FileBase DT1_rLS_20150727_2232um ElecNo 1 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 0.26 and 0.39 GB. - 8 bytes per element (scalar), 17357050 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.12 and 0.19 GB. - 8 bytes per element (scalar), 8331384 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.03 and 0.05 GB. - 2 bytes per element (data_int), 8331384 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.02 and 0.02 GB. - 1 bytes per element (char), 8331384 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.02 and 0.02 GB. - 1 bytes per element (char), 8331384 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=347141, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.45 and 0.67 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 347141 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 347141 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 1 (873 points): Lose 449.281888 but Gain 2073.091526 Iteration 0F (8.220567 sec): 19 clusters Score: Raw -29828297.416005 + Penalty 37315.647476 = -29790981.768530 nChanged 328564 Deleting Class 5 (355 points): Lose 1278.953839 but Gain 2073.091526 Iteration 1F (12.532822 sec): 18 clusters Score: Raw -31200008.948503 + Penalty 35242.555949 = -31164766.392554 nChanged 83569 Deleting Class 3 (821 points): Lose 1326.960490 but Gain 2073.091526 Iteration 2F (16.607117 sec): 17 clusters Score: Raw -31424588.821582 + Penalty 33169.464423 = -31391419.357159 nChanged 54317 Deleting Class 19 (370 points): Lose 1285.849153 but Gain 2073.091526 Iteration 3F (20.445986 sec): 16 clusters Score: Raw -31569091.433203 + Penalty 31096.372896 = -31537995.060307 nChanged 33929 Deleting Class 9 (997 points): Lose 1692.896280 but Gain 2073.091526 Iteration 4F (24.051199 sec): 15 clusters Score: Raw -31609396.257832 + Penalty 29023.281370 = -31580372.976462 nChanged 23244 Iteration 5F (27.432384 sec): 15 clusters Score: Raw -31629581.374971 + Penalty 29023.281370 = -31600558.093601 nChanged 16794 Iteration 6Q (29.311050 sec): 15 clusters Score: Raw -31644105.437663 + Penalty 29023.281370 = -31615082.156293 nChanged 13901 Iteration 7Q (31.034842 sec): 15 clusters Score: Raw -31655951.102362 + Penalty 29023.281370 = -31626927.820992 nChanged 12184 Iteration 8Q (32.869754 sec): 15 clusters Score: Raw -31665203.077748 + Penalty 29023.281370 = -31636179.796378 nChanged 10837 Iteration 9Q (34.605589 sec): 15 clusters Score: Raw -31672478.033015 + Penalty 29023.281370 = -31643454.751645 nChanged 9539 Iteration 10Q (36.360668 sec): 15 clusters Score: Raw -31677886.504081 + Penalty 29023.281370 = -31648863.222711 nChanged 8376 Iteration 11Q (38.078893 sec): 15 clusters Score: Raw -31682083.019242 + Penalty 29023.281370 = -31653059.737872 nChanged 7369 Iteration 12Q (39.662328 sec): 15 clusters Score: Raw -31685349.486474 + Penalty 29023.281370 = -31656326.205104 nChanged 6417 Iteration 13Q (41.291580 sec): 15 clusters Score: Raw -31687942.139735 + Penalty 29023.281370 = -31658918.858366 nChanged 5658 Iteration 14Q (42.881943 sec): 15 clusters Score: Raw -31690050.130560 + Penalty 29023.281370 = -31661026.849191 nChanged 4948 Iteration 15Q (44.401183 sec): 15 clusters Score: Raw -31691733.750762 + Penalty 29023.281370 = -31662710.469392 nChanged 4355 Iteration 16Q (45.975161 sec): 15 clusters Score: Raw -31693141.083214 + Penalty 29023.281370 = -31664117.801844 nChanged 4006 Iteration 17Q (47.652214 sec): 15 clusters Score: Raw -31694342.484616 + Penalty 29023.281370 = -31665319.203246 nChanged 3703 Iteration 18Q (49.361972 sec): 15 clusters Score: Raw -31695530.769529 + Penalty 29023.281370 = -31666507.488159 nChanged 3614 Iteration 19Q (51.032127 sec): 15 clusters Score: Raw -31696708.114713 + Penalty 29023.281370 = -31667684.833343 nChanged 3565 Writing temp clu file Because OldScore, -31666507.488159, is greater than current (better) Score,-31667684.833343 Compute initial score before splitting: Score: Raw -31696708.114713 + Penalty 29023.281370 = -31667684.833343 Trying to split cluster 2 (4474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.369299 sec): 2 clusters Score: Raw -374599.590658 + Penalty 1365.981198 = -373233.609460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.425570 sec): 3 clusters Score: Raw -372385.028289 + Penalty 2731.962396 = -369653.065892 nChanged 1722 SP:Iteration 1F (51.479914 sec): 3 clusters Score: Raw -373430.678522 + Penalty 2731.962396 = -370698.716126 nChanged 379 SP:Iteration 2F (51.522910 sec): 3 clusters Score: Raw -373742.840143 + Penalty 2731.962396 = -371010.877747 nChanged 305 SP:Iteration 3F (51.587524 sec): 3 clusters Score: Raw -373985.167586 + Penalty 2731.962396 = -371253.205190 nChanged 267 SP:Iteration 4F (51.631784 sec): 3 clusters Score: Raw -374163.925957 + Penalty 2731.962396 = -371431.963561 nChanged 215 SP:Iteration 5Q (51.683563 sec): 3 clusters Score: Raw -374308.851737 + Penalty 2731.962396 = -371576.889340 nChanged 190 SP:Iteration 6Q (51.732894 sec): 3 clusters Score: Raw -374434.157726 + Penalty 2731.962396 = -371702.195330 nChanged 166 SP:Iteration 7Q (51.789748 sec): 3 clusters Score: Raw -374542.195742 + Penalty 2731.962396 = -371810.233346 nChanged 144 SP:Iteration 8Q (51.852701 sec): 3 clusters Score: Raw -374628.972331 + Penalty 2731.962396 = -371897.009934 nChanged 135 SP:Iteration 9Q (51.904840 sec): 3 clusters Score: Raw -374706.682546 + Penalty 2731.962396 = -371974.720150 nChanged 122 SP:Iteration 10Q (51.960325 sec): 3 clusters Score: Raw -374767.030149 + Penalty 2731.962396 = -372035.067752 nChanged 92 SP:Iteration 11Q (52.000860 sec): 3 clusters Score: Raw -374809.528348 + Penalty 2731.962396 = -372077.565952 nChanged 83 SP:Iteration 12Q (52.069458 sec): 3 clusters Score: Raw -374842.179077 + Penalty 2731.962396 = -372110.216681 nChanged 61 SP:Iteration 13Q (52.125459 sec): 3 clusters Score: Raw -374863.383840 + Penalty 2731.962396 = -372131.421444 nChanged 42 SP:Iteration 14Q (52.174800 sec): 3 clusters Score: Raw -374878.130942 + Penalty 2731.962396 = -372146.168546 nChanged 38 SP:Iteration 15Q (52.227642 sec): 3 clusters Score: Raw -374891.853502 + Penalty 2731.962396 = -372159.891105 nChanged 35 SP:Iteration 16Q (52.278833 sec): 3 clusters Score: Raw -374904.403168 + Penalty 2731.962396 = -372172.440772 nChanged 30 SP:Iteration 17Q (52.341273 sec): 3 clusters Score: Raw -374914.073980 + Penalty 2731.962396 = -372182.111584 nChanged 38 SP:Iteration 18Q (52.386762 sec): 3 clusters Score: Raw -374928.783080 + Penalty 2731.962396 = -372196.820684 nChanged 35 SP:Iteration 19Q (52.445591 sec): 3 clusters Score: Raw -374943.309880 + Penalty 2731.962396 = -372211.347484 nChanged 45 SP:Iteration 20F (52.508402 sec): 3 clusters Score: Raw -374959.406157 + Penalty 2731.962396 = -372227.443761 nChanged 39 SP:Iteration 21Q (52.568850 sec): 3 clusters Score: Raw -374970.189626 + Penalty 2731.962396 = -372238.227230 nChanged 30 SP:Iteration 22Q (52.626495 sec): 3 clusters Score: Raw -374978.320243 + Penalty 2731.962396 = -372246.357846 nChanged 24 SP:Iteration 23Q (52.683357 sec): 3 clusters Score: Raw -374984.920899 + Penalty 2731.962396 = -372252.958503 nChanged 28 SP:Iteration 24Q (52.738992 sec): 3 clusters Score: Raw -374992.445020 + Penalty 2731.962396 = -372260.482624 nChanged 28 SP:Iteration 25Q (52.788904 sec): 3 clusters Score: Raw -375002.219928 + Penalty 2731.962396 = -372270.257532 nChanged 36 SP:Iteration 26Q (52.836149 sec): 3 clusters Score: Raw -375011.775019 + Penalty 2731.962396 = -372279.812623 nChanged 32 SP:Iteration 27Q (52.898711 sec): 3 clusters Score: Raw -375019.445054 + Penalty 2731.962396 = -372287.482658 nChanged 30 SP:Iteration 28Q (52.959715 sec): 3 clusters Score: Raw -375028.991164 + Penalty 2731.962396 = -372297.028767 nChanged 24 SP:Iteration 29Q (53.016530 sec): 3 clusters Score: Raw -375035.220181 + Penalty 2731.962396 = -372303.257785 nChanged 28 SP:Iteration 30Q (53.072392 sec): 3 clusters Score: Raw -375042.511756 + Penalty 2731.962396 = -372310.549360 nChanged 24 SP:Iteration 31Q (53.124023 sec): 3 clusters Score: Raw -375050.621139 + Penalty 2731.962396 = -372318.658743 nChanged 31 SP:Iteration 32Q (53.176117 sec): 3 clusters Score: Raw -375061.514016 + Penalty 2731.962396 = -372329.551620 nChanged 25 SP:Iteration 33Q (53.231844 sec): 3 clusters Score: Raw -375070.039361 + Penalty 2731.962396 = -372338.076965 nChanged 27 SP:Iteration 34Q (53.287725 sec): 3 clusters Score: Raw -375078.193389 + Penalty 2731.962396 = -372346.230992 nChanged 20 SP:Iteration 35Q (53.349310 sec): 3 clusters Score: Raw -375083.619626 + Penalty 2731.962396 = -372351.657230 nChanged 21 SP:Iteration 36Q (53.392882 sec): 3 clusters Score: Raw -375090.928939 + Penalty 2731.962396 = -372358.966543 nChanged 33 SP:Iteration 37Q (53.454754 sec): 3 clusters Score: Raw -375101.977156 + Penalty 2731.962396 = -372370.014759 nChanged 32 SP:Iteration 38Q (53.505986 sec): 3 clusters Score: Raw -375111.594460 + Penalty 2731.962396 = -372379.632064 nChanged 29 SP:Iteration 39Q (53.567073 sec): 3 clusters Score: Raw -375123.894873 + Penalty 2731.962396 = -372391.932477 nChanged 32 SP:Iteration 40F (53.631924 sec): 3 clusters Score: Raw -375140.339465 + Penalty 2731.962396 = -372408.377069 nChanged 32 SP:Iteration 41Q (53.679902 sec): 3 clusters Score: Raw -375156.477027 + Penalty 2731.962396 = -372424.514631 nChanged 33 SP:Iteration 42Q (53.731184 sec): 3 clusters Score: Raw -375170.685798 + Penalty 2731.962396 = -372438.723402 nChanged 40 SP:Iteration 43Q (53.797167 sec): 3 clusters Score: Raw -375184.236882 + Penalty 2731.962396 = -372452.274486 nChanged 38 SP:Iteration 44Q (53.843843 sec): 3 clusters Score: Raw -375199.564311 + Penalty 2731.962396 = -372467.601915 nChanged 38 SP:Iteration 45Q (53.900546 sec): 3 clusters Score: Raw -375218.884671 + Penalty 2731.962396 = -372486.922275 nChanged 50 SP:Iteration 46Q (53.955383 sec): 3 clusters Score: Raw -375241.901176 + Penalty 2731.962396 = -372509.938780 nChanged 48 SP:Iteration 47Q (54.017218 sec): 3 clusters Score: Raw -375262.502295 + Penalty 2731.962396 = -372530.539898 nChanged 40 SP:Iteration 48Q (54.074562 sec): 3 clusters Score: Raw -375282.453122 + Penalty 2731.962396 = -372550.490725 nChanged 43 SP:Iteration 49Q (54.134385 sec): 3 clusters Score: Raw -375300.959197 + Penalty 2731.962396 = -372568.996800 nChanged 46 SP:Iteration 50Q (54.193100 sec): 3 clusters Score: Raw -375322.826208 + Penalty 2731.962396 = -372590.863811 nChanged 41 SP:Iteration 51Q (54.251082 sec): 3 clusters Score: Raw -375338.506068 + Penalty 2731.962396 = -372606.543672 nChanged 30 SP:Iteration 52Q (54.307703 sec): 3 clusters Score: Raw -375349.798313 + Penalty 2731.962396 = -372617.835917 nChanged 32 SP:Iteration 53Q (54.353358 sec): 3 clusters Score: Raw -375359.863714 + Penalty 2731.962396 = -372627.901317 nChanged 29 SP:Iteration 54Q (54.422332 sec): 3 clusters Score: Raw -375370.155990 + Penalty 2731.962396 = -372638.193594 nChanged 31 SP:Iteration 55Q (54.467285 sec): 3 clusters Score: Raw -375379.686783 + Penalty 2731.962396 = -372647.724387 nChanged 22 SP:Iteration 56Q (54.525693 sec): 3 clusters Score: Raw -375386.539743 + Penalty 2731.962396 = -372654.577346 nChanged 12 SP:Iteration 57Q (54.581909 sec): 3 clusters Score: Raw -375390.079886 + Penalty 2731.962396 = -372658.117490 nChanged 4 SP:Iteration 58Q (54.633848 sec): 3 clusters Score: Raw -375390.849924 + Penalty 2731.962396 = -372658.887528 nChanged 9 SP:Iteration 59Q (54.690815 sec): 3 clusters Score: Raw -375393.190769 + Penalty 2731.962396 = -372661.228373 nChanged 10 SP:Iteration 60F (54.745621 sec): 3 clusters Score: Raw -375396.013126 + Penalty 2731.962396 = -372664.050730 nChanged 10 SP:Iteration 61Q (54.796681 sec): 3 clusters Score: Raw -375398.328121 + Penalty 2731.962396 = -372666.365725 nChanged 10 SP:Iteration 62Q (54.842148 sec): 3 clusters Score: Raw -375400.321173 + Penalty 2731.962396 = -372668.358777 nChanged 10 SP:Iteration 63Q (54.900141 sec): 3 clusters Score: Raw -375402.545492 + Penalty 2731.962396 = -372670.583096 nChanged 8 SP:Iteration 64Q (54.952999 sec): 3 clusters Score: Raw -375404.785418 + Penalty 2731.962396 = -372672.823021 nChanged 14 SP:Iteration 65Q (54.997449 sec): 3 clusters Score: Raw -375409.766207 + Penalty 2731.962396 = -372677.803811 nChanged 14 SP:Iteration 66Q (55.050292 sec): 3 clusters Score: Raw -375416.144527 + Penalty 2731.962396 = -372684.182131 nChanged 14 SP:Iteration 67Q (55.110195 sec): 3 clusters Score: Raw -375423.675924 + Penalty 2731.962396 = -372691.713528 nChanged 12 SP:Iteration 68Q (55.161683 sec): 3 clusters Score: Raw -375428.533054 + Penalty 2731.962396 = -372696.570657 nChanged 15 SP:Iteration 69Q (55.206217 sec): 3 clusters Score: Raw -375435.225776 + Penalty 2731.962396 = -372703.263379 nChanged 21 SP:Iteration 70Q (55.265533 sec): 3 clusters Score: Raw -375443.464250 + Penalty 2731.962396 = -372711.501854 nChanged 15 SP:Iteration 71Q (55.321293 sec): 3 clusters Score: Raw -375448.567221 + Penalty 2731.962396 = -372716.604825 nChanged 15 SP:Iteration 72Q (55.380711 sec): 3 clusters Score: Raw -375454.579997 + Penalty 2731.962396 = -372722.617601 nChanged 23 SP:Iteration 73Q (55.428115 sec): 3 clusters Score: Raw -375465.301114 + Penalty 2731.962396 = -372733.338718 nChanged 25 SP:Iteration 74Q (55.484068 sec): 3 clusters Score: Raw -375476.772358 + Penalty 2731.962396 = -372744.809962 nChanged 23 SP:Iteration 75Q (55.540193 sec): 3 clusters Score: Raw -375488.295049 + Penalty 2731.962396 = -372756.332653 nChanged 28 SP:Iteration 76Q (55.586131 sec): 3 clusters Score: Raw -375500.841002 + Penalty 2731.962396 = -372768.878606 nChanged 23 SP:Iteration 77Q (55.639903 sec): 3 clusters Score: Raw -375511.566080 + Penalty 2731.962396 = -372779.603684 nChanged 27 SP:Iteration 78Q (55.698248 sec): 3 clusters Score: Raw -375526.091630 + Penalty 2731.962396 = -372794.129233 nChanged 24 SP:Iteration 79Q (55.739108 sec): 3 clusters Score: Raw -375539.168702 + Penalty 2731.962396 = -372807.206306 nChanged 16 SP:Iteration 80F (55.793810 sec): 3 clusters Score: Raw -375547.679121 + Penalty 2731.962396 = -372815.716725 nChanged 13 SP:Iteration 81Q (55.844414 sec): 3 clusters Score: Raw -375555.981292 + Penalty 2731.962396 = -372824.018895 nChanged 11 SP:Iteration 82Q (55.901604 sec): 3 clusters Score: Raw -375560.180437 + Penalty 2731.962396 = -372828.218041 nChanged 10 SP:Iteration 83Q (55.955974 sec): 3 clusters Score: Raw -375564.632569 + Penalty 2731.962396 = -372832.670173 nChanged 10 SP:Iteration 84Q (56.012762 sec): 3 clusters Score: Raw -375567.784035 + Penalty 2731.962396 = -372835.821639 nChanged 2 SP:Iteration 85Q (56.067035 sec): 3 clusters Score: Raw -375568.001943 + Penalty 2731.962396 = -372836.039547 nChanged 0 SP:Iteration 86F (56.123994 sec): 3 clusters Score: Raw -375568.001943 + Penalty 2731.962396 = -372836.039547 nChanged 0 Trying to split cluster 4 (9731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.170995 sec): 2 clusters Score: Raw -899673.128526 + Penalty 1492.249191 = -898180.879335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.234903 sec): 3 clusters Score: Raw -894250.978218 + Penalty 2984.498382 = -891266.479836 nChanged 4213 SP:Iteration 1F (56.299886 sec): 3 clusters Score: Raw -896783.620040 + Penalty 2984.498382 = -893799.121658 nChanged 803 SP:Iteration 2F (56.361611 sec): 3 clusters Score: Raw -897569.808318 + Penalty 2984.498382 = -894585.309936 nChanged 886 SP:Iteration 3F (56.423121 sec): 3 clusters Score: Raw -898582.958557 + Penalty 2984.498382 = -895598.460175 nChanged 901 SP:Iteration 4F (56.485793 sec): 3 clusters Score: Raw -899784.208190 + Penalty 2984.498382 = -896799.709808 nChanged 897 SP:Iteration 5F (56.540294 sec): 3 clusters Score: Raw -901140.920095 + Penalty 2984.498382 = -898156.421713 nChanged 826 SP:Iteration 6F (56.614279 sec): 3 clusters Score: Raw -903309.551903 + Penalty 2984.498382 = -900325.053521 nChanged 815 SP:Iteration 7F (56.674666 sec): 3 clusters Score: Raw -908096.404270 + Penalty 2984.498382 = -905111.905888 nChanged 375 SP:Iteration 8Q (56.739125 sec): 3 clusters Score: Raw -910599.919324 + Penalty 2984.498382 = -907615.420942 nChanged 91 SP:Iteration 9Q (56.787828 sec): 3 clusters Score: Raw -911803.789695 + Penalty 2984.498382 = -908819.291312 nChanged 3 SP:Iteration 10Q (56.857344 sec): 3 clusters Score: Raw -911806.546315 + Penalty 2984.498382 = -908822.047933 nChanged 0 SP:Iteration 11F (56.920520 sec): 3 clusters Score: Raw -911806.546315 + Penalty 2984.498382 = -908822.047933 nChanged 0 Score: Raw -31709465.440194 + Penalty 31096.372896 = -31678369.067298 Splitting cluster 4 changes total score from -31667684.833343 to -31678369.067298 So it's getting split into cluster 1. Trying to split cluster 6 (1695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.619414 sec): 2 clusters Score: Raw -134870.717232 + Penalty 1208.258678 = -133662.458554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.670434 sec): 3 clusters Score: Raw -134196.183676 + Penalty 2416.517356 = -131779.666319 nChanged 572 SP:Iteration 1F (60.719919 sec): 3 clusters Score: Raw -134643.788436 + Penalty 2416.517356 = -132227.271079 nChanged 136 SP:Iteration 2F (60.757826 sec): 3 clusters Score: Raw -134777.471850 + Penalty 2416.517356 = -132360.954494 nChanged 82 SP:Iteration 3Q (60.814458 sec): 3 clusters Score: Raw -134865.281017 + Penalty 2416.517356 = -132448.763660 nChanged 65 SP:Iteration 4Q (60.857088 sec): 3 clusters Score: Raw -134933.779482 + Penalty 2416.517356 = -132517.262126 nChanged 52 SP:Iteration 5Q (60.908772 sec): 3 clusters Score: Raw -134988.302589 + Penalty 2416.517356 = -132571.785233 nChanged 48 SP:Iteration 6Q (60.960821 sec): 3 clusters Score: Raw -135030.910214 + Penalty 2416.517356 = -132614.392857 nChanged 42 SP:Iteration 7Q (61.009292 sec): 3 clusters Score: Raw -135063.475381 + Penalty 2416.517356 = -132646.958024 nChanged 28 SP:Iteration 8Q (61.055037 sec): 3 clusters Score: Raw -135091.091433 + Penalty 2416.517356 = -132674.574076 nChanged 28 SP:Iteration 9Q (61.103950 sec): 3 clusters Score: Raw -135119.453550 + Penalty 2416.517356 = -132702.936193 nChanged 32 SP:Iteration 10Q (61.152387 sec): 3 clusters Score: Raw -135151.552108 + Penalty 2416.517356 = -132735.034752 nChanged 31 SP:Iteration 11Q (61.211025 sec): 3 clusters Score: Raw -135177.234849 + Penalty 2416.517356 = -132760.717492 nChanged 24 SP:Iteration 12Q (61.248105 sec): 3 clusters Score: Raw -135196.446572 + Penalty 2416.517356 = -132779.929215 nChanged 18 SP:Iteration 13Q (61.304865 sec): 3 clusters Score: Raw -135214.353262 + Penalty 2416.517356 = -132797.835906 nChanged 22 SP:Iteration 14Q (61.355364 sec): 3 clusters Score: Raw -135228.473176 + Penalty 2416.517356 = -132811.955819 nChanged 11 SP:Iteration 15Q (61.410043 sec): 3 clusters Score: Raw -135236.964759 + Penalty 2416.517356 = -132820.447402 nChanged 12 SP:Iteration 16Q (61.457486 sec): 3 clusters Score: Raw -135246.868935 + Penalty 2416.517356 = -132830.351579 nChanged 16 SP:Iteration 17Q (61.511663 sec): 3 clusters Score: Raw -135256.992868 + Penalty 2416.517356 = -132840.475512 nChanged 12 SP:Iteration 18Q (61.552890 sec): 3 clusters Score: Raw -135263.227958 + Penalty 2416.517356 = -132846.710601 nChanged 7 SP:Iteration 19Q (61.609935 sec): 3 clusters Score: Raw -135266.849643 + Penalty 2416.517356 = -132850.332287 nChanged 6 SP:Iteration 20F (61.655590 sec): 3 clusters Score: Raw -135271.580696 + Penalty 2416.517356 = -132855.063339 nChanged 9 SP:Iteration 21Q (61.701278 sec): 3 clusters Score: Raw -135276.689827 + Penalty 2416.517356 = -132860.172471 nChanged 7 SP:Iteration 22Q (61.748427 sec): 3 clusters Score: Raw -135282.777926 + Penalty 2416.517356 = -132866.260569 nChanged 8 SP:Iteration 23Q (61.796065 sec): 3 clusters Score: Raw -135288.523172 + Penalty 2416.517356 = -132872.005816 nChanged 6 SP:Iteration 24Q (61.852199 sec): 3 clusters Score: Raw -135294.260670 + Penalty 2416.517356 = -132877.743314 nChanged 7 SP:Iteration 25Q (61.906962 sec): 3 clusters Score: Raw -135300.802686 + Penalty 2416.517356 = -132884.285329 nChanged 11 SP:Iteration 26Q (61.942435 sec): 3 clusters Score: Raw -135309.350089 + Penalty 2416.517356 = -132892.832732 nChanged 4 SP:Iteration 27Q (61.993873 sec): 3 clusters Score: Raw -135311.368673 + Penalty 2416.517356 = -132894.851316 nChanged 3 SP:Iteration 28Q (62.046873 sec): 3 clusters Score: Raw -135316.738354 + Penalty 2416.517356 = -132900.220998 nChanged 6 SP:Iteration 29Q (62.092953 sec): 3 clusters Score: Raw -135321.611553 + Penalty 2416.517356 = -132905.094197 nChanged 4 SP:Iteration 30Q (62.127378 sec): 3 clusters Score: Raw -135324.546236 + Penalty 2416.517356 = -132908.028879 nChanged 3 SP:Iteration 31Q (62.186194 sec): 3 clusters Score: Raw -135326.302089 + Penalty 2416.517356 = -132909.784733 nChanged 2 SP:Iteration 32Q (62.230402 sec): 3 clusters Score: Raw -135326.905770 + Penalty 2416.517356 = -132910.388414 nChanged 1 SP:Iteration 33Q (62.277407 sec): 3 clusters Score: Raw -135327.970743 + Penalty 2416.517356 = -132911.453386 nChanged 0 SP:Iteration 34F (62.324646 sec): 3 clusters Score: Raw -135327.970743 + Penalty 2416.517356 = -132911.453386 nChanged 0 Trying to split cluster 7 (30059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.404728 sec): 2 clusters Score: Raw -2851629.565885 + Penalty 1675.524077 = -2849954.041808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.501383 sec): 3 clusters Score: Raw -2833043.798746 + Penalty 3351.048154 = -2829692.750593 nChanged 13857 SP:Iteration 1F (62.590164 sec): 3 clusters Score: Raw -2841047.912796 + Penalty 3351.048154 = -2837696.864642 nChanged 1594 SP:Iteration 2F (62.700930 sec): 3 clusters Score: Raw -2841983.374152 + Penalty 3351.048154 = -2838632.325998 nChanged 1882 SP:Iteration 3F (62.796101 sec): 3 clusters Score: Raw -2843544.713405 + Penalty 3351.048154 = -2840193.665251 nChanged 2246 SP:Iteration 4F (62.899804 sec): 3 clusters Score: Raw -2845880.145421 + Penalty 3351.048154 = -2842529.097268 nChanged 2526 SP:Iteration 5F (63.002784 sec): 3 clusters Score: Raw -2848601.506973 + Penalty 3351.048154 = -2845250.458819 nChanged 2748 SP:Iteration 6F (63.092566 sec): 3 clusters Score: Raw -2851572.533351 + Penalty 3351.048154 = -2848221.485197 nChanged 2359 SP:Iteration 7F (63.189582 sec): 3 clusters Score: Raw -2854165.725743 + Penalty 3351.048154 = -2850814.677590 nChanged 1665 SP:Iteration 8F (63.291751 sec): 3 clusters Score: Raw -2855909.598911 + Penalty 3351.048154 = -2852558.550758 nChanged 1047 SP:Iteration 9Q (63.383491 sec): 3 clusters Score: Raw -2856863.475112 + Penalty 3351.048154 = -2853512.426959 nChanged 709 SP:Iteration 10Q (63.481866 sec): 3 clusters Score: Raw -2857366.033720 + Penalty 3351.048154 = -2854014.985567 nChanged 518 SP:Iteration 11Q (63.563464 sec): 3 clusters Score: Raw -2857690.795251 + Penalty 3351.048154 = -2854339.747097 nChanged 419 SP:Iteration 12Q (63.665352 sec): 3 clusters Score: Raw -2857917.916158 + Penalty 3351.048154 = -2854566.868005 nChanged 328 SP:Iteration 13Q (63.752784 sec): 3 clusters Score: Raw -2858064.017930 + Penalty 3351.048154 = -2854712.969776 nChanged 293 SP:Iteration 14Q (63.851261 sec): 3 clusters Score: Raw -2858175.066622 + Penalty 3351.048154 = -2854824.018469 nChanged 204 SP:Iteration 15Q (63.949165 sec): 3 clusters Score: Raw -2858236.674640 + Penalty 3351.048154 = -2854885.626487 nChanged 152 SP:Iteration 16Q (64.038557 sec): 3 clusters Score: Raw -2858275.192128 + Penalty 3351.048154 = -2854924.143974 nChanged 117 SP:Iteration 17Q (64.131376 sec): 3 clusters Score: Raw -2858299.782502 + Penalty 3351.048154 = -2854948.734349 nChanged 98 SP:Iteration 18Q (64.212178 sec): 3 clusters Score: Raw -2858317.730973 + Penalty 3351.048154 = -2854966.682820 nChanged 74 SP:Iteration 19Q (64.317192 sec): 3 clusters Score: Raw -2858329.923601 + Penalty 3351.048154 = -2854978.875448 nChanged 50 SP:Iteration 20F (64.405501 sec): 3 clusters Score: Raw -2858336.200423 + Penalty 3351.048154 = -2854985.152270 nChanged 40 SP:Iteration 21Q (64.505220 sec): 3 clusters Score: Raw -2858341.465910 + Penalty 3351.048154 = -2854990.417756 nChanged 30 SP:Iteration 22Q (64.597182 sec): 3 clusters Score: Raw -2858344.178237 + Penalty 3351.048154 = -2854993.130083 nChanged 16 SP:Iteration 23Q (64.676759 sec): 3 clusters Score: Raw -2858345.365584 + Penalty 3351.048154 = -2854994.317430 nChanged 16 SP:Iteration 24Q (64.782377 sec): 3 clusters Score: Raw -2858346.396226 + Penalty 3351.048154 = -2854995.348072 nChanged 6 SP:Iteration 25Q (64.864413 sec): 3 clusters Score: Raw -2858346.610544 + Penalty 3351.048154 = -2854995.562390 nChanged 4 SP:Iteration 26Q (64.967595 sec): 3 clusters Score: Raw -2858346.790508 + Penalty 3351.048154 = -2854995.742355 nChanged 4 SP:Iteration 27Q (65.058782 sec): 3 clusters Score: Raw -2858347.060067 + Penalty 3351.048154 = -2854996.011913 nChanged 9 SP:Iteration 28Q (65.147269 sec): 3 clusters Score: Raw -2858347.678291 + Penalty 3351.048154 = -2854996.630137 nChanged 10 SP:Iteration 29Q (65.243907 sec): 3 clusters Score: Raw -2858348.273356 + Penalty 3351.048154 = -2854997.225202 nChanged 10 SP:Iteration 30Q (65.341110 sec): 3 clusters Score: Raw -2858348.932003 + Penalty 3351.048154 = -2854997.883849 nChanged 10 SP:Iteration 31Q (65.427020 sec): 3 clusters Score: Raw -2858349.714774 + Penalty 3351.048154 = -2854998.666620 nChanged 8 SP:Iteration 32Q (65.514460 sec): 3 clusters Score: Raw -2858350.323366 + Penalty 3351.048154 = -2854999.275212 nChanged 5 SP:Iteration 33Q (65.594952 sec): 3 clusters Score: Raw -2858350.729153 + Penalty 3351.048154 = -2854999.680999 nChanged 6 SP:Iteration 34Q (65.694682 sec): 3 clusters Score: Raw -2858351.011230 + Penalty 3351.048154 = -2854999.963076 nChanged 3 SP:Iteration 35Q (65.782691 sec): 3 clusters Score: Raw -2858351.234104 + Penalty 3351.048154 = -2855000.185951 nChanged 5 SP:Iteration 36Q (65.862950 sec): 3 clusters Score: Raw -2858351.430130 + Penalty 3351.048154 = -2855000.381976 nChanged 1 SP:Iteration 37Q (65.952109 sec): 3 clusters Score: Raw -2858351.450949 + Penalty 3351.048154 = -2855000.402796 nChanged 0 SP:Iteration 38F (66.063494 sec): 3 clusters Score: Raw -2858351.450949 + Penalty 3351.048154 = -2855000.402796 nChanged 0 Score: Raw -31716187.325258 + Penalty 33169.464423 = -31683017.860836 Splitting cluster 7 changes total score from -31667684.833343 to -31683017.860836 So it's getting split into cluster 3. Trying to split cluster 8 (4506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.871064 sec): 2 clusters Score: Raw -413604.288429 + Penalty 1367.139332 = -412237.149097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.927599 sec): 3 clusters Score: Raw -411249.474645 + Penalty 2734.278664 = -408515.195981 nChanged 1840 SP:Iteration 1F (69.970282 sec): 3 clusters Score: Raw -412213.548918 + Penalty 2734.278664 = -409479.270253 nChanged 293 SP:Iteration 2F (70.026519 sec): 3 clusters Score: Raw -412363.744628 + Penalty 2734.278664 = -409629.465963 nChanged 222 SP:Iteration 3Q (70.080568 sec): 3 clusters Score: Raw -412477.785914 + Penalty 2734.278664 = -409743.507249 nChanged 192 SP:Iteration 4Q (70.132512 sec): 3 clusters Score: Raw -412561.242968 + Penalty 2734.278664 = -409826.964303 nChanged 150 SP:Iteration 5Q (70.188476 sec): 3 clusters Score: Raw -412626.998214 + Penalty 2734.278664 = -409892.719549 nChanged 137 SP:Iteration 6Q (70.244850 sec): 3 clusters Score: Raw -412700.787417 + Penalty 2734.278664 = -409966.508753 nChanged 138 SP:Iteration 7Q (70.306447 sec): 3 clusters Score: Raw -412775.579353 + Penalty 2734.278664 = -410041.300689 nChanged 138 SP:Iteration 8Q (70.348302 sec): 3 clusters Score: Raw -412854.964116 + Penalty 2734.278664 = -410120.685452 nChanged 152 SP:Iteration 9Q (70.402379 sec): 3 clusters Score: Raw -412940.991433 + Penalty 2734.278664 = -410206.712768 nChanged 150 SP:Iteration 10Q (70.457991 sec): 3 clusters Score: Raw -413026.419726 + Penalty 2734.278664 = -410292.141062 nChanged 141 SP:Iteration 11Q (70.513765 sec): 3 clusters Score: Raw -413115.053567 + Penalty 2734.278664 = -410380.774903 nChanged 135 SP:Iteration 12Q (70.569359 sec): 3 clusters Score: Raw -413197.098848 + Penalty 2734.278664 = -410462.820183 nChanged 124 SP:Iteration 13Q (70.626109 sec): 3 clusters Score: Raw -413277.697538 + Penalty 2734.278664 = -410543.418873 nChanged 117 SP:Iteration 14Q (70.681685 sec): 3 clusters Score: Raw -413347.010325 + Penalty 2734.278664 = -410612.731661 nChanged 104 SP:Iteration 15Q (70.736963 sec): 3 clusters Score: Raw -413425.382285 + Penalty 2734.278664 = -410691.103621 nChanged 101 SP:Iteration 16Q (70.779770 sec): 3 clusters Score: Raw -413497.498751 + Penalty 2734.278664 = -410763.220087 nChanged 82 SP:Iteration 17Q (70.840376 sec): 3 clusters Score: Raw -413547.614324 + Penalty 2734.278664 = -410813.335660 nChanged 60 SP:Iteration 18Q (70.885013 sec): 3 clusters Score: Raw -413587.965192 + Penalty 2734.278664 = -410853.686527 nChanged 45 SP:Iteration 19Q (70.947634 sec): 3 clusters Score: Raw -413622.858772 + Penalty 2734.278664 = -410888.580108 nChanged 42 SP:Iteration 20F (70.993134 sec): 3 clusters Score: Raw -413650.039972 + Penalty 2734.278664 = -410915.761308 nChanged 32 SP:Iteration 21Q (71.061773 sec): 3 clusters Score: Raw -413669.298050 + Penalty 2734.278664 = -410935.019386 nChanged 26 SP:Iteration 22Q (71.102555 sec): 3 clusters Score: Raw -413684.466775 + Penalty 2734.278664 = -410950.188111 nChanged 22 SP:Iteration 23Q (71.166309 sec): 3 clusters Score: Raw -413699.469001 + Penalty 2734.278664 = -410965.190337 nChanged 15 SP:Iteration 24Q (71.221677 sec): 3 clusters Score: Raw -413712.759019 + Penalty 2734.278664 = -410978.480354 nChanged 15 SP:Iteration 25Q (71.267062 sec): 3 clusters Score: Raw -413722.297319 + Penalty 2734.278664 = -410988.018655 nChanged 17 SP:Iteration 26Q (71.328818 sec): 3 clusters Score: Raw -413734.984225 + Penalty 2734.278664 = -411000.705561 nChanged 14 SP:Iteration 27Q (71.392255 sec): 3 clusters Score: Raw -413745.055056 + Penalty 2734.278664 = -411010.776392 nChanged 14 SP:Iteration 28Q (71.448416 sec): 3 clusters Score: Raw -413756.919349 + Penalty 2734.278664 = -411022.640684 nChanged 18 SP:Iteration 29Q (71.498616 sec): 3 clusters Score: Raw -413771.884820 + Penalty 2734.278664 = -411037.606156 nChanged 17 SP:Iteration 30Q (71.553124 sec): 3 clusters Score: Raw -413785.994302 + Penalty 2734.278664 = -411051.715638 nChanged 14 SP:Iteration 31Q (71.607198 sec): 3 clusters Score: Raw -413799.530369 + Penalty 2734.278664 = -411065.251705 nChanged 12 SP:Iteration 32Q (71.664334 sec): 3 clusters Score: Raw -413812.336675 + Penalty 2734.278664 = -411078.058010 nChanged 10 SP:Iteration 33Q (71.720666 sec): 3 clusters Score: Raw -413820.307779 + Penalty 2734.278664 = -411086.029115 nChanged 8 SP:Iteration 34Q (71.775756 sec): 3 clusters Score: Raw -413826.944224 + Penalty 2734.278664 = -411092.665560 nChanged 3 SP:Iteration 35Q (71.824174 sec): 3 clusters Score: Raw -413829.547781 + Penalty 2734.278664 = -411095.269117 nChanged 5 SP:Iteration 36Q (71.885080 sec): 3 clusters Score: Raw -413834.704496 + Penalty 2734.278664 = -411100.425831 nChanged 2 SP:Iteration 37Q (71.939098 sec): 3 clusters Score: Raw -413836.726408 + Penalty 2734.278664 = -411102.447744 nChanged 1 SP:Iteration 38Q (71.983357 sec): 3 clusters Score: Raw -413837.112728 + Penalty 2734.278664 = -411102.834064 nChanged 0 SP:Iteration 39F (72.042227 sec): 3 clusters Score: Raw -413837.112728 + Penalty 2734.278664 = -411102.834064 nChanged 0 Trying to split cluster 10 (750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.060881 sec): 2 clusters Score: Raw -47185.753040 + Penalty 1075.761896 = -46109.991144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.111003 sec): 3 clusters Score: Raw -47175.970447 + Penalty 2151.523792 = -45024.446655 nChanged 227 SP:Iteration 1F (72.162798 sec): 3 clusters Score: Raw -47678.066594 + Penalty 2151.523792 = -45526.542802 nChanged 84 SP:Iteration 2F (72.209169 sec): 3 clusters Score: Raw -47881.036849 + Penalty 2151.523792 = -45729.513057 nChanged 37 SP:Iteration 3Q (72.242786 sec): 3 clusters Score: Raw -47968.587144 + Penalty 2151.523792 = -45817.063352 nChanged 21 SP:Iteration 4Q (72.290785 sec): 3 clusters Score: Raw -47995.572739 + Penalty 2151.523792 = -45844.048947 nChanged 5 SP:Iteration 5Q (72.329449 sec): 3 clusters Score: Raw -48012.797533 + Penalty 2151.523792 = -45861.273741 nChanged 10 SP:Iteration 6Q (72.375323 sec): 3 clusters Score: Raw -48050.053628 + Penalty 2151.523792 = -45898.529836 nChanged 17 SP:Iteration 7Q (72.423665 sec): 3 clusters Score: Raw -48135.299002 + Penalty 2151.523792 = -45983.775209 nChanged 16 SP:Iteration 8Q (72.477005 sec): 3 clusters Score: Raw -48198.025453 + Penalty 2151.523792 = -46046.501661 nChanged 8 SP:Iteration 9Q (72.523765 sec): 3 clusters Score: Raw -48249.944832 + Penalty 2151.523792 = -46098.421040 nChanged 9 SP:Iteration 10Q (72.573975 sec): 3 clusters Score: Raw -48270.308773 + Penalty 2151.523792 = -46118.784981 nChanged 9 SP:Iteration 11Q (72.609018 sec): 3 clusters Score: Raw -48287.776758 + Penalty 2151.523792 = -46136.252965 nChanged 3 SP:Iteration 12Q (72.657234 sec): 3 clusters Score: Raw -48294.075841 + Penalty 2151.523792 = -46142.552048 nChanged 2 SP:Iteration 13Q (72.702779 sec): 3 clusters Score: Raw -48297.919480 + Penalty 2151.523792 = -46146.395688 nChanged 2 SP:Iteration 14Q (72.751117 sec): 3 clusters Score: Raw -48299.440371 + Penalty 2151.523792 = -46147.916578 nChanged 1 SP:Iteration 15Q (72.801149 sec): 3 clusters Score: Raw -48302.294827 + Penalty 2151.523792 = -46150.771035 nChanged 2 SP:Iteration 16Q (72.847965 sec): 3 clusters Score: Raw -48305.115652 + Penalty 2151.523792 = -46153.591860 nChanged 2 SP:Iteration 17Q (72.900342 sec): 3 clusters Score: Raw -48307.544401 + Penalty 2151.523792 = -46156.020609 nChanged 3 SP:Iteration 18Q (72.947959 sec): 3 clusters Score: Raw -48308.700576 + Penalty 2151.523792 = -46157.176784 nChanged 0 SP:Iteration 19F (73.000845 sec): 3 clusters Score: Raw -48321.028770 + Penalty 2151.523792 = -46169.504978 nChanged 2 SP:Iteration 20F (73.048316 sec): 3 clusters Score: Raw -48352.771388 + Penalty 2151.523792 = -46201.247596 nChanged 8 SP:Iteration 21Q (73.092669 sec): 3 clusters Score: Raw -48368.126094 + Penalty 2151.523792 = -46216.602302 nChanged 3 SP:Iteration 22Q (73.137692 sec): 3 clusters Score: Raw -48370.419181 + Penalty 2151.523792 = -46218.895389 nChanged 0 SP:Iteration 23F (73.188624 sec): 3 clusters Score: Raw -48370.419181 + Penalty 2151.523792 = -46218.895389 nChanged 0 Score: Raw -31717371.991400 + Penalty 35242.555949 = -31682129.435451 Splitting cluster 10 changes total score from -31667684.833343 to -31682129.435451 So it's getting split into cluster 5. Trying to split cluster 11 (13119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.221080 sec): 2 clusters Score: Raw -1144843.023380 + Penalty 1540.795237 = -1143302.228144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.292590 sec): 3 clusters Score: Raw -1137204.754823 + Penalty 3081.590473 = -1134123.164350 nChanged 5862 SP:Iteration 1F (77.368559 sec): 3 clusters Score: Raw -1140693.510942 + Penalty 3081.590473 = -1137611.920469 nChanged 984 SP:Iteration 2F (77.441532 sec): 3 clusters Score: Raw -1141551.270468 + Penalty 3081.590473 = -1138469.679995 nChanged 1152 SP:Iteration 3F (77.513406 sec): 3 clusters Score: Raw -1142995.962415 + Penalty 3081.590473 = -1139914.371942 nChanged 1423 SP:Iteration 4F (77.579266 sec): 3 clusters Score: Raw -1144951.300934 + Penalty 3081.590473 = -1141869.710461 nChanged 1432 SP:Iteration 5F (77.639246 sec): 3 clusters Score: Raw -1146528.643231 + Penalty 3081.590473 = -1143447.052758 nChanged 963 SP:Iteration 6F (77.719516 sec): 3 clusters Score: Raw -1147279.997083 + Penalty 3081.590473 = -1144198.406610 nChanged 524 SP:Iteration 7Q (77.782172 sec): 3 clusters Score: Raw -1147557.339341 + Penalty 3081.590473 = -1144475.748868 nChanged 324 SP:Iteration 8Q (77.851879 sec): 3 clusters Score: Raw -1147712.384794 + Penalty 3081.590473 = -1144630.794321 nChanged 275 SP:Iteration 9Q (77.922884 sec): 3 clusters Score: Raw -1147832.658407 + Penalty 3081.590473 = -1144751.067934 nChanged 232 SP:Iteration 10Q (78.005742 sec): 3 clusters Score: Raw -1147931.619459 + Penalty 3081.590473 = -1144850.028986 nChanged 210 SP:Iteration 11Q (78.076063 sec): 3 clusters Score: Raw -1148009.636750 + Penalty 3081.590473 = -1144928.046277 nChanged 170 SP:Iteration 12Q (78.142989 sec): 3 clusters Score: Raw -1148070.874158 + Penalty 3081.590473 = -1144989.283685 nChanged 136 SP:Iteration 13Q (78.213834 sec): 3 clusters Score: Raw -1148110.561913 + Penalty 3081.590473 = -1145028.971440 nChanged 106 SP:Iteration 14Q (78.276311 sec): 3 clusters Score: Raw -1148139.882495 + Penalty 3081.590473 = -1145058.292022 nChanged 91 SP:Iteration 15Q (78.346557 sec): 3 clusters Score: Raw -1148162.312123 + Penalty 3081.590473 = -1145080.721650 nChanged 60 SP:Iteration 16Q (78.419544 sec): 3 clusters Score: Raw -1148172.829730 + Penalty 3081.590473 = -1145091.239257 nChanged 50 SP:Iteration 17Q (78.486526 sec): 3 clusters Score: Raw -1148181.957948 + Penalty 3081.590473 = -1145100.367475 nChanged 44 SP:Iteration 18Q (78.558468 sec): 3 clusters Score: Raw -1148189.389989 + Penalty 3081.590473 = -1145107.799516 nChanged 29 SP:Iteration 19Q (78.628569 sec): 3 clusters Score: Raw -1148193.206210 + Penalty 3081.590473 = -1145111.615737 nChanged 19 SP:Iteration 20F (78.693244 sec): 3 clusters Score: Raw -1148196.635424 + Penalty 3081.590473 = -1145115.044951 nChanged 16 SP:Iteration 21Q (78.765243 sec): 3 clusters Score: Raw -1148198.903085 + Penalty 3081.590473 = -1145117.312612 nChanged 13 SP:Iteration 22Q (78.837342 sec): 3 clusters Score: Raw -1148200.360547 + Penalty 3081.590473 = -1145118.770074 nChanged 7 SP:Iteration 23Q (78.910399 sec): 3 clusters Score: Raw -1148201.355018 + Penalty 3081.590473 = -1145119.764545 nChanged 6 SP:Iteration 24Q (78.979343 sec): 3 clusters Score: Raw -1148202.026857 + Penalty 3081.590473 = -1145120.436384 nChanged 6 SP:Iteration 25Q (79.051774 sec): 3 clusters Score: Raw -1148202.691999 + Penalty 3081.590473 = -1145121.101526 nChanged 3 SP:Iteration 26Q (79.117854 sec): 3 clusters Score: Raw -1148203.000092 + Penalty 3081.590473 = -1145121.409619 nChanged 0 SP:Iteration 27F (79.186627 sec): 3 clusters Score: Raw -1148203.000092 + Penalty 3081.590473 = -1145121.409619 nChanged 0 Score: Raw -31720731.968112 + Penalty 37315.647476 = -31683416.320636 Splitting cluster 11 changes total score from -31667684.833343 to -31683416.320636 So it's getting split into cluster 9. Trying to split cluster 12 (2385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.476547 sec): 2 clusters Score: Raw -189710.882263 + Penalty 1263.755091 = -188447.127172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.524924 sec): 3 clusters Score: Raw -188643.015589 + Penalty 2527.510181 = -186115.505408 nChanged 870 SP:Iteration 1F (83.571689 sec): 3 clusters Score: Raw -189408.989246 + Penalty 2527.510181 = -186881.479065 nChanged 243 SP:Iteration 2F (83.626312 sec): 3 clusters Score: Raw -189699.509371 + Penalty 2527.510181 = -187171.999190 nChanged 163 SP:Iteration 3F (83.674669 sec): 3 clusters Score: Raw -189867.087303 + Penalty 2527.510181 = -187339.577122 nChanged 123 SP:Iteration 4F (83.730068 sec): 3 clusters Score: Raw -189970.124524 + Penalty 2527.510181 = -187442.614343 nChanged 96 SP:Iteration 5Q (83.780299 sec): 3 clusters Score: Raw -190036.751683 + Penalty 2527.510181 = -187509.241502 nChanged 76 SP:Iteration 6Q (83.819485 sec): 3 clusters Score: Raw -190089.249800 + Penalty 2527.510181 = -187561.739619 nChanged 54 SP:Iteration 7Q (83.873863 sec): 3 clusters Score: Raw -190131.414913 + Penalty 2527.510181 = -187603.904732 nChanged 43 SP:Iteration 8Q (83.919976 sec): 3 clusters Score: Raw -190154.871181 + Penalty 2527.510181 = -187627.361000 nChanged 20 SP:Iteration 9Q (83.969700 sec): 3 clusters Score: Raw -190167.712108 + Penalty 2527.510181 = -187640.201927 nChanged 19 SP:Iteration 10Q (84.018525 sec): 3 clusters Score: Raw -190178.182966 + Penalty 2527.510181 = -187650.672785 nChanged 20 SP:Iteration 11Q (84.071299 sec): 3 clusters Score: Raw -190190.392157 + Penalty 2527.510181 = -187662.881976 nChanged 21 SP:Iteration 12Q (84.123295 sec): 3 clusters Score: Raw -190200.859654 + Penalty 2527.510181 = -187673.349473 nChanged 12 SP:Iteration 13Q (84.172428 sec): 3 clusters Score: Raw -190206.668693 + Penalty 2527.510181 = -187679.158512 nChanged 13 SP:Iteration 14Q (84.223297 sec): 3 clusters Score: Raw -190215.168443 + Penalty 2527.510181 = -187687.658262 nChanged 16 SP:Iteration 15Q (84.282193 sec): 3 clusters Score: Raw -190224.119062 + Penalty 2527.510181 = -187696.608881 nChanged 16 SP:Iteration 16Q (84.336917 sec): 3 clusters Score: Raw -190231.151705 + Penalty 2527.510181 = -187703.641524 nChanged 12 SP:Iteration 17Q (84.388798 sec): 3 clusters Score: Raw -190236.789678 + Penalty 2527.510181 = -187709.279497 nChanged 15 SP:Iteration 18Q (84.437593 sec): 3 clusters Score: Raw -190244.111227 + Penalty 2527.510181 = -187716.601046 nChanged 14 SP:Iteration 19Q (84.487499 sec): 3 clusters Score: Raw -190250.472247 + Penalty 2527.510181 = -187722.962066 nChanged 16 SP:Iteration 20F (84.539122 sec): 3 clusters Score: Raw -190257.087426 + Penalty 2527.510181 = -187729.577245 nChanged 14 SP:Iteration 21Q (84.587663 sec): 3 clusters Score: Raw -190265.556259 + Penalty 2527.510181 = -187738.046077 nChanged 13 SP:Iteration 22Q (84.633999 sec): 3 clusters Score: Raw -190270.066972 + Penalty 2527.510181 = -187742.556791 nChanged 10 SP:Iteration 23Q (84.678135 sec): 3 clusters Score: Raw -190275.978556 + Penalty 2527.510181 = -187748.468375 nChanged 14 SP:Iteration 24Q (84.725424 sec): 3 clusters Score: Raw -190281.886484 + Penalty 2527.510181 = -187754.376303 nChanged 12 SP:Iteration 25Q (84.775557 sec): 3 clusters Score: Raw -190286.341556 + Penalty 2527.510181 = -187758.831375 nChanged 8 SP:Iteration 26Q (84.833549 sec): 3 clusters Score: Raw -190290.381041 + Penalty 2527.510181 = -187762.870860 nChanged 14 SP:Iteration 27Q (84.884502 sec): 3 clusters Score: Raw -190297.103501 + Penalty 2527.510181 = -187769.593320 nChanged 13 SP:Iteration 28Q (84.936439 sec): 3 clusters Score: Raw -190303.839537 + Penalty 2527.510181 = -187776.329356 nChanged 16 SP:Iteration 29Q (84.988134 sec): 3 clusters Score: Raw -190312.758464 + Penalty 2527.510181 = -187785.248283 nChanged 10 SP:Iteration 30Q (85.042118 sec): 3 clusters Score: Raw -190318.292629 + Penalty 2527.510181 = -187790.782447 nChanged 12 SP:Iteration 31Q (85.094769 sec): 3 clusters Score: Raw -190323.206769 + Penalty 2527.510181 = -187795.696588 nChanged 10 SP:Iteration 32Q (85.142816 sec): 3 clusters Score: Raw -190328.637435 + Penalty 2527.510181 = -187801.127254 nChanged 9 SP:Iteration 33Q (85.186009 sec): 3 clusters Score: Raw -190332.379326 + Penalty 2527.510181 = -187804.869144 nChanged 10 SP:Iteration 34Q (85.246793 sec): 3 clusters Score: Raw -190337.307234 + Penalty 2527.510181 = -187809.797053 nChanged 8 SP:Iteration 35Q (85.288040 sec): 3 clusters Score: Raw -190339.409832 + Penalty 2527.510181 = -187811.899651 nChanged 6 SP:Iteration 36Q (85.341173 sec): 3 clusters Score: Raw -190341.776189 + Penalty 2527.510181 = -187814.266008 nChanged 7 SP:Iteration 37Q (85.392588 sec): 3 clusters Score: Raw -190344.212476 + Penalty 2527.510181 = -187816.702295 nChanged 3 SP:Iteration 38Q (85.444684 sec): 3 clusters Score: Raw -190344.659768 + Penalty 2527.510181 = -187817.149587 nChanged 1 SP:Iteration 39Q (85.500706 sec): 3 clusters Score: Raw -190344.911418 + Penalty 2527.510181 = -187817.401237 nChanged 0 SP:Iteration 40F (85.550536 sec): 3 clusters Score: Raw -190344.911418 + Penalty 2527.510181 = -187817.401237 nChanged 0 Trying to split cluster 13 (3412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.580617 sec): 2 clusters Score: Raw -287244.673222 + Penalty 1321.946260 = -285922.726962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.622309 sec): 3 clusters Score: Raw -285624.177813 + Penalty 2643.892520 = -282980.285293 nChanged 1290 SP:Iteration 1F (85.674252 sec): 3 clusters Score: Raw -286426.290595 + Penalty 2643.892520 = -283782.398074 nChanged 296 SP:Iteration 2F (85.738521 sec): 3 clusters Score: Raw -286653.487420 + Penalty 2643.892520 = -284009.594900 nChanged 214 SP:Iteration 3F (85.783170 sec): 3 clusters Score: Raw -286814.259107 + Penalty 2643.892520 = -284170.366586 nChanged 171 SP:Iteration 4F (85.844908 sec): 3 clusters Score: Raw -286961.272252 + Penalty 2643.892520 = -284317.379732 nChanged 151 SP:Iteration 5Q (85.895488 sec): 3 clusters Score: Raw -287132.847138 + Penalty 2643.892520 = -284488.954618 nChanged 140 SP:Iteration 6Q (85.948553 sec): 3 clusters Score: Raw -287304.717272 + Penalty 2643.892520 = -284660.824752 nChanged 136 SP:Iteration 7Q (85.989524 sec): 3 clusters Score: Raw -287438.300899 + Penalty 2643.892520 = -284794.408379 nChanged 93 SP:Iteration 8Q (86.041503 sec): 3 clusters Score: Raw -287499.199069 + Penalty 2643.892520 = -284855.306548 nChanged 75 SP:Iteration 9Q (86.095179 sec): 3 clusters Score: Raw -287547.894258 + Penalty 2643.892520 = -284904.001737 nChanged 46 SP:Iteration 10Q (86.148070 sec): 3 clusters Score: Raw -287566.333123 + Penalty 2643.892520 = -284922.440603 nChanged 33 SP:Iteration 11Q (86.205353 sec): 3 clusters Score: Raw -287584.453350 + Penalty 2643.892520 = -284940.560829 nChanged 26 SP:Iteration 12Q (86.248857 sec): 3 clusters Score: Raw -287598.011294 + Penalty 2643.892520 = -284954.118773 nChanged 23 SP:Iteration 13Q (86.302223 sec): 3 clusters Score: Raw -287606.257042 + Penalty 2643.892520 = -284962.364521 nChanged 16 SP:Iteration 14Q (86.358191 sec): 3 clusters Score: Raw -287612.633357 + Penalty 2643.892520 = -284968.740836 nChanged 18 SP:Iteration 15Q (86.413560 sec): 3 clusters Score: Raw -287619.704143 + Penalty 2643.892520 = -284975.811623 nChanged 17 SP:Iteration 16Q (86.468852 sec): 3 clusters Score: Raw -287629.349057 + Penalty 2643.892520 = -284985.456537 nChanged 20 SP:Iteration 17Q (86.523584 sec): 3 clusters Score: Raw -287637.862183 + Penalty 2643.892520 = -284993.969663 nChanged 24 SP:Iteration 18Q (86.577302 sec): 3 clusters Score: Raw -287645.846418 + Penalty 2643.892520 = -285001.953898 nChanged 13 SP:Iteration 19Q (86.633403 sec): 3 clusters Score: Raw -287650.048977 + Penalty 2643.892520 = -285006.156457 nChanged 10 SP:Iteration 20F (86.689798 sec): 3 clusters Score: Raw -287654.868310 + Penalty 2643.892520 = -285010.975789 nChanged 10 SP:Iteration 21Q (86.743968 sec): 3 clusters Score: Raw -287660.848008 + Penalty 2643.892520 = -285016.955488 nChanged 10 SP:Iteration 22Q (86.795573 sec): 3 clusters Score: Raw -287666.351724 + Penalty 2643.892520 = -285022.459204 nChanged 15 SP:Iteration 23Q (86.846391 sec): 3 clusters Score: Raw -287671.882966 + Penalty 2643.892520 = -285027.990446 nChanged 15 SP:Iteration 24Q (86.898690 sec): 3 clusters Score: Raw -287677.016452 + Penalty 2643.892520 = -285033.123932 nChanged 14 SP:Iteration 25Q (86.952706 sec): 3 clusters Score: Raw -287683.301637 + Penalty 2643.892520 = -285039.409116 nChanged 12 SP:Iteration 26Q (87.001042 sec): 3 clusters Score: Raw -287686.909659 + Penalty 2643.892520 = -285043.017138 nChanged 10 SP:Iteration 27Q (87.054977 sec): 3 clusters Score: Raw -287689.783937 + Penalty 2643.892520 = -285045.891417 nChanged 10 SP:Iteration 28Q (87.096134 sec): 3 clusters Score: Raw -287693.331138 + Penalty 2643.892520 = -285049.438617 nChanged 14 SP:Iteration 29Q (87.150224 sec): 3 clusters Score: Raw -287699.601931 + Penalty 2643.892520 = -285055.709411 nChanged 7 SP:Iteration 30Q (87.199550 sec): 3 clusters Score: Raw -287702.666471 + Penalty 2643.892520 = -285058.773951 nChanged 13 SP:Iteration 31Q (87.248473 sec): 3 clusters Score: Raw -287708.355071 + Penalty 2643.892520 = -285064.462551 nChanged 12 SP:Iteration 32Q (87.300649 sec): 3 clusters Score: Raw -287711.998576 + Penalty 2643.892520 = -285068.106056 nChanged 9 SP:Iteration 33Q (87.356136 sec): 3 clusters Score: Raw -287716.193295 + Penalty 2643.892520 = -285072.300775 nChanged 13 SP:Iteration 34Q (87.411350 sec): 3 clusters Score: Raw -287721.058026 + Penalty 2643.892520 = -285077.165506 nChanged 10 SP:Iteration 35Q (87.459174 sec): 3 clusters Score: Raw -287724.860020 + Penalty 2643.892520 = -285080.967500 nChanged 11 SP:Iteration 36Q (87.509788 sec): 3 clusters Score: Raw -287730.660854 + Penalty 2643.892520 = -285086.768334 nChanged 10 SP:Iteration 37Q (87.568867 sec): 3 clusters Score: Raw -287734.959711 + Penalty 2643.892520 = -285091.067191 nChanged 11 SP:Iteration 38Q (87.617858 sec): 3 clusters Score: Raw -287737.766007 + Penalty 2643.892520 = -285093.873487 nChanged 8 SP:Iteration 39Q (87.671859 sec): 3 clusters Score: Raw -287740.318338 + Penalty 2643.892520 = -285096.425817 nChanged 12 SP:Iteration 40F (87.724567 sec): 3 clusters Score: Raw -287745.637562 + Penalty 2643.892520 = -285101.745041 nChanged 14 SP:Iteration 41Q (87.781253 sec): 3 clusters Score: Raw -287753.344933 + Penalty 2643.892520 = -285109.452413 nChanged 23 SP:Iteration 42Q (87.833409 sec): 3 clusters Score: Raw -287764.354842 + Penalty 2643.892520 = -285120.462322 nChanged 13 SP:Iteration 43Q (87.885281 sec): 3 clusters Score: Raw -287767.700219 + Penalty 2643.892520 = -285123.807699 nChanged 7 SP:Iteration 44Q (87.927215 sec): 3 clusters Score: Raw -287769.574505 + Penalty 2643.892520 = -285125.681985 nChanged 9 SP:Iteration 45Q (87.985159 sec): 3 clusters Score: Raw -287772.269058 + Penalty 2643.892520 = -285128.376537 nChanged 11 SP:Iteration 46Q (88.042371 sec): 3 clusters Score: Raw -287776.740837 + Penalty 2643.892520 = -285132.848317 nChanged 13 SP:Iteration 47Q (88.092509 sec): 3 clusters Score: Raw -287780.609563 + Penalty 2643.892520 = -285136.717043 nChanged 12 SP:Iteration 48Q (88.147660 sec): 3 clusters Score: Raw -287784.553829 + Penalty 2643.892520 = -285140.661308 nChanged 11 SP:Iteration 49Q (88.202084 sec): 3 clusters Score: Raw -287788.902172 + Penalty 2643.892520 = -285145.009652 nChanged 15 SP:Iteration 50Q (88.250754 sec): 3 clusters Score: Raw -287795.039872 + Penalty 2643.892520 = -285151.147351 nChanged 11 SP:Iteration 51Q (88.303406 sec): 3 clusters Score: Raw -287798.339166 + Penalty 2643.892520 = -285154.446646 nChanged 8 SP:Iteration 52Q (88.350781 sec): 3 clusters Score: Raw -287802.205300 + Penalty 2643.892520 = -285158.312780 nChanged 9 SP:Iteration 53Q (88.417304 sec): 3 clusters Score: Raw -287804.433096 + Penalty 2643.892520 = -285160.540576 nChanged 7 SP:Iteration 54Q (88.469971 sec): 3 clusters Score: Raw -287806.564009 + Penalty 2643.892520 = -285162.671488 nChanged 8 SP:Iteration 55Q (88.523379 sec): 3 clusters Score: Raw -287809.320062 + Penalty 2643.892520 = -285165.427542 nChanged 7 SP:Iteration 56Q (88.573206 sec): 3 clusters Score: Raw -287810.848809 + Penalty 2643.892520 = -285166.956289 nChanged 6 SP:Iteration 57Q (88.627467 sec): 3 clusters Score: Raw -287812.281802 + Penalty 2643.892520 = -285168.389282 nChanged 5 SP:Iteration 58Q (88.679744 sec): 3 clusters Score: Raw -287813.277966 + Penalty 2643.892520 = -285169.385445 nChanged 4 SP:Iteration 59Q (88.732955 sec): 3 clusters Score: Raw -287814.113879 + Penalty 2643.892520 = -285170.221358 nChanged 2 SP:Iteration 60F (88.790994 sec): 3 clusters Score: Raw -287814.519082 + Penalty 2643.892520 = -285170.626562 nChanged 0 Trying to split cluster 14 (16937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.839962 sec): 2 clusters Score: Raw -1534150.899394 + Penalty 1582.304077 = -1532568.595317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.916588 sec): 3 clusters Score: Raw -1524199.524971 + Penalty 3164.608153 = -1521034.916818 nChanged 7509 SP:Iteration 1F (88.996228 sec): 3 clusters Score: Raw -1528450.950964 + Penalty 3164.608153 = -1525286.342811 nChanged 1038 SP:Iteration 2F (89.062326 sec): 3 clusters Score: Raw -1528949.203085 + Penalty 3164.608153 = -1525784.594931 nChanged 986 SP:Iteration 3F (89.139259 sec): 3 clusters Score: Raw -1529455.438435 + Penalty 3164.608153 = -1526290.830281 nChanged 1028 SP:Iteration 4F (89.220074 sec): 3 clusters Score: Raw -1530018.376905 + Penalty 3164.608153 = -1526853.768752 nChanged 1040 SP:Iteration 5F (89.297171 sec): 3 clusters Score: Raw -1530696.204391 + Penalty 3164.608153 = -1527531.596237 nChanged 1061 SP:Iteration 6F (89.389720 sec): 3 clusters Score: Raw -1531461.898057 + Penalty 3164.608153 = -1528297.289903 nChanged 961 SP:Iteration 7F (89.455163 sec): 3 clusters Score: Raw -1532207.464064 + Penalty 3164.608153 = -1529042.855911 nChanged 836 SP:Iteration 8Q (89.543749 sec): 3 clusters Score: Raw -1532828.798404 + Penalty 3164.608153 = -1529664.190251 nChanged 699 SP:Iteration 9Q (89.622736 sec): 3 clusters Score: Raw -1533316.934402 + Penalty 3164.608153 = -1530152.326248 nChanged 487 SP:Iteration 10Q (89.698732 sec): 3 clusters Score: Raw -1533630.134841 + Penalty 3164.608153 = -1530465.526688 nChanged 406 SP:Iteration 11Q (89.774850 sec): 3 clusters Score: Raw -1533874.647386 + Penalty 3164.608153 = -1530710.039233 nChanged 352 SP:Iteration 12Q (89.848040 sec): 3 clusters Score: Raw -1534095.541260 + Penalty 3164.608153 = -1530930.933107 nChanged 279 SP:Iteration 13Q (89.935873 sec): 3 clusters Score: Raw -1534240.435278 + Penalty 3164.608153 = -1531075.827125 nChanged 209 SP:Iteration 14Q (89.999737 sec): 3 clusters Score: Raw -1534339.705388 + Penalty 3164.608153 = -1531175.097235 nChanged 160 SP:Iteration 15Q (90.077235 sec): 3 clusters Score: Raw -1534399.981730 + Penalty 3164.608153 = -1531235.373577 nChanged 106 SP:Iteration 16Q (90.152215 sec): 3 clusters Score: Raw -1534438.588054 + Penalty 3164.608153 = -1531273.979900 nChanged 106 SP:Iteration 17Q (90.216331 sec): 3 clusters Score: Raw -1534484.341085 + Penalty 3164.608153 = -1531319.732931 nChanged 90 SP:Iteration 18Q (90.305602 sec): 3 clusters Score: Raw -1534526.609127 + Penalty 3164.608153 = -1531362.000973 nChanged 91 SP:Iteration 19Q (90.369723 sec): 3 clusters Score: Raw -1534569.282231 + Penalty 3164.608153 = -1531404.674078 nChanged 72 SP:Iteration 20F (90.459645 sec): 3 clusters Score: Raw -1534620.360996 + Penalty 3164.608153 = -1531455.752843 nChanged 74 SP:Iteration 21Q (90.538815 sec): 3 clusters Score: Raw -1534656.795180 + Penalty 3164.608153 = -1531492.187027 nChanged 75 SP:Iteration 22Q (90.614419 sec): 3 clusters Score: Raw -1534690.435567 + Penalty 3164.608153 = -1531525.827413 nChanged 61 SP:Iteration 23Q (90.687985 sec): 3 clusters Score: Raw -1534719.705657 + Penalty 3164.608153 = -1531555.097503 nChanged 58 SP:Iteration 24Q (90.763161 sec): 3 clusters Score: Raw -1534744.439377 + Penalty 3164.608153 = -1531579.831224 nChanged 55 SP:Iteration 25Q (90.836927 sec): 3 clusters Score: Raw -1534761.719165 + Penalty 3164.608153 = -1531597.111012 nChanged 42 SP:Iteration 26Q (90.903557 sec): 3 clusters Score: Raw -1534774.050043 + Penalty 3164.608153 = -1531609.441890 nChanged 31 SP:Iteration 27Q (90.975359 sec): 3 clusters Score: Raw -1534781.595684 + Penalty 3164.608153 = -1531616.987531 nChanged 25 SP:Iteration 28Q (91.045345 sec): 3 clusters Score: Raw -1534788.608370 + Penalty 3164.608153 = -1531624.000217 nChanged 16 SP:Iteration 29Q (91.126212 sec): 3 clusters Score: Raw -1534793.300883 + Penalty 3164.608153 = -1531628.692729 nChanged 14 SP:Iteration 30Q (91.193159 sec): 3 clusters Score: Raw -1534797.596536 + Penalty 3164.608153 = -1531632.988382 nChanged 13 SP:Iteration 31Q (91.271722 sec): 3 clusters Score: Raw -1534800.717789 + Penalty 3164.608153 = -1531636.109636 nChanged 13 SP:Iteration 32Q (91.347169 sec): 3 clusters Score: Raw -1534803.368313 + Penalty 3164.608153 = -1531638.760160 nChanged 9 SP:Iteration 33Q (91.407656 sec): 3 clusters Score: Raw -1534805.775214 + Penalty 3164.608153 = -1531641.167060 nChanged 6 SP:Iteration 34Q (91.481078 sec): 3 clusters Score: Raw -1534808.667188 + Penalty 3164.608153 = -1531644.059035 nChanged 12 SP:Iteration 35Q (91.554171 sec): 3 clusters Score: Raw -1534811.433808 + Penalty 3164.608153 = -1531646.825654 nChanged 10 SP:Iteration 36Q (91.632468 sec): 3 clusters Score: Raw -1534813.627294 + Penalty 3164.608153 = -1531649.019141 nChanged 10 SP:Iteration 37Q (91.707784 sec): 3 clusters Score: Raw -1534816.162241 + Penalty 3164.608153 = -1531651.554088 nChanged 12 SP:Iteration 38Q (91.772962 sec): 3 clusters Score: Raw -1534819.003009 + Penalty 3164.608153 = -1531654.394855 nChanged 6 SP:Iteration 39Q (91.839320 sec): 3 clusters Score: Raw -1534820.118675 + Penalty 3164.608153 = -1531655.510522 nChanged 4 SP:Iteration 40F (91.927192 sec): 3 clusters Score: Raw -1534821.258647 + Penalty 3164.608153 = -1531656.650493 nChanged 6 SP:Iteration 41Q (91.999011 sec): 3 clusters Score: Raw -1534823.023954 + Penalty 3164.608153 = -1531658.415801 nChanged 8 SP:Iteration 42Q (92.074249 sec): 3 clusters Score: Raw -1534824.684416 + Penalty 3164.608153 = -1531660.076263 nChanged 5 SP:Iteration 43Q (92.141316 sec): 3 clusters Score: Raw -1534825.895524 + Penalty 3164.608153 = -1531661.287371 nChanged 6 SP:Iteration 44Q (92.218638 sec): 3 clusters Score: Raw -1534826.987111 + Penalty 3164.608153 = -1531662.378958 nChanged 7 SP:Iteration 45Q (92.278453 sec): 3 clusters Score: Raw -1534829.324027 + Penalty 3164.608153 = -1531664.715874 nChanged 6 SP:Iteration 46Q (92.350238 sec): 3 clusters Score: Raw -1534830.335586 + Penalty 3164.608153 = -1531665.727433 nChanged 4 SP:Iteration 47Q (92.434168 sec): 3 clusters Score: Raw -1534831.190752 + Penalty 3164.608153 = -1531666.582598 nChanged 2 SP:Iteration 48Q (92.505254 sec): 3 clusters Score: Raw -1534831.861494 + Penalty 3164.608153 = -1531667.253340 nChanged 2 SP:Iteration 49Q (92.578586 sec): 3 clusters Score: Raw -1534832.274599 + Penalty 3164.608153 = -1531667.666446 nChanged 1 SP:Iteration 50Q (92.651749 sec): 3 clusters Score: Raw -1534832.502610 + Penalty 3164.608153 = -1531667.894457 nChanged 0 SP:Iteration 51F (92.728068 sec): 3 clusters Score: Raw -1534832.502610 + Penalty 3164.608153 = -1531667.894457 nChanged 0 Trying to split cluster 15 (11928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.771140 sec): 2 clusters Score: Raw -1068165.076807 + Penalty 1525.329627 = -1066639.747180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.838501 sec): 3 clusters Score: Raw -1061226.786310 + Penalty 3050.659253 = -1058176.127057 nChanged 5245 SP:Iteration 1F (92.894844 sec): 3 clusters Score: Raw -1064220.393385 + Penalty 3050.659253 = -1061169.734132 nChanged 713 SP:Iteration 2F (92.962745 sec): 3 clusters Score: Raw -1064516.014377 + Penalty 3050.659253 = -1061465.355124 nChanged 609 SP:Iteration 3F (93.037184 sec): 3 clusters Score: Raw -1064764.910697 + Penalty 3050.659253 = -1061714.251444 nChanged 534 SP:Iteration 4Q (93.090207 sec): 3 clusters Score: Raw -1064986.709490 + Penalty 3050.659253 = -1061936.050237 nChanged 523 SP:Iteration 5Q (93.154746 sec): 3 clusters Score: Raw -1065209.612928 + Penalty 3050.659253 = -1062158.953675 nChanged 495 SP:Iteration 6Q (93.229248 sec): 3 clusters Score: Raw -1065419.386016 + Penalty 3050.659253 = -1062368.726763 nChanged 485 SP:Iteration 7Q (93.301160 sec): 3 clusters Score: Raw -1065632.012646 + Penalty 3050.659253 = -1062581.353393 nChanged 469 SP:Iteration 8Q (93.368879 sec): 3 clusters Score: Raw -1065832.782183 + Penalty 3050.659253 = -1062782.122930 nChanged 435 SP:Iteration 9Q (93.435513 sec): 3 clusters Score: Raw -1066022.642955 + Penalty 3050.659253 = -1062971.983702 nChanged 411 SP:Iteration 10Q (93.508252 sec): 3 clusters Score: Raw -1066223.475868 + Penalty 3050.659253 = -1063172.816615 nChanged 400 SP:Iteration 11Q (93.566573 sec): 3 clusters Score: Raw -1066451.886920 + Penalty 3050.659253 = -1063401.227667 nChanged 386 SP:Iteration 12Q (93.635948 sec): 3 clusters Score: Raw -1066672.258285 + Penalty 3050.659253 = -1063621.599032 nChanged 394 SP:Iteration 13Q (93.715732 sec): 3 clusters Score: Raw -1066914.214554 + Penalty 3050.659253 = -1063863.555301 nChanged 400 SP:Iteration 14Q (93.770864 sec): 3 clusters Score: Raw -1067189.276598 + Penalty 3050.659253 = -1064138.617345 nChanged 396 SP:Iteration 15Q (93.839389 sec): 3 clusters Score: Raw -1067474.038205 + Penalty 3050.659253 = -1064423.378951 nChanged 333 SP:Iteration 16Q (93.919226 sec): 3 clusters Score: Raw -1067702.020512 + Penalty 3050.659253 = -1064651.361258 nChanged 256 SP:Iteration 17Q (93.986502 sec): 3 clusters Score: Raw -1067863.464565 + Penalty 3050.659253 = -1064812.805311 nChanged 184 SP:Iteration 18Q (94.054911 sec): 3 clusters Score: Raw -1067971.938749 + Penalty 3050.659253 = -1064921.279495 nChanged 163 SP:Iteration 19Q (94.119869 sec): 3 clusters Score: Raw -1068068.652260 + Penalty 3050.659253 = -1065017.993007 nChanged 117 SP:Iteration 20F (94.190581 sec): 3 clusters Score: Raw -1068147.844036 + Penalty 3050.659253 = -1065097.184783 nChanged 127 SP:Iteration 21Q (94.256704 sec): 3 clusters Score: Raw -1068246.204534 + Penalty 3050.659253 = -1065195.545280 nChanged 96 SP:Iteration 22Q (94.324889 sec): 3 clusters Score: Raw -1068362.321638 + Penalty 3050.659253 = -1065311.662385 nChanged 73 SP:Iteration 23Q (94.390625 sec): 3 clusters Score: Raw -1068532.520150 + Penalty 3050.659253 = -1065481.860897 nChanged 56 SP:Iteration 24Q (94.457903 sec): 3 clusters Score: Raw -1068670.334503 + Penalty 3050.659253 = -1065619.675250 nChanged 64 SP:Iteration 25Q (94.506627 sec): 3 clusters Score: Raw -1068716.665499 + Penalty 3050.659253 = -1065666.006246 nChanged 56 SP:Iteration 26Q (94.576984 sec): 3 clusters Score: Raw -1068757.711284 + Penalty 3050.659253 = -1065707.052031 nChanged 48 SP:Iteration 27Q (94.645286 sec): 3 clusters Score: Raw -1068791.316165 + Penalty 3050.659253 = -1065740.656911 nChanged 48 SP:Iteration 28Q (94.700429 sec): 3 clusters Score: Raw -1068814.751960 + Penalty 3050.659253 = -1065764.092707 nChanged 38 SP:Iteration 29Q (94.763579 sec): 3 clusters Score: Raw -1068827.880498 + Penalty 3050.659253 = -1065777.221245 nChanged 29 SP:Iteration 30Q (94.825572 sec): 3 clusters Score: Raw -1068841.049880 + Penalty 3050.659253 = -1065790.390627 nChanged 25 SP:Iteration 31Q (94.900181 sec): 3 clusters Score: Raw -1068853.778405 + Penalty 3050.659253 = -1065803.119151 nChanged 37 SP:Iteration 32Q (94.965568 sec): 3 clusters Score: Raw -1068869.497902 + Penalty 3050.659253 = -1065818.838649 nChanged 34 SP:Iteration 33Q (95.028484 sec): 3 clusters Score: Raw -1068885.989609 + Penalty 3050.659253 = -1065835.330356 nChanged 41 SP:Iteration 34Q (95.095269 sec): 3 clusters Score: Raw -1068911.053638 + Penalty 3050.659253 = -1065860.394385 nChanged 50 SP:Iteration 35Q (95.148151 sec): 3 clusters Score: Raw -1068947.639736 + Penalty 3050.659253 = -1065896.980482 nChanged 53 SP:Iteration 36Q (95.226319 sec): 3 clusters Score: Raw -1068986.439558 + Penalty 3050.659253 = -1065935.780305 nChanged 68 SP:Iteration 37Q (95.293838 sec): 3 clusters Score: Raw -1069030.806454 + Penalty 3050.659253 = -1065980.147201 nChanged 79 SP:Iteration 38Q (95.346129 sec): 3 clusters Score: Raw -1069078.933596 + Penalty 3050.659253 = -1066028.274342 nChanged 77 SP:Iteration 39Q (95.419961 sec): 3 clusters Score: Raw -1069130.943117 + Penalty 3050.659253 = -1066080.283863 nChanged 93 SP:Iteration 40F (95.474929 sec): 3 clusters Score: Raw -1069211.572592 + Penalty 3050.659253 = -1066160.913339 nChanged 126 SP:Iteration 41Q (95.551273 sec): 3 clusters Score: Raw -1069338.578379 + Penalty 3050.659253 = -1066287.919125 nChanged 174 SP:Iteration 42Q (95.609664 sec): 3 clusters Score: Raw -1069503.410194 + Penalty 3050.659253 = -1066452.750940 nChanged 179 SP:Iteration 43Q (95.674994 sec): 3 clusters Score: Raw -1069669.457594 + Penalty 3050.659253 = -1066618.798341 nChanged 172 SP:Iteration 44Q (95.731295 sec): 3 clusters Score: Raw -1069801.097358 + Penalty 3050.659253 = -1066750.438105 nChanged 138 SP:Iteration 45Q (95.803003 sec): 3 clusters Score: Raw -1069888.037143 + Penalty 3050.659253 = -1066837.377889 nChanged 112 SP:Iteration 46Q (95.866715 sec): 3 clusters Score: Raw -1069945.675635 + Penalty 3050.659253 = -1066895.016382 nChanged 76 SP:Iteration 47Q (95.921381 sec): 3 clusters Score: Raw -1069978.205667 + Penalty 3050.659253 = -1066927.546414 nChanged 54 SP:Iteration 48Q (95.983807 sec): 3 clusters Score: Raw -1069999.452498 + Penalty 3050.659253 = -1066948.793245 nChanged 40 SP:Iteration 49Q (96.047427 sec): 3 clusters Score: Raw -1070014.486503 + Penalty 3050.659253 = -1066963.827249 nChanged 31 SP:Iteration 50Q (96.109262 sec): 3 clusters Score: Raw -1070025.850919 + Penalty 3050.659253 = -1066975.191666 nChanged 33 SP:Iteration 51Q (96.176609 sec): 3 clusters Score: Raw -1070037.835503 + Penalty 3050.659253 = -1066987.176249 nChanged 33 SP:Iteration 52Q (96.250638 sec): 3 clusters Score: Raw -1070049.669326 + Penalty 3050.659253 = -1066999.010073 nChanged 30 SP:Iteration 53Q (96.318255 sec): 3 clusters Score: Raw -1070059.690373 + Penalty 3050.659253 = -1067009.031120 nChanged 29 SP:Iteration 54Q (96.380135 sec): 3 clusters Score: Raw -1070069.522395 + Penalty 3050.659253 = -1067018.863141 nChanged 24 SP:Iteration 55Q (96.447058 sec): 3 clusters Score: Raw -1070078.120760 + Penalty 3050.659253 = -1067027.461507 nChanged 22 SP:Iteration 56Q (96.506682 sec): 3 clusters Score: Raw -1070084.006339 + Penalty 3050.659253 = -1067033.347086 nChanged 18 SP:Iteration 57Q (96.563521 sec): 3 clusters Score: Raw -1070087.429343 + Penalty 3050.659253 = -1067036.770089 nChanged 11 SP:Iteration 58Q (96.637430 sec): 3 clusters Score: Raw -1070093.024943 + Penalty 3050.659253 = -1067042.365689 nChanged 10 SP:Iteration 59Q (96.693941 sec): 3 clusters Score: Raw -1070095.377561 + Penalty 3050.659253 = -1067044.718307 nChanged 5 SP:Iteration 60F (96.771055 sec): 3 clusters Score: Raw -1070119.171082 + Penalty 3050.659253 = -1067068.511829 nChanged 25 SP:Iteration 61Q (96.828542 sec): 3 clusters Score: Raw -1070126.846120 + Penalty 3050.659253 = -1067076.186866 nChanged 15 SP:Iteration 62Q (96.891127 sec): 3 clusters Score: Raw -1070130.578995 + Penalty 3050.659253 = -1067079.919741 nChanged 15 SP:Iteration 63Q (96.955062 sec): 3 clusters Score: Raw -1070134.514299 + Penalty 3050.659253 = -1067083.855046 nChanged 16 SP:Iteration 64Q (97.007960 sec): 3 clusters Score: Raw -1070139.948577 + Penalty 3050.659253 = -1067089.289324 nChanged 26 SP:Iteration 65Q (97.084511 sec): 3 clusters Score: Raw -1070148.789087 + Penalty 3050.659253 = -1067098.129834 nChanged 21 SP:Iteration 66Q (97.148918 sec): 3 clusters Score: Raw -1070154.276587 + Penalty 3050.659253 = -1067103.617333 nChanged 17 SP:Iteration 67Q (97.209012 sec): 3 clusters Score: Raw -1070158.570505 + Penalty 3050.659253 = -1067107.911252 nChanged 12 SP:Iteration 68Q (97.264249 sec): 3 clusters Score: Raw -1070160.963182 + Penalty 3050.659253 = -1067110.303929 nChanged 11 SP:Iteration 69Q (97.331369 sec): 3 clusters Score: Raw -1070163.190802 + Penalty 3050.659253 = -1067112.531548 nChanged 12 SP:Iteration 70Q (97.407373 sec): 3 clusters Score: Raw -1070165.879840 + Penalty 3050.659253 = -1067115.220586 nChanged 16 SP:Iteration 71Q (97.470778 sec): 3 clusters Score: Raw -1070169.530406 + Penalty 3050.659253 = -1067118.871152 nChanged 14 SP:Iteration 72Q (97.523162 sec): 3 clusters Score: Raw -1070172.741649 + Penalty 3050.659253 = -1067122.082395 nChanged 18 SP:Iteration 73Q (97.583114 sec): 3 clusters Score: Raw -1070176.744784 + Penalty 3050.659253 = -1067126.085530 nChanged 10 SP:Iteration 74Q (97.650247 sec): 3 clusters Score: Raw -1070179.128057 + Penalty 3050.659253 = -1067128.468804 nChanged 13 SP:Iteration 75Q (97.710360 sec): 3 clusters Score: Raw -1070182.793996 + Penalty 3050.659253 = -1067132.134743 nChanged 13 SP:Iteration 76Q (97.778396 sec): 3 clusters Score: Raw -1070185.668694 + Penalty 3050.659253 = -1067135.009441 nChanged 12 SP:Iteration 77Q (97.838028 sec): 3 clusters Score: Raw -1070187.911026 + Penalty 3050.659253 = -1067137.251773 nChanged 8 SP:Iteration 78Q (97.899792 sec): 3 clusters Score: Raw -1070189.790872 + Penalty 3050.659253 = -1067139.131619 nChanged 8 SP:Iteration 79Q (97.968438 sec): 3 clusters Score: Raw -1070191.129399 + Penalty 3050.659253 = -1067140.470146 nChanged 6 SP:Iteration 80F (98.035786 sec): 3 clusters Score: Raw -1070192.003061 + Penalty 3050.659253 = -1067141.343807 nChanged 8 SP:Iteration 81Q (98.097112 sec): 3 clusters Score: Raw -1070193.953402 + Penalty 3050.659253 = -1067143.294149 nChanged 8 SP:Iteration 82Q (98.165247 sec): 3 clusters Score: Raw -1070195.977397 + Penalty 3050.659253 = -1067145.318144 nChanged 11 SP:Iteration 83Q (98.218134 sec): 3 clusters Score: Raw -1070198.566284 + Penalty 3050.659253 = -1067147.907031 nChanged 17 SP:Iteration 84Q (98.281600 sec): 3 clusters Score: Raw -1070202.606664 + Penalty 3050.659253 = -1067151.947411 nChanged 17 SP:Iteration 85Q (98.356865 sec): 3 clusters Score: Raw -1070205.833666 + Penalty 3050.659253 = -1067155.174413 nChanged 7 SP:Iteration 86Q (98.418729 sec): 3 clusters Score: Raw -1070206.834722 + Penalty 3050.659253 = -1067156.175469 nChanged 7 SP:Iteration 87Q (98.480774 sec): 3 clusters Score: Raw -1070208.047379 + Penalty 3050.659253 = -1067157.388125 nChanged 5 SP:Iteration 88Q (98.546975 sec): 3 clusters Score: Raw -1070208.667731 + Penalty 3050.659253 = -1067158.008477 nChanged 3 SP:Iteration 89Q (98.608137 sec): 3 clusters Score: Raw -1070208.897192 + Penalty 3050.659253 = -1067158.237939 nChanged 0 SP:Iteration 90F (98.670642 sec): 3 clusters Score: Raw -1070208.897192 + Penalty 3050.659253 = -1067158.237939 nChanged 0 Score: Raw -31722775.788497 + Penalty 39388.739002 = -31683387.049495 Splitting cluster 15 changes total score from -31667684.833343 to -31683387.049495 So it's getting split into cluster 19. Trying to split cluster 16 (12134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.179057 sec): 2 clusters Score: Raw -1115075.197596 + Penalty 1528.112090 = -1113547.085506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.242740 sec): 3 clusters Score: Raw -1108142.594819 + Penalty 3056.224180 = -1105086.370639 nChanged 5295 SP:Iteration 1F (103.299588 sec): 3 clusters Score: Raw -1111043.370351 + Penalty 3056.224180 = -1107987.146171 nChanged 619 SP:Iteration 2F (103.374923 sec): 3 clusters Score: Raw -1111292.616611 + Penalty 3056.224180 = -1108236.392431 nChanged 538 SP:Iteration 3Q (103.443145 sec): 3 clusters Score: Raw -1111508.599494 + Penalty 3056.224180 = -1108452.375314 nChanged 474 SP:Iteration 4Q (103.508340 sec): 3 clusters Score: Raw -1111694.576702 + Penalty 3056.224180 = -1108638.352522 nChanged 474 SP:Iteration 5Q (103.568521 sec): 3 clusters Score: Raw -1111901.339371 + Penalty 3056.224180 = -1108845.115191 nChanged 470 SP:Iteration 6Q (103.640500 sec): 3 clusters Score: Raw -1112124.431689 + Penalty 3056.224180 = -1109068.207509 nChanged 511 SP:Iteration 7Q (103.711832 sec): 3 clusters Score: Raw -1112383.912309 + Penalty 3056.224180 = -1109327.688129 nChanged 542 SP:Iteration 8Q (103.785980 sec): 3 clusters Score: Raw -1112721.374616 + Penalty 3056.224180 = -1109665.150436 nChanged 611 SP:Iteration 9F (103.850544 sec): 3 clusters Score: Raw -1113210.564807 + Penalty 3056.224180 = -1110154.340627 nChanged 722 SP:Iteration 10F (103.912565 sec): 3 clusters Score: Raw -1113832.889542 + Penalty 3056.224180 = -1110776.665362 nChanged 722 SP:Iteration 11F (103.972719 sec): 3 clusters Score: Raw -1114428.291207 + Penalty 3056.224180 = -1111372.067027 nChanged 618 SP:Iteration 12F (104.045080 sec): 3 clusters Score: Raw -1114816.208180 + Penalty 3056.224180 = -1111759.984000 nChanged 447 SP:Iteration 13Q (104.115369 sec): 3 clusters Score: Raw -1115034.407352 + Penalty 3056.224180 = -1111978.183172 nChanged 325 SP:Iteration 14Q (104.180873 sec): 3 clusters Score: Raw -1115160.786732 + Penalty 3056.224180 = -1112104.562552 nChanged 227 SP:Iteration 15Q (104.248690 sec): 3 clusters Score: Raw -1115235.622126 + Penalty 3056.224180 = -1112179.397946 nChanged 160 SP:Iteration 16Q (104.305761 sec): 3 clusters Score: Raw -1115277.374085 + Penalty 3056.224180 = -1112221.149905 nChanged 131 SP:Iteration 17Q (104.375166 sec): 3 clusters Score: Raw -1115306.965506 + Penalty 3056.224180 = -1112250.741326 nChanged 105 SP:Iteration 18Q (104.440901 sec): 3 clusters Score: Raw -1115330.779053 + Penalty 3056.224180 = -1112274.554873 nChanged 107 SP:Iteration 19Q (104.509126 sec): 3 clusters Score: Raw -1115354.503460 + Penalty 3056.224180 = -1112298.279280 nChanged 72 SP:Iteration 20F (104.578395 sec): 3 clusters Score: Raw -1115365.326899 + Penalty 3056.224180 = -1112309.102719 nChanged 60 SP:Iteration 21Q (104.651268 sec): 3 clusters Score: Raw -1115375.493722 + Penalty 3056.224180 = -1112319.269542 nChanged 51 SP:Iteration 22Q (104.720426 sec): 3 clusters Score: Raw -1115383.727378 + Penalty 3056.224180 = -1112327.503198 nChanged 43 SP:Iteration 23Q (104.776197 sec): 3 clusters Score: Raw -1115391.173308 + Penalty 3056.224180 = -1112334.949127 nChanged 39 SP:Iteration 24Q (104.850188 sec): 3 clusters Score: Raw -1115397.358619 + Penalty 3056.224180 = -1112341.134439 nChanged 41 SP:Iteration 25Q (104.922931 sec): 3 clusters Score: Raw -1115403.953000 + Penalty 3056.224180 = -1112347.728820 nChanged 31 SP:Iteration 26Q (104.979655 sec): 3 clusters Score: Raw -1115407.705888 + Penalty 3056.224180 = -1112351.481708 nChanged 23 SP:Iteration 27Q (105.060468 sec): 3 clusters Score: Raw -1115411.858652 + Penalty 3056.224180 = -1112355.634471 nChanged 27 SP:Iteration 28Q (105.119868 sec): 3 clusters Score: Raw -1115418.436817 + Penalty 3056.224180 = -1112362.212637 nChanged 31 SP:Iteration 29Q (105.195036 sec): 3 clusters Score: Raw -1115424.627026 + Penalty 3056.224180 = -1112368.402846 nChanged 39 SP:Iteration 30Q (105.261983 sec): 3 clusters Score: Raw -1115430.955583 + Penalty 3056.224180 = -1112374.731402 nChanged 31 SP:Iteration 31Q (105.331408 sec): 3 clusters Score: Raw -1115436.605723 + Penalty 3056.224180 = -1112380.381542 nChanged 28 SP:Iteration 32Q (105.387152 sec): 3 clusters Score: Raw -1115440.444792 + Penalty 3056.224180 = -1112384.220612 nChanged 20 SP:Iteration 33Q (105.464167 sec): 3 clusters Score: Raw -1115443.262517 + Penalty 3056.224180 = -1112387.038337 nChanged 19 SP:Iteration 34Q (105.533276 sec): 3 clusters Score: Raw -1115445.941682 + Penalty 3056.224180 = -1112389.717502 nChanged 26 SP:Iteration 35Q (105.588284 sec): 3 clusters Score: Raw -1115448.918842 + Penalty 3056.224180 = -1112392.694662 nChanged 18 SP:Iteration 36Q (105.664579 sec): 3 clusters Score: Raw -1115450.915247 + Penalty 3056.224180 = -1112394.691067 nChanged 19 SP:Iteration 37Q (105.729134 sec): 3 clusters Score: Raw -1115454.124965 + Penalty 3056.224180 = -1112397.900784 nChanged 21 SP:Iteration 38Q (105.795384 sec): 3 clusters Score: Raw -1115457.120006 + Penalty 3056.224180 = -1112400.895826 nChanged 28 SP:Iteration 39Q (105.864186 sec): 3 clusters Score: Raw -1115460.635287 + Penalty 3056.224180 = -1112404.411107 nChanged 22 SP:Iteration 40F (105.937598 sec): 3 clusters Score: Raw -1115463.694724 + Penalty 3056.224180 = -1112407.470544 nChanged 26 SP:Iteration 41Q (105.994006 sec): 3 clusters Score: Raw -1115468.366063 + Penalty 3056.224180 = -1112412.141882 nChanged 24 SP:Iteration 42Q (106.073775 sec): 3 clusters Score: Raw -1115471.878135 + Penalty 3056.224180 = -1112415.653955 nChanged 25 SP:Iteration 43Q (106.139087 sec): 3 clusters Score: Raw -1115475.561310 + Penalty 3056.224180 = -1112419.337130 nChanged 24 SP:Iteration 44Q (106.195013 sec): 3 clusters Score: Raw -1115479.267634 + Penalty 3056.224180 = -1112423.043453 nChanged 28 SP:Iteration 45Q (106.269125 sec): 3 clusters Score: Raw -1115484.622768 + Penalty 3056.224180 = -1112428.398588 nChanged 31 SP:Iteration 46Q (106.331982 sec): 3 clusters Score: Raw -1115490.914997 + Penalty 3056.224180 = -1112434.690817 nChanged 27 SP:Iteration 47Q (106.407569 sec): 3 clusters Score: Raw -1115494.582709 + Penalty 3056.224180 = -1112438.358529 nChanged 25 SP:Iteration 48Q (106.468782 sec): 3 clusters Score: Raw -1115499.561057 + Penalty 3056.224180 = -1112443.336876 nChanged 32 SP:Iteration 49Q (106.538921 sec): 3 clusters Score: Raw -1115504.029101 + Penalty 3056.224180 = -1112447.804921 nChanged 25 SP:Iteration 50Q (106.605525 sec): 3 clusters Score: Raw -1115507.661649 + Penalty 3056.224180 = -1112451.437469 nChanged 25 SP:Iteration 51Q (106.676748 sec): 3 clusters Score: Raw -1115511.655918 + Penalty 3056.224180 = -1112455.431738 nChanged 28 SP:Iteration 52Q (106.753600 sec): 3 clusters Score: Raw -1115515.526918 + Penalty 3056.224180 = -1112459.302738 nChanged 29 SP:Iteration 53Q (106.812221 sec): 3 clusters Score: Raw -1115520.338954 + Penalty 3056.224180 = -1112464.114774 nChanged 36 SP:Iteration 54Q (106.888566 sec): 3 clusters Score: Raw -1115525.827409 + Penalty 3056.224180 = -1112469.603228 nChanged 32 SP:Iteration 55Q (106.949857 sec): 3 clusters Score: Raw -1115530.002051 + Penalty 3056.224180 = -1112473.777871 nChanged 28 SP:Iteration 56Q (107.015760 sec): 3 clusters Score: Raw -1115534.668627 + Penalty 3056.224180 = -1112478.444446 nChanged 34 SP:Iteration 57Q (107.094865 sec): 3 clusters Score: Raw -1115540.144277 + Penalty 3056.224180 = -1112483.920097 nChanged 42 SP:Iteration 58Q (107.150090 sec): 3 clusters Score: Raw -1115547.929898 + Penalty 3056.224180 = -1112491.705718 nChanged 35 SP:Iteration 59Q (107.224694 sec): 3 clusters Score: Raw -1115555.458616 + Penalty 3056.224180 = -1112499.234435 nChanged 45 SP:Iteration 60F (107.282960 sec): 3 clusters Score: Raw -1115565.331138 + Penalty 3056.224180 = -1112509.106958 nChanged 47 SP:Iteration 61Q (107.349886 sec): 3 clusters Score: Raw -1115572.408836 + Penalty 3056.224180 = -1112516.184656 nChanged 37 SP:Iteration 62Q (107.429081 sec): 3 clusters Score: Raw -1115579.617170 + Penalty 3056.224180 = -1112523.392989 nChanged 48 SP:Iteration 63Q (107.492134 sec): 3 clusters Score: Raw -1115588.751518 + Penalty 3056.224180 = -1112532.527338 nChanged 48 SP:Iteration 64Q (107.550618 sec): 3 clusters Score: Raw -1115598.192168 + Penalty 3056.224180 = -1112541.967988 nChanged 46 SP:Iteration 65Q (107.626109 sec): 3 clusters Score: Raw -1115607.492781 + Penalty 3056.224180 = -1112551.268601 nChanged 52 SP:Iteration 66Q (107.690335 sec): 3 clusters Score: Raw -1115615.840975 + Penalty 3056.224180 = -1112559.616795 nChanged 43 SP:Iteration 67Q (107.762874 sec): 3 clusters Score: Raw -1115624.214785 + Penalty 3056.224180 = -1112567.990605 nChanged 33 SP:Iteration 68Q (107.819552 sec): 3 clusters Score: Raw -1115629.565117 + Penalty 3056.224180 = -1112573.340937 nChanged 29 SP:Iteration 69Q (107.895164 sec): 3 clusters Score: Raw -1115633.977467 + Penalty 3056.224180 = -1112577.753287 nChanged 34 SP:Iteration 70Q (107.963017 sec): 3 clusters Score: Raw -1115640.292728 + Penalty 3056.224180 = -1112584.068548 nChanged 30 SP:Iteration 71Q (108.025847 sec): 3 clusters Score: Raw -1115644.719780 + Penalty 3056.224180 = -1112588.495600 nChanged 28 SP:Iteration 72Q (108.106194 sec): 3 clusters Score: Raw -1115648.725327 + Penalty 3056.224180 = -1112592.501147 nChanged 26 SP:Iteration 73Q (108.175584 sec): 3 clusters Score: Raw -1115652.611584 + Penalty 3056.224180 = -1112596.387404 nChanged 31 SP:Iteration 74Q (108.239303 sec): 3 clusters Score: Raw -1115656.793179 + Penalty 3056.224180 = -1112600.568999 nChanged 22 SP:Iteration 75Q (108.312876 sec): 3 clusters Score: Raw -1115659.785451 + Penalty 3056.224180 = -1112603.561271 nChanged 16 SP:Iteration 76Q (108.382991 sec): 3 clusters Score: Raw -1115661.705601 + Penalty 3056.224180 = -1112605.481421 nChanged 15 SP:Iteration 77Q (108.447641 sec): 3 clusters Score: Raw -1115663.126927 + Penalty 3056.224180 = -1112606.902746 nChanged 17 SP:Iteration 78Q (108.513362 sec): 3 clusters Score: Raw -1115665.305278 + Penalty 3056.224180 = -1112609.081098 nChanged 12 SP:Iteration 79Q (108.576480 sec): 3 clusters Score: Raw -1115666.904223 + Penalty 3056.224180 = -1112610.680043 nChanged 18 SP:Iteration 80F (108.656518 sec): 3 clusters Score: Raw -1115669.564571 + Penalty 3056.224180 = -1112613.340391 nChanged 15 SP:Iteration 81Q (108.720774 sec): 3 clusters Score: Raw -1115672.048899 + Penalty 3056.224180 = -1112615.824719 nChanged 16 SP:Iteration 82Q (108.787041 sec): 3 clusters Score: Raw -1115674.947863 + Penalty 3056.224180 = -1112618.723683 nChanged 21 SP:Iteration 83Q (108.846208 sec): 3 clusters Score: Raw -1115677.665358 + Penalty 3056.224180 = -1112621.441178 nChanged 21 SP:Iteration 84Q (108.907294 sec): 3 clusters Score: Raw -1115680.859493 + Penalty 3056.224180 = -1112624.635313 nChanged 19 SP:Iteration 85Q (108.981168 sec): 3 clusters Score: Raw -1115683.931129 + Penalty 3056.224180 = -1112627.706948 nChanged 23 SP:Iteration 86Q (109.040204 sec): 3 clusters Score: Raw -1115686.382687 + Penalty 3056.224180 = -1112630.158507 nChanged 16 SP:Iteration 87Q (109.107235 sec): 3 clusters Score: Raw -1115687.890786 + Penalty 3056.224180 = -1112631.666606 nChanged 11 SP:Iteration 88Q (109.183390 sec): 3 clusters Score: Raw -1115688.997372 + Penalty 3056.224180 = -1112632.773192 nChanged 8 SP:Iteration 89Q (109.241354 sec): 3 clusters Score: Raw -1115689.568206 + Penalty 3056.224180 = -1112633.344026 nChanged 6 SP:Iteration 90Q (109.309037 sec): 3 clusters Score: Raw -1115689.913002 + Penalty 3056.224180 = -1112633.688822 nChanged 12 SP:Iteration 91Q (109.388598 sec): 3 clusters Score: Raw -1115691.027827 + Penalty 3056.224180 = -1112634.803647 nChanged 10 SP:Iteration 92Q (109.446739 sec): 3 clusters Score: Raw -1115692.652445 + Penalty 3056.224180 = -1112636.428264 nChanged 17 SP:Iteration 93Q (109.526052 sec): 3 clusters Score: Raw -1115694.256664 + Penalty 3056.224180 = -1112638.032484 nChanged 14 SP:Iteration 94Q (109.592502 sec): 3 clusters Score: Raw -1115695.669492 + Penalty 3056.224180 = -1112639.445311 nChanged 15 SP:Iteration 95Q (109.650586 sec): 3 clusters Score: Raw -1115697.521560 + Penalty 3056.224180 = -1112641.297380 nChanged 16 SP:Iteration 96Q (109.734210 sec): 3 clusters Score: Raw -1115699.501655 + Penalty 3056.224180 = -1112643.277475 nChanged 19 SP:Iteration 97Q (109.801068 sec): 3 clusters Score: Raw -1115701.674564 + Penalty 3056.224180 = -1112645.450384 nChanged 24 SP:Iteration 98Q (109.859527 sec): 3 clusters Score: Raw -1115704.712721 + Penalty 3056.224180 = -1112648.488541 nChanged 18 SP:Iteration 99Q (109.939886 sec): 3 clusters Score: Raw -1115706.613068 + Penalty 3056.224180 = -1112650.388888 nChanged 17 SP:Iteration 100F (110.009601 sec): 3 clusters Score: Raw -1115708.344314 + Penalty 3056.224180 = -1112652.120133 nChanged 16 SP:Iteration 101Q (110.074134 sec): 3 clusters Score: Raw -1115710.910779 + Penalty 3056.224180 = -1112654.686599 nChanged 25 SP:Iteration 102Q (110.142107 sec): 3 clusters Score: Raw -1115714.763191 + Penalty 3056.224180 = -1112658.539011 nChanged 30 SP:Iteration 103Q (110.205136 sec): 3 clusters Score: Raw -1115718.822636 + Penalty 3056.224180 = -1112662.598455 nChanged 24 SP:Iteration 104Q (110.267838 sec): 3 clusters Score: Raw -1115722.090627 + Penalty 3056.224180 = -1112665.866447 nChanged 26 SP:Iteration 105Q (110.335605 sec): 3 clusters Score: Raw -1115724.968772 + Penalty 3056.224180 = -1112668.744592 nChanged 32 SP:Iteration 106Q (110.398094 sec): 3 clusters Score: Raw -1115729.388778 + Penalty 3056.224180 = -1112673.164598 nChanged 27 SP:Iteration 107Q (110.468567 sec): 3 clusters Score: Raw -1115734.248920 + Penalty 3056.224180 = -1112678.024740 nChanged 25 SP:Iteration 108Q (110.543520 sec): 3 clusters Score: Raw -1115737.897183 + Penalty 3056.224180 = -1112681.673003 nChanged 23 SP:Iteration 109Q (110.601276 sec): 3 clusters Score: Raw -1115741.531003 + Penalty 3056.224180 = -1112685.306822 nChanged 33 SP:Iteration 110Q (110.679681 sec): 3 clusters Score: Raw -1115746.950004 + Penalty 3056.224180 = -1112690.725824 nChanged 30 SP:Iteration 111Q (110.745207 sec): 3 clusters Score: Raw -1115751.010967 + Penalty 3056.224180 = -1112694.786787 nChanged 26 SP:Iteration 112Q (110.818883 sec): 3 clusters Score: Raw -1115754.917624 + Penalty 3056.224180 = -1112698.693443 nChanged 33 SP:Iteration 113Q (110.877367 sec): 3 clusters Score: Raw -1115761.032421 + Penalty 3056.224180 = -1112704.808241 nChanged 30 SP:Iteration 114Q (110.939684 sec): 3 clusters Score: Raw -1115767.404065 + Penalty 3056.224180 = -1112711.179885 nChanged 31 SP:Iteration 115Q (111.018158 sec): 3 clusters Score: Raw -1115773.164720 + Penalty 3056.224180 = -1112716.940540 nChanged 39 SP:Iteration 116Q (111.086131 sec): 3 clusters Score: Raw -1115779.022196 + Penalty 3056.224180 = -1112722.798015 nChanged 29 SP:Iteration 117Q (111.153010 sec): 3 clusters Score: Raw -1115783.816226 + Penalty 3056.224180 = -1112727.592045 nChanged 26 SP:Iteration 118Q (111.216792 sec): 3 clusters Score: Raw -1115787.554239 + Penalty 3056.224180 = -1112731.330059 nChanged 27 SP:Iteration 119Q (111.271632 sec): 3 clusters Score: Raw -1115791.716229 + Penalty 3056.224180 = -1112735.492049 nChanged 33 SP:Iteration 120F (111.346500 sec): 3 clusters Score: Raw -1115795.655635 + Penalty 3056.224180 = -1112739.431455 nChanged 19 SP:Iteration 121Q (111.408270 sec): 3 clusters Score: Raw -1115798.226722 + Penalty 3056.224180 = -1112742.002542 nChanged 18 SP:Iteration 122Q (111.468770 sec): 3 clusters Score: Raw -1115800.182971 + Penalty 3056.224180 = -1112743.958791 nChanged 12 SP:Iteration 123Q (111.536751 sec): 3 clusters Score: Raw -1115801.792090 + Penalty 3056.224180 = -1112745.567909 nChanged 11 SP:Iteration 124Q (111.604102 sec): 3 clusters Score: Raw -1115803.496454 + Penalty 3056.224180 = -1112747.272274 nChanged 12 SP:Iteration 125Q (111.682877 sec): 3 clusters Score: Raw -1115805.284214 + Penalty 3056.224180 = -1112749.060034 nChanged 17 SP:Iteration 126Q (111.737460 sec): 3 clusters Score: Raw -1115807.781255 + Penalty 3056.224180 = -1112751.557075 nChanged 20 SP:Iteration 127Q (111.801683 sec): 3 clusters Score: Raw -1115811.289304 + Penalty 3056.224180 = -1112755.065123 nChanged 24 SP:Iteration 128Q (111.874844 sec): 3 clusters Score: Raw -1115816.181332 + Penalty 3056.224180 = -1112759.957152 nChanged 23 SP:Iteration 129Q (111.945323 sec): 3 clusters Score: Raw -1115820.688018 + Penalty 3056.224180 = -1112764.463838 nChanged 32 SP:Iteration 130Q (112.013057 sec): 3 clusters Score: Raw -1115828.543310 + Penalty 3056.224180 = -1112772.319129 nChanged 43 SP:Iteration 131Q (112.067281 sec): 3 clusters Score: Raw -1115837.930856 + Penalty 3056.224180 = -1112781.706676 nChanged 47 SP:Iteration 132Q (112.137201 sec): 3 clusters Score: Raw -1115848.963559 + Penalty 3056.224180 = -1112792.739378 nChanged 52 SP:Iteration 133Q (112.198483 sec): 3 clusters Score: Raw -1115861.245679 + Penalty 3056.224180 = -1112805.021499 nChanged 60 SP:Iteration 134Q (112.261470 sec): 3 clusters Score: Raw -1115875.706780 + Penalty 3056.224180 = -1112819.482600 nChanged 46 SP:Iteration 135Q (112.333276 sec): 3 clusters Score: Raw -1115888.222421 + Penalty 3056.224180 = -1112831.998241 nChanged 42 SP:Iteration 136Q (112.393851 sec): 3 clusters Score: Raw -1115897.728252 + Penalty 3056.224180 = -1112841.504072 nChanged 38 SP:Iteration 137Q (112.467477 sec): 3 clusters Score: Raw -1115906.854602 + Penalty 3056.224180 = -1112850.630422 nChanged 41 SP:Iteration 138Q (112.522946 sec): 3 clusters Score: Raw -1115916.789555 + Penalty 3056.224180 = -1112860.565375 nChanged 56 SP:Iteration 139Q (112.588469 sec): 3 clusters Score: Raw -1115929.141531 + Penalty 3056.224180 = -1112872.917351 nChanged 46 SP:Iteration 140F (112.668785 sec): 3 clusters Score: Raw -1115941.384947 + Penalty 3056.224180 = -1112885.160767 nChanged 42 SP:Iteration 141Q (112.721412 sec): 3 clusters Score: Raw -1115955.175305 + Penalty 3056.224180 = -1112898.951125 nChanged 50 SP:Iteration 142Q (112.800888 sec): 3 clusters Score: Raw -1115969.029251 + Penalty 3056.224180 = -1112912.805070 nChanged 46 SP:Iteration 143Q (112.867117 sec): 3 clusters Score: Raw -1115981.217367 + Penalty 3056.224180 = -1112924.993187 nChanged 52 SP:Iteration 144Q (112.936902 sec): 3 clusters Score: Raw -1115994.795794 + Penalty 3056.224180 = -1112938.571614 nChanged 44 SP:Iteration 145Q (112.991409 sec): 3 clusters Score: Raw -1116005.375992 + Penalty 3056.224180 = -1112949.151812 nChanged 47 SP:Iteration 146Q (113.066336 sec): 3 clusters Score: Raw -1116016.560823 + Penalty 3056.224180 = -1112960.336643 nChanged 45 SP:Iteration 147Q (113.131963 sec): 3 clusters Score: Raw -1116028.124398 + Penalty 3056.224180 = -1112971.900217 nChanged 36 SP:Iteration 148Q (113.201527 sec): 3 clusters Score: Raw -1116038.977391 + Penalty 3056.224180 = -1112982.753211 nChanged 41 SP:Iteration 149Q (113.270237 sec): 3 clusters Score: Raw -1116051.280299 + Penalty 3056.224180 = -1112995.056118 nChanged 41 SP:Iteration 150Q (113.331216 sec): 3 clusters Score: Raw -1116062.463765 + Penalty 3056.224180 = -1113006.239585 nChanged 41 SP:Iteration 151Q (113.406019 sec): 3 clusters Score: Raw -1116072.742069 + Penalty 3056.224180 = -1113016.517888 nChanged 48 SP:Iteration 152Q (113.470000 sec): 3 clusters Score: Raw -1116086.758657 + Penalty 3056.224180 = -1113030.534477 nChanged 45 SP:Iteration 153Q (113.529140 sec): 3 clusters Score: Raw -1116099.295902 + Penalty 3056.224180 = -1113043.071722 nChanged 41 SP:Iteration 154Q (113.608150 sec): 3 clusters Score: Raw -1116111.191895 + Penalty 3056.224180 = -1113054.967715 nChanged 45 SP:Iteration 155Q (113.674187 sec): 3 clusters Score: Raw -1116125.073754 + Penalty 3056.224180 = -1113068.849573 nChanged 49 SP:Iteration 156Q (113.739853 sec): 3 clusters Score: Raw -1116138.018205 + Penalty 3056.224180 = -1113081.794024 nChanged 54 SP:Iteration 157Q (113.796331 sec): 3 clusters Score: Raw -1116152.440171 + Penalty 3056.224180 = -1113096.215991 nChanged 51 SP:Iteration 158Q (113.874240 sec): 3 clusters Score: Raw -1116164.920001 + Penalty 3056.224180 = -1113108.695821 nChanged 53 SP:Iteration 159Q (113.942206 sec): 3 clusters Score: Raw -1116177.984236 + Penalty 3056.224180 = -1113121.760056 nChanged 56 SP:Iteration 160F (114.006638 sec): 3 clusters Score: Raw -1116192.693099 + Penalty 3056.224180 = -1113136.468919 nChanged 42 SP:Iteration 161Q (114.069490 sec): 3 clusters Score: Raw -1116204.403103 + Penalty 3056.224180 = -1113148.178923 nChanged 43 SP:Iteration 162Q (114.138029 sec): 3 clusters Score: Raw -1116213.402554 + Penalty 3056.224180 = -1113157.178374 nChanged 28 SP:Iteration 163Q (114.203977 sec): 3 clusters Score: Raw -1116219.143255 + Penalty 3056.224180 = -1113162.919075 nChanged 26 SP:Iteration 164Q (114.266646 sec): 3 clusters Score: Raw -1116224.561909 + Penalty 3056.224180 = -1113168.337729 nChanged 25 SP:Iteration 165Q (114.320105 sec): 3 clusters Score: Raw -1116228.438148 + Penalty 3056.224180 = -1113172.213967 nChanged 10 SP:Iteration 166Q (114.393819 sec): 3 clusters Score: Raw -1116230.081254 + Penalty 3056.224180 = -1113173.857073 nChanged 11 SP:Iteration 167Q (114.460250 sec): 3 clusters Score: Raw -1116233.015769 + Penalty 3056.224180 = -1113176.791589 nChanged 12 SP:Iteration 168Q (114.526251 sec): 3 clusters Score: Raw -1116235.772522 + Penalty 3056.224180 = -1113179.548342 nChanged 10 SP:Iteration 169Q (114.596624 sec): 3 clusters Score: Raw -1116237.297882 + Penalty 3056.224180 = -1113181.073702 nChanged 8 SP:Iteration 170Q (114.664580 sec): 3 clusters Score: Raw -1116238.363747 + Penalty 3056.224180 = -1113182.139567 nChanged 5 SP:Iteration 171Q (114.724869 sec): 3 clusters Score: Raw -1116239.264824 + Penalty 3056.224180 = -1113183.040643 nChanged 6 SP:Iteration 172Q (114.781162 sec): 3 clusters Score: Raw -1116240.243157 + Penalty 3056.224180 = -1113184.018977 nChanged 8 SP:Iteration 173Q (114.850639 sec): 3 clusters Score: Raw -1116242.171266 + Penalty 3056.224180 = -1113185.947086 nChanged 11 SP:Iteration 174Q (114.916061 sec): 3 clusters Score: Raw -1116244.333869 + Penalty 3056.224180 = -1113188.109689 nChanged 10 SP:Iteration 175Q (114.979413 sec): 3 clusters Score: Raw -1116245.891413 + Penalty 3056.224180 = -1113189.667233 nChanged 2 SP:Iteration 176Q (115.047408 sec): 3 clusters Score: Raw -1116246.103529 + Penalty 3056.224180 = -1113189.879349 nChanged 1 SP:Iteration 177Q (115.105815 sec): 3 clusters Score: Raw -1116246.148890 + Penalty 3056.224180 = -1113189.924710 nChanged 0 SP:Iteration 178F (115.169772 sec): 3 clusters Score: Raw -1116246.148890 + Penalty 3056.224180 = -1113189.924710 nChanged 0 Trying to split cluster 17 (17352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.217898 sec): 2 clusters Score: Raw -1620734.561657 + Penalty 1586.237746 = -1619148.323911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.291386 sec): 3 clusters Score: Raw -1610377.952999 + Penalty 3172.475492 = -1607205.477507 nChanged 7818 SP:Iteration 1F (115.368473 sec): 3 clusters Score: Raw -1614937.821975 + Penalty 3172.475492 = -1611765.346483 nChanged 1225 SP:Iteration 2F (115.436317 sec): 3 clusters Score: Raw -1615855.164062 + Penalty 3172.475492 = -1612682.688570 nChanged 1310 SP:Iteration 3F (115.522020 sec): 3 clusters Score: Raw -1617042.846799 + Penalty 3172.475492 = -1613870.371307 nChanged 1318 SP:Iteration 4F (115.601368 sec): 3 clusters Score: Raw -1618144.065519 + Penalty 3172.475492 = -1614971.590027 nChanged 1210 SP:Iteration 5F (115.667077 sec): 3 clusters Score: Raw -1619061.297190 + Penalty 3172.475492 = -1615888.821698 nChanged 1058 SP:Iteration 6F (115.752297 sec): 3 clusters Score: Raw -1619781.484552 + Penalty 3172.475492 = -1616609.009060 nChanged 966 SP:Iteration 7F (115.828774 sec): 3 clusters Score: Raw -1620549.892576 + Penalty 3172.475492 = -1617377.417084 nChanged 943 SP:Iteration 8F (115.908210 sec): 3 clusters Score: Raw -1621411.915940 + Penalty 3172.475492 = -1618239.440448 nChanged 863 SP:Iteration 9Q (115.970647 sec): 3 clusters Score: Raw -1622320.621451 + Penalty 3172.475492 = -1619148.145959 nChanged 761 SP:Iteration 10Q (116.060169 sec): 3 clusters Score: Raw -1623221.163712 + Penalty 3172.475492 = -1620048.688220 nChanged 613 SP:Iteration 11Q (116.131977 sec): 3 clusters Score: Raw -1623890.664211 + Penalty 3172.475492 = -1620718.188719 nChanged 434 SP:Iteration 12Q (116.191602 sec): 3 clusters Score: Raw -1624323.565162 + Penalty 3172.475492 = -1621151.089670 nChanged 310 SP:Iteration 13Q (116.271812 sec): 3 clusters Score: Raw -1624534.900354 + Penalty 3172.475492 = -1621362.424862 nChanged 212 SP:Iteration 14Q (116.341922 sec): 3 clusters Score: Raw -1624635.319213 + Penalty 3172.475492 = -1621462.843721 nChanged 146 SP:Iteration 15Q (116.414275 sec): 3 clusters Score: Raw -1624688.291117 + Penalty 3172.475492 = -1621515.815625 nChanged 79 SP:Iteration 16Q (116.480517 sec): 3 clusters Score: Raw -1624708.072564 + Penalty 3172.475492 = -1621535.597072 nChanged 56 SP:Iteration 17Q (116.563981 sec): 3 clusters Score: Raw -1624719.414749 + Penalty 3172.475492 = -1621546.939257 nChanged 46 SP:Iteration 18Q (116.637803 sec): 3 clusters Score: Raw -1624727.196468 + Penalty 3172.475492 = -1621554.720976 nChanged 40 SP:Iteration 19Q (116.713097 sec): 3 clusters Score: Raw -1624739.758549 + Penalty 3172.475492 = -1621567.283057 nChanged 27 SP:Iteration 20F (116.789465 sec): 3 clusters Score: Raw -1624846.215867 + Penalty 3172.475492 = -1621673.740375 nChanged 45 SP:Iteration 21Q (116.859081 sec): 3 clusters Score: Raw -1624909.936157 + Penalty 3172.475492 = -1621737.460665 nChanged 68 SP:Iteration 22Q (116.930806 sec): 3 clusters Score: Raw -1624953.008548 + Penalty 3172.475492 = -1621780.533056 nChanged 70 SP:Iteration 23Q (116.996588 sec): 3 clusters Score: Raw -1624984.907446 + Penalty 3172.475492 = -1621812.431954 nChanged 88 SP:Iteration 24Q (117.073915 sec): 3 clusters Score: Raw -1625018.213226 + Penalty 3172.475492 = -1621845.737734 nChanged 80 SP:Iteration 25Q (117.146217 sec): 3 clusters Score: Raw -1625044.477625 + Penalty 3172.475492 = -1621872.002133 nChanged 78 SP:Iteration 26Q (117.219666 sec): 3 clusters Score: Raw -1625069.138065 + Penalty 3172.475492 = -1621896.662573 nChanged 77 SP:Iteration 27Q (117.292338 sec): 3 clusters Score: Raw -1625100.826747 + Penalty 3172.475492 = -1621928.351255 nChanged 85 SP:Iteration 28Q (117.363796 sec): 3 clusters Score: Raw -1625133.877426 + Penalty 3172.475492 = -1621961.401934 nChanged 68 SP:Iteration 29Q (117.438544 sec): 3 clusters Score: Raw -1625151.960452 + Penalty 3172.475492 = -1621979.484960 nChanged 48 SP:Iteration 30Q (117.513284 sec): 3 clusters Score: Raw -1625160.992349 + Penalty 3172.475492 = -1621988.516857 nChanged 42 SP:Iteration 31Q (117.587086 sec): 3 clusters Score: Raw -1625167.404788 + Penalty 3172.475492 = -1621994.929296 nChanged 39 SP:Iteration 32Q (117.662492 sec): 3 clusters Score: Raw -1625172.960337 + Penalty 3172.475492 = -1622000.484845 nChanged 40 SP:Iteration 33Q (117.731942 sec): 3 clusters Score: Raw -1625183.443951 + Penalty 3172.475492 = -1622010.968459 nChanged 44 SP:Iteration 34Q (117.802745 sec): 3 clusters Score: Raw -1625193.951874 + Penalty 3172.475492 = -1622021.476382 nChanged 48 SP:Iteration 35Q (117.871014 sec): 3 clusters Score: Raw -1625202.686598 + Penalty 3172.475492 = -1622030.211106 nChanged 35 SP:Iteration 36Q (117.941018 sec): 3 clusters Score: Raw -1625207.515228 + Penalty 3172.475492 = -1622035.039736 nChanged 26 SP:Iteration 37Q (118.019780 sec): 3 clusters Score: Raw -1625210.516855 + Penalty 3172.475492 = -1622038.041363 nChanged 24 SP:Iteration 38Q (118.092202 sec): 3 clusters Score: Raw -1625213.276734 + Penalty 3172.475492 = -1622040.801242 nChanged 12 SP:Iteration 39Q (118.163536 sec): 3 clusters Score: Raw -1625214.676868 + Penalty 3172.475492 = -1622042.201376 nChanged 12 SP:Iteration 40F (118.240955 sec): 3 clusters Score: Raw -1625224.360439 + Penalty 3172.475492 = -1622051.884947 nChanged 23 SP:Iteration 41Q (118.307581 sec): 3 clusters Score: Raw -1625229.518577 + Penalty 3172.475492 = -1622057.043085 nChanged 28 SP:Iteration 42Q (118.387890 sec): 3 clusters Score: Raw -1625233.207161 + Penalty 3172.475492 = -1622060.731669 nChanged 26 SP:Iteration 43Q (118.453507 sec): 3 clusters Score: Raw -1625237.052995 + Penalty 3172.475492 = -1622064.577502 nChanged 21 SP:Iteration 44Q (118.524486 sec): 3 clusters Score: Raw -1625239.239947 + Penalty 3172.475492 = -1622066.764455 nChanged 19 SP:Iteration 45Q (118.594841 sec): 3 clusters Score: Raw -1625241.079890 + Penalty 3172.475492 = -1622068.604398 nChanged 12 SP:Iteration 46Q (118.670842 sec): 3 clusters Score: Raw -1625241.820068 + Penalty 3172.475492 = -1622069.344576 nChanged 5 SP:Iteration 47Q (118.735225 sec): 3 clusters Score: Raw -1625242.130134 + Penalty 3172.475492 = -1622069.654642 nChanged 5 SP:Iteration 48Q (118.812534 sec): 3 clusters Score: Raw -1625242.450599 + Penalty 3172.475492 = -1622069.975107 nChanged 7 SP:Iteration 49Q (118.895634 sec): 3 clusters Score: Raw -1625242.852197 + Penalty 3172.475492 = -1622070.376705 nChanged 5 SP:Iteration 50Q (118.966643 sec): 3 clusters Score: Raw -1625243.170977 + Penalty 3172.475492 = -1622070.695485 nChanged 4 SP:Iteration 51Q (119.032594 sec): 3 clusters Score: Raw -1625243.394453 + Penalty 3172.475492 = -1622070.918961 nChanged 5 SP:Iteration 52Q (119.099865 sec): 3 clusters Score: Raw -1625243.618612 + Penalty 3172.475492 = -1622071.143120 nChanged 4 SP:Iteration 53Q (119.180515 sec): 3 clusters Score: Raw -1625243.885331 + Penalty 3172.475492 = -1622071.409839 nChanged 2 SP:Iteration 54Q (119.256662 sec): 3 clusters Score: Raw -1625244.287726 + Penalty 3172.475492 = -1622071.812234 nChanged 4 SP:Iteration 55Q (119.326778 sec): 3 clusters Score: Raw -1625244.587098 + Penalty 3172.475492 = -1622072.111606 nChanged 3 SP:Iteration 56Q (119.405732 sec): 3 clusters Score: Raw -1625244.686846 + Penalty 3172.475492 = -1622072.211354 nChanged 2 SP:Iteration 57Q (119.479515 sec): 3 clusters Score: Raw -1625244.872808 + Penalty 3172.475492 = -1622072.397316 nChanged 4 SP:Iteration 58Q (119.555048 sec): 3 clusters Score: Raw -1625245.045512 + Penalty 3172.475492 = -1622072.570020 nChanged 0 SP:Iteration 59F (119.628066 sec): 3 clusters Score: Raw -1625245.045512 + Penalty 3172.475492 = -1622072.570020 nChanged 0 Score: Raw -31727286.272353 + Penalty 41461.830528 = -31685824.441824 Splitting cluster 17 changes total score from -31667684.833343 to -31685824.441824 So it's getting split into cluster 20. Trying to split cluster 18 (218530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (124.774268 sec): 2 clusters Score: Raw -20533644.604646 + Penalty 1997.885270 = -20531646.719376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.198441 sec): 3 clusters Score: Raw -20388252.445562 + Penalty 3995.770540 = -20384256.675023 nChanged 106024 SP:Iteration 1F (125.599667 sec): 3 clusters Score: Raw -20452438.329122 + Penalty 3995.770540 = -20448442.558582 nChanged 7055 SP:Iteration 2Q (126.022829 sec): 3 clusters Score: Raw -20454362.220486 + Penalty 3995.770540 = -20450366.449946 nChanged 7878 SP:Iteration 3Q (126.452340 sec): 3 clusters Score: Raw -20457050.483905 + Penalty 3995.770540 = -20453054.713365 nChanged 9032 SP:Iteration 4Q (126.879590 sec): 3 clusters Score: Raw -20460708.694883 + Penalty 3995.770540 = -20456712.924343 nChanged 10335 SP:Iteration 5Q (127.298999 sec): 3 clusters Score: Raw -20465392.493206 + Penalty 3995.770540 = -20461396.722666 nChanged 11760 SP:Iteration 6F (127.704211 sec): 3 clusters Score: Raw -20471184.385774 + Penalty 3995.770540 = -20467188.615234 nChanged 12449 SP:Iteration 7F (128.121845 sec): 3 clusters Score: Raw -20478181.024307 + Penalty 3995.770540 = -20474185.253767 nChanged 13264 SP:Iteration 8F (128.544333 sec): 3 clusters Score: Raw -20486913.359663 + Penalty 3995.770540 = -20482917.589123 nChanged 13545 SP:Iteration 9F (128.952214 sec): 3 clusters Score: Raw -20497083.404257 + Penalty 3995.770540 = -20493087.633717 nChanged 12780 SP:Iteration 10F (129.354813 sec): 3 clusters Score: Raw -20507334.825587 + Penalty 3995.770540 = -20503339.055047 nChanged 11089 SP:Iteration 11F (129.760385 sec): 3 clusters Score: Raw -20516842.065684 + Penalty 3995.770540 = -20512846.295144 nChanged 8691 SP:Iteration 12Q (130.156267 sec): 3 clusters Score: Raw -20524683.550819 + Penalty 3995.770540 = -20520687.780279 nChanged 6371 SP:Iteration 13Q (130.548023 sec): 3 clusters Score: Raw -20531154.335337 + Penalty 3995.770540 = -20527158.564798 nChanged 4398 SP:Iteration 14Q (130.941546 sec): 3 clusters Score: Raw -20538188.171128 + Penalty 3995.770540 = -20534192.400588 nChanged 2939 SP:Iteration 15Q (131.308734 sec): 3 clusters Score: Raw -20548904.302279 + Penalty 3995.770540 = -20544908.531740 nChanged 3330 SP:Iteration 16Q (131.667513 sec): 3 clusters Score: Raw -20552873.656700 + Penalty 3995.770540 = -20548877.886160 nChanged 3790 SP:Iteration 17Q (132.048276 sec): 3 clusters Score: Raw -20555374.533859 + Penalty 3995.770540 = -20551378.763319 nChanged 4124 SP:Iteration 18Q (132.416199 sec): 3 clusters Score: Raw -20558302.355993 + Penalty 3995.770540 = -20554306.585453 nChanged 4937 SP:Iteration 19Q (132.782311 sec): 3 clusters Score: Raw -20562280.823078 + Penalty 3995.770540 = -20558285.052538 nChanged 6106 SP:Iteration 20F (133.186112 sec): 3 clusters Score: Raw -20567608.528801 + Penalty 3995.770540 = -20563612.758261 nChanged 7328 SP:Iteration 21Q (133.554835 sec): 3 clusters Score: Raw -20573974.767697 + Penalty 3995.770540 = -20569978.997157 nChanged 8145 SP:Iteration 22Q (133.931505 sec): 3 clusters Score: Raw -20580184.636096 + Penalty 3995.770540 = -20576188.865556 nChanged 8552 SP:Iteration 23Q (134.298993 sec): 3 clusters Score: Raw -20586025.976291 + Penalty 3995.770540 = -20582030.205751 nChanged 9175 SP:Iteration 24Q (134.683467 sec): 3 clusters Score: Raw -20592297.786767 + Penalty 3995.770540 = -20588302.016227 nChanged 9912 SP:Iteration 25Q (135.068562 sec): 3 clusters Score: Raw -20599258.535189 + Penalty 3995.770540 = -20595262.764649 nChanged 9886 SP:Iteration 26Q (135.456306 sec): 3 clusters Score: Raw -20605862.001580 + Penalty 3995.770540 = -20601866.231041 nChanged 8524 SP:Iteration 27Q (135.826282 sec): 3 clusters Score: Raw -20610625.171115 + Penalty 3995.770540 = -20606629.400575 nChanged 6229 SP:Iteration 28Q (136.216370 sec): 3 clusters Score: Raw -20613326.001002 + Penalty 3995.770540 = -20609330.230462 nChanged 3977 SP:Iteration 29Q (136.614581 sec): 3 clusters Score: Raw -20614597.091532 + Penalty 3995.770540 = -20610601.320992 nChanged 2171 SP:Iteration 30Q (137.004996 sec): 3 clusters Score: Raw -20615082.964347 + Penalty 3995.770540 = -20611087.193807 nChanged 1196 SP:Iteration 31Q (137.394834 sec): 3 clusters Score: Raw -20615278.999685 + Penalty 3995.770540 = -20611283.229145 nChanged 678 SP:Iteration 32Q (137.773006 sec): 3 clusters Score: Raw -20615365.971762 + Penalty 3995.770540 = -20611370.201222 nChanged 399 SP:Iteration 33Q (138.168303 sec): 3 clusters Score: Raw -20615410.216393 + Penalty 3995.770540 = -20611414.445853 nChanged 262 SP:Iteration 34Q (138.543885 sec): 3 clusters Score: Raw -20615429.762805 + Penalty 3995.770540 = -20611433.992265 nChanged 154 SP:Iteration 35Q (138.930740 sec): 3 clusters Score: Raw -20615438.788514 + Penalty 3995.770540 = -20611443.017974 nChanged 94 SP:Iteration 36Q (139.316211 sec): 3 clusters Score: Raw -20615444.801036 + Penalty 3995.770540 = -20611449.030496 nChanged 70 SP:Iteration 37Q (139.689387 sec): 3 clusters Score: Raw -20615447.184997 + Penalty 3995.770540 = -20611451.414457 nChanged 52 SP:Iteration 38Q (140.072337 sec): 3 clusters Score: Raw -20615448.946036 + Penalty 3995.770540 = -20611453.175496 nChanged 26 SP:Iteration 39Q (140.434270 sec): 3 clusters Score: Raw -20615449.208909 + Penalty 3995.770540 = -20611453.438369 nChanged 16 SP:Iteration 40F (140.834172 sec): 3 clusters Score: Raw -20619185.446393 + Penalty 3995.770540 = -20615189.675854 nChanged 5275 SP:Iteration 41Q (141.214823 sec): 3 clusters Score: Raw -20622660.973577 + Penalty 3995.770540 = -20618665.203037 nChanged 3401 SP:Iteration 42Q (141.614825 sec): 3 clusters Score: Raw -20624148.967865 + Penalty 3995.770540 = -20620153.197325 nChanged 2176 SP:Iteration 43Q (141.995941 sec): 3 clusters Score: Raw -20624911.105322 + Penalty 3995.770540 = -20620915.334782 nChanged 1552 SP:Iteration 44Q (142.388095 sec): 3 clusters Score: Raw -20625382.078367 + Penalty 3995.770540 = -20621386.307827 nChanged 1250 SP:Iteration 45Q (142.789359 sec): 3 clusters Score: Raw -20625731.823793 + Penalty 3995.770540 = -20621736.053253 nChanged 1056 SP:Iteration 46Q (143.188733 sec): 3 clusters Score: Raw -20625996.442779 + Penalty 3995.770540 = -20622000.672240 nChanged 914 SP:Iteration 47Q (143.577459 sec): 3 clusters Score: Raw -20626213.941961 + Penalty 3995.770540 = -20622218.171421 nChanged 832 SP:Iteration 48Q (143.959906 sec): 3 clusters Score: Raw -20626407.115167 + Penalty 3995.770540 = -20622411.344627 nChanged 722 SP:Iteration 49Q (144.340910 sec): 3 clusters Score: Raw -20626561.413679 + Penalty 3995.770540 = -20622565.643139 nChanged 670 SP:Iteration 50Q (144.716716 sec): 3 clusters Score: Raw -20626705.127547 + Penalty 3995.770540 = -20622709.357008 nChanged 609 SP:Iteration 51Q (145.091768 sec): 3 clusters Score: Raw -20626840.678704 + Penalty 3995.770540 = -20622844.908164 nChanged 570 SP:Iteration 52Q (145.494807 sec): 3 clusters Score: Raw -20626958.648717 + Penalty 3995.770540 = -20622962.878177 nChanged 548 SP:Iteration 53Q (145.889530 sec): 3 clusters Score: Raw -20627074.448836 + Penalty 3995.770540 = -20623078.678296 nChanged 536 SP:Iteration 54Q (146.278987 sec): 3 clusters Score: Raw -20627191.369005 + Penalty 3995.770540 = -20623195.598465 nChanged 521 SP:Iteration 55Q (146.666963 sec): 3 clusters Score: Raw -20627312.193370 + Penalty 3995.770540 = -20623316.422830 nChanged 492 SP:Iteration 56Q (147.049696 sec): 3 clusters Score: Raw -20627429.422643 + Penalty 3995.770540 = -20623433.652103 nChanged 465 SP:Iteration 57Q (147.423169 sec): 3 clusters Score: Raw -20627537.809152 + Penalty 3995.770540 = -20623542.038613 nChanged 396 SP:Iteration 58Q (147.811404 sec): 3 clusters Score: Raw -20627619.412557 + Penalty 3995.770540 = -20623623.642018 nChanged 315 SP:Iteration 59Q (148.214866 sec): 3 clusters Score: Raw -20627683.024648 + Penalty 3995.770540 = -20623687.254108 nChanged 248 SP:Iteration 60F (148.619865 sec): 3 clusters Score: Raw -20627901.420692 + Penalty 3995.770540 = -20623905.650152 nChanged 612 SP:Iteration 61Q (149.022959 sec): 3 clusters Score: Raw -20628176.835857 + Penalty 3995.770540 = -20624181.065317 nChanged 633 SP:Iteration 62Q (149.429452 sec): 3 clusters Score: Raw -20628498.388930 + Penalty 3995.770540 = -20624502.618390 nChanged 758 SP:Iteration 63Q (149.834354 sec): 3 clusters Score: Raw -20629037.336993 + Penalty 3995.770540 = -20625041.566453 nChanged 893 SP:Iteration 64Q (150.236730 sec): 3 clusters Score: Raw -20629960.401018 + Penalty 3995.770540 = -20625964.630478 nChanged 1103 SP:Iteration 65Q (150.622118 sec): 3 clusters Score: Raw -20631799.020694 + Penalty 3995.770540 = -20627803.250154 nChanged 1336 SP:Iteration 66Q (151.015603 sec): 3 clusters Score: Raw -20636469.345932 + Penalty 3995.770540 = -20632473.575392 nChanged 1637 SP:Iteration 67Q (151.400250 sec): 3 clusters Score: Raw -20650614.803157 + Penalty 3995.770540 = -20646619.032618 nChanged 957 SP:Iteration 68Q (151.749513 sec): 3 clusters Score: Raw -20671520.272989 + Penalty 3995.770540 = -20667524.502449 nChanged 329 SP:Iteration 69Q (152.057402 sec): 3 clusters Score: Raw -20679184.812083 + Penalty 3995.770540 = -20675189.041543 nChanged 1 SP:Iteration 70Q (152.383805 sec): 3 clusters Score: Raw -20679185.489826 + Penalty 3995.770540 = -20675189.719286 nChanged 0 SP:Iteration 71F (152.786822 sec): 3 clusters Score: Raw -20679185.489826 + Penalty 3995.770540 = -20675189.719286 nChanged 0 Score: Raw -31872827.157534 + Penalty 43534.922055 = -31829292.235479 Splitting cluster 18 changes total score from -31667684.833343 to -31829292.235479 So it's getting split into cluster 21. Iteration 20F (162.183619 sec): 22 clusters Score: Raw -31898457.041280 + Penalty 43534.922055 = -31854922.119225 nChanged 18249 Iteration 21F (166.946079 sec): 22 clusters Score: Raw -31919537.391078 + Penalty 43534.922055 = -31876002.469023 nChanged 11064 Iteration 22Q (169.101677 sec): 22 clusters Score: Raw -31927876.222283 + Penalty 43534.922055 = -31884341.300228 nChanged 8106 Iteration 23Q (171.022171 sec): 22 clusters Score: Raw -31932441.081226 + Penalty 43534.922055 = -31888906.159172 nChanged 6470 Iteration 24Q (173.079336 sec): 22 clusters Score: Raw -31935515.421292 + Penalty 43534.922055 = -31891980.499237 nChanged 5566 Iteration 25Q (175.091448 sec): 22 clusters Score: Raw -31937899.332529 + Penalty 43534.922055 = -31894364.410474 nChanged 4818 Iteration 26Q (177.075975 sec): 22 clusters Score: Raw -31939850.140711 + Penalty 43534.922055 = -31896315.218656 nChanged 4236 Iteration 27Q (179.128282 sec): 22 clusters Score: Raw -31941587.421393 + Penalty 43534.922055 = -31898052.499339 nChanged 3926 Iteration 28Q (181.250203 sec): 22 clusters Score: Raw -31943537.193095 + Penalty 43534.922055 = -31900002.271040 nChanged 3735 Iteration 29Q (183.180039 sec): 22 clusters Score: Raw -31945922.788973 + Penalty 43534.922055 = -31902387.866919 nChanged 3669 Iteration 30Q (185.115293 sec): 22 clusters Score: Raw -31948733.234005 + Penalty 43534.922055 = -31905198.311950 nChanged 3655 Iteration 31Q (186.933672 sec): 22 clusters Score: Raw -31950536.453501 + Penalty 43534.922055 = -31907001.531446 nChanged 3446 Iteration 32Q (189.034875 sec): 22 clusters Score: Raw -31951534.789243 + Penalty 43534.922055 = -31907999.867189 nChanged 2959 Iteration 33Q (190.959954 sec): 22 clusters Score: Raw -31952332.083502 + Penalty 43534.922055 = -31908797.161448 nChanged 2682 Iteration 34Q (192.977368 sec): 22 clusters Score: Raw -31953011.500292 + Penalty 43534.922055 = -31909476.578237 nChanged 2359 Iteration 35Q (194.769136 sec): 22 clusters Score: Raw -31953556.860076 + Penalty 43534.922055 = -31910021.938021 nChanged 2138 Iteration 36Q (196.554382 sec): 22 clusters Score: Raw -31954047.709141 + Penalty 43534.922055 = -31910512.787086 nChanged 1984 Iteration 37Q (198.390669 sec): 22 clusters Score: Raw -31954520.350394 + Penalty 43534.922055 = -31910985.428339 nChanged 1946 Iteration 38Q (200.456682 sec): 22 clusters Score: Raw -31954970.686460 + Penalty 43534.922055 = -31911435.764405 nChanged 1770 Iteration 39Q (202.440234 sec): 22 clusters Score: Raw -31955364.821316 + Penalty 43534.922055 = -31911829.899261 nChanged 1702 Iteration 40F (207.113140 sec): 22 clusters Score: Raw -31956061.691464 + Penalty 43534.922055 = -31912526.769409 nChanged 1757 Iteration 41Q (209.036355 sec): 22 clusters Score: Raw -31956733.551783 + Penalty 43534.922055 = -31913198.629729 nChanged 1897 Iteration 42Q (211.064086 sec): 22 clusters Score: Raw -31957314.918199 + Penalty 43534.922055 = -31913779.996144 nChanged 1933 Iteration 43Q (213.032562 sec): 22 clusters Score: Raw -31957862.054388 + Penalty 43534.922055 = -31914327.132333 nChanged 1846 Iteration 44Q (214.982992 sec): 22 clusters Score: Raw -31958329.540543 + Penalty 43534.922055 = -31914794.618488 nChanged 1744 Iteration 45Q (216.902080 sec): 22 clusters Score: Raw -31958765.285192 + Penalty 43534.922055 = -31915230.363137 nChanged 1607 Iteration 46Q (218.888803 sec): 22 clusters Score: Raw -31959174.136846 + Penalty 43534.922055 = -31915639.214791 nChanged 1533 Iteration 47Q (220.792652 sec): 22 clusters Score: Raw -31959553.919095 + Penalty 43534.922055 = -31916018.997040 nChanged 1470 Iteration 48Q (222.800335 sec): 22 clusters Score: Raw -31959901.909493 + Penalty 43534.922055 = -31916366.987438 nChanged 1338 Iteration 49Q (224.813304 sec): 22 clusters Score: Raw -31960207.989911 + Penalty 43534.922055 = -31916673.067857 nChanged 1229 Iteration 50Q (226.779024 sec): 22 clusters Score: Raw -31960507.008602 + Penalty 43534.922055 = -31916972.086548 nChanged 1177 Iteration 51Q (228.718182 sec): 22 clusters Score: Raw -31960746.768048 + Penalty 43534.922055 = -31917211.845994 nChanged 1109 Iteration 52Q (230.742983 sec): 22 clusters Score: Raw -31960955.085449 + Penalty 43534.922055 = -31917420.163394 nChanged 1040 Iteration 53Q (232.699398 sec): 22 clusters Score: Raw -31961141.524899 + Penalty 43534.922055 = -31917606.602844 nChanged 1028 Iteration 54Q (234.625008 sec): 22 clusters Score: Raw -31961348.847125 + Penalty 43534.922055 = -31917813.925070 nChanged 1087 Iteration 55Q (236.635908 sec): 22 clusters Score: Raw -31961632.199246 + Penalty 43534.922055 = -31918097.277191 nChanged 1169 Iteration 56Q (238.596139 sec): 22 clusters Score: Raw -31962080.222504 + Penalty 43534.922055 = -31918545.300450 nChanged 1303 Iteration 57Q (240.618222 sec): 22 clusters Score: Raw -31963068.965156 + Penalty 43534.922055 = -31919534.043102 nChanged 1567 Iteration 58Q (242.679367 sec): 22 clusters Score: Raw -31965059.303919 + Penalty 43534.922055 = -31921524.381864 nChanged 1743 Writing temp clu file Because OldScore, -31919534.043102, is greater than current (better) Score,-31921524.381864 Compute initial score before splitting: Score: Raw -31965059.303919 + Penalty 43534.922055 = -31921524.381864 Trying to split cluster 1 (11100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (242.853660 sec): 2 clusters Score: Raw -1046711.697337 + Penalty 1513.638813 = -1045198.058525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (242.916443 sec): 3 clusters Score: Raw -1040376.482807 + Penalty 3027.277626 = -1037349.205181 nChanged 4840 SP:Iteration 1F (242.971855 sec): 3 clusters Score: Raw -1042968.183045 + Penalty 3027.277626 = -1039940.905419 nChanged 624 SP:Iteration 2F (243.050417 sec): 3 clusters Score: Raw -1043203.044677 + Penalty 3027.277626 = -1040175.767051 nChanged 497 SP:Iteration 3Q (243.110960 sec): 3 clusters Score: Raw -1043385.661709 + Penalty 3027.277626 = -1040358.384083 nChanged 468 SP:Iteration 4Q (243.179769 sec): 3 clusters Score: Raw -1043568.245481 + Penalty 3027.277626 = -1040540.967856 nChanged 420 SP:Iteration 5Q (243.242260 sec): 3 clusters Score: Raw -1043767.479090 + Penalty 3027.277626 = -1040740.201464 nChanged 450 SP:Iteration 6Q (243.320564 sec): 3 clusters Score: Raw -1043999.715898 + Penalty 3027.277626 = -1040972.438272 nChanged 496 SP:Iteration 7Q (243.393855 sec): 3 clusters Score: Raw -1044241.317465 + Penalty 3027.277626 = -1041214.039839 nChanged 506 SP:Iteration 8Q (243.460891 sec): 3 clusters Score: Raw -1044498.146379 + Penalty 3027.277626 = -1041470.868753 nChanged 490 SP:Iteration 9Q (243.520431 sec): 3 clusters Score: Raw -1044762.324194 + Penalty 3027.277626 = -1041735.046568 nChanged 477 SP:Iteration 10Q (243.596516 sec): 3 clusters Score: Raw -1044996.711772 + Penalty 3027.277626 = -1041969.434146 nChanged 439 SP:Iteration 11Q (243.667048 sec): 3 clusters Score: Raw -1045204.682935 + Penalty 3027.277626 = -1042177.405309 nChanged 384 SP:Iteration 12Q (243.732350 sec): 3 clusters Score: Raw -1045388.668904 + Penalty 3027.277626 = -1042361.391278 nChanged 376 SP:Iteration 13Q (243.800223 sec): 3 clusters Score: Raw -1045585.320664 + Penalty 3027.277626 = -1042558.043039 nChanged 365 SP:Iteration 14Q (243.863374 sec): 3 clusters Score: Raw -1045791.558294 + Penalty 3027.277626 = -1042764.280668 nChanged 369 SP:Iteration 15Q (243.928206 sec): 3 clusters Score: Raw -1046014.729078 + Penalty 3027.277626 = -1042987.451452 nChanged 358 SP:Iteration 16Q (243.996341 sec): 3 clusters Score: Raw -1046215.958006 + Penalty 3027.277626 = -1043188.680380 nChanged 310 SP:Iteration 17Q (244.066021 sec): 3 clusters Score: Raw -1046388.765465 + Penalty 3027.277626 = -1043361.487839 nChanged 277 SP:Iteration 18Q (244.126300 sec): 3 clusters Score: Raw -1046536.960773 + Penalty 3027.277626 = -1043509.683148 nChanged 206 SP:Iteration 19Q (244.183064 sec): 3 clusters Score: Raw -1046633.498888 + Penalty 3027.277626 = -1043606.221262 nChanged 175 SP:Iteration 20F (244.255451 sec): 3 clusters Score: Raw -1046701.567195 + Penalty 3027.277626 = -1043674.289569 nChanged 140 SP:Iteration 21Q (244.323263 sec): 3 clusters Score: Raw -1046752.688314 + Penalty 3027.277626 = -1043725.410688 nChanged 106 SP:Iteration 22Q (244.375267 sec): 3 clusters Score: Raw -1046781.198160 + Penalty 3027.277626 = -1043753.920534 nChanged 80 SP:Iteration 23Q (244.440775 sec): 3 clusters Score: Raw -1046799.624326 + Penalty 3027.277626 = -1043772.346700 nChanged 51 SP:Iteration 24Q (244.506293 sec): 3 clusters Score: Raw -1046811.469807 + Penalty 3027.277626 = -1043784.192181 nChanged 58 SP:Iteration 25Q (244.570339 sec): 3 clusters Score: Raw -1046825.128478 + Penalty 3027.277626 = -1043797.850852 nChanged 64 SP:Iteration 26Q (244.643032 sec): 3 clusters Score: Raw -1046836.577881 + Penalty 3027.277626 = -1043809.300255 nChanged 53 SP:Iteration 27Q (244.698672 sec): 3 clusters Score: Raw -1046848.654944 + Penalty 3027.277626 = -1043821.377318 nChanged 57 SP:Iteration 28Q (244.764960 sec): 3 clusters Score: Raw -1046860.106386 + Penalty 3027.277626 = -1043832.828760 nChanged 56 SP:Iteration 29Q (244.836656 sec): 3 clusters Score: Raw -1046868.769234 + Penalty 3027.277626 = -1043841.491608 nChanged 39 SP:Iteration 30Q (244.900214 sec): 3 clusters Score: Raw -1046873.718065 + Penalty 3027.277626 = -1043846.440439 nChanged 26 SP:Iteration 31Q (244.976869 sec): 3 clusters Score: Raw -1046877.511601 + Penalty 3027.277626 = -1043850.233975 nChanged 20 SP:Iteration 32Q (245.039956 sec): 3 clusters Score: Raw -1046879.281082 + Penalty 3027.277626 = -1043852.003456 nChanged 13 SP:Iteration 33Q (245.108549 sec): 3 clusters Score: Raw -1046880.343104 + Penalty 3027.277626 = -1043853.065478 nChanged 10 SP:Iteration 34Q (245.176724 sec): 3 clusters Score: Raw -1046881.358804 + Penalty 3027.277626 = -1043854.081178 nChanged 15 SP:Iteration 35Q (245.244277 sec): 3 clusters Score: Raw -1046883.058701 + Penalty 3027.277626 = -1043855.781076 nChanged 14 SP:Iteration 36Q (245.300814 sec): 3 clusters Score: Raw -1046884.744329 + Penalty 3027.277626 = -1043857.466703 nChanged 8 SP:Iteration 37Q (245.381249 sec): 3 clusters Score: Raw -1046885.666756 + Penalty 3027.277626 = -1043858.389130 nChanged 11 SP:Iteration 38Q (245.445741 sec): 3 clusters Score: Raw -1046886.626292 + Penalty 3027.277626 = -1043859.348666 nChanged 7 SP:Iteration 39Q (245.513731 sec): 3 clusters Score: Raw -1046887.365606 + Penalty 3027.277626 = -1043860.087980 nChanged 9 SP:Iteration 40F (245.568749 sec): 3 clusters Score: Raw -1046888.075559 + Penalty 3027.277626 = -1043860.797933 nChanged 2 SP:Iteration 41Q (245.644050 sec): 3 clusters Score: Raw -1046888.154480 + Penalty 3027.277626 = -1043860.876854 nChanged 0 SP:Iteration 42F (245.710424 sec): 3 clusters Score: Raw -1046888.154480 + Penalty 3027.277626 = -1043860.876854 nChanged 0 Trying to split cluster 2 (1549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (245.744270 sec): 2 clusters Score: Raw -130688.671321 + Penalty 1193.621787 = -129495.049534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (245.794247 sec): 3 clusters Score: Raw -130071.499431 + Penalty 2387.243573 = -127684.255858 nChanged 531 SP:Iteration 1F (245.843424 sec): 3 clusters Score: Raw -130529.649442 + Penalty 2387.243573 = -128142.405869 nChanged 141 SP:Iteration 2F (245.886736 sec): 3 clusters Score: Raw -130692.652631 + Penalty 2387.243573 = -128305.409058 nChanged 98 SP:Iteration 3F (245.939632 sec): 3 clusters Score: Raw -130823.116590 + Penalty 2387.243573 = -128435.873017 nChanged 85 SP:Iteration 4F (245.986095 sec): 3 clusters Score: Raw -130920.226151 + Penalty 2387.243573 = -128532.982578 nChanged 70 SP:Iteration 5Q (246.047562 sec): 3 clusters Score: Raw -130994.798621 + Penalty 2387.243573 = -128607.555047 nChanged 52 SP:Iteration 6Q (246.100333 sec): 3 clusters Score: Raw -131053.887378 + Penalty 2387.243573 = -128666.643805 nChanged 34 SP:Iteration 7Q (246.148582 sec): 3 clusters Score: Raw -131091.325440 + Penalty 2387.243573 = -128704.081867 nChanged 19 SP:Iteration 8Q (246.201119 sec): 3 clusters Score: Raw -131103.326517 + Penalty 2387.243573 = -128716.082944 nChanged 10 SP:Iteration 9Q (246.255094 sec): 3 clusters Score: Raw -131109.526852 + Penalty 2387.243573 = -128722.283278 nChanged 11 SP:Iteration 10Q (246.300697 sec): 3 clusters Score: Raw -131117.218376 + Penalty 2387.243573 = -128729.974803 nChanged 10 SP:Iteration 11Q (246.352911 sec): 3 clusters Score: Raw -131122.006938 + Penalty 2387.243573 = -128734.763364 nChanged 5 SP:Iteration 12Q (246.407511 sec): 3 clusters Score: Raw -131125.670242 + Penalty 2387.243573 = -128738.426669 nChanged 5 SP:Iteration 13Q (246.444673 sec): 3 clusters Score: Raw -131129.199074 + Penalty 2387.243573 = -128741.955501 nChanged 7 SP:Iteration 14Q (246.503926 sec): 3 clusters Score: Raw -131133.180291 + Penalty 2387.243573 = -128745.936718 nChanged 4 SP:Iteration 15Q (246.553353 sec): 3 clusters Score: Raw -131135.935001 + Penalty 2387.243573 = -128748.691428 nChanged 5 SP:Iteration 16Q (246.598481 sec): 3 clusters Score: Raw -131138.378999 + Penalty 2387.243573 = -128751.135426 nChanged 2 SP:Iteration 17Q (246.651891 sec): 3 clusters Score: Raw -131140.123039 + Penalty 2387.243573 = -128752.879466 nChanged 5 SP:Iteration 18Q (246.705380 sec): 3 clusters Score: Raw -131141.736692 + Penalty 2387.243573 = -128754.493119 nChanged 1 SP:Iteration 19Q (246.758451 sec): 3 clusters Score: Raw -131141.987114 + Penalty 2387.243573 = -128754.743540 nChanged 0 SP:Iteration 20F (246.809806 sec): 3 clusters Score: Raw -131141.987114 + Penalty 2387.243573 = -128754.743540 nChanged 0 Trying to split cluster 3 (5687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (246.843180 sec): 2 clusters Score: Raw -538621.540017 + Penalty 1404.964949 = -537216.575068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (246.909416 sec): 3 clusters Score: Raw -535629.440489 + Penalty 2809.929898 = -532819.510591 nChanged 2343 SP:Iteration 1F (246.969874 sec): 3 clusters Score: Raw -536936.905122 + Penalty 2809.929898 = -534126.975224 nChanged 363 SP:Iteration 2F (247.017183 sec): 3 clusters Score: Raw -537099.889581 + Penalty 2809.929898 = -534289.959683 nChanged 233 SP:Iteration 3Q (247.073811 sec): 3 clusters Score: Raw -537205.748629 + Penalty 2809.929898 = -534395.818731 nChanged 188 SP:Iteration 4Q (247.132348 sec): 3 clusters Score: Raw -537280.574466 + Penalty 2809.929898 = -534470.644568 nChanged 132 SP:Iteration 5Q (247.203598 sec): 3 clusters Score: Raw -537323.840585 + Penalty 2809.929898 = -534513.910687 nChanged 113 SP:Iteration 6Q (247.263185 sec): 3 clusters Score: Raw -537356.564726 + Penalty 2809.929898 = -534546.634828 nChanged 94 SP:Iteration 7Q (247.322468 sec): 3 clusters Score: Raw -537385.432184 + Penalty 2809.929898 = -534575.502286 nChanged 98 SP:Iteration 8Q (247.368501 sec): 3 clusters Score: Raw -537418.856871 + Penalty 2809.929898 = -534608.926973 nChanged 102 SP:Iteration 9Q (247.438600 sec): 3 clusters Score: Raw -537456.451688 + Penalty 2809.929898 = -534646.521790 nChanged 115 SP:Iteration 10Q (247.492578 sec): 3 clusters Score: Raw -537499.495073 + Penalty 2809.929898 = -534689.565175 nChanged 119 SP:Iteration 11Q (247.553708 sec): 3 clusters Score: Raw -537544.838989 + Penalty 2809.929898 = -534734.909091 nChanged 131 SP:Iteration 12Q (247.611997 sec): 3 clusters Score: Raw -537601.699928 + Penalty 2809.929898 = -534791.770030 nChanged 138 SP:Iteration 13Q (247.663414 sec): 3 clusters Score: Raw -537671.411463 + Penalty 2809.929898 = -534861.481565 nChanged 158 SP:Iteration 14Q (247.717081 sec): 3 clusters Score: Raw -537768.419631 + Penalty 2809.929898 = -534958.489733 nChanged 189 SP:Iteration 15Q (247.770618 sec): 3 clusters Score: Raw -537879.463834 + Penalty 2809.929898 = -535069.533936 nChanged 178 SP:Iteration 16Q (247.833818 sec): 3 clusters Score: Raw -537981.930600 + Penalty 2809.929898 = -535172.000702 nChanged 161 SP:Iteration 17Q (247.896572 sec): 3 clusters Score: Raw -538081.752101 + Penalty 2809.929898 = -535271.822203 nChanged 156 SP:Iteration 18Q (247.950584 sec): 3 clusters Score: Raw -538183.916994 + Penalty 2809.929898 = -535373.987096 nChanged 151 SP:Iteration 19Q (248.004537 sec): 3 clusters Score: Raw -538289.413106 + Penalty 2809.929898 = -535479.483208 nChanged 137 SP:Iteration 20F (248.066520 sec): 3 clusters Score: Raw -538379.307045 + Penalty 2809.929898 = -535569.377147 nChanged 108 SP:Iteration 21Q (248.112658 sec): 3 clusters Score: Raw -538453.786940 + Penalty 2809.929898 = -535643.857042 nChanged 90 SP:Iteration 22Q (248.170684 sec): 3 clusters Score: Raw -538524.622365 + Penalty 2809.929898 = -535714.692467 nChanged 78 SP:Iteration 23Q (248.232724 sec): 3 clusters Score: Raw -538575.016960 + Penalty 2809.929898 = -535765.087062 nChanged 60 SP:Iteration 24Q (248.290531 sec): 3 clusters Score: Raw -538628.178836 + Penalty 2809.929898 = -535818.248938 nChanged 41 SP:Iteration 25Q (248.345249 sec): 3 clusters Score: Raw -538663.237181 + Penalty 2809.929898 = -535853.307283 nChanged 31 SP:Iteration 26Q (248.401747 sec): 3 clusters Score: Raw -538695.965867 + Penalty 2809.929898 = -535886.035969 nChanged 24 SP:Iteration 27Q (248.448051 sec): 3 clusters Score: Raw -538715.790525 + Penalty 2809.929898 = -535905.860627 nChanged 12 SP:Iteration 28Q (248.514183 sec): 3 clusters Score: Raw -538731.691368 + Penalty 2809.929898 = -535921.761471 nChanged 15 SP:Iteration 29Q (248.569367 sec): 3 clusters Score: Raw -538745.118420 + Penalty 2809.929898 = -535935.188522 nChanged 11 SP:Iteration 30Q (248.612488 sec): 3 clusters Score: Raw -538752.722859 + Penalty 2809.929898 = -535942.792961 nChanged 6 SP:Iteration 31Q (248.671936 sec): 3 clusters Score: Raw -538755.475144 + Penalty 2809.929898 = -535945.545246 nChanged 8 SP:Iteration 32Q (248.722861 sec): 3 clusters Score: Raw -538760.591629 + Penalty 2809.929898 = -535950.661731 nChanged 6 SP:Iteration 33Q (248.778787 sec): 3 clusters Score: Raw -538764.294473 + Penalty 2809.929898 = -535954.364575 nChanged 5 SP:Iteration 34Q (248.841198 sec): 3 clusters Score: Raw -538768.074791 + Penalty 2809.929898 = -535958.144893 nChanged 6 SP:Iteration 35Q (248.887342 sec): 3 clusters Score: Raw -538776.014273 + Penalty 2809.929898 = -535966.084375 nChanged 8 SP:Iteration 36Q (248.950375 sec): 3 clusters Score: Raw -538782.522645 + Penalty 2809.929898 = -535972.592747 nChanged 7 SP:Iteration 37Q (249.004590 sec): 3 clusters Score: Raw -538787.904209 + Penalty 2809.929898 = -535977.974311 nChanged 12 SP:Iteration 38Q (249.059873 sec): 3 clusters Score: Raw -538798.853158 + Penalty 2809.929898 = -535988.923261 nChanged 6 SP:Iteration 39Q (249.115454 sec): 3 clusters Score: Raw -538803.130247 + Penalty 2809.929898 = -535993.200349 nChanged 3 SP:Iteration 40F (249.161321 sec): 3 clusters Score: Raw -538806.052698 + Penalty 2809.929898 = -535996.122800 nChanged 6 SP:Iteration 41Q (249.225496 sec): 3 clusters Score: Raw -538811.390825 + Penalty 2809.929898 = -536001.460927 nChanged 5 SP:Iteration 42Q (249.274777 sec): 3 clusters Score: Raw -538816.431029 + Penalty 2809.929898 = -536006.501132 nChanged 1 SP:Iteration 43Q (249.328175 sec): 3 clusters Score: Raw -538816.640805 + Penalty 2809.929898 = -536006.710908 nChanged 0 SP:Iteration 44F (249.392609 sec): 3 clusters Score: Raw -538816.640805 + Penalty 2809.929898 = -536006.710908 nChanged 0 Trying to split cluster 4 (3714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (249.415892 sec): 2 clusters Score: Raw -349433.226291 + Penalty 1335.728021 = -348097.498270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (249.474035 sec): 3 clusters Score: Raw -347560.186105 + Penalty 2671.456041 = -344888.730064 nChanged 1463 SP:Iteration 1F (249.529585 sec): 3 clusters Score: Raw -348400.552122 + Penalty 2671.456041 = -345729.096081 nChanged 282 SP:Iteration 2F (249.587995 sec): 3 clusters Score: Raw -348577.087139 + Penalty 2671.456041 = -345905.631098 nChanged 223 SP:Iteration 3F (249.635765 sec): 3 clusters Score: Raw -348718.631052 + Penalty 2671.456041 = -346047.175011 nChanged 159 SP:Iteration 4Q (249.687709 sec): 3 clusters Score: Raw -348816.546696 + Penalty 2671.456041 = -346145.090655 nChanged 145 SP:Iteration 5Q (249.741105 sec): 3 clusters Score: Raw -348936.249965 + Penalty 2671.456041 = -346264.793924 nChanged 154 SP:Iteration 6Q (249.801838 sec): 3 clusters Score: Raw -349054.083994 + Penalty 2671.456041 = -346382.627953 nChanged 147 SP:Iteration 7Q (249.853423 sec): 3 clusters Score: Raw -349167.322354 + Penalty 2671.456041 = -346495.866313 nChanged 142 SP:Iteration 8Q (249.902139 sec): 3 clusters Score: Raw -349260.592722 + Penalty 2671.456041 = -346589.136680 nChanged 134 SP:Iteration 9Q (249.955053 sec): 3 clusters Score: Raw -349359.045072 + Penalty 2671.456041 = -346687.589031 nChanged 136 SP:Iteration 10Q (250.014038 sec): 3 clusters Score: Raw -349457.819724 + Penalty 2671.456041 = -346786.363683 nChanged 121 SP:Iteration 11Q (250.060239 sec): 3 clusters Score: Raw -349540.985408 + Penalty 2671.456041 = -346869.529367 nChanged 104 SP:Iteration 12Q (250.112737 sec): 3 clusters Score: Raw -349623.499658 + Penalty 2671.456041 = -346952.043617 nChanged 116 SP:Iteration 13Q (250.155068 sec): 3 clusters Score: Raw -349695.787291 + Penalty 2671.456041 = -347024.331250 nChanged 96 SP:Iteration 14Q (250.208084 sec): 3 clusters Score: Raw -349744.622403 + Penalty 2671.456041 = -347073.166362 nChanged 71 SP:Iteration 15Q (250.261214 sec): 3 clusters Score: Raw -349778.586524 + Penalty 2671.456041 = -347107.130483 nChanged 63 SP:Iteration 16Q (250.314968 sec): 3 clusters Score: Raw -349804.689139 + Penalty 2671.456041 = -347133.233098 nChanged 49 SP:Iteration 17Q (250.364565 sec): 3 clusters Score: Raw -349828.519385 + Penalty 2671.456041 = -347157.063344 nChanged 52 SP:Iteration 18Q (250.404854 sec): 3 clusters Score: Raw -349861.170791 + Penalty 2671.456041 = -347189.714750 nChanged 35 SP:Iteration 19Q (250.457535 sec): 3 clusters Score: Raw -349872.446801 + Penalty 2671.456041 = -347200.990760 nChanged 20 SP:Iteration 20F (250.512088 sec): 3 clusters Score: Raw -349877.104511 + Penalty 2671.456041 = -347205.648470 nChanged 12 SP:Iteration 21Q (250.560990 sec): 3 clusters Score: Raw -349879.699386 + Penalty 2671.456041 = -347208.243345 nChanged 9 SP:Iteration 22Q (250.615612 sec): 3 clusters Score: Raw -349881.170474 + Penalty 2671.456041 = -347209.714433 nChanged 8 SP:Iteration 23Q (250.667393 sec): 3 clusters Score: Raw -349883.302558 + Penalty 2671.456041 = -347211.846517 nChanged 10 SP:Iteration 24Q (250.718757 sec): 3 clusters Score: Raw -349886.443238 + Penalty 2671.456041 = -347214.987197 nChanged 15 SP:Iteration 25Q (250.779551 sec): 3 clusters Score: Raw -349889.957477 + Penalty 2671.456041 = -347218.501436 nChanged 7 SP:Iteration 26Q (250.836365 sec): 3 clusters Score: Raw -349892.415186 + Penalty 2671.456041 = -347220.959144 nChanged 10 SP:Iteration 27Q (250.887254 sec): 3 clusters Score: Raw -349895.537162 + Penalty 2671.456041 = -347224.081120 nChanged 11 SP:Iteration 28Q (250.942449 sec): 3 clusters Score: Raw -349899.107316 + Penalty 2671.456041 = -347227.651275 nChanged 12 SP:Iteration 29Q (250.994117 sec): 3 clusters Score: Raw -349902.368485 + Penalty 2671.456041 = -347230.912443 nChanged 11 SP:Iteration 30Q (251.053396 sec): 3 clusters Score: Raw -349905.069911 + Penalty 2671.456041 = -347233.613870 nChanged 11 SP:Iteration 31Q (251.103618 sec): 3 clusters Score: Raw -349907.728193 + Penalty 2671.456041 = -347236.272152 nChanged 11 SP:Iteration 32Q (251.154118 sec): 3 clusters Score: Raw -349910.676597 + Penalty 2671.456041 = -347239.220556 nChanged 6 SP:Iteration 33Q (251.208048 sec): 3 clusters Score: Raw -349913.215207 + Penalty 2671.456041 = -347241.759166 nChanged 4 SP:Iteration 34Q (251.265188 sec): 3 clusters Score: Raw -349913.907627 + Penalty 2671.456041 = -347242.451586 nChanged 0 SP:Iteration 35F (251.319995 sec): 3 clusters Score: Raw -349913.907627 + Penalty 2671.456041 = -347242.451586 nChanged 0 Trying to split cluster 5 (829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.335036 sec): 2 clusters Score: Raw -55514.832115 + Penalty 1092.035775 = -54422.796340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.392024 sec): 3 clusters Score: Raw -55415.105063 + Penalty 2184.071550 = -53231.033512 nChanged 230 SP:Iteration 1F (251.440982 sec): 3 clusters Score: Raw -55700.401041 + Penalty 2184.071550 = -53516.329490 nChanged 62 SP:Iteration 2F (251.481698 sec): 3 clusters Score: Raw -55784.462120 + Penalty 2184.071550 = -53600.390569 nChanged 29 SP:Iteration 3Q (251.530148 sec): 3 clusters Score: Raw -55817.224175 + Penalty 2184.071550 = -53633.152624 nChanged 15 SP:Iteration 4Q (251.579819 sec): 3 clusters Score: Raw -55831.637693 + Penalty 2184.071550 = -53647.566143 nChanged 11 SP:Iteration 5Q (251.630795 sec): 3 clusters Score: Raw -55856.818201 + Penalty 2184.071550 = -53672.746651 nChanged 15 SP:Iteration 6Q (251.683796 sec): 3 clusters Score: Raw -55888.104517 + Penalty 2184.071550 = -53704.032967 nChanged 8 SP:Iteration 7Q (251.736351 sec): 3 clusters Score: Raw -55899.816463 + Penalty 2184.071550 = -53715.744913 nChanged 7 SP:Iteration 8Q (251.784142 sec): 3 clusters Score: Raw -55924.251825 + Penalty 2184.071550 = -53740.180274 nChanged 6 SP:Iteration 9Q (251.831603 sec): 3 clusters Score: Raw -55933.214155 + Penalty 2184.071550 = -53749.142605 nChanged 4 SP:Iteration 10Q (251.870926 sec): 3 clusters Score: Raw -55937.491393 + Penalty 2184.071550 = -53753.419843 nChanged 2 SP:Iteration 11Q (251.921219 sec): 3 clusters Score: Raw -55938.618308 + Penalty 2184.071550 = -53754.546758 nChanged 3 SP:Iteration 12Q (251.971845 sec): 3 clusters Score: Raw -55941.854503 + Penalty 2184.071550 = -53757.782953 nChanged 3 SP:Iteration 13Q (252.028341 sec): 3 clusters Score: Raw -55946.383600 + Penalty 2184.071550 = -53762.312050 nChanged 4 SP:Iteration 14Q (252.074429 sec): 3 clusters Score: Raw -55948.133137 + Penalty 2184.071550 = -53764.061587 nChanged 2 SP:Iteration 15Q (252.132663 sec): 3 clusters Score: Raw -55948.978076 + Penalty 2184.071550 = -53764.906526 nChanged 1 SP:Iteration 16Q (252.181772 sec): 3 clusters Score: Raw -55949.863635 + Penalty 2184.071550 = -53765.792084 nChanged 0 SP:Iteration 17F (252.224017 sec): 3 clusters Score: Raw -55949.863635 + Penalty 2184.071550 = -53765.792084 nChanged 0 Trying to split cluster 6 (3168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.250233 sec): 2 clusters Score: Raw -255089.726932 + Penalty 1309.889060 = -253779.837872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.300132 sec): 3 clusters Score: Raw -253674.339602 + Penalty 2619.778120 = -251054.561483 nChanged 1232 SP:Iteration 1F (252.356814 sec): 3 clusters Score: Raw -254561.758489 + Penalty 2619.778120 = -251941.980369 nChanged 304 SP:Iteration 2F (252.414490 sec): 3 clusters Score: Raw -254842.637046 + Penalty 2619.778120 = -252222.858926 nChanged 227 SP:Iteration 3F (252.469820 sec): 3 clusters Score: Raw -255024.711205 + Penalty 2619.778120 = -252404.933085 nChanged 179 SP:Iteration 4F (252.525634 sec): 3 clusters Score: Raw -255189.729262 + Penalty 2619.778120 = -252569.951142 nChanged 164 SP:Iteration 5F (252.569049 sec): 3 clusters Score: Raw -255361.811778 + Penalty 2619.778120 = -252742.033658 nChanged 165 SP:Iteration 6F (252.630224 sec): 3 clusters Score: Raw -255497.716195 + Penalty 2619.778120 = -252877.938076 nChanged 124 SP:Iteration 7Q (252.675600 sec): 3 clusters Score: Raw -255612.402287 + Penalty 2619.778120 = -252992.624168 nChanged 108 SP:Iteration 8Q (252.728566 sec): 3 clusters Score: Raw -255713.980967 + Penalty 2619.778120 = -253094.202847 nChanged 101 SP:Iteration 9Q (252.781350 sec): 3 clusters Score: Raw -255773.722242 + Penalty 2619.778120 = -253153.944123 nChanged 56 SP:Iteration 10Q (252.817285 sec): 3 clusters Score: Raw -255812.456946 + Penalty 2619.778120 = -253192.678826 nChanged 50 SP:Iteration 11Q (252.864644 sec): 3 clusters Score: Raw -255847.986299 + Penalty 2619.778120 = -253228.208179 nChanged 53 SP:Iteration 12Q (252.916456 sec): 3 clusters Score: Raw -255890.148029 + Penalty 2619.778120 = -253270.369909 nChanged 46 SP:Iteration 13Q (252.968531 sec): 3 clusters Score: Raw -255914.208343 + Penalty 2619.778120 = -253294.430223 nChanged 38 SP:Iteration 14Q (253.023443 sec): 3 clusters Score: Raw -255936.771308 + Penalty 2619.778120 = -253316.993189 nChanged 31 SP:Iteration 15Q (253.064449 sec): 3 clusters Score: Raw -255954.123905 + Penalty 2619.778120 = -253334.345786 nChanged 31 SP:Iteration 16Q (253.128541 sec): 3 clusters Score: Raw -255970.918211 + Penalty 2619.778120 = -253351.140091 nChanged 25 SP:Iteration 17Q (253.172369 sec): 3 clusters Score: Raw -255983.023996 + Penalty 2619.778120 = -253363.245877 nChanged 20 SP:Iteration 18Q (253.234655 sec): 3 clusters Score: Raw -255991.376901 + Penalty 2619.778120 = -253371.598781 nChanged 19 SP:Iteration 19Q (253.284205 sec): 3 clusters Score: Raw -255997.968442 + Penalty 2619.778120 = -253378.190322 nChanged 20 SP:Iteration 20F (253.324424 sec): 3 clusters Score: Raw -256004.082830 + Penalty 2619.778120 = -253384.304710 nChanged 15 SP:Iteration 21Q (253.372733 sec): 3 clusters Score: Raw -256008.998802 + Penalty 2619.778120 = -253389.220682 nChanged 7 SP:Iteration 22Q (253.427011 sec): 3 clusters Score: Raw -256010.946639 + Penalty 2619.778120 = -253391.168520 nChanged 4 SP:Iteration 23Q (253.488776 sec): 3 clusters Score: Raw -256011.987359 + Penalty 2619.778120 = -253392.209239 nChanged 3 SP:Iteration 24Q (253.538742 sec): 3 clusters Score: Raw -256012.411478 + Penalty 2619.778120 = -253392.633358 nChanged 2 SP:Iteration 25Q (253.589413 sec): 3 clusters Score: Raw -256012.977430 + Penalty 2619.778120 = -253393.199311 nChanged 3 SP:Iteration 26Q (253.650317 sec): 3 clusters Score: Raw -256013.749456 + Penalty 2619.778120 = -253393.971336 nChanged 1 SP:Iteration 27Q (253.703425 sec): 3 clusters Score: Raw -256015.211236 + Penalty 2619.778120 = -253395.433117 nChanged 3 SP:Iteration 28Q (253.752775 sec): 3 clusters Score: Raw -256016.731994 + Penalty 2619.778120 = -253396.953874 nChanged 2 SP:Iteration 29Q (253.806728 sec): 3 clusters Score: Raw -256018.003023 + Penalty 2619.778120 = -253398.224903 nChanged 3 SP:Iteration 30Q (253.862754 sec): 3 clusters Score: Raw -256018.834075 + Penalty 2619.778120 = -253399.055955 nChanged 2 SP:Iteration 31Q (253.916316 sec): 3 clusters Score: Raw -256019.277596 + Penalty 2619.778120 = -253399.499476 nChanged 2 SP:Iteration 32Q (253.970765 sec): 3 clusters Score: Raw -256020.400239 + Penalty 2619.778120 = -253400.622119 nChanged 1 SP:Iteration 33Q (254.024811 sec): 3 clusters Score: Raw -256020.795642 + Penalty 2619.778120 = -253401.017522 nChanged 1 SP:Iteration 34Q (254.069782 sec): 3 clusters Score: Raw -256021.350079 + Penalty 2619.778120 = -253401.571959 nChanged 0 SP:Iteration 35F (254.129215 sec): 3 clusters Score: Raw -256021.350079 + Penalty 2619.778120 = -253401.571959 nChanged 0 Trying to split cluster 7 (18924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (254.187308 sec): 2 clusters Score: Raw -1806072.186187 + Penalty 1600.330263 = -1804471.855924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (254.270505 sec): 3 clusters Score: Raw -1794861.327589 + Penalty 3200.660527 = -1791660.667062 nChanged 8540 SP:Iteration 1F (254.351882 sec): 3 clusters Score: Raw -1799582.727527 + Penalty 3200.660527 = -1796382.067000 nChanged 990 SP:Iteration 2F (254.434088 sec): 3 clusters Score: Raw -1799979.143639 + Penalty 3200.660527 = -1796778.483112 nChanged 907 SP:Iteration 3Q (254.515775 sec): 3 clusters Score: Raw -1800348.005113 + Penalty 3200.660527 = -1797147.344586 nChanged 848 SP:Iteration 4Q (254.597985 sec): 3 clusters Score: Raw -1800739.316359 + Penalty 3200.660527 = -1797538.655832 nChanged 917 SP:Iteration 5Q (254.668059 sec): 3 clusters Score: Raw -1801194.003455 + Penalty 3200.660527 = -1797993.342929 nChanged 921 SP:Iteration 6Q (254.761638 sec): 3 clusters Score: Raw -1801682.313979 + Penalty 3200.660527 = -1798481.653452 nChanged 918 SP:Iteration 7Q (254.837943 sec): 3 clusters Score: Raw -1802182.225525 + Penalty 3200.660527 = -1798981.564998 nChanged 863 SP:Iteration 8Q (254.921056 sec): 3 clusters Score: Raw -1802647.045807 + Penalty 3200.660527 = -1799446.385280 nChanged 767 SP:Iteration 9Q (254.997106 sec): 3 clusters Score: Raw -1803077.103152 + Penalty 3200.660527 = -1799876.442626 nChanged 741 SP:Iteration 10Q (255.075680 sec): 3 clusters Score: Raw -1803468.273254 + Penalty 3200.660527 = -1800267.612727 nChanged 631 SP:Iteration 11Q (255.168946 sec): 3 clusters Score: Raw -1803772.422650 + Penalty 3200.660527 = -1800571.762123 nChanged 571 SP:Iteration 12Q (255.241353 sec): 3 clusters Score: Raw -1804063.395464 + Penalty 3200.660527 = -1800862.734937 nChanged 498 SP:Iteration 13Q (255.334737 sec): 3 clusters Score: Raw -1804277.602770 + Penalty 3200.660527 = -1801076.942243 nChanged 402 SP:Iteration 14Q (255.414530 sec): 3 clusters Score: Raw -1804431.387864 + Penalty 3200.660527 = -1801230.727337 nChanged 336 SP:Iteration 15Q (255.495856 sec): 3 clusters Score: Raw -1804551.454051 + Penalty 3200.660527 = -1801350.793524 nChanged 293 SP:Iteration 16Q (255.568848 sec): 3 clusters Score: Raw -1804660.934001 + Penalty 3200.660527 = -1801460.273474 nChanged 267 SP:Iteration 17Q (255.643393 sec): 3 clusters Score: Raw -1804749.932056 + Penalty 3200.660527 = -1801549.271529 nChanged 250 SP:Iteration 18Q (255.721114 sec): 3 clusters Score: Raw -1804828.252055 + Penalty 3200.660527 = -1801627.591529 nChanged 247 SP:Iteration 19Q (255.796167 sec): 3 clusters Score: Raw -1804900.162202 + Penalty 3200.660527 = -1801699.501675 nChanged 221 SP:Iteration 20F (255.882952 sec): 3 clusters Score: Raw -1804962.250685 + Penalty 3200.660527 = -1801761.590158 nChanged 204 SP:Iteration 21Q (255.963057 sec): 3 clusters Score: Raw -1805021.951237 + Penalty 3200.660527 = -1801821.290710 nChanged 194 SP:Iteration 22Q (256.035578 sec): 3 clusters Score: Raw -1805082.889108 + Penalty 3200.660527 = -1801882.228581 nChanged 192 SP:Iteration 23Q (256.118940 sec): 3 clusters Score: Raw -1805138.581482 + Penalty 3200.660527 = -1801937.920955 nChanged 169 SP:Iteration 24Q (256.202677 sec): 3 clusters Score: Raw -1805194.918562 + Penalty 3200.660527 = -1801994.258035 nChanged 181 SP:Iteration 25Q (256.286056 sec): 3 clusters Score: Raw -1805258.744886 + Penalty 3200.660527 = -1802058.084359 nChanged 176 SP:Iteration 26Q (256.364772 sec): 3 clusters Score: Raw -1805319.166492 + Penalty 3200.660527 = -1802118.505965 nChanged 203 SP:Iteration 27Q (256.443394 sec): 3 clusters Score: Raw -1805396.814586 + Penalty 3200.660527 = -1802196.154059 nChanged 191 SP:Iteration 28Q (256.524511 sec): 3 clusters Score: Raw -1805461.757041 + Penalty 3200.660527 = -1802261.096514 nChanged 155 SP:Iteration 29Q (256.602771 sec): 3 clusters Score: Raw -1805511.091670 + Penalty 3200.660527 = -1802310.431143 nChanged 163 SP:Iteration 30Q (256.682328 sec): 3 clusters Score: Raw -1805566.433955 + Penalty 3200.660527 = -1802365.773428 nChanged 178 SP:Iteration 31Q (256.761460 sec): 3 clusters Score: Raw -1805630.077053 + Penalty 3200.660527 = -1802429.416526 nChanged 183 SP:Iteration 32Q (256.835846 sec): 3 clusters Score: Raw -1805706.225138 + Penalty 3200.660527 = -1802505.564612 nChanged 180 SP:Iteration 33Q (256.912578 sec): 3 clusters Score: Raw -1805780.573808 + Penalty 3200.660527 = -1802579.913281 nChanged 206 SP:Iteration 34Q (256.996353 sec): 3 clusters Score: Raw -1805868.857734 + Penalty 3200.660527 = -1802668.197207 nChanged 192 SP:Iteration 35Q (257.069624 sec): 3 clusters Score: Raw -1805946.609142 + Penalty 3200.660527 = -1802745.948615 nChanged 167 SP:Iteration 36Q (257.153718 sec): 3 clusters Score: Raw -1806008.984951 + Penalty 3200.660527 = -1802808.324424 nChanged 177 SP:Iteration 37Q (257.231318 sec): 3 clusters Score: Raw -1806077.167953 + Penalty 3200.660527 = -1802876.507426 nChanged 167 SP:Iteration 38Q (257.308307 sec): 3 clusters Score: Raw -1806138.885763 + Penalty 3200.660527 = -1802938.225236 nChanged 146 SP:Iteration 39Q (257.388941 sec): 3 clusters Score: Raw -1806176.399519 + Penalty 3200.660527 = -1802975.738992 nChanged 130 SP:Iteration 40F (257.471225 sec): 3 clusters Score: Raw -1806220.199370 + Penalty 3200.660527 = -1803019.538843 nChanged 115 SP:Iteration 41Q (257.549915 sec): 3 clusters Score: Raw -1806246.708832 + Penalty 3200.660527 = -1803046.048305 nChanged 93 SP:Iteration 42Q (257.629220 sec): 3 clusters Score: Raw -1806265.439618 + Penalty 3200.660527 = -1803064.779091 nChanged 92 SP:Iteration 43Q (257.708057 sec): 3 clusters Score: Raw -1806282.918489 + Penalty 3200.660527 = -1803082.257962 nChanged 69 SP:Iteration 44Q (257.788170 sec): 3 clusters Score: Raw -1806292.850820 + Penalty 3200.660527 = -1803092.190293 nChanged 65 SP:Iteration 45Q (257.865194 sec): 3 clusters Score: Raw -1806302.453777 + Penalty 3200.660527 = -1803101.793250 nChanged 68 SP:Iteration 46Q (257.945219 sec): 3 clusters Score: Raw -1806312.690268 + Penalty 3200.660527 = -1803112.029741 nChanged 59 SP:Iteration 47Q (258.026729 sec): 3 clusters Score: Raw -1806320.662001 + Penalty 3200.660527 = -1803120.001474 nChanged 37 SP:Iteration 48Q (258.106809 sec): 3 clusters Score: Raw -1806325.541453 + Penalty 3200.660527 = -1803124.880926 nChanged 34 SP:Iteration 49Q (258.185277 sec): 3 clusters Score: Raw -1806330.044105 + Penalty 3200.660527 = -1803129.383578 nChanged 40 SP:Iteration 50Q (258.261404 sec): 3 clusters Score: Raw -1806334.984226 + Penalty 3200.660527 = -1803134.323699 nChanged 34 SP:Iteration 51Q (258.336818 sec): 3 clusters Score: Raw -1806338.456908 + Penalty 3200.660527 = -1803137.796381 nChanged 25 SP:Iteration 52Q (258.415677 sec): 3 clusters Score: Raw -1806340.559699 + Penalty 3200.660527 = -1803139.899172 nChanged 26 SP:Iteration 53Q (258.496964 sec): 3 clusters Score: Raw -1806343.925147 + Penalty 3200.660527 = -1803143.264620 nChanged 26 SP:Iteration 54Q (258.575843 sec): 3 clusters Score: Raw -1806346.914346 + Penalty 3200.660527 = -1803146.253819 nChanged 32 SP:Iteration 55Q (258.654840 sec): 3 clusters Score: Raw -1806351.552781 + Penalty 3200.660527 = -1803150.892254 nChanged 29 SP:Iteration 56Q (258.734514 sec): 3 clusters Score: Raw -1806355.499023 + Penalty 3200.660527 = -1803154.838497 nChanged 22 SP:Iteration 57Q (258.813871 sec): 3 clusters Score: Raw -1806358.234968 + Penalty 3200.660527 = -1803157.574441 nChanged 16 SP:Iteration 58Q (258.894061 sec): 3 clusters Score: Raw -1806359.595645 + Penalty 3200.660527 = -1803158.935118 nChanged 19 SP:Iteration 59Q (258.966616 sec): 3 clusters Score: Raw -1806360.910031 + Penalty 3200.660527 = -1803160.249504 nChanged 12 SP:Iteration 60F (259.048794 sec): 3 clusters Score: Raw -1806361.710272 + Penalty 3200.660527 = -1803161.049745 nChanged 11 SP:Iteration 61Q (259.120683 sec): 3 clusters Score: Raw -1806362.474445 + Penalty 3200.660527 = -1803161.813918 nChanged 13 SP:Iteration 62Q (259.198899 sec): 3 clusters Score: Raw -1806363.521173 + Penalty 3200.660527 = -1803162.860646 nChanged 8 SP:Iteration 63Q (259.275299 sec): 3 clusters Score: Raw -1806364.047897 + Penalty 3200.660527 = -1803163.387370 nChanged 12 SP:Iteration 64Q (259.351992 sec): 3 clusters Score: Raw -1806364.899609 + Penalty 3200.660527 = -1803164.239082 nChanged 8 SP:Iteration 65Q (259.411110 sec): 3 clusters Score: Raw -1806365.747119 + Penalty 3200.660527 = -1803165.086592 nChanged 10 SP:Iteration 66Q (259.486375 sec): 3 clusters Score: Raw -1806367.299209 + Penalty 3200.660527 = -1803166.638682 nChanged 16 SP:Iteration 67Q (259.577638 sec): 3 clusters Score: Raw -1806369.453881 + Penalty 3200.660527 = -1803168.793354 nChanged 19 SP:Iteration 68Q (259.642388 sec): 3 clusters Score: Raw -1806371.193024 + Penalty 3200.660527 = -1803170.532497 nChanged 15 SP:Iteration 69Q (259.732251 sec): 3 clusters Score: Raw -1806372.820749 + Penalty 3200.660527 = -1803172.160222 nChanged 17 SP:Iteration 70Q (259.811259 sec): 3 clusters Score: Raw -1806374.619714 + Penalty 3200.660527 = -1803173.959187 nChanged 24 SP:Iteration 71Q (259.889331 sec): 3 clusters Score: Raw -1806377.015376 + Penalty 3200.660527 = -1803176.354849 nChanged 20 SP:Iteration 72Q (259.964140 sec): 3 clusters Score: Raw -1806379.228642 + Penalty 3200.660527 = -1803178.568115 nChanged 18 SP:Iteration 73Q (260.041436 sec): 3 clusters Score: Raw -1806381.058768 + Penalty 3200.660527 = -1803180.398241 nChanged 21 SP:Iteration 74Q (260.119221 sec): 3 clusters Score: Raw -1806383.020730 + Penalty 3200.660527 = -1803182.360203 nChanged 17 SP:Iteration 75Q (260.200799 sec): 3 clusters Score: Raw -1806384.422120 + Penalty 3200.660527 = -1803183.761593 nChanged 15 SP:Iteration 76Q (260.280097 sec): 3 clusters Score: Raw -1806385.691451 + Penalty 3200.660527 = -1803185.030924 nChanged 16 SP:Iteration 77Q (260.361780 sec): 3 clusters Score: Raw -1806387.050757 + Penalty 3200.660527 = -1803186.390230 nChanged 14 SP:Iteration 78Q (260.435124 sec): 3 clusters Score: Raw -1806388.601674 + Penalty 3200.660527 = -1803187.941147 nChanged 22 SP:Iteration 79Q (260.515989 sec): 3 clusters Score: Raw -1806390.934605 + Penalty 3200.660527 = -1803190.274078 nChanged 16 SP:Iteration 80F (260.595900 sec): 3 clusters Score: Raw -1806392.986745 + Penalty 3200.660527 = -1803192.326218 nChanged 19 SP:Iteration 81Q (260.671305 sec): 3 clusters Score: Raw -1806394.608268 + Penalty 3200.660527 = -1803193.947741 nChanged 11 SP:Iteration 82Q (260.752420 sec): 3 clusters Score: Raw -1806395.681037 + Penalty 3200.660527 = -1803195.020510 nChanged 10 SP:Iteration 83Q (260.818719 sec): 3 clusters Score: Raw -1806396.635886 + Penalty 3200.660527 = -1803195.975359 nChanged 7 SP:Iteration 84Q (260.895344 sec): 3 clusters Score: Raw -1806397.138867 + Penalty 3200.660527 = -1803196.478340 nChanged 6 SP:Iteration 85Q (260.977891 sec): 3 clusters Score: Raw -1806397.726324 + Penalty 3200.660527 = -1803197.065797 nChanged 3 SP:Iteration 86Q (261.051595 sec): 3 clusters Score: Raw -1806397.908095 + Penalty 3200.660527 = -1803197.247569 nChanged 2 SP:Iteration 87Q (261.134560 sec): 3 clusters Score: Raw -1806398.021050 + Penalty 3200.660527 = -1803197.360523 nChanged 3 SP:Iteration 88Q (261.211886 sec): 3 clusters Score: Raw -1806398.118463 + Penalty 3200.660527 = -1803197.457936 nChanged 4 SP:Iteration 89Q (261.287104 sec): 3 clusters Score: Raw -1806398.318125 + Penalty 3200.660527 = -1803197.657598 nChanged 1 SP:Iteration 90Q (261.364764 sec): 3 clusters Score: Raw -1806398.367970 + Penalty 3200.660527 = -1803197.707443 nChanged 0 SP:Iteration 91F (261.451111 sec): 3 clusters Score: Raw -1806398.367970 + Penalty 3200.660527 = -1803197.707443 nChanged 0 Trying to split cluster 8 (4803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.479661 sec): 2 clusters Score: Raw -439386.684450 + Penalty 1377.511850 = -438009.172599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.532297 sec): 3 clusters Score: Raw -436952.118840 + Penalty 2755.023701 = -434197.095139 nChanged 1958 SP:Iteration 1F (261.598615 sec): 3 clusters Score: Raw -438103.804620 + Penalty 2755.023701 = -435348.780920 nChanged 383 SP:Iteration 2F (261.650479 sec): 3 clusters Score: Raw -438353.790321 + Penalty 2755.023701 = -435598.766621 nChanged 291 SP:Iteration 3F (261.691844 sec): 3 clusters Score: Raw -438535.446803 + Penalty 2755.023701 = -435780.423103 nChanged 252 SP:Iteration 4F (261.754500 sec): 3 clusters Score: Raw -438681.581830 + Penalty 2755.023701 = -435926.558130 nChanged 188 SP:Iteration 5Q (261.794211 sec): 3 clusters Score: Raw -438771.886086 + Penalty 2755.023701 = -436016.862385 nChanged 141 SP:Iteration 6Q (261.846722 sec): 3 clusters Score: Raw -438835.508883 + Penalty 2755.023701 = -436080.485182 nChanged 112 SP:Iteration 7Q (261.898021 sec): 3 clusters Score: Raw -438889.283501 + Penalty 2755.023701 = -436134.259800 nChanged 102 SP:Iteration 8Q (261.954982 sec): 3 clusters Score: Raw -438930.132861 + Penalty 2755.023701 = -436175.109161 nChanged 93 SP:Iteration 9Q (261.996235 sec): 3 clusters Score: Raw -438972.015083 + Penalty 2755.023701 = -436216.991382 nChanged 97 SP:Iteration 10Q (262.057870 sec): 3 clusters Score: Raw -439012.683217 + Penalty 2755.023701 = -436257.659516 nChanged 70 SP:Iteration 11Q (262.106381 sec): 3 clusters Score: Raw -439043.956930 + Penalty 2755.023701 = -436288.933229 nChanged 72 SP:Iteration 12Q (262.165122 sec): 3 clusters Score: Raw -439082.908996 + Penalty 2755.023701 = -436327.885296 nChanged 86 SP:Iteration 13Q (262.214902 sec): 3 clusters Score: Raw -439124.995550 + Penalty 2755.023701 = -436369.971850 nChanged 73 SP:Iteration 14Q (262.253584 sec): 3 clusters Score: Raw -439158.348778 + Penalty 2755.023701 = -436403.325078 nChanged 58 SP:Iteration 15Q (262.305790 sec): 3 clusters Score: Raw -439189.875271 + Penalty 2755.023701 = -436434.851571 nChanged 65 SP:Iteration 16Q (262.367810 sec): 3 clusters Score: Raw -439228.329441 + Penalty 2755.023701 = -436473.305740 nChanged 55 SP:Iteration 17Q (262.409005 sec): 3 clusters Score: Raw -439264.226645 + Penalty 2755.023701 = -436509.202944 nChanged 57 SP:Iteration 18Q (262.458210 sec): 3 clusters Score: Raw -439302.281322 + Penalty 2755.023701 = -436547.257622 nChanged 58 SP:Iteration 19Q (262.521346 sec): 3 clusters Score: Raw -439331.368576 + Penalty 2755.023701 = -436576.344876 nChanged 43 SP:Iteration 20F (262.567616 sec): 3 clusters Score: Raw -439350.324212 + Penalty 2755.023701 = -436595.300512 nChanged 39 SP:Iteration 21Q (262.616486 sec): 3 clusters Score: Raw -439368.348409 + Penalty 2755.023701 = -436613.324709 nChanged 37 SP:Iteration 22Q (262.664213 sec): 3 clusters Score: Raw -439385.319881 + Penalty 2755.023701 = -436630.296180 nChanged 36 SP:Iteration 23Q (262.719897 sec): 3 clusters Score: Raw -439403.675059 + Penalty 2755.023701 = -436648.651358 nChanged 39 SP:Iteration 24Q (262.777573 sec): 3 clusters Score: Raw -439421.135148 + Penalty 2755.023701 = -436666.111448 nChanged 45 SP:Iteration 25Q (262.822678 sec): 3 clusters Score: Raw -439445.618184 + Penalty 2755.023701 = -436690.594483 nChanged 41 SP:Iteration 26Q (262.885213 sec): 3 clusters Score: Raw -439469.349050 + Penalty 2755.023701 = -436714.325350 nChanged 41 SP:Iteration 27Q (262.945837 sec): 3 clusters Score: Raw -439496.985208 + Penalty 2755.023701 = -436741.961508 nChanged 51 SP:Iteration 28Q (263.001622 sec): 3 clusters Score: Raw -439527.235625 + Penalty 2755.023701 = -436772.211925 nChanged 40 SP:Iteration 29Q (263.049174 sec): 3 clusters Score: Raw -439548.730153 + Penalty 2755.023701 = -436793.706452 nChanged 27 SP:Iteration 30Q (263.118632 sec): 3 clusters Score: Raw -439562.341130 + Penalty 2755.023701 = -436807.317429 nChanged 22 SP:Iteration 31Q (263.162261 sec): 3 clusters Score: Raw -439576.308429 + Penalty 2755.023701 = -436821.284728 nChanged 25 SP:Iteration 32Q (263.219483 sec): 3 clusters Score: Raw -439588.548334 + Penalty 2755.023701 = -436833.524633 nChanged 15 SP:Iteration 33Q (263.281083 sec): 3 clusters Score: Raw -439595.483398 + Penalty 2755.023701 = -436840.459698 nChanged 16 SP:Iteration 34Q (263.333713 sec): 3 clusters Score: Raw -439602.392909 + Penalty 2755.023701 = -436847.369208 nChanged 15 SP:Iteration 35Q (263.395860 sec): 3 clusters Score: Raw -439608.857035 + Penalty 2755.023701 = -436853.833334 nChanged 10 SP:Iteration 36Q (263.447353 sec): 3 clusters Score: Raw -439611.594725 + Penalty 2755.023701 = -436856.571024 nChanged 9 SP:Iteration 37Q (263.514850 sec): 3 clusters Score: Raw -439615.209662 + Penalty 2755.023701 = -436860.185961 nChanged 8 SP:Iteration 38Q (263.569896 sec): 3 clusters Score: Raw -439618.086100 + Penalty 2755.023701 = -436863.062399 nChanged 8 SP:Iteration 39Q (263.624878 sec): 3 clusters Score: Raw -439621.231346 + Penalty 2755.023701 = -436866.207645 nChanged 12 SP:Iteration 40F (263.670617 sec): 3 clusters Score: Raw -439628.406113 + Penalty 2755.023701 = -436873.382413 nChanged 11 SP:Iteration 41Q (263.736278 sec): 3 clusters Score: Raw -439634.803537 + Penalty 2755.023701 = -436879.779836 nChanged 15 SP:Iteration 42Q (263.790838 sec): 3 clusters Score: Raw -439641.721484 + Penalty 2755.023701 = -436886.697784 nChanged 8 SP:Iteration 43Q (263.832352 sec): 3 clusters Score: Raw -439646.309298 + Penalty 2755.023701 = -436891.285597 nChanged 13 SP:Iteration 44Q (263.901553 sec): 3 clusters Score: Raw -439653.913517 + Penalty 2755.023701 = -436898.889816 nChanged 13 SP:Iteration 45Q (263.947579 sec): 3 clusters Score: Raw -439664.916987 + Penalty 2755.023701 = -436909.893287 nChanged 17 SP:Iteration 46Q (264.009672 sec): 3 clusters Score: Raw -439690.667195 + Penalty 2755.023701 = -436935.643495 nChanged 27 SP:Iteration 47Q (264.057557 sec): 3 clusters Score: Raw -439744.945151 + Penalty 2755.023701 = -436989.921451 nChanged 46 SP:Iteration 48Q (264.117322 sec): 3 clusters Score: Raw -439842.796218 + Penalty 2755.023701 = -437087.772517 nChanged 40 SP:Iteration 49Q (264.163348 sec): 3 clusters Score: Raw -439924.073339 + Penalty 2755.023701 = -437169.049639 nChanged 38 SP:Iteration 50Q (264.224633 sec): 3 clusters Score: Raw -439943.338186 + Penalty 2755.023701 = -437188.314485 nChanged 28 SP:Iteration 51Q (264.283577 sec): 3 clusters Score: Raw -439959.923796 + Penalty 2755.023701 = -437204.900096 nChanged 33 SP:Iteration 52Q (264.333755 sec): 3 clusters Score: Raw -439991.110633 + Penalty 2755.023701 = -437236.086933 nChanged 38 SP:Iteration 53Q (264.391588 sec): 3 clusters Score: Raw -440012.702484 + Penalty 2755.023701 = -437257.678784 nChanged 37 SP:Iteration 54Q (264.435251 sec): 3 clusters Score: Raw -440034.491217 + Penalty 2755.023701 = -437279.467516 nChanged 25 SP:Iteration 55Q (264.497391 sec): 3 clusters Score: Raw -440047.284348 + Penalty 2755.023701 = -437292.260647 nChanged 21 SP:Iteration 56Q (264.558102 sec): 3 clusters Score: Raw -440057.361425 + Penalty 2755.023701 = -437302.337725 nChanged 21 SP:Iteration 57Q (264.600388 sec): 3 clusters Score: Raw -440068.263839 + Penalty 2755.023701 = -437313.240138 nChanged 25 SP:Iteration 58Q (264.658181 sec): 3 clusters Score: Raw -440080.798570 + Penalty 2755.023701 = -437325.774870 nChanged 32 SP:Iteration 59Q (264.702148 sec): 3 clusters Score: Raw -440096.950704 + Penalty 2755.023701 = -437341.927003 nChanged 30 SP:Iteration 60F (264.755168 sec): 3 clusters Score: Raw -440110.161681 + Penalty 2755.023701 = -437355.137980 nChanged 32 SP:Iteration 61Q (264.808257 sec): 3 clusters Score: Raw -440126.813475 + Penalty 2755.023701 = -437371.789775 nChanged 41 SP:Iteration 62Q (264.869727 sec): 3 clusters Score: Raw -440149.928255 + Penalty 2755.023701 = -437394.904554 nChanged 52 SP:Iteration 63Q (264.922821 sec): 3 clusters Score: Raw -440181.152019 + Penalty 2755.023701 = -437426.128319 nChanged 51 SP:Iteration 64Q (264.976321 sec): 3 clusters Score: Raw -440210.250837 + Penalty 2755.023701 = -437455.227137 nChanged 48 SP:Iteration 65Q (265.016310 sec): 3 clusters Score: Raw -440233.297180 + Penalty 2755.023701 = -437478.273479 nChanged 42 SP:Iteration 66Q (265.066250 sec): 3 clusters Score: Raw -440255.686213 + Penalty 2755.023701 = -437500.662512 nChanged 45 SP:Iteration 67Q (265.121126 sec): 3 clusters Score: Raw -440282.505454 + Penalty 2755.023701 = -437527.481754 nChanged 52 SP:Iteration 68Q (265.167681 sec): 3 clusters Score: Raw -440309.940103 + Penalty 2755.023701 = -437554.916402 nChanged 48 SP:Iteration 69Q (265.218666 sec): 3 clusters Score: Raw -440338.314362 + Penalty 2755.023701 = -437583.290661 nChanged 59 SP:Iteration 70Q (265.268738 sec): 3 clusters Score: Raw -440376.658426 + Penalty 2755.023701 = -437621.634725 nChanged 72 SP:Iteration 71Q (265.327505 sec): 3 clusters Score: Raw -440421.078523 + Penalty 2755.023701 = -437666.054823 nChanged 71 SP:Iteration 72Q (265.372052 sec): 3 clusters Score: Raw -440464.644528 + Penalty 2755.023701 = -437709.620828 nChanged 78 SP:Iteration 73Q (265.427171 sec): 3 clusters Score: Raw -440522.622641 + Penalty 2755.023701 = -437767.598941 nChanged 76 SP:Iteration 74Q (265.482542 sec): 3 clusters Score: Raw -440564.812279 + Penalty 2755.023701 = -437809.788579 nChanged 69 SP:Iteration 75Q (265.521491 sec): 3 clusters Score: Raw -440607.982552 + Penalty 2755.023701 = -437852.958852 nChanged 66 SP:Iteration 76Q (265.585611 sec): 3 clusters Score: Raw -440642.780695 + Penalty 2755.023701 = -437887.756994 nChanged 57 SP:Iteration 77Q (265.627812 sec): 3 clusters Score: Raw -440671.910073 + Penalty 2755.023701 = -437916.886372 nChanged 45 SP:Iteration 78Q (265.691942 sec): 3 clusters Score: Raw -440693.931141 + Penalty 2755.023701 = -437938.907441 nChanged 36 SP:Iteration 79Q (265.741309 sec): 3 clusters Score: Raw -440707.903015 + Penalty 2755.023701 = -437952.879314 nChanged 33 SP:Iteration 80F (265.791867 sec): 3 clusters Score: Raw -440756.943933 + Penalty 2755.023701 = -438001.920232 nChanged 67 SP:Iteration 81Q (265.837235 sec): 3 clusters Score: Raw -440813.031292 + Penalty 2755.023701 = -438058.007591 nChanged 71 SP:Iteration 82Q (265.888858 sec): 3 clusters Score: Raw -440863.755570 + Penalty 2755.023701 = -438108.731869 nChanged 62 SP:Iteration 83Q (265.946014 sec): 3 clusters Score: Raw -440910.222955 + Penalty 2755.023701 = -438155.199255 nChanged 72 SP:Iteration 84Q (265.994854 sec): 3 clusters Score: Raw -440969.791688 + Penalty 2755.023701 = -438214.767988 nChanged 79 SP:Iteration 85Q (266.049057 sec): 3 clusters Score: Raw -441040.105440 + Penalty 2755.023701 = -438285.081740 nChanged 92 SP:Iteration 86Q (266.095210 sec): 3 clusters Score: Raw -441153.654289 + Penalty 2755.023701 = -438398.630589 nChanged 104 SP:Iteration 87Q (266.140686 sec): 3 clusters Score: Raw -441343.075976 + Penalty 2755.023701 = -438588.052276 nChanged 107 SP:Iteration 88Q (266.192806 sec): 3 clusters Score: Raw -441764.961258 + Penalty 2755.023701 = -439009.937557 nChanged 100 SP:Iteration 89Q (266.254393 sec): 3 clusters Score: Raw -442710.935841 + Penalty 2755.023701 = -439955.912141 nChanged 52 SP:Iteration 90Q (266.303408 sec): 3 clusters Score: Raw -443671.686615 + Penalty 2755.023701 = -440916.662915 nChanged 3 SP:Iteration 91Q (266.356541 sec): 3 clusters Score: Raw -443675.447293 + Penalty 2755.023701 = -440920.423593 nChanged 0 SP:Iteration 92F (266.411710 sec): 3 clusters Score: Raw -443675.447293 + Penalty 2755.023701 = -440920.423593 nChanged 0 Score: Raw -31970725.423652 + Penalty 45608.013581 = -31925117.410071 Splitting cluster 8 changes total score from -31921524.381864 to -31925117.410071 So it's getting split into cluster 22. Trying to split cluster 9 (30695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (271.476301 sec): 2 clusters Score: Raw -2803835.420548 + Penalty 1678.926446 = -2802156.494102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (271.575227 sec): 3 clusters Score: Raw -2784822.699153 + Penalty 3357.852893 = -2781464.846261 nChanged 14155 SP:Iteration 1F (271.673243 sec): 3 clusters Score: Raw -2792781.512375 + Penalty 3357.852893 = -2789423.659483 nChanged 1417 SP:Iteration 2Q (271.772944 sec): 3 clusters Score: Raw -2793263.465142 + Penalty 3357.852893 = -2789905.612249 nChanged 1362 SP:Iteration 3Q (271.859211 sec): 3 clusters Score: Raw -2793782.343704 + Penalty 3357.852893 = -2790424.490811 nChanged 1383 SP:Iteration 4Q (271.971114 sec): 3 clusters Score: Raw -2794341.685578 + Penalty 3357.852893 = -2790983.832686 nChanged 1427 SP:Iteration 5Q (272.066974 sec): 3 clusters Score: Raw -2794997.576362 + Penalty 3357.852893 = -2791639.723469 nChanged 1501 SP:Iteration 6Q (272.176687 sec): 3 clusters Score: Raw -2795787.593123 + Penalty 3357.852893 = -2792429.740230 nChanged 1591 SP:Iteration 7F (272.263483 sec): 3 clusters Score: Raw -2796687.108655 + Penalty 3357.852893 = -2793329.255763 nChanged 1561 SP:Iteration 8F (272.367487 sec): 3 clusters Score: Raw -2797602.703655 + Penalty 3357.852893 = -2794244.850762 nChanged 1391 SP:Iteration 9Q (272.482440 sec): 3 clusters Score: Raw -2798384.459650 + Penalty 3357.852893 = -2795026.606757 nChanged 1294 SP:Iteration 10Q (272.586464 sec): 3 clusters Score: Raw -2799020.219594 + Penalty 3357.852893 = -2795662.366701 nChanged 1086 SP:Iteration 11Q (272.684610 sec): 3 clusters Score: Raw -2799454.623244 + Penalty 3357.852893 = -2796096.770352 nChanged 839 SP:Iteration 12Q (272.773179 sec): 3 clusters Score: Raw -2799738.955071 + Penalty 3357.852893 = -2796381.102178 nChanged 697 SP:Iteration 13Q (272.880219 sec): 3 clusters Score: Raw -2799939.009026 + Penalty 3357.852893 = -2796581.156133 nChanged 560 SP:Iteration 14Q (272.965500 sec): 3 clusters Score: Raw -2800085.714857 + Penalty 3357.852893 = -2796727.861964 nChanged 502 SP:Iteration 15Q (273.074393 sec): 3 clusters Score: Raw -2800213.213706 + Penalty 3357.852893 = -2796855.360813 nChanged 462 SP:Iteration 16Q (273.158203 sec): 3 clusters Score: Raw -2800330.015249 + Penalty 3357.852893 = -2796972.162356 nChanged 434 SP:Iteration 17Q (273.253418 sec): 3 clusters Score: Raw -2800444.939944 + Penalty 3357.852893 = -2797087.087051 nChanged 463 SP:Iteration 18Q (273.349438 sec): 3 clusters Score: Raw -2800569.485611 + Penalty 3357.852893 = -2797211.632719 nChanged 465 SP:Iteration 19Q (273.463204 sec): 3 clusters Score: Raw -2800699.316137 + Penalty 3357.852893 = -2797341.463244 nChanged 466 SP:Iteration 20F (273.554795 sec): 3 clusters Score: Raw -2800842.430170 + Penalty 3357.852893 = -2797484.577278 nChanged 528 SP:Iteration 21Q (273.656537 sec): 3 clusters Score: Raw -2801013.484875 + Penalty 3357.852893 = -2797655.631982 nChanged 545 SP:Iteration 22Q (273.745386 sec): 3 clusters Score: Raw -2801206.979765 + Penalty 3357.852893 = -2797849.126873 nChanged 553 SP:Iteration 23Q (273.847486 sec): 3 clusters Score: Raw -2801415.274294 + Penalty 3357.852893 = -2798057.421401 nChanged 584 SP:Iteration 24Q (273.945354 sec): 3 clusters Score: Raw -2801662.405683 + Penalty 3357.852893 = -2798304.552790 nChanged 570 SP:Iteration 25Q (274.031881 sec): 3 clusters Score: Raw -2801921.368478 + Penalty 3357.852893 = -2798563.515586 nChanged 575 SP:Iteration 26Q (274.122910 sec): 3 clusters Score: Raw -2802203.712554 + Penalty 3357.852893 = -2798845.859661 nChanged 552 SP:Iteration 27Q (274.219147 sec): 3 clusters Score: Raw -2802463.315557 + Penalty 3357.852893 = -2799105.462664 nChanged 495 SP:Iteration 28Q (274.315185 sec): 3 clusters Score: Raw -2802714.454950 + Penalty 3357.852893 = -2799356.602057 nChanged 486 SP:Iteration 29Q (274.398138 sec): 3 clusters Score: Raw -2802974.451964 + Penalty 3357.852893 = -2799616.599072 nChanged 440 SP:Iteration 30Q (274.501232 sec): 3 clusters Score: Raw -2803206.599947 + Penalty 3357.852893 = -2799848.747055 nChanged 388 SP:Iteration 31Q (274.589776 sec): 3 clusters Score: Raw -2803409.048322 + Penalty 3357.852893 = -2800051.195430 nChanged 330 SP:Iteration 32Q (274.674617 sec): 3 clusters Score: Raw -2803580.277724 + Penalty 3357.852893 = -2800222.424832 nChanged 286 SP:Iteration 33Q (274.766841 sec): 3 clusters Score: Raw -2803736.006559 + Penalty 3357.852893 = -2800378.153666 nChanged 250 SP:Iteration 34Q (274.856444 sec): 3 clusters Score: Raw -2803867.719494 + Penalty 3357.852893 = -2800509.866601 nChanged 217 SP:Iteration 35Q (274.944851 sec): 3 clusters Score: Raw -2803981.664994 + Penalty 3357.852893 = -2800623.812101 nChanged 176 SP:Iteration 36Q (275.030988 sec): 3 clusters Score: Raw -2804074.579104 + Penalty 3357.852893 = -2800716.726212 nChanged 157 SP:Iteration 37Q (275.122320 sec): 3 clusters Score: Raw -2804144.203717 + Penalty 3357.852893 = -2800786.350824 nChanged 114 SP:Iteration 38Q (275.209147 sec): 3 clusters Score: Raw -2804201.001834 + Penalty 3357.852893 = -2800843.148941 nChanged 98 SP:Iteration 39Q (275.294028 sec): 3 clusters Score: Raw -2804243.414597 + Penalty 3357.852893 = -2800885.561704 nChanged 82 SP:Iteration 40F (275.395024 sec): 3 clusters Score: Raw -2804274.998895 + Penalty 3357.852893 = -2800917.146002 nChanged 56 SP:Iteration 41Q (275.482282 sec): 3 clusters Score: Raw -2804298.356811 + Penalty 3357.852893 = -2800940.503918 nChanged 58 SP:Iteration 42Q (275.574597 sec): 3 clusters Score: Raw -2804326.695485 + Penalty 3357.852893 = -2800968.842592 nChanged 58 SP:Iteration 43Q (275.662352 sec): 3 clusters Score: Raw -2804350.098662 + Penalty 3357.852893 = -2800992.245770 nChanged 46 SP:Iteration 44Q (275.749479 sec): 3 clusters Score: Raw -2804363.588193 + Penalty 3357.852893 = -2801005.735301 nChanged 29 SP:Iteration 45Q (275.831499 sec): 3 clusters Score: Raw -2804373.239073 + Penalty 3357.852893 = -2801015.386180 nChanged 28 SP:Iteration 46Q (275.925601 sec): 3 clusters Score: Raw -2804383.542397 + Penalty 3357.852893 = -2801025.689505 nChanged 26 SP:Iteration 47Q (276.016656 sec): 3 clusters Score: Raw -2804389.139811 + Penalty 3357.852893 = -2801031.286918 nChanged 15 SP:Iteration 48Q (276.103125 sec): 3 clusters Score: Raw -2804392.135685 + Penalty 3357.852893 = -2801034.282792 nChanged 8 SP:Iteration 49Q (276.178936 sec): 3 clusters Score: Raw -2804393.447534 + Penalty 3357.852893 = -2801035.594642 nChanged 4 SP:Iteration 50Q (276.263326 sec): 3 clusters Score: Raw -2804394.155542 + Penalty 3357.852893 = -2801036.302650 nChanged 3 SP:Iteration 51Q (276.355851 sec): 3 clusters Score: Raw -2804394.943935 + Penalty 3357.852893 = -2801037.091043 nChanged 3 SP:Iteration 52Q (276.433438 sec): 3 clusters Score: Raw -2804395.619239 + Penalty 3357.852893 = -2801037.766346 nChanged 3 SP:Iteration 53Q (276.520887 sec): 3 clusters Score: Raw -2804395.939083 + Penalty 3357.852893 = -2801038.086190 nChanged 1 SP:Iteration 54Q (276.607513 sec): 3 clusters Score: Raw -2804396.329850 + Penalty 3357.852893 = -2801038.476957 nChanged 1 SP:Iteration 55Q (276.691174 sec): 3 clusters Score: Raw -2804396.410400 + Penalty 3357.852893 = -2801038.557507 nChanged 0 SP:Iteration 56F (276.790045 sec): 3 clusters Score: Raw -2804396.410400 + Penalty 3357.852893 = -2801038.557507 nChanged 0 Trying to split cluster 10 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (276.817963 sec): 2 clusters Score: Raw -9384.727471 + Penalty 824.715745 = -8560.011726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (276.864866 sec): 3 clusters Score: Raw -9580.387956 + Penalty 1649.431490 = -7930.956466 nChanged 35 SP:Iteration 1F (276.914075 sec): 3 clusters Score: Raw -9712.980047 + Penalty 1649.431490 = -8063.548557 nChanged 6 SP:Iteration 2Q (276.965736 sec): 3 clusters Score: Raw -9744.279872 + Penalty 1649.431490 = -8094.848382 nChanged 2 SP:Iteration 3Q (277.010875 sec): 3 clusters Score: Raw -9750.580091 + Penalty 1649.431490 = -8101.148601 nChanged 0 SP:Iteration 4F (277.063506 sec): 3 clusters Score: Raw -9750.580091 + Penalty 1649.431490 = -8101.148601 nChanged 0 Trying to split cluster 11 (4765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (277.089606 sec): 2 clusters Score: Raw -406502.330480 + Penalty 1376.221083 = -405126.109397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (277.149875 sec): 3 clusters Score: Raw -404190.572389 + Penalty 2752.442165 = -401438.130223 nChanged 1922 SP:Iteration 1F (277.203427 sec): 3 clusters Score: Raw -405714.315122 + Penalty 2752.442165 = -402961.872957 nChanged 550 SP:Iteration 2F (277.248457 sec): 3 clusters Score: Raw -406358.374901 + Penalty 2752.442165 = -403605.932736 nChanged 431 SP:Iteration 3F (277.307049 sec): 3 clusters Score: Raw -406757.614165 + Penalty 2752.442165 = -404005.172000 nChanged 309 SP:Iteration 4F (277.359201 sec): 3 clusters Score: Raw -407020.657268 + Penalty 2752.442165 = -404268.215103 nChanged 215 SP:Iteration 5Q (277.421166 sec): 3 clusters Score: Raw -407199.145665 + Penalty 2752.442165 = -404446.703500 nChanged 163 SP:Iteration 6Q (277.470889 sec): 3 clusters Score: Raw -407303.542836 + Penalty 2752.442165 = -404551.100671 nChanged 115 SP:Iteration 7Q (277.522099 sec): 3 clusters Score: Raw -407358.559838 + Penalty 2752.442165 = -404606.117673 nChanged 89 SP:Iteration 8Q (277.583713 sec): 3 clusters Score: Raw -407400.914105 + Penalty 2752.442165 = -404648.471940 nChanged 60 SP:Iteration 9Q (277.642145 sec): 3 clusters Score: Raw -407422.919073 + Penalty 2752.442165 = -404670.476908 nChanged 48 SP:Iteration 10Q (277.687472 sec): 3 clusters Score: Raw -407444.418202 + Penalty 2752.442165 = -404691.976037 nChanged 36 SP:Iteration 11Q (277.747334 sec): 3 clusters Score: Raw -407457.152406 + Penalty 2752.442165 = -404704.710241 nChanged 31 SP:Iteration 12Q (277.803671 sec): 3 clusters Score: Raw -407468.342456 + Penalty 2752.442165 = -404715.900290 nChanged 33 SP:Iteration 13Q (277.857589 sec): 3 clusters Score: Raw -407484.871186 + Penalty 2752.442165 = -404732.429021 nChanged 32 SP:Iteration 14Q (277.915668 sec): 3 clusters Score: Raw -407497.590708 + Penalty 2752.442165 = -404745.148543 nChanged 30 SP:Iteration 15Q (277.977526 sec): 3 clusters Score: Raw -407509.877819 + Penalty 2752.442165 = -404757.435654 nChanged 27 SP:Iteration 16Q (278.029229 sec): 3 clusters Score: Raw -407519.584282 + Penalty 2752.442165 = -404767.142116 nChanged 30 SP:Iteration 17Q (278.090602 sec): 3 clusters Score: Raw -407530.602008 + Penalty 2752.442165 = -404778.159843 nChanged 17 SP:Iteration 18Q (278.145902 sec): 3 clusters Score: Raw -407535.888513 + Penalty 2752.442165 = -404783.446348 nChanged 16 SP:Iteration 19Q (278.203124 sec): 3 clusters Score: Raw -407541.355303 + Penalty 2752.442165 = -404788.913137 nChanged 20 SP:Iteration 20F (278.252079 sec): 3 clusters Score: Raw -407549.073992 + Penalty 2752.442165 = -404796.631827 nChanged 24 SP:Iteration 21Q (278.317070 sec): 3 clusters Score: Raw -407558.311676 + Penalty 2752.442165 = -404805.869510 nChanged 22 SP:Iteration 22Q (278.377467 sec): 3 clusters Score: Raw -407567.532995 + Penalty 2752.442165 = -404815.090830 nChanged 13 SP:Iteration 23Q (278.435152 sec): 3 clusters Score: Raw -407572.817200 + Penalty 2752.442165 = -404820.375035 nChanged 10 SP:Iteration 24Q (278.492880 sec): 3 clusters Score: Raw -407575.635089 + Penalty 2752.442165 = -404823.192923 nChanged 13 SP:Iteration 25Q (278.538858 sec): 3 clusters Score: Raw -407579.822845 + Penalty 2752.442165 = -404827.380680 nChanged 11 SP:Iteration 26Q (278.605009 sec): 3 clusters Score: Raw -407583.558952 + Penalty 2752.442165 = -404831.116787 nChanged 10 SP:Iteration 27Q (278.654501 sec): 3 clusters Score: Raw -407587.684606 + Penalty 2752.442165 = -404835.242441 nChanged 8 SP:Iteration 28Q (278.714247 sec): 3 clusters Score: Raw -407590.396550 + Penalty 2752.442165 = -404837.954385 nChanged 11 SP:Iteration 29Q (278.771938 sec): 3 clusters Score: Raw -407593.924089 + Penalty 2752.442165 = -404841.481923 nChanged 13 SP:Iteration 30Q (278.825413 sec): 3 clusters Score: Raw -407598.736354 + Penalty 2752.442165 = -404846.294189 nChanged 9 SP:Iteration 31Q (278.872499 sec): 3 clusters Score: Raw -407602.742930 + Penalty 2752.442165 = -404850.300764 nChanged 13 SP:Iteration 32Q (278.934917 sec): 3 clusters Score: Raw -407607.614602 + Penalty 2752.442165 = -404855.172437 nChanged 10 SP:Iteration 33Q (278.990950 sec): 3 clusters Score: Raw -407611.226378 + Penalty 2752.442165 = -404858.784213 nChanged 8 SP:Iteration 34Q (279.045289 sec): 3 clusters Score: Raw -407613.059150 + Penalty 2752.442165 = -404860.616985 nChanged 8 SP:Iteration 35Q (279.102620 sec): 3 clusters Score: Raw -407615.569024 + Penalty 2752.442165 = -404863.126859 nChanged 8 SP:Iteration 36Q (279.144824 sec): 3 clusters Score: Raw -407618.535490 + Penalty 2752.442165 = -404866.093325 nChanged 7 SP:Iteration 37Q (279.212927 sec): 3 clusters Score: Raw -407621.108763 + Penalty 2752.442165 = -404868.666598 nChanged 5 SP:Iteration 38Q (279.266111 sec): 3 clusters Score: Raw -407623.703671 + Penalty 2752.442165 = -404871.261506 nChanged 4 SP:Iteration 39Q (279.322840 sec): 3 clusters Score: Raw -407626.022392 + Penalty 2752.442165 = -404873.580227 nChanged 7 SP:Iteration 40F (279.369017 sec): 3 clusters Score: Raw -407628.671191 + Penalty 2752.442165 = -404876.229026 nChanged 6 SP:Iteration 41Q (279.426426 sec): 3 clusters Score: Raw -407632.355854 + Penalty 2752.442165 = -404879.913689 nChanged 10 SP:Iteration 42Q (279.492397 sec): 3 clusters Score: Raw -407635.918297 + Penalty 2752.442165 = -404883.476132 nChanged 1 SP:Iteration 43Q (279.539513 sec): 3 clusters Score: Raw -407636.380084 + Penalty 2752.442165 = -404883.937918 nChanged 1 SP:Iteration 44Q (279.606725 sec): 3 clusters Score: Raw -407636.770225 + Penalty 2752.442165 = -404884.328060 nChanged 0 SP:Iteration 45F (279.663744 sec): 3 clusters Score: Raw -407636.770225 + Penalty 2752.442165 = -404884.328060 nChanged 0 Trying to split cluster 12 (3150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (279.696022 sec): 2 clusters Score: Raw -257770.103698 + Penalty 1308.963131 = -256461.140566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (279.748988 sec): 3 clusters Score: Raw -256262.722155 + Penalty 2617.926263 = -253644.795892 nChanged 1219 SP:Iteration 1F (279.793942 sec): 3 clusters Score: Raw -256942.814121 + Penalty 2617.926263 = -254324.887858 nChanged 270 SP:Iteration 2F (279.851476 sec): 3 clusters Score: Raw -257131.532661 + Penalty 2617.926263 = -254513.606398 nChanged 173 SP:Iteration 3F (279.902622 sec): 3 clusters Score: Raw -257242.720238 + Penalty 2617.926263 = -254624.793975 nChanged 136 SP:Iteration 4Q (279.956909 sec): 3 clusters Score: Raw -257333.389732 + Penalty 2617.926263 = -254715.463469 nChanged 111 SP:Iteration 5Q (280.011491 sec): 3 clusters Score: Raw -257402.383863 + Penalty 2617.926263 = -254784.457600 nChanged 102 SP:Iteration 6Q (280.067205 sec): 3 clusters Score: Raw -257459.682461 + Penalty 2617.926263 = -254841.756198 nChanged 91 SP:Iteration 7Q (280.117442 sec): 3 clusters Score: Raw -257517.638946 + Penalty 2617.926263 = -254899.712683 nChanged 97 SP:Iteration 8Q (280.180824 sec): 3 clusters Score: Raw -257574.805359 + Penalty 2617.926263 = -254956.879096 nChanged 80 SP:Iteration 9Q (280.222956 sec): 3 clusters Score: Raw -257621.988758 + Penalty 2617.926263 = -255004.062496 nChanged 69 SP:Iteration 10Q (280.288650 sec): 3 clusters Score: Raw -257666.170925 + Penalty 2617.926263 = -255048.244662 nChanged 68 SP:Iteration 11Q (280.344919 sec): 3 clusters Score: Raw -257717.743723 + Penalty 2617.926263 = -255099.817460 nChanged 81 SP:Iteration 12Q (280.386590 sec): 3 clusters Score: Raw -257779.683368 + Penalty 2617.926263 = -255161.757106 nChanged 84 SP:Iteration 13Q (280.446455 sec): 3 clusters Score: Raw -257848.673549 + Penalty 2617.926263 = -255230.747287 nChanged 80 SP:Iteration 14Q (280.499679 sec): 3 clusters Score: Raw -257920.591071 + Penalty 2617.926263 = -255302.664808 nChanged 81 SP:Iteration 15Q (280.544324 sec): 3 clusters Score: Raw -257982.892584 + Penalty 2617.926263 = -255364.966321 nChanged 65 SP:Iteration 16Q (280.597586 sec): 3 clusters Score: Raw -258026.924461 + Penalty 2617.926263 = -255408.998198 nChanged 56 SP:Iteration 17Q (280.658219 sec): 3 clusters Score: Raw -258074.790826 + Penalty 2617.926263 = -255456.864563 nChanged 55 SP:Iteration 18Q (280.706562 sec): 3 clusters Score: Raw -258114.282925 + Penalty 2617.926263 = -255496.356662 nChanged 43 SP:Iteration 19Q (280.759125 sec): 3 clusters Score: Raw -258152.446855 + Penalty 2617.926263 = -255534.520592 nChanged 39 SP:Iteration 20F (280.810136 sec): 3 clusters Score: Raw -258180.277290 + Penalty 2617.926263 = -255562.351027 nChanged 29 SP:Iteration 21Q (280.862094 sec): 3 clusters Score: Raw -258201.564922 + Penalty 2617.926263 = -255583.638660 nChanged 33 SP:Iteration 22Q (280.916638 sec): 3 clusters Score: Raw -258229.076792 + Penalty 2617.926263 = -255611.150529 nChanged 22 SP:Iteration 23Q (280.972655 sec): 3 clusters Score: Raw -258246.131999 + Penalty 2617.926263 = -255628.205736 nChanged 19 SP:Iteration 24Q (281.014161 sec): 3 clusters Score: Raw -258262.812148 + Penalty 2617.926263 = -255644.885885 nChanged 19 SP:Iteration 25Q (281.069154 sec): 3 clusters Score: Raw -258277.453750 + Penalty 2617.926263 = -255659.527487 nChanged 13 SP:Iteration 26Q (281.118878 sec): 3 clusters Score: Raw -258289.636534 + Penalty 2617.926263 = -255671.710271 nChanged 18 SP:Iteration 27Q (281.170995 sec): 3 clusters Score: Raw -258304.190362 + Penalty 2617.926263 = -255686.264099 nChanged 18 SP:Iteration 28Q (281.221696 sec): 3 clusters Score: Raw -258318.334348 + Penalty 2617.926263 = -255700.408085 nChanged 19 SP:Iteration 29Q (281.276983 sec): 3 clusters Score: Raw -258336.658722 + Penalty 2617.926263 = -255718.732460 nChanged 21 SP:Iteration 30Q (281.333121 sec): 3 clusters Score: Raw -258356.022546 + Penalty 2617.926263 = -255738.096283 nChanged 17 SP:Iteration 31Q (281.391281 sec): 3 clusters Score: Raw -258366.672036 + Penalty 2617.926263 = -255748.745773 nChanged 12 SP:Iteration 32Q (281.444553 sec): 3 clusters Score: Raw -258374.018106 + Penalty 2617.926263 = -255756.091843 nChanged 8 SP:Iteration 33Q (281.491328 sec): 3 clusters Score: Raw -258378.468828 + Penalty 2617.926263 = -255760.542565 nChanged 7 SP:Iteration 34Q (281.552815 sec): 3 clusters Score: Raw -258382.980257 + Penalty 2617.926263 = -255765.053994 nChanged 5 SP:Iteration 35Q (281.594369 sec): 3 clusters Score: Raw -258386.286541 + Penalty 2617.926263 = -255768.360278 nChanged 9 SP:Iteration 36Q (281.659597 sec): 3 clusters Score: Raw -258394.583421 + Penalty 2617.926263 = -255776.657159 nChanged 10 SP:Iteration 37Q (281.704537 sec): 3 clusters Score: Raw -258401.374697 + Penalty 2617.926263 = -255783.448434 nChanged 13 SP:Iteration 38Q (281.758227 sec): 3 clusters Score: Raw -258408.941137 + Penalty 2617.926263 = -255791.014874 nChanged 7 SP:Iteration 39Q (281.815295 sec): 3 clusters Score: Raw -258416.755110 + Penalty 2617.926263 = -255798.828847 nChanged 6 SP:Iteration 40F (281.870322 sec): 3 clusters Score: Raw -258420.225949 + Penalty 2617.926263 = -255802.299686 nChanged 2 SP:Iteration 41Q (281.917287 sec): 3 clusters Score: Raw -258420.971083 + Penalty 2617.926263 = -255803.044820 nChanged 2 SP:Iteration 42Q (281.965123 sec): 3 clusters Score: Raw -258421.721284 + Penalty 2617.926263 = -255803.795021 nChanged 1 SP:Iteration 43Q (282.013225 sec): 3 clusters Score: Raw -258424.357919 + Penalty 2617.926263 = -255806.431656 nChanged 3 SP:Iteration 44Q (282.061693 sec): 3 clusters Score: Raw -258426.248845 + Penalty 2617.926263 = -255808.322582 nChanged 1 SP:Iteration 45Q (282.117672 sec): 3 clusters Score: Raw -258426.519435 + Penalty 2617.926263 = -255808.593172 nChanged 2 SP:Iteration 46Q (282.166563 sec): 3 clusters Score: Raw -258427.802127 + Penalty 2617.926263 = -255809.875865 nChanged 4 SP:Iteration 47Q (282.216142 sec): 3 clusters Score: Raw -258429.342423 + Penalty 2617.926263 = -255811.416160 nChanged 3 SP:Iteration 48Q (282.268965 sec): 3 clusters Score: Raw -258431.228759 + Penalty 2617.926263 = -255813.302496 nChanged 3 SP:Iteration 49Q (282.313583 sec): 3 clusters Score: Raw -258432.461576 + Penalty 2617.926263 = -255814.535313 nChanged 2 SP:Iteration 50Q (282.365675 sec): 3 clusters Score: Raw -258433.429246 + Penalty 2617.926263 = -255815.502984 nChanged 2 SP:Iteration 51Q (282.420902 sec): 3 clusters Score: Raw -258433.833680 + Penalty 2617.926263 = -255815.907417 nChanged 1 SP:Iteration 52Q (282.478545 sec): 3 clusters Score: Raw -258434.200067 + Penalty 2617.926263 = -255816.273804 nChanged 1 SP:Iteration 53Q (282.522370 sec): 3 clusters Score: Raw -258434.398035 + Penalty 2617.926263 = -255816.471772 nChanged 0 SP:Iteration 54F (282.575235 sec): 3 clusters Score: Raw -258434.398035 + Penalty 2617.926263 = -255816.471772 nChanged 0 Trying to split cluster 13 (3091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (282.606871 sec): 2 clusters Score: Raw -257262.561558 + Penalty 1305.890616 = -255956.670943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (282.661390 sec): 3 clusters Score: Raw -255794.146065 + Penalty 2611.781231 = -253182.364834 nChanged 1185 SP:Iteration 1F (282.711559 sec): 3 clusters Score: Raw -256477.407476 + Penalty 2611.781231 = -253865.626244 nChanged 237 SP:Iteration 2F (282.771445 sec): 3 clusters Score: Raw -256613.422079 + Penalty 2611.781231 = -254001.640848 nChanged 139 SP:Iteration 3Q (282.820383 sec): 3 clusters Score: Raw -256694.750228 + Penalty 2611.781231 = -254082.968996 nChanged 105 SP:Iteration 4Q (282.874371 sec): 3 clusters Score: Raw -256748.406753 + Penalty 2611.781231 = -254136.625522 nChanged 80 SP:Iteration 5Q (282.938577 sec): 3 clusters Score: Raw -256787.600899 + Penalty 2611.781231 = -254175.819668 nChanged 62 SP:Iteration 6Q (282.982529 sec): 3 clusters Score: Raw -256810.698732 + Penalty 2611.781231 = -254198.917501 nChanged 49 SP:Iteration 7Q (283.042456 sec): 3 clusters Score: Raw -256831.118645 + Penalty 2611.781231 = -254219.337414 nChanged 41 SP:Iteration 8Q (283.092073 sec): 3 clusters Score: Raw -256847.627469 + Penalty 2611.781231 = -254235.846238 nChanged 37 SP:Iteration 9Q (283.140499 sec): 3 clusters Score: Raw -256861.525427 + Penalty 2611.781231 = -254249.744196 nChanged 35 SP:Iteration 10Q (283.200967 sec): 3 clusters Score: Raw -256872.396595 + Penalty 2611.781231 = -254260.615364 nChanged 21 SP:Iteration 11Q (283.257894 sec): 3 clusters Score: Raw -256879.302451 + Penalty 2611.781231 = -254267.521220 nChanged 21 SP:Iteration 12Q (283.309435 sec): 3 clusters Score: Raw -256887.213078 + Penalty 2611.781231 = -254275.431847 nChanged 21 SP:Iteration 13Q (283.360418 sec): 3 clusters Score: Raw -256895.762949 + Penalty 2611.781231 = -254283.981718 nChanged 24 SP:Iteration 14Q (283.414125 sec): 3 clusters Score: Raw -256910.693376 + Penalty 2611.781231 = -254298.912145 nChanged 28 SP:Iteration 15Q (283.472033 sec): 3 clusters Score: Raw -256927.799093 + Penalty 2611.781231 = -254316.017862 nChanged 30 SP:Iteration 16Q (283.530062 sec): 3 clusters Score: Raw -256944.234926 + Penalty 2611.781231 = -254332.453695 nChanged 35 SP:Iteration 17Q (283.572944 sec): 3 clusters Score: Raw -256961.542505 + Penalty 2611.781231 = -254349.761274 nChanged 33 SP:Iteration 18Q (283.635586 sec): 3 clusters Score: Raw -256974.833322 + Penalty 2611.781231 = -254363.052091 nChanged 28 SP:Iteration 19Q (283.682134 sec): 3 clusters Score: Raw -256985.746763 + Penalty 2611.781231 = -254373.965532 nChanged 28 SP:Iteration 20F (283.741103 sec): 3 clusters Score: Raw -256996.238382 + Penalty 2611.781231 = -254384.457151 nChanged 21 SP:Iteration 21Q (283.789266 sec): 3 clusters Score: Raw -257004.971987 + Penalty 2611.781231 = -254393.190756 nChanged 23 SP:Iteration 22Q (283.849149 sec): 3 clusters Score: Raw -257014.326351 + Penalty 2611.781231 = -254402.545120 nChanged 24 SP:Iteration 23Q (283.901001 sec): 3 clusters Score: Raw -257026.522201 + Penalty 2611.781231 = -254414.740970 nChanged 33 SP:Iteration 24Q (283.953759 sec): 3 clusters Score: Raw -257046.496189 + Penalty 2611.781231 = -254434.714958 nChanged 41 SP:Iteration 25Q (284.007314 sec): 3 clusters Score: Raw -257069.797762 + Penalty 2611.781231 = -254458.016531 nChanged 43 SP:Iteration 26Q (284.049209 sec): 3 clusters Score: Raw -257093.882219 + Penalty 2611.781231 = -254482.100988 nChanged 46 SP:Iteration 27Q (284.104958 sec): 3 clusters Score: Raw -257112.051138 + Penalty 2611.781231 = -254500.269907 nChanged 45 SP:Iteration 28Q (284.162945 sec): 3 clusters Score: Raw -257129.027487 + Penalty 2611.781231 = -254517.246256 nChanged 29 SP:Iteration 29Q (284.206292 sec): 3 clusters Score: Raw -257141.260490 + Penalty 2611.781231 = -254529.479259 nChanged 20 SP:Iteration 30Q (284.264370 sec): 3 clusters Score: Raw -257148.245734 + Penalty 2611.781231 = -254536.464503 nChanged 23 SP:Iteration 31Q (284.315840 sec): 3 clusters Score: Raw -257158.103527 + Penalty 2611.781231 = -254546.322296 nChanged 23 SP:Iteration 32Q (284.370576 sec): 3 clusters Score: Raw -257170.076774 + Penalty 2611.781231 = -254558.295543 nChanged 27 SP:Iteration 33Q (284.430571 sec): 3 clusters Score: Raw -257183.752579 + Penalty 2611.781231 = -254571.971348 nChanged 16 SP:Iteration 34Q (284.484164 sec): 3 clusters Score: Raw -257190.828803 + Penalty 2611.781231 = -254579.047572 nChanged 16 SP:Iteration 35Q (284.525363 sec): 3 clusters Score: Raw -257196.509215 + Penalty 2611.781231 = -254584.727984 nChanged 17 SP:Iteration 36Q (284.578661 sec): 3 clusters Score: Raw -257202.933862 + Penalty 2611.781231 = -254591.152631 nChanged 14 SP:Iteration 37Q (284.643238 sec): 3 clusters Score: Raw -257208.174188 + Penalty 2611.781231 = -254596.392957 nChanged 13 SP:Iteration 38Q (284.696405 sec): 3 clusters Score: Raw -257215.628397 + Penalty 2611.781231 = -254603.847166 nChanged 15 SP:Iteration 39Q (284.741450 sec): 3 clusters Score: Raw -257223.130192 + Penalty 2611.781231 = -254611.348960 nChanged 18 SP:Iteration 40F (284.800657 sec): 3 clusters Score: Raw -257231.246372 + Penalty 2611.781231 = -254619.465141 nChanged 15 SP:Iteration 41Q (284.855018 sec): 3 clusters Score: Raw -257236.906507 + Penalty 2611.781231 = -254625.125276 nChanged 9 SP:Iteration 42Q (284.914223 sec): 3 clusters Score: Raw -257240.858123 + Penalty 2611.781231 = -254629.076892 nChanged 12 SP:Iteration 43Q (284.957989 sec): 3 clusters Score: Raw -257245.784691 + Penalty 2611.781231 = -254634.003460 nChanged 13 SP:Iteration 44Q (285.010092 sec): 3 clusters Score: Raw -257251.784839 + Penalty 2611.781231 = -254640.003608 nChanged 13 SP:Iteration 45Q (285.068360 sec): 3 clusters Score: Raw -257258.294097 + Penalty 2611.781231 = -254646.512866 nChanged 15 SP:Iteration 46Q (285.119855 sec): 3 clusters Score: Raw -257264.557576 + Penalty 2611.781231 = -254652.776345 nChanged 12 SP:Iteration 47Q (285.172641 sec): 3 clusters Score: Raw -257269.281526 + Penalty 2611.781231 = -254657.500295 nChanged 8 SP:Iteration 48Q (285.230129 sec): 3 clusters Score: Raw -257274.047271 + Penalty 2611.781231 = -254662.266040 nChanged 13 SP:Iteration 49Q (285.286109 sec): 3 clusters Score: Raw -257278.241836 + Penalty 2611.781231 = -254666.460605 nChanged 6 SP:Iteration 50Q (285.336358 sec): 3 clusters Score: Raw -257279.864603 + Penalty 2611.781231 = -254668.083372 nChanged 1 SP:Iteration 51Q (285.377989 sec): 3 clusters Score: Raw -257280.247932 + Penalty 2611.781231 = -254668.466701 nChanged 0 SP:Iteration 52F (285.435840 sec): 3 clusters Score: Raw -257280.247932 + Penalty 2611.781231 = -254668.466701 nChanged 0 Trying to split cluster 14 (9178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (285.480219 sec): 2 clusters Score: Raw -833250.857798 + Penalty 1482.741747 = -831768.116052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (285.531977 sec): 3 clusters Score: Raw -828187.931853 + Penalty 2965.483493 = -825222.448360 nChanged 3995 SP:Iteration 1F (285.596332 sec): 3 clusters Score: Raw -830881.582896 + Penalty 2965.483493 = -827916.099402 nChanged 964 SP:Iteration 2F (285.663905 sec): 3 clusters Score: Raw -832184.204996 + Penalty 2965.483493 = -829218.721502 nChanged 1025 SP:Iteration 3F (285.726563 sec): 3 clusters Score: Raw -833199.156511 + Penalty 2965.483493 = -830233.673018 nChanged 844 SP:Iteration 4F (285.788657 sec): 3 clusters Score: Raw -833925.861729 + Penalty 2965.483493 = -830960.378236 nChanged 590 SP:Iteration 5F (285.858968 sec): 3 clusters Score: Raw -834359.126526 + Penalty 2965.483493 = -831393.643032 nChanged 377 SP:Iteration 6Q (285.921969 sec): 3 clusters Score: Raw -834582.362447 + Penalty 2965.483493 = -831616.878953 nChanged 252 SP:Iteration 7Q (285.976376 sec): 3 clusters Score: Raw -834712.039435 + Penalty 2965.483493 = -831746.555941 nChanged 192 SP:Iteration 8Q (286.039820 sec): 3 clusters Score: Raw -834808.182435 + Penalty 2965.483493 = -831842.698942 nChanged 169 SP:Iteration 9Q (286.110123 sec): 3 clusters Score: Raw -834888.954024 + Penalty 2965.483493 = -831923.470531 nChanged 120 SP:Iteration 10Q (286.175062 sec): 3 clusters Score: Raw -834938.102161 + Penalty 2965.483493 = -831972.618668 nChanged 113 SP:Iteration 11Q (286.232036 sec): 3 clusters Score: Raw -834990.539800 + Penalty 2965.483493 = -832025.056306 nChanged 103 SP:Iteration 12Q (286.311262 sec): 3 clusters Score: Raw -835038.868360 + Penalty 2965.483493 = -832073.384866 nChanged 80 SP:Iteration 13Q (286.371875 sec): 3 clusters Score: Raw -835075.944727 + Penalty 2965.483493 = -832110.461234 nChanged 73 SP:Iteration 14Q (286.422811 sec): 3 clusters Score: Raw -835106.501357 + Penalty 2965.483493 = -832141.017864 nChanged 50 SP:Iteration 15Q (286.490247 sec): 3 clusters Score: Raw -835123.946895 + Penalty 2965.483493 = -832158.463402 nChanged 25 SP:Iteration 16Q (286.556568 sec): 3 clusters Score: Raw -835132.138659 + Penalty 2965.483493 = -832166.655165 nChanged 20 SP:Iteration 17Q (286.605916 sec): 3 clusters Score: Raw -835140.509356 + Penalty 2965.483493 = -832175.025863 nChanged 17 SP:Iteration 18Q (286.681622 sec): 3 clusters Score: Raw -835148.148660 + Penalty 2965.483493 = -832182.665167 nChanged 18 SP:Iteration 19Q (286.744708 sec): 3 clusters Score: Raw -835157.421744 + Penalty 2965.483493 = -832191.938250 nChanged 17 SP:Iteration 20F (286.807097 sec): 3 clusters Score: Raw -835165.369257 + Penalty 2965.483493 = -832199.885763 nChanged 18 SP:Iteration 21Q (286.861533 sec): 3 clusters Score: Raw -835171.428396 + Penalty 2965.483493 = -832205.944903 nChanged 16 SP:Iteration 22Q (286.924041 sec): 3 clusters Score: Raw -835177.489370 + Penalty 2965.483493 = -832212.005876 nChanged 16 SP:Iteration 23Q (286.998483 sec): 3 clusters Score: Raw -835184.105301 + Penalty 2965.483493 = -832218.621807 nChanged 11 SP:Iteration 24Q (287.062218 sec): 3 clusters Score: Raw -835188.139234 + Penalty 2965.483493 = -832222.655741 nChanged 10 SP:Iteration 25Q (287.124159 sec): 3 clusters Score: Raw -835190.492112 + Penalty 2965.483493 = -832225.008619 nChanged 6 SP:Iteration 26Q (287.187840 sec): 3 clusters Score: Raw -835192.425338 + Penalty 2965.483493 = -832226.941844 nChanged 6 SP:Iteration 27Q (287.251478 sec): 3 clusters Score: Raw -835193.688154 + Penalty 2965.483493 = -832228.204661 nChanged 4 SP:Iteration 28Q (287.313258 sec): 3 clusters Score: Raw -835194.296971 + Penalty 2965.483493 = -832228.813478 nChanged 3 SP:Iteration 29Q (287.378054 sec): 3 clusters Score: Raw -835194.764530 + Penalty 2965.483493 = -832229.281037 nChanged 1 SP:Iteration 30Q (287.437960 sec): 3 clusters Score: Raw -835194.913120 + Penalty 2965.483493 = -832229.429627 nChanged 1 SP:Iteration 31Q (287.490057 sec): 3 clusters Score: Raw -835195.093399 + Penalty 2965.483493 = -832229.609906 nChanged 1 SP:Iteration 32Q (287.564532 sec): 3 clusters Score: Raw -835195.325487 + Penalty 2965.483493 = -832229.841994 nChanged 0 SP:Iteration 33F (287.621928 sec): 3 clusters Score: Raw -835195.325487 + Penalty 2965.483493 = -832229.841994 nChanged 0 Score: Raw -31972669.891341 + Penalty 47681.105108 = -31924988.786233 Splitting cluster 14 changes total score from -31921524.381864 to -31924988.786233 So it's getting split into cluster 23. Trying to split cluster 15 (3657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (292.921386 sec): 2 clusters Score: Raw -336793.023138 + Penalty 1333.214743 = -335459.808395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (292.981096 sec): 3 clusters Score: Raw -334935.547261 + Penalty 2666.429486 = -332269.117775 nChanged 1434 SP:Iteration 1F (293.027869 sec): 3 clusters Score: Raw -335801.156728 + Penalty 2666.429486 = -333134.727242 nChanged 325 SP:Iteration 2F (293.087498 sec): 3 clusters Score: Raw -335985.207269 + Penalty 2666.429486 = -333318.777783 nChanged 202 SP:Iteration 3F (293.136738 sec): 3 clusters Score: Raw -336107.363564 + Penalty 2666.429486 = -333440.934078 nChanged 147 SP:Iteration 4Q (293.198293 sec): 3 clusters Score: Raw -336198.750822 + Penalty 2666.429486 = -333532.321337 nChanged 143 SP:Iteration 5Q (293.242766 sec): 3 clusters Score: Raw -336281.467548 + Penalty 2666.429486 = -333615.038062 nChanged 131 SP:Iteration 6Q (293.299856 sec): 3 clusters Score: Raw -336372.836930 + Penalty 2666.429486 = -333706.407445 nChanged 148 SP:Iteration 7Q (293.346596 sec): 3 clusters Score: Raw -336484.580650 + Penalty 2666.429486 = -333818.151164 nChanged 145 SP:Iteration 8Q (293.407091 sec): 3 clusters Score: Raw -336578.979063 + Penalty 2666.429486 = -333912.549577 nChanged 137 SP:Iteration 9Q (293.457898 sec): 3 clusters Score: Raw -336671.170214 + Penalty 2666.429486 = -334004.740728 nChanged 120 SP:Iteration 10Q (293.519205 sec): 3 clusters Score: Raw -336755.859270 + Penalty 2666.429486 = -334089.429784 nChanged 114 SP:Iteration 11Q (293.574465 sec): 3 clusters Score: Raw -336842.978812 + Penalty 2666.429486 = -334176.549326 nChanged 95 SP:Iteration 12Q (293.631519 sec): 3 clusters Score: Raw -336897.984506 + Penalty 2666.429486 = -334231.555020 nChanged 75 SP:Iteration 13Q (293.676118 sec): 3 clusters Score: Raw -336944.063349 + Penalty 2666.429486 = -334277.633863 nChanged 81 SP:Iteration 14Q (293.744283 sec): 3 clusters Score: Raw -336992.634496 + Penalty 2666.429486 = -334326.205010 nChanged 62 SP:Iteration 15Q (293.798587 sec): 3 clusters Score: Raw -337033.112087 + Penalty 2666.429486 = -334366.682602 nChanged 62 SP:Iteration 16Q (293.855857 sec): 3 clusters Score: Raw -337071.470976 + Penalty 2666.429486 = -334405.041490 nChanged 56 SP:Iteration 17Q (293.902838 sec): 3 clusters Score: Raw -337112.955151 + Penalty 2666.429486 = -334446.525665 nChanged 38 SP:Iteration 18Q (293.961218 sec): 3 clusters Score: Raw -337136.403069 + Penalty 2666.429486 = -334469.973583 nChanged 43 SP:Iteration 19Q (294.009934 sec): 3 clusters Score: Raw -337162.794688 + Penalty 2666.429486 = -334496.365203 nChanged 34 SP:Iteration 20F (294.068754 sec): 3 clusters Score: Raw -337185.163820 + Penalty 2666.429486 = -334518.734334 nChanged 26 SP:Iteration 21Q (294.124490 sec): 3 clusters Score: Raw -337204.715744 + Penalty 2666.429486 = -334538.286259 nChanged 23 SP:Iteration 22Q (294.173463 sec): 3 clusters Score: Raw -337222.459876 + Penalty 2666.429486 = -334556.030390 nChanged 22 SP:Iteration 23Q (294.226781 sec): 3 clusters Score: Raw -337238.534375 + Penalty 2666.429486 = -334572.104890 nChanged 19 SP:Iteration 24Q (294.285951 sec): 3 clusters Score: Raw -337246.075246 + Penalty 2666.429486 = -334579.645760 nChanged 15 SP:Iteration 25Q (294.339449 sec): 3 clusters Score: Raw -337251.222123 + Penalty 2666.429486 = -334584.792637 nChanged 14 SP:Iteration 26Q (294.394089 sec): 3 clusters Score: Raw -337256.770003 + Penalty 2666.429486 = -334590.340517 nChanged 14 SP:Iteration 27Q (294.435155 sec): 3 clusters Score: Raw -337267.593549 + Penalty 2666.429486 = -334601.164063 nChanged 17 SP:Iteration 28Q (294.492438 sec): 3 clusters Score: Raw -337277.647711 + Penalty 2666.429486 = -334611.218225 nChanged 13 SP:Iteration 29Q (294.545021 sec): 3 clusters Score: Raw -337284.183576 + Penalty 2666.429486 = -334617.754090 nChanged 10 SP:Iteration 30Q (294.597147 sec): 3 clusters Score: Raw -337291.350704 + Penalty 2666.429486 = -334624.921218 nChanged 12 SP:Iteration 31Q (294.656883 sec): 3 clusters Score: Raw -337297.596356 + Penalty 2666.429486 = -334631.166870 nChanged 12 SP:Iteration 32Q (294.708146 sec): 3 clusters Score: Raw -337308.992915 + Penalty 2666.429486 = -334642.563429 nChanged 12 SP:Iteration 33Q (294.763372 sec): 3 clusters Score: Raw -337316.088908 + Penalty 2666.429486 = -334649.659422 nChanged 6 SP:Iteration 34Q (294.818351 sec): 3 clusters Score: Raw -337317.690106 + Penalty 2666.429486 = -334651.260620 nChanged 4 SP:Iteration 35Q (294.869777 sec): 3 clusters Score: Raw -337318.716993 + Penalty 2666.429486 = -334652.287507 nChanged 2 SP:Iteration 36Q (294.927727 sec): 3 clusters Score: Raw -337319.517956 + Penalty 2666.429486 = -334653.088470 nChanged 2 SP:Iteration 37Q (294.971713 sec): 3 clusters Score: Raw -337320.055258 + Penalty 2666.429486 = -334653.625773 nChanged 0 SP:Iteration 38F (295.028198 sec): 3 clusters Score: Raw -337320.055258 + Penalty 2666.429486 = -334653.625773 nChanged 0 Trying to split cluster 16 (10754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (295.072503 sec): 2 clusters Score: Raw -1026392.063336 + Penalty 1508.492872 = -1024883.570465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (295.144317 sec): 3 clusters Score: Raw -1020195.167726 + Penalty 3016.985744 = -1017178.181983 nChanged 4737 SP:Iteration 1F (295.195186 sec): 3 clusters Score: Raw -1022789.167628 + Penalty 3016.985744 = -1019772.181884 nChanged 649 SP:Iteration 2F (295.262915 sec): 3 clusters Score: Raw -1023088.007351 + Penalty 3016.985744 = -1020071.021607 nChanged 560 SP:Iteration 3F (295.331325 sec): 3 clusters Score: Raw -1023315.901014 + Penalty 3016.985744 = -1020298.915270 nChanged 475 SP:Iteration 4Q (295.396389 sec): 3 clusters Score: Raw -1023495.458120 + Penalty 3016.985744 = -1020478.472377 nChanged 401 SP:Iteration 5Q (295.463414 sec): 3 clusters Score: Raw -1023647.626797 + Penalty 3016.985744 = -1020630.641053 nChanged 422 SP:Iteration 6Q (295.527876 sec): 3 clusters Score: Raw -1023807.728560 + Penalty 3016.985744 = -1020790.742816 nChanged 375 SP:Iteration 7Q (295.593390 sec): 3 clusters Score: Raw -1023948.740445 + Penalty 3016.985744 = -1020931.754701 nChanged 364 SP:Iteration 8Q (295.659129 sec): 3 clusters Score: Raw -1024100.656473 + Penalty 3016.985744 = -1021083.670730 nChanged 378 SP:Iteration 9Q (295.725065 sec): 3 clusters Score: Raw -1024280.608763 + Penalty 3016.985744 = -1021263.623019 nChanged 413 SP:Iteration 10Q (295.796067 sec): 3 clusters Score: Raw -1024498.206487 + Penalty 3016.985744 = -1021481.220744 nChanged 404 SP:Iteration 11Q (295.873001 sec): 3 clusters Score: Raw -1024714.622679 + Penalty 3016.985744 = -1021697.636935 nChanged 409 SP:Iteration 12Q (295.928374 sec): 3 clusters Score: Raw -1024930.094836 + Penalty 3016.985744 = -1021913.109092 nChanged 392 SP:Iteration 13Q (295.990760 sec): 3 clusters Score: Raw -1025136.212239 + Penalty 3016.985744 = -1022119.226495 nChanged 366 SP:Iteration 14Q (296.054822 sec): 3 clusters Score: Raw -1025355.694300 + Penalty 3016.985744 = -1022338.708557 nChanged 325 SP:Iteration 15Q (296.130058 sec): 3 clusters Score: Raw -1025545.740206 + Penalty 3016.985744 = -1022528.754462 nChanged 283 SP:Iteration 16Q (296.202314 sec): 3 clusters Score: Raw -1025719.381004 + Penalty 3016.985744 = -1022702.395260 nChanged 237 SP:Iteration 17Q (296.272991 sec): 3 clusters Score: Raw -1025851.135694 + Penalty 3016.985744 = -1022834.149950 nChanged 186 SP:Iteration 18Q (296.330144 sec): 3 clusters Score: Raw -1025943.959299 + Penalty 3016.985744 = -1022926.973555 nChanged 149 SP:Iteration 19Q (296.397131 sec): 3 clusters Score: Raw -1026023.096770 + Penalty 3016.985744 = -1023006.111027 nChanged 135 SP:Iteration 20F (296.464196 sec): 3 clusters Score: Raw -1026100.587303 + Penalty 3016.985744 = -1023083.601559 nChanged 127 SP:Iteration 21Q (296.532419 sec): 3 clusters Score: Raw -1026180.658156 + Penalty 3016.985744 = -1023163.672412 nChanged 117 SP:Iteration 22Q (296.602287 sec): 3 clusters Score: Raw -1026246.534869 + Penalty 3016.985744 = -1023229.549126 nChanged 91 SP:Iteration 23Q (296.673773 sec): 3 clusters Score: Raw -1026312.484305 + Penalty 3016.985744 = -1023295.498562 nChanged 95 SP:Iteration 24Q (296.741043 sec): 3 clusters Score: Raw -1026359.505721 + Penalty 3016.985744 = -1023342.519977 nChanged 79 SP:Iteration 25Q (296.803755 sec): 3 clusters Score: Raw -1026400.633427 + Penalty 3016.985744 = -1023383.647683 nChanged 81 SP:Iteration 26Q (296.869885 sec): 3 clusters Score: Raw -1026437.219118 + Penalty 3016.985744 = -1023420.233375 nChanged 70 SP:Iteration 27Q (296.937498 sec): 3 clusters Score: Raw -1026467.226656 + Penalty 3016.985744 = -1023450.240912 nChanged 67 SP:Iteration 28Q (297.000238 sec): 3 clusters Score: Raw -1026495.431282 + Penalty 3016.985744 = -1023478.445539 nChanged 64 SP:Iteration 29Q (297.063091 sec): 3 clusters Score: Raw -1026525.114677 + Penalty 3016.985744 = -1023508.128934 nChanged 65 SP:Iteration 30Q (297.113588 sec): 3 clusters Score: Raw -1026563.606211 + Penalty 3016.985744 = -1023546.620468 nChanged 68 SP:Iteration 31Q (297.174306 sec): 3 clusters Score: Raw -1026605.919613 + Penalty 3016.985744 = -1023588.933869 nChanged 71 SP:Iteration 32Q (297.246402 sec): 3 clusters Score: Raw -1026642.016707 + Penalty 3016.985744 = -1023625.030963 nChanged 53 SP:Iteration 33Q (297.304866 sec): 3 clusters Score: Raw -1026668.641168 + Penalty 3016.985744 = -1023651.655425 nChanged 45 SP:Iteration 34Q (297.365682 sec): 3 clusters Score: Raw -1026688.685574 + Penalty 3016.985744 = -1023671.699830 nChanged 46 SP:Iteration 35Q (297.425079 sec): 3 clusters Score: Raw -1026707.909995 + Penalty 3016.985744 = -1023690.924251 nChanged 34 SP:Iteration 36Q (297.483983 sec): 3 clusters Score: Raw -1026724.347456 + Penalty 3016.985744 = -1023707.361712 nChanged 38 SP:Iteration 37Q (297.541786 sec): 3 clusters Score: Raw -1026739.696861 + Penalty 3016.985744 = -1023722.711117 nChanged 39 SP:Iteration 38Q (297.613162 sec): 3 clusters Score: Raw -1026754.357184 + Penalty 3016.985744 = -1023737.371440 nChanged 28 SP:Iteration 39Q (297.678132 sec): 3 clusters Score: Raw -1026764.460401 + Penalty 3016.985744 = -1023747.474657 nChanged 26 SP:Iteration 40F (297.746376 sec): 3 clusters Score: Raw -1026774.119076 + Penalty 3016.985744 = -1023757.133332 nChanged 26 SP:Iteration 41Q (297.796993 sec): 3 clusters Score: Raw -1026785.767269 + Penalty 3016.985744 = -1023768.781525 nChanged 27 SP:Iteration 42Q (297.868792 sec): 3 clusters Score: Raw -1026796.742896 + Penalty 3016.985744 = -1023779.757152 nChanged 24 SP:Iteration 43Q (297.926558 sec): 3 clusters Score: Raw -1026805.681263 + Penalty 3016.985744 = -1023788.695520 nChanged 16 SP:Iteration 44Q (297.992301 sec): 3 clusters Score: Raw -1026811.412310 + Penalty 3016.985744 = -1023794.426567 nChanged 18 SP:Iteration 45Q (298.054742 sec): 3 clusters Score: Raw -1026818.085416 + Penalty 3016.985744 = -1023801.099672 nChanged 17 SP:Iteration 46Q (298.116547 sec): 3 clusters Score: Raw -1026826.006288 + Penalty 3016.985744 = -1023809.020544 nChanged 23 SP:Iteration 47Q (298.181748 sec): 3 clusters Score: Raw -1026833.404047 + Penalty 3016.985744 = -1023816.418303 nChanged 15 SP:Iteration 48Q (298.229828 sec): 3 clusters Score: Raw -1026838.587427 + Penalty 3016.985744 = -1023821.601683 nChanged 16 SP:Iteration 49Q (298.288978 sec): 3 clusters Score: Raw -1026844.205185 + Penalty 3016.985744 = -1023827.219441 nChanged 11 SP:Iteration 50Q (298.353684 sec): 3 clusters Score: Raw -1026848.131198 + Penalty 3016.985744 = -1023831.145454 nChanged 9 SP:Iteration 51Q (298.421905 sec): 3 clusters Score: Raw -1026850.921250 + Penalty 3016.985744 = -1023833.935506 nChanged 9 SP:Iteration 52Q (298.483959 sec): 3 clusters Score: Raw -1026854.234772 + Penalty 3016.985744 = -1023837.249029 nChanged 8 SP:Iteration 53Q (298.550080 sec): 3 clusters Score: Raw -1026856.844629 + Penalty 3016.985744 = -1023839.858885 nChanged 5 SP:Iteration 54Q (298.609653 sec): 3 clusters Score: Raw -1026857.793753 + Penalty 3016.985744 = -1023840.808009 nChanged 2 SP:Iteration 55Q (298.669547 sec): 3 clusters Score: Raw -1026858.298319 + Penalty 3016.985744 = -1023841.312576 nChanged 1 SP:Iteration 56Q (298.720938 sec): 3 clusters Score: Raw -1026858.544543 + Penalty 3016.985744 = -1023841.558799 nChanged 1 SP:Iteration 57Q (298.784875 sec): 3 clusters Score: Raw -1026858.731033 + Penalty 3016.985744 = -1023841.745289 nChanged 1 SP:Iteration 58Q (298.848223 sec): 3 clusters Score: Raw -1026858.914008 + Penalty 3016.985744 = -1023841.928264 nChanged 1 SP:Iteration 59Q (298.911202 sec): 3 clusters Score: Raw -1026859.081993 + Penalty 3016.985744 = -1023842.096249 nChanged 0 SP:Iteration 60F (298.988813 sec): 3 clusters Score: Raw -1026859.081993 + Penalty 3016.985744 = -1023842.096249 nChanged 0 Trying to split cluster 17 (10955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (299.028753 sec): 2 clusters Score: Raw -1066987.225500 + Penalty 1511.502078 = -1065475.723421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (299.097100 sec): 3 clusters Score: Raw -1060714.978790 + Penalty 3023.004157 = -1057691.974633 nChanged 4762 SP:Iteration 1F (299.154073 sec): 3 clusters Score: Raw -1063341.279556 + Penalty 3023.004157 = -1060318.275399 nChanged 734 SP:Iteration 2F (299.223909 sec): 3 clusters Score: Raw -1063675.805719 + Penalty 3023.004157 = -1060652.801563 nChanged 597 SP:Iteration 3F (299.296497 sec): 3 clusters Score: Raw -1063922.862091 + Penalty 3023.004157 = -1060899.857934 nChanged 499 SP:Iteration 4Q (299.357065 sec): 3 clusters Score: Raw -1064132.836794 + Penalty 3023.004157 = -1061109.832637 nChanged 467 SP:Iteration 5Q (299.430191 sec): 3 clusters Score: Raw -1064358.709617 + Penalty 3023.004157 = -1061335.705460 nChanged 478 SP:Iteration 6Q (299.500331 sec): 3 clusters Score: Raw -1064620.708437 + Penalty 3023.004157 = -1061597.704280 nChanged 480 SP:Iteration 7Q (299.570209 sec): 3 clusters Score: Raw -1064893.578997 + Penalty 3023.004157 = -1061870.574840 nChanged 509 SP:Iteration 8Q (299.637258 sec): 3 clusters Score: Raw -1065207.285183 + Penalty 3023.004157 = -1062184.281027 nChanged 520 SP:Iteration 9Q (299.699407 sec): 3 clusters Score: Raw -1065544.333366 + Penalty 3023.004157 = -1062521.329209 nChanged 507 SP:Iteration 10Q (299.767199 sec): 3 clusters Score: Raw -1065834.752307 + Penalty 3023.004157 = -1062811.748150 nChanged 404 SP:Iteration 11Q (299.822118 sec): 3 clusters Score: Raw -1066050.033983 + Penalty 3023.004157 = -1063027.029826 nChanged 313 SP:Iteration 12Q (299.886343 sec): 3 clusters Score: Raw -1066174.138342 + Penalty 3023.004157 = -1063151.134185 nChanged 253 SP:Iteration 13Q (299.952568 sec): 3 clusters Score: Raw -1066266.920474 + Penalty 3023.004157 = -1063243.916317 nChanged 214 SP:Iteration 14Q (300.025645 sec): 3 clusters Score: Raw -1066349.108301 + Penalty 3023.004157 = -1063326.104144 nChanged 175 SP:Iteration 15Q (300.089845 sec): 3 clusters Score: Raw -1066404.104964 + Penalty 3023.004157 = -1063381.100807 nChanged 143 SP:Iteration 16Q (300.156273 sec): 3 clusters Score: Raw -1066440.845728 + Penalty 3023.004157 = -1063417.841571 nChanged 105 SP:Iteration 17Q (300.219946 sec): 3 clusters Score: Raw -1066465.975140 + Penalty 3023.004157 = -1063442.970983 nChanged 97 SP:Iteration 18Q (300.282108 sec): 3 clusters Score: Raw -1066490.032953 + Penalty 3023.004157 = -1063467.028796 nChanged 96 SP:Iteration 19Q (300.340361 sec): 3 clusters Score: Raw -1066508.377044 + Penalty 3023.004157 = -1063485.372887 nChanged 68 SP:Iteration 20F (300.418740 sec): 3 clusters Score: Raw -1066521.852501 + Penalty 3023.004157 = -1063498.848344 nChanged 61 SP:Iteration 21Q (300.484878 sec): 3 clusters Score: Raw -1066536.081828 + Penalty 3023.004157 = -1063513.077671 nChanged 80 SP:Iteration 22Q (300.542110 sec): 3 clusters Score: Raw -1066553.634952 + Penalty 3023.004157 = -1063530.630795 nChanged 73 SP:Iteration 23Q (300.613249 sec): 3 clusters Score: Raw -1066570.379106 + Penalty 3023.004157 = -1063547.374949 nChanged 67 SP:Iteration 24Q (300.663524 sec): 3 clusters Score: Raw -1066584.082351 + Penalty 3023.004157 = -1063561.078194 nChanged 58 SP:Iteration 25Q (300.725752 sec): 3 clusters Score: Raw -1066595.733677 + Penalty 3023.004157 = -1063572.729520 nChanged 57 SP:Iteration 26Q (300.797782 sec): 3 clusters Score: Raw -1066609.255558 + Penalty 3023.004157 = -1063586.251401 nChanged 59 SP:Iteration 27Q (300.858343 sec): 3 clusters Score: Raw -1066626.537934 + Penalty 3023.004157 = -1063603.533777 nChanged 74 SP:Iteration 28Q (300.919095 sec): 3 clusters Score: Raw -1066651.879886 + Penalty 3023.004157 = -1063628.875729 nChanged 87 SP:Iteration 29Q (300.984165 sec): 3 clusters Score: Raw -1066681.034459 + Penalty 3023.004157 = -1063658.030302 nChanged 100 SP:Iteration 30Q (301.048664 sec): 3 clusters Score: Raw -1066713.338244 + Penalty 3023.004157 = -1063690.334087 nChanged 115 SP:Iteration 31Q (301.114484 sec): 3 clusters Score: Raw -1066762.667917 + Penalty 3023.004157 = -1063739.663761 nChanged 134 SP:Iteration 32Q (301.173491 sec): 3 clusters Score: Raw -1066832.509521 + Penalty 3023.004157 = -1063809.505365 nChanged 143 SP:Iteration 33Q (301.233522 sec): 3 clusters Score: Raw -1066913.579701 + Penalty 3023.004157 = -1063890.575544 nChanged 146 SP:Iteration 34Q (301.296665 sec): 3 clusters Score: Raw -1067003.101274 + Penalty 3023.004157 = -1063980.097118 nChanged 169 SP:Iteration 35Q (301.374898 sec): 3 clusters Score: Raw -1067117.777389 + Penalty 3023.004157 = -1064094.773232 nChanged 169 SP:Iteration 36Q (301.440142 sec): 3 clusters Score: Raw -1067223.332194 + Penalty 3023.004157 = -1064200.328037 nChanged 141 SP:Iteration 37Q (301.503625 sec): 3 clusters Score: Raw -1067291.827402 + Penalty 3023.004157 = -1064268.823245 nChanged 114 SP:Iteration 38Q (301.561826 sec): 3 clusters Score: Raw -1067344.516920 + Penalty 3023.004157 = -1064321.512763 nChanged 112 SP:Iteration 39Q (301.630658 sec): 3 clusters Score: Raw -1067384.769300 + Penalty 3023.004157 = -1064361.765143 nChanged 89 SP:Iteration 40F (301.686678 sec): 3 clusters Score: Raw -1067423.825574 + Penalty 3023.004157 = -1064400.821417 nChanged 92 SP:Iteration 41Q (301.753317 sec): 3 clusters Score: Raw -1067453.547355 + Penalty 3023.004157 = -1064430.543198 nChanged 78 SP:Iteration 42Q (301.825710 sec): 3 clusters Score: Raw -1067474.897704 + Penalty 3023.004157 = -1064451.893547 nChanged 57 SP:Iteration 43Q (301.878212 sec): 3 clusters Score: Raw -1067489.778048 + Penalty 3023.004157 = -1064466.773891 nChanged 47 SP:Iteration 44Q (301.954233 sec): 3 clusters Score: Raw -1067500.218463 + Penalty 3023.004157 = -1064477.214306 nChanged 46 SP:Iteration 45Q (302.020306 sec): 3 clusters Score: Raw -1067510.698609 + Penalty 3023.004157 = -1064487.694452 nChanged 42 SP:Iteration 46Q (302.085749 sec): 3 clusters Score: Raw -1067520.003941 + Penalty 3023.004157 = -1064496.999784 nChanged 36 SP:Iteration 47Q (302.150752 sec): 3 clusters Score: Raw -1067526.861870 + Penalty 3023.004157 = -1064503.857713 nChanged 17 SP:Iteration 48Q (302.214385 sec): 3 clusters Score: Raw -1067529.798549 + Penalty 3023.004157 = -1064506.794392 nChanged 30 SP:Iteration 49Q (302.279982 sec): 3 clusters Score: Raw -1067537.375482 + Penalty 3023.004157 = -1064514.371325 nChanged 34 SP:Iteration 50Q (302.342408 sec): 3 clusters Score: Raw -1067545.102845 + Penalty 3023.004157 = -1064522.098688 nChanged 32 SP:Iteration 51Q (302.406554 sec): 3 clusters Score: Raw -1067551.086850 + Penalty 3023.004157 = -1064528.082693 nChanged 35 SP:Iteration 52Q (302.471466 sec): 3 clusters Score: Raw -1067559.719250 + Penalty 3023.004157 = -1064536.715093 nChanged 40 SP:Iteration 53Q (302.535793 sec): 3 clusters Score: Raw -1067572.879131 + Penalty 3023.004157 = -1064549.874974 nChanged 46 SP:Iteration 54Q (302.587730 sec): 3 clusters Score: Raw -1067587.519981 + Penalty 3023.004157 = -1064564.515824 nChanged 61 SP:Iteration 55Q (302.665160 sec): 3 clusters Score: Raw -1067609.940162 + Penalty 3023.004157 = -1064586.936005 nChanged 67 SP:Iteration 56Q (302.727987 sec): 3 clusters Score: Raw -1067633.184130 + Penalty 3023.004157 = -1064610.179973 nChanged 75 SP:Iteration 57Q (302.787088 sec): 3 clusters Score: Raw -1067665.117585 + Penalty 3023.004157 = -1064642.113428 nChanged 83 SP:Iteration 58Q (302.851672 sec): 3 clusters Score: Raw -1067710.733965 + Penalty 3023.004157 = -1064687.729808 nChanged 87 SP:Iteration 59Q (302.914222 sec): 3 clusters Score: Raw -1067748.758240 + Penalty 3023.004157 = -1064725.754083 nChanged 81 SP:Iteration 60F (302.987519 sec): 3 clusters Score: Raw -1067787.181815 + Penalty 3023.004157 = -1064764.177658 nChanged 76 SP:Iteration 61Q (303.036559 sec): 3 clusters Score: Raw -1067833.370898 + Penalty 3023.004157 = -1064810.366741 nChanged 92 SP:Iteration 62Q (303.109825 sec): 3 clusters Score: Raw -1067886.725981 + Penalty 3023.004157 = -1064863.721824 nChanged 86 SP:Iteration 63Q (303.176839 sec): 3 clusters Score: Raw -1067935.501181 + Penalty 3023.004157 = -1064912.497024 nChanged 84 SP:Iteration 64Q (303.233168 sec): 3 clusters Score: Raw -1067966.004644 + Penalty 3023.004157 = -1064943.000487 nChanged 66 SP:Iteration 65Q (303.304201 sec): 3 clusters Score: Raw -1067985.065631 + Penalty 3023.004157 = -1064962.061474 nChanged 59 SP:Iteration 66Q (303.371685 sec): 3 clusters Score: Raw -1068003.301986 + Penalty 3023.004157 = -1064980.297829 nChanged 49 SP:Iteration 67Q (303.425182 sec): 3 clusters Score: Raw -1068015.478402 + Penalty 3023.004157 = -1064992.474245 nChanged 38 SP:Iteration 68Q (303.489657 sec): 3 clusters Score: Raw -1068023.605243 + Penalty 3023.004157 = -1065000.601086 nChanged 28 SP:Iteration 69Q (303.561151 sec): 3 clusters Score: Raw -1068028.985078 + Penalty 3023.004157 = -1065005.980921 nChanged 26 SP:Iteration 70Q (303.625906 sec): 3 clusters Score: Raw -1068033.430712 + Penalty 3023.004157 = -1065010.426555 nChanged 24 SP:Iteration 71Q (303.697690 sec): 3 clusters Score: Raw -1068036.856456 + Penalty 3023.004157 = -1065013.852299 nChanged 25 SP:Iteration 72Q (303.751940 sec): 3 clusters Score: Raw -1068040.477950 + Penalty 3023.004157 = -1065017.473793 nChanged 25 SP:Iteration 73Q (303.817203 sec): 3 clusters Score: Raw -1068043.566484 + Penalty 3023.004157 = -1065020.562327 nChanged 17 SP:Iteration 74Q (303.886866 sec): 3 clusters Score: Raw -1068045.637189 + Penalty 3023.004157 = -1065022.633032 nChanged 10 SP:Iteration 75Q (303.958229 sec): 3 clusters Score: Raw -1068047.378989 + Penalty 3023.004157 = -1065024.374832 nChanged 6 SP:Iteration 76Q (304.027793 sec): 3 clusters Score: Raw -1068047.856797 + Penalty 3023.004157 = -1065024.852640 nChanged 3 SP:Iteration 77Q (304.082585 sec): 3 clusters Score: Raw -1068048.016976 + Penalty 3023.004157 = -1065025.012819 nChanged 0 SP:Iteration 78F (304.148997 sec): 3 clusters Score: Raw -1068048.016976 + Penalty 3023.004157 = -1065025.012819 nChanged 0 Trying to split cluster 18 (69413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (304.276114 sec): 2 clusters Score: Raw -6664812.180579 + Penalty 1811.522285 = -6663000.658293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (304.437163 sec): 3 clusters Score: Raw -6620206.744937 + Penalty 3623.044571 = -6616583.700366 nChanged 33022 SP:Iteration 1F (304.589841 sec): 3 clusters Score: Raw -6639157.889418 + Penalty 3623.044571 = -6635534.844847 nChanged 2452 SP:Iteration 2Q (304.755505 sec): 3 clusters Score: Raw -6639816.627593 + Penalty 3623.044571 = -6636193.583023 nChanged 2601 SP:Iteration 3Q (304.933678 sec): 3 clusters Score: Raw -6640586.466346 + Penalty 3623.044571 = -6636963.421775 nChanged 2737 SP:Iteration 4Q (305.090781 sec): 3 clusters Score: Raw -6641523.498774 + Penalty 3623.044571 = -6637900.454203 nChanged 3001 SP:Iteration 5Q (305.262067 sec): 3 clusters Score: Raw -6642736.487785 + Penalty 3623.044571 = -6639113.443214 nChanged 3352 SP:Iteration 6Q (305.412336 sec): 3 clusters Score: Raw -6644423.676426 + Penalty 3623.044571 = -6640800.631855 nChanged 3749 SP:Iteration 7F (305.569410 sec): 3 clusters Score: Raw -6646721.855063 + Penalty 3623.044571 = -6643098.810492 nChanged 4166 SP:Iteration 8F (305.735734 sec): 3 clusters Score: Raw -6649521.687084 + Penalty 3623.044571 = -6645898.642513 nChanged 4184 SP:Iteration 9F (305.885670 sec): 3 clusters Score: Raw -6652442.077554 + Penalty 3623.044571 = -6648819.032983 nChanged 3733 SP:Iteration 10F (306.061370 sec): 3 clusters Score: Raw -6654782.686529 + Penalty 3623.044571 = -6651159.641958 nChanged 3024 SP:Iteration 11Q (306.221498 sec): 3 clusters Score: Raw -6656327.314170 + Penalty 3623.044571 = -6652704.269599 nChanged 2237 SP:Iteration 12Q (306.388623 sec): 3 clusters Score: Raw -6657266.917009 + Penalty 3623.044571 = -6653643.872438 nChanged 1718 SP:Iteration 13Q (306.549968 sec): 3 clusters Score: Raw -6657888.889079 + Penalty 3623.044571 = -6654265.844509 nChanged 1349 SP:Iteration 14Q (306.722520 sec): 3 clusters Score: Raw -6658375.363113 + Penalty 3623.044571 = -6654752.318542 nChanged 1310 SP:Iteration 15Q (306.880081 sec): 3 clusters Score: Raw -6658840.462388 + Penalty 3623.044571 = -6655217.417817 nChanged 1309 SP:Iteration 16Q (307.026052 sec): 3 clusters Score: Raw -6659308.517568 + Penalty 3623.044571 = -6655685.472997 nChanged 1253 SP:Iteration 17Q (307.180417 sec): 3 clusters Score: Raw -6659743.152673 + Penalty 3623.044571 = -6656120.108102 nChanged 1259 SP:Iteration 18Q (307.331945 sec): 3 clusters Score: Raw -6660160.009143 + Penalty 3623.044571 = -6656536.964572 nChanged 1190 SP:Iteration 19Q (307.485979 sec): 3 clusters Score: Raw -6660563.912533 + Penalty 3623.044571 = -6656940.867962 nChanged 1174 SP:Iteration 20F (307.651441 sec): 3 clusters Score: Raw -6660966.136259 + Penalty 3623.044571 = -6657343.091688 nChanged 1207 SP:Iteration 21Q (307.808811 sec): 3 clusters Score: Raw -6661367.978824 + Penalty 3623.044571 = -6657744.934253 nChanged 1161 SP:Iteration 22Q (307.971041 sec): 3 clusters Score: Raw -6661737.455165 + Penalty 3623.044571 = -6658114.410595 nChanged 1137 SP:Iteration 23Q (308.125279 sec): 3 clusters Score: Raw -6662104.476103 + Penalty 3623.044571 = -6658481.431532 nChanged 1131 SP:Iteration 24Q (308.294785 sec): 3 clusters Score: Raw -6662460.733244 + Penalty 3623.044571 = -6658837.688674 nChanged 1085 SP:Iteration 25Q (308.454345 sec): 3 clusters Score: Raw -6662764.141410 + Penalty 3623.044571 = -6659141.096839 nChanged 932 SP:Iteration 26Q (308.600892 sec): 3 clusters Score: Raw -6662988.757093 + Penalty 3623.044571 = -6659365.712522 nChanged 873 SP:Iteration 27Q (308.763424 sec): 3 clusters Score: Raw -6663179.058334 + Penalty 3623.044571 = -6659556.013763 nChanged 771 SP:Iteration 28Q (308.911424 sec): 3 clusters Score: Raw -6663332.525288 + Penalty 3623.044571 = -6659709.480717 nChanged 715 SP:Iteration 29Q (309.069797 sec): 3 clusters Score: Raw -6663470.687155 + Penalty 3623.044571 = -6659847.642584 nChanged 676 SP:Iteration 30Q (309.241256 sec): 3 clusters Score: Raw -6663590.592786 + Penalty 3623.044571 = -6659967.548215 nChanged 626 SP:Iteration 31Q (309.406541 sec): 3 clusters Score: Raw -6663697.159861 + Penalty 3623.044571 = -6660074.115290 nChanged 576 SP:Iteration 32Q (309.559508 sec): 3 clusters Score: Raw -6663790.337791 + Penalty 3623.044571 = -6660167.293221 nChanged 549 SP:Iteration 33Q (309.715269 sec): 3 clusters Score: Raw -6663874.341096 + Penalty 3623.044571 = -6660251.296525 nChanged 515 SP:Iteration 34Q (309.876225 sec): 3 clusters Score: Raw -6663948.139904 + Penalty 3623.044571 = -6660325.095333 nChanged 499 SP:Iteration 35Q (310.032127 sec): 3 clusters Score: Raw -6664017.746763 + Penalty 3623.044571 = -6660394.702192 nChanged 452 SP:Iteration 36Q (310.191294 sec): 3 clusters Score: Raw -6664073.472665 + Penalty 3623.044571 = -6660450.428094 nChanged 425 SP:Iteration 37Q (310.330861 sec): 3 clusters Score: Raw -6664127.421570 + Penalty 3623.044571 = -6660504.376999 nChanged 436 SP:Iteration 38Q (310.492554 sec): 3 clusters Score: Raw -6664184.372349 + Penalty 3623.044571 = -6660561.327778 nChanged 415 SP:Iteration 39Q (310.639788 sec): 3 clusters Score: Raw -6664238.728473 + Penalty 3623.044571 = -6660615.683902 nChanged 431 SP:Iteration 40F (310.790884 sec): 3 clusters Score: Raw -6664294.942608 + Penalty 3623.044571 = -6660671.898038 nChanged 436 SP:Iteration 41Q (310.956531 sec): 3 clusters Score: Raw -6664349.111687 + Penalty 3623.044571 = -6660726.067116 nChanged 436 SP:Iteration 42Q (311.102630 sec): 3 clusters Score: Raw -6664402.429670 + Penalty 3623.044571 = -6660779.385099 nChanged 392 SP:Iteration 43Q (311.253785 sec): 3 clusters Score: Raw -6664450.364582 + Penalty 3623.044571 = -6660827.320011 nChanged 394 SP:Iteration 44Q (311.399924 sec): 3 clusters Score: Raw -6664504.434835 + Penalty 3623.044571 = -6660881.390265 nChanged 409 SP:Iteration 45Q (311.556507 sec): 3 clusters Score: Raw -6664556.449474 + Penalty 3623.044571 = -6660933.404903 nChanged 379 SP:Iteration 46Q (311.698475 sec): 3 clusters Score: Raw -6664602.593672 + Penalty 3623.044571 = -6660979.549101 nChanged 362 SP:Iteration 47Q (311.851015 sec): 3 clusters Score: Raw -6664645.876355 + Penalty 3623.044571 = -6661022.831784 nChanged 365 SP:Iteration 48Q (312.010040 sec): 3 clusters Score: Raw -6664695.107320 + Penalty 3623.044571 = -6661072.062749 nChanged 387 SP:Iteration 49Q (312.169778 sec): 3 clusters Score: Raw -6664746.862670 + Penalty 3623.044571 = -6661123.818099 nChanged 388 SP:Iteration 50Q (312.318189 sec): 3 clusters Score: Raw -6664800.948177 + Penalty 3623.044571 = -6661177.903606 nChanged 410 SP:Iteration 51Q (312.479114 sec): 3 clusters Score: Raw -6664858.146765 + Penalty 3623.044571 = -6661235.102194 nChanged 396 SP:Iteration 52Q (312.649559 sec): 3 clusters Score: Raw -6664910.538271 + Penalty 3623.044571 = -6661287.493701 nChanged 368 SP:Iteration 53Q (312.803097 sec): 3 clusters Score: Raw -6664957.049993 + Penalty 3623.044571 = -6661334.005422 nChanged 305 SP:Iteration 54Q (312.961928 sec): 3 clusters Score: Raw -6664993.872760 + Penalty 3623.044571 = -6661370.828189 nChanged 319 SP:Iteration 55Q (313.110966 sec): 3 clusters Score: Raw -6665031.639315 + Penalty 3623.044571 = -6661408.594744 nChanged 330 SP:Iteration 56Q (313.265520 sec): 3 clusters Score: Raw -6665071.799857 + Penalty 3623.044571 = -6661448.755286 nChanged 319 SP:Iteration 57Q (313.427883 sec): 3 clusters Score: Raw -6665109.785899 + Penalty 3623.044571 = -6661486.741328 nChanged 317 SP:Iteration 58Q (313.592484 sec): 3 clusters Score: Raw -6665146.353617 + Penalty 3623.044571 = -6661523.309046 nChanged 281 SP:Iteration 59Q (313.748233 sec): 3 clusters Score: Raw -6665177.497275 + Penalty 3623.044571 = -6661554.452704 nChanged 280 SP:Iteration 60F (313.914574 sec): 3 clusters Score: Raw -6665208.563641 + Penalty 3623.044571 = -6661585.519070 nChanged 265 SP:Iteration 61Q (314.067397 sec): 3 clusters Score: Raw -6665237.119052 + Penalty 3623.044571 = -6661614.074481 nChanged 259 SP:Iteration 62Q (314.219498 sec): 3 clusters Score: Raw -6665267.352673 + Penalty 3623.044571 = -6661644.308103 nChanged 292 SP:Iteration 63Q (314.365526 sec): 3 clusters Score: Raw -6665305.266285 + Penalty 3623.044571 = -6661682.221714 nChanged 282 SP:Iteration 64Q (314.519278 sec): 3 clusters Score: Raw -6665341.589337 + Penalty 3623.044571 = -6661718.544766 nChanged 290 SP:Iteration 65Q (314.668050 sec): 3 clusters Score: Raw -6665378.095687 + Penalty 3623.044571 = -6661755.051116 nChanged 274 SP:Iteration 66Q (314.820563 sec): 3 clusters Score: Raw -6665410.007593 + Penalty 3623.044571 = -6661786.963023 nChanged 251 SP:Iteration 67Q (314.980999 sec): 3 clusters Score: Raw -6665439.678657 + Penalty 3623.044571 = -6661816.634086 nChanged 278 SP:Iteration 68Q (315.131388 sec): 3 clusters Score: Raw -6665476.921125 + Penalty 3623.044571 = -6661853.876554 nChanged 281 SP:Iteration 69Q (315.292364 sec): 3 clusters Score: Raw -6665515.661204 + Penalty 3623.044571 = -6661892.616633 nChanged 303 SP:Iteration 70Q (315.441789 sec): 3 clusters Score: Raw -6665561.063408 + Penalty 3623.044571 = -6661938.018837 nChanged 319 SP:Iteration 71Q (315.594404 sec): 3 clusters Score: Raw -6665610.570813 + Penalty 3623.044571 = -6661987.526242 nChanged 340 SP:Iteration 72Q (315.738777 sec): 3 clusters Score: Raw -6665666.685960 + Penalty 3623.044571 = -6662043.641389 nChanged 345 SP:Iteration 73Q (315.883966 sec): 3 clusters Score: Raw -6665728.414680 + Penalty 3623.044571 = -6662105.370109 nChanged 375 SP:Iteration 74Q (316.023135 sec): 3 clusters Score: Raw -6665800.329726 + Penalty 3623.044571 = -6662177.285155 nChanged 357 SP:Iteration 75Q (316.171397 sec): 3 clusters Score: Raw -6665866.362143 + Penalty 3623.044571 = -6662243.317572 nChanged 353 SP:Iteration 76Q (316.308097 sec): 3 clusters Score: Raw -6665932.258805 + Penalty 3623.044571 = -6662309.214234 nChanged 330 SP:Iteration 77Q (316.462530 sec): 3 clusters Score: Raw -6665991.388593 + Penalty 3623.044571 = -6662368.344022 nChanged 323 SP:Iteration 78Q (316.597349 sec): 3 clusters Score: Raw -6666045.395735 + Penalty 3623.044571 = -6662422.351164 nChanged 297 SP:Iteration 79Q (316.742628 sec): 3 clusters Score: Raw -6666093.736904 + Penalty 3623.044571 = -6662470.692333 nChanged 286 SP:Iteration 80F (316.916428 sec): 3 clusters Score: Raw -6666137.387584 + Penalty 3623.044571 = -6662514.343013 nChanged 267 SP:Iteration 81Q (317.077922 sec): 3 clusters Score: Raw -6666182.885726 + Penalty 3623.044571 = -6662559.841155 nChanged 271 SP:Iteration 82Q (317.224345 sec): 3 clusters Score: Raw -6666226.184067 + Penalty 3623.044571 = -6662603.139496 nChanged 259 SP:Iteration 83Q (317.377465 sec): 3 clusters Score: Raw -6666265.256060 + Penalty 3623.044571 = -6662642.211489 nChanged 231 SP:Iteration 84Q (317.519211 sec): 3 clusters Score: Raw -6666299.946182 + Penalty 3623.044571 = -6662676.901611 nChanged 206 SP:Iteration 85Q (317.659846 sec): 3 clusters Score: Raw -6666331.267027 + Penalty 3623.044571 = -6662708.222456 nChanged 216 SP:Iteration 86Q (317.817008 sec): 3 clusters Score: Raw -6666363.505415 + Penalty 3623.044571 = -6662740.460844 nChanged 205 SP:Iteration 87Q (317.970774 sec): 3 clusters Score: Raw -6666391.316721 + Penalty 3623.044571 = -6662768.272150 nChanged 168 SP:Iteration 88Q (318.103883 sec): 3 clusters Score: Raw -6666414.120203 + Penalty 3623.044571 = -6662791.075632 nChanged 160 SP:Iteration 89Q (318.255511 sec): 3 clusters Score: Raw -6666436.013635 + Penalty 3623.044571 = -6662812.969064 nChanged 164 SP:Iteration 90Q (318.403287 sec): 3 clusters Score: Raw -6666457.280677 + Penalty 3623.044571 = -6662834.236106 nChanged 158 SP:Iteration 91Q (318.546100 sec): 3 clusters Score: Raw -6666480.485563 + Penalty 3623.044571 = -6662857.440992 nChanged 155 SP:Iteration 92Q (318.696751 sec): 3 clusters Score: Raw -6666502.037078 + Penalty 3623.044571 = -6662878.992508 nChanged 162 SP:Iteration 93Q (318.833865 sec): 3 clusters Score: Raw -6666522.330128 + Penalty 3623.044571 = -6662899.285557 nChanged 144 SP:Iteration 94Q (318.974610 sec): 3 clusters Score: Raw -6666541.530926 + Penalty 3623.044571 = -6662918.486355 nChanged 145 SP:Iteration 95Q (319.128277 sec): 3 clusters Score: Raw -6666560.383665 + Penalty 3623.044571 = -6662937.339095 nChanged 142 SP:Iteration 96Q (319.268287 sec): 3 clusters Score: Raw -6666578.555499 + Penalty 3623.044571 = -6662955.510929 nChanged 139 SP:Iteration 97Q (319.410724 sec): 3 clusters Score: Raw -6666597.061420 + Penalty 3623.044571 = -6662974.016849 nChanged 125 SP:Iteration 98Q (319.555854 sec): 3 clusters Score: Raw -6666612.764294 + Penalty 3623.044571 = -6662989.719723 nChanged 116 SP:Iteration 99Q (319.692895 sec): 3 clusters Score: Raw -6666625.212600 + Penalty 3623.044571 = -6663002.168030 nChanged 101 SP:Iteration 100F (319.859007 sec): 3 clusters Score: Raw -6666636.351822 + Penalty 3623.044571 = -6663013.307251 nChanged 94 SP:Iteration 101Q (320.008062 sec): 3 clusters Score: Raw -6666645.210772 + Penalty 3623.044571 = -6663022.166201 nChanged 75 SP:Iteration 102Q (320.149335 sec): 3 clusters Score: Raw -6666650.887725 + Penalty 3623.044571 = -6663027.843155 nChanged 62 SP:Iteration 103Q (320.287359 sec): 3 clusters Score: Raw -6666655.924565 + Penalty 3623.044571 = -6663032.879995 nChanged 50 SP:Iteration 104Q (320.425596 sec): 3 clusters Score: Raw -6666660.540407 + Penalty 3623.044571 = -6663037.495836 nChanged 55 SP:Iteration 105Q (320.580830 sec): 3 clusters Score: Raw -6666665.635944 + Penalty 3623.044571 = -6663042.591373 nChanged 46 SP:Iteration 106Q (320.726333 sec): 3 clusters Score: Raw -6666669.024573 + Penalty 3623.044571 = -6663045.980003 nChanged 36 SP:Iteration 107Q (320.872560 sec): 3 clusters Score: Raw -6666671.472076 + Penalty 3623.044571 = -6663048.427506 nChanged 38 SP:Iteration 108Q (321.008932 sec): 3 clusters Score: Raw -6666674.356118 + Penalty 3623.044571 = -6663051.311547 nChanged 40 SP:Iteration 109Q (321.150652 sec): 3 clusters Score: Raw -6666677.313525 + Penalty 3623.044571 = -6663054.268954 nChanged 40 SP:Iteration 110Q (321.312612 sec): 3 clusters Score: Raw -6666680.659753 + Penalty 3623.044571 = -6663057.615182 nChanged 51 SP:Iteration 111Q (321.456231 sec): 3 clusters Score: Raw -6666685.413280 + Penalty 3623.044571 = -6663062.368709 nChanged 45 SP:Iteration 112Q (321.603889 sec): 3 clusters Score: Raw -6666689.236335 + Penalty 3623.044571 = -6663066.191764 nChanged 46 SP:Iteration 113Q (321.742865 sec): 3 clusters Score: Raw -6666693.757356 + Penalty 3623.044571 = -6663070.712785 nChanged 48 SP:Iteration 114Q (321.886217 sec): 3 clusters Score: Raw -6666697.537698 + Penalty 3623.044571 = -6663074.493127 nChanged 37 SP:Iteration 115Q (322.023580 sec): 3 clusters Score: Raw -6666699.992069 + Penalty 3623.044571 = -6663076.947498 nChanged 34 SP:Iteration 116Q (322.164936 sec): 3 clusters Score: Raw -6666702.021326 + Penalty 3623.044571 = -6663078.976756 nChanged 20 SP:Iteration 117Q (322.303473 sec): 3 clusters Score: Raw -6666703.199438 + Penalty 3623.044571 = -6663080.154867 nChanged 26 SP:Iteration 118Q (322.439108 sec): 3 clusters Score: Raw -6666704.685014 + Penalty 3623.044571 = -6663081.640443 nChanged 21 SP:Iteration 119Q (322.587008 sec): 3 clusters Score: Raw -6666705.901603 + Penalty 3623.044571 = -6663082.857032 nChanged 14 SP:Iteration 120F (322.740488 sec): 3 clusters Score: Raw -6666706.610792 + Penalty 3623.044571 = -6663083.566221 nChanged 14 SP:Iteration 121Q (322.896406 sec): 3 clusters Score: Raw -6666707.469649 + Penalty 3623.044571 = -6663084.425078 nChanged 15 SP:Iteration 122Q (323.036055 sec): 3 clusters Score: Raw -6666708.278352 + Penalty 3623.044571 = -6663085.233781 nChanged 15 SP:Iteration 123Q (323.184491 sec): 3 clusters Score: Raw -6666709.444881 + Penalty 3623.044571 = -6663086.400310 nChanged 19 SP:Iteration 124Q (323.306135 sec): 3 clusters Score: Raw -6666710.424688 + Penalty 3623.044571 = -6663087.380117 nChanged 17 SP:Iteration 125Q (323.447588 sec): 3 clusters Score: Raw -6666711.385275 + Penalty 3623.044571 = -6663088.340704 nChanged 21 SP:Iteration 126Q (323.595595 sec): 3 clusters Score: Raw -6666712.451869 + Penalty 3623.044571 = -6663089.407298 nChanged 12 SP:Iteration 127Q (323.723169 sec): 3 clusters Score: Raw -6666713.252675 + Penalty 3623.044571 = -6663090.208105 nChanged 14 SP:Iteration 128Q (323.872626 sec): 3 clusters Score: Raw -6666714.012546 + Penalty 3623.044571 = -6663090.967975 nChanged 14 SP:Iteration 129Q (324.012932 sec): 3 clusters Score: Raw -6666715.217489 + Penalty 3623.044571 = -6663092.172918 nChanged 19 SP:Iteration 130Q (324.153415 sec): 3 clusters Score: Raw -6666717.068196 + Penalty 3623.044571 = -6663094.023625 nChanged 29 SP:Iteration 131Q (324.288659 sec): 3 clusters Score: Raw -6666719.203831 + Penalty 3623.044571 = -6663096.159260 nChanged 24 SP:Iteration 132Q (324.430079 sec): 3 clusters Score: Raw -6666721.028459 + Penalty 3623.044571 = -6663097.983889 nChanged 25 SP:Iteration 133Q (324.572301 sec): 3 clusters Score: Raw -6666722.960849 + Penalty 3623.044571 = -6663099.916278 nChanged 26 SP:Iteration 134Q (324.697252 sec): 3 clusters Score: Raw -6666724.604043 + Penalty 3623.044571 = -6663101.559472 nChanged 29 SP:Iteration 135Q (324.850075 sec): 3 clusters Score: Raw -6666726.601412 + Penalty 3623.044571 = -6663103.556841 nChanged 25 SP:Iteration 136Q (324.992428 sec): 3 clusters Score: Raw -6666729.006825 + Penalty 3623.044571 = -6663105.962254 nChanged 29 SP:Iteration 137Q (325.136642 sec): 3 clusters Score: Raw -6666731.132635 + Penalty 3623.044571 = -6663108.088064 nChanged 22 SP:Iteration 138Q (325.287679 sec): 3 clusters Score: Raw -6666732.476784 + Penalty 3623.044571 = -6663109.432213 nChanged 20 SP:Iteration 139Q (325.432642 sec): 3 clusters Score: Raw -6666733.654542 + Penalty 3623.044571 = -6663110.609972 nChanged 10 SP:Iteration 140F (325.586831 sec): 3 clusters Score: Raw -6666734.091524 + Penalty 3623.044571 = -6663111.046953 nChanged 7 SP:Iteration 141Q (325.733177 sec): 3 clusters Score: Raw -6666734.625599 + Penalty 3623.044571 = -6663111.581028 nChanged 8 SP:Iteration 142Q (325.877267 sec): 3 clusters Score: Raw -6666735.093781 + Penalty 3623.044571 = -6663112.049210 nChanged 9 SP:Iteration 143Q (326.023750 sec): 3 clusters Score: Raw -6666735.634243 + Penalty 3623.044571 = -6663112.589672 nChanged 10 SP:Iteration 144Q (326.167510 sec): 3 clusters Score: Raw -6666736.220326 + Penalty 3623.044571 = -6663113.175755 nChanged 9 SP:Iteration 145Q (326.309122 sec): 3 clusters Score: Raw -6666736.556916 + Penalty 3623.044571 = -6663113.512345 nChanged 12 SP:Iteration 146Q (326.452401 sec): 3 clusters Score: Raw -6666737.043956 + Penalty 3623.044571 = -6663113.999385 nChanged 5 SP:Iteration 147Q (326.583851 sec): 3 clusters Score: Raw -6666737.325586 + Penalty 3623.044571 = -6663114.281015 nChanged 4 SP:Iteration 148Q (326.722393 sec): 3 clusters Score: Raw -6666737.508224 + Penalty 3623.044571 = -6663114.463653 nChanged 4 SP:Iteration 149Q (326.857681 sec): 3 clusters Score: Raw -6666737.790215 + Penalty 3623.044571 = -6663114.745644 nChanged 2 SP:Iteration 150Q (326.993798 sec): 3 clusters Score: Raw -6666737.907875 + Penalty 3623.044571 = -6663114.863304 nChanged 1 SP:Iteration 151Q (327.120163 sec): 3 clusters Score: Raw -6666737.939956 + Penalty 3623.044571 = -6663114.895385 nChanged 4 SP:Iteration 152Q (327.264421 sec): 3 clusters Score: Raw -6666738.101247 + Penalty 3623.044571 = -6663115.056676 nChanged 4 SP:Iteration 153Q (327.408619 sec): 3 clusters Score: Raw -6666738.187500 + Penalty 3623.044571 = -6663115.142929 nChanged 0 SP:Iteration 154F (327.573400 sec): 3 clusters Score: Raw -6666738.187500 + Penalty 3623.044571 = -6663115.142929 nChanged 0 Score: Raw -31974595.898262 + Penalty 49754.196634 = -31924841.701628 Splitting cluster 18 changes total score from -31921524.381864 to -31924841.701628 So it's getting split into cluster 24. Trying to split cluster 19 (16154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (333.062253 sec): 2 clusters Score: Raw -1450959.795768 + Penalty 1574.612484 = -1449385.183284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (333.132681 sec): 3 clusters Score: Raw -1441463.010342 + Penalty 3149.224967 = -1438313.785374 nChanged 7152 SP:Iteration 1F (333.208483 sec): 3 clusters Score: Raw -1445472.130520 + Penalty 3149.224967 = -1442322.905553 nChanged 892 SP:Iteration 2F (333.290236 sec): 3 clusters Score: Raw -1445848.759038 + Penalty 3149.224967 = -1442699.534071 nChanged 812 SP:Iteration 3F (333.366312 sec): 3 clusters Score: Raw -1446206.856673 + Penalty 3149.224967 = -1443057.631706 nChanged 806 SP:Iteration 4Q (333.445425 sec): 3 clusters Score: Raw -1446584.121049 + Penalty 3149.224967 = -1443434.896082 nChanged 804 SP:Iteration 5Q (333.519409 sec): 3 clusters Score: Raw -1447004.541054 + Penalty 3149.224967 = -1443855.316087 nChanged 811 SP:Iteration 6F (333.598102 sec): 3 clusters Score: Raw -1447444.972396 + Penalty 3149.224967 = -1444295.747429 nChanged 789 SP:Iteration 7Q (333.671863 sec): 3 clusters Score: Raw -1447912.391714 + Penalty 3149.224967 = -1444763.166747 nChanged 808 SP:Iteration 8F (333.740174 sec): 3 clusters Score: Raw -1448427.854341 + Penalty 3149.224967 = -1445278.629374 nChanged 777 SP:Iteration 9Q (333.817022 sec): 3 clusters Score: Raw -1448911.274292 + Penalty 3149.224967 = -1445762.049325 nChanged 662 SP:Iteration 10Q (333.879236 sec): 3 clusters Score: Raw -1449284.322094 + Penalty 3149.224967 = -1446135.097127 nChanged 487 SP:Iteration 11Q (333.954104 sec): 3 clusters Score: Raw -1449526.581418 + Penalty 3149.224967 = -1446377.356451 nChanged 376 SP:Iteration 12Q (334.039934 sec): 3 clusters Score: Raw -1449699.132716 + Penalty 3149.224967 = -1446549.907749 nChanged 310 SP:Iteration 13Q (334.116610 sec): 3 clusters Score: Raw -1449830.612394 + Penalty 3149.224967 = -1446681.387427 nChanged 261 SP:Iteration 14Q (334.184413 sec): 3 clusters Score: Raw -1449930.141436 + Penalty 3149.224967 = -1446780.916469 nChanged 219 SP:Iteration 15Q (334.262470 sec): 3 clusters Score: Raw -1450016.334537 + Penalty 3149.224967 = -1446867.109570 nChanged 209 SP:Iteration 16Q (334.334599 sec): 3 clusters Score: Raw -1450096.910545 + Penalty 3149.224967 = -1446947.685578 nChanged 190 SP:Iteration 17Q (334.409879 sec): 3 clusters Score: Raw -1450167.942187 + Penalty 3149.224967 = -1447018.717219 nChanged 190 SP:Iteration 18Q (334.483062 sec): 3 clusters Score: Raw -1450239.795618 + Penalty 3149.224967 = -1447090.570651 nChanged 181 SP:Iteration 19Q (334.553240 sec): 3 clusters Score: Raw -1450304.108929 + Penalty 3149.224967 = -1447154.883962 nChanged 161 SP:Iteration 20F (334.629690 sec): 3 clusters Score: Raw -1450356.571573 + Penalty 3149.224967 = -1447207.346606 nChanged 153 SP:Iteration 21Q (334.703320 sec): 3 clusters Score: Raw -1450409.110832 + Penalty 3149.224967 = -1447259.885865 nChanged 160 SP:Iteration 22Q (334.776373 sec): 3 clusters Score: Raw -1450456.575463 + Penalty 3149.224967 = -1447307.350496 nChanged 121 SP:Iteration 23Q (334.846518 sec): 3 clusters Score: Raw -1450496.820612 + Penalty 3149.224967 = -1447347.595644 nChanged 135 SP:Iteration 24Q (334.921037 sec): 3 clusters Score: Raw -1450536.500125 + Penalty 3149.224967 = -1447387.275157 nChanged 115 SP:Iteration 25Q (334.996571 sec): 3 clusters Score: Raw -1450567.344460 + Penalty 3149.224967 = -1447418.119493 nChanged 103 SP:Iteration 26Q (335.073678 sec): 3 clusters Score: Raw -1450598.327917 + Penalty 3149.224967 = -1447449.102949 nChanged 96 SP:Iteration 27Q (335.147384 sec): 3 clusters Score: Raw -1450625.789992 + Penalty 3149.224967 = -1447476.565025 nChanged 90 SP:Iteration 28Q (335.222031 sec): 3 clusters Score: Raw -1450655.034242 + Penalty 3149.224967 = -1447505.809275 nChanged 85 SP:Iteration 29Q (335.292782 sec): 3 clusters Score: Raw -1450679.844533 + Penalty 3149.224967 = -1447530.619566 nChanged 72 SP:Iteration 30Q (335.362866 sec): 3 clusters Score: Raw -1450697.743443 + Penalty 3149.224967 = -1447548.518476 nChanged 70 SP:Iteration 31Q (335.428842 sec): 3 clusters Score: Raw -1450716.904226 + Penalty 3149.224967 = -1447567.679259 nChanged 70 SP:Iteration 32Q (335.505263 sec): 3 clusters Score: Raw -1450736.985265 + Penalty 3149.224967 = -1447587.760298 nChanged 77 SP:Iteration 33Q (335.573618 sec): 3 clusters Score: Raw -1450760.227281 + Penalty 3149.224967 = -1447611.002314 nChanged 58 SP:Iteration 34Q (335.643128 sec): 3 clusters Score: Raw -1450780.215244 + Penalty 3149.224967 = -1447630.990276 nChanged 63 SP:Iteration 35Q (335.715140 sec): 3 clusters Score: Raw -1450799.007075 + Penalty 3149.224967 = -1447649.782108 nChanged 54 SP:Iteration 36Q (335.784550 sec): 3 clusters Score: Raw -1450813.709315 + Penalty 3149.224967 = -1447664.484348 nChanged 59 SP:Iteration 37Q (335.853724 sec): 3 clusters Score: Raw -1450829.547372 + Penalty 3149.224967 = -1447680.322405 nChanged 55 SP:Iteration 38Q (335.927263 sec): 3 clusters Score: Raw -1450845.797406 + Penalty 3149.224967 = -1447696.572439 nChanged 58 SP:Iteration 39Q (336.004204 sec): 3 clusters Score: Raw -1450864.309284 + Penalty 3149.224967 = -1447715.084317 nChanged 58 SP:Iteration 40F (336.074142 sec): 3 clusters Score: Raw -1450883.153984 + Penalty 3149.224967 = -1447733.929017 nChanged 53 SP:Iteration 41Q (336.155397 sec): 3 clusters Score: Raw -1450897.648537 + Penalty 3149.224967 = -1447748.423570 nChanged 44 SP:Iteration 42Q (336.230581 sec): 3 clusters Score: Raw -1450910.532230 + Penalty 3149.224967 = -1447761.307263 nChanged 38 SP:Iteration 43Q (336.302730 sec): 3 clusters Score: Raw -1450921.003111 + Penalty 3149.224967 = -1447771.778144 nChanged 35 SP:Iteration 44Q (336.373413 sec): 3 clusters Score: Raw -1450928.903495 + Penalty 3149.224967 = -1447779.678527 nChanged 27 SP:Iteration 45Q (336.446102 sec): 3 clusters Score: Raw -1450935.525992 + Penalty 3149.224967 = -1447786.301025 nChanged 30 SP:Iteration 46Q (336.523326 sec): 3 clusters Score: Raw -1450944.335488 + Penalty 3149.224967 = -1447795.110521 nChanged 46 SP:Iteration 47Q (336.595501 sec): 3 clusters Score: Raw -1450961.449457 + Penalty 3149.224967 = -1447812.224490 nChanged 46 SP:Iteration 48Q (336.666189 sec): 3 clusters Score: Raw -1450980.793581 + Penalty 3149.224967 = -1447831.568614 nChanged 53 SP:Iteration 49Q (336.743121 sec): 3 clusters Score: Raw -1451004.242924 + Penalty 3149.224967 = -1447855.017957 nChanged 47 SP:Iteration 50Q (336.802878 sec): 3 clusters Score: Raw -1451018.804459 + Penalty 3149.224967 = -1447869.579492 nChanged 42 SP:Iteration 51Q (336.881978 sec): 3 clusters Score: Raw -1451032.083079 + Penalty 3149.224967 = -1447882.858112 nChanged 39 SP:Iteration 52Q (336.951305 sec): 3 clusters Score: Raw -1451047.085739 + Penalty 3149.224967 = -1447897.860772 nChanged 33 SP:Iteration 53Q (337.006529 sec): 3 clusters Score: Raw -1451058.037164 + Penalty 3149.224967 = -1447908.812197 nChanged 32 SP:Iteration 54Q (337.081877 sec): 3 clusters Score: Raw -1451071.291622 + Penalty 3149.224967 = -1447922.066655 nChanged 31 SP:Iteration 55Q (337.150103 sec): 3 clusters Score: Raw -1451083.972788 + Penalty 3149.224967 = -1447934.747821 nChanged 23 SP:Iteration 56Q (337.228810 sec): 3 clusters Score: Raw -1451091.286153 + Penalty 3149.224967 = -1447942.061186 nChanged 24 SP:Iteration 57Q (337.295985 sec): 3 clusters Score: Raw -1451099.547282 + Penalty 3149.224967 = -1447950.322315 nChanged 19 SP:Iteration 58Q (337.372308 sec): 3 clusters Score: Raw -1451107.669834 + Penalty 3149.224967 = -1447958.444867 nChanged 23 SP:Iteration 59Q (337.444397 sec): 3 clusters Score: Raw -1451115.247406 + Penalty 3149.224967 = -1447966.022438 nChanged 16 SP:Iteration 60F (337.522779 sec): 3 clusters Score: Raw -1451118.719483 + Penalty 3149.224967 = -1447969.494515 nChanged 7 SP:Iteration 61Q (337.581668 sec): 3 clusters Score: Raw -1451120.736479 + Penalty 3149.224967 = -1447971.511512 nChanged 9 SP:Iteration 62Q (337.649184 sec): 3 clusters Score: Raw -1451123.034592 + Penalty 3149.224967 = -1447973.809625 nChanged 10 SP:Iteration 63Q (337.733233 sec): 3 clusters Score: Raw -1451125.954262 + Penalty 3149.224967 = -1447976.729294 nChanged 8 SP:Iteration 64Q (337.802605 sec): 3 clusters Score: Raw -1451128.723103 + Penalty 3149.224967 = -1447979.498135 nChanged 10 SP:Iteration 65Q (337.871927 sec): 3 clusters Score: Raw -1451132.077757 + Penalty 3149.224967 = -1447982.852790 nChanged 7 SP:Iteration 66Q (337.954262 sec): 3 clusters Score: Raw -1451134.735194 + Penalty 3149.224967 = -1447985.510227 nChanged 11 SP:Iteration 67Q (338.027348 sec): 3 clusters Score: Raw -1451137.617159 + Penalty 3149.224967 = -1447988.392192 nChanged 3 SP:Iteration 68Q (338.093894 sec): 3 clusters Score: Raw -1451138.298635 + Penalty 3149.224967 = -1447989.073668 nChanged 4 SP:Iteration 69Q (338.165545 sec): 3 clusters Score: Raw -1451139.479095 + Penalty 3149.224967 = -1447990.254128 nChanged 7 SP:Iteration 70Q (338.247455 sec): 3 clusters Score: Raw -1451142.387580 + Penalty 3149.224967 = -1447993.162613 nChanged 8 SP:Iteration 71Q (338.302885 sec): 3 clusters Score: Raw -1451145.178993 + Penalty 3149.224967 = -1447995.954026 nChanged 10 SP:Iteration 72Q (338.383159 sec): 3 clusters Score: Raw -1451149.275791 + Penalty 3149.224967 = -1448000.050824 nChanged 8 SP:Iteration 73Q (338.451239 sec): 3 clusters Score: Raw -1451151.524978 + Penalty 3149.224967 = -1448002.300011 nChanged 7 SP:Iteration 74Q (338.529699 sec): 3 clusters Score: Raw -1451153.175527 + Penalty 3149.224967 = -1448003.950560 nChanged 8 SP:Iteration 75Q (338.596703 sec): 3 clusters Score: Raw -1451156.075954 + Penalty 3149.224967 = -1448006.850987 nChanged 9 SP:Iteration 76Q (338.651919 sec): 3 clusters Score: Raw -1451158.485218 + Penalty 3149.224967 = -1448009.260251 nChanged 8 SP:Iteration 77Q (338.725624 sec): 3 clusters Score: Raw -1451161.162544 + Penalty 3149.224967 = -1448011.937577 nChanged 6 SP:Iteration 78Q (338.791646 sec): 3 clusters Score: Raw -1451163.557065 + Penalty 3149.224967 = -1448014.332098 nChanged 8 SP:Iteration 79Q (338.874011 sec): 3 clusters Score: Raw -1451166.866388 + Penalty 3149.224967 = -1448017.641421 nChanged 9 SP:Iteration 80F (338.951375 sec): 3 clusters Score: Raw -1451169.609573 + Penalty 3149.224967 = -1448020.384606 nChanged 7 SP:Iteration 81Q (339.024217 sec): 3 clusters Score: Raw -1451171.535525 + Penalty 3149.224967 = -1448022.310558 nChanged 6 SP:Iteration 82Q (339.096190 sec): 3 clusters Score: Raw -1451174.100439 + Penalty 3149.224967 = -1448024.875472 nChanged 8 SP:Iteration 83Q (339.166982 sec): 3 clusters Score: Raw -1451176.869635 + Penalty 3149.224967 = -1448027.644668 nChanged 11 SP:Iteration 84Q (339.224586 sec): 3 clusters Score: Raw -1451180.753383 + Penalty 3149.224967 = -1448031.528416 nChanged 6 SP:Iteration 85Q (339.307764 sec): 3 clusters Score: Raw -1451183.304769 + Penalty 3149.224967 = -1448034.079802 nChanged 7 SP:Iteration 86Q (339.375621 sec): 3 clusters Score: Raw -1451186.221904 + Penalty 3149.224967 = -1448036.996937 nChanged 11 SP:Iteration 87Q (339.437714 sec): 3 clusters Score: Raw -1451191.036691 + Penalty 3149.224967 = -1448041.811724 nChanged 11 SP:Iteration 88Q (339.515271 sec): 3 clusters Score: Raw -1451197.753395 + Penalty 3149.224967 = -1448048.528427 nChanged 16 SP:Iteration 89Q (339.579999 sec): 3 clusters Score: Raw -1451206.618299 + Penalty 3149.224967 = -1448057.393331 nChanged 18 SP:Iteration 90Q (339.653611 sec): 3 clusters Score: Raw -1451211.448857 + Penalty 3149.224967 = -1448062.223890 nChanged 11 SP:Iteration 91Q (339.727091 sec): 3 clusters Score: Raw -1451215.330997 + Penalty 3149.224967 = -1448066.106030 nChanged 9 SP:Iteration 92Q (339.783153 sec): 3 clusters Score: Raw -1451217.735916 + Penalty 3149.224967 = -1448068.510949 nChanged 5 SP:Iteration 93Q (339.859017 sec): 3 clusters Score: Raw -1451218.959720 + Penalty 3149.224967 = -1448069.734753 nChanged 2 SP:Iteration 94Q (339.936209 sec): 3 clusters Score: Raw -1451219.575199 + Penalty 3149.224967 = -1448070.350232 nChanged 0 SP:Iteration 95F (340.012421 sec): 3 clusters Score: Raw -1451219.575199 + Penalty 3149.224967 = -1448070.350232 nChanged 0 Trying to split cluster 20 (4802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.049001 sec): 2 clusters Score: Raw -452785.510614 + Penalty 1377.478014 = -451408.032600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.103844 sec): 3 clusters Score: Raw -450270.268446 + Penalty 2754.956027 = -447515.312419 nChanged 1942 SP:Iteration 1F (340.156977 sec): 3 clusters Score: Raw -451320.628221 + Penalty 2754.956027 = -448565.672194 nChanged 338 SP:Iteration 2F (340.214035 sec): 3 clusters Score: Raw -451483.560527 + Penalty 2754.956027 = -448728.604500 nChanged 245 SP:Iteration 3F (340.262834 sec): 3 clusters Score: Raw -451611.953899 + Penalty 2754.956027 = -448856.997871 nChanged 215 SP:Iteration 4Q (340.324166 sec): 3 clusters Score: Raw -451720.954493 + Penalty 2754.956027 = -448965.998465 nChanged 178 SP:Iteration 5Q (340.383099 sec): 3 clusters Score: Raw -451811.781714 + Penalty 2754.956027 = -449056.825687 nChanged 194 SP:Iteration 6Q (340.428757 sec): 3 clusters Score: Raw -451933.818844 + Penalty 2754.956027 = -449178.862816 nChanged 209 SP:Iteration 7Q (340.489153 sec): 3 clusters Score: Raw -452068.389840 + Penalty 2754.956027 = -449313.433812 nChanged 188 SP:Iteration 8Q (340.546351 sec): 3 clusters Score: Raw -452187.114641 + Penalty 2754.956027 = -449432.158613 nChanged 191 SP:Iteration 9Q (340.600942 sec): 3 clusters Score: Raw -452322.973436 + Penalty 2754.956027 = -449568.017409 nChanged 166 SP:Iteration 10Q (340.648107 sec): 3 clusters Score: Raw -452444.738768 + Penalty 2754.956027 = -449689.782740 nChanged 132 SP:Iteration 11Q (340.698734 sec): 3 clusters Score: Raw -452552.670897 + Penalty 2754.956027 = -449797.714869 nChanged 132 SP:Iteration 12Q (340.764042 sec): 3 clusters Score: Raw -452664.212866 + Penalty 2754.956027 = -449909.256838 nChanged 103 SP:Iteration 13Q (340.820031 sec): 3 clusters Score: Raw -452751.239298 + Penalty 2754.956027 = -449996.283271 nChanged 76 SP:Iteration 14Q (340.865102 sec): 3 clusters Score: Raw -452816.421439 + Penalty 2754.956027 = -450061.465411 nChanged 48 SP:Iteration 15Q (340.924247 sec): 3 clusters Score: Raw -452856.717796 + Penalty 2754.956027 = -450101.761769 nChanged 33 SP:Iteration 16Q (340.975389 sec): 3 clusters Score: Raw -452882.976504 + Penalty 2754.956027 = -450128.020477 nChanged 23 SP:Iteration 17Q (341.038527 sec): 3 clusters Score: Raw -452902.770472 + Penalty 2754.956027 = -450147.814445 nChanged 19 SP:Iteration 18Q (341.084374 sec): 3 clusters Score: Raw -452923.240267 + Penalty 2754.956027 = -450168.284240 nChanged 17 SP:Iteration 19Q (341.138996 sec): 3 clusters Score: Raw -452935.027052 + Penalty 2754.956027 = -450180.071024 nChanged 12 SP:Iteration 20F (341.203967 sec): 3 clusters Score: Raw -452941.995087 + Penalty 2754.956027 = -450187.039060 nChanged 5 SP:Iteration 21Q (341.259848 sec): 3 clusters Score: Raw -452946.122433 + Penalty 2754.956027 = -450191.166405 nChanged 2 SP:Iteration 22Q (341.304624 sec): 3 clusters Score: Raw -452947.770611 + Penalty 2754.956027 = -450192.814584 nChanged 2 SP:Iteration 23Q (341.369370 sec): 3 clusters Score: Raw -452949.773548 + Penalty 2754.956027 = -450194.817521 nChanged 2 SP:Iteration 24Q (341.420927 sec): 3 clusters Score: Raw -452951.282864 + Penalty 2754.956027 = -450196.326836 nChanged 3 SP:Iteration 25Q (341.479709 sec): 3 clusters Score: Raw -452953.204855 + Penalty 2754.956027 = -450198.248827 nChanged 1 SP:Iteration 26Q (341.530959 sec): 3 clusters Score: Raw -452953.842281 + Penalty 2754.956027 = -450198.886253 nChanged 2 SP:Iteration 27Q (341.589482 sec): 3 clusters Score: Raw -452954.906123 + Penalty 2754.956027 = -450199.950095 nChanged 3 SP:Iteration 28Q (341.645261 sec): 3 clusters Score: Raw -452958.394403 + Penalty 2754.956027 = -450203.438376 nChanged 4 SP:Iteration 29Q (341.691191 sec): 3 clusters Score: Raw -452961.888012 + Penalty 2754.956027 = -450206.931984 nChanged 6 SP:Iteration 30Q (341.756555 sec): 3 clusters Score: Raw -452965.840266 + Penalty 2754.956027 = -450210.884238 nChanged 4 SP:Iteration 31Q (341.812726 sec): 3 clusters Score: Raw -452969.460305 + Penalty 2754.956027 = -450214.504278 nChanged 3 SP:Iteration 32Q (341.853193 sec): 3 clusters Score: Raw -452971.612293 + Penalty 2754.956027 = -450216.656265 nChanged 2 SP:Iteration 33Q (341.909520 sec): 3 clusters Score: Raw -452972.635204 + Penalty 2754.956027 = -450217.679177 nChanged 1 SP:Iteration 34Q (341.961874 sec): 3 clusters Score: Raw -452973.649750 + Penalty 2754.956027 = -450218.693723 nChanged 1 SP:Iteration 35Q (342.024369 sec): 3 clusters Score: Raw -452974.206426 + Penalty 2754.956027 = -450219.250399 nChanged 0 SP:Iteration 36F (342.078964 sec): 3 clusters Score: Raw -452974.206426 + Penalty 2754.956027 = -450219.250399 nChanged 0 Trying to split cluster 21 (130525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (342.288469 sec): 2 clusters Score: Raw -12521331.117381 + Penalty 1914.139509 = -12519416.977871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (342.562225 sec): 3 clusters Score: Raw -12435782.176948 + Penalty 3828.279019 = -12431953.897929 nChanged 62817 SP:Iteration 1F (342.842458 sec): 3 clusters Score: Raw -12473872.909239 + Penalty 3828.279019 = -12470044.630221 nChanged 6297 SP:Iteration 2Q (343.129786 sec): 3 clusters Score: Raw -12476939.449187 + Penalty 3828.279019 = -12473111.170168 nChanged 7694 SP:Iteration 3F (343.388823 sec): 3 clusters Score: Raw -12481999.761061 + Penalty 3828.279019 = -12478171.482042 nChanged 9433 SP:Iteration 4F (343.664203 sec): 3 clusters Score: Raw -12489439.484900 + Penalty 3828.279019 = -12485611.205882 nChanged 10345 SP:Iteration 5F (343.919956 sec): 3 clusters Score: Raw -12497805.560358 + Penalty 3828.279019 = -12493977.281339 nChanged 9684 SP:Iteration 6F (344.197171 sec): 3 clusters Score: Raw -12504745.030886 + Penalty 3828.279019 = -12500916.751867 nChanged 7477 SP:Iteration 7F (344.456413 sec): 3 clusters Score: Raw -12508964.220443 + Penalty 3828.279019 = -12505135.941424 nChanged 5329 SP:Iteration 8Q (344.713472 sec): 3 clusters Score: Raw -12511277.379433 + Penalty 3828.279019 = -12507449.100414 nChanged 3650 SP:Iteration 9Q (344.980385 sec): 3 clusters Score: Raw -12512594.051493 + Penalty 3828.279019 = -12508765.772474 nChanged 2659 SP:Iteration 10Q (345.242939 sec): 3 clusters Score: Raw -12513405.483081 + Penalty 3828.279019 = -12509577.204063 nChanged 2125 SP:Iteration 11Q (345.497288 sec): 3 clusters Score: Raw -12514010.141936 + Penalty 3828.279019 = -12510181.862917 nChanged 1880 SP:Iteration 12Q (345.765142 sec): 3 clusters Score: Raw -12514509.407468 + Penalty 3828.279019 = -12510681.128449 nChanged 1723 SP:Iteration 13Q (346.037552 sec): 3 clusters Score: Raw -12514951.505122 + Penalty 3828.279019 = -12511123.226103 nChanged 1581 SP:Iteration 14Q (346.321021 sec): 3 clusters Score: Raw -12515326.860158 + Penalty 3828.279019 = -12511498.581140 nChanged 1472 SP:Iteration 15Q (346.589940 sec): 3 clusters Score: Raw -12515640.837608 + Penalty 3828.279019 = -12511812.558589 nChanged 1347 SP:Iteration 16Q (346.846520 sec): 3 clusters Score: Raw -12515913.512823 + Penalty 3828.279019 = -12512085.233804 nChanged 1278 SP:Iteration 17Q (347.095894 sec): 3 clusters Score: Raw -12516179.217600 + Penalty 3828.279019 = -12512350.938581 nChanged 1198 SP:Iteration 18Q (347.363224 sec): 3 clusters Score: Raw -12516426.536776 + Penalty 3828.279019 = -12512598.257757 nChanged 1241 SP:Iteration 19Q (347.673382 sec): 3 clusters Score: Raw -12516684.346912 + Penalty 3828.279019 = -12512856.067893 nChanged 1164 SP:Iteration 20F (347.932740 sec): 3 clusters Score: Raw -12516925.236558 + Penalty 3828.279019 = -12513096.957539 nChanged 1112 SP:Iteration 21Q (348.195270 sec): 3 clusters Score: Raw -12517160.403462 + Penalty 3828.279019 = -12513332.124443 nChanged 1143 SP:Iteration 22Q (348.458430 sec): 3 clusters Score: Raw -12517416.776669 + Penalty 3828.279019 = -12513588.497650 nChanged 1158 SP:Iteration 23Q (348.746826 sec): 3 clusters Score: Raw -12517678.939899 + Penalty 3828.279019 = -12513850.660880 nChanged 1177 SP:Iteration 24Q (349.000016 sec): 3 clusters Score: Raw -12517944.662194 + Penalty 3828.279019 = -12514116.383176 nChanged 1111 SP:Iteration 25Q (349.268560 sec): 3 clusters Score: Raw -12518173.487473 + Penalty 3828.279019 = -12514345.208454 nChanged 1089 SP:Iteration 26Q (349.521755 sec): 3 clusters Score: Raw -12518390.445078 + Penalty 3828.279019 = -12514562.166060 nChanged 1088 SP:Iteration 27Q (349.827192 sec): 3 clusters Score: Raw -12518606.144679 + Penalty 3828.279019 = -12514777.865660 nChanged 1069 SP:Iteration 28Q (350.084051 sec): 3 clusters Score: Raw -12518819.597449 + Penalty 3828.279019 = -12514991.318430 nChanged 1167 SP:Iteration 29Q (350.345294 sec): 3 clusters Score: Raw -12519049.372812 + Penalty 3828.279019 = -12515221.093793 nChanged 1141 SP:Iteration 30Q (350.600836 sec): 3 clusters Score: Raw -12519260.845963 + Penalty 3828.279019 = -12515432.566944 nChanged 1132 SP:Iteration 31Q (350.855491 sec): 3 clusters Score: Raw -12519472.666705 + Penalty 3828.279019 = -12515644.387686 nChanged 1156 SP:Iteration 32Q (351.095742 sec): 3 clusters Score: Raw -12519687.611640 + Penalty 3828.279019 = -12515859.332621 nChanged 1108 SP:Iteration 33Q (351.378501 sec): 3 clusters Score: Raw -12519887.639448 + Penalty 3828.279019 = -12516059.360429 nChanged 1083 SP:Iteration 34Q (351.643968 sec): 3 clusters Score: Raw -12520089.360791 + Penalty 3828.279019 = -12516261.081772 nChanged 1079 SP:Iteration 35Q (351.890298 sec): 3 clusters Score: Raw -12520290.027860 + Penalty 3828.279019 = -12516461.748842 nChanged 1076 SP:Iteration 36Q (352.129733 sec): 3 clusters Score: Raw -12520492.657545 + Penalty 3828.279019 = -12516664.378526 nChanged 1101 SP:Iteration 37Q (352.380768 sec): 3 clusters Score: Raw -12520702.479623 + Penalty 3828.279019 = -12516874.200604 nChanged 1103 SP:Iteration 38Q (352.645919 sec): 3 clusters Score: Raw -12520914.569902 + Penalty 3828.279019 = -12517086.290883 nChanged 1120 SP:Iteration 39Q (352.901852 sec): 3 clusters Score: Raw -12521119.144806 + Penalty 3828.279019 = -12517290.865788 nChanged 1055 SP:Iteration 40F (353.162668 sec): 3 clusters Score: Raw -12521311.830322 + Penalty 3828.279019 = -12517483.551303 nChanged 1075 SP:Iteration 41Q (353.412100 sec): 3 clusters Score: Raw -12521508.790637 + Penalty 3828.279019 = -12517680.511618 nChanged 1056 SP:Iteration 42Q (353.660853 sec): 3 clusters Score: Raw -12521706.858411 + Penalty 3828.279019 = -12517878.579392 nChanged 1028 SP:Iteration 43Q (353.918878 sec): 3 clusters Score: Raw -12521902.157341 + Penalty 3828.279019 = -12518073.878322 nChanged 1001 SP:Iteration 44Q (354.176234 sec): 3 clusters Score: Raw -12522090.727207 + Penalty 3828.279019 = -12518262.448188 nChanged 974 SP:Iteration 45Q (354.442093 sec): 3 clusters Score: Raw -12522278.053155 + Penalty 3828.279019 = -12518449.774136 nChanged 969 SP:Iteration 46Q (354.688372 sec): 3 clusters Score: Raw -12522460.831510 + Penalty 3828.279019 = -12518632.552491 nChanged 922 SP:Iteration 47Q (354.939716 sec): 3 clusters Score: Raw -12522637.507621 + Penalty 3828.279019 = -12518809.228602 nChanged 911 SP:Iteration 48Q (355.194376 sec): 3 clusters Score: Raw -12522814.267148 + Penalty 3828.279019 = -12518985.988129 nChanged 879 SP:Iteration 49Q (355.451832 sec): 3 clusters Score: Raw -12522973.809833 + Penalty 3828.279019 = -12519145.530814 nChanged 808 SP:Iteration 50Q (355.694131 sec): 3 clusters Score: Raw -12523120.935617 + Penalty 3828.279019 = -12519292.656598 nChanged 759 SP:Iteration 51Q (355.945381 sec): 3 clusters Score: Raw -12523256.258089 + Penalty 3828.279019 = -12519427.979070 nChanged 760 SP:Iteration 52Q (356.175559 sec): 3 clusters Score: Raw -12523388.434731 + Penalty 3828.279019 = -12519560.155712 nChanged 715 SP:Iteration 53Q (356.420134 sec): 3 clusters Score: Raw -12523508.800474 + Penalty 3828.279019 = -12519680.521455 nChanged 741 SP:Iteration 54Q (356.657135 sec): 3 clusters Score: Raw -12523638.327711 + Penalty 3828.279019 = -12519810.048692 nChanged 719 SP:Iteration 55Q (356.933856 sec): 3 clusters Score: Raw -12523761.997028 + Penalty 3828.279019 = -12519933.718009 nChanged 705 SP:Iteration 56Q (357.170864 sec): 3 clusters Score: Raw -12523885.549725 + Penalty 3828.279019 = -12520057.270706 nChanged 655 SP:Iteration 57Q (357.395524 sec): 3 clusters Score: Raw -12523999.494040 + Penalty 3828.279019 = -12520171.215021 nChanged 615 SP:Iteration 58Q (357.622578 sec): 3 clusters Score: Raw -12524099.558417 + Penalty 3828.279019 = -12520271.279398 nChanged 565 SP:Iteration 59Q (357.870011 sec): 3 clusters Score: Raw -12524188.887922 + Penalty 3828.279019 = -12520360.608903 nChanged 550 SP:Iteration 60F (358.168136 sec): 3 clusters Score: Raw -12524267.128846 + Penalty 3828.279019 = -12520438.849827 nChanged 471 SP:Iteration 61Q (358.413072 sec): 3 clusters Score: Raw -12524329.732663 + Penalty 3828.279019 = -12520501.453644 nChanged 429 SP:Iteration 62Q (358.649828 sec): 3 clusters Score: Raw -12524380.872875 + Penalty 3828.279019 = -12520552.593856 nChanged 374 SP:Iteration 63Q (358.890785 sec): 3 clusters Score: Raw -12524423.089325 + Penalty 3828.279019 = -12520594.810306 nChanged 352 SP:Iteration 64Q (359.137642 sec): 3 clusters Score: Raw -12524463.181454 + Penalty 3828.279019 = -12520634.902435 nChanged 332 SP:Iteration 65Q (359.375511 sec): 3 clusters Score: Raw -12524500.388057 + Penalty 3828.279019 = -12520672.109038 nChanged 309 SP:Iteration 66Q (359.599336 sec): 3 clusters Score: Raw -12524532.643441 + Penalty 3828.279019 = -12520704.364422 nChanged 263 SP:Iteration 67Q (359.821861 sec): 3 clusters Score: Raw -12524558.096174 + Penalty 3828.279019 = -12520729.817155 nChanged 236 SP:Iteration 68Q (360.045128 sec): 3 clusters Score: Raw -12524581.205026 + Penalty 3828.279019 = -12520752.926007 nChanged 227 SP:Iteration 69Q (360.263256 sec): 3 clusters Score: Raw -12524599.977674 + Penalty 3828.279019 = -12520771.698655 nChanged 190 SP:Iteration 70Q (360.484739 sec): 3 clusters Score: Raw -12524614.754858 + Penalty 3828.279019 = -12520786.475840 nChanged 188 SP:Iteration 71Q (360.725539 sec): 3 clusters Score: Raw -12524628.150150 + Penalty 3828.279019 = -12520799.871131 nChanged 164 SP:Iteration 72Q (360.973309 sec): 3 clusters Score: Raw -12524638.751248 + Penalty 3828.279019 = -12520810.472229 nChanged 148 SP:Iteration 73Q (361.201995 sec): 3 clusters Score: Raw -12524648.502082 + Penalty 3828.279019 = -12520820.223063 nChanged 120 SP:Iteration 74Q (361.445026 sec): 3 clusters Score: Raw -12524656.251269 + Penalty 3828.279019 = -12520827.972250 nChanged 127 SP:Iteration 75Q (361.694985 sec): 3 clusters Score: Raw -12524663.708000 + Penalty 3828.279019 = -12520835.428981 nChanged 103 SP:Iteration 76Q (361.920079 sec): 3 clusters Score: Raw -12524669.697879 + Penalty 3828.279019 = -12520841.418861 nChanged 105 SP:Iteration 77Q (362.153748 sec): 3 clusters Score: Raw -12524675.262087 + Penalty 3828.279019 = -12520846.983068 nChanged 87 SP:Iteration 78Q (362.386116 sec): 3 clusters Score: Raw -12524680.097105 + Penalty 3828.279019 = -12520851.818086 nChanged 74 SP:Iteration 79Q (362.653626 sec): 3 clusters Score: Raw -12524683.978251 + Penalty 3828.279019 = -12520855.699232 nChanged 80 SP:Iteration 80F (362.907018 sec): 3 clusters Score: Raw -12524688.152012 + Penalty 3828.279019 = -12520859.872993 nChanged 72 SP:Iteration 81Q (363.152630 sec): 3 clusters Score: Raw -12524691.985856 + Penalty 3828.279019 = -12520863.706838 nChanged 53 SP:Iteration 82Q (363.380232 sec): 3 clusters Score: Raw -12524694.881518 + Penalty 3828.279019 = -12520866.602499 nChanged 53 SP:Iteration 83Q (363.608480 sec): 3 clusters Score: Raw -12524697.629624 + Penalty 3828.279019 = -12520869.350606 nChanged 54 SP:Iteration 84Q (363.826937 sec): 3 clusters Score: Raw -12524699.749777 + Penalty 3828.279019 = -12520871.470758 nChanged 36 SP:Iteration 85Q (364.049396 sec): 3 clusters Score: Raw -12524701.297466 + Penalty 3828.279019 = -12520873.018447 nChanged 35 SP:Iteration 86Q (364.270092 sec): 3 clusters Score: Raw -12524702.924895 + Penalty 3828.279019 = -12520874.645876 nChanged 34 SP:Iteration 87Q (364.498030 sec): 3 clusters Score: Raw -12524704.254159 + Penalty 3828.279019 = -12520875.975140 nChanged 36 SP:Iteration 88Q (364.717630 sec): 3 clusters Score: Raw -12524705.651123 + Penalty 3828.279019 = -12520877.372104 nChanged 32 SP:Iteration 89Q (364.970380 sec): 3 clusters Score: Raw -12524706.819017 + Penalty 3828.279019 = -12520878.539998 nChanged 32 SP:Iteration 90Q (365.203258 sec): 3 clusters Score: Raw -12524707.837626 + Penalty 3828.279019 = -12520879.558607 nChanged 24 SP:Iteration 91Q (365.443648 sec): 3 clusters Score: Raw -12524708.757839 + Penalty 3828.279019 = -12520880.478820 nChanged 24 SP:Iteration 92Q (365.689233 sec): 3 clusters Score: Raw -12524709.743268 + Penalty 3828.279019 = -12520881.464249 nChanged 24 SP:Iteration 93Q (365.943964 sec): 3 clusters Score: Raw -12524710.532692 + Penalty 3828.279019 = -12520882.253673 nChanged 24 SP:Iteration 94Q (366.183870 sec): 3 clusters Score: Raw -12524711.245381 + Penalty 3828.279019 = -12520882.966362 nChanged 19 SP:Iteration 95Q (366.414893 sec): 3 clusters Score: Raw -12524711.732224 + Penalty 3828.279019 = -12520883.453206 nChanged 12 SP:Iteration 96Q (366.645544 sec): 3 clusters Score: Raw -12524712.103274 + Penalty 3828.279019 = -12520883.824255 nChanged 14 SP:Iteration 97Q (366.865488 sec): 3 clusters Score: Raw -12524712.355745 + Penalty 3828.279019 = -12520884.076726 nChanged 8 SP:Iteration 98Q (367.095266 sec): 3 clusters Score: Raw -12524712.628450 + Penalty 3828.279019 = -12520884.349431 nChanged 13 SP:Iteration 99Q (367.328083 sec): 3 clusters Score: Raw -12524713.104604 + Penalty 3828.279019 = -12520884.825585 nChanged 10 SP:Iteration 100F (367.588936 sec): 3 clusters Score: Raw -12524713.575109 + Penalty 3828.279019 = -12520885.296090 nChanged 16 SP:Iteration 101Q (367.816915 sec): 3 clusters Score: Raw -12524713.933504 + Penalty 3828.279019 = -12520885.654485 nChanged 8 SP:Iteration 102Q (368.036682 sec): 3 clusters Score: Raw -12524714.145971 + Penalty 3828.279019 = -12520885.866952 nChanged 4 SP:Iteration 103Q (368.272217 sec): 3 clusters Score: Raw -12524714.250347 + Penalty 3828.279019 = -12520885.971329 nChanged 3 SP:Iteration 104Q (368.497520 sec): 3 clusters Score: Raw -12524714.324021 + Penalty 3828.279019 = -12520886.045003 nChanged 1 SP:Iteration 105Q (368.752353 sec): 3 clusters Score: Raw -12524714.353142 + Penalty 3828.279019 = -12520886.074123 nChanged 0 SP:Iteration 106F (369.008200 sec): 3 clusters Score: Raw -12524714.353142 + Penalty 3828.279019 = -12520886.074123 nChanged 0 Score: Raw -31977979.134025 + Penalty 51827.288161 = -31926151.845864 Splitting cluster 21 changes total score from -31921524.381864 to -31926151.845864 So it's getting split into cluster 25. Iteration 59Q (378.853357 sec): 26 clusters Score: Raw -31980356.547561 + Penalty 51827.288161 = -31928529.259401 nChanged 3787 Iteration 60F (384.471247 sec): 26 clusters Score: Raw -31982454.301119 + Penalty 51827.288161 = -31930627.012958 nChanged 3768 Iteration 61Q (386.800523 sec): 26 clusters Score: Raw -31983660.679743 + Penalty 51827.288161 = -31931833.391583 nChanged 2518 Iteration 62Q (389.264819 sec): 26 clusters Score: Raw -31984441.232861 + Penalty 51827.288161 = -31932613.944701 nChanged 2070 Iteration 63Q (391.637399 sec): 26 clusters Score: Raw -31985027.537200 + Penalty 51827.288161 = -31933200.249040 nChanged 1764 Iteration 64Q (393.941461 sec): 26 clusters Score: Raw -31985463.346537 + Penalty 51827.288161 = -31933636.058377 nChanged 1539 Iteration 65Q (396.268903 sec): 26 clusters Score: Raw -31985779.369236 + Penalty 51827.288161 = -31933952.081076 nChanged 1357 Iteration 66Q (398.532189 sec): 26 clusters Score: Raw -31986041.920639 + Penalty 51827.288161 = -31934214.632479 nChanged 1218 Iteration 67Q (400.932925 sec): 26 clusters Score: Raw -31986285.499594 + Penalty 51827.288161 = -31934458.211433 nChanged 1113 Iteration 68Q (403.549189 sec): 26 clusters Score: Raw -31986530.254190 + Penalty 51827.288161 = -31934702.966030 nChanged 1074 Iteration 69Q (405.818880 sec): 26 clusters Score: Raw -31986765.946762 + Penalty 51827.288161 = -31934938.658602 nChanged 1010 Iteration 70Q (408.210689 sec): 26 clusters Score: Raw -31986978.622016 + Penalty 51827.288161 = -31935151.333855 nChanged 938 Iteration 71Q (410.459161 sec): 26 clusters Score: Raw -31987157.206654 + Penalty 51827.288161 = -31935329.918493 nChanged 880 Iteration 72Q (412.948568 sec): 26 clusters Score: Raw -31987316.095807 + Penalty 51827.288161 = -31935488.807646 nChanged 862 Iteration 73Q (415.406482 sec): 26 clusters Score: Raw -31987447.763727 + Penalty 51827.288161 = -31935620.475566 nChanged 836 Iteration 74Q (417.759868 sec): 26 clusters Score: Raw -31987558.128663 + Penalty 51827.288161 = -31935730.840503 nChanged 735 Iteration 75Q (420.068024 sec): 26 clusters Score: Raw -31987647.805798 + Penalty 51827.288161 = -31935820.517637 nChanged 684 Iteration 76Q (422.499994 sec): 26 clusters Score: Raw -31987726.918717 + Penalty 51827.288161 = -31935899.630556 nChanged 682 Iteration 77Q (424.854514 sec): 26 clusters Score: Raw -31987798.732166 + Penalty 51827.288161 = -31935971.444006 nChanged 614 Iteration 78Q (427.206184 sec): 26 clusters Score: Raw -31987863.193835 + Penalty 51827.288161 = -31936035.905674 nChanged 605 Iteration 79Q (429.602524 sec): 26 clusters Score: Raw -31987922.133759 + Penalty 51827.288161 = -31936094.845599 nChanged 568 Iteration 80F (435.184105 sec): 26 clusters Score: Raw -31988005.161653 + Penalty 51827.288161 = -31936177.873492 nChanged 595 Iteration 81Q (437.518457 sec): 26 clusters Score: Raw -31988081.015445 + Penalty 51827.288161 = -31936253.727284 nChanged 612 Iteration 82Q (439.891873 sec): 26 clusters Score: Raw -31988157.431380 + Penalty 51827.288161 = -31936330.143220 nChanged 591 Iteration 83Q (442.344419 sec): 26 clusters Score: Raw -31988231.339631 + Penalty 51827.288161 = -31936404.051470 nChanged 595 Iteration 84Q (444.655022 sec): 26 clusters Score: Raw -31988308.413144 + Penalty 51827.288161 = -31936481.124983 nChanged 590 Iteration 85Q (446.957551 sec): 26 clusters Score: Raw -31988392.841825 + Penalty 51827.288161 = -31936565.553664 nChanged 574 Iteration 86Q (449.268740 sec): 26 clusters Score: Raw -31988489.069333 + Penalty 51827.288161 = -31936661.781172 nChanged 562 Iteration 87Q (451.583032 sec): 26 clusters Score: Raw -31988594.426454 + Penalty 51827.288161 = -31936767.138294 nChanged 522 Iteration 88Q (453.893509 sec): 26 clusters Score: Raw -31988702.629422 + Penalty 51827.288161 = -31936875.341261 nChanged 513 Iteration 89Q (456.137510 sec): 26 clusters Score: Raw -31988827.659362 + Penalty 51827.288161 = -31937000.371201 nChanged 500 Iteration 90Q (458.423562 sec): 26 clusters Score: Raw -31988938.155483 + Penalty 51827.288161 = -31937110.867322 nChanged 478 Iteration 91Q (460.683383 sec): 26 clusters Score: Raw -31989009.545870 + Penalty 51827.288161 = -31937182.257709 nChanged 419 Iteration 92Q (462.955988 sec): 26 clusters Score: Raw -31989061.200639 + Penalty 51827.288161 = -31937233.912479 nChanged 402 Iteration 93Q (465.274403 sec): 26 clusters Score: Raw -31989103.002819 + Penalty 51827.288161 = -31937275.714658 nChanged 370 Iteration 94Q (467.565939 sec): 26 clusters Score: Raw -31989139.818195 + Penalty 51827.288161 = -31937312.530034 nChanged 348 Iteration 95Q (469.884627 sec): 26 clusters Score: Raw -31989168.540588 + Penalty 51827.288161 = -31937341.252427 nChanged 295 Iteration 96Q (472.096874 sec): 26 clusters Score: Raw -31989191.040962 + Penalty 51827.288161 = -31937363.752801 nChanged 267 Iteration 97Q (474.287516 sec): 26 clusters Score: Raw -31989212.216126 + Penalty 51827.288161 = -31937384.927966 nChanged 258 Iteration 98Q (476.575243 sec): 26 clusters Score: Raw -31989233.243590 + Penalty 51827.288161 = -31937405.955429 nChanged 240 Writing temp clu file Because OldScore, -31937384.927966, is greater than current (better) Score,-31937405.955429 Compute initial score before splitting: Score: Raw -31989233.243590 + Penalty 51827.288161 = -31937405.955429 Trying to split cluster 1 (11066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (476.756856 sec): 2 clusters Score: Raw -1044367.036965 + Penalty 1513.140301 = -1042853.896664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (476.823939 sec): 3 clusters Score: Raw -1038015.669859 + Penalty 3026.280603 = -1034989.389256 nChanged 4828 SP:Iteration 1F (476.890221 sec): 3 clusters Score: Raw -1040605.589889 + Penalty 3026.280603 = -1037579.309286 nChanged 585 SP:Iteration 2F (476.951980 sec): 3 clusters Score: Raw -1040842.735031 + Penalty 3026.280603 = -1037816.454428 nChanged 545 SP:Iteration 3Q (477.018587 sec): 3 clusters Score: Raw -1041058.934499 + Penalty 3026.280603 = -1038032.653897 nChanged 458 SP:Iteration 4Q (477.076919 sec): 3 clusters Score: Raw -1041278.479363 + Penalty 3026.280603 = -1038252.198761 nChanged 472 SP:Iteration 5Q (477.142424 sec): 3 clusters Score: Raw -1041498.870641 + Penalty 3026.280603 = -1038472.590038 nChanged 437 SP:Iteration 6Q (477.215307 sec): 3 clusters Score: Raw -1041679.790007 + Penalty 3026.280603 = -1038653.509405 nChanged 385 SP:Iteration 7Q (477.274432 sec): 3 clusters Score: Raw -1041853.596504 + Penalty 3026.280603 = -1038827.315901 nChanged 389 SP:Iteration 8Q (477.353915 sec): 3 clusters Score: Raw -1042019.290141 + Penalty 3026.280603 = -1038993.009538 nChanged 319 SP:Iteration 9Q (477.416335 sec): 3 clusters Score: Raw -1042141.632580 + Penalty 3026.280603 = -1039115.351977 nChanged 265 SP:Iteration 10Q (477.487736 sec): 3 clusters Score: Raw -1042234.050017 + Penalty 3026.280603 = -1039207.769414 nChanged 261 SP:Iteration 11Q (477.543098 sec): 3 clusters Score: Raw -1042331.026592 + Penalty 3026.280603 = -1039304.745989 nChanged 284 SP:Iteration 12Q (477.609045 sec): 3 clusters Score: Raw -1042447.241577 + Penalty 3026.280603 = -1039420.960975 nChanged 303 SP:Iteration 13Q (477.687075 sec): 3 clusters Score: Raw -1042571.100755 + Penalty 3026.280603 = -1039544.820152 nChanged 298 SP:Iteration 14Q (477.749605 sec): 3 clusters Score: Raw -1042701.077564 + Penalty 3026.280603 = -1039674.796961 nChanged 329 SP:Iteration 15Q (477.818795 sec): 3 clusters Score: Raw -1042851.267895 + Penalty 3026.280603 = -1039824.987293 nChanged 345 SP:Iteration 16Q (477.883609 sec): 3 clusters Score: Raw -1043025.177956 + Penalty 3026.280603 = -1039998.897354 nChanged 375 SP:Iteration 17Q (477.948265 sec): 3 clusters Score: Raw -1043232.793182 + Penalty 3026.280603 = -1040206.512579 nChanged 386 SP:Iteration 18Q (478.015352 sec): 3 clusters Score: Raw -1043462.951558 + Penalty 3026.280603 = -1040436.670956 nChanged 379 SP:Iteration 19Q (478.081692 sec): 3 clusters Score: Raw -1043695.716616 + Penalty 3026.280603 = -1040669.436013 nChanged 335 SP:Iteration 20F (478.148257 sec): 3 clusters Score: Raw -1043897.843422 + Penalty 3026.280603 = -1040871.562819 nChanged 263 SP:Iteration 21Q (478.203816 sec): 3 clusters Score: Raw -1044062.893479 + Penalty 3026.280603 = -1041036.612877 nChanged 211 SP:Iteration 22Q (478.281812 sec): 3 clusters Score: Raw -1044202.957816 + Penalty 3026.280603 = -1041176.677214 nChanged 174 SP:Iteration 23Q (478.336327 sec): 3 clusters Score: Raw -1044333.748769 + Penalty 3026.280603 = -1041307.468167 nChanged 123 SP:Iteration 24Q (478.407978 sec): 3 clusters Score: Raw -1044422.081771 + Penalty 3026.280603 = -1041395.801169 nChanged 91 SP:Iteration 25Q (478.472654 sec): 3 clusters Score: Raw -1044485.957392 + Penalty 3026.280603 = -1041459.676790 nChanged 62 SP:Iteration 26Q (478.524825 sec): 3 clusters Score: Raw -1044530.245826 + Penalty 3026.280603 = -1041503.965224 nChanged 47 SP:Iteration 27Q (478.581993 sec): 3 clusters Score: Raw -1044576.934439 + Penalty 3026.280603 = -1041550.653836 nChanged 46 SP:Iteration 28Q (478.645550 sec): 3 clusters Score: Raw -1044608.321173 + Penalty 3026.280603 = -1041582.040570 nChanged 28 SP:Iteration 29Q (478.718390 sec): 3 clusters Score: Raw -1044627.634636 + Penalty 3026.280603 = -1041601.354033 nChanged 16 SP:Iteration 30Q (478.773748 sec): 3 clusters Score: Raw -1044637.948163 + Penalty 3026.280603 = -1041611.667560 nChanged 13 SP:Iteration 31Q (478.847932 sec): 3 clusters Score: Raw -1044647.296075 + Penalty 3026.280603 = -1041621.015473 nChanged 6 SP:Iteration 32Q (478.912429 sec): 3 clusters Score: Raw -1044650.354196 + Penalty 3026.280603 = -1041624.073593 nChanged 6 SP:Iteration 33Q (478.962340 sec): 3 clusters Score: Raw -1044653.027465 + Penalty 3026.280603 = -1041626.746862 nChanged 7 SP:Iteration 34Q (479.023064 sec): 3 clusters Score: Raw -1044657.615884 + Penalty 3026.280603 = -1041631.335282 nChanged 7 SP:Iteration 35Q (479.090627 sec): 3 clusters Score: Raw -1044662.531682 + Penalty 3026.280603 = -1041636.251080 nChanged 10 SP:Iteration 36Q (479.141007 sec): 3 clusters Score: Raw -1044669.839421 + Penalty 3026.280603 = -1041643.558818 nChanged 6 SP:Iteration 37Q (479.204203 sec): 3 clusters Score: Raw -1044672.780057 + Penalty 3026.280603 = -1041646.499454 nChanged 2 SP:Iteration 38Q (479.264315 sec): 3 clusters Score: Raw -1044673.855474 + Penalty 3026.280603 = -1041647.574871 nChanged 0 SP:Iteration 39F (479.329672 sec): 3 clusters Score: Raw -1044673.855474 + Penalty 3026.280603 = -1041647.574871 nChanged 0 Trying to split cluster 2 (1433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (479.358135 sec): 2 clusters Score: Raw -121443.497441 + Penalty 1180.972882 = -120262.524559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (479.403400 sec): 3 clusters Score: Raw -120889.780975 + Penalty 2361.945764 = -118527.835211 nChanged 486 SP:Iteration 1F (479.449278 sec): 3 clusters Score: Raw -121268.125109 + Penalty 2361.945764 = -118906.179345 nChanged 112 SP:Iteration 2F (479.492253 sec): 3 clusters Score: Raw -121372.307736 + Penalty 2361.945764 = -119010.361972 nChanged 75 SP:Iteration 3F (479.538461 sec): 3 clusters Score: Raw -121479.941960 + Penalty 2361.945764 = -119117.996196 nChanged 66 SP:Iteration 4Q (479.595065 sec): 3 clusters Score: Raw -121544.616253 + Penalty 2361.945764 = -119182.670489 nChanged 39 SP:Iteration 5Q (479.643510 sec): 3 clusters Score: Raw -121578.043203 + Penalty 2361.945764 = -119216.097439 nChanged 23 SP:Iteration 6Q (479.692553 sec): 3 clusters Score: Raw -121598.181431 + Penalty 2361.945764 = -119236.235667 nChanged 24 SP:Iteration 7Q (479.743005 sec): 3 clusters Score: Raw -121617.452158 + Penalty 2361.945764 = -119255.506394 nChanged 16 SP:Iteration 8Q (479.778702 sec): 3 clusters Score: Raw -121628.729322 + Penalty 2361.945764 = -119266.783558 nChanged 11 SP:Iteration 9Q (479.837065 sec): 3 clusters Score: Raw -121635.098337 + Penalty 2361.945764 = -119273.152573 nChanged 7 SP:Iteration 10Q (479.882887 sec): 3 clusters Score: Raw -121638.969918 + Penalty 2361.945764 = -119277.024154 nChanged 11 SP:Iteration 11Q (479.938423 sec): 3 clusters Score: Raw -121645.245105 + Penalty 2361.945764 = -119283.299341 nChanged 8 SP:Iteration 12Q (479.986036 sec): 3 clusters Score: Raw -121650.633741 + Penalty 2361.945764 = -119288.687977 nChanged 8 SP:Iteration 13Q (480.032869 sec): 3 clusters Score: Raw -121659.942135 + Penalty 2361.945764 = -119297.996371 nChanged 5 SP:Iteration 14Q (480.077379 sec): 3 clusters Score: Raw -121663.299836 + Penalty 2361.945764 = -119301.354072 nChanged 8 SP:Iteration 15Q (480.124039 sec): 3 clusters Score: Raw -121669.873586 + Penalty 2361.945764 = -119307.927822 nChanged 9 SP:Iteration 16Q (480.169186 sec): 3 clusters Score: Raw -121677.645165 + Penalty 2361.945764 = -119315.699401 nChanged 5 SP:Iteration 17Q (480.219037 sec): 3 clusters Score: Raw -121681.079655 + Penalty 2361.945764 = -119319.133891 nChanged 3 SP:Iteration 18Q (480.258925 sec): 3 clusters Score: Raw -121684.405425 + Penalty 2361.945764 = -119322.459661 nChanged 3 SP:Iteration 19Q (480.299641 sec): 3 clusters Score: Raw -121686.068348 + Penalty 2361.945764 = -119324.122584 nChanged 2 SP:Iteration 20F (480.353736 sec): 3 clusters Score: Raw -121686.534201 + Penalty 2361.945764 = -119324.588437 nChanged 1 SP:Iteration 21Q (480.390545 sec): 3 clusters Score: Raw -121686.777363 + Penalty 2361.945764 = -119324.831599 nChanged 0 SP:Iteration 22F (480.444310 sec): 3 clusters Score: Raw -121686.777363 + Penalty 2361.945764 = -119324.831599 nChanged 0 Trying to split cluster 3 (5763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (480.482329 sec): 2 clusters Score: Raw -543711.689835 + Penalty 1407.122186 = -542304.567649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.540625 sec): 3 clusters Score: Raw -540592.838721 + Penalty 2814.244372 = -537778.594349 nChanged 2383 SP:Iteration 1F (480.594292 sec): 3 clusters Score: Raw -541867.029986 + Penalty 2814.244372 = -539052.785614 nChanged 401 SP:Iteration 2F (480.652641 sec): 3 clusters Score: Raw -542082.332727 + Penalty 2814.244372 = -539268.088355 nChanged 316 SP:Iteration 3F (480.704455 sec): 3 clusters Score: Raw -542229.249817 + Penalty 2814.244372 = -539415.005445 nChanged 265 SP:Iteration 4Q (480.762966 sec): 3 clusters Score: Raw -542371.126618 + Penalty 2814.244372 = -539556.882247 nChanged 269 SP:Iteration 5Q (480.817231 sec): 3 clusters Score: Raw -542509.044882 + Penalty 2814.244372 = -539694.800510 nChanged 252 SP:Iteration 6Q (480.870648 sec): 3 clusters Score: Raw -542634.928690 + Penalty 2814.244372 = -539820.684319 nChanged 215 SP:Iteration 7Q (480.914091 sec): 3 clusters Score: Raw -542745.812303 + Penalty 2814.244372 = -539931.567932 nChanged 224 SP:Iteration 8Q (480.978076 sec): 3 clusters Score: Raw -542853.019964 + Penalty 2814.244372 = -540038.775593 nChanged 196 SP:Iteration 9Q (481.030598 sec): 3 clusters Score: Raw -542947.905431 + Penalty 2814.244372 = -540133.661059 nChanged 185 SP:Iteration 10Q (481.089903 sec): 3 clusters Score: Raw -543035.975252 + Penalty 2814.244372 = -540221.730880 nChanged 170 SP:Iteration 11Q (481.138478 sec): 3 clusters Score: Raw -543121.703582 + Penalty 2814.244372 = -540307.459210 nChanged 171 SP:Iteration 12Q (481.195649 sec): 3 clusters Score: Raw -543214.690470 + Penalty 2814.244372 = -540400.446098 nChanged 154 SP:Iteration 13Q (481.253888 sec): 3 clusters Score: Raw -543301.683611 + Penalty 2814.244372 = -540487.439240 nChanged 136 SP:Iteration 14Q (481.306405 sec): 3 clusters Score: Raw -543383.346097 + Penalty 2814.244372 = -540569.101725 nChanged 130 SP:Iteration 15Q (481.367947 sec): 3 clusters Score: Raw -543464.298885 + Penalty 2814.244372 = -540650.054513 nChanged 103 SP:Iteration 16Q (481.424791 sec): 3 clusters Score: Raw -543525.235973 + Penalty 2814.244372 = -540710.991601 nChanged 95 SP:Iteration 17Q (481.478152 sec): 3 clusters Score: Raw -543590.491119 + Penalty 2814.244372 = -540776.246747 nChanged 94 SP:Iteration 18Q (481.529088 sec): 3 clusters Score: Raw -543658.624660 + Penalty 2814.244372 = -540844.380289 nChanged 72 SP:Iteration 19Q (481.588693 sec): 3 clusters Score: Raw -543705.268193 + Penalty 2814.244372 = -540891.023821 nChanged 48 SP:Iteration 20F (481.637993 sec): 3 clusters Score: Raw -543728.938748 + Penalty 2814.244372 = -540914.694377 nChanged 35 SP:Iteration 21Q (481.701138 sec): 3 clusters Score: Raw -543746.053133 + Penalty 2814.244372 = -540931.808762 nChanged 29 SP:Iteration 22Q (481.757637 sec): 3 clusters Score: Raw -543761.149500 + Penalty 2814.244372 = -540946.905128 nChanged 20 SP:Iteration 23Q (481.814211 sec): 3 clusters Score: Raw -543771.897468 + Penalty 2814.244372 = -540957.653096 nChanged 16 SP:Iteration 24Q (481.868807 sec): 3 clusters Score: Raw -543780.261013 + Penalty 2814.244372 = -540966.016642 nChanged 12 SP:Iteration 25Q (481.917332 sec): 3 clusters Score: Raw -543786.840768 + Penalty 2814.244372 = -540972.596397 nChanged 10 SP:Iteration 26Q (481.971512 sec): 3 clusters Score: Raw -543792.720067 + Penalty 2814.244372 = -540978.475696 nChanged 3 SP:Iteration 27Q (482.026606 sec): 3 clusters Score: Raw -543793.912970 + Penalty 2814.244372 = -540979.668598 nChanged 4 SP:Iteration 28Q (482.081103 sec): 3 clusters Score: Raw -543797.141326 + Penalty 2814.244372 = -540982.896954 nChanged 2 SP:Iteration 29Q (482.141176 sec): 3 clusters Score: Raw -543798.277285 + Penalty 2814.244372 = -540984.032914 nChanged 1 SP:Iteration 30Q (482.197650 sec): 3 clusters Score: Raw -543798.703269 + Penalty 2814.244372 = -540984.458897 nChanged 1 SP:Iteration 31Q (482.244837 sec): 3 clusters Score: Raw -543799.064590 + Penalty 2814.244372 = -540984.820218 nChanged 1 SP:Iteration 32Q (482.294822 sec): 3 clusters Score: Raw -543799.572208 + Penalty 2814.244372 = -540985.327836 nChanged 3 SP:Iteration 33Q (482.357693 sec): 3 clusters Score: Raw -543800.785595 + Penalty 2814.244372 = -540986.541224 nChanged 2 SP:Iteration 34Q (482.413175 sec): 3 clusters Score: Raw -543802.590963 + Penalty 2814.244372 = -540988.346591 nChanged 3 SP:Iteration 35Q (482.454134 sec): 3 clusters Score: Raw -543804.178061 + Penalty 2814.244372 = -540989.933689 nChanged 3 SP:Iteration 36Q (482.507828 sec): 3 clusters Score: Raw -543805.727203 + Penalty 2814.244372 = -540991.482831 nChanged 1 SP:Iteration 37Q (482.564269 sec): 3 clusters Score: Raw -543806.172808 + Penalty 2814.244372 = -540991.928436 nChanged 1 SP:Iteration 38Q (482.618241 sec): 3 clusters Score: Raw -543807.849935 + Penalty 2814.244372 = -540993.605563 nChanged 3 SP:Iteration 39Q (482.683410 sec): 3 clusters Score: Raw -543809.976863 + Penalty 2814.244372 = -540995.732491 nChanged 3 SP:Iteration 40F (482.739019 sec): 3 clusters Score: Raw -543811.541195 + Penalty 2814.244372 = -540997.296823 nChanged 3 SP:Iteration 41Q (482.795764 sec): 3 clusters Score: Raw -543813.361126 + Penalty 2814.244372 = -540999.116754 nChanged 3 SP:Iteration 42Q (482.841997 sec): 3 clusters Score: Raw -543814.605874 + Penalty 2814.244372 = -541000.361502 nChanged 4 SP:Iteration 43Q (482.904619 sec): 3 clusters Score: Raw -543816.730466 + Penalty 2814.244372 = -541002.486095 nChanged 3 SP:Iteration 44Q (482.963635 sec): 3 clusters Score: Raw -543819.143129 + Penalty 2814.244372 = -541004.898757 nChanged 4 SP:Iteration 45Q (483.018267 sec): 3 clusters Score: Raw -543821.798737 + Penalty 2814.244372 = -541007.554365 nChanged 6 SP:Iteration 46Q (483.065741 sec): 3 clusters Score: Raw -543825.805023 + Penalty 2814.244372 = -541011.560652 nChanged 2 SP:Iteration 47Q (483.115495 sec): 3 clusters Score: Raw -543827.440676 + Penalty 2814.244372 = -541013.196304 nChanged 5 SP:Iteration 48Q (483.180580 sec): 3 clusters Score: Raw -543831.580118 + Penalty 2814.244372 = -541017.335746 nChanged 5 SP:Iteration 49Q (483.239925 sec): 3 clusters Score: Raw -543835.284148 + Penalty 2814.244372 = -541021.039777 nChanged 6 SP:Iteration 50Q (483.287800 sec): 3 clusters Score: Raw -543838.555527 + Penalty 2814.244372 = -541024.311155 nChanged 1 SP:Iteration 51Q (483.347995 sec): 3 clusters Score: Raw -543838.836647 + Penalty 2814.244372 = -541024.592275 nChanged 3 SP:Iteration 52Q (483.393939 sec): 3 clusters Score: Raw -543840.693958 + Penalty 2814.244372 = -541026.449587 nChanged 1 SP:Iteration 53Q (483.454682 sec): 3 clusters Score: Raw -543841.036072 + Penalty 2814.244372 = -541026.791700 nChanged 0 SP:Iteration 54F (483.511572 sec): 3 clusters Score: Raw -543841.036072 + Penalty 2814.244372 = -541026.791700 nChanged 0 Trying to split cluster 4 (2850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (483.528117 sec): 2 clusters Score: Raw -270267.118510 + Penalty 1292.699569 = -268974.418941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (483.588560 sec): 3 clusters Score: Raw -268954.313381 + Penalty 2585.399139 = -266368.914242 nChanged 1064 SP:Iteration 1F (483.640761 sec): 3 clusters Score: Raw -269638.406131 + Penalty 2585.399139 = -267053.006992 nChanged 246 SP:Iteration 2F (483.691101 sec): 3 clusters Score: Raw -269809.157874 + Penalty 2585.399139 = -267223.758735 nChanged 152 SP:Iteration 3F (483.739276 sec): 3 clusters Score: Raw -269908.703574 + Penalty 2585.399139 = -267323.304436 nChanged 129 SP:Iteration 4Q (483.785247 sec): 3 clusters Score: Raw -270000.378052 + Penalty 2585.399139 = -267414.978913 nChanged 127 SP:Iteration 5Q (483.839720 sec): 3 clusters Score: Raw -270086.191747 + Penalty 2585.399139 = -267500.792608 nChanged 109 SP:Iteration 6Q (483.885146 sec): 3 clusters Score: Raw -270160.045975 + Penalty 2585.399139 = -267574.646836 nChanged 95 SP:Iteration 7Q (483.947971 sec): 3 clusters Score: Raw -270222.281574 + Penalty 2585.399139 = -267636.882435 nChanged 92 SP:Iteration 8Q (483.990229 sec): 3 clusters Score: Raw -270288.089669 + Penalty 2585.399139 = -267702.690530 nChanged 92 SP:Iteration 9Q (484.056022 sec): 3 clusters Score: Raw -270353.083143 + Penalty 2585.399139 = -267767.684004 nChanged 81 SP:Iteration 10Q (484.102423 sec): 3 clusters Score: Raw -270409.586890 + Penalty 2585.399139 = -267824.187751 nChanged 80 SP:Iteration 11Q (484.159336 sec): 3 clusters Score: Raw -270470.535506 + Penalty 2585.399139 = -267885.136367 nChanged 83 SP:Iteration 12Q (484.210371 sec): 3 clusters Score: Raw -270534.217607 + Penalty 2585.399139 = -267948.818468 nChanged 71 SP:Iteration 13Q (484.259750 sec): 3 clusters Score: Raw -270573.849732 + Penalty 2585.399139 = -267988.450594 nChanged 47 SP:Iteration 14Q (484.309030 sec): 3 clusters Score: Raw -270598.885872 + Penalty 2585.399139 = -268013.486733 nChanged 35 SP:Iteration 15Q (484.348342 sec): 3 clusters Score: Raw -270620.276324 + Penalty 2585.399139 = -268034.877185 nChanged 33 SP:Iteration 16Q (484.396241 sec): 3 clusters Score: Raw -270635.251665 + Penalty 2585.399139 = -268049.852526 nChanged 25 SP:Iteration 17Q (484.450913 sec): 3 clusters Score: Raw -270645.799453 + Penalty 2585.399139 = -268060.400314 nChanged 21 SP:Iteration 18Q (484.500747 sec): 3 clusters Score: Raw -270653.723103 + Penalty 2585.399139 = -268068.323964 nChanged 11 SP:Iteration 19Q (484.542390 sec): 3 clusters Score: Raw -270657.179245 + Penalty 2585.399139 = -268071.780106 nChanged 5 SP:Iteration 20F (484.595721 sec): 3 clusters Score: Raw -270658.933755 + Penalty 2585.399139 = -268073.534616 nChanged 4 SP:Iteration 21Q (484.661180 sec): 3 clusters Score: Raw -270660.916324 + Penalty 2585.399139 = -268075.517185 nChanged 7 SP:Iteration 22Q (484.699748 sec): 3 clusters Score: Raw -270662.957255 + Penalty 2585.399139 = -268077.558117 nChanged 5 SP:Iteration 23Q (484.765184 sec): 3 clusters Score: Raw -270664.446622 + Penalty 2585.399139 = -268079.047484 nChanged 6 SP:Iteration 24Q (484.806351 sec): 3 clusters Score: Raw -270666.270455 + Penalty 2585.399139 = -268080.871316 nChanged 6 SP:Iteration 25Q (484.861879 sec): 3 clusters Score: Raw -270668.317280 + Penalty 2585.399139 = -268082.918142 nChanged 10 SP:Iteration 26Q (484.923214 sec): 3 clusters Score: Raw -270672.076547 + Penalty 2585.399139 = -268086.677408 nChanged 10 SP:Iteration 27Q (484.974095 sec): 3 clusters Score: Raw -270676.389877 + Penalty 2585.399139 = -268090.990739 nChanged 10 SP:Iteration 28Q (485.016620 sec): 3 clusters Score: Raw -270680.554369 + Penalty 2585.399139 = -268095.155230 nChanged 9 SP:Iteration 29Q (485.077155 sec): 3 clusters Score: Raw -270683.480601 + Penalty 2585.399139 = -268098.081463 nChanged 5 SP:Iteration 30Q (485.129634 sec): 3 clusters Score: Raw -270686.281240 + Penalty 2585.399139 = -268100.882101 nChanged 5 SP:Iteration 31Q (485.170932 sec): 3 clusters Score: Raw -270688.240817 + Penalty 2585.399139 = -268102.841679 nChanged 4 SP:Iteration 32Q (485.215006 sec): 3 clusters Score: Raw -270689.642971 + Penalty 2585.399139 = -268104.243832 nChanged 3 SP:Iteration 33Q (485.264272 sec): 3 clusters Score: Raw -270690.953337 + Penalty 2585.399139 = -268105.554199 nChanged 3 SP:Iteration 34Q (485.325217 sec): 3 clusters Score: Raw -270692.055949 + Penalty 2585.399139 = -268106.656810 nChanged 1 SP:Iteration 35Q (485.377238 sec): 3 clusters Score: Raw -270692.271781 + Penalty 2585.399139 = -268106.872642 nChanged 1 SP:Iteration 36Q (485.417560 sec): 3 clusters Score: Raw -270692.520033 + Penalty 2585.399139 = -268107.120894 nChanged 1 SP:Iteration 37Q (485.470059 sec): 3 clusters Score: Raw -270692.665499 + Penalty 2585.399139 = -268107.266361 nChanged 0 SP:Iteration 38F (485.516575 sec): 3 clusters Score: Raw -270692.665499 + Penalty 2585.399139 = -268107.266361 nChanged 0 Trying to split cluster 5 (915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.549942 sec): 2 clusters Score: Raw -61817.548273 + Penalty 1108.075161 = -60709.473113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.600551 sec): 3 clusters Score: Raw -61603.789611 + Penalty 2216.150321 = -59387.639290 nChanged 273 SP:Iteration 1F (485.643717 sec): 3 clusters Score: Raw -61910.049535 + Penalty 2216.150321 = -59693.899214 nChanged 106 SP:Iteration 2F (485.688505 sec): 3 clusters Score: Raw -62078.192213 + Penalty 2216.150321 = -59862.041892 nChanged 69 SP:Iteration 3F (485.728261 sec): 3 clusters Score: Raw -62231.474434 + Penalty 2216.150321 = -60015.324113 nChanged 55 SP:Iteration 4F (485.775458 sec): 3 clusters Score: Raw -62325.438461 + Penalty 2216.150321 = -60109.288140 nChanged 38 SP:Iteration 5Q (485.825115 sec): 3 clusters Score: Raw -62369.266069 + Penalty 2216.150321 = -60153.115747 nChanged 20 SP:Iteration 6Q (485.859468 sec): 3 clusters Score: Raw -62403.760864 + Penalty 2216.150321 = -60187.610542 nChanged 11 SP:Iteration 7Q (485.903306 sec): 3 clusters Score: Raw -62417.221567 + Penalty 2216.150321 = -60201.071246 nChanged 15 SP:Iteration 8Q (485.958239 sec): 3 clusters Score: Raw -62437.664517 + Penalty 2216.150321 = -60221.514196 nChanged 14 SP:Iteration 9Q (485.997209 sec): 3 clusters Score: Raw -62448.597804 + Penalty 2216.150321 = -60232.447483 nChanged 7 SP:Iteration 10Q (486.045814 sec): 3 clusters Score: Raw -62452.247924 + Penalty 2216.150321 = -60236.097603 nChanged 2 SP:Iteration 11Q (486.081951 sec): 3 clusters Score: Raw -62453.181381 + Penalty 2216.150321 = -60237.031060 nChanged 1 SP:Iteration 12Q (486.140539 sec): 3 clusters Score: Raw -62453.649825 + Penalty 2216.150321 = -60237.499503 nChanged 3 SP:Iteration 13Q (486.189627 sec): 3 clusters Score: Raw -62455.031801 + Penalty 2216.150321 = -60238.881480 nChanged 0 SP:Iteration 14F (486.232543 sec): 3 clusters Score: Raw -62455.031801 + Penalty 2216.150321 = -60238.881480 nChanged 0 Trying to split cluster 6 (3609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (486.261833 sec): 2 clusters Score: Raw -298367.509561 + Penalty 1331.067726 = -297036.441836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (486.301809 sec): 3 clusters Score: Raw -296613.159853 + Penalty 2662.135452 = -293951.024401 nChanged 1450 SP:Iteration 1F (486.352470 sec): 3 clusters Score: Raw -297528.244091 + Penalty 2662.135452 = -294866.108639 nChanged 314 SP:Iteration 2F (486.413341 sec): 3 clusters Score: Raw -297826.002930 + Penalty 2662.135452 = -295163.867478 nChanged 267 SP:Iteration 3F (486.457760 sec): 3 clusters Score: Raw -298094.688598 + Penalty 2662.135452 = -295432.553146 nChanged 236 SP:Iteration 4F (486.522619 sec): 3 clusters Score: Raw -298341.156554 + Penalty 2662.135452 = -295679.021102 nChanged 204 SP:Iteration 5F (486.567460 sec): 3 clusters Score: Raw -298533.495392 + Penalty 2662.135452 = -295871.359941 nChanged 158 SP:Iteration 6Q (486.617541 sec): 3 clusters Score: Raw -298660.153242 + Penalty 2662.135452 = -295998.017790 nChanged 127 SP:Iteration 7Q (486.673194 sec): 3 clusters Score: Raw -298759.872571 + Penalty 2662.135452 = -296097.737120 nChanged 116 SP:Iteration 8Q (486.728930 sec): 3 clusters Score: Raw -298860.062496 + Penalty 2662.135452 = -296197.927044 nChanged 84 SP:Iteration 9Q (486.773510 sec): 3 clusters Score: Raw -298925.294511 + Penalty 2662.135452 = -296263.159059 nChanged 84 SP:Iteration 10Q (486.838839 sec): 3 clusters Score: Raw -298978.003344 + Penalty 2662.135452 = -296315.867893 nChanged 62 SP:Iteration 11Q (486.894029 sec): 3 clusters Score: Raw -299011.321020 + Penalty 2662.135452 = -296349.185569 nChanged 41 SP:Iteration 12Q (486.933729 sec): 3 clusters Score: Raw -299031.907320 + Penalty 2662.135452 = -296369.771869 nChanged 41 SP:Iteration 13Q (486.998234 sec): 3 clusters Score: Raw -299066.556357 + Penalty 2662.135452 = -296404.420906 nChanged 46 SP:Iteration 14Q (487.040305 sec): 3 clusters Score: Raw -299091.624277 + Penalty 2662.135452 = -296429.488825 nChanged 48 SP:Iteration 15Q (487.098738 sec): 3 clusters Score: Raw -299123.970277 + Penalty 2662.135452 = -296461.834826 nChanged 50 SP:Iteration 16Q (487.156278 sec): 3 clusters Score: Raw -299160.140229 + Penalty 2662.135452 = -296498.004777 nChanged 49 SP:Iteration 17Q (487.212997 sec): 3 clusters Score: Raw -299186.917292 + Penalty 2662.135452 = -296524.781841 nChanged 30 SP:Iteration 18Q (487.259601 sec): 3 clusters Score: Raw -299198.322855 + Penalty 2662.135452 = -296536.187404 nChanged 20 SP:Iteration 19Q (487.318758 sec): 3 clusters Score: Raw -299206.512037 + Penalty 2662.135452 = -296544.376586 nChanged 18 SP:Iteration 20F (487.368563 sec): 3 clusters Score: Raw -299211.944625 + Penalty 2662.135452 = -296549.809174 nChanged 13 SP:Iteration 21Q (487.424927 sec): 3 clusters Score: Raw -299217.824571 + Penalty 2662.135452 = -296555.689119 nChanged 9 SP:Iteration 22Q (487.478270 sec): 3 clusters Score: Raw -299220.185228 + Penalty 2662.135452 = -296558.049777 nChanged 6 SP:Iteration 23Q (487.531493 sec): 3 clusters Score: Raw -299222.168400 + Penalty 2662.135452 = -296560.032948 nChanged 7 SP:Iteration 24Q (487.578829 sec): 3 clusters Score: Raw -299223.739436 + Penalty 2662.135452 = -296561.603985 nChanged 3 SP:Iteration 25Q (487.623302 sec): 3 clusters Score: Raw -299224.984921 + Penalty 2662.135452 = -296562.849469 nChanged 7 SP:Iteration 26Q (487.680600 sec): 3 clusters Score: Raw -299226.948559 + Penalty 2662.135452 = -296564.813108 nChanged 9 SP:Iteration 27Q (487.726036 sec): 3 clusters Score: Raw -299229.806416 + Penalty 2662.135452 = -296567.670965 nChanged 7 SP:Iteration 28Q (487.787329 sec): 3 clusters Score: Raw -299231.285905 + Penalty 2662.135452 = -296569.150453 nChanged 4 SP:Iteration 29Q (487.842366 sec): 3 clusters Score: Raw -299232.583080 + Penalty 2662.135452 = -296570.447628 nChanged 3 SP:Iteration 30Q (487.886836 sec): 3 clusters Score: Raw -299233.200398 + Penalty 2662.135452 = -296571.064946 nChanged 2 SP:Iteration 31Q (487.937813 sec): 3 clusters Score: Raw -299233.721119 + Penalty 2662.135452 = -296571.585667 nChanged 1 SP:Iteration 32Q (487.995916 sec): 3 clusters Score: Raw -299234.053757 + Penalty 2662.135452 = -296571.918305 nChanged 4 SP:Iteration 33Q (488.050932 sec): 3 clusters Score: Raw -299235.098073 + Penalty 2662.135452 = -296572.962622 nChanged 4 SP:Iteration 34Q (488.105431 sec): 3 clusters Score: Raw -299235.499640 + Penalty 2662.135452 = -296573.364188 nChanged 1 SP:Iteration 35Q (488.158505 sec): 3 clusters Score: Raw -299235.649357 + Penalty 2662.135452 = -296573.513906 nChanged 0 SP:Iteration 36F (488.214510 sec): 3 clusters Score: Raw -299235.649357 + Penalty 2662.135452 = -296573.513906 nChanged 0 Trying to split cluster 7 (15656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (488.262191 sec): 2 clusters Score: Raw -1497824.525491 + Penalty 1569.524045 = -1496255.001446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (488.339323 sec): 3 clusters Score: Raw -1488604.519053 + Penalty 3139.048090 = -1485465.470963 nChanged 7000 SP:Iteration 1F (488.409486 sec): 3 clusters Score: Raw -1492273.167505 + Penalty 3139.048090 = -1489134.119415 nChanged 756 SP:Iteration 2Q (488.479896 sec): 3 clusters Score: Raw -1492533.834812 + Penalty 3139.048090 = -1489394.786721 nChanged 640 SP:Iteration 3Q (488.557501 sec): 3 clusters Score: Raw -1492731.381472 + Penalty 3139.048090 = -1489592.333381 nChanged 543 SP:Iteration 4Q (488.622846 sec): 3 clusters Score: Raw -1492907.037495 + Penalty 3139.048090 = -1489767.989405 nChanged 536 SP:Iteration 5Q (488.696530 sec): 3 clusters Score: Raw -1493070.229405 + Penalty 3139.048090 = -1489931.181315 nChanged 468 SP:Iteration 6Q (488.773320 sec): 3 clusters Score: Raw -1493222.075160 + Penalty 3139.048090 = -1490083.027069 nChanged 486 SP:Iteration 7Q (488.847099 sec): 3 clusters Score: Raw -1493390.477681 + Penalty 3139.048090 = -1490251.429590 nChanged 512 SP:Iteration 8Q (488.922496 sec): 3 clusters Score: Raw -1493604.992036 + Penalty 3139.048090 = -1490465.943946 nChanged 578 SP:Iteration 9Q (488.994814 sec): 3 clusters Score: Raw -1493894.994185 + Penalty 3139.048090 = -1490755.946094 nChanged 629 SP:Iteration 10Q (489.076547 sec): 3 clusters Score: Raw -1494224.492064 + Penalty 3139.048090 = -1491085.443973 nChanged 670 SP:Iteration 11Q (489.152825 sec): 3 clusters Score: Raw -1494599.786103 + Penalty 3139.048090 = -1491460.738013 nChanged 657 SP:Iteration 12Q (489.221949 sec): 3 clusters Score: Raw -1494977.805595 + Penalty 3139.048090 = -1491838.757504 nChanged 594 SP:Iteration 13Q (489.313244 sec): 3 clusters Score: Raw -1495265.720617 + Penalty 3139.048090 = -1492126.672526 nChanged 493 SP:Iteration 14Q (489.382935 sec): 3 clusters Score: Raw -1495485.883373 + Penalty 3139.048090 = -1492346.835283 nChanged 434 SP:Iteration 15Q (489.452113 sec): 3 clusters Score: Raw -1495667.821170 + Penalty 3139.048090 = -1492528.773080 nChanged 359 SP:Iteration 16Q (489.531368 sec): 3 clusters Score: Raw -1495811.765606 + Penalty 3139.048090 = -1492672.717515 nChanged 348 SP:Iteration 17Q (489.611739 sec): 3 clusters Score: Raw -1495952.381264 + Penalty 3139.048090 = -1492813.333174 nChanged 309 SP:Iteration 18Q (489.679956 sec): 3 clusters Score: Raw -1496070.354025 + Penalty 3139.048090 = -1492931.305934 nChanged 275 SP:Iteration 19Q (489.760599 sec): 3 clusters Score: Raw -1496170.239998 + Penalty 3139.048090 = -1493031.191907 nChanged 257 SP:Iteration 20F (489.838181 sec): 3 clusters Score: Raw -1496261.830218 + Penalty 3139.048090 = -1493122.782128 nChanged 257 SP:Iteration 21Q (489.903734 sec): 3 clusters Score: Raw -1496356.034694 + Penalty 3139.048090 = -1493216.986604 nChanged 238 SP:Iteration 22Q (489.972155 sec): 3 clusters Score: Raw -1496449.727124 + Penalty 3139.048090 = -1493310.679034 nChanged 244 SP:Iteration 23Q (490.055441 sec): 3 clusters Score: Raw -1496550.957346 + Penalty 3139.048090 = -1493411.909256 nChanged 261 SP:Iteration 24Q (490.129630 sec): 3 clusters Score: Raw -1496672.628556 + Penalty 3139.048090 = -1493533.580466 nChanged 245 SP:Iteration 25Q (490.203449 sec): 3 clusters Score: Raw -1496784.242239 + Penalty 3139.048090 = -1493645.194148 nChanged 224 SP:Iteration 26Q (490.262850 sec): 3 clusters Score: Raw -1496894.893447 + Penalty 3139.048090 = -1493755.845356 nChanged 223 SP:Iteration 27Q (490.344070 sec): 3 clusters Score: Raw -1497009.294472 + Penalty 3139.048090 = -1493870.246381 nChanged 220 SP:Iteration 28Q (490.406294 sec): 3 clusters Score: Raw -1497138.472801 + Penalty 3139.048090 = -1493999.424710 nChanged 221 SP:Iteration 29Q (490.477796 sec): 3 clusters Score: Raw -1497264.806619 + Penalty 3139.048090 = -1494125.758528 nChanged 201 SP:Iteration 30Q (490.542957 sec): 3 clusters Score: Raw -1497393.455903 + Penalty 3139.048090 = -1494254.407812 nChanged 191 SP:Iteration 31Q (490.618000 sec): 3 clusters Score: Raw -1497523.330238 + Penalty 3139.048090 = -1494384.282148 nChanged 158 SP:Iteration 32Q (490.686830 sec): 3 clusters Score: Raw -1497633.144586 + Penalty 3139.048090 = -1494494.096495 nChanged 119 SP:Iteration 33Q (490.753832 sec): 3 clusters Score: Raw -1497719.540566 + Penalty 3139.048090 = -1494580.492475 nChanged 94 SP:Iteration 34Q (490.829932 sec): 3 clusters Score: Raw -1497791.890329 + Penalty 3139.048090 = -1494652.842239 nChanged 75 SP:Iteration 35Q (490.901288 sec): 3 clusters Score: Raw -1497850.058735 + Penalty 3139.048090 = -1494711.010644 nChanged 53 SP:Iteration 36Q (490.971903 sec): 3 clusters Score: Raw -1497887.595054 + Penalty 3139.048090 = -1494748.546964 nChanged 37 SP:Iteration 37Q (491.044289 sec): 3 clusters Score: Raw -1497913.822254 + Penalty 3139.048090 = -1494774.774163 nChanged 34 SP:Iteration 38Q (491.108998 sec): 3 clusters Score: Raw -1497937.679530 + Penalty 3139.048090 = -1494798.631439 nChanged 27 SP:Iteration 39Q (491.177512 sec): 3 clusters Score: Raw -1497958.779926 + Penalty 3139.048090 = -1494819.731835 nChanged 17 SP:Iteration 40F (491.242901 sec): 3 clusters Score: Raw -1497970.605462 + Penalty 3139.048090 = -1494831.557372 nChanged 17 SP:Iteration 41Q (491.319869 sec): 3 clusters Score: Raw -1497983.576492 + Penalty 3139.048090 = -1494844.528402 nChanged 14 SP:Iteration 42Q (491.381618 sec): 3 clusters Score: Raw -1497995.843333 + Penalty 3139.048090 = -1494856.795243 nChanged 18 SP:Iteration 43Q (491.454745 sec): 3 clusters Score: Raw -1498005.984664 + Penalty 3139.048090 = -1494866.936574 nChanged 9 SP:Iteration 44Q (491.527457 sec): 3 clusters Score: Raw -1498012.254006 + Penalty 3139.048090 = -1494873.205915 nChanged 5 SP:Iteration 45Q (491.591979 sec): 3 clusters Score: Raw -1498015.382212 + Penalty 3139.048090 = -1494876.334121 nChanged 4 SP:Iteration 46Q (491.650113 sec): 3 clusters Score: Raw -1498018.464526 + Penalty 3139.048090 = -1494879.416435 nChanged 4 SP:Iteration 47Q (491.729893 sec): 3 clusters Score: Raw -1498021.949413 + Penalty 3139.048090 = -1494882.901322 nChanged 3 SP:Iteration 48Q (491.800081 sec): 3 clusters Score: Raw -1498023.225070 + Penalty 3139.048090 = -1494884.176980 nChanged 2 SP:Iteration 49Q (491.868430 sec): 3 clusters Score: Raw -1498025.170236 + Penalty 3139.048090 = -1494886.122145 nChanged 1 SP:Iteration 50Q (491.935927 sec): 3 clusters Score: Raw -1498025.674685 + Penalty 3139.048090 = -1494886.626594 nChanged 0 SP:Iteration 51F (492.012983 sec): 3 clusters Score: Raw -1498025.674685 + Penalty 3139.048090 = -1494886.626594 nChanged 0 Trying to split cluster 8 (3847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (492.032435 sec): 2 clusters Score: Raw -354571.323172 + Penalty 1341.445447 = -353229.877725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (492.094806 sec): 3 clusters Score: Raw -352650.698371 + Penalty 2682.890893 = -349967.807478 nChanged 1501 SP:Iteration 1F (492.136977 sec): 3 clusters Score: Raw -353464.037807 + Penalty 2682.890893 = -350781.146914 nChanged 281 SP:Iteration 2F (492.189820 sec): 3 clusters Score: Raw -353648.294510 + Penalty 2682.890893 = -350965.403617 nChanged 213 SP:Iteration 3F (492.244987 sec): 3 clusters Score: Raw -353798.045488 + Penalty 2682.890893 = -351115.154594 nChanged 171 SP:Iteration 4Q (492.304593 sec): 3 clusters Score: Raw -353930.392145 + Penalty 2682.890893 = -351247.501252 nChanged 179 SP:Iteration 5Q (492.357560 sec): 3 clusters Score: Raw -354082.037066 + Penalty 2682.890893 = -351399.146173 nChanged 171 SP:Iteration 6Q (492.404297 sec): 3 clusters Score: Raw -354231.542128 + Penalty 2682.890893 = -351548.651234 nChanged 179 SP:Iteration 7Q (492.451035 sec): 3 clusters Score: Raw -354382.418138 + Penalty 2682.890893 = -351699.527245 nChanged 161 SP:Iteration 8Q (492.512009 sec): 3 clusters Score: Raw -354499.819242 + Penalty 2682.890893 = -351816.928348 nChanged 140 SP:Iteration 9Q (492.565401 sec): 3 clusters Score: Raw -354588.970754 + Penalty 2682.890893 = -351906.079860 nChanged 96 SP:Iteration 10Q (492.616737 sec): 3 clusters Score: Raw -354642.282366 + Penalty 2682.890893 = -351959.391473 nChanged 87 SP:Iteration 11Q (492.658900 sec): 3 clusters Score: Raw -354685.632846 + Penalty 2682.890893 = -352002.741953 nChanged 75 SP:Iteration 12Q (492.707803 sec): 3 clusters Score: Raw -354723.554110 + Penalty 2682.890893 = -352040.663217 nChanged 55 SP:Iteration 13Q (492.757084 sec): 3 clusters Score: Raw -354750.259269 + Penalty 2682.890893 = -352067.368376 nChanged 47 SP:Iteration 14Q (492.819226 sec): 3 clusters Score: Raw -354769.275510 + Penalty 2682.890893 = -352086.384616 nChanged 33 SP:Iteration 15Q (492.859248 sec): 3 clusters Score: Raw -354782.670525 + Penalty 2682.890893 = -352099.779631 nChanged 37 SP:Iteration 16Q (492.918833 sec): 3 clusters Score: Raw -354796.744598 + Penalty 2682.890893 = -352113.853704 nChanged 30 SP:Iteration 17Q (492.965164 sec): 3 clusters Score: Raw -354807.273365 + Penalty 2682.890893 = -352124.382472 nChanged 26 SP:Iteration 18Q (493.015498 sec): 3 clusters Score: Raw -354817.413364 + Penalty 2682.890893 = -352134.522471 nChanged 27 SP:Iteration 19Q (493.063414 sec): 3 clusters Score: Raw -354828.434330 + Penalty 2682.890893 = -352145.543436 nChanged 20 SP:Iteration 20F (493.116864 sec): 3 clusters Score: Raw -354835.367360 + Penalty 2682.890893 = -352152.476466 nChanged 27 SP:Iteration 21Q (493.171296 sec): 3 clusters Score: Raw -354844.785946 + Penalty 2682.890893 = -352161.895052 nChanged 24 SP:Iteration 22Q (493.214630 sec): 3 clusters Score: Raw -354858.270411 + Penalty 2682.890893 = -352175.379518 nChanged 37 SP:Iteration 23Q (493.271500 sec): 3 clusters Score: Raw -354873.724068 + Penalty 2682.890893 = -352190.833175 nChanged 28 SP:Iteration 24Q (493.321405 sec): 3 clusters Score: Raw -354883.121531 + Penalty 2682.890893 = -352200.230637 nChanged 13 SP:Iteration 25Q (493.367905 sec): 3 clusters Score: Raw -354886.741821 + Penalty 2682.890893 = -352203.850928 nChanged 8 SP:Iteration 26Q (493.409893 sec): 3 clusters Score: Raw -354889.107190 + Penalty 2682.890893 = -352206.216296 nChanged 5 SP:Iteration 27Q (493.464288 sec): 3 clusters Score: Raw -354891.630538 + Penalty 2682.890893 = -352208.739644 nChanged 9 SP:Iteration 28Q (493.520217 sec): 3 clusters Score: Raw -354893.947097 + Penalty 2682.890893 = -352211.056203 nChanged 6 SP:Iteration 29Q (493.576900 sec): 3 clusters Score: Raw -354895.172692 + Penalty 2682.890893 = -352212.281798 nChanged 6 SP:Iteration 30Q (493.625627 sec): 3 clusters Score: Raw -354896.568724 + Penalty 2682.890893 = -352213.677831 nChanged 4 SP:Iteration 31Q (493.684865 sec): 3 clusters Score: Raw -354897.884577 + Penalty 2682.890893 = -352214.993684 nChanged 6 SP:Iteration 32Q (493.740729 sec): 3 clusters Score: Raw -354900.151200 + Penalty 2682.890893 = -352217.260307 nChanged 6 SP:Iteration 33Q (493.790700 sec): 3 clusters Score: Raw -354901.995391 + Penalty 2682.890893 = -352219.104498 nChanged 4 SP:Iteration 34Q (493.845859 sec): 3 clusters Score: Raw -354903.401683 + Penalty 2682.890893 = -352220.510789 nChanged 9 SP:Iteration 35Q (493.895792 sec): 3 clusters Score: Raw -354906.108749 + Penalty 2682.890893 = -352223.217856 nChanged 5 SP:Iteration 36Q (493.952199 sec): 3 clusters Score: Raw -354907.175434 + Penalty 2682.890893 = -352224.284540 nChanged 3 SP:Iteration 37Q (493.995588 sec): 3 clusters Score: Raw -354908.354600 + Penalty 2682.890893 = -352225.463707 nChanged 7 SP:Iteration 38Q (494.059732 sec): 3 clusters Score: Raw -354910.106836 + Penalty 2682.890893 = -352227.215943 nChanged 6 SP:Iteration 39Q (494.115782 sec): 3 clusters Score: Raw -354912.687641 + Penalty 2682.890893 = -352229.796748 nChanged 10 SP:Iteration 40F (494.157877 sec): 3 clusters Score: Raw -354915.854839 + Penalty 2682.890893 = -352232.963945 nChanged 8 SP:Iteration 41Q (494.216986 sec): 3 clusters Score: Raw -354917.665774 + Penalty 2682.890893 = -352234.774880 nChanged 4 SP:Iteration 42Q (494.266763 sec): 3 clusters Score: Raw -354919.164107 + Penalty 2682.890893 = -352236.273214 nChanged 5 SP:Iteration 43Q (494.332447 sec): 3 clusters Score: Raw -354921.177612 + Penalty 2682.890893 = -352238.286718 nChanged 9 SP:Iteration 44Q (494.386709 sec): 3 clusters Score: Raw -354924.244092 + Penalty 2682.890893 = -352241.353198 nChanged 9 SP:Iteration 45Q (494.439427 sec): 3 clusters Score: Raw -354928.289848 + Penalty 2682.890893 = -352245.398955 nChanged 10 SP:Iteration 46Q (494.492598 sec): 3 clusters Score: Raw -354931.289665 + Penalty 2682.890893 = -352248.398772 nChanged 9 SP:Iteration 47Q (494.543429 sec): 3 clusters Score: Raw -354933.806869 + Penalty 2682.890893 = -352250.915976 nChanged 7 SP:Iteration 48Q (494.602542 sec): 3 clusters Score: Raw -354935.542388 + Penalty 2682.890893 = -352252.651495 nChanged 7 SP:Iteration 49Q (494.650088 sec): 3 clusters Score: Raw -354938.183573 + Penalty 2682.890893 = -352255.292679 nChanged 6 SP:Iteration 50Q (494.703608 sec): 3 clusters Score: Raw -354940.995342 + Penalty 2682.890893 = -352258.104449 nChanged 6 SP:Iteration 51Q (494.755089 sec): 3 clusters Score: Raw -354942.880063 + Penalty 2682.890893 = -352259.989170 nChanged 5 SP:Iteration 52Q (494.806395 sec): 3 clusters Score: Raw -354944.711345 + Penalty 2682.890893 = -352261.820452 nChanged 6 SP:Iteration 53Q (494.858165 sec): 3 clusters Score: Raw -354946.760319 + Penalty 2682.890893 = -352263.869425 nChanged 4 SP:Iteration 54Q (494.908056 sec): 3 clusters Score: Raw -354948.008222 + Penalty 2682.890893 = -352265.117328 nChanged 5 SP:Iteration 55Q (494.958286 sec): 3 clusters Score: Raw -354950.426611 + Penalty 2682.890893 = -352267.535718 nChanged 3 SP:Iteration 56Q (495.014521 sec): 3 clusters Score: Raw -354951.208509 + Penalty 2682.890893 = -352268.317616 nChanged 0 SP:Iteration 57F (495.059231 sec): 3 clusters Score: Raw -354951.208509 + Penalty 2682.890893 = -352268.317616 nChanged 0 Trying to split cluster 9 (30522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (495.139138 sec): 2 clusters Score: Raw -2788589.721499 + Penalty 1678.007990 = -2786911.713509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (495.240651 sec): 3 clusters Score: Raw -2769702.387648 + Penalty 3356.015980 = -2766346.371669 nChanged 14062 SP:Iteration 1F (495.334297 sec): 3 clusters Score: Raw -2777548.858069 + Penalty 3356.015980 = -2774192.842090 nChanged 1493 SP:Iteration 2Q (495.436850 sec): 3 clusters Score: Raw -2778059.360897 + Penalty 3356.015980 = -2774703.344917 nChanged 1421 SP:Iteration 3Q (495.524188 sec): 3 clusters Score: Raw -2778608.535449 + Penalty 3356.015980 = -2775252.519469 nChanged 1496 SP:Iteration 4Q (495.631747 sec): 3 clusters Score: Raw -2779271.258645 + Penalty 3356.015980 = -2775915.242665 nChanged 1601 SP:Iteration 5F (495.727069 sec): 3 clusters Score: Raw -2780061.630687 + Penalty 3356.015980 = -2776705.614707 nChanged 1718 SP:Iteration 6F (495.827141 sec): 3 clusters Score: Raw -2781028.677061 + Penalty 3356.015980 = -2777672.661081 nChanged 1833 SP:Iteration 7F (495.926197 sec): 3 clusters Score: Raw -2782213.911885 + Penalty 3356.015980 = -2778857.895905 nChanged 1824 SP:Iteration 8F (496.014372 sec): 3 clusters Score: Raw -2783407.758174 + Penalty 3356.015980 = -2780051.742194 nChanged 1631 SP:Iteration 9F (496.111057 sec): 3 clusters Score: Raw -2784549.340744 + Penalty 3356.015980 = -2781193.324764 nChanged 1440 SP:Iteration 10Q (496.221916 sec): 3 clusters Score: Raw -2785633.207355 + Penalty 3356.015980 = -2782277.191375 nChanged 1198 SP:Iteration 11Q (496.319740 sec): 3 clusters Score: Raw -2786617.708389 + Penalty 3356.015980 = -2783261.692409 nChanged 936 SP:Iteration 12Q (496.414378 sec): 3 clusters Score: Raw -2787345.827541 + Penalty 3356.015980 = -2783989.811561 nChanged 710 SP:Iteration 13Q (496.526188 sec): 3 clusters Score: Raw -2787805.658352 + Penalty 3356.015980 = -2784449.642372 nChanged 505 SP:Iteration 14Q (496.624482 sec): 3 clusters Score: Raw -2788136.531768 + Penalty 3356.015980 = -2784780.515788 nChanged 464 SP:Iteration 15Q (496.723073 sec): 3 clusters Score: Raw -2788409.762573 + Penalty 3356.015980 = -2785053.746593 nChanged 391 SP:Iteration 16Q (496.818597 sec): 3 clusters Score: Raw -2788617.461516 + Penalty 3356.015980 = -2785261.445536 nChanged 328 SP:Iteration 17Q (496.912213 sec): 3 clusters Score: Raw -2788771.352654 + Penalty 3356.015980 = -2785415.336674 nChanged 281 SP:Iteration 18Q (497.001433 sec): 3 clusters Score: Raw -2788879.102401 + Penalty 3356.015980 = -2785523.086421 nChanged 226 SP:Iteration 19Q (497.098550 sec): 3 clusters Score: Raw -2788951.524077 + Penalty 3356.015980 = -2785595.508098 nChanged 177 SP:Iteration 20F (497.184885 sec): 3 clusters Score: Raw -2788999.903074 + Penalty 3356.015980 = -2785643.887095 nChanged 130 SP:Iteration 21Q (497.288374 sec): 3 clusters Score: Raw -2789031.801941 + Penalty 3356.015980 = -2785675.785961 nChanged 111 SP:Iteration 22Q (497.383338 sec): 3 clusters Score: Raw -2789058.690265 + Penalty 3356.015980 = -2785702.674285 nChanged 99 SP:Iteration 23Q (497.475591 sec): 3 clusters Score: Raw -2789076.847597 + Penalty 3356.015980 = -2785720.831618 nChanged 76 SP:Iteration 24Q (497.564157 sec): 3 clusters Score: Raw -2789091.079005 + Penalty 3356.015980 = -2785735.063025 nChanged 82 SP:Iteration 25Q (497.652783 sec): 3 clusters Score: Raw -2789106.098698 + Penalty 3356.015980 = -2785750.082719 nChanged 69 SP:Iteration 26Q (497.743524 sec): 3 clusters Score: Raw -2789117.543467 + Penalty 3356.015980 = -2785761.527488 nChanged 61 SP:Iteration 27Q (497.834857 sec): 3 clusters Score: Raw -2789125.825123 + Penalty 3356.015980 = -2785769.809144 nChanged 61 SP:Iteration 28Q (497.924982 sec): 3 clusters Score: Raw -2789134.234660 + Penalty 3356.015980 = -2785778.218681 nChanged 49 SP:Iteration 29Q (498.009603 sec): 3 clusters Score: Raw -2789141.683758 + Penalty 3356.015980 = -2785785.667778 nChanged 51 SP:Iteration 30Q (498.103485 sec): 3 clusters Score: Raw -2789149.840921 + Penalty 3356.015980 = -2785793.824942 nChanged 50 SP:Iteration 31Q (498.194833 sec): 3 clusters Score: Raw -2789157.572079 + Penalty 3356.015980 = -2785801.556099 nChanged 48 SP:Iteration 32Q (498.285265 sec): 3 clusters Score: Raw -2789164.538334 + Penalty 3356.015980 = -2785808.522355 nChanged 43 SP:Iteration 33Q (498.375288 sec): 3 clusters Score: Raw -2789169.412864 + Penalty 3356.015980 = -2785813.396884 nChanged 33 SP:Iteration 34Q (498.455627 sec): 3 clusters Score: Raw -2789173.635180 + Penalty 3356.015980 = -2785817.619200 nChanged 34 SP:Iteration 35Q (498.557795 sec): 3 clusters Score: Raw -2789178.272132 + Penalty 3356.015980 = -2785822.256152 nChanged 36 SP:Iteration 36Q (498.647476 sec): 3 clusters Score: Raw -2789182.465864 + Penalty 3356.015980 = -2785826.449884 nChanged 30 SP:Iteration 37Q (498.738608 sec): 3 clusters Score: Raw -2789186.342901 + Penalty 3356.015980 = -2785830.326921 nChanged 30 SP:Iteration 38Q (498.822010 sec): 3 clusters Score: Raw -2789189.671221 + Penalty 3356.015980 = -2785833.655241 nChanged 24 SP:Iteration 39Q (498.914728 sec): 3 clusters Score: Raw -2789193.241528 + Penalty 3356.015980 = -2785837.225548 nChanged 30 SP:Iteration 40F (499.014103 sec): 3 clusters Score: Raw -2789196.366379 + Penalty 3356.015980 = -2785840.350399 nChanged 14 SP:Iteration 41Q (499.109160 sec): 3 clusters Score: Raw -2789197.931289 + Penalty 3356.015980 = -2785841.915309 nChanged 15 SP:Iteration 42Q (499.204230 sec): 3 clusters Score: Raw -2789199.415881 + Penalty 3356.015980 = -2785843.399901 nChanged 9 SP:Iteration 43Q (499.295264 sec): 3 clusters Score: Raw -2789200.205668 + Penalty 3356.015980 = -2785844.189689 nChanged 10 SP:Iteration 44Q (499.382781 sec): 3 clusters Score: Raw -2789201.330798 + Penalty 3356.015980 = -2785845.314818 nChanged 15 SP:Iteration 45Q (499.475306 sec): 3 clusters Score: Raw -2789202.881953 + Penalty 3356.015980 = -2785846.865973 nChanged 18 SP:Iteration 46Q (499.568384 sec): 3 clusters Score: Raw -2789204.344060 + Penalty 3356.015980 = -2785848.328080 nChanged 12 SP:Iteration 47Q (499.659881 sec): 3 clusters Score: Raw -2789205.290619 + Penalty 3356.015980 = -2785849.274639 nChanged 8 SP:Iteration 48Q (499.741869 sec): 3 clusters Score: Raw -2789205.806163 + Penalty 3356.015980 = -2785849.790184 nChanged 8 SP:Iteration 49Q (499.841175 sec): 3 clusters Score: Raw -2789206.296425 + Penalty 3356.015980 = -2785850.280445 nChanged 10 SP:Iteration 50Q (499.931076 sec): 3 clusters Score: Raw -2789206.967552 + Penalty 3356.015980 = -2785850.951572 nChanged 9 SP:Iteration 51Q (500.023052 sec): 3 clusters Score: Raw -2789207.573854 + Penalty 3356.015980 = -2785851.557875 nChanged 4 SP:Iteration 52Q (500.116526 sec): 3 clusters Score: Raw -2789207.794439 + Penalty 3356.015980 = -2785851.778460 nChanged 5 SP:Iteration 53Q (500.208882 sec): 3 clusters Score: Raw -2789207.989379 + Penalty 3356.015980 = -2785851.973399 nChanged 1 SP:Iteration 54Q (500.298417 sec): 3 clusters Score: Raw -2789208.034768 + Penalty 3356.015980 = -2785852.018788 nChanged 1 SP:Iteration 55Q (500.378817 sec): 3 clusters Score: Raw -2789208.062585 + Penalty 3356.015980 = -2785852.046605 nChanged 2 SP:Iteration 56Q (500.475178 sec): 3 clusters Score: Raw -2789208.104761 + Penalty 3356.015980 = -2785852.088782 nChanged 0 SP:Iteration 57F (500.572389 sec): 3 clusters Score: Raw -2789208.104761 + Penalty 3356.015980 = -2785852.088782 nChanged 0 Trying to split cluster 10 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (500.612387 sec): 2 clusters Score: Raw -9713.942680 + Penalty 829.716140 = -8884.226541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (500.662350 sec): 3 clusters Score: Raw -9906.496109 + Penalty 1659.432279 = -8247.063830 nChanged 26 SP:Iteration 1F (500.704679 sec): 3 clusters Score: Raw -9998.770741 + Penalty 1659.432279 = -8339.338462 nChanged 9 SP:Iteration 2F (500.747404 sec): 3 clusters Score: Raw -10031.608338 + Penalty 1659.432279 = -8372.176059 nChanged 2 SP:Iteration 3Q (500.797295 sec): 3 clusters Score: Raw -10039.507634 + Penalty 1659.432279 = -8380.075355 nChanged 2 SP:Iteration 4Q (500.854197 sec): 3 clusters Score: Raw -10059.586462 + Penalty 1659.432279 = -8400.154183 nChanged 1 SP:Iteration 5Q (500.899708 sec): 3 clusters Score: Raw -10062.736948 + Penalty 1659.432279 = -8403.304669 nChanged 0 SP:Iteration 6F (500.945669 sec): 3 clusters Score: Raw -10062.736948 + Penalty 1659.432279 = -8403.304669 nChanged 0 Trying to split cluster 11 (4571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (500.986573 sec): 2 clusters Score: Raw -390276.545818 + Penalty 1369.466683 = -388907.079135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.038189 sec): 3 clusters Score: Raw -387966.324540 + Penalty 2738.933365 = -385227.391174 nChanged 1878 SP:Iteration 1F (501.083705 sec): 3 clusters Score: Raw -389328.945773 + Penalty 2738.933365 = -386590.012408 nChanged 476 SP:Iteration 2F (501.139817 sec): 3 clusters Score: Raw -389854.082065 + Penalty 2738.933365 = -387115.148700 nChanged 401 SP:Iteration 3F (501.201792 sec): 3 clusters Score: Raw -390248.405309 + Penalty 2738.933365 = -387509.471943 nChanged 352 SP:Iteration 4F (501.257180 sec): 3 clusters Score: Raw -390603.493562 + Penalty 2738.933365 = -387864.560197 nChanged 272 SP:Iteration 5F (501.311013 sec): 3 clusters Score: Raw -390833.803214 + Penalty 2738.933365 = -388094.869848 nChanged 203 SP:Iteration 6Q (501.354970 sec): 3 clusters Score: Raw -390980.708714 + Penalty 2738.933365 = -388241.775349 nChanged 129 SP:Iteration 7Q (501.423911 sec): 3 clusters Score: Raw -391055.796796 + Penalty 2738.933365 = -388316.863430 nChanged 93 SP:Iteration 8Q (501.467062 sec): 3 clusters Score: Raw -391106.163763 + Penalty 2738.933365 = -388367.230398 nChanged 72 SP:Iteration 9Q (501.528175 sec): 3 clusters Score: Raw -391148.405689 + Penalty 2738.933365 = -388409.472323 nChanged 49 SP:Iteration 10Q (501.581572 sec): 3 clusters Score: Raw -391171.986265 + Penalty 2738.933365 = -388433.052900 nChanged 35 SP:Iteration 11Q (501.623926 sec): 3 clusters Score: Raw -391191.701244 + Penalty 2738.933365 = -388452.767879 nChanged 42 SP:Iteration 12Q (501.686566 sec): 3 clusters Score: Raw -391211.101168 + Penalty 2738.933365 = -388472.167803 nChanged 30 SP:Iteration 13Q (501.744268 sec): 3 clusters Score: Raw -391223.631987 + Penalty 2738.933365 = -388484.698621 nChanged 20 SP:Iteration 14Q (501.796156 sec): 3 clusters Score: Raw -391233.497349 + Penalty 2738.933365 = -388494.563984 nChanged 19 SP:Iteration 15Q (501.840413 sec): 3 clusters Score: Raw -391240.105482 + Penalty 2738.933365 = -388501.172116 nChanged 16 SP:Iteration 16Q (501.903363 sec): 3 clusters Score: Raw -391246.445612 + Penalty 2738.933365 = -388507.512247 nChanged 25 SP:Iteration 17Q (501.957766 sec): 3 clusters Score: Raw -391257.099799 + Penalty 2738.933365 = -388518.166434 nChanged 19 SP:Iteration 18Q (502.015199 sec): 3 clusters Score: Raw -391264.717696 + Penalty 2738.933365 = -388525.784331 nChanged 16 SP:Iteration 19Q (502.057056 sec): 3 clusters Score: Raw -391271.612814 + Penalty 2738.933365 = -388532.679449 nChanged 19 SP:Iteration 20F (502.124911 sec): 3 clusters Score: Raw -391281.488053 + Penalty 2738.933365 = -388542.554688 nChanged 10 SP:Iteration 21Q (502.165025 sec): 3 clusters Score: Raw -391284.459707 + Penalty 2738.933365 = -388545.526342 nChanged 5 SP:Iteration 22Q (502.226334 sec): 3 clusters Score: Raw -391286.581680 + Penalty 2738.933365 = -388547.648314 nChanged 4 SP:Iteration 23Q (502.280358 sec): 3 clusters Score: Raw -391288.269692 + Penalty 2738.933365 = -388549.336326 nChanged 4 SP:Iteration 24Q (502.322895 sec): 3 clusters Score: Raw -391290.283805 + Penalty 2738.933365 = -388551.350439 nChanged 6 SP:Iteration 25Q (502.383619 sec): 3 clusters Score: Raw -391294.060041 + Penalty 2738.933365 = -388555.126675 nChanged 5 SP:Iteration 26Q (502.430762 sec): 3 clusters Score: Raw -391296.186429 + Penalty 2738.933365 = -388557.253063 nChanged 4 SP:Iteration 27Q (502.492403 sec): 3 clusters Score: Raw -391296.947721 + Penalty 2738.933365 = -388558.014356 nChanged 1 SP:Iteration 28Q (502.548245 sec): 3 clusters Score: Raw -391297.137955 + Penalty 2738.933365 = -388558.204590 nChanged 0 SP:Iteration 29F (502.589000 sec): 3 clusters Score: Raw -391297.137955 + Penalty 2738.933365 = -388558.204590 nChanged 0 Trying to split cluster 12 (4025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.617756 sec): 2 clusters Score: Raw -332854.865102 + Penalty 1348.795531 = -331506.069571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.675404 sec): 3 clusters Score: Raw -330876.869205 + Penalty 2697.591062 = -328179.278144 nChanged 1606 SP:Iteration 1F (502.721167 sec): 3 clusters Score: Raw -331850.102702 + Penalty 2697.591062 = -329152.511640 nChanged 372 SP:Iteration 2F (502.782123 sec): 3 clusters Score: Raw -332105.225905 + Penalty 2697.591062 = -329407.634843 nChanged 269 SP:Iteration 3F (502.833728 sec): 3 clusters Score: Raw -332291.009163 + Penalty 2697.591062 = -329593.418102 nChanged 216 SP:Iteration 4F (502.885603 sec): 3 clusters Score: Raw -332466.245950 + Penalty 2697.591062 = -329768.654889 nChanged 222 SP:Iteration 5F (502.927139 sec): 3 clusters Score: Raw -332652.546374 + Penalty 2697.591062 = -329954.955313 nChanged 198 SP:Iteration 6Q (502.982798 sec): 3 clusters Score: Raw -332850.360006 + Penalty 2697.591062 = -330152.768944 nChanged 170 SP:Iteration 7Q (503.031177 sec): 3 clusters Score: Raw -333031.455056 + Penalty 2697.591062 = -330333.863994 nChanged 181 SP:Iteration 8Q (503.092310 sec): 3 clusters Score: Raw -333212.198150 + Penalty 2697.591062 = -330514.607088 nChanged 141 SP:Iteration 9Q (503.149835 sec): 3 clusters Score: Raw -333326.533521 + Penalty 2697.591062 = -330628.942459 nChanged 120 SP:Iteration 10Q (503.211159 sec): 3 clusters Score: Raw -333417.964213 + Penalty 2697.591062 = -330720.373151 nChanged 103 SP:Iteration 11Q (503.259543 sec): 3 clusters Score: Raw -333486.778586 + Penalty 2697.591062 = -330789.187524 nChanged 88 SP:Iteration 12Q (503.315654 sec): 3 clusters Score: Raw -333537.302575 + Penalty 2697.591062 = -330839.711513 nChanged 73 SP:Iteration 13Q (503.375482 sec): 3 clusters Score: Raw -333579.154880 + Penalty 2697.591062 = -330881.563819 nChanged 67 SP:Iteration 14Q (503.414402 sec): 3 clusters Score: Raw -333617.615676 + Penalty 2697.591062 = -330920.024615 nChanged 50 SP:Iteration 15Q (503.477946 sec): 3 clusters Score: Raw -333641.311171 + Penalty 2697.591062 = -330943.720110 nChanged 41 SP:Iteration 16Q (503.523025 sec): 3 clusters Score: Raw -333660.800011 + Penalty 2697.591062 = -330963.208949 nChanged 47 SP:Iteration 17Q (503.584590 sec): 3 clusters Score: Raw -333682.135759 + Penalty 2697.591062 = -330984.544697 nChanged 40 SP:Iteration 18Q (503.641701 sec): 3 clusters Score: Raw -333698.406874 + Penalty 2697.591062 = -331000.815812 nChanged 37 SP:Iteration 19Q (503.688985 sec): 3 clusters Score: Raw -333709.877823 + Penalty 2697.591062 = -331012.286761 nChanged 23 SP:Iteration 20F (503.752469 sec): 3 clusters Score: Raw -333716.767750 + Penalty 2697.591062 = -331019.176688 nChanged 22 SP:Iteration 21Q (503.800098 sec): 3 clusters Score: Raw -333722.528818 + Penalty 2697.591062 = -331024.937756 nChanged 19 SP:Iteration 22Q (503.858483 sec): 3 clusters Score: Raw -333731.165247 + Penalty 2697.591062 = -331033.574185 nChanged 24 SP:Iteration 23Q (503.909005 sec): 3 clusters Score: Raw -333740.182287 + Penalty 2697.591062 = -331042.591225 nChanged 27 SP:Iteration 24Q (503.952917 sec): 3 clusters Score: Raw -333751.602048 + Penalty 2697.591062 = -331054.010986 nChanged 25 SP:Iteration 25Q (504.007252 sec): 3 clusters Score: Raw -333761.626250 + Penalty 2697.591062 = -331064.035188 nChanged 17 SP:Iteration 26Q (504.068773 sec): 3 clusters Score: Raw -333767.881941 + Penalty 2697.591062 = -331070.290879 nChanged 14 SP:Iteration 27Q (504.124022 sec): 3 clusters Score: Raw -333774.494381 + Penalty 2697.591062 = -331076.903319 nChanged 21 SP:Iteration 28Q (504.176966 sec): 3 clusters Score: Raw -333789.767961 + Penalty 2697.591062 = -331092.176899 nChanged 24 SP:Iteration 29Q (504.230535 sec): 3 clusters Score: Raw -333805.467365 + Penalty 2697.591062 = -331107.876304 nChanged 32 SP:Iteration 30Q (504.273579 sec): 3 clusters Score: Raw -333827.525455 + Penalty 2697.591062 = -331129.934393 nChanged 31 SP:Iteration 31Q (504.330565 sec): 3 clusters Score: Raw -333849.478224 + Penalty 2697.591062 = -331151.887162 nChanged 21 SP:Iteration 32Q (504.389365 sec): 3 clusters Score: Raw -333865.694101 + Penalty 2697.591062 = -331168.103039 nChanged 23 SP:Iteration 33Q (504.446359 sec): 3 clusters Score: Raw -333877.311458 + Penalty 2697.591062 = -331179.720396 nChanged 12 SP:Iteration 34Q (504.490716 sec): 3 clusters Score: Raw -333881.523220 + Penalty 2697.591062 = -331183.932158 nChanged 8 SP:Iteration 35Q (504.543604 sec): 3 clusters Score: Raw -333887.295355 + Penalty 2697.591062 = -331189.704293 nChanged 14 SP:Iteration 36Q (504.600313 sec): 3 clusters Score: Raw -333892.543240 + Penalty 2697.591062 = -331194.952179 nChanged 10 SP:Iteration 37Q (504.652293 sec): 3 clusters Score: Raw -333897.466107 + Penalty 2697.591062 = -331199.875045 nChanged 15 SP:Iteration 38Q (504.712523 sec): 3 clusters Score: Raw -333903.584258 + Penalty 2697.591062 = -331205.993196 nChanged 11 SP:Iteration 39Q (504.766923 sec): 3 clusters Score: Raw -333907.546060 + Penalty 2697.591062 = -331209.954998 nChanged 8 SP:Iteration 40F (504.809549 sec): 3 clusters Score: Raw -333910.387101 + Penalty 2697.591062 = -331212.796039 nChanged 9 SP:Iteration 41Q (504.855653 sec): 3 clusters Score: Raw -333913.890913 + Penalty 2697.591062 = -331216.299851 nChanged 5 SP:Iteration 42Q (504.907393 sec): 3 clusters Score: Raw -333915.487338 + Penalty 2697.591062 = -331217.896276 nChanged 3 SP:Iteration 43Q (504.963986 sec): 3 clusters Score: Raw -333916.795700 + Penalty 2697.591062 = -331219.204638 nChanged 6 SP:Iteration 44Q (505.020269 sec): 3 clusters Score: Raw -333918.923663 + Penalty 2697.591062 = -331221.332602 nChanged 8 SP:Iteration 45Q (505.076383 sec): 3 clusters Score: Raw -333920.692844 + Penalty 2697.591062 = -331223.101782 nChanged 5 SP:Iteration 46Q (505.132558 sec): 3 clusters Score: Raw -333922.035518 + Penalty 2697.591062 = -331224.444456 nChanged 2 SP:Iteration 47Q (505.181393 sec): 3 clusters Score: Raw -333922.742165 + Penalty 2697.591062 = -331225.151103 nChanged 3 SP:Iteration 48Q (505.237503 sec): 3 clusters Score: Raw -333923.622053 + Penalty 2697.591062 = -331226.030991 nChanged 6 SP:Iteration 49Q (505.285655 sec): 3 clusters Score: Raw -333925.585042 + Penalty 2697.591062 = -331227.993981 nChanged 2 SP:Iteration 50Q (505.337147 sec): 3 clusters Score: Raw -333926.068232 + Penalty 2697.591062 = -331228.477170 nChanged 2 SP:Iteration 51Q (505.389148 sec): 3 clusters Score: Raw -333926.846138 + Penalty 2697.591062 = -331229.255076 nChanged 1 SP:Iteration 52Q (505.448971 sec): 3 clusters Score: Raw -333926.997598 + Penalty 2697.591062 = -331229.406537 nChanged 0 SP:Iteration 53F (505.506337 sec): 3 clusters Score: Raw -333926.997598 + Penalty 2697.591062 = -331229.406537 nChanged 0 Trying to split cluster 13 (2217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (505.523716 sec): 2 clusters Score: Raw -179731.890133 + Penalty 1251.885409 = -178480.004724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (505.573418 sec): 3 clusters Score: Raw -178749.719777 + Penalty 2503.770818 = -176245.948959 nChanged 829 SP:Iteration 1F (505.628047 sec): 3 clusters Score: Raw -179300.556806 + Penalty 2503.770818 = -176796.785988 nChanged 186 SP:Iteration 2F (505.675131 sec): 3 clusters Score: Raw -179485.788138 + Penalty 2503.770818 = -176982.017320 nChanged 144 SP:Iteration 3F (505.728817 sec): 3 clusters Score: Raw -179610.784704 + Penalty 2503.770818 = -177107.013886 nChanged 111 SP:Iteration 4F (505.781606 sec): 3 clusters Score: Raw -179698.155104 + Penalty 2503.770818 = -177194.384286 nChanged 92 SP:Iteration 5Q (505.832950 sec): 3 clusters Score: Raw -179787.884304 + Penalty 2503.770818 = -177284.113486 nChanged 94 SP:Iteration 6Q (505.881506 sec): 3 clusters Score: Raw -179847.491470 + Penalty 2503.770818 = -177343.720652 nChanged 58 SP:Iteration 7Q (505.930804 sec): 3 clusters Score: Raw -179882.459565 + Penalty 2503.770818 = -177378.688747 nChanged 41 SP:Iteration 8Q (505.981785 sec): 3 clusters Score: Raw -179910.552264 + Penalty 2503.770818 = -177406.781446 nChanged 32 SP:Iteration 9Q (506.021110 sec): 3 clusters Score: Raw -179932.612694 + Penalty 2503.770818 = -177428.841876 nChanged 33 SP:Iteration 10Q (506.070258 sec): 3 clusters Score: Raw -179952.666495 + Penalty 2503.770818 = -177448.895677 nChanged 36 SP:Iteration 11Q (506.130275 sec): 3 clusters Score: Raw -179982.433430 + Penalty 2503.770818 = -177478.662612 nChanged 26 SP:Iteration 12Q (506.184247 sec): 3 clusters Score: Raw -180000.691470 + Penalty 2503.770818 = -177496.920652 nChanged 22 SP:Iteration 13Q (506.229564 sec): 3 clusters Score: Raw -180013.944051 + Penalty 2503.770818 = -177510.173233 nChanged 20 SP:Iteration 14Q (506.272943 sec): 3 clusters Score: Raw -180025.581022 + Penalty 2503.770818 = -177521.810204 nChanged 21 SP:Iteration 15Q (506.320058 sec): 3 clusters Score: Raw -180036.658654 + Penalty 2503.770818 = -177532.887836 nChanged 21 SP:Iteration 16Q (506.374513 sec): 3 clusters Score: Raw -180049.624974 + Penalty 2503.770818 = -177545.854156 nChanged 23 SP:Iteration 17Q (506.426729 sec): 3 clusters Score: Raw -180058.637390 + Penalty 2503.770818 = -177554.866572 nChanged 12 SP:Iteration 18Q (506.473717 sec): 3 clusters Score: Raw -180063.666736 + Penalty 2503.770818 = -177559.895918 nChanged 12 SP:Iteration 19Q (506.517062 sec): 3 clusters Score: Raw -180068.552703 + Penalty 2503.770818 = -177564.781885 nChanged 10 SP:Iteration 20F (506.572218 sec): 3 clusters Score: Raw -180073.488364 + Penalty 2503.770818 = -177569.717545 nChanged 8 SP:Iteration 21Q (506.618084 sec): 3 clusters Score: Raw -180081.690484 + Penalty 2503.770818 = -177577.919666 nChanged 11 SP:Iteration 22Q (506.670172 sec): 3 clusters Score: Raw -180090.025404 + Penalty 2503.770818 = -177586.254586 nChanged 14 SP:Iteration 23Q (506.726189 sec): 3 clusters Score: Raw -180099.585089 + Penalty 2503.770818 = -177595.814271 nChanged 13 SP:Iteration 24Q (506.777811 sec): 3 clusters Score: Raw -180105.465351 + Penalty 2503.770818 = -177601.694533 nChanged 8 SP:Iteration 25Q (506.828989 sec): 3 clusters Score: Raw -180110.074430 + Penalty 2503.770818 = -177606.303612 nChanged 8 SP:Iteration 26Q (506.873317 sec): 3 clusters Score: Raw -180113.870480 + Penalty 2503.770818 = -177610.099662 nChanged 7 SP:Iteration 27Q (506.924055 sec): 3 clusters Score: Raw -180117.436708 + Penalty 2503.770818 = -177613.665889 nChanged 5 SP:Iteration 28Q (506.978082 sec): 3 clusters Score: Raw -180119.186097 + Penalty 2503.770818 = -177615.415279 nChanged 5 SP:Iteration 29Q (507.036774 sec): 3 clusters Score: Raw -180121.121028 + Penalty 2503.770818 = -177617.350210 nChanged 6 SP:Iteration 30Q (507.083014 sec): 3 clusters Score: Raw -180123.554011 + Penalty 2503.770818 = -177619.783192 nChanged 9 SP:Iteration 31Q (507.133397 sec): 3 clusters Score: Raw -180127.051294 + Penalty 2503.770818 = -177623.280475 nChanged 6 SP:Iteration 32Q (507.181262 sec): 3 clusters Score: Raw -180129.786200 + Penalty 2503.770818 = -177626.015382 nChanged 9 SP:Iteration 33Q (507.220735 sec): 3 clusters Score: Raw -180134.048646 + Penalty 2503.770818 = -177630.277828 nChanged 8 SP:Iteration 34Q (507.275288 sec): 3 clusters Score: Raw -180137.990991 + Penalty 2503.770818 = -177634.220173 nChanged 8 SP:Iteration 35Q (507.328571 sec): 3 clusters Score: Raw -180140.694308 + Penalty 2503.770818 = -177636.923490 nChanged 6 SP:Iteration 36Q (507.381556 sec): 3 clusters Score: Raw -180142.767947 + Penalty 2503.770818 = -177638.997129 nChanged 3 SP:Iteration 37Q (507.430713 sec): 3 clusters Score: Raw -180143.879185 + Penalty 2503.770818 = -177640.108367 nChanged 2 SP:Iteration 38Q (507.477969 sec): 3 clusters Score: Raw -180144.671925 + Penalty 2503.770818 = -177640.901107 nChanged 1 SP:Iteration 39Q (507.524808 sec): 3 clusters Score: Raw -180144.868570 + Penalty 2503.770818 = -177641.097752 nChanged 1 SP:Iteration 40F (507.581130 sec): 3 clusters Score: Raw -180145.213808 + Penalty 2503.770818 = -177641.442990 nChanged 3 SP:Iteration 41Q (507.617968 sec): 3 clusters Score: Raw -180146.253131 + Penalty 2503.770818 = -177642.482312 nChanged 6 SP:Iteration 42Q (507.667702 sec): 3 clusters Score: Raw -180148.013406 + Penalty 2503.770818 = -177644.242588 nChanged 5 SP:Iteration 43Q (507.713980 sec): 3 clusters Score: Raw -180149.399547 + Penalty 2503.770818 = -177645.628729 nChanged 4 SP:Iteration 44Q (507.760780 sec): 3 clusters Score: Raw -180151.565798 + Penalty 2503.770818 = -177647.794980 nChanged 2 SP:Iteration 45Q (507.811139 sec): 3 clusters Score: Raw -180152.960409 + Penalty 2503.770818 = -177649.189591 nChanged 1 SP:Iteration 46Q (507.865643 sec): 3 clusters Score: Raw -180153.251601 + Penalty 2503.770818 = -177649.480783 nChanged 3 SP:Iteration 47Q (507.906284 sec): 3 clusters Score: Raw -180154.617883 + Penalty 2503.770818 = -177650.847065 nChanged 4 SP:Iteration 48Q (507.966570 sec): 3 clusters Score: Raw -180156.225544 + Penalty 2503.770818 = -177652.454726 nChanged 1 SP:Iteration 49Q (508.014576 sec): 3 clusters Score: Raw -180157.013757 + Penalty 2503.770818 = -177653.242939 nChanged 1 SP:Iteration 50Q (508.067313 sec): 3 clusters Score: Raw -180157.455347 + Penalty 2503.770818 = -177653.684529 nChanged 1 SP:Iteration 51Q (508.107485 sec): 3 clusters Score: Raw -180157.681198 + Penalty 2503.770818 = -177653.910380 nChanged 2 SP:Iteration 52Q (508.168211 sec): 3 clusters Score: Raw -180158.288878 + Penalty 2503.770818 = -177654.518060 nChanged 3 SP:Iteration 53Q (508.217872 sec): 3 clusters Score: Raw -180159.779822 + Penalty 2503.770818 = -177656.009004 nChanged 7 SP:Iteration 54Q (508.260374 sec): 3 clusters Score: Raw -180163.014288 + Penalty 2503.770818 = -177659.243470 nChanged 7 SP:Iteration 55Q (508.312368 sec): 3 clusters Score: Raw -180165.828849 + Penalty 2503.770818 = -177662.058031 nChanged 3 SP:Iteration 56Q (508.375573 sec): 3 clusters Score: Raw -180167.001579 + Penalty 2503.770818 = -177663.230761 nChanged 2 SP:Iteration 57Q (508.426950 sec): 3 clusters Score: Raw -180167.730924 + Penalty 2503.770818 = -177663.960106 nChanged 4 SP:Iteration 58Q (508.479662 sec): 3 clusters Score: Raw -180168.929033 + Penalty 2503.770818 = -177665.158215 nChanged 3 SP:Iteration 59Q (508.528761 sec): 3 clusters Score: Raw -180169.760867 + Penalty 2503.770818 = -177665.990049 nChanged 2 SP:Iteration 60F (508.579525 sec): 3 clusters Score: Raw -180170.244864 + Penalty 2503.770818 = -177666.474046 nChanged 2 SP:Iteration 61Q (508.629540 sec): 3 clusters Score: Raw -180171.805370 + Penalty 2503.770818 = -177668.034552 nChanged 4 SP:Iteration 62Q (508.670014 sec): 3 clusters Score: Raw -180173.271023 + Penalty 2503.770818 = -177669.500205 nChanged 1 SP:Iteration 63Q (508.723494 sec): 3 clusters Score: Raw -180174.284542 + Penalty 2503.770818 = -177670.513724 nChanged 1 SP:Iteration 64Q (508.783854 sec): 3 clusters Score: Raw -180174.722324 + Penalty 2503.770818 = -177670.951506 nChanged 1 SP:Iteration 65Q (508.835209 sec): 3 clusters Score: Raw -180175.578256 + Penalty 2503.770818 = -177671.807437 nChanged 1 SP:Iteration 66Q (508.886033 sec): 3 clusters Score: Raw -180175.778728 + Penalty 2503.770818 = -177672.007910 nChanged 0 SP:Iteration 67F (508.936147 sec): 3 clusters Score: Raw -180175.778728 + Penalty 2503.770818 = -177672.007910 nChanged 0 Trying to split cluster 14 (1221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (508.963715 sec): 2 clusters Score: Raw -106178.913024 + Penalty 1154.956640 = -105023.956385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (509.014846 sec): 3 clusters Score: Raw -105793.748472 + Penalty 2309.913279 = -103483.835193 nChanged 363 SP:Iteration 1F (509.064038 sec): 3 clusters Score: Raw -106105.219543 + Penalty 2309.913279 = -103795.306264 nChanged 95 SP:Iteration 2F (509.109790 sec): 3 clusters Score: Raw -106213.949208 + Penalty 2309.913279 = -103904.035929 nChanged 56 SP:Iteration 3Q (509.162513 sec): 3 clusters Score: Raw -106263.191269 + Penalty 2309.913279 = -103953.277990 nChanged 48 SP:Iteration 4Q (509.207025 sec): 3 clusters Score: Raw -106300.745590 + Penalty 2309.913279 = -103990.832311 nChanged 27 SP:Iteration 5Q (509.256897 sec): 3 clusters Score: Raw -106324.570207 + Penalty 2309.913279 = -104014.656928 nChanged 27 SP:Iteration 6Q (509.300307 sec): 3 clusters Score: Raw -106342.330941 + Penalty 2309.913279 = -104032.417662 nChanged 16 SP:Iteration 7Q (509.347201 sec): 3 clusters Score: Raw -106354.076389 + Penalty 2309.913279 = -104044.163110 nChanged 23 SP:Iteration 8Q (509.399907 sec): 3 clusters Score: Raw -106381.631499 + Penalty 2309.913279 = -104071.718220 nChanged 30 SP:Iteration 9Q (509.447274 sec): 3 clusters Score: Raw -106410.626023 + Penalty 2309.913279 = -104100.712744 nChanged 27 SP:Iteration 10Q (509.482580 sec): 3 clusters Score: Raw -106437.839502 + Penalty 2309.913279 = -104127.926223 nChanged 32 SP:Iteration 11Q (509.532311 sec): 3 clusters Score: Raw -106471.210905 + Penalty 2309.913279 = -104161.297626 nChanged 22 SP:Iteration 12Q (509.572826 sec): 3 clusters Score: Raw -106488.801635 + Penalty 2309.913279 = -104178.888356 nChanged 10 SP:Iteration 13Q (509.623723 sec): 3 clusters Score: Raw -106497.002192 + Penalty 2309.913279 = -104187.088913 nChanged 6 SP:Iteration 14Q (509.667640 sec): 3 clusters Score: Raw -106503.234825 + Penalty 2309.913279 = -104193.321546 nChanged 5 SP:Iteration 15Q (509.713754 sec): 3 clusters Score: Raw -106506.113325 + Penalty 2309.913279 = -104196.200046 nChanged 7 SP:Iteration 16Q (509.764427 sec): 3 clusters Score: Raw -106511.841368 + Penalty 2309.913279 = -104201.928088 nChanged 12 SP:Iteration 17Q (509.803354 sec): 3 clusters Score: Raw -106522.295902 + Penalty 2309.913279 = -104212.382622 nChanged 10 SP:Iteration 18Q (509.852539 sec): 3 clusters Score: Raw -106531.440450 + Penalty 2309.913279 = -104221.527171 nChanged 8 SP:Iteration 19Q (509.906588 sec): 3 clusters Score: Raw -106537.591437 + Penalty 2309.913279 = -104227.678158 nChanged 3 SP:Iteration 20F (509.951531 sec): 3 clusters Score: Raw -106540.672504 + Penalty 2309.913279 = -104230.759225 nChanged 3 SP:Iteration 21Q (509.999219 sec): 3 clusters Score: Raw -106543.716819 + Penalty 2309.913279 = -104233.803540 nChanged 3 SP:Iteration 22Q (510.045699 sec): 3 clusters Score: Raw -106545.229662 + Penalty 2309.913279 = -104235.316383 nChanged 0 SP:Iteration 23F (510.089025 sec): 3 clusters Score: Raw -106545.229662 + Penalty 2309.913279 = -104235.316383 nChanged 0 Trying to split cluster 15 (3899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (510.116576 sec): 2 clusters Score: Raw -356880.076059 + Penalty 1343.627251 = -355536.448809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (510.169456 sec): 3 clusters Score: Raw -354937.636965 + Penalty 2687.254501 = -352250.382463 nChanged 1549 SP:Iteration 1F (510.211853 sec): 3 clusters Score: Raw -355867.448529 + Penalty 2687.254501 = -353180.194027 nChanged 303 SP:Iteration 2F (510.264330 sec): 3 clusters Score: Raw -356078.903967 + Penalty 2687.254501 = -353391.649466 nChanged 231 SP:Iteration 3F (510.313005 sec): 3 clusters Score: Raw -356245.910237 + Penalty 2687.254501 = -353558.655736 nChanged 207 SP:Iteration 4F (510.364555 sec): 3 clusters Score: Raw -356383.461985 + Penalty 2687.254501 = -353696.207484 nChanged 177 SP:Iteration 5Q (510.425346 sec): 3 clusters Score: Raw -356493.091430 + Penalty 2687.254501 = -353805.836929 nChanged 138 SP:Iteration 6Q (510.471643 sec): 3 clusters Score: Raw -356574.764296 + Penalty 2687.254501 = -353887.509795 nChanged 130 SP:Iteration 7Q (510.520856 sec): 3 clusters Score: Raw -356652.295837 + Penalty 2687.254501 = -353965.041336 nChanged 104 SP:Iteration 8Q (510.567183 sec): 3 clusters Score: Raw -356709.660316 + Penalty 2687.254501 = -354022.405814 nChanged 79 SP:Iteration 9Q (510.625123 sec): 3 clusters Score: Raw -356762.793760 + Penalty 2687.254501 = -354075.539259 nChanged 68 SP:Iteration 10Q (510.677166 sec): 3 clusters Score: Raw -356804.188497 + Penalty 2687.254501 = -354116.933996 nChanged 65 SP:Iteration 11Q (510.727562 sec): 3 clusters Score: Raw -356841.731561 + Penalty 2687.254501 = -354154.477059 nChanged 39 SP:Iteration 12Q (510.789301 sec): 3 clusters Score: Raw -356870.658431 + Penalty 2687.254501 = -354183.403929 nChanged 36 SP:Iteration 13Q (510.840497 sec): 3 clusters Score: Raw -356899.297601 + Penalty 2687.254501 = -354212.043099 nChanged 38 SP:Iteration 14Q (510.894707 sec): 3 clusters Score: Raw -356925.770716 + Penalty 2687.254501 = -354238.516215 nChanged 32 SP:Iteration 15Q (510.951527 sec): 3 clusters Score: Raw -356938.758081 + Penalty 2687.254501 = -354251.503579 nChanged 25 SP:Iteration 16Q (511.004779 sec): 3 clusters Score: Raw -356951.225058 + Penalty 2687.254501 = -354263.970557 nChanged 20 SP:Iteration 17Q (511.052264 sec): 3 clusters Score: Raw -356961.668765 + Penalty 2687.254501 = -354274.414264 nChanged 19 SP:Iteration 18Q (511.114338 sec): 3 clusters Score: Raw -356974.250364 + Penalty 2687.254501 = -354286.995863 nChanged 18 SP:Iteration 19Q (511.159652 sec): 3 clusters Score: Raw -356985.193909 + Penalty 2687.254501 = -354297.939407 nChanged 24 SP:Iteration 20F (511.226181 sec): 3 clusters Score: Raw -357002.739961 + Penalty 2687.254501 = -354315.485459 nChanged 23 SP:Iteration 21Q (511.270316 sec): 3 clusters Score: Raw -357019.760849 + Penalty 2687.254501 = -354332.506347 nChanged 22 SP:Iteration 22Q (511.330232 sec): 3 clusters Score: Raw -357035.584482 + Penalty 2687.254501 = -354348.329981 nChanged 30 SP:Iteration 23Q (511.387900 sec): 3 clusters Score: Raw -357054.510112 + Penalty 2687.254501 = -354367.255610 nChanged 37 SP:Iteration 24Q (511.433047 sec): 3 clusters Score: Raw -357076.051937 + Penalty 2687.254501 = -354388.797436 nChanged 26 SP:Iteration 25Q (511.482645 sec): 3 clusters Score: Raw -357091.972299 + Penalty 2687.254501 = -354404.717798 nChanged 26 SP:Iteration 26Q (511.533829 sec): 3 clusters Score: Raw -357106.119449 + Penalty 2687.254501 = -354418.864947 nChanged 19 SP:Iteration 27Q (511.587599 sec): 3 clusters Score: Raw -357114.316758 + Penalty 2687.254501 = -354427.062257 nChanged 19 SP:Iteration 28Q (511.635250 sec): 3 clusters Score: Raw -357122.238737 + Penalty 2687.254501 = -354434.984236 nChanged 12 SP:Iteration 29Q (511.691777 sec): 3 clusters Score: Raw -357127.663195 + Penalty 2687.254501 = -354440.408694 nChanged 14 SP:Iteration 30Q (511.731159 sec): 3 clusters Score: Raw -357133.621897 + Penalty 2687.254501 = -354446.367395 nChanged 10 SP:Iteration 31Q (511.788790 sec): 3 clusters Score: Raw -357137.731512 + Penalty 2687.254501 = -354450.477011 nChanged 9 SP:Iteration 32Q (511.835745 sec): 3 clusters Score: Raw -357144.355935 + Penalty 2687.254501 = -354457.101434 nChanged 12 SP:Iteration 33Q (511.891132 sec): 3 clusters Score: Raw -357150.798046 + Penalty 2687.254501 = -354463.543545 nChanged 14 SP:Iteration 34Q (511.945695 sec): 3 clusters Score: Raw -357159.706435 + Penalty 2687.254501 = -354472.451933 nChanged 19 SP:Iteration 35Q (511.985232 sec): 3 clusters Score: Raw -357172.494256 + Penalty 2687.254501 = -354485.239755 nChanged 19 SP:Iteration 36Q (512.041486 sec): 3 clusters Score: Raw -357183.011480 + Penalty 2687.254501 = -354495.756979 nChanged 21 SP:Iteration 37Q (512.094788 sec): 3 clusters Score: Raw -357192.361174 + Penalty 2687.254501 = -354505.106672 nChanged 21 SP:Iteration 38Q (512.144364 sec): 3 clusters Score: Raw -357203.418665 + Penalty 2687.254501 = -354516.164164 nChanged 15 SP:Iteration 39Q (512.204339 sec): 3 clusters Score: Raw -357212.680793 + Penalty 2687.254501 = -354525.426292 nChanged 12 SP:Iteration 40F (512.259159 sec): 3 clusters Score: Raw -357218.681099 + Penalty 2687.254501 = -354531.426597 nChanged 10 SP:Iteration 41Q (512.309973 sec): 3 clusters Score: Raw -357224.579987 + Penalty 2687.254501 = -354537.325486 nChanged 11 SP:Iteration 42Q (512.351839 sec): 3 clusters Score: Raw -357229.209821 + Penalty 2687.254501 = -354541.955320 nChanged 10 SP:Iteration 43Q (512.418894 sec): 3 clusters Score: Raw -357234.925950 + Penalty 2687.254501 = -354547.671448 nChanged 10 SP:Iteration 44Q (512.461585 sec): 3 clusters Score: Raw -357240.816078 + Penalty 2687.254501 = -354553.561577 nChanged 11 SP:Iteration 45Q (512.517066 sec): 3 clusters Score: Raw -357245.108119 + Penalty 2687.254501 = -354557.853618 nChanged 9 SP:Iteration 46Q (512.579799 sec): 3 clusters Score: Raw -357249.602688 + Penalty 2687.254501 = -354562.348187 nChanged 5 SP:Iteration 47Q (512.619646 sec): 3 clusters Score: Raw -357251.601876 + Penalty 2687.254501 = -354564.347375 nChanged 8 SP:Iteration 48Q (512.677314 sec): 3 clusters Score: Raw -357255.507876 + Penalty 2687.254501 = -354568.253375 nChanged 8 SP:Iteration 49Q (512.727889 sec): 3 clusters Score: Raw -357260.502896 + Penalty 2687.254501 = -354573.248394 nChanged 8 SP:Iteration 50Q (512.779527 sec): 3 clusters Score: Raw -357263.941472 + Penalty 2687.254501 = -354576.686970 nChanged 5 SP:Iteration 51Q (512.836637 sec): 3 clusters Score: Raw -357266.733647 + Penalty 2687.254501 = -354579.479146 nChanged 4 SP:Iteration 52Q (512.891433 sec): 3 clusters Score: Raw -357268.915448 + Penalty 2687.254501 = -354581.660946 nChanged 5 SP:Iteration 53Q (512.932951 sec): 3 clusters Score: Raw -357270.977063 + Penalty 2687.254501 = -354583.722562 nChanged 4 SP:Iteration 54Q (512.999455 sec): 3 clusters Score: Raw -357272.859697 + Penalty 2687.254501 = -354585.605196 nChanged 3 SP:Iteration 55Q (513.045108 sec): 3 clusters Score: Raw -357274.550418 + Penalty 2687.254501 = -354587.295916 nChanged 4 SP:Iteration 56Q (513.101149 sec): 3 clusters Score: Raw -357275.592061 + Penalty 2687.254501 = -354588.337559 nChanged 3 SP:Iteration 57Q (513.158595 sec): 3 clusters Score: Raw -357276.510633 + Penalty 2687.254501 = -354589.256132 nChanged 6 SP:Iteration 58Q (513.212315 sec): 3 clusters Score: Raw -357278.385158 + Penalty 2687.254501 = -354591.130657 nChanged 1 SP:Iteration 59Q (513.254942 sec): 3 clusters Score: Raw -357278.849741 + Penalty 2687.254501 = -354591.595240 nChanged 1 SP:Iteration 60F (513.318737 sec): 3 clusters Score: Raw -357279.182313 + Penalty 2687.254501 = -354591.927812 nChanged 0 Trying to split cluster 16 (10338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (513.363413 sec): 2 clusters Score: Raw -989497.561561 + Penalty 1502.082027 = -987995.479534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (513.429234 sec): 3 clusters Score: Raw -983648.844459 + Penalty 3004.164054 = -980644.680405 nChanged 4483 SP:Iteration 1F (513.491116 sec): 3 clusters Score: Raw -986157.641405 + Penalty 3004.164054 = -983153.477351 nChanged 631 SP:Iteration 2F (513.553515 sec): 3 clusters Score: Raw -986463.215425 + Penalty 3004.164054 = -983459.051371 nChanged 540 SP:Iteration 3F (513.622215 sec): 3 clusters Score: Raw -986747.627228 + Penalty 3004.164054 = -983743.463174 nChanged 545 SP:Iteration 4F (513.687363 sec): 3 clusters Score: Raw -987047.210961 + Penalty 3004.164054 = -984043.046907 nChanged 525 SP:Iteration 5F (513.743045 sec): 3 clusters Score: Raw -987347.332675 + Penalty 3004.164054 = -984343.168621 nChanged 525 SP:Iteration 6F (513.808430 sec): 3 clusters Score: Raw -987688.709517 + Penalty 3004.164054 = -984684.545462 nChanged 517 SP:Iteration 7F (513.873463 sec): 3 clusters Score: Raw -988019.776298 + Penalty 3004.164054 = -985015.612243 nChanged 535 SP:Iteration 8F (513.947096 sec): 3 clusters Score: Raw -988331.270152 + Penalty 3004.164054 = -985327.106098 nChanged 458 SP:Iteration 9Q (514.000172 sec): 3 clusters Score: Raw -988602.664804 + Penalty 3004.164054 = -985598.500749 nChanged 392 SP:Iteration 10Q (514.069926 sec): 3 clusters Score: Raw -988812.647188 + Penalty 3004.164054 = -985808.483134 nChanged 342 SP:Iteration 11Q (514.125412 sec): 3 clusters Score: Raw -988985.051715 + Penalty 3004.164054 = -985980.887660 nChanged 261 SP:Iteration 12Q (514.197889 sec): 3 clusters Score: Raw -989098.713941 + Penalty 3004.164054 = -986094.549886 nChanged 202 SP:Iteration 13Q (514.250845 sec): 3 clusters Score: Raw -989179.379348 + Penalty 3004.164054 = -986175.215294 nChanged 178 SP:Iteration 14Q (514.328807 sec): 3 clusters Score: Raw -989244.377741 + Penalty 3004.164054 = -986240.213687 nChanged 167 SP:Iteration 15Q (514.391420 sec): 3 clusters Score: Raw -989291.592851 + Penalty 3004.164054 = -986287.428797 nChanged 113 SP:Iteration 16Q (514.458096 sec): 3 clusters Score: Raw -989314.457721 + Penalty 3004.164054 = -986310.293667 nChanged 85 SP:Iteration 17Q (514.520003 sec): 3 clusters Score: Raw -989331.007495 + Penalty 3004.164054 = -986326.843441 nChanged 66 SP:Iteration 18Q (514.587375 sec): 3 clusters Score: Raw -989341.463591 + Penalty 3004.164054 = -986337.299537 nChanged 45 SP:Iteration 19Q (514.649495 sec): 3 clusters Score: Raw -989347.135188 + Penalty 3004.164054 = -986342.971134 nChanged 32 SP:Iteration 20F (514.715359 sec): 3 clusters Score: Raw -989350.892713 + Penalty 3004.164054 = -986346.728658 nChanged 26 SP:Iteration 21Q (514.783142 sec): 3 clusters Score: Raw -989355.651636 + Penalty 3004.164054 = -986351.487581 nChanged 28 SP:Iteration 22Q (514.837401 sec): 3 clusters Score: Raw -989362.155998 + Penalty 3004.164054 = -986357.991943 nChanged 33 SP:Iteration 23Q (514.903153 sec): 3 clusters Score: Raw -989367.353061 + Penalty 3004.164054 = -986363.189007 nChanged 24 SP:Iteration 24Q (514.973467 sec): 3 clusters Score: Raw -989370.531524 + Penalty 3004.164054 = -986366.367469 nChanged 18 SP:Iteration 25Q (515.037218 sec): 3 clusters Score: Raw -989372.413323 + Penalty 3004.164054 = -986368.249268 nChanged 14 SP:Iteration 26Q (515.102614 sec): 3 clusters Score: Raw -989374.116259 + Penalty 3004.164054 = -986369.952205 nChanged 17 SP:Iteration 27Q (515.167105 sec): 3 clusters Score: Raw -989376.166357 + Penalty 3004.164054 = -986372.002302 nChanged 13 SP:Iteration 28Q (515.233990 sec): 3 clusters Score: Raw -989378.215965 + Penalty 3004.164054 = -986374.051911 nChanged 19 SP:Iteration 29Q (515.298400 sec): 3 clusters Score: Raw -989380.456290 + Penalty 3004.164054 = -986376.292236 nChanged 20 SP:Iteration 30Q (515.355867 sec): 3 clusters Score: Raw -989383.221941 + Penalty 3004.164054 = -986379.057886 nChanged 18 SP:Iteration 31Q (515.420052 sec): 3 clusters Score: Raw -989385.489230 + Penalty 3004.164054 = -986381.325176 nChanged 16 SP:Iteration 32Q (515.494538 sec): 3 clusters Score: Raw -989387.220346 + Penalty 3004.164054 = -986383.056291 nChanged 10 SP:Iteration 33Q (515.552048 sec): 3 clusters Score: Raw -989388.453592 + Penalty 3004.164054 = -986384.289538 nChanged 11 SP:Iteration 34Q (515.623208 sec): 3 clusters Score: Raw -989389.166336 + Penalty 3004.164054 = -986385.002282 nChanged 9 SP:Iteration 35Q (515.685824 sec): 3 clusters Score: Raw -989389.752966 + Penalty 3004.164054 = -986385.588911 nChanged 8 SP:Iteration 36Q (515.763105 sec): 3 clusters Score: Raw -989390.338988 + Penalty 3004.164054 = -986386.174934 nChanged 4 SP:Iteration 37Q (515.829653 sec): 3 clusters Score: Raw -989390.579776 + Penalty 3004.164054 = -986386.415722 nChanged 4 SP:Iteration 38Q (515.883441 sec): 3 clusters Score: Raw -989391.531956 + Penalty 3004.164054 = -986387.367902 nChanged 8 SP:Iteration 39Q (515.950004 sec): 3 clusters Score: Raw -989392.513055 + Penalty 3004.164054 = -986388.349001 nChanged 9 SP:Iteration 40F (516.015619 sec): 3 clusters Score: Raw -989393.514250 + Penalty 3004.164054 = -986389.350195 nChanged 8 SP:Iteration 41Q (516.077637 sec): 3 clusters Score: Raw -989394.073739 + Penalty 3004.164054 = -986389.909684 nChanged 2 SP:Iteration 42Q (516.152197 sec): 3 clusters Score: Raw -989394.279123 + Penalty 3004.164054 = -986390.115068 nChanged 3 SP:Iteration 43Q (516.209828 sec): 3 clusters Score: Raw -989394.610307 + Penalty 3004.164054 = -986390.446253 nChanged 2 SP:Iteration 44Q (516.273436 sec): 3 clusters Score: Raw -989394.796648 + Penalty 3004.164054 = -986390.632594 nChanged 3 SP:Iteration 45Q (516.339907 sec): 3 clusters Score: Raw -989395.045827 + Penalty 3004.164054 = -986390.881773 nChanged 3 SP:Iteration 46Q (516.401251 sec): 3 clusters Score: Raw -989395.269125 + Penalty 3004.164054 = -986391.105071 nChanged 3 SP:Iteration 47Q (516.462996 sec): 3 clusters Score: Raw -989395.415438 + Penalty 3004.164054 = -986391.251384 nChanged 1 SP:Iteration 48Q (516.528947 sec): 3 clusters Score: Raw -989395.466988 + Penalty 3004.164054 = -986391.302933 nChanged 1 SP:Iteration 49Q (516.596150 sec): 3 clusters Score: Raw -989395.483949 + Penalty 3004.164054 = -986391.319894 nChanged 0 SP:Iteration 50F (516.661651 sec): 3 clusters Score: Raw -989395.483949 + Penalty 3004.164054 = -986391.319894 nChanged 0 Trying to split cluster 17 (14489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (516.705510 sec): 2 clusters Score: Raw -1402344.393285 + Penalty 1556.936066 = -1400787.457220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (516.780220 sec): 3 clusters Score: Raw -1393863.986116 + Penalty 3113.872131 = -1390750.113984 nChanged 6498 SP:Iteration 1F (516.852730 sec): 3 clusters Score: Raw -1397387.881947 + Penalty 3113.872131 = -1394274.009816 nChanged 933 SP:Iteration 2F (516.916486 sec): 3 clusters Score: Raw -1397950.042041 + Penalty 3113.872131 = -1394836.169909 nChanged 969 SP:Iteration 3F (516.998975 sec): 3 clusters Score: Raw -1398650.321366 + Penalty 3113.872131 = -1395536.449234 nChanged 1046 SP:Iteration 4F (517.073808 sec): 3 clusters Score: Raw -1399449.241711 + Penalty 3113.872131 = -1396335.369580 nChanged 995 SP:Iteration 5F (517.144054 sec): 3 clusters Score: Raw -1400252.900364 + Penalty 3113.872131 = -1397139.028233 nChanged 909 SP:Iteration 6F (517.207791 sec): 3 clusters Score: Raw -1401023.606926 + Penalty 3113.872131 = -1397909.734794 nChanged 727 SP:Iteration 7F (517.281918 sec): 3 clusters Score: Raw -1401653.225269 + Penalty 3113.872131 = -1398539.353138 nChanged 545 SP:Iteration 8Q (517.360845 sec): 3 clusters Score: Raw -1402137.887199 + Penalty 3113.872131 = -1399024.015068 nChanged 401 SP:Iteration 9Q (517.423622 sec): 3 clusters Score: Raw -1402421.582487 + Penalty 3113.872131 = -1399307.710355 nChanged 256 SP:Iteration 10Q (517.498296 sec): 3 clusters Score: Raw -1402595.854032 + Penalty 3113.872131 = -1399481.981901 nChanged 169 SP:Iteration 11Q (517.564984 sec): 3 clusters Score: Raw -1402694.899795 + Penalty 3113.872131 = -1399581.027664 nChanged 124 SP:Iteration 12Q (517.635089 sec): 3 clusters Score: Raw -1402767.538971 + Penalty 3113.872131 = -1399653.666840 nChanged 112 SP:Iteration 13Q (517.708134 sec): 3 clusters Score: Raw -1402826.020889 + Penalty 3113.872131 = -1399712.148758 nChanged 81 SP:Iteration 14Q (517.774739 sec): 3 clusters Score: Raw -1402860.518434 + Penalty 3113.872131 = -1399746.646302 nChanged 61 SP:Iteration 15Q (517.846415 sec): 3 clusters Score: Raw -1402885.868228 + Penalty 3113.872131 = -1399771.996097 nChanged 53 SP:Iteration 16Q (517.917029 sec): 3 clusters Score: Raw -1402899.031959 + Penalty 3113.872131 = -1399785.159828 nChanged 31 SP:Iteration 17Q (517.985055 sec): 3 clusters Score: Raw -1402906.301583 + Penalty 3113.872131 = -1399792.429452 nChanged 20 SP:Iteration 18Q (518.055312 sec): 3 clusters Score: Raw -1402911.321276 + Penalty 3113.872131 = -1399797.449145 nChanged 17 SP:Iteration 19Q (518.124082 sec): 3 clusters Score: Raw -1402914.849924 + Penalty 3113.872131 = -1399800.977793 nChanged 11 SP:Iteration 20F (518.192751 sec): 3 clusters Score: Raw -1402916.812056 + Penalty 3113.872131 = -1399802.939925 nChanged 10 SP:Iteration 21Q (518.259767 sec): 3 clusters Score: Raw -1402918.531583 + Penalty 3113.872131 = -1399804.659452 nChanged 3 SP:Iteration 22Q (518.324601 sec): 3 clusters Score: Raw -1402918.775819 + Penalty 3113.872131 = -1399804.903687 nChanged 2 SP:Iteration 23Q (518.394379 sec): 3 clusters Score: Raw -1402918.967402 + Penalty 3113.872131 = -1399805.095270 nChanged 1 SP:Iteration 24Q (518.459513 sec): 3 clusters Score: Raw -1402919.099715 + Penalty 3113.872131 = -1399805.227584 nChanged 4 SP:Iteration 25Q (518.525391 sec): 3 clusters Score: Raw -1402920.324156 + Penalty 3113.872131 = -1399806.452024 nChanged 9 SP:Iteration 26Q (518.593077 sec): 3 clusters Score: Raw -1402922.095534 + Penalty 3113.872131 = -1399808.223402 nChanged 6 SP:Iteration 27Q (518.658339 sec): 3 clusters Score: Raw -1402923.421712 + Penalty 3113.872131 = -1399809.549581 nChanged 9 SP:Iteration 28Q (518.723064 sec): 3 clusters Score: Raw -1402924.957728 + Penalty 3113.872131 = -1399811.085597 nChanged 11 SP:Iteration 29Q (518.790238 sec): 3 clusters Score: Raw -1402927.707062 + Penalty 3113.872131 = -1399813.834931 nChanged 7 SP:Iteration 30Q (518.846499 sec): 3 clusters Score: Raw -1402929.280322 + Penalty 3113.872131 = -1399815.408190 nChanged 10 SP:Iteration 31Q (518.922189 sec): 3 clusters Score: Raw -1402931.933960 + Penalty 3113.872131 = -1399818.061828 nChanged 6 SP:Iteration 32Q (518.996818 sec): 3 clusters Score: Raw -1402933.021321 + Penalty 3113.872131 = -1399819.149189 nChanged 10 SP:Iteration 33Q (519.053666 sec): 3 clusters Score: Raw -1402934.729952 + Penalty 3113.872131 = -1399820.857820 nChanged 6 SP:Iteration 34Q (519.134943 sec): 3 clusters Score: Raw -1402936.508902 + Penalty 3113.872131 = -1399822.636771 nChanged 4 SP:Iteration 35Q (519.190356 sec): 3 clusters Score: Raw -1402937.146133 + Penalty 3113.872131 = -1399823.274002 nChanged 6 SP:Iteration 36Q (519.270270 sec): 3 clusters Score: Raw -1402938.609062 + Penalty 3113.872131 = -1399824.736930 nChanged 8 SP:Iteration 37Q (519.328276 sec): 3 clusters Score: Raw -1402940.580571 + Penalty 3113.872131 = -1399826.708440 nChanged 11 SP:Iteration 38Q (519.392953 sec): 3 clusters Score: Raw -1402943.086755 + Penalty 3113.872131 = -1399829.214624 nChanged 10 SP:Iteration 39Q (519.463480 sec): 3 clusters Score: Raw -1402945.080331 + Penalty 3113.872131 = -1399831.208200 nChanged 10 SP:Iteration 40F (519.533928 sec): 3 clusters Score: Raw -1402947.224288 + Penalty 3113.872131 = -1399833.352157 nChanged 9 SP:Iteration 41Q (519.593786 sec): 3 clusters Score: Raw -1402948.753634 + Penalty 3113.872131 = -1399834.881503 nChanged 8 SP:Iteration 42Q (519.674623 sec): 3 clusters Score: Raw -1402950.844735 + Penalty 3113.872131 = -1399836.972604 nChanged 10 SP:Iteration 43Q (519.743657 sec): 3 clusters Score: Raw -1402953.422166 + Penalty 3113.872131 = -1399839.550034 nChanged 10 SP:Iteration 44Q (519.813476 sec): 3 clusters Score: Raw -1402955.651011 + Penalty 3113.872131 = -1399841.778880 nChanged 8 SP:Iteration 45Q (519.885487 sec): 3 clusters Score: Raw -1402957.682372 + Penalty 3113.872131 = -1399843.810240 nChanged 5 SP:Iteration 46Q (519.942380 sec): 3 clusters Score: Raw -1402958.911857 + Penalty 3113.872131 = -1399845.039725 nChanged 2 SP:Iteration 47Q (520.010323 sec): 3 clusters Score: Raw -1402959.186732 + Penalty 3113.872131 = -1399845.314600 nChanged 0 SP:Iteration 48F (520.084038 sec): 3 clusters Score: Raw -1402959.186732 + Penalty 3113.872131 = -1399845.314600 nChanged 0 Trying to split cluster 18 (5703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.130828 sec): 2 clusters Score: Raw -558710.744143 + Penalty 1405.421490 = -557305.322653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.177557 sec): 3 clusters Score: Raw -555799.572888 + Penalty 2810.842980 = -552988.729908 nChanged 2276 SP:Iteration 1F (520.236210 sec): 3 clusters Score: Raw -557010.057318 + Penalty 2810.842980 = -554199.214338 nChanged 401 SP:Iteration 2F (520.306378 sec): 3 clusters Score: Raw -557254.715235 + Penalty 2810.842980 = -554443.872254 nChanged 362 SP:Iteration 3F (520.364935 sec): 3 clusters Score: Raw -557448.436097 + Penalty 2810.842980 = -554637.593117 nChanged 297 SP:Iteration 4F (520.421971 sec): 3 clusters Score: Raw -557604.876296 + Penalty 2810.842980 = -554794.033316 nChanged 265 SP:Iteration 5Q (520.467926 sec): 3 clusters Score: Raw -557768.692436 + Penalty 2810.842980 = -554957.849456 nChanged 272 SP:Iteration 6Q (520.537808 sec): 3 clusters Score: Raw -557963.733333 + Penalty 2810.842980 = -555152.890353 nChanged 294 SP:Iteration 7F (520.595162 sec): 3 clusters Score: Raw -558232.476396 + Penalty 2810.842980 = -555421.633415 nChanged 302 SP:Iteration 8F (520.642946 sec): 3 clusters Score: Raw -558511.721467 + Penalty 2810.842980 = -555700.878487 nChanged 238 SP:Iteration 9Q (520.711164 sec): 3 clusters Score: Raw -558751.954643 + Penalty 2810.842980 = -555941.111663 nChanged 222 SP:Iteration 10Q (520.760651 sec): 3 clusters Score: Raw -558977.931796 + Penalty 2810.842980 = -556167.088816 nChanged 169 SP:Iteration 11Q (520.825742 sec): 3 clusters Score: Raw -559099.060892 + Penalty 2810.842980 = -556288.217911 nChanged 107 SP:Iteration 12Q (520.873495 sec): 3 clusters Score: Raw -559172.037660 + Penalty 2810.842980 = -556361.194680 nChanged 64 SP:Iteration 13Q (520.941057 sec): 3 clusters Score: Raw -559207.810626 + Penalty 2810.842980 = -556396.967646 nChanged 45 SP:Iteration 14Q (520.987869 sec): 3 clusters Score: Raw -559227.193265 + Penalty 2810.842980 = -556416.350284 nChanged 23 SP:Iteration 15Q (521.047206 sec): 3 clusters Score: Raw -559240.192238 + Penalty 2810.842980 = -556429.349258 nChanged 27 SP:Iteration 16Q (521.102904 sec): 3 clusters Score: Raw -559255.188740 + Penalty 2810.842980 = -556444.345760 nChanged 18 SP:Iteration 17Q (521.154371 sec): 3 clusters Score: Raw -559262.136293 + Penalty 2810.842980 = -556451.293313 nChanged 11 SP:Iteration 18Q (521.199171 sec): 3 clusters Score: Raw -559265.062223 + Penalty 2810.842980 = -556454.219243 nChanged 4 SP:Iteration 19Q (521.265462 sec): 3 clusters Score: Raw -559265.975114 + Penalty 2810.842980 = -556455.132134 nChanged 5 SP:Iteration 20F (521.311390 sec): 3 clusters Score: Raw -559266.954007 + Penalty 2810.842980 = -556456.111027 nChanged 4 SP:Iteration 21Q (521.361059 sec): 3 clusters Score: Raw -559267.575304 + Penalty 2810.842980 = -556456.732324 nChanged 3 SP:Iteration 22Q (521.413175 sec): 3 clusters Score: Raw -559268.069585 + Penalty 2810.842980 = -556457.226605 nChanged 2 SP:Iteration 23Q (521.477545 sec): 3 clusters Score: Raw -559268.563612 + Penalty 2810.842980 = -556457.720632 nChanged 3 SP:Iteration 24Q (521.519521 sec): 3 clusters Score: Raw -559269.075952 + Penalty 2810.842980 = -556458.232972 nChanged 2 SP:Iteration 25Q (521.586803 sec): 3 clusters Score: Raw -559269.774027 + Penalty 2810.842980 = -556458.931047 nChanged 1 SP:Iteration 26Q (521.639530 sec): 3 clusters Score: Raw -559270.131914 + Penalty 2810.842980 = -556459.288934 nChanged 1 SP:Iteration 27Q (521.700886 sec): 3 clusters Score: Raw -559270.688688 + Penalty 2810.842980 = -556459.845708 nChanged 3 SP:Iteration 28Q (521.741916 sec): 3 clusters Score: Raw -559271.803822 + Penalty 2810.842980 = -556460.960841 nChanged 0 SP:Iteration 29F (521.806199 sec): 3 clusters Score: Raw -559271.803822 + Penalty 2810.842980 = -556460.960841 nChanged 0 Trying to split cluster 19 (12481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (521.849931 sec): 2 clusters Score: Raw -1120378.529531 + Penalty 1532.693950 = -1118845.835582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (521.916932 sec): 3 clusters Score: Raw -1113119.296064 + Penalty 3065.387899 = -1110053.908165 nChanged 5502 SP:Iteration 1F (521.989168 sec): 3 clusters Score: Raw -1116198.864557 + Penalty 3065.387899 = -1113133.476657 nChanged 794 SP:Iteration 2F (522.054015 sec): 3 clusters Score: Raw -1116591.912520 + Penalty 3065.387899 = -1113526.524621 nChanged 720 SP:Iteration 3F (522.107676 sec): 3 clusters Score: Raw -1116981.784191 + Penalty 3065.387899 = -1113916.396292 nChanged 707 SP:Iteration 4F (522.181637 sec): 3 clusters Score: Raw -1117401.039964 + Penalty 3065.387899 = -1114335.652064 nChanged 742 SP:Iteration 5F (522.254131 sec): 3 clusters Score: Raw -1117914.776729 + Penalty 3065.387899 = -1114849.388830 nChanged 737 SP:Iteration 6F (522.323351 sec): 3 clusters Score: Raw -1118469.776254 + Penalty 3065.387899 = -1115404.388355 nChanged 721 SP:Iteration 7F (522.392052 sec): 3 clusters Score: Raw -1118984.092501 + Penalty 3065.387899 = -1115918.704601 nChanged 653 SP:Iteration 8F (522.447319 sec): 3 clusters Score: Raw -1119470.509972 + Penalty 3065.387899 = -1116405.122073 nChanged 566 SP:Iteration 9Q (522.528140 sec): 3 clusters Score: Raw -1119833.042152 + Penalty 3065.387899 = -1116767.654252 nChanged 448 SP:Iteration 10Q (522.582978 sec): 3 clusters Score: Raw -1120078.718466 + Penalty 3065.387899 = -1117013.330567 nChanged 311 SP:Iteration 11Q (522.653032 sec): 3 clusters Score: Raw -1120218.483062 + Penalty 3065.387899 = -1117153.095162 nChanged 238 SP:Iteration 12Q (522.731642 sec): 3 clusters Score: Raw -1120315.075651 + Penalty 3065.387899 = -1117249.687752 nChanged 180 SP:Iteration 13Q (522.787404 sec): 3 clusters Score: Raw -1120381.257401 + Penalty 3065.387899 = -1117315.869502 nChanged 145 SP:Iteration 14Q (522.864511 sec): 3 clusters Score: Raw -1120433.885525 + Penalty 3065.387899 = -1117368.497626 nChanged 140 SP:Iteration 15Q (522.929764 sec): 3 clusters Score: Raw -1120479.518448 + Penalty 3065.387899 = -1117414.130548 nChanged 117 SP:Iteration 16Q (522.999289 sec): 3 clusters Score: Raw -1120514.576075 + Penalty 3065.387899 = -1117449.188175 nChanged 119 SP:Iteration 17Q (523.060963 sec): 3 clusters Score: Raw -1120555.616536 + Penalty 3065.387899 = -1117490.228637 nChanged 117 SP:Iteration 18Q (523.132400 sec): 3 clusters Score: Raw -1120592.188380 + Penalty 3065.387899 = -1117526.800481 nChanged 93 SP:Iteration 19Q (523.187270 sec): 3 clusters Score: Raw -1120614.576988 + Penalty 3065.387899 = -1117549.189088 nChanged 77 SP:Iteration 20F (523.267483 sec): 3 clusters Score: Raw -1120631.343865 + Penalty 3065.387899 = -1117565.955966 nChanged 58 SP:Iteration 21Q (523.324507 sec): 3 clusters Score: Raw -1120641.661707 + Penalty 3065.387899 = -1117576.273808 nChanged 42 SP:Iteration 22Q (523.403897 sec): 3 clusters Score: Raw -1120650.942401 + Penalty 3065.387899 = -1117585.554502 nChanged 50 SP:Iteration 23Q (523.467276 sec): 3 clusters Score: Raw -1120660.622608 + Penalty 3065.387899 = -1117595.234709 nChanged 39 SP:Iteration 24Q (523.532282 sec): 3 clusters Score: Raw -1120667.176847 + Penalty 3065.387899 = -1117601.788948 nChanged 38 SP:Iteration 25Q (523.594657 sec): 3 clusters Score: Raw -1120672.568390 + Penalty 3065.387899 = -1117607.180491 nChanged 24 SP:Iteration 26Q (523.652255 sec): 3 clusters Score: Raw -1120676.770538 + Penalty 3065.387899 = -1117611.382639 nChanged 34 SP:Iteration 27Q (523.723768 sec): 3 clusters Score: Raw -1120683.290465 + Penalty 3065.387899 = -1117617.902566 nChanged 36 SP:Iteration 28Q (523.783578 sec): 3 clusters Score: Raw -1120690.490434 + Penalty 3065.387899 = -1117625.102535 nChanged 36 SP:Iteration 29Q (523.857130 sec): 3 clusters Score: Raw -1120696.413400 + Penalty 3065.387899 = -1117631.025501 nChanged 28 SP:Iteration 30Q (523.931538 sec): 3 clusters Score: Raw -1120700.346461 + Penalty 3065.387899 = -1117634.958562 nChanged 25 SP:Iteration 31Q (523.994786 sec): 3 clusters Score: Raw -1120703.769270 + Penalty 3065.387899 = -1117638.381371 nChanged 18 SP:Iteration 32Q (524.068711 sec): 3 clusters Score: Raw -1120705.686244 + Penalty 3065.387899 = -1117640.298345 nChanged 9 SP:Iteration 33Q (524.129993 sec): 3 clusters Score: Raw -1120706.907828 + Penalty 3065.387899 = -1117641.519929 nChanged 9 SP:Iteration 34Q (524.198661 sec): 3 clusters Score: Raw -1120707.603790 + Penalty 3065.387899 = -1117642.215891 nChanged 10 SP:Iteration 35Q (524.260616 sec): 3 clusters Score: Raw -1120708.533658 + Penalty 3065.387899 = -1117643.145759 nChanged 9 SP:Iteration 36Q (524.318579 sec): 3 clusters Score: Raw -1120709.354185 + Penalty 3065.387899 = -1117643.966286 nChanged 7 SP:Iteration 37Q (524.397148 sec): 3 clusters Score: Raw -1120709.968202 + Penalty 3065.387899 = -1117644.580303 nChanged 4 SP:Iteration 38Q (524.462860 sec): 3 clusters Score: Raw -1120710.205940 + Penalty 3065.387899 = -1117644.818041 nChanged 3 SP:Iteration 39Q (524.518529 sec): 3 clusters Score: Raw -1120710.359782 + Penalty 3065.387899 = -1117644.971883 nChanged 3 SP:Iteration 40F (524.594583 sec): 3 clusters Score: Raw -1120710.601931 + Penalty 3065.387899 = -1117645.214032 nChanged 1 SP:Iteration 41Q (524.660794 sec): 3 clusters Score: Raw -1120710.624917 + Penalty 3065.387899 = -1117645.237017 nChanged 0 SP:Iteration 42F (524.722565 sec): 3 clusters Score: Raw -1120710.624917 + Penalty 3065.387899 = -1117645.237017 nChanged 0 Trying to split cluster 20 (4687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (524.758023 sec): 2 clusters Score: Raw -442266.760144 + Penalty 1373.539050 = -440893.221094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (524.815870 sec): 3 clusters Score: Raw -439849.934200 + Penalty 2747.078099 = -437102.856101 nChanged 1869 SP:Iteration 1F (524.870694 sec): 3 clusters Score: Raw -440862.807833 + Penalty 2747.078099 = -438115.729733 nChanged 333 SP:Iteration 2F (524.919355 sec): 3 clusters Score: Raw -441029.717642 + Penalty 2747.078099 = -438282.639542 nChanged 232 SP:Iteration 3Q (524.981225 sec): 3 clusters Score: Raw -441139.114521 + Penalty 2747.078099 = -438392.036422 nChanged 181 SP:Iteration 4Q (525.033909 sec): 3 clusters Score: Raw -441223.490227 + Penalty 2747.078099 = -438476.412127 nChanged 145 SP:Iteration 5Q (525.093150 sec): 3 clusters Score: Raw -441296.072870 + Penalty 2747.078099 = -438548.994771 nChanged 138 SP:Iteration 6Q (525.136617 sec): 3 clusters Score: Raw -441361.865406 + Penalty 2747.078099 = -438614.787306 nChanged 140 SP:Iteration 7Q (525.197091 sec): 3 clusters Score: Raw -441426.011924 + Penalty 2747.078099 = -438678.933825 nChanged 114 SP:Iteration 8Q (525.247404 sec): 3 clusters Score: Raw -441487.991730 + Penalty 2747.078099 = -438740.913631 nChanged 136 SP:Iteration 9Q (525.314105 sec): 3 clusters Score: Raw -441558.077266 + Penalty 2747.078099 = -438810.999167 nChanged 135 SP:Iteration 10Q (525.369067 sec): 3 clusters Score: Raw -441625.778632 + Penalty 2747.078099 = -438878.700532 nChanged 139 SP:Iteration 11Q (525.411466 sec): 3 clusters Score: Raw -441708.597394 + Penalty 2747.078099 = -438961.519294 nChanged 156 SP:Iteration 12Q (525.477266 sec): 3 clusters Score: Raw -441791.890493 + Penalty 2747.078099 = -439044.812393 nChanged 140 SP:Iteration 13Q (525.529969 sec): 3 clusters Score: Raw -441883.975963 + Penalty 2747.078099 = -439136.897864 nChanged 148 SP:Iteration 14Q (525.574206 sec): 3 clusters Score: Raw -441988.025859 + Penalty 2747.078099 = -439240.947760 nChanged 153 SP:Iteration 15Q (525.628946 sec): 3 clusters Score: Raw -442104.453130 + Penalty 2747.078099 = -439357.375030 nChanged 141 SP:Iteration 16Q (525.691708 sec): 3 clusters Score: Raw -442218.093718 + Penalty 2747.078099 = -439471.015619 nChanged 135 SP:Iteration 17Q (525.735046 sec): 3 clusters Score: Raw -442336.912818 + Penalty 2747.078099 = -439589.834719 nChanged 121 SP:Iteration 18Q (525.805018 sec): 3 clusters Score: Raw -442437.910951 + Penalty 2747.078099 = -439690.832852 nChanged 105 SP:Iteration 19Q (525.849722 sec): 3 clusters Score: Raw -442541.514778 + Penalty 2747.078099 = -439794.436678 nChanged 103 SP:Iteration 20F (525.907909 sec): 3 clusters Score: Raw -442633.256234 + Penalty 2747.078099 = -439886.178134 nChanged 76 SP:Iteration 21Q (525.972096 sec): 3 clusters Score: Raw -442686.989790 + Penalty 2747.078099 = -439939.911691 nChanged 44 SP:Iteration 22Q (526.018495 sec): 3 clusters Score: Raw -442712.995047 + Penalty 2747.078099 = -439965.916947 nChanged 38 SP:Iteration 23Q (526.074549 sec): 3 clusters Score: Raw -442728.295406 + Penalty 2747.078099 = -439981.217306 nChanged 26 SP:Iteration 24Q (526.141619 sec): 3 clusters Score: Raw -442737.555238 + Penalty 2747.078099 = -439990.477139 nChanged 18 SP:Iteration 25Q (526.195658 sec): 3 clusters Score: Raw -442745.610127 + Penalty 2747.078099 = -439998.532028 nChanged 20 SP:Iteration 26Q (526.251258 sec): 3 clusters Score: Raw -442752.967310 + Penalty 2747.078099 = -440005.889210 nChanged 12 SP:Iteration 27Q (526.293754 sec): 3 clusters Score: Raw -442757.582692 + Penalty 2747.078099 = -440010.504592 nChanged 10 SP:Iteration 28Q (526.347623 sec): 3 clusters Score: Raw -442760.456379 + Penalty 2747.078099 = -440013.378280 nChanged 11 SP:Iteration 29Q (526.405202 sec): 3 clusters Score: Raw -442764.311188 + Penalty 2747.078099 = -440017.233089 nChanged 9 SP:Iteration 30Q (526.454238 sec): 3 clusters Score: Raw -442768.343740 + Penalty 2747.078099 = -440021.265641 nChanged 11 SP:Iteration 31Q (526.515874 sec): 3 clusters Score: Raw -442771.665182 + Penalty 2747.078099 = -440024.587083 nChanged 8 SP:Iteration 32Q (526.570281 sec): 3 clusters Score: Raw -442773.288992 + Penalty 2747.078099 = -440026.210892 nChanged 5 SP:Iteration 33Q (526.624677 sec): 3 clusters Score: Raw -442775.595264 + Penalty 2747.078099 = -440028.517165 nChanged 8 SP:Iteration 34Q (526.684535 sec): 3 clusters Score: Raw -442777.513839 + Penalty 2747.078099 = -440030.435739 nChanged 4 SP:Iteration 35Q (526.742556 sec): 3 clusters Score: Raw -442778.329333 + Penalty 2747.078099 = -440031.251233 nChanged 3 SP:Iteration 36Q (526.798891 sec): 3 clusters Score: Raw -442779.422088 + Penalty 2747.078099 = -440032.343989 nChanged 2 SP:Iteration 37Q (526.854624 sec): 3 clusters Score: Raw -442779.870789 + Penalty 2747.078099 = -440032.792689 nChanged 1 SP:Iteration 38Q (526.905385 sec): 3 clusters Score: Raw -442780.226068 + Penalty 2747.078099 = -440033.147969 nChanged 1 SP:Iteration 39Q (526.961964 sec): 3 clusters Score: Raw -442780.323308 + Penalty 2747.078099 = -440033.245208 nChanged 0 SP:Iteration 40F (527.020503 sec): 3 clusters Score: Raw -442780.323308 + Penalty 2747.078099 = -440033.245208 nChanged 0 Trying to split cluster 21 (13654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (527.063458 sec): 2 clusters Score: Raw -1329813.573941 + Penalty 1547.290517 = -1328266.283424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (527.131258 sec): 3 clusters Score: Raw -1321890.197847 + Penalty 3094.581034 = -1318795.616812 nChanged 6104 SP:Iteration 1F (527.197645 sec): 3 clusters Score: Raw -1325053.024445 + Penalty 3094.581034 = -1321958.443411 nChanged 717 SP:Iteration 2F (527.271805 sec): 3 clusters Score: Raw -1325311.178766 + Penalty 3094.581034 = -1322216.597732 nChanged 652 SP:Iteration 3Q (527.340709 sec): 3 clusters Score: Raw -1325555.706767 + Penalty 3094.581034 = -1322461.125733 nChanged 577 SP:Iteration 4Q (527.404417 sec): 3 clusters Score: Raw -1325802.795546 + Penalty 3094.581034 = -1322708.214512 nChanged 591 SP:Iteration 5Q (527.474753 sec): 3 clusters Score: Raw -1326136.233355 + Penalty 3094.581034 = -1323041.652321 nChanged 705 SP:Iteration 6F (527.549740 sec): 3 clusters Score: Raw -1326582.390842 + Penalty 3094.581034 = -1323487.809808 nChanged 726 SP:Iteration 7F (527.618377 sec): 3 clusters Score: Raw -1327078.901856 + Penalty 3094.581034 = -1323984.320822 nChanged 760 SP:Iteration 8F (527.687425 sec): 3 clusters Score: Raw -1327690.093066 + Penalty 3094.581034 = -1324595.512032 nChanged 761 SP:Iteration 9F (527.756141 sec): 3 clusters Score: Raw -1328431.522373 + Penalty 3094.581034 = -1325336.941339 nChanged 698 SP:Iteration 10F (527.825626 sec): 3 clusters Score: Raw -1329158.626921 + Penalty 3094.581034 = -1326064.045886 nChanged 674 SP:Iteration 11Q (527.896266 sec): 3 clusters Score: Raw -1329807.159478 + Penalty 3094.581034 = -1326712.578443 nChanged 605 SP:Iteration 12Q (527.961578 sec): 3 clusters Score: Raw -1330383.579888 + Penalty 3094.581034 = -1327288.998853 nChanged 545 SP:Iteration 13Q (528.031612 sec): 3 clusters Score: Raw -1330786.052543 + Penalty 3094.581034 = -1327691.471508 nChanged 402 SP:Iteration 14Q (528.101098 sec): 3 clusters Score: Raw -1331033.256352 + Penalty 3094.581034 = -1327938.675317 nChanged 308 SP:Iteration 15Q (528.158310 sec): 3 clusters Score: Raw -1331179.660286 + Penalty 3094.581034 = -1328085.079252 nChanged 233 SP:Iteration 16Q (528.227027 sec): 3 clusters Score: Raw -1331283.460923 + Penalty 3094.581034 = -1328188.879888 nChanged 180 SP:Iteration 17Q (528.303000 sec): 3 clusters Score: Raw -1331355.691317 + Penalty 3094.581034 = -1328261.110283 nChanged 159 SP:Iteration 18Q (528.361949 sec): 3 clusters Score: Raw -1331416.975322 + Penalty 3094.581034 = -1328322.394288 nChanged 145 SP:Iteration 19Q (528.432793 sec): 3 clusters Score: Raw -1331468.753493 + Penalty 3094.581034 = -1328374.172459 nChanged 122 SP:Iteration 20F (528.513492 sec): 3 clusters Score: Raw -1331512.442784 + Penalty 3094.581034 = -1328417.861750 nChanged 115 SP:Iteration 21Q (528.578327 sec): 3 clusters Score: Raw -1331549.066790 + Penalty 3094.581034 = -1328454.485756 nChanged 113 SP:Iteration 22Q (528.651254 sec): 3 clusters Score: Raw -1331580.190910 + Penalty 3094.581034 = -1328485.609875 nChanged 98 SP:Iteration 23Q (528.718247 sec): 3 clusters Score: Raw -1331608.316518 + Penalty 3094.581034 = -1328513.735484 nChanged 107 SP:Iteration 24Q (528.776742 sec): 3 clusters Score: Raw -1331639.893434 + Penalty 3094.581034 = -1328545.312400 nChanged 103 SP:Iteration 25Q (528.842611 sec): 3 clusters Score: Raw -1331673.660407 + Penalty 3094.581034 = -1328579.079373 nChanged 86 SP:Iteration 26Q (528.917730 sec): 3 clusters Score: Raw -1331697.471272 + Penalty 3094.581034 = -1328602.890237 nChanged 85 SP:Iteration 27Q (528.988259 sec): 3 clusters Score: Raw -1331723.895047 + Penalty 3094.581034 = -1328629.314012 nChanged 95 SP:Iteration 28Q (529.056622 sec): 3 clusters Score: Raw -1331752.481632 + Penalty 3094.581034 = -1328657.900597 nChanged 91 SP:Iteration 29Q (529.128314 sec): 3 clusters Score: Raw -1331778.273825 + Penalty 3094.581034 = -1328683.692790 nChanged 93 SP:Iteration 30Q (529.183793 sec): 3 clusters Score: Raw -1331806.523336 + Penalty 3094.581034 = -1328711.942302 nChanged 81 SP:Iteration 31Q (529.250837 sec): 3 clusters Score: Raw -1331830.393735 + Penalty 3094.581034 = -1328735.812700 nChanged 94 SP:Iteration 32Q (529.326899 sec): 3 clusters Score: Raw -1331859.426994 + Penalty 3094.581034 = -1328764.845959 nChanged 89 SP:Iteration 33Q (529.398070 sec): 3 clusters Score: Raw -1331886.614607 + Penalty 3094.581034 = -1328792.033572 nChanged 94 SP:Iteration 34Q (529.467705 sec): 3 clusters Score: Raw -1331914.499340 + Penalty 3094.581034 = -1328819.918305 nChanged 85 SP:Iteration 35Q (529.532660 sec): 3 clusters Score: Raw -1331937.656091 + Penalty 3094.581034 = -1328843.075057 nChanged 66 SP:Iteration 36Q (529.601792 sec): 3 clusters Score: Raw -1331951.237025 + Penalty 3094.581034 = -1328856.655990 nChanged 51 SP:Iteration 37Q (529.666783 sec): 3 clusters Score: Raw -1331964.080020 + Penalty 3094.581034 = -1328869.498986 nChanged 48 SP:Iteration 38Q (529.736112 sec): 3 clusters Score: Raw -1331975.022446 + Penalty 3094.581034 = -1328880.441411 nChanged 42 SP:Iteration 39Q (529.804949 sec): 3 clusters Score: Raw -1331984.130210 + Penalty 3094.581034 = -1328889.549176 nChanged 30 SP:Iteration 40F (529.874840 sec): 3 clusters Score: Raw -1331989.620621 + Penalty 3094.581034 = -1328895.039587 nChanged 30 SP:Iteration 41Q (529.943844 sec): 3 clusters Score: Raw -1331994.711512 + Penalty 3094.581034 = -1328900.130478 nChanged 36 SP:Iteration 42Q (529.998052 sec): 3 clusters Score: Raw -1332000.556183 + Penalty 3094.581034 = -1328905.975148 nChanged 29 SP:Iteration 43Q (530.072182 sec): 3 clusters Score: Raw -1332005.938366 + Penalty 3094.581034 = -1328911.357332 nChanged 27 SP:Iteration 44Q (530.141093 sec): 3 clusters Score: Raw -1332010.701031 + Penalty 3094.581034 = -1328916.119996 nChanged 30 SP:Iteration 45Q (530.202289 sec): 3 clusters Score: Raw -1332016.216996 + Penalty 3094.581034 = -1328921.635962 nChanged 24 SP:Iteration 46Q (530.273541 sec): 3 clusters Score: Raw -1332019.862683 + Penalty 3094.581034 = -1328925.281648 nChanged 23 SP:Iteration 47Q (530.340089 sec): 3 clusters Score: Raw -1332023.195304 + Penalty 3094.581034 = -1328928.614270 nChanged 25 SP:Iteration 48Q (530.406783 sec): 3 clusters Score: Raw -1332027.453910 + Penalty 3094.581034 = -1328932.872876 nChanged 31 SP:Iteration 49Q (530.470801 sec): 3 clusters Score: Raw -1332032.946140 + Penalty 3094.581034 = -1328938.365106 nChanged 30 SP:Iteration 50Q (530.547377 sec): 3 clusters Score: Raw -1332037.487582 + Penalty 3094.581034 = -1328942.906547 nChanged 25 SP:Iteration 51Q (530.611513 sec): 3 clusters Score: Raw -1332040.785961 + Penalty 3094.581034 = -1328946.204927 nChanged 19 SP:Iteration 52Q (530.681491 sec): 3 clusters Score: Raw -1332042.847750 + Penalty 3094.581034 = -1328948.266716 nChanged 21 SP:Iteration 53Q (530.748108 sec): 3 clusters Score: Raw -1332045.766897 + Penalty 3094.581034 = -1328951.185863 nChanged 21 SP:Iteration 54Q (530.818850 sec): 3 clusters Score: Raw -1332047.613987 + Penalty 3094.581034 = -1328953.032952 nChanged 12 SP:Iteration 55Q (530.885034 sec): 3 clusters Score: Raw -1332048.561364 + Penalty 3094.581034 = -1328953.980330 nChanged 9 SP:Iteration 56Q (530.955996 sec): 3 clusters Score: Raw -1332049.614710 + Penalty 3094.581034 = -1328955.033676 nChanged 9 SP:Iteration 57Q (531.022838 sec): 3 clusters Score: Raw -1332050.457133 + Penalty 3094.581034 = -1328955.876098 nChanged 8 SP:Iteration 58Q (531.081850 sec): 3 clusters Score: Raw -1332051.375157 + Penalty 3094.581034 = -1328956.794123 nChanged 14 SP:Iteration 59Q (531.140742 sec): 3 clusters Score: Raw -1332052.958999 + Penalty 3094.581034 = -1328958.377964 nChanged 13 SP:Iteration 60F (531.210807 sec): 3 clusters Score: Raw -1332054.606178 + Penalty 3094.581034 = -1328960.025144 nChanged 12 SP:Iteration 61Q (531.283661 sec): 3 clusters Score: Raw -1332055.613065 + Penalty 3094.581034 = -1328961.032031 nChanged 10 SP:Iteration 62Q (531.350255 sec): 3 clusters Score: Raw -1332056.563263 + Penalty 3094.581034 = -1328961.982228 nChanged 10 SP:Iteration 63Q (531.430625 sec): 3 clusters Score: Raw -1332057.594993 + Penalty 3094.581034 = -1328963.013959 nChanged 10 SP:Iteration 64Q (531.488346 sec): 3 clusters Score: Raw -1332058.741426 + Penalty 3094.581034 = -1328964.160392 nChanged 10 SP:Iteration 65Q (531.567538 sec): 3 clusters Score: Raw -1332059.676973 + Penalty 3094.581034 = -1328965.095939 nChanged 11 SP:Iteration 66Q (531.622881 sec): 3 clusters Score: Raw -1332060.883816 + Penalty 3094.581034 = -1328966.302782 nChanged 9 SP:Iteration 67Q (531.699881 sec): 3 clusters Score: Raw -1332061.669263 + Penalty 3094.581034 = -1328967.088229 nChanged 10 SP:Iteration 68Q (531.765754 sec): 3 clusters Score: Raw -1332062.605742 + Penalty 3094.581034 = -1328968.024707 nChanged 9 SP:Iteration 69Q (531.833350 sec): 3 clusters Score: Raw -1332063.891878 + Penalty 3094.581034 = -1328969.310843 nChanged 4 SP:Iteration 70Q (531.900371 sec): 3 clusters Score: Raw -1332064.293200 + Penalty 3094.581034 = -1328969.712165 nChanged 4 SP:Iteration 71Q (531.965140 sec): 3 clusters Score: Raw -1332064.642019 + Penalty 3094.581034 = -1328970.060985 nChanged 2 SP:Iteration 72Q (532.034616 sec): 3 clusters Score: Raw -1332064.785465 + Penalty 3094.581034 = -1328970.204431 nChanged 4 SP:Iteration 73Q (532.099683 sec): 3 clusters Score: Raw -1332065.237993 + Penalty 3094.581034 = -1328970.656958 nChanged 3 SP:Iteration 74Q (532.166332 sec): 3 clusters Score: Raw -1332065.478268 + Penalty 3094.581034 = -1328970.897234 nChanged 2 SP:Iteration 75Q (532.222149 sec): 3 clusters Score: Raw -1332065.655287 + Penalty 3094.581034 = -1328971.074252 nChanged 2 SP:Iteration 76Q (532.300907 sec): 3 clusters Score: Raw -1332065.730460 + Penalty 3094.581034 = -1328971.149425 nChanged 1 SP:Iteration 77Q (532.355464 sec): 3 clusters Score: Raw -1332065.807304 + Penalty 3094.581034 = -1328971.226270 nChanged 2 SP:Iteration 78Q (532.432250 sec): 3 clusters Score: Raw -1332065.887459 + Penalty 3094.581034 = -1328971.306425 nChanged 0 SP:Iteration 79F (532.490619 sec): 3 clusters Score: Raw -1332065.887459 + Penalty 3094.581034 = -1328971.306425 nChanged 0 Score: Raw -31991500.604541 + Penalty 53900.379687 = -31937600.224854 Splitting cluster 21 changes total score from -31937405.955429 to -31937600.224854 So it's getting split into cluster 26. Trying to split cluster 22 (5501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (538.321236 sec): 2 clusters Score: Raw -508193.052957 + Penalty 1399.561341 = -506793.491616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (538.375563 sec): 3 clusters Score: Raw -505278.541221 + Penalty 2799.122681 = -502479.418540 nChanged 2307 SP:Iteration 1F (538.420610 sec): 3 clusters Score: Raw -506579.033067 + Penalty 2799.122681 = -503779.910386 nChanged 405 SP:Iteration 2F (538.486044 sec): 3 clusters Score: Raw -506816.414039 + Penalty 2799.122681 = -504017.291358 nChanged 313 SP:Iteration 3F (538.543951 sec): 3 clusters Score: Raw -507008.738860 + Penalty 2799.122681 = -504209.616179 nChanged 286 SP:Iteration 4F (538.590090 sec): 3 clusters Score: Raw -507186.668832 + Penalty 2799.122681 = -504387.546150 nChanged 268 SP:Iteration 5Q (538.638870 sec): 3 clusters Score: Raw -507356.924901 + Penalty 2799.122681 = -504557.802220 nChanged 232 SP:Iteration 6Q (538.695166 sec): 3 clusters Score: Raw -507490.789659 + Penalty 2799.122681 = -504691.666978 nChanged 221 SP:Iteration 7Q (538.744411 sec): 3 clusters Score: Raw -507617.227183 + Penalty 2799.122681 = -504818.104501 nChanged 212 SP:Iteration 8Q (538.797010 sec): 3 clusters Score: Raw -507732.188828 + Penalty 2799.122681 = -504933.066147 nChanged 159 SP:Iteration 9Q (538.851041 sec): 3 clusters Score: Raw -507800.416504 + Penalty 2799.122681 = -505001.293823 nChanged 128 SP:Iteration 10Q (538.900723 sec): 3 clusters Score: Raw -507852.996910 + Penalty 2799.122681 = -505053.874229 nChanged 105 SP:Iteration 11Q (538.953331 sec): 3 clusters Score: Raw -507898.401389 + Penalty 2799.122681 = -505099.278707 nChanged 104 SP:Iteration 12Q (539.005732 sec): 3 clusters Score: Raw -507942.007277 + Penalty 2799.122681 = -505142.884596 nChanged 109 SP:Iteration 13Q (539.058412 sec): 3 clusters Score: Raw -507988.521902 + Penalty 2799.122681 = -505189.399221 nChanged 102 SP:Iteration 14Q (539.116534 sec): 3 clusters Score: Raw -508033.144194 + Penalty 2799.122681 = -505234.021513 nChanged 114 SP:Iteration 15Q (539.167415 sec): 3 clusters Score: Raw -508082.426639 + Penalty 2799.122681 = -505283.303958 nChanged 110 SP:Iteration 16Q (539.227102 sec): 3 clusters Score: Raw -508135.052373 + Penalty 2799.122681 = -505335.929692 nChanged 117 SP:Iteration 17Q (539.285258 sec): 3 clusters Score: Raw -508191.737808 + Penalty 2799.122681 = -505392.615127 nChanged 116 SP:Iteration 18Q (539.342008 sec): 3 clusters Score: Raw -508247.029918 + Penalty 2799.122681 = -505447.907236 nChanged 103 SP:Iteration 19Q (539.394904 sec): 3 clusters Score: Raw -508292.134501 + Penalty 2799.122681 = -505493.011820 nChanged 104 SP:Iteration 20F (539.445680 sec): 3 clusters Score: Raw -508332.009244 + Penalty 2799.122681 = -505532.886563 nChanged 71 SP:Iteration 21Q (539.506447 sec): 3 clusters Score: Raw -508359.284768 + Penalty 2799.122681 = -505560.162086 nChanged 63 SP:Iteration 22Q (539.564628 sec): 3 clusters Score: Raw -508378.964356 + Penalty 2799.122681 = -505579.841675 nChanged 47 SP:Iteration 23Q (539.610154 sec): 3 clusters Score: Raw -508395.055730 + Penalty 2799.122681 = -505595.933049 nChanged 43 SP:Iteration 24Q (539.671936 sec): 3 clusters Score: Raw -508409.045915 + Penalty 2799.122681 = -505609.923234 nChanged 41 SP:Iteration 25Q (539.731086 sec): 3 clusters Score: Raw -508421.410241 + Penalty 2799.122681 = -505622.287560 nChanged 38 SP:Iteration 26Q (539.781362 sec): 3 clusters Score: Raw -508430.685359 + Penalty 2799.122681 = -505631.562678 nChanged 33 SP:Iteration 27Q (539.846120 sec): 3 clusters Score: Raw -508440.092579 + Penalty 2799.122681 = -505640.969898 nChanged 40 SP:Iteration 28Q (539.901101 sec): 3 clusters Score: Raw -508448.970411 + Penalty 2799.122681 = -505649.847729 nChanged 23 SP:Iteration 29Q (539.944910 sec): 3 clusters Score: Raw -508453.379332 + Penalty 2799.122681 = -505654.256651 nChanged 20 SP:Iteration 30Q (540.000577 sec): 3 clusters Score: Raw -508456.540287 + Penalty 2799.122681 = -505657.417606 nChanged 13 SP:Iteration 31Q (540.057434 sec): 3 clusters Score: Raw -508458.323776 + Penalty 2799.122681 = -505659.201095 nChanged 8 SP:Iteration 32Q (540.121449 sec): 3 clusters Score: Raw -508459.393369 + Penalty 2799.122681 = -505660.270688 nChanged 8 SP:Iteration 33Q (540.163635 sec): 3 clusters Score: Raw -508460.325610 + Penalty 2799.122681 = -505661.202929 nChanged 5 SP:Iteration 34Q (540.230249 sec): 3 clusters Score: Raw -508461.038332 + Penalty 2799.122681 = -505661.915651 nChanged 5 SP:Iteration 35Q (540.279129 sec): 3 clusters Score: Raw -508461.845592 + Penalty 2799.122681 = -505662.722911 nChanged 5 SP:Iteration 36Q (540.345605 sec): 3 clusters Score: Raw -508462.705550 + Penalty 2799.122681 = -505663.582869 nChanged 9 SP:Iteration 37Q (540.406660 sec): 3 clusters Score: Raw -508464.250726 + Penalty 2799.122681 = -505665.128045 nChanged 13 SP:Iteration 38Q (540.464379 sec): 3 clusters Score: Raw -508466.210758 + Penalty 2799.122681 = -505667.088077 nChanged 8 SP:Iteration 39Q (540.519766 sec): 3 clusters Score: Raw -508467.175913 + Penalty 2799.122681 = -505668.053232 nChanged 8 SP:Iteration 40F (540.578042 sec): 3 clusters Score: Raw -508468.429830 + Penalty 2799.122681 = -505669.307149 nChanged 5 SP:Iteration 41Q (540.635770 sec): 3 clusters Score: Raw -508469.081339 + Penalty 2799.122681 = -505669.958658 nChanged 5 SP:Iteration 42Q (540.690163 sec): 3 clusters Score: Raw -508469.856426 + Penalty 2799.122681 = -505670.733745 nChanged 6 SP:Iteration 43Q (540.736492 sec): 3 clusters Score: Raw -508470.394884 + Penalty 2799.122681 = -505671.272203 nChanged 8 SP:Iteration 44Q (540.796689 sec): 3 clusters Score: Raw -508471.755761 + Penalty 2799.122681 = -505672.633080 nChanged 9 SP:Iteration 45Q (540.847750 sec): 3 clusters Score: Raw -508473.309908 + Penalty 2799.122681 = -505674.187227 nChanged 7 SP:Iteration 46Q (540.915802 sec): 3 clusters Score: Raw -508474.158737 + Penalty 2799.122681 = -505675.036056 nChanged 6 SP:Iteration 47Q (540.975262 sec): 3 clusters Score: Raw -508475.159040 + Penalty 2799.122681 = -505676.036359 nChanged 4 SP:Iteration 48Q (541.034275 sec): 3 clusters Score: Raw -508476.322135 + Penalty 2799.122681 = -505677.199454 nChanged 4 SP:Iteration 49Q (541.081365 sec): 3 clusters Score: Raw -508477.363485 + Penalty 2799.122681 = -505678.240804 nChanged 6 SP:Iteration 50Q (541.150716 sec): 3 clusters Score: Raw -508478.247645 + Penalty 2799.122681 = -505679.124964 nChanged 5 SP:Iteration 51Q (541.211267 sec): 3 clusters Score: Raw -508479.080226 + Penalty 2799.122681 = -505679.957545 nChanged 5 SP:Iteration 52Q (541.268362 sec): 3 clusters Score: Raw -508480.085282 + Penalty 2799.122681 = -505680.962601 nChanged 6 SP:Iteration 53Q (541.322066 sec): 3 clusters Score: Raw -508481.249746 + Penalty 2799.122681 = -505682.127065 nChanged 10 SP:Iteration 54Q (541.383639 sec): 3 clusters Score: Raw -508482.975403 + Penalty 2799.122681 = -505683.852722 nChanged 12 SP:Iteration 55Q (541.430190 sec): 3 clusters Score: Raw -508486.070209 + Penalty 2799.122681 = -505686.947528 nChanged 17 SP:Iteration 56Q (541.499736 sec): 3 clusters Score: Raw -508490.187826 + Penalty 2799.122681 = -505691.065145 nChanged 11 SP:Iteration 57Q (541.556334 sec): 3 clusters Score: Raw -508491.878927 + Penalty 2799.122681 = -505692.756246 nChanged 10 SP:Iteration 58Q (541.607322 sec): 3 clusters Score: Raw -508493.997956 + Penalty 2799.122681 = -505694.875275 nChanged 12 SP:Iteration 59Q (541.658233 sec): 3 clusters Score: Raw -508495.390737 + Penalty 2799.122681 = -505696.268056 nChanged 10 SP:Iteration 60F (541.721350 sec): 3 clusters Score: Raw -508497.314679 + Penalty 2799.122681 = -505698.191998 nChanged 18 SP:Iteration 61Q (541.769723 sec): 3 clusters Score: Raw -508501.064455 + Penalty 2799.122681 = -505701.941773 nChanged 17 SP:Iteration 62Q (541.828385 sec): 3 clusters Score: Raw -508505.364845 + Penalty 2799.122681 = -505706.242163 nChanged 27 SP:Iteration 63Q (541.878960 sec): 3 clusters Score: Raw -508512.985010 + Penalty 2799.122681 = -505713.862329 nChanged 32 SP:Iteration 64Q (541.943820 sec): 3 clusters Score: Raw -508523.255067 + Penalty 2799.122681 = -505724.132386 nChanged 28 SP:Iteration 65Q (541.995651 sec): 3 clusters Score: Raw -508530.905208 + Penalty 2799.122681 = -505731.782526 nChanged 26 SP:Iteration 66Q (542.047183 sec): 3 clusters Score: Raw -508536.520751 + Penalty 2799.122681 = -505737.398070 nChanged 21 SP:Iteration 67Q (542.105194 sec): 3 clusters Score: Raw -508540.245207 + Penalty 2799.122681 = -505741.122526 nChanged 13 SP:Iteration 68Q (542.163082 sec): 3 clusters Score: Raw -508543.085722 + Penalty 2799.122681 = -505743.963040 nChanged 16 SP:Iteration 69Q (542.215882 sec): 3 clusters Score: Raw -508546.365590 + Penalty 2799.122681 = -505747.242909 nChanged 15 SP:Iteration 70Q (542.265880 sec): 3 clusters Score: Raw -508550.025203 + Penalty 2799.122681 = -505750.902522 nChanged 12 SP:Iteration 71Q (542.326796 sec): 3 clusters Score: Raw -508552.170267 + Penalty 2799.122681 = -505753.047586 nChanged 7 SP:Iteration 72Q (542.381187 sec): 3 clusters Score: Raw -508553.987353 + Penalty 2799.122681 = -505754.864672 nChanged 10 SP:Iteration 73Q (542.447397 sec): 3 clusters Score: Raw -508556.101646 + Penalty 2799.122681 = -505756.978965 nChanged 9 SP:Iteration 74Q (542.504460 sec): 3 clusters Score: Raw -508557.448096 + Penalty 2799.122681 = -505758.325415 nChanged 10 SP:Iteration 75Q (542.551670 sec): 3 clusters Score: Raw -508559.699354 + Penalty 2799.122681 = -505760.576673 nChanged 14 SP:Iteration 76Q (542.606535 sec): 3 clusters Score: Raw -508562.789272 + Penalty 2799.122681 = -505763.666591 nChanged 7 SP:Iteration 77Q (542.671733 sec): 3 clusters Score: Raw -508564.224606 + Penalty 2799.122681 = -505765.101925 nChanged 9 SP:Iteration 78Q (542.730223 sec): 3 clusters Score: Raw -508565.678746 + Penalty 2799.122681 = -505766.556065 nChanged 10 SP:Iteration 79Q (542.783908 sec): 3 clusters Score: Raw -508568.011631 + Penalty 2799.122681 = -505768.888950 nChanged 11 SP:Iteration 80F (542.838677 sec): 3 clusters Score: Raw -508569.566518 + Penalty 2799.122681 = -505770.443837 nChanged 3 SP:Iteration 81Q (542.881093 sec): 3 clusters Score: Raw -508569.815219 + Penalty 2799.122681 = -505770.692537 nChanged 2 SP:Iteration 82Q (542.934432 sec): 3 clusters Score: Raw -508570.136224 + Penalty 2799.122681 = -505771.013542 nChanged 1 SP:Iteration 83Q (542.991347 sec): 3 clusters Score: Raw -508570.302649 + Penalty 2799.122681 = -505771.179968 nChanged 1 SP:Iteration 84Q (543.056747 sec): 3 clusters Score: Raw -508570.511212 + Penalty 2799.122681 = -505771.388531 nChanged 0 SP:Iteration 85F (543.100732 sec): 3 clusters Score: Raw -508570.511212 + Penalty 2799.122681 = -505771.388531 nChanged 0 Trying to split cluster 23 (10914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (543.149562 sec): 2 clusters Score: Raw -1018492.290680 + Penalty 1510.892768 = -1016981.397912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (543.216349 sec): 3 clusters Score: Raw -1012272.696512 + Penalty 3021.785536 = -1009250.910977 nChanged 4808 SP:Iteration 1F (543.283701 sec): 3 clusters Score: Raw -1015084.098244 + Penalty 3021.785536 = -1012062.312708 nChanged 708 SP:Iteration 2F (543.346961 sec): 3 clusters Score: Raw -1015435.972968 + Penalty 3021.785536 = -1012414.187432 nChanged 589 SP:Iteration 3F (543.413864 sec): 3 clusters Score: Raw -1015757.734871 + Penalty 3021.785536 = -1012735.949336 nChanged 558 SP:Iteration 4F (543.472118 sec): 3 clusters Score: Raw -1016065.670357 + Penalty 3021.785536 = -1013043.884822 nChanged 529 SP:Iteration 5Q (543.546551 sec): 3 clusters Score: Raw -1016370.173169 + Penalty 3021.785536 = -1013348.387634 nChanged 531 SP:Iteration 6Q (543.613033 sec): 3 clusters Score: Raw -1016687.009554 + Penalty 3021.785536 = -1013665.224018 nChanged 477 SP:Iteration 7Q (543.679109 sec): 3 clusters Score: Raw -1016963.297291 + Penalty 3021.785536 = -1013941.511756 nChanged 445 SP:Iteration 8Q (543.738007 sec): 3 clusters Score: Raw -1017183.466640 + Penalty 3021.785536 = -1014161.681105 nChanged 374 SP:Iteration 9Q (543.809805 sec): 3 clusters Score: Raw -1017384.717394 + Penalty 3021.785536 = -1014362.931859 nChanged 376 SP:Iteration 10Q (543.877558 sec): 3 clusters Score: Raw -1017584.580560 + Penalty 3021.785536 = -1014562.795024 nChanged 332 SP:Iteration 11Q (543.945616 sec): 3 clusters Score: Raw -1017762.768332 + Penalty 3021.785536 = -1014740.982796 nChanged 302 SP:Iteration 12Q (544.014839 sec): 3 clusters Score: Raw -1017905.407847 + Penalty 3021.785536 = -1014883.622312 nChanged 235 SP:Iteration 13Q (544.083988 sec): 3 clusters Score: Raw -1017995.959071 + Penalty 3021.785536 = -1014974.173535 nChanged 184 SP:Iteration 14Q (544.142082 sec): 3 clusters Score: Raw -1018045.077217 + Penalty 3021.785536 = -1015023.291681 nChanged 144 SP:Iteration 15Q (544.209791 sec): 3 clusters Score: Raw -1018078.230939 + Penalty 3021.785536 = -1015056.445404 nChanged 114 SP:Iteration 16Q (544.282436 sec): 3 clusters Score: Raw -1018105.577477 + Penalty 3021.785536 = -1015083.791942 nChanged 97 SP:Iteration 17Q (544.353530 sec): 3 clusters Score: Raw -1018126.574751 + Penalty 3021.785536 = -1015104.789216 nChanged 87 SP:Iteration 18Q (544.420609 sec): 3 clusters Score: Raw -1018144.480346 + Penalty 3021.785536 = -1015122.694811 nChanged 75 SP:Iteration 19Q (544.484649 sec): 3 clusters Score: Raw -1018159.028652 + Penalty 3021.785536 = -1015137.243116 nChanged 74 SP:Iteration 20F (544.542325 sec): 3 clusters Score: Raw -1018172.354521 + Penalty 3021.785536 = -1015150.568986 nChanged 60 SP:Iteration 21Q (544.608634 sec): 3 clusters Score: Raw -1018181.818527 + Penalty 3021.785536 = -1015160.032991 nChanged 48 SP:Iteration 22Q (544.683233 sec): 3 clusters Score: Raw -1018191.765220 + Penalty 3021.785536 = -1015169.979685 nChanged 41 SP:Iteration 23Q (544.744856 sec): 3 clusters Score: Raw -1018199.663439 + Penalty 3021.785536 = -1015177.877904 nChanged 44 SP:Iteration 24Q (544.805517 sec): 3 clusters Score: Raw -1018206.920890 + Penalty 3021.785536 = -1015185.135355 nChanged 43 SP:Iteration 25Q (544.875213 sec): 3 clusters Score: Raw -1018213.059036 + Penalty 3021.785536 = -1015191.273500 nChanged 37 SP:Iteration 26Q (544.950046 sec): 3 clusters Score: Raw -1018219.116239 + Penalty 3021.785536 = -1015197.330704 nChanged 32 SP:Iteration 27Q (545.023145 sec): 3 clusters Score: Raw -1018222.710788 + Penalty 3021.785536 = -1015200.925252 nChanged 27 SP:Iteration 28Q (545.091566 sec): 3 clusters Score: Raw -1018225.437174 + Penalty 3021.785536 = -1015203.651638 nChanged 21 SP:Iteration 29Q (545.146306 sec): 3 clusters Score: Raw -1018228.244313 + Penalty 3021.785536 = -1015206.458777 nChanged 22 SP:Iteration 30Q (545.223581 sec): 3 clusters Score: Raw -1018232.081997 + Penalty 3021.785536 = -1015210.296462 nChanged 30 SP:Iteration 31Q (545.278865 sec): 3 clusters Score: Raw -1018237.443559 + Penalty 3021.785536 = -1015215.658023 nChanged 31 SP:Iteration 32Q (545.358574 sec): 3 clusters Score: Raw -1018241.986936 + Penalty 3021.785536 = -1015220.201401 nChanged 35 SP:Iteration 33Q (545.423653 sec): 3 clusters Score: Raw -1018247.193090 + Penalty 3021.785536 = -1015225.407555 nChanged 35 SP:Iteration 34Q (545.493251 sec): 3 clusters Score: Raw -1018253.011566 + Penalty 3021.785536 = -1015231.226031 nChanged 38 SP:Iteration 35Q (545.562625 sec): 3 clusters Score: Raw -1018258.520246 + Penalty 3021.785536 = -1015236.734710 nChanged 37 SP:Iteration 36Q (545.629944 sec): 3 clusters Score: Raw -1018263.131764 + Penalty 3021.785536 = -1015241.346228 nChanged 29 SP:Iteration 37Q (545.694103 sec): 3 clusters Score: Raw -1018266.980959 + Penalty 3021.785536 = -1015245.195424 nChanged 28 SP:Iteration 38Q (545.764091 sec): 3 clusters Score: Raw -1018270.662415 + Penalty 3021.785536 = -1015248.876880 nChanged 27 SP:Iteration 39Q (545.826334 sec): 3 clusters Score: Raw -1018274.479884 + Penalty 3021.785536 = -1015252.694349 nChanged 28 SP:Iteration 40F (545.882664 sec): 3 clusters Score: Raw -1018277.549535 + Penalty 3021.785536 = -1015255.764000 nChanged 22 SP:Iteration 41Q (545.948552 sec): 3 clusters Score: Raw -1018280.417991 + Penalty 3021.785536 = -1015258.632456 nChanged 23 SP:Iteration 42Q (546.015729 sec): 3 clusters Score: Raw -1018282.774891 + Penalty 3021.785536 = -1015260.989355 nChanged 18 SP:Iteration 43Q (546.084651 sec): 3 clusters Score: Raw -1018284.279922 + Penalty 3021.785536 = -1015262.494386 nChanged 13 SP:Iteration 44Q (546.140809 sec): 3 clusters Score: Raw -1018285.546104 + Penalty 3021.785536 = -1015263.760569 nChanged 13 SP:Iteration 45Q (546.209699 sec): 3 clusters Score: Raw -1018286.991245 + Penalty 3021.785536 = -1015265.205710 nChanged 14 SP:Iteration 46Q (546.273506 sec): 3 clusters Score: Raw -1018288.392180 + Penalty 3021.785536 = -1015266.606644 nChanged 14 SP:Iteration 47Q (546.341197 sec): 3 clusters Score: Raw -1018289.890526 + Penalty 3021.785536 = -1015268.104990 nChanged 11 SP:Iteration 48Q (546.406194 sec): 3 clusters Score: Raw -1018291.595380 + Penalty 3021.785536 = -1015269.809844 nChanged 12 SP:Iteration 49Q (546.485108 sec): 3 clusters Score: Raw -1018292.847852 + Penalty 3021.785536 = -1015271.062317 nChanged 10 SP:Iteration 50Q (546.550982 sec): 3 clusters Score: Raw -1018294.129108 + Penalty 3021.785536 = -1015272.343572 nChanged 9 SP:Iteration 51Q (546.611849 sec): 3 clusters Score: Raw -1018294.778280 + Penalty 3021.785536 = -1015272.992745 nChanged 8 SP:Iteration 52Q (546.680648 sec): 3 clusters Score: Raw -1018295.481743 + Penalty 3021.785536 = -1015273.696207 nChanged 6 SP:Iteration 53Q (546.738663 sec): 3 clusters Score: Raw -1018296.000822 + Penalty 3021.785536 = -1015274.215287 nChanged 7 SP:Iteration 54Q (546.816871 sec): 3 clusters Score: Raw -1018296.696222 + Penalty 3021.785536 = -1015274.910686 nChanged 6 SP:Iteration 55Q (546.883743 sec): 3 clusters Score: Raw -1018297.365388 + Penalty 3021.785536 = -1015275.579852 nChanged 6 SP:Iteration 56Q (546.939786 sec): 3 clusters Score: Raw -1018297.931247 + Penalty 3021.785536 = -1015276.145712 nChanged 4 SP:Iteration 57Q (547.015069 sec): 3 clusters Score: Raw -1018298.359319 + Penalty 3021.785536 = -1015276.573784 nChanged 7 SP:Iteration 58Q (547.081215 sec): 3 clusters Score: Raw -1018299.146168 + Penalty 3021.785536 = -1015277.360633 nChanged 4 SP:Iteration 59Q (547.137430 sec): 3 clusters Score: Raw -1018299.505340 + Penalty 3021.785536 = -1015277.719804 nChanged 5 SP:Iteration 60F (547.211080 sec): 3 clusters Score: Raw -1018300.028931 + Penalty 3021.785536 = -1015278.243396 nChanged 6 SP:Iteration 61Q (547.281608 sec): 3 clusters Score: Raw -1018300.677584 + Penalty 3021.785536 = -1015278.892049 nChanged 8 SP:Iteration 62Q (547.336017 sec): 3 clusters Score: Raw -1018301.533675 + Penalty 3021.785536 = -1015279.748140 nChanged 7 SP:Iteration 63Q (547.402298 sec): 3 clusters Score: Raw -1018302.061764 + Penalty 3021.785536 = -1015280.276228 nChanged 1 SP:Iteration 64Q (547.475476 sec): 3 clusters Score: Raw -1018302.083807 + Penalty 3021.785536 = -1015280.298272 nChanged 0 SP:Iteration 65F (547.540716 sec): 3 clusters Score: Raw -1018302.083807 + Penalty 3021.785536 = -1015280.298272 nChanged 0 Trying to split cluster 24 (60245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.648143 sec): 2 clusters Score: Raw -5807315.202403 + Penalty 1788.503415 = -5805526.698988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.796994 sec): 3 clusters Score: Raw -5768830.334890 + Penalty 3577.006830 = -5765253.328060 nChanged 28487 SP:Iteration 1F (547.937812 sec): 3 clusters Score: Raw -5785583.134711 + Penalty 3577.006830 = -5782006.127882 nChanged 2748 SP:Iteration 2Q (548.079050 sec): 3 clusters Score: Raw -5786655.839768 + Penalty 3577.006830 = -5783078.832939 nChanged 3196 SP:Iteration 3F (548.237592 sec): 3 clusters Score: Raw -5788211.415584 + Penalty 3577.006830 = -5784634.408755 nChanged 3540 SP:Iteration 4F (548.370726 sec): 3 clusters Score: Raw -5790203.882777 + Penalty 3577.006830 = -5786626.875947 nChanged 3790 SP:Iteration 5F (548.528111 sec): 3 clusters Score: Raw -5792508.581007 + Penalty 3577.006830 = -5788931.574178 nChanged 3905 SP:Iteration 6F (548.677560 sec): 3 clusters Score: Raw -5794969.979706 + Penalty 3577.006830 = -5791392.972876 nChanged 3525 SP:Iteration 7F (548.826210 sec): 3 clusters Score: Raw -5797339.601484 + Penalty 3577.006830 = -5793762.594655 nChanged 2952 SP:Iteration 8Q (548.972384 sec): 3 clusters Score: Raw -5799466.679964 + Penalty 3577.006830 = -5795889.673135 nChanged 2468 SP:Iteration 9Q (549.136165 sec): 3 clusters Score: Raw -5801320.576829 + Penalty 3577.006830 = -5797743.570000 nChanged 1946 SP:Iteration 10Q (549.280734 sec): 3 clusters Score: Raw -5802678.998327 + Penalty 3577.006830 = -5799101.991497 nChanged 1497 SP:Iteration 11Q (549.425900 sec): 3 clusters Score: Raw -5803597.825301 + Penalty 3577.006830 = -5800020.818471 nChanged 1161 SP:Iteration 12Q (549.563650 sec): 3 clusters Score: Raw -5804238.267816 + Penalty 3577.006830 = -5800661.260986 nChanged 974 SP:Iteration 13Q (549.712220 sec): 3 clusters Score: Raw -5804712.393785 + Penalty 3577.006830 = -5801135.386956 nChanged 884 SP:Iteration 14Q (549.843795 sec): 3 clusters Score: Raw -5805103.871423 + Penalty 3577.006830 = -5801526.864593 nChanged 794 SP:Iteration 15Q (549.993728 sec): 3 clusters Score: Raw -5805448.666736 + Penalty 3577.006830 = -5801871.659906 nChanged 746 SP:Iteration 16Q (550.133876 sec): 3 clusters Score: Raw -5805764.206379 + Penalty 3577.006830 = -5802187.199550 nChanged 671 SP:Iteration 17Q (550.279308 sec): 3 clusters Score: Raw -5806023.540178 + Penalty 3577.006830 = -5802446.533348 nChanged 575 SP:Iteration 18Q (550.408487 sec): 3 clusters Score: Raw -5806244.281096 + Penalty 3577.006830 = -5802667.274267 nChanged 498 SP:Iteration 19Q (550.550538 sec): 3 clusters Score: Raw -5806430.832965 + Penalty 3577.006830 = -5802853.826136 nChanged 465 SP:Iteration 20F (550.684897 sec): 3 clusters Score: Raw -5806607.064121 + Penalty 3577.006830 = -5803030.057291 nChanged 437 SP:Iteration 21Q (550.809184 sec): 3 clusters Score: Raw -5806767.644376 + Penalty 3577.006830 = -5803190.637546 nChanged 366 SP:Iteration 22Q (550.934694 sec): 3 clusters Score: Raw -5806899.373052 + Penalty 3577.006830 = -5803322.366222 nChanged 344 SP:Iteration 23Q (551.075231 sec): 3 clusters Score: Raw -5807030.230918 + Penalty 3577.006830 = -5803453.224088 nChanged 303 SP:Iteration 24Q (551.193482 sec): 3 clusters Score: Raw -5807138.076687 + Penalty 3577.006830 = -5803561.069858 nChanged 262 SP:Iteration 25Q (551.331751 sec): 3 clusters Score: Raw -5807219.102652 + Penalty 3577.006830 = -5803642.095822 nChanged 207 SP:Iteration 26Q (551.451516 sec): 3 clusters Score: Raw -5807279.817498 + Penalty 3577.006830 = -5803702.810669 nChanged 190 SP:Iteration 27Q (551.579617 sec): 3 clusters Score: Raw -5807337.350188 + Penalty 3577.006830 = -5803760.343358 nChanged 178 SP:Iteration 28Q (551.690437 sec): 3 clusters Score: Raw -5807395.076280 + Penalty 3577.006830 = -5803818.069450 nChanged 160 SP:Iteration 29Q (551.829025 sec): 3 clusters Score: Raw -5807452.140614 + Penalty 3577.006830 = -5803875.133785 nChanged 147 SP:Iteration 30Q (551.954407 sec): 3 clusters Score: Raw -5807499.731300 + Penalty 3577.006830 = -5803922.724470 nChanged 140 SP:Iteration 31Q (552.077565 sec): 3 clusters Score: Raw -5807549.689877 + Penalty 3577.006830 = -5803972.683047 nChanged 104 SP:Iteration 32Q (552.219134 sec): 3 clusters Score: Raw -5807583.396638 + Penalty 3577.006830 = -5804006.389808 nChanged 91 SP:Iteration 33Q (552.337689 sec): 3 clusters Score: Raw -5807608.316134 + Penalty 3577.006830 = -5804031.309304 nChanged 74 SP:Iteration 34Q (552.462124 sec): 3 clusters Score: Raw -5807629.179651 + Penalty 3577.006830 = -5804052.172821 nChanged 59 SP:Iteration 35Q (552.593402 sec): 3 clusters Score: Raw -5807645.467731 + Penalty 3577.006830 = -5804068.460902 nChanged 45 SP:Iteration 36Q (552.713797 sec): 3 clusters Score: Raw -5807658.625957 + Penalty 3577.006830 = -5804081.619127 nChanged 53 SP:Iteration 37Q (552.843327 sec): 3 clusters Score: Raw -5807673.293077 + Penalty 3577.006830 = -5804096.286247 nChanged 51 SP:Iteration 38Q (552.966144 sec): 3 clusters Score: Raw -5807686.639321 + Penalty 3577.006830 = -5804109.632491 nChanged 40 SP:Iteration 39Q (553.090104 sec): 3 clusters Score: Raw -5807698.484329 + Penalty 3577.006830 = -5804121.477500 nChanged 38 SP:Iteration 40F (553.231129 sec): 3 clusters Score: Raw -5807708.696261 + Penalty 3577.006830 = -5804131.689431 nChanged 31 SP:Iteration 41Q (553.353932 sec): 3 clusters Score: Raw -5807716.046012 + Penalty 3577.006830 = -5804139.039182 nChanged 21 SP:Iteration 42Q (553.486984 sec): 3 clusters Score: Raw -5807720.069160 + Penalty 3577.006830 = -5804143.062331 nChanged 21 SP:Iteration 43Q (553.601969 sec): 3 clusters Score: Raw -5807725.093844 + Penalty 3577.006830 = -5804148.087015 nChanged 22 SP:Iteration 44Q (553.738847 sec): 3 clusters Score: Raw -5807732.562864 + Penalty 3577.006830 = -5804155.556034 nChanged 28 SP:Iteration 45Q (553.859523 sec): 3 clusters Score: Raw -5807743.293326 + Penalty 3577.006830 = -5804166.286496 nChanged 31 SP:Iteration 46Q (553.976320 sec): 3 clusters Score: Raw -5807753.300317 + Penalty 3577.006830 = -5804176.293487 nChanged 32 SP:Iteration 47Q (554.109959 sec): 3 clusters Score: Raw -5807761.426999 + Penalty 3577.006830 = -5804184.420170 nChanged 27 SP:Iteration 48Q (554.237079 sec): 3 clusters Score: Raw -5807768.782673 + Penalty 3577.006830 = -5804191.775843 nChanged 23 SP:Iteration 49Q (554.360170 sec): 3 clusters Score: Raw -5807773.847994 + Penalty 3577.006830 = -5804196.841164 nChanged 16 SP:Iteration 50Q (554.478998 sec): 3 clusters Score: Raw -5807777.553012 + Penalty 3577.006830 = -5804200.546182 nChanged 19 SP:Iteration 51Q (554.601662 sec): 3 clusters Score: Raw -5807782.620834 + Penalty 3577.006830 = -5804205.614004 nChanged 20 SP:Iteration 52Q (554.741996 sec): 3 clusters Score: Raw -5807790.080316 + Penalty 3577.006830 = -5804213.073487 nChanged 19 SP:Iteration 53Q (554.873430 sec): 3 clusters Score: Raw -5807794.437137 + Penalty 3577.006830 = -5804217.430307 nChanged 22 SP:Iteration 54Q (555.001446 sec): 3 clusters Score: Raw -5807800.980768 + Penalty 3577.006830 = -5804223.973938 nChanged 21 SP:Iteration 55Q (555.109826 sec): 3 clusters Score: Raw -5807807.885763 + Penalty 3577.006830 = -5804230.878933 nChanged 17 SP:Iteration 56Q (555.246423 sec): 3 clusters Score: Raw -5807811.786019 + Penalty 3577.006830 = -5804234.779190 nChanged 12 SP:Iteration 57Q (555.372824 sec): 3 clusters Score: Raw -5807814.546932 + Penalty 3577.006830 = -5804237.540102 nChanged 7 SP:Iteration 58Q (555.508470 sec): 3 clusters Score: Raw -5807815.653668 + Penalty 3577.006830 = -5804238.646838 nChanged 8 SP:Iteration 59Q (555.629881 sec): 3 clusters Score: Raw -5807816.881398 + Penalty 3577.006830 = -5804239.874568 nChanged 3 SP:Iteration 60F (555.781819 sec): 3 clusters Score: Raw -5807817.326852 + Penalty 3577.006830 = -5804240.320023 nChanged 0 Trying to split cluster 25 (117302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (555.957437 sec): 2 clusters Score: Raw -11281039.916959 + Penalty 1896.782401 = -11279143.134558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (556.221571 sec): 3 clusters Score: Raw -11204330.563052 + Penalty 3793.564803 = -11200536.998249 nChanged 56343 SP:Iteration 1F (556.474792 sec): 3 clusters Score: Raw -11237388.396212 + Penalty 3793.564803 = -11233594.831409 nChanged 4315 SP:Iteration 2Q (556.732413 sec): 3 clusters Score: Raw -11238715.844441 + Penalty 3793.564803 = -11234922.279639 nChanged 4901 SP:Iteration 3Q (556.994132 sec): 3 clusters Score: Raw -11240632.349296 + Penalty 3793.564803 = -11236838.784493 nChanged 5733 SP:Iteration 4Q (557.262030 sec): 3 clusters Score: Raw -11243436.971595 + Penalty 3793.564803 = -11239643.406792 nChanged 6753 SP:Iteration 5F (557.514988 sec): 3 clusters Score: Raw -11247350.121833 + Penalty 3793.564803 = -11243556.557030 nChanged 7551 SP:Iteration 6F (557.768893 sec): 3 clusters Score: Raw -11252298.130389 + Penalty 3793.564803 = -11248504.565587 nChanged 7757 SP:Iteration 7F (558.010770 sec): 3 clusters Score: Raw -11257943.910987 + Penalty 3793.564803 = -11254150.346185 nChanged 7329 SP:Iteration 8F (558.254459 sec): 3 clusters Score: Raw -11263191.729015 + Penalty 3793.564803 = -11259398.164212 nChanged 6161 SP:Iteration 9F (558.498130 sec): 3 clusters Score: Raw -11267136.300945 + Penalty 3793.564803 = -11263342.736142 nChanged 4677 SP:Iteration 10Q (558.757631 sec): 3 clusters Score: Raw -11269574.168699 + Penalty 3793.564803 = -11265780.603897 nChanged 3470 SP:Iteration 11Q (558.999474 sec): 3 clusters Score: Raw -11271089.715026 + Penalty 3793.564803 = -11267296.150224 nChanged 2681 SP:Iteration 12Q (559.244860 sec): 3 clusters Score: Raw -11272206.661896 + Penalty 3793.564803 = -11268413.097094 nChanged 2245 SP:Iteration 13Q (559.487200 sec): 3 clusters Score: Raw -11273122.924749 + Penalty 3793.564803 = -11269329.359947 nChanged 2040 SP:Iteration 14Q (559.731870 sec): 3 clusters Score: Raw -11273954.884719 + Penalty 3793.564803 = -11270161.319917 nChanged 1909 SP:Iteration 15Q (559.968234 sec): 3 clusters Score: Raw -11274708.267714 + Penalty 3793.564803 = -11270914.702911 nChanged 1708 SP:Iteration 16Q (560.214199 sec): 3 clusters Score: Raw -11275367.575139 + Penalty 3793.564803 = -11271574.010336 nChanged 1636 SP:Iteration 17Q (560.448361 sec): 3 clusters Score: Raw -11275979.407857 + Penalty 3793.564803 = -11272185.843054 nChanged 1548 SP:Iteration 18Q (560.668210 sec): 3 clusters Score: Raw -11276544.333479 + Penalty 3793.564803 = -11272750.768676 nChanged 1425 SP:Iteration 19Q (560.893018 sec): 3 clusters Score: Raw -11277052.604263 + Penalty 3793.564803 = -11273259.039460 nChanged 1363 SP:Iteration 20F (561.136646 sec): 3 clusters Score: Raw -11277553.652434 + Penalty 3793.564803 = -11273760.087632 nChanged 1247 SP:Iteration 21Q (561.374708 sec): 3 clusters Score: Raw -11278013.197843 + Penalty 3793.564803 = -11274219.633041 nChanged 1196 SP:Iteration 22Q (561.590728 sec): 3 clusters Score: Raw -11278452.952229 + Penalty 3793.564803 = -11274659.387426 nChanged 1080 SP:Iteration 23Q (561.809756 sec): 3 clusters Score: Raw -11278854.723477 + Penalty 3793.564803 = -11275061.158675 nChanged 983 SP:Iteration 24Q (562.017134 sec): 3 clusters Score: Raw -11279186.345791 + Penalty 3793.564803 = -11275392.780989 nChanged 856 SP:Iteration 25Q (562.231699 sec): 3 clusters Score: Raw -11279445.165488 + Penalty 3793.564803 = -11275651.600686 nChanged 754 SP:Iteration 26Q (562.431654 sec): 3 clusters Score: Raw -11279668.426004 + Penalty 3793.564803 = -11275874.861201 nChanged 741 SP:Iteration 27Q (562.656494 sec): 3 clusters Score: Raw -11279885.404354 + Penalty 3793.564803 = -11276091.839551 nChanged 703 SP:Iteration 28Q (562.875863 sec): 3 clusters Score: Raw -11280089.104218 + Penalty 3793.564803 = -11276295.539415 nChanged 636 SP:Iteration 29Q (563.081054 sec): 3 clusters Score: Raw -11280271.634942 + Penalty 3793.564803 = -11276478.070139 nChanged 612 SP:Iteration 30Q (563.293944 sec): 3 clusters Score: Raw -11280444.459795 + Penalty 3793.564803 = -11276650.894993 nChanged 530 SP:Iteration 31Q (563.507675 sec): 3 clusters Score: Raw -11280582.150133 + Penalty 3793.564803 = -11276788.585331 nChanged 476 SP:Iteration 32Q (563.710224 sec): 3 clusters Score: Raw -11280708.095648 + Penalty 3793.564803 = -11276914.530845 nChanged 437 SP:Iteration 33Q (563.908638 sec): 3 clusters Score: Raw -11280817.175171 + Penalty 3793.564803 = -11277023.610368 nChanged 358 SP:Iteration 34Q (564.119706 sec): 3 clusters Score: Raw -11280897.730495 + Penalty 3793.564803 = -11277104.165693 nChanged 294 SP:Iteration 35Q (564.333608 sec): 3 clusters Score: Raw -11280964.612061 + Penalty 3793.564803 = -11277171.047258 nChanged 292 SP:Iteration 36Q (564.539136 sec): 3 clusters Score: Raw -11281031.810399 + Penalty 3793.564803 = -11277238.245596 nChanged 258 SP:Iteration 37Q (564.733163 sec): 3 clusters Score: Raw -11281093.852393 + Penalty 3793.564803 = -11277300.287590 nChanged 246 SP:Iteration 38Q (564.933097 sec): 3 clusters Score: Raw -11281155.590980 + Penalty 3793.564803 = -11277362.026178 nChanged 242 SP:Iteration 39Q (565.143037 sec): 3 clusters Score: Raw -11281211.212972 + Penalty 3793.564803 = -11277417.648170 nChanged 196 SP:Iteration 40F (565.395257 sec): 3 clusters Score: Raw -11281256.780577 + Penalty 3793.564803 = -11277463.215774 nChanged 172 SP:Iteration 41Q (565.587149 sec): 3 clusters Score: Raw -11281292.107849 + Penalty 3793.564803 = -11277498.543046 nChanged 151 SP:Iteration 42Q (565.769594 sec): 3 clusters Score: Raw -11281326.101840 + Penalty 3793.564803 = -11277532.537037 nChanged 148 SP:Iteration 43Q (565.960456 sec): 3 clusters Score: Raw -11281357.166884 + Penalty 3793.564803 = -11277563.602082 nChanged 120 SP:Iteration 44Q (566.166976 sec): 3 clusters Score: Raw -11281382.923186 + Penalty 3793.564803 = -11277589.358383 nChanged 123 SP:Iteration 45Q (566.365371 sec): 3 clusters Score: Raw -11281408.960140 + Penalty 3793.564803 = -11277615.395338 nChanged 125 SP:Iteration 46Q (566.564587 sec): 3 clusters Score: Raw -11281438.472027 + Penalty 3793.564803 = -11277644.907224 nChanged 103 SP:Iteration 47Q (566.758263 sec): 3 clusters Score: Raw -11281459.949105 + Penalty 3793.564803 = -11277666.384302 nChanged 80 SP:Iteration 48Q (566.953826 sec): 3 clusters Score: Raw -11281477.519035 + Penalty 3793.564803 = -11277683.954233 nChanged 69 SP:Iteration 49Q (567.154478 sec): 3 clusters Score: Raw -11281493.578360 + Penalty 3793.564803 = -11277700.013557 nChanged 60 SP:Iteration 50Q (567.358044 sec): 3 clusters Score: Raw -11281505.475530 + Penalty 3793.564803 = -11277711.910727 nChanged 56 SP:Iteration 51Q (567.566578 sec): 3 clusters Score: Raw -11281516.276014 + Penalty 3793.564803 = -11277722.711212 nChanged 57 SP:Iteration 52Q (567.762268 sec): 3 clusters Score: Raw -11281525.707429 + Penalty 3793.564803 = -11277732.142627 nChanged 44 SP:Iteration 53Q (567.969933 sec): 3 clusters Score: Raw -11281531.837348 + Penalty 3793.564803 = -11277738.272545 nChanged 35 SP:Iteration 54Q (568.169257 sec): 3 clusters Score: Raw -11281537.220397 + Penalty 3793.564803 = -11277743.655595 nChanged 34 SP:Iteration 55Q (568.365413 sec): 3 clusters Score: Raw -11281544.545891 + Penalty 3793.564803 = -11277750.981088 nChanged 34 SP:Iteration 56Q (568.570317 sec): 3 clusters Score: Raw -11281550.642653 + Penalty 3793.564803 = -11277757.077851 nChanged 30 SP:Iteration 57Q (568.771224 sec): 3 clusters Score: Raw -11281555.822393 + Penalty 3793.564803 = -11277762.257590 nChanged 27 SP:Iteration 58Q (568.951766 sec): 3 clusters Score: Raw -11281560.203254 + Penalty 3793.564803 = -11277766.638452 nChanged 27 SP:Iteration 59Q (569.150151 sec): 3 clusters Score: Raw -11281563.822639 + Penalty 3793.564803 = -11277770.257836 nChanged 27 SP:Iteration 60F (569.399482 sec): 3 clusters Score: Raw -11281569.044565 + Penalty 3793.564803 = -11277775.479763 nChanged 25 SP:Iteration 61Q (569.593539 sec): 3 clusters Score: Raw -11281575.605435 + Penalty 3793.564803 = -11277782.040632 nChanged 40 SP:Iteration 62Q (569.783045 sec): 3 clusters Score: Raw -11281584.784910 + Penalty 3793.564803 = -11277791.220107 nChanged 44 SP:Iteration 63Q (569.974517 sec): 3 clusters Score: Raw -11281594.168520 + Penalty 3793.564803 = -11277800.603717 nChanged 35 SP:Iteration 64Q (570.164998 sec): 3 clusters Score: Raw -11281601.843297 + Penalty 3793.564803 = -11277808.278494 nChanged 35 SP:Iteration 65Q (570.358527 sec): 3 clusters Score: Raw -11281608.900566 + Penalty 3793.564803 = -11277815.335764 nChanged 33 SP:Iteration 66Q (570.548236 sec): 3 clusters Score: Raw -11281616.531521 + Penalty 3793.564803 = -11277822.966719 nChanged 40 SP:Iteration 67Q (570.728636 sec): 3 clusters Score: Raw -11281626.448964 + Penalty 3793.564803 = -11277832.884161 nChanged 27 SP:Iteration 68Q (570.927622 sec): 3 clusters Score: Raw -11281630.776695 + Penalty 3793.564803 = -11277837.211892 nChanged 16 SP:Iteration 69Q (571.121966 sec): 3 clusters Score: Raw -11281632.569327 + Penalty 3793.564803 = -11277839.004525 nChanged 9 SP:Iteration 70Q (571.317096 sec): 3 clusters Score: Raw -11281633.887526 + Penalty 3793.564803 = -11277840.322724 nChanged 14 SP:Iteration 71Q (571.511112 sec): 3 clusters Score: Raw -11281636.518064 + Penalty 3793.564803 = -11277842.953261 nChanged 15 SP:Iteration 72Q (571.717610 sec): 3 clusters Score: Raw -11281639.527600 + Penalty 3793.564803 = -11277845.962798 nChanged 23 SP:Iteration 73Q (571.920142 sec): 3 clusters Score: Raw -11281644.255854 + Penalty 3793.564803 = -11277850.691051 nChanged 22 SP:Iteration 74Q (572.118965 sec): 3 clusters Score: Raw -11281649.271930 + Penalty 3793.564803 = -11277855.707127 nChanged 20 SP:Iteration 75Q (572.298513 sec): 3 clusters Score: Raw -11281653.352837 + Penalty 3793.564803 = -11277859.788034 nChanged 17 SP:Iteration 76Q (572.503214 sec): 3 clusters Score: Raw -11281655.818683 + Penalty 3793.564803 = -11277862.253880 nChanged 13 SP:Iteration 77Q (572.702362 sec): 3 clusters Score: Raw -11281657.569362 + Penalty 3793.564803 = -11277864.004560 nChanged 9 SP:Iteration 78Q (572.905012 sec): 3 clusters Score: Raw -11281658.913182 + Penalty 3793.564803 = -11277865.348379 nChanged 12 SP:Iteration 79Q (573.099906 sec): 3 clusters Score: Raw -11281660.539101 + Penalty 3793.564803 = -11277866.974299 nChanged 10 SP:Iteration 80F (573.342850 sec): 3 clusters Score: Raw -11281661.631881 + Penalty 3793.564803 = -11277868.067079 nChanged 4 SP:Iteration 81Q (573.538796 sec): 3 clusters Score: Raw -11281662.169646 + Penalty 3793.564803 = -11277868.604843 nChanged 1 SP:Iteration 82Q (573.742085 sec): 3 clusters Score: Raw -11281662.249637 + Penalty 3793.564803 = -11277868.684835 nChanged 1 SP:Iteration 83Q (573.921062 sec): 3 clusters Score: Raw -11281662.318299 + Penalty 3793.564803 = -11277868.753496 nChanged 1 SP:Iteration 84Q (574.121607 sec): 3 clusters Score: Raw -11281662.525709 + Penalty 3793.564803 = -11277868.960906 nChanged 2 SP:Iteration 85Q (574.316100 sec): 3 clusters Score: Raw -11281662.717717 + Penalty 3793.564803 = -11277869.152914 nChanged 0 SP:Iteration 86F (574.564791 sec): 3 clusters Score: Raw -11281662.717717 + Penalty 3793.564803 = -11277869.152914 nChanged 0 Iteration 99Q (577.031476 sec): 27 clusters Score: Raw -31992502.996672 + Penalty 53900.379687 = -31938602.616985 nChanged 1916 Iteration 100F (583.082690 sec): 27 clusters Score: Raw -31993413.884932 + Penalty 53900.379687 = -31939513.505245 nChanged 1565 Iteration 101Q (585.503945 sec): 27 clusters Score: Raw -31993818.010195 + Penalty 53900.379687 = -31939917.630508 nChanged 1015 Iteration 102Q (587.917433 sec): 27 clusters Score: Raw -31994004.588682 + Penalty 53900.379687 = -31940104.208995 nChanged 745 Iteration 103Q (590.214825 sec): 27 clusters Score: Raw -31994100.616641 + Penalty 53900.379687 = -31940200.236954 nChanged 605 Iteration 104Q (592.522508 sec): 27 clusters Score: Raw -31994162.954296 + Penalty 53900.379687 = -31940262.574609 nChanged 468 Iteration 105Q (594.695786 sec): 27 clusters Score: Raw -31994201.904557 + Penalty 53900.379687 = -31940301.524870 nChanged 408 Iteration 106Q (597.038618 sec): 27 clusters Score: Raw -31994234.642619 + Penalty 53900.379687 = -31940334.262932 nChanged 370 Iteration 107Q (599.346663 sec): 27 clusters Score: Raw -31994263.642187 + Penalty 53900.379687 = -31940363.262500 nChanged 303 Iteration 108Q (601.737504 sec): 27 clusters Score: Raw -31994286.043015 + Penalty 53900.379687 = -31940385.663327 nChanged 253 Iteration 109Q (604.081511 sec): 27 clusters Score: Raw -31994304.349623 + Penalty 53900.379687 = -31940403.969936 nChanged 204 Iteration 110Q (606.496497 sec): 27 clusters Score: Raw -31994319.224234 + Penalty 53900.379687 = -31940418.844547 nChanged 199 Iteration 111Q (608.735506 sec): 27 clusters Score: Raw -31994333.562575 + Penalty 53900.379687 = -31940433.182888 nChanged 195 Iteration 112Q (611.062160 sec): 27 clusters Score: Raw -31994347.562030 + Penalty 53900.379687 = -31940447.182343 nChanged 197 Iteration 113Q (613.463787 sec): 27 clusters Score: Raw -31994361.388047 + Penalty 53900.379687 = -31940461.008360 nChanged 178 Iteration 114Q (615.706683 sec): 27 clusters Score: Raw -31994373.512748 + Penalty 53900.379687 = -31940473.133061 nChanged 156 Iteration 115Q (618.013229 sec): 27 clusters Score: Raw -31994383.733743 + Penalty 53900.379687 = -31940483.354056 nChanged 127 Iteration 116Q (620.277259 sec): 27 clusters Score: Raw -31994394.476613 + Penalty 53900.379687 = -31940494.096926 nChanged 138 Iteration 117Q (622.589010 sec): 27 clusters Score: Raw -31994405.836028 + Penalty 53900.379687 = -31940505.456341 nChanged 150 Iteration 118Q (624.996750 sec): 27 clusters Score: Raw -31994418.282506 + Penalty 53900.379687 = -31940517.902819 nChanged 182 Iteration 119Q (627.336770 sec): 27 clusters Score: Raw -31994434.233586 + Penalty 53900.379687 = -31940533.853899 nChanged 181 Iteration 120F (633.420251 sec): 27 clusters Score: Raw -31994447.320912 + Penalty 53900.379687 = -31940546.941225 nChanged 159 Iteration 121Q (635.844523 sec): 27 clusters Score: Raw -31994459.456822 + Penalty 53900.379687 = -31940559.077135 nChanged 156 Iteration 122Q (638.113107 sec): 27 clusters Score: Raw -31994469.737069 + Penalty 53900.379687 = -31940569.357382 nChanged 143 Iteration 123Q (640.499874 sec): 27 clusters Score: Raw -31994479.862506 + Penalty 53900.379687 = -31940579.482819 nChanged 138 Iteration 124Q (642.812962 sec): 27 clusters Score: Raw -31994490.104316 + Penalty 53900.379687 = -31940589.724629 nChanged 146 Iteration 125Q (645.212372 sec): 27 clusters Score: Raw -31994501.358131 + Penalty 53900.379687 = -31940600.978444 nChanged 121 Iteration 126Q (647.624626 sec): 27 clusters Score: Raw -31994510.609992 + Penalty 53900.379687 = -31940610.230305 nChanged 134 Iteration 127Q (650.030770 sec): 27 clusters Score: Raw -31994520.719770 + Penalty 53900.379687 = -31940620.340083 nChanged 135 Iteration 128Q (652.441863 sec): 27 clusters Score: Raw -31994531.932206 + Penalty 53900.379687 = -31940631.552519 nChanged 138 Iteration 129Q (654.795777 sec): 27 clusters Score: Raw -31994542.684263 + Penalty 53900.379687 = -31940642.304576 nChanged 143 Iteration 130Q (657.095722 sec): 27 clusters Score: Raw -31994551.856455 + Penalty 53900.379687 = -31940651.476768 nChanged 138 Iteration 131Q (659.447605 sec): 27 clusters Score: Raw -31994559.773490 + Penalty 53900.379687 = -31940659.393803 nChanged 120 Iteration 132Q (661.952945 sec): 27 clusters Score: Raw -31994567.127104 + Penalty 53900.379687 = -31940666.747417 nChanged 104 Iteration 133Q (664.374554 sec): 27 clusters Score: Raw -31994576.175287 + Penalty 53900.379687 = -31940675.795600 nChanged 117 Iteration 134Q (666.811614 sec): 27 clusters Score: Raw -31994587.440484 + Penalty 53900.379687 = -31940687.060797 nChanged 132 Iteration 135Q (669.337334 sec): 27 clusters Score: Raw -31994601.236507 + Penalty 53900.379687 = -31940700.856820 nChanged 151 Iteration 136Q (671.728094 sec): 27 clusters Score: Raw -31994618.281306 + Penalty 53900.379687 = -31940717.901619 nChanged 143 Iteration 137Q (674.198179 sec): 27 clusters Score: Raw -31994639.602234 + Penalty 53900.379687 = -31940739.222547 nChanged 161 Iteration 138Q (676.541818 sec): 27 clusters Score: Raw -31994663.924266 + Penalty 53900.379687 = -31940763.544579 nChanged 171 Writing temp clu file Because OldScore, -31940739.222547, is greater than current (better) Score,-31940763.544579 Compute initial score before splitting: Score: Raw -31994663.924266 + Penalty 53900.379687 = -31940763.544579 Trying to split cluster 1 (11063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (676.707697 sec): 2 clusters Score: Raw -1044117.416311 + Penalty 1513.096241 = -1042604.320070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (676.778222 sec): 3 clusters Score: Raw -1037822.471499 + Penalty 3026.192483 = -1034796.279016 nChanged 4841 SP:Iteration 1F (676.844355 sec): 3 clusters Score: Raw -1040457.464457 + Penalty 3026.192483 = -1037431.271974 nChanged 751 SP:Iteration 2F (676.904341 sec): 3 clusters Score: Raw -1040895.799490 + Penalty 3026.192483 = -1037869.607007 nChanged 754 SP:Iteration 3F (676.982915 sec): 3 clusters Score: Raw -1041335.507112 + Penalty 3026.192483 = -1038309.314629 nChanged 704 SP:Iteration 4F (677.050295 sec): 3 clusters Score: Raw -1041757.034212 + Penalty 3026.192483 = -1038730.841729 nChanged 646 SP:Iteration 5F (677.117494 sec): 3 clusters Score: Raw -1042128.118079 + Penalty 3026.192483 = -1039101.925596 nChanged 585 SP:Iteration 6F (677.173491 sec): 3 clusters Score: Raw -1042473.873537 + Penalty 3026.192483 = -1039447.681054 nChanged 514 SP:Iteration 7Q (677.242358 sec): 3 clusters Score: Raw -1042801.273583 + Penalty 3026.192483 = -1039775.081100 nChanged 457 SP:Iteration 8Q (677.322818 sec): 3 clusters Score: Raw -1043075.542141 + Penalty 3026.192483 = -1040049.349658 nChanged 366 SP:Iteration 9Q (677.393275 sec): 3 clusters Score: Raw -1043312.961236 + Penalty 3026.192483 = -1040286.768753 nChanged 304 SP:Iteration 10Q (677.451271 sec): 3 clusters Score: Raw -1043501.494791 + Penalty 3026.192483 = -1040475.302308 nChanged 270 SP:Iteration 11Q (677.531552 sec): 3 clusters Score: Raw -1043662.071582 + Penalty 3026.192483 = -1040635.879099 nChanged 221 SP:Iteration 12Q (677.599503 sec): 3 clusters Score: Raw -1043812.285921 + Penalty 3026.192483 = -1040786.093438 nChanged 209 SP:Iteration 13Q (677.656139 sec): 3 clusters Score: Raw -1043972.493761 + Penalty 3026.192483 = -1040946.301278 nChanged 187 SP:Iteration 14Q (677.720405 sec): 3 clusters Score: Raw -1044114.886877 + Penalty 3026.192483 = -1041088.694394 nChanged 153 SP:Iteration 15Q (677.794168 sec): 3 clusters Score: Raw -1044221.923280 + Penalty 3026.192483 = -1041195.730797 nChanged 139 SP:Iteration 16Q (677.859208 sec): 3 clusters Score: Raw -1044305.986844 + Penalty 3026.192483 = -1041279.794361 nChanged 97 SP:Iteration 17Q (677.918024 sec): 3 clusters Score: Raw -1044357.991397 + Penalty 3026.192483 = -1041331.798914 nChanged 93 SP:Iteration 18Q (677.983787 sec): 3 clusters Score: Raw -1044414.248584 + Penalty 3026.192483 = -1041388.056101 nChanged 72 SP:Iteration 19Q (678.047669 sec): 3 clusters Score: Raw -1044450.258689 + Penalty 3026.192483 = -1041424.066206 nChanged 68 SP:Iteration 20F (678.102032 sec): 3 clusters Score: Raw -1044475.196197 + Penalty 3026.192483 = -1041449.003714 nChanged 49 SP:Iteration 21Q (678.166006 sec): 3 clusters Score: Raw -1044492.967295 + Penalty 3026.192483 = -1041466.774812 nChanged 42 SP:Iteration 22Q (678.236158 sec): 3 clusters Score: Raw -1044508.891620 + Penalty 3026.192483 = -1041482.699137 nChanged 46 SP:Iteration 23Q (678.298458 sec): 3 clusters Score: Raw -1044533.608375 + Penalty 3026.192483 = -1041507.415892 nChanged 39 SP:Iteration 24Q (678.363197 sec): 3 clusters Score: Raw -1044548.824533 + Penalty 3026.192483 = -1041522.632050 nChanged 25 SP:Iteration 25Q (678.428476 sec): 3 clusters Score: Raw -1044557.030787 + Penalty 3026.192483 = -1041530.838304 nChanged 20 SP:Iteration 26Q (678.492924 sec): 3 clusters Score: Raw -1044562.102468 + Penalty 3026.192483 = -1041535.909985 nChanged 22 SP:Iteration 27Q (678.556393 sec): 3 clusters Score: Raw -1044565.698966 + Penalty 3026.192483 = -1041539.506483 nChanged 10 SP:Iteration 28Q (678.616849 sec): 3 clusters Score: Raw -1044567.311840 + Penalty 3026.192483 = -1041541.119357 nChanged 7 SP:Iteration 29Q (678.674572 sec): 3 clusters Score: Raw -1044568.495865 + Penalty 3026.192483 = -1041542.303382 nChanged 6 SP:Iteration 30Q (678.740679 sec): 3 clusters Score: Raw -1044569.939515 + Penalty 3026.192483 = -1041543.747032 nChanged 7 SP:Iteration 31Q (678.804701 sec): 3 clusters Score: Raw -1044570.898352 + Penalty 3026.192483 = -1041544.705869 nChanged 5 SP:Iteration 32Q (678.871169 sec): 3 clusters Score: Raw -1044571.709088 + Penalty 3026.192483 = -1041545.516605 nChanged 5 SP:Iteration 33Q (678.927273 sec): 3 clusters Score: Raw -1044572.507190 + Penalty 3026.192483 = -1041546.314707 nChanged 4 SP:Iteration 34Q (678.980091 sec): 3 clusters Score: Raw -1044573.312201 + Penalty 3026.192483 = -1041547.119718 nChanged 2 SP:Iteration 35Q (679.056431 sec): 3 clusters Score: Raw -1044574.050524 + Penalty 3026.192483 = -1041547.858041 nChanged 4 SP:Iteration 36Q (679.115366 sec): 3 clusters Score: Raw -1044574.714759 + Penalty 3026.192483 = -1041548.522276 nChanged 1 SP:Iteration 37Q (679.177194 sec): 3 clusters Score: Raw -1044575.243300 + Penalty 3026.192483 = -1041549.050817 nChanged 1 SP:Iteration 38Q (679.228582 sec): 3 clusters Score: Raw -1044575.337054 + Penalty 3026.192483 = -1041549.144571 nChanged 1 SP:Iteration 39Q (679.292156 sec): 3 clusters Score: Raw -1044575.511723 + Penalty 3026.192483 = -1041549.319240 nChanged 1 SP:Iteration 40F (679.354467 sec): 3 clusters Score: Raw -1044575.671274 + Penalty 3026.192483 = -1041549.478791 nChanged 1 SP:Iteration 41Q (679.424453 sec): 3 clusters Score: Raw -1044575.786432 + Penalty 3026.192483 = -1041549.593949 nChanged 1 SP:Iteration 42Q (679.480058 sec): 3 clusters Score: Raw -1044575.904405 + Penalty 3026.192483 = -1041549.711922 nChanged 0 SP:Iteration 43F (679.556814 sec): 3 clusters Score: Raw -1044575.904405 + Penalty 3026.192483 = -1041549.711922 nChanged 0 Trying to split cluster 2 (1462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (679.574822 sec): 2 clusters Score: Raw -123945.829973 + Penalty 1184.228604 = -122761.601369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (679.630176 sec): 3 clusters Score: Raw -123383.855582 + Penalty 2368.457208 = -121015.398373 nChanged 489 SP:Iteration 1F (679.689143 sec): 3 clusters Score: Raw -123734.341750 + Penalty 2368.457208 = -121365.884542 nChanged 132 SP:Iteration 2F (679.733521 sec): 3 clusters Score: Raw -123833.298106 + Penalty 2368.457208 = -121464.840898 nChanged 62 SP:Iteration 3Q (679.788513 sec): 3 clusters Score: Raw -123877.022529 + Penalty 2368.457208 = -121508.565321 nChanged 39 SP:Iteration 4Q (679.836411 sec): 3 clusters Score: Raw -123906.177323 + Penalty 2368.457208 = -121537.720115 nChanged 30 SP:Iteration 5Q (679.887503 sec): 3 clusters Score: Raw -123931.566744 + Penalty 2368.457208 = -121563.109536 nChanged 25 SP:Iteration 6Q (679.942570 sec): 3 clusters Score: Raw -123951.497835 + Penalty 2368.457208 = -121583.040626 nChanged 21 SP:Iteration 7Q (679.992648 sec): 3 clusters Score: Raw -123968.524125 + Penalty 2368.457208 = -121600.066916 nChanged 16 SP:Iteration 8Q (680.048476 sec): 3 clusters Score: Raw -123980.532758 + Penalty 2368.457208 = -121612.075550 nChanged 15 SP:Iteration 9Q (680.086407 sec): 3 clusters Score: Raw -123994.469342 + Penalty 2368.457208 = -121626.012134 nChanged 21 SP:Iteration 10Q (680.143977 sec): 3 clusters Score: Raw -124016.607662 + Penalty 2368.457208 = -121648.150454 nChanged 21 SP:Iteration 11Q (680.200061 sec): 3 clusters Score: Raw -124030.304752 + Penalty 2368.457208 = -121661.847544 nChanged 18 SP:Iteration 12Q (680.254491 sec): 3 clusters Score: Raw -124044.576462 + Penalty 2368.457208 = -121676.119254 nChanged 11 SP:Iteration 13Q (680.298921 sec): 3 clusters Score: Raw -124051.835255 + Penalty 2368.457208 = -121683.378047 nChanged 8 SP:Iteration 14Q (680.346417 sec): 3 clusters Score: Raw -124056.830558 + Penalty 2368.457208 = -121688.373350 nChanged 11 SP:Iteration 15Q (680.395587 sec): 3 clusters Score: Raw -124063.764716 + Penalty 2368.457208 = -121695.307508 nChanged 11 SP:Iteration 16Q (680.444789 sec): 3 clusters Score: Raw -124072.011499 + Penalty 2368.457208 = -121703.554291 nChanged 14 SP:Iteration 17Q (680.499514 sec): 3 clusters Score: Raw -124080.497746 + Penalty 2368.457208 = -121712.040538 nChanged 11 SP:Iteration 18Q (680.543688 sec): 3 clusters Score: Raw -124093.223562 + Penalty 2368.457208 = -121724.766354 nChanged 10 SP:Iteration 19Q (680.602720 sec): 3 clusters Score: Raw -124099.264702 + Penalty 2368.457208 = -121730.807494 nChanged 4 SP:Iteration 20F (680.656857 sec): 3 clusters Score: Raw -124102.972598 + Penalty 2368.457208 = -121734.515390 nChanged 7 SP:Iteration 21Q (680.695496 sec): 3 clusters Score: Raw -124107.849023 + Penalty 2368.457208 = -121739.391815 nChanged 5 SP:Iteration 22Q (680.746142 sec): 3 clusters Score: Raw -124110.736693 + Penalty 2368.457208 = -121742.279485 nChanged 4 SP:Iteration 23Q (680.792953 sec): 3 clusters Score: Raw -124112.270599 + Penalty 2368.457208 = -121743.813391 nChanged 3 SP:Iteration 24Q (680.837111 sec): 3 clusters Score: Raw -124114.146464 + Penalty 2368.457208 = -121745.689256 nChanged 3 SP:Iteration 25Q (680.887583 sec): 3 clusters Score: Raw -124116.075454 + Penalty 2368.457208 = -121747.618246 nChanged 3 SP:Iteration 26Q (680.933753 sec): 3 clusters Score: Raw -124118.033938 + Penalty 2368.457208 = -121749.576730 nChanged 5 SP:Iteration 27Q (680.982232 sec): 3 clusters Score: Raw -124125.757540 + Penalty 2368.457208 = -121757.300332 nChanged 7 SP:Iteration 28Q (681.035733 sec): 3 clusters Score: Raw -124129.576253 + Penalty 2368.457208 = -121761.119045 nChanged 3 SP:Iteration 29Q (681.093256 sec): 3 clusters Score: Raw -124132.232903 + Penalty 2368.457208 = -121763.775695 nChanged 3 SP:Iteration 30Q (681.141583 sec): 3 clusters Score: Raw -124136.500866 + Penalty 2368.457208 = -121768.043658 nChanged 3 SP:Iteration 31Q (681.190662 sec): 3 clusters Score: Raw -124138.421239 + Penalty 2368.457208 = -121769.964031 nChanged 1 SP:Iteration 32Q (681.242082 sec): 3 clusters Score: Raw -124138.724790 + Penalty 2368.457208 = -121770.267582 nChanged 2 SP:Iteration 33Q (681.276447 sec): 3 clusters Score: Raw -124139.658828 + Penalty 2368.457208 = -121771.201620 nChanged 0 SP:Iteration 34F (681.328306 sec): 3 clusters Score: Raw -124139.658828 + Penalty 2368.457208 = -121771.201620 nChanged 0 Trying to split cluster 3 (6021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (681.357982 sec): 2 clusters Score: Raw -567011.381115 + Penalty 1414.238904 = -565597.142211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (681.421723 sec): 3 clusters Score: Raw -563772.919538 + Penalty 2828.477807 = -560944.441730 nChanged 2497 SP:Iteration 1F (681.478616 sec): 3 clusters Score: Raw -565175.060727 + Penalty 2828.477807 = -562346.582919 nChanged 386 SP:Iteration 2F (681.537310 sec): 3 clusters Score: Raw -565363.227088 + Penalty 2828.477807 = -562534.749281 nChanged 332 SP:Iteration 3F (681.580793 sec): 3 clusters Score: Raw -565516.404485 + Penalty 2828.477807 = -562687.926678 nChanged 262 SP:Iteration 4Q (681.637352 sec): 3 clusters Score: Raw -565635.106925 + Penalty 2828.477807 = -562806.629117 nChanged 242 SP:Iteration 5Q (681.691706 sec): 3 clusters Score: Raw -565743.953117 + Penalty 2828.477807 = -562915.475310 nChanged 204 SP:Iteration 6Q (681.756909 sec): 3 clusters Score: Raw -565830.468765 + Penalty 2828.477807 = -563001.990958 nChanged 177 SP:Iteration 7Q (681.805634 sec): 3 clusters Score: Raw -565912.398726 + Penalty 2828.477807 = -563083.920919 nChanged 205 SP:Iteration 8Q (681.872759 sec): 3 clusters Score: Raw -566004.972342 + Penalty 2828.477807 = -563176.494534 nChanged 193 SP:Iteration 9Q (681.930787 sec): 3 clusters Score: Raw -566101.322411 + Penalty 2828.477807 = -563272.844603 nChanged 209 SP:Iteration 10Q (681.979858 sec): 3 clusters Score: Raw -566221.093998 + Penalty 2828.477807 = -563392.616191 nChanged 211 SP:Iteration 11Q (682.043200 sec): 3 clusters Score: Raw -566343.082486 + Penalty 2828.477807 = -563514.604678 nChanged 190 SP:Iteration 12Q (682.102725 sec): 3 clusters Score: Raw -566449.629485 + Penalty 2828.477807 = -563621.151678 nChanged 170 SP:Iteration 13Q (682.166255 sec): 3 clusters Score: Raw -566540.417505 + Penalty 2828.477807 = -563711.939698 nChanged 135 SP:Iteration 14Q (682.225975 sec): 3 clusters Score: Raw -566613.485469 + Penalty 2828.477807 = -563785.007662 nChanged 121 SP:Iteration 15Q (682.280514 sec): 3 clusters Score: Raw -566673.569574 + Penalty 2828.477807 = -563845.091767 nChanged 110 SP:Iteration 16Q (682.339532 sec): 3 clusters Score: Raw -566730.708301 + Penalty 2828.477807 = -563902.230494 nChanged 103 SP:Iteration 17Q (682.385899 sec): 3 clusters Score: Raw -566788.847326 + Penalty 2828.477807 = -563960.369518 nChanged 86 SP:Iteration 18Q (682.443476 sec): 3 clusters Score: Raw -566835.361597 + Penalty 2828.477807 = -564006.883789 nChanged 63 SP:Iteration 19Q (682.497532 sec): 3 clusters Score: Raw -566870.751012 + Penalty 2828.477807 = -564042.273205 nChanged 59 SP:Iteration 20F (682.552505 sec): 3 clusters Score: Raw -566904.792800 + Penalty 2828.477807 = -564076.314993 nChanged 49 SP:Iteration 21Q (682.618135 sec): 3 clusters Score: Raw -566930.891428 + Penalty 2828.477807 = -564102.413621 nChanged 39 SP:Iteration 22Q (682.674274 sec): 3 clusters Score: Raw -566953.578956 + Penalty 2828.477807 = -564125.101149 nChanged 37 SP:Iteration 23Q (682.731019 sec): 3 clusters Score: Raw -566974.094365 + Penalty 2828.477807 = -564145.616558 nChanged 35 SP:Iteration 24Q (682.786806 sec): 3 clusters Score: Raw -566994.878293 + Penalty 2828.477807 = -564166.400486 nChanged 30 SP:Iteration 25Q (682.834085 sec): 3 clusters Score: Raw -567013.021119 + Penalty 2828.477807 = -564184.543312 nChanged 29 SP:Iteration 26Q (682.894754 sec): 3 clusters Score: Raw -567033.357019 + Penalty 2828.477807 = -564204.879212 nChanged 26 SP:Iteration 27Q (682.944139 sec): 3 clusters Score: Raw -567054.890189 + Penalty 2828.477807 = -564226.412382 nChanged 24 SP:Iteration 28Q (682.998532 sec): 3 clusters Score: Raw -567077.286908 + Penalty 2828.477807 = -564248.809101 nChanged 26 SP:Iteration 29Q (683.055207 sec): 3 clusters Score: Raw -567099.825354 + Penalty 2828.477807 = -564271.347547 nChanged 17 SP:Iteration 30Q (683.109675 sec): 3 clusters Score: Raw -567113.185199 + Penalty 2828.477807 = -564284.707392 nChanged 16 SP:Iteration 31Q (683.153715 sec): 3 clusters Score: Raw -567125.749956 + Penalty 2828.477807 = -564297.272149 nChanged 13 SP:Iteration 32Q (683.212207 sec): 3 clusters Score: Raw -567138.500345 + Penalty 2828.477807 = -564310.022538 nChanged 12 SP:Iteration 33Q (683.274250 sec): 3 clusters Score: Raw -567146.655487 + Penalty 2828.477807 = -564318.177680 nChanged 11 SP:Iteration 34Q (683.331820 sec): 3 clusters Score: Raw -567153.505474 + Penalty 2828.477807 = -564325.027666 nChanged 9 SP:Iteration 35Q (683.394400 sec): 3 clusters Score: Raw -567161.894796 + Penalty 2828.477807 = -564333.416989 nChanged 8 SP:Iteration 36Q (683.449294 sec): 3 clusters Score: Raw -567169.061923 + Penalty 2828.477807 = -564340.584116 nChanged 5 SP:Iteration 37Q (683.501238 sec): 3 clusters Score: Raw -567172.147212 + Penalty 2828.477807 = -564343.669405 nChanged 4 SP:Iteration 38Q (683.556239 sec): 3 clusters Score: Raw -567173.933017 + Penalty 2828.477807 = -564345.455210 nChanged 2 SP:Iteration 39Q (683.610071 sec): 3 clusters Score: Raw -567176.274542 + Penalty 2828.477807 = -564347.796735 nChanged 5 SP:Iteration 40F (683.671543 sec): 3 clusters Score: Raw -567178.679702 + Penalty 2828.477807 = -564350.201895 nChanged 0 Trying to split cluster 4 (2839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (683.696521 sec): 2 clusters Score: Raw -269288.575835 + Penalty 1292.071163 = -267996.504672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (683.755125 sec): 3 clusters Score: Raw -267975.016586 + Penalty 2584.142326 = -265390.874261 nChanged 1079 SP:Iteration 1F (683.792480 sec): 3 clusters Score: Raw -268581.182916 + Penalty 2584.142326 = -265997.040590 nChanged 221 SP:Iteration 2F (683.849565 sec): 3 clusters Score: Raw -268705.070704 + Penalty 2584.142326 = -266120.928379 nChanged 132 SP:Iteration 3Q (683.894372 sec): 3 clusters Score: Raw -268768.005434 + Penalty 2584.142326 = -266183.863108 nChanged 66 SP:Iteration 4Q (683.949625 sec): 3 clusters Score: Raw -268803.401950 + Penalty 2584.142326 = -266219.259624 nChanged 56 SP:Iteration 5Q (684.004177 sec): 3 clusters Score: Raw -268828.876933 + Penalty 2584.142326 = -266244.734607 nChanged 45 SP:Iteration 6Q (684.055205 sec): 3 clusters Score: Raw -268854.125035 + Penalty 2584.142326 = -266269.982710 nChanged 48 SP:Iteration 7Q (684.109515 sec): 3 clusters Score: Raw -268880.980444 + Penalty 2584.142326 = -266296.838118 nChanged 52 SP:Iteration 8Q (684.163907 sec): 3 clusters Score: Raw -268904.008986 + Penalty 2584.142326 = -266319.866661 nChanged 43 SP:Iteration 9Q (684.206177 sec): 3 clusters Score: Raw -268926.170186 + Penalty 2584.142326 = -266342.027860 nChanged 44 SP:Iteration 10Q (684.260660 sec): 3 clusters Score: Raw -268950.009538 + Penalty 2584.142326 = -266365.867212 nChanged 38 SP:Iteration 11Q (684.315127 sec): 3 clusters Score: Raw -268970.416639 + Penalty 2584.142326 = -266386.274314 nChanged 46 SP:Iteration 12Q (684.361973 sec): 3 clusters Score: Raw -268998.752848 + Penalty 2584.142326 = -266414.610522 nChanged 66 SP:Iteration 13Q (684.416184 sec): 3 clusters Score: Raw -269045.970279 + Penalty 2584.142326 = -266461.827953 nChanged 83 SP:Iteration 14Q (684.462645 sec): 3 clusters Score: Raw -269132.976205 + Penalty 2584.142326 = -266548.833880 nChanged 103 SP:Iteration 15Q (684.514951 sec): 3 clusters Score: Raw -269234.390628 + Penalty 2584.142326 = -266650.248302 nChanged 97 SP:Iteration 16Q (684.572294 sec): 3 clusters Score: Raw -269310.017318 + Penalty 2584.142326 = -266725.874992 nChanged 88 SP:Iteration 17Q (684.619108 sec): 3 clusters Score: Raw -269380.236293 + Penalty 2584.142326 = -266796.093967 nChanged 81 SP:Iteration 18Q (684.683339 sec): 3 clusters Score: Raw -269447.350449 + Penalty 2584.142326 = -266863.208123 nChanged 77 SP:Iteration 19Q (684.733732 sec): 3 clusters Score: Raw -269504.446615 + Penalty 2584.142326 = -266920.304289 nChanged 67 SP:Iteration 20F (684.772917 sec): 3 clusters Score: Raw -269551.319272 + Penalty 2584.142326 = -266967.176947 nChanged 59 SP:Iteration 21Q (684.822795 sec): 3 clusters Score: Raw -269589.423125 + Penalty 2584.142326 = -267005.280800 nChanged 52 SP:Iteration 22Q (684.874186 sec): 3 clusters Score: Raw -269618.968070 + Penalty 2584.142326 = -267034.825744 nChanged 40 SP:Iteration 23Q (684.929385 sec): 3 clusters Score: Raw -269637.408267 + Penalty 2584.142326 = -267053.265941 nChanged 19 SP:Iteration 24Q (684.981992 sec): 3 clusters Score: Raw -269645.632142 + Penalty 2584.142326 = -267061.489816 nChanged 15 SP:Iteration 25Q (685.038714 sec): 3 clusters Score: Raw -269651.853206 + Penalty 2584.142326 = -267067.710880 nChanged 13 SP:Iteration 26Q (685.096195 sec): 3 clusters Score: Raw -269661.667962 + Penalty 2584.142326 = -267077.525636 nChanged 21 SP:Iteration 27Q (685.146715 sec): 3 clusters Score: Raw -269672.817717 + Penalty 2584.142326 = -267088.675391 nChanged 17 SP:Iteration 28Q (685.196030 sec): 3 clusters Score: Raw -269682.127833 + Penalty 2584.142326 = -267097.985507 nChanged 18 SP:Iteration 29Q (685.241412 sec): 3 clusters Score: Raw -269690.120579 + Penalty 2584.142326 = -267105.978253 nChanged 19 SP:Iteration 30Q (685.285928 sec): 3 clusters Score: Raw -269700.684550 + Penalty 2584.142326 = -267116.542224 nChanged 18 SP:Iteration 31Q (685.337990 sec): 3 clusters Score: Raw -269709.665017 + Penalty 2584.142326 = -267125.522691 nChanged 12 SP:Iteration 32Q (685.394104 sec): 3 clusters Score: Raw -269715.643656 + Penalty 2584.142326 = -267131.501330 nChanged 8 SP:Iteration 33Q (685.434746 sec): 3 clusters Score: Raw -269718.898158 + Penalty 2584.142326 = -267134.755832 nChanged 5 SP:Iteration 34Q (685.483244 sec): 3 clusters Score: Raw -269720.100321 + Penalty 2584.142326 = -267135.957995 nChanged 0 SP:Iteration 35F (685.537379 sec): 3 clusters Score: Raw -269720.100321 + Penalty 2584.142326 = -267135.957995 nChanged 0 Trying to split cluster 5 (941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (685.563519 sec): 2 clusters Score: Raw -63705.643066 + Penalty 1112.628260 = -62593.014805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (685.615019 sec): 3 clusters Score: Raw -63535.914935 + Penalty 2225.256520 = -61310.658415 nChanged 317 SP:Iteration 1F (685.662938 sec): 3 clusters Score: Raw -63947.976662 + Penalty 2225.256520 = -61722.720141 nChanged 81 SP:Iteration 2F (685.710741 sec): 3 clusters Score: Raw -64090.983551 + Penalty 2225.256520 = -61865.727031 nChanged 48 SP:Iteration 3F (685.752827 sec): 3 clusters Score: Raw -64198.402514 + Penalty 2225.256520 = -61973.145994 nChanged 42 SP:Iteration 4Q (685.801470 sec): 3 clusters Score: Raw -64289.571881 + Penalty 2225.256520 = -62064.315360 nChanged 37 SP:Iteration 5Q (685.849462 sec): 3 clusters Score: Raw -64342.116204 + Penalty 2225.256520 = -62116.859684 nChanged 29 SP:Iteration 6Q (685.905286 sec): 3 clusters Score: Raw -64381.425560 + Penalty 2225.256520 = -62156.169040 nChanged 23 SP:Iteration 7Q (685.954745 sec): 3 clusters Score: Raw -64407.337810 + Penalty 2225.256520 = -62182.081289 nChanged 16 SP:Iteration 8Q (686.003454 sec): 3 clusters Score: Raw -64424.362988 + Penalty 2225.256520 = -62199.106468 nChanged 12 SP:Iteration 9Q (686.052976 sec): 3 clusters Score: Raw -64436.944064 + Penalty 2225.256520 = -62211.687543 nChanged 9 SP:Iteration 10Q (686.094520 sec): 3 clusters Score: Raw -64441.666200 + Penalty 2225.256520 = -62216.409679 nChanged 4 SP:Iteration 11Q (686.138448 sec): 3 clusters Score: Raw -64445.130970 + Penalty 2225.256520 = -62219.874450 nChanged 1 SP:Iteration 12Q (686.194731 sec): 3 clusters Score: Raw -64445.908135 + Penalty 2225.256520 = -62220.651614 nChanged 0 SP:Iteration 13F (686.236964 sec): 3 clusters Score: Raw -64445.908135 + Penalty 2225.256520 = -62220.651614 nChanged 0 Trying to split cluster 6 (3866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (686.272494 sec): 2 clusters Score: Raw -320671.510948 + Penalty 1342.246045 = -319329.264904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (686.324998 sec): 3 clusters Score: Raw -318778.935926 + Penalty 2684.492089 = -316094.443837 nChanged 1556 SP:Iteration 1F (686.378447 sec): 3 clusters Score: Raw -319884.299394 + Penalty 2684.492089 = -317199.807305 nChanged 362 SP:Iteration 2F (686.421072 sec): 3 clusters Score: Raw -320204.846356 + Penalty 2684.492089 = -317520.354266 nChanged 279 SP:Iteration 3F (686.477037 sec): 3 clusters Score: Raw -320490.303491 + Penalty 2684.492089 = -317805.811402 nChanged 248 SP:Iteration 4F (686.529014 sec): 3 clusters Score: Raw -320706.373790 + Penalty 2684.492089 = -318021.881700 nChanged 211 SP:Iteration 5F (686.581710 sec): 3 clusters Score: Raw -320894.153524 + Penalty 2684.492089 = -318209.661435 nChanged 169 SP:Iteration 6Q (686.641359 sec): 3 clusters Score: Raw -321024.874928 + Penalty 2684.492089 = -318340.382839 nChanged 118 SP:Iteration 7Q (686.692608 sec): 3 clusters Score: Raw -321092.617408 + Penalty 2684.492089 = -318408.125318 nChanged 82 SP:Iteration 8Q (686.746788 sec): 3 clusters Score: Raw -321151.475363 + Penalty 2684.492089 = -318466.983274 nChanged 72 SP:Iteration 9Q (686.796462 sec): 3 clusters Score: Raw -321226.361190 + Penalty 2684.492089 = -318541.869101 nChanged 76 SP:Iteration 10Q (686.851444 sec): 3 clusters Score: Raw -321279.606725 + Penalty 2684.492089 = -318595.114635 nChanged 61 SP:Iteration 11Q (686.895741 sec): 3 clusters Score: Raw -321315.639743 + Penalty 2684.492089 = -318631.147654 nChanged 61 SP:Iteration 12Q (686.946455 sec): 3 clusters Score: Raw -321356.157105 + Penalty 2684.492089 = -318671.665015 nChanged 50 SP:Iteration 13Q (687.005426 sec): 3 clusters Score: Raw -321394.130620 + Penalty 2684.492089 = -318709.638530 nChanged 50 SP:Iteration 14Q (687.061553 sec): 3 clusters Score: Raw -321424.917269 + Penalty 2684.492089 = -318740.425179 nChanged 43 SP:Iteration 15Q (687.116676 sec): 3 clusters Score: Raw -321446.276926 + Penalty 2684.492089 = -318761.784836 nChanged 26 SP:Iteration 16Q (687.161995 sec): 3 clusters Score: Raw -321456.873520 + Penalty 2684.492089 = -318772.381431 nChanged 21 SP:Iteration 17Q (687.211295 sec): 3 clusters Score: Raw -321465.011745 + Penalty 2684.492089 = -318780.519655 nChanged 14 SP:Iteration 18Q (687.259927 sec): 3 clusters Score: Raw -321469.795425 + Penalty 2684.492089 = -318785.303336 nChanged 13 SP:Iteration 19Q (687.322728 sec): 3 clusters Score: Raw -321473.161665 + Penalty 2684.492089 = -318788.669575 nChanged 9 SP:Iteration 20F (687.378272 sec): 3 clusters Score: Raw -321476.258409 + Penalty 2684.492089 = -318791.766320 nChanged 10 SP:Iteration 21Q (687.431642 sec): 3 clusters Score: Raw -321480.398626 + Penalty 2684.492089 = -318795.906537 nChanged 8 SP:Iteration 22Q (687.484280 sec): 3 clusters Score: Raw -321482.340539 + Penalty 2684.492089 = -318797.848449 nChanged 4 SP:Iteration 23Q (687.525419 sec): 3 clusters Score: Raw -321483.497028 + Penalty 2684.492089 = -318799.004939 nChanged 3 SP:Iteration 24Q (687.576347 sec): 3 clusters Score: Raw -321484.697922 + Penalty 2684.492089 = -318800.205832 nChanged 4 SP:Iteration 25Q (687.625070 sec): 3 clusters Score: Raw -321485.780673 + Penalty 2684.492089 = -318801.288584 nChanged 6 SP:Iteration 26Q (687.677974 sec): 3 clusters Score: Raw -321487.954957 + Penalty 2684.492089 = -318803.462868 nChanged 10 SP:Iteration 27Q (687.733367 sec): 3 clusters Score: Raw -321491.085141 + Penalty 2684.492089 = -318806.593052 nChanged 9 SP:Iteration 28Q (687.783298 sec): 3 clusters Score: Raw -321495.813954 + Penalty 2684.492089 = -318811.321864 nChanged 6 SP:Iteration 29Q (687.836252 sec): 3 clusters Score: Raw -321497.191932 + Penalty 2684.492089 = -318812.699842 nChanged 3 SP:Iteration 30Q (687.891204 sec): 3 clusters Score: Raw -321498.028019 + Penalty 2684.492089 = -318813.535930 nChanged 1 SP:Iteration 31Q (687.942265 sec): 3 clusters Score: Raw -321498.403446 + Penalty 2684.492089 = -318813.911357 nChanged 1 SP:Iteration 32Q (687.999489 sec): 3 clusters Score: Raw -321498.621336 + Penalty 2684.492089 = -318814.129247 nChanged 0 SP:Iteration 33F (688.043873 sec): 3 clusters Score: Raw -321498.621336 + Penalty 2684.492089 = -318814.129247 nChanged 0 Trying to split cluster 7 (15124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (688.102011 sec): 2 clusters Score: Raw -1447817.744118 + Penalty 1563.906202 = -1446253.837916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (688.175881 sec): 3 clusters Score: Raw -1438929.995298 + Penalty 3127.812404 = -1435802.182895 nChanged 6689 SP:Iteration 1F (688.249519 sec): 3 clusters Score: Raw -1442598.890800 + Penalty 3127.812404 = -1439471.078397 nChanged 901 SP:Iteration 2F (688.311360 sec): 3 clusters Score: Raw -1442969.199417 + Penalty 3127.812404 = -1439841.387013 nChanged 779 SP:Iteration 3F (688.385157 sec): 3 clusters Score: Raw -1443282.668645 + Penalty 3127.812404 = -1440154.856242 nChanged 680 SP:Iteration 4Q (688.472065 sec): 3 clusters Score: Raw -1443592.259666 + Penalty 3127.812404 = -1440464.447263 nChanged 675 SP:Iteration 5Q (688.533961 sec): 3 clusters Score: Raw -1443943.716236 + Penalty 3127.812404 = -1440815.903832 nChanged 742 SP:Iteration 6Q (688.620438 sec): 3 clusters Score: Raw -1444375.631728 + Penalty 3127.812404 = -1441247.819324 nChanged 774 SP:Iteration 7F (688.681537 sec): 3 clusters Score: Raw -1444874.758285 + Penalty 3127.812404 = -1441746.945881 nChanged 794 SP:Iteration 8F (688.754684 sec): 3 clusters Score: Raw -1445448.356623 + Penalty 3127.812404 = -1442320.544219 nChanged 777 SP:Iteration 9F (688.827677 sec): 3 clusters Score: Raw -1446056.283704 + Penalty 3127.812404 = -1442928.471300 nChanged 676 SP:Iteration 10Q (688.901181 sec): 3 clusters Score: Raw -1446594.487619 + Penalty 3127.812404 = -1443466.675215 nChanged 558 SP:Iteration 11Q (688.983553 sec): 3 clusters Score: Raw -1447037.696519 + Penalty 3127.812404 = -1443909.884116 nChanged 406 SP:Iteration 12Q (689.044798 sec): 3 clusters Score: Raw -1447346.186597 + Penalty 3127.812404 = -1444218.374193 nChanged 282 SP:Iteration 13Q (689.128235 sec): 3 clusters Score: Raw -1447564.879045 + Penalty 3127.812404 = -1444437.066641 nChanged 193 SP:Iteration 14Q (689.196654 sec): 3 clusters Score: Raw -1447720.551351 + Penalty 3127.812404 = -1444592.738947 nChanged 130 SP:Iteration 15Q (689.260749 sec): 3 clusters Score: Raw -1447815.588643 + Penalty 3127.812404 = -1444687.776239 nChanged 84 SP:Iteration 16Q (689.332243 sec): 3 clusters Score: Raw -1447880.608865 + Penalty 3127.812404 = -1444752.796462 nChanged 51 SP:Iteration 17Q (689.388253 sec): 3 clusters Score: Raw -1447916.450264 + Penalty 3127.812404 = -1444788.637860 nChanged 35 SP:Iteration 18Q (689.458185 sec): 3 clusters Score: Raw -1447940.090099 + Penalty 3127.812404 = -1444812.277695 nChanged 29 SP:Iteration 19Q (689.522393 sec): 3 clusters Score: Raw -1447960.263227 + Penalty 3127.812404 = -1444832.450824 nChanged 21 SP:Iteration 20F (689.599473 sec): 3 clusters Score: Raw -1447975.537005 + Penalty 3127.812404 = -1444847.724602 nChanged 13 SP:Iteration 21Q (689.670981 sec): 3 clusters Score: Raw -1447986.385802 + Penalty 3127.812404 = -1444858.573398 nChanged 16 SP:Iteration 22Q (689.740154 sec): 3 clusters Score: Raw -1448002.039911 + Penalty 3127.812404 = -1444874.227508 nChanged 12 SP:Iteration 23Q (689.808835 sec): 3 clusters Score: Raw -1448013.287926 + Penalty 3127.812404 = -1444885.475522 nChanged 10 SP:Iteration 24Q (689.875829 sec): 3 clusters Score: Raw -1448022.791936 + Penalty 3127.812404 = -1444894.979533 nChanged 10 SP:Iteration 25Q (689.944025 sec): 3 clusters Score: Raw -1448031.289364 + Penalty 3127.812404 = -1444903.476960 nChanged 8 SP:Iteration 26Q (690.004169 sec): 3 clusters Score: Raw -1448036.580014 + Penalty 3127.812404 = -1444908.767610 nChanged 6 SP:Iteration 27Q (690.083057 sec): 3 clusters Score: Raw -1448040.477747 + Penalty 3127.812404 = -1444912.665343 nChanged 2 SP:Iteration 28Q (690.153175 sec): 3 clusters Score: Raw -1448041.875883 + Penalty 3127.812404 = -1444914.063480 nChanged 2 SP:Iteration 29Q (690.221063 sec): 3 clusters Score: Raw -1448043.928800 + Penalty 3127.812404 = -1444916.116396 nChanged 2 SP:Iteration 30Q (690.288379 sec): 3 clusters Score: Raw -1448044.921023 + Penalty 3127.812404 = -1444917.108620 nChanged 3 SP:Iteration 31Q (690.356534 sec): 3 clusters Score: Raw -1448046.221044 + Penalty 3127.812404 = -1444918.408640 nChanged 1 SP:Iteration 32Q (690.421866 sec): 3 clusters Score: Raw -1448047.406221 + Penalty 3127.812404 = -1444919.593817 nChanged 1 SP:Iteration 33Q (690.490007 sec): 3 clusters Score: Raw -1448048.306861 + Penalty 3127.812404 = -1444920.494458 nChanged 0 SP:Iteration 34F (690.564185 sec): 3 clusters Score: Raw -1448048.306861 + Penalty 3127.812404 = -1444920.494458 nChanged 0 Trying to split cluster 8 (3878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (690.594065 sec): 2 clusters Score: Raw -357226.617230 + Penalty 1342.749661 = -355883.867569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (690.636684 sec): 3 clusters Score: Raw -355200.601156 + Penalty 2685.499322 = -352515.101834 nChanged 1542 SP:Iteration 1F (690.699608 sec): 3 clusters Score: Raw -356124.047402 + Penalty 2685.499322 = -353438.548081 nChanged 320 SP:Iteration 2F (690.755256 sec): 3 clusters Score: Raw -356343.007985 + Penalty 2685.499322 = -353657.508663 nChanged 282 SP:Iteration 3F (690.801842 sec): 3 clusters Score: Raw -356538.278652 + Penalty 2685.499322 = -353852.779330 nChanged 219 SP:Iteration 4F (690.852656 sec): 3 clusters Score: Raw -356676.542149 + Penalty 2685.499322 = -353991.042827 nChanged 190 SP:Iteration 5Q (690.911951 sec): 3 clusters Score: Raw -356803.369004 + Penalty 2685.499322 = -354117.869682 nChanged 173 SP:Iteration 6Q (690.952137 sec): 3 clusters Score: Raw -356913.297876 + Penalty 2685.499322 = -354227.798554 nChanged 143 SP:Iteration 7Q (691.014594 sec): 3 clusters Score: Raw -356993.665879 + Penalty 2685.499322 = -354308.166558 nChanged 133 SP:Iteration 8Q (691.066534 sec): 3 clusters Score: Raw -357070.060910 + Penalty 2685.499322 = -354384.561589 nChanged 115 SP:Iteration 9Q (691.124965 sec): 3 clusters Score: Raw -357135.403446 + Penalty 2685.499322 = -354449.904124 nChanged 90 SP:Iteration 10Q (691.168477 sec): 3 clusters Score: Raw -357175.574446 + Penalty 2685.499322 = -354490.075124 nChanged 57 SP:Iteration 11Q (691.226732 sec): 3 clusters Score: Raw -357197.158646 + Penalty 2685.499322 = -354511.659325 nChanged 52 SP:Iteration 12Q (691.277027 sec): 3 clusters Score: Raw -357217.781297 + Penalty 2685.499322 = -354532.281976 nChanged 58 SP:Iteration 13Q (691.327855 sec): 3 clusters Score: Raw -357250.859261 + Penalty 2685.499322 = -354565.359939 nChanged 49 SP:Iteration 14Q (691.379227 sec): 3 clusters Score: Raw -357272.235472 + Penalty 2685.499322 = -354586.736150 nChanged 34 SP:Iteration 15Q (691.428720 sec): 3 clusters Score: Raw -357286.721155 + Penalty 2685.499322 = -354601.221834 nChanged 30 SP:Iteration 16Q (691.476157 sec): 3 clusters Score: Raw -357299.729877 + Penalty 2685.499322 = -354614.230556 nChanged 27 SP:Iteration 17Q (691.538339 sec): 3 clusters Score: Raw -357311.826246 + Penalty 2685.499322 = -354626.326925 nChanged 30 SP:Iteration 18Q (691.585863 sec): 3 clusters Score: Raw -357327.836950 + Penalty 2685.499322 = -354642.337628 nChanged 27 SP:Iteration 19Q (691.641516 sec): 3 clusters Score: Raw -357338.937381 + Penalty 2685.499322 = -354653.438060 nChanged 20 SP:Iteration 20F (691.688060 sec): 3 clusters Score: Raw -357348.729112 + Penalty 2685.499322 = -354663.229791 nChanged 17 SP:Iteration 21Q (691.743163 sec): 3 clusters Score: Raw -357354.903830 + Penalty 2685.499322 = -354669.404508 nChanged 15 SP:Iteration 22Q (691.793926 sec): 3 clusters Score: Raw -357359.564932 + Penalty 2685.499322 = -354674.065610 nChanged 10 SP:Iteration 23Q (691.836411 sec): 3 clusters Score: Raw -357363.576867 + Penalty 2685.499322 = -354678.077546 nChanged 6 SP:Iteration 24Q (691.884827 sec): 3 clusters Score: Raw -357365.265874 + Penalty 2685.499322 = -354679.766552 nChanged 6 SP:Iteration 25Q (691.946825 sec): 3 clusters Score: Raw -357366.169560 + Penalty 2685.499322 = -354680.670238 nChanged 1 SP:Iteration 26Q (691.996674 sec): 3 clusters Score: Raw -357366.240162 + Penalty 2685.499322 = -354680.740841 nChanged 0 SP:Iteration 27F (692.048130 sec): 3 clusters Score: Raw -357366.240162 + Penalty 2685.499322 = -354680.740841 nChanged 0 Trying to split cluster 9 (30144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (692.117830 sec): 2 clusters Score: Raw -2753478.787020 + Penalty 1675.982941 = -2751802.804079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (692.215418 sec): 3 clusters Score: Raw -2734834.695829 + Penalty 3351.965883 = -2731482.729947 nChanged 13880 SP:Iteration 1F (692.312937 sec): 3 clusters Score: Raw -2742690.758391 + Penalty 3351.965883 = -2739338.792508 nChanged 1439 SP:Iteration 2Q (692.410538 sec): 3 clusters Score: Raw -2743260.611232 + Penalty 3351.965883 = -2739908.645350 nChanged 1438 SP:Iteration 3Q (692.508368 sec): 3 clusters Score: Raw -2743931.000688 + Penalty 3351.965883 = -2740579.034805 nChanged 1679 SP:Iteration 4F (692.607160 sec): 3 clusters Score: Raw -2744948.397321 + Penalty 3351.965883 = -2741596.431439 nChanged 2040 SP:Iteration 5F (692.712787 sec): 3 clusters Score: Raw -2746408.495454 + Penalty 3351.965883 = -2743056.529572 nChanged 2194 SP:Iteration 6F (692.809402 sec): 3 clusters Score: Raw -2748231.143136 + Penalty 3351.965883 = -2744879.177253 nChanged 2187 SP:Iteration 7F (692.909941 sec): 3 clusters Score: Raw -2749920.895522 + Penalty 3351.965883 = -2746568.929640 nChanged 1747 SP:Iteration 8F (693.007398 sec): 3 clusters Score: Raw -2751035.621929 + Penalty 3351.965883 = -2747683.656047 nChanged 1185 SP:Iteration 9Q (693.105741 sec): 3 clusters Score: Raw -2751642.589799 + Penalty 3351.965883 = -2748290.623916 nChanged 846 SP:Iteration 10Q (693.199100 sec): 3 clusters Score: Raw -2751997.892345 + Penalty 3351.965883 = -2748645.926463 nChanged 633 SP:Iteration 11Q (693.290797 sec): 3 clusters Score: Raw -2752242.297774 + Penalty 3351.965883 = -2748890.331892 nChanged 487 SP:Iteration 12Q (693.397062 sec): 3 clusters Score: Raw -2752414.799574 + Penalty 3351.965883 = -2749062.833691 nChanged 416 SP:Iteration 13Q (693.496206 sec): 3 clusters Score: Raw -2752556.816265 + Penalty 3351.965883 = -2749204.850383 nChanged 340 SP:Iteration 14Q (693.593324 sec): 3 clusters Score: Raw -2752676.227666 + Penalty 3351.965883 = -2749324.261783 nChanged 334 SP:Iteration 15Q (693.685844 sec): 3 clusters Score: Raw -2752810.158354 + Penalty 3351.965883 = -2749458.192471 nChanged 298 SP:Iteration 16Q (693.771974 sec): 3 clusters Score: Raw -2752918.908703 + Penalty 3351.965883 = -2749566.942821 nChanged 280 SP:Iteration 17Q (693.873163 sec): 3 clusters Score: Raw -2753023.817600 + Penalty 3351.965883 = -2749671.851717 nChanged 279 SP:Iteration 18Q (693.962289 sec): 3 clusters Score: Raw -2753121.719519 + Penalty 3351.965883 = -2749769.753637 nChanged 253 SP:Iteration 19Q (694.060309 sec): 3 clusters Score: Raw -2753203.427153 + Penalty 3351.965883 = -2749851.461271 nChanged 247 SP:Iteration 20F (694.158181 sec): 3 clusters Score: Raw -2753274.618829 + Penalty 3351.965883 = -2749922.652946 nChanged 222 SP:Iteration 21Q (694.246120 sec): 3 clusters Score: Raw -2753339.458776 + Penalty 3351.965883 = -2749987.492893 nChanged 208 SP:Iteration 22Q (694.335695 sec): 3 clusters Score: Raw -2753401.815305 + Penalty 3351.965883 = -2750049.849422 nChanged 166 SP:Iteration 23Q (694.432101 sec): 3 clusters Score: Raw -2753450.554327 + Penalty 3351.965883 = -2750098.588444 nChanged 179 SP:Iteration 24Q (694.530132 sec): 3 clusters Score: Raw -2753508.057816 + Penalty 3351.965883 = -2750156.091934 nChanged 178 SP:Iteration 25Q (694.625820 sec): 3 clusters Score: Raw -2753563.750897 + Penalty 3351.965883 = -2750211.785015 nChanged 155 SP:Iteration 26Q (694.714636 sec): 3 clusters Score: Raw -2753606.075435 + Penalty 3351.965883 = -2750254.109552 nChanged 139 SP:Iteration 27Q (694.807417 sec): 3 clusters Score: Raw -2753646.136372 + Penalty 3351.965883 = -2750294.170489 nChanged 142 SP:Iteration 28Q (694.888347 sec): 3 clusters Score: Raw -2753690.754576 + Penalty 3351.965883 = -2750338.788694 nChanged 134 SP:Iteration 29Q (694.985109 sec): 3 clusters Score: Raw -2753725.755505 + Penalty 3351.965883 = -2750373.789622 nChanged 120 SP:Iteration 30Q (695.079118 sec): 3 clusters Score: Raw -2753759.632842 + Penalty 3351.965883 = -2750407.666959 nChanged 117 SP:Iteration 31Q (695.173141 sec): 3 clusters Score: Raw -2753790.362648 + Penalty 3351.965883 = -2750438.396765 nChanged 105 SP:Iteration 32Q (695.265039 sec): 3 clusters Score: Raw -2753818.214757 + Penalty 3351.965883 = -2750466.248874 nChanged 104 SP:Iteration 33Q (695.356291 sec): 3 clusters Score: Raw -2753846.791028 + Penalty 3351.965883 = -2750494.825145 nChanged 117 SP:Iteration 34Q (695.448243 sec): 3 clusters Score: Raw -2753883.446080 + Penalty 3351.965883 = -2750531.480197 nChanged 108 SP:Iteration 35Q (695.537883 sec): 3 clusters Score: Raw -2753910.115106 + Penalty 3351.965883 = -2750558.149224 nChanged 93 SP:Iteration 36Q (695.613150 sec): 3 clusters Score: Raw -2753931.761150 + Penalty 3351.965883 = -2750579.795267 nChanged 88 SP:Iteration 37Q (695.707285 sec): 3 clusters Score: Raw -2753953.026147 + Penalty 3351.965883 = -2750601.060264 nChanged 86 SP:Iteration 38Q (695.786345 sec): 3 clusters Score: Raw -2753975.234853 + Penalty 3351.965883 = -2750623.268970 nChanged 81 SP:Iteration 39Q (695.885455 sec): 3 clusters Score: Raw -2753996.055030 + Penalty 3351.965883 = -2750644.089148 nChanged 69 SP:Iteration 40F (695.981726 sec): 3 clusters Score: Raw -2754013.720400 + Penalty 3351.965883 = -2750661.754518 nChanged 69 SP:Iteration 41Q (696.070054 sec): 3 clusters Score: Raw -2754026.454879 + Penalty 3351.965883 = -2750674.488996 nChanged 55 SP:Iteration 42Q (696.158163 sec): 3 clusters Score: Raw -2754034.892088 + Penalty 3351.965883 = -2750682.926206 nChanged 40 SP:Iteration 43Q (696.242158 sec): 3 clusters Score: Raw -2754040.101332 + Penalty 3351.965883 = -2750688.135450 nChanged 32 SP:Iteration 44Q (696.336649 sec): 3 clusters Score: Raw -2754044.531725 + Penalty 3351.965883 = -2750692.565843 nChanged 34 SP:Iteration 45Q (696.428233 sec): 3 clusters Score: Raw -2754048.837332 + Penalty 3351.965883 = -2750696.871450 nChanged 27 SP:Iteration 46Q (696.510662 sec): 3 clusters Score: Raw -2754052.889493 + Penalty 3351.965883 = -2750700.923611 nChanged 29 SP:Iteration 47Q (696.611919 sec): 3 clusters Score: Raw -2754057.669888 + Penalty 3351.965883 = -2750705.704005 nChanged 23 SP:Iteration 48Q (696.698713 sec): 3 clusters Score: Raw -2754060.300305 + Penalty 3351.965883 = -2750708.334422 nChanged 28 SP:Iteration 49Q (696.788777 sec): 3 clusters Score: Raw -2754063.835101 + Penalty 3351.965883 = -2750711.869219 nChanged 23 SP:Iteration 50Q (696.877388 sec): 3 clusters Score: Raw -2754067.232500 + Penalty 3351.965883 = -2750715.266617 nChanged 23 SP:Iteration 51Q (696.966104 sec): 3 clusters Score: Raw -2754070.467714 + Penalty 3351.965883 = -2750718.501831 nChanged 32 SP:Iteration 52Q (697.052871 sec): 3 clusters Score: Raw -2754074.795966 + Penalty 3351.965883 = -2750722.830083 nChanged 25 SP:Iteration 53Q (697.139583 sec): 3 clusters Score: Raw -2754078.531031 + Penalty 3351.965883 = -2750726.565148 nChanged 29 SP:Iteration 54Q (697.227931 sec): 3 clusters Score: Raw -2754083.422702 + Penalty 3351.965883 = -2750731.456819 nChanged 32 SP:Iteration 55Q (697.316816 sec): 3 clusters Score: Raw -2754088.070257 + Penalty 3351.965883 = -2750736.104374 nChanged 27 SP:Iteration 56Q (697.405947 sec): 3 clusters Score: Raw -2754090.919544 + Penalty 3351.965883 = -2750738.953661 nChanged 15 SP:Iteration 57Q (697.496736 sec): 3 clusters Score: Raw -2754092.389529 + Penalty 3351.965883 = -2750740.423647 nChanged 17 SP:Iteration 58Q (697.588068 sec): 3 clusters Score: Raw -2754093.908293 + Penalty 3351.965883 = -2750741.942411 nChanged 11 SP:Iteration 59Q (697.676615 sec): 3 clusters Score: Raw -2754095.463224 + Penalty 3351.965883 = -2750743.497342 nChanged 17 SP:Iteration 60F (697.771393 sec): 3 clusters Score: Raw -2754098.096313 + Penalty 3351.965883 = -2750746.130431 nChanged 19 SP:Iteration 61Q (697.858906 sec): 3 clusters Score: Raw -2754100.195093 + Penalty 3351.965883 = -2750748.229210 nChanged 15 SP:Iteration 62Q (697.947308 sec): 3 clusters Score: Raw -2754101.661111 + Penalty 3351.965883 = -2750749.695228 nChanged 7 SP:Iteration 63Q (698.039330 sec): 3 clusters Score: Raw -2754102.317609 + Penalty 3351.965883 = -2750750.351726 nChanged 5 SP:Iteration 64Q (698.122805 sec): 3 clusters Score: Raw -2754102.837205 + Penalty 3351.965883 = -2750750.871323 nChanged 8 SP:Iteration 65Q (698.213873 sec): 3 clusters Score: Raw -2754103.587301 + Penalty 3351.965883 = -2750751.621418 nChanged 7 SP:Iteration 66Q (698.305848 sec): 3 clusters Score: Raw -2754104.197466 + Penalty 3351.965883 = -2750752.231584 nChanged 7 SP:Iteration 67Q (698.394726 sec): 3 clusters Score: Raw -2754104.890728 + Penalty 3351.965883 = -2750752.924845 nChanged 8 SP:Iteration 68Q (698.471083 sec): 3 clusters Score: Raw -2754105.579659 + Penalty 3351.965883 = -2750753.613776 nChanged 5 SP:Iteration 69Q (698.572333 sec): 3 clusters Score: Raw -2754106.004497 + Penalty 3351.965883 = -2750754.038615 nChanged 5 SP:Iteration 70Q (698.660862 sec): 3 clusters Score: Raw -2754106.469508 + Penalty 3351.965883 = -2750754.503626 nChanged 5 SP:Iteration 71Q (698.740432 sec): 3 clusters Score: Raw -2754106.920378 + Penalty 3351.965883 = -2750754.954496 nChanged 5 SP:Iteration 72Q (698.840993 sec): 3 clusters Score: Raw -2754107.496981 + Penalty 3351.965883 = -2750755.531098 nChanged 8 SP:Iteration 73Q (698.932573 sec): 3 clusters Score: Raw -2754108.189274 + Penalty 3351.965883 = -2750756.223392 nChanged 2 SP:Iteration 74Q (699.026316 sec): 3 clusters Score: Raw -2754108.340164 + Penalty 3351.965883 = -2750756.374282 nChanged 1 SP:Iteration 75Q (699.116063 sec): 3 clusters Score: Raw -2754108.361844 + Penalty 3351.965883 = -2750756.395962 nChanged 0 SP:Iteration 76F (699.198391 sec): 3 clusters Score: Raw -2754108.361844 + Penalty 3351.965883 = -2750756.395962 nChanged 0 Trying to split cluster 10 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (699.230695 sec): 2 clusters Score: Raw -9713.942680 + Penalty 829.716140 = -8884.226541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (699.279301 sec): 3 clusters Score: Raw -9921.803424 + Penalty 1659.432279 = -8262.371145 nChanged 28 SP:Iteration 1F (699.324719 sec): 3 clusters Score: Raw -10014.970228 + Penalty 1659.432279 = -8355.537949 nChanged 5 SP:Iteration 2Q (699.359654 sec): 3 clusters Score: Raw -10047.192641 + Penalty 1659.432279 = -8387.760362 nChanged 2 SP:Iteration 3Q (699.418073 sec): 3 clusters Score: Raw -10058.224057 + Penalty 1659.432279 = -8398.791778 nChanged 0 SP:Iteration 4F (699.464634 sec): 3 clusters Score: Raw -10058.224057 + Penalty 1659.432279 = -8398.791778 nChanged 0 Trying to split cluster 11 (4540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (699.485996 sec): 2 clusters Score: Raw -387420.101942 + Penalty 1368.360872 = -386051.741069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (699.537337 sec): 3 clusters Score: Raw -385110.470059 + Penalty 2736.721745 = -382373.748314 nChanged 1832 SP:Iteration 1F (699.595105 sec): 3 clusters Score: Raw -386133.292541 + Penalty 2736.721745 = -383396.570797 nChanged 345 SP:Iteration 2F (699.652201 sec): 3 clusters Score: Raw -386345.975151 + Penalty 2736.721745 = -383609.253407 nChanged 288 SP:Iteration 3F (699.701960 sec): 3 clusters Score: Raw -386536.749534 + Penalty 2736.721745 = -383800.027789 nChanged 234 SP:Iteration 4F (699.751289 sec): 3 clusters Score: Raw -386688.893252 + Penalty 2736.721745 = -383952.171508 nChanged 225 SP:Iteration 5Q (699.809566 sec): 3 clusters Score: Raw -386832.135263 + Penalty 2736.721745 = -384095.413518 nChanged 197 SP:Iteration 6Q (699.866665 sec): 3 clusters Score: Raw -386950.787169 + Penalty 2736.721745 = -384214.065424 nChanged 179 SP:Iteration 7Q (699.910098 sec): 3 clusters Score: Raw -387089.765742 + Penalty 2736.721745 = -384353.043997 nChanged 198 SP:Iteration 8Q (699.961277 sec): 3 clusters Score: Raw -387264.857957 + Penalty 2736.721745 = -384528.136212 nChanged 211 SP:Iteration 9Q (700.019682 sec): 3 clusters Score: Raw -387422.175469 + Penalty 2736.721745 = -384685.453725 nChanged 188 SP:Iteration 10Q (700.069837 sec): 3 clusters Score: Raw -387566.014925 + Penalty 2736.721745 = -384829.293181 nChanged 149 SP:Iteration 11Q (700.129818 sec): 3 clusters Score: Raw -387678.604725 + Penalty 2736.721745 = -384941.882980 nChanged 126 SP:Iteration 12Q (700.172865 sec): 3 clusters Score: Raw -387754.731615 + Penalty 2736.721745 = -385018.009870 nChanged 102 SP:Iteration 13Q (700.237550 sec): 3 clusters Score: Raw -387813.097469 + Penalty 2736.721745 = -385076.375724 nChanged 70 SP:Iteration 14Q (700.283083 sec): 3 clusters Score: Raw -387851.597271 + Penalty 2736.721745 = -385114.875526 nChanged 53 SP:Iteration 15Q (700.338119 sec): 3 clusters Score: Raw -387883.733454 + Penalty 2736.721745 = -385147.011709 nChanged 56 SP:Iteration 16Q (700.402993 sec): 3 clusters Score: Raw -387914.644759 + Penalty 2736.721745 = -385177.923015 nChanged 50 SP:Iteration 17Q (700.452561 sec): 3 clusters Score: Raw -387945.526710 + Penalty 2736.721745 = -385208.804965 nChanged 53 SP:Iteration 18Q (700.503198 sec): 3 clusters Score: Raw -387975.645605 + Penalty 2736.721745 = -385238.923861 nChanged 43 SP:Iteration 19Q (700.559370 sec): 3 clusters Score: Raw -388007.475988 + Penalty 2736.721745 = -385270.754243 nChanged 40 SP:Iteration 20F (700.615618 sec): 3 clusters Score: Raw -388028.520176 + Penalty 2736.721745 = -385291.798431 nChanged 27 SP:Iteration 21Q (700.667719 sec): 3 clusters Score: Raw -388049.209900 + Penalty 2736.721745 = -385312.488156 nChanged 23 SP:Iteration 22Q (700.722877 sec): 3 clusters Score: Raw -388064.282263 + Penalty 2736.721745 = -385327.560518 nChanged 18 SP:Iteration 23Q (700.774087 sec): 3 clusters Score: Raw -388073.155321 + Penalty 2736.721745 = -385336.433576 nChanged 14 SP:Iteration 24Q (700.829228 sec): 3 clusters Score: Raw -388082.879184 + Penalty 2736.721745 = -385346.157439 nChanged 9 SP:Iteration 25Q (700.877871 sec): 3 clusters Score: Raw -388086.740710 + Penalty 2736.721745 = -385350.018966 nChanged 7 SP:Iteration 26Q (700.933108 sec): 3 clusters Score: Raw -388090.386854 + Penalty 2736.721745 = -385353.665110 nChanged 8 SP:Iteration 27Q (700.986660 sec): 3 clusters Score: Raw -388097.023303 + Penalty 2736.721745 = -385360.301558 nChanged 8 SP:Iteration 28Q (701.035690 sec): 3 clusters Score: Raw -388105.776559 + Penalty 2736.721745 = -385369.054814 nChanged 6 SP:Iteration 29Q (701.086083 sec): 3 clusters Score: Raw -388115.739569 + Penalty 2736.721745 = -385379.017825 nChanged 8 SP:Iteration 30Q (701.137676 sec): 3 clusters Score: Raw -388119.864031 + Penalty 2736.721745 = -385383.142286 nChanged 7 SP:Iteration 31Q (701.189684 sec): 3 clusters Score: Raw -388123.724094 + Penalty 2736.721745 = -385387.002349 nChanged 3 SP:Iteration 32Q (701.256069 sec): 3 clusters Score: Raw -388125.316935 + Penalty 2736.721745 = -385388.595191 nChanged 5 SP:Iteration 33Q (701.310191 sec): 3 clusters Score: Raw -388126.751562 + Penalty 2736.721745 = -385390.029817 nChanged 4 SP:Iteration 34Q (701.356626 sec): 3 clusters Score: Raw -388130.576416 + Penalty 2736.721745 = -385393.854671 nChanged 5 SP:Iteration 35Q (701.412908 sec): 3 clusters Score: Raw -388140.022830 + Penalty 2736.721745 = -385403.301085 nChanged 11 SP:Iteration 36Q (701.481121 sec): 3 clusters Score: Raw -388146.242472 + Penalty 2736.721745 = -385409.520727 nChanged 10 SP:Iteration 37Q (701.525824 sec): 3 clusters Score: Raw -388153.004325 + Penalty 2736.721745 = -385416.282581 nChanged 8 SP:Iteration 38Q (701.582149 sec): 3 clusters Score: Raw -388159.008325 + Penalty 2736.721745 = -385422.286581 nChanged 7 SP:Iteration 39Q (701.643067 sec): 3 clusters Score: Raw -388165.199347 + Penalty 2736.721745 = -385428.477603 nChanged 7 SP:Iteration 40F (701.691336 sec): 3 clusters Score: Raw -388171.360161 + Penalty 2736.721745 = -385434.638417 nChanged 10 SP:Iteration 41Q (701.755967 sec): 3 clusters Score: Raw -388177.742737 + Penalty 2736.721745 = -385441.020992 nChanged 7 SP:Iteration 42Q (701.802554 sec): 3 clusters Score: Raw -388181.988798 + Penalty 2736.721745 = -385445.267053 nChanged 2 SP:Iteration 43Q (701.856168 sec): 3 clusters Score: Raw -388182.673511 + Penalty 2736.721745 = -385445.951767 nChanged 1 SP:Iteration 44Q (701.899881 sec): 3 clusters Score: Raw -388183.314869 + Penalty 2736.721745 = -385446.593125 nChanged 0 SP:Iteration 45F (701.952077 sec): 3 clusters Score: Raw -388183.314869 + Penalty 2736.721745 = -385446.593125 nChanged 0 Trying to split cluster 12 (4081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (701.992811 sec): 2 clusters Score: Raw -338121.375095 + Penalty 1351.040817 = -336770.334278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (702.047880 sec): 3 clusters Score: Raw -336151.496572 + Penalty 2702.081634 = -333449.414938 nChanged 1620 SP:Iteration 1F (702.086666 sec): 3 clusters Score: Raw -337172.691341 + Penalty 2702.081634 = -334470.609707 nChanged 365 SP:Iteration 2F (702.147545 sec): 3 clusters Score: Raw -337530.731698 + Penalty 2702.081634 = -334828.650064 nChanged 348 SP:Iteration 3F (702.189359 sec): 3 clusters Score: Raw -337896.574477 + Penalty 2702.081634 = -335194.492843 nChanged 287 SP:Iteration 4F (702.242944 sec): 3 clusters Score: Raw -338156.568160 + Penalty 2702.081634 = -335454.486526 nChanged 217 SP:Iteration 5F (702.304486 sec): 3 clusters Score: Raw -338329.613990 + Penalty 2702.081634 = -335627.532356 nChanged 175 SP:Iteration 6Q (702.359251 sec): 3 clusters Score: Raw -338456.989028 + Penalty 2702.081634 = -335754.907394 nChanged 127 SP:Iteration 7Q (702.413950 sec): 3 clusters Score: Raw -338529.579897 + Penalty 2702.081634 = -335827.498263 nChanged 91 SP:Iteration 8Q (702.453522 sec): 3 clusters Score: Raw -338585.148943 + Penalty 2702.081634 = -335883.067309 nChanged 70 SP:Iteration 9Q (702.515949 sec): 3 clusters Score: Raw -338627.059460 + Penalty 2702.081634 = -335924.977826 nChanged 59 SP:Iteration 10Q (702.570971 sec): 3 clusters Score: Raw -338657.578902 + Penalty 2702.081634 = -335955.497268 nChanged 46 SP:Iteration 11Q (702.622844 sec): 3 clusters Score: Raw -338679.500127 + Penalty 2702.081634 = -335977.418493 nChanged 40 SP:Iteration 12Q (702.680738 sec): 3 clusters Score: Raw -338695.628469 + Penalty 2702.081634 = -335993.546835 nChanged 41 SP:Iteration 13Q (702.735743 sec): 3 clusters Score: Raw -338710.512583 + Penalty 2702.081634 = -336008.430949 nChanged 34 SP:Iteration 14Q (702.792359 sec): 3 clusters Score: Raw -338722.209939 + Penalty 2702.081634 = -336020.128305 nChanged 31 SP:Iteration 15Q (702.848286 sec): 3 clusters Score: Raw -338732.960734 + Penalty 2702.081634 = -336030.879100 nChanged 41 SP:Iteration 16Q (702.902627 sec): 3 clusters Score: Raw -338748.488858 + Penalty 2702.081634 = -336046.407224 nChanged 41 SP:Iteration 17Q (702.957381 sec): 3 clusters Score: Raw -338764.003598 + Penalty 2702.081634 = -336061.921964 nChanged 42 SP:Iteration 18Q (703.000905 sec): 3 clusters Score: Raw -338773.527471 + Penalty 2702.081634 = -336071.445837 nChanged 25 SP:Iteration 19Q (703.054965 sec): 3 clusters Score: Raw -338780.504283 + Penalty 2702.081634 = -336078.422649 nChanged 19 SP:Iteration 20F (703.117799 sec): 3 clusters Score: Raw -338784.984752 + Penalty 2702.081634 = -336082.903118 nChanged 12 SP:Iteration 21Q (703.166108 sec): 3 clusters Score: Raw -338788.018503 + Penalty 2702.081634 = -336085.936869 nChanged 8 SP:Iteration 22Q (703.221690 sec): 3 clusters Score: Raw -338789.898545 + Penalty 2702.081634 = -336087.816911 nChanged 8 SP:Iteration 23Q (703.271367 sec): 3 clusters Score: Raw -338792.619072 + Penalty 2702.081634 = -336090.537438 nChanged 8 SP:Iteration 24Q (703.315363 sec): 3 clusters Score: Raw -338794.735601 + Penalty 2702.081634 = -336092.653967 nChanged 8 SP:Iteration 25Q (703.381732 sec): 3 clusters Score: Raw -338796.734951 + Penalty 2702.081634 = -336094.653317 nChanged 10 SP:Iteration 26Q (703.436266 sec): 3 clusters Score: Raw -338798.656639 + Penalty 2702.081634 = -336096.575005 nChanged 19 SP:Iteration 27Q (703.491614 sec): 3 clusters Score: Raw -338803.633398 + Penalty 2702.081634 = -336101.551764 nChanged 15 SP:Iteration 28Q (703.532360 sec): 3 clusters Score: Raw -338806.925811 + Penalty 2702.081634 = -336104.844177 nChanged 15 SP:Iteration 29Q (703.586622 sec): 3 clusters Score: Raw -338810.901926 + Penalty 2702.081634 = -336108.820292 nChanged 23 SP:Iteration 30Q (703.648729 sec): 3 clusters Score: Raw -338816.275599 + Penalty 2702.081634 = -336114.193965 nChanged 16 SP:Iteration 31Q (703.691936 sec): 3 clusters Score: Raw -338819.493500 + Penalty 2702.081634 = -336117.411866 nChanged 17 SP:Iteration 32Q (703.744127 sec): 3 clusters Score: Raw -338823.420897 + Penalty 2702.081634 = -336121.339263 nChanged 12 SP:Iteration 33Q (703.801766 sec): 3 clusters Score: Raw -338826.082069 + Penalty 2702.081634 = -336124.000435 nChanged 10 SP:Iteration 34Q (703.859948 sec): 3 clusters Score: Raw -338828.697620 + Penalty 2702.081634 = -336126.615986 nChanged 13 SP:Iteration 35Q (703.906768 sec): 3 clusters Score: Raw -338831.397024 + Penalty 2702.081634 = -336129.315390 nChanged 13 SP:Iteration 36Q (703.962971 sec): 3 clusters Score: Raw -338834.392330 + Penalty 2702.081634 = -336132.310696 nChanged 17 SP:Iteration 37Q (704.023432 sec): 3 clusters Score: Raw -338838.008860 + Penalty 2702.081634 = -336135.927226 nChanged 14 SP:Iteration 38Q (704.077434 sec): 3 clusters Score: Raw -338840.833127 + Penalty 2702.081634 = -336138.751493 nChanged 12 SP:Iteration 39Q (704.131767 sec): 3 clusters Score: Raw -338843.377789 + Penalty 2702.081634 = -336141.296155 nChanged 13 SP:Iteration 40F (704.184822 sec): 3 clusters Score: Raw -338846.655983 + Penalty 2702.081634 = -336144.574349 nChanged 8 SP:Iteration 41Q (704.237510 sec): 3 clusters Score: Raw -338848.339869 + Penalty 2702.081634 = -336146.258234 nChanged 10 SP:Iteration 42Q (704.293042 sec): 3 clusters Score: Raw -338851.020616 + Penalty 2702.081634 = -336148.938982 nChanged 9 SP:Iteration 43Q (704.347217 sec): 3 clusters Score: Raw -338853.483713 + Penalty 2702.081634 = -336151.402079 nChanged 10 SP:Iteration 44Q (704.398449 sec): 3 clusters Score: Raw -338856.026928 + Penalty 2702.081634 = -336153.945294 nChanged 8 SP:Iteration 45Q (704.457260 sec): 3 clusters Score: Raw -338858.199141 + Penalty 2702.081634 = -336156.117507 nChanged 6 SP:Iteration 46Q (704.507013 sec): 3 clusters Score: Raw -338859.653240 + Penalty 2702.081634 = -336157.571606 nChanged 6 SP:Iteration 47Q (704.557333 sec): 3 clusters Score: Raw -338860.960732 + Penalty 2702.081634 = -336158.879098 nChanged 6 SP:Iteration 48Q (704.615327 sec): 3 clusters Score: Raw -338861.952325 + Penalty 2702.081634 = -336159.870691 nChanged 6 SP:Iteration 49Q (704.666094 sec): 3 clusters Score: Raw -338863.281125 + Penalty 2702.081634 = -336161.199491 nChanged 8 SP:Iteration 50Q (704.717663 sec): 3 clusters Score: Raw -338865.157254 + Penalty 2702.081634 = -336163.075620 nChanged 9 SP:Iteration 51Q (704.757283 sec): 3 clusters Score: Raw -338867.477161 + Penalty 2702.081634 = -336165.395527 nChanged 9 SP:Iteration 52Q (704.821878 sec): 3 clusters Score: Raw -338869.106506 + Penalty 2702.081634 = -336167.024872 nChanged 10 SP:Iteration 53Q (704.870860 sec): 3 clusters Score: Raw -338870.720023 + Penalty 2702.081634 = -336168.638389 nChanged 12 SP:Iteration 54Q (704.917734 sec): 3 clusters Score: Raw -338873.748517 + Penalty 2702.081634 = -336171.666883 nChanged 16 SP:Iteration 55Q (704.981825 sec): 3 clusters Score: Raw -338878.055301 + Penalty 2702.081634 = -336175.973667 nChanged 14 SP:Iteration 56Q (705.041048 sec): 3 clusters Score: Raw -338881.698939 + Penalty 2702.081634 = -336179.617305 nChanged 16 SP:Iteration 57Q (705.083477 sec): 3 clusters Score: Raw -338885.084490 + Penalty 2702.081634 = -336183.002856 nChanged 12 SP:Iteration 58Q (705.147772 sec): 3 clusters Score: Raw -338887.685824 + Penalty 2702.081634 = -336185.604190 nChanged 12 SP:Iteration 59Q (705.195158 sec): 3 clusters Score: Raw -338891.182743 + Penalty 2702.081634 = -336189.101109 nChanged 9 SP:Iteration 60F (705.253465 sec): 3 clusters Score: Raw -338893.458378 + Penalty 2702.081634 = -336191.376744 nChanged 10 SP:Iteration 61Q (705.298732 sec): 3 clusters Score: Raw -338895.726524 + Penalty 2702.081634 = -336193.644890 nChanged 8 SP:Iteration 62Q (705.354891 sec): 3 clusters Score: Raw -338898.413881 + Penalty 2702.081634 = -336196.332247 nChanged 9 SP:Iteration 63Q (705.401710 sec): 3 clusters Score: Raw -338900.421683 + Penalty 2702.081634 = -336198.340049 nChanged 8 SP:Iteration 64Q (705.456218 sec): 3 clusters Score: Raw -338902.221294 + Penalty 2702.081634 = -336200.139660 nChanged 12 SP:Iteration 65Q (705.517374 sec): 3 clusters Score: Raw -338903.892143 + Penalty 2702.081634 = -336201.810509 nChanged 3 SP:Iteration 66Q (705.567675 sec): 3 clusters Score: Raw -338904.261824 + Penalty 2702.081634 = -336202.180190 nChanged 3 SP:Iteration 67Q (705.631939 sec): 3 clusters Score: Raw -338904.821612 + Penalty 2702.081634 = -336202.739978 nChanged 6 SP:Iteration 68Q (705.674984 sec): 3 clusters Score: Raw -338905.788712 + Penalty 2702.081634 = -336203.707078 nChanged 5 SP:Iteration 69Q (705.741689 sec): 3 clusters Score: Raw -338906.647059 + Penalty 2702.081634 = -336204.565425 nChanged 8 SP:Iteration 70Q (705.783139 sec): 3 clusters Score: Raw -338908.419024 + Penalty 2702.081634 = -336206.337390 nChanged 7 SP:Iteration 71Q (705.833471 sec): 3 clusters Score: Raw -338909.880333 + Penalty 2702.081634 = -336207.798699 nChanged 5 SP:Iteration 72Q (705.884143 sec): 3 clusters Score: Raw -338911.068297 + Penalty 2702.081634 = -336208.986663 nChanged 9 SP:Iteration 73Q (705.932511 sec): 3 clusters Score: Raw -338912.616432 + Penalty 2702.081634 = -336210.534798 nChanged 9 SP:Iteration 74Q (705.986018 sec): 3 clusters Score: Raw -338914.857368 + Penalty 2702.081634 = -336212.775734 nChanged 9 SP:Iteration 75Q (706.032669 sec): 3 clusters Score: Raw -338916.975257 + Penalty 2702.081634 = -336214.893623 nChanged 12 SP:Iteration 76Q (706.094933 sec): 3 clusters Score: Raw -338920.245065 + Penalty 2702.081634 = -336218.163431 nChanged 16 SP:Iteration 77Q (706.145280 sec): 3 clusters Score: Raw -338923.668107 + Penalty 2702.081634 = -336221.586473 nChanged 11 SP:Iteration 78Q (706.191865 sec): 3 clusters Score: Raw -338926.052260 + Penalty 2702.081634 = -336223.970626 nChanged 14 SP:Iteration 79Q (706.257118 sec): 3 clusters Score: Raw -338928.849758 + Penalty 2702.081634 = -336226.768124 nChanged 12 SP:Iteration 80F (706.302986 sec): 3 clusters Score: Raw -338931.756546 + Penalty 2702.081634 = -336229.674912 nChanged 21 SP:Iteration 81Q (706.358911 sec): 3 clusters Score: Raw -338936.621089 + Penalty 2702.081634 = -336234.539455 nChanged 15 SP:Iteration 82Q (706.414717 sec): 3 clusters Score: Raw -338940.185037 + Penalty 2702.081634 = -336238.103403 nChanged 12 SP:Iteration 83Q (706.473464 sec): 3 clusters Score: Raw -338942.713065 + Penalty 2702.081634 = -336240.631431 nChanged 12 SP:Iteration 84Q (706.523123 sec): 3 clusters Score: Raw -338945.799426 + Penalty 2702.081634 = -336243.717792 nChanged 19 SP:Iteration 85Q (706.566988 sec): 3 clusters Score: Raw -338952.056030 + Penalty 2702.081634 = -336249.974396 nChanged 23 SP:Iteration 86Q (706.625034 sec): 3 clusters Score: Raw -338958.287628 + Penalty 2702.081634 = -336256.205994 nChanged 21 SP:Iteration 87Q (706.668540 sec): 3 clusters Score: Raw -338963.932049 + Penalty 2702.081634 = -336261.850415 nChanged 25 SP:Iteration 88Q (706.723362 sec): 3 clusters Score: Raw -338971.875779 + Penalty 2702.081634 = -336269.794145 nChanged 24 SP:Iteration 89Q (706.773849 sec): 3 clusters Score: Raw -338981.132549 + Penalty 2702.081634 = -336279.050915 nChanged 33 SP:Iteration 90Q (706.836863 sec): 3 clusters Score: Raw -338991.901178 + Penalty 2702.081634 = -336289.819544 nChanged 26 SP:Iteration 91Q (706.878346 sec): 3 clusters Score: Raw -338998.590736 + Penalty 2702.081634 = -336296.509102 nChanged 28 SP:Iteration 92Q (706.939791 sec): 3 clusters Score: Raw -339006.857584 + Penalty 2702.081634 = -336304.775950 nChanged 30 SP:Iteration 93Q (706.989837 sec): 3 clusters Score: Raw -339019.089081 + Penalty 2702.081634 = -336317.007447 nChanged 36 SP:Iteration 94Q (707.047930 sec): 3 clusters Score: Raw -339039.898275 + Penalty 2702.081634 = -336337.816641 nChanged 44 SP:Iteration 95Q (707.087460 sec): 3 clusters Score: Raw -339068.208722 + Penalty 2702.081634 = -336366.127088 nChanged 37 SP:Iteration 96Q (707.139820 sec): 3 clusters Score: Raw -339087.194174 + Penalty 2702.081634 = -336385.112540 nChanged 36 SP:Iteration 97Q (707.190480 sec): 3 clusters Score: Raw -339117.125624 + Penalty 2702.081634 = -336415.043990 nChanged 39 SP:Iteration 98Q (707.248079 sec): 3 clusters Score: Raw -339145.070342 + Penalty 2702.081634 = -336442.988708 nChanged 36 SP:Iteration 99Q (707.295634 sec): 3 clusters Score: Raw -339160.062416 + Penalty 2702.081634 = -336457.980782 nChanged 20 SP:Iteration 100F (707.346199 sec): 3 clusters Score: Raw -339166.051504 + Penalty 2702.081634 = -336463.969870 nChanged 7 SP:Iteration 101Q (707.408501 sec): 3 clusters Score: Raw -339167.492317 + Penalty 2702.081634 = -336465.410683 nChanged 7 SP:Iteration 102Q (707.465360 sec): 3 clusters Score: Raw -339169.812183 + Penalty 2702.081634 = -336467.730549 nChanged 8 SP:Iteration 103Q (707.515789 sec): 3 clusters Score: Raw -339171.248332 + Penalty 2702.081634 = -336469.166698 nChanged 4 SP:Iteration 104Q (707.579653 sec): 3 clusters Score: Raw -339172.656694 + Penalty 2702.081634 = -336470.575060 nChanged 6 SP:Iteration 105Q (707.628551 sec): 3 clusters Score: Raw -339174.076221 + Penalty 2702.081634 = -336471.994587 nChanged 7 SP:Iteration 106Q (707.684206 sec): 3 clusters Score: Raw -339176.866737 + Penalty 2702.081634 = -336474.785103 nChanged 7 SP:Iteration 107Q (707.725147 sec): 3 clusters Score: Raw -339178.690327 + Penalty 2702.081634 = -336476.608693 nChanged 5 SP:Iteration 108Q (707.791466 sec): 3 clusters Score: Raw -339181.033951 + Penalty 2702.081634 = -336478.952317 nChanged 7 SP:Iteration 109Q (707.838757 sec): 3 clusters Score: Raw -339183.207407 + Penalty 2702.081634 = -336481.125773 nChanged 4 SP:Iteration 110Q (707.897341 sec): 3 clusters Score: Raw -339184.044654 + Penalty 2702.081634 = -336481.963020 nChanged 3 SP:Iteration 111Q (707.947159 sec): 3 clusters Score: Raw -339184.848972 + Penalty 2702.081634 = -336482.767338 nChanged 4 SP:Iteration 112Q (708.003373 sec): 3 clusters Score: Raw -339186.005017 + Penalty 2702.081634 = -336483.923383 nChanged 1 SP:Iteration 113Q (708.046365 sec): 3 clusters Score: Raw -339186.095710 + Penalty 2702.081634 = -336484.014076 nChanged 0 SP:Iteration 114F (708.098855 sec): 3 clusters Score: Raw -339186.095710 + Penalty 2702.081634 = -336484.014076 nChanged 0 Trying to split cluster 13 (2196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (708.124056 sec): 2 clusters Score: Raw -177726.461157 + Penalty 1250.338830 = -176476.122327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (708.183454 sec): 3 clusters Score: Raw -176792.103508 + Penalty 2500.677661 = -174291.425847 nChanged 744 SP:Iteration 1F (708.231226 sec): 3 clusters Score: Raw -177286.136919 + Penalty 2500.677661 = -174785.459259 nChanged 158 SP:Iteration 2F (708.284361 sec): 3 clusters Score: Raw -177393.358270 + Penalty 2500.677661 = -174892.680610 nChanged 117 SP:Iteration 3F (708.335779 sec): 3 clusters Score: Raw -177476.326423 + Penalty 2500.677661 = -174975.648762 nChanged 85 SP:Iteration 4Q (708.378456 sec): 3 clusters Score: Raw -177524.233846 + Penalty 2500.677661 = -175023.556185 nChanged 58 SP:Iteration 5Q (708.442954 sec): 3 clusters Score: Raw -177568.410036 + Penalty 2500.677661 = -175067.732376 nChanged 66 SP:Iteration 6Q (708.486666 sec): 3 clusters Score: Raw -177603.805935 + Penalty 2500.677661 = -175103.128274 nChanged 56 SP:Iteration 7Q (708.547394 sec): 3 clusters Score: Raw -177637.100372 + Penalty 2500.677661 = -175136.422711 nChanged 50 SP:Iteration 8Q (708.599218 sec): 3 clusters Score: Raw -177664.496330 + Penalty 2500.677661 = -175163.818669 nChanged 39 SP:Iteration 9Q (708.648761 sec): 3 clusters Score: Raw -177686.231050 + Penalty 2500.677661 = -175185.553389 nChanged 26 SP:Iteration 10Q (708.706657 sec): 3 clusters Score: Raw -177701.852229 + Penalty 2500.677661 = -175201.174568 nChanged 34 SP:Iteration 11Q (708.753588 sec): 3 clusters Score: Raw -177718.587929 + Penalty 2500.677661 = -175217.910268 nChanged 28 SP:Iteration 12Q (708.803622 sec): 3 clusters Score: Raw -177731.573820 + Penalty 2500.677661 = -175230.896159 nChanged 23 SP:Iteration 13Q (708.860518 sec): 3 clusters Score: Raw -177742.757333 + Penalty 2500.677661 = -175242.079672 nChanged 20 SP:Iteration 14Q (708.911415 sec): 3 clusters Score: Raw -177752.604091 + Penalty 2500.677661 = -175251.926430 nChanged 19 SP:Iteration 15Q (708.956194 sec): 3 clusters Score: Raw -177761.794129 + Penalty 2500.677661 = -175261.116469 nChanged 21 SP:Iteration 16Q (708.999244 sec): 3 clusters Score: Raw -177772.042241 + Penalty 2500.677661 = -175271.364580 nChanged 23 SP:Iteration 17Q (709.050167 sec): 3 clusters Score: Raw -177785.994562 + Penalty 2500.677661 = -175285.316901 nChanged 21 SP:Iteration 18Q (709.100436 sec): 3 clusters Score: Raw -177800.307867 + Penalty 2500.677661 = -175299.630206 nChanged 18 SP:Iteration 19Q (709.162649 sec): 3 clusters Score: Raw -177815.090885 + Penalty 2500.677661 = -175314.413224 nChanged 29 SP:Iteration 20F (709.209811 sec): 3 clusters Score: Raw -177836.854259 + Penalty 2500.677661 = -175336.176598 nChanged 37 SP:Iteration 21Q (709.257463 sec): 3 clusters Score: Raw -177867.400750 + Penalty 2500.677661 = -175366.723089 nChanged 48 SP:Iteration 22Q (709.304846 sec): 3 clusters Score: Raw -177899.813238 + Penalty 2500.677661 = -175399.135577 nChanged 44 SP:Iteration 23Q (709.355441 sec): 3 clusters Score: Raw -177923.392941 + Penalty 2500.677661 = -175422.715280 nChanged 38 SP:Iteration 24Q (709.408222 sec): 3 clusters Score: Raw -177942.572157 + Penalty 2500.677661 = -175441.894496 nChanged 26 SP:Iteration 25Q (709.458634 sec): 3 clusters Score: Raw -177953.777968 + Penalty 2500.677661 = -175453.100307 nChanged 15 SP:Iteration 26Q (709.514093 sec): 3 clusters Score: Raw -177959.497548 + Penalty 2500.677661 = -175458.819887 nChanged 14 SP:Iteration 27Q (709.565134 sec): 3 clusters Score: Raw -177966.807201 + Penalty 2500.677661 = -175466.129540 nChanged 11 SP:Iteration 28Q (709.618711 sec): 3 clusters Score: Raw -177972.693917 + Penalty 2500.677661 = -175472.016257 nChanged 8 SP:Iteration 29Q (709.669222 sec): 3 clusters Score: Raw -177976.449270 + Penalty 2500.677661 = -175475.771609 nChanged 8 SP:Iteration 30Q (709.718177 sec): 3 clusters Score: Raw -177982.750688 + Penalty 2500.677661 = -175482.073027 nChanged 12 SP:Iteration 31Q (709.768182 sec): 3 clusters Score: Raw -177987.884877 + Penalty 2500.677661 = -175487.207216 nChanged 8 SP:Iteration 32Q (709.806630 sec): 3 clusters Score: Raw -177990.265011 + Penalty 2500.677661 = -175489.587350 nChanged 6 SP:Iteration 33Q (709.867956 sec): 3 clusters Score: Raw -177992.290219 + Penalty 2500.677661 = -175491.612558 nChanged 3 SP:Iteration 34Q (709.915768 sec): 3 clusters Score: Raw -177993.632820 + Penalty 2500.677661 = -175492.955159 nChanged 3 SP:Iteration 35Q (709.969581 sec): 3 clusters Score: Raw -177994.661695 + Penalty 2500.677661 = -175493.984034 nChanged 1 SP:Iteration 36Q (710.012001 sec): 3 clusters Score: Raw -177995.387163 + Penalty 2500.677661 = -175494.709502 nChanged 1 SP:Iteration 37Q (710.060664 sec): 3 clusters Score: Raw -177995.867955 + Penalty 2500.677661 = -175495.190294 nChanged 0 SP:Iteration 38F (710.106755 sec): 3 clusters Score: Raw -177995.867955 + Penalty 2500.677661 = -175495.190294 nChanged 0 Trying to split cluster 14 (1347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (710.134217 sec): 2 clusters Score: Raw -117361.682310 + Penalty 1170.915716 = -116190.766593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (710.183977 sec): 3 clusters Score: Raw -116936.611413 + Penalty 2341.831432 = -114594.779981 nChanged 421 SP:Iteration 1F (710.236452 sec): 3 clusters Score: Raw -117340.761716 + Penalty 2341.831432 = -114998.930284 nChanged 127 SP:Iteration 2F (710.276783 sec): 3 clusters Score: Raw -117469.301462 + Penalty 2341.831432 = -115127.470029 nChanged 72 SP:Iteration 3F (710.319213 sec): 3 clusters Score: Raw -117549.259684 + Penalty 2341.831432 = -115207.428252 nChanged 53 SP:Iteration 4Q (710.375317 sec): 3 clusters Score: Raw -117599.564253 + Penalty 2341.831432 = -115257.732821 nChanged 37 SP:Iteration 5Q (710.421361 sec): 3 clusters Score: Raw -117638.070398 + Penalty 2341.831432 = -115296.238966 nChanged 35 SP:Iteration 6Q (710.465163 sec): 3 clusters Score: Raw -117680.582133 + Penalty 2341.831432 = -115338.750701 nChanged 44 SP:Iteration 7Q (710.511133 sec): 3 clusters Score: Raw -117727.948164 + Penalty 2341.831432 = -115386.116731 nChanged 33 SP:Iteration 8Q (710.570629 sec): 3 clusters Score: Raw -117766.050344 + Penalty 2341.831432 = -115424.218912 nChanged 22 SP:Iteration 9Q (710.603650 sec): 3 clusters Score: Raw -117795.197633 + Penalty 2341.831432 = -115453.366200 nChanged 19 SP:Iteration 10Q (710.654216 sec): 3 clusters Score: Raw -117811.528799 + Penalty 2341.831432 = -115469.697367 nChanged 13 SP:Iteration 11Q (710.701676 sec): 3 clusters Score: Raw -117821.162543 + Penalty 2341.831432 = -115479.331111 nChanged 5 SP:Iteration 12Q (710.746737 sec): 3 clusters Score: Raw -117825.549941 + Penalty 2341.831432 = -115483.718509 nChanged 2 SP:Iteration 13Q (710.786863 sec): 3 clusters Score: Raw -117828.191894 + Penalty 2341.831432 = -115486.360461 nChanged 4 SP:Iteration 14Q (710.834048 sec): 3 clusters Score: Raw -117832.406700 + Penalty 2341.831432 = -115490.575268 nChanged 3 SP:Iteration 15Q (710.879766 sec): 3 clusters Score: Raw -117834.171604 + Penalty 2341.831432 = -115492.340172 nChanged 2 SP:Iteration 16Q (710.927970 sec): 3 clusters Score: Raw -117836.289607 + Penalty 2341.831432 = -115494.458175 nChanged 2 SP:Iteration 17Q (710.971058 sec): 3 clusters Score: Raw -117837.340090 + Penalty 2341.831432 = -115495.508658 nChanged 2 SP:Iteration 18Q (711.025678 sec): 3 clusters Score: Raw -117838.037487 + Penalty 2341.831432 = -115496.206054 nChanged 2 SP:Iteration 19Q (711.074938 sec): 3 clusters Score: Raw -117839.373224 + Penalty 2341.831432 = -115497.541792 nChanged 1 SP:Iteration 20F (711.118103 sec): 3 clusters Score: Raw -117839.903258 + Penalty 2341.831432 = -115498.071826 nChanged 1 SP:Iteration 21Q (711.167613 sec): 3 clusters Score: Raw -117840.322921 + Penalty 2341.831432 = -115498.491489 nChanged 0 SP:Iteration 22F (711.221658 sec): 3 clusters Score: Raw -117840.322921 + Penalty 2341.831432 = -115498.491489 nChanged 0 Trying to split cluster 15 (3964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (711.252089 sec): 2 clusters Score: Raw -362556.983594 + Penalty 1346.313946 = -361210.669649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (711.301100 sec): 3 clusters Score: Raw -360584.678424 + Penalty 2692.627891 = -357892.050533 nChanged 1546 SP:Iteration 1F (711.352566 sec): 3 clusters Score: Raw -361513.768240 + Penalty 2692.627891 = -358821.140349 nChanged 298 SP:Iteration 2F (711.393456 sec): 3 clusters Score: Raw -361729.156353 + Penalty 2692.627891 = -359036.528462 nChanged 233 SP:Iteration 3F (711.446968 sec): 3 clusters Score: Raw -361899.366328 + Penalty 2692.627891 = -359206.738437 nChanged 193 SP:Iteration 4Q (711.506627 sec): 3 clusters Score: Raw -362038.935917 + Penalty 2692.627891 = -359346.308026 nChanged 184 SP:Iteration 5Q (711.562026 sec): 3 clusters Score: Raw -362190.965053 + Penalty 2692.627891 = -359498.337162 nChanged 201 SP:Iteration 6F (711.616610 sec): 3 clusters Score: Raw -362345.127858 + Penalty 2692.627891 = -359652.499967 nChanged 176 SP:Iteration 7Q (711.664748 sec): 3 clusters Score: Raw -362467.634507 + Penalty 2692.627891 = -359775.006616 nChanged 158 SP:Iteration 8Q (711.726184 sec): 3 clusters Score: Raw -362563.201122 + Penalty 2692.627891 = -359870.573231 nChanged 105 SP:Iteration 9Q (711.783476 sec): 3 clusters Score: Raw -362624.165225 + Penalty 2692.627891 = -359931.537334 nChanged 95 SP:Iteration 10Q (711.825414 sec): 3 clusters Score: Raw -362682.035595 + Penalty 2692.627891 = -359989.407704 nChanged 77 SP:Iteration 11Q (711.890024 sec): 3 clusters Score: Raw -362720.918991 + Penalty 2692.627891 = -360028.291100 nChanged 55 SP:Iteration 12Q (711.939047 sec): 3 clusters Score: Raw -362746.071767 + Penalty 2692.627891 = -360053.443876 nChanged 39 SP:Iteration 13Q (711.987352 sec): 3 clusters Score: Raw -362758.196516 + Penalty 2692.627891 = -360065.568625 nChanged 26 SP:Iteration 14Q (712.041959 sec): 3 clusters Score: Raw -362767.175492 + Penalty 2692.627891 = -360074.547601 nChanged 25 SP:Iteration 15Q (712.083870 sec): 3 clusters Score: Raw -362775.613844 + Penalty 2692.627891 = -360082.985953 nChanged 20 SP:Iteration 16Q (712.134477 sec): 3 clusters Score: Raw -362783.729084 + Penalty 2692.627891 = -360091.101193 nChanged 20 SP:Iteration 17Q (712.195500 sec): 3 clusters Score: Raw -362790.612174 + Penalty 2692.627891 = -360097.984283 nChanged 13 SP:Iteration 18Q (712.248354 sec): 3 clusters Score: Raw -362793.873208 + Penalty 2692.627891 = -360101.245317 nChanged 5 SP:Iteration 19Q (712.301198 sec): 3 clusters Score: Raw -362794.546158 + Penalty 2692.627891 = -360101.918267 nChanged 2 SP:Iteration 20F (712.346081 sec): 3 clusters Score: Raw -362795.628338 + Penalty 2692.627891 = -360103.000447 nChanged 5 SP:Iteration 21Q (712.404722 sec): 3 clusters Score: Raw -362796.954117 + Penalty 2692.627891 = -360104.326226 nChanged 2 SP:Iteration 22Q (712.461875 sec): 3 clusters Score: Raw -362797.435993 + Penalty 2692.627891 = -360104.808102 nChanged 0 SP:Iteration 23F (712.514094 sec): 3 clusters Score: Raw -362797.435993 + Penalty 2692.627891 = -360104.808102 nChanged 0 Trying to split cluster 16 (10645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (712.552567 sec): 2 clusters Score: Raw -1018326.707651 + Penalty 1506.837406 = -1016819.870244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (712.621159 sec): 3 clusters Score: Raw -1012196.460126 + Penalty 3013.674813 = -1009182.785314 nChanged 4631 SP:Iteration 1F (712.679375 sec): 3 clusters Score: Raw -1014838.797960 + Penalty 3013.674813 = -1011825.123147 nChanged 677 SP:Iteration 2F (712.749301 sec): 3 clusters Score: Raw -1015163.468761 + Penalty 3013.674813 = -1012149.793949 nChanged 611 SP:Iteration 3F (712.812639 sec): 3 clusters Score: Raw -1015477.528835 + Penalty 3013.674813 = -1012463.854023 nChanged 593 SP:Iteration 4F (712.872850 sec): 3 clusters Score: Raw -1015797.393775 + Penalty 3013.674813 = -1012783.718962 nChanged 556 SP:Iteration 5F (712.943990 sec): 3 clusters Score: Raw -1016134.515308 + Penalty 3013.674813 = -1013120.840495 nChanged 540 SP:Iteration 6F (713.010346 sec): 3 clusters Score: Raw -1016459.153932 + Penalty 3013.674813 = -1013445.479120 nChanged 489 SP:Iteration 7Q (713.064528 sec): 3 clusters Score: Raw -1016788.014532 + Penalty 3013.674813 = -1013774.339720 nChanged 488 SP:Iteration 8Q (713.140852 sec): 3 clusters Score: Raw -1017110.333953 + Penalty 3013.674813 = -1014096.659141 nChanged 470 SP:Iteration 9Q (713.203205 sec): 3 clusters Score: Raw -1017400.527218 + Penalty 3013.674813 = -1014386.852405 nChanged 419 SP:Iteration 10Q (713.257616 sec): 3 clusters Score: Raw -1017631.500959 + Penalty 3013.674813 = -1014617.826147 nChanged 370 SP:Iteration 11Q (713.321299 sec): 3 clusters Score: Raw -1017816.950680 + Penalty 3013.674813 = -1014803.275867 nChanged 310 SP:Iteration 12Q (713.381365 sec): 3 clusters Score: Raw -1017952.820235 + Penalty 3013.674813 = -1014939.145422 nChanged 247 SP:Iteration 13Q (713.443257 sec): 3 clusters Score: Raw -1018040.282259 + Penalty 3013.674813 = -1015026.607447 nChanged 189 SP:Iteration 14Q (713.513225 sec): 3 clusters Score: Raw -1018100.017231 + Penalty 3013.674813 = -1015086.342419 nChanged 148 SP:Iteration 15Q (713.578703 sec): 3 clusters Score: Raw -1018142.209606 + Penalty 3013.674813 = -1015128.534793 nChanged 117 SP:Iteration 16Q (713.645198 sec): 3 clusters Score: Raw -1018169.108104 + Penalty 3013.674813 = -1015155.433292 nChanged 105 SP:Iteration 17Q (713.706454 sec): 3 clusters Score: Raw -1018196.430039 + Penalty 3013.674813 = -1015182.755226 nChanged 87 SP:Iteration 18Q (713.767712 sec): 3 clusters Score: Raw -1018223.020095 + Penalty 3013.674813 = -1015209.345282 nChanged 91 SP:Iteration 19Q (713.831117 sec): 3 clusters Score: Raw -1018247.397451 + Penalty 3013.674813 = -1015233.722639 nChanged 81 SP:Iteration 20F (713.897056 sec): 3 clusters Score: Raw -1018264.803460 + Penalty 3013.674813 = -1015251.128648 nChanged 61 SP:Iteration 21Q (713.949267 sec): 3 clusters Score: Raw -1018273.766933 + Penalty 3013.674813 = -1015260.092120 nChanged 39 SP:Iteration 22Q (714.010761 sec): 3 clusters Score: Raw -1018280.532799 + Penalty 3013.674813 = -1015266.857986 nChanged 39 SP:Iteration 23Q (714.073655 sec): 3 clusters Score: Raw -1018286.482640 + Penalty 3013.674813 = -1015272.807828 nChanged 33 SP:Iteration 24Q (714.146797 sec): 3 clusters Score: Raw -1018290.874918 + Penalty 3013.674813 = -1015277.200106 nChanged 15 SP:Iteration 25Q (714.204219 sec): 3 clusters Score: Raw -1018292.680777 + Penalty 3013.674813 = -1015279.005964 nChanged 12 SP:Iteration 26Q (714.264395 sec): 3 clusters Score: Raw -1018293.851391 + Penalty 3013.674813 = -1015280.176578 nChanged 6 SP:Iteration 27Q (714.329253 sec): 3 clusters Score: Raw -1018294.843074 + Penalty 3013.674813 = -1015281.168262 nChanged 11 SP:Iteration 28Q (714.389201 sec): 3 clusters Score: Raw -1018295.868220 + Penalty 3013.674813 = -1015282.193407 nChanged 8 SP:Iteration 29Q (714.451892 sec): 3 clusters Score: Raw -1018296.338512 + Penalty 3013.674813 = -1015282.663699 nChanged 6 SP:Iteration 30Q (714.517533 sec): 3 clusters Score: Raw -1018296.888155 + Penalty 3013.674813 = -1015283.213343 nChanged 5 SP:Iteration 31Q (714.580299 sec): 3 clusters Score: Raw -1018297.540195 + Penalty 3013.674813 = -1015283.865382 nChanged 9 SP:Iteration 32Q (714.648215 sec): 3 clusters Score: Raw -1018298.305657 + Penalty 3013.674813 = -1015284.630844 nChanged 4 SP:Iteration 33Q (714.717448 sec): 3 clusters Score: Raw -1018298.762490 + Penalty 3013.674813 = -1015285.087677 nChanged 6 SP:Iteration 34Q (714.783417 sec): 3 clusters Score: Raw -1018299.308277 + Penalty 3013.674813 = -1015285.633464 nChanged 9 SP:Iteration 35Q (714.848541 sec): 3 clusters Score: Raw -1018300.740515 + Penalty 3013.674813 = -1015287.065703 nChanged 10 SP:Iteration 36Q (714.908251 sec): 3 clusters Score: Raw -1018301.735333 + Penalty 3013.674813 = -1015288.060521 nChanged 10 SP:Iteration 37Q (714.969961 sec): 3 clusters Score: Raw -1018302.679509 + Penalty 3013.674813 = -1015289.004696 nChanged 8 SP:Iteration 38Q (715.047138 sec): 3 clusters Score: Raw -1018304.055134 + Penalty 3013.674813 = -1015290.380321 nChanged 6 SP:Iteration 39Q (715.112320 sec): 3 clusters Score: Raw -1018305.046488 + Penalty 3013.674813 = -1015291.371676 nChanged 4 SP:Iteration 40F (715.177428 sec): 3 clusters Score: Raw -1018305.385353 + Penalty 3013.674813 = -1015291.710540 nChanged 5 SP:Iteration 41Q (715.240226 sec): 3 clusters Score: Raw -1018305.902529 + Penalty 3013.674813 = -1015292.227716 nChanged 8 SP:Iteration 42Q (715.305674 sec): 3 clusters Score: Raw -1018306.822615 + Penalty 3013.674813 = -1015293.147803 nChanged 9 SP:Iteration 43Q (715.365734 sec): 3 clusters Score: Raw -1018307.678734 + Penalty 3013.674813 = -1015294.003921 nChanged 9 SP:Iteration 44Q (715.436427 sec): 3 clusters Score: Raw -1018308.382444 + Penalty 3013.674813 = -1015294.707632 nChanged 8 SP:Iteration 45Q (715.500321 sec): 3 clusters Score: Raw -1018309.149237 + Penalty 3013.674813 = -1015295.474424 nChanged 4 SP:Iteration 46Q (715.559737 sec): 3 clusters Score: Raw -1018309.347184 + Penalty 3013.674813 = -1015295.672372 nChanged 0 SP:Iteration 47F (715.618947 sec): 3 clusters Score: Raw -1018309.347184 + Penalty 3013.674813 = -1015295.672372 nChanged 0 Trying to split cluster 17 (15445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (715.668650 sec): 2 clusters Score: Raw -1493439.911568 + Penalty 1567.319098 = -1491872.592470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (715.743923 sec): 3 clusters Score: Raw -1484370.915352 + Penalty 3134.638197 = -1481236.277155 nChanged 6878 SP:Iteration 1F (715.823551 sec): 3 clusters Score: Raw -1488100.174524 + Penalty 3134.638197 = -1484965.536327 nChanged 909 SP:Iteration 2F (715.886726 sec): 3 clusters Score: Raw -1488543.313959 + Penalty 3134.638197 = -1485408.675762 nChanged 928 SP:Iteration 3F (715.960560 sec): 3 clusters Score: Raw -1489084.581911 + Penalty 3134.638197 = -1485949.943715 nChanged 1008 SP:Iteration 4F (716.030055 sec): 3 clusters Score: Raw -1489771.908173 + Penalty 3134.638197 = -1486637.269976 nChanged 1033 SP:Iteration 5F (716.102150 sec): 3 clusters Score: Raw -1490611.547328 + Penalty 3134.638197 = -1487476.909131 nChanged 982 SP:Iteration 6F (716.171957 sec): 3 clusters Score: Raw -1491478.126827 + Penalty 3134.638197 = -1488343.488630 nChanged 840 SP:Iteration 7F (716.249210 sec): 3 clusters Score: Raw -1492251.750715 + Penalty 3134.638197 = -1489117.112518 nChanged 628 SP:Iteration 8Q (716.323635 sec): 3 clusters Score: Raw -1492821.238747 + Penalty 3134.638197 = -1489686.600550 nChanged 470 SP:Iteration 9Q (716.394558 sec): 3 clusters Score: Raw -1493163.337053 + Penalty 3134.638197 = -1490028.698857 nChanged 309 SP:Iteration 10Q (716.464941 sec): 3 clusters Score: Raw -1493341.742762 + Penalty 3134.638197 = -1490207.104565 nChanged 228 SP:Iteration 11Q (716.535428 sec): 3 clusters Score: Raw -1493480.495071 + Penalty 3134.638197 = -1490345.856874 nChanged 180 SP:Iteration 12Q (716.606056 sec): 3 clusters Score: Raw -1493583.409252 + Penalty 3134.638197 = -1490448.771055 nChanged 154 SP:Iteration 13Q (716.676329 sec): 3 clusters Score: Raw -1493663.879144 + Penalty 3134.638197 = -1490529.240948 nChanged 120 SP:Iteration 14Q (716.739569 sec): 3 clusters Score: Raw -1493729.340134 + Penalty 3134.638197 = -1490594.701937 nChanged 111 SP:Iteration 15Q (716.812023 sec): 3 clusters Score: Raw -1493788.647479 + Penalty 3134.638197 = -1490654.009282 nChanged 79 SP:Iteration 16Q (716.883655 sec): 3 clusters Score: Raw -1493820.931176 + Penalty 3134.638197 = -1490686.292979 nChanged 60 SP:Iteration 17Q (716.952804 sec): 3 clusters Score: Raw -1493843.379990 + Penalty 3134.638197 = -1490708.741793 nChanged 52 SP:Iteration 18Q (717.027281 sec): 3 clusters Score: Raw -1493861.756721 + Penalty 3134.638197 = -1490727.118525 nChanged 47 SP:Iteration 19Q (717.083660 sec): 3 clusters Score: Raw -1493876.404008 + Penalty 3134.638197 = -1490741.765812 nChanged 34 SP:Iteration 20F (717.158365 sec): 3 clusters Score: Raw -1493888.373478 + Penalty 3134.638197 = -1490753.735282 nChanged 33 SP:Iteration 21Q (717.231392 sec): 3 clusters Score: Raw -1493900.499436 + Penalty 3134.638197 = -1490765.861240 nChanged 27 SP:Iteration 22Q (717.300630 sec): 3 clusters Score: Raw -1493908.607727 + Penalty 3134.638197 = -1490773.969530 nChanged 20 SP:Iteration 23Q (717.371156 sec): 3 clusters Score: Raw -1493914.101798 + Penalty 3134.638197 = -1490779.463601 nChanged 20 SP:Iteration 24Q (717.440573 sec): 3 clusters Score: Raw -1493919.221993 + Penalty 3134.638197 = -1490784.583796 nChanged 13 SP:Iteration 25Q (717.509282 sec): 3 clusters Score: Raw -1493922.668203 + Penalty 3134.638197 = -1490788.030006 nChanged 12 SP:Iteration 26Q (717.572625 sec): 3 clusters Score: Raw -1493925.772225 + Penalty 3134.638197 = -1490791.134028 nChanged 8 SP:Iteration 27Q (717.638118 sec): 3 clusters Score: Raw -1493927.551422 + Penalty 3134.638197 = -1490792.913226 nChanged 8 SP:Iteration 28Q (717.703524 sec): 3 clusters Score: Raw -1493930.167503 + Penalty 3134.638197 = -1490795.529306 nChanged 8 SP:Iteration 29Q (717.775214 sec): 3 clusters Score: Raw -1493932.627631 + Penalty 3134.638197 = -1490797.989434 nChanged 4 SP:Iteration 30Q (717.841144 sec): 3 clusters Score: Raw -1493934.190687 + Penalty 3134.638197 = -1490799.552490 nChanged 5 SP:Iteration 31Q (717.908844 sec): 3 clusters Score: Raw -1493935.708688 + Penalty 3134.638197 = -1490801.070491 nChanged 6 SP:Iteration 32Q (717.973990 sec): 3 clusters Score: Raw -1493937.330529 + Penalty 3134.638197 = -1490802.692333 nChanged 6 SP:Iteration 33Q (718.045445 sec): 3 clusters Score: Raw -1493938.778137 + Penalty 3134.638197 = -1490804.139940 nChanged 6 SP:Iteration 34Q (718.114495 sec): 3 clusters Score: Raw -1493940.251147 + Penalty 3134.638197 = -1490805.612950 nChanged 4 SP:Iteration 35Q (718.185474 sec): 3 clusters Score: Raw -1493940.949002 + Penalty 3134.638197 = -1490806.310806 nChanged 3 SP:Iteration 36Q (718.255488 sec): 3 clusters Score: Raw -1493941.622570 + Penalty 3134.638197 = -1490806.984373 nChanged 2 SP:Iteration 37Q (718.317096 sec): 3 clusters Score: Raw -1493942.122322 + Penalty 3134.638197 = -1490807.484125 nChanged 2 SP:Iteration 38Q (718.381401 sec): 3 clusters Score: Raw -1493942.474180 + Penalty 3134.638197 = -1490807.835983 nChanged 0 SP:Iteration 39F (718.461426 sec): 3 clusters Score: Raw -1493942.474180 + Penalty 3134.638197 = -1490807.835983 nChanged 0 Trying to split cluster 18 (5677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (718.496670 sec): 2 clusters Score: Raw -555639.803748 + Penalty 1404.678958 = -554235.124790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (718.544772 sec): 3 clusters Score: Raw -552598.787621 + Penalty 2809.357916 = -549789.429705 nChanged 2361 SP:Iteration 1F (718.596588 sec): 3 clusters Score: Raw -553873.549928 + Penalty 2809.357916 = -551064.192012 nChanged 380 SP:Iteration 2F (718.659184 sec): 3 clusters Score: Raw -554035.617160 + Penalty 2809.357916 = -551226.259244 nChanged 253 SP:Iteration 3Q (718.705053 sec): 3 clusters Score: Raw -554129.821688 + Penalty 2809.357916 = -551320.463772 nChanged 172 SP:Iteration 4Q (718.764705 sec): 3 clusters Score: Raw -554204.198649 + Penalty 2809.357916 = -551394.840733 nChanged 158 SP:Iteration 5Q (718.819098 sec): 3 clusters Score: Raw -554268.132022 + Penalty 2809.357916 = -551458.774106 nChanged 147 SP:Iteration 6Q (718.881752 sec): 3 clusters Score: Raw -554320.952342 + Penalty 2809.357916 = -551511.594426 nChanged 134 SP:Iteration 7Q (718.931787 sec): 3 clusters Score: Raw -554380.960498 + Penalty 2809.357916 = -551571.602582 nChanged 139 SP:Iteration 8Q (718.984996 sec): 3 clusters Score: Raw -554442.028007 + Penalty 2809.357916 = -551632.670091 nChanged 136 SP:Iteration 9Q (719.038313 sec): 3 clusters Score: Raw -554502.896019 + Penalty 2809.357916 = -551693.538103 nChanged 149 SP:Iteration 10Q (719.100915 sec): 3 clusters Score: Raw -554570.352926 + Penalty 2809.357916 = -551760.995010 nChanged 131 SP:Iteration 11Q (719.159278 sec): 3 clusters Score: Raw -554636.738976 + Penalty 2809.357916 = -551827.381060 nChanged 126 SP:Iteration 12Q (719.209675 sec): 3 clusters Score: Raw -554703.886221 + Penalty 2809.357916 = -551894.528305 nChanged 118 SP:Iteration 13Q (719.278697 sec): 3 clusters Score: Raw -554765.930403 + Penalty 2809.357916 = -551956.572487 nChanged 125 SP:Iteration 14Q (719.331052 sec): 3 clusters Score: Raw -554839.030189 + Penalty 2809.357916 = -552029.672272 nChanged 144 SP:Iteration 15Q (719.380514 sec): 3 clusters Score: Raw -554949.273683 + Penalty 2809.357916 = -552139.915767 nChanged 157 SP:Iteration 16Q (719.435742 sec): 3 clusters Score: Raw -555061.692543 + Penalty 2809.357916 = -552252.334627 nChanged 155 SP:Iteration 17Q (719.498503 sec): 3 clusters Score: Raw -555172.955000 + Penalty 2809.357916 = -552363.597084 nChanged 141 SP:Iteration 18Q (719.557932 sec): 3 clusters Score: Raw -555276.244177 + Penalty 2809.357916 = -552466.886261 nChanged 106 SP:Iteration 19Q (719.607013 sec): 3 clusters Score: Raw -555342.576652 + Penalty 2809.357916 = -552533.218736 nChanged 94 SP:Iteration 20F (719.672235 sec): 3 clusters Score: Raw -555398.025621 + Penalty 2809.357916 = -552588.667704 nChanged 78 SP:Iteration 21Q (719.719018 sec): 3 clusters Score: Raw -555448.581467 + Penalty 2809.357916 = -552639.223551 nChanged 81 SP:Iteration 22Q (719.785044 sec): 3 clusters Score: Raw -555501.860082 + Penalty 2809.357916 = -552692.502166 nChanged 67 SP:Iteration 23Q (719.844524 sec): 3 clusters Score: Raw -555547.955484 + Penalty 2809.357916 = -552738.597568 nChanged 59 SP:Iteration 24Q (719.900151 sec): 3 clusters Score: Raw -555588.736224 + Penalty 2809.357916 = -552779.378308 nChanged 52 SP:Iteration 25Q (719.944433 sec): 3 clusters Score: Raw -555625.106642 + Penalty 2809.357916 = -552815.748726 nChanged 48 SP:Iteration 26Q (719.999424 sec): 3 clusters Score: Raw -555654.730580 + Penalty 2809.357916 = -552845.372664 nChanged 39 SP:Iteration 27Q (720.054006 sec): 3 clusters Score: Raw -555676.815877 + Penalty 2809.357916 = -552867.457961 nChanged 31 SP:Iteration 28Q (720.114292 sec): 3 clusters Score: Raw -555696.837262 + Penalty 2809.357916 = -552887.479346 nChanged 30 SP:Iteration 29Q (720.168378 sec): 3 clusters Score: Raw -555722.271706 + Penalty 2809.357916 = -552912.913790 nChanged 27 SP:Iteration 30Q (720.212844 sec): 3 clusters Score: Raw -555736.987261 + Penalty 2809.357916 = -552927.629345 nChanged 19 SP:Iteration 31Q (720.269424 sec): 3 clusters Score: Raw -555748.284484 + Penalty 2809.357916 = -552938.926568 nChanged 12 SP:Iteration 32Q (720.324215 sec): 3 clusters Score: Raw -555754.737862 + Penalty 2809.357916 = -552945.379946 nChanged 13 SP:Iteration 33Q (720.380081 sec): 3 clusters Score: Raw -555763.998871 + Penalty 2809.357916 = -552954.640955 nChanged 16 SP:Iteration 34Q (720.445184 sec): 3 clusters Score: Raw -555775.627751 + Penalty 2809.357916 = -552966.269835 nChanged 16 SP:Iteration 35Q (720.487227 sec): 3 clusters Score: Raw -555790.831304 + Penalty 2809.357916 = -552981.473388 nChanged 18 SP:Iteration 36Q (720.541543 sec): 3 clusters Score: Raw -555802.892661 + Penalty 2809.357916 = -552993.534745 nChanged 13 SP:Iteration 37Q (720.602376 sec): 3 clusters Score: Raw -555812.552185 + Penalty 2809.357916 = -553003.194269 nChanged 9 SP:Iteration 38Q (720.663816 sec): 3 clusters Score: Raw -555817.630285 + Penalty 2809.357916 = -553008.272369 nChanged 4 SP:Iteration 39Q (720.718129 sec): 3 clusters Score: Raw -555820.363810 + Penalty 2809.357916 = -553011.005894 nChanged 4 SP:Iteration 40F (720.762328 sec): 3 clusters Score: Raw -555823.297947 + Penalty 2809.357916 = -553013.940031 nChanged 3 SP:Iteration 41Q (720.821513 sec): 3 clusters Score: Raw -555827.811893 + Penalty 2809.357916 = -553018.453977 nChanged 3 SP:Iteration 42Q (720.880094 sec): 3 clusters Score: Raw -555829.256627 + Penalty 2809.357916 = -553019.898711 nChanged 2 SP:Iteration 43Q (720.925283 sec): 3 clusters Score: Raw -555832.442241 + Penalty 2809.357916 = -553023.084325 nChanged 2 SP:Iteration 44Q (720.987526 sec): 3 clusters Score: Raw -555833.242275 + Penalty 2809.357916 = -553023.884358 nChanged 2 SP:Iteration 45Q (721.031017 sec): 3 clusters Score: Raw -555834.268595 + Penalty 2809.357916 = -553024.910679 nChanged 3 SP:Iteration 46Q (721.093499 sec): 3 clusters Score: Raw -555835.454391 + Penalty 2809.357916 = -553026.096475 nChanged 1 SP:Iteration 47Q (721.136279 sec): 3 clusters Score: Raw -555835.701725 + Penalty 2809.357916 = -553026.343809 nChanged 2 SP:Iteration 48Q (721.202873 sec): 3 clusters Score: Raw -555837.041843 + Penalty 2809.357916 = -553027.683927 nChanged 0 SP:Iteration 49F (721.258588 sec): 3 clusters Score: Raw -555837.041843 + Penalty 2809.357916 = -553027.683927 nChanged 0 Trying to split cluster 19 (10983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (721.298751 sec): 2 clusters Score: Raw -989371.117903 + Penalty 1511.916884 = -987859.201019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (721.363609 sec): 3 clusters Score: Raw -983161.886105 + Penalty 3023.833768 = -980138.052337 nChanged 4779 SP:Iteration 1F (721.430903 sec): 3 clusters Score: Raw -985665.533368 + Penalty 3023.833768 = -982641.699600 nChanged 644 SP:Iteration 2F (721.495666 sec): 3 clusters Score: Raw -985928.709789 + Penalty 3023.833768 = -982904.876020 nChanged 541 SP:Iteration 3Q (721.563401 sec): 3 clusters Score: Raw -986148.311208 + Penalty 3023.833768 = -983124.477440 nChanged 490 SP:Iteration 4Q (721.618702 sec): 3 clusters Score: Raw -986359.128279 + Penalty 3023.833768 = -983335.294511 nChanged 511 SP:Iteration 5Q (721.684913 sec): 3 clusters Score: Raw -986616.353571 + Penalty 3023.833768 = -983592.519803 nChanged 545 SP:Iteration 6Q (721.761420 sec): 3 clusters Score: Raw -986916.193291 + Penalty 3023.833768 = -983892.359523 nChanged 546 SP:Iteration 7Q (721.828498 sec): 3 clusters Score: Raw -987235.447166 + Penalty 3023.833768 = -984211.613398 nChanged 556 SP:Iteration 8F (721.889932 sec): 3 clusters Score: Raw -987572.435140 + Penalty 3023.833768 = -984548.601372 nChanged 483 SP:Iteration 9Q (721.948771 sec): 3 clusters Score: Raw -987878.039910 + Penalty 3023.833768 = -984854.206141 nChanged 444 SP:Iteration 10Q (722.013750 sec): 3 clusters Score: Raw -988131.373678 + Penalty 3023.833768 = -985107.539910 nChanged 356 SP:Iteration 11Q (722.092554 sec): 3 clusters Score: Raw -988315.034170 + Penalty 3023.833768 = -985291.200402 nChanged 307 SP:Iteration 12Q (722.160655 sec): 3 clusters Score: Raw -988486.760579 + Penalty 3023.833768 = -985462.926811 nChanged 245 SP:Iteration 13Q (722.225968 sec): 3 clusters Score: Raw -988631.956608 + Penalty 3023.833768 = -985608.122840 nChanged 215 SP:Iteration 14Q (722.295660 sec): 3 clusters Score: Raw -988759.139466 + Penalty 3023.833768 = -985735.305698 nChanged 212 SP:Iteration 15Q (722.356003 sec): 3 clusters Score: Raw -988889.578927 + Penalty 3023.833768 = -985865.745159 nChanged 195 SP:Iteration 16Q (722.435721 sec): 3 clusters Score: Raw -989032.003566 + Penalty 3023.833768 = -986008.169798 nChanged 161 SP:Iteration 17Q (722.503274 sec): 3 clusters Score: Raw -989150.016412 + Penalty 3023.833768 = -986126.182644 nChanged 151 SP:Iteration 18Q (722.560126 sec): 3 clusters Score: Raw -989258.346174 + Penalty 3023.833768 = -986234.512406 nChanged 144 SP:Iteration 19Q (722.625951 sec): 3 clusters Score: Raw -989382.102023 + Penalty 3023.833768 = -986358.268255 nChanged 136 SP:Iteration 20F (722.691195 sec): 3 clusters Score: Raw -989492.917687 + Penalty 3023.833768 = -986469.083919 nChanged 125 SP:Iteration 21Q (722.754207 sec): 3 clusters Score: Raw -989572.559483 + Penalty 3023.833768 = -986548.725715 nChanged 96 SP:Iteration 22Q (722.828046 sec): 3 clusters Score: Raw -989633.661373 + Penalty 3023.833768 = -986609.827605 nChanged 68 SP:Iteration 23Q (722.885344 sec): 3 clusters Score: Raw -989675.395691 + Penalty 3023.833768 = -986651.561923 nChanged 64 SP:Iteration 24Q (722.961495 sec): 3 clusters Score: Raw -989708.693418 + Penalty 3023.833768 = -986684.859649 nChanged 57 SP:Iteration 25Q (723.025483 sec): 3 clusters Score: Raw -989733.785647 + Penalty 3023.833768 = -986709.951879 nChanged 40 SP:Iteration 26Q (723.089342 sec): 3 clusters Score: Raw -989746.350884 + Penalty 3023.833768 = -986722.517116 nChanged 33 SP:Iteration 27Q (723.155957 sec): 3 clusters Score: Raw -989755.699106 + Penalty 3023.833768 = -986731.865338 nChanged 21 SP:Iteration 28Q (723.211992 sec): 3 clusters Score: Raw -989761.380253 + Penalty 3023.833768 = -986737.546485 nChanged 17 SP:Iteration 29Q (723.290475 sec): 3 clusters Score: Raw -989767.666912 + Penalty 3023.833768 = -986743.833144 nChanged 23 SP:Iteration 30Q (723.350069 sec): 3 clusters Score: Raw -989776.341838 + Penalty 3023.833768 = -986752.508070 nChanged 19 SP:Iteration 31Q (723.404603 sec): 3 clusters Score: Raw -989782.916611 + Penalty 3023.833768 = -986759.082843 nChanged 23 SP:Iteration 32Q (723.474658 sec): 3 clusters Score: Raw -989790.028600 + Penalty 3023.833768 = -986766.194832 nChanged 19 SP:Iteration 33Q (723.539231 sec): 3 clusters Score: Raw -989796.464394 + Penalty 3023.833768 = -986772.630626 nChanged 23 SP:Iteration 34Q (723.600676 sec): 3 clusters Score: Raw -989802.368271 + Penalty 3023.833768 = -986778.534503 nChanged 19 SP:Iteration 35Q (723.662428 sec): 3 clusters Score: Raw -989809.938634 + Penalty 3023.833768 = -986786.104866 nChanged 28 SP:Iteration 36Q (723.724385 sec): 3 clusters Score: Raw -989820.241386 + Penalty 3023.833768 = -986796.407617 nChanged 27 SP:Iteration 37Q (723.790129 sec): 3 clusters Score: Raw -989826.960966 + Penalty 3023.833768 = -986803.127198 nChanged 15 SP:Iteration 38Q (723.841894 sec): 3 clusters Score: Raw -989831.099261 + Penalty 3023.833768 = -986807.265493 nChanged 10 SP:Iteration 39Q (723.911453 sec): 3 clusters Score: Raw -989832.679027 + Penalty 3023.833768 = -986808.845259 nChanged 9 SP:Iteration 40F (723.979646 sec): 3 clusters Score: Raw -989835.195676 + Penalty 3023.833768 = -986811.361908 nChanged 6 SP:Iteration 41Q (724.042024 sec): 3 clusters Score: Raw -989835.822064 + Penalty 3023.833768 = -986811.988296 nChanged 1 SP:Iteration 42Q (724.104077 sec): 3 clusters Score: Raw -989835.947875 + Penalty 3023.833768 = -986812.114107 nChanged 1 SP:Iteration 43Q (724.167845 sec): 3 clusters Score: Raw -989836.183177 + Penalty 3023.833768 = -986812.349409 nChanged 1 SP:Iteration 44Q (724.232204 sec): 3 clusters Score: Raw -989836.297394 + Penalty 3023.833768 = -986812.463626 nChanged 1 SP:Iteration 45Q (724.283396 sec): 3 clusters Score: Raw -989836.500855 + Penalty 3023.833768 = -986812.667087 nChanged 3 SP:Iteration 46Q (724.355079 sec): 3 clusters Score: Raw -989836.885940 + Penalty 3023.833768 = -986813.052172 nChanged 2 SP:Iteration 47Q (724.422560 sec): 3 clusters Score: Raw -989837.165251 + Penalty 3023.833768 = -986813.331483 nChanged 1 SP:Iteration 48Q (724.483209 sec): 3 clusters Score: Raw -989837.313645 + Penalty 3023.833768 = -986813.479877 nChanged 0 SP:Iteration 49F (724.548495 sec): 3 clusters Score: Raw -989837.313645 + Penalty 3023.833768 = -986813.479877 nChanged 0 Trying to split cluster 20 (4670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (724.582668 sec): 2 clusters Score: Raw -440740.330870 + Penalty 1372.948582 = -439367.382288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (724.637814 sec): 3 clusters Score: Raw -438342.578848 + Penalty 2745.897164 = -435596.681684 nChanged 1879 SP:Iteration 1F (724.680976 sec): 3 clusters Score: Raw -439380.698168 + Penalty 2745.897164 = -436634.801004 nChanged 319 SP:Iteration 2F (724.733758 sec): 3 clusters Score: Raw -439558.985953 + Penalty 2745.897164 = -436813.088789 nChanged 239 SP:Iteration 3F (724.790071 sec): 3 clusters Score: Raw -439678.458193 + Penalty 2745.897164 = -436932.561029 nChanged 157 SP:Iteration 4Q (724.845714 sec): 3 clusters Score: Raw -439747.795945 + Penalty 2745.897164 = -437001.898781 nChanged 123 SP:Iteration 5Q (724.912228 sec): 3 clusters Score: Raw -439798.877469 + Penalty 2745.897164 = -437052.980305 nChanged 115 SP:Iteration 6Q (724.969645 sec): 3 clusters Score: Raw -439848.357415 + Penalty 2745.897164 = -437102.460251 nChanged 97 SP:Iteration 7Q (725.025869 sec): 3 clusters Score: Raw -439890.268828 + Penalty 2745.897164 = -437144.371664 nChanged 96 SP:Iteration 8Q (725.068808 sec): 3 clusters Score: Raw -439928.717723 + Penalty 2745.897164 = -437182.820559 nChanged 93 SP:Iteration 9Q (725.129509 sec): 3 clusters Score: Raw -439967.542424 + Penalty 2745.897164 = -437221.645260 nChanged 87 SP:Iteration 10Q (725.179202 sec): 3 clusters Score: Raw -440002.435143 + Penalty 2745.897164 = -437256.537979 nChanged 88 SP:Iteration 11Q (725.245661 sec): 3 clusters Score: Raw -440040.551508 + Penalty 2745.897164 = -437294.654344 nChanged 107 SP:Iteration 12Q (725.295998 sec): 3 clusters Score: Raw -440094.131411 + Penalty 2745.897164 = -437348.234247 nChanged 101 SP:Iteration 13Q (725.353446 sec): 3 clusters Score: Raw -440144.333983 + Penalty 2745.897164 = -437398.436819 nChanged 105 SP:Iteration 14Q (725.416284 sec): 3 clusters Score: Raw -440199.850402 + Penalty 2745.897164 = -437453.953238 nChanged 120 SP:Iteration 15Q (725.474868 sec): 3 clusters Score: Raw -440266.068494 + Penalty 2745.897164 = -437520.171330 nChanged 117 SP:Iteration 16Q (725.531024 sec): 3 clusters Score: Raw -440341.528909 + Penalty 2745.897164 = -437595.631745 nChanged 135 SP:Iteration 17Q (725.592255 sec): 3 clusters Score: Raw -440439.584043 + Penalty 2745.897164 = -437693.686879 nChanged 131 SP:Iteration 18Q (725.638017 sec): 3 clusters Score: Raw -440537.812616 + Penalty 2745.897164 = -437791.915452 nChanged 130 SP:Iteration 19Q (725.697221 sec): 3 clusters Score: Raw -440627.447853 + Penalty 2745.897164 = -437881.550689 nChanged 104 SP:Iteration 20F (725.754251 sec): 3 clusters Score: Raw -440703.659179 + Penalty 2745.897164 = -437957.762015 nChanged 97 SP:Iteration 21Q (725.820108 sec): 3 clusters Score: Raw -440790.574428 + Penalty 2745.897164 = -438044.677264 nChanged 92 SP:Iteration 22Q (725.880521 sec): 3 clusters Score: Raw -440883.959066 + Penalty 2745.897164 = -438138.061902 nChanged 96 SP:Iteration 23Q (725.934757 sec): 3 clusters Score: Raw -440966.172129 + Penalty 2745.897164 = -438220.274965 nChanged 82 SP:Iteration 24Q (725.989317 sec): 3 clusters Score: Raw -441034.565440 + Penalty 2745.897164 = -438288.668276 nChanged 56 SP:Iteration 25Q (726.038080 sec): 3 clusters Score: Raw -441079.204469 + Penalty 2745.897164 = -438333.307305 nChanged 43 SP:Iteration 26Q (726.093413 sec): 3 clusters Score: Raw -441113.318046 + Penalty 2745.897164 = -438367.420882 nChanged 45 SP:Iteration 27Q (726.151523 sec): 3 clusters Score: Raw -441151.217235 + Penalty 2745.897164 = -438405.320071 nChanged 42 SP:Iteration 28Q (726.206560 sec): 3 clusters Score: Raw -441182.609366 + Penalty 2745.897164 = -438436.712202 nChanged 35 SP:Iteration 29Q (726.258125 sec): 3 clusters Score: Raw -441206.049119 + Penalty 2745.897164 = -438460.151955 nChanged 26 SP:Iteration 30Q (726.303210 sec): 3 clusters Score: Raw -441220.010319 + Penalty 2745.897164 = -438474.113155 nChanged 22 SP:Iteration 31Q (726.360438 sec): 3 clusters Score: Raw -441239.393410 + Penalty 2745.897164 = -438493.496246 nChanged 28 SP:Iteration 32Q (726.415842 sec): 3 clusters Score: Raw -441256.302403 + Penalty 2745.897164 = -438510.405239 nChanged 18 SP:Iteration 33Q (726.466521 sec): 3 clusters Score: Raw -441262.411936 + Penalty 2745.897164 = -438516.514772 nChanged 11 SP:Iteration 34Q (726.529581 sec): 3 clusters Score: Raw -441266.932185 + Penalty 2745.897164 = -438521.035021 nChanged 7 SP:Iteration 35Q (726.573858 sec): 3 clusters Score: Raw -441268.985472 + Penalty 2745.897164 = -438523.088308 nChanged 2 SP:Iteration 36Q (726.631774 sec): 3 clusters Score: Raw -441269.663168 + Penalty 2745.897164 = -438523.766005 nChanged 0 SP:Iteration 37F (726.691463 sec): 3 clusters Score: Raw -441269.663168 + Penalty 2745.897164 = -438523.766005 nChanged 0 Trying to split cluster 21 (7758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (726.724614 sec): 2 clusters Score: Raw -761811.997013 + Penalty 1455.427975 = -760356.569038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (726.793678 sec): 3 clusters Score: Raw -757611.296473 + Penalty 2910.855951 = -754700.440522 nChanged 3164 SP:Iteration 1F (726.858294 sec): 3 clusters Score: Raw -759268.673829 + Penalty 2910.855951 = -756357.817879 nChanged 465 SP:Iteration 2F (726.908297 sec): 3 clusters Score: Raw -759470.419113 + Penalty 2910.855951 = -756559.563163 nChanged 363 SP:Iteration 3Q (726.966517 sec): 3 clusters Score: Raw -759605.138572 + Penalty 2910.855951 = -756694.282621 nChanged 275 SP:Iteration 4Q (727.036710 sec): 3 clusters Score: Raw -759705.835686 + Penalty 2910.855951 = -756794.979735 nChanged 248 SP:Iteration 5Q (727.100089 sec): 3 clusters Score: Raw -759795.966119 + Penalty 2910.855951 = -756885.110168 nChanged 216 SP:Iteration 6Q (727.161349 sec): 3 clusters Score: Raw -759866.639218 + Penalty 2910.855951 = -756955.783267 nChanged 218 SP:Iteration 7Q (727.212362 sec): 3 clusters Score: Raw -759959.391041 + Penalty 2910.855951 = -757048.535090 nChanged 223 SP:Iteration 8Q (727.272740 sec): 3 clusters Score: Raw -760045.650066 + Penalty 2910.855951 = -757134.794115 nChanged 225 SP:Iteration 9Q (727.335311 sec): 3 clusters Score: Raw -760131.465692 + Penalty 2910.855951 = -757220.609741 nChanged 199 SP:Iteration 10Q (727.404767 sec): 3 clusters Score: Raw -760208.601617 + Penalty 2910.855951 = -757297.745667 nChanged 175 SP:Iteration 11Q (727.465361 sec): 3 clusters Score: Raw -760276.940651 + Penalty 2910.855951 = -757366.084701 nChanged 179 SP:Iteration 12Q (727.526537 sec): 3 clusters Score: Raw -760346.366918 + Penalty 2910.855951 = -757435.510968 nChanged 178 SP:Iteration 13Q (727.577437 sec): 3 clusters Score: Raw -760433.199813 + Penalty 2910.855951 = -757522.343863 nChanged 209 SP:Iteration 14Q (727.651094 sec): 3 clusters Score: Raw -760529.125461 + Penalty 2910.855951 = -757618.269510 nChanged 198 SP:Iteration 15Q (727.696990 sec): 3 clusters Score: Raw -760620.197509 + Penalty 2910.855951 = -757709.341558 nChanged 197 SP:Iteration 16Q (727.755697 sec): 3 clusters Score: Raw -760715.614205 + Penalty 2910.855951 = -757804.758254 nChanged 187 SP:Iteration 17Q (727.824829 sec): 3 clusters Score: Raw -760802.981844 + Penalty 2910.855951 = -757892.125893 nChanged 199 SP:Iteration 18Q (727.887531 sec): 3 clusters Score: Raw -760894.820303 + Penalty 2910.855951 = -757983.964353 nChanged 207 SP:Iteration 19Q (727.935652 sec): 3 clusters Score: Raw -760997.025306 + Penalty 2910.855951 = -758086.169356 nChanged 190 SP:Iteration 20F (727.995425 sec): 3 clusters Score: Raw -761080.637736 + Penalty 2910.855951 = -758169.781786 nChanged 175 SP:Iteration 21Q (728.067917 sec): 3 clusters Score: Raw -761157.194466 + Penalty 2910.855951 = -758246.338515 nChanged 161 SP:Iteration 22Q (728.126922 sec): 3 clusters Score: Raw -761235.439832 + Penalty 2910.855951 = -758324.583882 nChanged 166 SP:Iteration 23Q (728.190082 sec): 3 clusters Score: Raw -761315.164052 + Penalty 2910.855951 = -758404.308101 nChanged 155 SP:Iteration 24Q (728.239914 sec): 3 clusters Score: Raw -761389.076440 + Penalty 2910.855951 = -758478.220490 nChanged 157 SP:Iteration 25Q (728.304202 sec): 3 clusters Score: Raw -761459.254508 + Penalty 2910.855951 = -758548.398558 nChanged 128 SP:Iteration 26Q (728.367514 sec): 3 clusters Score: Raw -761522.399494 + Penalty 2910.855951 = -758611.543543 nChanged 124 SP:Iteration 27Q (728.434095 sec): 3 clusters Score: Raw -761577.677446 + Penalty 2910.855951 = -758666.821495 nChanged 102 SP:Iteration 28Q (728.482731 sec): 3 clusters Score: Raw -761633.058827 + Penalty 2910.855951 = -758722.202876 nChanged 102 SP:Iteration 29Q (728.535966 sec): 3 clusters Score: Raw -761674.564604 + Penalty 2910.855951 = -758763.708653 nChanged 81 SP:Iteration 30Q (728.595633 sec): 3 clusters Score: Raw -761703.312348 + Penalty 2910.855951 = -758792.456398 nChanged 63 SP:Iteration 31Q (728.665909 sec): 3 clusters Score: Raw -761724.028161 + Penalty 2910.855951 = -758813.172210 nChanged 62 SP:Iteration 32Q (728.721578 sec): 3 clusters Score: Raw -761743.133518 + Penalty 2910.855951 = -758832.277567 nChanged 49 SP:Iteration 33Q (728.782572 sec): 3 clusters Score: Raw -761760.449016 + Penalty 2910.855951 = -758849.593065 nChanged 52 SP:Iteration 34Q (728.846470 sec): 3 clusters Score: Raw -761781.212352 + Penalty 2910.855951 = -758870.356401 nChanged 51 SP:Iteration 35Q (728.895392 sec): 3 clusters Score: Raw -761803.656862 + Penalty 2910.855951 = -758892.800912 nChanged 56 SP:Iteration 36Q (728.968805 sec): 3 clusters Score: Raw -761825.770583 + Penalty 2910.855951 = -758914.914632 nChanged 38 SP:Iteration 37Q (729.029374 sec): 3 clusters Score: Raw -761839.173054 + Penalty 2910.855951 = -758928.317104 nChanged 35 SP:Iteration 38Q (729.077137 sec): 3 clusters Score: Raw -761853.138546 + Penalty 2910.855951 = -758942.282595 nChanged 40 SP:Iteration 39Q (729.131798 sec): 3 clusters Score: Raw -761871.557466 + Penalty 2910.855951 = -758960.701516 nChanged 42 SP:Iteration 40F (729.195595 sec): 3 clusters Score: Raw -761892.392246 + Penalty 2910.855951 = -758981.536295 nChanged 34 SP:Iteration 41Q (729.262424 sec): 3 clusters Score: Raw -761909.886453 + Penalty 2910.855951 = -758999.030502 nChanged 31 SP:Iteration 42Q (729.320158 sec): 3 clusters Score: Raw -761924.017432 + Penalty 2910.855951 = -759013.161482 nChanged 26 SP:Iteration 43Q (729.385774 sec): 3 clusters Score: Raw -761936.145083 + Penalty 2910.855951 = -759025.289133 nChanged 32 SP:Iteration 44Q (729.442441 sec): 3 clusters Score: Raw -761948.576489 + Penalty 2910.855951 = -759037.720539 nChanged 21 SP:Iteration 45Q (729.502137 sec): 3 clusters Score: Raw -761957.907947 + Penalty 2910.855951 = -759047.051996 nChanged 23 SP:Iteration 46Q (729.562147 sec): 3 clusters Score: Raw -761967.930771 + Penalty 2910.855951 = -759057.074820 nChanged 20 SP:Iteration 47Q (729.620794 sec): 3 clusters Score: Raw -761973.969663 + Penalty 2910.855951 = -759063.113713 nChanged 13 SP:Iteration 48Q (729.679263 sec): 3 clusters Score: Raw -761978.772354 + Penalty 2910.855951 = -759067.916404 nChanged 9 SP:Iteration 49Q (729.726477 sec): 3 clusters Score: Raw -761981.051303 + Penalty 2910.855951 = -759070.195353 nChanged 8 SP:Iteration 50Q (729.796214 sec): 3 clusters Score: Raw -761984.791966 + Penalty 2910.855951 = -759073.936015 nChanged 12 SP:Iteration 51Q (729.854011 sec): 3 clusters Score: Raw -761989.068047 + Penalty 2910.855951 = -759078.212096 nChanged 12 SP:Iteration 52Q (729.916556 sec): 3 clusters Score: Raw -761992.099061 + Penalty 2910.855951 = -759081.243110 nChanged 5 SP:Iteration 53Q (729.962180 sec): 3 clusters Score: Raw -761994.166833 + Penalty 2910.855951 = -759083.310882 nChanged 4 SP:Iteration 54Q (730.026663 sec): 3 clusters Score: Raw -761995.421622 + Penalty 2910.855951 = -759084.565671 nChanged 1 SP:Iteration 55Q (730.070223 sec): 3 clusters Score: Raw -761995.558898 + Penalty 2910.855951 = -759084.702947 nChanged 0 SP:Iteration 56F (730.136609 sec): 3 clusters Score: Raw -761995.558898 + Penalty 2910.855951 = -759084.702947 nChanged 0 Trying to split cluster 22 (6370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (730.161969 sec): 2 clusters Score: Raw -586383.696360 + Penalty 1423.395147 = -584960.301213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (730.216609 sec): 3 clusters Score: Raw -582984.111394 + Penalty 2846.790293 = -580137.321100 nChanged 2608 SP:Iteration 1F (730.281470 sec): 3 clusters Score: Raw -584637.653518 + Penalty 2846.790293 = -581790.863225 nChanged 565 SP:Iteration 2F (730.332220 sec): 3 clusters Score: Raw -585123.200021 + Penalty 2846.790293 = -582276.409728 nChanged 448 SP:Iteration 3F (730.386259 sec): 3 clusters Score: Raw -585481.740895 + Penalty 2846.790293 = -582634.950602 nChanged 376 SP:Iteration 4F (730.432708 sec): 3 clusters Score: Raw -585756.539661 + Penalty 2846.790293 = -582909.749368 nChanged 325 SP:Iteration 5F (730.498956 sec): 3 clusters Score: Raw -586005.725228 + Penalty 2846.790293 = -583158.934935 nChanged 306 SP:Iteration 6Q (730.550132 sec): 3 clusters Score: Raw -586221.304431 + Penalty 2846.790293 = -583374.514138 nChanged 240 SP:Iteration 7Q (730.620043 sec): 3 clusters Score: Raw -586372.318608 + Penalty 2846.790293 = -583525.528314 nChanged 206 SP:Iteration 8Q (730.667591 sec): 3 clusters Score: Raw -586504.081052 + Penalty 2846.790293 = -583657.290758 nChanged 163 SP:Iteration 9Q (730.725251 sec): 3 clusters Score: Raw -586588.631756 + Penalty 2846.790293 = -583741.841462 nChanged 119 SP:Iteration 10Q (730.782547 sec): 3 clusters Score: Raw -586651.940132 + Penalty 2846.790293 = -583805.149838 nChanged 98 SP:Iteration 11Q (730.846683 sec): 3 clusters Score: Raw -586700.378608 + Penalty 2846.790293 = -583853.588315 nChanged 89 SP:Iteration 12Q (730.907121 sec): 3 clusters Score: Raw -586746.486351 + Penalty 2846.790293 = -583899.696058 nChanged 78 SP:Iteration 13Q (730.967575 sec): 3 clusters Score: Raw -586780.339178 + Penalty 2846.790293 = -583933.548885 nChanged 75 SP:Iteration 14Q (731.026688 sec): 3 clusters Score: Raw -586808.715012 + Penalty 2846.790293 = -583961.924719 nChanged 55 SP:Iteration 15Q (731.077976 sec): 3 clusters Score: Raw -586827.682472 + Penalty 2846.790293 = -583980.892179 nChanged 38 SP:Iteration 16Q (731.136248 sec): 3 clusters Score: Raw -586837.768706 + Penalty 2846.790293 = -583990.978413 nChanged 28 SP:Iteration 17Q (731.187346 sec): 3 clusters Score: Raw -586845.497221 + Penalty 2846.790293 = -583998.706928 nChanged 28 SP:Iteration 18Q (731.251761 sec): 3 clusters Score: Raw -586851.642723 + Penalty 2846.790293 = -584004.852429 nChanged 19 SP:Iteration 19Q (731.302211 sec): 3 clusters Score: Raw -586854.694297 + Penalty 2846.790293 = -584007.904004 nChanged 18 SP:Iteration 20F (731.359068 sec): 3 clusters Score: Raw -586858.145258 + Penalty 2846.790293 = -584011.354965 nChanged 13 SP:Iteration 21Q (731.419946 sec): 3 clusters Score: Raw -586860.470586 + Penalty 2846.790293 = -584013.680293 nChanged 18 SP:Iteration 22Q (731.475350 sec): 3 clusters Score: Raw -586863.764319 + Penalty 2846.790293 = -584016.974026 nChanged 12 SP:Iteration 23Q (731.538424 sec): 3 clusters Score: Raw -586865.855791 + Penalty 2846.790293 = -584019.065498 nChanged 10 SP:Iteration 24Q (731.586578 sec): 3 clusters Score: Raw -586867.834318 + Penalty 2846.790293 = -584021.044025 nChanged 9 SP:Iteration 25Q (731.652454 sec): 3 clusters Score: Raw -586870.020681 + Penalty 2846.790293 = -584023.230387 nChanged 11 SP:Iteration 26Q (731.713547 sec): 3 clusters Score: Raw -586871.665844 + Penalty 2846.790293 = -584024.875550 nChanged 7 SP:Iteration 27Q (731.758217 sec): 3 clusters Score: Raw -586873.667080 + Penalty 2846.790293 = -584026.876787 nChanged 15 SP:Iteration 28Q (731.812596 sec): 3 clusters Score: Raw -586876.876290 + Penalty 2846.790293 = -584030.085997 nChanged 8 SP:Iteration 29Q (731.881765 sec): 3 clusters Score: Raw -586878.400902 + Penalty 2846.790293 = -584031.610609 nChanged 6 SP:Iteration 30Q (731.937276 sec): 3 clusters Score: Raw -586879.435965 + Penalty 2846.790293 = -584032.645672 nChanged 4 SP:Iteration 31Q (731.997557 sec): 3 clusters Score: Raw -586879.918252 + Penalty 2846.790293 = -584033.127958 nChanged 4 SP:Iteration 32Q (732.050141 sec): 3 clusters Score: Raw -586880.564486 + Penalty 2846.790293 = -584033.774193 nChanged 5 SP:Iteration 33Q (732.104984 sec): 3 clusters Score: Raw -586881.654483 + Penalty 2846.790293 = -584034.864190 nChanged 5 SP:Iteration 34Q (732.152555 sec): 3 clusters Score: Raw -586882.652596 + Penalty 2846.790293 = -584035.862303 nChanged 8 SP:Iteration 35Q (732.209940 sec): 3 clusters Score: Raw -586884.174233 + Penalty 2846.790293 = -584037.383939 nChanged 8 SP:Iteration 36Q (732.264478 sec): 3 clusters Score: Raw -586885.517370 + Penalty 2846.790293 = -584038.727076 nChanged 8 SP:Iteration 37Q (732.318910 sec): 3 clusters Score: Raw -586886.898561 + Penalty 2846.790293 = -584040.108267 nChanged 6 SP:Iteration 38Q (732.385293 sec): 3 clusters Score: Raw -586887.852488 + Penalty 2846.790293 = -584041.062194 nChanged 7 SP:Iteration 39Q (732.433669 sec): 3 clusters Score: Raw -586888.667968 + Penalty 2846.790293 = -584041.877674 nChanged 3 SP:Iteration 40F (732.491487 sec): 3 clusters Score: Raw -586889.039066 + Penalty 2846.790293 = -584042.248773 nChanged 3 SP:Iteration 41Q (732.548299 sec): 3 clusters Score: Raw -586889.557518 + Penalty 2846.790293 = -584042.767224 nChanged 3 SP:Iteration 42Q (732.605078 sec): 3 clusters Score: Raw -586890.403707 + Penalty 2846.790293 = -584043.613413 nChanged 4 SP:Iteration 43Q (732.668279 sec): 3 clusters Score: Raw -586891.153632 + Penalty 2846.790293 = -584044.363339 nChanged 2 SP:Iteration 44Q (732.727375 sec): 3 clusters Score: Raw -586891.454910 + Penalty 2846.790293 = -584044.664617 nChanged 2 SP:Iteration 45Q (732.784309 sec): 3 clusters Score: Raw -586891.885363 + Penalty 2846.790293 = -584045.095069 nChanged 5 SP:Iteration 46Q (732.843676 sec): 3 clusters Score: Raw -586892.815280 + Penalty 2846.790293 = -584046.024987 nChanged 3 SP:Iteration 47Q (732.889859 sec): 3 clusters Score: Raw -586893.076586 + Penalty 2846.790293 = -584046.286293 nChanged 3 SP:Iteration 48Q (732.953099 sec): 3 clusters Score: Raw -586893.412526 + Penalty 2846.790293 = -584046.622233 nChanged 5 SP:Iteration 49Q (733.006352 sec): 3 clusters Score: Raw -586894.373919 + Penalty 2846.790293 = -584047.583626 nChanged 5 SP:Iteration 50Q (733.064130 sec): 3 clusters Score: Raw -586895.413654 + Penalty 2846.790293 = -584048.623361 nChanged 4 SP:Iteration 51Q (733.120182 sec): 3 clusters Score: Raw -586896.085732 + Penalty 2846.790293 = -584049.295439 nChanged 5 SP:Iteration 52Q (733.184733 sec): 3 clusters Score: Raw -586897.125544 + Penalty 2846.790293 = -584050.335251 nChanged 4 SP:Iteration 53Q (733.236384 sec): 3 clusters Score: Raw -586897.751635 + Penalty 2846.790293 = -584050.961342 nChanged 4 SP:Iteration 54Q (733.297917 sec): 3 clusters Score: Raw -586898.342940 + Penalty 2846.790293 = -584051.552647 nChanged 4 SP:Iteration 55Q (733.356999 sec): 3 clusters Score: Raw -586898.782436 + Penalty 2846.790293 = -584051.992142 nChanged 2 SP:Iteration 56Q (733.411724 sec): 3 clusters Score: Raw -586899.122401 + Penalty 2846.790293 = -584052.332108 nChanged 2 SP:Iteration 57Q (733.474784 sec): 3 clusters Score: Raw -586899.416997 + Penalty 2846.790293 = -584052.626704 nChanged 1 SP:Iteration 58Q (733.530622 sec): 3 clusters Score: Raw -586899.694871 + Penalty 2846.790293 = -584052.904577 nChanged 0 SP:Iteration 59F (733.591236 sec): 3 clusters Score: Raw -586899.694871 + Penalty 2846.790293 = -584052.904577 nChanged 0 Trying to split cluster 23 (10961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (733.632404 sec): 2 clusters Score: Raw -1023951.100549 + Penalty 1511.591055 = -1022439.509494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (733.697469 sec): 3 clusters Score: Raw -1017771.839379 + Penalty 3023.182109 = -1014748.657270 nChanged 4776 SP:Iteration 1F (733.752008 sec): 3 clusters Score: Raw -1020429.096683 + Penalty 3023.182109 = -1017405.914574 nChanged 740 SP:Iteration 2F (733.816157 sec): 3 clusters Score: Raw -1020832.295959 + Penalty 3023.182109 = -1017809.113850 nChanged 664 SP:Iteration 3F (733.879777 sec): 3 clusters Score: Raw -1021205.894523 + Penalty 3023.182109 = -1018182.712414 nChanged 624 SP:Iteration 4F (733.950827 sec): 3 clusters Score: Raw -1021626.410049 + Penalty 3023.182109 = -1018603.227940 nChanged 662 SP:Iteration 5F (734.012694 sec): 3 clusters Score: Raw -1022159.687673 + Penalty 3023.182109 = -1019136.505564 nChanged 685 SP:Iteration 6F (734.078732 sec): 3 clusters Score: Raw -1022670.018018 + Penalty 3023.182109 = -1019646.835909 nChanged 621 SP:Iteration 7F (734.150862 sec): 3 clusters Score: Raw -1023054.726988 + Penalty 3023.182109 = -1020031.544879 nChanged 485 SP:Iteration 8Q (734.212570 sec): 3 clusters Score: Raw -1023310.032604 + Penalty 3023.182109 = -1020286.850495 nChanged 357 SP:Iteration 9Q (734.285025 sec): 3 clusters Score: Raw -1023477.149429 + Penalty 3023.182109 = -1020453.967320 nChanged 292 SP:Iteration 10Q (734.353309 sec): 3 clusters Score: Raw -1023596.603130 + Penalty 3023.182109 = -1020573.421021 nChanged 218 SP:Iteration 11Q (734.421786 sec): 3 clusters Score: Raw -1023681.589523 + Penalty 3023.182109 = -1020658.407414 nChanged 178 SP:Iteration 12Q (734.490745 sec): 3 clusters Score: Raw -1023736.258178 + Penalty 3023.182109 = -1020713.076069 nChanged 113 SP:Iteration 13Q (734.554378 sec): 3 clusters Score: Raw -1023769.164510 + Penalty 3023.182109 = -1020745.982401 nChanged 94 SP:Iteration 14Q (734.607995 sec): 3 clusters Score: Raw -1023794.085848 + Penalty 3023.182109 = -1020770.903739 nChanged 98 SP:Iteration 15Q (734.670469 sec): 3 clusters Score: Raw -1023820.361569 + Penalty 3023.182109 = -1020797.179460 nChanged 87 SP:Iteration 16Q (734.744329 sec): 3 clusters Score: Raw -1023840.071683 + Penalty 3023.182109 = -1020816.889574 nChanged 73 SP:Iteration 17Q (734.797856 sec): 3 clusters Score: Raw -1023853.807429 + Penalty 3023.182109 = -1020830.625320 nChanged 65 SP:Iteration 18Q (734.861013 sec): 3 clusters Score: Raw -1023865.923833 + Penalty 3023.182109 = -1020842.741724 nChanged 50 SP:Iteration 19Q (734.930409 sec): 3 clusters Score: Raw -1023874.588084 + Penalty 3023.182109 = -1020851.405975 nChanged 40 SP:Iteration 20F (735.010355 sec): 3 clusters Score: Raw -1023882.268714 + Penalty 3023.182109 = -1020859.086605 nChanged 39 SP:Iteration 21Q (735.066535 sec): 3 clusters Score: Raw -1023889.289685 + Penalty 3023.182109 = -1020866.107576 nChanged 43 SP:Iteration 22Q (735.131742 sec): 3 clusters Score: Raw -1023896.448992 + Penalty 3023.182109 = -1020873.266883 nChanged 34 SP:Iteration 23Q (735.209657 sec): 3 clusters Score: Raw -1023900.709775 + Penalty 3023.182109 = -1020877.527666 nChanged 27 SP:Iteration 24Q (735.265062 sec): 3 clusters Score: Raw -1023903.841959 + Penalty 3023.182109 = -1020880.659850 nChanged 24 SP:Iteration 25Q (735.339878 sec): 3 clusters Score: Raw -1023907.923298 + Penalty 3023.182109 = -1020884.741188 nChanged 31 SP:Iteration 26Q (735.406553 sec): 3 clusters Score: Raw -1023914.115577 + Penalty 3023.182109 = -1020890.933468 nChanged 42 SP:Iteration 27Q (735.471078 sec): 3 clusters Score: Raw -1023922.782029 + Penalty 3023.182109 = -1020899.599920 nChanged 45 SP:Iteration 28Q (735.535986 sec): 3 clusters Score: Raw -1023931.442241 + Penalty 3023.182109 = -1020908.260132 nChanged 37 SP:Iteration 29Q (735.589885 sec): 3 clusters Score: Raw -1023936.830454 + Penalty 3023.182109 = -1020913.648345 nChanged 38 SP:Iteration 30Q (735.667050 sec): 3 clusters Score: Raw -1023941.904077 + Penalty 3023.182109 = -1020918.721968 nChanged 28 SP:Iteration 31Q (735.736027 sec): 3 clusters Score: Raw -1023945.923655 + Penalty 3023.182109 = -1020922.741546 nChanged 24 SP:Iteration 32Q (735.803042 sec): 3 clusters Score: Raw -1023948.732386 + Penalty 3023.182109 = -1020925.550277 nChanged 15 SP:Iteration 33Q (735.867835 sec): 3 clusters Score: Raw -1023950.498926 + Penalty 3023.182109 = -1020927.316817 nChanged 16 SP:Iteration 34Q (735.933230 sec): 3 clusters Score: Raw -1023953.127470 + Penalty 3023.182109 = -1020929.945361 nChanged 21 SP:Iteration 35Q (736.003448 sec): 3 clusters Score: Raw -1023956.347049 + Penalty 3023.182109 = -1020933.164940 nChanged 24 SP:Iteration 36Q (736.068276 sec): 3 clusters Score: Raw -1023959.803000 + Penalty 3023.182109 = -1020936.620891 nChanged 17 SP:Iteration 37Q (736.121930 sec): 3 clusters Score: Raw -1023961.930466 + Penalty 3023.182109 = -1020938.748357 nChanged 16 SP:Iteration 38Q (736.188263 sec): 3 clusters Score: Raw -1023964.285425 + Penalty 3023.182109 = -1020941.103316 nChanged 14 SP:Iteration 39Q (736.252447 sec): 3 clusters Score: Raw -1023965.794897 + Penalty 3023.182109 = -1020942.612787 nChanged 12 SP:Iteration 40F (736.317838 sec): 3 clusters Score: Raw -1023967.051848 + Penalty 3023.182109 = -1020943.869739 nChanged 8 SP:Iteration 41Q (736.383232 sec): 3 clusters Score: Raw -1023968.042043 + Penalty 3023.182109 = -1020944.859934 nChanged 8 SP:Iteration 42Q (736.444214 sec): 3 clusters Score: Raw -1023969.559741 + Penalty 3023.182109 = -1020946.377632 nChanged 6 SP:Iteration 43Q (736.521703 sec): 3 clusters Score: Raw -1023970.176397 + Penalty 3023.182109 = -1020946.994288 nChanged 10 SP:Iteration 44Q (736.578077 sec): 3 clusters Score: Raw -1023971.721043 + Penalty 3023.182109 = -1020948.538934 nChanged 16 SP:Iteration 45Q (736.656296 sec): 3 clusters Score: Raw -1023974.287740 + Penalty 3023.182109 = -1020951.105631 nChanged 14 SP:Iteration 46Q (736.725010 sec): 3 clusters Score: Raw -1023976.010215 + Penalty 3023.182109 = -1020952.828106 nChanged 18 SP:Iteration 47Q (736.793633 sec): 3 clusters Score: Raw -1023977.506293 + Penalty 3023.182109 = -1020954.324184 nChanged 10 SP:Iteration 48Q (736.856315 sec): 3 clusters Score: Raw -1023978.323986 + Penalty 3023.182109 = -1020955.141877 nChanged 10 SP:Iteration 49Q (736.926572 sec): 3 clusters Score: Raw -1023979.379656 + Penalty 3023.182109 = -1020956.197547 nChanged 6 SP:Iteration 50Q (736.990885 sec): 3 clusters Score: Raw -1023979.948896 + Penalty 3023.182109 = -1020956.766787 nChanged 5 SP:Iteration 51Q (737.048640 sec): 3 clusters Score: Raw -1023980.266659 + Penalty 3023.182109 = -1020957.084550 nChanged 1 SP:Iteration 52Q (737.121220 sec): 3 clusters Score: Raw -1023980.352833 + Penalty 3023.182109 = -1020957.170724 nChanged 0 SP:Iteration 53F (737.192296 sec): 3 clusters Score: Raw -1023980.352833 + Penalty 3023.182109 = -1020957.170724 nChanged 0 Trying to split cluster 24 (60073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (737.300392 sec): 2 clusters Score: Raw -5792028.640138 + Penalty 1788.038812 = -5790240.601326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (737.445723 sec): 3 clusters Score: Raw -5753500.778908 + Penalty 3576.077625 = -5749924.701284 nChanged 28471 SP:Iteration 1F (737.592581 sec): 3 clusters Score: Raw -5769961.295821 + Penalty 3576.077625 = -5766385.218197 nChanged 2799 SP:Iteration 2Q (737.742296 sec): 3 clusters Score: Raw -5771104.291949 + Penalty 3576.077625 = -5767528.214324 nChanged 3135 SP:Iteration 3F (737.881846 sec): 3 clusters Score: Raw -5772689.045360 + Penalty 3576.077625 = -5769112.967735 nChanged 3567 SP:Iteration 4F (738.032187 sec): 3 clusters Score: Raw -5774850.376418 + Penalty 3576.077625 = -5771274.298793 nChanged 3971 SP:Iteration 5F (738.179628 sec): 3 clusters Score: Raw -5777402.463711 + Penalty 3576.077625 = -5773826.386086 nChanged 3960 SP:Iteration 6F (738.327106 sec): 3 clusters Score: Raw -5780093.756181 + Penalty 3576.077625 = -5776517.678556 nChanged 3656 SP:Iteration 7F (738.477140 sec): 3 clusters Score: Raw -5782352.004852 + Penalty 3576.077625 = -5778775.927227 nChanged 3077 SP:Iteration 8F (738.622520 sec): 3 clusters Score: Raw -5783960.946630 + Penalty 3576.077625 = -5780384.869006 nChanged 2300 SP:Iteration 9Q (738.764826 sec): 3 clusters Score: Raw -5784914.320292 + Penalty 3576.077625 = -5781338.242667 nChanged 1592 SP:Iteration 10Q (738.919222 sec): 3 clusters Score: Raw -5785376.598920 + Penalty 3576.077625 = -5781800.521295 nChanged 1063 SP:Iteration 11Q (739.064016 sec): 3 clusters Score: Raw -5785610.019021 + Penalty 3576.077625 = -5782033.941397 nChanged 796 SP:Iteration 12Q (739.217213 sec): 3 clusters Score: Raw -5785769.355776 + Penalty 3576.077625 = -5782193.278152 nChanged 646 SP:Iteration 13Q (739.368343 sec): 3 clusters Score: Raw -5785886.339867 + Penalty 3576.077625 = -5782310.262242 nChanged 572 SP:Iteration 14Q (739.518308 sec): 3 clusters Score: Raw -5785987.478633 + Penalty 3576.077625 = -5782411.401008 nChanged 534 SP:Iteration 15Q (739.658633 sec): 3 clusters Score: Raw -5786072.677741 + Penalty 3576.077625 = -5782496.600117 nChanged 477 SP:Iteration 16Q (739.817726 sec): 3 clusters Score: Raw -5786140.576731 + Penalty 3576.077625 = -5782564.499106 nChanged 433 SP:Iteration 17Q (739.968839 sec): 3 clusters Score: Raw -5786204.697820 + Penalty 3576.077625 = -5782628.620195 nChanged 456 SP:Iteration 18Q (740.113130 sec): 3 clusters Score: Raw -5786271.526590 + Penalty 3576.077625 = -5782695.448965 nChanged 430 SP:Iteration 19Q (740.261550 sec): 3 clusters Score: Raw -5786337.478666 + Penalty 3576.077625 = -5782761.401042 nChanged 461 SP:Iteration 20F (740.413847 sec): 3 clusters Score: Raw -5786410.055742 + Penalty 3576.077625 = -5782833.978117 nChanged 475 SP:Iteration 21Q (740.561618 sec): 3 clusters Score: Raw -5786484.665919 + Penalty 3576.077625 = -5782908.588294 nChanged 500 SP:Iteration 22Q (740.711928 sec): 3 clusters Score: Raw -5786568.171269 + Penalty 3576.077625 = -5782992.093644 nChanged 517 SP:Iteration 23Q (740.866984 sec): 3 clusters Score: Raw -5786657.292005 + Penalty 3576.077625 = -5783081.214380 nChanged 536 SP:Iteration 24Q (741.016796 sec): 3 clusters Score: Raw -5786742.210179 + Penalty 3576.077625 = -5783166.132554 nChanged 546 SP:Iteration 25Q (741.156646 sec): 3 clusters Score: Raw -5786834.630454 + Penalty 3576.077625 = -5783258.552829 nChanged 570 SP:Iteration 26Q (741.302945 sec): 3 clusters Score: Raw -5786932.180308 + Penalty 3576.077625 = -5783356.102683 nChanged 589 SP:Iteration 27Q (741.451923 sec): 3 clusters Score: Raw -5787042.118409 + Penalty 3576.077625 = -5783466.040784 nChanged 630 SP:Iteration 28Q (741.594513 sec): 3 clusters Score: Raw -5787172.174528 + Penalty 3576.077625 = -5783596.096903 nChanged 696 SP:Iteration 29Q (741.745478 sec): 3 clusters Score: Raw -5787329.567854 + Penalty 3576.077625 = -5783753.490230 nChanged 721 SP:Iteration 30Q (741.888964 sec): 3 clusters Score: Raw -5787507.724781 + Penalty 3576.077625 = -5783931.647156 nChanged 753 SP:Iteration 31Q (742.035653 sec): 3 clusters Score: Raw -5787698.455394 + Penalty 3576.077625 = -5784122.377769 nChanged 750 SP:Iteration 32Q (742.183052 sec): 3 clusters Score: Raw -5787895.208546 + Penalty 3576.077625 = -5784319.130921 nChanged 776 SP:Iteration 33Q (742.337150 sec): 3 clusters Score: Raw -5788097.791125 + Penalty 3576.077625 = -5784521.713500 nChanged 786 SP:Iteration 34Q (742.476286 sec): 3 clusters Score: Raw -5788322.027148 + Penalty 3576.077625 = -5784745.949523 nChanged 765 SP:Iteration 35Q (742.619604 sec): 3 clusters Score: Raw -5788547.753779 + Penalty 3576.077625 = -5784971.676155 nChanged 776 SP:Iteration 36Q (742.755440 sec): 3 clusters Score: Raw -5788776.210999 + Penalty 3576.077625 = -5785200.133374 nChanged 765 SP:Iteration 37Q (742.904943 sec): 3 clusters Score: Raw -5789003.977536 + Penalty 3576.077625 = -5785427.899911 nChanged 773 SP:Iteration 38Q (743.040357 sec): 3 clusters Score: Raw -5789242.719045 + Penalty 3576.077625 = -5785666.641420 nChanged 763 SP:Iteration 39Q (743.175946 sec): 3 clusters Score: Raw -5789480.500998 + Penalty 3576.077625 = -5785904.423373 nChanged 746 SP:Iteration 40F (743.320421 sec): 3 clusters Score: Raw -5789730.343867 + Penalty 3576.077625 = -5786154.266242 nChanged 728 SP:Iteration 41Q (743.443793 sec): 3 clusters Score: Raw -5789985.734111 + Penalty 3576.077625 = -5786409.656486 nChanged 687 SP:Iteration 42Q (743.590073 sec): 3 clusters Score: Raw -5790220.602071 + Penalty 3576.077625 = -5786644.524446 nChanged 635 SP:Iteration 43Q (743.720563 sec): 3 clusters Score: Raw -5790447.381580 + Penalty 3576.077625 = -5786871.303955 nChanged 594 SP:Iteration 44Q (743.844779 sec): 3 clusters Score: Raw -5790660.530676 + Penalty 3576.077625 = -5787084.453051 nChanged 535 SP:Iteration 45Q (743.976495 sec): 3 clusters Score: Raw -5790852.743320 + Penalty 3576.077625 = -5787276.665695 nChanged 497 SP:Iteration 46Q (744.113633 sec): 3 clusters Score: Raw -5791026.419397 + Penalty 3576.077625 = -5787450.341772 nChanged 456 SP:Iteration 47Q (744.243112 sec): 3 clusters Score: Raw -5791201.434334 + Penalty 3576.077625 = -5787625.356710 nChanged 429 SP:Iteration 48Q (744.373198 sec): 3 clusters Score: Raw -5791365.418092 + Penalty 3576.077625 = -5787789.340468 nChanged 398 SP:Iteration 49Q (744.508267 sec): 3 clusters Score: Raw -5791526.563927 + Penalty 3576.077625 = -5787950.486302 nChanged 381 SP:Iteration 50Q (744.642656 sec): 3 clusters Score: Raw -5791673.338653 + Penalty 3576.077625 = -5788097.261029 nChanged 340 SP:Iteration 51Q (744.774843 sec): 3 clusters Score: Raw -5791810.266424 + Penalty 3576.077625 = -5788234.188799 nChanged 309 SP:Iteration 52Q (744.905806 sec): 3 clusters Score: Raw -5791938.749147 + Penalty 3576.077625 = -5788362.671522 nChanged 259 SP:Iteration 53Q (745.034171 sec): 3 clusters Score: Raw -5792052.673733 + Penalty 3576.077625 = -5788476.596109 nChanged 214 SP:Iteration 54Q (745.161495 sec): 3 clusters Score: Raw -5792134.191423 + Penalty 3576.077625 = -5788558.113798 nChanged 214 SP:Iteration 55Q (745.291702 sec): 3 clusters Score: Raw -5792214.639000 + Penalty 3576.077625 = -5788638.561375 nChanged 175 SP:Iteration 56Q (745.427648 sec): 3 clusters Score: Raw -5792276.031783 + Penalty 3576.077625 = -5788699.954158 nChanged 144 SP:Iteration 57Q (745.552174 sec): 3 clusters Score: Raw -5792323.466201 + Penalty 3576.077625 = -5788747.388576 nChanged 115 SP:Iteration 58Q (745.668697 sec): 3 clusters Score: Raw -5792362.106302 + Penalty 3576.077625 = -5788786.028677 nChanged 116 SP:Iteration 59Q (745.806958 sec): 3 clusters Score: Raw -5792404.978003 + Penalty 3576.077625 = -5788828.900378 nChanged 84 SP:Iteration 60F (745.946619 sec): 3 clusters Score: Raw -5792432.422242 + Penalty 3576.077625 = -5788856.344617 nChanged 68 SP:Iteration 61Q (746.074970 sec): 3 clusters Score: Raw -5792453.382863 + Penalty 3576.077625 = -5788877.305238 nChanged 59 SP:Iteration 62Q (746.201968 sec): 3 clusters Score: Raw -5792471.873682 + Penalty 3576.077625 = -5788895.796057 nChanged 52 SP:Iteration 63Q (746.324728 sec): 3 clusters Score: Raw -5792485.066309 + Penalty 3576.077625 = -5788908.988684 nChanged 31 SP:Iteration 64Q (746.448492 sec): 3 clusters Score: Raw -5792493.388683 + Penalty 3576.077625 = -5788917.311059 nChanged 21 SP:Iteration 65Q (746.574484 sec): 3 clusters Score: Raw -5792498.383407 + Penalty 3576.077625 = -5788922.305783 nChanged 21 SP:Iteration 66Q (746.687875 sec): 3 clusters Score: Raw -5792503.123407 + Penalty 3576.077625 = -5788927.045783 nChanged 19 SP:Iteration 67Q (746.823572 sec): 3 clusters Score: Raw -5792506.931443 + Penalty 3576.077625 = -5788930.853819 nChanged 14 SP:Iteration 68Q (746.941795 sec): 3 clusters Score: Raw -5792509.742896 + Penalty 3576.077625 = -5788933.665271 nChanged 8 SP:Iteration 69Q (747.070201 sec): 3 clusters Score: Raw -5792511.339639 + Penalty 3576.077625 = -5788935.262014 nChanged 3 SP:Iteration 70Q (747.189632 sec): 3 clusters Score: Raw -5792511.914365 + Penalty 3576.077625 = -5788935.836740 nChanged 2 SP:Iteration 71Q (747.315339 sec): 3 clusters Score: Raw -5792512.359088 + Penalty 3576.077625 = -5788936.281463 nChanged 3 SP:Iteration 72Q (747.441866 sec): 3 clusters Score: Raw -5792513.295822 + Penalty 3576.077625 = -5788937.218198 nChanged 10 SP:Iteration 73Q (747.575854 sec): 3 clusters Score: Raw -5792515.247804 + Penalty 3576.077625 = -5788939.170180 nChanged 13 SP:Iteration 74Q (747.707301 sec): 3 clusters Score: Raw -5792517.935922 + Penalty 3576.077625 = -5788941.858298 nChanged 8 SP:Iteration 75Q (747.825927 sec): 3 clusters Score: Raw -5792519.284164 + Penalty 3576.077625 = -5788943.206539 nChanged 5 SP:Iteration 76Q (747.953009 sec): 3 clusters Score: Raw -5792520.346116 + Penalty 3576.077625 = -5788944.268492 nChanged 3 SP:Iteration 77Q (748.076678 sec): 3 clusters Score: Raw -5792520.971582 + Penalty 3576.077625 = -5788944.893957 nChanged 4 SP:Iteration 78Q (748.197317 sec): 3 clusters Score: Raw -5792522.513050 + Penalty 3576.077625 = -5788946.435426 nChanged 8 SP:Iteration 79Q (748.322772 sec): 3 clusters Score: Raw -5792524.010317 + Penalty 3576.077625 = -5788947.932692 nChanged 4 SP:Iteration 80F (748.480917 sec): 3 clusters Score: Raw -5792524.566554 + Penalty 3576.077625 = -5788948.488929 nChanged 3 SP:Iteration 81Q (748.596752 sec): 3 clusters Score: Raw -5792524.765768 + Penalty 3576.077625 = -5788948.688143 nChanged 2 SP:Iteration 82Q (748.717266 sec): 3 clusters Score: Raw -5792524.937483 + Penalty 3576.077625 = -5788948.859859 nChanged 2 SP:Iteration 83Q (748.847028 sec): 3 clusters Score: Raw -5792525.087442 + Penalty 3576.077625 = -5788949.009817 nChanged 0 SP:Iteration 84F (748.999928 sec): 3 clusters Score: Raw -5792525.087442 + Penalty 3576.077625 = -5788949.009817 nChanged 0 Trying to split cluster 25 (116465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (749.183215 sec): 2 clusters Score: Raw -11202613.550540 + Penalty 1895.618738 = -11200717.931802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (749.421721 sec): 3 clusters Score: Raw -11126636.859058 + Penalty 3791.237475 = -11122845.621582 nChanged 55804 SP:Iteration 1F (749.663366 sec): 3 clusters Score: Raw -11159585.729635 + Penalty 3791.237475 = -11155794.492160 nChanged 4095 SP:Iteration 2Q (749.922507 sec): 3 clusters Score: Raw -11160679.646540 + Penalty 3791.237475 = -11156888.409065 nChanged 4285 SP:Iteration 3Q (750.173183 sec): 3 clusters Score: Raw -11162006.239003 + Penalty 3791.237475 = -11158215.001527 nChanged 4620 SP:Iteration 4Q (750.427577 sec): 3 clusters Score: Raw -11163610.253257 + Penalty 3791.237475 = -11159819.015782 nChanged 5134 SP:Iteration 5Q (750.683088 sec): 3 clusters Score: Raw -11165686.725676 + Penalty 3791.237475 = -11161895.488200 nChanged 5712 SP:Iteration 6Q (750.947470 sec): 3 clusters Score: Raw -11168413.419056 + Penalty 3791.237475 = -11164622.181581 nChanged 6301 SP:Iteration 7F (751.194329 sec): 3 clusters Score: Raw -11171824.428949 + Penalty 3791.237475 = -11168033.191474 nChanged 6674 SP:Iteration 8F (751.438988 sec): 3 clusters Score: Raw -11175979.973277 + Penalty 3791.237475 = -11172188.735802 nChanged 6810 SP:Iteration 9F (751.679692 sec): 3 clusters Score: Raw -11180624.884170 + Penalty 3791.237475 = -11176833.646695 nChanged 6223 SP:Iteration 10F (751.926136 sec): 3 clusters Score: Raw -11184495.601532 + Penalty 3791.237475 = -11180704.364057 nChanged 4892 SP:Iteration 11Q (752.188629 sec): 3 clusters Score: Raw -11186819.887896 + Penalty 3791.237475 = -11183028.650421 nChanged 3412 SP:Iteration 12Q (752.446409 sec): 3 clusters Score: Raw -11188082.751350 + Penalty 3791.237475 = -11184291.513875 nChanged 2519 SP:Iteration 13Q (752.690428 sec): 3 clusters Score: Raw -11188961.605780 + Penalty 3791.237475 = -11185170.368305 nChanged 2280 SP:Iteration 14Q (752.945712 sec): 3 clusters Score: Raw -11189821.998394 + Penalty 3791.237475 = -11186030.760918 nChanged 2310 SP:Iteration 15Q (753.189800 sec): 3 clusters Score: Raw -11190715.558694 + Penalty 3791.237475 = -11186924.321219 nChanged 2302 SP:Iteration 16Q (753.426560 sec): 3 clusters Score: Raw -11191621.785553 + Penalty 3791.237475 = -11187830.548078 nChanged 2162 SP:Iteration 17Q (753.671828 sec): 3 clusters Score: Raw -11192479.183055 + Penalty 3791.237475 = -11188687.945579 nChanged 2150 SP:Iteration 18Q (753.918940 sec): 3 clusters Score: Raw -11193325.217181 + Penalty 3791.237475 = -11189533.979706 nChanged 2038 SP:Iteration 19Q (754.161168 sec): 3 clusters Score: Raw -11194103.528855 + Penalty 3791.237475 = -11190312.291380 nChanged 1945 SP:Iteration 20F (754.404520 sec): 3 clusters Score: Raw -11194829.512050 + Penalty 3791.237475 = -11191038.274574 nChanged 1849 SP:Iteration 21Q (754.641788 sec): 3 clusters Score: Raw -11195493.681902 + Penalty 3791.237475 = -11191702.444426 nChanged 1759 SP:Iteration 22Q (754.882232 sec): 3 clusters Score: Raw -11196106.817601 + Penalty 3791.237475 = -11192315.580126 nChanged 1616 SP:Iteration 23Q (755.120979 sec): 3 clusters Score: Raw -11196640.066430 + Penalty 3791.237475 = -11192848.828955 nChanged 1542 SP:Iteration 24Q (755.360802 sec): 3 clusters Score: Raw -11197130.074470 + Penalty 3791.237475 = -11193338.836995 nChanged 1446 SP:Iteration 25Q (755.597821 sec): 3 clusters Score: Raw -11197556.151502 + Penalty 3791.237475 = -11193764.914026 nChanged 1358 SP:Iteration 26Q (755.825910 sec): 3 clusters Score: Raw -11197945.277779 + Penalty 3791.237475 = -11194154.040304 nChanged 1256 SP:Iteration 27Q (756.050373 sec): 3 clusters Score: Raw -11198298.219892 + Penalty 3791.237475 = -11194506.982417 nChanged 1210 SP:Iteration 28Q (756.280168 sec): 3 clusters Score: Raw -11198635.659657 + Penalty 3791.237475 = -11194844.422182 nChanged 1165 SP:Iteration 29Q (756.499005 sec): 3 clusters Score: Raw -11198957.692068 + Penalty 3791.237475 = -11195166.454593 nChanged 1131 SP:Iteration 30Q (756.723319 sec): 3 clusters Score: Raw -11199250.831017 + Penalty 3791.237475 = -11195459.593541 nChanged 1024 SP:Iteration 31Q (756.941829 sec): 3 clusters Score: Raw -11199498.341603 + Penalty 3791.237475 = -11195707.104128 nChanged 958 SP:Iteration 32Q (757.178571 sec): 3 clusters Score: Raw -11199716.952907 + Penalty 3791.237475 = -11195925.715432 nChanged 852 SP:Iteration 33Q (757.401047 sec): 3 clusters Score: Raw -11199907.303316 + Penalty 3791.237475 = -11196116.065841 nChanged 844 SP:Iteration 34Q (757.628239 sec): 3 clusters Score: Raw -11200098.208884 + Penalty 3791.237475 = -11196306.971409 nChanged 800 SP:Iteration 35Q (757.842169 sec): 3 clusters Score: Raw -11200283.871181 + Penalty 3791.237475 = -11196492.633706 nChanged 778 SP:Iteration 36Q (758.057566 sec): 3 clusters Score: Raw -11200468.019510 + Penalty 3791.237475 = -11196676.782035 nChanged 740 SP:Iteration 37Q (758.280205 sec): 3 clusters Score: Raw -11200636.137075 + Penalty 3791.237475 = -11196844.899600 nChanged 695 SP:Iteration 38Q (758.492478 sec): 3 clusters Score: Raw -11200779.437444 + Penalty 3791.237475 = -11196988.199969 nChanged 602 SP:Iteration 39Q (758.708097 sec): 3 clusters Score: Raw -11200898.285253 + Penalty 3791.237475 = -11197107.047778 nChanged 578 SP:Iteration 40F (758.949408 sec): 3 clusters Score: Raw -11201013.489884 + Penalty 3791.237475 = -11197222.252409 nChanged 565 SP:Iteration 41Q (759.157965 sec): 3 clusters Score: Raw -11201123.595320 + Penalty 3791.237475 = -11197332.357845 nChanged 526 SP:Iteration 42Q (759.366459 sec): 3 clusters Score: Raw -11201227.988397 + Penalty 3791.237475 = -11197436.750922 nChanged 482 SP:Iteration 43Q (759.577801 sec): 3 clusters Score: Raw -11201326.215593 + Penalty 3791.237475 = -11197534.978118 nChanged 457 SP:Iteration 44Q (759.787981 sec): 3 clusters Score: Raw -11201422.212246 + Penalty 3791.237475 = -11197630.974771 nChanged 439 SP:Iteration 45Q (759.994609 sec): 3 clusters Score: Raw -11201511.554151 + Penalty 3791.237475 = -11197720.316675 nChanged 437 SP:Iteration 46Q (760.209416 sec): 3 clusters Score: Raw -11201603.136914 + Penalty 3791.237475 = -11197811.899439 nChanged 443 SP:Iteration 47Q (760.428250 sec): 3 clusters Score: Raw -11201701.450952 + Penalty 3791.237475 = -11197910.213477 nChanged 434 SP:Iteration 48Q (760.646281 sec): 3 clusters Score: Raw -11201806.215746 + Penalty 3791.237475 = -11198014.978271 nChanged 422 SP:Iteration 49Q (760.859812 sec): 3 clusters Score: Raw -11201907.284129 + Penalty 3791.237475 = -11198116.046654 nChanged 400 SP:Iteration 50Q (761.064039 sec): 3 clusters Score: Raw -11202005.422221 + Penalty 3791.237475 = -11198214.184746 nChanged 365 SP:Iteration 51Q (761.267827 sec): 3 clusters Score: Raw -11202094.941831 + Penalty 3791.237475 = -11198303.704356 nChanged 340 SP:Iteration 52Q (761.471120 sec): 3 clusters Score: Raw -11202179.603249 + Penalty 3791.237475 = -11198388.365774 nChanged 331 SP:Iteration 53Q (761.675092 sec): 3 clusters Score: Raw -11202260.289835 + Penalty 3791.237475 = -11198469.052360 nChanged 317 SP:Iteration 54Q (761.883633 sec): 3 clusters Score: Raw -11202350.187763 + Penalty 3791.237475 = -11198558.950288 nChanged 285 SP:Iteration 55Q (762.084009 sec): 3 clusters Score: Raw -11202433.833824 + Penalty 3791.237475 = -11198642.596348 nChanged 274 SP:Iteration 56Q (762.282555 sec): 3 clusters Score: Raw -11202512.613446 + Penalty 3791.237475 = -11198721.375971 nChanged 273 SP:Iteration 57Q (762.486143 sec): 3 clusters Score: Raw -11202594.665081 + Penalty 3791.237475 = -11198803.427606 nChanged 245 SP:Iteration 58Q (762.697490 sec): 3 clusters Score: Raw -11202672.398684 + Penalty 3791.237475 = -11198881.161209 nChanged 226 SP:Iteration 59Q (762.887641 sec): 3 clusters Score: Raw -11202745.279679 + Penalty 3791.237475 = -11198954.042204 nChanged 201 SP:Iteration 60F (763.138531 sec): 3 clusters Score: Raw -11202812.765082 + Penalty 3791.237475 = -11199021.527607 nChanged 205 SP:Iteration 61Q (763.333731 sec): 3 clusters Score: Raw -11202886.974814 + Penalty 3791.237475 = -11199095.737339 nChanged 177 SP:Iteration 62Q (763.528924 sec): 3 clusters Score: Raw -11202939.852875 + Penalty 3791.237475 = -11199148.615400 nChanged 137 SP:Iteration 63Q (763.738337 sec): 3 clusters Score: Raw -11202978.254161 + Penalty 3791.237475 = -11199187.016686 nChanged 113 SP:Iteration 64Q (763.931428 sec): 3 clusters Score: Raw -11203002.412659 + Penalty 3791.237475 = -11199211.175184 nChanged 83 SP:Iteration 65Q (764.120932 sec): 3 clusters Score: Raw -11203021.091236 + Penalty 3791.237475 = -11199229.853761 nChanged 76 SP:Iteration 66Q (764.315723 sec): 3 clusters Score: Raw -11203037.458728 + Penalty 3791.237475 = -11199246.221253 nChanged 63 SP:Iteration 67Q (764.514159 sec): 3 clusters Score: Raw -11203050.275270 + Penalty 3791.237475 = -11199259.037795 nChanged 54 SP:Iteration 68Q (764.702213 sec): 3 clusters Score: Raw -11203061.330212 + Penalty 3791.237475 = -11199270.092737 nChanged 42 SP:Iteration 69Q (764.910837 sec): 3 clusters Score: Raw -11203071.050777 + Penalty 3791.237475 = -11199279.813302 nChanged 47 SP:Iteration 70Q (765.109783 sec): 3 clusters Score: Raw -11203080.225194 + Penalty 3791.237475 = -11199288.987719 nChanged 28 SP:Iteration 71Q (765.301258 sec): 3 clusters Score: Raw -11203085.289534 + Penalty 3791.237475 = -11199294.052059 nChanged 31 SP:Iteration 72Q (765.480907 sec): 3 clusters Score: Raw -11203089.708089 + Penalty 3791.237475 = -11199298.470614 nChanged 18 SP:Iteration 73Q (765.679610 sec): 3 clusters Score: Raw -11203092.739120 + Penalty 3791.237475 = -11199301.501645 nChanged 19 SP:Iteration 74Q (765.895088 sec): 3 clusters Score: Raw -11203095.775083 + Penalty 3791.237475 = -11199304.537607 nChanged 21 SP:Iteration 75Q (766.098055 sec): 3 clusters Score: Raw -11203098.732787 + Penalty 3791.237475 = -11199307.495312 nChanged 16 SP:Iteration 76Q (766.282716 sec): 3 clusters Score: Raw -11203100.978263 + Penalty 3791.237475 = -11199309.740787 nChanged 17 SP:Iteration 77Q (766.474323 sec): 3 clusters Score: Raw -11203104.361776 + Penalty 3791.237475 = -11199313.124301 nChanged 18 SP:Iteration 78Q (766.662495 sec): 3 clusters Score: Raw -11203107.452528 + Penalty 3791.237475 = -11199316.215053 nChanged 15 SP:Iteration 79Q (766.842109 sec): 3 clusters Score: Raw -11203109.728146 + Penalty 3791.237475 = -11199318.490671 nChanged 10 SP:Iteration 80F (767.085804 sec): 3 clusters Score: Raw -11203111.194195 + Penalty 3791.237475 = -11199319.956719 nChanged 10 SP:Iteration 81Q (767.275707 sec): 3 clusters Score: Raw -11203112.631284 + Penalty 3791.237475 = -11199321.393809 nChanged 9 SP:Iteration 82Q (767.459619 sec): 3 clusters Score: Raw -11203113.960418 + Penalty 3791.237475 = -11199322.722943 nChanged 9 SP:Iteration 83Q (767.652674 sec): 3 clusters Score: Raw -11203115.213089 + Penalty 3791.237475 = -11199323.975613 nChanged 9 SP:Iteration 84Q (767.839996 sec): 3 clusters Score: Raw -11203116.381721 + Penalty 3791.237475 = -11199325.144245 nChanged 9 SP:Iteration 85Q (768.020728 sec): 3 clusters Score: Raw -11203117.887559 + Penalty 3791.237475 = -11199326.650084 nChanged 8 SP:Iteration 86Q (768.215630 sec): 3 clusters Score: Raw -11203119.103607 + Penalty 3791.237475 = -11199327.866132 nChanged 8 SP:Iteration 87Q (768.413180 sec): 3 clusters Score: Raw -11203120.644018 + Penalty 3791.237475 = -11199329.406542 nChanged 14 SP:Iteration 88Q (768.607120 sec): 3 clusters Score: Raw -11203122.233730 + Penalty 3791.237475 = -11199330.996255 nChanged 4 SP:Iteration 89Q (768.800284 sec): 3 clusters Score: Raw -11203123.022278 + Penalty 3791.237475 = -11199331.784802 nChanged 4 SP:Iteration 90Q (768.997603 sec): 3 clusters Score: Raw -11203123.826318 + Penalty 3791.237475 = -11199332.588843 nChanged 5 SP:Iteration 91Q (769.196735 sec): 3 clusters Score: Raw -11203124.545593 + Penalty 3791.237475 = -11199333.308118 nChanged 5 SP:Iteration 92Q (769.403150 sec): 3 clusters Score: Raw -11203125.484051 + Penalty 3791.237475 = -11199334.246575 nChanged 9 SP:Iteration 93Q (769.588182 sec): 3 clusters Score: Raw -11203127.339935 + Penalty 3791.237475 = -11199336.102460 nChanged 9 SP:Iteration 94Q (769.786436 sec): 3 clusters Score: Raw -11203128.549619 + Penalty 3791.237475 = -11199337.312144 nChanged 8 SP:Iteration 95Q (769.987001 sec): 3 clusters Score: Raw -11203129.911826 + Penalty 3791.237475 = -11199338.674351 nChanged 4 SP:Iteration 96Q (770.183664 sec): 3 clusters Score: Raw -11203130.507264 + Penalty 3791.237475 = -11199339.269789 nChanged 7 SP:Iteration 97Q (770.384901 sec): 3 clusters Score: Raw -11203131.896524 + Penalty 3791.237475 = -11199340.659049 nChanged 11 SP:Iteration 98Q (770.587218 sec): 3 clusters Score: Raw -11203133.611563 + Penalty 3791.237475 = -11199342.374088 nChanged 7 SP:Iteration 99Q (770.775312 sec): 3 clusters Score: Raw -11203134.539310 + Penalty 3791.237475 = -11199343.301834 nChanged 4 SP:Iteration 100F (771.017942 sec): 3 clusters Score: Raw -11203135.226224 + Penalty 3791.237475 = -11199343.988748 nChanged 6 SP:Iteration 101Q (771.207072 sec): 3 clusters Score: Raw -11203136.170866 + Penalty 3791.237475 = -11199344.933391 nChanged 9 SP:Iteration 102Q (771.393238 sec): 3 clusters Score: Raw -11203137.606739 + Penalty 3791.237475 = -11199346.369264 nChanged 9 SP:Iteration 103Q (771.583508 sec): 3 clusters Score: Raw -11203139.204180 + Penalty 3791.237475 = -11199347.966705 nChanged 10 SP:Iteration 104Q (771.774664 sec): 3 clusters Score: Raw -11203141.158138 + Penalty 3791.237475 = -11199349.920662 nChanged 11 SP:Iteration 105Q (771.980367 sec): 3 clusters Score: Raw -11203143.382592 + Penalty 3791.237475 = -11199352.145117 nChanged 13 SP:Iteration 106Q (772.175742 sec): 3 clusters Score: Raw -11203145.068979 + Penalty 3791.237475 = -11199353.831504 nChanged 5 SP:Iteration 107Q (772.363010 sec): 3 clusters Score: Raw -11203145.605196 + Penalty 3791.237475 = -11199354.367721 nChanged 2 SP:Iteration 108Q (772.558459 sec): 3 clusters Score: Raw -11203145.907050 + Penalty 3791.237475 = -11199354.669575 nChanged 1 SP:Iteration 109Q (772.758062 sec): 3 clusters Score: Raw -11203146.037731 + Penalty 3791.237475 = -11199354.800256 nChanged 0 SP:Iteration 110F (772.993788 sec): 3 clusters Score: Raw -11203146.037731 + Penalty 3791.237475 = -11199354.800256 nChanged 0 Trying to split cluster 26 (6395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (773.043244 sec): 2 clusters Score: Raw -629300.848242 + Penalty 1424.031654 = -627876.816589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (773.100566 sec): 3 clusters Score: Raw -625857.528462 + Penalty 2848.063307 = -623009.465155 nChanged 2623 SP:Iteration 1F (773.158808 sec): 3 clusters Score: Raw -627168.617349 + Penalty 2848.063307 = -624320.554042 nChanged 377 SP:Iteration 2F (773.220015 sec): 3 clusters Score: Raw -627356.294087 + Penalty 2848.063307 = -624508.230780 nChanged 333 SP:Iteration 3F (773.279444 sec): 3 clusters Score: Raw -627512.537463 + Penalty 2848.063307 = -624664.474156 nChanged 290 SP:Iteration 4Q (773.337284 sec): 3 clusters Score: Raw -627661.488111 + Penalty 2848.063307 = -624813.424803 nChanged 275 SP:Iteration 5Q (773.396544 sec): 3 clusters Score: Raw -627797.268172 + Penalty 2848.063307 = -624949.204865 nChanged 273 SP:Iteration 6Q (773.443431 sec): 3 clusters Score: Raw -627935.536549 + Penalty 2848.063307 = -625087.473242 nChanged 247 SP:Iteration 7Q (773.514854 sec): 3 clusters Score: Raw -628081.171242 + Penalty 2848.063307 = -625233.107935 nChanged 279 SP:Iteration 8Q (773.574189 sec): 3 clusters Score: Raw -628281.170452 + Penalty 2848.063307 = -625433.107145 nChanged 307 SP:Iteration 9Q (773.621055 sec): 3 clusters Score: Raw -628508.124340 + Penalty 2848.063307 = -625660.061033 nChanged 308 SP:Iteration 10Q (773.689764 sec): 3 clusters Score: Raw -628739.845942 + Penalty 2848.063307 = -625891.782635 nChanged 292 SP:Iteration 11Q (773.739359 sec): 3 clusters Score: Raw -628955.571625 + Penalty 2848.063307 = -626107.508318 nChanged 222 SP:Iteration 12Q (773.810518 sec): 3 clusters Score: Raw -629114.747751 + Penalty 2848.063307 = -626266.684444 nChanged 178 SP:Iteration 13Q (773.864219 sec): 3 clusters Score: Raw -629232.578333 + Penalty 2848.063307 = -626384.515026 nChanged 149 SP:Iteration 14Q (773.914115 sec): 3 clusters Score: Raw -629320.355238 + Penalty 2848.063307 = -626472.291931 nChanged 108 SP:Iteration 15Q (773.975496 sec): 3 clusters Score: Raw -629388.047640 + Penalty 2848.063307 = -626539.984333 nChanged 92 SP:Iteration 16Q (774.036280 sec): 3 clusters Score: Raw -629440.252555 + Penalty 2848.063307 = -626592.189248 nChanged 70 SP:Iteration 17Q (774.089465 sec): 3 clusters Score: Raw -629474.560656 + Penalty 2848.063307 = -626626.497349 nChanged 60 SP:Iteration 18Q (774.152554 sec): 3 clusters Score: Raw -629500.028625 + Penalty 2848.063307 = -626651.965318 nChanged 42 SP:Iteration 19Q (774.199866 sec): 3 clusters Score: Raw -629518.525505 + Penalty 2848.063307 = -626670.462198 nChanged 31 SP:Iteration 20F (774.266850 sec): 3 clusters Score: Raw -629534.758311 + Penalty 2848.063307 = -626686.695004 nChanged 29 SP:Iteration 21Q (774.316492 sec): 3 clusters Score: Raw -629547.643968 + Penalty 2848.063307 = -626699.580661 nChanged 30 SP:Iteration 22Q (774.379636 sec): 3 clusters Score: Raw -629559.826178 + Penalty 2848.063307 = -626711.762870 nChanged 18 SP:Iteration 23Q (774.430936 sec): 3 clusters Score: Raw -629566.207543 + Penalty 2848.063307 = -626718.144235 nChanged 18 SP:Iteration 24Q (774.495201 sec): 3 clusters Score: Raw -629572.535538 + Penalty 2848.063307 = -626724.472231 nChanged 18 SP:Iteration 25Q (774.544341 sec): 3 clusters Score: Raw -629579.515086 + Penalty 2848.063307 = -626731.451779 nChanged 18 SP:Iteration 26Q (774.610467 sec): 3 clusters Score: Raw -629586.591167 + Penalty 2848.063307 = -626738.527860 nChanged 16 SP:Iteration 27Q (774.661932 sec): 3 clusters Score: Raw -629594.193011 + Penalty 2848.063307 = -626746.129704 nChanged 16 SP:Iteration 28Q (774.726267 sec): 3 clusters Score: Raw -629599.953745 + Penalty 2848.063307 = -626751.890438 nChanged 15 SP:Iteration 29Q (774.790670 sec): 3 clusters Score: Raw -629604.896994 + Penalty 2848.063307 = -626756.833687 nChanged 15 SP:Iteration 30Q (774.836416 sec): 3 clusters Score: Raw -629609.814786 + Penalty 2848.063307 = -626761.751478 nChanged 8 SP:Iteration 31Q (774.898983 sec): 3 clusters Score: Raw -629612.009818 + Penalty 2848.063307 = -626763.946511 nChanged 5 SP:Iteration 32Q (774.952121 sec): 3 clusters Score: Raw -629613.373869 + Penalty 2848.063307 = -626765.310562 nChanged 4 SP:Iteration 33Q (775.003898 sec): 3 clusters Score: Raw -629615.816026 + Penalty 2848.063307 = -626767.752719 nChanged 6 SP:Iteration 34Q (775.062309 sec): 3 clusters Score: Raw -629618.825227 + Penalty 2848.063307 = -626770.761919 nChanged 7 SP:Iteration 35Q (775.121089 sec): 3 clusters Score: Raw -629620.549574 + Penalty 2848.063307 = -626772.486267 nChanged 1 SP:Iteration 36Q (775.173592 sec): 3 clusters Score: Raw -629621.086104 + Penalty 2848.063307 = -626773.022797 nChanged 3 SP:Iteration 37Q (775.218999 sec): 3 clusters Score: Raw -629622.128779 + Penalty 2848.063307 = -626774.065472 nChanged 3 SP:Iteration 38Q (775.278212 sec): 3 clusters Score: Raw -629623.579751 + Penalty 2848.063307 = -626775.516444 nChanged 4 SP:Iteration 39Q (775.338806 sec): 3 clusters Score: Raw -629625.326394 + Penalty 2848.063307 = -626777.263087 nChanged 2 SP:Iteration 40F (775.394386 sec): 3 clusters Score: Raw -629625.914566 + Penalty 2848.063307 = -626777.851259 nChanged 0 Iteration 139Q (777.722676 sec): 27 clusters Score: Raw -31994688.915909 + Penalty 53900.379687 = -31940788.536222 nChanged 184 Iteration 140F (783.512896 sec): 27 clusters Score: Raw -31994722.410573 + Penalty 53900.379687 = -31940822.030886 nChanged 202 Iteration 141Q (786.011305 sec): 27 clusters Score: Raw -31994756.069776 + Penalty 53900.379687 = -31940855.690089 nChanged 197 Iteration 142Q (788.365439 sec): 27 clusters Score: Raw -31994790.236477 + Penalty 53900.379687 = -31940889.856790 nChanged 254 Iteration 143Q (790.833541 sec): 27 clusters Score: Raw -31994834.176812 + Penalty 53900.379687 = -31940933.797125 nChanged 253 Iteration 144Q (793.445737 sec): 27 clusters Score: Raw -31994878.533844 + Penalty 53900.379687 = -31940978.154157 nChanged 271 Iteration 145Q (795.830230 sec): 27 clusters Score: Raw -31994921.114324 + Penalty 53900.379687 = -31941020.734637 nChanged 239 Iteration 146Q (798.093644 sec): 27 clusters Score: Raw -31994961.623227 + Penalty 53900.379687 = -31941061.243540 nChanged 252 Iteration 147Q (800.497298 sec): 27 clusters Score: Raw -31995002.464397 + Penalty 53900.379687 = -31941102.084710 nChanged 249 Iteration 148Q (802.793105 sec): 27 clusters Score: Raw -31995034.701943 + Penalty 53900.379687 = -31941134.322256 nChanged 248 Iteration 149Q (805.182837 sec): 27 clusters Score: Raw -31995070.729832 + Penalty 53900.379687 = -31941170.350145 nChanged 264 Iteration 150Q (807.457651 sec): 27 clusters Score: Raw -31995106.842421 + Penalty 53900.379687 = -31941206.462734 nChanged 269 Iteration 151Q (809.885588 sec): 27 clusters Score: Raw -31995134.807192 + Penalty 53900.379687 = -31941234.427505 nChanged 241 Iteration 152Q (812.225056 sec): 27 clusters Score: Raw -31995159.672724 + Penalty 53900.379687 = -31941259.293037 nChanged 199 Iteration 153Q (814.661302 sec): 27 clusters Score: Raw -31995179.802867 + Penalty 53900.379687 = -31941279.423180 nChanged 178 Iteration 154Q (817.009698 sec): 27 clusters Score: Raw -31995197.268455 + Penalty 53900.379687 = -31941296.888768 nChanged 159 Iteration 155Q (819.425321 sec): 27 clusters Score: Raw -31995210.870616 + Penalty 53900.379687 = -31941310.490929 nChanged 143 Iteration 156Q (821.840156 sec): 27 clusters Score: Raw -31995255.093131 + Penalty 53900.379687 = -31941354.713444 nChanged 160 Iteration 157Q (824.244112 sec): 27 clusters Score: Raw -31995296.152167 + Penalty 53900.379687 = -31941395.772480 nChanged 161 Iteration 158Q (826.635749 sec): 27 clusters Score: Raw -31995328.776640 + Penalty 53900.379687 = -31941428.396953 nChanged 164 Iteration 159Q (828.937522 sec): 27 clusters Score: Raw -31995345.458154 + Penalty 53900.379687 = -31941445.078467 nChanged 150 Iteration 160F (835.041429 sec): 27 clusters Score: Raw -31995358.466354 + Penalty 53900.379687 = -31941458.086667 nChanged 121 Iteration 161Q (837.480159 sec): 27 clusters Score: Raw -31995368.380985 + Penalty 53900.379687 = -31941468.001298 nChanged 118 Iteration 162Q (839.859169 sec): 27 clusters Score: Raw -31995377.234780 + Penalty 53900.379687 = -31941476.855093 nChanged 105 Iteration 163Q (842.399663 sec): 27 clusters Score: Raw -31995385.342145 + Penalty 53900.379687 = -31941484.962458 nChanged 116 Iteration 164Q (844.750135 sec): 27 clusters Score: Raw -31995393.994027 + Penalty 53900.379687 = -31941493.614340 nChanged 105 Iteration 165Q (847.129443 sec): 27 clusters Score: Raw -31995401.692140 + Penalty 53900.379687 = -31941501.312453 nChanged 91 Iteration 166Q (849.508700 sec): 27 clusters Score: Raw -31995408.874343 + Penalty 53900.379687 = -31941508.494656 nChanged 104 Iteration 167Q (851.871924 sec): 27 clusters Score: Raw -31995416.980406 + Penalty 53900.379687 = -31941516.600719 nChanged 93 Iteration 168Q (854.258097 sec): 27 clusters Score: Raw -31995422.827864 + Penalty 53900.379687 = -31941522.448177 nChanged 86 Iteration 169Q (856.584081 sec): 27 clusters Score: Raw -31995428.215395 + Penalty 53900.379687 = -31941527.835708 nChanged 84 Iteration 170Q (859.006137 sec): 27 clusters Score: Raw -31995433.358150 + Penalty 53900.379687 = -31941532.978463 nChanged 90 Iteration 171Q (861.472367 sec): 27 clusters Score: Raw -31995438.851832 + Penalty 53900.379687 = -31941538.472145 nChanged 86 Iteration 172Q (863.799512 sec): 27 clusters Score: Raw -31995444.540615 + Penalty 53900.379687 = -31941544.160928 nChanged 93 Iteration 173Q (866.161444 sec): 27 clusters Score: Raw -31995450.045376 + Penalty 53900.379687 = -31941549.665689 nChanged 98 Iteration 174Q (868.631642 sec): 27 clusters Score: Raw -31995455.366007 + Penalty 53900.379687 = -31941554.986320 nChanged 79 Iteration 175Q (871.030446 sec): 27 clusters Score: Raw -31995459.007912 + Penalty 53900.379687 = -31941558.628225 nChanged 62 Iteration 176Q (873.564167 sec): 27 clusters Score: Raw -31995461.733242 + Penalty 53900.379687 = -31941561.353555 nChanged 72 Iteration 177Q (876.127847 sec): 27 clusters Score: Raw -31995465.659133 + Penalty 53900.379687 = -31941565.279446 nChanged 66 Iteration 178Q (878.745817 sec): 27 clusters Score: Raw -31995469.055116 + Penalty 53900.379687 = -31941568.675429 nChanged 53 Writing temp clu file Because OldScore, -31941565.279446, is greater than current (better) Score,-31941568.675429 Compute initial score before splitting: Score: Raw -31995469.055116 + Penalty 53900.379687 = -31941568.675429 Trying to split cluster 1 (11064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (878.901956 sec): 2 clusters Score: Raw -1044206.803468 + Penalty 1513.110929 = -1042693.692539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (878.966691 sec): 3 clusters Score: Raw -1037853.207841 + Penalty 3026.221859 = -1034826.985982 nChanged 4836 SP:Iteration 1F (879.029025 sec): 3 clusters Score: Raw -1040469.284599 + Penalty 3026.221859 = -1037443.062740 nChanged 634 SP:Iteration 2F (879.092881 sec): 3 clusters Score: Raw -1040746.861536 + Penalty 3026.221859 = -1037720.639677 nChanged 600 SP:Iteration 3F (879.145892 sec): 3 clusters Score: Raw -1041038.286112 + Penalty 3026.221859 = -1038012.064253 nChanged 559 SP:Iteration 4F (879.216809 sec): 3 clusters Score: Raw -1041330.420191 + Penalty 3026.221859 = -1038304.198332 nChanged 609 SP:Iteration 5F (879.282515 sec): 3 clusters Score: Raw -1041685.002525 + Penalty 3026.221859 = -1038658.780666 nChanged 647 SP:Iteration 6F (879.346760 sec): 3 clusters Score: Raw -1042117.713106 + Penalty 3026.221859 = -1039091.491247 nChanged 658 SP:Iteration 7F (879.412466 sec): 3 clusters Score: Raw -1042597.405742 + Penalty 3026.221859 = -1039571.183883 nChanged 615 SP:Iteration 8F (879.477700 sec): 3 clusters Score: Raw -1043058.709158 + Penalty 3026.221859 = -1040032.487299 nChanged 521 SP:Iteration 9Q (879.540490 sec): 3 clusters Score: Raw -1043460.891039 + Penalty 3026.221859 = -1040434.669180 nChanged 414 SP:Iteration 10Q (879.605608 sec): 3 clusters Score: Raw -1043763.958324 + Penalty 3026.221859 = -1040737.736465 nChanged 288 SP:Iteration 11Q (879.669756 sec): 3 clusters Score: Raw -1044001.440461 + Penalty 3026.221859 = -1040975.218602 nChanged 224 SP:Iteration 12Q (879.733835 sec): 3 clusters Score: Raw -1044193.120285 + Penalty 3026.221859 = -1041166.898426 nChanged 156 SP:Iteration 13Q (879.792789 sec): 3 clusters Score: Raw -1044325.777156 + Penalty 3026.221859 = -1041299.555297 nChanged 108 SP:Iteration 14Q (879.857897 sec): 3 clusters Score: Raw -1044409.362135 + Penalty 3026.221859 = -1041383.140276 nChanged 74 SP:Iteration 15Q (879.928356 sec): 3 clusters Score: Raw -1044482.326765 + Penalty 3026.221859 = -1041456.104906 nChanged 60 SP:Iteration 16Q (879.992714 sec): 3 clusters Score: Raw -1044530.028927 + Penalty 3026.221859 = -1041503.807068 nChanged 42 SP:Iteration 17Q (880.046835 sec): 3 clusters Score: Raw -1044556.199671 + Penalty 3026.221859 = -1041529.977812 nChanged 38 SP:Iteration 18Q (880.114956 sec): 3 clusters Score: Raw -1044581.879268 + Penalty 3026.221859 = -1041555.657409 nChanged 38 SP:Iteration 19Q (880.172240 sec): 3 clusters Score: Raw -1044604.105059 + Penalty 3026.221859 = -1041577.883200 nChanged 37 SP:Iteration 20F (880.246032 sec): 3 clusters Score: Raw -1044626.195133 + Penalty 3026.221859 = -1041599.973274 nChanged 30 SP:Iteration 21Q (880.299019 sec): 3 clusters Score: Raw -1044647.862026 + Penalty 3026.221859 = -1041621.640168 nChanged 25 SP:Iteration 22Q (880.372714 sec): 3 clusters Score: Raw -1044660.731622 + Penalty 3026.221859 = -1041634.509764 nChanged 20 SP:Iteration 23Q (880.420989 sec): 3 clusters Score: Raw -1044672.980420 + Penalty 3026.221859 = -1041646.758561 nChanged 12 SP:Iteration 24Q (880.485957 sec): 3 clusters Score: Raw -1044678.281707 + Penalty 3026.221859 = -1041652.059849 nChanged 13 SP:Iteration 25Q (880.547736 sec): 3 clusters Score: Raw -1044684.097951 + Penalty 3026.221859 = -1041657.876092 nChanged 17 SP:Iteration 26Q (880.606245 sec): 3 clusters Score: Raw -1044689.735746 + Penalty 3026.221859 = -1041663.513887 nChanged 11 SP:Iteration 27Q (880.665331 sec): 3 clusters Score: Raw -1044693.080959 + Penalty 3026.221859 = -1041666.859100 nChanged 10 SP:Iteration 28Q (880.726946 sec): 3 clusters Score: Raw -1044695.746894 + Penalty 3026.221859 = -1041669.525035 nChanged 6 SP:Iteration 29Q (880.796966 sec): 3 clusters Score: Raw -1044697.663468 + Penalty 3026.221859 = -1041671.441609 nChanged 4 SP:Iteration 30Q (880.860997 sec): 3 clusters Score: Raw -1044698.771027 + Penalty 3026.221859 = -1041672.549169 nChanged 4 SP:Iteration 31Q (880.915787 sec): 3 clusters Score: Raw -1044699.616567 + Penalty 3026.221859 = -1041673.394708 nChanged 0 SP:Iteration 32F (880.975374 sec): 3 clusters Score: Raw -1044699.616567 + Penalty 3026.221859 = -1041673.394708 nChanged 0 Trying to split cluster 2 (1462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (881.002929 sec): 2 clusters Score: Raw -123966.636562 + Penalty 1184.228604 = -122782.407958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (881.053132 sec): 3 clusters Score: Raw -123460.372700 + Penalty 2368.457208 = -121091.915492 nChanged 458 SP:Iteration 1F (881.113895 sec): 3 clusters Score: Raw -123826.518634 + Penalty 2368.457208 = -121458.061426 nChanged 117 SP:Iteration 2F (881.167581 sec): 3 clusters Score: Raw -123957.894298 + Penalty 2368.457208 = -121589.437090 nChanged 89 SP:Iteration 3F (881.205460 sec): 3 clusters Score: Raw -124048.500809 + Penalty 2368.457208 = -121680.043601 nChanged 63 SP:Iteration 4Q (881.253118 sec): 3 clusters Score: Raw -124121.991713 + Penalty 2368.457208 = -121753.534505 nChanged 63 SP:Iteration 5Q (881.306029 sec): 3 clusters Score: Raw -124184.932596 + Penalty 2368.457208 = -121816.475388 nChanged 42 SP:Iteration 6Q (881.357571 sec): 3 clusters Score: Raw -124222.911983 + Penalty 2368.457208 = -121854.454775 nChanged 33 SP:Iteration 7Q (881.407959 sec): 3 clusters Score: Raw -124252.475663 + Penalty 2368.457208 = -121884.018455 nChanged 27 SP:Iteration 8Q (881.443816 sec): 3 clusters Score: Raw -124276.851606 + Penalty 2368.457208 = -121908.394398 nChanged 26 SP:Iteration 9Q (881.496765 sec): 3 clusters Score: Raw -124305.418987 + Penalty 2368.457208 = -121936.961779 nChanged 24 SP:Iteration 10Q (881.548920 sec): 3 clusters Score: Raw -124326.069037 + Penalty 2368.457208 = -121957.611829 nChanged 23 SP:Iteration 11Q (881.598068 sec): 3 clusters Score: Raw -124342.663616 + Penalty 2368.457208 = -121974.206408 nChanged 12 SP:Iteration 12Q (881.632219 sec): 3 clusters Score: Raw -124353.102489 + Penalty 2368.457208 = -121984.645281 nChanged 13 SP:Iteration 13Q (881.684613 sec): 3 clusters Score: Raw -124366.531542 + Penalty 2368.457208 = -121998.074334 nChanged 15 SP:Iteration 14Q (881.732533 sec): 3 clusters Score: Raw -124380.302108 + Penalty 2368.457208 = -122011.844900 nChanged 18 SP:Iteration 15Q (881.784726 sec): 3 clusters Score: Raw -124392.777403 + Penalty 2368.457208 = -122024.320195 nChanged 9 SP:Iteration 16Q (881.825735 sec): 3 clusters Score: Raw -124397.954833 + Penalty 2368.457208 = -122029.497624 nChanged 6 SP:Iteration 17Q (881.878456 sec): 3 clusters Score: Raw -124402.985537 + Penalty 2368.457208 = -122034.528329 nChanged 7 SP:Iteration 18Q (881.924383 sec): 3 clusters Score: Raw -124407.709894 + Penalty 2368.457208 = -122039.252686 nChanged 4 SP:Iteration 19Q (881.959479 sec): 3 clusters Score: Raw -124409.718913 + Penalty 2368.457208 = -122041.261705 nChanged 1 SP:Iteration 20F (882.008666 sec): 3 clusters Score: Raw -124410.075279 + Penalty 2368.457208 = -122041.618071 nChanged 0 Trying to split cluster 3 (6122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (882.047376 sec): 2 clusters Score: Raw -576160.115655 + Penalty 1416.942169 = -574743.173485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (882.097121 sec): 3 clusters Score: Raw -572808.437232 + Penalty 2833.884339 = -569974.552894 nChanged 2525 SP:Iteration 1F (882.155241 sec): 3 clusters Score: Raw -574190.975727 + Penalty 2833.884339 = -571357.091388 nChanged 453 SP:Iteration 2F (882.214148 sec): 3 clusters Score: Raw -574455.517299 + Penalty 2833.884339 = -571621.632960 nChanged 359 SP:Iteration 3F (882.272254 sec): 3 clusters Score: Raw -574666.922578 + Penalty 2833.884339 = -571833.038239 nChanged 311 SP:Iteration 4F (882.316684 sec): 3 clusters Score: Raw -574836.328979 + Penalty 2833.884339 = -572002.444640 nChanged 251 SP:Iteration 5Q (882.377088 sec): 3 clusters Score: Raw -574970.811465 + Penalty 2833.884339 = -572136.927126 nChanged 239 SP:Iteration 6Q (882.431637 sec): 3 clusters Score: Raw -575097.931913 + Penalty 2833.884339 = -572264.047574 nChanged 216 SP:Iteration 7Q (882.494408 sec): 3 clusters Score: Raw -575210.255690 + Penalty 2833.884339 = -572376.371352 nChanged 197 SP:Iteration 8Q (882.552181 sec): 3 clusters Score: Raw -575303.250510 + Penalty 2833.884339 = -572469.366171 nChanged 172 SP:Iteration 9Q (882.615855 sec): 3 clusters Score: Raw -575388.207095 + Penalty 2833.884339 = -572554.322756 nChanged 169 SP:Iteration 10Q (882.672615 sec): 3 clusters Score: Raw -575470.875927 + Penalty 2833.884339 = -572636.991588 nChanged 154 SP:Iteration 11Q (882.720232 sec): 3 clusters Score: Raw -575536.225316 + Penalty 2833.884339 = -572702.340977 nChanged 129 SP:Iteration 12Q (882.773377 sec): 3 clusters Score: Raw -575593.122069 + Penalty 2833.884339 = -572759.237730 nChanged 119 SP:Iteration 13Q (882.842740 sec): 3 clusters Score: Raw -575643.080320 + Penalty 2833.884339 = -572809.195981 nChanged 83 SP:Iteration 14Q (882.894011 sec): 3 clusters Score: Raw -575678.788506 + Penalty 2833.884339 = -572844.904167 nChanged 87 SP:Iteration 15Q (882.952066 sec): 3 clusters Score: Raw -575705.701316 + Penalty 2833.884339 = -572871.816977 nChanged 70 SP:Iteration 16Q (883.012386 sec): 3 clusters Score: Raw -575729.189790 + Penalty 2833.884339 = -572895.305451 nChanged 57 SP:Iteration 17Q (883.069351 sec): 3 clusters Score: Raw -575744.448955 + Penalty 2833.884339 = -572910.564616 nChanged 43 SP:Iteration 18Q (883.116273 sec): 3 clusters Score: Raw -575757.152317 + Penalty 2833.884339 = -572923.267978 nChanged 47 SP:Iteration 19Q (883.181957 sec): 3 clusters Score: Raw -575774.593327 + Penalty 2833.884339 = -572940.708988 nChanged 46 SP:Iteration 20F (883.234171 sec): 3 clusters Score: Raw -575789.247688 + Penalty 2833.884339 = -572955.363349 nChanged 45 SP:Iteration 21Q (883.288671 sec): 3 clusters Score: Raw -575802.247139 + Penalty 2833.884339 = -572968.362800 nChanged 41 SP:Iteration 22Q (883.344453 sec): 3 clusters Score: Raw -575817.620086 + Penalty 2833.884339 = -572983.735747 nChanged 48 SP:Iteration 23Q (883.405595 sec): 3 clusters Score: Raw -575835.372596 + Penalty 2833.884339 = -573001.488258 nChanged 39 SP:Iteration 24Q (883.461176 sec): 3 clusters Score: Raw -575847.322530 + Penalty 2833.884339 = -573013.438192 nChanged 32 SP:Iteration 25Q (883.522170 sec): 3 clusters Score: Raw -575857.424995 + Penalty 2833.884339 = -573023.540656 nChanged 36 SP:Iteration 26Q (883.569838 sec): 3 clusters Score: Raw -575869.200704 + Penalty 2833.884339 = -573035.316365 nChanged 22 SP:Iteration 27Q (883.632484 sec): 3 clusters Score: Raw -575876.007045 + Penalty 2833.884339 = -573042.122707 nChanged 29 SP:Iteration 28Q (883.681436 sec): 3 clusters Score: Raw -575883.451638 + Penalty 2833.884339 = -573049.567299 nChanged 27 SP:Iteration 29Q (883.732495 sec): 3 clusters Score: Raw -575891.250159 + Penalty 2833.884339 = -573057.365821 nChanged 34 SP:Iteration 30Q (883.790724 sec): 3 clusters Score: Raw -575899.515062 + Penalty 2833.884339 = -573065.630723 nChanged 32 SP:Iteration 31Q (883.847014 sec): 3 clusters Score: Raw -575908.012205 + Penalty 2833.884339 = -573074.127866 nChanged 25 SP:Iteration 32Q (883.913771 sec): 3 clusters Score: Raw -575915.248663 + Penalty 2833.884339 = -573081.364324 nChanged 25 SP:Iteration 33Q (883.959920 sec): 3 clusters Score: Raw -575921.581236 + Penalty 2833.884339 = -573087.696897 nChanged 27 SP:Iteration 34Q (884.014703 sec): 3 clusters Score: Raw -575927.358144 + Penalty 2833.884339 = -573093.473805 nChanged 21 SP:Iteration 35Q (884.073979 sec): 3 clusters Score: Raw -575931.020424 + Penalty 2833.884339 = -573097.136085 nChanged 16 SP:Iteration 36Q (884.129509 sec): 3 clusters Score: Raw -575934.085843 + Penalty 2833.884339 = -573100.201504 nChanged 11 SP:Iteration 37Q (884.190607 sec): 3 clusters Score: Raw -575937.300037 + Penalty 2833.884339 = -573103.415698 nChanged 15 SP:Iteration 38Q (884.241408 sec): 3 clusters Score: Raw -575940.466188 + Penalty 2833.884339 = -573106.581849 nChanged 18 SP:Iteration 39Q (884.288326 sec): 3 clusters Score: Raw -575944.935598 + Penalty 2833.884339 = -573111.051259 nChanged 17 SP:Iteration 40F (884.352939 sec): 3 clusters Score: Raw -575948.208594 + Penalty 2833.884339 = -573114.324255 nChanged 16 SP:Iteration 41Q (884.404543 sec): 3 clusters Score: Raw -575951.874698 + Penalty 2833.884339 = -573117.990360 nChanged 14 SP:Iteration 42Q (884.463324 sec): 3 clusters Score: Raw -575955.561185 + Penalty 2833.884339 = -573121.676846 nChanged 13 SP:Iteration 43Q (884.518759 sec): 3 clusters Score: Raw -575960.510467 + Penalty 2833.884339 = -573126.626129 nChanged 26 SP:Iteration 44Q (884.571237 sec): 3 clusters Score: Raw -575970.529693 + Penalty 2833.884339 = -573136.645354 nChanged 30 SP:Iteration 45Q (884.640395 sec): 3 clusters Score: Raw -575983.102035 + Penalty 2833.884339 = -573149.217696 nChanged 32 SP:Iteration 46Q (884.695395 sec): 3 clusters Score: Raw -575993.150561 + Penalty 2833.884339 = -573159.266222 nChanged 29 SP:Iteration 47Q (884.741228 sec): 3 clusters Score: Raw -576000.606338 + Penalty 2833.884339 = -573166.721999 nChanged 25 SP:Iteration 48Q (884.800167 sec): 3 clusters Score: Raw -576006.851536 + Penalty 2833.884339 = -573172.967197 nChanged 21 SP:Iteration 49Q (884.859149 sec): 3 clusters Score: Raw -576013.033629 + Penalty 2833.884339 = -573179.149290 nChanged 19 SP:Iteration 50Q (884.912195 sec): 3 clusters Score: Raw -576018.269298 + Penalty 2833.884339 = -573184.384960 nChanged 15 SP:Iteration 51Q (884.973207 sec): 3 clusters Score: Raw -576023.311930 + Penalty 2833.884339 = -573189.427591 nChanged 16 SP:Iteration 52Q (885.032885 sec): 3 clusters Score: Raw -576028.223618 + Penalty 2833.884339 = -573194.339279 nChanged 19 SP:Iteration 53Q (885.084131 sec): 3 clusters Score: Raw -576033.857202 + Penalty 2833.884339 = -573199.972863 nChanged 18 SP:Iteration 54Q (885.143893 sec): 3 clusters Score: Raw -576039.043132 + Penalty 2833.884339 = -573205.158793 nChanged 15 SP:Iteration 55Q (885.193201 sec): 3 clusters Score: Raw -576042.581992 + Penalty 2833.884339 = -573208.697653 nChanged 14 SP:Iteration 56Q (885.260834 sec): 3 clusters Score: Raw -576046.762507 + Penalty 2833.884339 = -573212.878168 nChanged 19 SP:Iteration 57Q (885.316753 sec): 3 clusters Score: Raw -576052.201195 + Penalty 2833.884339 = -573218.316856 nChanged 14 SP:Iteration 58Q (885.371228 sec): 3 clusters Score: Raw -576056.746495 + Penalty 2833.884339 = -573222.862157 nChanged 13 SP:Iteration 59Q (885.419687 sec): 3 clusters Score: Raw -576059.734546 + Penalty 2833.884339 = -573225.850207 nChanged 10 SP:Iteration 60F (885.474649 sec): 3 clusters Score: Raw -576061.813481 + Penalty 2833.884339 = -573227.929142 nChanged 9 SP:Iteration 61Q (885.534641 sec): 3 clusters Score: Raw -576064.568746 + Penalty 2833.884339 = -573230.684407 nChanged 12 SP:Iteration 62Q (885.585733 sec): 3 clusters Score: Raw -576068.247925 + Penalty 2833.884339 = -573234.363586 nChanged 13 SP:Iteration 63Q (885.647572 sec): 3 clusters Score: Raw -576071.093265 + Penalty 2833.884339 = -573237.208926 nChanged 13 SP:Iteration 64Q (885.697576 sec): 3 clusters Score: Raw -576073.961535 + Penalty 2833.884339 = -573240.077196 nChanged 10 SP:Iteration 65Q (885.753001 sec): 3 clusters Score: Raw -576076.683840 + Penalty 2833.884339 = -573242.799501 nChanged 10 SP:Iteration 66Q (885.816228 sec): 3 clusters Score: Raw -576079.830166 + Penalty 2833.884339 = -573245.945827 nChanged 16 SP:Iteration 67Q (885.876957 sec): 3 clusters Score: Raw -576084.498479 + Penalty 2833.884339 = -573250.614140 nChanged 15 SP:Iteration 68Q (885.934727 sec): 3 clusters Score: Raw -576088.777816 + Penalty 2833.884339 = -573254.893477 nChanged 12 SP:Iteration 69Q (885.978747 sec): 3 clusters Score: Raw -576091.612105 + Penalty 2833.884339 = -573257.727766 nChanged 11 SP:Iteration 70Q (886.033780 sec): 3 clusters Score: Raw -576094.183254 + Penalty 2833.884339 = -573260.298915 nChanged 12 SP:Iteration 71Q (886.089297 sec): 3 clusters Score: Raw -576096.871282 + Penalty 2833.884339 = -573262.986943 nChanged 8 SP:Iteration 72Q (886.141688 sec): 3 clusters Score: Raw -576099.276312 + Penalty 2833.884339 = -573265.391974 nChanged 14 SP:Iteration 73Q (886.194964 sec): 3 clusters Score: Raw -576103.476229 + Penalty 2833.884339 = -573269.591890 nChanged 16 SP:Iteration 74Q (886.256724 sec): 3 clusters Score: Raw -576107.974277 + Penalty 2833.884339 = -573274.089938 nChanged 14 SP:Iteration 75Q (886.300692 sec): 3 clusters Score: Raw -576112.406155 + Penalty 2833.884339 = -573278.521816 nChanged 19 SP:Iteration 76Q (886.362111 sec): 3 clusters Score: Raw -576120.615769 + Penalty 2833.884339 = -573286.731430 nChanged 19 SP:Iteration 77Q (886.412038 sec): 3 clusters Score: Raw -576127.886509 + Penalty 2833.884339 = -573294.002170 nChanged 18 SP:Iteration 78Q (886.471262 sec): 3 clusters Score: Raw -576133.450314 + Penalty 2833.884339 = -573299.565975 nChanged 17 SP:Iteration 79Q (886.527516 sec): 3 clusters Score: Raw -576139.545621 + Penalty 2833.884339 = -573305.661282 nChanged 11 SP:Iteration 80F (886.583708 sec): 3 clusters Score: Raw -576143.905757 + Penalty 2833.884339 = -573310.021418 nChanged 10 SP:Iteration 81Q (886.629202 sec): 3 clusters Score: Raw -576147.266525 + Penalty 2833.884339 = -573313.382186 nChanged 14 SP:Iteration 82Q (886.691819 sec): 3 clusters Score: Raw -576151.423075 + Penalty 2833.884339 = -573317.538736 nChanged 13 SP:Iteration 83Q (886.740888 sec): 3 clusters Score: Raw -576155.405695 + Penalty 2833.884339 = -573321.521356 nChanged 15 SP:Iteration 84Q (886.806396 sec): 3 clusters Score: Raw -576160.279751 + Penalty 2833.884339 = -573326.395412 nChanged 15 SP:Iteration 85Q (886.852680 sec): 3 clusters Score: Raw -576166.084950 + Penalty 2833.884339 = -573332.200611 nChanged 12 SP:Iteration 86Q (886.919302 sec): 3 clusters Score: Raw -576169.741195 + Penalty 2833.884339 = -573335.856856 nChanged 10 SP:Iteration 87Q (886.973002 sec): 3 clusters Score: Raw -576172.580529 + Penalty 2833.884339 = -573338.696190 nChanged 5 SP:Iteration 88Q (887.028466 sec): 3 clusters Score: Raw -576175.149710 + Penalty 2833.884339 = -573341.265371 nChanged 8 SP:Iteration 89Q (887.078384 sec): 3 clusters Score: Raw -576179.533652 + Penalty 2833.884339 = -573345.649313 nChanged 17 SP:Iteration 90Q (887.132573 sec): 3 clusters Score: Raw -576184.843243 + Penalty 2833.884339 = -573350.958904 nChanged 10 SP:Iteration 91Q (887.188236 sec): 3 clusters Score: Raw -576188.445557 + Penalty 2833.884339 = -573354.561218 nChanged 13 SP:Iteration 92Q (887.246030 sec): 3 clusters Score: Raw -576192.037335 + Penalty 2833.884339 = -573358.152996 nChanged 8 SP:Iteration 93Q (887.288796 sec): 3 clusters Score: Raw -576194.513000 + Penalty 2833.884339 = -573360.628661 nChanged 8 SP:Iteration 94Q (887.349252 sec): 3 clusters Score: Raw -576197.327799 + Penalty 2833.884339 = -573363.443460 nChanged 7 SP:Iteration 95Q (887.397321 sec): 3 clusters Score: Raw -576199.200469 + Penalty 2833.884339 = -573365.316130 nChanged 6 SP:Iteration 96Q (887.449220 sec): 3 clusters Score: Raw -576201.816198 + Penalty 2833.884339 = -573367.931860 nChanged 7 SP:Iteration 97Q (887.513091 sec): 3 clusters Score: Raw -576203.544510 + Penalty 2833.884339 = -573369.660171 nChanged 5 SP:Iteration 98Q (887.563731 sec): 3 clusters Score: Raw -576204.873745 + Penalty 2833.884339 = -573370.989406 nChanged 2 SP:Iteration 99Q (887.623073 sec): 3 clusters Score: Raw -576205.355222 + Penalty 2833.884339 = -573371.470883 nChanged 3 SP:Iteration 100F (887.674458 sec): 3 clusters Score: Raw -576206.214651 + Penalty 2833.884339 = -573372.330313 nChanged 2 SP:Iteration 101Q (887.735965 sec): 3 clusters Score: Raw -576206.775352 + Penalty 2833.884339 = -573372.891013 nChanged 2 SP:Iteration 102Q (887.793702 sec): 3 clusters Score: Raw -576207.356953 + Penalty 2833.884339 = -573373.472614 nChanged 2 SP:Iteration 103Q (887.844257 sec): 3 clusters Score: Raw -576207.929439 + Penalty 2833.884339 = -573374.045100 nChanged 3 SP:Iteration 104Q (887.913331 sec): 3 clusters Score: Raw -576209.104931 + Penalty 2833.884339 = -573375.220592 nChanged 5 SP:Iteration 105Q (887.965769 sec): 3 clusters Score: Raw -576210.176425 + Penalty 2833.884339 = -573376.292086 nChanged 6 SP:Iteration 106Q (888.008387 sec): 3 clusters Score: Raw -576211.901685 + Penalty 2833.884339 = -573378.017346 nChanged 5 SP:Iteration 107Q (888.059837 sec): 3 clusters Score: Raw -576213.343290 + Penalty 2833.884339 = -573379.458951 nChanged 5 SP:Iteration 108Q (888.121746 sec): 3 clusters Score: Raw -576215.149821 + Penalty 2833.884339 = -573381.265482 nChanged 10 SP:Iteration 109Q (888.168997 sec): 3 clusters Score: Raw -576217.552154 + Penalty 2833.884339 = -573383.667815 nChanged 4 SP:Iteration 110Q (888.235119 sec): 3 clusters Score: Raw -576219.459693 + Penalty 2833.884339 = -573385.575354 nChanged 3 SP:Iteration 111Q (888.286962 sec): 3 clusters Score: Raw -576220.181832 + Penalty 2833.884339 = -573386.297493 nChanged 5 SP:Iteration 112Q (888.344839 sec): 3 clusters Score: Raw -576221.502291 + Penalty 2833.884339 = -573387.617953 nChanged 8 SP:Iteration 113Q (888.405394 sec): 3 clusters Score: Raw -576224.371954 + Penalty 2833.884339 = -573390.487615 nChanged 7 SP:Iteration 114Q (888.467852 sec): 3 clusters Score: Raw -576226.750161 + Penalty 2833.884339 = -573392.865822 nChanged 6 SP:Iteration 115Q (888.513596 sec): 3 clusters Score: Raw -576228.778832 + Penalty 2833.884339 = -573394.894494 nChanged 7 SP:Iteration 116Q (888.572662 sec): 3 clusters Score: Raw -576232.119544 + Penalty 2833.884339 = -573398.235205 nChanged 7 SP:Iteration 117Q (888.640794 sec): 3 clusters Score: Raw -576234.116442 + Penalty 2833.884339 = -573400.232103 nChanged 6 SP:Iteration 118Q (888.687103 sec): 3 clusters Score: Raw -576235.908611 + Penalty 2833.884339 = -573402.024272 nChanged 7 SP:Iteration 119Q (888.753980 sec): 3 clusters Score: Raw -576238.629858 + Penalty 2833.884339 = -573404.745519 nChanged 7 SP:Iteration 120F (888.799165 sec): 3 clusters Score: Raw -576243.052673 + Penalty 2833.884339 = -573409.168334 nChanged 12 SP:Iteration 121Q (888.861993 sec): 3 clusters Score: Raw -576247.333569 + Penalty 2833.884339 = -573413.449230 nChanged 7 SP:Iteration 122Q (888.916760 sec): 3 clusters Score: Raw -576250.372086 + Penalty 2833.884339 = -573416.487747 nChanged 7 SP:Iteration 123Q (888.959008 sec): 3 clusters Score: Raw -576253.549363 + Penalty 2833.884339 = -573419.665024 nChanged 8 SP:Iteration 124Q (889.023920 sec): 3 clusters Score: Raw -576256.757026 + Penalty 2833.884339 = -573422.872688 nChanged 9 SP:Iteration 125Q (889.075870 sec): 3 clusters Score: Raw -576260.767580 + Penalty 2833.884339 = -573426.883241 nChanged 10 SP:Iteration 126Q (889.123087 sec): 3 clusters Score: Raw -576265.099200 + Penalty 2833.884339 = -573431.214862 nChanged 8 SP:Iteration 127Q (889.181567 sec): 3 clusters Score: Raw -576267.881419 + Penalty 2833.884339 = -573433.997080 nChanged 4 SP:Iteration 128Q (889.233866 sec): 3 clusters Score: Raw -576269.575629 + Penalty 2833.884339 = -573435.691290 nChanged 1 SP:Iteration 129Q (889.295704 sec): 3 clusters Score: Raw -576269.881883 + Penalty 2833.884339 = -573435.997544 nChanged 1 SP:Iteration 130Q (889.348804 sec): 3 clusters Score: Raw -576270.651624 + Penalty 2833.884339 = -573436.767285 nChanged 3 SP:Iteration 131Q (889.410666 sec): 3 clusters Score: Raw -576271.859490 + Penalty 2833.884339 = -573437.975152 nChanged 3 SP:Iteration 132Q (889.467453 sec): 3 clusters Score: Raw -576274.313262 + Penalty 2833.884339 = -573440.428924 nChanged 6 SP:Iteration 133Q (889.512907 sec): 3 clusters Score: Raw -576277.772485 + Penalty 2833.884339 = -573443.888146 nChanged 5 SP:Iteration 134Q (889.578519 sec): 3 clusters Score: Raw -576279.272665 + Penalty 2833.884339 = -573445.388327 nChanged 2 SP:Iteration 135Q (889.633474 sec): 3 clusters Score: Raw -576279.968942 + Penalty 2833.884339 = -573446.084603 nChanged 1 SP:Iteration 136Q (889.698068 sec): 3 clusters Score: Raw -576280.072425 + Penalty 2833.884339 = -573446.188086 nChanged 0 SP:Iteration 137F (889.745439 sec): 3 clusters Score: Raw -576280.072425 + Penalty 2833.884339 = -573446.188086 nChanged 0 Trying to split cluster 4 (2839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (889.785150 sec): 2 clusters Score: Raw -269288.575835 + Penalty 1292.071163 = -267996.504672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (889.828173 sec): 3 clusters Score: Raw -267971.233959 + Penalty 2584.142326 = -265387.091633 nChanged 1074 SP:Iteration 1F (889.872818 sec): 3 clusters Score: Raw -268592.068350 + Penalty 2584.142326 = -266007.926024 nChanged 192 SP:Iteration 2F (889.935625 sec): 3 clusters Score: Raw -268713.942885 + Penalty 2584.142326 = -266129.800559 nChanged 134 SP:Iteration 3Q (889.976736 sec): 3 clusters Score: Raw -268788.726533 + Penalty 2584.142326 = -266204.584207 nChanged 92 SP:Iteration 4Q (890.038684 sec): 3 clusters Score: Raw -268836.414460 + Penalty 2584.142326 = -266252.272134 nChanged 87 SP:Iteration 5Q (890.090129 sec): 3 clusters Score: Raw -268882.977203 + Penalty 2584.142326 = -266298.834877 nChanged 84 SP:Iteration 6Q (890.133390 sec): 3 clusters Score: Raw -268930.670380 + Penalty 2584.142326 = -266346.528054 nChanged 86 SP:Iteration 7Q (890.191245 sec): 3 clusters Score: Raw -268983.696256 + Penalty 2584.142326 = -266399.553930 nChanged 88 SP:Iteration 8Q (890.249859 sec): 3 clusters Score: Raw -269047.795696 + Penalty 2584.142326 = -266463.653370 nChanged 86 SP:Iteration 9Q (890.301837 sec): 3 clusters Score: Raw -269125.058794 + Penalty 2584.142326 = -266540.916468 nChanged 110 SP:Iteration 10Q (890.340049 sec): 3 clusters Score: Raw -269213.268929 + Penalty 2584.142326 = -266629.126603 nChanged 99 SP:Iteration 11Q (890.404170 sec): 3 clusters Score: Raw -269310.524068 + Penalty 2584.142326 = -266726.381742 nChanged 110 SP:Iteration 12Q (890.456090 sec): 3 clusters Score: Raw -269418.201985 + Penalty 2584.142326 = -266834.059659 nChanged 105 SP:Iteration 13Q (890.505925 sec): 3 clusters Score: Raw -269514.022165 + Penalty 2584.142326 = -266929.879839 nChanged 76 SP:Iteration 14Q (890.557125 sec): 3 clusters Score: Raw -269572.595476 + Penalty 2584.142326 = -266988.453150 nChanged 59 SP:Iteration 15Q (890.600683 sec): 3 clusters Score: Raw -269613.439501 + Penalty 2584.142326 = -267029.297175 nChanged 36 SP:Iteration 16Q (890.656365 sec): 3 clusters Score: Raw -269638.819955 + Penalty 2584.142326 = -267054.677629 nChanged 26 SP:Iteration 17Q (890.709942 sec): 3 clusters Score: Raw -269663.905512 + Penalty 2584.142326 = -267079.763186 nChanged 35 SP:Iteration 18Q (890.748759 sec): 3 clusters Score: Raw -269690.378155 + Penalty 2584.142326 = -267106.235829 nChanged 26 SP:Iteration 19Q (890.809128 sec): 3 clusters Score: Raw -269710.028671 + Penalty 2584.142326 = -267125.886345 nChanged 22 SP:Iteration 20F (890.853875 sec): 3 clusters Score: Raw -269723.466629 + Penalty 2584.142326 = -267139.324303 nChanged 22 SP:Iteration 21Q (890.905804 sec): 3 clusters Score: Raw -269736.158992 + Penalty 2584.142326 = -267152.016666 nChanged 15 SP:Iteration 22Q (890.962607 sec): 3 clusters Score: Raw -269745.447131 + Penalty 2584.142326 = -267161.304805 nChanged 7 SP:Iteration 23Q (891.008622 sec): 3 clusters Score: Raw -269748.655919 + Penalty 2584.142326 = -267164.513593 nChanged 3 SP:Iteration 24Q (891.061782 sec): 3 clusters Score: Raw -269750.220408 + Penalty 2584.142326 = -267166.078082 nChanged 5 SP:Iteration 25Q (891.105093 sec): 3 clusters Score: Raw -269753.175035 + Penalty 2584.142326 = -267169.032709 nChanged 9 SP:Iteration 26Q (891.153618 sec): 3 clusters Score: Raw -269757.699702 + Penalty 2584.142326 = -267173.557376 nChanged 5 SP:Iteration 27Q (891.208024 sec): 3 clusters Score: Raw -269762.447205 + Penalty 2584.142326 = -267178.304879 nChanged 7 SP:Iteration 28Q (891.262949 sec): 3 clusters Score: Raw -269765.450352 + Penalty 2584.142326 = -267181.308027 nChanged 5 SP:Iteration 29Q (891.316812 sec): 3 clusters Score: Raw -269768.139366 + Penalty 2584.142326 = -267183.997041 nChanged 7 SP:Iteration 30Q (891.367333 sec): 3 clusters Score: Raw -269773.705524 + Penalty 2584.142326 = -267189.563198 nChanged 8 SP:Iteration 31Q (891.407768 sec): 3 clusters Score: Raw -269777.780430 + Penalty 2584.142326 = -267193.638105 nChanged 7 SP:Iteration 32Q (891.465490 sec): 3 clusters Score: Raw -269781.230178 + Penalty 2584.142326 = -267197.087852 nChanged 8 SP:Iteration 33Q (891.510443 sec): 3 clusters Score: Raw -269787.125902 + Penalty 2584.142326 = -267202.983576 nChanged 11 SP:Iteration 34Q (891.559638 sec): 3 clusters Score: Raw -269793.707226 + Penalty 2584.142326 = -267209.564900 nChanged 6 SP:Iteration 35Q (891.623052 sec): 3 clusters Score: Raw -269796.359859 + Penalty 2584.142326 = -267212.217533 nChanged 5 SP:Iteration 36Q (891.673630 sec): 3 clusters Score: Raw -269799.218476 + Penalty 2584.142326 = -267215.076150 nChanged 4 SP:Iteration 37Q (891.723240 sec): 3 clusters Score: Raw -269801.039752 + Penalty 2584.142326 = -267216.897426 nChanged 5 SP:Iteration 38Q (891.781714 sec): 3 clusters Score: Raw -269804.070099 + Penalty 2584.142326 = -267219.927773 nChanged 3 SP:Iteration 39Q (891.836078 sec): 3 clusters Score: Raw -269805.718002 + Penalty 2584.142326 = -267221.575676 nChanged 1 SP:Iteration 40F (891.886681 sec): 3 clusters Score: Raw -269805.920690 + Penalty 2584.142326 = -267221.778364 nChanged 0 Trying to split cluster 5 (1023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (891.910327 sec): 2 clusters Score: Raw -70179.737105 + Penalty 1126.205399 = -69053.531706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (891.958821 sec): 3 clusters Score: Raw -69936.658992 + Penalty 2252.410799 = -67684.248193 nChanged 324 SP:Iteration 1F (892.007565 sec): 3 clusters Score: Raw -70278.666685 + Penalty 2252.410799 = -68026.255886 nChanged 93 SP:Iteration 2F (892.046253 sec): 3 clusters Score: Raw -70425.130634 + Penalty 2252.410799 = -68172.719835 nChanged 63 SP:Iteration 3F (892.096161 sec): 3 clusters Score: Raw -70575.915538 + Penalty 2252.410799 = -68323.504739 nChanged 47 SP:Iteration 4Q (892.141848 sec): 3 clusters Score: Raw -70649.965208 + Penalty 2252.410799 = -68397.554409 nChanged 32 SP:Iteration 5Q (892.194712 sec): 3 clusters Score: Raw -70723.422687 + Penalty 2252.410799 = -68471.011888 nChanged 38 SP:Iteration 6Q (892.235718 sec): 3 clusters Score: Raw -70791.745899 + Penalty 2252.410799 = -68539.335100 nChanged 34 SP:Iteration 7Q (892.273936 sec): 3 clusters Score: Raw -70832.964541 + Penalty 2252.410799 = -68580.553742 nChanged 19 SP:Iteration 8Q (892.322716 sec): 3 clusters Score: Raw -70860.799247 + Penalty 2252.410799 = -68608.388448 nChanged 15 SP:Iteration 9Q (892.368824 sec): 3 clusters Score: Raw -70879.587628 + Penalty 2252.410799 = -68627.176829 nChanged 4 SP:Iteration 10Q (892.402805 sec): 3 clusters Score: Raw -70881.435376 + Penalty 2252.410799 = -68629.024577 nChanged 3 SP:Iteration 11Q (892.448654 sec): 3 clusters Score: Raw -70883.182148 + Penalty 2252.410799 = -68630.771349 nChanged 0 SP:Iteration 12F (892.498307 sec): 3 clusters Score: Raw -70883.182148 + Penalty 2252.410799 = -68630.771349 nChanged 0 Trying to split cluster 6 (4231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (892.519359 sec): 2 clusters Score: Raw -352094.167140 + Penalty 1356.906468 = -350737.260672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (892.573989 sec): 3 clusters Score: Raw -349928.646154 + Penalty 2713.812936 = -347214.833218 nChanged 1724 SP:Iteration 1F (892.626086 sec): 3 clusters Score: Raw -351053.126572 + Penalty 2713.812936 = -348339.313636 nChanged 414 SP:Iteration 2F (892.677404 sec): 3 clusters Score: Raw -351425.707524 + Penalty 2713.812936 = -348711.894587 nChanged 341 SP:Iteration 3F (892.734652 sec): 3 clusters Score: Raw -351707.855306 + Penalty 2713.812936 = -348994.042370 nChanged 283 SP:Iteration 4F (892.787994 sec): 3 clusters Score: Raw -351940.028596 + Penalty 2713.812936 = -349226.215660 nChanged 236 SP:Iteration 5F (892.835169 sec): 3 clusters Score: Raw -352142.630237 + Penalty 2713.812936 = -349428.817301 nChanged 217 SP:Iteration 6F (892.894779 sec): 3 clusters Score: Raw -352308.222577 + Penalty 2713.812936 = -349594.409641 nChanged 164 SP:Iteration 7Q (892.950955 sec): 3 clusters Score: Raw -352411.599300 + Penalty 2713.812936 = -349697.786364 nChanged 132 SP:Iteration 8Q (893.004456 sec): 3 clusters Score: Raw -352487.228198 + Penalty 2713.812936 = -349773.415262 nChanged 88 SP:Iteration 9Q (893.052548 sec): 3 clusters Score: Raw -352529.974682 + Penalty 2713.812936 = -349816.161746 nChanged 75 SP:Iteration 10Q (893.111614 sec): 3 clusters Score: Raw -352566.292647 + Penalty 2713.812936 = -349852.479710 nChanged 68 SP:Iteration 11Q (893.152160 sec): 3 clusters Score: Raw -352603.461873 + Penalty 2713.812936 = -349889.648937 nChanged 68 SP:Iteration 12Q (893.203052 sec): 3 clusters Score: Raw -352639.979167 + Penalty 2713.812936 = -349926.166231 nChanged 58 SP:Iteration 13Q (893.271863 sec): 3 clusters Score: Raw -352669.097031 + Penalty 2713.812936 = -349955.284095 nChanged 47 SP:Iteration 14Q (893.323892 sec): 3 clusters Score: Raw -352692.212977 + Penalty 2713.812936 = -349978.400041 nChanged 47 SP:Iteration 15Q (893.382818 sec): 3 clusters Score: Raw -352717.107466 + Penalty 2713.812936 = -350003.294529 nChanged 44 SP:Iteration 16Q (893.433561 sec): 3 clusters Score: Raw -352742.076689 + Penalty 2713.812936 = -350028.263752 nChanged 45 SP:Iteration 17Q (893.491124 sec): 3 clusters Score: Raw -352763.048010 + Penalty 2713.812936 = -350049.235073 nChanged 31 SP:Iteration 18Q (893.547656 sec): 3 clusters Score: Raw -352776.338866 + Penalty 2713.812936 = -350062.525930 nChanged 29 SP:Iteration 19Q (893.590674 sec): 3 clusters Score: Raw -352791.020875 + Penalty 2713.812936 = -350077.207938 nChanged 23 SP:Iteration 20F (893.641569 sec): 3 clusters Score: Raw -352802.935176 + Penalty 2713.812936 = -350089.122239 nChanged 17 SP:Iteration 21Q (893.699385 sec): 3 clusters Score: Raw -352810.808615 + Penalty 2713.812936 = -350096.995678 nChanged 16 SP:Iteration 22Q (893.754120 sec): 3 clusters Score: Raw -352818.469016 + Penalty 2713.812936 = -350104.656080 nChanged 18 SP:Iteration 23Q (893.810170 sec): 3 clusters Score: Raw -352825.040495 + Penalty 2713.812936 = -350111.227558 nChanged 14 SP:Iteration 24Q (893.858497 sec): 3 clusters Score: Raw -352830.321515 + Penalty 2713.812936 = -350116.508578 nChanged 16 SP:Iteration 25Q (893.904198 sec): 3 clusters Score: Raw -352837.323987 + Penalty 2713.812936 = -350123.511050 nChanged 13 SP:Iteration 26Q (893.956995 sec): 3 clusters Score: Raw -352842.806060 + Penalty 2713.812936 = -350128.993123 nChanged 10 SP:Iteration 27Q (894.010126 sec): 3 clusters Score: Raw -352847.478775 + Penalty 2713.812936 = -350133.665839 nChanged 12 SP:Iteration 28Q (894.057725 sec): 3 clusters Score: Raw -352853.301590 + Penalty 2713.812936 = -350139.488654 nChanged 9 SP:Iteration 29Q (894.113388 sec): 3 clusters Score: Raw -352856.829410 + Penalty 2713.812936 = -350143.016474 nChanged 6 SP:Iteration 30Q (894.168246 sec): 3 clusters Score: Raw -352858.500848 + Penalty 2713.812936 = -350144.687912 nChanged 7 SP:Iteration 31Q (894.222871 sec): 3 clusters Score: Raw -352860.074696 + Penalty 2713.812936 = -350146.261759 nChanged 5 SP:Iteration 32Q (894.273308 sec): 3 clusters Score: Raw -352861.924557 + Penalty 2713.812936 = -350148.111620 nChanged 3 SP:Iteration 33Q (894.323161 sec): 3 clusters Score: Raw -352863.134793 + Penalty 2713.812936 = -350149.321857 nChanged 1 SP:Iteration 34Q (894.365941 sec): 3 clusters Score: Raw -352863.408921 + Penalty 2713.812936 = -350149.595985 nChanged 2 SP:Iteration 35Q (894.429684 sec): 3 clusters Score: Raw -352864.196892 + Penalty 2713.812936 = -350150.383956 nChanged 1 SP:Iteration 36Q (894.481487 sec): 3 clusters Score: Raw -352864.304379 + Penalty 2713.812936 = -350150.491443 nChanged 2 SP:Iteration 37Q (894.533809 sec): 3 clusters Score: Raw -352865.136517 + Penalty 2713.812936 = -350151.323581 nChanged 2 SP:Iteration 38Q (894.581804 sec): 3 clusters Score: Raw -352865.865648 + Penalty 2713.812936 = -350152.052712 nChanged 2 SP:Iteration 39Q (894.627334 sec): 3 clusters Score: Raw -352866.636096 + Penalty 2713.812936 = -350152.823160 nChanged 2 SP:Iteration 40F (894.679628 sec): 3 clusters Score: Raw -352867.296228 + Penalty 2713.812936 = -350153.483292 nChanged 1 SP:Iteration 41Q (894.732161 sec): 3 clusters Score: Raw -352867.728392 + Penalty 2713.812936 = -350153.915455 nChanged 0 SP:Iteration 42F (894.783679 sec): 3 clusters Score: Raw -352867.728392 + Penalty 2713.812936 = -350153.915455 nChanged 0 Trying to split cluster 7 (15025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (894.837114 sec): 2 clusters Score: Raw -1438558.458814 + Penalty 1562.838998 = -1436995.619815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (894.906180 sec): 3 clusters Score: Raw -1429665.610453 + Penalty 3125.677997 = -1426539.932456 nChanged 6682 SP:Iteration 1F (894.980741 sec): 3 clusters Score: Raw -1433185.758217 + Penalty 3125.677997 = -1430060.080221 nChanged 784 SP:Iteration 2F (895.042306 sec): 3 clusters Score: Raw -1433463.418176 + Penalty 3125.677997 = -1430337.740179 nChanged 704 SP:Iteration 3Q (895.123285 sec): 3 clusters Score: Raw -1433737.062645 + Penalty 3125.677997 = -1430611.384648 nChanged 690 SP:Iteration 4Q (895.201303 sec): 3 clusters Score: Raw -1434046.342592 + Penalty 3125.677997 = -1430920.664596 nChanged 768 SP:Iteration 5F (895.274115 sec): 3 clusters Score: Raw -1434426.551650 + Penalty 3125.677997 = -1431300.873653 nChanged 845 SP:Iteration 6F (895.356120 sec): 3 clusters Score: Raw -1434940.782673 + Penalty 3125.677997 = -1431815.104676 nChanged 963 SP:Iteration 7F (895.426212 sec): 3 clusters Score: Raw -1435610.672496 + Penalty 3125.677997 = -1432484.994499 nChanged 1000 SP:Iteration 8F (895.500968 sec): 3 clusters Score: Raw -1436408.782859 + Penalty 3125.677997 = -1433283.104863 nChanged 945 SP:Iteration 9F (895.573469 sec): 3 clusters Score: Raw -1437219.059965 + Penalty 3125.677997 = -1434093.381968 nChanged 732 SP:Iteration 10Q (895.648670 sec): 3 clusters Score: Raw -1437869.920087 + Penalty 3125.677997 = -1434744.242090 nChanged 485 SP:Iteration 11Q (895.712049 sec): 3 clusters Score: Raw -1438284.314759 + Penalty 3125.677997 = -1435158.636763 nChanged 238 SP:Iteration 12Q (895.791639 sec): 3 clusters Score: Raw -1438483.262304 + Penalty 3125.677997 = -1435357.584307 nChanged 115 SP:Iteration 13Q (895.860893 sec): 3 clusters Score: Raw -1438581.117427 + Penalty 3125.677997 = -1435455.439430 nChanged 70 SP:Iteration 14Q (895.934703 sec): 3 clusters Score: Raw -1438644.831664 + Penalty 3125.677997 = -1435519.153667 nChanged 35 SP:Iteration 15Q (895.991568 sec): 3 clusters Score: Raw -1438683.535832 + Penalty 3125.677997 = -1435557.857836 nChanged 20 SP:Iteration 16Q (896.058258 sec): 3 clusters Score: Raw -1438706.870748 + Penalty 3125.677997 = -1435581.192751 nChanged 19 SP:Iteration 17Q (896.133018 sec): 3 clusters Score: Raw -1438722.821911 + Penalty 3125.677997 = -1435597.143914 nChanged 8 SP:Iteration 18Q (896.192266 sec): 3 clusters Score: Raw -1438729.148480 + Penalty 3125.677997 = -1435603.470483 nChanged 6 SP:Iteration 19Q (896.266584 sec): 3 clusters Score: Raw -1438733.040953 + Penalty 3125.677997 = -1435607.362956 nChanged 4 SP:Iteration 20F (896.345474 sec): 3 clusters Score: Raw -1438735.380064 + Penalty 3125.677997 = -1435609.702068 nChanged 3 SP:Iteration 21Q (896.412857 sec): 3 clusters Score: Raw -1438737.546844 + Penalty 3125.677997 = -1435611.868847 nChanged 1 SP:Iteration 22Q (896.480452 sec): 3 clusters Score: Raw -1438738.835091 + Penalty 3125.677997 = -1435613.157094 nChanged 2 SP:Iteration 23Q (896.541572 sec): 3 clusters Score: Raw -1438742.722136 + Penalty 3125.677997 = -1435617.044139 nChanged 4 SP:Iteration 24Q (896.607164 sec): 3 clusters Score: Raw -1438748.480479 + Penalty 3125.677997 = -1435622.802483 nChanged 3 SP:Iteration 25Q (896.676456 sec): 3 clusters Score: Raw -1438751.986535 + Penalty 3125.677997 = -1435626.308538 nChanged 4 SP:Iteration 26Q (896.743358 sec): 3 clusters Score: Raw -1438756.926644 + Penalty 3125.677997 = -1435631.248647 nChanged 1 SP:Iteration 27Q (896.816109 sec): 3 clusters Score: Raw -1438758.036453 + Penalty 3125.677997 = -1435632.358457 nChanged 0 SP:Iteration 28F (896.889629 sec): 3 clusters Score: Raw -1438758.036453 + Penalty 3125.677997 = -1435632.358457 nChanged 0 Trying to split cluster 8 (3880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (896.913759 sec): 2 clusters Score: Raw -357382.543975 + Penalty 1342.833445 = -356039.710529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (896.962007 sec): 3 clusters Score: Raw -355445.109634 + Penalty 2685.666891 = -352759.442744 nChanged 1534 SP:Iteration 1F (897.012769 sec): 3 clusters Score: Raw -356300.337299 + Penalty 2685.666891 = -353614.670408 nChanged 296 SP:Iteration 2F (897.073932 sec): 3 clusters Score: Raw -356480.417517 + Penalty 2685.666891 = -353794.750627 nChanged 227 SP:Iteration 3F (897.114254 sec): 3 clusters Score: Raw -356627.355754 + Penalty 2685.666891 = -353941.688864 nChanged 187 SP:Iteration 4Q (897.176533 sec): 3 clusters Score: Raw -356744.503293 + Penalty 2685.666891 = -354058.836402 nChanged 149 SP:Iteration 5Q (897.228099 sec): 3 clusters Score: Raw -356827.029057 + Penalty 2685.666891 = -354141.362167 nChanged 133 SP:Iteration 6Q (897.280499 sec): 3 clusters Score: Raw -356909.074441 + Penalty 2685.666891 = -354223.407551 nChanged 141 SP:Iteration 7Q (897.329941 sec): 3 clusters Score: Raw -356998.109972 + Penalty 2685.666891 = -354312.443081 nChanged 128 SP:Iteration 8Q (897.391391 sec): 3 clusters Score: Raw -357084.419244 + Penalty 2685.666891 = -354398.752354 nChanged 115 SP:Iteration 9Q (897.431530 sec): 3 clusters Score: Raw -357157.520509 + Penalty 2685.666891 = -354471.853619 nChanged 96 SP:Iteration 10Q (897.491964 sec): 3 clusters Score: Raw -357212.146613 + Penalty 2685.666891 = -354526.479722 nChanged 90 SP:Iteration 11Q (897.546447 sec): 3 clusters Score: Raw -357270.829007 + Penalty 2685.666891 = -354585.162117 nChanged 102 SP:Iteration 12Q (897.600717 sec): 3 clusters Score: Raw -357335.544896 + Penalty 2685.666891 = -354649.878006 nChanged 98 SP:Iteration 13Q (897.641726 sec): 3 clusters Score: Raw -357389.861450 + Penalty 2685.666891 = -354704.194560 nChanged 76 SP:Iteration 14Q (897.700378 sec): 3 clusters Score: Raw -357432.712586 + Penalty 2685.666891 = -354747.045696 nChanged 63 SP:Iteration 15Q (897.754341 sec): 3 clusters Score: Raw -357461.751803 + Penalty 2685.666891 = -354776.084912 nChanged 46 SP:Iteration 16Q (897.806580 sec): 3 clusters Score: Raw -357486.682556 + Penalty 2685.666891 = -354801.015666 nChanged 40 SP:Iteration 17Q (897.856923 sec): 3 clusters Score: Raw -357508.344342 + Penalty 2685.666891 = -354822.677451 nChanged 37 SP:Iteration 18Q (897.912630 sec): 3 clusters Score: Raw -357524.356182 + Penalty 2685.666891 = -354838.689292 nChanged 24 SP:Iteration 19Q (897.968471 sec): 3 clusters Score: Raw -357532.580707 + Penalty 2685.666891 = -354846.913817 nChanged 15 SP:Iteration 20F (898.013889 sec): 3 clusters Score: Raw -357537.960459 + Penalty 2685.666891 = -354852.293568 nChanged 11 SP:Iteration 21Q (898.070682 sec): 3 clusters Score: Raw -357541.005649 + Penalty 2685.666891 = -354855.338758 nChanged 6 SP:Iteration 22Q (898.128591 sec): 3 clusters Score: Raw -357543.236520 + Penalty 2685.666891 = -354857.569630 nChanged 6 SP:Iteration 23Q (898.179596 sec): 3 clusters Score: Raw -357544.628668 + Penalty 2685.666891 = -354858.961778 nChanged 7 SP:Iteration 24Q (898.234562 sec): 3 clusters Score: Raw -357546.623101 + Penalty 2685.666891 = -354860.956210 nChanged 6 SP:Iteration 25Q (898.286725 sec): 3 clusters Score: Raw -357548.513488 + Penalty 2685.666891 = -354862.846597 nChanged 7 SP:Iteration 26Q (898.337146 sec): 3 clusters Score: Raw -357551.426711 + Penalty 2685.666891 = -354865.759820 nChanged 6 SP:Iteration 27Q (898.384634 sec): 3 clusters Score: Raw -357554.151503 + Penalty 2685.666891 = -354868.484613 nChanged 6 SP:Iteration 28Q (898.450984 sec): 3 clusters Score: Raw -357556.314718 + Penalty 2685.666891 = -354870.647827 nChanged 3 SP:Iteration 29Q (898.508463 sec): 3 clusters Score: Raw -357557.432145 + Penalty 2685.666891 = -354871.765254 nChanged 6 SP:Iteration 30Q (898.555473 sec): 3 clusters Score: Raw -357560.120045 + Penalty 2685.666891 = -354874.453154 nChanged 6 SP:Iteration 31Q (898.612161 sec): 3 clusters Score: Raw -357563.850725 + Penalty 2685.666891 = -354878.183834 nChanged 5 SP:Iteration 32Q (898.658770 sec): 3 clusters Score: Raw -357567.193595 + Penalty 2685.666891 = -354881.526704 nChanged 7 SP:Iteration 33Q (898.725448 sec): 3 clusters Score: Raw -357570.461866 + Penalty 2685.666891 = -354884.794975 nChanged 9 SP:Iteration 34Q (898.766075 sec): 3 clusters Score: Raw -357573.768286 + Penalty 2685.666891 = -354888.101395 nChanged 6 SP:Iteration 35Q (898.829680 sec): 3 clusters Score: Raw -357575.746633 + Penalty 2685.666891 = -354890.079742 nChanged 7 SP:Iteration 36Q (898.886212 sec): 3 clusters Score: Raw -357578.813267 + Penalty 2685.666891 = -354893.146377 nChanged 8 SP:Iteration 37Q (898.931912 sec): 3 clusters Score: Raw -357584.174356 + Penalty 2685.666891 = -354898.507466 nChanged 9 SP:Iteration 38Q (898.995302 sec): 3 clusters Score: Raw -357589.028190 + Penalty 2685.666891 = -354903.361299 nChanged 15 SP:Iteration 39Q (899.041374 sec): 3 clusters Score: Raw -357596.978931 + Penalty 2685.666891 = -354911.312041 nChanged 13 SP:Iteration 40F (899.108448 sec): 3 clusters Score: Raw -357602.423901 + Penalty 2685.666891 = -354916.757010 nChanged 8 SP:Iteration 41Q (899.160518 sec): 3 clusters Score: Raw -357605.381055 + Penalty 2685.666891 = -354919.714164 nChanged 13 SP:Iteration 42Q (899.208683 sec): 3 clusters Score: Raw -357611.275712 + Penalty 2685.666891 = -354925.608821 nChanged 13 SP:Iteration 43Q (899.258606 sec): 3 clusters Score: Raw -357617.785803 + Penalty 2685.666891 = -354932.118913 nChanged 11 SP:Iteration 44Q (899.319519 sec): 3 clusters Score: Raw -357624.999370 + Penalty 2685.666891 = -354939.332479 nChanged 13 SP:Iteration 45Q (899.376845 sec): 3 clusters Score: Raw -357633.904344 + Penalty 2685.666891 = -354948.237453 nChanged 11 SP:Iteration 46Q (899.420699 sec): 3 clusters Score: Raw -357638.375485 + Penalty 2685.666891 = -354952.708594 nChanged 8 SP:Iteration 47Q (899.481074 sec): 3 clusters Score: Raw -357643.193032 + Penalty 2685.666891 = -354957.526141 nChanged 9 SP:Iteration 48Q (899.532338 sec): 3 clusters Score: Raw -357647.194676 + Penalty 2685.666891 = -354961.527785 nChanged 9 SP:Iteration 49Q (899.589554 sec): 3 clusters Score: Raw -357652.196856 + Penalty 2685.666891 = -354966.529965 nChanged 6 SP:Iteration 50Q (899.641064 sec): 3 clusters Score: Raw -357655.054865 + Penalty 2685.666891 = -354969.387974 nChanged 7 SP:Iteration 51Q (899.686910 sec): 3 clusters Score: Raw -357659.071276 + Penalty 2685.666891 = -354973.404386 nChanged 4 SP:Iteration 52Q (899.749237 sec): 3 clusters Score: Raw -357660.636404 + Penalty 2685.666891 = -354974.969513 nChanged 5 SP:Iteration 53Q (899.791521 sec): 3 clusters Score: Raw -357662.381939 + Penalty 2685.666891 = -354976.715049 nChanged 5 SP:Iteration 54Q (899.850893 sec): 3 clusters Score: Raw -357664.434508 + Penalty 2685.666891 = -354978.767617 nChanged 5 SP:Iteration 55Q (899.899699 sec): 3 clusters Score: Raw -357666.527440 + Penalty 2685.666891 = -354980.860549 nChanged 2 SP:Iteration 56Q (899.950579 sec): 3 clusters Score: Raw -357667.326890 + Penalty 2685.666891 = -354981.659999 nChanged 1 SP:Iteration 57Q (900.000995 sec): 3 clusters Score: Raw -357668.740585 + Penalty 2685.666891 = -354983.073694 nChanged 4 SP:Iteration 58Q (900.064210 sec): 3 clusters Score: Raw -357670.845190 + Penalty 2685.666891 = -354985.178300 nChanged 3 SP:Iteration 59Q (900.109676 sec): 3 clusters Score: Raw -357672.556860 + Penalty 2685.666891 = -354986.889969 nChanged 5 SP:Iteration 60F (900.161011 sec): 3 clusters Score: Raw -357674.222248 + Penalty 2685.666891 = -354988.555357 nChanged 4 SP:Iteration 61Q (900.225963 sec): 3 clusters Score: Raw -357676.406295 + Penalty 2685.666891 = -354990.739404 nChanged 5 SP:Iteration 62Q (900.271098 sec): 3 clusters Score: Raw -357678.473982 + Penalty 2685.666891 = -354992.807091 nChanged 8 SP:Iteration 63Q (900.314906 sec): 3 clusters Score: Raw -357682.318640 + Penalty 2685.666891 = -354996.651749 nChanged 5 SP:Iteration 64Q (900.365726 sec): 3 clusters Score: Raw -357684.572408 + Penalty 2685.666891 = -354998.905517 nChanged 3 SP:Iteration 65Q (900.429035 sec): 3 clusters Score: Raw -357686.422022 + Penalty 2685.666891 = -355000.755131 nChanged 5 SP:Iteration 66Q (900.468813 sec): 3 clusters Score: Raw -357687.944570 + Penalty 2685.666891 = -355002.277679 nChanged 2 SP:Iteration 67Q (900.529314 sec): 3 clusters Score: Raw -357689.630526 + Penalty 2685.666891 = -355003.963636 nChanged 2 SP:Iteration 68Q (900.583045 sec): 3 clusters Score: Raw -357690.932402 + Penalty 2685.666891 = -355005.265512 nChanged 1 SP:Iteration 69Q (900.638001 sec): 3 clusters Score: Raw -357691.344752 + Penalty 2685.666891 = -355005.677862 nChanged 2 SP:Iteration 70Q (900.692991 sec): 3 clusters Score: Raw -357692.047726 + Penalty 2685.666891 = -355006.380835 nChanged 1 SP:Iteration 71Q (900.736903 sec): 3 clusters Score: Raw -357692.667930 + Penalty 2685.666891 = -355007.001039 nChanged 1 SP:Iteration 72Q (900.800828 sec): 3 clusters Score: Raw -357693.636187 + Penalty 2685.666891 = -355007.969296 nChanged 2 SP:Iteration 73Q (900.854277 sec): 3 clusters Score: Raw -357694.829810 + Penalty 2685.666891 = -355009.162920 nChanged 1 SP:Iteration 74Q (900.904958 sec): 3 clusters Score: Raw -357695.687726 + Penalty 2685.666891 = -355010.020835 nChanged 2 SP:Iteration 75Q (900.949882 sec): 3 clusters Score: Raw -357696.141926 + Penalty 2685.666891 = -355010.475036 nChanged 1 SP:Iteration 76Q (901.004784 sec): 3 clusters Score: Raw -357696.312504 + Penalty 2685.666891 = -355010.645613 nChanged 0 SP:Iteration 77F (901.063257 sec): 3 clusters Score: Raw -357696.312504 + Penalty 2685.666891 = -355010.645613 nChanged 0 Trying to split cluster 9 (29723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (901.137742 sec): 2 clusters Score: Raw -2714504.544632 + Penalty 1673.697421 = -2712830.847212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (901.224343 sec): 3 clusters Score: Raw -2696060.764175 + Penalty 3347.394842 = -2692713.369333 nChanged 13815 SP:Iteration 1F (901.328360 sec): 3 clusters Score: Raw -2703789.047106 + Penalty 3347.394842 = -2700441.652264 nChanged 1374 SP:Iteration 2Q (901.420166 sec): 3 clusters Score: Raw -2704214.467473 + Penalty 3347.394842 = -2700867.072631 nChanged 1273 SP:Iteration 3Q (901.527475 sec): 3 clusters Score: Raw -2704638.924658 + Penalty 3347.394842 = -2701291.529816 nChanged 1242 SP:Iteration 4Q (901.628612 sec): 3 clusters Score: Raw -2705064.562971 + Penalty 3347.394842 = -2701717.168130 nChanged 1180 SP:Iteration 5Q (901.732052 sec): 3 clusters Score: Raw -2705462.163884 + Penalty 3347.394842 = -2702114.769043 nChanged 1142 SP:Iteration 6Q (901.826651 sec): 3 clusters Score: Raw -2705902.487563 + Penalty 3347.394842 = -2702555.092721 nChanged 1196 SP:Iteration 7Q (901.921725 sec): 3 clusters Score: Raw -2706400.834229 + Penalty 3347.394842 = -2703053.439387 nChanged 1266 SP:Iteration 8Q (902.015139 sec): 3 clusters Score: Raw -2706977.019869 + Penalty 3347.394842 = -2703629.625028 nChanged 1290 SP:Iteration 9Q (902.119464 sec): 3 clusters Score: Raw -2707593.819935 + Penalty 3347.394842 = -2704246.425094 nChanged 1303 SP:Iteration 10Q (902.226660 sec): 3 clusters Score: Raw -2708264.763975 + Penalty 3347.394842 = -2704917.369134 nChanged 1347 SP:Iteration 11Q (902.330997 sec): 3 clusters Score: Raw -2709084.227508 + Penalty 3347.394842 = -2705736.832666 nChanged 1328 SP:Iteration 12Q (902.418324 sec): 3 clusters Score: Raw -2709851.191592 + Penalty 3347.394842 = -2706503.796751 nChanged 1226 SP:Iteration 13Q (902.524384 sec): 3 clusters Score: Raw -2710487.295966 + Penalty 3347.394842 = -2707139.901124 nChanged 994 SP:Iteration 14Q (902.616516 sec): 3 clusters Score: Raw -2710953.959443 + Penalty 3347.394842 = -2707606.564602 nChanged 791 SP:Iteration 15Q (902.724177 sec): 3 clusters Score: Raw -2711291.967673 + Penalty 3347.394842 = -2707944.572831 nChanged 713 SP:Iteration 16Q (902.819670 sec): 3 clusters Score: Raw -2711591.421706 + Penalty 3347.394842 = -2708244.026864 nChanged 657 SP:Iteration 17Q (902.912625 sec): 3 clusters Score: Raw -2711873.351427 + Penalty 3347.394842 = -2708525.956585 nChanged 639 SP:Iteration 18Q (903.013062 sec): 3 clusters Score: Raw -2712139.556428 + Penalty 3347.394842 = -2708792.161586 nChanged 607 SP:Iteration 19Q (903.109854 sec): 3 clusters Score: Raw -2712407.218780 + Penalty 3347.394842 = -2709059.823938 nChanged 578 SP:Iteration 20F (903.213891 sec): 3 clusters Score: Raw -2712660.888847 + Penalty 3347.394842 = -2709313.494006 nChanged 534 SP:Iteration 21Q (903.304964 sec): 3 clusters Score: Raw -2712899.343767 + Penalty 3347.394842 = -2709551.948926 nChanged 533 SP:Iteration 22Q (903.404428 sec): 3 clusters Score: Raw -2713151.453911 + Penalty 3347.394842 = -2709804.059070 nChanged 489 SP:Iteration 23Q (903.511755 sec): 3 clusters Score: Raw -2713387.585451 + Penalty 3347.394842 = -2710040.190609 nChanged 443 SP:Iteration 24Q (903.606979 sec): 3 clusters Score: Raw -2713584.604179 + Penalty 3347.394842 = -2710237.209337 nChanged 426 SP:Iteration 25Q (903.709018 sec): 3 clusters Score: Raw -2713765.451628 + Penalty 3347.394842 = -2710418.056786 nChanged 393 SP:Iteration 26Q (903.793922 sec): 3 clusters Score: Raw -2713938.259353 + Penalty 3347.394842 = -2710590.864511 nChanged 341 SP:Iteration 27Q (903.894281 sec): 3 clusters Score: Raw -2714079.535765 + Penalty 3347.394842 = -2710732.140924 nChanged 306 SP:Iteration 28Q (903.997354 sec): 3 clusters Score: Raw -2714185.882512 + Penalty 3347.394842 = -2710838.487670 nChanged 246 SP:Iteration 29Q (904.086003 sec): 3 clusters Score: Raw -2714267.832391 + Penalty 3347.394842 = -2710920.437549 nChanged 244 SP:Iteration 30Q (904.171330 sec): 3 clusters Score: Raw -2714346.304572 + Penalty 3347.394842 = -2710998.909731 nChanged 202 SP:Iteration 31Q (904.262391 sec): 3 clusters Score: Raw -2714406.230368 + Penalty 3347.394842 = -2711058.835526 nChanged 202 SP:Iteration 32Q (904.369357 sec): 3 clusters Score: Raw -2714462.236990 + Penalty 3347.394842 = -2711114.842149 nChanged 147 SP:Iteration 33Q (904.455529 sec): 3 clusters Score: Raw -2714501.453146 + Penalty 3347.394842 = -2711154.058304 nChanged 130 SP:Iteration 34Q (904.548260 sec): 3 clusters Score: Raw -2714533.715535 + Penalty 3347.394842 = -2711186.320693 nChanged 119 SP:Iteration 35Q (904.637188 sec): 3 clusters Score: Raw -2714560.996298 + Penalty 3347.394842 = -2711213.601457 nChanged 110 SP:Iteration 36Q (904.715814 sec): 3 clusters Score: Raw -2714586.471541 + Penalty 3347.394842 = -2711239.076700 nChanged 89 SP:Iteration 37Q (904.815372 sec): 3 clusters Score: Raw -2714601.365014 + Penalty 3347.394842 = -2711253.970172 nChanged 69 SP:Iteration 38Q (904.909319 sec): 3 clusters Score: Raw -2714611.566541 + Penalty 3347.394842 = -2711264.171699 nChanged 52 SP:Iteration 39Q (905.005782 sec): 3 clusters Score: Raw -2714620.498128 + Penalty 3347.394842 = -2711273.103286 nChanged 62 SP:Iteration 40F (905.094024 sec): 3 clusters Score: Raw -2714633.347332 + Penalty 3347.394842 = -2711285.952490 nChanged 65 SP:Iteration 41Q (905.186307 sec): 3 clusters Score: Raw -2714645.103619 + Penalty 3347.394842 = -2711297.708777 nChanged 56 SP:Iteration 42Q (905.288707 sec): 3 clusters Score: Raw -2714656.183187 + Penalty 3347.394842 = -2711308.788346 nChanged 66 SP:Iteration 43Q (905.379902 sec): 3 clusters Score: Raw -2714672.817699 + Penalty 3347.394842 = -2711325.422858 nChanged 85 SP:Iteration 44Q (905.472361 sec): 3 clusters Score: Raw -2714700.454735 + Penalty 3347.394842 = -2711353.059893 nChanged 90 SP:Iteration 45Q (905.565911 sec): 3 clusters Score: Raw -2714725.488368 + Penalty 3347.394842 = -2711378.093527 nChanged 95 SP:Iteration 46Q (905.650109 sec): 3 clusters Score: Raw -2714753.739457 + Penalty 3347.394842 = -2711406.344616 nChanged 98 SP:Iteration 47Q (905.744347 sec): 3 clusters Score: Raw -2714786.244231 + Penalty 3347.394842 = -2711438.849390 nChanged 97 SP:Iteration 48Q (905.836680 sec): 3 clusters Score: Raw -2714821.163267 + Penalty 3347.394842 = -2711473.768425 nChanged 94 SP:Iteration 49Q (905.924759 sec): 3 clusters Score: Raw -2714851.660089 + Penalty 3347.394842 = -2711504.265248 nChanged 92 SP:Iteration 50Q (906.002883 sec): 3 clusters Score: Raw -2714881.695392 + Penalty 3347.394842 = -2711534.300551 nChanged 76 SP:Iteration 51Q (906.098292 sec): 3 clusters Score: Raw -2714900.794138 + Penalty 3347.394842 = -2711553.399297 nChanged 61 SP:Iteration 52Q (906.174593 sec): 3 clusters Score: Raw -2714916.309148 + Penalty 3347.394842 = -2711568.914306 nChanged 65 SP:Iteration 53Q (906.268089 sec): 3 clusters Score: Raw -2714933.027062 + Penalty 3347.394842 = -2711585.632220 nChanged 61 SP:Iteration 54Q (906.362849 sec): 3 clusters Score: Raw -2714950.261456 + Penalty 3347.394842 = -2711602.866614 nChanged 50 SP:Iteration 55Q (906.440200 sec): 3 clusters Score: Raw -2714962.693580 + Penalty 3347.394842 = -2711615.298738 nChanged 52 SP:Iteration 56Q (906.537277 sec): 3 clusters Score: Raw -2714976.070834 + Penalty 3347.394842 = -2711628.675992 nChanged 54 SP:Iteration 57Q (906.626077 sec): 3 clusters Score: Raw -2714988.057445 + Penalty 3347.394842 = -2711640.662603 nChanged 47 SP:Iteration 58Q (906.715929 sec): 3 clusters Score: Raw -2714999.038312 + Penalty 3347.394842 = -2711651.643470 nChanged 60 SP:Iteration 59Q (906.800727 sec): 3 clusters Score: Raw -2715013.389647 + Penalty 3347.394842 = -2711665.994805 nChanged 51 SP:Iteration 60F (906.897472 sec): 3 clusters Score: Raw -2715026.900136 + Penalty 3347.394842 = -2711679.505294 nChanged 43 SP:Iteration 61Q (906.989135 sec): 3 clusters Score: Raw -2715037.128991 + Penalty 3347.394842 = -2711689.734149 nChanged 53 SP:Iteration 62Q (907.074370 sec): 3 clusters Score: Raw -2715051.273696 + Penalty 3347.394842 = -2711703.878854 nChanged 46 SP:Iteration 63Q (907.173962 sec): 3 clusters Score: Raw -2715063.445512 + Penalty 3347.394842 = -2711716.050670 nChanged 43 SP:Iteration 64Q (907.249995 sec): 3 clusters Score: Raw -2715073.163970 + Penalty 3347.394842 = -2711725.769128 nChanged 33 SP:Iteration 65Q (907.350862 sec): 3 clusters Score: Raw -2715080.693796 + Penalty 3347.394842 = -2711733.298954 nChanged 29 SP:Iteration 66Q (907.430720 sec): 3 clusters Score: Raw -2715085.886097 + Penalty 3347.394842 = -2711738.491255 nChanged 27 SP:Iteration 67Q (907.518609 sec): 3 clusters Score: Raw -2715092.865485 + Penalty 3347.394842 = -2711745.470643 nChanged 34 SP:Iteration 68Q (907.612572 sec): 3 clusters Score: Raw -2715102.519740 + Penalty 3347.394842 = -2711755.124899 nChanged 40 SP:Iteration 69Q (907.704882 sec): 3 clusters Score: Raw -2715112.674922 + Penalty 3347.394842 = -2711765.280081 nChanged 39 SP:Iteration 70Q (907.790525 sec): 3 clusters Score: Raw -2715123.620962 + Penalty 3347.394842 = -2711776.226120 nChanged 40 SP:Iteration 71Q (907.877228 sec): 3 clusters Score: Raw -2715134.620776 + Penalty 3347.394842 = -2711787.225935 nChanged 31 SP:Iteration 72Q (907.968577 sec): 3 clusters Score: Raw -2715144.924751 + Penalty 3347.394842 = -2711797.529909 nChanged 37 SP:Iteration 73Q (908.046406 sec): 3 clusters Score: Raw -2715153.404125 + Penalty 3347.394842 = -2711806.009284 nChanged 21 SP:Iteration 74Q (908.145544 sec): 3 clusters Score: Raw -2715158.177206 + Penalty 3347.394842 = -2711810.782365 nChanged 20 SP:Iteration 75Q (908.220372 sec): 3 clusters Score: Raw -2715162.792859 + Penalty 3347.394842 = -2711815.398017 nChanged 24 SP:Iteration 76Q (908.309737 sec): 3 clusters Score: Raw -2715168.422017 + Penalty 3347.394842 = -2711821.027175 nChanged 18 SP:Iteration 77Q (908.390718 sec): 3 clusters Score: Raw -2715172.595455 + Penalty 3347.394842 = -2711825.200613 nChanged 21 SP:Iteration 78Q (908.484932 sec): 3 clusters Score: Raw -2715179.703885 + Penalty 3347.394842 = -2711832.309044 nChanged 27 SP:Iteration 79Q (908.579641 sec): 3 clusters Score: Raw -2715187.789882 + Penalty 3347.394842 = -2711840.395040 nChanged 33 SP:Iteration 80F (908.671288 sec): 3 clusters Score: Raw -2715199.791684 + Penalty 3347.394842 = -2711852.396842 nChanged 35 SP:Iteration 81Q (908.765605 sec): 3 clusters Score: Raw -2715209.660115 + Penalty 3347.394842 = -2711862.265274 nChanged 28 SP:Iteration 82Q (908.853672 sec): 3 clusters Score: Raw -2715215.628205 + Penalty 3347.394842 = -2711868.233364 nChanged 20 SP:Iteration 83Q (908.942738 sec): 3 clusters Score: Raw -2715219.991695 + Penalty 3347.394842 = -2711872.596853 nChanged 18 SP:Iteration 84Q (909.027272 sec): 3 clusters Score: Raw -2715224.920508 + Penalty 3347.394842 = -2711877.525667 nChanged 16 SP:Iteration 85Q (909.116329 sec): 3 clusters Score: Raw -2715227.891939 + Penalty 3347.394842 = -2711880.497097 nChanged 10 SP:Iteration 86Q (909.201529 sec): 3 clusters Score: Raw -2715230.488603 + Penalty 3347.394842 = -2711883.093761 nChanged 11 SP:Iteration 87Q (909.285157 sec): 3 clusters Score: Raw -2715234.752081 + Penalty 3347.394842 = -2711887.357240 nChanged 15 SP:Iteration 88Q (909.365814 sec): 3 clusters Score: Raw -2715241.344184 + Penalty 3347.394842 = -2711893.949342 nChanged 20 SP:Iteration 89Q (909.455424 sec): 3 clusters Score: Raw -2715246.059327 + Penalty 3347.394842 = -2711898.664486 nChanged 13 SP:Iteration 90Q (909.543282 sec): 3 clusters Score: Raw -2715249.166339 + Penalty 3347.394842 = -2711901.771497 nChanged 13 SP:Iteration 91Q (909.636880 sec): 3 clusters Score: Raw -2715252.203515 + Penalty 3347.394842 = -2711904.808673 nChanged 13 SP:Iteration 92Q (909.718200 sec): 3 clusters Score: Raw -2715256.165963 + Penalty 3347.394842 = -2711908.771121 nChanged 15 SP:Iteration 93Q (909.807308 sec): 3 clusters Score: Raw -2715260.125869 + Penalty 3347.394842 = -2711912.731027 nChanged 20 SP:Iteration 94Q (909.886780 sec): 3 clusters Score: Raw -2715264.812117 + Penalty 3347.394842 = -2711917.417275 nChanged 16 SP:Iteration 95Q (909.981392 sec): 3 clusters Score: Raw -2715269.197778 + Penalty 3347.394842 = -2711921.802936 nChanged 15 SP:Iteration 96Q (910.067426 sec): 3 clusters Score: Raw -2715274.269912 + Penalty 3347.394842 = -2711926.875070 nChanged 14 SP:Iteration 97Q (910.153520 sec): 3 clusters Score: Raw -2715277.738630 + Penalty 3347.394842 = -2711930.343789 nChanged 10 SP:Iteration 98Q (910.239600 sec): 3 clusters Score: Raw -2715279.749756 + Penalty 3347.394842 = -2711932.354915 nChanged 9 SP:Iteration 99Q (910.326252 sec): 3 clusters Score: Raw -2715282.033014 + Penalty 3347.394842 = -2711934.638173 nChanged 9 SP:Iteration 100F (910.425670 sec): 3 clusters Score: Raw -2715285.487476 + Penalty 3347.394842 = -2711938.092634 nChanged 14 SP:Iteration 101Q (910.513199 sec): 3 clusters Score: Raw -2715290.338850 + Penalty 3347.394842 = -2711942.944009 nChanged 16 SP:Iteration 102Q (910.591804 sec): 3 clusters Score: Raw -2715295.562446 + Penalty 3347.394842 = -2711948.167604 nChanged 11 SP:Iteration 103Q (910.667453 sec): 3 clusters Score: Raw -2715298.922600 + Penalty 3347.394842 = -2711951.527758 nChanged 16 SP:Iteration 104Q (910.767120 sec): 3 clusters Score: Raw -2715302.323284 + Penalty 3347.394842 = -2711954.928442 nChanged 10 SP:Iteration 105Q (910.845120 sec): 3 clusters Score: Raw -2715304.667030 + Penalty 3347.394842 = -2711957.272188 nChanged 12 SP:Iteration 106Q (910.936060 sec): 3 clusters Score: Raw -2715307.511044 + Penalty 3347.394842 = -2711960.116203 nChanged 8 SP:Iteration 107Q (911.017587 sec): 3 clusters Score: Raw -2715309.448599 + Penalty 3347.394842 = -2711962.053758 nChanged 12 SP:Iteration 108Q (911.112410 sec): 3 clusters Score: Raw -2715311.633300 + Penalty 3347.394842 = -2711964.238458 nChanged 6 SP:Iteration 109Q (911.194108 sec): 3 clusters Score: Raw -2715313.354858 + Penalty 3347.394842 = -2711965.960017 nChanged 7 SP:Iteration 110Q (911.292114 sec): 3 clusters Score: Raw -2715315.266327 + Penalty 3347.394842 = -2711967.871485 nChanged 4 SP:Iteration 111Q (911.381037 sec): 3 clusters Score: Raw -2715316.179002 + Penalty 3347.394842 = -2711968.784160 nChanged 3 SP:Iteration 112Q (911.469061 sec): 3 clusters Score: Raw -2715316.921202 + Penalty 3347.394842 = -2711969.526361 nChanged 5 SP:Iteration 113Q (911.549320 sec): 3 clusters Score: Raw -2715318.015630 + Penalty 3347.394842 = -2711970.620789 nChanged 4 SP:Iteration 114Q (911.641237 sec): 3 clusters Score: Raw -2715318.816926 + Penalty 3347.394842 = -2711971.422085 nChanged 2 SP:Iteration 115Q (911.730940 sec): 3 clusters Score: Raw -2715319.838395 + Penalty 3347.394842 = -2711972.443554 nChanged 3 SP:Iteration 116Q (911.817340 sec): 3 clusters Score: Raw -2715321.054507 + Penalty 3347.394842 = -2711973.659665 nChanged 6 SP:Iteration 117Q (911.902099 sec): 3 clusters Score: Raw -2715322.166268 + Penalty 3347.394842 = -2711974.771426 nChanged 4 SP:Iteration 118Q (911.988809 sec): 3 clusters Score: Raw -2715323.183231 + Penalty 3347.394842 = -2711975.788389 nChanged 7 SP:Iteration 119Q (912.076993 sec): 3 clusters Score: Raw -2715326.516296 + Penalty 3347.394842 = -2711979.121454 nChanged 6 SP:Iteration 120F (912.162151 sec): 3 clusters Score: Raw -2715328.141470 + Penalty 3347.394842 = -2711980.746629 nChanged 6 SP:Iteration 121Q (912.249459 sec): 3 clusters Score: Raw -2715329.817176 + Penalty 3347.394842 = -2711982.422335 nChanged 7 SP:Iteration 122Q (912.338382 sec): 3 clusters Score: Raw -2715332.319037 + Penalty 3347.394842 = -2711984.924195 nChanged 7 SP:Iteration 123Q (912.443723 sec): 3 clusters Score: Raw -2715334.789999 + Penalty 3347.394842 = -2711987.395157 nChanged 11 SP:Iteration 124Q (912.533646 sec): 3 clusters Score: Raw -2715337.188180 + Penalty 3347.394842 = -2711989.793338 nChanged 5 SP:Iteration 125Q (912.621584 sec): 3 clusters Score: Raw -2715338.098270 + Penalty 3347.394842 = -2711990.703429 nChanged 3 SP:Iteration 126Q (912.709223 sec): 3 clusters Score: Raw -2715338.792362 + Penalty 3347.394842 = -2711991.397520 nChanged 4 SP:Iteration 127Q (912.794863 sec): 3 clusters Score: Raw -2715339.848171 + Penalty 3347.394842 = -2711992.453329 nChanged 8 SP:Iteration 128Q (912.881052 sec): 3 clusters Score: Raw -2715342.257939 + Penalty 3347.394842 = -2711994.863097 nChanged 3 SP:Iteration 129Q (912.965464 sec): 3 clusters Score: Raw -2715343.127930 + Penalty 3347.394842 = -2711995.733088 nChanged 5 SP:Iteration 130Q (913.052925 sec): 3 clusters Score: Raw -2715343.743408 + Penalty 3347.394842 = -2711996.348566 nChanged 2 SP:Iteration 131Q (913.138397 sec): 3 clusters Score: Raw -2715344.038738 + Penalty 3347.394842 = -2711996.643896 nChanged 2 SP:Iteration 132Q (913.226546 sec): 3 clusters Score: Raw -2715344.470442 + Penalty 3347.394842 = -2711997.075601 nChanged 1 SP:Iteration 133Q (913.323943 sec): 3 clusters Score: Raw -2715344.637050 + Penalty 3347.394842 = -2711997.242209 nChanged 0 SP:Iteration 134F (913.418956 sec): 3 clusters Score: Raw -2715344.637050 + Penalty 3347.394842 = -2711997.242209 nChanged 0 Trying to split cluster 10 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (913.446767 sec): 2 clusters Score: Raw -10226.242237 + Penalty 839.277721 = -9386.964516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (913.499633 sec): 3 clusters Score: Raw -10419.267395 + Penalty 1678.555442 = -8740.711954 nChanged 31 SP:Iteration 1F (913.556003 sec): 3 clusters Score: Raw -10500.486372 + Penalty 1678.555442 = -8821.930931 nChanged 9 SP:Iteration 2F (913.600317 sec): 3 clusters Score: Raw -10521.701829 + Penalty 1678.555442 = -8843.146387 nChanged 5 SP:Iteration 3Q (913.642119 sec): 3 clusters Score: Raw -10530.940558 + Penalty 1678.555442 = -8852.385116 nChanged 3 SP:Iteration 4Q (913.704150 sec): 3 clusters Score: Raw -10539.403067 + Penalty 1678.555442 = -8860.847626 nChanged 4 SP:Iteration 5Q (913.747667 sec): 3 clusters Score: Raw -10551.063185 + Penalty 1678.555442 = -8872.507743 nChanged 3 SP:Iteration 6Q (913.790684 sec): 3 clusters Score: Raw -10557.630162 + Penalty 1678.555442 = -8879.074721 nChanged 2 SP:Iteration 7Q (913.838068 sec): 3 clusters Score: Raw -10570.251070 + Penalty 1678.555442 = -8891.695629 nChanged 1 SP:Iteration 8Q (913.886219 sec): 3 clusters Score: Raw -10592.813035 + Penalty 1678.555442 = -8914.257593 nChanged 0 SP:Iteration 9F (913.932345 sec): 3 clusters Score: Raw -10592.813035 + Penalty 1678.555442 = -8914.257593 nChanged 0 Trying to split cluster 11 (4493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (913.953007 sec): 2 clusters Score: Raw -383131.563450 + Penalty 1366.669835 = -381764.893615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (914.019751 sec): 3 clusters Score: Raw -380852.379418 + Penalty 2733.339670 = -378119.039748 nChanged 1836 SP:Iteration 1F (914.077784 sec): 3 clusters Score: Raw -381946.494655 + Penalty 2733.339670 = -379213.154985 nChanged 361 SP:Iteration 2F (914.133269 sec): 3 clusters Score: Raw -382197.441303 + Penalty 2733.339670 = -379464.101632 nChanged 309 SP:Iteration 3F (914.184992 sec): 3 clusters Score: Raw -382391.397663 + Penalty 2733.339670 = -379658.057992 nChanged 230 SP:Iteration 4F (914.225875 sec): 3 clusters Score: Raw -382551.541682 + Penalty 2733.339670 = -379818.202011 nChanged 209 SP:Iteration 5Q (914.278434 sec): 3 clusters Score: Raw -382676.913449 + Penalty 2733.339670 = -379943.573778 nChanged 176 SP:Iteration 6Q (914.328166 sec): 3 clusters Score: Raw -382767.272545 + Penalty 2733.339670 = -380033.932875 nChanged 151 SP:Iteration 7Q (914.380081 sec): 3 clusters Score: Raw -382844.991698 + Penalty 2733.339670 = -380111.652028 nChanged 116 SP:Iteration 8Q (914.431954 sec): 3 clusters Score: Raw -382906.073987 + Penalty 2733.339670 = -380172.734317 nChanged 107 SP:Iteration 9Q (914.496416 sec): 3 clusters Score: Raw -382975.493944 + Penalty 2733.339670 = -380242.154273 nChanged 128 SP:Iteration 10Q (914.551455 sec): 3 clusters Score: Raw -383044.583148 + Penalty 2733.339670 = -380311.243477 nChanged 107 SP:Iteration 11Q (914.601006 sec): 3 clusters Score: Raw -383094.494262 + Penalty 2733.339670 = -380361.154592 nChanged 95 SP:Iteration 12Q (914.654043 sec): 3 clusters Score: Raw -383164.248409 + Penalty 2733.339670 = -380430.908739 nChanged 107 SP:Iteration 13Q (914.702381 sec): 3 clusters Score: Raw -383227.258733 + Penalty 2733.339670 = -380493.919063 nChanged 116 SP:Iteration 14Q (914.755057 sec): 3 clusters Score: Raw -383291.087110 + Penalty 2733.339670 = -380557.747440 nChanged 104 SP:Iteration 15Q (914.811709 sec): 3 clusters Score: Raw -383344.529136 + Penalty 2733.339670 = -380611.189465 nChanged 110 SP:Iteration 16Q (914.864277 sec): 3 clusters Score: Raw -383400.457631 + Penalty 2733.339670 = -380667.117960 nChanged 92 SP:Iteration 17Q (914.909586 sec): 3 clusters Score: Raw -383448.152266 + Penalty 2733.339670 = -380714.812596 nChanged 98 SP:Iteration 18Q (914.959801 sec): 3 clusters Score: Raw -383495.219968 + Penalty 2733.339670 = -380761.880298 nChanged 84 SP:Iteration 19Q (915.019273 sec): 3 clusters Score: Raw -383544.888042 + Penalty 2733.339670 = -380811.548371 nChanged 76 SP:Iteration 20F (915.062762 sec): 3 clusters Score: Raw -383632.468196 + Penalty 2733.339670 = -380899.128526 nChanged 85 SP:Iteration 21Q (915.121714 sec): 3 clusters Score: Raw -383695.370780 + Penalty 2733.339670 = -380962.031110 nChanged 85 SP:Iteration 22Q (915.179470 sec): 3 clusters Score: Raw -383734.935789 + Penalty 2733.339670 = -381001.596119 nChanged 79 SP:Iteration 23Q (915.222176 sec): 3 clusters Score: Raw -383773.716354 + Penalty 2733.339670 = -381040.376683 nChanged 72 SP:Iteration 24Q (915.278536 sec): 3 clusters Score: Raw -383803.171725 + Penalty 2733.339670 = -381069.832055 nChanged 48 SP:Iteration 25Q (915.331077 sec): 3 clusters Score: Raw -383817.997292 + Penalty 2733.339670 = -381084.657622 nChanged 30 SP:Iteration 26Q (915.396613 sec): 3 clusters Score: Raw -383828.352975 + Penalty 2733.339670 = -381095.013304 nChanged 28 SP:Iteration 27Q (915.448838 sec): 3 clusters Score: Raw -383836.269197 + Penalty 2733.339670 = -381102.929527 nChanged 33 SP:Iteration 28Q (915.502472 sec): 3 clusters Score: Raw -383846.805859 + Penalty 2733.339670 = -381113.466189 nChanged 31 SP:Iteration 29Q (915.555360 sec): 3 clusters Score: Raw -383855.858139 + Penalty 2733.339670 = -381122.518469 nChanged 21 SP:Iteration 30Q (915.600484 sec): 3 clusters Score: Raw -383860.659486 + Penalty 2733.339670 = -381127.319816 nChanged 13 SP:Iteration 31Q (915.650062 sec): 3 clusters Score: Raw -383863.381834 + Penalty 2733.339670 = -381130.042163 nChanged 12 SP:Iteration 32Q (915.707174 sec): 3 clusters Score: Raw -383866.538310 + Penalty 2733.339670 = -381133.198640 nChanged 17 SP:Iteration 33Q (915.757279 sec): 3 clusters Score: Raw -383870.265409 + Penalty 2733.339670 = -381136.925738 nChanged 14 SP:Iteration 34Q (915.809774 sec): 3 clusters Score: Raw -383873.535971 + Penalty 2733.339670 = -381140.196301 nChanged 11 SP:Iteration 35Q (915.868653 sec): 3 clusters Score: Raw -383875.621705 + Penalty 2733.339670 = -381142.282034 nChanged 9 SP:Iteration 36Q (915.914697 sec): 3 clusters Score: Raw -383877.521450 + Penalty 2733.339670 = -381144.181780 nChanged 11 SP:Iteration 37Q (915.967053 sec): 3 clusters Score: Raw -383880.432120 + Penalty 2733.339670 = -381147.092450 nChanged 13 SP:Iteration 38Q (916.020023 sec): 3 clusters Score: Raw -383884.034539 + Penalty 2733.339670 = -381150.694869 nChanged 12 SP:Iteration 39Q (916.084291 sec): 3 clusters Score: Raw -383887.880789 + Penalty 2733.339670 = -381154.541118 nChanged 15 SP:Iteration 40F (916.134024 sec): 3 clusters Score: Raw -383892.932828 + Penalty 2733.339670 = -381159.593158 nChanged 22 SP:Iteration 41Q (916.194170 sec): 3 clusters Score: Raw -383901.524341 + Penalty 2733.339670 = -381168.184671 nChanged 28 SP:Iteration 42Q (916.241555 sec): 3 clusters Score: Raw -383909.648085 + Penalty 2733.339670 = -381176.308415 nChanged 20 SP:Iteration 43Q (916.296592 sec): 3 clusters Score: Raw -383915.360746 + Penalty 2733.339670 = -381182.021076 nChanged 16 SP:Iteration 44Q (916.347564 sec): 3 clusters Score: Raw -383919.791425 + Penalty 2733.339670 = -381186.451755 nChanged 20 SP:Iteration 45Q (916.391166 sec): 3 clusters Score: Raw -383924.876222 + Penalty 2733.339670 = -381191.536551 nChanged 17 SP:Iteration 46Q (916.453857 sec): 3 clusters Score: Raw -383930.192440 + Penalty 2733.339670 = -381196.852770 nChanged 27 SP:Iteration 47Q (916.499035 sec): 3 clusters Score: Raw -383939.329514 + Penalty 2733.339670 = -381205.989844 nChanged 23 SP:Iteration 48Q (916.561335 sec): 3 clusters Score: Raw -383947.909918 + Penalty 2733.339670 = -381214.570247 nChanged 27 SP:Iteration 49Q (916.603232 sec): 3 clusters Score: Raw -383956.810268 + Penalty 2733.339670 = -381223.470598 nChanged 29 SP:Iteration 50Q (916.665040 sec): 3 clusters Score: Raw -383967.052877 + Penalty 2733.339670 = -381233.713207 nChanged 30 SP:Iteration 51Q (916.722751 sec): 3 clusters Score: Raw -383975.135870 + Penalty 2733.339670 = -381241.796199 nChanged 26 SP:Iteration 52Q (916.770349 sec): 3 clusters Score: Raw -383981.668505 + Penalty 2733.339670 = -381248.328834 nChanged 17 SP:Iteration 53Q (916.827308 sec): 3 clusters Score: Raw -383987.130510 + Penalty 2733.339670 = -381253.790839 nChanged 25 SP:Iteration 54Q (916.884177 sec): 3 clusters Score: Raw -383995.234201 + Penalty 2733.339670 = -381261.894531 nChanged 21 SP:Iteration 55Q (916.924505 sec): 3 clusters Score: Raw -384003.391148 + Penalty 2733.339670 = -381270.051477 nChanged 22 SP:Iteration 56Q (916.977902 sec): 3 clusters Score: Raw -384010.810358 + Penalty 2733.339670 = -381277.470687 nChanged 23 SP:Iteration 57Q (917.038052 sec): 3 clusters Score: Raw -384019.689729 + Penalty 2733.339670 = -381286.350059 nChanged 26 SP:Iteration 58Q (917.089769 sec): 3 clusters Score: Raw -384029.763677 + Penalty 2733.339670 = -381296.424006 nChanged 28 SP:Iteration 59Q (917.147716 sec): 3 clusters Score: Raw -384041.246168 + Penalty 2733.339670 = -381307.906498 nChanged 22 SP:Iteration 60F (917.200210 sec): 3 clusters Score: Raw -384048.891566 + Penalty 2733.339670 = -381315.551896 nChanged 22 SP:Iteration 61Q (917.260549 sec): 3 clusters Score: Raw -384057.267574 + Penalty 2733.339670 = -381323.927903 nChanged 22 SP:Iteration 62Q (917.319752 sec): 3 clusters Score: Raw -384066.126311 + Penalty 2733.339670 = -381332.786640 nChanged 21 SP:Iteration 63Q (917.373720 sec): 3 clusters Score: Raw -384073.729589 + Penalty 2733.339670 = -381340.389918 nChanged 19 SP:Iteration 64Q (917.425261 sec): 3 clusters Score: Raw -384080.525798 + Penalty 2733.339670 = -381347.186128 nChanged 15 SP:Iteration 65Q (917.487544 sec): 3 clusters Score: Raw -384085.635495 + Penalty 2733.339670 = -381352.295824 nChanged 16 SP:Iteration 66Q (917.542988 sec): 3 clusters Score: Raw -384091.058194 + Penalty 2733.339670 = -381357.718523 nChanged 16 SP:Iteration 67Q (917.584779 sec): 3 clusters Score: Raw -384096.120327 + Penalty 2733.339670 = -381362.780656 nChanged 15 SP:Iteration 68Q (917.639144 sec): 3 clusters Score: Raw -384102.297491 + Penalty 2733.339670 = -381368.957821 nChanged 9 SP:Iteration 69Q (917.692140 sec): 3 clusters Score: Raw -384105.780441 + Penalty 2733.339670 = -381372.440770 nChanged 14 SP:Iteration 70Q (917.750874 sec): 3 clusters Score: Raw -384110.817030 + Penalty 2733.339670 = -381377.477359 nChanged 17 SP:Iteration 71Q (917.805671 sec): 3 clusters Score: Raw -384118.268430 + Penalty 2733.339670 = -381384.928759 nChanged 16 SP:Iteration 72Q (917.857053 sec): 3 clusters Score: Raw -384126.625395 + Penalty 2733.339670 = -381393.285725 nChanged 22 SP:Iteration 73Q (917.917808 sec): 3 clusters Score: Raw -384135.452366 + Penalty 2733.339670 = -381402.112696 nChanged 27 SP:Iteration 74Q (917.972439 sec): 3 clusters Score: Raw -384149.019899 + Penalty 2733.339670 = -381415.680228 nChanged 22 SP:Iteration 75Q (918.012723 sec): 3 clusters Score: Raw -384158.978921 + Penalty 2733.339670 = -381425.639251 nChanged 17 SP:Iteration 76Q (918.069957 sec): 3 clusters Score: Raw -384166.725785 + Penalty 2733.339670 = -381433.386114 nChanged 13 SP:Iteration 77Q (918.116590 sec): 3 clusters Score: Raw -384171.580346 + Penalty 2733.339670 = -381438.240676 nChanged 8 SP:Iteration 78Q (918.168237 sec): 3 clusters Score: Raw -384174.566741 + Penalty 2733.339670 = -381441.227070 nChanged 7 SP:Iteration 79Q (918.218602 sec): 3 clusters Score: Raw -384178.101476 + Penalty 2733.339670 = -381444.761806 nChanged 5 SP:Iteration 80F (918.268977 sec): 3 clusters Score: Raw -384180.540162 + Penalty 2733.339670 = -381447.200491 nChanged 4 SP:Iteration 81Q (918.325190 sec): 3 clusters Score: Raw -384182.506541 + Penalty 2733.339670 = -381449.166871 nChanged 6 SP:Iteration 82Q (918.369827 sec): 3 clusters Score: Raw -384184.128266 + Penalty 2733.339670 = -381450.788595 nChanged 7 SP:Iteration 83Q (918.432369 sec): 3 clusters Score: Raw -384186.132925 + Penalty 2733.339670 = -381452.793254 nChanged 5 SP:Iteration 84Q (918.485196 sec): 3 clusters Score: Raw -384187.702261 + Penalty 2733.339670 = -381454.362591 nChanged 3 SP:Iteration 85Q (918.524978 sec): 3 clusters Score: Raw -384188.808357 + Penalty 2733.339670 = -381455.468686 nChanged 2 SP:Iteration 86Q (918.583970 sec): 3 clusters Score: Raw -384189.818861 + Penalty 2733.339670 = -381456.479191 nChanged 1 SP:Iteration 87Q (918.640388 sec): 3 clusters Score: Raw -384190.460217 + Penalty 2733.339670 = -381457.120546 nChanged 0 SP:Iteration 88F (918.683436 sec): 3 clusters Score: Raw -384190.460217 + Penalty 2733.339670 = -381457.120546 nChanged 0 Trying to split cluster 12 (4038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (918.717280 sec): 2 clusters Score: Raw -336032.473947 + Penalty 1349.319530 = -334683.154417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (918.759970 sec): 3 clusters Score: Raw -334090.006889 + Penalty 2698.639060 = -331391.367830 nChanged 1587 SP:Iteration 1F (918.809590 sec): 3 clusters Score: Raw -335013.647176 + Penalty 2698.639060 = -332315.008117 nChanged 333 SP:Iteration 2F (918.860402 sec): 3 clusters Score: Raw -335266.697969 + Penalty 2698.639060 = -332568.058909 nChanged 267 SP:Iteration 3F (918.914482 sec): 3 clusters Score: Raw -335456.458464 + Penalty 2698.639060 = -332757.819405 nChanged 204 SP:Iteration 4F (918.964481 sec): 3 clusters Score: Raw -335634.104214 + Penalty 2698.639060 = -332935.465154 nChanged 202 SP:Iteration 5F (919.017130 sec): 3 clusters Score: Raw -335833.713121 + Penalty 2698.639060 = -333135.074061 nChanged 210 SP:Iteration 6F (919.078475 sec): 3 clusters Score: Raw -336028.931094 + Penalty 2698.639060 = -333330.292034 nChanged 193 SP:Iteration 7Q (919.130006 sec): 3 clusters Score: Raw -336180.353116 + Penalty 2698.639060 = -333481.714057 nChanged 160 SP:Iteration 8Q (919.189092 sec): 3 clusters Score: Raw -336303.554024 + Penalty 2698.639060 = -333604.914965 nChanged 126 SP:Iteration 9Q (919.234103 sec): 3 clusters Score: Raw -336377.868499 + Penalty 2698.639060 = -333679.229439 nChanged 105 SP:Iteration 10Q (919.287278 sec): 3 clusters Score: Raw -336455.219191 + Penalty 2698.639060 = -333756.580131 nChanged 113 SP:Iteration 11Q (919.338583 sec): 3 clusters Score: Raw -336528.547846 + Penalty 2698.639060 = -333829.908786 nChanged 105 SP:Iteration 12Q (919.395351 sec): 3 clusters Score: Raw -336587.840578 + Penalty 2698.639060 = -333889.201519 nChanged 87 SP:Iteration 13Q (919.442159 sec): 3 clusters Score: Raw -336640.222536 + Penalty 2698.639060 = -333941.583476 nChanged 83 SP:Iteration 14Q (919.492816 sec): 3 clusters Score: Raw -336679.035373 + Penalty 2698.639060 = -333980.396314 nChanged 62 SP:Iteration 15Q (919.544582 sec): 3 clusters Score: Raw -336711.925081 + Penalty 2698.639060 = -334013.286022 nChanged 58 SP:Iteration 16Q (919.594427 sec): 3 clusters Score: Raw -336733.472686 + Penalty 2698.639060 = -334034.833626 nChanged 53 SP:Iteration 17Q (919.650226 sec): 3 clusters Score: Raw -336754.110234 + Penalty 2698.639060 = -334055.471175 nChanged 46 SP:Iteration 18Q (919.703356 sec): 3 clusters Score: Raw -336775.453327 + Penalty 2698.639060 = -334076.814267 nChanged 51 SP:Iteration 19Q (919.759327 sec): 3 clusters Score: Raw -336799.239582 + Penalty 2698.639060 = -334100.600522 nChanged 63 SP:Iteration 20F (919.800485 sec): 3 clusters Score: Raw -336828.020997 + Penalty 2698.639060 = -334129.381937 nChanged 50 SP:Iteration 21Q (919.865348 sec): 3 clusters Score: Raw -336850.559067 + Penalty 2698.639060 = -334151.920008 nChanged 47 SP:Iteration 22Q (919.915228 sec): 3 clusters Score: Raw -336872.040485 + Penalty 2698.639060 = -334173.401425 nChanged 46 SP:Iteration 23Q (919.955492 sec): 3 clusters Score: Raw -336893.568434 + Penalty 2698.639060 = -334194.929374 nChanged 43 SP:Iteration 24Q (920.019489 sec): 3 clusters Score: Raw -336916.831678 + Penalty 2698.639060 = -334218.192619 nChanged 42 SP:Iteration 25Q (920.072054 sec): 3 clusters Score: Raw -336936.732640 + Penalty 2698.639060 = -334238.093580 nChanged 27 SP:Iteration 26Q (920.115262 sec): 3 clusters Score: Raw -336954.707977 + Penalty 2698.639060 = -334256.068918 nChanged 32 SP:Iteration 27Q (920.176846 sec): 3 clusters Score: Raw -336977.623203 + Penalty 2698.639060 = -334278.984143 nChanged 31 SP:Iteration 28Q (920.233380 sec): 3 clusters Score: Raw -336991.547280 + Penalty 2698.639060 = -334292.908221 nChanged 25 SP:Iteration 29Q (920.281878 sec): 3 clusters Score: Raw -337003.370745 + Penalty 2698.639060 = -334304.731686 nChanged 24 SP:Iteration 30Q (920.342058 sec): 3 clusters Score: Raw -337012.142029 + Penalty 2698.639060 = -334313.502969 nChanged 9 SP:Iteration 31Q (920.384675 sec): 3 clusters Score: Raw -337014.464841 + Penalty 2698.639060 = -334315.825781 nChanged 8 SP:Iteration 32Q (920.437682 sec): 3 clusters Score: Raw -337016.868427 + Penalty 2698.639060 = -334318.229367 nChanged 4 SP:Iteration 33Q (920.500765 sec): 3 clusters Score: Raw -337017.336841 + Penalty 2698.639060 = -334318.697782 nChanged 1 SP:Iteration 34Q (920.544023 sec): 3 clusters Score: Raw -337017.575752 + Penalty 2698.639060 = -334318.936692 nChanged 2 SP:Iteration 35Q (920.594084 sec): 3 clusters Score: Raw -337018.298245 + Penalty 2698.639060 = -334319.659186 nChanged 3 SP:Iteration 36Q (920.659418 sec): 3 clusters Score: Raw -337019.186592 + Penalty 2698.639060 = -334320.547533 nChanged 3 SP:Iteration 37Q (920.711371 sec): 3 clusters Score: Raw -337020.017773 + Penalty 2698.639060 = -334321.378714 nChanged 0 SP:Iteration 38F (920.757132 sec): 3 clusters Score: Raw -337020.017773 + Penalty 2698.639060 = -334321.378714 nChanged 0 Trying to split cluster 13 (2251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (920.792153 sec): 2 clusters Score: Raw -181987.796237 + Penalty 1254.358599 = -180733.437638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (920.834192 sec): 3 clusters Score: Raw -181010.228067 + Penalty 2508.717198 = -178501.510869 nChanged 788 SP:Iteration 1F (920.886057 sec): 3 clusters Score: Raw -181508.090706 + Penalty 2508.717198 = -178999.373508 nChanged 185 SP:Iteration 2F (920.936187 sec): 3 clusters Score: Raw -181649.778183 + Penalty 2508.717198 = -179141.060984 nChanged 126 SP:Iteration 3F (920.981190 sec): 3 clusters Score: Raw -181759.196235 + Penalty 2508.717198 = -179250.479037 nChanged 108 SP:Iteration 4Q (921.027883 sec): 3 clusters Score: Raw -181853.733075 + Penalty 2508.717198 = -179345.015877 nChanged 90 SP:Iteration 5Q (921.069298 sec): 3 clusters Score: Raw -181917.146295 + Penalty 2508.717198 = -179408.429097 nChanged 54 SP:Iteration 6Q (921.119423 sec): 3 clusters Score: Raw -181956.365058 + Penalty 2508.717198 = -179447.647860 nChanged 55 SP:Iteration 7Q (921.168658 sec): 3 clusters Score: Raw -181986.577768 + Penalty 2508.717198 = -179477.860569 nChanged 39 SP:Iteration 8Q (921.222016 sec): 3 clusters Score: Raw -182009.913861 + Penalty 2508.717198 = -179501.196663 nChanged 36 SP:Iteration 9Q (921.273589 sec): 3 clusters Score: Raw -182030.230085 + Penalty 2508.717198 = -179521.512887 nChanged 30 SP:Iteration 10Q (921.333799 sec): 3 clusters Score: Raw -182046.727229 + Penalty 2508.717198 = -179538.010031 nChanged 24 SP:Iteration 11Q (921.374805 sec): 3 clusters Score: Raw -182059.522025 + Penalty 2508.717198 = -179550.804827 nChanged 23 SP:Iteration 12Q (921.421963 sec): 3 clusters Score: Raw -182072.814837 + Penalty 2508.717198 = -179564.097639 nChanged 23 SP:Iteration 13Q (921.482868 sec): 3 clusters Score: Raw -182090.788348 + Penalty 2508.717198 = -179582.071150 nChanged 30 SP:Iteration 14Q (921.527920 sec): 3 clusters Score: Raw -182117.264392 + Penalty 2508.717198 = -179608.547194 nChanged 33 SP:Iteration 15Q (921.572720 sec): 3 clusters Score: Raw -182137.458840 + Penalty 2508.717198 = -179628.741641 nChanged 24 SP:Iteration 16Q (921.625599 sec): 3 clusters Score: Raw -182148.208417 + Penalty 2508.717198 = -179639.491218 nChanged 15 SP:Iteration 17Q (921.678272 sec): 3 clusters Score: Raw -182156.281877 + Penalty 2508.717198 = -179647.564679 nChanged 12 SP:Iteration 18Q (921.723564 sec): 3 clusters Score: Raw -182162.964965 + Penalty 2508.717198 = -179654.247767 nChanged 13 SP:Iteration 19Q (921.768441 sec): 3 clusters Score: Raw -182168.629430 + Penalty 2508.717198 = -179659.912231 nChanged 7 SP:Iteration 20F (921.813674 sec): 3 clusters Score: Raw -182172.992935 + Penalty 2508.717198 = -179664.275736 nChanged 4 SP:Iteration 21Q (921.871363 sec): 3 clusters Score: Raw -182174.458960 + Penalty 2508.717198 = -179665.741762 nChanged 6 SP:Iteration 22Q (921.921009 sec): 3 clusters Score: Raw -182176.950418 + Penalty 2508.717198 = -179668.233220 nChanged 4 SP:Iteration 23Q (921.957906 sec): 3 clusters Score: Raw -182178.672466 + Penalty 2508.717198 = -179669.955268 nChanged 5 SP:Iteration 24Q (922.005262 sec): 3 clusters Score: Raw -182180.740133 + Penalty 2508.717198 = -179672.022934 nChanged 9 SP:Iteration 25Q (922.060050 sec): 3 clusters Score: Raw -182185.613689 + Penalty 2508.717198 = -179676.896491 nChanged 11 SP:Iteration 26Q (922.100764 sec): 3 clusters Score: Raw -182189.656590 + Penalty 2508.717198 = -179680.939392 nChanged 9 SP:Iteration 27Q (922.155182 sec): 3 clusters Score: Raw -182193.674720 + Penalty 2508.717198 = -179684.957521 nChanged 4 SP:Iteration 28Q (922.200115 sec): 3 clusters Score: Raw -182195.325478 + Penalty 2508.717198 = -179686.608280 nChanged 7 SP:Iteration 29Q (922.258133 sec): 3 clusters Score: Raw -182197.691063 + Penalty 2508.717198 = -179688.973865 nChanged 2 SP:Iteration 30Q (922.306207 sec): 3 clusters Score: Raw -182198.007376 + Penalty 2508.717198 = -179689.290178 nChanged 3 SP:Iteration 31Q (922.351184 sec): 3 clusters Score: Raw -182198.820232 + Penalty 2508.717198 = -179690.103034 nChanged 6 SP:Iteration 32Q (922.399659 sec): 3 clusters Score: Raw -182202.116016 + Penalty 2508.717198 = -179693.398818 nChanged 3 SP:Iteration 33Q (922.447400 sec): 3 clusters Score: Raw -182203.625590 + Penalty 2508.717198 = -179694.908392 nChanged 2 SP:Iteration 34Q (922.494321 sec): 3 clusters Score: Raw -182204.196598 + Penalty 2508.717198 = -179695.479399 nChanged 2 SP:Iteration 35Q (922.547399 sec): 3 clusters Score: Raw -182205.611774 + Penalty 2508.717198 = -179696.894575 nChanged 2 SP:Iteration 36Q (922.596481 sec): 3 clusters Score: Raw -182206.739695 + Penalty 2508.717198 = -179698.022497 nChanged 1 SP:Iteration 37Q (922.643878 sec): 3 clusters Score: Raw -182206.974999 + Penalty 2508.717198 = -179698.257801 nChanged 1 SP:Iteration 38Q (922.693637 sec): 3 clusters Score: Raw -182207.120347 + Penalty 2508.717198 = -179698.403148 nChanged 1 SP:Iteration 39Q (922.746474 sec): 3 clusters Score: Raw -182207.527710 + Penalty 2508.717198 = -179698.810511 nChanged 2 SP:Iteration 40F (922.785812 sec): 3 clusters Score: Raw -182207.935384 + Penalty 2508.717198 = -179699.218185 nChanged 1 SP:Iteration 41Q (922.838583 sec): 3 clusters Score: Raw -182208.243373 + Penalty 2508.717198 = -179699.526174 nChanged 1 SP:Iteration 42Q (922.894619 sec): 3 clusters Score: Raw -182208.630822 + Penalty 2508.717198 = -179699.913624 nChanged 1 SP:Iteration 43Q (922.947185 sec): 3 clusters Score: Raw -182208.822583 + Penalty 2508.717198 = -179700.105384 nChanged 0 SP:Iteration 44F (922.987285 sec): 3 clusters Score: Raw -182208.822583 + Penalty 2508.717198 = -179700.105384 nChanged 0 Trying to split cluster 14 (1350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (923.013273 sec): 2 clusters Score: Raw -117617.944825 + Penalty 1171.277229 = -116446.667596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (923.059332 sec): 3 clusters Score: Raw -117125.077881 + Penalty 2342.554458 = -114782.523423 nChanged 440 SP:Iteration 1F (923.110076 sec): 3 clusters Score: Raw -117478.790087 + Penalty 2342.554458 = -115136.235629 nChanged 129 SP:Iteration 2F (923.157904 sec): 3 clusters Score: Raw -117625.875136 + Penalty 2342.554458 = -115283.320678 nChanged 98 SP:Iteration 3F (923.208244 sec): 3 clusters Score: Raw -117736.367050 + Penalty 2342.554458 = -115393.812592 nChanged 61 SP:Iteration 4Q (923.252922 sec): 3 clusters Score: Raw -117812.775746 + Penalty 2342.554458 = -115470.221288 nChanged 49 SP:Iteration 5Q (923.300063 sec): 3 clusters Score: Raw -117912.215498 + Penalty 2342.554458 = -115569.661040 nChanged 54 SP:Iteration 6Q (923.348226 sec): 3 clusters Score: Raw -118008.491880 + Penalty 2342.554458 = -115665.937421 nChanged 45 SP:Iteration 7Q (923.397526 sec): 3 clusters Score: Raw -118053.835210 + Penalty 2342.554458 = -115711.280751 nChanged 22 SP:Iteration 8Q (923.448914 sec): 3 clusters Score: Raw -118077.619150 + Penalty 2342.554458 = -115735.064691 nChanged 22 SP:Iteration 9Q (923.502927 sec): 3 clusters Score: Raw -118099.331115 + Penalty 2342.554458 = -115756.776657 nChanged 15 SP:Iteration 10Q (923.555919 sec): 3 clusters Score: Raw -118111.543830 + Penalty 2342.554458 = -115768.989372 nChanged 7 SP:Iteration 11Q (923.597794 sec): 3 clusters Score: Raw -118118.839879 + Penalty 2342.554458 = -115776.285421 nChanged 4 SP:Iteration 12Q (923.651464 sec): 3 clusters Score: Raw -118121.317482 + Penalty 2342.554458 = -115778.763024 nChanged 1 SP:Iteration 13Q (923.696484 sec): 3 clusters Score: Raw -118121.939228 + Penalty 2342.554458 = -115779.384770 nChanged 0 SP:Iteration 14F (923.735371 sec): 3 clusters Score: Raw -118121.939228 + Penalty 2342.554458 = -115779.384770 nChanged 0 Trying to split cluster 15 (3987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (923.775094 sec): 2 clusters Score: Raw -364508.508827 + Penalty 1347.254081 = -363161.254745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (923.816841 sec): 3 clusters Score: Raw -362498.905007 + Penalty 2694.508163 = -359804.396844 nChanged 1552 SP:Iteration 1F (923.864688 sec): 3 clusters Score: Raw -363405.088129 + Penalty 2694.508163 = -360710.579967 nChanged 329 SP:Iteration 2F (923.913008 sec): 3 clusters Score: Raw -363615.550443 + Penalty 2694.508163 = -360921.042280 nChanged 243 SP:Iteration 3F (923.978085 sec): 3 clusters Score: Raw -363767.925157 + Penalty 2694.508163 = -361073.416994 nChanged 214 SP:Iteration 4F (924.018550 sec): 3 clusters Score: Raw -363927.817918 + Penalty 2694.508163 = -361233.309755 nChanged 202 SP:Iteration 5F (924.069940 sec): 3 clusters Score: Raw -364078.317571 + Penalty 2694.508163 = -361383.809409 nChanged 206 SP:Iteration 6F (924.132974 sec): 3 clusters Score: Raw -364228.511353 + Penalty 2694.508163 = -361534.003190 nChanged 161 SP:Iteration 7Q (924.175927 sec): 3 clusters Score: Raw -364342.872454 + Penalty 2694.508163 = -361648.364291 nChanged 132 SP:Iteration 8Q (924.232186 sec): 3 clusters Score: Raw -364432.054614 + Penalty 2694.508163 = -361737.546451 nChanged 111 SP:Iteration 9Q (924.279683 sec): 3 clusters Score: Raw -364493.377909 + Penalty 2694.508163 = -361798.869746 nChanged 82 SP:Iteration 10Q (924.336437 sec): 3 clusters Score: Raw -364536.727993 + Penalty 2694.508163 = -361842.219831 nChanged 75 SP:Iteration 11Q (924.390807 sec): 3 clusters Score: Raw -364570.684590 + Penalty 2694.508163 = -361876.176427 nChanged 63 SP:Iteration 12Q (924.437685 sec): 3 clusters Score: Raw -364597.753743 + Penalty 2694.508163 = -361903.245580 nChanged 50 SP:Iteration 13Q (924.487414 sec): 3 clusters Score: Raw -364619.334191 + Penalty 2694.508163 = -361924.826028 nChanged 47 SP:Iteration 14Q (924.554519 sec): 3 clusters Score: Raw -364643.151730 + Penalty 2694.508163 = -361948.643567 nChanged 40 SP:Iteration 15Q (924.604532 sec): 3 clusters Score: Raw -364657.750794 + Penalty 2694.508163 = -361963.242631 nChanged 31 SP:Iteration 16Q (924.657338 sec): 3 clusters Score: Raw -364667.782297 + Penalty 2694.508163 = -361973.274134 nChanged 22 SP:Iteration 17Q (924.709782 sec): 3 clusters Score: Raw -364674.309948 + Penalty 2694.508163 = -361979.801786 nChanged 18 SP:Iteration 18Q (924.756093 sec): 3 clusters Score: Raw -364679.363754 + Penalty 2694.508163 = -361984.855591 nChanged 16 SP:Iteration 19Q (924.815637 sec): 3 clusters Score: Raw -364684.637558 + Penalty 2694.508163 = -361990.129396 nChanged 10 SP:Iteration 20F (924.865172 sec): 3 clusters Score: Raw -364687.279842 + Penalty 2694.508163 = -361992.771679 nChanged 7 SP:Iteration 21Q (924.913274 sec): 3 clusters Score: Raw -364689.004606 + Penalty 2694.508163 = -361994.496443 nChanged 4 SP:Iteration 22Q (924.980658 sec): 3 clusters Score: Raw -364689.735191 + Penalty 2694.508163 = -361995.227028 nChanged 6 SP:Iteration 23Q (925.033220 sec): 3 clusters Score: Raw -364690.849995 + Penalty 2694.508163 = -361996.341832 nChanged 2 SP:Iteration 24Q (925.089204 sec): 3 clusters Score: Raw -364691.049227 + Penalty 2694.508163 = -361996.541064 nChanged 2 SP:Iteration 25Q (925.140367 sec): 3 clusters Score: Raw -364691.570957 + Penalty 2694.508163 = -361997.062794 nChanged 2 SP:Iteration 26Q (925.193888 sec): 3 clusters Score: Raw -364692.274157 + Penalty 2694.508163 = -361997.765994 nChanged 2 SP:Iteration 27Q (925.238224 sec): 3 clusters Score: Raw -364692.607507 + Penalty 2694.508163 = -361998.099344 nChanged 3 SP:Iteration 28Q (925.299622 sec): 3 clusters Score: Raw -364693.345411 + Penalty 2694.508163 = -361998.837248 nChanged 3 SP:Iteration 29Q (925.346569 sec): 3 clusters Score: Raw -364694.374368 + Penalty 2694.508163 = -361999.866205 nChanged 4 SP:Iteration 30Q (925.402277 sec): 3 clusters Score: Raw -364695.326599 + Penalty 2694.508163 = -362000.818436 nChanged 7 SP:Iteration 31Q (925.455490 sec): 3 clusters Score: Raw -364696.826366 + Penalty 2694.508163 = -362002.318203 nChanged 1 SP:Iteration 32Q (925.506220 sec): 3 clusters Score: Raw -364697.036470 + Penalty 2694.508163 = -362002.528307 nChanged 0 SP:Iteration 33F (925.552085 sec): 3 clusters Score: Raw -364697.036470 + Penalty 2694.508163 = -362002.528307 nChanged 0 Trying to split cluster 16 (11922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (925.584352 sec): 2 clusters Score: Raw -1136051.281333 + Penalty 1525.247866 = -1134526.033468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (925.667659 sec): 3 clusters Score: Raw -1129197.255142 + Penalty 3050.495731 = -1126146.759411 nChanged 5153 SP:Iteration 1F (925.728474 sec): 3 clusters Score: Raw -1131912.773853 + Penalty 3050.495731 = -1128862.278121 nChanged 692 SP:Iteration 2F (925.790854 sec): 3 clusters Score: Raw -1132198.832839 + Penalty 3050.495731 = -1129148.337108 nChanged 589 SP:Iteration 3Q (925.868607 sec): 3 clusters Score: Raw -1132465.135074 + Penalty 3050.495731 = -1129414.639343 nChanged 575 SP:Iteration 4Q (925.923871 sec): 3 clusters Score: Raw -1132725.453960 + Penalty 3050.495731 = -1129674.958228 nChanged 551 SP:Iteration 5Q (926.000740 sec): 3 clusters Score: Raw -1132998.354503 + Penalty 3050.495731 = -1129947.858772 nChanged 581 SP:Iteration 6Q (926.054882 sec): 3 clusters Score: Raw -1133333.761531 + Penalty 3050.495731 = -1130283.265799 nChanged 666 SP:Iteration 7F (926.127749 sec): 3 clusters Score: Raw -1133783.921462 + Penalty 3050.495731 = -1130733.425730 nChanged 656 SP:Iteration 8F (926.188873 sec): 3 clusters Score: Raw -1134225.351680 + Penalty 3050.495731 = -1131174.855949 nChanged 623 SP:Iteration 9F (926.244776 sec): 3 clusters Score: Raw -1134642.447555 + Penalty 3050.495731 = -1131591.951824 nChanged 536 SP:Iteration 10Q (926.319596 sec): 3 clusters Score: Raw -1135009.964046 + Penalty 3050.495731 = -1131959.468315 nChanged 463 SP:Iteration 11Q (926.377093 sec): 3 clusters Score: Raw -1135329.212835 + Penalty 3050.495731 = -1132278.717103 nChanged 372 SP:Iteration 12Q (926.451253 sec): 3 clusters Score: Raw -1135593.242403 + Penalty 3050.495731 = -1132542.746671 nChanged 257 SP:Iteration 13Q (926.517144 sec): 3 clusters Score: Raw -1135768.569631 + Penalty 3050.495731 = -1132718.073899 nChanged 190 SP:Iteration 14Q (926.582453 sec): 3 clusters Score: Raw -1135891.013961 + Penalty 3050.495731 = -1132840.518230 nChanged 164 SP:Iteration 15Q (926.645711 sec): 3 clusters Score: Raw -1135994.261841 + Penalty 3050.495731 = -1132943.766110 nChanged 161 SP:Iteration 16Q (926.721297 sec): 3 clusters Score: Raw -1136086.832386 + Penalty 3050.495731 = -1133036.336655 nChanged 143 SP:Iteration 17Q (926.772361 sec): 3 clusters Score: Raw -1136152.658588 + Penalty 3050.495731 = -1133102.162856 nChanged 100 SP:Iteration 18Q (926.847204 sec): 3 clusters Score: Raw -1136188.696499 + Penalty 3050.495731 = -1133138.200767 nChanged 63 SP:Iteration 19Q (926.907949 sec): 3 clusters Score: Raw -1136213.672297 + Penalty 3050.495731 = -1133163.176566 nChanged 60 SP:Iteration 20F (926.978698 sec): 3 clusters Score: Raw -1136233.507129 + Penalty 3050.495731 = -1133183.011397 nChanged 49 SP:Iteration 21Q (927.035048 sec): 3 clusters Score: Raw -1136246.296020 + Penalty 3050.495731 = -1133195.800289 nChanged 45 SP:Iteration 22Q (927.100233 sec): 3 clusters Score: Raw -1136259.787464 + Penalty 3050.495731 = -1133209.291733 nChanged 46 SP:Iteration 23Q (927.168665 sec): 3 clusters Score: Raw -1136273.445791 + Penalty 3050.495731 = -1133222.950060 nChanged 47 SP:Iteration 24Q (927.227814 sec): 3 clusters Score: Raw -1136286.099114 + Penalty 3050.495731 = -1133235.603383 nChanged 39 SP:Iteration 25Q (927.291910 sec): 3 clusters Score: Raw -1136294.958275 + Penalty 3050.495731 = -1133244.462544 nChanged 33 SP:Iteration 26Q (927.357067 sec): 3 clusters Score: Raw -1136301.382936 + Penalty 3050.495731 = -1133250.887205 nChanged 31 SP:Iteration 27Q (927.422970 sec): 3 clusters Score: Raw -1136307.443317 + Penalty 3050.495731 = -1133256.947585 nChanged 21 SP:Iteration 28Q (927.477681 sec): 3 clusters Score: Raw -1136311.196013 + Penalty 3050.495731 = -1133260.700281 nChanged 15 SP:Iteration 29Q (927.546690 sec): 3 clusters Score: Raw -1136313.912275 + Penalty 3050.495731 = -1133263.416544 nChanged 13 SP:Iteration 30Q (927.618397 sec): 3 clusters Score: Raw -1136315.788131 + Penalty 3050.495731 = -1133265.292400 nChanged 9 SP:Iteration 31Q (927.684373 sec): 3 clusters Score: Raw -1136317.053901 + Penalty 3050.495731 = -1133266.558170 nChanged 10 SP:Iteration 32Q (927.738970 sec): 3 clusters Score: Raw -1136318.894676 + Penalty 3050.495731 = -1133268.398945 nChanged 15 SP:Iteration 33Q (927.818025 sec): 3 clusters Score: Raw -1136321.293867 + Penalty 3050.495731 = -1133270.798136 nChanged 18 SP:Iteration 34Q (927.881612 sec): 3 clusters Score: Raw -1136324.637988 + Penalty 3050.495731 = -1133274.142256 nChanged 11 SP:Iteration 35Q (927.946641 sec): 3 clusters Score: Raw -1136327.163522 + Penalty 3050.495731 = -1133276.667791 nChanged 12 SP:Iteration 36Q (928.006474 sec): 3 clusters Score: Raw -1136329.723278 + Penalty 3050.495731 = -1133279.227546 nChanged 16 SP:Iteration 37Q (928.063793 sec): 3 clusters Score: Raw -1136332.460604 + Penalty 3050.495731 = -1133281.964873 nChanged 19 SP:Iteration 38Q (928.127399 sec): 3 clusters Score: Raw -1136336.567300 + Penalty 3050.495731 = -1133286.071568 nChanged 16 SP:Iteration 39Q (928.187376 sec): 3 clusters Score: Raw -1136339.671535 + Penalty 3050.495731 = -1133289.175804 nChanged 17 SP:Iteration 40F (928.258903 sec): 3 clusters Score: Raw -1136342.227196 + Penalty 3050.495731 = -1133291.731464 nChanged 16 SP:Iteration 41Q (928.335408 sec): 3 clusters Score: Raw -1136344.557359 + Penalty 3050.495731 = -1133294.061628 nChanged 17 SP:Iteration 42Q (928.396051 sec): 3 clusters Score: Raw -1136347.311950 + Penalty 3050.495731 = -1133296.816218 nChanged 11 SP:Iteration 43Q (928.456128 sec): 3 clusters Score: Raw -1136348.631784 + Penalty 3050.495731 = -1133298.136052 nChanged 7 SP:Iteration 44Q (928.523697 sec): 3 clusters Score: Raw -1136349.676637 + Penalty 3050.495731 = -1133299.180906 nChanged 6 SP:Iteration 45Q (928.590297 sec): 3 clusters Score: Raw -1136350.331597 + Penalty 3050.495731 = -1133299.835866 nChanged 5 SP:Iteration 46Q (928.645531 sec): 3 clusters Score: Raw -1136350.732767 + Penalty 3050.495731 = -1133300.237036 nChanged 4 SP:Iteration 47Q (928.720838 sec): 3 clusters Score: Raw -1136351.272403 + Penalty 3050.495731 = -1133300.776672 nChanged 1 SP:Iteration 48Q (928.788320 sec): 3 clusters Score: Raw -1136351.414480 + Penalty 3050.495731 = -1133300.918749 nChanged 3 SP:Iteration 49Q (928.845595 sec): 3 clusters Score: Raw -1136351.615516 + Penalty 3050.495731 = -1133301.119784 nChanged 4 SP:Iteration 50Q (928.916575 sec): 3 clusters Score: Raw -1136352.372393 + Penalty 3050.495731 = -1133301.876662 nChanged 4 SP:Iteration 51Q (928.985320 sec): 3 clusters Score: Raw -1136352.881312 + Penalty 3050.495731 = -1133302.385581 nChanged 4 SP:Iteration 52Q (929.050320 sec): 3 clusters Score: Raw -1136353.192531 + Penalty 3050.495731 = -1133302.696800 nChanged 1 SP:Iteration 53Q (929.107471 sec): 3 clusters Score: Raw -1136353.291273 + Penalty 3050.495731 = -1133302.795542 nChanged 3 SP:Iteration 54Q (929.172956 sec): 3 clusters Score: Raw -1136353.550358 + Penalty 3050.495731 = -1133303.054627 nChanged 2 SP:Iteration 55Q (929.247429 sec): 3 clusters Score: Raw -1136353.847929 + Penalty 3050.495731 = -1133303.352197 nChanged 2 SP:Iteration 56Q (929.304103 sec): 3 clusters Score: Raw -1136354.012556 + Penalty 3050.495731 = -1133303.516825 nChanged 3 SP:Iteration 57Q (929.373253 sec): 3 clusters Score: Raw -1136354.646471 + Penalty 3050.495731 = -1133304.150739 nChanged 5 SP:Iteration 58Q (929.432386 sec): 3 clusters Score: Raw -1136355.623404 + Penalty 3050.495731 = -1133305.127673 nChanged 8 SP:Iteration 59Q (929.503533 sec): 3 clusters Score: Raw -1136356.897954 + Penalty 3050.495731 = -1133306.402222 nChanged 8 SP:Iteration 60F (929.558360 sec): 3 clusters Score: Raw -1136358.008519 + Penalty 3050.495731 = -1133307.512787 nChanged 10 SP:Iteration 61Q (929.630704 sec): 3 clusters Score: Raw -1136359.605227 + Penalty 3050.495731 = -1133309.109496 nChanged 13 SP:Iteration 62Q (929.696591 sec): 3 clusters Score: Raw -1136362.054850 + Penalty 3050.495731 = -1133311.559119 nChanged 15 SP:Iteration 63Q (929.759036 sec): 3 clusters Score: Raw -1136364.615056 + Penalty 3050.495731 = -1133314.119325 nChanged 16 SP:Iteration 64Q (929.818153 sec): 3 clusters Score: Raw -1136367.080760 + Penalty 3050.495731 = -1133316.585029 nChanged 12 SP:Iteration 65Q (929.875000 sec): 3 clusters Score: Raw -1136368.965804 + Penalty 3050.495731 = -1133318.470073 nChanged 6 SP:Iteration 66Q (929.949544 sec): 3 clusters Score: Raw -1136369.504239 + Penalty 3050.495731 = -1133319.008508 nChanged 5 SP:Iteration 67Q (930.011249 sec): 3 clusters Score: Raw -1136369.952220 + Penalty 3050.495731 = -1133319.456488 nChanged 5 SP:Iteration 68Q (930.070961 sec): 3 clusters Score: Raw -1136370.352685 + Penalty 3050.495731 = -1133319.856953 nChanged 5 SP:Iteration 69Q (930.139175 sec): 3 clusters Score: Raw -1136371.033510 + Penalty 3050.495731 = -1133320.537779 nChanged 4 SP:Iteration 70Q (930.209807 sec): 3 clusters Score: Raw -1136371.792606 + Penalty 3050.495731 = -1133321.296874 nChanged 4 SP:Iteration 71Q (930.265391 sec): 3 clusters Score: Raw -1136372.549906 + Penalty 3050.495731 = -1133322.054174 nChanged 6 SP:Iteration 72Q (930.329114 sec): 3 clusters Score: Raw -1136373.434804 + Penalty 3050.495731 = -1133322.939073 nChanged 3 SP:Iteration 73Q (930.396575 sec): 3 clusters Score: Raw -1136373.877674 + Penalty 3050.495731 = -1133323.381943 nChanged 6 SP:Iteration 74Q (930.458348 sec): 3 clusters Score: Raw -1136374.510112 + Penalty 3050.495731 = -1133324.014381 nChanged 2 SP:Iteration 75Q (930.536270 sec): 3 clusters Score: Raw -1136374.816463 + Penalty 3050.495731 = -1133324.320732 nChanged 3 SP:Iteration 76Q (930.598345 sec): 3 clusters Score: Raw -1136375.283638 + Penalty 3050.495731 = -1133324.787907 nChanged 5 SP:Iteration 77Q (930.655058 sec): 3 clusters Score: Raw -1136376.177156 + Penalty 3050.495731 = -1133325.681425 nChanged 6 SP:Iteration 78Q (930.728791 sec): 3 clusters Score: Raw -1136377.470907 + Penalty 3050.495731 = -1133326.975176 nChanged 8 SP:Iteration 79Q (930.789840 sec): 3 clusters Score: Raw -1136378.497842 + Penalty 3050.495731 = -1133328.002111 nChanged 5 SP:Iteration 80F (930.845763 sec): 3 clusters Score: Raw -1136378.966505 + Penalty 3050.495731 = -1133328.470773 nChanged 5 SP:Iteration 81Q (930.908469 sec): 3 clusters Score: Raw -1136379.594416 + Penalty 3050.495731 = -1133329.098685 nChanged 4 SP:Iteration 82Q (930.973617 sec): 3 clusters Score: Raw -1136380.010831 + Penalty 3050.495731 = -1133329.515100 nChanged 2 SP:Iteration 83Q (931.028858 sec): 3 clusters Score: Raw -1136380.197322 + Penalty 3050.495731 = -1133329.701590 nChanged 2 SP:Iteration 84Q (931.099869 sec): 3 clusters Score: Raw -1136380.315808 + Penalty 3050.495731 = -1133329.820077 nChanged 0 SP:Iteration 85F (931.162419 sec): 3 clusters Score: Raw -1136380.315808 + Penalty 3050.495731 = -1133329.820077 nChanged 0 Trying to split cluster 17 (15552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (931.209706 sec): 2 clusters Score: Raw -1503336.152299 + Penalty 1568.440986 = -1501767.711314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (931.279225 sec): 3 clusters Score: Raw -1494154.613373 + Penalty 3136.881971 = -1491017.731402 nChanged 6906 SP:Iteration 1F (931.354026 sec): 3 clusters Score: Raw -1498119.896775 + Penalty 3136.881971 = -1494983.014804 nChanged 858 SP:Iteration 2F (931.420807 sec): 3 clusters Score: Raw -1498482.545299 + Penalty 3136.881971 = -1495345.663328 nChanged 762 SP:Iteration 3Q (931.495650 sec): 3 clusters Score: Raw -1498843.497775 + Penalty 3136.881971 = -1495706.615804 nChanged 745 SP:Iteration 4Q (931.573586 sec): 3 clusters Score: Raw -1499254.013857 + Penalty 3136.881971 = -1496117.131886 nChanged 807 SP:Iteration 5F (931.649064 sec): 3 clusters Score: Raw -1499796.941600 + Penalty 3136.881971 = -1496660.059629 nChanged 909 SP:Iteration 6F (931.720564 sec): 3 clusters Score: Raw -1500507.208575 + Penalty 3136.881971 = -1497370.326604 nChanged 887 SP:Iteration 7F (931.788006 sec): 3 clusters Score: Raw -1501307.519885 + Penalty 3136.881971 = -1498170.637914 nChanged 836 SP:Iteration 8F (931.853093 sec): 3 clusters Score: Raw -1502069.836085 + Penalty 3136.881971 = -1498932.954114 nChanged 670 SP:Iteration 9Q (931.926483 sec): 3 clusters Score: Raw -1502622.382444 + Penalty 3136.881971 = -1499485.500473 nChanged 505 SP:Iteration 10Q (931.993072 sec): 3 clusters Score: Raw -1502964.708730 + Penalty 3136.881971 = -1499827.826759 nChanged 357 SP:Iteration 11Q (932.062653 sec): 3 clusters Score: Raw -1503173.275000 + Penalty 3136.881971 = -1500036.393029 nChanged 298 SP:Iteration 12Q (932.130079 sec): 3 clusters Score: Raw -1503314.988927 + Penalty 3136.881971 = -1500178.106956 nChanged 227 SP:Iteration 13Q (932.205029 sec): 3 clusters Score: Raw -1503404.898166 + Penalty 3136.881971 = -1500268.016195 nChanged 171 SP:Iteration 14Q (932.273246 sec): 3 clusters Score: Raw -1503460.866263 + Penalty 3136.881971 = -1500323.984291 nChanged 142 SP:Iteration 15Q (932.347797 sec): 3 clusters Score: Raw -1503517.286743 + Penalty 3136.881971 = -1500380.404772 nChanged 135 SP:Iteration 16Q (932.420033 sec): 3 clusters Score: Raw -1503564.559501 + Penalty 3136.881971 = -1500427.677530 nChanged 112 SP:Iteration 17Q (932.477354 sec): 3 clusters Score: Raw -1503596.702255 + Penalty 3136.881971 = -1500459.820283 nChanged 98 SP:Iteration 18Q (932.550976 sec): 3 clusters Score: Raw -1503626.425527 + Penalty 3136.881971 = -1500489.543555 nChanged 98 SP:Iteration 19Q (932.622281 sec): 3 clusters Score: Raw -1503652.485691 + Penalty 3136.881971 = -1500515.603720 nChanged 81 SP:Iteration 20F (932.692319 sec): 3 clusters Score: Raw -1503671.126146 + Penalty 3136.881971 = -1500534.244175 nChanged 62 SP:Iteration 21Q (932.766800 sec): 3 clusters Score: Raw -1503683.987872 + Penalty 3136.881971 = -1500547.105901 nChanged 63 SP:Iteration 22Q (932.822795 sec): 3 clusters Score: Raw -1503696.106885 + Penalty 3136.881971 = -1500559.224913 nChanged 44 SP:Iteration 23Q (932.893095 sec): 3 clusters Score: Raw -1503704.716283 + Penalty 3136.881971 = -1500567.834312 nChanged 39 SP:Iteration 24Q (932.974044 sec): 3 clusters Score: Raw -1503712.761202 + Penalty 3136.881971 = -1500575.879230 nChanged 33 SP:Iteration 25Q (933.043800 sec): 3 clusters Score: Raw -1503720.267893 + Penalty 3136.881971 = -1500583.385922 nChanged 30 SP:Iteration 26Q (933.109949 sec): 3 clusters Score: Raw -1503726.355674 + Penalty 3136.881971 = -1500589.473703 nChanged 38 SP:Iteration 27Q (933.169540 sec): 3 clusters Score: Raw -1503732.813130 + Penalty 3136.881971 = -1500595.931159 nChanged 32 SP:Iteration 28Q (933.229866 sec): 3 clusters Score: Raw -1503739.787397 + Penalty 3136.881971 = -1500602.905426 nChanged 33 SP:Iteration 29Q (933.297962 sec): 3 clusters Score: Raw -1503746.867461 + Penalty 3136.881971 = -1500609.985490 nChanged 33 SP:Iteration 30Q (933.358100 sec): 3 clusters Score: Raw -1503753.134667 + Penalty 3136.881971 = -1500616.252695 nChanged 25 SP:Iteration 31Q (933.438200 sec): 3 clusters Score: Raw -1503756.939145 + Penalty 3136.881971 = -1500620.057174 nChanged 25 SP:Iteration 32Q (933.507209 sec): 3 clusters Score: Raw -1503762.646181 + Penalty 3136.881971 = -1500625.764210 nChanged 30 SP:Iteration 33Q (933.566946 sec): 3 clusters Score: Raw -1503769.062237 + Penalty 3136.881971 = -1500632.180266 nChanged 27 SP:Iteration 34Q (933.645207 sec): 3 clusters Score: Raw -1503773.974690 + Penalty 3136.881971 = -1500637.092719 nChanged 22 SP:Iteration 35Q (933.705654 sec): 3 clusters Score: Raw -1503778.420101 + Penalty 3136.881971 = -1500641.538130 nChanged 20 SP:Iteration 36Q (933.785115 sec): 3 clusters Score: Raw -1503781.890287 + Penalty 3136.881971 = -1500645.008316 nChanged 24 SP:Iteration 37Q (933.853203 sec): 3 clusters Score: Raw -1503785.457205 + Penalty 3136.881971 = -1500648.575234 nChanged 12 SP:Iteration 38Q (933.926931 sec): 3 clusters Score: Raw -1503787.093152 + Penalty 3136.881971 = -1500650.211181 nChanged 10 SP:Iteration 39Q (933.984753 sec): 3 clusters Score: Raw -1503788.992934 + Penalty 3136.881971 = -1500652.110963 nChanged 11 SP:Iteration 40F (934.069377 sec): 3 clusters Score: Raw -1503791.291311 + Penalty 3136.881971 = -1500654.409340 nChanged 10 SP:Iteration 41Q (934.125874 sec): 3 clusters Score: Raw -1503792.641390 + Penalty 3136.881971 = -1500655.759419 nChanged 8 SP:Iteration 42Q (934.208220 sec): 3 clusters Score: Raw -1503793.802118 + Penalty 3136.881971 = -1500656.920147 nChanged 7 SP:Iteration 43Q (934.278760 sec): 3 clusters Score: Raw -1503794.893625 + Penalty 3136.881971 = -1500658.011654 nChanged 5 SP:Iteration 44Q (934.349297 sec): 3 clusters Score: Raw -1503795.617922 + Penalty 3136.881971 = -1500658.735951 nChanged 7 SP:Iteration 45Q (934.410886 sec): 3 clusters Score: Raw -1503796.729694 + Penalty 3136.881971 = -1500659.847722 nChanged 8 SP:Iteration 46Q (934.487904 sec): 3 clusters Score: Raw -1503798.066977 + Penalty 3136.881971 = -1500661.185006 nChanged 12 SP:Iteration 47Q (934.555101 sec): 3 clusters Score: Raw -1503799.537409 + Penalty 3136.881971 = -1500662.655438 nChanged 10 SP:Iteration 48Q (934.623834 sec): 3 clusters Score: Raw -1503801.692941 + Penalty 3136.881971 = -1500664.810970 nChanged 11 SP:Iteration 49Q (934.685228 sec): 3 clusters Score: Raw -1503803.239292 + Penalty 3136.881971 = -1500666.357321 nChanged 9 SP:Iteration 50Q (934.759660 sec): 3 clusters Score: Raw -1503804.517628 + Penalty 3136.881971 = -1500667.635656 nChanged 6 SP:Iteration 51Q (934.831019 sec): 3 clusters Score: Raw -1503805.416441 + Penalty 3136.881971 = -1500668.534470 nChanged 6 SP:Iteration 52Q (934.899501 sec): 3 clusters Score: Raw -1503806.347580 + Penalty 3136.881971 = -1500669.465609 nChanged 5 SP:Iteration 53Q (934.967424 sec): 3 clusters Score: Raw -1503806.962581 + Penalty 3136.881971 = -1500670.080610 nChanged 4 SP:Iteration 54Q (935.035972 sec): 3 clusters Score: Raw -1503807.424248 + Penalty 3136.881971 = -1500670.542277 nChanged 7 SP:Iteration 55Q (935.095821 sec): 3 clusters Score: Raw -1503808.399021 + Penalty 3136.881971 = -1500671.517050 nChanged 6 SP:Iteration 56Q (935.169768 sec): 3 clusters Score: Raw -1503809.539244 + Penalty 3136.881971 = -1500672.657273 nChanged 7 SP:Iteration 57Q (935.240095 sec): 3 clusters Score: Raw -1503810.938757 + Penalty 3136.881971 = -1500674.056785 nChanged 3 SP:Iteration 58Q (935.302155 sec): 3 clusters Score: Raw -1503811.707559 + Penalty 3136.881971 = -1500674.825588 nChanged 4 SP:Iteration 59Q (935.374657 sec): 3 clusters Score: Raw -1503812.532982 + Penalty 3136.881971 = -1500675.651011 nChanged 5 SP:Iteration 60F (935.443943 sec): 3 clusters Score: Raw -1503813.237201 + Penalty 3136.881971 = -1500676.355230 nChanged 4 SP:Iteration 61Q (935.516243 sec): 3 clusters Score: Raw -1503814.233989 + Penalty 3136.881971 = -1500677.352018 nChanged 6 SP:Iteration 62Q (935.576402 sec): 3 clusters Score: Raw -1503815.168455 + Penalty 3136.881971 = -1500678.286483 nChanged 6 SP:Iteration 63Q (935.651155 sec): 3 clusters Score: Raw -1503816.039283 + Penalty 3136.881971 = -1500679.157311 nChanged 3 SP:Iteration 64Q (935.725022 sec): 3 clusters Score: Raw -1503816.684331 + Penalty 3136.881971 = -1500679.802360 nChanged 4 SP:Iteration 65Q (935.792449 sec): 3 clusters Score: Raw -1503817.184025 + Penalty 3136.881971 = -1500680.302053 nChanged 3 SP:Iteration 66Q (935.862357 sec): 3 clusters Score: Raw -1503817.563779 + Penalty 3136.881971 = -1500680.681807 nChanged 2 SP:Iteration 67Q (935.922212 sec): 3 clusters Score: Raw -1503817.800409 + Penalty 3136.881971 = -1500680.918438 nChanged 2 SP:Iteration 68Q (936.003121 sec): 3 clusters Score: Raw -1503818.083615 + Penalty 3136.881971 = -1500681.201644 nChanged 6 SP:Iteration 69Q (936.060511 sec): 3 clusters Score: Raw -1503818.769821 + Penalty 3136.881971 = -1500681.887850 nChanged 4 SP:Iteration 70Q (936.132368 sec): 3 clusters Score: Raw -1503819.213526 + Penalty 3136.881971 = -1500682.331555 nChanged 3 SP:Iteration 71Q (936.203860 sec): 3 clusters Score: Raw -1503819.407454 + Penalty 3136.881971 = -1500682.525483 nChanged 1 SP:Iteration 72Q (936.273758 sec): 3 clusters Score: Raw -1503819.508000 + Penalty 3136.881971 = -1500682.626029 nChanged 2 SP:Iteration 73Q (936.340781 sec): 3 clusters Score: Raw -1503819.676808 + Penalty 3136.881971 = -1500682.794837 nChanged 2 SP:Iteration 74Q (936.421391 sec): 3 clusters Score: Raw -1503820.017303 + Penalty 3136.881971 = -1500683.135332 nChanged 1 SP:Iteration 75Q (936.492503 sec): 3 clusters Score: Raw -1503820.223396 + Penalty 3136.881971 = -1500683.341425 nChanged 4 SP:Iteration 76Q (936.555979 sec): 3 clusters Score: Raw -1503820.470530 + Penalty 3136.881971 = -1500683.588559 nChanged 1 SP:Iteration 77Q (936.630761 sec): 3 clusters Score: Raw -1503820.543064 + Penalty 3136.881971 = -1500683.661093 nChanged 0 SP:Iteration 78F (936.695260 sec): 3 clusters Score: Raw -1503820.543064 + Penalty 3136.881971 = -1500683.661093 nChanged 0 Trying to split cluster 18 (5687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (936.733370 sec): 2 clusters Score: Raw -556583.143114 + Penalty 1404.964949 = -555178.178165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (936.795238 sec): 3 clusters Score: Raw -553531.787719 + Penalty 2809.929898 = -550721.857821 nChanged 2359 SP:Iteration 1F (936.851700 sec): 3 clusters Score: Raw -554814.369074 + Penalty 2809.929898 = -552004.439176 nChanged 395 SP:Iteration 2F (936.912177 sec): 3 clusters Score: Raw -555006.249337 + Penalty 2809.929898 = -552196.319439 nChanged 313 SP:Iteration 3F (936.970009 sec): 3 clusters Score: Raw -555151.076904 + Penalty 2809.929898 = -552341.147006 nChanged 245 SP:Iteration 4Q (937.023726 sec): 3 clusters Score: Raw -555256.093677 + Penalty 2809.929898 = -552446.163779 nChanged 188 SP:Iteration 5Q (937.084225 sec): 3 clusters Score: Raw -555336.027481 + Penalty 2809.929898 = -552526.097583 nChanged 195 SP:Iteration 6Q (937.131349 sec): 3 clusters Score: Raw -555424.864277 + Penalty 2809.929898 = -552614.934379 nChanged 186 SP:Iteration 7Q (937.200770 sec): 3 clusters Score: Raw -555508.899477 + Penalty 2809.929898 = -552698.969579 nChanged 154 SP:Iteration 8Q (937.246363 sec): 3 clusters Score: Raw -555583.798937 + Penalty 2809.929898 = -552773.869039 nChanged 192 SP:Iteration 9Q (937.316808 sec): 3 clusters Score: Raw -555679.882859 + Penalty 2809.929898 = -552869.952961 nChanged 185 SP:Iteration 10Q (937.361494 sec): 3 clusters Score: Raw -555777.372471 + Penalty 2809.929898 = -552967.442573 nChanged 168 SP:Iteration 11Q (937.417228 sec): 3 clusters Score: Raw -555859.462242 + Penalty 2809.929898 = -553049.532344 nChanged 181 SP:Iteration 12Q (937.484942 sec): 3 clusters Score: Raw -555969.721301 + Penalty 2809.929898 = -553159.791403 nChanged 206 SP:Iteration 13Q (937.533249 sec): 3 clusters Score: Raw -556092.475247 + Penalty 2809.929898 = -553282.545350 nChanged 190 SP:Iteration 14Q (937.583125 sec): 3 clusters Score: Raw -556201.041577 + Penalty 2809.929898 = -553391.111680 nChanged 177 SP:Iteration 15Q (937.635782 sec): 3 clusters Score: Raw -556314.788995 + Penalty 2809.929898 = -553504.859097 nChanged 153 SP:Iteration 16Q (937.696745 sec): 3 clusters Score: Raw -556398.563446 + Penalty 2809.929898 = -553588.633548 nChanged 135 SP:Iteration 17Q (937.747706 sec): 3 clusters Score: Raw -556474.166270 + Penalty 2809.929898 = -553664.236372 nChanged 136 SP:Iteration 18Q (937.795871 sec): 3 clusters Score: Raw -556554.315822 + Penalty 2809.929898 = -553744.385924 nChanged 118 SP:Iteration 19Q (937.844536 sec): 3 clusters Score: Raw -556621.971576 + Penalty 2809.929898 = -553812.041678 nChanged 107 SP:Iteration 20F (937.908077 sec): 3 clusters Score: Raw -556682.604547 + Penalty 2809.929898 = -553872.674649 nChanged 93 SP:Iteration 21Q (937.949755 sec): 3 clusters Score: Raw -556738.074676 + Penalty 2809.929898 = -553928.144778 nChanged 95 SP:Iteration 22Q (938.012945 sec): 3 clusters Score: Raw -556805.185857 + Penalty 2809.929898 = -553995.255960 nChanged 92 SP:Iteration 23Q (938.057907 sec): 3 clusters Score: Raw -556863.430136 + Penalty 2809.929898 = -554053.500238 nChanged 76 SP:Iteration 24Q (938.107717 sec): 3 clusters Score: Raw -556909.695943 + Penalty 2809.929898 = -554099.766046 nChanged 50 SP:Iteration 25Q (938.156250 sec): 3 clusters Score: Raw -556933.868401 + Penalty 2809.929898 = -554123.938503 nChanged 45 SP:Iteration 26Q (938.212727 sec): 3 clusters Score: Raw -556953.701914 + Penalty 2809.929898 = -554143.772016 nChanged 32 SP:Iteration 27Q (938.262843 sec): 3 clusters Score: Raw -556968.954848 + Penalty 2809.929898 = -554159.024950 nChanged 19 SP:Iteration 28Q (938.317887 sec): 3 clusters Score: Raw -556979.523654 + Penalty 2809.929898 = -554169.593756 nChanged 30 SP:Iteration 29Q (938.376740 sec): 3 clusters Score: Raw -556991.609263 + Penalty 2809.929898 = -554181.679365 nChanged 26 SP:Iteration 30Q (938.422234 sec): 3 clusters Score: Raw -557003.255764 + Penalty 2809.929898 = -554193.325866 nChanged 29 SP:Iteration 31Q (938.476629 sec): 3 clusters Score: Raw -557016.294196 + Penalty 2809.929898 = -554206.364298 nChanged 28 SP:Iteration 32Q (938.533316 sec): 3 clusters Score: Raw -557026.356679 + Penalty 2809.929898 = -554216.426781 nChanged 22 SP:Iteration 33Q (938.596955 sec): 3 clusters Score: Raw -557034.615928 + Penalty 2809.929898 = -554224.686030 nChanged 26 SP:Iteration 34Q (938.654518 sec): 3 clusters Score: Raw -557043.165728 + Penalty 2809.929898 = -554233.235830 nChanged 14 SP:Iteration 35Q (938.700278 sec): 3 clusters Score: Raw -557048.193040 + Penalty 2809.929898 = -554238.263142 nChanged 13 SP:Iteration 36Q (938.758455 sec): 3 clusters Score: Raw -557052.767546 + Penalty 2809.929898 = -554242.837648 nChanged 17 SP:Iteration 37Q (938.816156 sec): 3 clusters Score: Raw -557059.970236 + Penalty 2809.929898 = -554250.040338 nChanged 16 SP:Iteration 38Q (938.868337 sec): 3 clusters Score: Raw -557067.186011 + Penalty 2809.929898 = -554257.256113 nChanged 12 SP:Iteration 39Q (938.922769 sec): 3 clusters Score: Raw -557073.020390 + Penalty 2809.929898 = -554263.090493 nChanged 15 SP:Iteration 40F (938.977292 sec): 3 clusters Score: Raw -557079.180405 + Penalty 2809.929898 = -554269.250507 nChanged 15 SP:Iteration 41Q (939.022786 sec): 3 clusters Score: Raw -557086.625650 + Penalty 2809.929898 = -554276.695752 nChanged 22 SP:Iteration 42Q (939.081648 sec): 3 clusters Score: Raw -557096.597275 + Penalty 2809.929898 = -554286.667377 nChanged 15 SP:Iteration 43Q (939.130951 sec): 3 clusters Score: Raw -557100.878440 + Penalty 2809.929898 = -554290.948542 nChanged 9 SP:Iteration 44Q (939.195983 sec): 3 clusters Score: Raw -557103.069480 + Penalty 2809.929898 = -554293.139583 nChanged 3 SP:Iteration 45Q (939.253856 sec): 3 clusters Score: Raw -557104.210976 + Penalty 2809.929898 = -554294.281078 nChanged 1 SP:Iteration 46Q (939.306269 sec): 3 clusters Score: Raw -557104.704451 + Penalty 2809.929898 = -554294.774553 nChanged 2 SP:Iteration 47Q (939.353965 sec): 3 clusters Score: Raw -557105.286603 + Penalty 2809.929898 = -554295.356705 nChanged 1 SP:Iteration 48Q (939.407184 sec): 3 clusters Score: Raw -557105.403464 + Penalty 2809.929898 = -554295.473567 nChanged 1 SP:Iteration 49Q (939.467097 sec): 3 clusters Score: Raw -557105.648496 + Penalty 2809.929898 = -554295.718598 nChanged 0 SP:Iteration 50F (939.529125 sec): 3 clusters Score: Raw -557105.648496 + Penalty 2809.929898 = -554295.718598 nChanged 0 Trying to split cluster 19 (8925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (939.565044 sec): 2 clusters Score: Raw -808794.597064 + Penalty 1478.199386 = -807316.397678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (939.614841 sec): 3 clusters Score: Raw -803761.628050 + Penalty 2956.398772 = -800805.229278 nChanged 3847 SP:Iteration 1F (939.685086 sec): 3 clusters Score: Raw -805834.521913 + Penalty 2956.398772 = -802878.123141 nChanged 619 SP:Iteration 2F (939.739277 sec): 3 clusters Score: Raw -806160.873830 + Penalty 2956.398772 = -803204.475058 nChanged 566 SP:Iteration 3F (939.802256 sec): 3 clusters Score: Raw -806502.071095 + Penalty 2956.398772 = -803545.672322 nChanged 578 SP:Iteration 4F (939.872380 sec): 3 clusters Score: Raw -806863.274929 + Penalty 2956.398772 = -803906.876157 nChanged 540 SP:Iteration 5F (939.924810 sec): 3 clusters Score: Raw -807195.468535 + Penalty 2956.398772 = -804239.069763 nChanged 464 SP:Iteration 6F (939.991402 sec): 3 clusters Score: Raw -807471.011400 + Penalty 2956.398772 = -804514.612628 nChanged 390 SP:Iteration 7Q (940.052422 sec): 3 clusters Score: Raw -807689.973275 + Penalty 2956.398772 = -804733.574503 nChanged 311 SP:Iteration 8Q (940.109501 sec): 3 clusters Score: Raw -807832.896888 + Penalty 2956.398772 = -804876.498116 nChanged 248 SP:Iteration 9Q (940.170702 sec): 3 clusters Score: Raw -807935.165514 + Penalty 2956.398772 = -804978.766742 nChanged 190 SP:Iteration 10Q (940.221918 sec): 3 clusters Score: Raw -808012.389256 + Penalty 2956.398772 = -805055.990483 nChanged 163 SP:Iteration 11Q (940.290576 sec): 3 clusters Score: Raw -808076.954564 + Penalty 2956.398772 = -805120.555791 nChanged 148 SP:Iteration 12Q (940.352732 sec): 3 clusters Score: Raw -808135.647107 + Penalty 2956.398772 = -805179.248335 nChanged 137 SP:Iteration 13Q (940.411963 sec): 3 clusters Score: Raw -808189.022038 + Penalty 2956.398772 = -805232.623266 nChanged 112 SP:Iteration 14Q (940.474070 sec): 3 clusters Score: Raw -808229.850874 + Penalty 2956.398772 = -805273.452102 nChanged 107 SP:Iteration 15Q (940.539887 sec): 3 clusters Score: Raw -808273.122847 + Penalty 2956.398772 = -805316.724075 nChanged 120 SP:Iteration 16Q (940.600642 sec): 3 clusters Score: Raw -808324.703468 + Penalty 2956.398772 = -805368.304696 nChanged 116 SP:Iteration 17Q (940.655062 sec): 3 clusters Score: Raw -808368.355911 + Penalty 2956.398772 = -805411.957139 nChanged 114 SP:Iteration 18Q (940.721866 sec): 3 clusters Score: Raw -808407.405523 + Penalty 2956.398772 = -805451.006751 nChanged 91 SP:Iteration 19Q (940.775165 sec): 3 clusters Score: Raw -808435.263098 + Penalty 2956.398772 = -805478.864326 nChanged 79 SP:Iteration 20F (940.844123 sec): 3 clusters Score: Raw -808456.742491 + Penalty 2956.398772 = -805500.343719 nChanged 65 SP:Iteration 21Q (940.905284 sec): 3 clusters Score: Raw -808471.608074 + Penalty 2956.398772 = -805515.209302 nChanged 62 SP:Iteration 22Q (940.963473 sec): 3 clusters Score: Raw -808484.741128 + Penalty 2956.398772 = -805528.342356 nChanged 52 SP:Iteration 23Q (941.018291 sec): 3 clusters Score: Raw -808496.586622 + Penalty 2956.398772 = -805540.187849 nChanged 43 SP:Iteration 24Q (941.085608 sec): 3 clusters Score: Raw -808505.864375 + Penalty 2956.398772 = -805549.465603 nChanged 40 SP:Iteration 25Q (941.142848 sec): 3 clusters Score: Raw -808513.517622 + Penalty 2956.398772 = -805557.118850 nChanged 29 SP:Iteration 26Q (941.216961 sec): 3 clusters Score: Raw -808518.236727 + Penalty 2956.398772 = -805561.837955 nChanged 15 SP:Iteration 27Q (941.265827 sec): 3 clusters Score: Raw -808521.126904 + Penalty 2956.398772 = -805564.728132 nChanged 17 SP:Iteration 28Q (941.338103 sec): 3 clusters Score: Raw -808523.757240 + Penalty 2956.398772 = -805567.358468 nChanged 13 SP:Iteration 29Q (941.398783 sec): 3 clusters Score: Raw -808526.093788 + Penalty 2956.398772 = -805569.695016 nChanged 14 SP:Iteration 30Q (941.460864 sec): 3 clusters Score: Raw -808528.970237 + Penalty 2956.398772 = -805572.571464 nChanged 13 SP:Iteration 31Q (941.522659 sec): 3 clusters Score: Raw -808531.042748 + Penalty 2956.398772 = -805574.643976 nChanged 11 SP:Iteration 32Q (941.587076 sec): 3 clusters Score: Raw -808533.017180 + Penalty 2956.398772 = -805576.618408 nChanged 13 SP:Iteration 33Q (941.643694 sec): 3 clusters Score: Raw -808535.131917 + Penalty 2956.398772 = -805578.733145 nChanged 13 SP:Iteration 34Q (941.710640 sec): 3 clusters Score: Raw -808536.879855 + Penalty 2956.398772 = -805580.481083 nChanged 13 SP:Iteration 35Q (941.760186 sec): 3 clusters Score: Raw -808538.700516 + Penalty 2956.398772 = -805582.301744 nChanged 6 SP:Iteration 36Q (941.819450 sec): 3 clusters Score: Raw -808539.425565 + Penalty 2956.398772 = -805583.026792 nChanged 5 SP:Iteration 37Q (941.889823 sec): 3 clusters Score: Raw -808539.992225 + Penalty 2956.398772 = -805583.593453 nChanged 3 SP:Iteration 38Q (941.954765 sec): 3 clusters Score: Raw -808540.302795 + Penalty 2956.398772 = -805583.904023 nChanged 1 SP:Iteration 39Q (942.011775 sec): 3 clusters Score: Raw -808540.416892 + Penalty 2956.398772 = -805584.018120 nChanged 1 SP:Iteration 40F (942.078762 sec): 3 clusters Score: Raw -808540.459978 + Penalty 2956.398772 = -805584.061206 nChanged 1 SP:Iteration 41Q (942.127060 sec): 3 clusters Score: Raw -808540.623769 + Penalty 2956.398772 = -805584.224996 nChanged 2 SP:Iteration 42Q (942.184503 sec): 3 clusters Score: Raw -808540.765692 + Penalty 2956.398772 = -805584.366920 nChanged 1 SP:Iteration 43Q (942.252793 sec): 3 clusters Score: Raw -808540.873443 + Penalty 2956.398772 = -805584.474671 nChanged 1 SP:Iteration 44Q (942.311695 sec): 3 clusters Score: Raw -808540.974122 + Penalty 2956.398772 = -805584.575350 nChanged 0 SP:Iteration 45F (942.371642 sec): 3 clusters Score: Raw -808540.974122 + Penalty 2956.398772 = -805584.575350 nChanged 0 Trying to split cluster 20 (4665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (942.400986 sec): 2 clusters Score: Raw -440290.988934 + Penalty 1372.774506 = -438918.214428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (942.460390 sec): 3 clusters Score: Raw -438000.660432 + Penalty 2745.549012 = -435255.111420 nChanged 1798 SP:Iteration 1F (942.515377 sec): 3 clusters Score: Raw -438974.927139 + Penalty 2745.549012 = -436229.378127 nChanged 354 SP:Iteration 2F (942.567627 sec): 3 clusters Score: Raw -439171.421312 + Penalty 2745.549012 = -436425.872300 nChanged 251 SP:Iteration 3F (942.626297 sec): 3 clusters Score: Raw -439297.070656 + Penalty 2745.549012 = -436551.521644 nChanged 187 SP:Iteration 4Q (942.682188 sec): 3 clusters Score: Raw -439398.331959 + Penalty 2745.549012 = -436652.782947 nChanged 193 SP:Iteration 5Q (942.731153 sec): 3 clusters Score: Raw -439507.197929 + Penalty 2745.549012 = -436761.648917 nChanged 175 SP:Iteration 6Q (942.778868 sec): 3 clusters Score: Raw -439610.175787 + Penalty 2745.549012 = -436864.626776 nChanged 162 SP:Iteration 7Q (942.836607 sec): 3 clusters Score: Raw -439714.715237 + Penalty 2745.549012 = -436969.166225 nChanged 170 SP:Iteration 8Q (942.892281 sec): 3 clusters Score: Raw -439824.967848 + Penalty 2745.549012 = -437079.418836 nChanged 176 SP:Iteration 9Q (942.943982 sec): 3 clusters Score: Raw -439960.403519 + Penalty 2745.549012 = -437214.854508 nChanged 186 SP:Iteration 10Q (943.001891 sec): 3 clusters Score: Raw -440108.501757 + Penalty 2745.549012 = -437362.952745 nChanged 172 SP:Iteration 11Q (943.048499 sec): 3 clusters Score: Raw -440241.184232 + Penalty 2745.549012 = -437495.635220 nChanged 150 SP:Iteration 12Q (943.110929 sec): 3 clusters Score: Raw -440348.011900 + Penalty 2745.549012 = -437602.462888 nChanged 122 SP:Iteration 13Q (943.164052 sec): 3 clusters Score: Raw -440449.888224 + Penalty 2745.549012 = -437704.339212 nChanged 113 SP:Iteration 14Q (943.216049 sec): 3 clusters Score: Raw -440553.312722 + Penalty 2745.549012 = -437807.763711 nChanged 94 SP:Iteration 15Q (943.272291 sec): 3 clusters Score: Raw -440643.207907 + Penalty 2745.549012 = -437897.658896 nChanged 65 SP:Iteration 16Q (943.312708 sec): 3 clusters Score: Raw -440686.539027 + Penalty 2745.549012 = -437940.990015 nChanged 60 SP:Iteration 17Q (943.377238 sec): 3 clusters Score: Raw -440717.256424 + Penalty 2745.549012 = -437971.707412 nChanged 41 SP:Iteration 18Q (943.428376 sec): 3 clusters Score: Raw -440736.335673 + Penalty 2745.549012 = -437990.786661 nChanged 32 SP:Iteration 19Q (943.467500 sec): 3 clusters Score: Raw -440749.681987 + Penalty 2745.549012 = -438004.132975 nChanged 23 SP:Iteration 20F (943.523978 sec): 3 clusters Score: Raw -440761.806550 + Penalty 2745.549012 = -438016.257538 nChanged 27 SP:Iteration 21Q (943.581910 sec): 3 clusters Score: Raw -440772.984007 + Penalty 2745.549012 = -438027.434995 nChanged 20 SP:Iteration 22Q (943.637227 sec): 3 clusters Score: Raw -440778.172959 + Penalty 2745.549012 = -438032.623947 nChanged 15 SP:Iteration 23Q (943.692239 sec): 3 clusters Score: Raw -440781.991486 + Penalty 2745.549012 = -438036.442474 nChanged 13 SP:Iteration 24Q (943.733797 sec): 3 clusters Score: Raw -440785.164505 + Penalty 2745.549012 = -438039.615493 nChanged 6 SP:Iteration 25Q (943.794223 sec): 3 clusters Score: Raw -440786.316468 + Penalty 2745.549012 = -438040.767456 nChanged 4 SP:Iteration 26Q (943.836563 sec): 3 clusters Score: Raw -440787.429097 + Penalty 2745.549012 = -438041.880086 nChanged 3 SP:Iteration 27Q (943.887534 sec): 3 clusters Score: Raw -440788.242774 + Penalty 2745.549012 = -438042.693763 nChanged 4 SP:Iteration 28Q (943.938635 sec): 3 clusters Score: Raw -440789.563086 + Penalty 2745.549012 = -438044.014074 nChanged 5 SP:Iteration 29Q (943.989324 sec): 3 clusters Score: Raw -440790.543235 + Penalty 2745.549012 = -438044.994223 nChanged 3 SP:Iteration 30Q (944.039919 sec): 3 clusters Score: Raw -440791.115377 + Penalty 2745.549012 = -438045.566365 nChanged 3 SP:Iteration 31Q (944.100015 sec): 3 clusters Score: Raw -440791.629476 + Penalty 2745.549012 = -438046.080464 nChanged 1 SP:Iteration 32Q (944.153023 sec): 3 clusters Score: Raw -440791.826864 + Penalty 2745.549012 = -438046.277853 nChanged 1 SP:Iteration 33Q (944.195229 sec): 3 clusters Score: Raw -440792.068252 + Penalty 2745.549012 = -438046.519240 nChanged 2 SP:Iteration 34Q (944.249593 sec): 3 clusters Score: Raw -440792.478642 + Penalty 2745.549012 = -438046.929631 nChanged 2 SP:Iteration 35Q (944.286477 sec): 3 clusters Score: Raw -440792.813628 + Penalty 2745.549012 = -438047.264617 nChanged 3 SP:Iteration 36Q (944.348202 sec): 3 clusters Score: Raw -440793.194704 + Penalty 2745.549012 = -438047.645693 nChanged 2 SP:Iteration 37Q (944.390061 sec): 3 clusters Score: Raw -440793.438575 + Penalty 2745.549012 = -438047.889563 nChanged 0 SP:Iteration 38F (944.448210 sec): 3 clusters Score: Raw -440793.438575 + Penalty 2745.549012 = -438047.889563 nChanged 0 Trying to split cluster 21 (7768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (944.483321 sec): 2 clusters Score: Raw -762758.806657 + Penalty 1455.637302 = -761303.169356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (944.542978 sec): 3 clusters Score: Raw -758434.598435 + Penalty 2911.274603 = -755523.323832 nChanged 3275 SP:Iteration 1F (944.593030 sec): 3 clusters Score: Raw -760156.055158 + Penalty 2911.274603 = -757244.780555 nChanged 435 SP:Iteration 2F (944.661649 sec): 3 clusters Score: Raw -760327.027408 + Penalty 2911.274603 = -757415.752805 nChanged 342 SP:Iteration 3Q (944.719697 sec): 3 clusters Score: Raw -760459.119766 + Penalty 2911.274603 = -757547.845162 nChanged 300 SP:Iteration 4Q (944.769696 sec): 3 clusters Score: Raw -760574.225987 + Penalty 2911.274603 = -757662.951383 nChanged 284 SP:Iteration 5Q (944.840592 sec): 3 clusters Score: Raw -760689.047393 + Penalty 2911.274603 = -757777.772790 nChanged 284 SP:Iteration 6Q (944.888230 sec): 3 clusters Score: Raw -760805.272686 + Penalty 2911.274603 = -757893.998082 nChanged 257 SP:Iteration 7Q (944.958628 sec): 3 clusters Score: Raw -760909.763921 + Penalty 2911.274603 = -757998.489318 nChanged 248 SP:Iteration 8Q (945.017197 sec): 3 clusters Score: Raw -761020.753083 + Penalty 2911.274603 = -758109.478479 nChanged 251 SP:Iteration 9Q (945.069099 sec): 3 clusters Score: Raw -761152.237883 + Penalty 2911.274603 = -758240.963280 nChanged 257 SP:Iteration 10Q (945.128455 sec): 3 clusters Score: Raw -761286.055941 + Penalty 2911.274603 = -758374.781338 nChanged 254 SP:Iteration 11Q (945.196403 sec): 3 clusters Score: Raw -761411.083783 + Penalty 2911.274603 = -758499.809180 nChanged 266 SP:Iteration 12Q (945.251566 sec): 3 clusters Score: Raw -761557.406183 + Penalty 2911.274603 = -758646.131580 nChanged 256 SP:Iteration 13Q (945.321442 sec): 3 clusters Score: Raw -761692.447444 + Penalty 2911.274603 = -758781.172840 nChanged 236 SP:Iteration 14Q (945.379706 sec): 3 clusters Score: Raw -761809.076855 + Penalty 2911.274603 = -758897.802251 nChanged 215 SP:Iteration 15Q (945.431661 sec): 3 clusters Score: Raw -761918.985132 + Penalty 2911.274603 = -759007.710529 nChanged 182 SP:Iteration 16Q (945.488573 sec): 3 clusters Score: Raw -762016.805170 + Penalty 2911.274603 = -759105.530567 nChanged 174 SP:Iteration 17Q (945.552801 sec): 3 clusters Score: Raw -762101.264738 + Penalty 2911.274603 = -759189.990134 nChanged 171 SP:Iteration 18Q (945.613998 sec): 3 clusters Score: Raw -762191.247250 + Penalty 2911.274603 = -759279.972646 nChanged 161 SP:Iteration 19Q (945.677422 sec): 3 clusters Score: Raw -762272.474097 + Penalty 2911.274603 = -759361.199494 nChanged 145 SP:Iteration 20F (945.726034 sec): 3 clusters Score: Raw -762347.919423 + Penalty 2911.274603 = -759436.644820 nChanged 146 SP:Iteration 21Q (945.786262 sec): 3 clusters Score: Raw -762422.512126 + Penalty 2911.274603 = -759511.237523 nChanged 128 SP:Iteration 22Q (945.854883 sec): 3 clusters Score: Raw -762496.488937 + Penalty 2911.274603 = -759585.214334 nChanged 115 SP:Iteration 23Q (945.916647 sec): 3 clusters Score: Raw -762563.785003 + Penalty 2911.274603 = -759652.510400 nChanged 94 SP:Iteration 24Q (945.973656 sec): 3 clusters Score: Raw -762621.644927 + Penalty 2911.274603 = -759710.370323 nChanged 88 SP:Iteration 25Q (946.020008 sec): 3 clusters Score: Raw -762678.365435 + Penalty 2911.274603 = -759767.090832 nChanged 86 SP:Iteration 26Q (946.073816 sec): 3 clusters Score: Raw -762730.117457 + Penalty 2911.274603 = -759818.842854 nChanged 78 SP:Iteration 27Q (946.127198 sec): 3 clusters Score: Raw -762776.226720 + Penalty 2911.274603 = -759864.952117 nChanged 76 SP:Iteration 28Q (946.184464 sec): 3 clusters Score: Raw -762824.041161 + Penalty 2911.274603 = -759912.766558 nChanged 52 SP:Iteration 29Q (946.245419 sec): 3 clusters Score: Raw -762855.835912 + Penalty 2911.274603 = -759944.561308 nChanged 38 SP:Iteration 30Q (946.305835 sec): 3 clusters Score: Raw -762881.386744 + Penalty 2911.274603 = -759970.112141 nChanged 33 SP:Iteration 31Q (946.362710 sec): 3 clusters Score: Raw -762901.867505 + Penalty 2911.274603 = -759990.592902 nChanged 24 SP:Iteration 32Q (946.421550 sec): 3 clusters Score: Raw -762913.709280 + Penalty 2911.274603 = -760002.434677 nChanged 14 SP:Iteration 33Q (946.468460 sec): 3 clusters Score: Raw -762920.069615 + Penalty 2911.274603 = -760008.795011 nChanged 14 SP:Iteration 34Q (946.528546 sec): 3 clusters Score: Raw -762927.078109 + Penalty 2911.274603 = -760015.803506 nChanged 14 SP:Iteration 35Q (946.576433 sec): 3 clusters Score: Raw -762935.172259 + Penalty 2911.274603 = -760023.897656 nChanged 14 SP:Iteration 36Q (946.643177 sec): 3 clusters Score: Raw -762942.237107 + Penalty 2911.274603 = -760030.962504 nChanged 6 SP:Iteration 37Q (946.698376 sec): 3 clusters Score: Raw -762949.394613 + Penalty 2911.274603 = -760038.120010 nChanged 6 SP:Iteration 38Q (946.752055 sec): 3 clusters Score: Raw -762953.994905 + Penalty 2911.274603 = -760042.720302 nChanged 5 SP:Iteration 39Q (946.811299 sec): 3 clusters Score: Raw -762956.060435 + Penalty 2911.274603 = -760044.785831 nChanged 3 SP:Iteration 40F (946.881699 sec): 3 clusters Score: Raw -762958.122233 + Penalty 2911.274603 = -760046.847630 nChanged 3 SP:Iteration 41Q (946.927514 sec): 3 clusters Score: Raw -762960.278837 + Penalty 2911.274603 = -760049.004233 nChanged 3 SP:Iteration 42Q (946.992493 sec): 3 clusters Score: Raw -762962.035417 + Penalty 2911.274603 = -760050.760814 nChanged 4 SP:Iteration 43Q (947.040836 sec): 3 clusters Score: Raw -762964.881945 + Penalty 2911.274603 = -760053.607342 nChanged 5 SP:Iteration 44Q (947.105103 sec): 3 clusters Score: Raw -762967.276024 + Penalty 2911.274603 = -760056.001421 nChanged 3 SP:Iteration 45Q (947.153800 sec): 3 clusters Score: Raw -762968.426655 + Penalty 2911.274603 = -760057.152052 nChanged 3 SP:Iteration 46Q (947.207350 sec): 3 clusters Score: Raw -762970.351753 + Penalty 2911.274603 = -760059.077150 nChanged 2 SP:Iteration 47Q (947.270016 sec): 3 clusters Score: Raw -762971.730218 + Penalty 2911.274603 = -760060.455615 nChanged 2 SP:Iteration 48Q (947.332009 sec): 3 clusters Score: Raw -762972.445653 + Penalty 2911.274603 = -760061.171050 nChanged 2 SP:Iteration 49Q (947.393270 sec): 3 clusters Score: Raw -762974.089508 + Penalty 2911.274603 = -760062.814905 nChanged 3 SP:Iteration 50Q (947.441759 sec): 3 clusters Score: Raw -762975.816485 + Penalty 2911.274603 = -760064.541882 nChanged 4 SP:Iteration 51Q (947.510407 sec): 3 clusters Score: Raw -762977.236500 + Penalty 2911.274603 = -760065.961897 nChanged 2 SP:Iteration 52Q (947.571413 sec): 3 clusters Score: Raw -762978.429544 + Penalty 2911.274603 = -760067.154941 nChanged 1 SP:Iteration 53Q (947.619733 sec): 3 clusters Score: Raw -762978.665190 + Penalty 2911.274603 = -760067.390586 nChanged 0 SP:Iteration 54F (947.678410 sec): 3 clusters Score: Raw -762978.665190 + Penalty 2911.274603 = -760067.390586 nChanged 0 Trying to split cluster 22 (7151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (947.709153 sec): 2 clusters Score: Raw -656454.402394 + Penalty 1442.188716 = -655012.213677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (947.766246 sec): 3 clusters Score: Raw -652604.637689 + Penalty 2884.377433 = -649720.260256 nChanged 3002 SP:Iteration 1F (947.831587 sec): 3 clusters Score: Raw -654412.059608 + Penalty 2884.377433 = -651527.682175 nChanged 558 SP:Iteration 2F (947.887863 sec): 3 clusters Score: Raw -654782.513365 + Penalty 2884.377433 = -651898.135932 nChanged 473 SP:Iteration 3F (947.946449 sec): 3 clusters Score: Raw -655101.123564 + Penalty 2884.377433 = -652216.746131 nChanged 410 SP:Iteration 4F (947.994611 sec): 3 clusters Score: Raw -655347.515135 + Penalty 2884.377433 = -652463.137702 nChanged 328 SP:Iteration 5Q (948.060219 sec): 3 clusters Score: Raw -655538.654894 + Penalty 2884.377433 = -652654.277462 nChanged 276 SP:Iteration 6Q (948.125607 sec): 3 clusters Score: Raw -655692.348208 + Penalty 2884.377433 = -652807.970775 nChanged 238 SP:Iteration 7Q (948.173400 sec): 3 clusters Score: Raw -655831.918423 + Penalty 2884.377433 = -652947.540990 nChanged 221 SP:Iteration 8Q (948.230383 sec): 3 clusters Score: Raw -655962.179334 + Penalty 2884.377433 = -653077.801901 nChanged 211 SP:Iteration 9Q (948.289617 sec): 3 clusters Score: Raw -656080.259224 + Penalty 2884.377433 = -653195.881791 nChanged 209 SP:Iteration 10Q (948.358146 sec): 3 clusters Score: Raw -656178.348613 + Penalty 2884.377433 = -653293.971180 nChanged 154 SP:Iteration 11Q (948.409978 sec): 3 clusters Score: Raw -656245.193247 + Penalty 2884.377433 = -653360.815814 nChanged 138 SP:Iteration 12Q (948.477707 sec): 3 clusters Score: Raw -656303.962890 + Penalty 2884.377433 = -653419.585458 nChanged 120 SP:Iteration 13Q (948.530008 sec): 3 clusters Score: Raw -656349.329171 + Penalty 2884.377433 = -653464.951738 nChanged 105 SP:Iteration 14Q (948.583891 sec): 3 clusters Score: Raw -656388.388945 + Penalty 2884.377433 = -653504.011512 nChanged 90 SP:Iteration 15Q (948.642569 sec): 3 clusters Score: Raw -656418.941452 + Penalty 2884.377433 = -653534.564019 nChanged 85 SP:Iteration 16Q (948.690855 sec): 3 clusters Score: Raw -656444.077112 + Penalty 2884.377433 = -653559.699679 nChanged 74 SP:Iteration 17Q (948.757542 sec): 3 clusters Score: Raw -656467.865152 + Penalty 2884.377433 = -653583.487719 nChanged 70 SP:Iteration 18Q (948.807956 sec): 3 clusters Score: Raw -656487.686925 + Penalty 2884.377433 = -653603.309492 nChanged 60 SP:Iteration 19Q (948.860011 sec): 3 clusters Score: Raw -656507.252086 + Penalty 2884.377433 = -653622.874653 nChanged 74 SP:Iteration 20F (948.926410 sec): 3 clusters Score: Raw -656534.028532 + Penalty 2884.377433 = -653649.651099 nChanged 77 SP:Iteration 21Q (948.973806 sec): 3 clusters Score: Raw -656563.257093 + Penalty 2884.377433 = -653678.879660 nChanged 66 SP:Iteration 22Q (949.033481 sec): 3 clusters Score: Raw -656586.278837 + Penalty 2884.377433 = -653701.901404 nChanged 59 SP:Iteration 23Q (949.086714 sec): 3 clusters Score: Raw -656610.460289 + Penalty 2884.377433 = -653726.082856 nChanged 59 SP:Iteration 24Q (949.145403 sec): 3 clusters Score: Raw -656628.885346 + Penalty 2884.377433 = -653744.507913 nChanged 41 SP:Iteration 25Q (949.212415 sec): 3 clusters Score: Raw -656641.502684 + Penalty 2884.377433 = -653757.125251 nChanged 44 SP:Iteration 26Q (949.261155 sec): 3 clusters Score: Raw -656653.455885 + Penalty 2884.377433 = -653769.078452 nChanged 43 SP:Iteration 27Q (949.329786 sec): 3 clusters Score: Raw -656665.902970 + Penalty 2884.377433 = -653781.525537 nChanged 40 SP:Iteration 28Q (949.386334 sec): 3 clusters Score: Raw -656674.332576 + Penalty 2884.377433 = -653789.955143 nChanged 27 SP:Iteration 29Q (949.441675 sec): 3 clusters Score: Raw -656679.620809 + Penalty 2884.377433 = -653795.243376 nChanged 19 SP:Iteration 30Q (949.495186 sec): 3 clusters Score: Raw -656684.100632 + Penalty 2884.377433 = -653799.723199 nChanged 18 SP:Iteration 31Q (949.561383 sec): 3 clusters Score: Raw -656688.930758 + Penalty 2884.377433 = -653804.553325 nChanged 20 SP:Iteration 32Q (949.613777 sec): 3 clusters Score: Raw -656693.436432 + Penalty 2884.377433 = -653809.058999 nChanged 18 SP:Iteration 33Q (949.681039 sec): 3 clusters Score: Raw -656697.426321 + Penalty 2884.377433 = -653813.048888 nChanged 17 SP:Iteration 34Q (949.731490 sec): 3 clusters Score: Raw -656701.461264 + Penalty 2884.377433 = -653817.083831 nChanged 15 SP:Iteration 35Q (949.799657 sec): 3 clusters Score: Raw -656705.942333 + Penalty 2884.377433 = -653821.564900 nChanged 21 SP:Iteration 36Q (949.852874 sec): 3 clusters Score: Raw -656710.026772 + Penalty 2884.377433 = -653825.649339 nChanged 10 SP:Iteration 37Q (949.913077 sec): 3 clusters Score: Raw -656712.080302 + Penalty 2884.377433 = -653827.702869 nChanged 15 SP:Iteration 38Q (949.973329 sec): 3 clusters Score: Raw -656714.753789 + Penalty 2884.377433 = -653830.376356 nChanged 11 SP:Iteration 39Q (950.016553 sec): 3 clusters Score: Raw -656716.162994 + Penalty 2884.377433 = -653831.785561 nChanged 11 SP:Iteration 40F (950.083627 sec): 3 clusters Score: Raw -656718.916740 + Penalty 2884.377433 = -653834.539307 nChanged 12 SP:Iteration 41Q (950.132815 sec): 3 clusters Score: Raw -656721.588227 + Penalty 2884.377433 = -653837.210794 nChanged 10 SP:Iteration 42Q (950.185593 sec): 3 clusters Score: Raw -656723.201762 + Penalty 2884.377433 = -653838.824329 nChanged 8 SP:Iteration 43Q (950.238785 sec): 3 clusters Score: Raw -656724.493714 + Penalty 2884.377433 = -653840.116281 nChanged 5 SP:Iteration 44Q (950.301228 sec): 3 clusters Score: Raw -656725.756948 + Penalty 2884.377433 = -653841.379515 nChanged 7 SP:Iteration 45Q (950.359696 sec): 3 clusters Score: Raw -656727.244157 + Penalty 2884.377433 = -653842.866724 nChanged 6 SP:Iteration 46Q (950.413695 sec): 3 clusters Score: Raw -656729.083642 + Penalty 2884.377433 = -653844.706209 nChanged 9 SP:Iteration 47Q (950.467969 sec): 3 clusters Score: Raw -656730.753286 + Penalty 2884.377433 = -653846.375853 nChanged 6 SP:Iteration 48Q (950.519778 sec): 3 clusters Score: Raw -656731.865838 + Penalty 2884.377433 = -653847.488405 nChanged 3 SP:Iteration 49Q (950.571636 sec): 3 clusters Score: Raw -656732.155157 + Penalty 2884.377433 = -653847.777724 nChanged 1 SP:Iteration 50Q (950.628750 sec): 3 clusters Score: Raw -656732.267493 + Penalty 2884.377433 = -653847.890060 nChanged 1 SP:Iteration 51Q (950.697179 sec): 3 clusters Score: Raw -656732.356832 + Penalty 2884.377433 = -653847.979399 nChanged 1 SP:Iteration 52Q (950.744713 sec): 3 clusters Score: Raw -656732.611906 + Penalty 2884.377433 = -653848.234473 nChanged 2 SP:Iteration 53Q (950.799469 sec): 3 clusters Score: Raw -656733.100156 + Penalty 2884.377433 = -653848.722723 nChanged 4 SP:Iteration 54Q (950.855049 sec): 3 clusters Score: Raw -656733.484546 + Penalty 2884.377433 = -653849.107113 nChanged 2 SP:Iteration 55Q (950.910395 sec): 3 clusters Score: Raw -656734.033536 + Penalty 2884.377433 = -653849.656103 nChanged 2 SP:Iteration 56Q (950.969753 sec): 3 clusters Score: Raw -656734.346890 + Penalty 2884.377433 = -653849.969457 nChanged 1 SP:Iteration 57Q (951.029408 sec): 3 clusters Score: Raw -656734.427458 + Penalty 2884.377433 = -653850.050025 nChanged 0 SP:Iteration 58F (951.082063 sec): 3 clusters Score: Raw -656734.427458 + Penalty 2884.377433 = -653850.050025 nChanged 0 Trying to split cluster 23 (10966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (951.127765 sec): 2 clusters Score: Raw -1024465.474796 + Penalty 1511.665164 = -1022953.809632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (951.200006 sec): 3 clusters Score: Raw -1018304.170808 + Penalty 3023.330328 = -1015280.840480 nChanged 4739 SP:Iteration 1F (951.264223 sec): 3 clusters Score: Raw -1020945.400209 + Penalty 3023.330328 = -1017922.069881 nChanged 779 SP:Iteration 2F (951.330046 sec): 3 clusters Score: Raw -1021352.890072 + Penalty 3023.330328 = -1018329.559744 nChanged 691 SP:Iteration 3F (951.393758 sec): 3 clusters Score: Raw -1021695.848628 + Penalty 3023.330328 = -1018672.518300 nChanged 598 SP:Iteration 4F (951.457245 sec): 3 clusters Score: Raw -1022014.705389 + Penalty 3023.330328 = -1018991.375061 nChanged 559 SP:Iteration 5F (951.513092 sec): 3 clusters Score: Raw -1022337.674571 + Penalty 3023.330328 = -1019314.344243 nChanged 551 SP:Iteration 6F (951.582432 sec): 3 clusters Score: Raw -1022678.098178 + Penalty 3023.330328 = -1019654.767850 nChanged 518 SP:Iteration 7Q (951.642709 sec): 3 clusters Score: Raw -1023029.670200 + Penalty 3023.330328 = -1020006.339872 nChanged 509 SP:Iteration 8Q (951.712174 sec): 3 clusters Score: Raw -1023367.018753 + Penalty 3023.330328 = -1020343.688425 nChanged 420 SP:Iteration 9Q (951.781207 sec): 3 clusters Score: Raw -1023626.176015 + Penalty 3023.330328 = -1020602.845687 nChanged 368 SP:Iteration 10Q (951.853686 sec): 3 clusters Score: Raw -1023870.289095 + Penalty 3023.330328 = -1020846.958767 nChanged 335 SP:Iteration 11Q (951.919676 sec): 3 clusters Score: Raw -1024062.268263 + Penalty 3023.330328 = -1021038.937935 nChanged 281 SP:Iteration 12Q (951.988153 sec): 3 clusters Score: Raw -1024197.704380 + Penalty 3023.330328 = -1021174.374052 nChanged 236 SP:Iteration 13Q (952.052195 sec): 3 clusters Score: Raw -1024287.797460 + Penalty 3023.330328 = -1021264.467132 nChanged 177 SP:Iteration 14Q (952.120381 sec): 3 clusters Score: Raw -1024347.270230 + Penalty 3023.330328 = -1021323.939902 nChanged 142 SP:Iteration 15Q (952.185071 sec): 3 clusters Score: Raw -1024385.036276 + Penalty 3023.330328 = -1021361.705948 nChanged 118 SP:Iteration 16Q (952.243526 sec): 3 clusters Score: Raw -1024414.288486 + Penalty 3023.330328 = -1021390.958158 nChanged 78 SP:Iteration 17Q (952.321465 sec): 3 clusters Score: Raw -1024429.496388 + Penalty 3023.330328 = -1021406.166060 nChanged 53 SP:Iteration 18Q (952.387876 sec): 3 clusters Score: Raw -1024438.228218 + Penalty 3023.330328 = -1021414.897890 nChanged 42 SP:Iteration 19Q (952.443773 sec): 3 clusters Score: Raw -1024445.422457 + Penalty 3023.330328 = -1021422.092129 nChanged 39 SP:Iteration 20F (952.513587 sec): 3 clusters Score: Raw -1024454.020573 + Penalty 3023.330328 = -1021430.690245 nChanged 49 SP:Iteration 21Q (952.583032 sec): 3 clusters Score: Raw -1024463.467375 + Penalty 3023.330328 = -1021440.137047 nChanged 38 SP:Iteration 22Q (952.641509 sec): 3 clusters Score: Raw -1024470.884105 + Penalty 3023.330328 = -1021447.553777 nChanged 31 SP:Iteration 23Q (952.696889 sec): 3 clusters Score: Raw -1024476.460510 + Penalty 3023.330328 = -1021453.130182 nChanged 20 SP:Iteration 24Q (952.765931 sec): 3 clusters Score: Raw -1024479.618792 + Penalty 3023.330328 = -1021456.288464 nChanged 25 SP:Iteration 25Q (952.827743 sec): 3 clusters Score: Raw -1024484.597732 + Penalty 3023.330328 = -1021461.267404 nChanged 30 SP:Iteration 26Q (952.890344 sec): 3 clusters Score: Raw -1024489.756668 + Penalty 3023.330328 = -1021466.426340 nChanged 25 SP:Iteration 27Q (952.956871 sec): 3 clusters Score: Raw -1024493.001133 + Penalty 3023.330328 = -1021469.670805 nChanged 20 SP:Iteration 28Q (953.026587 sec): 3 clusters Score: Raw -1024495.683428 + Penalty 3023.330328 = -1021472.353100 nChanged 21 SP:Iteration 29Q (953.092011 sec): 3 clusters Score: Raw -1024498.908981 + Penalty 3023.330328 = -1021475.578653 nChanged 20 SP:Iteration 30Q (953.145598 sec): 3 clusters Score: Raw -1024501.582326 + Penalty 3023.330328 = -1021478.251997 nChanged 14 SP:Iteration 31Q (953.212287 sec): 3 clusters Score: Raw -1024503.649390 + Penalty 3023.330328 = -1021480.319062 nChanged 14 SP:Iteration 32Q (953.288448 sec): 3 clusters Score: Raw -1024505.511899 + Penalty 3023.330328 = -1021482.181571 nChanged 17 SP:Iteration 33Q (953.347973 sec): 3 clusters Score: Raw -1024508.363989 + Penalty 3023.330328 = -1021485.033661 nChanged 16 SP:Iteration 34Q (953.415051 sec): 3 clusters Score: Raw -1024511.524961 + Penalty 3023.330328 = -1021488.194633 nChanged 14 SP:Iteration 35Q (953.480908 sec): 3 clusters Score: Raw -1024513.939161 + Penalty 3023.330328 = -1021490.608832 nChanged 21 SP:Iteration 36Q (953.538465 sec): 3 clusters Score: Raw -1024517.684517 + Penalty 3023.330328 = -1021494.354189 nChanged 19 SP:Iteration 37Q (953.612595 sec): 3 clusters Score: Raw -1024520.955266 + Penalty 3023.330328 = -1021497.624938 nChanged 20 SP:Iteration 38Q (953.667881 sec): 3 clusters Score: Raw -1024524.544990 + Penalty 3023.330328 = -1021501.214661 nChanged 20 SP:Iteration 39Q (953.734515 sec): 3 clusters Score: Raw -1024527.192017 + Penalty 3023.330328 = -1021503.861688 nChanged 15 SP:Iteration 40F (953.805780 sec): 3 clusters Score: Raw -1024529.726602 + Penalty 3023.330328 = -1021506.396274 nChanged 11 SP:Iteration 41Q (953.868655 sec): 3 clusters Score: Raw -1024531.286375 + Penalty 3023.330328 = -1021507.956047 nChanged 14 SP:Iteration 42Q (953.926641 sec): 3 clusters Score: Raw -1024532.883057 + Penalty 3023.330328 = -1021509.552729 nChanged 9 SP:Iteration 43Q (953.990204 sec): 3 clusters Score: Raw -1024533.979687 + Penalty 3023.330328 = -1021510.649359 nChanged 11 SP:Iteration 44Q (954.056458 sec): 3 clusters Score: Raw -1024535.155378 + Penalty 3023.330328 = -1021511.825050 nChanged 10 SP:Iteration 45Q (954.125063 sec): 3 clusters Score: Raw -1024536.120563 + Penalty 3023.330328 = -1021512.790235 nChanged 8 SP:Iteration 46Q (954.181526 sec): 3 clusters Score: Raw -1024537.302324 + Penalty 3023.330328 = -1021513.971996 nChanged 6 SP:Iteration 47Q (954.241641 sec): 3 clusters Score: Raw -1024537.967112 + Penalty 3023.330328 = -1021514.636784 nChanged 9 SP:Iteration 48Q (954.315011 sec): 3 clusters Score: Raw -1024538.779990 + Penalty 3023.330328 = -1021515.449662 nChanged 7 SP:Iteration 49Q (954.381210 sec): 3 clusters Score: Raw -1024539.532181 + Penalty 3023.330328 = -1021516.201853 nChanged 8 SP:Iteration 50Q (954.437644 sec): 3 clusters Score: Raw -1024540.231751 + Penalty 3023.330328 = -1021516.901423 nChanged 7 SP:Iteration 51Q (954.504133 sec): 3 clusters Score: Raw -1024540.731420 + Penalty 3023.330328 = -1021517.401092 nChanged 6 SP:Iteration 52Q (954.567017 sec): 3 clusters Score: Raw -1024541.526908 + Penalty 3023.330328 = -1021518.196580 nChanged 3 SP:Iteration 53Q (954.633995 sec): 3 clusters Score: Raw -1024542.150039 + Penalty 3023.330328 = -1021518.819711 nChanged 9 SP:Iteration 54Q (954.708027 sec): 3 clusters Score: Raw -1024543.021653 + Penalty 3023.330328 = -1021519.691325 nChanged 5 SP:Iteration 55Q (954.763858 sec): 3 clusters Score: Raw -1024543.756874 + Penalty 3023.330328 = -1021520.426546 nChanged 7 SP:Iteration 56Q (954.829341 sec): 3 clusters Score: Raw -1024544.528458 + Penalty 3023.330328 = -1021521.198130 nChanged 7 SP:Iteration 57Q (954.896464 sec): 3 clusters Score: Raw -1024545.195178 + Penalty 3023.330328 = -1021521.864850 nChanged 2 SP:Iteration 58Q (954.951017 sec): 3 clusters Score: Raw -1024545.525787 + Penalty 3023.330328 = -1021522.195458 nChanged 4 SP:Iteration 59Q (955.013151 sec): 3 clusters Score: Raw -1024545.829522 + Penalty 3023.330328 = -1021522.499194 nChanged 5 SP:Iteration 60F (955.076214 sec): 3 clusters Score: Raw -1024546.300615 + Penalty 3023.330328 = -1021522.970286 nChanged 5 SP:Iteration 61Q (955.151299 sec): 3 clusters Score: Raw -1024546.830575 + Penalty 3023.330328 = -1021523.500246 nChanged 6 SP:Iteration 62Q (955.207581 sec): 3 clusters Score: Raw -1024547.599153 + Penalty 3023.330328 = -1021524.268825 nChanged 4 SP:Iteration 63Q (955.283123 sec): 3 clusters Score: Raw -1024547.887683 + Penalty 3023.330328 = -1021524.557355 nChanged 3 SP:Iteration 64Q (955.337145 sec): 3 clusters Score: Raw -1024548.056701 + Penalty 3023.330328 = -1021524.726373 nChanged 2 SP:Iteration 65Q (955.414578 sec): 3 clusters Score: Raw -1024548.339953 + Penalty 3023.330328 = -1021525.009625 nChanged 4 SP:Iteration 66Q (955.484016 sec): 3 clusters Score: Raw -1024548.814966 + Penalty 3023.330328 = -1021525.484638 nChanged 2 SP:Iteration 67Q (955.550897 sec): 3 clusters Score: Raw -1024548.972983 + Penalty 3023.330328 = -1021525.642654 nChanged 3 SP:Iteration 68Q (955.617524 sec): 3 clusters Score: Raw -1024549.193717 + Penalty 3023.330328 = -1021525.863389 nChanged 2 SP:Iteration 69Q (955.679139 sec): 3 clusters Score: Raw -1024549.296148 + Penalty 3023.330328 = -1021525.965820 nChanged 0 SP:Iteration 70F (955.746962 sec): 3 clusters Score: Raw -1024549.296148 + Penalty 3023.330328 = -1021525.965820 nChanged 0 Trying to split cluster 24 (60055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (955.852634 sec): 2 clusters Score: Raw -5790361.773623 + Penalty 1787.990114 = -5788573.783509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (956.001017 sec): 3 clusters Score: Raw -5752047.138121 + Penalty 3575.980229 = -5748471.157892 nChanged 28381 SP:Iteration 1F (956.132392 sec): 3 clusters Score: Raw -5768680.757533 + Penalty 3575.980229 = -5765104.777304 nChanged 2968 SP:Iteration 2Q (956.289803 sec): 3 clusters Score: Raw -5769985.714146 + Penalty 3575.980229 = -5766409.733918 nChanged 3549 SP:Iteration 3F (956.422047 sec): 3 clusters Score: Raw -5771981.903313 + Penalty 3575.980229 = -5768405.923085 nChanged 4220 SP:Iteration 4F (956.580916 sec): 3 clusters Score: Raw -5775021.978526 + Penalty 3575.980229 = -5771445.998297 nChanged 4742 SP:Iteration 5F (956.724605 sec): 3 clusters Score: Raw -5779170.970504 + Penalty 3575.980229 = -5775594.990275 nChanged 4477 SP:Iteration 6F (956.866114 sec): 3 clusters Score: Raw -5783404.062201 + Penalty 3575.980229 = -5779828.081973 nChanged 3367 SP:Iteration 7F (957.012492 sec): 3 clusters Score: Raw -5786614.579789 + Penalty 3575.980229 = -5783038.599560 nChanged 2089 SP:Iteration 8Q (957.156019 sec): 3 clusters Score: Raw -5788471.350868 + Penalty 3575.980229 = -5784895.370639 nChanged 1190 SP:Iteration 9Q (957.291223 sec): 3 clusters Score: Raw -5789432.929650 + Penalty 3575.980229 = -5785856.949422 nChanged 662 SP:Iteration 10Q (957.417943 sec): 3 clusters Score: Raw -5789914.861511 + Penalty 3575.980229 = -5786338.881283 nChanged 404 SP:Iteration 11Q (957.538445 sec): 3 clusters Score: Raw -5790194.214635 + Penalty 3575.980229 = -5786618.234407 nChanged 258 SP:Iteration 12Q (957.667785 sec): 3 clusters Score: Raw -5790359.024850 + Penalty 3575.980229 = -5786783.044621 nChanged 172 SP:Iteration 13Q (957.804971 sec): 3 clusters Score: Raw -5790464.819302 + Penalty 3575.980229 = -5786888.839073 nChanged 108 SP:Iteration 14Q (957.920543 sec): 3 clusters Score: Raw -5790517.464275 + Penalty 3575.980229 = -5786941.484046 nChanged 81 SP:Iteration 15Q (958.055798 sec): 3 clusters Score: Raw -5790555.491415 + Penalty 3575.980229 = -5786979.511186 nChanged 57 SP:Iteration 16Q (958.172939 sec): 3 clusters Score: Raw -5790582.789766 + Penalty 3575.980229 = -5787006.809537 nChanged 49 SP:Iteration 17Q (958.290626 sec): 3 clusters Score: Raw -5790603.152468 + Penalty 3575.980229 = -5787027.172239 nChanged 33 SP:Iteration 18Q (958.404907 sec): 3 clusters Score: Raw -5790615.120449 + Penalty 3575.980229 = -5787039.140220 nChanged 23 SP:Iteration 19Q (958.535044 sec): 3 clusters Score: Raw -5790623.194921 + Penalty 3575.980229 = -5787047.214692 nChanged 16 SP:Iteration 20F (958.678887 sec): 3 clusters Score: Raw -5790629.442566 + Penalty 3575.980229 = -5787053.462337 nChanged 12 SP:Iteration 21Q (958.803054 sec): 3 clusters Score: Raw -5790634.140027 + Penalty 3575.980229 = -5787058.159799 nChanged 14 SP:Iteration 22Q (958.923735 sec): 3 clusters Score: Raw -5790641.006534 + Penalty 3575.980229 = -5787065.026306 nChanged 9 SP:Iteration 23Q (959.041573 sec): 3 clusters Score: Raw -5790645.133774 + Penalty 3575.980229 = -5787069.153545 nChanged 6 SP:Iteration 24Q (959.162720 sec): 3 clusters Score: Raw -5790647.331206 + Penalty 3575.980229 = -5787071.350978 nChanged 9 SP:Iteration 25Q (959.284410 sec): 3 clusters Score: Raw -5790650.992034 + Penalty 3575.980229 = -5787075.011805 nChanged 2 SP:Iteration 26Q (959.402272 sec): 3 clusters Score: Raw -5790652.035584 + Penalty 3575.980229 = -5787076.055355 nChanged 3 SP:Iteration 27Q (959.534580 sec): 3 clusters Score: Raw -5790653.519103 + Penalty 3575.980229 = -5787077.538875 nChanged 4 SP:Iteration 28Q (959.653395 sec): 3 clusters Score: Raw -5790654.494713 + Penalty 3575.980229 = -5787078.514485 nChanged 2 SP:Iteration 29Q (959.775511 sec): 3 clusters Score: Raw -5790655.374979 + Penalty 3575.980229 = -5787079.394751 nChanged 2 SP:Iteration 30Q (959.902714 sec): 3 clusters Score: Raw -5790656.140527 + Penalty 3575.980229 = -5787080.160298 nChanged 4 SP:Iteration 31Q (960.025351 sec): 3 clusters Score: Raw -5790657.011196 + Penalty 3575.980229 = -5787081.030968 nChanged 1 SP:Iteration 32Q (960.151683 sec): 3 clusters Score: Raw -5790657.555504 + Penalty 3575.980229 = -5787081.575276 nChanged 1 SP:Iteration 33Q (960.264872 sec): 3 clusters Score: Raw -5790658.272099 + Penalty 3575.980229 = -5787082.291871 nChanged 4 SP:Iteration 34Q (960.396353 sec): 3 clusters Score: Raw -5790660.524342 + Penalty 3575.980229 = -5787084.544114 nChanged 3 SP:Iteration 35Q (960.511740 sec): 3 clusters Score: Raw -5790662.597415 + Penalty 3575.980229 = -5787086.617186 nChanged 4 SP:Iteration 36Q (960.643441 sec): 3 clusters Score: Raw -5790664.175358 + Penalty 3575.980229 = -5787088.195129 nChanged 2 SP:Iteration 37Q (960.777664 sec): 3 clusters Score: Raw -5790664.752701 + Penalty 3575.980229 = -5787088.772472 nChanged 1 SP:Iteration 38Q (960.907514 sec): 3 clusters Score: Raw -5790665.072296 + Penalty 3575.980229 = -5787089.092068 nChanged 1 SP:Iteration 39Q (961.029408 sec): 3 clusters Score: Raw -5790665.504360 + Penalty 3575.980229 = -5787089.524131 nChanged 0 SP:Iteration 40F (961.175991 sec): 3 clusters Score: Raw -5790665.504360 + Penalty 3575.980229 = -5787089.524131 nChanged 0 Trying to split cluster 25 (116313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (961.352892 sec): 2 clusters Score: Raw -11187062.419209 + Penalty 1895.406518 = -11185167.012691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (961.597929 sec): 3 clusters Score: Raw -11111023.153893 + Penalty 3790.813036 = -11107232.340857 nChanged 55756 SP:Iteration 1F (961.834733 sec): 3 clusters Score: Raw -11144210.639211 + Penalty 3790.813036 = -11140419.826175 nChanged 4777 SP:Iteration 2Q (962.081798 sec): 3 clusters Score: Raw -11145975.962109 + Penalty 3790.813036 = -11142185.149073 nChanged 5533 SP:Iteration 3Q (962.327463 sec): 3 clusters Score: Raw -11148548.444176 + Penalty 3790.813036 = -11144757.631140 nChanged 6476 SP:Iteration 4F (962.555320 sec): 3 clusters Score: Raw -11152233.083127 + Penalty 3790.813036 = -11148442.270090 nChanged 7310 SP:Iteration 5F (962.802073 sec): 3 clusters Score: Raw -11156898.493434 + Penalty 3790.813036 = -11153107.680397 nChanged 7604 SP:Iteration 6F (963.033661 sec): 3 clusters Score: Raw -11161971.550365 + Penalty 3790.813036 = -11158180.737328 nChanged 7272 SP:Iteration 7F (963.274453 sec): 3 clusters Score: Raw -11166557.256166 + Penalty 3790.813036 = -11162766.443129 nChanged 6269 SP:Iteration 8F (963.505660 sec): 3 clusters Score: Raw -11170119.292623 + Penalty 3790.813036 = -11166328.479587 nChanged 4987 SP:Iteration 9Q (963.749291 sec): 3 clusters Score: Raw -11172335.179588 + Penalty 3790.813036 = -11168544.366552 nChanged 3653 SP:Iteration 10Q (964.005261 sec): 3 clusters Score: Raw -11173607.083522 + Penalty 3790.813036 = -11169816.270486 nChanged 2637 SP:Iteration 11Q (964.247944 sec): 3 clusters Score: Raw -11174308.024133 + Penalty 3790.813036 = -11170517.211097 nChanged 1979 SP:Iteration 12Q (964.503553 sec): 3 clusters Score: Raw -11174778.357199 + Penalty 3790.813036 = -11170987.544162 nChanged 1713 SP:Iteration 13Q (964.744240 sec): 3 clusters Score: Raw -11175171.559876 + Penalty 3790.813036 = -11171380.746839 nChanged 1525 SP:Iteration 14Q (964.980555 sec): 3 clusters Score: Raw -11175508.382052 + Penalty 3790.813036 = -11171717.569015 nChanged 1366 SP:Iteration 15Q (965.235776 sec): 3 clusters Score: Raw -11175793.420965 + Penalty 3790.813036 = -11172002.607929 nChanged 1379 SP:Iteration 16Q (965.475031 sec): 3 clusters Score: Raw -11176094.884937 + Penalty 3790.813036 = -11172304.071901 nChanged 1429 SP:Iteration 17Q (965.700353 sec): 3 clusters Score: Raw -11176419.867345 + Penalty 3790.813036 = -11172629.054309 nChanged 1504 SP:Iteration 18Q (965.932980 sec): 3 clusters Score: Raw -11176767.431002 + Penalty 3790.813036 = -11172976.617966 nChanged 1505 SP:Iteration 19Q (966.178911 sec): 3 clusters Score: Raw -11177119.495361 + Penalty 3790.813036 = -11173328.682325 nChanged 1595 SP:Iteration 20F (966.427187 sec): 3 clusters Score: Raw -11177523.917852 + Penalty 3790.813036 = -11173733.104815 nChanged 1686 SP:Iteration 21Q (966.660686 sec): 3 clusters Score: Raw -11177976.894199 + Penalty 3790.813036 = -11174186.081163 nChanged 1738 SP:Iteration 22Q (966.898110 sec): 3 clusters Score: Raw -11178471.514249 + Penalty 3790.813036 = -11174680.701212 nChanged 1799 SP:Iteration 23Q (967.128103 sec): 3 clusters Score: Raw -11179016.226664 + Penalty 3790.813036 = -11175225.413628 nChanged 1829 SP:Iteration 24Q (967.349181 sec): 3 clusters Score: Raw -11179581.985788 + Penalty 3790.813036 = -11175791.172751 nChanged 1861 SP:Iteration 25Q (967.571572 sec): 3 clusters Score: Raw -11180194.899231 + Penalty 3790.813036 = -11176404.086195 nChanged 1849 SP:Iteration 26Q (967.799969 sec): 3 clusters Score: Raw -11180839.110475 + Penalty 3790.813036 = -11177048.297438 nChanged 1889 SP:Iteration 27Q (968.028831 sec): 3 clusters Score: Raw -11181536.241496 + Penalty 3790.813036 = -11177745.428459 nChanged 1900 SP:Iteration 28Q (968.267873 sec): 3 clusters Score: Raw -11182258.585106 + Penalty 3790.813036 = -11178467.772070 nChanged 1823 SP:Iteration 29Q (968.491570 sec): 3 clusters Score: Raw -11182977.645947 + Penalty 3790.813036 = -11179186.832911 nChanged 1742 SP:Iteration 30Q (968.714424 sec): 3 clusters Score: Raw -11183693.261633 + Penalty 3790.813036 = -11179902.448597 nChanged 1642 SP:Iteration 31Q (968.920940 sec): 3 clusters Score: Raw -11184403.121605 + Penalty 3790.813036 = -11180612.308568 nChanged 1438 SP:Iteration 32Q (969.138270 sec): 3 clusters Score: Raw -11185022.421242 + Penalty 3790.813036 = -11181231.608205 nChanged 1268 SP:Iteration 33Q (969.352765 sec): 3 clusters Score: Raw -11185559.350126 + Penalty 3790.813036 = -11181768.537090 nChanged 1074 SP:Iteration 34Q (969.559945 sec): 3 clusters Score: Raw -11186029.658096 + Penalty 3790.813036 = -11182238.845059 nChanged 944 SP:Iteration 35Q (969.763001 sec): 3 clusters Score: Raw -11186446.292832 + Penalty 3790.813036 = -11182655.479796 nChanged 804 SP:Iteration 36Q (969.976777 sec): 3 clusters Score: Raw -11186774.490247 + Penalty 3790.813036 = -11182983.677210 nChanged 680 SP:Iteration 37Q (970.189405 sec): 3 clusters Score: Raw -11187040.255043 + Penalty 3790.813036 = -11183249.442007 nChanged 533 SP:Iteration 38Q (970.409189 sec): 3 clusters Score: Raw -11187220.517299 + Penalty 3790.813036 = -11183429.704263 nChanged 396 SP:Iteration 39Q (970.615944 sec): 3 clusters Score: Raw -11187342.333324 + Penalty 3790.813036 = -11183551.520288 nChanged 304 SP:Iteration 40F (970.848432 sec): 3 clusters Score: Raw -11187432.919557 + Penalty 3790.813036 = -11183642.106521 nChanged 234 SP:Iteration 41Q (971.046598 sec): 3 clusters Score: Raw -11187498.745441 + Penalty 3790.813036 = -11183707.932404 nChanged 187 SP:Iteration 42Q (971.255283 sec): 3 clusters Score: Raw -11187545.016099 + Penalty 3790.813036 = -11183754.203063 nChanged 149 SP:Iteration 43Q (971.460121 sec): 3 clusters Score: Raw -11187576.394807 + Penalty 3790.813036 = -11183785.581770 nChanged 121 SP:Iteration 44Q (971.658784 sec): 3 clusters Score: Raw -11187602.082526 + Penalty 3790.813036 = -11183811.269489 nChanged 92 SP:Iteration 45Q (971.851269 sec): 3 clusters Score: Raw -11187618.951670 + Penalty 3790.813036 = -11183828.138634 nChanged 82 SP:Iteration 46Q (972.044189 sec): 3 clusters Score: Raw -11187632.581739 + Penalty 3790.813036 = -11183841.768702 nChanged 64 SP:Iteration 47Q (972.242735 sec): 3 clusters Score: Raw -11187641.840922 + Penalty 3790.813036 = -11183851.027886 nChanged 55 SP:Iteration 48Q (972.436980 sec): 3 clusters Score: Raw -11187648.917523 + Penalty 3790.813036 = -11183858.104487 nChanged 47 SP:Iteration 49Q (972.656034 sec): 3 clusters Score: Raw -11187657.062369 + Penalty 3790.813036 = -11183866.249333 nChanged 46 SP:Iteration 50Q (972.856128 sec): 3 clusters Score: Raw -11187665.011405 + Penalty 3790.813036 = -11183874.198369 nChanged 42 SP:Iteration 51Q (973.047490 sec): 3 clusters Score: Raw -11187673.264583 + Penalty 3790.813036 = -11183882.451547 nChanged 33 SP:Iteration 52Q (973.241456 sec): 3 clusters Score: Raw -11187678.532881 + Penalty 3790.813036 = -11183887.719844 nChanged 35 SP:Iteration 53Q (973.432054 sec): 3 clusters Score: Raw -11187685.005901 + Penalty 3790.813036 = -11183894.192865 nChanged 35 SP:Iteration 54Q (973.652998 sec): 3 clusters Score: Raw -11187691.344497 + Penalty 3790.813036 = -11183900.531461 nChanged 38 SP:Iteration 55Q (973.854348 sec): 3 clusters Score: Raw -11187697.184531 + Penalty 3790.813036 = -11183906.371495 nChanged 30 SP:Iteration 56Q (974.047685 sec): 3 clusters Score: Raw -11187703.236368 + Penalty 3790.813036 = -11183912.423332 nChanged 36 SP:Iteration 57Q (974.255329 sec): 3 clusters Score: Raw -11187709.302215 + Penalty 3790.813036 = -11183918.489179 nChanged 28 SP:Iteration 58Q (974.453234 sec): 3 clusters Score: Raw -11187713.069709 + Penalty 3790.813036 = -11183922.256672 nChanged 25 SP:Iteration 59Q (974.647041 sec): 3 clusters Score: Raw -11187716.679065 + Penalty 3790.813036 = -11183925.866029 nChanged 22 SP:Iteration 60F (974.889415 sec): 3 clusters Score: Raw -11187720.110799 + Penalty 3790.813036 = -11183929.297763 nChanged 23 SP:Iteration 61Q (975.089134 sec): 3 clusters Score: Raw -11187723.885980 + Penalty 3790.813036 = -11183933.072943 nChanged 19 SP:Iteration 62Q (975.288752 sec): 3 clusters Score: Raw -11187726.839263 + Penalty 3790.813036 = -11183936.026226 nChanged 20 SP:Iteration 63Q (975.480056 sec): 3 clusters Score: Raw -11187729.294471 + Penalty 3790.813036 = -11183938.481435 nChanged 16 SP:Iteration 64Q (975.681170 sec): 3 clusters Score: Raw -11187731.484130 + Penalty 3790.813036 = -11183940.671094 nChanged 12 SP:Iteration 65Q (975.868492 sec): 3 clusters Score: Raw -11187733.158282 + Penalty 3790.813036 = -11183942.345245 nChanged 10 SP:Iteration 66Q (976.076859 sec): 3 clusters Score: Raw -11187734.746196 + Penalty 3790.813036 = -11183943.933159 nChanged 14 SP:Iteration 67Q (976.265245 sec): 3 clusters Score: Raw -11187736.298765 + Penalty 3790.813036 = -11183945.485728 nChanged 9 SP:Iteration 68Q (976.464680 sec): 3 clusters Score: Raw -11187737.421409 + Penalty 3790.813036 = -11183946.608373 nChanged 12 SP:Iteration 69Q (976.655478 sec): 3 clusters Score: Raw -11187739.027734 + Penalty 3790.813036 = -11183948.214697 nChanged 10 SP:Iteration 70Q (976.859947 sec): 3 clusters Score: Raw -11187740.580041 + Penalty 3790.813036 = -11183949.767004 nChanged 10 SP:Iteration 71Q (977.061181 sec): 3 clusters Score: Raw -11187743.010544 + Penalty 3790.813036 = -11183952.197507 nChanged 15 SP:Iteration 72Q (977.257235 sec): 3 clusters Score: Raw -11187744.976618 + Penalty 3790.813036 = -11183954.163582 nChanged 6 SP:Iteration 73Q (977.451509 sec): 3 clusters Score: Raw -11187746.014786 + Penalty 3790.813036 = -11183955.201750 nChanged 8 SP:Iteration 74Q (977.636825 sec): 3 clusters Score: Raw -11187747.038991 + Penalty 3790.813036 = -11183956.225955 nChanged 12 SP:Iteration 75Q (977.827276 sec): 3 clusters Score: Raw -11187748.886583 + Penalty 3790.813036 = -11183958.073547 nChanged 9 SP:Iteration 76Q (978.023978 sec): 3 clusters Score: Raw -11187749.979244 + Penalty 3790.813036 = -11183959.166207 nChanged 5 SP:Iteration 77Q (978.214700 sec): 3 clusters Score: Raw -11187750.479245 + Penalty 3790.813036 = -11183959.666208 nChanged 4 SP:Iteration 78Q (978.414251 sec): 3 clusters Score: Raw -11187750.873797 + Penalty 3790.813036 = -11183960.060761 nChanged 2 SP:Iteration 79Q (978.621214 sec): 3 clusters Score: Raw -11187751.183494 + Penalty 3790.813036 = -11183960.370457 nChanged 1 SP:Iteration 80F (978.859558 sec): 3 clusters Score: Raw -11187751.236049 + Penalty 3790.813036 = -11183960.423013 nChanged 0 Trying to split cluster 26 (6405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (978.900478 sec): 2 clusters Score: Raw -630218.449887 + Penalty 1424.285560 = -628794.164327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (978.954461 sec): 3 clusters Score: Raw -626797.556450 + Penalty 2848.571120 = -623948.985331 nChanged 2616 SP:Iteration 1F (979.001301 sec): 3 clusters Score: Raw -628241.821447 + Penalty 2848.571120 = -625393.250327 nChanged 429 SP:Iteration 2F (979.054368 sec): 3 clusters Score: Raw -628449.640645 + Penalty 2848.571120 = -625601.069525 nChanged 326 SP:Iteration 3F (979.108485 sec): 3 clusters Score: Raw -628614.107604 + Penalty 2848.571120 = -625765.536484 nChanged 296 SP:Iteration 4Q (979.164688 sec): 3 clusters Score: Raw -628804.798728 + Penalty 2848.571120 = -625956.227609 nChanged 338 SP:Iteration 5F (979.233295 sec): 3 clusters Score: Raw -629037.928571 + Penalty 2848.571120 = -626189.357451 nChanged 349 SP:Iteration 6F (979.277931 sec): 3 clusters Score: Raw -629273.215661 + Penalty 2848.571120 = -626424.644542 nChanged 305 SP:Iteration 7Q (979.340894 sec): 3 clusters Score: Raw -629473.433979 + Penalty 2848.571120 = -626624.862860 nChanged 283 SP:Iteration 8Q (979.397928 sec): 3 clusters Score: Raw -629656.109008 + Penalty 2848.571120 = -626807.537888 nChanged 241 SP:Iteration 9Q (979.447220 sec): 3 clusters Score: Raw -629796.010681 + Penalty 2848.571120 = -626947.439561 nChanged 216 SP:Iteration 10Q (979.512894 sec): 3 clusters Score: Raw -629911.090758 + Penalty 2848.571120 = -627062.519638 nChanged 149 SP:Iteration 11Q (979.567477 sec): 3 clusters Score: Raw -629987.552147 + Penalty 2848.571120 = -627138.981028 nChanged 128 SP:Iteration 12Q (979.628275 sec): 3 clusters Score: Raw -630035.729531 + Penalty 2848.571120 = -627187.158411 nChanged 89 SP:Iteration 13Q (979.675928 sec): 3 clusters Score: Raw -630066.239631 + Penalty 2848.571120 = -627217.668511 nChanged 69 SP:Iteration 14Q (979.734300 sec): 3 clusters Score: Raw -630088.824894 + Penalty 2848.571120 = -627240.253774 nChanged 68 SP:Iteration 15Q (979.789232 sec): 3 clusters Score: Raw -630109.174576 + Penalty 2848.571120 = -627260.603457 nChanged 53 SP:Iteration 16Q (979.845334 sec): 3 clusters Score: Raw -630122.567905 + Penalty 2848.571120 = -627273.996785 nChanged 40 SP:Iteration 17Q (979.897642 sec): 3 clusters Score: Raw -630135.335207 + Penalty 2848.571120 = -627286.764087 nChanged 41 SP:Iteration 18Q (979.953362 sec): 3 clusters Score: Raw -630145.938987 + Penalty 2848.571120 = -627297.367867 nChanged 38 SP:Iteration 19Q (980.019469 sec): 3 clusters Score: Raw -630155.463671 + Penalty 2848.571120 = -627306.892551 nChanged 36 SP:Iteration 20F (980.066017 sec): 3 clusters Score: Raw -630164.743389 + Penalty 2848.571120 = -627316.172269 nChanged 35 SP:Iteration 21Q (980.133872 sec): 3 clusters Score: Raw -630173.612320 + Penalty 2848.571120 = -627325.041200 nChanged 30 SP:Iteration 22Q (980.185410 sec): 3 clusters Score: Raw -630182.147478 + Penalty 2848.571120 = -627333.576358 nChanged 31 SP:Iteration 23Q (980.248049 sec): 3 clusters Score: Raw -630190.924131 + Penalty 2848.571120 = -627342.353012 nChanged 34 SP:Iteration 24Q (980.307007 sec): 3 clusters Score: Raw -630200.569864 + Penalty 2848.571120 = -627351.998744 nChanged 25 SP:Iteration 25Q (980.368589 sec): 3 clusters Score: Raw -630207.600782 + Penalty 2848.571120 = -627359.029662 nChanged 26 SP:Iteration 26Q (980.424193 sec): 3 clusters Score: Raw -630212.770732 + Penalty 2848.571120 = -627364.199613 nChanged 18 SP:Iteration 27Q (980.471189 sec): 3 clusters Score: Raw -630216.637030 + Penalty 2848.571120 = -627368.065911 nChanged 14 SP:Iteration 28Q (980.531524 sec): 3 clusters Score: Raw -630218.883323 + Penalty 2848.571120 = -627370.312204 nChanged 10 SP:Iteration 29Q (980.587041 sec): 3 clusters Score: Raw -630221.092531 + Penalty 2848.571120 = -627372.521411 nChanged 11 SP:Iteration 30Q (980.640776 sec): 3 clusters Score: Raw -630223.252176 + Penalty 2848.571120 = -627374.681057 nChanged 6 SP:Iteration 31Q (980.702753 sec): 3 clusters Score: Raw -630224.278174 + Penalty 2848.571120 = -627375.707054 nChanged 7 SP:Iteration 32Q (980.747029 sec): 3 clusters Score: Raw -630226.029899 + Penalty 2848.571120 = -627377.458779 nChanged 10 SP:Iteration 33Q (980.806287 sec): 3 clusters Score: Raw -630227.970498 + Penalty 2848.571120 = -627379.399378 nChanged 12 SP:Iteration 34Q (980.868059 sec): 3 clusters Score: Raw -630231.535739 + Penalty 2848.571120 = -627382.964619 nChanged 14 SP:Iteration 35Q (980.912723 sec): 3 clusters Score: Raw -630234.633220 + Penalty 2848.571120 = -627386.062100 nChanged 8 SP:Iteration 36Q (980.964305 sec): 3 clusters Score: Raw -630236.422251 + Penalty 2848.571120 = -627387.851132 nChanged 6 SP:Iteration 37Q (981.029698 sec): 3 clusters Score: Raw -630238.139172 + Penalty 2848.571120 = -627389.568053 nChanged 10 SP:Iteration 38Q (981.093818 sec): 3 clusters Score: Raw -630240.187123 + Penalty 2848.571120 = -627391.616003 nChanged 7 SP:Iteration 39Q (981.148065 sec): 3 clusters Score: Raw -630241.143835 + Penalty 2848.571120 = -627392.572715 nChanged 6 SP:Iteration 40F (981.206654 sec): 3 clusters Score: Raw -630242.393351 + Penalty 2848.571120 = -627393.822231 nChanged 9 SP:Iteration 41Q (981.263681 sec): 3 clusters Score: Raw -630244.397157 + Penalty 2848.571120 = -627395.826038 nChanged 6 SP:Iteration 42Q (981.311313 sec): 3 clusters Score: Raw -630245.152523 + Penalty 2848.571120 = -627396.581404 nChanged 2 SP:Iteration 43Q (981.375378 sec): 3 clusters Score: Raw -630245.811617 + Penalty 2848.571120 = -627397.240497 nChanged 2 SP:Iteration 44Q (981.430846 sec): 3 clusters Score: Raw -630246.271602 + Penalty 2848.571120 = -627397.700482 nChanged 3 SP:Iteration 45Q (981.486933 sec): 3 clusters Score: Raw -630246.712596 + Penalty 2848.571120 = -627398.141476 nChanged 3 SP:Iteration 46Q (981.529750 sec): 3 clusters Score: Raw -630247.198787 + Penalty 2848.571120 = -627398.627668 nChanged 0 SP:Iteration 47F (981.590620 sec): 3 clusters Score: Raw -630247.198787 + Penalty 2848.571120 = -627398.627668 nChanged 0 Iteration 179Q (984.260296 sec): 27 clusters Score: Raw -31995471.630534 + Penalty 53900.379687 = -31941571.250847 nChanged 51 Iteration 180F (990.125966 sec): 27 clusters Score: Raw -31995474.328719 + Penalty 53900.379687 = -31941573.949032 nChanged 62 Iteration 181Q (992.457993 sec): 27 clusters Score: Raw -31995477.945402 + Penalty 53900.379687 = -31941577.565715 nChanged 71 Iteration 182Q (994.835194 sec): 27 clusters Score: Raw -31995482.515595 + Penalty 53900.379687 = -31941582.135908 nChanged 79 Iteration 183Q (997.308246 sec): 27 clusters Score: Raw -31995487.014820 + Penalty 53900.379687 = -31941586.635133 nChanged 83 Iteration 184Q (999.669010 sec): 27 clusters Score: Raw -31995491.219478 + Penalty 53900.379687 = -31941590.839791 nChanged 68 Iteration 185Q (1002.127374 sec): 27 clusters Score: Raw -31995495.048900 + Penalty 53900.379687 = -31941594.669213 nChanged 77 Iteration 186Q (1004.666959 sec): 27 clusters Score: Raw -31995498.513499 + Penalty 53900.379687 = -31941598.133812 nChanged 74 Iteration 187Q (1007.130998 sec): 27 clusters Score: Raw -31995501.294587 + Penalty 53900.379687 = -31941600.914900 nChanged 68 Iteration 188Q (1009.754179 sec): 27 clusters Score: Raw -31995504.200785 + Penalty 53900.379687 = -31941603.821098 nChanged 56 Iteration 189Q (1012.189089 sec): 27 clusters Score: Raw -31995506.586385 + Penalty 53900.379687 = -31941606.206698 nChanged 38 Iteration 190Q (1014.750600 sec): 27 clusters Score: Raw -31995508.132371 + Penalty 53900.379687 = -31941607.752684 nChanged 38 Iteration 191Q (1017.240850 sec): 27 clusters Score: Raw -31995509.693425 + Penalty 53900.379687 = -31941609.313738 nChanged 29 Iteration 192Q (1019.960385 sec): 27 clusters Score: Raw -31995510.828385 + Penalty 53900.379687 = -31941610.448698 nChanged 18 Iteration 193Q (1022.530327 sec): 27 clusters Score: Raw -31995511.515925 + Penalty 53900.379687 = -31941611.136238 nChanged 18 Iteration 194Q (1025.129667 sec): 27 clusters Score: Raw -31995512.225596 + Penalty 53900.379687 = -31941611.845909 nChanged 24 Iteration 195Q (1027.693420 sec): 27 clusters Score: Raw -31995513.225819 + Penalty 53900.379687 = -31941612.846132 nChanged 19 Iteration 196Q (1030.347117 sec): 27 clusters Score: Raw -31995514.043944 + Penalty 53900.379687 = -31941613.664257 nChanged 20 Iteration 197Q (1032.686631 sec): 27 clusters Score: Raw -31995515.079366 + Penalty 53900.379687 = -31941614.699679 nChanged 21 Iteration 198Q (1035.154006 sec): 27 clusters Score: Raw -31995515.857715 + Penalty 53900.379687 = -31941615.478028 nChanged 20 Iteration 199Q (1037.601834 sec): 27 clusters Score: Raw -31995516.378089 + Penalty 53900.379687 = -31941615.998402 nChanged 13 Iteration 200F (1043.420101 sec): 27 clusters Score: Raw -31995516.780287 + Penalty 53900.379687 = -31941616.400600 nChanged 11 Iteration 201Q (1045.972089 sec): 27 clusters Score: Raw -31995517.158220 + Penalty 53900.379687 = -31941616.778533 nChanged 13 Iteration 202Q (1048.418579 sec): 27 clusters Score: Raw -31995517.802236 + Penalty 53900.379687 = -31941617.422549 nChanged 25 Iteration 203Q (1050.857496 sec): 27 clusters Score: Raw -31995519.496586 + Penalty 53900.379687 = -31941619.116899 nChanged 30 Iteration 204Q (1053.480680 sec): 27 clusters Score: Raw -31995532.465286 + Penalty 53900.379687 = -31941632.085599 nChanged 32 Iteration 205Q (1055.760733 sec): 27 clusters Score: Raw -31995542.851411 + Penalty 53900.379687 = -31941642.471724 nChanged 36 Iteration 206Q (1058.271289 sec): 27 clusters Score: Raw -31995549.936295 + Penalty 53900.379687 = -31941649.556608 nChanged 37 Iteration 207Q (1060.896329 sec): 27 clusters Score: Raw -31995556.954613 + Penalty 53900.379687 = -31941656.574926 nChanged 21 Iteration 208Q (1063.266262 sec): 27 clusters Score: Raw -31995560.294606 + Penalty 53900.379687 = -31941659.914919 nChanged 16 Iteration 209Q (1065.566042 sec): 27 clusters Score: Raw -31995561.514709 + Penalty 53900.379687 = -31941661.135022 nChanged 12 Iteration 210Q (1067.825865 sec): 27 clusters Score: Raw -31995562.594823 + Penalty 53900.379687 = -31941662.215136 nChanged 18 Iteration 211Q (1070.293637 sec): 27 clusters Score: Raw -31995563.896463 + Penalty 53900.379687 = -31941663.516776 nChanged 18 Iteration 212Q (1072.614277 sec): 27 clusters Score: Raw -31995565.314355 + Penalty 53900.379687 = -31941664.934668 nChanged 20 Iteration 213Q (1075.116965 sec): 27 clusters Score: Raw -31995566.794476 + Penalty 53900.379687 = -31941666.414789 nChanged 30 Iteration 214Q (1077.546094 sec): 27 clusters Score: Raw -31995568.980386 + Penalty 53900.379687 = -31941668.600699 nChanged 24 Iteration 215Q (1079.956832 sec): 27 clusters Score: Raw -31995570.450258 + Penalty 53900.379687 = -31941670.070571 nChanged 26 Iteration 216Q (1082.474443 sec): 27 clusters Score: Raw -31995571.491812 + Penalty 53900.379687 = -31941671.112125 nChanged 25 Iteration 217Q (1084.732408 sec): 27 clusters Score: Raw -31995572.476327 + Penalty 53900.379687 = -31941672.096640 nChanged 34 Iteration 218Q (1087.148407 sec): 27 clusters Score: Raw -31995573.899046 + Penalty 53900.379687 = -31941673.519359 nChanged 30 Writing temp clu file Because OldScore, -31941672.096640, is greater than current (better) Score,-31941673.519359 Compute initial score before splitting: Score: Raw -31995573.899046 + Penalty 53900.379687 = -31941673.519359 Trying to split cluster 1 (11064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1087.303424 sec): 2 clusters Score: Raw -1044206.803468 + Penalty 1513.110929 = -1042693.692539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1087.356882 sec): 3 clusters Score: Raw -1037859.306661 + Penalty 3026.221859 = -1034833.084803 nChanged 4867 SP:Iteration 1F (1087.433986 sec): 3 clusters Score: Raw -1040517.232116 + Penalty 3026.221859 = -1037491.010257 nChanged 621 SP:Iteration 2F (1087.488225 sec): 3 clusters Score: Raw -1040766.030653 + Penalty 3026.221859 = -1037739.808794 nChanged 521 SP:Iteration 3Q (1087.566837 sec): 3 clusters Score: Raw -1040990.966169 + Penalty 3026.221859 = -1037964.744311 nChanged 491 SP:Iteration 4Q (1087.634713 sec): 3 clusters Score: Raw -1041200.415983 + Penalty 3026.221859 = -1038174.194124 nChanged 427 SP:Iteration 5Q (1087.690331 sec): 3 clusters Score: Raw -1041388.988438 + Penalty 3026.221859 = -1038362.766580 nChanged 454 SP:Iteration 6Q (1087.758068 sec): 3 clusters Score: Raw -1041582.461028 + Penalty 3026.221859 = -1038556.239169 nChanged 393 SP:Iteration 7Q (1087.835178 sec): 3 clusters Score: Raw -1041750.681134 + Penalty 3026.221859 = -1038724.459275 nChanged 400 SP:Iteration 8Q (1087.901667 sec): 3 clusters Score: Raw -1041917.948272 + Penalty 3026.221859 = -1038891.726413 nChanged 397 SP:Iteration 9Q (1087.957435 sec): 3 clusters Score: Raw -1042088.502497 + Penalty 3026.221859 = -1039062.280639 nChanged 409 SP:Iteration 10Q (1088.025432 sec): 3 clusters Score: Raw -1042266.939206 + Penalty 3026.221859 = -1039240.717347 nChanged 367 SP:Iteration 11Q (1088.090454 sec): 3 clusters Score: Raw -1042403.708890 + Penalty 3026.221859 = -1039377.487031 nChanged 333 SP:Iteration 12Q (1088.155929 sec): 3 clusters Score: Raw -1042518.922749 + Penalty 3026.221859 = -1039492.700890 nChanged 282 SP:Iteration 13Q (1088.224467 sec): 3 clusters Score: Raw -1042603.329088 + Penalty 3026.221859 = -1039577.107229 nChanged 238 SP:Iteration 14Q (1088.291731 sec): 3 clusters Score: Raw -1042666.948998 + Penalty 3026.221859 = -1039640.727139 nChanged 190 SP:Iteration 15Q (1088.352940 sec): 3 clusters Score: Raw -1042714.874967 + Penalty 3026.221859 = -1039688.653109 nChanged 196 SP:Iteration 16Q (1088.426051 sec): 3 clusters Score: Raw -1042769.072804 + Penalty 3026.221859 = -1039742.850945 nChanged 212 SP:Iteration 17Q (1088.492361 sec): 3 clusters Score: Raw -1042839.822256 + Penalty 3026.221859 = -1039813.600397 nChanged 204 SP:Iteration 18Q (1088.553443 sec): 3 clusters Score: Raw -1042901.469059 + Penalty 3026.221859 = -1039875.247201 nChanged 202 SP:Iteration 19Q (1088.611645 sec): 3 clusters Score: Raw -1042960.874046 + Penalty 3026.221859 = -1039934.652187 nChanged 180 SP:Iteration 20F (1088.681891 sec): 3 clusters Score: Raw -1043020.089551 + Penalty 3026.221859 = -1039993.867692 nChanged 199 SP:Iteration 21Q (1088.747298 sec): 3 clusters Score: Raw -1043089.981618 + Penalty 3026.221859 = -1040063.759760 nChanged 198 SP:Iteration 22Q (1088.817887 sec): 3 clusters Score: Raw -1043160.908614 + Penalty 3026.221859 = -1040134.686755 nChanged 180 SP:Iteration 23Q (1088.874083 sec): 3 clusters Score: Raw -1043234.867037 + Penalty 3026.221859 = -1040208.645178 nChanged 192 SP:Iteration 24Q (1088.946127 sec): 3 clusters Score: Raw -1043332.766161 + Penalty 3026.221859 = -1040306.544302 nChanged 212 SP:Iteration 25Q (1089.002056 sec): 3 clusters Score: Raw -1043444.734563 + Penalty 3026.221859 = -1040418.512704 nChanged 223 SP:Iteration 26Q (1089.079639 sec): 3 clusters Score: Raw -1043567.881639 + Penalty 3026.221859 = -1040541.659780 nChanged 204 SP:Iteration 27Q (1089.144715 sec): 3 clusters Score: Raw -1043680.297130 + Penalty 3026.221859 = -1040654.075271 nChanged 187 SP:Iteration 28Q (1089.208138 sec): 3 clusters Score: Raw -1043787.830631 + Penalty 3026.221859 = -1040761.608772 nChanged 186 SP:Iteration 29Q (1089.266107 sec): 3 clusters Score: Raw -1043911.797648 + Penalty 3026.221859 = -1040885.575789 nChanged 202 SP:Iteration 30Q (1089.329528 sec): 3 clusters Score: Raw -1044044.485793 + Penalty 3026.221859 = -1041018.263934 nChanged 186 SP:Iteration 31Q (1089.396736 sec): 3 clusters Score: Raw -1044171.382045 + Penalty 3026.221859 = -1041145.160187 nChanged 165 SP:Iteration 32Q (1089.463014 sec): 3 clusters Score: Raw -1044279.754751 + Penalty 3026.221859 = -1041253.532892 nChanged 144 SP:Iteration 33Q (1089.532618 sec): 3 clusters Score: Raw -1044365.848431 + Penalty 3026.221859 = -1041339.626572 nChanged 117 SP:Iteration 34Q (1089.597850 sec): 3 clusters Score: Raw -1044434.450204 + Penalty 3026.221859 = -1041408.228345 nChanged 112 SP:Iteration 35Q (1089.660503 sec): 3 clusters Score: Raw -1044486.572203 + Penalty 3026.221859 = -1041460.350344 nChanged 84 SP:Iteration 36Q (1089.733671 sec): 3 clusters Score: Raw -1044518.107675 + Penalty 3026.221859 = -1041491.885817 nChanged 55 SP:Iteration 37Q (1089.786479 sec): 3 clusters Score: Raw -1044536.759864 + Penalty 3026.221859 = -1041510.538005 nChanged 39 SP:Iteration 38Q (1089.862987 sec): 3 clusters Score: Raw -1044549.027662 + Penalty 3026.221859 = -1041522.805803 nChanged 35 SP:Iteration 39Q (1089.914556 sec): 3 clusters Score: Raw -1044557.225196 + Penalty 3026.221859 = -1041531.003337 nChanged 31 SP:Iteration 40F (1089.986545 sec): 3 clusters Score: Raw -1044565.043354 + Penalty 3026.221859 = -1041538.821495 nChanged 25 SP:Iteration 41Q (1090.049848 sec): 3 clusters Score: Raw -1044570.446429 + Penalty 3026.221859 = -1041544.224571 nChanged 20 SP:Iteration 42Q (1090.105293 sec): 3 clusters Score: Raw -1044574.739586 + Penalty 3026.221859 = -1041548.517727 nChanged 21 SP:Iteration 43Q (1090.173359 sec): 3 clusters Score: Raw -1044579.766708 + Penalty 3026.221859 = -1041553.544849 nChanged 19 SP:Iteration 44Q (1090.237256 sec): 3 clusters Score: Raw -1044584.307068 + Penalty 3026.221859 = -1041558.085209 nChanged 15 SP:Iteration 45Q (1090.297700 sec): 3 clusters Score: Raw -1044587.298174 + Penalty 3026.221859 = -1041561.076315 nChanged 17 SP:Iteration 46Q (1090.358697 sec): 3 clusters Score: Raw -1044591.356862 + Penalty 3026.221859 = -1041565.135003 nChanged 14 SP:Iteration 47Q (1090.417985 sec): 3 clusters Score: Raw -1044594.058308 + Penalty 3026.221859 = -1041567.836449 nChanged 11 SP:Iteration 48Q (1090.485242 sec): 3 clusters Score: Raw -1044596.306541 + Penalty 3026.221859 = -1041570.084682 nChanged 14 SP:Iteration 49Q (1090.563327 sec): 3 clusters Score: Raw -1044598.820202 + Penalty 3026.221859 = -1041572.598343 nChanged 13 SP:Iteration 50Q (1090.627392 sec): 3 clusters Score: Raw -1044601.745964 + Penalty 3026.221859 = -1041575.524105 nChanged 11 SP:Iteration 51Q (1090.690513 sec): 3 clusters Score: Raw -1044604.431122 + Penalty 3026.221859 = -1041578.209264 nChanged 12 SP:Iteration 52Q (1090.753889 sec): 3 clusters Score: Raw -1044607.028854 + Penalty 3026.221859 = -1041580.806995 nChanged 10 SP:Iteration 53Q (1090.811486 sec): 3 clusters Score: Raw -1044608.771395 + Penalty 3026.221859 = -1041582.549536 nChanged 11 SP:Iteration 54Q (1090.877684 sec): 3 clusters Score: Raw -1044611.236000 + Penalty 3026.221859 = -1041585.014141 nChanged 11 SP:Iteration 55Q (1090.938699 sec): 3 clusters Score: Raw -1044613.198025 + Penalty 3026.221859 = -1041586.976166 nChanged 5 SP:Iteration 56Q (1091.003554 sec): 3 clusters Score: Raw -1044613.956593 + Penalty 3026.221859 = -1041587.734735 nChanged 4 SP:Iteration 57Q (1091.067421 sec): 3 clusters Score: Raw -1044614.432699 + Penalty 3026.221859 = -1041588.210840 nChanged 3 SP:Iteration 58Q (1091.128388 sec): 3 clusters Score: Raw -1044614.684152 + Penalty 3026.221859 = -1041588.462293 nChanged 2 SP:Iteration 59Q (1091.193190 sec): 3 clusters Score: Raw -1044615.239961 + Penalty 3026.221859 = -1041589.018102 nChanged 4 SP:Iteration 60F (1091.246696 sec): 3 clusters Score: Raw -1044615.957678 + Penalty 3026.221859 = -1041589.735819 nChanged 7 SP:Iteration 61Q (1091.316832 sec): 3 clusters Score: Raw -1044618.759379 + Penalty 3026.221859 = -1041592.537520 nChanged 8 SP:Iteration 62Q (1091.377249 sec): 3 clusters Score: Raw -1044620.991907 + Penalty 3026.221859 = -1041594.770048 nChanged 12 SP:Iteration 63Q (1091.446532 sec): 3 clusters Score: Raw -1044624.362544 + Penalty 3026.221859 = -1041598.140685 nChanged 12 SP:Iteration 64Q (1091.500388 sec): 3 clusters Score: Raw -1044626.841237 + Penalty 3026.221859 = -1041600.619378 nChanged 10 SP:Iteration 65Q (1091.570700 sec): 3 clusters Score: Raw -1044628.844211 + Penalty 3026.221859 = -1041602.622352 nChanged 13 SP:Iteration 66Q (1091.634351 sec): 3 clusters Score: Raw -1044632.354998 + Penalty 3026.221859 = -1041606.133140 nChanged 14 SP:Iteration 67Q (1091.696292 sec): 3 clusters Score: Raw -1044635.823582 + Penalty 3026.221859 = -1041609.601724 nChanged 9 SP:Iteration 68Q (1091.755047 sec): 3 clusters Score: Raw -1044637.418118 + Penalty 3026.221859 = -1041611.196259 nChanged 8 SP:Iteration 69Q (1091.822664 sec): 3 clusters Score: Raw -1044639.117751 + Penalty 3026.221859 = -1041612.895892 nChanged 9 SP:Iteration 70Q (1091.891086 sec): 3 clusters Score: Raw -1044640.432136 + Penalty 3026.221859 = -1041614.210277 nChanged 7 SP:Iteration 71Q (1091.945699 sec): 3 clusters Score: Raw -1044641.356188 + Penalty 3026.221859 = -1041615.134329 nChanged 6 SP:Iteration 72Q (1092.017629 sec): 3 clusters Score: Raw -1044642.780867 + Penalty 3026.221859 = -1041616.559008 nChanged 4 SP:Iteration 73Q (1092.079857 sec): 3 clusters Score: Raw -1044643.473092 + Penalty 3026.221859 = -1041617.251233 nChanged 3 SP:Iteration 74Q (1092.147107 sec): 3 clusters Score: Raw -1044644.203878 + Penalty 3026.221859 = -1041617.982019 nChanged 4 SP:Iteration 75Q (1092.215676 sec): 3 clusters Score: Raw -1044644.852081 + Penalty 3026.221859 = -1041618.630222 nChanged 4 SP:Iteration 76Q (1092.283927 sec): 3 clusters Score: Raw -1044645.685394 + Penalty 3026.221859 = -1041619.463535 nChanged 1 SP:Iteration 77Q (1092.351365 sec): 3 clusters Score: Raw -1044645.945142 + Penalty 3026.221859 = -1041619.723283 nChanged 0 SP:Iteration 78F (1092.406772 sec): 3 clusters Score: Raw -1044645.945142 + Penalty 3026.221859 = -1041619.723283 nChanged 0 Trying to split cluster 2 (1463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1092.433831 sec): 2 clusters Score: Raw -124055.719606 + Penalty 1184.339715 = -122871.379891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1092.488078 sec): 3 clusters Score: Raw -123483.317565 + Penalty 2368.679430 = -121114.638134 nChanged 499 SP:Iteration 1F (1092.526781 sec): 3 clusters Score: Raw -123858.840729 + Penalty 2368.679430 = -121490.161298 nChanged 113 SP:Iteration 2F (1092.574939 sec): 3 clusters Score: Raw -123976.994809 + Penalty 2368.679430 = -121608.315379 nChanged 69 SP:Iteration 3Q (1092.625741 sec): 3 clusters Score: Raw -124042.141108 + Penalty 2368.679430 = -121673.461678 nChanged 46 SP:Iteration 4Q (1092.678984 sec): 3 clusters Score: Raw -124077.237436 + Penalty 2368.679430 = -121708.558006 nChanged 27 SP:Iteration 5Q (1092.734674 sec): 3 clusters Score: Raw -124097.659479 + Penalty 2368.679430 = -121728.980048 nChanged 25 SP:Iteration 6Q (1092.785217 sec): 3 clusters Score: Raw -124116.347793 + Penalty 2368.679430 = -121747.668363 nChanged 27 SP:Iteration 7Q (1092.826711 sec): 3 clusters Score: Raw -124139.852176 + Penalty 2368.679430 = -121771.172746 nChanged 20 SP:Iteration 8Q (1092.871042 sec): 3 clusters Score: Raw -124149.589800 + Penalty 2368.679430 = -121780.910370 nChanged 12 SP:Iteration 9Q (1092.913663 sec): 3 clusters Score: Raw -124156.630423 + Penalty 2368.679430 = -121787.950993 nChanged 14 SP:Iteration 10Q (1092.969716 sec): 3 clusters Score: Raw -124165.683519 + Penalty 2368.679430 = -121797.004088 nChanged 10 SP:Iteration 11Q (1093.018098 sec): 3 clusters Score: Raw -124173.016538 + Penalty 2368.679430 = -121804.337107 nChanged 10 SP:Iteration 12Q (1093.064937 sec): 3 clusters Score: Raw -124179.500223 + Penalty 2368.679430 = -121810.820793 nChanged 5 SP:Iteration 13Q (1093.111429 sec): 3 clusters Score: Raw -124182.238239 + Penalty 2368.679430 = -121813.558809 nChanged 4 SP:Iteration 14Q (1093.163100 sec): 3 clusters Score: Raw -124184.909943 + Penalty 2368.679430 = -121816.230513 nChanged 5 SP:Iteration 15Q (1093.208728 sec): 3 clusters Score: Raw -124187.169754 + Penalty 2368.679430 = -121818.490323 nChanged 6 SP:Iteration 16Q (1093.255450 sec): 3 clusters Score: Raw -124193.943720 + Penalty 2368.679430 = -121825.264289 nChanged 9 SP:Iteration 17Q (1093.301768 sec): 3 clusters Score: Raw -124199.116869 + Penalty 2368.679430 = -121830.437438 nChanged 6 SP:Iteration 18Q (1093.349160 sec): 3 clusters Score: Raw -124203.401313 + Penalty 2368.679430 = -121834.721883 nChanged 10 SP:Iteration 19Q (1093.384392 sec): 3 clusters Score: Raw -124210.784513 + Penalty 2368.679430 = -121842.105083 nChanged 10 SP:Iteration 20F (1093.440019 sec): 3 clusters Score: Raw -124215.003147 + Penalty 2368.679430 = -121846.323717 nChanged 7 SP:Iteration 21Q (1093.479303 sec): 3 clusters Score: Raw -124218.468270 + Penalty 2368.679430 = -121849.788839 nChanged 7 SP:Iteration 22Q (1093.527002 sec): 3 clusters Score: Raw -124222.852134 + Penalty 2368.679430 = -121854.172704 nChanged 6 SP:Iteration 23Q (1093.576621 sec): 3 clusters Score: Raw -124225.773668 + Penalty 2368.679430 = -121857.094238 nChanged 5 SP:Iteration 24Q (1093.628360 sec): 3 clusters Score: Raw -124226.877526 + Penalty 2368.679430 = -121858.198095 nChanged 3 SP:Iteration 25Q (1093.674245 sec): 3 clusters Score: Raw -124227.789129 + Penalty 2368.679430 = -121859.109699 nChanged 1 SP:Iteration 26Q (1093.712192 sec): 3 clusters Score: Raw -124228.220501 + Penalty 2368.679430 = -121859.541071 nChanged 1 SP:Iteration 27Q (1093.760048 sec): 3 clusters Score: Raw -124228.442745 + Penalty 2368.679430 = -121859.763314 nChanged 0 SP:Iteration 28F (1093.816459 sec): 3 clusters Score: Raw -124228.442745 + Penalty 2368.679430 = -121859.763314 nChanged 0 Trying to split cluster 3 (6164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1093.836758 sec): 2 clusters Score: Raw -580047.049121 + Penalty 1418.053194 = -578628.995926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1093.902340 sec): 3 clusters Score: Raw -576665.873355 + Penalty 2836.106389 = -573829.766966 nChanged 2583 SP:Iteration 1F (1093.958501 sec): 3 clusters Score: Raw -578143.633644 + Penalty 2836.106389 = -575307.527255 nChanged 431 SP:Iteration 2F (1094.004859 sec): 3 clusters Score: Raw -578366.008163 + Penalty 2836.106389 = -575529.901774 nChanged 343 SP:Iteration 3F (1094.058542 sec): 3 clusters Score: Raw -578543.037310 + Penalty 2836.106389 = -575706.930922 nChanged 296 SP:Iteration 4Q (1094.111944 sec): 3 clusters Score: Raw -578695.715374 + Penalty 2836.106389 = -575859.608985 nChanged 272 SP:Iteration 5Q (1094.180914 sec): 3 clusters Score: Raw -578822.758410 + Penalty 2836.106389 = -575986.652021 nChanged 222 SP:Iteration 6Q (1094.228021 sec): 3 clusters Score: Raw -578911.786462 + Penalty 2836.106389 = -576075.680073 nChanged 186 SP:Iteration 7Q (1094.296231 sec): 3 clusters Score: Raw -578987.392181 + Penalty 2836.106389 = -576151.285792 nChanged 184 SP:Iteration 8Q (1094.357403 sec): 3 clusters Score: Raw -579065.922371 + Penalty 2836.106389 = -576229.815983 nChanged 165 SP:Iteration 9Q (1094.418715 sec): 3 clusters Score: Raw -579139.612018 + Penalty 2836.106389 = -576303.505629 nChanged 132 SP:Iteration 10Q (1094.478248 sec): 3 clusters Score: Raw -579192.477100 + Penalty 2836.106389 = -576356.370711 nChanged 135 SP:Iteration 11Q (1094.536258 sec): 3 clusters Score: Raw -579244.080223 + Penalty 2836.106389 = -576407.973835 nChanged 113 SP:Iteration 12Q (1094.589292 sec): 3 clusters Score: Raw -579279.455181 + Penalty 2836.106389 = -576443.348792 nChanged 103 SP:Iteration 13Q (1094.643835 sec): 3 clusters Score: Raw -579313.658958 + Penalty 2836.106389 = -576477.552569 nChanged 91 SP:Iteration 14Q (1094.701675 sec): 3 clusters Score: Raw -579339.144471 + Penalty 2836.106389 = -576503.038082 nChanged 84 SP:Iteration 15Q (1094.758957 sec): 3 clusters Score: Raw -579363.265933 + Penalty 2836.106389 = -576527.159544 nChanged 72 SP:Iteration 16Q (1094.815248 sec): 3 clusters Score: Raw -579384.195775 + Penalty 2836.106389 = -576548.089386 nChanged 64 SP:Iteration 17Q (1094.865910 sec): 3 clusters Score: Raw -579402.783977 + Penalty 2836.106389 = -576566.677588 nChanged 66 SP:Iteration 18Q (1094.924580 sec): 3 clusters Score: Raw -579422.089338 + Penalty 2836.106389 = -576585.982950 nChanged 62 SP:Iteration 19Q (1094.975216 sec): 3 clusters Score: Raw -579440.923449 + Penalty 2836.106389 = -576604.817060 nChanged 64 SP:Iteration 20F (1095.043906 sec): 3 clusters Score: Raw -579459.895588 + Penalty 2836.106389 = -576623.789199 nChanged 71 SP:Iteration 21Q (1095.087810 sec): 3 clusters Score: Raw -579480.292561 + Penalty 2836.106389 = -576644.186172 nChanged 66 SP:Iteration 22Q (1095.142396 sec): 3 clusters Score: Raw -579500.018556 + Penalty 2836.106389 = -576663.912167 nChanged 68 SP:Iteration 23Q (1095.199474 sec): 3 clusters Score: Raw -579524.749911 + Penalty 2836.106389 = -576688.643522 nChanged 65 SP:Iteration 24Q (1095.265340 sec): 3 clusters Score: Raw -579543.369878 + Penalty 2836.106389 = -576707.263489 nChanged 55 SP:Iteration 25Q (1095.317360 sec): 3 clusters Score: Raw -579558.023702 + Penalty 2836.106389 = -576721.917313 nChanged 61 SP:Iteration 26Q (1095.376862 sec): 3 clusters Score: Raw -579576.118677 + Penalty 2836.106389 = -576740.012288 nChanged 60 SP:Iteration 27Q (1095.426029 sec): 3 clusters Score: Raw -579597.474073 + Penalty 2836.106389 = -576761.367684 nChanged 80 SP:Iteration 28Q (1095.499052 sec): 3 clusters Score: Raw -579630.649673 + Penalty 2836.106389 = -576794.543284 nChanged 74 SP:Iteration 29Q (1095.554932 sec): 3 clusters Score: Raw -579658.943198 + Penalty 2836.106389 = -576822.836809 nChanged 59 SP:Iteration 30Q (1095.604534 sec): 3 clusters Score: Raw -579681.400611 + Penalty 2836.106389 = -576845.294222 nChanged 62 SP:Iteration 31Q (1095.650635 sec): 3 clusters Score: Raw -579707.191068 + Penalty 2836.106389 = -576871.084679 nChanged 52 SP:Iteration 32Q (1095.713076 sec): 3 clusters Score: Raw -579727.411884 + Penalty 2836.106389 = -576891.305496 nChanged 46 SP:Iteration 33Q (1095.768330 sec): 3 clusters Score: Raw -579744.088938 + Penalty 2836.106389 = -576907.982549 nChanged 40 SP:Iteration 34Q (1095.814855 sec): 3 clusters Score: Raw -579758.107652 + Penalty 2836.106389 = -576922.001263 nChanged 46 SP:Iteration 35Q (1095.880153 sec): 3 clusters Score: Raw -579776.372596 + Penalty 2836.106389 = -576940.266208 nChanged 47 SP:Iteration 36Q (1095.939484 sec): 3 clusters Score: Raw -579798.252459 + Penalty 2836.106389 = -576962.146070 nChanged 50 SP:Iteration 37Q (1095.998362 sec): 3 clusters Score: Raw -579819.176585 + Penalty 2836.106389 = -576983.070196 nChanged 52 SP:Iteration 38Q (1096.043285 sec): 3 clusters Score: Raw -579839.190189 + Penalty 2836.106389 = -577003.083800 nChanged 44 SP:Iteration 39Q (1096.096692 sec): 3 clusters Score: Raw -579858.594068 + Penalty 2836.106389 = -577022.487679 nChanged 50 SP:Iteration 40F (1096.164525 sec): 3 clusters Score: Raw -579887.019536 + Penalty 2836.106389 = -577050.913147 nChanged 53 SP:Iteration 41Q (1096.220167 sec): 3 clusters Score: Raw -579919.788448 + Penalty 2836.106389 = -577083.682059 nChanged 60 SP:Iteration 42Q (1096.277393 sec): 3 clusters Score: Raw -579953.063612 + Penalty 2836.106389 = -577116.957223 nChanged 47 SP:Iteration 43Q (1096.334583 sec): 3 clusters Score: Raw -579980.835716 + Penalty 2836.106389 = -577144.729327 nChanged 44 SP:Iteration 44Q (1096.388753 sec): 3 clusters Score: Raw -580006.364762 + Penalty 2836.106389 = -577170.258373 nChanged 41 SP:Iteration 45Q (1096.448946 sec): 3 clusters Score: Raw -580032.186261 + Penalty 2836.106389 = -577196.079873 nChanged 35 SP:Iteration 46Q (1096.489002 sec): 3 clusters Score: Raw -580051.110633 + Penalty 2836.106389 = -577215.004244 nChanged 30 SP:Iteration 47Q (1096.546322 sec): 3 clusters Score: Raw -580066.678846 + Penalty 2836.106389 = -577230.572457 nChanged 21 SP:Iteration 48Q (1096.597634 sec): 3 clusters Score: Raw -580077.235399 + Penalty 2836.106389 = -577241.129010 nChanged 19 SP:Iteration 49Q (1096.653720 sec): 3 clusters Score: Raw -580086.670743 + Penalty 2836.106389 = -577250.564354 nChanged 21 SP:Iteration 50Q (1096.718198 sec): 3 clusters Score: Raw -580100.456527 + Penalty 2836.106389 = -577264.350139 nChanged 15 SP:Iteration 51Q (1096.775911 sec): 3 clusters Score: Raw -580110.648170 + Penalty 2836.106389 = -577274.541781 nChanged 12 SP:Iteration 52Q (1096.830374 sec): 3 clusters Score: Raw -580119.544287 + Penalty 2836.106389 = -577283.437898 nChanged 8 SP:Iteration 53Q (1096.883277 sec): 3 clusters Score: Raw -580123.170378 + Penalty 2836.106389 = -577287.063989 nChanged 10 SP:Iteration 54Q (1096.939167 sec): 3 clusters Score: Raw -580127.645297 + Penalty 2836.106389 = -577291.538908 nChanged 12 SP:Iteration 55Q (1096.994722 sec): 3 clusters Score: Raw -580135.484028 + Penalty 2836.106389 = -577299.377639 nChanged 8 SP:Iteration 56Q (1097.040904 sec): 3 clusters Score: Raw -580142.689178 + Penalty 2836.106389 = -577306.582789 nChanged 9 SP:Iteration 57Q (1097.103364 sec): 3 clusters Score: Raw -580150.057568 + Penalty 2836.106389 = -577313.951180 nChanged 8 SP:Iteration 58Q (1097.159477 sec): 3 clusters Score: Raw -580157.349445 + Penalty 2836.106389 = -577321.243057 nChanged 5 SP:Iteration 59Q (1097.210904 sec): 3 clusters Score: Raw -580161.843409 + Penalty 2836.106389 = -577325.737021 nChanged 3 SP:Iteration 60F (1097.278802 sec): 3 clusters Score: Raw -580163.679695 + Penalty 2836.106389 = -577327.573307 nChanged 1 SP:Iteration 61Q (1097.330062 sec): 3 clusters Score: Raw -580164.343085 + Penalty 2836.106389 = -577328.236696 nChanged 4 SP:Iteration 62Q (1097.385951 sec): 3 clusters Score: Raw -580169.081337 + Penalty 2836.106389 = -577332.974948 nChanged 5 SP:Iteration 63Q (1097.431965 sec): 3 clusters Score: Raw -580173.344257 + Penalty 2836.106389 = -577337.237868 nChanged 4 SP:Iteration 64Q (1097.494025 sec): 3 clusters Score: Raw -580175.456971 + Penalty 2836.106389 = -577339.350583 nChanged 3 SP:Iteration 65Q (1097.554741 sec): 3 clusters Score: Raw -580176.472793 + Penalty 2836.106389 = -577340.366404 nChanged 3 SP:Iteration 66Q (1097.610959 sec): 3 clusters Score: Raw -580177.679662 + Penalty 2836.106389 = -577341.573273 nChanged 1 SP:Iteration 67Q (1097.656201 sec): 3 clusters Score: Raw -580178.421584 + Penalty 2836.106389 = -577342.315195 nChanged 2 SP:Iteration 68Q (1097.706652 sec): 3 clusters Score: Raw -580179.982428 + Penalty 2836.106389 = -577343.876039 nChanged 2 SP:Iteration 69Q (1097.768494 sec): 3 clusters Score: Raw -580182.626935 + Penalty 2836.106389 = -577346.520546 nChanged 4 SP:Iteration 70Q (1097.827337 sec): 3 clusters Score: Raw -580185.068120 + Penalty 2836.106389 = -577348.961731 nChanged 1 SP:Iteration 71Q (1097.871635 sec): 3 clusters Score: Raw -580185.734368 + Penalty 2836.106389 = -577349.627979 nChanged 0 SP:Iteration 72F (1097.936627 sec): 3 clusters Score: Raw -580185.734368 + Penalty 2836.106389 = -577349.627979 nChanged 0 Trying to split cluster 4 (2839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1097.963981 sec): 2 clusters Score: Raw -269288.575835 + Penalty 1292.071163 = -267996.504672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1098.014583 sec): 3 clusters Score: Raw -267975.839256 + Penalty 2584.142326 = -265391.696930 nChanged 1066 SP:Iteration 1F (1098.068449 sec): 3 clusters Score: Raw -268573.099950 + Penalty 2584.142326 = -265988.957624 nChanged 195 SP:Iteration 2F (1098.121942 sec): 3 clusters Score: Raw -268685.220129 + Penalty 2584.142326 = -266101.077803 nChanged 127 SP:Iteration 3Q (1098.164142 sec): 3 clusters Score: Raw -268769.001174 + Penalty 2584.142326 = -266184.858849 nChanged 115 SP:Iteration 4Q (1098.208968 sec): 3 clusters Score: Raw -268846.399037 + Penalty 2584.142326 = -266262.256711 nChanged 99 SP:Iteration 5Q (1098.274070 sec): 3 clusters Score: Raw -268909.780161 + Penalty 2584.142326 = -266325.637835 nChanged 106 SP:Iteration 6Q (1098.327019 sec): 3 clusters Score: Raw -268975.171142 + Penalty 2584.142326 = -266391.028816 nChanged 89 SP:Iteration 7Q (1098.370798 sec): 3 clusters Score: Raw -269029.727359 + Penalty 2584.142326 = -266445.585033 nChanged 91 SP:Iteration 8Q (1098.425773 sec): 3 clusters Score: Raw -269098.267285 + Penalty 2584.142326 = -266514.124959 nChanged 102 SP:Iteration 9Q (1098.476435 sec): 3 clusters Score: Raw -269182.275159 + Penalty 2584.142326 = -266598.132833 nChanged 110 SP:Iteration 10Q (1098.524692 sec): 3 clusters Score: Raw -269287.562505 + Penalty 2584.142326 = -266703.420179 nChanged 117 SP:Iteration 11Q (1098.574595 sec): 3 clusters Score: Raw -269404.558813 + Penalty 2584.142326 = -266820.416487 nChanged 104 SP:Iteration 12Q (1098.635013 sec): 3 clusters Score: Raw -269501.584169 + Penalty 2584.142326 = -266917.441843 nChanged 62 SP:Iteration 13Q (1098.684783 sec): 3 clusters Score: Raw -269554.381705 + Penalty 2584.142326 = -266970.239380 nChanged 59 SP:Iteration 14Q (1098.733007 sec): 3 clusters Score: Raw -269610.032888 + Penalty 2584.142326 = -267025.890562 nChanged 49 SP:Iteration 15Q (1098.786143 sec): 3 clusters Score: Raw -269640.110966 + Penalty 2584.142326 = -267055.968640 nChanged 30 SP:Iteration 16Q (1098.832023 sec): 3 clusters Score: Raw -269658.662029 + Penalty 2584.142326 = -267074.519703 nChanged 25 SP:Iteration 17Q (1098.885282 sec): 3 clusters Score: Raw -269670.687494 + Penalty 2584.142326 = -267086.545168 nChanged 14 SP:Iteration 18Q (1098.944496 sec): 3 clusters Score: Raw -269679.323344 + Penalty 2584.142326 = -267095.181018 nChanged 10 SP:Iteration 19Q (1098.985990 sec): 3 clusters Score: Raw -269683.954878 + Penalty 2584.142326 = -267099.812552 nChanged 4 SP:Iteration 20F (1099.045520 sec): 3 clusters Score: Raw -269686.995384 + Penalty 2584.142326 = -267102.853058 nChanged 4 SP:Iteration 21Q (1099.098850 sec): 3 clusters Score: Raw -269690.302215 + Penalty 2584.142326 = -267106.159890 nChanged 6 SP:Iteration 22Q (1099.150118 sec): 3 clusters Score: Raw -269696.777364 + Penalty 2584.142326 = -267112.635038 nChanged 6 SP:Iteration 23Q (1099.195112 sec): 3 clusters Score: Raw -269700.422187 + Penalty 2584.142326 = -267116.279861 nChanged 4 SP:Iteration 24Q (1099.244136 sec): 3 clusters Score: Raw -269701.986006 + Penalty 2584.142326 = -267117.843680 nChanged 10 SP:Iteration 25Q (1099.305996 sec): 3 clusters Score: Raw -269708.111641 + Penalty 2584.142326 = -267123.969316 nChanged 8 SP:Iteration 26Q (1099.355957 sec): 3 clusters Score: Raw -269712.011517 + Penalty 2584.142326 = -267127.869191 nChanged 4 SP:Iteration 27Q (1099.399762 sec): 3 clusters Score: Raw -269714.808873 + Penalty 2584.142326 = -267130.666547 nChanged 4 SP:Iteration 28Q (1099.461018 sec): 3 clusters Score: Raw -269716.149766 + Penalty 2584.142326 = -267132.007440 nChanged 0 SP:Iteration 29F (1099.508249 sec): 3 clusters Score: Raw -269716.149766 + Penalty 2584.142326 = -267132.007440 nChanged 0 Trying to split cluster 5 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1099.539905 sec): 2 clusters Score: Raw -72282.233617 + Penalty 1130.283799 = -71151.949818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1099.589309 sec): 3 clusters Score: Raw -72034.710678 + Penalty 2260.567598 = -69774.143080 nChanged 360 SP:Iteration 1F (1099.636745 sec): 3 clusters Score: Raw -72586.235951 + Penalty 2260.567598 = -70325.668353 nChanged 133 SP:Iteration 2F (1099.685458 sec): 3 clusters Score: Raw -72824.644442 + Penalty 2260.567598 = -70564.076844 nChanged 65 SP:Iteration 3F (1099.722278 sec): 3 clusters Score: Raw -72897.721153 + Penalty 2260.567598 = -70637.153556 nChanged 22 SP:Iteration 4Q (1099.775787 sec): 3 clusters Score: Raw -72923.755324 + Penalty 2260.567598 = -70663.187727 nChanged 21 SP:Iteration 5Q (1099.819815 sec): 3 clusters Score: Raw -72949.288198 + Penalty 2260.567598 = -70688.720600 nChanged 8 SP:Iteration 6Q (1099.863758 sec): 3 clusters Score: Raw -72957.439785 + Penalty 2260.567598 = -70696.872187 nChanged 5 SP:Iteration 7Q (1099.918027 sec): 3 clusters Score: Raw -72964.115701 + Penalty 2260.567598 = -70703.548103 nChanged 11 SP:Iteration 8Q (1099.966669 sec): 3 clusters Score: Raw -72980.789747 + Penalty 2260.567598 = -70720.222149 nChanged 8 SP:Iteration 9Q (1100.012663 sec): 3 clusters Score: Raw -72989.784557 + Penalty 2260.567598 = -70729.216960 nChanged 8 SP:Iteration 10Q (1100.061740 sec): 3 clusters Score: Raw -72998.512540 + Penalty 2260.567598 = -70737.944942 nChanged 3 SP:Iteration 11Q (1100.112761 sec): 3 clusters Score: Raw -73001.978481 + Penalty 2260.567598 = -70741.410883 nChanged 3 SP:Iteration 12Q (1100.160530 sec): 3 clusters Score: Raw -73005.112828 + Penalty 2260.567598 = -70744.545230 nChanged 3 SP:Iteration 13Q (1100.211638 sec): 3 clusters Score: Raw -73008.073367 + Penalty 2260.567598 = -70747.505769 nChanged 2 SP:Iteration 14Q (1100.256636 sec): 3 clusters Score: Raw -73010.875092 + Penalty 2260.567598 = -70750.307494 nChanged 1 SP:Iteration 15Q (1100.297800 sec): 3 clusters Score: Raw -73011.195891 + Penalty 2260.567598 = -70750.628294 nChanged 1 SP:Iteration 16Q (1100.347266 sec): 3 clusters Score: Raw -73011.779598 + Penalty 2260.567598 = -70751.212000 nChanged 0 SP:Iteration 17F (1100.402883 sec): 3 clusters Score: Raw -73011.779598 + Penalty 2260.567598 = -70751.212000 nChanged 0 Trying to split cluster 6 (4313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1100.435131 sec): 2 clusters Score: Raw -359282.976711 + Penalty 1360.025712 = -357922.950999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1100.483431 sec): 3 clusters Score: Raw -357171.427370 + Penalty 2720.051424 = -354451.375946 nChanged 1730 SP:Iteration 1F (1100.543060 sec): 3 clusters Score: Raw -358488.718168 + Penalty 2720.051424 = -355768.666744 nChanged 416 SP:Iteration 2F (1100.593303 sec): 3 clusters Score: Raw -358898.870848 + Penalty 2720.051424 = -356178.819424 nChanged 335 SP:Iteration 3F (1100.655684 sec): 3 clusters Score: Raw -359198.878532 + Penalty 2720.051424 = -356478.827108 nChanged 255 SP:Iteration 4F (1100.707688 sec): 3 clusters Score: Raw -359397.702048 + Penalty 2720.051424 = -356677.650624 nChanged 220 SP:Iteration 5F (1100.751059 sec): 3 clusters Score: Raw -359545.664232 + Penalty 2720.051424 = -356825.612808 nChanged 173 SP:Iteration 6Q (1100.802085 sec): 3 clusters Score: Raw -359658.861088 + Penalty 2720.051424 = -356938.809664 nChanged 155 SP:Iteration 7Q (1100.853762 sec): 3 clusters Score: Raw -359757.508730 + Penalty 2720.051424 = -357037.457306 nChanged 132 SP:Iteration 8Q (1100.912064 sec): 3 clusters Score: Raw -359853.784581 + Penalty 2720.051424 = -357133.733157 nChanged 131 SP:Iteration 9Q (1100.961824 sec): 3 clusters Score: Raw -359926.294745 + Penalty 2720.051424 = -357206.243321 nChanged 95 SP:Iteration 10Q (1101.016344 sec): 3 clusters Score: Raw -359972.100401 + Penalty 2720.051424 = -357252.048977 nChanged 64 SP:Iteration 11Q (1101.075681 sec): 3 clusters Score: Raw -359999.969389 + Penalty 2720.051424 = -357279.917965 nChanged 50 SP:Iteration 12Q (1101.134094 sec): 3 clusters Score: Raw -360021.236419 + Penalty 2720.051424 = -357301.184995 nChanged 50 SP:Iteration 13Q (1101.186838 sec): 3 clusters Score: Raw -360042.216857 + Penalty 2720.051424 = -357322.165433 nChanged 36 SP:Iteration 14Q (1101.231158 sec): 3 clusters Score: Raw -360056.775114 + Penalty 2720.051424 = -357336.723690 nChanged 43 SP:Iteration 15Q (1101.288793 sec): 3 clusters Score: Raw -360075.235909 + Penalty 2720.051424 = -357355.184485 nChanged 34 SP:Iteration 16Q (1101.339621 sec): 3 clusters Score: Raw -360088.059797 + Penalty 2720.051424 = -357368.008373 nChanged 28 SP:Iteration 17Q (1101.396350 sec): 3 clusters Score: Raw -360095.116183 + Penalty 2720.051424 = -357375.064759 nChanged 16 SP:Iteration 18Q (1101.459071 sec): 3 clusters Score: Raw -360098.259452 + Penalty 2720.051424 = -357378.208028 nChanged 11 SP:Iteration 19Q (1101.512115 sec): 3 clusters Score: Raw -360100.478158 + Penalty 2720.051424 = -357380.426734 nChanged 7 SP:Iteration 20F (1101.562968 sec): 3 clusters Score: Raw -360101.843001 + Penalty 2720.051424 = -357381.791577 nChanged 8 SP:Iteration 21Q (1101.610206 sec): 3 clusters Score: Raw -360103.631432 + Penalty 2720.051424 = -357383.580008 nChanged 4 SP:Iteration 22Q (1101.670064 sec): 3 clusters Score: Raw -360105.060043 + Penalty 2720.051424 = -357385.008619 nChanged 4 SP:Iteration 23Q (1101.715480 sec): 3 clusters Score: Raw -360105.997359 + Penalty 2720.051424 = -357385.945935 nChanged 2 SP:Iteration 24Q (1101.781102 sec): 3 clusters Score: Raw -360107.513722 + Penalty 2720.051424 = -357387.462299 nChanged 5 SP:Iteration 25Q (1101.823456 sec): 3 clusters Score: Raw -360109.119191 + Penalty 2720.051424 = -357389.067767 nChanged 3 SP:Iteration 26Q (1101.888977 sec): 3 clusters Score: Raw -360109.896158 + Penalty 2720.051424 = -357389.844734 nChanged 5 SP:Iteration 27Q (1101.938554 sec): 3 clusters Score: Raw -360111.458226 + Penalty 2720.051424 = -357391.406802 nChanged 7 SP:Iteration 28Q (1101.986211 sec): 3 clusters Score: Raw -360112.750759 + Penalty 2720.051424 = -357392.699336 nChanged 3 SP:Iteration 29Q (1102.051942 sec): 3 clusters Score: Raw -360113.198929 + Penalty 2720.051424 = -357393.147505 nChanged 2 SP:Iteration 30Q (1102.100516 sec): 3 clusters Score: Raw -360113.492647 + Penalty 2720.051424 = -357393.441223 nChanged 3 SP:Iteration 31Q (1102.155344 sec): 3 clusters Score: Raw -360114.038876 + Penalty 2720.051424 = -357393.987452 nChanged 1 SP:Iteration 32Q (1102.207662 sec): 3 clusters Score: Raw -360114.186351 + Penalty 2720.051424 = -357394.134927 nChanged 1 SP:Iteration 33Q (1102.257339 sec): 3 clusters Score: Raw -360114.670042 + Penalty 2720.051424 = -357394.618618 nChanged 1 SP:Iteration 34Q (1102.302302 sec): 3 clusters Score: Raw -360114.761679 + Penalty 2720.051424 = -357394.710255 nChanged 1 SP:Iteration 35Q (1102.360356 sec): 3 clusters Score: Raw -360115.112563 + Penalty 2720.051424 = -357395.061139 nChanged 0 SP:Iteration 36F (1102.418612 sec): 3 clusters Score: Raw -360115.112563 + Penalty 2720.051424 = -357395.061139 nChanged 0 Trying to split cluster 7 (15014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1102.465080 sec): 2 clusters Score: Raw -1437533.629057 + Penalty 1562.719986 = -1435970.909071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1102.532345 sec): 3 clusters Score: Raw -1428686.368903 + Penalty 3125.439973 = -1425560.928930 nChanged 6615 SP:Iteration 1F (1102.605173 sec): 3 clusters Score: Raw -1432290.020665 + Penalty 3125.439973 = -1429164.580692 nChanged 723 SP:Iteration 2Q (1102.683823 sec): 3 clusters Score: Raw -1432522.970160 + Penalty 3125.439973 = -1429397.530187 nChanged 654 SP:Iteration 3Q (1102.756537 sec): 3 clusters Score: Raw -1432722.630519 + Penalty 3125.439973 = -1429597.190546 nChanged 554 SP:Iteration 4Q (1102.832813 sec): 3 clusters Score: Raw -1432898.857719 + Penalty 3125.439973 = -1429773.417746 nChanged 543 SP:Iteration 5Q (1102.908756 sec): 3 clusters Score: Raw -1433082.153462 + Penalty 3125.439973 = -1429956.713489 nChanged 552 SP:Iteration 6Q (1102.983437 sec): 3 clusters Score: Raw -1433272.075655 + Penalty 3125.439973 = -1430146.635682 nChanged 546 SP:Iteration 7Q (1103.058857 sec): 3 clusters Score: Raw -1433477.460357 + Penalty 3125.439973 = -1430352.020384 nChanged 579 SP:Iteration 8Q (1103.133406 sec): 3 clusters Score: Raw -1433718.685250 + Penalty 3125.439973 = -1430593.245277 nChanged 619 SP:Iteration 9Q (1103.208920 sec): 3 clusters Score: Raw -1433981.398876 + Penalty 3125.439973 = -1430855.958903 nChanged 646 SP:Iteration 10Q (1103.284389 sec): 3 clusters Score: Raw -1434282.621622 + Penalty 3125.439973 = -1431157.181649 nChanged 666 SP:Iteration 11Q (1103.356761 sec): 3 clusters Score: Raw -1434634.703356 + Penalty 3125.439973 = -1431509.263384 nChanged 718 SP:Iteration 12Q (1103.432045 sec): 3 clusters Score: Raw -1435082.573450 + Penalty 3125.439973 = -1431957.133477 nChanged 752 SP:Iteration 13F (1103.506439 sec): 3 clusters Score: Raw -1435606.892035 + Penalty 3125.439973 = -1432481.452062 nChanged 757 SP:Iteration 14F (1103.575531 sec): 3 clusters Score: Raw -1436180.086738 + Penalty 3125.439973 = -1433054.646765 nChanged 669 SP:Iteration 15Q (1103.651876 sec): 3 clusters Score: Raw -1436720.439867 + Penalty 3125.439973 = -1433594.999894 nChanged 475 SP:Iteration 16Q (1103.718602 sec): 3 clusters Score: Raw -1437087.822097 + Penalty 3125.439973 = -1433962.382124 nChanged 330 SP:Iteration 17Q (1103.795947 sec): 3 clusters Score: Raw -1437361.162374 + Penalty 3125.439973 = -1434235.722401 nChanged 206 SP:Iteration 18Q (1103.873896 sec): 3 clusters Score: Raw -1437527.014648 + Penalty 3125.439973 = -1434401.574675 nChanged 108 SP:Iteration 19Q (1103.947480 sec): 3 clusters Score: Raw -1437608.333888 + Penalty 3125.439973 = -1434482.893915 nChanged 74 SP:Iteration 20F (1104.018297 sec): 3 clusters Score: Raw -1437663.848485 + Penalty 3125.439973 = -1434538.408512 nChanged 48 SP:Iteration 21Q (1104.083887 sec): 3 clusters Score: Raw -1437699.697525 + Penalty 3125.439973 = -1434574.257552 nChanged 26 SP:Iteration 22Q (1104.155003 sec): 3 clusters Score: Raw -1437721.999418 + Penalty 3125.439973 = -1434596.559445 nChanged 23 SP:Iteration 23Q (1104.222096 sec): 3 clusters Score: Raw -1437740.440120 + Penalty 3125.439973 = -1434615.000147 nChanged 16 SP:Iteration 24Q (1104.287099 sec): 3 clusters Score: Raw -1437753.723054 + Penalty 3125.439973 = -1434628.283081 nChanged 11 SP:Iteration 25Q (1104.351717 sec): 3 clusters Score: Raw -1437762.936412 + Penalty 3125.439973 = -1434637.496439 nChanged 7 SP:Iteration 26Q (1104.417076 sec): 3 clusters Score: Raw -1437770.976654 + Penalty 3125.439973 = -1434645.536681 nChanged 5 SP:Iteration 27Q (1104.494669 sec): 3 clusters Score: Raw -1437774.615611 + Penalty 3125.439973 = -1434649.175638 nChanged 3 SP:Iteration 28Q (1104.563939 sec): 3 clusters Score: Raw -1437777.490311 + Penalty 3125.439973 = -1434652.050338 nChanged 3 SP:Iteration 29Q (1104.632891 sec): 3 clusters Score: Raw -1437780.102508 + Penalty 3125.439973 = -1434654.662535 nChanged 8 SP:Iteration 30Q (1104.701749 sec): 3 clusters Score: Raw -1437788.549620 + Penalty 3125.439973 = -1434663.109647 nChanged 6 SP:Iteration 31Q (1104.772570 sec): 3 clusters Score: Raw -1437793.778628 + Penalty 3125.439973 = -1434668.338655 nChanged 6 SP:Iteration 32Q (1104.840021 sec): 3 clusters Score: Raw -1437798.821149 + Penalty 3125.439973 = -1434673.381176 nChanged 3 SP:Iteration 33Q (1104.903852 sec): 3 clusters Score: Raw -1437801.618122 + Penalty 3125.439973 = -1434676.178150 nChanged 2 SP:Iteration 34Q (1104.962067 sec): 3 clusters Score: Raw -1437802.544471 + Penalty 3125.439973 = -1434677.104498 nChanged 1 SP:Iteration 35Q (1105.031932 sec): 3 clusters Score: Raw -1437803.603545 + Penalty 3125.439973 = -1434678.163572 nChanged 1 SP:Iteration 36Q (1105.090368 sec): 3 clusters Score: Raw -1437803.809210 + Penalty 3125.439973 = -1434678.369237 nChanged 0 SP:Iteration 37F (1105.158743 sec): 3 clusters Score: Raw -1437803.809210 + Penalty 3125.439973 = -1434678.369237 nChanged 0 Trying to split cluster 8 (3880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1105.199616 sec): 2 clusters Score: Raw -357384.258058 + Penalty 1342.833445 = -356041.424613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1105.244184 sec): 3 clusters Score: Raw -355382.945312 + Penalty 2685.666891 = -352697.278422 nChanged 1530 SP:Iteration 1F (1105.310691 sec): 3 clusters Score: Raw -356278.441738 + Penalty 2685.666891 = -353592.774847 nChanged 294 SP:Iteration 2F (1105.366374 sec): 3 clusters Score: Raw -356507.223170 + Penalty 2685.666891 = -353821.556280 nChanged 273 SP:Iteration 3F (1105.407894 sec): 3 clusters Score: Raw -356720.078252 + Penalty 2685.666891 = -354034.411361 nChanged 246 SP:Iteration 4F (1105.468770 sec): 3 clusters Score: Raw -356894.142191 + Penalty 2685.666891 = -354208.475300 nChanged 196 SP:Iteration 5F (1105.513737 sec): 3 clusters Score: Raw -357038.003712 + Penalty 2685.666891 = -354352.336822 nChanged 189 SP:Iteration 6Q (1105.567725 sec): 3 clusters Score: Raw -357166.476820 + Penalty 2685.666891 = -354480.809930 nChanged 163 SP:Iteration 7Q (1105.615115 sec): 3 clusters Score: Raw -357267.147241 + Penalty 2685.666891 = -354581.480350 nChanged 141 SP:Iteration 8Q (1105.678343 sec): 3 clusters Score: Raw -357359.695634 + Penalty 2685.666891 = -354674.028743 nChanged 108 SP:Iteration 9Q (1105.722308 sec): 3 clusters Score: Raw -357430.117066 + Penalty 2685.666891 = -354744.450175 nChanged 86 SP:Iteration 10Q (1105.777397 sec): 3 clusters Score: Raw -357476.311475 + Penalty 2685.666891 = -354790.644584 nChanged 75 SP:Iteration 11Q (1105.822601 sec): 3 clusters Score: Raw -357512.634887 + Penalty 2685.666891 = -354826.967997 nChanged 55 SP:Iteration 12Q (1105.885778 sec): 3 clusters Score: Raw -357533.399411 + Penalty 2685.666891 = -354847.732521 nChanged 25 SP:Iteration 13Q (1105.946355 sec): 3 clusters Score: Raw -357546.578376 + Penalty 2685.666891 = -354860.911486 nChanged 26 SP:Iteration 14Q (1105.990995 sec): 3 clusters Score: Raw -357561.299996 + Penalty 2685.666891 = -354875.633106 nChanged 27 SP:Iteration 15Q (1106.052801 sec): 3 clusters Score: Raw -357570.789728 + Penalty 2685.666891 = -354885.122837 nChanged 18 SP:Iteration 16Q (1106.107764 sec): 3 clusters Score: Raw -357577.358028 + Penalty 2685.666891 = -354891.691137 nChanged 13 SP:Iteration 17Q (1106.150585 sec): 3 clusters Score: Raw -357581.400680 + Penalty 2685.666891 = -354895.733789 nChanged 8 SP:Iteration 18Q (1106.201812 sec): 3 clusters Score: Raw -357584.294173 + Penalty 2685.666891 = -354898.627282 nChanged 8 SP:Iteration 19Q (1106.262380 sec): 3 clusters Score: Raw -357586.367289 + Penalty 2685.666891 = -354900.700398 nChanged 4 SP:Iteration 20F (1106.308465 sec): 3 clusters Score: Raw -357587.422589 + Penalty 2685.666891 = -354901.755698 nChanged 3 SP:Iteration 21Q (1106.368007 sec): 3 clusters Score: Raw -357588.759849 + Penalty 2685.666891 = -354903.092958 nChanged 3 SP:Iteration 22Q (1106.410981 sec): 3 clusters Score: Raw -357590.036286 + Penalty 2685.666891 = -354904.369395 nChanged 4 SP:Iteration 23Q (1106.466607 sec): 3 clusters Score: Raw -357590.894641 + Penalty 2685.666891 = -354905.227751 nChanged 2 SP:Iteration 24Q (1106.525112 sec): 3 clusters Score: Raw -357591.492804 + Penalty 2685.666891 = -354905.825913 nChanged 3 SP:Iteration 25Q (1106.579198 sec): 3 clusters Score: Raw -357592.608642 + Penalty 2685.666891 = -354906.941751 nChanged 2 SP:Iteration 26Q (1106.633449 sec): 3 clusters Score: Raw -357593.033317 + Penalty 2685.666891 = -354907.366426 nChanged 2 SP:Iteration 27Q (1106.677606 sec): 3 clusters Score: Raw -357593.568532 + Penalty 2685.666891 = -354907.901641 nChanged 1 SP:Iteration 28Q (1106.739817 sec): 3 clusters Score: Raw -357593.696045 + Penalty 2685.666891 = -354908.029154 nChanged 1 SP:Iteration 29Q (1106.780825 sec): 3 clusters Score: Raw -357593.924279 + Penalty 2685.666891 = -354908.257388 nChanged 0 SP:Iteration 30F (1106.834426 sec): 3 clusters Score: Raw -357593.924279 + Penalty 2685.666891 = -354908.257388 nChanged 0 Trying to split cluster 9 (29283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1106.908771 sec): 2 clusters Score: Raw -2674270.503654 + Penalty 1671.273894 = -2672599.229761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1106.998261 sec): 3 clusters Score: Raw -2656327.498119 + Penalty 3342.547787 = -2652984.950331 nChanged 13387 SP:Iteration 1F (1107.091201 sec): 3 clusters Score: Raw -2663706.191420 + Penalty 3342.547787 = -2660363.643633 nChanged 1480 SP:Iteration 2F (1107.196824 sec): 3 clusters Score: Raw -2664359.278420 + Penalty 3342.547787 = -2661016.730633 nChanged 1566 SP:Iteration 3F (1107.295213 sec): 3 clusters Score: Raw -2665153.884515 + Penalty 3342.547787 = -2661811.336728 nChanged 1608 SP:Iteration 4F (1107.386325 sec): 3 clusters Score: Raw -2666092.305582 + Penalty 3342.547787 = -2662749.757795 nChanged 1672 SP:Iteration 5F (1107.486648 sec): 3 clusters Score: Raw -2667140.871422 + Penalty 3342.547787 = -2663798.323635 nChanged 1688 SP:Iteration 6F (1107.580552 sec): 3 clusters Score: Raw -2668257.225353 + Penalty 3342.547787 = -2664914.677566 nChanged 1622 SP:Iteration 7F (1107.678354 sec): 3 clusters Score: Raw -2669253.448020 + Penalty 3342.547787 = -2665910.900233 nChanged 1450 SP:Iteration 8Q (1107.774619 sec): 3 clusters Score: Raw -2670002.146308 + Penalty 3342.547787 = -2666659.598521 nChanged 1157 SP:Iteration 9Q (1107.871272 sec): 3 clusters Score: Raw -2670512.409856 + Penalty 3342.547787 = -2667169.862068 nChanged 909 SP:Iteration 10Q (1107.967686 sec): 3 clusters Score: Raw -2670845.224415 + Penalty 3342.547787 = -2667502.676627 nChanged 667 SP:Iteration 11Q (1108.062472 sec): 3 clusters Score: Raw -2671066.644983 + Penalty 3342.547787 = -2667724.097196 nChanged 582 SP:Iteration 12Q (1108.150297 sec): 3 clusters Score: Raw -2671252.614886 + Penalty 3342.547787 = -2667910.067099 nChanged 508 SP:Iteration 13Q (1108.247088 sec): 3 clusters Score: Raw -2671405.773262 + Penalty 3342.547787 = -2668063.225475 nChanged 482 SP:Iteration 14Q (1108.348595 sec): 3 clusters Score: Raw -2671553.875298 + Penalty 3342.547787 = -2668211.327511 nChanged 462 SP:Iteration 15Q (1108.433695 sec): 3 clusters Score: Raw -2671698.811130 + Penalty 3342.547787 = -2668356.263343 nChanged 458 SP:Iteration 16Q (1108.525338 sec): 3 clusters Score: Raw -2671841.916764 + Penalty 3342.547787 = -2668499.368977 nChanged 458 SP:Iteration 17Q (1108.632263 sec): 3 clusters Score: Raw -2672001.463021 + Penalty 3342.547787 = -2668658.915234 nChanged 454 SP:Iteration 18Q (1108.723388 sec): 3 clusters Score: Raw -2672159.549187 + Penalty 3342.547787 = -2668817.001400 nChanged 459 SP:Iteration 19Q (1108.811701 sec): 3 clusters Score: Raw -2672333.379114 + Penalty 3342.547787 = -2668990.831327 nChanged 465 SP:Iteration 20F (1108.908628 sec): 3 clusters Score: Raw -2672526.137456 + Penalty 3342.547787 = -2669183.589669 nChanged 472 SP:Iteration 21Q (1109.007047 sec): 3 clusters Score: Raw -2672736.087209 + Penalty 3342.547787 = -2669393.539422 nChanged 477 SP:Iteration 22Q (1109.096852 sec): 3 clusters Score: Raw -2672949.094946 + Penalty 3342.547787 = -2669606.547159 nChanged 440 SP:Iteration 23Q (1109.203750 sec): 3 clusters Score: Raw -2673155.030114 + Penalty 3342.547787 = -2669812.482327 nChanged 431 SP:Iteration 24Q (1109.298687 sec): 3 clusters Score: Raw -2673359.167420 + Penalty 3342.547787 = -2670016.619633 nChanged 399 SP:Iteration 25Q (1109.388990 sec): 3 clusters Score: Raw -2673555.377018 + Penalty 3342.547787 = -2670212.829230 nChanged 367 SP:Iteration 26Q (1109.489177 sec): 3 clusters Score: Raw -2673747.830693 + Penalty 3342.547787 = -2670405.282906 nChanged 308 SP:Iteration 27Q (1109.574556 sec): 3 clusters Score: Raw -2673923.089698 + Penalty 3342.547787 = -2670580.541911 nChanged 245 SP:Iteration 28Q (1109.665728 sec): 3 clusters Score: Raw -2674053.904699 + Penalty 3342.547787 = -2670711.356912 nChanged 197 SP:Iteration 29Q (1109.742139 sec): 3 clusters Score: Raw -2674161.348784 + Penalty 3342.547787 = -2670818.800997 nChanged 153 SP:Iteration 30Q (1109.839717 sec): 3 clusters Score: Raw -2674246.945858 + Penalty 3342.547787 = -2670904.398071 nChanged 129 SP:Iteration 31Q (1109.923666 sec): 3 clusters Score: Raw -2674320.709869 + Penalty 3342.547787 = -2670978.162082 nChanged 100 SP:Iteration 32Q (1110.013517 sec): 3 clusters Score: Raw -2674378.417271 + Penalty 3342.547787 = -2671035.869484 nChanged 74 SP:Iteration 33Q (1110.098066 sec): 3 clusters Score: Raw -2674415.873605 + Penalty 3342.547787 = -2671073.325818 nChanged 48 SP:Iteration 34Q (1110.184179 sec): 3 clusters Score: Raw -2674443.677032 + Penalty 3342.547787 = -2671101.129245 nChanged 44 SP:Iteration 35Q (1110.267047 sec): 3 clusters Score: Raw -2674463.822706 + Penalty 3342.547787 = -2671121.274919 nChanged 36 SP:Iteration 36Q (1110.346073 sec): 3 clusters Score: Raw -2674480.657785 + Penalty 3342.547787 = -2671138.109998 nChanged 25 SP:Iteration 37Q (1110.436570 sec): 3 clusters Score: Raw -2674490.943930 + Penalty 3342.547787 = -2671148.396143 nChanged 14 SP:Iteration 38Q (1110.529568 sec): 3 clusters Score: Raw -2674499.024601 + Penalty 3342.547787 = -2671156.476814 nChanged 18 SP:Iteration 39Q (1110.605913 sec): 3 clusters Score: Raw -2674508.962754 + Penalty 3342.547787 = -2671166.414967 nChanged 19 SP:Iteration 40F (1110.708969 sec): 3 clusters Score: Raw -2674518.891904 + Penalty 3342.547787 = -2671176.344117 nChanged 19 SP:Iteration 41Q (1110.796738 sec): 3 clusters Score: Raw -2674528.304285 + Penalty 3342.547787 = -2671185.756498 nChanged 16 SP:Iteration 42Q (1110.882989 sec): 3 clusters Score: Raw -2674537.863860 + Penalty 3342.547787 = -2671195.316073 nChanged 12 SP:Iteration 43Q (1110.960643 sec): 3 clusters Score: Raw -2674545.221870 + Penalty 3342.547787 = -2671202.674083 nChanged 9 SP:Iteration 44Q (1111.054474 sec): 3 clusters Score: Raw -2674549.120585 + Penalty 3342.547787 = -2671206.572798 nChanged 5 SP:Iteration 45Q (1111.146460 sec): 3 clusters Score: Raw -2674551.607812 + Penalty 3342.547787 = -2671209.060024 nChanged 7 SP:Iteration 46Q (1111.236003 sec): 3 clusters Score: Raw -2674556.652069 + Penalty 3342.547787 = -2671214.104282 nChanged 12 SP:Iteration 47Q (1111.316291 sec): 3 clusters Score: Raw -2674563.011488 + Penalty 3342.547787 = -2671220.463701 nChanged 7 SP:Iteration 48Q (1111.409500 sec): 3 clusters Score: Raw -2674567.697179 + Penalty 3342.547787 = -2671225.149392 nChanged 8 SP:Iteration 49Q (1111.500252 sec): 3 clusters Score: Raw -2674573.797885 + Penalty 3342.547787 = -2671231.250098 nChanged 10 SP:Iteration 50Q (1111.587050 sec): 3 clusters Score: Raw -2674577.987539 + Penalty 3342.547787 = -2671235.439752 nChanged 5 SP:Iteration 51Q (1111.672698 sec): 3 clusters Score: Raw -2674579.947007 + Penalty 3342.547787 = -2671237.399220 nChanged 6 SP:Iteration 52Q (1111.755626 sec): 3 clusters Score: Raw -2674583.298141 + Penalty 3342.547787 = -2671240.750354 nChanged 4 SP:Iteration 53Q (1111.854577 sec): 3 clusters Score: Raw -2674588.894407 + Penalty 3342.547787 = -2671246.346620 nChanged 9 SP:Iteration 54Q (1111.939457 sec): 3 clusters Score: Raw -2674592.823947 + Penalty 3342.547787 = -2671250.276160 nChanged 2 SP:Iteration 55Q (1112.027677 sec): 3 clusters Score: Raw -2674593.557692 + Penalty 3342.547787 = -2671251.009905 nChanged 4 SP:Iteration 56Q (1112.117114 sec): 3 clusters Score: Raw -2674594.686370 + Penalty 3342.547787 = -2671252.138583 nChanged 3 SP:Iteration 57Q (1112.205760 sec): 3 clusters Score: Raw -2674595.418247 + Penalty 3342.547787 = -2671252.870460 nChanged 3 SP:Iteration 58Q (1112.291548 sec): 3 clusters Score: Raw -2674597.342388 + Penalty 3342.547787 = -2671254.794601 nChanged 5 SP:Iteration 59Q (1112.377792 sec): 3 clusters Score: Raw -2674600.240635 + Penalty 3342.547787 = -2671257.692848 nChanged 4 SP:Iteration 60F (1112.475428 sec): 3 clusters Score: Raw -2674601.879899 + Penalty 3342.547787 = -2671259.332112 nChanged 3 SP:Iteration 61Q (1112.554688 sec): 3 clusters Score: Raw -2674603.195177 + Penalty 3342.547787 = -2671260.647390 nChanged 1 SP:Iteration 62Q (1112.639386 sec): 3 clusters Score: Raw -2674603.503159 + Penalty 3342.547787 = -2671260.955372 nChanged 0 SP:Iteration 63F (1112.744239 sec): 3 clusters Score: Raw -2674603.503159 + Penalty 3342.547787 = -2671260.955372 nChanged 0 Trying to split cluster 10 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1112.772461 sec): 2 clusters Score: Raw -10657.491089 + Penalty 846.541500 = -9810.949589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1112.821627 sec): 3 clusters Score: Raw -10866.221864 + Penalty 1693.083000 = -9173.138864 nChanged 22 SP:Iteration 1F (1112.864410 sec): 3 clusters Score: Raw -10931.329844 + Penalty 1693.083000 = -9238.246845 nChanged 7 SP:Iteration 2Q (1112.906577 sec): 3 clusters Score: Raw -10944.169689 + Penalty 1693.083000 = -9251.086690 nChanged 1 SP:Iteration 3Q (1112.961309 sec): 3 clusters Score: Raw -10948.515932 + Penalty 1693.083000 = -9255.432932 nChanged 0 SP:Iteration 4F (1113.014974 sec): 3 clusters Score: Raw -10948.515932 + Penalty 1693.083000 = -9255.432932 nChanged 0 Trying to split cluster 11 (4477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1113.049241 sec): 2 clusters Score: Raw -381670.946931 + Penalty 1366.090124 = -380304.856806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1113.108095 sec): 3 clusters Score: Raw -379545.703471 + Penalty 2732.180249 = -376813.523223 nChanged 1777 SP:Iteration 1F (1113.156191 sec): 3 clusters Score: Raw -380898.674019 + Penalty 2732.180249 = -378166.493770 nChanged 471 SP:Iteration 2F (1113.218335 sec): 3 clusters Score: Raw -381330.777694 + Penalty 2732.180249 = -378598.597446 nChanged 378 SP:Iteration 3F (1113.264423 sec): 3 clusters Score: Raw -381691.070625 + Penalty 2732.180249 = -378958.890376 nChanged 319 SP:Iteration 4F (1113.327432 sec): 3 clusters Score: Raw -381969.457471 + Penalty 2732.180249 = -379237.277223 nChanged 256 SP:Iteration 5F (1113.372298 sec): 3 clusters Score: Raw -382155.989925 + Penalty 2732.180249 = -379423.809676 nChanged 184 SP:Iteration 6Q (1113.437883 sec): 3 clusters Score: Raw -382289.156422 + Penalty 2732.180249 = -379556.976173 nChanged 132 SP:Iteration 7Q (1113.487480 sec): 3 clusters Score: Raw -382377.702760 + Penalty 2732.180249 = -379645.522511 nChanged 104 SP:Iteration 8Q (1113.546939 sec): 3 clusters Score: Raw -382437.556374 + Penalty 2732.180249 = -379705.376125 nChanged 69 SP:Iteration 9Q (1113.602611 sec): 3 clusters Score: Raw -382472.205476 + Penalty 2732.180249 = -379740.025227 nChanged 59 SP:Iteration 10Q (1113.657551 sec): 3 clusters Score: Raw -382501.958891 + Penalty 2732.180249 = -379769.778642 nChanged 55 SP:Iteration 11Q (1113.698612 sec): 3 clusters Score: Raw -382532.413416 + Penalty 2732.180249 = -379800.233167 nChanged 51 SP:Iteration 12Q (1113.761261 sec): 3 clusters Score: Raw -382559.430306 + Penalty 2732.180249 = -379827.250057 nChanged 40 SP:Iteration 13Q (1113.810510 sec): 3 clusters Score: Raw -382576.628358 + Penalty 2732.180249 = -379844.448109 nChanged 39 SP:Iteration 14Q (1113.864228 sec): 3 clusters Score: Raw -382595.970006 + Penalty 2732.180249 = -379863.789757 nChanged 42 SP:Iteration 15Q (1113.919740 sec): 3 clusters Score: Raw -382615.326459 + Penalty 2732.180249 = -379883.146210 nChanged 42 SP:Iteration 16Q (1113.981801 sec): 3 clusters Score: Raw -382635.329539 + Penalty 2732.180249 = -379903.149290 nChanged 38 SP:Iteration 17Q (1114.034543 sec): 3 clusters Score: Raw -382654.239148 + Penalty 2732.180249 = -379922.058899 nChanged 31 SP:Iteration 18Q (1114.090419 sec): 3 clusters Score: Raw -382668.134691 + Penalty 2732.180249 = -379935.954442 nChanged 25 SP:Iteration 19Q (1114.133585 sec): 3 clusters Score: Raw -382680.803428 + Penalty 2732.180249 = -379948.623179 nChanged 25 SP:Iteration 20F (1114.199853 sec): 3 clusters Score: Raw -382693.722491 + Penalty 2732.180249 = -379961.542242 nChanged 25 SP:Iteration 21Q (1114.254603 sec): 3 clusters Score: Raw -382706.293068 + Penalty 2732.180249 = -379974.112819 nChanged 19 SP:Iteration 22Q (1114.310433 sec): 3 clusters Score: Raw -382717.183245 + Penalty 2732.180249 = -379985.002996 nChanged 9 SP:Iteration 23Q (1114.353154 sec): 3 clusters Score: Raw -382722.123982 + Penalty 2732.180249 = -379989.943733 nChanged 9 SP:Iteration 24Q (1114.415543 sec): 3 clusters Score: Raw -382727.121274 + Penalty 2732.180249 = -379994.941025 nChanged 5 SP:Iteration 25Q (1114.456421 sec): 3 clusters Score: Raw -382729.217885 + Penalty 2732.180249 = -379997.037636 nChanged 6 SP:Iteration 26Q (1114.516761 sec): 3 clusters Score: Raw -382731.212289 + Penalty 2732.180249 = -379999.032040 nChanged 5 SP:Iteration 27Q (1114.563265 sec): 3 clusters Score: Raw -382732.987294 + Penalty 2732.180249 = -380000.807045 nChanged 2 SP:Iteration 28Q (1114.620001 sec): 3 clusters Score: Raw -382733.850255 + Penalty 2732.180249 = -380001.670006 nChanged 3 SP:Iteration 29Q (1114.668879 sec): 3 clusters Score: Raw -382734.472022 + Penalty 2732.180249 = -380002.291773 nChanged 3 SP:Iteration 30Q (1114.724097 sec): 3 clusters Score: Raw -382735.246506 + Penalty 2732.180249 = -380003.066258 nChanged 2 SP:Iteration 31Q (1114.779421 sec): 3 clusters Score: Raw -382735.852286 + Penalty 2732.180249 = -380003.672037 nChanged 1 SP:Iteration 32Q (1114.831058 sec): 3 clusters Score: Raw -382736.106279 + Penalty 2732.180249 = -380003.926030 nChanged 1 SP:Iteration 33Q (1114.875363 sec): 3 clusters Score: Raw -382736.386243 + Penalty 2732.180249 = -380004.205995 nChanged 1 SP:Iteration 34Q (1114.938545 sec): 3 clusters Score: Raw -382736.739268 + Penalty 2732.180249 = -380004.559019 nChanged 0 SP:Iteration 35F (1114.995077 sec): 3 clusters Score: Raw -382736.739268 + Penalty 2732.180249 = -380004.559019 nChanged 0 Trying to split cluster 12 (4014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1115.013417 sec): 2 clusters Score: Raw -334509.419555 + Penalty 1348.350824 = -333161.068731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1115.079573 sec): 3 clusters Score: Raw -332586.500007 + Penalty 2696.701647 = -329889.798360 nChanged 1568 SP:Iteration 1F (1115.133356 sec): 3 clusters Score: Raw -333556.424053 + Penalty 2696.701647 = -330859.722406 nChanged 347 SP:Iteration 2F (1115.174243 sec): 3 clusters Score: Raw -333791.866505 + Penalty 2696.701647 = -331095.164858 nChanged 243 SP:Iteration 3F (1115.232480 sec): 3 clusters Score: Raw -333936.216104 + Penalty 2696.701647 = -331239.514457 nChanged 192 SP:Iteration 4Q (1115.293219 sec): 3 clusters Score: Raw -334039.120453 + Penalty 2696.701647 = -331342.418806 nChanged 145 SP:Iteration 5Q (1115.347600 sec): 3 clusters Score: Raw -334120.245763 + Penalty 2696.701647 = -331423.544116 nChanged 140 SP:Iteration 6Q (1115.398856 sec): 3 clusters Score: Raw -334192.505888 + Penalty 2696.701647 = -331495.804241 nChanged 110 SP:Iteration 7Q (1115.455775 sec): 3 clusters Score: Raw -334250.936137 + Penalty 2696.701647 = -331554.234490 nChanged 104 SP:Iteration 8Q (1115.508233 sec): 3 clusters Score: Raw -334300.178970 + Penalty 2696.701647 = -331603.477323 nChanged 94 SP:Iteration 9Q (1115.560821 sec): 3 clusters Score: Raw -334349.769615 + Penalty 2696.701647 = -331653.067968 nChanged 99 SP:Iteration 10Q (1115.606353 sec): 3 clusters Score: Raw -334404.179723 + Penalty 2696.701647 = -331707.478076 nChanged 86 SP:Iteration 11Q (1115.667885 sec): 3 clusters Score: Raw -334445.973957 + Penalty 2696.701647 = -331749.272310 nChanged 78 SP:Iteration 12Q (1115.719816 sec): 3 clusters Score: Raw -334482.858773 + Penalty 2696.701647 = -331786.157126 nChanged 76 SP:Iteration 13Q (1115.776500 sec): 3 clusters Score: Raw -334519.813652 + Penalty 2696.701647 = -331823.112005 nChanged 81 SP:Iteration 14Q (1115.832924 sec): 3 clusters Score: Raw -334559.877490 + Penalty 2696.701647 = -331863.175843 nChanged 72 SP:Iteration 15Q (1115.882971 sec): 3 clusters Score: Raw -334593.584529 + Penalty 2696.701647 = -331896.882882 nChanged 61 SP:Iteration 16Q (1115.931831 sec): 3 clusters Score: Raw -334626.128929 + Penalty 2696.701647 = -331929.427282 nChanged 65 SP:Iteration 17Q (1115.980514 sec): 3 clusters Score: Raw -334665.262708 + Penalty 2696.701647 = -331968.561061 nChanged 60 SP:Iteration 18Q (1116.044433 sec): 3 clusters Score: Raw -334697.832139 + Penalty 2696.701647 = -332001.130492 nChanged 56 SP:Iteration 19Q (1116.099201 sec): 3 clusters Score: Raw -334727.204231 + Penalty 2696.701647 = -332030.502584 nChanged 39 SP:Iteration 20F (1116.150865 sec): 3 clusters Score: Raw -334753.190177 + Penalty 2696.701647 = -332056.488530 nChanged 28 SP:Iteration 21Q (1116.201381 sec): 3 clusters Score: Raw -334770.354953 + Penalty 2696.701647 = -332073.653306 nChanged 26 SP:Iteration 22Q (1116.247081 sec): 3 clusters Score: Raw -334786.297302 + Penalty 2696.701647 = -332089.595655 nChanged 26 SP:Iteration 23Q (1116.300371 sec): 3 clusters Score: Raw -334801.457623 + Penalty 2696.701647 = -332104.755976 nChanged 21 SP:Iteration 24Q (1116.353691 sec): 3 clusters Score: Raw -334815.347152 + Penalty 2696.701647 = -332118.645505 nChanged 21 SP:Iteration 25Q (1116.409671 sec): 3 clusters Score: Raw -334828.767022 + Penalty 2696.701647 = -332132.065375 nChanged 16 SP:Iteration 26Q (1116.453756 sec): 3 clusters Score: Raw -334840.305061 + Penalty 2696.701647 = -332143.603414 nChanged 15 SP:Iteration 27Q (1116.518450 sec): 3 clusters Score: Raw -334852.618627 + Penalty 2696.701647 = -332155.916980 nChanged 15 SP:Iteration 28Q (1116.575981 sec): 3 clusters Score: Raw -334858.884621 + Penalty 2696.701647 = -332162.182974 nChanged 10 SP:Iteration 29Q (1116.620272 sec): 3 clusters Score: Raw -334863.749990 + Penalty 2696.701647 = -332167.048343 nChanged 8 SP:Iteration 30Q (1116.672570 sec): 3 clusters Score: Raw -334868.601634 + Penalty 2696.701647 = -332171.899987 nChanged 8 SP:Iteration 31Q (1116.721703 sec): 3 clusters Score: Raw -334873.120108 + Penalty 2696.701647 = -332176.418461 nChanged 8 SP:Iteration 32Q (1116.767413 sec): 3 clusters Score: Raw -334877.229549 + Penalty 2696.701647 = -332180.527902 nChanged 9 SP:Iteration 33Q (1116.823439 sec): 3 clusters Score: Raw -334880.916058 + Penalty 2696.701647 = -332184.214411 nChanged 5 SP:Iteration 34Q (1116.880499 sec): 3 clusters Score: Raw -334882.998867 + Penalty 2696.701647 = -332186.297220 nChanged 3 SP:Iteration 35Q (1116.940478 sec): 3 clusters Score: Raw -334885.542590 + Penalty 2696.701647 = -332188.840943 nChanged 3 SP:Iteration 36Q (1116.993800 sec): 3 clusters Score: Raw -334888.788259 + Penalty 2696.701647 = -332192.086612 nChanged 5 SP:Iteration 37Q (1117.037861 sec): 3 clusters Score: Raw -334894.727331 + Penalty 2696.701647 = -332198.025684 nChanged 6 SP:Iteration 38Q (1117.099003 sec): 3 clusters Score: Raw -334902.004666 + Penalty 2696.701647 = -332205.303019 nChanged 9 SP:Iteration 39Q (1117.150495 sec): 3 clusters Score: Raw -334912.311084 + Penalty 2696.701647 = -332215.609436 nChanged 9 SP:Iteration 40F (1117.203994 sec): 3 clusters Score: Raw -334933.736933 + Penalty 2696.701647 = -332237.035286 nChanged 17 SP:Iteration 41Q (1117.257055 sec): 3 clusters Score: Raw -334950.680556 + Penalty 2696.701647 = -332253.978909 nChanged 17 SP:Iteration 42Q (1117.306146 sec): 3 clusters Score: Raw -334962.655933 + Penalty 2696.701647 = -332265.954286 nChanged 11 SP:Iteration 43Q (1117.353458 sec): 3 clusters Score: Raw -334970.609467 + Penalty 2696.701647 = -332273.907820 nChanged 13 SP:Iteration 44Q (1117.391869 sec): 3 clusters Score: Raw -334977.712620 + Penalty 2696.701647 = -332281.010973 nChanged 12 SP:Iteration 45Q (1117.443726 sec): 3 clusters Score: Raw -334984.193012 + Penalty 2696.701647 = -332287.491365 nChanged 8 SP:Iteration 46Q (1117.505118 sec): 3 clusters Score: Raw -334992.511231 + Penalty 2696.701647 = -332295.809584 nChanged 10 SP:Iteration 47Q (1117.558903 sec): 3 clusters Score: Raw -334998.940566 + Penalty 2696.701647 = -332302.238919 nChanged 8 SP:Iteration 48Q (1117.615272 sec): 3 clusters Score: Raw -335002.980791 + Penalty 2696.701647 = -332306.279144 nChanged 7 SP:Iteration 49Q (1117.656255 sec): 3 clusters Score: Raw -335006.310387 + Penalty 2696.701647 = -332309.608740 nChanged 4 SP:Iteration 50Q (1117.710133 sec): 3 clusters Score: Raw -335008.321021 + Penalty 2696.701647 = -332311.619374 nChanged 3 SP:Iteration 51Q (1117.769200 sec): 3 clusters Score: Raw -335009.130887 + Penalty 2696.701647 = -332312.429240 nChanged 1 SP:Iteration 52Q (1117.817227 sec): 3 clusters Score: Raw -335009.530289 + Penalty 2696.701647 = -332312.828642 nChanged 1 SP:Iteration 53Q (1117.870953 sec): 3 clusters Score: Raw -335009.679244 + Penalty 2696.701647 = -332312.977597 nChanged 2 SP:Iteration 54Q (1117.928818 sec): 3 clusters Score: Raw -335010.775422 + Penalty 2696.701647 = -332314.073774 nChanged 2 SP:Iteration 55Q (1117.987881 sec): 3 clusters Score: Raw -335011.458568 + Penalty 2696.701647 = -332314.756921 nChanged 2 SP:Iteration 56Q (1118.033996 sec): 3 clusters Score: Raw -335012.644658 + Penalty 2696.701647 = -332315.943011 nChanged 1 SP:Iteration 57Q (1118.084590 sec): 3 clusters Score: Raw -335013.132384 + Penalty 2696.701647 = -332316.430737 nChanged 1 SP:Iteration 58Q (1118.127417 sec): 3 clusters Score: Raw -335013.447932 + Penalty 2696.701647 = -332316.746285 nChanged 0 SP:Iteration 59F (1118.175887 sec): 3 clusters Score: Raw -335013.447932 + Penalty 2696.701647 = -332316.746285 nChanged 0 Trying to split cluster 13 (2266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1118.202786 sec): 2 clusters Score: Raw -183227.108109 + Penalty 1255.437859 = -181971.670250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1118.260798 sec): 3 clusters Score: Raw -182267.115517 + Penalty 2510.875719 = -179756.239799 nChanged 826 SP:Iteration 1F (1118.308149 sec): 3 clusters Score: Raw -182870.804075 + Penalty 2510.875719 = -180359.928357 nChanged 218 SP:Iteration 2F (1118.355661 sec): 3 clusters Score: Raw -183067.126660 + Penalty 2510.875719 = -180556.250942 nChanged 143 SP:Iteration 3F (1118.403308 sec): 3 clusters Score: Raw -183198.979171 + Penalty 2510.875719 = -180688.103452 nChanged 111 SP:Iteration 4Q (1118.450835 sec): 3 clusters Score: Raw -183303.153932 + Penalty 2510.875719 = -180792.278214 nChanged 95 SP:Iteration 5Q (1118.498313 sec): 3 clusters Score: Raw -183393.917264 + Penalty 2510.875719 = -180883.041546 nChanged 69 SP:Iteration 6Q (1118.545905 sec): 3 clusters Score: Raw -183453.091465 + Penalty 2510.875719 = -180942.215746 nChanged 52 SP:Iteration 7Q (1118.582596 sec): 3 clusters Score: Raw -183485.600466 + Penalty 2510.875719 = -180974.724748 nChanged 38 SP:Iteration 8Q (1118.635198 sec): 3 clusters Score: Raw -183509.483229 + Penalty 2510.875719 = -180998.607511 nChanged 32 SP:Iteration 9Q (1118.682674 sec): 3 clusters Score: Raw -183528.278645 + Penalty 2510.875719 = -181017.402926 nChanged 25 SP:Iteration 10Q (1118.729614 sec): 3 clusters Score: Raw -183545.769866 + Penalty 2510.875719 = -181034.894147 nChanged 22 SP:Iteration 11Q (1118.777110 sec): 3 clusters Score: Raw -183557.808936 + Penalty 2510.875719 = -181046.933218 nChanged 16 SP:Iteration 12Q (1118.820550 sec): 3 clusters Score: Raw -183565.483255 + Penalty 2510.875719 = -181054.607536 nChanged 16 SP:Iteration 13Q (1118.873678 sec): 3 clusters Score: Raw -183571.965950 + Penalty 2510.875719 = -181061.090232 nChanged 14 SP:Iteration 14Q (1118.926253 sec): 3 clusters Score: Raw -183577.611892 + Penalty 2510.875719 = -181066.736173 nChanged 13 SP:Iteration 15Q (1118.971113 sec): 3 clusters Score: Raw -183582.866921 + Penalty 2510.875719 = -181071.991202 nChanged 10 SP:Iteration 16Q (1119.027641 sec): 3 clusters Score: Raw -183588.393606 + Penalty 2510.875719 = -181077.517887 nChanged 14 SP:Iteration 17Q (1119.078804 sec): 3 clusters Score: Raw -183595.197461 + Penalty 2510.875719 = -181084.321742 nChanged 6 SP:Iteration 18Q (1119.119750 sec): 3 clusters Score: Raw -183597.677966 + Penalty 2510.875719 = -181086.802247 nChanged 5 SP:Iteration 19Q (1119.176988 sec): 3 clusters Score: Raw -183599.445335 + Penalty 2510.875719 = -181088.569616 nChanged 3 SP:Iteration 20F (1119.214779 sec): 3 clusters Score: Raw -183600.573731 + Penalty 2510.875719 = -181089.698012 nChanged 0 Trying to split cluster 14 (1352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1119.252034 sec): 2 clusters Score: Raw -117789.540012 + Penalty 1171.517792 = -116618.022220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1119.294721 sec): 3 clusters Score: Raw -117296.963301 + Penalty 2343.035583 = -114953.927718 nChanged 429 SP:Iteration 1F (1119.332019 sec): 3 clusters Score: Raw -117664.601442 + Penalty 2343.035583 = -115321.565859 nChanged 110 SP:Iteration 2F (1119.384046 sec): 3 clusters Score: Raw -117802.337882 + Penalty 2343.035583 = -115459.302299 nChanged 80 SP:Iteration 3F (1119.435520 sec): 3 clusters Score: Raw -117884.941700 + Penalty 2343.035583 = -115541.906117 nChanged 56 SP:Iteration 4Q (1119.487497 sec): 3 clusters Score: Raw -117948.537471 + Penalty 2343.035583 = -115605.501887 nChanged 55 SP:Iteration 5Q (1119.527841 sec): 3 clusters Score: Raw -118004.070879 + Penalty 2343.035583 = -115661.035296 nChanged 40 SP:Iteration 6Q (1119.581342 sec): 3 clusters Score: Raw -118042.988715 + Penalty 2343.035583 = -115699.953132 nChanged 27 SP:Iteration 7Q (1119.626020 sec): 3 clusters Score: Raw -118072.893498 + Penalty 2343.035583 = -115729.857915 nChanged 26 SP:Iteration 8Q (1119.675291 sec): 3 clusters Score: Raw -118098.732217 + Penalty 2343.035583 = -115755.696633 nChanged 17 SP:Iteration 9Q (1119.718845 sec): 3 clusters Score: Raw -118110.329340 + Penalty 2343.035583 = -115767.293757 nChanged 9 SP:Iteration 10Q (1119.770213 sec): 3 clusters Score: Raw -118116.497971 + Penalty 2343.035583 = -115773.462388 nChanged 5 SP:Iteration 11Q (1119.816899 sec): 3 clusters Score: Raw -118121.618365 + Penalty 2343.035583 = -115778.582782 nChanged 9 SP:Iteration 12Q (1119.853069 sec): 3 clusters Score: Raw -118129.339506 + Penalty 2343.035583 = -115786.303923 nChanged 7 SP:Iteration 13Q (1119.910585 sec): 3 clusters Score: Raw -118133.130710 + Penalty 2343.035583 = -115790.095127 nChanged 8 SP:Iteration 14Q (1119.954187 sec): 3 clusters Score: Raw -118137.603096 + Penalty 2343.035583 = -115794.567513 nChanged 12 SP:Iteration 15Q (1119.996726 sec): 3 clusters Score: Raw -118145.818059 + Penalty 2343.035583 = -115802.782475 nChanged 6 SP:Iteration 16Q (1120.051702 sec): 3 clusters Score: Raw -118149.376721 + Penalty 2343.035583 = -115806.341138 nChanged 4 SP:Iteration 17Q (1120.097109 sec): 3 clusters Score: Raw -118150.824757 + Penalty 2343.035583 = -115807.789173 nChanged 2 SP:Iteration 18Q (1120.136726 sec): 3 clusters Score: Raw -118151.527921 + Penalty 2343.035583 = -115808.492338 nChanged 2 SP:Iteration 19Q (1120.180688 sec): 3 clusters Score: Raw -118152.742786 + Penalty 2343.035583 = -115809.707202 nChanged 1 SP:Iteration 20F (1120.232648 sec): 3 clusters Score: Raw -118153.032658 + Penalty 2343.035583 = -115809.997075 nChanged 0 Trying to split cluster 15 (3994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1120.258932 sec): 2 clusters Score: Raw -365075.777665 + Penalty 1347.539134 = -363728.238532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1120.319574 sec): 3 clusters Score: Raw -363087.167954 + Penalty 2695.078267 = -360392.089687 nChanged 1570 SP:Iteration 1F (1120.370298 sec): 3 clusters Score: Raw -364051.246771 + Penalty 2695.078267 = -361356.168504 nChanged 324 SP:Iteration 2F (1120.419735 sec): 3 clusters Score: Raw -364270.612413 + Penalty 2695.078267 = -361575.534146 nChanged 239 SP:Iteration 3F (1120.476821 sec): 3 clusters Score: Raw -364420.371023 + Penalty 2695.078267 = -361725.292756 nChanged 198 SP:Iteration 4Q (1120.518469 sec): 3 clusters Score: Raw -364540.143204 + Penalty 2695.078267 = -361845.064937 nChanged 166 SP:Iteration 5Q (1120.580758 sec): 3 clusters Score: Raw -364643.668560 + Penalty 2695.078267 = -361948.590293 nChanged 153 SP:Iteration 6Q (1120.634003 sec): 3 clusters Score: Raw -364737.127698 + Penalty 2695.078267 = -362042.049431 nChanged 138 SP:Iteration 7Q (1120.687133 sec): 3 clusters Score: Raw -364814.309149 + Penalty 2695.078267 = -362119.230882 nChanged 125 SP:Iteration 8Q (1120.740373 sec): 3 clusters Score: Raw -364904.553311 + Penalty 2695.078267 = -362209.475044 nChanged 134 SP:Iteration 9Q (1120.792044 sec): 3 clusters Score: Raw -364983.754313 + Penalty 2695.078267 = -362288.676046 nChanged 92 SP:Iteration 10Q (1120.834267 sec): 3 clusters Score: Raw -365037.826539 + Penalty 2695.078267 = -362342.748272 nChanged 93 SP:Iteration 11Q (1120.887014 sec): 3 clusters Score: Raw -365106.017542 + Penalty 2695.078267 = -362410.939275 nChanged 92 SP:Iteration 12Q (1120.947916 sec): 3 clusters Score: Raw -365167.806565 + Penalty 2695.078267 = -362472.728298 nChanged 74 SP:Iteration 13Q (1120.991030 sec): 3 clusters Score: Raw -365206.791726 + Penalty 2695.078267 = -362511.713459 nChanged 52 SP:Iteration 14Q (1121.040208 sec): 3 clusters Score: Raw -365234.379081 + Penalty 2695.078267 = -362539.300814 nChanged 39 SP:Iteration 15Q (1121.102363 sec): 3 clusters Score: Raw -365251.149725 + Penalty 2695.078267 = -362556.071458 nChanged 25 SP:Iteration 16Q (1121.152490 sec): 3 clusters Score: Raw -365263.359088 + Penalty 2695.078267 = -362568.280820 nChanged 29 SP:Iteration 17Q (1121.205703 sec): 3 clusters Score: Raw -365275.920018 + Penalty 2695.078267 = -362580.841751 nChanged 27 SP:Iteration 18Q (1121.266584 sec): 3 clusters Score: Raw -365289.205135 + Penalty 2695.078267 = -362594.126868 nChanged 27 SP:Iteration 19Q (1121.318095 sec): 3 clusters Score: Raw -365301.757734 + Penalty 2695.078267 = -362606.679467 nChanged 38 SP:Iteration 20F (1121.374171 sec): 3 clusters Score: Raw -365321.577289 + Penalty 2695.078267 = -362626.499022 nChanged 39 SP:Iteration 21Q (1121.439531 sec): 3 clusters Score: Raw -365338.927973 + Penalty 2695.078267 = -362643.849706 nChanged 34 SP:Iteration 22Q (1121.489882 sec): 3 clusters Score: Raw -365350.564946 + Penalty 2695.078267 = -362655.486679 nChanged 23 SP:Iteration 23Q (1121.531215 sec): 3 clusters Score: Raw -365360.067317 + Penalty 2695.078267 = -362664.989050 nChanged 18 SP:Iteration 24Q (1121.582550 sec): 3 clusters Score: Raw -365367.960975 + Penalty 2695.078267 = -362672.882708 nChanged 24 SP:Iteration 25Q (1121.636927 sec): 3 clusters Score: Raw -365378.703127 + Penalty 2695.078267 = -362683.624860 nChanged 26 SP:Iteration 26Q (1121.693587 sec): 3 clusters Score: Raw -365391.632784 + Penalty 2695.078267 = -362696.554517 nChanged 25 SP:Iteration 27Q (1121.753325 sec): 3 clusters Score: Raw -365402.185579 + Penalty 2695.078267 = -362707.107312 nChanged 13 SP:Iteration 28Q (1121.809847 sec): 3 clusters Score: Raw -365408.608191 + Penalty 2695.078267 = -362713.529924 nChanged 14 SP:Iteration 29Q (1121.858015 sec): 3 clusters Score: Raw -365416.752931 + Penalty 2695.078267 = -362721.674664 nChanged 18 SP:Iteration 30Q (1121.915485 sec): 3 clusters Score: Raw -365425.316977 + Penalty 2695.078267 = -362730.238710 nChanged 14 SP:Iteration 31Q (1121.968619 sec): 3 clusters Score: Raw -365435.856649 + Penalty 2695.078267 = -362740.778382 nChanged 21 SP:Iteration 32Q (1122.018842 sec): 3 clusters Score: Raw -365448.960062 + Penalty 2695.078267 = -362753.881795 nChanged 16 SP:Iteration 33Q (1122.077651 sec): 3 clusters Score: Raw -365457.960751 + Penalty 2695.078267 = -362762.882484 nChanged 20 SP:Iteration 34Q (1122.125630 sec): 3 clusters Score: Raw -365471.072700 + Penalty 2695.078267 = -362775.994433 nChanged 24 SP:Iteration 35Q (1122.182666 sec): 3 clusters Score: Raw -365482.004469 + Penalty 2695.078267 = -362786.926202 nChanged 18 SP:Iteration 36Q (1122.225938 sec): 3 clusters Score: Raw -365492.186150 + Penalty 2695.078267 = -362797.107883 nChanged 18 SP:Iteration 37Q (1122.282944 sec): 3 clusters Score: Raw -365503.544142 + Penalty 2695.078267 = -362808.465875 nChanged 20 SP:Iteration 38Q (1122.336469 sec): 3 clusters Score: Raw -365515.417567 + Penalty 2695.078267 = -362820.339300 nChanged 14 SP:Iteration 39Q (1122.388907 sec): 3 clusters Score: Raw -365527.357666 + Penalty 2695.078267 = -362832.279399 nChanged 14 SP:Iteration 40F (1122.436397 sec): 3 clusters Score: Raw -365540.138566 + Penalty 2695.078267 = -362845.060299 nChanged 15 SP:Iteration 41Q (1122.499182 sec): 3 clusters Score: Raw -365553.275868 + Penalty 2695.078267 = -362858.197601 nChanged 13 SP:Iteration 42Q (1122.542043 sec): 3 clusters Score: Raw -365563.209072 + Penalty 2695.078267 = -362868.130805 nChanged 14 SP:Iteration 43Q (1122.605418 sec): 3 clusters Score: Raw -365575.002631 + Penalty 2695.078267 = -362879.924363 nChanged 20 SP:Iteration 44Q (1122.648800 sec): 3 clusters Score: Raw -365593.378622 + Penalty 2695.078267 = -362898.300355 nChanged 23 SP:Iteration 45Q (1122.713391 sec): 3 clusters Score: Raw -365610.454062 + Penalty 2695.078267 = -362915.375795 nChanged 17 SP:Iteration 46Q (1122.763399 sec): 3 clusters Score: Raw -365624.147618 + Penalty 2695.078267 = -362929.069351 nChanged 12 SP:Iteration 47Q (1122.814281 sec): 3 clusters Score: Raw -365634.420848 + Penalty 2695.078267 = -362939.342581 nChanged 13 SP:Iteration 48Q (1122.871854 sec): 3 clusters Score: Raw -365641.518801 + Penalty 2695.078267 = -362946.440534 nChanged 9 SP:Iteration 49Q (1122.906181 sec): 3 clusters Score: Raw -365648.557361 + Penalty 2695.078267 = -362953.479094 nChanged 12 SP:Iteration 50Q (1122.960199 sec): 3 clusters Score: Raw -365654.751447 + Penalty 2695.078267 = -362959.673180 nChanged 8 SP:Iteration 51Q (1123.016278 sec): 3 clusters Score: Raw -365657.564333 + Penalty 2695.078267 = -362962.486066 nChanged 4 SP:Iteration 52Q (1123.070405 sec): 3 clusters Score: Raw -365659.935745 + Penalty 2695.078267 = -362964.857478 nChanged 5 SP:Iteration 53Q (1123.134690 sec): 3 clusters Score: Raw -365663.674301 + Penalty 2695.078267 = -362968.596034 nChanged 6 SP:Iteration 54Q (1123.188165 sec): 3 clusters Score: Raw -365666.473838 + Penalty 2695.078267 = -362971.395571 nChanged 7 SP:Iteration 55Q (1123.229208 sec): 3 clusters Score: Raw -365668.753539 + Penalty 2695.078267 = -362973.675272 nChanged 2 SP:Iteration 56Q (1123.292748 sec): 3 clusters Score: Raw -365669.172992 + Penalty 2695.078267 = -362974.094725 nChanged 2 SP:Iteration 57Q (1123.335995 sec): 3 clusters Score: Raw -365670.287009 + Penalty 2695.078267 = -362975.208742 nChanged 3 SP:Iteration 58Q (1123.385858 sec): 3 clusters Score: Raw -365672.060792 + Penalty 2695.078267 = -362976.982525 nChanged 5 SP:Iteration 59Q (1123.436657 sec): 3 clusters Score: Raw -365673.888957 + Penalty 2695.078267 = -362978.810690 nChanged 0 SP:Iteration 60F (1123.497868 sec): 3 clusters Score: Raw -365673.888957 + Penalty 2695.078267 = -362978.810690 nChanged 0 Trying to split cluster 16 (12475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1123.543601 sec): 2 clusters Score: Raw -1187524.402282 + Penalty 1532.615812 = -1185991.786470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1123.609987 sec): 3 clusters Score: Raw -1180249.681294 + Penalty 3065.231624 = -1177184.449670 nChanged 5505 SP:Iteration 1F (1123.675290 sec): 3 clusters Score: Raw -1183317.464961 + Penalty 3065.231624 = -1180252.233337 nChanged 803 SP:Iteration 2F (1123.736403 sec): 3 clusters Score: Raw -1183792.177226 + Penalty 3065.231624 = -1180726.945602 nChanged 886 SP:Iteration 3F (1123.790670 sec): 3 clusters Score: Raw -1184435.337550 + Penalty 3065.231624 = -1181370.105926 nChanged 883 SP:Iteration 4F (1123.856980 sec): 3 clusters Score: Raw -1185178.174490 + Penalty 3065.231624 = -1182112.942866 nChanged 922 SP:Iteration 5F (1123.928877 sec): 3 clusters Score: Raw -1186019.577460 + Penalty 3065.231624 = -1182954.345836 nChanged 875 SP:Iteration 6F (1124.001965 sec): 3 clusters Score: Raw -1186750.809636 + Penalty 3065.231624 = -1183685.578012 nChanged 696 SP:Iteration 7F (1124.065481 sec): 3 clusters Score: Raw -1187173.499222 + Penalty 3065.231624 = -1184108.267598 nChanged 461 SP:Iteration 8Q (1124.130761 sec): 3 clusters Score: Raw -1187384.544251 + Penalty 3065.231624 = -1184319.312627 nChanged 314 SP:Iteration 9Q (1124.193333 sec): 3 clusters Score: Raw -1187488.937525 + Penalty 3065.231624 = -1184423.705901 nChanged 192 SP:Iteration 10Q (1124.268101 sec): 3 clusters Score: Raw -1187536.620686 + Penalty 3065.231624 = -1184471.389062 nChanged 134 SP:Iteration 11Q (1124.335916 sec): 3 clusters Score: Raw -1187565.976510 + Penalty 3065.231624 = -1184500.744885 nChanged 115 SP:Iteration 12Q (1124.404786 sec): 3 clusters Score: Raw -1187586.012643 + Penalty 3065.231624 = -1184520.781018 nChanged 73 SP:Iteration 13Q (1124.468262 sec): 3 clusters Score: Raw -1187596.473213 + Penalty 3065.231624 = -1184531.241588 nChanged 35 SP:Iteration 14Q (1124.531161 sec): 3 clusters Score: Raw -1187600.992878 + Penalty 3065.231624 = -1184535.761254 nChanged 34 SP:Iteration 15Q (1124.598981 sec): 3 clusters Score: Raw -1187605.560357 + Penalty 3065.231624 = -1184540.328732 nChanged 26 SP:Iteration 16Q (1124.676440 sec): 3 clusters Score: Raw -1187608.802715 + Penalty 3065.231624 = -1184543.571091 nChanged 22 SP:Iteration 17Q (1124.738406 sec): 3 clusters Score: Raw -1187611.488499 + Penalty 3065.231624 = -1184546.256874 nChanged 18 SP:Iteration 18Q (1124.815454 sec): 3 clusters Score: Raw -1187613.830397 + Penalty 3065.231624 = -1184548.598773 nChanged 13 SP:Iteration 19Q (1124.879631 sec): 3 clusters Score: Raw -1187615.145258 + Penalty 3065.231624 = -1184549.913634 nChanged 11 SP:Iteration 20F (1124.949925 sec): 3 clusters Score: Raw -1187616.059588 + Penalty 3065.231624 = -1184550.827964 nChanged 11 SP:Iteration 21Q (1125.015752 sec): 3 clusters Score: Raw -1187617.301032 + Penalty 3065.231624 = -1184552.069408 nChanged 10 SP:Iteration 22Q (1125.077608 sec): 3 clusters Score: Raw -1187618.200144 + Penalty 3065.231624 = -1184552.968520 nChanged 9 SP:Iteration 23Q (1125.153131 sec): 3 clusters Score: Raw -1187618.910585 + Penalty 3065.231624 = -1184553.678961 nChanged 3 SP:Iteration 24Q (1125.215555 sec): 3 clusters Score: Raw -1187619.281027 + Penalty 3065.231624 = -1184554.049403 nChanged 6 SP:Iteration 25Q (1125.285009 sec): 3 clusters Score: Raw -1187619.672773 + Penalty 3065.231624 = -1184554.441148 nChanged 2 SP:Iteration 26Q (1125.359785 sec): 3 clusters Score: Raw -1187619.813211 + Penalty 3065.231624 = -1184554.581587 nChanged 1 SP:Iteration 27Q (1125.429725 sec): 3 clusters Score: Raw -1187619.846005 + Penalty 3065.231624 = -1184554.614381 nChanged 0 SP:Iteration 28F (1125.492449 sec): 3 clusters Score: Raw -1187619.846005 + Penalty 3065.231624 = -1184554.614381 nChanged 0 Trying to split cluster 17 (15567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1125.540613 sec): 2 clusters Score: Raw -1504772.136933 + Penalty 1568.597642 = -1503203.539291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1125.611257 sec): 3 clusters Score: Raw -1495553.480420 + Penalty 3137.195285 = -1492416.285135 nChanged 6997 SP:Iteration 1F (1125.677255 sec): 3 clusters Score: Raw -1499542.076213 + Penalty 3137.195285 = -1496404.880928 nChanged 1042 SP:Iteration 2F (1125.745599 sec): 3 clusters Score: Raw -1500167.104433 + Penalty 3137.195285 = -1497029.909149 nChanged 1029 SP:Iteration 3F (1125.826365 sec): 3 clusters Score: Raw -1500864.442102 + Penalty 3137.195285 = -1497727.246818 nChanged 1047 SP:Iteration 4F (1125.898935 sec): 3 clusters Score: Raw -1501590.487398 + Penalty 3137.195285 = -1498453.292114 nChanged 998 SP:Iteration 5F (1125.967407 sec): 3 clusters Score: Raw -1502270.127575 + Penalty 3137.195285 = -1499132.932290 nChanged 907 SP:Iteration 6F (1126.034400 sec): 3 clusters Score: Raw -1502859.761415 + Penalty 3137.195285 = -1499722.566131 nChanged 796 SP:Iteration 7F (1126.121947 sec): 3 clusters Score: Raw -1503338.161542 + Penalty 3137.195285 = -1500200.966258 nChanged 656 SP:Iteration 8Q (1126.189324 sec): 3 clusters Score: Raw -1503687.386587 + Penalty 3137.195285 = -1500550.191302 nChanged 493 SP:Iteration 9Q (1126.268436 sec): 3 clusters Score: Raw -1503897.675241 + Penalty 3137.195285 = -1500760.479957 nChanged 368 SP:Iteration 10Q (1126.344808 sec): 3 clusters Score: Raw -1504023.849536 + Penalty 3137.195285 = -1500886.654252 nChanged 264 SP:Iteration 11Q (1126.420334 sec): 3 clusters Score: Raw -1504100.710175 + Penalty 3137.195285 = -1500963.514891 nChanged 214 SP:Iteration 12Q (1126.483954 sec): 3 clusters Score: Raw -1504160.311333 + Penalty 3137.195285 = -1501023.116048 nChanged 180 SP:Iteration 13Q (1126.567464 sec): 3 clusters Score: Raw -1504210.581308 + Penalty 3137.195285 = -1501073.386023 nChanged 174 SP:Iteration 14Q (1126.633862 sec): 3 clusters Score: Raw -1504260.511111 + Penalty 3137.195285 = -1501123.315827 nChanged 175 SP:Iteration 15Q (1126.716493 sec): 3 clusters Score: Raw -1504310.786150 + Penalty 3137.195285 = -1501173.590866 nChanged 163 SP:Iteration 16Q (1126.801689 sec): 3 clusters Score: Raw -1504353.620143 + Penalty 3137.195285 = -1501216.424858 nChanged 151 SP:Iteration 17Q (1126.873767 sec): 3 clusters Score: Raw -1504394.699660 + Penalty 3137.195285 = -1501257.504375 nChanged 144 SP:Iteration 18Q (1126.946331 sec): 3 clusters Score: Raw -1504435.052064 + Penalty 3137.195285 = -1501297.856779 nChanged 145 SP:Iteration 19Q (1127.005571 sec): 3 clusters Score: Raw -1504476.598309 + Penalty 3137.195285 = -1501339.403025 nChanged 145 SP:Iteration 20F (1127.083687 sec): 3 clusters Score: Raw -1504516.391337 + Penalty 3137.195285 = -1501379.196052 nChanged 143 SP:Iteration 21Q (1127.147933 sec): 3 clusters Score: Raw -1504553.546488 + Penalty 3137.195285 = -1501416.351204 nChanged 136 SP:Iteration 22Q (1127.229486 sec): 3 clusters Score: Raw -1504589.002603 + Penalty 3137.195285 = -1501451.807319 nChanged 117 SP:Iteration 23Q (1127.292184 sec): 3 clusters Score: Raw -1504620.968021 + Penalty 3137.195285 = -1501483.772736 nChanged 137 SP:Iteration 24Q (1127.368083 sec): 3 clusters Score: Raw -1504658.265874 + Penalty 3137.195285 = -1501521.070589 nChanged 124 SP:Iteration 25Q (1127.443592 sec): 3 clusters Score: Raw -1504689.517257 + Penalty 3137.195285 = -1501552.321972 nChanged 142 SP:Iteration 26Q (1127.511638 sec): 3 clusters Score: Raw -1504724.256104 + Penalty 3137.195285 = -1501587.060820 nChanged 124 SP:Iteration 27Q (1127.581327 sec): 3 clusters Score: Raw -1504753.522286 + Penalty 3137.195285 = -1501616.327002 nChanged 102 SP:Iteration 28Q (1127.656302 sec): 3 clusters Score: Raw -1504775.663000 + Penalty 3137.195285 = -1501638.467715 nChanged 92 SP:Iteration 29Q (1127.731939 sec): 3 clusters Score: Raw -1504795.438581 + Penalty 3137.195285 = -1501658.243296 nChanged 84 SP:Iteration 30Q (1127.803793 sec): 3 clusters Score: Raw -1504817.763162 + Penalty 3137.195285 = -1501680.567877 nChanged 90 SP:Iteration 31Q (1127.876330 sec): 3 clusters Score: Raw -1504841.272068 + Penalty 3137.195285 = -1501704.076784 nChanged 101 SP:Iteration 32Q (1127.948936 sec): 3 clusters Score: Raw -1504869.424592 + Penalty 3137.195285 = -1501732.229307 nChanged 109 SP:Iteration 33Q (1128.011390 sec): 3 clusters Score: Raw -1504901.327417 + Penalty 3137.195285 = -1501764.132133 nChanged 116 SP:Iteration 34Q (1128.089739 sec): 3 clusters Score: Raw -1504931.331508 + Penalty 3137.195285 = -1501794.136223 nChanged 101 SP:Iteration 35Q (1128.162740 sec): 3 clusters Score: Raw -1504961.200772 + Penalty 3137.195285 = -1501824.005487 nChanged 104 SP:Iteration 36Q (1128.233403 sec): 3 clusters Score: Raw -1504988.306295 + Penalty 3137.195285 = -1501851.111010 nChanged 96 SP:Iteration 37Q (1128.299617 sec): 3 clusters Score: Raw -1505014.534168 + Penalty 3137.195285 = -1501877.338883 nChanged 108 SP:Iteration 38Q (1128.366780 sec): 3 clusters Score: Raw -1505050.933830 + Penalty 3137.195285 = -1501913.738546 nChanged 113 SP:Iteration 39Q (1128.440986 sec): 3 clusters Score: Raw -1505084.851083 + Penalty 3137.195285 = -1501947.655798 nChanged 98 SP:Iteration 40F (1128.526500 sec): 3 clusters Score: Raw -1505112.793799 + Penalty 3137.195285 = -1501975.598514 nChanged 95 SP:Iteration 41Q (1128.583274 sec): 3 clusters Score: Raw -1505139.453948 + Penalty 3137.195285 = -1502002.258663 nChanged 79 SP:Iteration 42Q (1128.653603 sec): 3 clusters Score: Raw -1505162.868156 + Penalty 3137.195285 = -1502025.672872 nChanged 81 SP:Iteration 43Q (1128.735276 sec): 3 clusters Score: Raw -1505188.890930 + Penalty 3137.195285 = -1502051.695645 nChanged 87 SP:Iteration 44Q (1128.805092 sec): 3 clusters Score: Raw -1505217.781928 + Penalty 3137.195285 = -1502080.586643 nChanged 70 SP:Iteration 45Q (1128.872075 sec): 3 clusters Score: Raw -1505236.029820 + Penalty 3137.195285 = -1502098.834535 nChanged 60 SP:Iteration 46Q (1128.943859 sec): 3 clusters Score: Raw -1505249.997632 + Penalty 3137.195285 = -1502112.802347 nChanged 49 SP:Iteration 47Q (1129.012696 sec): 3 clusters Score: Raw -1505260.463220 + Penalty 3137.195285 = -1502123.267935 nChanged 51 SP:Iteration 48Q (1129.088888 sec): 3 clusters Score: Raw -1505272.544777 + Penalty 3137.195285 = -1502135.349493 nChanged 46 SP:Iteration 49Q (1129.151672 sec): 3 clusters Score: Raw -1505284.050757 + Penalty 3137.195285 = -1502146.855472 nChanged 44 SP:Iteration 50Q (1129.233534 sec): 3 clusters Score: Raw -1505294.114365 + Penalty 3137.195285 = -1502156.919080 nChanged 35 SP:Iteration 51Q (1129.303275 sec): 3 clusters Score: Raw -1505303.892947 + Penalty 3137.195285 = -1502166.697662 nChanged 38 SP:Iteration 52Q (1129.362016 sec): 3 clusters Score: Raw -1505312.714158 + Penalty 3137.195285 = -1502175.518874 nChanged 31 SP:Iteration 53Q (1129.443449 sec): 3 clusters Score: Raw -1505318.259934 + Penalty 3137.195285 = -1502181.064650 nChanged 33 SP:Iteration 54Q (1129.513648 sec): 3 clusters Score: Raw -1505323.952804 + Penalty 3137.195285 = -1502186.757520 nChanged 26 SP:Iteration 55Q (1129.586988 sec): 3 clusters Score: Raw -1505327.811819 + Penalty 3137.195285 = -1502190.616535 nChanged 20 SP:Iteration 56Q (1129.661837 sec): 3 clusters Score: Raw -1505330.993542 + Penalty 3137.195285 = -1502193.798257 nChanged 14 SP:Iteration 57Q (1129.732029 sec): 3 clusters Score: Raw -1505332.757558 + Penalty 3137.195285 = -1502195.562274 nChanged 11 SP:Iteration 58Q (1129.806927 sec): 3 clusters Score: Raw -1505334.683293 + Penalty 3137.195285 = -1502197.488008 nChanged 9 SP:Iteration 59Q (1129.882021 sec): 3 clusters Score: Raw -1505335.844818 + Penalty 3137.195285 = -1502198.649534 nChanged 12 SP:Iteration 60F (1129.958036 sec): 3 clusters Score: Raw -1505337.797054 + Penalty 3137.195285 = -1502200.601769 nChanged 13 SP:Iteration 61Q (1130.030052 sec): 3 clusters Score: Raw -1505340.128990 + Penalty 3137.195285 = -1502202.933706 nChanged 9 SP:Iteration 62Q (1130.102325 sec): 3 clusters Score: Raw -1505341.507972 + Penalty 3137.195285 = -1502204.312688 nChanged 9 SP:Iteration 63Q (1130.177461 sec): 3 clusters Score: Raw -1505342.878408 + Penalty 3137.195285 = -1502205.683123 nChanged 9 SP:Iteration 64Q (1130.249960 sec): 3 clusters Score: Raw -1505344.302192 + Penalty 3137.195285 = -1502207.106907 nChanged 9 SP:Iteration 65Q (1130.321842 sec): 3 clusters Score: Raw -1505345.863662 + Penalty 3137.195285 = -1502208.668377 nChanged 9 SP:Iteration 66Q (1130.393159 sec): 3 clusters Score: Raw -1505347.071304 + Penalty 3137.195285 = -1502209.876020 nChanged 8 SP:Iteration 67Q (1130.465359 sec): 3 clusters Score: Raw -1505348.161562 + Penalty 3137.195285 = -1502210.966278 nChanged 6 SP:Iteration 68Q (1130.537163 sec): 3 clusters Score: Raw -1505349.372649 + Penalty 3137.195285 = -1502212.177364 nChanged 8 SP:Iteration 69Q (1130.607135 sec): 3 clusters Score: Raw -1505350.931366 + Penalty 3137.195285 = -1502213.736082 nChanged 15 SP:Iteration 70Q (1130.676814 sec): 3 clusters Score: Raw -1505353.553376 + Penalty 3137.195285 = -1502216.358091 nChanged 12 SP:Iteration 71Q (1130.745028 sec): 3 clusters Score: Raw -1505355.696317 + Penalty 3137.195285 = -1502218.501032 nChanged 13 SP:Iteration 72Q (1130.819847 sec): 3 clusters Score: Raw -1505358.157262 + Penalty 3137.195285 = -1502220.961977 nChanged 13 SP:Iteration 73Q (1130.887899 sec): 3 clusters Score: Raw -1505360.123816 + Penalty 3137.195285 = -1502222.928532 nChanged 9 SP:Iteration 74Q (1130.951888 sec): 3 clusters Score: Raw -1505361.692205 + Penalty 3137.195285 = -1502224.496921 nChanged 11 SP:Iteration 75Q (1131.024939 sec): 3 clusters Score: Raw -1505363.951526 + Penalty 3137.195285 = -1502226.756242 nChanged 15 SP:Iteration 76Q (1131.091957 sec): 3 clusters Score: Raw -1505366.663305 + Penalty 3137.195285 = -1502229.468020 nChanged 17 SP:Iteration 77Q (1131.163783 sec): 3 clusters Score: Raw -1505369.943558 + Penalty 3137.195285 = -1502232.748274 nChanged 8 SP:Iteration 78Q (1131.237334 sec): 3 clusters Score: Raw -1505371.339843 + Penalty 3137.195285 = -1502234.144559 nChanged 10 SP:Iteration 79Q (1131.310480 sec): 3 clusters Score: Raw -1505372.996906 + Penalty 3137.195285 = -1502235.801621 nChanged 7 SP:Iteration 80F (1131.385307 sec): 3 clusters Score: Raw -1505374.068931 + Penalty 3137.195285 = -1502236.873647 nChanged 6 SP:Iteration 81Q (1131.454473 sec): 3 clusters Score: Raw -1505374.819790 + Penalty 3137.195285 = -1502237.624506 nChanged 4 SP:Iteration 82Q (1131.525135 sec): 3 clusters Score: Raw -1505375.247190 + Penalty 3137.195285 = -1502238.051905 nChanged 4 SP:Iteration 83Q (1131.592835 sec): 3 clusters Score: Raw -1505375.623543 + Penalty 3137.195285 = -1502238.428259 nChanged 2 SP:Iteration 84Q (1131.658464 sec): 3 clusters Score: Raw -1505376.010816 + Penalty 3137.195285 = -1502238.815531 nChanged 1 SP:Iteration 85Q (1131.729483 sec): 3 clusters Score: Raw -1505376.152062 + Penalty 3137.195285 = -1502238.956777 nChanged 0 SP:Iteration 86F (1131.800529 sec): 3 clusters Score: Raw -1505376.152062 + Penalty 3137.195285 = -1502238.956777 nChanged 0 Trying to split cluster 18 (5687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1131.836423 sec): 2 clusters Score: Raw -556589.567134 + Penalty 1404.964949 = -555184.602185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1131.891210 sec): 3 clusters Score: Raw -553607.686384 + Penalty 2809.929898 = -550797.756486 nChanged 2339 SP:Iteration 1F (1131.936687 sec): 3 clusters Score: Raw -554911.066194 + Penalty 2809.929898 = -552101.136296 nChanged 370 SP:Iteration 2F (1131.998779 sec): 3 clusters Score: Raw -555092.791945 + Penalty 2809.929898 = -552282.862047 nChanged 287 SP:Iteration 3F (1132.047660 sec): 3 clusters Score: Raw -555238.397895 + Penalty 2809.929898 = -552428.467997 nChanged 252 SP:Iteration 4Q (1132.102131 sec): 3 clusters Score: Raw -555370.638914 + Penalty 2809.929898 = -552560.709016 nChanged 249 SP:Iteration 5Q (1132.164089 sec): 3 clusters Score: Raw -555504.506613 + Penalty 2809.929898 = -552694.576715 nChanged 260 SP:Iteration 6Q (1132.206596 sec): 3 clusters Score: Raw -555657.264242 + Penalty 2809.929898 = -552847.334344 nChanged 245 SP:Iteration 7Q (1132.267212 sec): 3 clusters Score: Raw -555808.645936 + Penalty 2809.929898 = -552998.716039 nChanged 260 SP:Iteration 8Q (1132.325863 sec): 3 clusters Score: Raw -555987.660447 + Penalty 2809.929898 = -553177.730549 nChanged 247 SP:Iteration 9Q (1132.376492 sec): 3 clusters Score: Raw -556143.687403 + Penalty 2809.929898 = -553333.757505 nChanged 234 SP:Iteration 10Q (1132.441650 sec): 3 clusters Score: Raw -556301.100267 + Penalty 2809.929898 = -553491.170369 nChanged 212 SP:Iteration 11Q (1132.488472 sec): 3 clusters Score: Raw -556455.847330 + Penalty 2809.929898 = -553645.917432 nChanged 192 SP:Iteration 12Q (1132.549548 sec): 3 clusters Score: Raw -556591.202667 + Penalty 2809.929898 = -553781.272769 nChanged 169 SP:Iteration 13Q (1132.598500 sec): 3 clusters Score: Raw -556706.941519 + Penalty 2809.929898 = -553897.011621 nChanged 134 SP:Iteration 14Q (1132.665759 sec): 3 clusters Score: Raw -556780.370126 + Penalty 2809.929898 = -553970.440228 nChanged 117 SP:Iteration 15Q (1132.719486 sec): 3 clusters Score: Raw -556846.744627 + Penalty 2809.929898 = -554036.814729 nChanged 91 SP:Iteration 16Q (1132.772198 sec): 3 clusters Score: Raw -556895.990132 + Penalty 2809.929898 = -554086.060234 nChanged 76 SP:Iteration 17Q (1132.821736 sec): 3 clusters Score: Raw -556934.033566 + Penalty 2809.929898 = -554124.103668 nChanged 53 SP:Iteration 18Q (1132.888376 sec): 3 clusters Score: Raw -556953.863077 + Penalty 2809.929898 = -554143.933179 nChanged 40 SP:Iteration 19Q (1132.939019 sec): 3 clusters Score: Raw -556966.989399 + Penalty 2809.929898 = -554157.059501 nChanged 27 SP:Iteration 20F (1133.001940 sec): 3 clusters Score: Raw -556973.566369 + Penalty 2809.929898 = -554163.636471 nChanged 21 SP:Iteration 21Q (1133.046442 sec): 3 clusters Score: Raw -556981.949304 + Penalty 2809.929898 = -554172.019406 nChanged 23 SP:Iteration 22Q (1133.107569 sec): 3 clusters Score: Raw -556990.380353 + Penalty 2809.929898 = -554180.450455 nChanged 18 SP:Iteration 23Q (1133.162349 sec): 3 clusters Score: Raw -556997.263292 + Penalty 2809.929898 = -554187.333394 nChanged 17 SP:Iteration 24Q (1133.217009 sec): 3 clusters Score: Raw -557004.315116 + Penalty 2809.929898 = -554194.385219 nChanged 15 SP:Iteration 25Q (1133.276175 sec): 3 clusters Score: Raw -557007.873630 + Penalty 2809.929898 = -554197.943732 nChanged 14 SP:Iteration 26Q (1133.331740 sec): 3 clusters Score: Raw -557011.685310 + Penalty 2809.929898 = -554201.755412 nChanged 21 SP:Iteration 27Q (1133.400672 sec): 3 clusters Score: Raw -557017.947262 + Penalty 2809.929898 = -554208.017364 nChanged 23 SP:Iteration 28Q (1133.459560 sec): 3 clusters Score: Raw -557025.314323 + Penalty 2809.929898 = -554215.384425 nChanged 16 SP:Iteration 29Q (1133.513206 sec): 3 clusters Score: Raw -557031.245641 + Penalty 2809.929898 = -554221.315743 nChanged 13 SP:Iteration 30Q (1133.568804 sec): 3 clusters Score: Raw -557037.143483 + Penalty 2809.929898 = -554227.213586 nChanged 13 SP:Iteration 31Q (1133.615968 sec): 3 clusters Score: Raw -557043.486061 + Penalty 2809.929898 = -554233.556163 nChanged 18 SP:Iteration 32Q (1133.681026 sec): 3 clusters Score: Raw -557053.346826 + Penalty 2809.929898 = -554243.416929 nChanged 18 SP:Iteration 33Q (1133.727336 sec): 3 clusters Score: Raw -557060.832994 + Penalty 2809.929898 = -554250.903096 nChanged 15 SP:Iteration 34Q (1133.782520 sec): 3 clusters Score: Raw -557065.146441 + Penalty 2809.929898 = -554255.216543 nChanged 8 SP:Iteration 35Q (1133.847767 sec): 3 clusters Score: Raw -557068.141764 + Penalty 2809.929898 = -554258.211866 nChanged 11 SP:Iteration 36Q (1133.891117 sec): 3 clusters Score: Raw -557072.386547 + Penalty 2809.929898 = -554262.456649 nChanged 11 SP:Iteration 37Q (1133.954399 sec): 3 clusters Score: Raw -557076.464675 + Penalty 2809.929898 = -554266.534777 nChanged 11 SP:Iteration 38Q (1133.999615 sec): 3 clusters Score: Raw -557079.540997 + Penalty 2809.929898 = -554269.611099 nChanged 9 SP:Iteration 39Q (1134.053771 sec): 3 clusters Score: Raw -557083.345556 + Penalty 2809.929898 = -554273.415658 nChanged 12 SP:Iteration 40F (1134.109163 sec): 3 clusters Score: Raw -557086.747694 + Penalty 2809.929898 = -554276.817796 nChanged 10 SP:Iteration 41Q (1134.160961 sec): 3 clusters Score: Raw -557090.386715 + Penalty 2809.929898 = -554280.456817 nChanged 13 SP:Iteration 42Q (1134.219300 sec): 3 clusters Score: Raw -557095.079749 + Penalty 2809.929898 = -554285.149851 nChanged 8 SP:Iteration 43Q (1134.278782 sec): 3 clusters Score: Raw -557098.570556 + Penalty 2809.929898 = -554288.640658 nChanged 9 SP:Iteration 44Q (1134.334359 sec): 3 clusters Score: Raw -557102.076793 + Penalty 2809.929898 = -554292.146895 nChanged 4 SP:Iteration 45Q (1134.400049 sec): 3 clusters Score: Raw -557104.207528 + Penalty 2809.929898 = -554294.277630 nChanged 3 SP:Iteration 46Q (1134.456847 sec): 3 clusters Score: Raw -557105.203082 + Penalty 2809.929898 = -554295.273184 nChanged 3 SP:Iteration 47Q (1134.512640 sec): 3 clusters Score: Raw -557105.899935 + Penalty 2809.929898 = -554295.970037 nChanged 2 SP:Iteration 48Q (1134.559289 sec): 3 clusters Score: Raw -557106.383384 + Penalty 2809.929898 = -554296.453486 nChanged 0 SP:Iteration 49F (1134.625644 sec): 3 clusters Score: Raw -557106.383384 + Penalty 2809.929898 = -554296.453486 nChanged 0 Trying to split cluster 19 (8783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1134.663708 sec): 2 clusters Score: Raw -796324.147605 + Penalty 1475.593164 = -794848.554442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1134.725466 sec): 3 clusters Score: Raw -791446.276759 + Penalty 2951.186327 = -788495.090432 nChanged 3800 SP:Iteration 1F (1134.788320 sec): 3 clusters Score: Raw -793595.573343 + Penalty 2951.186327 = -790644.387016 nChanged 545 SP:Iteration 2F (1134.842458 sec): 3 clusters Score: Raw -793881.125720 + Penalty 2951.186327 = -790929.939392 nChanged 501 SP:Iteration 3F (1134.918010 sec): 3 clusters Score: Raw -794147.107866 + Penalty 2951.186327 = -791195.921539 nChanged 433 SP:Iteration 4Q (1134.971397 sec): 3 clusters Score: Raw -794373.403807 + Penalty 2951.186327 = -791422.217480 nChanged 414 SP:Iteration 5Q (1135.046881 sec): 3 clusters Score: Raw -794601.927487 + Penalty 2951.186327 = -791650.741160 nChanged 385 SP:Iteration 6Q (1135.104869 sec): 3 clusters Score: Raw -794821.934460 + Penalty 2951.186327 = -791870.748133 nChanged 390 SP:Iteration 7Q (1135.159276 sec): 3 clusters Score: Raw -795030.828297 + Penalty 2951.186327 = -792079.641970 nChanged 372 SP:Iteration 8Q (1135.231303 sec): 3 clusters Score: Raw -795230.709001 + Penalty 2951.186327 = -792279.522674 nChanged 331 SP:Iteration 9Q (1135.290993 sec): 3 clusters Score: Raw -795393.464146 + Penalty 2951.186327 = -792442.277819 nChanged 286 SP:Iteration 10Q (1135.352098 sec): 3 clusters Score: Raw -795507.142965 + Penalty 2951.186327 = -792555.956638 nChanged 228 SP:Iteration 11Q (1135.418512 sec): 3 clusters Score: Raw -795598.995581 + Penalty 2951.186327 = -792647.809254 nChanged 183 SP:Iteration 12Q (1135.480381 sec): 3 clusters Score: Raw -795660.095279 + Penalty 2951.186327 = -792708.908952 nChanged 143 SP:Iteration 13Q (1135.536753 sec): 3 clusters Score: Raw -795707.490056 + Penalty 2951.186327 = -792756.303729 nChanged 120 SP:Iteration 14Q (1135.601331 sec): 3 clusters Score: Raw -795741.787576 + Penalty 2951.186327 = -792790.601249 nChanged 108 SP:Iteration 15Q (1135.661374 sec): 3 clusters Score: Raw -795770.698619 + Penalty 2951.186327 = -792819.512292 nChanged 98 SP:Iteration 16Q (1135.722181 sec): 3 clusters Score: Raw -795796.530198 + Penalty 2951.186327 = -792845.343871 nChanged 90 SP:Iteration 17Q (1135.780477 sec): 3 clusters Score: Raw -795822.583690 + Penalty 2951.186327 = -792871.397363 nChanged 74 SP:Iteration 18Q (1135.846529 sec): 3 clusters Score: Raw -795843.111729 + Penalty 2951.186327 = -792891.925402 nChanged 62 SP:Iteration 19Q (1135.903039 sec): 3 clusters Score: Raw -795859.666065 + Penalty 2951.186327 = -792908.479738 nChanged 67 SP:Iteration 20F (1135.967909 sec): 3 clusters Score: Raw -795876.798842 + Penalty 2951.186327 = -792925.612515 nChanged 66 SP:Iteration 21Q (1136.029071 sec): 3 clusters Score: Raw -795894.775074 + Penalty 2951.186327 = -792943.588747 nChanged 70 SP:Iteration 22Q (1136.076110 sec): 3 clusters Score: Raw -795915.798061 + Penalty 2951.186327 = -792964.611734 nChanged 67 SP:Iteration 23Q (1136.133325 sec): 3 clusters Score: Raw -795936.380135 + Penalty 2951.186327 = -792985.193808 nChanged 63 SP:Iteration 24Q (1136.200448 sec): 3 clusters Score: Raw -795955.673573 + Penalty 2951.186327 = -793004.487246 nChanged 66 SP:Iteration 25Q (1136.254087 sec): 3 clusters Score: Raw -795976.587278 + Penalty 2951.186327 = -793025.400951 nChanged 68 SP:Iteration 26Q (1136.326936 sec): 3 clusters Score: Raw -795997.325618 + Penalty 2951.186327 = -793046.139291 nChanged 65 SP:Iteration 27Q (1136.385836 sec): 3 clusters Score: Raw -796019.485607 + Penalty 2951.186327 = -793068.299280 nChanged 69 SP:Iteration 28Q (1136.438832 sec): 3 clusters Score: Raw -796039.315327 + Penalty 2951.186327 = -793088.129000 nChanged 57 SP:Iteration 29Q (1136.507730 sec): 3 clusters Score: Raw -796053.751688 + Penalty 2951.186327 = -793102.565361 nChanged 47 SP:Iteration 30Q (1136.575067 sec): 3 clusters Score: Raw -796065.108203 + Penalty 2951.186327 = -793113.921876 nChanged 42 SP:Iteration 31Q (1136.637055 sec): 3 clusters Score: Raw -796075.280933 + Penalty 2951.186327 = -793124.094606 nChanged 37 SP:Iteration 32Q (1136.685933 sec): 3 clusters Score: Raw -796084.293301 + Penalty 2951.186327 = -793133.106974 nChanged 33 SP:Iteration 33Q (1136.747572 sec): 3 clusters Score: Raw -796094.007075 + Penalty 2951.186327 = -793142.820748 nChanged 42 SP:Iteration 34Q (1136.816489 sec): 3 clusters Score: Raw -796103.993034 + Penalty 2951.186327 = -793152.806707 nChanged 47 SP:Iteration 35Q (1136.867718 sec): 3 clusters Score: Raw -796114.926823 + Penalty 2951.186327 = -793163.740496 nChanged 31 SP:Iteration 36Q (1136.940020 sec): 3 clusters Score: Raw -796123.209705 + Penalty 2951.186327 = -793172.023378 nChanged 28 SP:Iteration 37Q (1136.988470 sec): 3 clusters Score: Raw -796128.283414 + Penalty 2951.186327 = -793177.097087 nChanged 19 SP:Iteration 38Q (1137.054413 sec): 3 clusters Score: Raw -796132.112910 + Penalty 2951.186327 = -793180.926583 nChanged 20 SP:Iteration 39Q (1137.114311 sec): 3 clusters Score: Raw -796135.344502 + Penalty 2951.186327 = -793184.158175 nChanged 16 SP:Iteration 40F (1137.168444 sec): 3 clusters Score: Raw -796137.860961 + Penalty 2951.186327 = -793186.674634 nChanged 14 SP:Iteration 41Q (1137.229346 sec): 3 clusters Score: Raw -796139.364815 + Penalty 2951.186327 = -793188.178488 nChanged 12 SP:Iteration 42Q (1137.286736 sec): 3 clusters Score: Raw -796140.470523 + Penalty 2951.186327 = -793189.284196 nChanged 3 SP:Iteration 43Q (1137.353003 sec): 3 clusters Score: Raw -796140.779005 + Penalty 2951.186327 = -793189.592678 nChanged 1 SP:Iteration 44Q (1137.416623 sec): 3 clusters Score: Raw -796140.936010 + Penalty 2951.186327 = -793189.749683 nChanged 2 SP:Iteration 45Q (1137.475914 sec): 3 clusters Score: Raw -796141.219370 + Penalty 2951.186327 = -793190.033043 nChanged 5 SP:Iteration 46Q (1137.531192 sec): 3 clusters Score: Raw -796141.629422 + Penalty 2951.186327 = -793190.443095 nChanged 3 SP:Iteration 47Q (1137.596488 sec): 3 clusters Score: Raw -796142.420765 + Penalty 2951.186327 = -793191.234438 nChanged 7 SP:Iteration 48Q (1137.649869 sec): 3 clusters Score: Raw -796143.470564 + Penalty 2951.186327 = -793192.284237 nChanged 10 SP:Iteration 49Q (1137.715804 sec): 3 clusters Score: Raw -796145.658068 + Penalty 2951.186327 = -793194.471741 nChanged 14 SP:Iteration 50Q (1137.779767 sec): 3 clusters Score: Raw -796148.020509 + Penalty 2951.186327 = -793196.834182 nChanged 13 SP:Iteration 51Q (1137.833684 sec): 3 clusters Score: Raw -796150.423132 + Penalty 2951.186327 = -793199.236805 nChanged 12 SP:Iteration 52Q (1137.906199 sec): 3 clusters Score: Raw -796152.548156 + Penalty 2951.186327 = -793201.361829 nChanged 14 SP:Iteration 53Q (1137.964178 sec): 3 clusters Score: Raw -796155.120055 + Penalty 2951.186327 = -793203.933728 nChanged 10 SP:Iteration 54Q (1138.013987 sec): 3 clusters Score: Raw -796157.340967 + Penalty 2951.186327 = -793206.154640 nChanged 10 SP:Iteration 55Q (1138.079886 sec): 3 clusters Score: Raw -796159.072876 + Penalty 2951.186327 = -793207.886549 nChanged 5 SP:Iteration 56Q (1138.143061 sec): 3 clusters Score: Raw -796159.941160 + Penalty 2951.186327 = -793208.754833 nChanged 5 SP:Iteration 57Q (1138.193338 sec): 3 clusters Score: Raw -796160.469431 + Penalty 2951.186327 = -793209.283104 nChanged 3 SP:Iteration 58Q (1138.255606 sec): 3 clusters Score: Raw -796160.785326 + Penalty 2951.186327 = -793209.598999 nChanged 2 SP:Iteration 59Q (1138.319652 sec): 3 clusters Score: Raw -796160.883670 + Penalty 2951.186327 = -793209.697343 nChanged 0 SP:Iteration 60F (1138.387920 sec): 3 clusters Score: Raw -796160.883670 + Penalty 2951.186327 = -793209.697343 nChanged 0 Trying to split cluster 20 (4665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1138.417528 sec): 2 clusters Score: Raw -440290.988934 + Penalty 1372.774506 = -438918.214428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1138.472112 sec): 3 clusters Score: Raw -437898.400458 + Penalty 2745.549012 = -435152.851446 nChanged 1859 SP:Iteration 1F (1138.517798 sec): 3 clusters Score: Raw -438940.608222 + Penalty 2745.549012 = -436195.059210 nChanged 366 SP:Iteration 2F (1138.576776 sec): 3 clusters Score: Raw -439179.212716 + Penalty 2745.549012 = -436433.663704 nChanged 286 SP:Iteration 3F (1138.634589 sec): 3 clusters Score: Raw -439372.554632 + Penalty 2745.549012 = -436627.005620 nChanged 242 SP:Iteration 4F (1138.689158 sec): 3 clusters Score: Raw -439517.420018 + Penalty 2745.549012 = -436771.871006 nChanged 192 SP:Iteration 5Q (1138.750475 sec): 3 clusters Score: Raw -439652.870132 + Penalty 2745.549012 = -436907.321120 nChanged 193 SP:Iteration 6Q (1138.794195 sec): 3 clusters Score: Raw -439794.704365 + Penalty 2745.549012 = -437049.155353 nChanged 178 SP:Iteration 7Q (1138.849858 sec): 3 clusters Score: Raw -439925.446532 + Penalty 2745.549012 = -437179.897520 nChanged 148 SP:Iteration 8Q (1138.904309 sec): 3 clusters Score: Raw -440041.199438 + Penalty 2745.549012 = -437295.650427 nChanged 128 SP:Iteration 9Q (1138.957108 sec): 3 clusters Score: Raw -440157.867648 + Penalty 2745.549012 = -437412.318636 nChanged 109 SP:Iteration 10Q (1139.010544 sec): 3 clusters Score: Raw -440251.611477 + Penalty 2745.549012 = -437506.062465 nChanged 83 SP:Iteration 11Q (1139.067283 sec): 3 clusters Score: Raw -440331.944019 + Penalty 2745.549012 = -437586.395007 nChanged 56 SP:Iteration 12Q (1139.117662 sec): 3 clusters Score: Raw -440381.376194 + Penalty 2745.549012 = -437635.827182 nChanged 51 SP:Iteration 13Q (1139.177182 sec): 3 clusters Score: Raw -440426.416814 + Penalty 2745.549012 = -437680.867803 nChanged 41 SP:Iteration 14Q (1139.234749 sec): 3 clusters Score: Raw -440474.319368 + Penalty 2745.549012 = -437728.770356 nChanged 33 SP:Iteration 15Q (1139.293446 sec): 3 clusters Score: Raw -440500.621582 + Penalty 2745.549012 = -437755.072570 nChanged 19 SP:Iteration 16Q (1139.333952 sec): 3 clusters Score: Raw -440515.705292 + Penalty 2745.549012 = -437770.156280 nChanged 16 SP:Iteration 17Q (1139.393974 sec): 3 clusters Score: Raw -440529.878984 + Penalty 2745.549012 = -437784.329972 nChanged 9 SP:Iteration 18Q (1139.439468 sec): 3 clusters Score: Raw -440536.943715 + Penalty 2745.549012 = -437791.394703 nChanged 6 SP:Iteration 19Q (1139.500393 sec): 3 clusters Score: Raw -440542.103140 + Penalty 2745.549012 = -437796.554128 nChanged 5 SP:Iteration 20F (1139.554644 sec): 3 clusters Score: Raw -440545.485697 + Penalty 2745.549012 = -437799.936685 nChanged 5 SP:Iteration 21Q (1139.605313 sec): 3 clusters Score: Raw -440549.605846 + Penalty 2745.549012 = -437804.056834 nChanged 3 SP:Iteration 22Q (1139.661007 sec): 3 clusters Score: Raw -440552.166560 + Penalty 2745.549012 = -437806.617548 nChanged 2 SP:Iteration 23Q (1139.702774 sec): 3 clusters Score: Raw -440553.575744 + Penalty 2745.549012 = -437808.026732 nChanged 1 SP:Iteration 24Q (1139.755848 sec): 3 clusters Score: Raw -440554.699071 + Penalty 2745.549012 = -437809.150060 nChanged 3 SP:Iteration 25Q (1139.819360 sec): 3 clusters Score: Raw -440557.745152 + Penalty 2745.549012 = -437812.196140 nChanged 4 SP:Iteration 26Q (1139.868278 sec): 3 clusters Score: Raw -440560.885947 + Penalty 2745.549012 = -437815.336935 nChanged 4 SP:Iteration 27Q (1139.909162 sec): 3 clusters Score: Raw -440564.968742 + Penalty 2745.549012 = -437819.419730 nChanged 4 SP:Iteration 28Q (1139.963139 sec): 3 clusters Score: Raw -440568.013597 + Penalty 2745.549012 = -437822.464586 nChanged 3 SP:Iteration 29Q (1140.012560 sec): 3 clusters Score: Raw -440571.097151 + Penalty 2745.549012 = -437825.548139 nChanged 0 SP:Iteration 30F (1140.074245 sec): 3 clusters Score: Raw -440571.097151 + Penalty 2745.549012 = -437825.548139 nChanged 0 Trying to split cluster 21 (7780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1140.107803 sec): 2 clusters Score: Raw -763933.979547 + Penalty 1455.888138 = -762478.091409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1140.153890 sec): 3 clusters Score: Raw -759719.740889 + Penalty 2911.776276 = -756807.964613 nChanged 3243 SP:Iteration 1F (1140.219608 sec): 3 clusters Score: Raw -761550.745323 + Penalty 2911.776276 = -758638.969048 nChanged 529 SP:Iteration 2F (1140.278650 sec): 3 clusters Score: Raw -761821.750271 + Penalty 2911.776276 = -758909.973996 nChanged 453 SP:Iteration 3F (1140.326470 sec): 3 clusters Score: Raw -762079.366432 + Penalty 2911.776276 = -759167.590156 nChanged 415 SP:Iteration 4F (1140.385441 sec): 3 clusters Score: Raw -762314.494996 + Penalty 2911.776276 = -759402.718721 nChanged 376 SP:Iteration 5Q (1140.448161 sec): 3 clusters Score: Raw -762515.739589 + Penalty 2911.776276 = -759603.963314 nChanged 340 SP:Iteration 6Q (1140.501359 sec): 3 clusters Score: Raw -762702.601714 + Penalty 2911.776276 = -759790.825439 nChanged 321 SP:Iteration 7Q (1140.571760 sec): 3 clusters Score: Raw -762884.583318 + Penalty 2911.776276 = -759972.807042 nChanged 312 SP:Iteration 8Q (1140.628688 sec): 3 clusters Score: Raw -763077.207808 + Penalty 2911.776276 = -760165.431533 nChanged 298 SP:Iteration 9Q (1140.687632 sec): 3 clusters Score: Raw -763275.606011 + Penalty 2911.776276 = -760363.829736 nChanged 261 SP:Iteration 10Q (1140.742218 sec): 3 clusters Score: Raw -763421.162374 + Penalty 2911.776276 = -760509.386098 nChanged 189 SP:Iteration 11Q (1140.802843 sec): 3 clusters Score: Raw -763508.797080 + Penalty 2911.776276 = -760597.020804 nChanged 156 SP:Iteration 12Q (1140.858488 sec): 3 clusters Score: Raw -763578.226505 + Penalty 2911.776276 = -760666.450229 nChanged 124 SP:Iteration 13Q (1140.913859 sec): 3 clusters Score: Raw -763621.965234 + Penalty 2911.776276 = -760710.188959 nChanged 83 SP:Iteration 14Q (1140.985385 sec): 3 clusters Score: Raw -763650.226843 + Penalty 2911.776276 = -760738.450567 nChanged 64 SP:Iteration 15Q (1141.040936 sec): 3 clusters Score: Raw -763671.853238 + Penalty 2911.776276 = -760760.076962 nChanged 64 SP:Iteration 16Q (1141.096645 sec): 3 clusters Score: Raw -763688.028827 + Penalty 2911.776276 = -760776.252551 nChanged 51 SP:Iteration 17Q (1141.155918 sec): 3 clusters Score: Raw -763701.245683 + Penalty 2911.776276 = -760789.469408 nChanged 50 SP:Iteration 18Q (1141.222448 sec): 3 clusters Score: Raw -763713.919290 + Penalty 2911.776276 = -760802.143015 nChanged 49 SP:Iteration 19Q (1141.279187 sec): 3 clusters Score: Raw -763725.713919 + Penalty 2911.776276 = -760813.937643 nChanged 40 SP:Iteration 20F (1141.353467 sec): 3 clusters Score: Raw -763736.472953 + Penalty 2911.776276 = -760824.696678 nChanged 43 SP:Iteration 21Q (1141.402962 sec): 3 clusters Score: Raw -763746.933790 + Penalty 2911.776276 = -760835.157514 nChanged 39 SP:Iteration 22Q (1141.472442 sec): 3 clusters Score: Raw -763755.805341 + Penalty 2911.776276 = -760844.029066 nChanged 40 SP:Iteration 23Q (1141.535174 sec): 3 clusters Score: Raw -763766.366838 + Penalty 2911.776276 = -760854.590563 nChanged 49 SP:Iteration 24Q (1141.592754 sec): 3 clusters Score: Raw -763779.833605 + Penalty 2911.776276 = -760868.057330 nChanged 50 SP:Iteration 25Q (1141.644148 sec): 3 clusters Score: Raw -763793.252257 + Penalty 2911.776276 = -760881.475981 nChanged 41 SP:Iteration 26Q (1141.713527 sec): 3 clusters Score: Raw -763801.204266 + Penalty 2911.776276 = -760889.427991 nChanged 28 SP:Iteration 27Q (1141.766113 sec): 3 clusters Score: Raw -763808.007954 + Penalty 2911.776276 = -760896.231678 nChanged 29 SP:Iteration 28Q (1141.830499 sec): 3 clusters Score: Raw -763815.170593 + Penalty 2911.776276 = -760903.394318 nChanged 29 SP:Iteration 29Q (1141.889125 sec): 3 clusters Score: Raw -763821.654919 + Penalty 2911.776276 = -760909.878643 nChanged 36 SP:Iteration 30Q (1141.943218 sec): 3 clusters Score: Raw -763832.191671 + Penalty 2911.776276 = -760920.415395 nChanged 29 SP:Iteration 31Q (1141.996092 sec): 3 clusters Score: Raw -763840.817482 + Penalty 2911.776276 = -760929.041206 nChanged 31 SP:Iteration 32Q (1142.053796 sec): 3 clusters Score: Raw -763847.511710 + Penalty 2911.776276 = -760935.735435 nChanged 31 SP:Iteration 33Q (1142.108022 sec): 3 clusters Score: Raw -763854.664544 + Penalty 2911.776276 = -760942.888268 nChanged 37 SP:Iteration 34Q (1142.170451 sec): 3 clusters Score: Raw -763863.297696 + Penalty 2911.776276 = -760951.521421 nChanged 29 SP:Iteration 35Q (1142.219554 sec): 3 clusters Score: Raw -763869.526603 + Penalty 2911.776276 = -760957.750328 nChanged 31 SP:Iteration 36Q (1142.288301 sec): 3 clusters Score: Raw -763876.743213 + Penalty 2911.776276 = -760964.966937 nChanged 34 SP:Iteration 37Q (1142.346830 sec): 3 clusters Score: Raw -763885.375281 + Penalty 2911.776276 = -760973.599005 nChanged 39 SP:Iteration 38Q (1142.406557 sec): 3 clusters Score: Raw -763896.774157 + Penalty 2911.776276 = -760984.997882 nChanged 41 SP:Iteration 39Q (1142.465489 sec): 3 clusters Score: Raw -763906.421321 + Penalty 2911.776276 = -760994.645045 nChanged 37 SP:Iteration 40F (1142.513119 sec): 3 clusters Score: Raw -763916.763686 + Penalty 2911.776276 = -761004.987411 nChanged 34 SP:Iteration 41Q (1142.572352 sec): 3 clusters Score: Raw -763923.894483 + Penalty 2911.776276 = -761012.118207 nChanged 25 SP:Iteration 42Q (1142.637419 sec): 3 clusters Score: Raw -763931.601763 + Penalty 2911.776276 = -761019.825487 nChanged 25 SP:Iteration 43Q (1142.701842 sec): 3 clusters Score: Raw -763939.229792 + Penalty 2911.776276 = -761027.453517 nChanged 34 SP:Iteration 44Q (1142.759422 sec): 3 clusters Score: Raw -763947.907924 + Penalty 2911.776276 = -761036.131648 nChanged 23 SP:Iteration 45Q (1142.815107 sec): 3 clusters Score: Raw -763952.828489 + Penalty 2911.776276 = -761041.052213 nChanged 24 SP:Iteration 46Q (1142.874555 sec): 3 clusters Score: Raw -763960.015735 + Penalty 2911.776276 = -761048.239459 nChanged 19 SP:Iteration 47Q (1142.929071 sec): 3 clusters Score: Raw -763964.366435 + Penalty 2911.776276 = -761052.590159 nChanged 16 SP:Iteration 48Q (1142.983144 sec): 3 clusters Score: Raw -763968.096431 + Penalty 2911.776276 = -761056.320156 nChanged 17 SP:Iteration 49Q (1143.044381 sec): 3 clusters Score: Raw -763971.309886 + Penalty 2911.776276 = -761059.533611 nChanged 12 SP:Iteration 50Q (1143.103243 sec): 3 clusters Score: Raw -763973.408617 + Penalty 2911.776276 = -761061.632342 nChanged 10 SP:Iteration 51Q (1143.163633 sec): 3 clusters Score: Raw -763975.796736 + Penalty 2911.776276 = -761064.020460 nChanged 9 SP:Iteration 52Q (1143.216707 sec): 3 clusters Score: Raw -763977.370046 + Penalty 2911.776276 = -761065.593771 nChanged 10 SP:Iteration 53Q (1143.280276 sec): 3 clusters Score: Raw -763979.205388 + Penalty 2911.776276 = -761067.429113 nChanged 6 SP:Iteration 54Q (1143.334011 sec): 3 clusters Score: Raw -763980.751918 + Penalty 2911.776276 = -761068.975642 nChanged 5 SP:Iteration 55Q (1143.396753 sec): 3 clusters Score: Raw -763981.627308 + Penalty 2911.776276 = -761069.851033 nChanged 1 SP:Iteration 56Q (1143.439712 sec): 3 clusters Score: Raw -763981.749992 + Penalty 2911.776276 = -761069.973716 nChanged 1 SP:Iteration 57Q (1143.494624 sec): 3 clusters Score: Raw -763981.851136 + Penalty 2911.776276 = -761070.074861 nChanged 0 SP:Iteration 58F (1143.558844 sec): 3 clusters Score: Raw -763981.851136 + Penalty 2911.776276 = -761070.074861 nChanged 0 Trying to split cluster 22 (7138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1143.599134 sec): 2 clusters Score: Raw -655301.298788 + Penalty 1441.893034 = -653859.405753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1143.660931 sec): 3 clusters Score: Raw -651486.052356 + Penalty 2883.786069 = -648602.266287 nChanged 2991 SP:Iteration 1F (1143.715462 sec): 3 clusters Score: Raw -653152.941362 + Penalty 2883.786069 = -650269.155293 nChanged 491 SP:Iteration 2F (1143.766965 sec): 3 clusters Score: Raw -653434.308623 + Penalty 2883.786069 = -650550.522554 nChanged 430 SP:Iteration 3F (1143.823024 sec): 3 clusters Score: Raw -653711.370780 + Penalty 2883.786069 = -650827.584711 nChanged 437 SP:Iteration 4F (1143.877911 sec): 3 clusters Score: Raw -654029.419421 + Penalty 2883.786069 = -651145.633352 nChanged 410 SP:Iteration 5F (1143.940526 sec): 3 clusters Score: Raw -654346.349985 + Penalty 2883.786069 = -651462.563916 nChanged 379 SP:Iteration 6F (1143.999523 sec): 3 clusters Score: Raw -654610.917971 + Penalty 2883.786069 = -651727.131902 nChanged 319 SP:Iteration 7Q (1144.060835 sec): 3 clusters Score: Raw -654821.859262 + Penalty 2883.786069 = -651938.073193 nChanged 277 SP:Iteration 8Q (1144.120806 sec): 3 clusters Score: Raw -655011.772170 + Penalty 2883.786069 = -652127.986101 nChanged 213 SP:Iteration 9Q (1144.171686 sec): 3 clusters Score: Raw -655158.047690 + Penalty 2883.786069 = -652274.261621 nChanged 175 SP:Iteration 10Q (1144.237553 sec): 3 clusters Score: Raw -655268.735356 + Penalty 2883.786069 = -652384.949287 nChanged 146 SP:Iteration 11Q (1144.302598 sec): 3 clusters Score: Raw -655358.059634 + Penalty 2883.786069 = -652474.273566 nChanged 129 SP:Iteration 12Q (1144.351307 sec): 3 clusters Score: Raw -655442.976238 + Penalty 2883.786069 = -652559.190169 nChanged 115 SP:Iteration 13Q (1144.421355 sec): 3 clusters Score: Raw -655493.191031 + Penalty 2883.786069 = -652609.404962 nChanged 86 SP:Iteration 14Q (1144.484138 sec): 3 clusters Score: Raw -655529.671380 + Penalty 2883.786069 = -652645.885312 nChanged 78 SP:Iteration 15Q (1144.540555 sec): 3 clusters Score: Raw -655558.376072 + Penalty 2883.786069 = -652674.590004 nChanged 63 SP:Iteration 16Q (1144.594580 sec): 3 clusters Score: Raw -655581.603214 + Penalty 2883.786069 = -652697.817145 nChanged 57 SP:Iteration 17Q (1144.656271 sec): 3 clusters Score: Raw -655599.996496 + Penalty 2883.786069 = -652716.210427 nChanged 38 SP:Iteration 18Q (1144.713759 sec): 3 clusters Score: Raw -655611.717297 + Penalty 2883.786069 = -652727.931228 nChanged 26 SP:Iteration 19Q (1144.774235 sec): 3 clusters Score: Raw -655619.670919 + Penalty 2883.786069 = -652735.884850 nChanged 26 SP:Iteration 20F (1144.836841 sec): 3 clusters Score: Raw -655625.707636 + Penalty 2883.786069 = -652741.921567 nChanged 19 SP:Iteration 21Q (1144.889121 sec): 3 clusters Score: Raw -655629.741214 + Penalty 2883.786069 = -652745.955146 nChanged 11 SP:Iteration 22Q (1144.938241 sec): 3 clusters Score: Raw -655632.082308 + Penalty 2883.786069 = -652748.296240 nChanged 10 SP:Iteration 23Q (1145.010541 sec): 3 clusters Score: Raw -655634.447330 + Penalty 2883.786069 = -652750.661261 nChanged 4 SP:Iteration 24Q (1145.058706 sec): 3 clusters Score: Raw -655634.980406 + Penalty 2883.786069 = -652751.194337 nChanged 7 SP:Iteration 25Q (1145.126166 sec): 3 clusters Score: Raw -655636.366421 + Penalty 2883.786069 = -652752.580353 nChanged 12 SP:Iteration 26Q (1145.171337 sec): 3 clusters Score: Raw -655638.919106 + Penalty 2883.786069 = -652755.133037 nChanged 9 SP:Iteration 27Q (1145.231128 sec): 3 clusters Score: Raw -655641.265701 + Penalty 2883.786069 = -652757.479633 nChanged 9 SP:Iteration 28Q (1145.292335 sec): 3 clusters Score: Raw -655643.012335 + Penalty 2883.786069 = -652759.226267 nChanged 4 SP:Iteration 29Q (1145.350012 sec): 3 clusters Score: Raw -655643.637691 + Penalty 2883.786069 = -652759.851623 nChanged 4 SP:Iteration 30Q (1145.416285 sec): 3 clusters Score: Raw -655644.158474 + Penalty 2883.786069 = -652760.372405 nChanged 2 SP:Iteration 31Q (1145.469641 sec): 3 clusters Score: Raw -655644.362507 + Penalty 2883.786069 = -652760.576438 nChanged 6 SP:Iteration 32Q (1145.532316 sec): 3 clusters Score: Raw -655645.514718 + Penalty 2883.786069 = -652761.728649 nChanged 5 SP:Iteration 33Q (1145.594018 sec): 3 clusters Score: Raw -655646.541800 + Penalty 2883.786069 = -652762.755731 nChanged 4 SP:Iteration 34Q (1145.654610 sec): 3 clusters Score: Raw -655646.994345 + Penalty 2883.786069 = -652763.208276 nChanged 3 SP:Iteration 35Q (1145.702849 sec): 3 clusters Score: Raw -655647.425684 + Penalty 2883.786069 = -652763.639615 nChanged 3 SP:Iteration 36Q (1145.759507 sec): 3 clusters Score: Raw -655648.675043 + Penalty 2883.786069 = -652764.888974 nChanged 7 SP:Iteration 37Q (1145.825784 sec): 3 clusters Score: Raw -655650.136995 + Penalty 2883.786069 = -652766.350926 nChanged 8 SP:Iteration 38Q (1145.881823 sec): 3 clusters Score: Raw -655652.081659 + Penalty 2883.786069 = -652768.295591 nChanged 10 SP:Iteration 39Q (1145.933843 sec): 3 clusters Score: Raw -655653.912803 + Penalty 2883.786069 = -652770.126734 nChanged 5 SP:Iteration 40F (1146.006822 sec): 3 clusters Score: Raw -655655.075708 + Penalty 2883.786069 = -652771.289639 nChanged 7 SP:Iteration 41Q (1146.057935 sec): 3 clusters Score: Raw -655657.373265 + Penalty 2883.786069 = -652773.587196 nChanged 9 SP:Iteration 42Q (1146.120967 sec): 3 clusters Score: Raw -655659.411221 + Penalty 2883.786069 = -652775.625152 nChanged 7 SP:Iteration 43Q (1146.182245 sec): 3 clusters Score: Raw -655660.347565 + Penalty 2883.786069 = -652776.561496 nChanged 5 SP:Iteration 44Q (1146.245206 sec): 3 clusters Score: Raw -655661.234455 + Penalty 2883.786069 = -652777.448387 nChanged 3 SP:Iteration 45Q (1146.306064 sec): 3 clusters Score: Raw -655661.566802 + Penalty 2883.786069 = -652777.780733 nChanged 3 SP:Iteration 46Q (1146.362578 sec): 3 clusters Score: Raw -655662.128885 + Penalty 2883.786069 = -652778.342816 nChanged 2 SP:Iteration 47Q (1146.420627 sec): 3 clusters Score: Raw -655662.393248 + Penalty 2883.786069 = -652778.607179 nChanged 3 SP:Iteration 48Q (1146.476355 sec): 3 clusters Score: Raw -655662.919164 + Penalty 2883.786069 = -652779.133095 nChanged 3 SP:Iteration 49Q (1146.535078 sec): 3 clusters Score: Raw -655663.575528 + Penalty 2883.786069 = -652779.789459 nChanged 3 SP:Iteration 50Q (1146.587997 sec): 3 clusters Score: Raw -655664.232923 + Penalty 2883.786069 = -652780.446854 nChanged 2 SP:Iteration 51Q (1146.637419 sec): 3 clusters Score: Raw -655664.623637 + Penalty 2883.786069 = -652780.837568 nChanged 4 SP:Iteration 52Q (1146.701919 sec): 3 clusters Score: Raw -655665.349442 + Penalty 2883.786069 = -652781.563374 nChanged 1 SP:Iteration 53Q (1146.769215 sec): 3 clusters Score: Raw -655665.573532 + Penalty 2883.786069 = -652781.787463 nChanged 2 SP:Iteration 54Q (1146.827897 sec): 3 clusters Score: Raw -655665.882147 + Penalty 2883.786069 = -652782.096078 nChanged 3 SP:Iteration 55Q (1146.886092 sec): 3 clusters Score: Raw -655666.349922 + Penalty 2883.786069 = -652782.563853 nChanged 1 SP:Iteration 56Q (1146.942421 sec): 3 clusters Score: Raw -655666.671405 + Penalty 2883.786069 = -652782.885336 nChanged 1 SP:Iteration 57Q (1146.995165 sec): 3 clusters Score: Raw -655666.822117 + Penalty 2883.786069 = -652783.036048 nChanged 3 SP:Iteration 58Q (1147.061455 sec): 3 clusters Score: Raw -655667.272868 + Penalty 2883.786069 = -652783.486800 nChanged 0 SP:Iteration 59F (1147.123148 sec): 3 clusters Score: Raw -655667.272868 + Penalty 2883.786069 = -652783.486800 nChanged 0 Trying to split cluster 23 (10964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1147.164204 sec): 2 clusters Score: Raw -1024307.053501 + Penalty 1511.635524 = -1022795.417977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1147.230608 sec): 3 clusters Score: Raw -1017967.857608 + Penalty 3023.271049 = -1014944.586559 nChanged 4854 SP:Iteration 1F (1147.281830 sec): 3 clusters Score: Raw -1020727.867179 + Penalty 3023.271049 = -1017704.596131 nChanged 715 SP:Iteration 2F (1147.346539 sec): 3 clusters Score: Raw -1021108.444006 + Penalty 3023.271049 = -1018085.172957 nChanged 700 SP:Iteration 3F (1147.419842 sec): 3 clusters Score: Raw -1021534.508854 + Penalty 3023.271049 = -1018511.237805 nChanged 741 SP:Iteration 4F (1147.473050 sec): 3 clusters Score: Raw -1022092.060530 + Penalty 3023.271049 = -1019068.789482 nChanged 765 SP:Iteration 5F (1147.551558 sec): 3 clusters Score: Raw -1022685.877202 + Penalty 3023.271049 = -1019662.606153 nChanged 685 SP:Iteration 6F (1147.616060 sec): 3 clusters Score: Raw -1023174.675632 + Penalty 3023.271049 = -1020151.404583 nChanged 532 SP:Iteration 7Q (1147.681554 sec): 3 clusters Score: Raw -1023549.146549 + Penalty 3023.271049 = -1020525.875500 nChanged 382 SP:Iteration 8Q (1147.743484 sec): 3 clusters Score: Raw -1023772.470512 + Penalty 3023.271049 = -1020749.199464 nChanged 289 SP:Iteration 9Q (1147.810301 sec): 3 clusters Score: Raw -1023941.869756 + Penalty 3023.271049 = -1020918.598707 nChanged 226 SP:Iteration 10Q (1147.867745 sec): 3 clusters Score: Raw -1024052.122897 + Penalty 3023.271049 = -1021028.851848 nChanged 162 SP:Iteration 11Q (1147.931161 sec): 3 clusters Score: Raw -1024130.433960 + Penalty 3023.271049 = -1021107.162911 nChanged 139 SP:Iteration 12Q (1148.005770 sec): 3 clusters Score: Raw -1024194.565801 + Penalty 3023.271049 = -1021171.294752 nChanged 118 SP:Iteration 13Q (1148.057078 sec): 3 clusters Score: Raw -1024248.660788 + Penalty 3023.271049 = -1021225.389739 nChanged 122 SP:Iteration 14Q (1148.122501 sec): 3 clusters Score: Raw -1024301.997249 + Penalty 3023.271049 = -1021278.726200 nChanged 105 SP:Iteration 15Q (1148.191619 sec): 3 clusters Score: Raw -1024369.349996 + Penalty 3023.271049 = -1021346.078947 nChanged 114 SP:Iteration 16Q (1148.258181 sec): 3 clusters Score: Raw -1024456.401296 + Penalty 3023.271049 = -1021433.130248 nChanged 105 SP:Iteration 17Q (1148.326474 sec): 3 clusters Score: Raw -1024553.903855 + Penalty 3023.271049 = -1021530.632806 nChanged 103 SP:Iteration 18Q (1148.382696 sec): 3 clusters Score: Raw -1024679.623158 + Penalty 3023.271049 = -1021656.352110 nChanged 100 SP:Iteration 19Q (1148.447000 sec): 3 clusters Score: Raw -1024765.764482 + Penalty 3023.271049 = -1021742.493433 nChanged 76 SP:Iteration 20F (1148.514414 sec): 3 clusters Score: Raw -1024813.147702 + Penalty 3023.271049 = -1021789.876654 nChanged 69 SP:Iteration 21Q (1148.576224 sec): 3 clusters Score: Raw -1024854.654146 + Penalty 3023.271049 = -1021831.383097 nChanged 56 SP:Iteration 22Q (1148.625376 sec): 3 clusters Score: Raw -1024877.494139 + Penalty 3023.271049 = -1021854.223091 nChanged 44 SP:Iteration 23Q (1148.688285 sec): 3 clusters Score: Raw -1024896.596518 + Penalty 3023.271049 = -1021873.325469 nChanged 28 SP:Iteration 24Q (1148.750390 sec): 3 clusters Score: Raw -1024905.109669 + Penalty 3023.271049 = -1021881.838620 nChanged 22 SP:Iteration 25Q (1148.822666 sec): 3 clusters Score: Raw -1024910.234552 + Penalty 3023.271049 = -1021886.963503 nChanged 14 SP:Iteration 26Q (1148.885051 sec): 3 clusters Score: Raw -1024913.277034 + Penalty 3023.271049 = -1021890.005986 nChanged 9 SP:Iteration 27Q (1148.946833 sec): 3 clusters Score: Raw -1024915.090245 + Penalty 3023.271049 = -1021891.819196 nChanged 5 SP:Iteration 28Q (1148.997402 sec): 3 clusters Score: Raw -1024915.989372 + Penalty 3023.271049 = -1021892.718324 nChanged 6 SP:Iteration 29Q (1149.069716 sec): 3 clusters Score: Raw -1024916.977901 + Penalty 3023.271049 = -1021893.706852 nChanged 4 SP:Iteration 30Q (1149.135057 sec): 3 clusters Score: Raw -1024917.953622 + Penalty 3023.271049 = -1021894.682574 nChanged 2 SP:Iteration 31Q (1149.186105 sec): 3 clusters Score: Raw -1024918.675681 + Penalty 3023.271049 = -1021895.404632 nChanged 5 SP:Iteration 32Q (1149.246990 sec): 3 clusters Score: Raw -1024919.479009 + Penalty 3023.271049 = -1021896.207960 nChanged 4 SP:Iteration 33Q (1149.319897 sec): 3 clusters Score: Raw -1024920.089249 + Penalty 3023.271049 = -1021896.818201 nChanged 4 SP:Iteration 34Q (1149.372429 sec): 3 clusters Score: Raw -1024920.715067 + Penalty 3023.271049 = -1021897.444018 nChanged 5 SP:Iteration 35Q (1149.446965 sec): 3 clusters Score: Raw -1024921.784081 + Penalty 3023.271049 = -1021898.513032 nChanged 5 SP:Iteration 36Q (1149.504871 sec): 3 clusters Score: Raw -1024922.587900 + Penalty 3023.271049 = -1021899.316851 nChanged 4 SP:Iteration 37Q (1149.574458 sec): 3 clusters Score: Raw -1024923.054667 + Penalty 3023.271049 = -1021899.783619 nChanged 3 SP:Iteration 38Q (1149.628243 sec): 3 clusters Score: Raw -1024923.505796 + Penalty 3023.271049 = -1021900.234748 nChanged 4 SP:Iteration 39Q (1149.700834 sec): 3 clusters Score: Raw -1024924.545769 + Penalty 3023.271049 = -1021901.274720 nChanged 5 SP:Iteration 40F (1149.762184 sec): 3 clusters Score: Raw -1024925.232302 + Penalty 3023.271049 = -1021901.961253 nChanged 4 SP:Iteration 41Q (1149.831215 sec): 3 clusters Score: Raw -1024926.323309 + Penalty 3023.271049 = -1021903.052260 nChanged 4 SP:Iteration 42Q (1149.880925 sec): 3 clusters Score: Raw -1024927.213932 + Penalty 3023.271049 = -1021903.942883 nChanged 2 SP:Iteration 43Q (1149.949755 sec): 3 clusters Score: Raw -1024927.749916 + Penalty 3023.271049 = -1021904.478868 nChanged 1 SP:Iteration 44Q (1150.016996 sec): 3 clusters Score: Raw -1024927.863449 + Penalty 3023.271049 = -1021904.592400 nChanged 0 SP:Iteration 45F (1150.081719 sec): 3 clusters Score: Raw -1024927.863449 + Penalty 3023.271049 = -1021904.592400 nChanged 0 Trying to split cluster 24 (60052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1150.184159 sec): 2 clusters Score: Raw -5790134.295488 + Penalty 1787.981997 = -5788346.313491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1150.324475 sec): 3 clusters Score: Raw -5751544.194938 + Penalty 3575.963993 = -5747968.230945 nChanged 28490 SP:Iteration 1F (1150.471919 sec): 3 clusters Score: Raw -5768060.631460 + Penalty 3575.963993 = -5764484.667467 nChanged 2361 SP:Iteration 2Q (1150.623291 sec): 3 clusters Score: Raw -5768860.013295 + Penalty 3575.963993 = -5765284.049302 nChanged 2643 SP:Iteration 3Q (1150.775953 sec): 3 clusters Score: Raw -5769964.957780 + Penalty 3575.963993 = -5766388.993787 nChanged 2985 SP:Iteration 4Q (1150.926068 sec): 3 clusters Score: Raw -5771500.622189 + Penalty 3575.963993 = -5767924.658195 nChanged 3467 SP:Iteration 5F (1151.073652 sec): 3 clusters Score: Raw -5773659.298271 + Penalty 3575.963993 = -5770083.334278 nChanged 3861 SP:Iteration 6F (1151.206250 sec): 3 clusters Score: Raw -5776383.286773 + Penalty 3575.963993 = -5772807.322780 nChanged 3895 SP:Iteration 7F (1151.359632 sec): 3 clusters Score: Raw -5779290.281757 + Penalty 3575.963993 = -5775714.317763 nChanged 3597 SP:Iteration 8F (1151.497456 sec): 3 clusters Score: Raw -5782036.470246 + Penalty 3575.963993 = -5778460.506253 nChanged 3047 SP:Iteration 9F (1151.647999 sec): 3 clusters Score: Raw -5784335.785094 + Penalty 3575.963993 = -5780759.821101 nChanged 2395 SP:Iteration 10Q (1151.788052 sec): 3 clusters Score: Raw -5786224.312105 + Penalty 3575.963993 = -5782648.348112 nChanged 1814 SP:Iteration 11Q (1151.943558 sec): 3 clusters Score: Raw -5787614.819228 + Penalty 3575.963993 = -5784038.855235 nChanged 1343 SP:Iteration 12Q (1152.086763 sec): 3 clusters Score: Raw -5788490.013616 + Penalty 3575.963993 = -5784914.049623 nChanged 1021 SP:Iteration 13Q (1152.222792 sec): 3 clusters Score: Raw -5789032.475579 + Penalty 3575.963993 = -5785456.511586 nChanged 781 SP:Iteration 14Q (1152.358120 sec): 3 clusters Score: Raw -5789394.011912 + Penalty 3575.963993 = -5785818.047919 nChanged 577 SP:Iteration 15Q (1152.488744 sec): 3 clusters Score: Raw -5789641.723316 + Penalty 3575.963993 = -5786065.759323 nChanged 479 SP:Iteration 16Q (1152.617942 sec): 3 clusters Score: Raw -5789836.016728 + Penalty 3575.963993 = -5786260.052735 nChanged 397 SP:Iteration 17Q (1152.747285 sec): 3 clusters Score: Raw -5789976.480300 + Penalty 3575.963993 = -5786400.516307 nChanged 343 SP:Iteration 18Q (1152.872685 sec): 3 clusters Score: Raw -5790093.729953 + Penalty 3575.963993 = -5786517.765960 nChanged 284 SP:Iteration 19Q (1153.001057 sec): 3 clusters Score: Raw -5790189.555353 + Penalty 3575.963993 = -5786613.591359 nChanged 232 SP:Iteration 20F (1153.143975 sec): 3 clusters Score: Raw -5790265.498673 + Penalty 3575.963993 = -5786689.534680 nChanged 189 SP:Iteration 21Q (1153.281206 sec): 3 clusters Score: Raw -5790322.745509 + Penalty 3575.963993 = -5786746.781516 nChanged 156 SP:Iteration 22Q (1153.399044 sec): 3 clusters Score: Raw -5790364.083700 + Penalty 3575.963993 = -5786788.119707 nChanged 100 SP:Iteration 23Q (1153.530765 sec): 3 clusters Score: Raw -5790388.577404 + Penalty 3575.963993 = -5786812.613411 nChanged 107 SP:Iteration 24Q (1153.660666 sec): 3 clusters Score: Raw -5790416.899762 + Penalty 3575.963993 = -5786840.935769 nChanged 85 SP:Iteration 25Q (1153.784823 sec): 3 clusters Score: Raw -5790436.031451 + Penalty 3575.963993 = -5786860.067458 nChanged 68 SP:Iteration 26Q (1153.910518 sec): 3 clusters Score: Raw -5790449.802195 + Penalty 3575.963993 = -5786873.838202 nChanged 56 SP:Iteration 27Q (1154.034232 sec): 3 clusters Score: Raw -5790462.693356 + Penalty 3575.963993 = -5786886.729363 nChanged 52 SP:Iteration 28Q (1154.152673 sec): 3 clusters Score: Raw -5790474.715079 + Penalty 3575.963993 = -5786898.751086 nChanged 42 SP:Iteration 29Q (1154.275408 sec): 3 clusters Score: Raw -5790484.337456 + Penalty 3575.963993 = -5786908.373463 nChanged 42 SP:Iteration 30Q (1154.403430 sec): 3 clusters Score: Raw -5790494.170264 + Penalty 3575.963993 = -5786918.206271 nChanged 43 SP:Iteration 31Q (1154.527352 sec): 3 clusters Score: Raw -5790503.559796 + Penalty 3575.963993 = -5786927.595803 nChanged 28 SP:Iteration 32Q (1154.644808 sec): 3 clusters Score: Raw -5790509.197344 + Penalty 3575.963993 = -5786933.233351 nChanged 16 SP:Iteration 33Q (1154.771510 sec): 3 clusters Score: Raw -5790512.507035 + Penalty 3575.963993 = -5786936.543041 nChanged 20 SP:Iteration 34Q (1154.897365 sec): 3 clusters Score: Raw -5790517.563155 + Penalty 3575.963993 = -5786941.599161 nChanged 23 SP:Iteration 35Q (1155.011404 sec): 3 clusters Score: Raw -5790522.754202 + Penalty 3575.963993 = -5786946.790209 nChanged 23 SP:Iteration 36Q (1155.145964 sec): 3 clusters Score: Raw -5790527.314987 + Penalty 3575.963993 = -5786951.350994 nChanged 22 SP:Iteration 37Q (1155.270159 sec): 3 clusters Score: Raw -5790530.946004 + Penalty 3575.963993 = -5786954.982011 nChanged 19 SP:Iteration 38Q (1155.393122 sec): 3 clusters Score: Raw -5790534.367228 + Penalty 3575.963993 = -5786958.403235 nChanged 12 SP:Iteration 39Q (1155.516224 sec): 3 clusters Score: Raw -5790536.238120 + Penalty 3575.963993 = -5786960.274127 nChanged 13 SP:Iteration 40F (1155.653661 sec): 3 clusters Score: Raw -5790538.758285 + Penalty 3575.963993 = -5786962.794292 nChanged 6 SP:Iteration 41Q (1155.786877 sec): 3 clusters Score: Raw -5790540.223147 + Penalty 3575.963993 = -5786964.259154 nChanged 7 SP:Iteration 42Q (1155.899559 sec): 3 clusters Score: Raw -5790541.341520 + Penalty 3575.963993 = -5786965.377527 nChanged 7 SP:Iteration 43Q (1156.024158 sec): 3 clusters Score: Raw -5790542.596313 + Penalty 3575.963993 = -5786966.632320 nChanged 10 SP:Iteration 44Q (1156.138846 sec): 3 clusters Score: Raw -5790543.769920 + Penalty 3575.963993 = -5786967.805927 nChanged 7 SP:Iteration 45Q (1156.250869 sec): 3 clusters Score: Raw -5790544.455201 + Penalty 3575.963993 = -5786968.491208 nChanged 2 SP:Iteration 46Q (1156.388021 sec): 3 clusters Score: Raw -5790544.910858 + Penalty 3575.963993 = -5786968.946865 nChanged 5 SP:Iteration 47Q (1156.500146 sec): 3 clusters Score: Raw -5790545.970092 + Penalty 3575.963993 = -5786970.006099 nChanged 6 SP:Iteration 48Q (1156.629089 sec): 3 clusters Score: Raw -5790546.770777 + Penalty 3575.963993 = -5786970.806784 nChanged 3 SP:Iteration 49Q (1156.750973 sec): 3 clusters Score: Raw -5790547.359569 + Penalty 3575.963993 = -5786971.395576 nChanged 2 SP:Iteration 50Q (1156.873449 sec): 3 clusters Score: Raw -5790547.653187 + Penalty 3575.963993 = -5786971.689194 nChanged 3 SP:Iteration 51Q (1156.995032 sec): 3 clusters Score: Raw -5790548.247914 + Penalty 3575.963993 = -5786972.283921 nChanged 3 SP:Iteration 52Q (1157.118594 sec): 3 clusters Score: Raw -5790548.988440 + Penalty 3575.963993 = -5786973.024447 nChanged 4 SP:Iteration 53Q (1157.242426 sec): 3 clusters Score: Raw -5790549.724357 + Penalty 3575.963993 = -5786973.760364 nChanged 5 SP:Iteration 54Q (1157.355952 sec): 3 clusters Score: Raw -5790550.353769 + Penalty 3575.963993 = -5786974.389776 nChanged 4 SP:Iteration 55Q (1157.487307 sec): 3 clusters Score: Raw -5790551.004551 + Penalty 3575.963993 = -5786975.040558 nChanged 3 SP:Iteration 56Q (1157.605936 sec): 3 clusters Score: Raw -5790551.776933 + Penalty 3575.963993 = -5786975.812940 nChanged 6 SP:Iteration 57Q (1157.744379 sec): 3 clusters Score: Raw -5790552.684059 + Penalty 3575.963993 = -5786976.720066 nChanged 9 SP:Iteration 58Q (1157.868484 sec): 3 clusters Score: Raw -5790554.228484 + Penalty 3575.963993 = -5786978.264491 nChanged 7 SP:Iteration 59Q (1157.998775 sec): 3 clusters Score: Raw -5790554.874383 + Penalty 3575.963993 = -5786978.910390 nChanged 4 SP:Iteration 60F (1158.146370 sec): 3 clusters Score: Raw -5790555.279497 + Penalty 3575.963993 = -5786979.315504 nChanged 2 SP:Iteration 61Q (1158.260253 sec): 3 clusters Score: Raw -5790555.441029 + Penalty 3575.963993 = -5786979.477036 nChanged 2 SP:Iteration 62Q (1158.394689 sec): 3 clusters Score: Raw -5790555.636805 + Penalty 3575.963993 = -5786979.672812 nChanged 1 SP:Iteration 63Q (1158.516170 sec): 3 clusters Score: Raw -5790555.712533 + Penalty 3575.963993 = -5786979.748539 nChanged 1 SP:Iteration 64Q (1158.638834 sec): 3 clusters Score: Raw -5790555.864446 + Penalty 3575.963993 = -5786979.900453 nChanged 1 SP:Iteration 65Q (1158.761777 sec): 3 clusters Score: Raw -5790556.138235 + Penalty 3575.963993 = -5786980.174242 nChanged 3 SP:Iteration 66Q (1158.877568 sec): 3 clusters Score: Raw -5790556.604102 + Penalty 3575.963993 = -5786980.640109 nChanged 4 SP:Iteration 67Q (1159.005824 sec): 3 clusters Score: Raw -5790557.124985 + Penalty 3575.963993 = -5786981.160991 nChanged 5 SP:Iteration 68Q (1159.123718 sec): 3 clusters Score: Raw -5790557.710296 + Penalty 3575.963993 = -5786981.746303 nChanged 5 SP:Iteration 69Q (1159.257024 sec): 3 clusters Score: Raw -5790558.373597 + Penalty 3575.963993 = -5786982.409604 nChanged 1 SP:Iteration 70Q (1159.383109 sec): 3 clusters Score: Raw -5790558.421429 + Penalty 3575.963993 = -5786982.457436 nChanged 0 SP:Iteration 71F (1159.526842 sec): 3 clusters Score: Raw -5790558.421429 + Penalty 3575.963993 = -5786982.457436 nChanged 0 Trying to split cluster 25 (116193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1159.708244 sec): 2 clusters Score: Raw -11175708.165833 + Penalty 1895.238781 = -11173812.927052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1159.951675 sec): 3 clusters Score: Raw -11099522.101490 + Penalty 3790.477561 = -11095731.623928 nChanged 55798 SP:Iteration 1F (1160.195898 sec): 3 clusters Score: Raw -11132533.298567 + Penalty 3790.477561 = -11128742.821006 nChanged 5061 SP:Iteration 2Q (1160.454537 sec): 3 clusters Score: Raw -11134473.982426 + Penalty 3790.477561 = -11130683.504865 nChanged 5938 SP:Iteration 3F (1160.700881 sec): 3 clusters Score: Raw -11137396.753442 + Penalty 3790.477561 = -11133606.275881 nChanged 7202 SP:Iteration 4F (1160.942073 sec): 3 clusters Score: Raw -11141885.670999 + Penalty 3790.477561 = -11138095.193438 nChanged 8332 SP:Iteration 5F (1161.177605 sec): 3 clusters Score: Raw -11148344.134116 + Penalty 3790.477561 = -11144553.656555 nChanged 8536 SP:Iteration 6F (1161.433366 sec): 3 clusters Score: Raw -11155813.657148 + Penalty 3790.477561 = -11152023.179587 nChanged 7344 SP:Iteration 7F (1161.660819 sec): 3 clusters Score: Raw -11162382.184038 + Penalty 3790.477561 = -11158591.706477 nChanged 5527 SP:Iteration 8Q (1161.913853 sec): 3 clusters Score: Raw -11167220.375881 + Penalty 3790.477561 = -11163429.898320 nChanged 3979 SP:Iteration 9Q (1162.148367 sec): 3 clusters Score: Raw -11170429.741906 + Penalty 3790.477561 = -11166639.264344 nChanged 2736 SP:Iteration 10Q (1162.372091 sec): 3 clusters Score: Raw -11172484.766477 + Penalty 3790.477561 = -11168694.288916 nChanged 1993 SP:Iteration 11Q (1162.598690 sec): 3 clusters Score: Raw -11173781.195634 + Penalty 3790.477561 = -11169990.718072 nChanged 1439 SP:Iteration 12Q (1162.816661 sec): 3 clusters Score: Raw -11174607.845010 + Penalty 3790.477561 = -11170817.367449 nChanged 1091 SP:Iteration 13Q (1163.025324 sec): 3 clusters Score: Raw -11175168.661608 + Penalty 3790.477561 = -11171378.184047 nChanged 834 SP:Iteration 14Q (1163.233982 sec): 3 clusters Score: Raw -11175557.429521 + Penalty 3790.477561 = -11171766.951960 nChanged 635 SP:Iteration 15Q (1163.437759 sec): 3 clusters Score: Raw -11175823.221711 + Penalty 3790.477561 = -11172032.744149 nChanged 459 SP:Iteration 16Q (1163.642734 sec): 3 clusters Score: Raw -11175979.018059 + Penalty 3790.477561 = -11172188.540498 nChanged 312 SP:Iteration 17Q (1163.856926 sec): 3 clusters Score: Raw -11176077.582619 + Penalty 3790.477561 = -11172287.105058 nChanged 270 SP:Iteration 18Q (1164.060206 sec): 3 clusters Score: Raw -11176163.691669 + Penalty 3790.477561 = -11172373.214107 nChanged 236 SP:Iteration 19Q (1164.270924 sec): 3 clusters Score: Raw -11176230.399968 + Penalty 3790.477561 = -11172439.922407 nChanged 188 SP:Iteration 20F (1164.510541 sec): 3 clusters Score: Raw -11176279.074659 + Penalty 3790.477561 = -11172488.597097 nChanged 160 SP:Iteration 21Q (1164.707643 sec): 3 clusters Score: Raw -11176314.185109 + Penalty 3790.477561 = -11172523.707547 nChanged 116 SP:Iteration 22Q (1164.907096 sec): 3 clusters Score: Raw -11176340.100666 + Penalty 3790.477561 = -11172549.623105 nChanged 107 SP:Iteration 23Q (1165.099468 sec): 3 clusters Score: Raw -11176361.964135 + Penalty 3790.477561 = -11172571.486573 nChanged 84 SP:Iteration 24Q (1165.318134 sec): 3 clusters Score: Raw -11176380.623503 + Penalty 3790.477561 = -11172590.145942 nChanged 72 SP:Iteration 25Q (1165.513382 sec): 3 clusters Score: Raw -11176394.116497 + Penalty 3790.477561 = -11172603.638936 nChanged 65 SP:Iteration 26Q (1165.717153 sec): 3 clusters Score: Raw -11176405.292878 + Penalty 3790.477561 = -11172614.815317 nChanged 56 SP:Iteration 27Q (1165.922946 sec): 3 clusters Score: Raw -11176414.472549 + Penalty 3790.477561 = -11172623.994988 nChanged 37 SP:Iteration 28Q (1166.116724 sec): 3 clusters Score: Raw -11176420.721485 + Penalty 3790.477561 = -11172630.243924 nChanged 49 SP:Iteration 29Q (1166.313116 sec): 3 clusters Score: Raw -11176429.908877 + Penalty 3790.477561 = -11172639.431315 nChanged 48 SP:Iteration 30Q (1166.499450 sec): 3 clusters Score: Raw -11176439.977515 + Penalty 3790.477561 = -11172649.499954 nChanged 55 SP:Iteration 31Q (1166.691759 sec): 3 clusters Score: Raw -11176450.397579 + Penalty 3790.477561 = -11172659.920017 nChanged 41 SP:Iteration 32Q (1166.880644 sec): 3 clusters Score: Raw -11176459.183661 + Penalty 3790.477561 = -11172668.706100 nChanged 39 SP:Iteration 33Q (1167.071959 sec): 3 clusters Score: Raw -11176466.132772 + Penalty 3790.477561 = -11172675.655211 nChanged 28 SP:Iteration 34Q (1167.270500 sec): 3 clusters Score: Raw -11176470.621702 + Penalty 3790.477561 = -11172680.144141 nChanged 27 SP:Iteration 35Q (1167.462162 sec): 3 clusters Score: Raw -11176475.168235 + Penalty 3790.477561 = -11172684.690674 nChanged 29 SP:Iteration 36Q (1167.651560 sec): 3 clusters Score: Raw -11176480.109600 + Penalty 3790.477561 = -11172689.632039 nChanged 35 SP:Iteration 37Q (1167.840914 sec): 3 clusters Score: Raw -11176486.454929 + Penalty 3790.477561 = -11172695.977368 nChanged 32 SP:Iteration 38Q (1168.039922 sec): 3 clusters Score: Raw -11176491.130728 + Penalty 3790.477561 = -11172700.653167 nChanged 29 SP:Iteration 39Q (1168.232504 sec): 3 clusters Score: Raw -11176495.745526 + Penalty 3790.477561 = -11172705.267965 nChanged 21 SP:Iteration 40F (1168.481872 sec): 3 clusters Score: Raw -11176498.694404 + Penalty 3790.477561 = -11172708.216843 nChanged 10 SP:Iteration 41Q (1168.673202 sec): 3 clusters Score: Raw -11176499.968927 + Penalty 3790.477561 = -11172709.491366 nChanged 6 SP:Iteration 42Q (1168.872748 sec): 3 clusters Score: Raw -11176500.476963 + Penalty 3790.477561 = -11172709.999402 nChanged 5 SP:Iteration 43Q (1169.070443 sec): 3 clusters Score: Raw -11176501.098348 + Penalty 3790.477561 = -11172710.620787 nChanged 6 SP:Iteration 44Q (1169.250108 sec): 3 clusters Score: Raw -11176502.363734 + Penalty 3790.477561 = -11172711.886173 nChanged 9 SP:Iteration 45Q (1169.449088 sec): 3 clusters Score: Raw -11176503.732551 + Penalty 3790.477561 = -11172713.254989 nChanged 7 SP:Iteration 46Q (1169.648066 sec): 3 clusters Score: Raw -11176504.868812 + Penalty 3790.477561 = -11172714.391250 nChanged 9 SP:Iteration 47Q (1169.838605 sec): 3 clusters Score: Raw -11176506.125775 + Penalty 3790.477561 = -11172715.648214 nChanged 7 SP:Iteration 48Q (1170.037697 sec): 3 clusters Score: Raw -11176507.132200 + Penalty 3790.477561 = -11172716.654639 nChanged 7 SP:Iteration 49Q (1170.240747 sec): 3 clusters Score: Raw -11176507.838354 + Penalty 3790.477561 = -11172717.360793 nChanged 4 SP:Iteration 50Q (1170.433959 sec): 3 clusters Score: Raw -11176508.591627 + Penalty 3790.477561 = -11172718.114066 nChanged 8 SP:Iteration 51Q (1170.632075 sec): 3 clusters Score: Raw -11176509.607692 + Penalty 3790.477561 = -11172719.130130 nChanged 6 SP:Iteration 52Q (1170.829535 sec): 3 clusters Score: Raw -11176510.518881 + Penalty 3790.477561 = -11172720.041320 nChanged 8 SP:Iteration 53Q (1171.032405 sec): 3 clusters Score: Raw -11176511.671283 + Penalty 3790.477561 = -11172721.193722 nChanged 7 SP:Iteration 54Q (1171.223468 sec): 3 clusters Score: Raw -11176512.754562 + Penalty 3790.477561 = -11172722.277001 nChanged 11 SP:Iteration 55Q (1171.424239 sec): 3 clusters Score: Raw -11176514.498771 + Penalty 3790.477561 = -11172724.021210 nChanged 16 SP:Iteration 56Q (1171.625879 sec): 3 clusters Score: Raw -11176516.564207 + Penalty 3790.477561 = -11172726.086646 nChanged 10 SP:Iteration 57Q (1171.818182 sec): 3 clusters Score: Raw -11176517.925071 + Penalty 3790.477561 = -11172727.447510 nChanged 12 SP:Iteration 58Q (1172.010477 sec): 3 clusters Score: Raw -11176519.301778 + Penalty 3790.477561 = -11172728.824216 nChanged 7 SP:Iteration 59Q (1172.219089 sec): 3 clusters Score: Raw -11176520.014689 + Penalty 3790.477561 = -11172729.537128 nChanged 8 SP:Iteration 60F (1172.475335 sec): 3 clusters Score: Raw -11176520.871316 + Penalty 3790.477561 = -11172730.393755 nChanged 3 SP:Iteration 61Q (1172.664583 sec): 3 clusters Score: Raw -11176521.146822 + Penalty 3790.477561 = -11172730.669261 nChanged 1 SP:Iteration 62Q (1172.853218 sec): 3 clusters Score: Raw -11176521.312063 + Penalty 3790.477561 = -11172730.834501 nChanged 1 SP:Iteration 63Q (1173.047447 sec): 3 clusters Score: Raw -11176521.415553 + Penalty 3790.477561 = -11172730.937992 nChanged 0 SP:Iteration 64F (1173.301746 sec): 3 clusters Score: Raw -11176521.415553 + Penalty 3790.477561 = -11172730.937992 nChanged 0 Trying to split cluster 26 (6413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1173.345905 sec): 2 clusters Score: Raw -630989.741968 + Penalty 1424.488400 = -629565.253568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1173.407840 sec): 3 clusters Score: Raw -627513.899575 + Penalty 2848.976799 = -624664.922776 nChanged 2675 SP:Iteration 1F (1173.455264 sec): 3 clusters Score: Raw -628925.095593 + Penalty 2848.976799 = -626076.118794 nChanged 423 SP:Iteration 2F (1173.512361 sec): 3 clusters Score: Raw -629115.166145 + Penalty 2848.976799 = -626266.189346 nChanged 303 SP:Iteration 3Q (1173.571711 sec): 3 clusters Score: Raw -629236.623159 + Penalty 2848.976799 = -626387.646360 nChanged 228 SP:Iteration 4Q (1173.624867 sec): 3 clusters Score: Raw -629320.151962 + Penalty 2848.976799 = -626471.175162 nChanged 191 SP:Iteration 5Q (1173.686028 sec): 3 clusters Score: Raw -629386.100864 + Penalty 2848.976799 = -626537.124065 nChanged 173 SP:Iteration 6Q (1173.743601 sec): 3 clusters Score: Raw -629447.742119 + Penalty 2848.976799 = -626598.765320 nChanged 164 SP:Iteration 7Q (1173.801767 sec): 3 clusters Score: Raw -629505.933224 + Penalty 2848.976799 = -626656.956425 nChanged 176 SP:Iteration 8Q (1173.848931 sec): 3 clusters Score: Raw -629569.428890 + Penalty 2848.976799 = -626720.452091 nChanged 187 SP:Iteration 9Q (1173.900138 sec): 3 clusters Score: Raw -629644.950961 + Penalty 2848.976799 = -626795.974162 nChanged 191 SP:Iteration 10Q (1173.955033 sec): 3 clusters Score: Raw -629735.666730 + Penalty 2848.976799 = -626886.689930 nChanged 233 SP:Iteration 11Q (1174.008530 sec): 3 clusters Score: Raw -629852.278013 + Penalty 2848.976799 = -627003.301213 nChanged 251 SP:Iteration 12Q (1174.070294 sec): 3 clusters Score: Raw -630009.813540 + Penalty 2848.976799 = -627160.836740 nChanged 274 SP:Iteration 13Q (1174.124142 sec): 3 clusters Score: Raw -630207.735580 + Penalty 2848.976799 = -627358.758781 nChanged 272 SP:Iteration 14Q (1174.186068 sec): 3 clusters Score: Raw -630406.012241 + Penalty 2848.976799 = -627557.035441 nChanged 279 SP:Iteration 15Q (1174.240410 sec): 3 clusters Score: Raw -630630.983858 + Penalty 2848.976799 = -627782.007058 nChanged 245 SP:Iteration 16Q (1174.299536 sec): 3 clusters Score: Raw -630852.262700 + Penalty 2848.976799 = -628003.285901 nChanged 194 SP:Iteration 17Q (1174.361174 sec): 3 clusters Score: Raw -631024.051974 + Penalty 2848.976799 = -628175.075175 nChanged 138 SP:Iteration 18Q (1174.407507 sec): 3 clusters Score: Raw -631135.821408 + Penalty 2848.976799 = -628286.844609 nChanged 80 SP:Iteration 19Q (1174.470470 sec): 3 clusters Score: Raw -631191.018217 + Penalty 2848.976799 = -628342.041418 nChanged 52 SP:Iteration 20F (1174.528239 sec): 3 clusters Score: Raw -631222.410198 + Penalty 2848.976799 = -628373.433399 nChanged 44 SP:Iteration 21Q (1174.575424 sec): 3 clusters Score: Raw -631245.552751 + Penalty 2848.976799 = -628396.575952 nChanged 27 SP:Iteration 22Q (1174.631502 sec): 3 clusters Score: Raw -631260.658845 + Penalty 2848.976799 = -628411.682046 nChanged 19 SP:Iteration 23Q (1174.688523 sec): 3 clusters Score: Raw -631270.195509 + Penalty 2848.976799 = -628421.218710 nChanged 14 SP:Iteration 24Q (1174.743584 sec): 3 clusters Score: Raw -631276.192902 + Penalty 2848.976799 = -628427.216102 nChanged 12 SP:Iteration 25Q (1174.804846 sec): 3 clusters Score: Raw -631281.138975 + Penalty 2848.976799 = -628432.162176 nChanged 10 SP:Iteration 26Q (1174.855092 sec): 3 clusters Score: Raw -631284.463918 + Penalty 2848.976799 = -628435.487119 nChanged 3 SP:Iteration 27Q (1174.910673 sec): 3 clusters Score: Raw -631286.473871 + Penalty 2848.976799 = -628437.497072 nChanged 6 SP:Iteration 28Q (1174.967894 sec): 3 clusters Score: Raw -631288.582922 + Penalty 2848.976799 = -628439.606123 nChanged 4 SP:Iteration 29Q (1175.030597 sec): 3 clusters Score: Raw -631289.539715 + Penalty 2848.976799 = -628440.562916 nChanged 2 SP:Iteration 30Q (1175.087039 sec): 3 clusters Score: Raw -631290.047212 + Penalty 2848.976799 = -628441.070413 nChanged 2 SP:Iteration 31Q (1175.138022 sec): 3 clusters Score: Raw -631290.347299 + Penalty 2848.976799 = -628441.370500 nChanged 0 SP:Iteration 32F (1175.199815 sec): 3 clusters Score: Raw -631290.347299 + Penalty 2848.976799 = -628441.370500 nChanged 0 Iteration 219Q (1177.939920 sec): 27 clusters Score: Raw -31995575.286632 + Penalty 53900.379687 = -31941674.906945 nChanged 29 Iteration 220F (1183.817358 sec): 27 clusters Score: Raw -31995576.747871 + Penalty 53900.379687 = -31941676.368184 nChanged 32 Iteration 221Q (1186.627592 sec): 27 clusters Score: Raw -31995577.901992 + Penalty 53900.379687 = -31941677.522304 nChanged 25 Iteration 222Q (1189.316537 sec): 27 clusters Score: Raw -31995578.661223 + Penalty 53900.379687 = -31941678.281536 nChanged 12 Iteration 223Q (1192.123196 sec): 27 clusters Score: Raw -31995579.019984 + Penalty 53900.379687 = -31941678.640297 nChanged 10 Iteration 224Q (1194.873849 sec): 27 clusters Score: Raw -31995579.225491 + Penalty 53900.379687 = -31941678.845804 nChanged 6 Iteration 225Q (1197.498046 sec): 27 clusters Score: Raw -31995579.361845 + Penalty 53900.379687 = -31941678.982158 nChanged 4 Iteration 226Q (1200.257892 sec): 27 clusters Score: Raw -31995579.475429 + Penalty 53900.379687 = -31941679.095742 nChanged 9 Iteration 227Q (1202.768818 sec): 27 clusters Score: Raw -31995579.808769 + Penalty 53900.379687 = -31941679.429082 nChanged 7 Iteration 228Q (1205.448239 sec): 27 clusters Score: Raw -31995580.169865 + Penalty 53900.379687 = -31941679.790178 nChanged 5 Iteration 229Q (1208.011204 sec): 27 clusters Score: Raw -31995580.334625 + Penalty 53900.379687 = -31941679.954937 nChanged 8 Iteration 230Q (1210.606472 sec): 27 clusters Score: Raw -31995580.571824 + Penalty 53900.379687 = -31941680.192137 nChanged 9 Iteration 231Q (1213.180142 sec): 27 clusters Score: Raw -31995580.897406 + Penalty 53900.379687 = -31941680.517719 nChanged 9 Iteration 232Q (1215.662511 sec): 27 clusters Score: Raw -31995581.360803 + Penalty 53900.379687 = -31941680.981116 nChanged 9 Iteration 233Q (1218.477824 sec): 27 clusters Score: Raw -31995581.840628 + Penalty 53900.379687 = -31941681.460941 nChanged 3 Iteration 234Q (1221.153825 sec): 27 clusters Score: Raw -31995581.936714 + Penalty 53900.379687 = -31941681.557027 nChanged 4 Iteration 235Q (1223.915308 sec): 27 clusters Score: Raw -31995582.151883 + Penalty 53900.379687 = -31941681.772195 nChanged 4 Iteration 236Q (1226.626731 sec): 27 clusters Score: Raw -31995582.239460 + Penalty 53900.379687 = -31941681.859773 nChanged 3 Iteration 237Q (1229.482880 sec): 27 clusters Score: Raw -31995582.295736 + Penalty 53900.379687 = -31941681.916049 nChanged 3 Iteration 238Q (1232.312009 sec): 27 clusters Score: Raw -31995582.338888 + Penalty 53900.379687 = -31941681.959201 nChanged 2 Iteration 239Q (1234.984554 sec): 27 clusters Score: Raw -31995582.483823 + Penalty 53900.379687 = -31941682.104136 nChanged 3 Iteration 240F (1241.108396 sec): 27 clusters Score: Raw -31995582.588292 + Penalty 53900.379687 = -31941682.208605 nChanged 1 Iteration 241Q (1243.774247 sec): 27 clusters Score: Raw -31995582.645905 + Penalty 53900.379687 = -31941682.266218 nChanged 2 Iteration 242Q (1246.567950 sec): 27 clusters Score: Raw -31995582.732923 + Penalty 53900.379687 = -31941682.353236 nChanged 1 Iteration 243Q (1249.106222 sec): 27 clusters Score: Raw -31995582.751821 + Penalty 53900.379687 = -31941682.372134 nChanged 1 Iteration 244Q (1251.825085 sec): 27 clusters Score: Raw -31995582.776156 + Penalty 53900.379687 = -31941682.396469 nChanged 0 Iteration 245F (1257.948910 sec): 27 clusters Score: Raw -31995582.776156 + Penalty 53900.379687 = -31941682.396469 nChanged 0 Compute initial score before splitting: Score: Raw -31995582.776156 + Penalty 53900.379687 = -31941682.396469 Trying to split cluster 1 (11064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1258.048119 sec): 2 clusters Score: Raw -1044206.803468 + Penalty 1513.110929 = -1042693.692539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1258.118668 sec): 3 clusters Score: Raw -1037900.265534 + Penalty 3026.221859 = -1034874.043676 nChanged 4801 SP:Iteration 1F (1258.182114 sec): 3 clusters Score: Raw -1040504.635051 + Penalty 3026.221859 = -1037478.413192 nChanged 630 SP:Iteration 2F (1258.239334 sec): 3 clusters Score: Raw -1040766.016534 + Penalty 3026.221859 = -1037739.794675 nChanged 534 SP:Iteration 3Q (1258.311355 sec): 3 clusters Score: Raw -1040957.318980 + Penalty 3026.221859 = -1037931.097122 nChanged 429 SP:Iteration 4Q (1258.379126 sec): 3 clusters Score: Raw -1041100.142979 + Penalty 3026.221859 = -1038073.921121 nChanged 371 SP:Iteration 5Q (1258.445789 sec): 3 clusters Score: Raw -1041234.355712 + Penalty 3026.221859 = -1038208.133853 nChanged 355 SP:Iteration 6Q (1258.515875 sec): 3 clusters Score: Raw -1041376.596984 + Penalty 3026.221859 = -1038350.375126 nChanged 381 SP:Iteration 7Q (1258.575884 sec): 3 clusters Score: Raw -1041534.063192 + Penalty 3026.221859 = -1038507.841333 nChanged 406 SP:Iteration 8Q (1258.643649 sec): 3 clusters Score: Raw -1041715.793481 + Penalty 3026.221859 = -1038689.571622 nChanged 462 SP:Iteration 9Q (1258.706788 sec): 3 clusters Score: Raw -1041937.299853 + Penalty 3026.221859 = -1038911.077994 nChanged 471 SP:Iteration 10Q (1258.773633 sec): 3 clusters Score: Raw -1042224.726018 + Penalty 3026.221859 = -1039198.504159 nChanged 526 SP:Iteration 11Q (1258.825577 sec): 3 clusters Score: Raw -1042605.050988 + Penalty 3026.221859 = -1039578.829129 nChanged 536 SP:Iteration 12Q (1258.894026 sec): 3 clusters Score: Raw -1043006.706525 + Penalty 3026.221859 = -1039980.484666 nChanged 487 SP:Iteration 13Q (1258.956085 sec): 3 clusters Score: Raw -1043368.117339 + Penalty 3026.221859 = -1040341.895480 nChanged 369 SP:Iteration 14Q (1259.021131 sec): 3 clusters Score: Raw -1043616.777646 + Penalty 3026.221859 = -1040590.555788 nChanged 280 SP:Iteration 15Q (1259.096532 sec): 3 clusters Score: Raw -1043792.449477 + Penalty 3026.221859 = -1040766.227618 nChanged 213 SP:Iteration 16Q (1259.163041 sec): 3 clusters Score: Raw -1043933.914129 + Penalty 3026.221859 = -1040907.692270 nChanged 186 SP:Iteration 17Q (1259.215863 sec): 3 clusters Score: Raw -1044076.960270 + Penalty 3026.221859 = -1041050.738412 nChanged 172 SP:Iteration 18Q (1259.277227 sec): 3 clusters Score: Raw -1044221.763206 + Penalty 3026.221859 = -1041195.541348 nChanged 145 SP:Iteration 19Q (1259.345815 sec): 3 clusters Score: Raw -1044331.444210 + Penalty 3026.221859 = -1041305.222351 nChanged 134 SP:Iteration 20F (1259.405509 sec): 3 clusters Score: Raw -1044422.715527 + Penalty 3026.221859 = -1041396.493668 nChanged 112 SP:Iteration 21Q (1259.467581 sec): 3 clusters Score: Raw -1044478.187766 + Penalty 3026.221859 = -1041451.965907 nChanged 75 SP:Iteration 22Q (1259.528803 sec): 3 clusters Score: Raw -1044509.989444 + Penalty 3026.221859 = -1041483.767585 nChanged 69 SP:Iteration 23Q (1259.583281 sec): 3 clusters Score: Raw -1044539.253808 + Penalty 3026.221859 = -1041513.031949 nChanged 59 SP:Iteration 24Q (1259.653813 sec): 3 clusters Score: Raw -1044563.431857 + Penalty 3026.221859 = -1041537.209998 nChanged 35 SP:Iteration 25Q (1259.720446 sec): 3 clusters Score: Raw -1044573.380136 + Penalty 3026.221859 = -1041547.158277 nChanged 29 SP:Iteration 26Q (1259.782175 sec): 3 clusters Score: Raw -1044578.966743 + Penalty 3026.221859 = -1041552.744884 nChanged 22 SP:Iteration 27Q (1259.839388 sec): 3 clusters Score: Raw -1044584.995873 + Penalty 3026.221859 = -1041558.774014 nChanged 15 SP:Iteration 28Q (1259.916693 sec): 3 clusters Score: Raw -1044589.021820 + Penalty 3026.221859 = -1041562.799961 nChanged 23 SP:Iteration 29Q (1259.978254 sec): 3 clusters Score: Raw -1044595.063044 + Penalty 3026.221859 = -1041568.841185 nChanged 28 SP:Iteration 30Q (1260.039869 sec): 3 clusters Score: Raw -1044602.979096 + Penalty 3026.221859 = -1041576.757238 nChanged 22 SP:Iteration 31Q (1260.094923 sec): 3 clusters Score: Raw -1044610.788291 + Penalty 3026.221859 = -1041584.566432 nChanged 20 SP:Iteration 32Q (1260.155382 sec): 3 clusters Score: Raw -1044618.366659 + Penalty 3026.221859 = -1041592.144801 nChanged 15 SP:Iteration 33Q (1260.217839 sec): 3 clusters Score: Raw -1044623.007759 + Penalty 3026.221859 = -1041596.785900 nChanged 16 SP:Iteration 34Q (1260.283476 sec): 3 clusters Score: Raw -1044626.953800 + Penalty 3026.221859 = -1041600.731941 nChanged 18 SP:Iteration 35Q (1260.345412 sec): 3 clusters Score: Raw -1044630.817348 + Penalty 3026.221859 = -1041604.595489 nChanged 16 SP:Iteration 36Q (1260.403522 sec): 3 clusters Score: Raw -1044634.838343 + Penalty 3026.221859 = -1041608.616485 nChanged 10 SP:Iteration 37Q (1260.469985 sec): 3 clusters Score: Raw -1044637.155638 + Penalty 3026.221859 = -1041610.933780 nChanged 10 SP:Iteration 38Q (1260.523985 sec): 3 clusters Score: Raw -1044639.061940 + Penalty 3026.221859 = -1041612.840081 nChanged 9 SP:Iteration 39Q (1260.592755 sec): 3 clusters Score: Raw -1044640.808122 + Penalty 3026.221859 = -1041614.586263 nChanged 10 SP:Iteration 40F (1260.655084 sec): 3 clusters Score: Raw -1044642.439831 + Penalty 3026.221859 = -1041616.217972 nChanged 8 SP:Iteration 41Q (1260.710737 sec): 3 clusters Score: Raw -1044643.659287 + Penalty 3026.221859 = -1041617.437428 nChanged 9 SP:Iteration 42Q (1260.778443 sec): 3 clusters Score: Raw -1044645.594712 + Penalty 3026.221859 = -1041619.372853 nChanged 10 SP:Iteration 43Q (1260.830624 sec): 3 clusters Score: Raw -1044648.173576 + Penalty 3026.221859 = -1041621.951717 nChanged 4 SP:Iteration 44Q (1260.900628 sec): 3 clusters Score: Raw -1044648.885566 + Penalty 3026.221859 = -1041622.663707 nChanged 2 SP:Iteration 45Q (1260.965712 sec): 3 clusters Score: Raw -1044649.066795 + Penalty 3026.221859 = -1041622.844936 nChanged 4 SP:Iteration 46Q (1261.018497 sec): 3 clusters Score: Raw -1044650.373013 + Penalty 3026.221859 = -1041624.151155 nChanged 6 SP:Iteration 47Q (1261.078459 sec): 3 clusters Score: Raw -1044651.597918 + Penalty 3026.221859 = -1041625.376060 nChanged 6 SP:Iteration 48Q (1261.152117 sec): 3 clusters Score: Raw -1044652.500681 + Penalty 3026.221859 = -1041626.278822 nChanged 1 SP:Iteration 49Q (1261.209196 sec): 3 clusters Score: Raw -1044652.647763 + Penalty 3026.221859 = -1041626.425905 nChanged 0 SP:Iteration 50F (1261.275199 sec): 3 clusters Score: Raw -1044652.647763 + Penalty 3026.221859 = -1041626.425905 nChanged 0 Trying to split cluster 2 (1464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1261.294232 sec): 2 clusters Score: Raw -124136.603854 + Penalty 1184.450750 = -122952.153104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1261.349304 sec): 3 clusters Score: Raw -123600.066498 + Penalty 2368.901501 = -121231.164997 nChanged 510 SP:Iteration 1F (1261.402727 sec): 3 clusters Score: Raw -123983.534696 + Penalty 2368.901501 = -121614.633196 nChanged 107 SP:Iteration 2F (1261.443938 sec): 3 clusters Score: Raw -124081.493731 + Penalty 2368.901501 = -121712.592230 nChanged 63 SP:Iteration 3Q (1261.489536 sec): 3 clusters Score: Raw -124136.365312 + Penalty 2368.901501 = -121767.463811 nChanged 47 SP:Iteration 4Q (1261.549144 sec): 3 clusters Score: Raw -124174.997006 + Penalty 2368.901501 = -121806.095505 nChanged 24 SP:Iteration 5Q (1261.594686 sec): 3 clusters Score: Raw -124194.286718 + Penalty 2368.901501 = -121825.385218 nChanged 19 SP:Iteration 6Q (1261.641110 sec): 3 clusters Score: Raw -124207.121274 + Penalty 2368.901501 = -121838.219774 nChanged 14 SP:Iteration 7Q (1261.686080 sec): 3 clusters Score: Raw -124217.367016 + Penalty 2368.901501 = -121848.465515 nChanged 17 SP:Iteration 8Q (1261.725310 sec): 3 clusters Score: Raw -124231.299197 + Penalty 2368.901501 = -121862.397696 nChanged 18 SP:Iteration 9Q (1261.784167 sec): 3 clusters Score: Raw -124241.928148 + Penalty 2368.901501 = -121873.026647 nChanged 16 SP:Iteration 10Q (1261.827051 sec): 3 clusters Score: Raw -124250.240926 + Penalty 2368.901501 = -121881.339425 nChanged 10 SP:Iteration 11Q (1261.871102 sec): 3 clusters Score: Raw -124254.720450 + Penalty 2368.901501 = -121885.818949 nChanged 6 SP:Iteration 12Q (1261.910601 sec): 3 clusters Score: Raw -124258.827012 + Penalty 2368.901501 = -121889.925512 nChanged 4 SP:Iteration 13Q (1261.969971 sec): 3 clusters Score: Raw -124261.675706 + Penalty 2368.901501 = -121892.774205 nChanged 4 SP:Iteration 14Q (1262.010479 sec): 3 clusters Score: Raw -124263.011890 + Penalty 2368.901501 = -121894.110389 nChanged 2 SP:Iteration 15Q (1262.062933 sec): 3 clusters Score: Raw -124269.977523 + Penalty 2368.901501 = -121901.076023 nChanged 3 SP:Iteration 16Q (1262.117301 sec): 3 clusters Score: Raw -124271.257760 + Penalty 2368.901501 = -121902.356259 nChanged 1 SP:Iteration 17Q (1262.166381 sec): 3 clusters Score: Raw -124271.548125 + Penalty 2368.901501 = -121902.646624 nChanged 0 SP:Iteration 18F (1262.204765 sec): 3 clusters Score: Raw -124271.548125 + Penalty 2368.901501 = -121902.646624 nChanged 0 Trying to split cluster 3 (6182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1262.233605 sec): 2 clusters Score: Raw -581697.535180 + Penalty 1418.527032 = -580279.008147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1262.297600 sec): 3 clusters Score: Raw -578420.861256 + Penalty 2837.054065 = -575583.807191 nChanged 2548 SP:Iteration 1F (1262.343213 sec): 3 clusters Score: Raw -579763.502610 + Penalty 2837.054065 = -576926.448546 nChanged 439 SP:Iteration 2F (1262.407365 sec): 3 clusters Score: Raw -580004.810483 + Penalty 2837.054065 = -577167.756418 nChanged 377 SP:Iteration 3F (1262.455527 sec): 3 clusters Score: Raw -580206.448841 + Penalty 2837.054065 = -577369.394776 nChanged 289 SP:Iteration 4Q (1262.513208 sec): 3 clusters Score: Raw -580346.308471 + Penalty 2837.054065 = -577509.254406 nChanged 239 SP:Iteration 5Q (1262.572191 sec): 3 clusters Score: Raw -580462.264513 + Penalty 2837.054065 = -577625.210448 nChanged 237 SP:Iteration 6Q (1262.630555 sec): 3 clusters Score: Raw -580586.862401 + Penalty 2837.054065 = -577749.808336 nChanged 244 SP:Iteration 7Q (1262.690258 sec): 3 clusters Score: Raw -580716.639702 + Penalty 2837.054065 = -577879.585637 nChanged 226 SP:Iteration 8Q (1262.751218 sec): 3 clusters Score: Raw -580846.331839 + Penalty 2837.054065 = -578009.277774 nChanged 205 SP:Iteration 9Q (1262.799623 sec): 3 clusters Score: Raw -580954.716144 + Penalty 2837.054065 = -578117.662079 nChanged 208 SP:Iteration 10Q (1262.863386 sec): 3 clusters Score: Raw -581083.005995 + Penalty 2837.054065 = -578245.951931 nChanged 198 SP:Iteration 11Q (1262.911147 sec): 3 clusters Score: Raw -581222.779447 + Penalty 2837.054065 = -578385.725382 nChanged 201 SP:Iteration 12Q (1262.976756 sec): 3 clusters Score: Raw -581367.650391 + Penalty 2837.054065 = -578530.596326 nChanged 155 SP:Iteration 13Q (1263.034950 sec): 3 clusters Score: Raw -581480.803982 + Penalty 2837.054065 = -578643.749917 nChanged 119 SP:Iteration 14Q (1263.104398 sec): 3 clusters Score: Raw -581559.205824 + Penalty 2837.054065 = -578722.151759 nChanged 88 SP:Iteration 15Q (1263.158275 sec): 3 clusters Score: Raw -581624.492300 + Penalty 2837.054065 = -578787.438235 nChanged 72 SP:Iteration 16Q (1263.218346 sec): 3 clusters Score: Raw -581682.921620 + Penalty 2837.054065 = -578845.867555 nChanged 57 SP:Iteration 17Q (1263.274896 sec): 3 clusters Score: Raw -581729.567379 + Penalty 2837.054065 = -578892.513314 nChanged 38 SP:Iteration 18Q (1263.329648 sec): 3 clusters Score: Raw -581756.195345 + Penalty 2837.054065 = -578919.141281 nChanged 32 SP:Iteration 19Q (1263.385081 sec): 3 clusters Score: Raw -581784.480040 + Penalty 2837.054065 = -578947.425975 nChanged 28 SP:Iteration 20F (1263.434178 sec): 3 clusters Score: Raw -581811.268083 + Penalty 2837.054065 = -578974.214018 nChanged 23 SP:Iteration 21Q (1263.492000 sec): 3 clusters Score: Raw -581827.709629 + Penalty 2837.054065 = -578990.655564 nChanged 21 SP:Iteration 22Q (1263.546577 sec): 3 clusters Score: Raw -581846.110985 + Penalty 2837.054065 = -579009.056921 nChanged 10 SP:Iteration 23Q (1263.608742 sec): 3 clusters Score: Raw -581852.180439 + Penalty 2837.054065 = -579015.126374 nChanged 6 SP:Iteration 24Q (1263.670259 sec): 3 clusters Score: Raw -581855.215934 + Penalty 2837.054065 = -579018.161869 nChanged 5 SP:Iteration 25Q (1263.722327 sec): 3 clusters Score: Raw -581858.527302 + Penalty 2837.054065 = -579021.473237 nChanged 6 SP:Iteration 26Q (1263.771271 sec): 3 clusters Score: Raw -581866.067144 + Penalty 2837.054065 = -579029.013079 nChanged 12 SP:Iteration 27Q (1263.822669 sec): 3 clusters Score: Raw -581880.724114 + Penalty 2837.054065 = -579043.670049 nChanged 6 SP:Iteration 28Q (1263.874096 sec): 3 clusters Score: Raw -581886.938412 + Penalty 2837.054065 = -579049.884347 nChanged 6 SP:Iteration 29Q (1263.936593 sec): 3 clusters Score: Raw -581890.786459 + Penalty 2837.054065 = -579053.732394 nChanged 2 SP:Iteration 30Q (1263.978392 sec): 3 clusters Score: Raw -581892.592356 + Penalty 2837.054065 = -579055.538291 nChanged 2 SP:Iteration 31Q (1264.044780 sec): 3 clusters Score: Raw -581894.168164 + Penalty 2837.054065 = -579057.114099 nChanged 3 SP:Iteration 32Q (1264.088679 sec): 3 clusters Score: Raw -581896.524862 + Penalty 2837.054065 = -579059.470797 nChanged 5 SP:Iteration 33Q (1264.153199 sec): 3 clusters Score: Raw -581899.549381 + Penalty 2837.054065 = -579062.495316 nChanged 7 SP:Iteration 34Q (1264.197417 sec): 3 clusters Score: Raw -581905.014902 + Penalty 2837.054065 = -579067.960837 nChanged 5 SP:Iteration 35Q (1264.248389 sec): 3 clusters Score: Raw -581911.683321 + Penalty 2837.054065 = -579074.629256 nChanged 7 SP:Iteration 36Q (1264.307671 sec): 3 clusters Score: Raw -581917.450671 + Penalty 2837.054065 = -579080.396606 nChanged 4 SP:Iteration 37Q (1264.365872 sec): 3 clusters Score: Raw -581920.951097 + Penalty 2837.054065 = -579083.897032 nChanged 0 SP:Iteration 38F (1264.406374 sec): 3 clusters Score: Raw -581920.951097 + Penalty 2837.054065 = -579083.897032 nChanged 0 Trying to split cluster 4 (2839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1264.442093 sec): 2 clusters Score: Raw -269288.575835 + Penalty 1292.071163 = -267996.504672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1264.484993 sec): 3 clusters Score: Raw -267944.936442 + Penalty 2584.142326 = -265360.794116 nChanged 1105 SP:Iteration 1F (1264.535219 sec): 3 clusters Score: Raw -268567.282992 + Penalty 2584.142326 = -265983.140666 nChanged 214 SP:Iteration 2F (1264.584604 sec): 3 clusters Score: Raw -268688.683357 + Penalty 2584.142326 = -266104.541031 nChanged 138 SP:Iteration 3Q (1264.629354 sec): 3 clusters Score: Raw -268761.322577 + Penalty 2584.142326 = -266177.180251 nChanged 112 SP:Iteration 4Q (1264.686339 sec): 3 clusters Score: Raw -268829.184679 + Penalty 2584.142326 = -266245.042353 nChanged 93 SP:Iteration 5Q (1264.733542 sec): 3 clusters Score: Raw -268885.957060 + Penalty 2584.142326 = -266301.814734 nChanged 95 SP:Iteration 6Q (1264.778891 sec): 3 clusters Score: Raw -268941.397090 + Penalty 2584.142326 = -266357.254764 nChanged 83 SP:Iteration 7Q (1264.816208 sec): 3 clusters Score: Raw -268988.731177 + Penalty 2584.142326 = -266404.588851 nChanged 83 SP:Iteration 8Q (1264.874017 sec): 3 clusters Score: Raw -269036.078060 + Penalty 2584.142326 = -266451.935734 nChanged 101 SP:Iteration 9Q (1264.921719 sec): 3 clusters Score: Raw -269107.620682 + Penalty 2584.142326 = -266523.478356 nChanged 103 SP:Iteration 10Q (1264.970498 sec): 3 clusters Score: Raw -269186.108671 + Penalty 2584.142326 = -266601.966345 nChanged 113 SP:Iteration 11Q (1265.022358 sec): 3 clusters Score: Raw -269280.384310 + Penalty 2584.142326 = -266696.241984 nChanged 109 SP:Iteration 12Q (1265.076029 sec): 3 clusters Score: Raw -269379.425678 + Penalty 2584.142326 = -266795.283352 nChanged 106 SP:Iteration 13Q (1265.112774 sec): 3 clusters Score: Raw -269473.947838 + Penalty 2584.142326 = -266889.805512 nChanged 87 SP:Iteration 14Q (1265.160578 sec): 3 clusters Score: Raw -269552.958345 + Penalty 2584.142326 = -266968.816019 nChanged 71 SP:Iteration 15Q (1265.219019 sec): 3 clusters Score: Raw -269615.529536 + Penalty 2584.142326 = -267031.387210 nChanged 57 SP:Iteration 16Q (1265.267783 sec): 3 clusters Score: Raw -269668.421905 + Penalty 2584.142326 = -267084.279579 nChanged 52 SP:Iteration 17Q (1265.318359 sec): 3 clusters Score: Raw -269710.562687 + Penalty 2584.142326 = -267126.420361 nChanged 45 SP:Iteration 18Q (1265.371063 sec): 3 clusters Score: Raw -269739.244069 + Penalty 2584.142326 = -267155.101743 nChanged 20 SP:Iteration 19Q (1265.419608 sec): 3 clusters Score: Raw -269749.963898 + Penalty 2584.142326 = -267165.821572 nChanged 11 SP:Iteration 20F (1265.462652 sec): 3 clusters Score: Raw -269760.523742 + Penalty 2584.142326 = -267176.381416 nChanged 5 SP:Iteration 21Q (1265.520366 sec): 3 clusters Score: Raw -269764.485337 + Penalty 2584.142326 = -267180.343012 nChanged 3 SP:Iteration 22Q (1265.563696 sec): 3 clusters Score: Raw -269765.433615 + Penalty 2584.142326 = -267181.291289 nChanged 1 SP:Iteration 23Q (1265.620317 sec): 3 clusters Score: Raw -269765.872288 + Penalty 2584.142326 = -267181.729962 nChanged 0 SP:Iteration 24F (1265.665157 sec): 3 clusters Score: Raw -269765.872288 + Penalty 2584.142326 = -267181.729962 nChanged 0 Trying to split cluster 5 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1265.684852 sec): 2 clusters Score: Raw -72282.233617 + Penalty 1130.283799 = -71151.949818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1265.742701 sec): 3 clusters Score: Raw -72042.182748 + Penalty 2260.567598 = -69781.615150 nChanged 357 SP:Iteration 1F (1265.787776 sec): 3 clusters Score: Raw -72549.328611 + Penalty 2260.567598 = -70288.761013 nChanged 107 SP:Iteration 2F (1265.826888 sec): 3 clusters Score: Raw -72732.656386 + Penalty 2260.567598 = -70472.088789 nChanged 64 SP:Iteration 3F (1265.874962 sec): 3 clusters Score: Raw -72842.004647 + Penalty 2260.567598 = -70581.437050 nChanged 50 SP:Iteration 4Q (1265.934688 sec): 3 clusters Score: Raw -72906.014581 + Penalty 2260.567598 = -70645.446983 nChanged 32 SP:Iteration 5Q (1265.969146 sec): 3 clusters Score: Raw -72942.342872 + Penalty 2260.567598 = -70681.775274 nChanged 22 SP:Iteration 6Q (1266.013842 sec): 3 clusters Score: Raw -72958.673325 + Penalty 2260.567598 = -70698.105728 nChanged 13 SP:Iteration 7Q (1266.062528 sec): 3 clusters Score: Raw -72968.063671 + Penalty 2260.567598 = -70707.496073 nChanged 7 SP:Iteration 8Q (1266.110984 sec): 3 clusters Score: Raw -72978.155145 + Penalty 2260.567598 = -70717.587548 nChanged 7 SP:Iteration 9Q (1266.151163 sec): 3 clusters Score: Raw -72997.967655 + Penalty 2260.567598 = -70737.400057 nChanged 14 SP:Iteration 10Q (1266.202607 sec): 3 clusters Score: Raw -73017.206373 + Penalty 2260.567598 = -70756.638776 nChanged 14 SP:Iteration 11Q (1266.244617 sec): 3 clusters Score: Raw -73025.088429 + Penalty 2260.567598 = -70764.520831 nChanged 2 SP:Iteration 12Q (1266.299242 sec): 3 clusters Score: Raw -73031.456310 + Penalty 2260.567598 = -70770.888712 nChanged 7 SP:Iteration 13Q (1266.346171 sec): 3 clusters Score: Raw -73043.174436 + Penalty 2260.567598 = -70782.606838 nChanged 3 SP:Iteration 14Q (1266.390771 sec): 3 clusters Score: Raw -73044.550363 + Penalty 2260.567598 = -70783.982766 nChanged 1 SP:Iteration 15Q (1266.429438 sec): 3 clusters Score: Raw -73047.114014 + Penalty 2260.567598 = -70786.546417 nChanged 1 SP:Iteration 16Q (1266.469840 sec): 3 clusters Score: Raw -73049.018931 + Penalty 2260.567598 = -70788.451333 nChanged 1 SP:Iteration 17Q (1266.514639 sec): 3 clusters Score: Raw -73049.274420 + Penalty 2260.567598 = -70788.706822 nChanged 1 SP:Iteration 18Q (1266.560678 sec): 3 clusters Score: Raw -73050.613032 + Penalty 2260.567598 = -70790.045434 nChanged 0 SP:Iteration 19F (1266.612021 sec): 3 clusters Score: Raw -73050.613032 + Penalty 2260.567598 = -70790.045434 nChanged 0 Trying to split cluster 6 (4334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1266.641216 sec): 2 clusters Score: Raw -361120.659730 + Penalty 1360.815005 = -359759.844726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1266.695744 sec): 3 clusters Score: Raw -358953.917960 + Penalty 2721.630009 = -356232.287951 nChanged 1756 SP:Iteration 1F (1266.737830 sec): 3 clusters Score: Raw -360251.415767 + Penalty 2721.630009 = -357529.785758 nChanged 446 SP:Iteration 2F (1266.795721 sec): 3 clusters Score: Raw -360656.468623 + Penalty 2721.630009 = -357934.838613 nChanged 342 SP:Iteration 3F (1266.844007 sec): 3 clusters Score: Raw -360959.675014 + Penalty 2721.630009 = -358238.045005 nChanged 257 SP:Iteration 4F (1266.906291 sec): 3 clusters Score: Raw -361162.297456 + Penalty 2721.630009 = -358440.667447 nChanged 189 SP:Iteration 5Q (1266.955386 sec): 3 clusters Score: Raw -361293.137323 + Penalty 2721.630009 = -358571.507313 nChanged 161 SP:Iteration 6Q (1267.000237 sec): 3 clusters Score: Raw -361399.729040 + Penalty 2721.630009 = -358678.099031 nChanged 124 SP:Iteration 7Q (1267.049609 sec): 3 clusters Score: Raw -361468.655152 + Penalty 2721.630009 = -358747.025143 nChanged 101 SP:Iteration 8Q (1267.103831 sec): 3 clusters Score: Raw -361506.011176 + Penalty 2721.630009 = -358784.381167 nChanged 63 SP:Iteration 9Q (1267.158717 sec): 3 clusters Score: Raw -361533.641189 + Penalty 2721.630009 = -358812.011179 nChanged 55 SP:Iteration 10Q (1267.204168 sec): 3 clusters Score: Raw -361557.375968 + Penalty 2721.630009 = -358835.745959 nChanged 48 SP:Iteration 11Q (1267.263294 sec): 3 clusters Score: Raw -361575.838267 + Penalty 2721.630009 = -358854.208258 nChanged 45 SP:Iteration 12Q (1267.307971 sec): 3 clusters Score: Raw -361588.012324 + Penalty 2721.630009 = -358866.382315 nChanged 28 SP:Iteration 13Q (1267.367719 sec): 3 clusters Score: Raw -361596.467457 + Penalty 2721.630009 = -358874.837448 nChanged 30 SP:Iteration 14Q (1267.422941 sec): 3 clusters Score: Raw -361606.935036 + Penalty 2721.630009 = -358885.305027 nChanged 34 SP:Iteration 15Q (1267.475630 sec): 3 clusters Score: Raw -361614.738717 + Penalty 2721.630009 = -358893.108708 nChanged 23 SP:Iteration 16Q (1267.519366 sec): 3 clusters Score: Raw -361620.746790 + Penalty 2721.630009 = -358899.116781 nChanged 24 SP:Iteration 17Q (1267.583037 sec): 3 clusters Score: Raw -361628.516607 + Penalty 2721.630009 = -358906.886597 nChanged 29 SP:Iteration 18Q (1267.624786 sec): 3 clusters Score: Raw -361638.979888 + Penalty 2721.630009 = -358917.349879 nChanged 30 SP:Iteration 19Q (1267.677352 sec): 3 clusters Score: Raw -361648.559446 + Penalty 2721.630009 = -358926.929437 nChanged 23 SP:Iteration 20F (1267.733578 sec): 3 clusters Score: Raw -361656.074093 + Penalty 2721.630009 = -358934.444084 nChanged 24 SP:Iteration 21Q (1267.773899 sec): 3 clusters Score: Raw -361662.942890 + Penalty 2721.630009 = -358941.312881 nChanged 29 SP:Iteration 22Q (1267.827806 sec): 3 clusters Score: Raw -361673.255652 + Penalty 2721.630009 = -358951.625643 nChanged 37 SP:Iteration 23Q (1267.884191 sec): 3 clusters Score: Raw -361683.983663 + Penalty 2721.630009 = -358962.353654 nChanged 36 SP:Iteration 24Q (1267.928552 sec): 3 clusters Score: Raw -361694.154508 + Penalty 2721.630009 = -358972.524499 nChanged 37 SP:Iteration 25Q (1267.987912 sec): 3 clusters Score: Raw -361704.539558 + Penalty 2721.630009 = -358982.909549 nChanged 32 SP:Iteration 26Q (1268.041371 sec): 3 clusters Score: Raw -361713.853857 + Penalty 2721.630009 = -358992.223848 nChanged 31 SP:Iteration 27Q (1268.099058 sec): 3 clusters Score: Raw -361722.911425 + Penalty 2721.630009 = -359001.281416 nChanged 29 SP:Iteration 28Q (1268.157202 sec): 3 clusters Score: Raw -361730.267239 + Penalty 2721.630009 = -359008.637230 nChanged 32 SP:Iteration 29Q (1268.211224 sec): 3 clusters Score: Raw -361739.897264 + Penalty 2721.630009 = -359018.267255 nChanged 30 SP:Iteration 30Q (1268.264761 sec): 3 clusters Score: Raw -361749.755611 + Penalty 2721.630009 = -359028.125602 nChanged 33 SP:Iteration 31Q (1268.306085 sec): 3 clusters Score: Raw -361761.372270 + Penalty 2721.630009 = -359039.742261 nChanged 35 SP:Iteration 32Q (1268.365956 sec): 3 clusters Score: Raw -361776.490792 + Penalty 2721.630009 = -359054.860783 nChanged 41 SP:Iteration 33Q (1268.421009 sec): 3 clusters Score: Raw -361800.737920 + Penalty 2721.630009 = -359079.107911 nChanged 43 SP:Iteration 34Q (1268.467855 sec): 3 clusters Score: Raw -361818.590716 + Penalty 2721.630009 = -359096.960707 nChanged 49 SP:Iteration 35Q (1268.519018 sec): 3 clusters Score: Raw -361838.756133 + Penalty 2721.630009 = -359117.126124 nChanged 52 SP:Iteration 36Q (1268.566651 sec): 3 clusters Score: Raw -361862.529019 + Penalty 2721.630009 = -359140.899009 nChanged 46 SP:Iteration 37Q (1268.627533 sec): 3 clusters Score: Raw -361876.386568 + Penalty 2721.630009 = -359154.756559 nChanged 33 SP:Iteration 38Q (1268.675915 sec): 3 clusters Score: Raw -361888.127663 + Penalty 2721.630009 = -359166.497654 nChanged 26 SP:Iteration 39Q (1268.730499 sec): 3 clusters Score: Raw -361896.339559 + Penalty 2721.630009 = -359174.709550 nChanged 25 SP:Iteration 40F (1268.778378 sec): 3 clusters Score: Raw -361902.829536 + Penalty 2721.630009 = -359181.199527 nChanged 19 SP:Iteration 41Q (1268.835584 sec): 3 clusters Score: Raw -361906.590877 + Penalty 2721.630009 = -359184.960867 nChanged 16 SP:Iteration 42Q (1268.885475 sec): 3 clusters Score: Raw -361909.154816 + Penalty 2721.630009 = -359187.524807 nChanged 10 SP:Iteration 43Q (1268.943761 sec): 3 clusters Score: Raw -361910.837670 + Penalty 2721.630009 = -359189.207661 nChanged 6 SP:Iteration 44Q (1268.993492 sec): 3 clusters Score: Raw -361911.524017 + Penalty 2721.630009 = -359189.894008 nChanged 6 SP:Iteration 45Q (1269.045446 sec): 3 clusters Score: Raw -361912.281409 + Penalty 2721.630009 = -359190.651400 nChanged 3 SP:Iteration 46Q (1269.105242 sec): 3 clusters Score: Raw -361912.673562 + Penalty 2721.630009 = -359191.043552 nChanged 4 SP:Iteration 47Q (1269.163534 sec): 3 clusters Score: Raw -361913.230154 + Penalty 2721.630009 = -359191.600145 nChanged 5 SP:Iteration 48Q (1269.212187 sec): 3 clusters Score: Raw -361914.004363 + Penalty 2721.630009 = -359192.374354 nChanged 5 SP:Iteration 49Q (1269.268885 sec): 3 clusters Score: Raw -361914.827752 + Penalty 2721.630009 = -359193.197743 nChanged 5 SP:Iteration 50Q (1269.323156 sec): 3 clusters Score: Raw -361916.664690 + Penalty 2721.630009 = -359195.034680 nChanged 9 SP:Iteration 51Q (1269.373045 sec): 3 clusters Score: Raw -361919.741481 + Penalty 2721.630009 = -359198.111472 nChanged 7 SP:Iteration 52Q (1269.428480 sec): 3 clusters Score: Raw -361922.229247 + Penalty 2721.630009 = -359200.599238 nChanged 7 SP:Iteration 53Q (1269.471326 sec): 3 clusters Score: Raw -361924.511253 + Penalty 2721.630009 = -359202.881244 nChanged 14 SP:Iteration 54Q (1269.524825 sec): 3 clusters Score: Raw -361926.934694 + Penalty 2721.630009 = -359205.304685 nChanged 5 SP:Iteration 55Q (1269.585623 sec): 3 clusters Score: Raw -361927.846186 + Penalty 2721.630009 = -359206.216177 nChanged 5 SP:Iteration 56Q (1269.642481 sec): 3 clusters Score: Raw -361929.419274 + Penalty 2721.630009 = -359207.789265 nChanged 4 SP:Iteration 57Q (1269.701379 sec): 3 clusters Score: Raw -361929.918814 + Penalty 2721.630009 = -359208.288805 nChanged 2 SP:Iteration 58Q (1269.743526 sec): 3 clusters Score: Raw -361930.402287 + Penalty 2721.630009 = -359208.772278 nChanged 3 SP:Iteration 59Q (1269.802461 sec): 3 clusters Score: Raw -361930.977930 + Penalty 2721.630009 = -359209.347920 nChanged 8 SP:Iteration 60F (1269.853077 sec): 3 clusters Score: Raw -361932.747903 + Penalty 2721.630009 = -359211.117894 nChanged 8 SP:Iteration 61Q (1269.906128 sec): 3 clusters Score: Raw -361934.636497 + Penalty 2721.630009 = -359213.006488 nChanged 6 SP:Iteration 62Q (1269.947940 sec): 3 clusters Score: Raw -361935.902187 + Penalty 2721.630009 = -359214.272177 nChanged 12 SP:Iteration 63Q (1270.006156 sec): 3 clusters Score: Raw -361938.911291 + Penalty 2721.630009 = -359217.281282 nChanged 12 SP:Iteration 64Q (1270.056518 sec): 3 clusters Score: Raw -361941.213430 + Penalty 2721.630009 = -359219.583421 nChanged 11 SP:Iteration 65Q (1270.108921 sec): 3 clusters Score: Raw -361943.162997 + Penalty 2721.630009 = -359221.532987 nChanged 8 SP:Iteration 66Q (1270.151956 sec): 3 clusters Score: Raw -361944.361962 + Penalty 2721.630009 = -359222.731953 nChanged 4 SP:Iteration 67Q (1270.214602 sec): 3 clusters Score: Raw -361944.900256 + Penalty 2721.630009 = -359223.270246 nChanged 5 SP:Iteration 68Q (1270.267781 sec): 3 clusters Score: Raw -361945.959548 + Penalty 2721.630009 = -359224.329538 nChanged 4 SP:Iteration 69Q (1270.312201 sec): 3 clusters Score: Raw -361946.481362 + Penalty 2721.630009 = -359224.851353 nChanged 2 SP:Iteration 70Q (1270.365325 sec): 3 clusters Score: Raw -361946.902220 + Penalty 2721.630009 = -359225.272211 nChanged 3 SP:Iteration 71Q (1270.431123 sec): 3 clusters Score: Raw -361947.253856 + Penalty 2721.630009 = -359225.623847 nChanged 2 SP:Iteration 72Q (1270.470706 sec): 3 clusters Score: Raw -361947.727037 + Penalty 2721.630009 = -359226.097028 nChanged 1 SP:Iteration 73Q (1270.519071 sec): 3 clusters Score: Raw -361947.792416 + Penalty 2721.630009 = -359226.162407 nChanged 0 SP:Iteration 74F (1270.569266 sec): 3 clusters Score: Raw -361947.792416 + Penalty 2721.630009 = -359226.162407 nChanged 0 Trying to split cluster 7 (15013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1270.612608 sec): 2 clusters Score: Raw -1437445.994396 + Penalty 1562.709163 = -1435883.285233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1270.689279 sec): 3 clusters Score: Raw -1428563.895369 + Penalty 3125.418326 = -1425438.477043 nChanged 6742 SP:Iteration 1F (1270.749444 sec): 3 clusters Score: Raw -1432425.893780 + Penalty 3125.418326 = -1429300.475455 nChanged 922 SP:Iteration 2F (1270.826702 sec): 3 clusters Score: Raw -1432899.994210 + Penalty 3125.418326 = -1429774.575884 nChanged 875 SP:Iteration 3F (1270.894257 sec): 3 clusters Score: Raw -1433361.377112 + Penalty 3125.418326 = -1430235.958787 nChanged 903 SP:Iteration 4F (1270.974062 sec): 3 clusters Score: Raw -1433856.072257 + Penalty 3125.418326 = -1430730.653931 nChanged 788 SP:Iteration 5F (1271.041173 sec): 3 clusters Score: Raw -1434273.960636 + Penalty 3125.418326 = -1431148.542310 nChanged 739 SP:Iteration 6Q (1271.114169 sec): 3 clusters Score: Raw -1434692.456452 + Penalty 3125.418326 = -1431567.038126 nChanged 676 SP:Iteration 7Q (1271.178597 sec): 3 clusters Score: Raw -1435088.438257 + Penalty 3125.418326 = -1431963.019931 nChanged 642 SP:Iteration 8Q (1271.256308 sec): 3 clusters Score: Raw -1435464.019321 + Penalty 3125.418326 = -1432338.600995 nChanged 552 SP:Iteration 9Q (1271.327000 sec): 3 clusters Score: Raw -1435795.881533 + Penalty 3125.418326 = -1432670.463207 nChanged 470 SP:Iteration 10Q (1271.405492 sec): 3 clusters Score: Raw -1436067.673258 + Penalty 3125.418326 = -1432942.254932 nChanged 400 SP:Iteration 11Q (1271.477756 sec): 3 clusters Score: Raw -1436279.743543 + Penalty 3125.418326 = -1433154.325217 nChanged 301 SP:Iteration 12Q (1271.552228 sec): 3 clusters Score: Raw -1436421.891979 + Penalty 3125.418326 = -1433296.473654 nChanged 253 SP:Iteration 13Q (1271.614804 sec): 3 clusters Score: Raw -1436537.484961 + Penalty 3125.418326 = -1433412.066635 nChanged 215 SP:Iteration 14Q (1271.691858 sec): 3 clusters Score: Raw -1436628.283149 + Penalty 3125.418326 = -1433502.864823 nChanged 174 SP:Iteration 15Q (1271.769825 sec): 3 clusters Score: Raw -1436699.168665 + Penalty 3125.418326 = -1433573.750339 nChanged 166 SP:Iteration 16Q (1271.832073 sec): 3 clusters Score: Raw -1436760.978316 + Penalty 3125.418326 = -1433635.559990 nChanged 159 SP:Iteration 17Q (1271.902289 sec): 3 clusters Score: Raw -1436805.992905 + Penalty 3125.418326 = -1433680.574579 nChanged 120 SP:Iteration 18Q (1271.979124 sec): 3 clusters Score: Raw -1436841.995526 + Penalty 3125.418326 = -1433716.577201 nChanged 118 SP:Iteration 19Q (1272.045576 sec): 3 clusters Score: Raw -1436882.209919 + Penalty 3125.418326 = -1433756.791594 nChanged 131 SP:Iteration 20F (1272.132158 sec): 3 clusters Score: Raw -1436926.669544 + Penalty 3125.418326 = -1433801.251218 nChanged 137 SP:Iteration 21Q (1272.190688 sec): 3 clusters Score: Raw -1436976.945698 + Penalty 3125.418326 = -1433851.527372 nChanged 136 SP:Iteration 22Q (1272.272734 sec): 3 clusters Score: Raw -1437028.015798 + Penalty 3125.418326 = -1433902.597473 nChanged 143 SP:Iteration 23Q (1272.344245 sec): 3 clusters Score: Raw -1437082.157861 + Penalty 3125.418326 = -1433956.739535 nChanged 142 SP:Iteration 24Q (1272.403810 sec): 3 clusters Score: Raw -1437143.423813 + Penalty 3125.418326 = -1434018.005487 nChanged 141 SP:Iteration 25Q (1272.469884 sec): 3 clusters Score: Raw -1437201.907396 + Penalty 3125.418326 = -1434076.489070 nChanged 120 SP:Iteration 26Q (1272.539238 sec): 3 clusters Score: Raw -1437245.829748 + Penalty 3125.418326 = -1434120.411423 nChanged 121 SP:Iteration 27Q (1272.597008 sec): 3 clusters Score: Raw -1437283.746049 + Penalty 3125.418326 = -1434158.327723 nChanged 113 SP:Iteration 28Q (1272.664911 sec): 3 clusters Score: Raw -1437318.417733 + Penalty 3125.418326 = -1434192.999407 nChanged 98 SP:Iteration 29Q (1272.737764 sec): 3 clusters Score: Raw -1437349.679371 + Penalty 3125.418326 = -1434224.261045 nChanged 86 SP:Iteration 30Q (1272.799469 sec): 3 clusters Score: Raw -1437377.087369 + Penalty 3125.418326 = -1434251.669043 nChanged 83 SP:Iteration 31Q (1272.876944 sec): 3 clusters Score: Raw -1437402.080638 + Penalty 3125.418326 = -1434276.662312 nChanged 84 SP:Iteration 32Q (1272.948096 sec): 3 clusters Score: Raw -1437426.920260 + Penalty 3125.418326 = -1434301.501934 nChanged 70 SP:Iteration 33Q (1273.018384 sec): 3 clusters Score: Raw -1437448.204194 + Penalty 3125.418326 = -1434322.785869 nChanged 65 SP:Iteration 34Q (1273.085969 sec): 3 clusters Score: Raw -1437465.812844 + Penalty 3125.418326 = -1434340.394518 nChanged 69 SP:Iteration 35Q (1273.141591 sec): 3 clusters Score: Raw -1437484.537315 + Penalty 3125.418326 = -1434359.118989 nChanged 47 SP:Iteration 36Q (1273.213990 sec): 3 clusters Score: Raw -1437497.762272 + Penalty 3125.418326 = -1434372.343947 nChanged 48 SP:Iteration 37Q (1273.281624 sec): 3 clusters Score: Raw -1437508.622194 + Penalty 3125.418326 = -1434383.203869 nChanged 36 SP:Iteration 38Q (1273.358868 sec): 3 clusters Score: Raw -1437515.790265 + Penalty 3125.418326 = -1434390.371939 nChanged 30 SP:Iteration 39Q (1273.419750 sec): 3 clusters Score: Raw -1437522.021399 + Penalty 3125.418326 = -1434396.603073 nChanged 36 SP:Iteration 40F (1273.489179 sec): 3 clusters Score: Raw -1437530.638233 + Penalty 3125.418326 = -1434405.219907 nChanged 35 SP:Iteration 41Q (1273.560551 sec): 3 clusters Score: Raw -1437538.483429 + Penalty 3125.418326 = -1434413.065103 nChanged 31 SP:Iteration 42Q (1273.624927 sec): 3 clusters Score: Raw -1437545.297254 + Penalty 3125.418326 = -1434419.878928 nChanged 31 SP:Iteration 43Q (1273.693907 sec): 3 clusters Score: Raw -1437552.353887 + Penalty 3125.418326 = -1434426.935562 nChanged 31 SP:Iteration 44Q (1273.761468 sec): 3 clusters Score: Raw -1437559.722605 + Penalty 3125.418326 = -1434434.304280 nChanged 28 SP:Iteration 45Q (1273.831182 sec): 3 clusters Score: Raw -1437565.577173 + Penalty 3125.418326 = -1434440.158847 nChanged 27 SP:Iteration 46Q (1273.904607 sec): 3 clusters Score: Raw -1437571.111872 + Penalty 3125.418326 = -1434445.693547 nChanged 23 SP:Iteration 47Q (1273.963114 sec): 3 clusters Score: Raw -1437575.923629 + Penalty 3125.418326 = -1434450.505303 nChanged 16 SP:Iteration 48Q (1274.028761 sec): 3 clusters Score: Raw -1437579.367794 + Penalty 3125.418326 = -1434453.949469 nChanged 15 SP:Iteration 49Q (1274.097292 sec): 3 clusters Score: Raw -1437583.533287 + Penalty 3125.418326 = -1434458.114962 nChanged 19 SP:Iteration 50Q (1274.177102 sec): 3 clusters Score: Raw -1437587.600550 + Penalty 3125.418326 = -1434462.182224 nChanged 15 SP:Iteration 51Q (1274.240193 sec): 3 clusters Score: Raw -1437590.517971 + Penalty 3125.418326 = -1434465.099645 nChanged 9 SP:Iteration 52Q (1274.305153 sec): 3 clusters Score: Raw -1437591.584541 + Penalty 3125.418326 = -1434466.166215 nChanged 3 SP:Iteration 53Q (1274.373510 sec): 3 clusters Score: Raw -1437592.109480 + Penalty 3125.418326 = -1434466.691154 nChanged 9 SP:Iteration 54Q (1274.432993 sec): 3 clusters Score: Raw -1437593.942327 + Penalty 3125.418326 = -1434468.524001 nChanged 9 SP:Iteration 55Q (1274.504856 sec): 3 clusters Score: Raw -1437595.433836 + Penalty 3125.418326 = -1434470.015511 nChanged 9 SP:Iteration 56Q (1274.557293 sec): 3 clusters Score: Raw -1437597.081438 + Penalty 3125.418326 = -1434471.663113 nChanged 13 SP:Iteration 57Q (1274.632297 sec): 3 clusters Score: Raw -1437600.518287 + Penalty 3125.418326 = -1434475.099961 nChanged 13 SP:Iteration 58Q (1274.692768 sec): 3 clusters Score: Raw -1437603.647943 + Penalty 3125.418326 = -1434478.229617 nChanged 13 SP:Iteration 59Q (1274.757608 sec): 3 clusters Score: Raw -1437606.280081 + Penalty 3125.418326 = -1434480.861756 nChanged 8 SP:Iteration 60F (1274.830706 sec): 3 clusters Score: Raw -1437607.918766 + Penalty 3125.418326 = -1434482.500440 nChanged 8 SP:Iteration 61Q (1274.902543 sec): 3 clusters Score: Raw -1437610.390073 + Penalty 3125.418326 = -1434484.971747 nChanged 10 SP:Iteration 62Q (1274.972869 sec): 3 clusters Score: Raw -1437612.735928 + Penalty 3125.418326 = -1434487.317602 nChanged 10 SP:Iteration 63Q (1275.041415 sec): 3 clusters Score: Raw -1437615.884715 + Penalty 3125.418326 = -1434490.466389 nChanged 12 SP:Iteration 64Q (1275.106109 sec): 3 clusters Score: Raw -1437618.500578 + Penalty 3125.418326 = -1434493.082252 nChanged 10 SP:Iteration 65Q (1275.169931 sec): 3 clusters Score: Raw -1437621.281093 + Penalty 3125.418326 = -1434495.862767 nChanged 13 SP:Iteration 66Q (1275.232413 sec): 3 clusters Score: Raw -1437624.799654 + Penalty 3125.418326 = -1434499.381329 nChanged 12 SP:Iteration 67Q (1275.303406 sec): 3 clusters Score: Raw -1437627.657028 + Penalty 3125.418326 = -1434502.238702 nChanged 11 SP:Iteration 68Q (1275.353357 sec): 3 clusters Score: Raw -1437629.890318 + Penalty 3125.418326 = -1434504.471992 nChanged 9 SP:Iteration 69Q (1275.428614 sec): 3 clusters Score: Raw -1437631.624997 + Penalty 3125.418326 = -1434506.206672 nChanged 8 SP:Iteration 70Q (1275.494760 sec): 3 clusters Score: Raw -1437633.527082 + Penalty 3125.418326 = -1434508.108756 nChanged 6 SP:Iteration 71Q (1275.560499 sec): 3 clusters Score: Raw -1437634.539709 + Penalty 3125.418326 = -1434509.121383 nChanged 7 SP:Iteration 72Q (1275.618215 sec): 3 clusters Score: Raw -1437635.915339 + Penalty 3125.418326 = -1434510.497014 nChanged 9 SP:Iteration 73Q (1275.687284 sec): 3 clusters Score: Raw -1437637.710445 + Penalty 3125.418326 = -1434512.292120 nChanged 13 SP:Iteration 74Q (1275.751146 sec): 3 clusters Score: Raw -1437640.484895 + Penalty 3125.418326 = -1434515.066569 nChanged 15 SP:Iteration 75Q (1275.826249 sec): 3 clusters Score: Raw -1437644.141966 + Penalty 3125.418326 = -1434518.723641 nChanged 13 SP:Iteration 76Q (1275.895576 sec): 3 clusters Score: Raw -1437647.540819 + Penalty 3125.418326 = -1434522.122493 nChanged 20 SP:Iteration 77Q (1275.965422 sec): 3 clusters Score: Raw -1437652.436641 + Penalty 3125.418326 = -1434527.018315 nChanged 14 SP:Iteration 78Q (1276.022009 sec): 3 clusters Score: Raw -1437655.268783 + Penalty 3125.418326 = -1434529.850457 nChanged 14 SP:Iteration 79Q (1276.096060 sec): 3 clusters Score: Raw -1437658.629862 + Penalty 3125.418326 = -1434533.211536 nChanged 17 SP:Iteration 80F (1276.165692 sec): 3 clusters Score: Raw -1437663.412256 + Penalty 3125.418326 = -1434537.993931 nChanged 15 SP:Iteration 81Q (1276.225830 sec): 3 clusters Score: Raw -1437667.912135 + Penalty 3125.418326 = -1434542.493809 nChanged 16 SP:Iteration 82Q (1276.301598 sec): 3 clusters Score: Raw -1437672.646850 + Penalty 3125.418326 = -1434547.228524 nChanged 14 SP:Iteration 83Q (1276.358915 sec): 3 clusters Score: Raw -1437677.245382 + Penalty 3125.418326 = -1434551.827056 nChanged 9 SP:Iteration 84Q (1276.434964 sec): 3 clusters Score: Raw -1437679.502980 + Penalty 3125.418326 = -1434554.084654 nChanged 9 SP:Iteration 85Q (1276.488060 sec): 3 clusters Score: Raw -1437681.537871 + Penalty 3125.418326 = -1434556.119545 nChanged 10 SP:Iteration 86Q (1276.561851 sec): 3 clusters Score: Raw -1437683.780987 + Penalty 3125.418326 = -1434558.362662 nChanged 11 SP:Iteration 87Q (1276.617243 sec): 3 clusters Score: Raw -1437686.414464 + Penalty 3125.418326 = -1434560.996138 nChanged 10 SP:Iteration 88Q (1276.692162 sec): 3 clusters Score: Raw -1437688.816702 + Penalty 3125.418326 = -1434563.398376 nChanged 14 SP:Iteration 89Q (1276.764080 sec): 3 clusters Score: Raw -1437691.292055 + Penalty 3125.418326 = -1434565.873729 nChanged 7 SP:Iteration 90Q (1276.814820 sec): 3 clusters Score: Raw -1437693.089997 + Penalty 3125.418326 = -1434567.671672 nChanged 9 SP:Iteration 91Q (1276.879184 sec): 3 clusters Score: Raw -1437695.881769 + Penalty 3125.418326 = -1434570.463444 nChanged 6 SP:Iteration 92Q (1276.956097 sec): 3 clusters Score: Raw -1437697.411164 + Penalty 3125.418326 = -1434571.992839 nChanged 7 SP:Iteration 93Q (1277.023396 sec): 3 clusters Score: Raw -1437699.130427 + Penalty 3125.418326 = -1434573.712101 nChanged 8 SP:Iteration 94Q (1277.091667 sec): 3 clusters Score: Raw -1437701.236248 + Penalty 3125.418326 = -1434575.817922 nChanged 6 SP:Iteration 95Q (1277.157512 sec): 3 clusters Score: Raw -1437702.650671 + Penalty 3125.418326 = -1434577.232345 nChanged 4 SP:Iteration 96Q (1277.225503 sec): 3 clusters Score: Raw -1437703.464118 + Penalty 3125.418326 = -1434578.045792 nChanged 0 SP:Iteration 97F (1277.287750 sec): 3 clusters Score: Raw -1437703.464118 + Penalty 3125.418326 = -1434578.045792 nChanged 0 Trying to split cluster 8 (3880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1277.317591 sec): 2 clusters Score: Raw -357384.258058 + Penalty 1342.833445 = -356041.424613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1277.372084 sec): 3 clusters Score: Raw -355425.598275 + Penalty 2685.666891 = -352739.931384 nChanged 1497 SP:Iteration 1F (1277.422128 sec): 3 clusters Score: Raw -356276.331876 + Penalty 2685.666891 = -353590.664985 nChanged 290 SP:Iteration 2F (1277.476530 sec): 3 clusters Score: Raw -356433.342090 + Penalty 2685.666891 = -353747.675200 nChanged 196 SP:Iteration 3F (1277.531637 sec): 3 clusters Score: Raw -356533.331798 + Penalty 2685.666891 = -353847.664908 nChanged 157 SP:Iteration 4Q (1277.576208 sec): 3 clusters Score: Raw -356615.242249 + Penalty 2685.666891 = -353929.575359 nChanged 129 SP:Iteration 5Q (1277.638929 sec): 3 clusters Score: Raw -356680.711409 + Penalty 2685.666891 = -353995.044518 nChanged 112 SP:Iteration 6Q (1277.687103 sec): 3 clusters Score: Raw -356737.103196 + Penalty 2685.666891 = -354051.436306 nChanged 93 SP:Iteration 7Q (1277.738790 sec): 3 clusters Score: Raw -356784.968815 + Penalty 2685.666891 = -354099.301925 nChanged 88 SP:Iteration 8Q (1277.787819 sec): 3 clusters Score: Raw -356815.815224 + Penalty 2685.666891 = -354130.148333 nChanged 68 SP:Iteration 9Q (1277.842159 sec): 3 clusters Score: Raw -356842.292615 + Penalty 2685.666891 = -354156.625725 nChanged 57 SP:Iteration 10Q (1277.890103 sec): 3 clusters Score: Raw -356871.143346 + Penalty 2685.666891 = -354185.476456 nChanged 69 SP:Iteration 11Q (1277.942496 sec): 3 clusters Score: Raw -356902.509642 + Penalty 2685.666891 = -354216.842751 nChanged 78 SP:Iteration 12Q (1277.998781 sec): 3 clusters Score: Raw -356940.895181 + Penalty 2685.666891 = -354255.228291 nChanged 65 SP:Iteration 13Q (1278.054873 sec): 3 clusters Score: Raw -356973.502643 + Penalty 2685.666891 = -354287.835752 nChanged 62 SP:Iteration 14Q (1278.105513 sec): 3 clusters Score: Raw -357006.234599 + Penalty 2685.666891 = -354320.567708 nChanged 62 SP:Iteration 15Q (1278.146101 sec): 3 clusters Score: Raw -357042.312748 + Penalty 2685.666891 = -354356.645857 nChanged 60 SP:Iteration 16Q (1278.204149 sec): 3 clusters Score: Raw -357077.793359 + Penalty 2685.666891 = -354392.126468 nChanged 68 SP:Iteration 17Q (1278.249499 sec): 3 clusters Score: Raw -357106.981595 + Penalty 2685.666891 = -354421.314705 nChanged 41 SP:Iteration 18Q (1278.307688 sec): 3 clusters Score: Raw -357123.333022 + Penalty 2685.666891 = -354437.666132 nChanged 43 SP:Iteration 19Q (1278.358650 sec): 3 clusters Score: Raw -357138.749448 + Penalty 2685.666891 = -354453.082558 nChanged 32 SP:Iteration 20F (1278.412783 sec): 3 clusters Score: Raw -357155.196264 + Penalty 2685.666891 = -354469.529374 nChanged 47 SP:Iteration 21Q (1278.470609 sec): 3 clusters Score: Raw -357177.210982 + Penalty 2685.666891 = -354491.544092 nChanged 50 SP:Iteration 22Q (1278.518504 sec): 3 clusters Score: Raw -357201.673981 + Penalty 2685.666891 = -354516.007090 nChanged 41 SP:Iteration 23Q (1278.571998 sec): 3 clusters Score: Raw -357220.312338 + Penalty 2685.666891 = -354534.645447 nChanged 35 SP:Iteration 24Q (1278.610785 sec): 3 clusters Score: Raw -357238.185906 + Penalty 2685.666891 = -354552.519016 nChanged 32 SP:Iteration 25Q (1278.668030 sec): 3 clusters Score: Raw -357256.242778 + Penalty 2685.666891 = -354570.575887 nChanged 39 SP:Iteration 26Q (1278.712590 sec): 3 clusters Score: Raw -357276.485274 + Penalty 2685.666891 = -354590.818384 nChanged 32 SP:Iteration 27Q (1278.760591 sec): 3 clusters Score: Raw -357290.445919 + Penalty 2685.666891 = -354604.779028 nChanged 30 SP:Iteration 28Q (1278.812472 sec): 3 clusters Score: Raw -357302.075822 + Penalty 2685.666891 = -354616.408932 nChanged 22 SP:Iteration 29Q (1278.866001 sec): 3 clusters Score: Raw -357310.530624 + Penalty 2685.666891 = -354624.863733 nChanged 23 SP:Iteration 30Q (1278.915925 sec): 3 clusters Score: Raw -357320.258093 + Penalty 2685.666891 = -354634.591202 nChanged 23 SP:Iteration 31Q (1278.974014 sec): 3 clusters Score: Raw -357330.709965 + Penalty 2685.666891 = -354645.043075 nChanged 24 SP:Iteration 32Q (1279.023231 sec): 3 clusters Score: Raw -357341.612319 + Penalty 2685.666891 = -354655.945429 nChanged 21 SP:Iteration 33Q (1279.071086 sec): 3 clusters Score: Raw -357354.383079 + Penalty 2685.666891 = -354668.716188 nChanged 23 SP:Iteration 34Q (1279.115624 sec): 3 clusters Score: Raw -357371.881001 + Penalty 2685.666891 = -354686.214110 nChanged 35 SP:Iteration 35Q (1279.163920 sec): 3 clusters Score: Raw -357393.125490 + Penalty 2685.666891 = -354707.458599 nChanged 30 SP:Iteration 36Q (1279.208587 sec): 3 clusters Score: Raw -357410.006629 + Penalty 2685.666891 = -354724.339738 nChanged 23 SP:Iteration 37Q (1279.254156 sec): 3 clusters Score: Raw -357423.067862 + Penalty 2685.666891 = -354737.400972 nChanged 25 SP:Iteration 38Q (1279.300692 sec): 3 clusters Score: Raw -357433.500705 + Penalty 2685.666891 = -354747.833815 nChanged 17 SP:Iteration 39Q (1279.353153 sec): 3 clusters Score: Raw -357443.137444 + Penalty 2685.666891 = -354757.470554 nChanged 20 SP:Iteration 40F (1279.412840 sec): 3 clusters Score: Raw -357452.839403 + Penalty 2685.666891 = -354767.172512 nChanged 17 SP:Iteration 41Q (1279.457406 sec): 3 clusters Score: Raw -357461.344343 + Penalty 2685.666891 = -354775.677453 nChanged 17 SP:Iteration 42Q (1279.517253 sec): 3 clusters Score: Raw -357469.745035 + Penalty 2685.666891 = -354784.078144 nChanged 16 SP:Iteration 43Q (1279.571447 sec): 3 clusters Score: Raw -357477.536914 + Penalty 2685.666891 = -354791.870024 nChanged 16 SP:Iteration 44Q (1279.624310 sec): 3 clusters Score: Raw -357487.987820 + Penalty 2685.666891 = -354802.320929 nChanged 20 SP:Iteration 45Q (1279.676973 sec): 3 clusters Score: Raw -357500.544945 + Penalty 2685.666891 = -354814.878055 nChanged 18 SP:Iteration 46Q (1279.728985 sec): 3 clusters Score: Raw -357511.404925 + Penalty 2685.666891 = -354825.738035 nChanged 18 SP:Iteration 47Q (1279.768821 sec): 3 clusters Score: Raw -357525.420030 + Penalty 2685.666891 = -354839.753139 nChanged 26 SP:Iteration 48Q (1279.829778 sec): 3 clusters Score: Raw -357540.162205 + Penalty 2685.666891 = -354854.495314 nChanged 16 SP:Iteration 49Q (1279.881361 sec): 3 clusters Score: Raw -357547.947570 + Penalty 2685.666891 = -354862.280679 nChanged 12 SP:Iteration 50Q (1279.927253 sec): 3 clusters Score: Raw -357553.711536 + Penalty 2685.666891 = -354868.044646 nChanged 15 SP:Iteration 51Q (1279.981154 sec): 3 clusters Score: Raw -357561.724588 + Penalty 2685.666891 = -354876.057698 nChanged 13 SP:Iteration 52Q (1280.025249 sec): 3 clusters Score: Raw -357569.017398 + Penalty 2685.666891 = -354883.350508 nChanged 13 SP:Iteration 53Q (1280.075475 sec): 3 clusters Score: Raw -357577.805002 + Penalty 2685.666891 = -354892.138111 nChanged 8 SP:Iteration 54Q (1280.137921 sec): 3 clusters Score: Raw -357582.768002 + Penalty 2685.666891 = -354897.101111 nChanged 10 SP:Iteration 55Q (1280.183601 sec): 3 clusters Score: Raw -357589.608478 + Penalty 2685.666891 = -354903.941587 nChanged 8 SP:Iteration 56Q (1280.228624 sec): 3 clusters Score: Raw -357593.707719 + Penalty 2685.666891 = -354908.040828 nChanged 5 SP:Iteration 57Q (1280.288503 sec): 3 clusters Score: Raw -357595.303565 + Penalty 2685.666891 = -354909.636675 nChanged 2 SP:Iteration 58Q (1280.327566 sec): 3 clusters Score: Raw -357596.248395 + Penalty 2685.666891 = -354910.581504 nChanged 2 SP:Iteration 59Q (1280.380498 sec): 3 clusters Score: Raw -357596.974121 + Penalty 2685.666891 = -354911.307230 nChanged 0 SP:Iteration 60F (1280.425996 sec): 3 clusters Score: Raw -357596.974121 + Penalty 2685.666891 = -354911.307230 nChanged 0 Trying to split cluster 9 (29214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1280.496428 sec): 2 clusters Score: Raw -2667994.175110 + Penalty 1670.890540 = -2666323.284570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1280.596150 sec): 3 clusters Score: Raw -2650016.807157 + Penalty 3341.781081 = -2646675.026076 nChanged 13346 SP:Iteration 1F (1280.685434 sec): 3 clusters Score: Raw -2657304.793720 + Penalty 3341.781081 = -2653963.012639 nChanged 1318 SP:Iteration 2Q (1280.784395 sec): 3 clusters Score: Raw -2657728.950145 + Penalty 3341.781081 = -2654387.169065 nChanged 1278 SP:Iteration 3Q (1280.883475 sec): 3 clusters Score: Raw -2658158.989541 + Penalty 3341.781081 = -2654817.208460 nChanged 1275 SP:Iteration 4Q (1280.982008 sec): 3 clusters Score: Raw -2658620.538281 + Penalty 3341.781081 = -2655278.757200 nChanged 1290 SP:Iteration 5Q (1281.089712 sec): 3 clusters Score: Raw -2659095.315293 + Penalty 3341.781081 = -2655753.534213 nChanged 1368 SP:Iteration 6Q (1281.180330 sec): 3 clusters Score: Raw -2659658.105797 + Penalty 3341.781081 = -2656316.324716 nChanged 1412 SP:Iteration 7Q (1281.278175 sec): 3 clusters Score: Raw -2660327.382569 + Penalty 3341.781081 = -2656985.601488 nChanged 1523 SP:Iteration 8F (1281.384423 sec): 3 clusters Score: Raw -2661127.242932 + Penalty 3341.781081 = -2657785.461851 nChanged 1601 SP:Iteration 9F (1281.482572 sec): 3 clusters Score: Raw -2662081.196740 + Penalty 3341.781081 = -2658739.415659 nChanged 1567 SP:Iteration 10F (1281.574694 sec): 3 clusters Score: Raw -2663036.802368 + Penalty 3341.781081 = -2659695.021287 nChanged 1418 SP:Iteration 11Q (1281.669742 sec): 3 clusters Score: Raw -2663855.447375 + Penalty 3341.781081 = -2660513.666294 nChanged 1233 SP:Iteration 12Q (1281.765444 sec): 3 clusters Score: Raw -2664536.924813 + Penalty 3341.781081 = -2661195.143732 nChanged 956 SP:Iteration 13Q (1281.868110 sec): 3 clusters Score: Raw -2665046.942765 + Penalty 3341.781081 = -2661705.161684 nChanged 853 SP:Iteration 14Q (1281.958966 sec): 3 clusters Score: Raw -2665458.223055 + Penalty 3341.781081 = -2662116.441975 nChanged 667 SP:Iteration 15Q (1282.068162 sec): 3 clusters Score: Raw -2665761.962942 + Penalty 3341.781081 = -2662420.181861 nChanged 554 SP:Iteration 16Q (1282.152367 sec): 3 clusters Score: Raw -2666053.984027 + Penalty 3341.781081 = -2662712.202947 nChanged 502 SP:Iteration 17Q (1282.259495 sec): 3 clusters Score: Raw -2666357.254408 + Penalty 3341.781081 = -2663015.473327 nChanged 537 SP:Iteration 18Q (1282.350971 sec): 3 clusters Score: Raw -2666695.099887 + Penalty 3341.781081 = -2663353.318807 nChanged 507 SP:Iteration 19Q (1282.440676 sec): 3 clusters Score: Raw -2666994.648027 + Penalty 3341.781081 = -2663652.866946 nChanged 487 SP:Iteration 20F (1282.539588 sec): 3 clusters Score: Raw -2667289.313615 + Penalty 3341.781081 = -2663947.532534 nChanged 467 SP:Iteration 21Q (1282.630496 sec): 3 clusters Score: Raw -2667558.502391 + Penalty 3341.781081 = -2664216.721311 nChanged 405 SP:Iteration 22Q (1282.724761 sec): 3 clusters Score: Raw -2667775.855367 + Penalty 3341.781081 = -2664434.074286 nChanged 355 SP:Iteration 23Q (1282.820165 sec): 3 clusters Score: Raw -2667933.414458 + Penalty 3341.781081 = -2664591.633377 nChanged 293 SP:Iteration 24Q (1282.917395 sec): 3 clusters Score: Raw -2668051.126923 + Penalty 3341.781081 = -2664709.345843 nChanged 245 SP:Iteration 25Q (1283.013984 sec): 3 clusters Score: Raw -2668144.301958 + Penalty 3341.781081 = -2664802.520877 nChanged 223 SP:Iteration 26Q (1283.100690 sec): 3 clusters Score: Raw -2668226.886694 + Penalty 3341.781081 = -2664885.105613 nChanged 192 SP:Iteration 27Q (1283.197350 sec): 3 clusters Score: Raw -2668288.385754 + Penalty 3341.781081 = -2664946.604673 nChanged 160 SP:Iteration 28Q (1283.293089 sec): 3 clusters Score: Raw -2668335.159993 + Penalty 3341.781081 = -2664993.378913 nChanged 148 SP:Iteration 29Q (1283.364866 sec): 3 clusters Score: Raw -2668370.557389 + Penalty 3341.781081 = -2665028.776308 nChanged 121 SP:Iteration 30Q (1283.455950 sec): 3 clusters Score: Raw -2668397.967559 + Penalty 3341.781081 = -2665056.186478 nChanged 116 SP:Iteration 31Q (1283.553371 sec): 3 clusters Score: Raw -2668422.825178 + Penalty 3341.781081 = -2665081.044097 nChanged 101 SP:Iteration 32Q (1283.646642 sec): 3 clusters Score: Raw -2668443.551420 + Penalty 3341.781081 = -2665101.770339 nChanged 96 SP:Iteration 33Q (1283.738275 sec): 3 clusters Score: Raw -2668461.314101 + Penalty 3341.781081 = -2665119.533020 nChanged 64 SP:Iteration 34Q (1283.827724 sec): 3 clusters Score: Raw -2668470.693094 + Penalty 3341.781081 = -2665128.912013 nChanged 58 SP:Iteration 35Q (1283.908790 sec): 3 clusters Score: Raw -2668479.275137 + Penalty 3341.781081 = -2665137.494056 nChanged 47 SP:Iteration 36Q (1283.999827 sec): 3 clusters Score: Raw -2668485.011852 + Penalty 3341.781081 = -2665143.230772 nChanged 38 SP:Iteration 37Q (1284.096051 sec): 3 clusters Score: Raw -2668490.003916 + Penalty 3341.781081 = -2665148.222835 nChanged 38 SP:Iteration 38Q (1284.185077 sec): 3 clusters Score: Raw -2668494.916712 + Penalty 3341.781081 = -2665153.135631 nChanged 41 SP:Iteration 39Q (1284.273478 sec): 3 clusters Score: Raw -2668500.518691 + Penalty 3341.781081 = -2665158.737610 nChanged 27 SP:Iteration 40F (1284.358422 sec): 3 clusters Score: Raw -2668503.320209 + Penalty 3341.781081 = -2665161.539128 nChanged 20 SP:Iteration 41Q (1284.457084 sec): 3 clusters Score: Raw -2668505.479711 + Penalty 3341.781081 = -2665163.698630 nChanged 26 SP:Iteration 42Q (1284.544437 sec): 3 clusters Score: Raw -2668508.738346 + Penalty 3341.781081 = -2665166.957266 nChanged 28 SP:Iteration 43Q (1284.629133 sec): 3 clusters Score: Raw -2668511.929892 + Penalty 3341.781081 = -2665170.148811 nChanged 36 SP:Iteration 44Q (1284.722059 sec): 3 clusters Score: Raw -2668516.016706 + Penalty 3341.781081 = -2665174.235625 nChanged 23 SP:Iteration 45Q (1284.799647 sec): 3 clusters Score: Raw -2668518.513862 + Penalty 3341.781081 = -2665176.732781 nChanged 21 SP:Iteration 46Q (1284.900623 sec): 3 clusters Score: Raw -2668520.780309 + Penalty 3341.781081 = -2665178.999229 nChanged 26 SP:Iteration 47Q (1284.993730 sec): 3 clusters Score: Raw -2668524.257920 + Penalty 3341.781081 = -2665182.476840 nChanged 31 SP:Iteration 48Q (1285.071750 sec): 3 clusters Score: Raw -2668527.357754 + Penalty 3341.781081 = -2665185.576673 nChanged 23 SP:Iteration 49Q (1285.173163 sec): 3 clusters Score: Raw -2668529.378008 + Penalty 3341.781081 = -2665187.596927 nChanged 17 SP:Iteration 50Q (1285.252520 sec): 3 clusters Score: Raw -2668530.726617 + Penalty 3341.781081 = -2665188.945537 nChanged 16 SP:Iteration 51Q (1285.347704 sec): 3 clusters Score: Raw -2668531.942595 + Penalty 3341.781081 = -2665190.161515 nChanged 15 SP:Iteration 52Q (1285.437873 sec): 3 clusters Score: Raw -2668533.200971 + Penalty 3341.781081 = -2665191.419890 nChanged 9 SP:Iteration 53Q (1285.521108 sec): 3 clusters Score: Raw -2668533.997978 + Penalty 3341.781081 = -2665192.216897 nChanged 5 SP:Iteration 54Q (1285.616801 sec): 3 clusters Score: Raw -2668534.442536 + Penalty 3341.781081 = -2665192.661456 nChanged 7 SP:Iteration 55Q (1285.704266 sec): 3 clusters Score: Raw -2668535.363037 + Penalty 3341.781081 = -2665193.581956 nChanged 12 SP:Iteration 56Q (1285.796913 sec): 3 clusters Score: Raw -2668536.834135 + Penalty 3341.781081 = -2665195.053054 nChanged 10 SP:Iteration 57Q (1285.872995 sec): 3 clusters Score: Raw -2668537.560177 + Penalty 3341.781081 = -2665195.779097 nChanged 8 SP:Iteration 58Q (1285.965341 sec): 3 clusters Score: Raw -2668538.136924 + Penalty 3341.781081 = -2665196.355843 nChanged 7 SP:Iteration 59Q (1286.058466 sec): 3 clusters Score: Raw -2668538.661650 + Penalty 3341.781081 = -2665196.880569 nChanged 8 SP:Iteration 60F (1286.153486 sec): 3 clusters Score: Raw -2668539.239463 + Penalty 3341.781081 = -2665197.458382 nChanged 7 SP:Iteration 61Q (1286.233176 sec): 3 clusters Score: Raw -2668539.909315 + Penalty 3341.781081 = -2665198.128235 nChanged 8 SP:Iteration 62Q (1286.326496 sec): 3 clusters Score: Raw -2668540.527478 + Penalty 3341.781081 = -2665198.746397 nChanged 9 SP:Iteration 63Q (1286.421362 sec): 3 clusters Score: Raw -2668541.285006 + Penalty 3341.781081 = -2665199.503925 nChanged 12 SP:Iteration 64Q (1286.510300 sec): 3 clusters Score: Raw -2668542.375222 + Penalty 3341.781081 = -2665200.594141 nChanged 10 SP:Iteration 65Q (1286.602699 sec): 3 clusters Score: Raw -2668543.008789 + Penalty 3341.781081 = -2665201.227708 nChanged 7 SP:Iteration 66Q (1286.686770 sec): 3 clusters Score: Raw -2668543.465556 + Penalty 3341.781081 = -2665201.684475 nChanged 7 SP:Iteration 67Q (1286.779220 sec): 3 clusters Score: Raw -2668543.991473 + Penalty 3341.781081 = -2665202.210392 nChanged 6 SP:Iteration 68Q (1286.873591 sec): 3 clusters Score: Raw -2668544.503222 + Penalty 3341.781081 = -2665202.722141 nChanged 9 SP:Iteration 69Q (1286.961987 sec): 3 clusters Score: Raw -2668545.228924 + Penalty 3341.781081 = -2665203.447843 nChanged 7 SP:Iteration 70Q (1287.043377 sec): 3 clusters Score: Raw -2668546.048021 + Penalty 3341.781081 = -2665204.266941 nChanged 4 SP:Iteration 71Q (1287.129611 sec): 3 clusters Score: Raw -2668546.472892 + Penalty 3341.781081 = -2665204.691811 nChanged 7 SP:Iteration 72Q (1287.227979 sec): 3 clusters Score: Raw -2668546.888242 + Penalty 3341.781081 = -2665205.107162 nChanged 1 SP:Iteration 73Q (1287.320805 sec): 3 clusters Score: Raw -2668546.989714 + Penalty 3341.781081 = -2665205.208633 nChanged 3 SP:Iteration 74Q (1287.403530 sec): 3 clusters Score: Raw -2668547.288065 + Penalty 3341.781081 = -2665205.506984 nChanged 6 SP:Iteration 75Q (1287.494263 sec): 3 clusters Score: Raw -2668547.691933 + Penalty 3341.781081 = -2665205.910853 nChanged 4 SP:Iteration 76Q (1287.593607 sec): 3 clusters Score: Raw -2668548.246348 + Penalty 3341.781081 = -2665206.465267 nChanged 12 SP:Iteration 77Q (1287.680343 sec): 3 clusters Score: Raw -2668549.388407 + Penalty 3341.781081 = -2665207.607326 nChanged 5 SP:Iteration 78Q (1287.766982 sec): 3 clusters Score: Raw -2668549.849251 + Penalty 3341.781081 = -2665208.068170 nChanged 4 SP:Iteration 79Q (1287.854814 sec): 3 clusters Score: Raw -2668550.053085 + Penalty 3341.781081 = -2665208.272004 nChanged 1 SP:Iteration 80F (1287.942879 sec): 3 clusters Score: Raw -2668550.091937 + Penalty 3341.781081 = -2665208.310856 nChanged 1 SP:Iteration 81Q (1288.034349 sec): 3 clusters Score: Raw -2668550.136280 + Penalty 3341.781081 = -2665208.355199 nChanged 1 SP:Iteration 82Q (1288.124249 sec): 3 clusters Score: Raw -2668550.239613 + Penalty 3341.781081 = -2665208.458533 nChanged 0 SP:Iteration 83F (1288.212426 sec): 3 clusters Score: Raw -2668550.239613 + Penalty 3341.781081 = -2665208.458533 nChanged 0 Trying to split cluster 10 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1288.246255 sec): 2 clusters Score: Raw -10657.491089 + Penalty 846.541500 = -9810.949589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1288.290177 sec): 3 clusters Score: Raw -10847.991107 + Penalty 1693.083000 = -9154.908107 nChanged 35 SP:Iteration 1F (1288.336078 sec): 3 clusters Score: Raw -10994.414360 + Penalty 1693.083000 = -9301.331360 nChanged 8 SP:Iteration 2Q (1288.384870 sec): 3 clusters Score: Raw -11084.477795 + Penalty 1693.083000 = -9391.394795 nChanged 4 SP:Iteration 3Q (1288.424932 sec): 3 clusters Score: Raw -11120.222515 + Penalty 1693.083000 = -9427.139515 nChanged 5 SP:Iteration 4Q (1288.473259 sec): 3 clusters Score: Raw -11170.952737 + Penalty 1693.083000 = -9477.869738 nChanged 1 SP:Iteration 5Q (1288.522968 sec): 3 clusters Score: Raw -11177.689621 + Penalty 1693.083000 = -9484.606622 nChanged 3 SP:Iteration 6Q (1288.572572 sec): 3 clusters Score: Raw -11186.368950 + Penalty 1693.083000 = -9493.285950 nChanged 2 SP:Iteration 7Q (1288.622322 sec): 3 clusters Score: Raw -11193.388285 + Penalty 1693.083000 = -9500.305285 nChanged 1 SP:Iteration 8Q (1288.667408 sec): 3 clusters Score: Raw -11198.579483 + Penalty 1693.083000 = -9505.496483 nChanged 1 SP:Iteration 9Q (1288.709294 sec): 3 clusters Score: Raw -11224.021582 + Penalty 1693.083000 = -9530.938583 nChanged 0 SP:Iteration 10F (1288.760697 sec): 3 clusters Score: Raw -11224.021582 + Penalty 1693.083000 = -9530.938583 nChanged 0 Trying to split cluster 11 (4478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1288.792324 sec): 2 clusters Score: Raw -381761.927547 + Penalty 1366.126417 = -380395.801130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1288.850250 sec): 3 clusters Score: Raw -379640.007956 + Penalty 2732.252834 = -376907.755122 nChanged 1787 SP:Iteration 1F (1288.906105 sec): 3 clusters Score: Raw -381036.276039 + Penalty 2732.252834 = -378304.023205 nChanged 450 SP:Iteration 2F (1288.949217 sec): 3 clusters Score: Raw -381456.566072 + Penalty 2732.252834 = -378724.313238 nChanged 342 SP:Iteration 3F (1289.011747 sec): 3 clusters Score: Raw -381750.485957 + Penalty 2732.252834 = -379018.233123 nChanged 274 SP:Iteration 4F (1289.067557 sec): 3 clusters Score: Raw -382027.556865 + Penalty 2732.252834 = -379295.304031 nChanged 252 SP:Iteration 5F (1289.123035 sec): 3 clusters Score: Raw -382221.171485 + Penalty 2732.252834 = -379488.918651 nChanged 173 SP:Iteration 6Q (1289.166933 sec): 3 clusters Score: Raw -382351.988826 + Penalty 2732.252834 = -379619.735992 nChanged 130 SP:Iteration 7Q (1289.223595 sec): 3 clusters Score: Raw -382436.513677 + Penalty 2732.252834 = -379704.260843 nChanged 93 SP:Iteration 8Q (1289.283025 sec): 3 clusters Score: Raw -382498.687534 + Penalty 2732.252834 = -379766.434699 nChanged 73 SP:Iteration 9Q (1289.339623 sec): 3 clusters Score: Raw -382538.937148 + Penalty 2732.252834 = -379806.684314 nChanged 50 SP:Iteration 10Q (1289.381291 sec): 3 clusters Score: Raw -382572.172581 + Penalty 2732.252834 = -379839.919747 nChanged 37 SP:Iteration 11Q (1289.436475 sec): 3 clusters Score: Raw -382590.323043 + Penalty 2732.252834 = -379858.070209 nChanged 31 SP:Iteration 12Q (1289.484393 sec): 3 clusters Score: Raw -382605.591727 + Penalty 2732.252834 = -379873.338893 nChanged 27 SP:Iteration 13Q (1289.544380 sec): 3 clusters Score: Raw -382616.279702 + Penalty 2732.252834 = -379884.026868 nChanged 20 SP:Iteration 14Q (1289.599194 sec): 3 clusters Score: Raw -382625.067697 + Penalty 2732.252834 = -379892.814863 nChanged 23 SP:Iteration 15Q (1289.640424 sec): 3 clusters Score: Raw -382635.724591 + Penalty 2732.252834 = -379903.471757 nChanged 24 SP:Iteration 16Q (1289.691127 sec): 3 clusters Score: Raw -382647.280533 + Penalty 2732.252834 = -379915.027699 nChanged 23 SP:Iteration 17Q (1289.756195 sec): 3 clusters Score: Raw -382657.595229 + Penalty 2732.252834 = -379925.342395 nChanged 23 SP:Iteration 18Q (1289.797407 sec): 3 clusters Score: Raw -382668.328127 + Penalty 2732.252834 = -379936.075292 nChanged 19 SP:Iteration 19Q (1289.857710 sec): 3 clusters Score: Raw -382675.202857 + Penalty 2732.252834 = -379942.950023 nChanged 16 SP:Iteration 20F (1289.908175 sec): 3 clusters Score: Raw -382681.205063 + Penalty 2732.252834 = -379948.952229 nChanged 14 SP:Iteration 21Q (1289.967947 sec): 3 clusters Score: Raw -382685.870759 + Penalty 2732.252834 = -379953.617925 nChanged 14 SP:Iteration 22Q (1290.012257 sec): 3 clusters Score: Raw -382691.217498 + Penalty 2732.252834 = -379958.964664 nChanged 19 SP:Iteration 23Q (1290.071510 sec): 3 clusters Score: Raw -382699.691155 + Penalty 2732.252834 = -379967.438321 nChanged 24 SP:Iteration 24Q (1290.126792 sec): 3 clusters Score: Raw -382712.194485 + Penalty 2732.252834 = -379979.941651 nChanged 19 SP:Iteration 25Q (1290.169034 sec): 3 clusters Score: Raw -382723.151681 + Penalty 2732.252834 = -379990.898847 nChanged 15 SP:Iteration 26Q (1290.222635 sec): 3 clusters Score: Raw -382730.124846 + Penalty 2732.252834 = -379997.872012 nChanged 14 SP:Iteration 27Q (1290.274705 sec): 3 clusters Score: Raw -382737.749844 + Penalty 2732.252834 = -380005.497010 nChanged 9 SP:Iteration 28Q (1290.335625 sec): 3 clusters Score: Raw -382744.028859 + Penalty 2732.252834 = -380011.776025 nChanged 7 SP:Iteration 29Q (1290.376735 sec): 3 clusters Score: Raw -382752.326710 + Penalty 2732.252834 = -380020.073876 nChanged 9 SP:Iteration 30Q (1290.427595 sec): 3 clusters Score: Raw -382761.073736 + Penalty 2732.252834 = -380028.820902 nChanged 11 SP:Iteration 31Q (1290.488151 sec): 3 clusters Score: Raw -382768.735526 + Penalty 2732.252834 = -380036.482692 nChanged 9 SP:Iteration 32Q (1290.543279 sec): 3 clusters Score: Raw -382772.431569 + Penalty 2732.252834 = -380040.178735 nChanged 6 SP:Iteration 33Q (1290.599421 sec): 3 clusters Score: Raw -382774.465402 + Penalty 2732.252834 = -380042.212567 nChanged 5 SP:Iteration 34Q (1290.646398 sec): 3 clusters Score: Raw -382776.386488 + Penalty 2732.252834 = -380044.133654 nChanged 4 SP:Iteration 35Q (1290.699928 sec): 3 clusters Score: Raw -382778.372837 + Penalty 2732.252834 = -380046.120003 nChanged 3 SP:Iteration 36Q (1290.756868 sec): 3 clusters Score: Raw -382779.125054 + Penalty 2732.252834 = -380046.872220 nChanged 1 SP:Iteration 37Q (1290.812428 sec): 3 clusters Score: Raw -382779.241001 + Penalty 2732.252834 = -380046.988166 nChanged 2 SP:Iteration 38Q (1290.867255 sec): 3 clusters Score: Raw -382780.006487 + Penalty 2732.252834 = -380047.753653 nChanged 3 SP:Iteration 39Q (1290.917200 sec): 3 clusters Score: Raw -382781.739454 + Penalty 2732.252834 = -380049.486620 nChanged 3 SP:Iteration 40F (1290.968857 sec): 3 clusters Score: Raw -382786.241505 + Penalty 2732.252834 = -380053.988671 nChanged 4 SP:Iteration 41Q (1291.025225 sec): 3 clusters Score: Raw -382801.076075 + Penalty 2732.252834 = -380068.823241 nChanged 16 SP:Iteration 42Q (1291.073045 sec): 3 clusters Score: Raw -382812.049543 + Penalty 2732.252834 = -380079.796709 nChanged 13 SP:Iteration 43Q (1291.135847 sec): 3 clusters Score: Raw -382819.003458 + Penalty 2732.252834 = -380086.750624 nChanged 8 SP:Iteration 44Q (1291.179112 sec): 3 clusters Score: Raw -382823.935535 + Penalty 2732.252834 = -380091.682701 nChanged 5 SP:Iteration 45Q (1291.237959 sec): 3 clusters Score: Raw -382825.940425 + Penalty 2732.252834 = -380093.687591 nChanged 5 SP:Iteration 46Q (1291.286490 sec): 3 clusters Score: Raw -382828.921424 + Penalty 2732.252834 = -380096.668590 nChanged 4 SP:Iteration 47Q (1291.347067 sec): 3 clusters Score: Raw -382830.848865 + Penalty 2732.252834 = -380098.596031 nChanged 1 SP:Iteration 48Q (1291.401436 sec): 3 clusters Score: Raw -382831.363882 + Penalty 2732.252834 = -380099.111048 nChanged 0 SP:Iteration 49F (1291.452133 sec): 3 clusters Score: Raw -382831.363882 + Penalty 2732.252834 = -380099.111048 nChanged 0 Trying to split cluster 12 (4018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1291.479269 sec): 2 clusters Score: Raw -334860.141369 + Penalty 1348.512676 = -333511.628693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1291.529805 sec): 3 clusters Score: Raw -332884.959570 + Penalty 2697.025352 = -330187.934218 nChanged 1575 SP:Iteration 1F (1291.583463 sec): 3 clusters Score: Raw -333833.407863 + Penalty 2697.025352 = -331136.382510 nChanged 377 SP:Iteration 2F (1291.632561 sec): 3 clusters Score: Raw -334093.418543 + Penalty 2697.025352 = -331396.393190 nChanged 263 SP:Iteration 3F (1291.678788 sec): 3 clusters Score: Raw -334270.852018 + Penalty 2697.025352 = -331573.826665 nChanged 201 SP:Iteration 4F (1291.739680 sec): 3 clusters Score: Raw -334403.525303 + Penalty 2697.025352 = -331706.499951 nChanged 157 SP:Iteration 5Q (1291.781127 sec): 3 clusters Score: Raw -334508.901479 + Penalty 2697.025352 = -331811.876127 nChanged 146 SP:Iteration 6Q (1291.841702 sec): 3 clusters Score: Raw -334617.334852 + Penalty 2697.025352 = -331920.309499 nChanged 147 SP:Iteration 7Q (1291.888333 sec): 3 clusters Score: Raw -334716.980709 + Penalty 2697.025352 = -332019.955357 nChanged 142 SP:Iteration 8Q (1291.943353 sec): 3 clusters Score: Raw -334797.124318 + Penalty 2697.025352 = -332100.098966 nChanged 120 SP:Iteration 9Q (1292.002539 sec): 3 clusters Score: Raw -334871.814650 + Penalty 2697.025352 = -332174.789298 nChanged 117 SP:Iteration 10Q (1292.045423 sec): 3 clusters Score: Raw -334945.061038 + Penalty 2697.025352 = -332248.035686 nChanged 119 SP:Iteration 11Q (1292.096746 sec): 3 clusters Score: Raw -335032.235782 + Penalty 2697.025352 = -332335.210430 nChanged 116 SP:Iteration 12Q (1292.158071 sec): 3 clusters Score: Raw -335116.746552 + Penalty 2697.025352 = -332419.721200 nChanged 123 SP:Iteration 13Q (1292.201635 sec): 3 clusters Score: Raw -335199.109206 + Penalty 2697.025352 = -332502.083853 nChanged 116 SP:Iteration 14Q (1292.254171 sec): 3 clusters Score: Raw -335275.094692 + Penalty 2697.025352 = -332578.069339 nChanged 87 SP:Iteration 15Q (1292.307390 sec): 3 clusters Score: Raw -335329.981215 + Penalty 2697.025352 = -332632.955862 nChanged 79 SP:Iteration 16Q (1292.355108 sec): 3 clusters Score: Raw -335363.665400 + Penalty 2697.025352 = -332666.640048 nChanged 49 SP:Iteration 17Q (1292.407272 sec): 3 clusters Score: Raw -335384.938065 + Penalty 2697.025352 = -332687.912713 nChanged 46 SP:Iteration 18Q (1292.461755 sec): 3 clusters Score: Raw -335403.309786 + Penalty 2697.025352 = -332706.284434 nChanged 43 SP:Iteration 19Q (1292.515482 sec): 3 clusters Score: Raw -335421.788886 + Penalty 2697.025352 = -332724.763534 nChanged 39 SP:Iteration 20F (1292.561903 sec): 3 clusters Score: Raw -335439.950902 + Penalty 2697.025352 = -332742.925549 nChanged 32 SP:Iteration 21Q (1292.616860 sec): 3 clusters Score: Raw -335452.253278 + Penalty 2697.025352 = -332755.227925 nChanged 25 SP:Iteration 22Q (1292.675446 sec): 3 clusters Score: Raw -335461.073061 + Penalty 2697.025352 = -332764.047709 nChanged 25 SP:Iteration 23Q (1292.725446 sec): 3 clusters Score: Raw -335467.683137 + Penalty 2697.025352 = -332770.657785 nChanged 10 SP:Iteration 24Q (1292.779814 sec): 3 clusters Score: Raw -335470.303858 + Penalty 2697.025352 = -332773.278506 nChanged 10 SP:Iteration 25Q (1292.815931 sec): 3 clusters Score: Raw -335473.060642 + Penalty 2697.025352 = -332776.035290 nChanged 14 SP:Iteration 26Q (1292.867577 sec): 3 clusters Score: Raw -335477.029881 + Penalty 2697.025352 = -332780.004528 nChanged 15 SP:Iteration 27Q (1292.917257 sec): 3 clusters Score: Raw -335481.305069 + Penalty 2697.025352 = -332784.279717 nChanged 10 SP:Iteration 28Q (1292.974631 sec): 3 clusters Score: Raw -335484.520783 + Penalty 2697.025352 = -332787.495430 nChanged 10 SP:Iteration 29Q (1293.022224 sec): 3 clusters Score: Raw -335487.567729 + Penalty 2697.025352 = -332790.542377 nChanged 5 SP:Iteration 30Q (1293.067230 sec): 3 clusters Score: Raw -335488.813757 + Penalty 2697.025352 = -332791.788405 nChanged 6 SP:Iteration 31Q (1293.122856 sec): 3 clusters Score: Raw -335490.886612 + Penalty 2697.025352 = -332793.861260 nChanged 7 SP:Iteration 32Q (1293.181940 sec): 3 clusters Score: Raw -335492.909990 + Penalty 2697.025352 = -332795.884638 nChanged 8 SP:Iteration 33Q (1293.234340 sec): 3 clusters Score: Raw -335495.621480 + Penalty 2697.025352 = -332798.596128 nChanged 12 SP:Iteration 34Q (1293.284377 sec): 3 clusters Score: Raw -335498.076437 + Penalty 2697.025352 = -332801.051084 nChanged 12 SP:Iteration 35Q (1293.334996 sec): 3 clusters Score: Raw -335501.311193 + Penalty 2697.025352 = -332804.285840 nChanged 11 SP:Iteration 36Q (1293.394789 sec): 3 clusters Score: Raw -335504.746707 + Penalty 2697.025352 = -332807.721354 nChanged 12 SP:Iteration 37Q (1293.436391 sec): 3 clusters Score: Raw -335507.346829 + Penalty 2697.025352 = -332810.321477 nChanged 9 SP:Iteration 38Q (1293.484961 sec): 3 clusters Score: Raw -335508.421744 + Penalty 2697.025352 = -332811.396392 nChanged 2 SP:Iteration 39Q (1293.533730 sec): 3 clusters Score: Raw -335508.710365 + Penalty 2697.025352 = -332811.685013 nChanged 1 SP:Iteration 40F (1293.585987 sec): 3 clusters Score: Raw -335509.450135 + Penalty 2697.025352 = -332812.424782 nChanged 4 SP:Iteration 41Q (1293.642045 sec): 3 clusters Score: Raw -335510.271180 + Penalty 2697.025352 = -332813.245828 nChanged 4 SP:Iteration 42Q (1293.694292 sec): 3 clusters Score: Raw -335511.563245 + Penalty 2697.025352 = -332814.537893 nChanged 4 SP:Iteration 43Q (1293.742924 sec): 3 clusters Score: Raw -335512.159130 + Penalty 2697.025352 = -332815.133778 nChanged 4 SP:Iteration 44Q (1293.796681 sec): 3 clusters Score: Raw -335513.039259 + Penalty 2697.025352 = -332816.013907 nChanged 3 SP:Iteration 45Q (1293.852846 sec): 3 clusters Score: Raw -335513.715402 + Penalty 2697.025352 = -332816.690050 nChanged 1 SP:Iteration 46Q (1293.899023 sec): 3 clusters Score: Raw -335514.108934 + Penalty 2697.025352 = -332817.083582 nChanged 1 SP:Iteration 47Q (1293.958457 sec): 3 clusters Score: Raw -335514.323472 + Penalty 2697.025352 = -332817.298120 nChanged 0 SP:Iteration 48F (1294.012235 sec): 3 clusters Score: Raw -335514.323472 + Penalty 2697.025352 = -332817.298120 nChanged 0 Trying to split cluster 13 (2265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1294.043899 sec): 2 clusters Score: Raw -183140.870499 + Penalty 1255.366131 = -181885.504368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1294.084580 sec): 3 clusters Score: Raw -182126.087852 + Penalty 2510.732262 = -179615.355590 nChanged 851 SP:Iteration 1F (1294.136859 sec): 3 clusters Score: Raw -182708.005163 + Penalty 2510.732262 = -180197.272901 nChanged 182 SP:Iteration 2F (1294.177115 sec): 3 clusters Score: Raw -182848.228363 + Penalty 2510.732262 = -180337.496101 nChanged 122 SP:Iteration 3F (1294.230184 sec): 3 clusters Score: Raw -182928.117463 + Penalty 2510.732262 = -180417.385201 nChanged 69 SP:Iteration 4Q (1294.276382 sec): 3 clusters Score: Raw -182973.591132 + Penalty 2510.732262 = -180462.858870 nChanged 60 SP:Iteration 5Q (1294.319590 sec): 3 clusters Score: Raw -182999.829105 + Penalty 2510.732262 = -180489.096842 nChanged 33 SP:Iteration 6Q (1294.369983 sec): 3 clusters Score: Raw -183019.533761 + Penalty 2510.732262 = -180508.801499 nChanged 37 SP:Iteration 7Q (1294.415991 sec): 3 clusters Score: Raw -183039.047984 + Penalty 2510.732262 = -180528.315722 nChanged 30 SP:Iteration 8Q (1294.460555 sec): 3 clusters Score: Raw -183055.760537 + Penalty 2510.732262 = -180545.028275 nChanged 35 SP:Iteration 9Q (1294.511738 sec): 3 clusters Score: Raw -183078.729704 + Penalty 2510.732262 = -180567.997441 nChanged 32 SP:Iteration 10Q (1294.558858 sec): 3 clusters Score: Raw -183094.925887 + Penalty 2510.732262 = -180584.193624 nChanged 26 SP:Iteration 11Q (1294.606195 sec): 3 clusters Score: Raw -183107.336530 + Penalty 2510.732262 = -180596.604268 nChanged 36 SP:Iteration 12Q (1294.647964 sec): 3 clusters Score: Raw -183127.829580 + Penalty 2510.732262 = -180617.097317 nChanged 32 SP:Iteration 13Q (1294.694450 sec): 3 clusters Score: Raw -183144.698080 + Penalty 2510.732262 = -180633.965817 nChanged 41 SP:Iteration 14Q (1294.741759 sec): 3 clusters Score: Raw -183169.886391 + Penalty 2510.732262 = -180659.154129 nChanged 41 SP:Iteration 15Q (1294.795260 sec): 3 clusters Score: Raw -183193.500732 + Penalty 2510.732262 = -180682.768470 nChanged 37 SP:Iteration 16Q (1294.840244 sec): 3 clusters Score: Raw -183219.033519 + Penalty 2510.732262 = -180708.301256 nChanged 21 SP:Iteration 17Q (1294.901741 sec): 3 clusters Score: Raw -183230.867123 + Penalty 2510.732262 = -180720.134860 nChanged 22 SP:Iteration 18Q (1294.949772 sec): 3 clusters Score: Raw -183242.242519 + Penalty 2510.732262 = -180731.510256 nChanged 19 SP:Iteration 19Q (1295.004248 sec): 3 clusters Score: Raw -183253.904517 + Penalty 2510.732262 = -180743.172255 nChanged 12 SP:Iteration 20F (1295.040375 sec): 3 clusters Score: Raw -183260.078707 + Penalty 2510.732262 = -180749.346445 nChanged 14 SP:Iteration 21Q (1295.094431 sec): 3 clusters Score: Raw -183268.572282 + Penalty 2510.732262 = -180757.840019 nChanged 19 SP:Iteration 22Q (1295.138666 sec): 3 clusters Score: Raw -183283.947448 + Penalty 2510.732262 = -180773.215185 nChanged 19 SP:Iteration 23Q (1295.196389 sec): 3 clusters Score: Raw -183297.646432 + Penalty 2510.732262 = -180786.914170 nChanged 20 SP:Iteration 24Q (1295.246276 sec): 3 clusters Score: Raw -183310.396342 + Penalty 2510.732262 = -180799.664080 nChanged 14 SP:Iteration 25Q (1295.286452 sec): 3 clusters Score: Raw -183322.344696 + Penalty 2510.732262 = -180811.612434 nChanged 16 SP:Iteration 26Q (1295.334937 sec): 3 clusters Score: Raw -183336.117685 + Penalty 2510.732262 = -180825.385422 nChanged 18 SP:Iteration 27Q (1295.387908 sec): 3 clusters Score: Raw -183353.764358 + Penalty 2510.732262 = -180843.032096 nChanged 18 SP:Iteration 28Q (1295.429980 sec): 3 clusters Score: Raw -183365.822234 + Penalty 2510.732262 = -180855.089972 nChanged 12 SP:Iteration 29Q (1295.493474 sec): 3 clusters Score: Raw -183371.673879 + Penalty 2510.732262 = -180860.941617 nChanged 5 SP:Iteration 30Q (1295.531863 sec): 3 clusters Score: Raw -183375.126318 + Penalty 2510.732262 = -180864.394055 nChanged 4 SP:Iteration 31Q (1295.574528 sec): 3 clusters Score: Raw -183377.594904 + Penalty 2510.732262 = -180866.862642 nChanged 5 SP:Iteration 32Q (1295.630966 sec): 3 clusters Score: Raw -183380.741240 + Penalty 2510.732262 = -180870.008978 nChanged 6 SP:Iteration 33Q (1295.670448 sec): 3 clusters Score: Raw -183384.217565 + Penalty 2510.732262 = -180873.485303 nChanged 2 SP:Iteration 34Q (1295.722025 sec): 3 clusters Score: Raw -183384.693117 + Penalty 2510.732262 = -180873.960855 nChanged 1 SP:Iteration 35Q (1295.768844 sec): 3 clusters Score: Raw -183385.994741 + Penalty 2510.732262 = -180875.262479 nChanged 6 SP:Iteration 36Q (1295.818592 sec): 3 clusters Score: Raw -183391.526018 + Penalty 2510.732262 = -180880.793756 nChanged 6 SP:Iteration 37Q (1295.870203 sec): 3 clusters Score: Raw -183398.115108 + Penalty 2510.732262 = -180887.382846 nChanged 7 SP:Iteration 38Q (1295.923108 sec): 3 clusters Score: Raw -183401.498943 + Penalty 2510.732262 = -180890.766681 nChanged 7 SP:Iteration 39Q (1295.973087 sec): 3 clusters Score: Raw -183405.450781 + Penalty 2510.732262 = -180894.718518 nChanged 5 SP:Iteration 40F (1296.013411 sec): 3 clusters Score: Raw -183407.857570 + Penalty 2510.732262 = -180897.125308 nChanged 3 SP:Iteration 41Q (1296.059736 sec): 3 clusters Score: Raw -183409.048800 + Penalty 2510.732262 = -180898.316538 nChanged 5 SP:Iteration 42Q (1296.111428 sec): 3 clusters Score: Raw -183411.152831 + Penalty 2510.732262 = -180900.420568 nChanged 8 SP:Iteration 43Q (1296.160764 sec): 3 clusters Score: Raw -183418.237739 + Penalty 2510.732262 = -180907.505477 nChanged 10 SP:Iteration 44Q (1296.211644 sec): 3 clusters Score: Raw -183423.993954 + Penalty 2510.732262 = -180913.261692 nChanged 5 SP:Iteration 45Q (1296.252965 sec): 3 clusters Score: Raw -183428.273633 + Penalty 2510.732262 = -180917.541370 nChanged 4 SP:Iteration 46Q (1296.314647 sec): 3 clusters Score: Raw -183432.254598 + Penalty 2510.732262 = -180921.522335 nChanged 4 SP:Iteration 47Q (1296.361702 sec): 3 clusters Score: Raw -183434.009573 + Penalty 2510.732262 = -180923.277311 nChanged 1 SP:Iteration 48Q (1296.399506 sec): 3 clusters Score: Raw -183434.775996 + Penalty 2510.732262 = -180924.043734 nChanged 4 SP:Iteration 49Q (1296.458846 sec): 3 clusters Score: Raw -183437.395135 + Penalty 2510.732262 = -180926.662873 nChanged 3 SP:Iteration 50Q (1296.499670 sec): 3 clusters Score: Raw -183438.399564 + Penalty 2510.732262 = -180927.667301 nChanged 2 SP:Iteration 51Q (1296.548184 sec): 3 clusters Score: Raw -183439.423019 + Penalty 2510.732262 = -180928.690756 nChanged 1 SP:Iteration 52Q (1296.607160 sec): 3 clusters Score: Raw -183439.603269 + Penalty 2510.732262 = -180928.871006 nChanged 0 SP:Iteration 53F (1296.650236 sec): 3 clusters Score: Raw -183439.603269 + Penalty 2510.732262 = -180928.871006 nChanged 0 Trying to split cluster 14 (1352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1296.672548 sec): 2 clusters Score: Raw -117789.540012 + Penalty 1171.517792 = -116618.022220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1296.722323 sec): 3 clusters Score: Raw -117280.196818 + Penalty 2343.035583 = -114937.161234 nChanged 413 SP:Iteration 1F (1296.769288 sec): 3 clusters Score: Raw -117648.147026 + Penalty 2343.035583 = -115305.111442 nChanged 129 SP:Iteration 2F (1296.818360 sec): 3 clusters Score: Raw -117794.127838 + Penalty 2343.035583 = -115451.092255 nChanged 86 SP:Iteration 3F (1296.862622 sec): 3 clusters Score: Raw -117908.385098 + Penalty 2343.035583 = -115565.349514 nChanged 71 SP:Iteration 4F (1296.899970 sec): 3 clusters Score: Raw -117987.252677 + Penalty 2343.035583 = -115644.217093 nChanged 58 SP:Iteration 5Q (1296.956029 sec): 3 clusters Score: Raw -118036.779005 + Penalty 2343.035583 = -115693.743422 nChanged 34 SP:Iteration 6Q (1296.996883 sec): 3 clusters Score: Raw -118063.512846 + Penalty 2343.035583 = -115720.477263 nChanged 31 SP:Iteration 7Q (1297.041683 sec): 3 clusters Score: Raw -118089.581981 + Penalty 2343.035583 = -115746.546397 nChanged 16 SP:Iteration 8Q (1297.080044 sec): 3 clusters Score: Raw -118102.219968 + Penalty 2343.035583 = -115759.184385 nChanged 10 SP:Iteration 9Q (1297.133943 sec): 3 clusters Score: Raw -118110.418911 + Penalty 2343.035583 = -115767.383327 nChanged 13 SP:Iteration 10Q (1297.177408 sec): 3 clusters Score: Raw -118121.733064 + Penalty 2343.035583 = -115778.697480 nChanged 12 SP:Iteration 11Q (1297.223795 sec): 3 clusters Score: Raw -118128.940228 + Penalty 2343.035583 = -115785.904645 nChanged 5 SP:Iteration 12Q (1297.277713 sec): 3 clusters Score: Raw -118131.855486 + Penalty 2343.035583 = -115788.819902 nChanged 1 SP:Iteration 13Q (1297.315681 sec): 3 clusters Score: Raw -118132.379822 + Penalty 2343.035583 = -115789.344238 nChanged 2 SP:Iteration 14Q (1297.376133 sec): 3 clusters Score: Raw -118134.281259 + Penalty 2343.035583 = -115791.245676 nChanged 0 SP:Iteration 15F (1297.417276 sec): 3 clusters Score: Raw -118134.281259 + Penalty 2343.035583 = -115791.245676 nChanged 0 Trying to split cluster 15 (3995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1297.449289 sec): 2 clusters Score: Raw -365161.548600 + Penalty 1347.579814 = -363813.968785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1297.505114 sec): 3 clusters Score: Raw -363150.201753 + Penalty 2695.159629 = -360455.042124 nChanged 1622 SP:Iteration 1F (1297.553015 sec): 3 clusters Score: Raw -364096.027025 + Penalty 2695.159629 = -361400.867396 nChanged 287 SP:Iteration 2F (1297.605035 sec): 3 clusters Score: Raw -364277.550129 + Penalty 2695.159629 = -361582.390501 nChanged 215 SP:Iteration 3F (1297.648285 sec): 3 clusters Score: Raw -364414.057018 + Penalty 2695.159629 = -361718.897389 nChanged 195 SP:Iteration 4Q (1297.709919 sec): 3 clusters Score: Raw -364536.984796 + Penalty 2695.159629 = -361841.825168 nChanged 169 SP:Iteration 5Q (1297.760218 sec): 3 clusters Score: Raw -364630.507259 + Penalty 2695.159629 = -361935.347630 nChanged 145 SP:Iteration 6Q (1297.799982 sec): 3 clusters Score: Raw -364712.176844 + Penalty 2695.159629 = -362017.017215 nChanged 127 SP:Iteration 7Q (1297.861500 sec): 3 clusters Score: Raw -364781.699311 + Penalty 2695.159629 = -362086.539682 nChanged 110 SP:Iteration 8Q (1297.908732 sec): 3 clusters Score: Raw -364842.983417 + Penalty 2695.159629 = -362147.823788 nChanged 110 SP:Iteration 9Q (1297.963139 sec): 3 clusters Score: Raw -364895.188009 + Penalty 2695.159629 = -362200.028380 nChanged 93 SP:Iteration 10Q (1298.015424 sec): 3 clusters Score: Raw -364947.235943 + Penalty 2695.159629 = -362252.076314 nChanged 79 SP:Iteration 11Q (1298.070036 sec): 3 clusters Score: Raw -364991.578648 + Penalty 2695.159629 = -362296.419019 nChanged 75 SP:Iteration 12Q (1298.122028 sec): 3 clusters Score: Raw -365031.802098 + Penalty 2695.159629 = -362336.642469 nChanged 70 SP:Iteration 13Q (1298.166661 sec): 3 clusters Score: Raw -365067.179891 + Penalty 2695.159629 = -362372.020262 nChanged 42 SP:Iteration 14Q (1298.228395 sec): 3 clusters Score: Raw -365085.434619 + Penalty 2695.159629 = -362390.274990 nChanged 43 SP:Iteration 15Q (1298.269278 sec): 3 clusters Score: Raw -365105.023623 + Penalty 2695.159629 = -362409.863994 nChanged 41 SP:Iteration 16Q (1298.320539 sec): 3 clusters Score: Raw -365121.633920 + Penalty 2695.159629 = -362426.474291 nChanged 33 SP:Iteration 17Q (1298.376902 sec): 3 clusters Score: Raw -365134.587489 + Penalty 2695.159629 = -362439.427860 nChanged 37 SP:Iteration 18Q (1298.429072 sec): 3 clusters Score: Raw -365151.901716 + Penalty 2695.159629 = -362456.742087 nChanged 39 SP:Iteration 19Q (1298.481669 sec): 3 clusters Score: Raw -365171.318313 + Penalty 2695.159629 = -362476.158684 nChanged 33 SP:Iteration 20F (1298.531325 sec): 3 clusters Score: Raw -365188.044504 + Penalty 2695.159629 = -362492.884875 nChanged 36 SP:Iteration 21Q (1298.578138 sec): 3 clusters Score: Raw -365207.332909 + Penalty 2695.159629 = -362512.173280 nChanged 31 SP:Iteration 22Q (1298.625851 sec): 3 clusters Score: Raw -365224.924284 + Penalty 2695.159629 = -362529.764655 nChanged 32 SP:Iteration 23Q (1298.682374 sec): 3 clusters Score: Raw -365238.921808 + Penalty 2695.159629 = -362543.762179 nChanged 19 SP:Iteration 24Q (1298.727783 sec): 3 clusters Score: Raw -365249.010179 + Penalty 2695.159629 = -362553.850550 nChanged 19 SP:Iteration 25Q (1298.787368 sec): 3 clusters Score: Raw -365260.923262 + Penalty 2695.159629 = -362565.763633 nChanged 23 SP:Iteration 26Q (1298.831043 sec): 3 clusters Score: Raw -365272.603963 + Penalty 2695.159629 = -362577.444334 nChanged 15 SP:Iteration 27Q (1298.890701 sec): 3 clusters Score: Raw -365280.228557 + Penalty 2695.159629 = -362585.068928 nChanged 15 SP:Iteration 28Q (1298.937749 sec): 3 clusters Score: Raw -365288.746400 + Penalty 2695.159629 = -362593.586771 nChanged 14 SP:Iteration 29Q (1298.990756 sec): 3 clusters Score: Raw -365296.183805 + Penalty 2695.159629 = -362601.024176 nChanged 15 SP:Iteration 30Q (1299.039547 sec): 3 clusters Score: Raw -365303.935622 + Penalty 2695.159629 = -362608.775993 nChanged 12 SP:Iteration 31Q (1299.097300 sec): 3 clusters Score: Raw -365309.387170 + Penalty 2695.159629 = -362614.227541 nChanged 8 SP:Iteration 32Q (1299.146172 sec): 3 clusters Score: Raw -365311.431767 + Penalty 2695.159629 = -362616.272139 nChanged 7 SP:Iteration 33Q (1299.198360 sec): 3 clusters Score: Raw -365313.377285 + Penalty 2695.159629 = -362618.217657 nChanged 4 SP:Iteration 34Q (1299.242942 sec): 3 clusters Score: Raw -365314.429241 + Penalty 2695.159629 = -362619.269612 nChanged 5 SP:Iteration 35Q (1299.306833 sec): 3 clusters Score: Raw -365316.642105 + Penalty 2695.159629 = -362621.482476 nChanged 8 SP:Iteration 36Q (1299.347203 sec): 3 clusters Score: Raw -365319.261388 + Penalty 2695.159629 = -362624.101759 nChanged 5 SP:Iteration 37Q (1299.411222 sec): 3 clusters Score: Raw -365321.836690 + Penalty 2695.159629 = -362626.677061 nChanged 2 SP:Iteration 38Q (1299.451373 sec): 3 clusters Score: Raw -365322.670855 + Penalty 2695.159629 = -362627.511226 nChanged 6 SP:Iteration 39Q (1299.507901 sec): 3 clusters Score: Raw -365324.589174 + Penalty 2695.159629 = -362629.429545 nChanged 9 SP:Iteration 40F (1299.552919 sec): 3 clusters Score: Raw -365328.002848 + Penalty 2695.159629 = -362632.843219 nChanged 5 SP:Iteration 41Q (1299.604333 sec): 3 clusters Score: Raw -365330.751993 + Penalty 2695.159629 = -362635.592364 nChanged 7 SP:Iteration 42Q (1299.664837 sec): 3 clusters Score: Raw -365334.603321 + Penalty 2695.159629 = -362639.443692 nChanged 5 SP:Iteration 43Q (1299.709490 sec): 3 clusters Score: Raw -365338.092791 + Penalty 2695.159629 = -362642.933162 nChanged 9 SP:Iteration 44Q (1299.769263 sec): 3 clusters Score: Raw -365342.036667 + Penalty 2695.159629 = -362646.877038 nChanged 6 SP:Iteration 45Q (1299.817324 sec): 3 clusters Score: Raw -365343.555626 + Penalty 2695.159629 = -362648.395997 nChanged 5 SP:Iteration 46Q (1299.869032 sec): 3 clusters Score: Raw -365345.353209 + Penalty 2695.159629 = -362650.193580 nChanged 1 SP:Iteration 47Q (1299.916860 sec): 3 clusters Score: Raw -365345.499064 + Penalty 2695.159629 = -362650.339435 nChanged 2 SP:Iteration 48Q (1299.973199 sec): 3 clusters Score: Raw -365346.080802 + Penalty 2695.159629 = -362650.921173 nChanged 2 SP:Iteration 49Q (1300.031885 sec): 3 clusters Score: Raw -365346.681650 + Penalty 2695.159629 = -362651.522021 nChanged 3 SP:Iteration 50Q (1300.070989 sec): 3 clusters Score: Raw -365347.659154 + Penalty 2695.159629 = -362652.499525 nChanged 4 SP:Iteration 51Q (1300.131095 sec): 3 clusters Score: Raw -365348.553883 + Penalty 2695.159629 = -362653.394254 nChanged 4 SP:Iteration 52Q (1300.178029 sec): 3 clusters Score: Raw -365349.480155 + Penalty 2695.159629 = -362654.320526 nChanged 2 SP:Iteration 53Q (1300.224920 sec): 3 clusters Score: Raw -365350.472692 + Penalty 2695.159629 = -362655.313063 nChanged 1 SP:Iteration 54Q (1300.267913 sec): 3 clusters Score: Raw -365350.911406 + Penalty 2695.159629 = -362655.751777 nChanged 1 SP:Iteration 55Q (1300.329834 sec): 3 clusters Score: Raw -365351.157759 + Penalty 2695.159629 = -362655.998130 nChanged 2 SP:Iteration 56Q (1300.377457 sec): 3 clusters Score: Raw -365351.824341 + Penalty 2695.159629 = -362656.664712 nChanged 1 SP:Iteration 57Q (1300.430480 sec): 3 clusters Score: Raw -365352.186868 + Penalty 2695.159629 = -362657.027239 nChanged 1 SP:Iteration 58Q (1300.486552 sec): 3 clusters Score: Raw -365352.433756 + Penalty 2695.159629 = -362657.274127 nChanged 2 SP:Iteration 59Q (1300.531451 sec): 3 clusters Score: Raw -365352.634719 + Penalty 2695.159629 = -362657.475090 nChanged 0 SP:Iteration 60F (1300.590874 sec): 3 clusters Score: Raw -365352.634719 + Penalty 2695.159629 = -362657.475090 nChanged 0 Trying to split cluster 16 (12510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1300.629507 sec): 2 clusters Score: Raw -1190750.481724 + Penalty 1533.071086 = -1189217.410638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1300.693288 sec): 3 clusters Score: Raw -1183545.610566 + Penalty 3066.142171 = -1180479.468395 nChanged 5461 SP:Iteration 1F (1300.756564 sec): 3 clusters Score: Raw -1186528.090693 + Penalty 3066.142171 = -1183461.948522 nChanged 768 SP:Iteration 2F (1300.827100 sec): 3 clusters Score: Raw -1186921.068952 + Penalty 3066.142171 = -1183854.926781 nChanged 723 SP:Iteration 3F (1300.890323 sec): 3 clusters Score: Raw -1187374.983560 + Penalty 3066.142171 = -1184308.841389 nChanged 751 SP:Iteration 4F (1300.956338 sec): 3 clusters Score: Raw -1187923.022497 + Penalty 3066.142171 = -1184856.880326 nChanged 811 SP:Iteration 5F (1301.018644 sec): 3 clusters Score: Raw -1188608.638549 + Penalty 3066.142171 = -1185542.496378 nChanged 781 SP:Iteration 6F (1301.096629 sec): 3 clusters Score: Raw -1189311.567541 + Penalty 3066.142171 = -1186245.425370 nChanged 651 SP:Iteration 7F (1301.151803 sec): 3 clusters Score: Raw -1189868.399679 + Penalty 3066.142171 = -1186802.257508 nChanged 514 SP:Iteration 8Q (1301.219387 sec): 3 clusters Score: Raw -1190294.191692 + Penalty 3066.142171 = -1187228.049520 nChanged 332 SP:Iteration 9Q (1301.293545 sec): 3 clusters Score: Raw -1190560.271104 + Penalty 3066.142171 = -1187494.128933 nChanged 235 SP:Iteration 10Q (1301.346048 sec): 3 clusters Score: Raw -1190730.639241 + Penalty 3066.142171 = -1187664.497070 nChanged 152 SP:Iteration 11Q (1301.417098 sec): 3 clusters Score: Raw -1190835.010797 + Penalty 3066.142171 = -1187768.868626 nChanged 94 SP:Iteration 12Q (1301.481514 sec): 3 clusters Score: Raw -1190895.154539 + Penalty 3066.142171 = -1187829.012368 nChanged 60 SP:Iteration 13Q (1301.531491 sec): 3 clusters Score: Raw -1190931.681407 + Penalty 3066.142171 = -1187865.539236 nChanged 47 SP:Iteration 14Q (1301.598571 sec): 3 clusters Score: Raw -1190962.877190 + Penalty 3066.142171 = -1187896.735019 nChanged 40 SP:Iteration 15Q (1301.669125 sec): 3 clusters Score: Raw -1190992.476880 + Penalty 3066.142171 = -1187926.334708 nChanged 38 SP:Iteration 16Q (1301.732140 sec): 3 clusters Score: Raw -1191020.433525 + Penalty 3066.142171 = -1187954.291354 nChanged 31 SP:Iteration 17Q (1301.792657 sec): 3 clusters Score: Raw -1191045.543786 + Penalty 3066.142171 = -1187979.401615 nChanged 33 SP:Iteration 18Q (1301.856729 sec): 3 clusters Score: Raw -1191064.712676 + Penalty 3066.142171 = -1187998.570505 nChanged 19 SP:Iteration 19Q (1301.912307 sec): 3 clusters Score: Raw -1191075.077200 + Penalty 3066.142171 = -1188008.935029 nChanged 9 SP:Iteration 20F (1301.983291 sec): 3 clusters Score: Raw -1191081.192527 + Penalty 3066.142171 = -1188015.050355 nChanged 9 SP:Iteration 21Q (1302.041900 sec): 3 clusters Score: Raw -1191086.947960 + Penalty 3066.142171 = -1188020.805789 nChanged 6 SP:Iteration 22Q (1302.105825 sec): 3 clusters Score: Raw -1191090.564948 + Penalty 3066.142171 = -1188024.422777 nChanged 4 SP:Iteration 23Q (1302.163864 sec): 3 clusters Score: Raw -1191094.914859 + Penalty 3066.142171 = -1188028.772688 nChanged 13 SP:Iteration 24Q (1302.228113 sec): 3 clusters Score: Raw -1191104.000319 + Penalty 3066.142171 = -1188037.858148 nChanged 10 SP:Iteration 25Q (1302.283341 sec): 3 clusters Score: Raw -1191111.020371 + Penalty 3066.142171 = -1188044.878200 nChanged 9 SP:Iteration 26Q (1302.345882 sec): 3 clusters Score: Raw -1191115.226072 + Penalty 3066.142171 = -1188049.083901 nChanged 8 SP:Iteration 27Q (1302.406960 sec): 3 clusters Score: Raw -1191121.164647 + Penalty 3066.142171 = -1188055.022476 nChanged 8 SP:Iteration 28Q (1302.470824 sec): 3 clusters Score: Raw -1191125.610646 + Penalty 3066.142171 = -1188059.468475 nChanged 6 SP:Iteration 29Q (1302.543599 sec): 3 clusters Score: Raw -1191131.480185 + Penalty 3066.142171 = -1188065.338014 nChanged 3 SP:Iteration 30Q (1302.599944 sec): 3 clusters Score: Raw -1191132.847630 + Penalty 3066.142171 = -1188066.705459 nChanged 4 SP:Iteration 31Q (1302.665220 sec): 3 clusters Score: Raw -1191135.596956 + Penalty 3066.142171 = -1188069.454785 nChanged 3 SP:Iteration 32Q (1302.732823 sec): 3 clusters Score: Raw -1191136.798192 + Penalty 3066.142171 = -1188070.656021 nChanged 1 SP:Iteration 33Q (1302.800384 sec): 3 clusters Score: Raw -1191137.295728 + Penalty 3066.142171 = -1188071.153557 nChanged 2 SP:Iteration 34Q (1302.861522 sec): 3 clusters Score: Raw -1191139.319257 + Penalty 3066.142171 = -1188073.177086 nChanged 3 SP:Iteration 35Q (1302.925602 sec): 3 clusters Score: Raw -1191142.477647 + Penalty 3066.142171 = -1188076.335476 nChanged 5 SP:Iteration 36Q (1302.986522 sec): 3 clusters Score: Raw -1191145.634272 + Penalty 3066.142171 = -1188079.492101 nChanged 2 SP:Iteration 37Q (1303.052647 sec): 3 clusters Score: Raw -1191146.400821 + Penalty 3066.142171 = -1188080.258650 nChanged 0 SP:Iteration 38F (1303.120835 sec): 3 clusters Score: Raw -1191146.400821 + Penalty 3066.142171 = -1188080.258650 nChanged 0 Trying to split cluster 17 (15565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1303.164872 sec): 2 clusters Score: Raw -1504583.969910 + Penalty 1568.576763 = -1503015.393147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1303.239850 sec): 3 clusters Score: Raw -1495369.261998 + Penalty 3137.153527 = -1492232.108471 nChanged 7010 SP:Iteration 1F (1303.308693 sec): 3 clusters Score: Raw -1499381.568377 + Penalty 3137.153527 = -1496244.414850 nChanged 934 SP:Iteration 2F (1303.385620 sec): 3 clusters Score: Raw -1499858.167676 + Penalty 3137.153527 = -1496721.014149 nChanged 940 SP:Iteration 3F (1303.447769 sec): 3 clusters Score: Raw -1500392.342565 + Penalty 3137.153527 = -1497255.189038 nChanged 944 SP:Iteration 4F (1303.519215 sec): 3 clusters Score: Raw -1500980.144400 + Penalty 3137.153527 = -1497842.990873 nChanged 932 SP:Iteration 5F (1303.598886 sec): 3 clusters Score: Raw -1501601.940382 + Penalty 3137.153527 = -1498464.786855 nChanged 896 SP:Iteration 6F (1303.667887 sec): 3 clusters Score: Raw -1502229.557159 + Penalty 3137.153527 = -1499092.403632 nChanged 854 SP:Iteration 7F (1303.731653 sec): 3 clusters Score: Raw -1502823.171661 + Penalty 3137.153527 = -1499686.018134 nChanged 798 SP:Iteration 8F (1303.809368 sec): 3 clusters Score: Raw -1503361.507607 + Penalty 3137.153527 = -1500224.354080 nChanged 707 SP:Iteration 9Q (1303.880631 sec): 3 clusters Score: Raw -1503779.511196 + Penalty 3137.153527 = -1500642.357669 nChanged 540 SP:Iteration 10Q (1303.949045 sec): 3 clusters Score: Raw -1504063.813540 + Penalty 3137.153527 = -1500926.660014 nChanged 416 SP:Iteration 11Q (1304.009813 sec): 3 clusters Score: Raw -1504256.822064 + Penalty 3137.153527 = -1501119.668537 nChanged 328 SP:Iteration 12Q (1304.082381 sec): 3 clusters Score: Raw -1504396.345048 + Penalty 3137.153527 = -1501259.191521 nChanged 282 SP:Iteration 13Q (1304.151135 sec): 3 clusters Score: Raw -1504497.341945 + Penalty 3137.153527 = -1501360.188418 nChanged 216 SP:Iteration 14Q (1304.234798 sec): 3 clusters Score: Raw -1504563.246978 + Penalty 3137.153527 = -1501426.093451 nChanged 174 SP:Iteration 15Q (1304.308806 sec): 3 clusters Score: Raw -1504616.641183 + Penalty 3137.153527 = -1501479.487656 nChanged 165 SP:Iteration 16Q (1304.373481 sec): 3 clusters Score: Raw -1504665.472939 + Penalty 3137.153527 = -1501528.319412 nChanged 136 SP:Iteration 17Q (1304.443587 sec): 3 clusters Score: Raw -1504698.560730 + Penalty 3137.153527 = -1501561.407203 nChanged 119 SP:Iteration 18Q (1304.515210 sec): 3 clusters Score: Raw -1504726.469492 + Penalty 3137.153527 = -1501589.315965 nChanged 116 SP:Iteration 19Q (1304.588254 sec): 3 clusters Score: Raw -1504747.241256 + Penalty 3137.153527 = -1501610.087729 nChanged 90 SP:Iteration 20F (1304.650776 sec): 3 clusters Score: Raw -1504765.760355 + Penalty 3137.153527 = -1501628.606828 nChanged 82 SP:Iteration 21Q (1304.725723 sec): 3 clusters Score: Raw -1504782.386077 + Penalty 3137.153527 = -1501645.232550 nChanged 86 SP:Iteration 22Q (1304.797856 sec): 3 clusters Score: Raw -1504796.963694 + Penalty 3137.153527 = -1501659.810167 nChanged 76 SP:Iteration 23Q (1304.863744 sec): 3 clusters Score: Raw -1504809.938888 + Penalty 3137.153527 = -1501672.785361 nChanged 75 SP:Iteration 24Q (1304.938674 sec): 3 clusters Score: Raw -1504821.682028 + Penalty 3137.153527 = -1501684.528501 nChanged 70 SP:Iteration 25Q (1304.996581 sec): 3 clusters Score: Raw -1504831.904477 + Penalty 3137.153527 = -1501694.750950 nChanged 45 SP:Iteration 26Q (1305.069258 sec): 3 clusters Score: Raw -1504839.047343 + Penalty 3137.153527 = -1501701.893816 nChanged 47 SP:Iteration 27Q (1305.146261 sec): 3 clusters Score: Raw -1504847.019453 + Penalty 3137.153527 = -1501709.865926 nChanged 52 SP:Iteration 28Q (1305.218801 sec): 3 clusters Score: Raw -1504855.703734 + Penalty 3137.153527 = -1501718.550207 nChanged 48 SP:Iteration 29Q (1305.288157 sec): 3 clusters Score: Raw -1504862.623576 + Penalty 3137.153527 = -1501725.470049 nChanged 47 SP:Iteration 30Q (1305.357400 sec): 3 clusters Score: Raw -1504868.687393 + Penalty 3137.153527 = -1501731.533866 nChanged 40 SP:Iteration 31Q (1305.416484 sec): 3 clusters Score: Raw -1504873.969442 + Penalty 3137.153527 = -1501736.815915 nChanged 33 SP:Iteration 32Q (1305.496299 sec): 3 clusters Score: Raw -1504878.375856 + Penalty 3137.153527 = -1501741.222329 nChanged 31 SP:Iteration 33Q (1305.565586 sec): 3 clusters Score: Raw -1504881.550143 + Penalty 3137.153527 = -1501744.396616 nChanged 26 SP:Iteration 34Q (1305.632434 sec): 3 clusters Score: Raw -1504884.258337 + Penalty 3137.153527 = -1501747.104811 nChanged 24 SP:Iteration 35Q (1305.706712 sec): 3 clusters Score: Raw -1504886.866969 + Penalty 3137.153527 = -1501749.713442 nChanged 29 SP:Iteration 36Q (1305.772661 sec): 3 clusters Score: Raw -1504889.536274 + Penalty 3137.153527 = -1501752.382748 nChanged 20 SP:Iteration 37Q (1305.836714 sec): 3 clusters Score: Raw -1504891.354046 + Penalty 3137.153527 = -1501754.200519 nChanged 22 SP:Iteration 38Q (1305.915289 sec): 3 clusters Score: Raw -1504894.156498 + Penalty 3137.153527 = -1501757.002971 nChanged 23 SP:Iteration 39Q (1305.982767 sec): 3 clusters Score: Raw -1504897.469153 + Penalty 3137.153527 = -1501760.315626 nChanged 24 SP:Iteration 40F (1306.050219 sec): 3 clusters Score: Raw -1504900.296834 + Penalty 3137.153527 = -1501763.143307 nChanged 21 SP:Iteration 41Q (1306.116734 sec): 3 clusters Score: Raw -1504902.195454 + Penalty 3137.153527 = -1501765.041927 nChanged 17 SP:Iteration 42Q (1306.198743 sec): 3 clusters Score: Raw -1504903.702086 + Penalty 3137.153527 = -1501766.548559 nChanged 14 SP:Iteration 43Q (1306.273167 sec): 3 clusters Score: Raw -1504904.973615 + Penalty 3137.153527 = -1501767.820088 nChanged 12 SP:Iteration 44Q (1306.346798 sec): 3 clusters Score: Raw -1504906.252855 + Penalty 3137.153527 = -1501769.099328 nChanged 18 SP:Iteration 45Q (1306.406885 sec): 3 clusters Score: Raw -1504908.355317 + Penalty 3137.153527 = -1501771.201790 nChanged 25 SP:Iteration 46Q (1306.488385 sec): 3 clusters Score: Raw -1504912.060853 + Penalty 3137.153527 = -1501774.907326 nChanged 35 SP:Iteration 47Q (1306.560041 sec): 3 clusters Score: Raw -1504916.631718 + Penalty 3137.153527 = -1501779.478191 nChanged 30 SP:Iteration 48Q (1306.629195 sec): 3 clusters Score: Raw -1504920.744654 + Penalty 3137.153527 = -1501783.591127 nChanged 31 SP:Iteration 49Q (1306.698282 sec): 3 clusters Score: Raw -1504924.872202 + Penalty 3137.153527 = -1501787.718675 nChanged 28 SP:Iteration 50Q (1306.765299 sec): 3 clusters Score: Raw -1504928.216505 + Penalty 3137.153527 = -1501791.062978 nChanged 27 SP:Iteration 51Q (1306.830238 sec): 3 clusters Score: Raw -1504931.187162 + Penalty 3137.153527 = -1501794.033635 nChanged 20 SP:Iteration 52Q (1306.906272 sec): 3 clusters Score: Raw -1504933.112361 + Penalty 3137.153527 = -1501795.958834 nChanged 20 SP:Iteration 53Q (1306.978864 sec): 3 clusters Score: Raw -1504934.933417 + Penalty 3137.153527 = -1501797.779890 nChanged 16 SP:Iteration 54Q (1307.047201 sec): 3 clusters Score: Raw -1504936.833993 + Penalty 3137.153527 = -1501799.680466 nChanged 16 SP:Iteration 55Q (1307.120416 sec): 3 clusters Score: Raw -1504938.107641 + Penalty 3137.153527 = -1501800.954114 nChanged 13 SP:Iteration 56Q (1307.184298 sec): 3 clusters Score: Raw -1504939.313211 + Penalty 3137.153527 = -1501802.159684 nChanged 11 SP:Iteration 57Q (1307.265679 sec): 3 clusters Score: Raw -1504940.303155 + Penalty 3137.153527 = -1501803.149628 nChanged 9 SP:Iteration 58Q (1307.336050 sec): 3 clusters Score: Raw -1504940.974565 + Penalty 3137.153527 = -1501803.821038 nChanged 13 SP:Iteration 59Q (1307.399428 sec): 3 clusters Score: Raw -1504942.047274 + Penalty 3137.153527 = -1501804.893747 nChanged 14 SP:Iteration 60F (1307.467083 sec): 3 clusters Score: Raw -1504943.475493 + Penalty 3137.153527 = -1501806.321966 nChanged 12 SP:Iteration 61Q (1307.536904 sec): 3 clusters Score: Raw -1504944.480247 + Penalty 3137.153527 = -1501807.326720 nChanged 12 SP:Iteration 62Q (1307.611119 sec): 3 clusters Score: Raw -1504945.411196 + Penalty 3137.153527 = -1501808.257669 nChanged 12 SP:Iteration 63Q (1307.679565 sec): 3 clusters Score: Raw -1504946.628996 + Penalty 3137.153527 = -1501809.475469 nChanged 13 SP:Iteration 64Q (1307.751103 sec): 3 clusters Score: Raw -1504947.963586 + Penalty 3137.153527 = -1501810.810059 nChanged 15 SP:Iteration 65Q (1307.818172 sec): 3 clusters Score: Raw -1504949.355853 + Penalty 3137.153527 = -1501812.202326 nChanged 12 SP:Iteration 66Q (1307.891499 sec): 3 clusters Score: Raw -1504950.663121 + Penalty 3137.153527 = -1501813.509595 nChanged 12 SP:Iteration 67Q (1307.959125 sec): 3 clusters Score: Raw -1504951.931673 + Penalty 3137.153527 = -1501814.778146 nChanged 12 SP:Iteration 68Q (1308.031903 sec): 3 clusters Score: Raw -1504953.309215 + Penalty 3137.153527 = -1501816.155688 nChanged 17 SP:Iteration 69Q (1308.107359 sec): 3 clusters Score: Raw -1504955.781019 + Penalty 3137.153527 = -1501818.627492 nChanged 18 SP:Iteration 70Q (1308.181488 sec): 3 clusters Score: Raw -1504958.134950 + Penalty 3137.153527 = -1501820.981424 nChanged 19 SP:Iteration 71Q (1308.255657 sec): 3 clusters Score: Raw -1504960.131573 + Penalty 3137.153527 = -1501822.978046 nChanged 15 SP:Iteration 72Q (1308.319137 sec): 3 clusters Score: Raw -1504961.354504 + Penalty 3137.153527 = -1501824.200977 nChanged 7 SP:Iteration 73Q (1308.383773 sec): 3 clusters Score: Raw -1504962.024426 + Penalty 3137.153527 = -1501824.870899 nChanged 12 SP:Iteration 74Q (1308.443966 sec): 3 clusters Score: Raw -1504963.105696 + Penalty 3137.153527 = -1501825.952169 nChanged 8 SP:Iteration 75Q (1308.516465 sec): 3 clusters Score: Raw -1504963.785570 + Penalty 3137.153527 = -1501826.632043 nChanged 11 SP:Iteration 76Q (1308.577591 sec): 3 clusters Score: Raw -1504964.862050 + Penalty 3137.153527 = -1501827.708523 nChanged 7 SP:Iteration 77Q (1308.653263 sec): 3 clusters Score: Raw -1504965.453724 + Penalty 3137.153527 = -1501828.300197 nChanged 6 SP:Iteration 78Q (1308.732128 sec): 3 clusters Score: Raw -1504966.148864 + Penalty 3137.153527 = -1501828.995337 nChanged 2 SP:Iteration 79Q (1308.803639 sec): 3 clusters Score: Raw -1504966.405742 + Penalty 3137.153527 = -1501829.252215 nChanged 4 SP:Iteration 80F (1308.864128 sec): 3 clusters Score: Raw -1504966.851949 + Penalty 3137.153527 = -1501829.698422 nChanged 6 SP:Iteration 81Q (1308.944678 sec): 3 clusters Score: Raw -1504967.341343 + Penalty 3137.153527 = -1501830.187816 nChanged 3 SP:Iteration 82Q (1309.012714 sec): 3 clusters Score: Raw -1504967.556621 + Penalty 3137.153527 = -1501830.403094 nChanged 3 SP:Iteration 83Q (1309.085389 sec): 3 clusters Score: Raw -1504967.806244 + Penalty 3137.153527 = -1501830.652717 nChanged 4 SP:Iteration 84Q (1309.147030 sec): 3 clusters Score: Raw -1504968.171381 + Penalty 3137.153527 = -1501831.017854 nChanged 4 SP:Iteration 85Q (1309.220065 sec): 3 clusters Score: Raw -1504968.364617 + Penalty 3137.153527 = -1501831.211090 nChanged 3 SP:Iteration 86Q (1309.285300 sec): 3 clusters Score: Raw -1504968.491951 + Penalty 3137.153527 = -1501831.338425 nChanged 4 SP:Iteration 87Q (1309.356429 sec): 3 clusters Score: Raw -1504968.917602 + Penalty 3137.153527 = -1501831.764075 nChanged 5 SP:Iteration 88Q (1309.421071 sec): 3 clusters Score: Raw -1504969.513587 + Penalty 3137.153527 = -1501832.360061 nChanged 10 SP:Iteration 89Q (1309.489689 sec): 3 clusters Score: Raw -1504970.655855 + Penalty 3137.153527 = -1501833.502328 nChanged 12 SP:Iteration 90Q (1309.565395 sec): 3 clusters Score: Raw -1504972.082750 + Penalty 3137.153527 = -1501834.929223 nChanged 7 SP:Iteration 91Q (1309.636541 sec): 3 clusters Score: Raw -1504972.635100 + Penalty 3137.153527 = -1501835.481573 nChanged 6 SP:Iteration 92Q (1309.702554 sec): 3 clusters Score: Raw -1504972.992344 + Penalty 3137.153527 = -1501835.838817 nChanged 3 SP:Iteration 93Q (1309.775924 sec): 3 clusters Score: Raw -1504973.191224 + Penalty 3137.153527 = -1501836.037698 nChanged 3 SP:Iteration 94Q (1309.834480 sec): 3 clusters Score: Raw -1504973.305022 + Penalty 3137.153527 = -1501836.151495 nChanged 1 SP:Iteration 95Q (1309.911360 sec): 3 clusters Score: Raw -1504973.358801 + Penalty 3137.153527 = -1501836.205275 nChanged 0 SP:Iteration 96F (1309.976988 sec): 3 clusters Score: Raw -1504973.358801 + Penalty 3137.153527 = -1501836.205275 nChanged 0 Trying to split cluster 18 (5688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1310.020170 sec): 2 clusters Score: Raw -556692.700833 + Penalty 1404.993520 = -555287.707313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1310.066238 sec): 3 clusters Score: Raw -553679.988423 + Penalty 2809.987041 = -550870.001383 nChanged 2305 SP:Iteration 1F (1310.115979 sec): 3 clusters Score: Raw -554919.401510 + Penalty 2809.987041 = -552109.414470 nChanged 364 SP:Iteration 2F (1310.174424 sec): 3 clusters Score: Raw -555120.696539 + Penalty 2809.987041 = -552310.709499 nChanged 321 SP:Iteration 3F (1310.231531 sec): 3 clusters Score: Raw -555265.498396 + Penalty 2809.987041 = -552455.511355 nChanged 225 SP:Iteration 4Q (1310.286275 sec): 3 clusters Score: Raw -555370.958787 + Penalty 2809.987041 = -552560.971747 nChanged 221 SP:Iteration 5Q (1310.333805 sec): 3 clusters Score: Raw -555477.977566 + Penalty 2809.987041 = -552667.990526 nChanged 230 SP:Iteration 6Q (1310.402157 sec): 3 clusters Score: Raw -555598.108615 + Penalty 2809.987041 = -552788.121574 nChanged 259 SP:Iteration 7Q (1310.456459 sec): 3 clusters Score: Raw -555770.084062 + Penalty 2809.987041 = -552960.097022 nChanged 299 SP:Iteration 8F (1310.510043 sec): 3 clusters Score: Raw -555986.687326 + Penalty 2809.987041 = -553176.700286 nChanged 292 SP:Iteration 9F (1310.558022 sec): 3 clusters Score: Raw -556232.897610 + Penalty 2809.987041 = -553422.910569 nChanged 288 SP:Iteration 10F (1310.609368 sec): 3 clusters Score: Raw -556481.025776 + Penalty 2809.987041 = -553671.038735 nChanged 245 SP:Iteration 11Q (1310.669136 sec): 3 clusters Score: Raw -556690.034880 + Penalty 2809.987041 = -553880.047839 nChanged 179 SP:Iteration 12Q (1310.718822 sec): 3 clusters Score: Raw -556819.477458 + Penalty 2809.987041 = -554009.490417 nChanged 132 SP:Iteration 13Q (1310.783328 sec): 3 clusters Score: Raw -556927.528538 + Penalty 2809.987041 = -554117.541497 nChanged 127 SP:Iteration 14Q (1310.840173 sec): 3 clusters Score: Raw -557030.930416 + Penalty 2809.987041 = -554220.943375 nChanged 103 SP:Iteration 15Q (1310.895025 sec): 3 clusters Score: Raw -557111.058373 + Penalty 2809.987041 = -554301.071332 nChanged 78 SP:Iteration 16Q (1310.939943 sec): 3 clusters Score: Raw -557172.209884 + Penalty 2809.987041 = -554362.222843 nChanged 54 SP:Iteration 17Q (1310.998416 sec): 3 clusters Score: Raw -557202.587142 + Penalty 2809.987041 = -554392.600101 nChanged 25 SP:Iteration 18Q (1311.053391 sec): 3 clusters Score: Raw -557213.521494 + Penalty 2809.987041 = -554403.534453 nChanged 15 SP:Iteration 19Q (1311.109372 sec): 3 clusters Score: Raw -557219.757043 + Penalty 2809.987041 = -554409.770002 nChanged 13 SP:Iteration 20F (1311.167625 sec): 3 clusters Score: Raw -557225.447028 + Penalty 2809.987041 = -554415.459988 nChanged 10 SP:Iteration 21Q (1311.228085 sec): 3 clusters Score: Raw -557228.515882 + Penalty 2809.987041 = -554418.528842 nChanged 5 SP:Iteration 22Q (1311.273070 sec): 3 clusters Score: Raw -557229.623755 + Penalty 2809.987041 = -554419.636714 nChanged 3 SP:Iteration 23Q (1311.336855 sec): 3 clusters Score: Raw -557230.619151 + Penalty 2809.987041 = -554420.632111 nChanged 3 SP:Iteration 24Q (1311.391138 sec): 3 clusters Score: Raw -557232.050024 + Penalty 2809.987041 = -554422.062983 nChanged 2 SP:Iteration 25Q (1311.447213 sec): 3 clusters Score: Raw -557232.830347 + Penalty 2809.987041 = -554422.843307 nChanged 3 SP:Iteration 26Q (1311.487417 sec): 3 clusters Score: Raw -557233.388245 + Penalty 2809.987041 = -554423.401204 nChanged 3 SP:Iteration 27Q (1311.547344 sec): 3 clusters Score: Raw -557233.946305 + Penalty 2809.987041 = -554423.959264 nChanged 2 SP:Iteration 28Q (1311.604198 sec): 3 clusters Score: Raw -557234.774954 + Penalty 2809.987041 = -554424.787913 nChanged 5 SP:Iteration 29Q (1311.651312 sec): 3 clusters Score: Raw -557236.181507 + Penalty 2809.987041 = -554426.194466 nChanged 4 SP:Iteration 30Q (1311.715775 sec): 3 clusters Score: Raw -557237.019253 + Penalty 2809.987041 = -554427.032212 nChanged 3 SP:Iteration 31Q (1311.771729 sec): 3 clusters Score: Raw -557238.018540 + Penalty 2809.987041 = -554428.031499 nChanged 0 SP:Iteration 32F (1311.820104 sec): 3 clusters Score: Raw -557238.018540 + Penalty 2809.987041 = -554428.031499 nChanged 0 Trying to split cluster 19 (8761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1311.865213 sec): 2 clusters Score: Raw -794367.404362 + Penalty 1475.185617 = -792892.218746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1311.924250 sec): 3 clusters Score: Raw -789473.517271 + Penalty 2950.371233 = -786523.146038 nChanged 3686 SP:Iteration 1F (1311.975294 sec): 3 clusters Score: Raw -791648.711383 + Penalty 2950.371233 = -788698.340150 nChanged 636 SP:Iteration 2F (1312.035647 sec): 3 clusters Score: Raw -792017.627458 + Penalty 2950.371233 = -789067.256225 nChanged 547 SP:Iteration 3F (1312.092673 sec): 3 clusters Score: Raw -792349.190787 + Penalty 2950.371233 = -789398.819554 nChanged 487 SP:Iteration 4F (1312.164416 sec): 3 clusters Score: Raw -792637.689075 + Penalty 2950.371233 = -789687.317842 nChanged 401 SP:Iteration 5Q (1312.213802 sec): 3 clusters Score: Raw -792850.152990 + Penalty 2950.371233 = -789899.781757 nChanged 350 SP:Iteration 6Q (1312.284635 sec): 3 clusters Score: Raw -793044.310480 + Penalty 2950.371233 = -790093.939247 nChanged 353 SP:Iteration 7Q (1312.347817 sec): 3 clusters Score: Raw -793245.583904 + Penalty 2950.371233 = -790295.212671 nChanged 327 SP:Iteration 8Q (1312.407008 sec): 3 clusters Score: Raw -793433.369652 + Penalty 2950.371233 = -790482.998419 nChanged 282 SP:Iteration 9Q (1312.468700 sec): 3 clusters Score: Raw -793598.786427 + Penalty 2950.371233 = -790648.415194 nChanged 263 SP:Iteration 10Q (1312.523248 sec): 3 clusters Score: Raw -793759.201784 + Penalty 2950.371233 = -790808.830551 nChanged 247 SP:Iteration 11Q (1312.584711 sec): 3 clusters Score: Raw -793890.426879 + Penalty 2950.371233 = -790940.055646 nChanged 197 SP:Iteration 12Q (1312.642040 sec): 3 clusters Score: Raw -794008.934433 + Penalty 2950.371233 = -791058.563200 nChanged 183 SP:Iteration 13Q (1312.705391 sec): 3 clusters Score: Raw -794124.019504 + Penalty 2950.371233 = -791173.648271 nChanged 156 SP:Iteration 14Q (1312.766297 sec): 3 clusters Score: Raw -794218.303944 + Penalty 2950.371233 = -791267.932710 nChanged 139 SP:Iteration 15Q (1312.819085 sec): 3 clusters Score: Raw -794295.636157 + Penalty 2950.371233 = -791345.264924 nChanged 120 SP:Iteration 16Q (1312.879841 sec): 3 clusters Score: Raw -794368.019687 + Penalty 2950.371233 = -791417.648454 nChanged 119 SP:Iteration 17Q (1312.934728 sec): 3 clusters Score: Raw -794442.701799 + Penalty 2950.371233 = -791492.330566 nChanged 104 SP:Iteration 18Q (1312.992636 sec): 3 clusters Score: Raw -794511.425540 + Penalty 2950.371233 = -791561.054307 nChanged 113 SP:Iteration 19Q (1313.047813 sec): 3 clusters Score: Raw -794589.756975 + Penalty 2950.371233 = -791639.385742 nChanged 111 SP:Iteration 20F (1313.114327 sec): 3 clusters Score: Raw -794669.575285 + Penalty 2950.371233 = -791719.204051 nChanged 91 SP:Iteration 21Q (1313.163567 sec): 3 clusters Score: Raw -794736.739932 + Penalty 2950.371233 = -791786.368699 nChanged 79 SP:Iteration 22Q (1313.229659 sec): 3 clusters Score: Raw -794794.937226 + Penalty 2950.371233 = -791844.565993 nChanged 75 SP:Iteration 23Q (1313.274959 sec): 3 clusters Score: Raw -794838.089522 + Penalty 2950.371233 = -791887.718289 nChanged 61 SP:Iteration 24Q (1313.337344 sec): 3 clusters Score: Raw -794867.005772 + Penalty 2950.371233 = -791916.634539 nChanged 44 SP:Iteration 25Q (1313.384369 sec): 3 clusters Score: Raw -794886.275720 + Penalty 2950.371233 = -791935.904486 nChanged 41 SP:Iteration 26Q (1313.446788 sec): 3 clusters Score: Raw -794904.044915 + Penalty 2950.371233 = -791953.673682 nChanged 31 SP:Iteration 27Q (1313.504021 sec): 3 clusters Score: Raw -794914.992445 + Penalty 2950.371233 = -791964.621212 nChanged 20 SP:Iteration 28Q (1313.569821 sec): 3 clusters Score: Raw -794920.433811 + Penalty 2950.371233 = -791970.062578 nChanged 14 SP:Iteration 29Q (1313.625133 sec): 3 clusters Score: Raw -794925.796966 + Penalty 2950.371233 = -791975.425733 nChanged 18 SP:Iteration 30Q (1313.679096 sec): 3 clusters Score: Raw -794932.471854 + Penalty 2950.371233 = -791982.100621 nChanged 14 SP:Iteration 31Q (1313.744049 sec): 3 clusters Score: Raw -794937.905224 + Penalty 2950.371233 = -791987.533991 nChanged 17 SP:Iteration 32Q (1313.800365 sec): 3 clusters Score: Raw -794945.477205 + Penalty 2950.371233 = -791995.105972 nChanged 14 SP:Iteration 33Q (1313.862372 sec): 3 clusters Score: Raw -794953.014394 + Penalty 2950.371233 = -792002.643161 nChanged 21 SP:Iteration 34Q (1313.911177 sec): 3 clusters Score: Raw -794963.302094 + Penalty 2950.371233 = -792012.930861 nChanged 19 SP:Iteration 35Q (1313.972508 sec): 3 clusters Score: Raw -794973.983422 + Penalty 2950.371233 = -792023.612189 nChanged 16 SP:Iteration 36Q (1314.024617 sec): 3 clusters Score: Raw -794982.501208 + Penalty 2950.371233 = -792032.129975 nChanged 16 SP:Iteration 37Q (1314.082842 sec): 3 clusters Score: Raw -794988.196096 + Penalty 2950.371233 = -792037.824863 nChanged 10 SP:Iteration 38Q (1314.144055 sec): 3 clusters Score: Raw -794991.006787 + Penalty 2950.371233 = -792040.635554 nChanged 7 SP:Iteration 39Q (1314.206393 sec): 3 clusters Score: Raw -794993.858787 + Penalty 2950.371233 = -792043.487554 nChanged 7 SP:Iteration 40F (1314.266174 sec): 3 clusters Score: Raw -794996.101460 + Penalty 2950.371233 = -792045.730226 nChanged 5 SP:Iteration 41Q (1314.327576 sec): 3 clusters Score: Raw -794996.987579 + Penalty 2950.371233 = -792046.616346 nChanged 3 SP:Iteration 42Q (1314.390260 sec): 3 clusters Score: Raw -794997.779342 + Penalty 2950.371233 = -792047.408109 nChanged 1 SP:Iteration 43Q (1314.447216 sec): 3 clusters Score: Raw -794998.066935 + Penalty 2950.371233 = -792047.695702 nChanged 1 SP:Iteration 44Q (1314.494919 sec): 3 clusters Score: Raw -794998.323257 + Penalty 2950.371233 = -792047.952024 nChanged 1 SP:Iteration 45Q (1314.550513 sec): 3 clusters Score: Raw -794998.428573 + Penalty 2950.371233 = -792048.057340 nChanged 0 SP:Iteration 46F (1314.609201 sec): 3 clusters Score: Raw -794998.428573 + Penalty 2950.371233 = -792048.057340 nChanged 0 Trying to split cluster 20 (4665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1314.640050 sec): 2 clusters Score: Raw -440290.988934 + Penalty 1372.774506 = -438918.214428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1314.702777 sec): 3 clusters Score: Raw -437919.263643 + Penalty 2745.549012 = -435173.714631 nChanged 1864 SP:Iteration 1F (1314.752399 sec): 3 clusters Score: Raw -439006.941693 + Penalty 2745.549012 = -436261.392681 nChanged 335 SP:Iteration 2F (1314.803646 sec): 3 clusters Score: Raw -439233.440138 + Penalty 2745.549012 = -436487.891126 nChanged 259 SP:Iteration 3F (1314.864836 sec): 3 clusters Score: Raw -439381.873241 + Penalty 2745.549012 = -436636.324229 nChanged 218 SP:Iteration 4Q (1314.916764 sec): 3 clusters Score: Raw -439497.641946 + Penalty 2745.549012 = -436752.092934 nChanged 177 SP:Iteration 5Q (1314.958893 sec): 3 clusters Score: Raw -439592.862714 + Penalty 2745.549012 = -436847.313702 nChanged 152 SP:Iteration 6Q (1315.016841 sec): 3 clusters Score: Raw -439674.566876 + Penalty 2745.549012 = -436929.017864 nChanged 138 SP:Iteration 7Q (1315.065248 sec): 3 clusters Score: Raw -439752.026040 + Penalty 2745.549012 = -437006.477028 nChanged 132 SP:Iteration 8Q (1315.110607 sec): 3 clusters Score: Raw -439813.944002 + Penalty 2745.549012 = -437068.394990 nChanged 115 SP:Iteration 9Q (1315.166242 sec): 3 clusters Score: Raw -439858.111251 + Penalty 2745.549012 = -437112.562240 nChanged 93 SP:Iteration 10Q (1315.226498 sec): 3 clusters Score: Raw -439897.618190 + Penalty 2745.549012 = -437152.069178 nChanged 85 SP:Iteration 11Q (1315.282972 sec): 3 clusters Score: Raw -439934.824910 + Penalty 2745.549012 = -437189.275898 nChanged 86 SP:Iteration 12Q (1315.337435 sec): 3 clusters Score: Raw -439967.577628 + Penalty 2745.549012 = -437222.028616 nChanged 75 SP:Iteration 13Q (1315.377467 sec): 3 clusters Score: Raw -439998.781427 + Penalty 2745.549012 = -437253.232415 nChanged 77 SP:Iteration 14Q (1315.438862 sec): 3 clusters Score: Raw -440029.465579 + Penalty 2745.549012 = -437283.916567 nChanged 62 SP:Iteration 15Q (1315.490106 sec): 3 clusters Score: Raw -440054.069338 + Penalty 2745.549012 = -437308.520326 nChanged 71 SP:Iteration 16Q (1315.547908 sec): 3 clusters Score: Raw -440088.092514 + Penalty 2745.549012 = -437342.543502 nChanged 73 SP:Iteration 17Q (1315.602362 sec): 3 clusters Score: Raw -440124.110430 + Penalty 2745.549012 = -437378.561418 nChanged 83 SP:Iteration 18Q (1315.648449 sec): 3 clusters Score: Raw -440163.213541 + Penalty 2745.549012 = -437417.664529 nChanged 83 SP:Iteration 19Q (1315.699801 sec): 3 clusters Score: Raw -440207.834543 + Penalty 2745.549012 = -437462.285531 nChanged 94 SP:Iteration 20F (1315.747524 sec): 3 clusters Score: Raw -440249.913697 + Penalty 2745.549012 = -437504.364685 nChanged 91 SP:Iteration 21Q (1315.805901 sec): 3 clusters Score: Raw -440291.939759 + Penalty 2745.549012 = -437546.390748 nChanged 79 SP:Iteration 22Q (1315.849925 sec): 3 clusters Score: Raw -440328.245074 + Penalty 2745.549012 = -437582.696062 nChanged 64 SP:Iteration 23Q (1315.908090 sec): 3 clusters Score: Raw -440360.953849 + Penalty 2745.549012 = -437615.404837 nChanged 73 SP:Iteration 24Q (1315.952068 sec): 3 clusters Score: Raw -440391.362441 + Penalty 2745.549012 = -437645.813429 nChanged 63 SP:Iteration 25Q (1316.009124 sec): 3 clusters Score: Raw -440421.320043 + Penalty 2745.549012 = -437675.771031 nChanged 70 SP:Iteration 26Q (1316.068178 sec): 3 clusters Score: Raw -440457.456940 + Penalty 2745.549012 = -437711.907928 nChanged 74 SP:Iteration 27Q (1316.121556 sec): 3 clusters Score: Raw -440495.713091 + Penalty 2745.549012 = -437750.164079 nChanged 66 SP:Iteration 28Q (1316.171875 sec): 3 clusters Score: Raw -440537.129613 + Penalty 2745.549012 = -437791.580601 nChanged 71 SP:Iteration 29Q (1316.216515 sec): 3 clusters Score: Raw -440585.663743 + Penalty 2745.549012 = -437840.114731 nChanged 68 SP:Iteration 30Q (1316.268758 sec): 3 clusters Score: Raw -440632.447559 + Penalty 2745.549012 = -437886.898547 nChanged 63 SP:Iteration 31Q (1316.319664 sec): 3 clusters Score: Raw -440664.562696 + Penalty 2745.549012 = -437919.013684 nChanged 56 SP:Iteration 32Q (1316.373035 sec): 3 clusters Score: Raw -440688.346816 + Penalty 2745.549012 = -437942.797804 nChanged 55 SP:Iteration 33Q (1316.419902 sec): 3 clusters Score: Raw -440714.731572 + Penalty 2745.549012 = -437969.182560 nChanged 39 SP:Iteration 34Q (1316.479354 sec): 3 clusters Score: Raw -440730.417304 + Penalty 2745.549012 = -437984.868293 nChanged 33 SP:Iteration 35Q (1316.527514 sec): 3 clusters Score: Raw -440741.991819 + Penalty 2745.549012 = -437996.442807 nChanged 29 SP:Iteration 36Q (1316.582967 sec): 3 clusters Score: Raw -440750.093077 + Penalty 2745.549012 = -438004.544065 nChanged 19 SP:Iteration 37Q (1316.640321 sec): 3 clusters Score: Raw -440756.341660 + Penalty 2745.549012 = -438010.792648 nChanged 15 SP:Iteration 38Q (1316.684996 sec): 3 clusters Score: Raw -440761.684725 + Penalty 2745.549012 = -438016.135714 nChanged 14 SP:Iteration 39Q (1316.740948 sec): 3 clusters Score: Raw -440765.777115 + Penalty 2745.549012 = -438020.228103 nChanged 8 SP:Iteration 40F (1316.790658 sec): 3 clusters Score: Raw -440768.150057 + Penalty 2745.549012 = -438022.601045 nChanged 9 SP:Iteration 41Q (1316.837698 sec): 3 clusters Score: Raw -440771.131679 + Penalty 2745.549012 = -438025.582667 nChanged 11 SP:Iteration 42Q (1316.896683 sec): 3 clusters Score: Raw -440774.950405 + Penalty 2745.549012 = -438029.401393 nChanged 10 SP:Iteration 43Q (1316.945944 sec): 3 clusters Score: Raw -440777.917103 + Penalty 2745.549012 = -438032.368092 nChanged 11 SP:Iteration 44Q (1317.005499 sec): 3 clusters Score: Raw -440779.989505 + Penalty 2745.549012 = -438034.440493 nChanged 7 SP:Iteration 45Q (1317.059343 sec): 3 clusters Score: Raw -440781.208763 + Penalty 2745.549012 = -438035.659751 nChanged 7 SP:Iteration 46Q (1317.107567 sec): 3 clusters Score: Raw -440782.193446 + Penalty 2745.549012 = -438036.644434 nChanged 2 SP:Iteration 47Q (1317.167164 sec): 3 clusters Score: Raw -440782.740406 + Penalty 2745.549012 = -438037.191394 nChanged 2 SP:Iteration 48Q (1317.210026 sec): 3 clusters Score: Raw -440783.158826 + Penalty 2745.549012 = -438037.609814 nChanged 3 SP:Iteration 49Q (1317.268183 sec): 3 clusters Score: Raw -440783.570728 + Penalty 2745.549012 = -438038.021716 nChanged 1 SP:Iteration 50Q (1317.313794 sec): 3 clusters Score: Raw -440784.095729 + Penalty 2745.549012 = -438038.546717 nChanged 1 SP:Iteration 51Q (1317.365416 sec): 3 clusters Score: Raw -440784.322073 + Penalty 2745.549012 = -438038.773061 nChanged 0 SP:Iteration 52F (1317.427489 sec): 3 clusters Score: Raw -440784.322073 + Penalty 2745.549012 = -438038.773061 nChanged 0 Trying to split cluster 21 (7780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1317.466315 sec): 2 clusters Score: Raw -763933.979547 + Penalty 1455.888138 = -762478.091409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1317.526710 sec): 3 clusters Score: Raw -759682.799136 + Penalty 2911.776276 = -756771.022860 nChanged 3258 SP:Iteration 1F (1317.586260 sec): 3 clusters Score: Raw -761433.877920 + Penalty 2911.776276 = -758522.101645 nChanged 439 SP:Iteration 2F (1317.643344 sec): 3 clusters Score: Raw -761643.728440 + Penalty 2911.776276 = -758731.952165 nChanged 389 SP:Iteration 3Q (1317.698494 sec): 3 clusters Score: Raw -761806.560285 + Penalty 2911.776276 = -758894.784009 nChanged 313 SP:Iteration 4Q (1317.752836 sec): 3 clusters Score: Raw -761933.362728 + Penalty 2911.776276 = -759021.586453 nChanged 264 SP:Iteration 5Q (1317.814989 sec): 3 clusters Score: Raw -762041.721918 + Penalty 2911.776276 = -759129.945642 nChanged 263 SP:Iteration 6Q (1317.868058 sec): 3 clusters Score: Raw -762158.574044 + Penalty 2911.776276 = -759246.797769 nChanged 262 SP:Iteration 7Q (1317.932896 sec): 3 clusters Score: Raw -762272.139002 + Penalty 2911.776276 = -759360.362726 nChanged 250 SP:Iteration 8Q (1317.991282 sec): 3 clusters Score: Raw -762377.459037 + Penalty 2911.776276 = -759465.682761 nChanged 233 SP:Iteration 9Q (1318.040294 sec): 3 clusters Score: Raw -762473.618975 + Penalty 2911.776276 = -759561.842699 nChanged 214 SP:Iteration 10Q (1318.104782 sec): 3 clusters Score: Raw -762562.658265 + Penalty 2911.776276 = -759650.881989 nChanged 214 SP:Iteration 11Q (1318.158566 sec): 3 clusters Score: Raw -762650.785541 + Penalty 2911.776276 = -759739.009265 nChanged 191 SP:Iteration 12Q (1318.222144 sec): 3 clusters Score: Raw -762728.628794 + Penalty 2911.776276 = -759816.852518 nChanged 155 SP:Iteration 13Q (1318.275938 sec): 3 clusters Score: Raw -762783.118608 + Penalty 2911.776276 = -759871.342332 nChanged 144 SP:Iteration 14Q (1318.329772 sec): 3 clusters Score: Raw -762830.345838 + Penalty 2911.776276 = -759918.569563 nChanged 123 SP:Iteration 15Q (1318.393889 sec): 3 clusters Score: Raw -762870.126358 + Penalty 2911.776276 = -759958.350082 nChanged 119 SP:Iteration 16Q (1318.446108 sec): 3 clusters Score: Raw -762909.653732 + Penalty 2911.776276 = -759997.877456 nChanged 123 SP:Iteration 17Q (1318.516734 sec): 3 clusters Score: Raw -762953.193318 + Penalty 2911.776276 = -760041.417042 nChanged 144 SP:Iteration 18Q (1318.574655 sec): 3 clusters Score: Raw -763009.591945 + Penalty 2911.776276 = -760097.815669 nChanged 166 SP:Iteration 19Q (1318.626559 sec): 3 clusters Score: Raw -763075.532455 + Penalty 2911.776276 = -760163.756180 nChanged 157 SP:Iteration 20F (1318.692201 sec): 3 clusters Score: Raw -763135.571837 + Penalty 2911.776276 = -760223.795561 nChanged 153 SP:Iteration 21Q (1318.741329 sec): 3 clusters Score: Raw -763200.037372 + Penalty 2911.776276 = -760288.261096 nChanged 163 SP:Iteration 22Q (1318.805961 sec): 3 clusters Score: Raw -763272.701099 + Penalty 2911.776276 = -760360.924823 nChanged 166 SP:Iteration 23Q (1318.873255 sec): 3 clusters Score: Raw -763355.841418 + Penalty 2911.776276 = -760444.065142 nChanged 160 SP:Iteration 24Q (1318.924659 sec): 3 clusters Score: Raw -763443.375630 + Penalty 2911.776276 = -760531.599355 nChanged 167 SP:Iteration 25Q (1318.992926 sec): 3 clusters Score: Raw -763532.910356 + Penalty 2911.776276 = -760621.134080 nChanged 143 SP:Iteration 26Q (1319.055572 sec): 3 clusters Score: Raw -763607.651143 + Penalty 2911.776276 = -760695.874868 nChanged 132 SP:Iteration 27Q (1319.106759 sec): 3 clusters Score: Raw -763680.609679 + Penalty 2911.776276 = -760768.833403 nChanged 114 SP:Iteration 28Q (1319.174719 sec): 3 clusters Score: Raw -763738.900005 + Penalty 2911.776276 = -760827.123730 nChanged 86 SP:Iteration 29Q (1319.233967 sec): 3 clusters Score: Raw -763783.341850 + Penalty 2911.776276 = -760871.565575 nChanged 87 SP:Iteration 30Q (1319.295293 sec): 3 clusters Score: Raw -763825.470838 + Penalty 2911.776276 = -760913.694562 nChanged 77 SP:Iteration 31Q (1319.356238 sec): 3 clusters Score: Raw -763874.103367 + Penalty 2911.776276 = -760962.327091 nChanged 73 SP:Iteration 32Q (1319.401239 sec): 3 clusters Score: Raw -763916.359516 + Penalty 2911.776276 = -761004.583241 nChanged 67 SP:Iteration 33Q (1319.471655 sec): 3 clusters Score: Raw -763952.094226 + Penalty 2911.776276 = -761040.317950 nChanged 52 SP:Iteration 34Q (1319.516675 sec): 3 clusters Score: Raw -763977.915166 + Penalty 2911.776276 = -761066.138891 nChanged 45 SP:Iteration 35Q (1319.585851 sec): 3 clusters Score: Raw -764003.943879 + Penalty 2911.776276 = -761092.167604 nChanged 30 SP:Iteration 36Q (1319.635723 sec): 3 clusters Score: Raw -764019.390390 + Penalty 2911.776276 = -761107.614114 nChanged 23 SP:Iteration 37Q (1319.702263 sec): 3 clusters Score: Raw -764031.864829 + Penalty 2911.776276 = -761120.088554 nChanged 21 SP:Iteration 38Q (1319.764034 sec): 3 clusters Score: Raw -764043.525782 + Penalty 2911.776276 = -761131.749506 nChanged 20 SP:Iteration 39Q (1319.812378 sec): 3 clusters Score: Raw -764051.768130 + Penalty 2911.776276 = -761139.991855 nChanged 17 SP:Iteration 40F (1319.882014 sec): 3 clusters Score: Raw -764061.171242 + Penalty 2911.776276 = -761149.394966 nChanged 15 SP:Iteration 41Q (1319.948169 sec): 3 clusters Score: Raw -764069.225001 + Penalty 2911.776276 = -761157.448726 nChanged 15 SP:Iteration 42Q (1320.003072 sec): 3 clusters Score: Raw -764076.576074 + Penalty 2911.776276 = -761164.799798 nChanged 7 SP:Iteration 43Q (1320.061269 sec): 3 clusters Score: Raw -764081.049949 + Penalty 2911.776276 = -761169.273674 nChanged 12 SP:Iteration 44Q (1320.125268 sec): 3 clusters Score: Raw -764087.168085 + Penalty 2911.776276 = -761175.391810 nChanged 7 SP:Iteration 45Q (1320.187591 sec): 3 clusters Score: Raw -764090.278766 + Penalty 2911.776276 = -761178.502490 nChanged 5 SP:Iteration 46Q (1320.243844 sec): 3 clusters Score: Raw -764091.818587 + Penalty 2911.776276 = -761180.042312 nChanged 2 SP:Iteration 47Q (1320.301853 sec): 3 clusters Score: Raw -764092.417422 + Penalty 2911.776276 = -761180.641147 nChanged 1 SP:Iteration 48Q (1320.347771 sec): 3 clusters Score: Raw -764092.872585 + Penalty 2911.776276 = -761181.096309 nChanged 3 SP:Iteration 49Q (1320.410109 sec): 3 clusters Score: Raw -764094.004394 + Penalty 2911.776276 = -761182.228119 nChanged 4 SP:Iteration 50Q (1320.466224 sec): 3 clusters Score: Raw -764096.013226 + Penalty 2911.776276 = -761184.236950 nChanged 4 SP:Iteration 51Q (1320.522451 sec): 3 clusters Score: Raw -764097.790777 + Penalty 2911.776276 = -761186.014501 nChanged 3 SP:Iteration 52Q (1320.578280 sec): 3 clusters Score: Raw -764099.271323 + Penalty 2911.776276 = -761187.495047 nChanged 1 SP:Iteration 53Q (1320.622150 sec): 3 clusters Score: Raw -764099.598041 + Penalty 2911.776276 = -761187.821765 nChanged 2 SP:Iteration 54Q (1320.679686 sec): 3 clusters Score: Raw -764100.839160 + Penalty 2911.776276 = -761189.062884 nChanged 1 SP:Iteration 55Q (1320.735702 sec): 3 clusters Score: Raw -764101.006458 + Penalty 2911.776276 = -761189.230182 nChanged 0 SP:Iteration 56F (1320.799564 sec): 3 clusters Score: Raw -764101.006458 + Penalty 2911.776276 = -761189.230182 nChanged 0 Trying to split cluster 22 (7136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1320.838052 sec): 2 clusters Score: Raw -655125.050721 + Penalty 1441.847497 = -653683.203224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1320.885708 sec): 3 clusters Score: Raw -651226.092842 + Penalty 2883.694994 = -648342.397848 nChanged 2974 SP:Iteration 1F (1320.954468 sec): 3 clusters Score: Raw -652898.931252 + Penalty 2883.694994 = -650015.236258 nChanged 510 SP:Iteration 2F (1321.011934 sec): 3 clusters Score: Raw -653175.404490 + Penalty 2883.694994 = -650291.709496 nChanged 403 SP:Iteration 3F (1321.072092 sec): 3 clusters Score: Raw -653395.162799 + Penalty 2883.694994 = -650511.467805 nChanged 345 SP:Iteration 4Q (1321.129290 sec): 3 clusters Score: Raw -653571.453412 + Penalty 2883.694994 = -650687.758418 nChanged 321 SP:Iteration 5Q (1321.179247 sec): 3 clusters Score: Raw -653750.258047 + Penalty 2883.694994 = -650866.563053 nChanged 330 SP:Iteration 6Q (1321.238503 sec): 3 clusters Score: Raw -653953.093616 + Penalty 2883.694994 = -651069.398622 nChanged 307 SP:Iteration 7Q (1321.306665 sec): 3 clusters Score: Raw -654159.164586 + Penalty 2883.694994 = -651275.469592 nChanged 318 SP:Iteration 8Q (1321.359472 sec): 3 clusters Score: Raw -654378.056311 + Penalty 2883.694994 = -651494.361317 nChanged 313 SP:Iteration 9Q (1321.422596 sec): 3 clusters Score: Raw -654563.329952 + Penalty 2883.694994 = -651679.634958 nChanged 263 SP:Iteration 10Q (1321.472819 sec): 3 clusters Score: Raw -654716.882771 + Penalty 2883.694994 = -651833.187776 nChanged 236 SP:Iteration 11Q (1321.535860 sec): 3 clusters Score: Raw -654840.291348 + Penalty 2883.694994 = -651956.596354 nChanged 195 SP:Iteration 12Q (1321.591169 sec): 3 clusters Score: Raw -654932.273584 + Penalty 2883.694994 = -652048.578589 nChanged 169 SP:Iteration 13Q (1321.653310 sec): 3 clusters Score: Raw -655004.266234 + Penalty 2883.694994 = -652120.571239 nChanged 126 SP:Iteration 14Q (1321.705901 sec): 3 clusters Score: Raw -655055.197951 + Penalty 2883.694994 = -652171.502957 nChanged 112 SP:Iteration 15Q (1321.767974 sec): 3 clusters Score: Raw -655092.960093 + Penalty 2883.694994 = -652209.265099 nChanged 94 SP:Iteration 16Q (1321.828435 sec): 3 clusters Score: Raw -655122.153212 + Penalty 2883.694994 = -652238.458218 nChanged 76 SP:Iteration 17Q (1321.875763 sec): 3 clusters Score: Raw -655151.804003 + Penalty 2883.694994 = -652268.109009 nChanged 88 SP:Iteration 18Q (1321.937079 sec): 3 clusters Score: Raw -655185.460873 + Penalty 2883.694994 = -652301.765879 nChanged 85 SP:Iteration 19Q (1321.996666 sec): 3 clusters Score: Raw -655217.141504 + Penalty 2883.694994 = -652333.446510 nChanged 76 SP:Iteration 20F (1322.048597 sec): 3 clusters Score: Raw -655242.604697 + Penalty 2883.694994 = -652358.909703 nChanged 60 SP:Iteration 21Q (1322.103315 sec): 3 clusters Score: Raw -655258.248269 + Penalty 2883.694994 = -652374.553274 nChanged 42 SP:Iteration 22Q (1322.168094 sec): 3 clusters Score: Raw -655269.102731 + Penalty 2883.694994 = -652385.407736 nChanged 46 SP:Iteration 23Q (1322.222094 sec): 3 clusters Score: Raw -655282.249008 + Penalty 2883.694994 = -652398.554014 nChanged 39 SP:Iteration 24Q (1322.283309 sec): 3 clusters Score: Raw -655291.667037 + Penalty 2883.694994 = -652407.972043 nChanged 34 SP:Iteration 25Q (1322.337092 sec): 3 clusters Score: Raw -655300.771557 + Penalty 2883.694994 = -652417.076563 nChanged 37 SP:Iteration 26Q (1322.395859 sec): 3 clusters Score: Raw -655311.553627 + Penalty 2883.694994 = -652427.858633 nChanged 41 SP:Iteration 27Q (1322.441260 sec): 3 clusters Score: Raw -655325.774921 + Penalty 2883.694994 = -652442.079926 nChanged 49 SP:Iteration 28Q (1322.508404 sec): 3 clusters Score: Raw -655341.599028 + Penalty 2883.694994 = -652457.904034 nChanged 56 SP:Iteration 29Q (1322.567539 sec): 3 clusters Score: Raw -655359.017908 + Penalty 2883.694994 = -652475.322914 nChanged 55 SP:Iteration 30Q (1322.623803 sec): 3 clusters Score: Raw -655376.554946 + Penalty 2883.694994 = -652492.859952 nChanged 53 SP:Iteration 31Q (1322.674568 sec): 3 clusters Score: Raw -655394.629631 + Penalty 2883.694994 = -652510.934636 nChanged 56 SP:Iteration 32Q (1322.729038 sec): 3 clusters Score: Raw -655417.503190 + Penalty 2883.694994 = -652533.808196 nChanged 54 SP:Iteration 33Q (1322.796708 sec): 3 clusters Score: Raw -655441.053862 + Penalty 2883.694994 = -652557.358868 nChanged 59 SP:Iteration 34Q (1322.848070 sec): 3 clusters Score: Raw -655470.697102 + Penalty 2883.694994 = -652587.002108 nChanged 68 SP:Iteration 35Q (1322.912579 sec): 3 clusters Score: Raw -655500.278247 + Penalty 2883.694994 = -652616.583253 nChanged 67 SP:Iteration 36Q (1322.959378 sec): 3 clusters Score: Raw -655531.319630 + Penalty 2883.694994 = -652647.624636 nChanged 69 SP:Iteration 37Q (1323.026152 sec): 3 clusters Score: Raw -655561.044377 + Penalty 2883.694994 = -652677.349382 nChanged 59 SP:Iteration 38Q (1323.079306 sec): 3 clusters Score: Raw -655588.714928 + Penalty 2883.694994 = -652705.019934 nChanged 54 SP:Iteration 39Q (1323.130712 sec): 3 clusters Score: Raw -655612.384136 + Penalty 2883.694994 = -652728.689141 nChanged 57 SP:Iteration 40F (1323.193885 sec): 3 clusters Score: Raw -655633.697617 + Penalty 2883.694994 = -652750.002623 nChanged 45 SP:Iteration 41Q (1323.247566 sec): 3 clusters Score: Raw -655647.428644 + Penalty 2883.694994 = -652763.733650 nChanged 45 SP:Iteration 42Q (1323.307026 sec): 3 clusters Score: Raw -655657.143385 + Penalty 2883.694994 = -652773.448391 nChanged 28 SP:Iteration 43Q (1323.361580 sec): 3 clusters Score: Raw -655662.546654 + Penalty 2883.694994 = -652778.851660 nChanged 20 SP:Iteration 44Q (1323.429890 sec): 3 clusters Score: Raw -655666.595569 + Penalty 2883.694994 = -652782.900575 nChanged 11 SP:Iteration 45Q (1323.475185 sec): 3 clusters Score: Raw -655668.205981 + Penalty 2883.694994 = -652784.510987 nChanged 7 SP:Iteration 46Q (1323.532919 sec): 3 clusters Score: Raw -655669.859730 + Penalty 2883.694994 = -652786.164736 nChanged 6 SP:Iteration 47Q (1323.598257 sec): 3 clusters Score: Raw -655670.572581 + Penalty 2883.694994 = -652786.877587 nChanged 4 SP:Iteration 48Q (1323.653695 sec): 3 clusters Score: Raw -655671.165372 + Penalty 2883.694994 = -652787.470378 nChanged 4 SP:Iteration 49Q (1323.716555 sec): 3 clusters Score: Raw -655671.636825 + Penalty 2883.694994 = -652787.941831 nChanged 0 SP:Iteration 50F (1323.772994 sec): 3 clusters Score: Raw -655671.636825 + Penalty 2883.694994 = -652787.941831 nChanged 0 Trying to split cluster 23 (10964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1323.815877 sec): 2 clusters Score: Raw -1024307.053501 + Penalty 1511.635524 = -1022795.417977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1323.876767 sec): 3 clusters Score: Raw -1018044.591697 + Penalty 3023.271049 = -1015021.320649 nChanged 4850 SP:Iteration 1F (1323.937602 sec): 3 clusters Score: Raw -1020794.264397 + Penalty 3023.271049 = -1017770.993348 nChanged 722 SP:Iteration 2F (1323.991968 sec): 3 clusters Score: Raw -1021180.184063 + Penalty 3023.271049 = -1018156.913014 nChanged 688 SP:Iteration 3F (1324.066506 sec): 3 clusters Score: Raw -1021598.931970 + Penalty 3023.271049 = -1018575.660922 nChanged 626 SP:Iteration 4F (1324.130871 sec): 3 clusters Score: Raw -1021991.988940 + Penalty 3023.271049 = -1018968.717891 nChanged 615 SP:Iteration 5F (1324.194874 sec): 3 clusters Score: Raw -1022344.400402 + Penalty 3023.271049 = -1019321.129353 nChanged 523 SP:Iteration 6Q (1324.253977 sec): 3 clusters Score: Raw -1022647.842528 + Penalty 3023.271049 = -1019624.571479 nChanged 510 SP:Iteration 7Q (1324.317167 sec): 3 clusters Score: Raw -1022934.681211 + Penalty 3023.271049 = -1019911.410162 nChanged 434 SP:Iteration 8Q (1324.386429 sec): 3 clusters Score: Raw -1023137.084258 + Penalty 3023.271049 = -1020113.813209 nChanged 334 SP:Iteration 9Q (1324.442012 sec): 3 clusters Score: Raw -1023280.012386 + Penalty 3023.271049 = -1020256.741337 nChanged 272 SP:Iteration 10Q (1324.503828 sec): 3 clusters Score: Raw -1023397.387392 + Penalty 3023.271049 = -1020374.116343 nChanged 249 SP:Iteration 11Q (1324.568270 sec): 3 clusters Score: Raw -1023511.452113 + Penalty 3023.271049 = -1020488.181065 nChanged 223 SP:Iteration 12Q (1324.627233 sec): 3 clusters Score: Raw -1023621.243644 + Penalty 3023.271049 = -1020597.972596 nChanged 220 SP:Iteration 13Q (1324.689947 sec): 3 clusters Score: Raw -1023742.099436 + Penalty 3023.271049 = -1020718.828387 nChanged 207 SP:Iteration 14Q (1324.760722 sec): 3 clusters Score: Raw -1023849.604964 + Penalty 3023.271049 = -1020826.333915 nChanged 180 SP:Iteration 15Q (1324.823200 sec): 3 clusters Score: Raw -1023942.827498 + Penalty 3023.271049 = -1020919.556450 nChanged 177 SP:Iteration 16Q (1324.882164 sec): 3 clusters Score: Raw -1024051.361618 + Penalty 3023.271049 = -1021028.090569 nChanged 169 SP:Iteration 17Q (1324.955656 sec): 3 clusters Score: Raw -1024157.197828 + Penalty 3023.271049 = -1021133.926779 nChanged 148 SP:Iteration 18Q (1325.008930 sec): 3 clusters Score: Raw -1024240.416754 + Penalty 3023.271049 = -1021217.145705 nChanged 127 SP:Iteration 19Q (1325.076292 sec): 3 clusters Score: Raw -1024328.024508 + Penalty 3023.271049 = -1021304.753459 nChanged 145 SP:Iteration 20F (1325.152389 sec): 3 clusters Score: Raw -1024420.135414 + Penalty 3023.271049 = -1021396.864365 nChanged 127 SP:Iteration 21Q (1325.206925 sec): 3 clusters Score: Raw -1024520.261840 + Penalty 3023.271049 = -1021496.990791 nChanged 122 SP:Iteration 22Q (1325.278531 sec): 3 clusters Score: Raw -1024627.357038 + Penalty 3023.271049 = -1021604.085989 nChanged 110 SP:Iteration 23Q (1325.343902 sec): 3 clusters Score: Raw -1024716.988468 + Penalty 3023.271049 = -1021693.717419 nChanged 98 SP:Iteration 24Q (1325.392439 sec): 3 clusters Score: Raw -1024786.549157 + Penalty 3023.271049 = -1021763.278109 nChanged 87 SP:Iteration 25Q (1325.460445 sec): 3 clusters Score: Raw -1024829.885440 + Penalty 3023.271049 = -1021806.614391 nChanged 63 SP:Iteration 26Q (1325.518048 sec): 3 clusters Score: Raw -1024858.416928 + Penalty 3023.271049 = -1021835.145879 nChanged 44 SP:Iteration 27Q (1325.582163 sec): 3 clusters Score: Raw -1024880.241500 + Penalty 3023.271049 = -1021856.970451 nChanged 37 SP:Iteration 28Q (1325.641610 sec): 3 clusters Score: Raw -1024895.424012 + Penalty 3023.271049 = -1021872.152964 nChanged 34 SP:Iteration 29Q (1325.704266 sec): 3 clusters Score: Raw -1024905.272780 + Penalty 3023.271049 = -1021882.001732 nChanged 23 SP:Iteration 30Q (1325.761915 sec): 3 clusters Score: Raw -1024911.498852 + Penalty 3023.271049 = -1021888.227803 nChanged 15 SP:Iteration 31Q (1325.834115 sec): 3 clusters Score: Raw -1024915.490764 + Penalty 3023.271049 = -1021892.219715 nChanged 12 SP:Iteration 32Q (1325.895826 sec): 3 clusters Score: Raw -1024917.817867 + Penalty 3023.271049 = -1021894.546818 nChanged 6 SP:Iteration 33Q (1325.947279 sec): 3 clusters Score: Raw -1024918.893104 + Penalty 3023.271049 = -1021895.622055 nChanged 4 SP:Iteration 34Q (1326.021449 sec): 3 clusters Score: Raw -1024919.748453 + Penalty 3023.271049 = -1021896.477404 nChanged 3 SP:Iteration 35Q (1326.071015 sec): 3 clusters Score: Raw -1024920.303315 + Penalty 3023.271049 = -1021897.032266 nChanged 2 SP:Iteration 36Q (1326.142509 sec): 3 clusters Score: Raw -1024920.590288 + Penalty 3023.271049 = -1021897.319240 nChanged 3 SP:Iteration 37Q (1326.195399 sec): 3 clusters Score: Raw -1024920.810794 + Penalty 3023.271049 = -1021897.539745 nChanged 2 SP:Iteration 38Q (1326.254158 sec): 3 clusters Score: Raw -1024922.150425 + Penalty 3023.271049 = -1021898.879377 nChanged 5 SP:Iteration 39Q (1326.318112 sec): 3 clusters Score: Raw -1024923.074363 + Penalty 3023.271049 = -1021899.803314 nChanged 1 SP:Iteration 40F (1326.390282 sec): 3 clusters Score: Raw -1024923.205385 + Penalty 3023.271049 = -1021899.934336 nChanged 1 SP:Iteration 41Q (1326.446095 sec): 3 clusters Score: Raw -1024923.419956 + Penalty 3023.271049 = -1021900.148908 nChanged 0 SP:Iteration 42F (1326.518745 sec): 3 clusters Score: Raw -1024923.419956 + Penalty 3023.271049 = -1021900.148908 nChanged 0 Trying to split cluster 24 (60051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1326.626041 sec): 2 clusters Score: Raw -5790033.530299 + Penalty 1787.979291 = -5788245.551009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1326.774345 sec): 3 clusters Score: Raw -5751717.726540 + Penalty 3575.958581 = -5748141.767959 nChanged 28271 SP:Iteration 1F (1326.924545 sec): 3 clusters Score: Raw -5767991.807912 + Penalty 3575.958581 = -5764415.849331 nChanged 2447 SP:Iteration 2Q (1327.082646 sec): 3 clusters Score: Raw -5768642.516121 + Penalty 3575.958581 = -5765066.557540 nChanged 2253 SP:Iteration 3Q (1327.229309 sec): 3 clusters Score: Raw -5769286.746388 + Penalty 3575.958581 = -5765710.787807 nChanged 2245 SP:Iteration 4Q (1327.393682 sec): 3 clusters Score: Raw -5770022.258658 + Penalty 3575.958581 = -5766446.300077 nChanged 2534 SP:Iteration 5Q (1327.545853 sec): 3 clusters Score: Raw -5770979.165047 + Penalty 3575.958581 = -5767403.206466 nChanged 2738 SP:Iteration 6Q (1327.705934 sec): 3 clusters Score: Raw -5772155.536784 + Penalty 3575.958581 = -5768579.578203 nChanged 2982 SP:Iteration 7Q (1327.857976 sec): 3 clusters Score: Raw -5773582.926431 + Penalty 3575.958581 = -5770006.967850 nChanged 3133 SP:Iteration 8F (1328.006180 sec): 3 clusters Score: Raw -5775322.861627 + Penalty 3575.958581 = -5771746.903046 nChanged 3304 SP:Iteration 9F (1328.154697 sec): 3 clusters Score: Raw -5777338.607930 + Penalty 3575.958581 = -5773762.649349 nChanged 3144 SP:Iteration 10F (1328.301554 sec): 3 clusters Score: Raw -5779453.469806 + Penalty 3575.958581 = -5775877.511225 nChanged 2853 SP:Iteration 11Q (1328.459836 sec): 3 clusters Score: Raw -5781205.919207 + Penalty 3575.958581 = -5777629.960626 nChanged 2305 SP:Iteration 12Q (1328.617439 sec): 3 clusters Score: Raw -5782324.396827 + Penalty 3575.958581 = -5778748.438246 nChanged 1667 SP:Iteration 13Q (1328.771597 sec): 3 clusters Score: Raw -5782920.313826 + Penalty 3575.958581 = -5779344.355245 nChanged 1197 SP:Iteration 14Q (1328.925021 sec): 3 clusters Score: Raw -5783295.631159 + Penalty 3575.958581 = -5779719.672578 nChanged 939 SP:Iteration 15Q (1329.071251 sec): 3 clusters Score: Raw -5783564.917797 + Penalty 3575.958581 = -5779988.959216 nChanged 874 SP:Iteration 16Q (1329.216287 sec): 3 clusters Score: Raw -5783805.524761 + Penalty 3575.958581 = -5780229.566180 nChanged 847 SP:Iteration 17Q (1329.370482 sec): 3 clusters Score: Raw -5784038.136700 + Penalty 3575.958581 = -5780462.178119 nChanged 830 SP:Iteration 18Q (1329.507185 sec): 3 clusters Score: Raw -5784281.154261 + Penalty 3575.958581 = -5780705.195680 nChanged 838 SP:Iteration 19Q (1329.652593 sec): 3 clusters Score: Raw -5784522.940756 + Penalty 3575.958581 = -5780946.982175 nChanged 807 SP:Iteration 20F (1329.806328 sec): 3 clusters Score: Raw -5784741.733985 + Penalty 3575.958581 = -5781165.775404 nChanged 819 SP:Iteration 21Q (1329.956438 sec): 3 clusters Score: Raw -5784984.475296 + Penalty 3575.958581 = -5781408.516715 nChanged 853 SP:Iteration 22Q (1330.095028 sec): 3 clusters Score: Raw -5785250.210366 + Penalty 3575.958581 = -5781674.251785 nChanged 858 SP:Iteration 23Q (1330.242235 sec): 3 clusters Score: Raw -5785534.909341 + Penalty 3575.958581 = -5781958.950760 nChanged 870 SP:Iteration 24Q (1330.390957 sec): 3 clusters Score: Raw -5785834.397423 + Penalty 3575.958581 = -5782258.438842 nChanged 900 SP:Iteration 25Q (1330.531048 sec): 3 clusters Score: Raw -5786171.775608 + Penalty 3575.958581 = -5782595.817027 nChanged 917 SP:Iteration 26Q (1330.676676 sec): 3 clusters Score: Raw -5786551.380313 + Penalty 3575.958581 = -5782975.421732 nChanged 876 SP:Iteration 27Q (1330.805605 sec): 3 clusters Score: Raw -5786924.201398 + Penalty 3575.958581 = -5783348.242817 nChanged 853 SP:Iteration 28Q (1330.951039 sec): 3 clusters Score: Raw -5787308.501008 + Penalty 3575.958581 = -5783732.542426 nChanged 878 SP:Iteration 29Q (1331.086244 sec): 3 clusters Score: Raw -5787703.545068 + Penalty 3575.958581 = -5784127.586487 nChanged 767 SP:Iteration 30Q (1331.207887 sec): 3 clusters Score: Raw -5788048.852662 + Penalty 3575.958581 = -5784472.894081 nChanged 691 SP:Iteration 31Q (1331.347997 sec): 3 clusters Score: Raw -5788353.019969 + Penalty 3575.958581 = -5784777.061388 nChanged 625 SP:Iteration 32Q (1331.482058 sec): 3 clusters Score: Raw -5788614.269649 + Penalty 3575.958581 = -5785038.311068 nChanged 579 SP:Iteration 33Q (1331.626365 sec): 3 clusters Score: Raw -5788858.249008 + Penalty 3575.958581 = -5785282.290427 nChanged 544 SP:Iteration 34Q (1331.759892 sec): 3 clusters Score: Raw -5789067.192286 + Penalty 3575.958581 = -5785491.233705 nChanged 457 SP:Iteration 35Q (1331.894399 sec): 3 clusters Score: Raw -5789232.175639 + Penalty 3575.958581 = -5785656.217058 nChanged 386 SP:Iteration 36Q (1332.024653 sec): 3 clusters Score: Raw -5789360.183784 + Penalty 3575.958581 = -5785784.225203 nChanged 351 SP:Iteration 37Q (1332.158957 sec): 3 clusters Score: Raw -5789466.022564 + Penalty 3575.958581 = -5785890.063983 nChanged 307 SP:Iteration 38Q (1332.295397 sec): 3 clusters Score: Raw -5789547.876049 + Penalty 3575.958581 = -5785971.917468 nChanged 273 SP:Iteration 39Q (1332.435910 sec): 3 clusters Score: Raw -5789620.927144 + Penalty 3575.958581 = -5786044.968563 nChanged 265 SP:Iteration 40F (1332.579456 sec): 3 clusters Score: Raw -5789696.821806 + Penalty 3575.958581 = -5786120.863225 nChanged 260 SP:Iteration 41Q (1332.715695 sec): 3 clusters Score: Raw -5789766.040883 + Penalty 3575.958581 = -5786190.082302 nChanged 246 SP:Iteration 42Q (1332.850468 sec): 3 clusters Score: Raw -5789833.781039 + Penalty 3575.958581 = -5786257.822458 nChanged 242 SP:Iteration 43Q (1332.973315 sec): 3 clusters Score: Raw -5789896.144266 + Penalty 3575.958581 = -5786320.185685 nChanged 205 SP:Iteration 44Q (1333.115321 sec): 3 clusters Score: Raw -5789951.792957 + Penalty 3575.958581 = -5786375.834376 nChanged 194 SP:Iteration 45Q (1333.241812 sec): 3 clusters Score: Raw -5790006.946882 + Penalty 3575.958581 = -5786430.988301 nChanged 176 SP:Iteration 46Q (1333.371522 sec): 3 clusters Score: Raw -5790054.844512 + Penalty 3575.958581 = -5786478.885931 nChanged 148 SP:Iteration 47Q (1333.517720 sec): 3 clusters Score: Raw -5790093.608631 + Penalty 3575.958581 = -5786517.650050 nChanged 139 SP:Iteration 48Q (1333.656688 sec): 3 clusters Score: Raw -5790129.677528 + Penalty 3575.958581 = -5786553.718947 nChanged 124 SP:Iteration 49Q (1333.771486 sec): 3 clusters Score: Raw -5790159.001615 + Penalty 3575.958581 = -5786583.043034 nChanged 98 SP:Iteration 50Q (1333.905767 sec): 3 clusters Score: Raw -5790181.359932 + Penalty 3575.958581 = -5786605.401351 nChanged 88 SP:Iteration 51Q (1334.028796 sec): 3 clusters Score: Raw -5790202.147181 + Penalty 3575.958581 = -5786626.188600 nChanged 85 SP:Iteration 52Q (1334.150121 sec): 3 clusters Score: Raw -5790221.942636 + Penalty 3575.958581 = -5786645.984055 nChanged 72 SP:Iteration 53Q (1334.277996 sec): 3 clusters Score: Raw -5790235.887371 + Penalty 3575.958581 = -5786659.928790 nChanged 57 SP:Iteration 54Q (1334.401421 sec): 3 clusters Score: Raw -5790246.666705 + Penalty 3575.958581 = -5786670.708124 nChanged 60 SP:Iteration 55Q (1334.541770 sec): 3 clusters Score: Raw -5790257.160025 + Penalty 3575.958581 = -5786681.201444 nChanged 49 SP:Iteration 56Q (1334.667736 sec): 3 clusters Score: Raw -5790267.742126 + Penalty 3575.958581 = -5786691.783545 nChanged 47 SP:Iteration 57Q (1334.791689 sec): 3 clusters Score: Raw -5790278.364101 + Penalty 3575.958581 = -5786702.405520 nChanged 41 SP:Iteration 58Q (1334.908974 sec): 3 clusters Score: Raw -5790287.894623 + Penalty 3575.958581 = -5786711.936042 nChanged 42 SP:Iteration 59Q (1335.036423 sec): 3 clusters Score: Raw -5790299.255713 + Penalty 3575.958581 = -5786723.297132 nChanged 42 SP:Iteration 60F (1335.193822 sec): 3 clusters Score: Raw -5790308.791021 + Penalty 3575.958581 = -5786732.832440 nChanged 45 SP:Iteration 61Q (1335.317988 sec): 3 clusters Score: Raw -5790318.514139 + Penalty 3575.958581 = -5786742.555558 nChanged 51 SP:Iteration 62Q (1335.443937 sec): 3 clusters Score: Raw -5790330.345775 + Penalty 3575.958581 = -5786754.387194 nChanged 46 SP:Iteration 63Q (1335.571051 sec): 3 clusters Score: Raw -5790342.090493 + Penalty 3575.958581 = -5786766.131912 nChanged 48 SP:Iteration 64Q (1335.687727 sec): 3 clusters Score: Raw -5790354.427056 + Penalty 3575.958581 = -5786778.468475 nChanged 41 SP:Iteration 65Q (1335.819529 sec): 3 clusters Score: Raw -5790363.199610 + Penalty 3575.958581 = -5786787.241029 nChanged 40 SP:Iteration 66Q (1335.928172 sec): 3 clusters Score: Raw -5790370.955580 + Penalty 3575.958581 = -5786794.996998 nChanged 30 SP:Iteration 67Q (1336.067983 sec): 3 clusters Score: Raw -5790378.877678 + Penalty 3575.958581 = -5786802.919097 nChanged 23 SP:Iteration 68Q (1336.196964 sec): 3 clusters Score: Raw -5790383.420406 + Penalty 3575.958581 = -5786807.461825 nChanged 24 SP:Iteration 69Q (1336.314672 sec): 3 clusters Score: Raw -5790388.357049 + Penalty 3575.958581 = -5786812.398467 nChanged 24 SP:Iteration 70Q (1336.445666 sec): 3 clusters Score: Raw -5790393.127669 + Penalty 3575.958581 = -5786817.169088 nChanged 20 SP:Iteration 71Q (1336.576454 sec): 3 clusters Score: Raw -5790396.641775 + Penalty 3575.958581 = -5786820.683194 nChanged 17 SP:Iteration 72Q (1336.708993 sec): 3 clusters Score: Raw -5790400.077312 + Penalty 3575.958581 = -5786824.118731 nChanged 18 SP:Iteration 73Q (1336.835308 sec): 3 clusters Score: Raw -5790404.358695 + Penalty 3575.958581 = -5786828.400114 nChanged 22 SP:Iteration 74Q (1336.971541 sec): 3 clusters Score: Raw -5790408.533939 + Penalty 3575.958581 = -5786832.575358 nChanged 20 SP:Iteration 75Q (1337.095733 sec): 3 clusters Score: Raw -5790412.892100 + Penalty 3575.958581 = -5786836.933519 nChanged 18 SP:Iteration 76Q (1337.238844 sec): 3 clusters Score: Raw -5790416.464140 + Penalty 3575.958581 = -5786840.505559 nChanged 19 SP:Iteration 77Q (1337.374474 sec): 3 clusters Score: Raw -5790420.871599 + Penalty 3575.958581 = -5786844.913018 nChanged 19 SP:Iteration 78Q (1337.496758 sec): 3 clusters Score: Raw -5790425.485978 + Penalty 3575.958581 = -5786849.527397 nChanged 19 SP:Iteration 79Q (1337.628461 sec): 3 clusters Score: Raw -5790431.543087 + Penalty 3575.958581 = -5786855.584506 nChanged 22 SP:Iteration 80F (1337.773498 sec): 3 clusters Score: Raw -5790436.411891 + Penalty 3575.958581 = -5786860.453310 nChanged 14 SP:Iteration 81Q (1337.904283 sec): 3 clusters Score: Raw -5790439.289595 + Penalty 3575.958581 = -5786863.331014 nChanged 14 SP:Iteration 82Q (1338.027249 sec): 3 clusters Score: Raw -5790442.465724 + Penalty 3575.958581 = -5786866.507143 nChanged 12 SP:Iteration 83Q (1338.156931 sec): 3 clusters Score: Raw -5790443.772155 + Penalty 3575.958581 = -5786867.813574 nChanged 6 SP:Iteration 84Q (1338.271619 sec): 3 clusters Score: Raw -5790444.700144 + Penalty 3575.958581 = -5786868.741563 nChanged 5 SP:Iteration 85Q (1338.404520 sec): 3 clusters Score: Raw -5790445.362528 + Penalty 3575.958581 = -5786869.403947 nChanged 8 SP:Iteration 86Q (1338.534488 sec): 3 clusters Score: Raw -5790447.001255 + Penalty 3575.958581 = -5786871.042674 nChanged 10 SP:Iteration 87Q (1338.672483 sec): 3 clusters Score: Raw -5790449.060832 + Penalty 3575.958581 = -5786873.102251 nChanged 10 SP:Iteration 88Q (1338.812122 sec): 3 clusters Score: Raw -5790451.583763 + Penalty 3575.958581 = -5786875.625182 nChanged 13 SP:Iteration 89Q (1338.942718 sec): 3 clusters Score: Raw -5790453.541176 + Penalty 3575.958581 = -5786877.582595 nChanged 8 SP:Iteration 90Q (1339.075171 sec): 3 clusters Score: Raw -5790454.589692 + Penalty 3575.958581 = -5786878.631111 nChanged 5 SP:Iteration 91Q (1339.207054 sec): 3 clusters Score: Raw -5790455.198563 + Penalty 3575.958581 = -5786879.239982 nChanged 6 SP:Iteration 92Q (1339.336414 sec): 3 clusters Score: Raw -5790456.347492 + Penalty 3575.958581 = -5786880.388911 nChanged 6 SP:Iteration 93Q (1339.472111 sec): 3 clusters Score: Raw -5790457.358744 + Penalty 3575.958581 = -5786881.400163 nChanged 2 SP:Iteration 94Q (1339.606717 sec): 3 clusters Score: Raw -5790457.688346 + Penalty 3575.958581 = -5786881.729765 nChanged 2 SP:Iteration 95Q (1339.730133 sec): 3 clusters Score: Raw -5790458.081602 + Penalty 3575.958581 = -5786882.123021 nChanged 3 SP:Iteration 96Q (1339.857898 sec): 3 clusters Score: Raw -5790458.500916 + Penalty 3575.958581 = -5786882.542335 nChanged 2 SP:Iteration 97Q (1339.996462 sec): 3 clusters Score: Raw -5790458.734263 + Penalty 3575.958581 = -5786882.775682 nChanged 0 SP:Iteration 98F (1340.137844 sec): 3 clusters Score: Raw -5790458.734263 + Penalty 3575.958581 = -5786882.775682 nChanged 0 Trying to split cluster 25 (116204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1340.329702 sec): 2 clusters Score: Raw -11176739.233738 + Penalty 1895.254164 = -11174843.979574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1340.583402 sec): 3 clusters Score: Raw -11100904.976441 + Penalty 3790.508328 = -11097114.468114 nChanged 55677 SP:Iteration 1F (1340.828266 sec): 3 clusters Score: Raw -11132931.988197 + Penalty 3790.508328 = -11129141.479870 nChanged 3229 SP:Iteration 2Q (1341.096733 sec): 3 clusters Score: Raw -11133677.486332 + Penalty 3790.508328 = -11129886.978005 nChanged 3711 SP:Iteration 3Q (1341.356215 sec): 3 clusters Score: Raw -11134748.512611 + Penalty 3790.508328 = -11130958.004283 nChanged 4312 SP:Iteration 4Q (1341.639620 sec): 3 clusters Score: Raw -11136312.491362 + Penalty 3790.508328 = -11132521.983035 nChanged 5135 SP:Iteration 5Q (1341.904793 sec): 3 clusters Score: Raw -11138582.119366 + Penalty 3790.508328 = -11134791.611038 nChanged 6076 SP:Iteration 6F (1342.142023 sec): 3 clusters Score: Raw -11141819.654037 + Penalty 3790.508328 = -11138029.145709 nChanged 6865 SP:Iteration 7F (1342.377629 sec): 3 clusters Score: Raw -11145801.312119 + Penalty 3790.508328 = -11142010.803792 nChanged 7077 SP:Iteration 8F (1342.627347 sec): 3 clusters Score: Raw -11150134.447556 + Penalty 3790.508328 = -11146343.939229 nChanged 6829 SP:Iteration 9F (1342.871923 sec): 3 clusters Score: Raw -11154407.750146 + Penalty 3790.508328 = -11150617.241819 nChanged 6039 SP:Iteration 10F (1343.115039 sec): 3 clusters Score: Raw -11158012.442896 + Penalty 3790.508328 = -11154221.934569 nChanged 4872 SP:Iteration 11Q (1343.372210 sec): 3 clusters Score: Raw -11160349.487066 + Penalty 3790.508328 = -11156558.978738 nChanged 3621 SP:Iteration 12Q (1343.620733 sec): 3 clusters Score: Raw -11161682.336803 + Penalty 3790.508328 = -11157891.828475 nChanged 2684 SP:Iteration 13Q (1343.868847 sec): 3 clusters Score: Raw -11162536.407237 + Penalty 3790.508328 = -11158745.898910 nChanged 2261 SP:Iteration 14Q (1344.123061 sec): 3 clusters Score: Raw -11163246.768576 + Penalty 3790.508328 = -11159456.260248 nChanged 2114 SP:Iteration 15Q (1344.374671 sec): 3 clusters Score: Raw -11163926.413990 + Penalty 3790.508328 = -11160135.905663 nChanged 2041 SP:Iteration 16Q (1344.631314 sec): 3 clusters Score: Raw -11164584.378068 + Penalty 3790.508328 = -11160793.869741 nChanged 2014 SP:Iteration 17Q (1344.878284 sec): 3 clusters Score: Raw -11165247.195402 + Penalty 3790.508328 = -11161456.687074 nChanged 1997 SP:Iteration 18Q (1345.117955 sec): 3 clusters Score: Raw -11165913.991716 + Penalty 3790.508328 = -11162123.483388 nChanged 2024 SP:Iteration 19Q (1345.351006 sec): 3 clusters Score: Raw -11166593.178993 + Penalty 3790.508328 = -11162802.670666 nChanged 2017 SP:Iteration 20F (1345.596858 sec): 3 clusters Score: Raw -11167324.055733 + Penalty 3790.508328 = -11163533.547405 nChanged 1998 SP:Iteration 21Q (1345.828783 sec): 3 clusters Score: Raw -11168037.743359 + Penalty 3790.508328 = -11164247.235032 nChanged 1936 SP:Iteration 22Q (1346.068564 sec): 3 clusters Score: Raw -11168741.927192 + Penalty 3790.508328 = -11164951.418864 nChanged 1897 SP:Iteration 23Q (1346.300903 sec): 3 clusters Score: Raw -11169458.338361 + Penalty 3790.508328 = -11165667.830034 nChanged 1806 SP:Iteration 24Q (1346.535068 sec): 3 clusters Score: Raw -11170140.835117 + Penalty 3790.508328 = -11166350.326790 nChanged 1733 SP:Iteration 25Q (1346.778969 sec): 3 clusters Score: Raw -11170776.250935 + Penalty 3790.508328 = -11166985.742607 nChanged 1611 SP:Iteration 26Q (1347.024407 sec): 3 clusters Score: Raw -11171348.269636 + Penalty 3790.508328 = -11167557.761309 nChanged 1503 SP:Iteration 27Q (1347.243243 sec): 3 clusters Score: Raw -11171883.238018 + Penalty 3790.508328 = -11168092.729691 nChanged 1411 SP:Iteration 28Q (1347.463285 sec): 3 clusters Score: Raw -11172379.846244 + Penalty 3790.508328 = -11168589.337916 nChanged 1341 SP:Iteration 29Q (1347.694657 sec): 3 clusters Score: Raw -11172825.167950 + Penalty 3790.508328 = -11169034.659622 nChanged 1224 SP:Iteration 30Q (1347.911821 sec): 3 clusters Score: Raw -11173217.043142 + Penalty 3790.508328 = -11169426.534814 nChanged 1168 SP:Iteration 31Q (1348.130512 sec): 3 clusters Score: Raw -11173577.759689 + Penalty 3790.508328 = -11169787.251362 nChanged 1083 SP:Iteration 32Q (1348.363005 sec): 3 clusters Score: Raw -11173888.931387 + Penalty 3790.508328 = -11170098.423060 nChanged 1022 SP:Iteration 33Q (1348.585688 sec): 3 clusters Score: Raw -11174177.921046 + Penalty 3790.508328 = -11170387.412719 nChanged 929 SP:Iteration 34Q (1348.800038 sec): 3 clusters Score: Raw -11174429.834919 + Penalty 3790.508328 = -11170639.326592 nChanged 833 SP:Iteration 35Q (1349.023012 sec): 3 clusters Score: Raw -11174657.315972 + Penalty 3790.508328 = -11170866.807644 nChanged 788 SP:Iteration 36Q (1349.240302 sec): 3 clusters Score: Raw -11174858.705700 + Penalty 3790.508328 = -11171068.197372 nChanged 711 SP:Iteration 37Q (1349.451133 sec): 3 clusters Score: Raw -11175044.173891 + Penalty 3790.508328 = -11171253.665564 nChanged 707 SP:Iteration 38Q (1349.675743 sec): 3 clusters Score: Raw -11175242.787195 + Penalty 3790.508328 = -11171452.278868 nChanged 663 SP:Iteration 39Q (1349.898111 sec): 3 clusters Score: Raw -11175422.645812 + Penalty 3790.508328 = -11171632.137485 nChanged 593 SP:Iteration 40F (1350.139928 sec): 3 clusters Score: Raw -11175583.330570 + Penalty 3790.508328 = -11171792.822242 nChanged 561 SP:Iteration 41Q (1350.341804 sec): 3 clusters Score: Raw -11175735.163579 + Penalty 3790.508328 = -11171944.655251 nChanged 542 SP:Iteration 42Q (1350.563819 sec): 3 clusters Score: Raw -11175886.958088 + Penalty 3790.508328 = -11172096.449761 nChanged 525 SP:Iteration 43Q (1350.780110 sec): 3 clusters Score: Raw -11176029.751529 + Penalty 3790.508328 = -11172239.243202 nChanged 454 SP:Iteration 44Q (1350.979787 sec): 3 clusters Score: Raw -11176153.226286 + Penalty 3790.508328 = -11172362.717958 nChanged 412 SP:Iteration 45Q (1351.193663 sec): 3 clusters Score: Raw -11176264.095423 + Penalty 3790.508328 = -11172473.587095 nChanged 355 SP:Iteration 46Q (1351.412464 sec): 3 clusters Score: Raw -11176354.801810 + Penalty 3790.508328 = -11172564.293483 nChanged 331 SP:Iteration 47Q (1351.623116 sec): 3 clusters Score: Raw -11176442.664420 + Penalty 3790.508328 = -11172652.156093 nChanged 306 SP:Iteration 48Q (1351.836170 sec): 3 clusters Score: Raw -11176527.463878 + Penalty 3790.508328 = -11172736.955550 nChanged 264 SP:Iteration 49Q (1352.040626 sec): 3 clusters Score: Raw -11176595.098663 + Penalty 3790.508328 = -11172804.590335 nChanged 237 SP:Iteration 50Q (1352.251879 sec): 3 clusters Score: Raw -11176658.042845 + Penalty 3790.508328 = -11172867.534518 nChanged 221 SP:Iteration 51Q (1352.461662 sec): 3 clusters Score: Raw -11176716.381548 + Penalty 3790.508328 = -11172925.873220 nChanged 220 SP:Iteration 52Q (1352.657505 sec): 3 clusters Score: Raw -11176779.004248 + Penalty 3790.508328 = -11172988.495921 nChanged 188 SP:Iteration 53Q (1352.848973 sec): 3 clusters Score: Raw -11176826.812351 + Penalty 3790.508328 = -11173036.304024 nChanged 153 SP:Iteration 54Q (1353.046167 sec): 3 clusters Score: Raw -11176864.206683 + Penalty 3790.508328 = -11173073.698356 nChanged 140 SP:Iteration 55Q (1353.247998 sec): 3 clusters Score: Raw -11176903.205167 + Penalty 3790.508328 = -11173112.696839 nChanged 157 SP:Iteration 56Q (1353.444161 sec): 3 clusters Score: Raw -11176954.356340 + Penalty 3790.508328 = -11173163.848012 nChanged 148 SP:Iteration 57Q (1353.638963 sec): 3 clusters Score: Raw -11177003.036835 + Penalty 3790.508328 = -11173212.528507 nChanged 148 SP:Iteration 58Q (1353.844243 sec): 3 clusters Score: Raw -11177048.479921 + Penalty 3790.508328 = -11173257.971593 nChanged 106 SP:Iteration 59Q (1354.046870 sec): 3 clusters Score: Raw -11177080.758938 + Penalty 3790.508328 = -11173290.250610 nChanged 96 SP:Iteration 60F (1354.282131 sec): 3 clusters Score: Raw -11177104.967883 + Penalty 3790.508328 = -11173314.459555 nChanged 70 SP:Iteration 61Q (1354.488414 sec): 3 clusters Score: Raw -11177122.009684 + Penalty 3790.508328 = -11173331.501356 nChanged 52 SP:Iteration 62Q (1354.681846 sec): 3 clusters Score: Raw -11177135.802083 + Penalty 3790.508328 = -11173345.293756 nChanged 49 SP:Iteration 63Q (1354.881072 sec): 3 clusters Score: Raw -11177146.622878 + Penalty 3790.508328 = -11173356.114551 nChanged 36 SP:Iteration 64Q (1355.077322 sec): 3 clusters Score: Raw -11177153.757240 + Penalty 3790.508328 = -11173363.248912 nChanged 28 SP:Iteration 65Q (1355.283947 sec): 3 clusters Score: Raw -11177161.026944 + Penalty 3790.508328 = -11173370.518616 nChanged 34 SP:Iteration 66Q (1355.479860 sec): 3 clusters Score: Raw -11177168.746329 + Penalty 3790.508328 = -11173378.238001 nChanged 23 SP:Iteration 67Q (1355.673894 sec): 3 clusters Score: Raw -11177173.489252 + Penalty 3790.508328 = -11173382.980925 nChanged 19 SP:Iteration 68Q (1355.862083 sec): 3 clusters Score: Raw -11177177.527055 + Penalty 3790.508328 = -11173387.018727 nChanged 22 SP:Iteration 69Q (1356.069501 sec): 3 clusters Score: Raw -11177181.743867 + Penalty 3790.508328 = -11173391.235539 nChanged 13 SP:Iteration 70Q (1356.277798 sec): 3 clusters Score: Raw -11177184.191946 + Penalty 3790.508328 = -11173393.683618 nChanged 17 SP:Iteration 71Q (1356.495657 sec): 3 clusters Score: Raw -11177187.934221 + Penalty 3790.508328 = -11173397.425894 nChanged 19 SP:Iteration 72Q (1356.692887 sec): 3 clusters Score: Raw -11177191.460074 + Penalty 3790.508328 = -11173400.951747 nChanged 16 SP:Iteration 73Q (1356.900003 sec): 3 clusters Score: Raw -11177195.328488 + Penalty 3790.508328 = -11173404.820161 nChanged 23 SP:Iteration 74Q (1357.097682 sec): 3 clusters Score: Raw -11177199.873357 + Penalty 3790.508328 = -11173409.365029 nChanged 22 SP:Iteration 75Q (1357.285260 sec): 3 clusters Score: Raw -11177205.356952 + Penalty 3790.508328 = -11173414.848624 nChanged 23 SP:Iteration 76Q (1357.479649 sec): 3 clusters Score: Raw -11177210.477474 + Penalty 3790.508328 = -11173419.969146 nChanged 23 SP:Iteration 77Q (1357.682504 sec): 3 clusters Score: Raw -11177216.615208 + Penalty 3790.508328 = -11173426.106880 nChanged 18 SP:Iteration 78Q (1357.881514 sec): 3 clusters Score: Raw -11177220.178317 + Penalty 3790.508328 = -11173429.669989 nChanged 16 SP:Iteration 79Q (1358.071582 sec): 3 clusters Score: Raw -11177223.385729 + Penalty 3790.508328 = -11173432.877402 nChanged 13 SP:Iteration 80F (1358.312427 sec): 3 clusters Score: Raw -11177225.935136 + Penalty 3790.508328 = -11173435.426808 nChanged 16 SP:Iteration 81Q (1358.508550 sec): 3 clusters Score: Raw -11177229.936630 + Penalty 3790.508328 = -11173439.428302 nChanged 18 SP:Iteration 82Q (1358.705139 sec): 3 clusters Score: Raw -11177235.308738 + Penalty 3790.508328 = -11173444.800410 nChanged 20 SP:Iteration 83Q (1358.912184 sec): 3 clusters Score: Raw -11177241.097976 + Penalty 3790.508328 = -11173450.589649 nChanged 17 SP:Iteration 84Q (1359.103494 sec): 3 clusters Score: Raw -11177245.665774 + Penalty 3790.508328 = -11173455.157447 nChanged 10 SP:Iteration 85Q (1359.313183 sec): 3 clusters Score: Raw -11177247.951898 + Penalty 3790.508328 = -11173457.443570 nChanged 12 SP:Iteration 86Q (1359.507571 sec): 3 clusters Score: Raw -11177250.747386 + Penalty 3790.508328 = -11173460.239058 nChanged 10 SP:Iteration 87Q (1359.701299 sec): 3 clusters Score: Raw -11177253.115385 + Penalty 3790.508328 = -11173462.607057 nChanged 16 SP:Iteration 88Q (1359.903590 sec): 3 clusters Score: Raw -11177256.260692 + Penalty 3790.508328 = -11173465.752365 nChanged 10 SP:Iteration 89Q (1360.099047 sec): 3 clusters Score: Raw -11177258.332084 + Penalty 3790.508328 = -11173467.823757 nChanged 10 SP:Iteration 90Q (1360.308466 sec): 3 clusters Score: Raw -11177260.716379 + Penalty 3790.508328 = -11173470.208051 nChanged 5 SP:Iteration 91Q (1360.519867 sec): 3 clusters Score: Raw -11177261.797873 + Penalty 3790.508328 = -11173471.289545 nChanged 10 SP:Iteration 92Q (1360.720681 sec): 3 clusters Score: Raw -11177264.726758 + Penalty 3790.508328 = -11173474.218430 nChanged 9 SP:Iteration 93Q (1360.929903 sec): 3 clusters Score: Raw -11177266.718424 + Penalty 3790.508328 = -11173476.210096 nChanged 3 SP:Iteration 94Q (1361.121307 sec): 3 clusters Score: Raw -11177267.172145 + Penalty 3790.508328 = -11173476.663818 nChanged 1 SP:Iteration 95Q (1361.314269 sec): 3 clusters Score: Raw -11177267.467187 + Penalty 3790.508328 = -11173476.958859 nChanged 1 SP:Iteration 96Q (1361.509787 sec): 3 clusters Score: Raw -11177267.723741 + Penalty 3790.508328 = -11173477.215414 nChanged 1 SP:Iteration 97Q (1361.721001 sec): 3 clusters Score: Raw -11177267.830458 + Penalty 3790.508328 = -11173477.322131 nChanged 1 SP:Iteration 98Q (1361.914959 sec): 3 clusters Score: Raw -11177267.999049 + Penalty 3790.508328 = -11173477.490721 nChanged 1 SP:Iteration 99Q (1362.104549 sec): 3 clusters Score: Raw -11177268.200538 + Penalty 3790.508328 = -11173477.692210 nChanged 0 SP:Iteration 100F (1362.346403 sec): 3 clusters Score: Raw -11177268.200538 + Penalty 3790.508328 = -11173477.692210 nChanged 0 Trying to split cluster 26 (6418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1362.390629 sec): 2 clusters Score: Raw -631486.485846 + Penalty 1424.615046 = -630061.870800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1362.434722 sec): 3 clusters Score: Raw -628064.432425 + Penalty 2849.230092 = -625215.202333 nChanged 2640 SP:Iteration 1F (1362.502779 sec): 3 clusters Score: Raw -629571.227569 + Penalty 2849.230092 = -626721.997477 nChanged 415 SP:Iteration 2F (1362.552855 sec): 3 clusters Score: Raw -629799.979815 + Penalty 2849.230092 = -626950.749723 nChanged 355 SP:Iteration 3F (1362.613374 sec): 3 clusters Score: Raw -629994.061461 + Penalty 2849.230092 = -627144.831369 nChanged 304 SP:Iteration 4Q (1362.668605 sec): 3 clusters Score: Raw -630152.893419 + Penalty 2849.230092 = -627303.663327 nChanged 218 SP:Iteration 5Q (1362.716225 sec): 3 clusters Score: Raw -630265.320499 + Penalty 2849.230092 = -627416.090407 nChanged 200 SP:Iteration 6Q (1362.782419 sec): 3 clusters Score: Raw -630357.942534 + Penalty 2849.230092 = -627508.712442 nChanged 189 SP:Iteration 7Q (1362.837774 sec): 3 clusters Score: Raw -630439.041096 + Penalty 2849.230092 = -627589.811004 nChanged 171 SP:Iteration 8Q (1362.895729 sec): 3 clusters Score: Raw -630526.575647 + Penalty 2849.230092 = -627677.345554 nChanged 186 SP:Iteration 9Q (1362.959209 sec): 3 clusters Score: Raw -630632.329169 + Penalty 2849.230092 = -627783.099077 nChanged 177 SP:Iteration 10Q (1363.006638 sec): 3 clusters Score: Raw -630734.690110 + Penalty 2849.230092 = -627885.460018 nChanged 182 SP:Iteration 11Q (1363.065570 sec): 3 clusters Score: Raw -630835.065077 + Penalty 2849.230092 = -627985.834985 nChanged 176 SP:Iteration 12Q (1363.130406 sec): 3 clusters Score: Raw -630939.583722 + Penalty 2849.230092 = -628090.353630 nChanged 163 SP:Iteration 13Q (1363.191267 sec): 3 clusters Score: Raw -631040.712261 + Penalty 2849.230092 = -628191.482169 nChanged 148 SP:Iteration 14Q (1363.246151 sec): 3 clusters Score: Raw -631124.869640 + Penalty 2849.230092 = -628275.639548 nChanged 127 SP:Iteration 15Q (1363.298297 sec): 3 clusters Score: Raw -631189.945963 + Penalty 2849.230092 = -628340.715871 nChanged 104 SP:Iteration 16Q (1363.346772 sec): 3 clusters Score: Raw -631241.721899 + Penalty 2849.230092 = -628392.491807 nChanged 89 SP:Iteration 17Q (1363.405411 sec): 3 clusters Score: Raw -631284.343482 + Penalty 2849.230092 = -628435.113390 nChanged 62 SP:Iteration 18Q (1363.466175 sec): 3 clusters Score: Raw -631321.418749 + Penalty 2849.230092 = -628472.188657 nChanged 65 SP:Iteration 19Q (1363.527914 sec): 3 clusters Score: Raw -631369.097497 + Penalty 2849.230092 = -628519.867405 nChanged 67 SP:Iteration 20F (1363.587989 sec): 3 clusters Score: Raw -631405.719224 + Penalty 2849.230092 = -628556.489132 nChanged 54 SP:Iteration 21Q (1363.644979 sec): 3 clusters Score: Raw -631431.818457 + Penalty 2849.230092 = -628582.588365 nChanged 49 SP:Iteration 22Q (1363.695798 sec): 3 clusters Score: Raw -631455.442313 + Penalty 2849.230092 = -628606.212221 nChanged 47 SP:Iteration 23Q (1363.755758 sec): 3 clusters Score: Raw -631478.012907 + Penalty 2849.230092 = -628628.782815 nChanged 39 SP:Iteration 24Q (1363.814352 sec): 3 clusters Score: Raw -631499.761542 + Penalty 2849.230092 = -628650.531450 nChanged 43 SP:Iteration 25Q (1363.873461 sec): 3 clusters Score: Raw -631520.465796 + Penalty 2849.230092 = -628671.235704 nChanged 37 SP:Iteration 26Q (1363.933722 sec): 3 clusters Score: Raw -631540.893191 + Penalty 2849.230092 = -628691.663099 nChanged 37 SP:Iteration 27Q (1363.980674 sec): 3 clusters Score: Raw -631560.483631 + Penalty 2849.230092 = -628711.253539 nChanged 26 SP:Iteration 28Q (1364.042363 sec): 3 clusters Score: Raw -631574.184925 + Penalty 2849.230092 = -628724.954833 nChanged 21 SP:Iteration 29Q (1364.095961 sec): 3 clusters Score: Raw -631582.971336 + Penalty 2849.230092 = -628733.741244 nChanged 14 SP:Iteration 30Q (1364.145814 sec): 3 clusters Score: Raw -631589.915080 + Penalty 2849.230092 = -628740.684988 nChanged 15 SP:Iteration 31Q (1364.211534 sec): 3 clusters Score: Raw -631596.083982 + Penalty 2849.230092 = -628746.853890 nChanged 5 SP:Iteration 32Q (1364.264720 sec): 3 clusters Score: Raw -631597.393630 + Penalty 2849.230092 = -628748.163538 nChanged 5 SP:Iteration 33Q (1364.313426 sec): 3 clusters Score: Raw -631599.020369 + Penalty 2849.230092 = -628749.790277 nChanged 6 SP:Iteration 34Q (1364.368793 sec): 3 clusters Score: Raw -631601.128772 + Penalty 2849.230092 = -628751.898680 nChanged 4 SP:Iteration 35Q (1364.427027 sec): 3 clusters Score: Raw -631602.572268 + Penalty 2849.230092 = -628753.342176 nChanged 6 SP:Iteration 36Q (1364.484410 sec): 3 clusters Score: Raw -631605.486555 + Penalty 2849.230092 = -628756.256463 nChanged 6 SP:Iteration 37Q (1364.532645 sec): 3 clusters Score: Raw -631607.302897 + Penalty 2849.230092 = -628758.072805 nChanged 7 SP:Iteration 38Q (1364.588931 sec): 3 clusters Score: Raw -631611.132492 + Penalty 2849.230092 = -628761.902400 nChanged 9 SP:Iteration 39Q (1364.648126 sec): 3 clusters Score: Raw -631614.833381 + Penalty 2849.230092 = -628765.603289 nChanged 8 SP:Iteration 40F (1364.704941 sec): 3 clusters Score: Raw -631617.949032 + Penalty 2849.230092 = -628768.718939 nChanged 7 SP:Iteration 41Q (1364.751326 sec): 3 clusters Score: Raw -631620.763460 + Penalty 2849.230092 = -628771.533368 nChanged 5 SP:Iteration 42Q (1364.803902 sec): 3 clusters Score: Raw -631623.145676 + Penalty 2849.230092 = -628773.915584 nChanged 7 SP:Iteration 43Q (1364.860607 sec): 3 clusters Score: Raw -631624.921317 + Penalty 2849.230092 = -628775.691225 nChanged 7 SP:Iteration 44Q (1364.917423 sec): 3 clusters Score: Raw -631627.228728 + Penalty 2849.230092 = -628777.998635 nChanged 5 SP:Iteration 45Q (1364.965760 sec): 3 clusters Score: Raw -631629.025988 + Penalty 2849.230092 = -628779.795896 nChanged 4 SP:Iteration 46Q (1365.021556 sec): 3 clusters Score: Raw -631630.951365 + Penalty 2849.230092 = -628781.721273 nChanged 7 SP:Iteration 47Q (1365.079187 sec): 3 clusters Score: Raw -631632.623923 + Penalty 2849.230092 = -628783.393831 nChanged 1 SP:Iteration 48Q (1365.134818 sec): 3 clusters Score: Raw -631633.575163 + Penalty 2849.230092 = -628784.345071 nChanged 3 SP:Iteration 49Q (1365.190653 sec): 3 clusters Score: Raw -631634.574078 + Penalty 2849.230092 = -628785.343986 nChanged 2 SP:Iteration 50Q (1365.245821 sec): 3 clusters Score: Raw -631634.952658 + Penalty 2849.230092 = -628785.722566 nChanged 1 SP:Iteration 51Q (1365.297684 sec): 3 clusters Score: Raw -631635.072346 + Penalty 2849.230092 = -628785.842254 nChanged 1 SP:Iteration 52Q (1365.355624 sec): 3 clusters Score: Raw -631635.230257 + Penalty 2849.230092 = -628786.000164 nChanged 1 SP:Iteration 53Q (1365.400958 sec): 3 clusters Score: Raw -631635.386966 + Penalty 2849.230092 = -628786.156874 nChanged 1 SP:Iteration 54Q (1365.453014 sec): 3 clusters Score: Raw -631635.587673 + Penalty 2849.230092 = -628786.357581 nChanged 2 SP:Iteration 55Q (1365.505729 sec): 3 clusters Score: Raw -631635.984724 + Penalty 2849.230092 = -628786.754632 nChanged 2 SP:Iteration 56Q (1365.568979 sec): 3 clusters Score: Raw -631636.564728 + Penalty 2849.230092 = -628787.334636 nChanged 1 SP:Iteration 57Q (1365.613230 sec): 3 clusters Score: Raw -631636.690615 + Penalty 2849.230092 = -628787.460523 nChanged 1 SP:Iteration 58Q (1365.680437 sec): 3 clusters Score: Raw -631637.165807 + Penalty 2849.230092 = -628787.935715 nChanged 2 SP:Iteration 59Q (1365.737401 sec): 3 clusters Score: Raw -631637.523252 + Penalty 2849.230092 = -628788.293160 nChanged 0 SP:Iteration 60F (1365.783146 sec): 3 clusters Score: Raw -631637.523252 + Penalty 2849.230092 = -628788.293160 nChanged 0 Time taken for this iteration:1362.227549 seconds. 20->27 Clusters: Score -31941682.396469, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 347141 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 6 (393 points): Lose 305.435435 but Gain 2073.091526 Iteration 0F (1370.603657 sec): 20 clusters Score: Raw -29920056.454811 + Penalty 39388.739002 = -29880667.715809 nChanged 329671 Deleting Class 11 (605 points): Lose 818.559404 but Gain 2073.091526 Iteration 1F (1374.951299 sec): 19 clusters Score: Raw -31234965.981923 + Penalty 37315.647476 = -31197650.334447 nChanged 59079 Deleting Class 9 (696 points): Lose 925.786162 but Gain 2073.091526 Iteration 2F (1379.040327 sec): 18 clusters Score: Raw -31423737.635528 + Penalty 35242.555949 = -31388495.079578 nChanged 34807 Deleting Class 4 (777 points): Lose 1164.763914 but Gain 2073.091526 Iteration 3F (1382.948521 sec): 17 clusters Score: Raw -31565876.793001 + Penalty 33169.464423 = -31532707.328578 nChanged 19299 Deleting Class 10 (1120 points): Lose 1950.922487 but Gain 2073.091526 Iteration 4F (1386.648138 sec): 16 clusters Score: Raw -31608060.322540 + Penalty 31096.372896 = -31576963.949644 nChanged 14009 Iteration 5Q (1388.594960 sec): 16 clusters Score: Raw -31627196.152467 + Penalty 31096.372896 = -31596099.779571 nChanged 11348 Iteration 6Q (1390.442783 sec): 16 clusters Score: Raw -31642687.448578 + Penalty 31096.372896 = -31611591.075681 nChanged 11538 Iteration 7Q (1392.267660 sec): 16 clusters Score: Raw -31664425.855960 + Penalty 31096.372896 = -31633329.483064 nChanged 11879 Iteration 8Q (1394.159845 sec): 16 clusters Score: Raw -31681551.396772 + Penalty 31096.372896 = -31650455.023875 nChanged 8733 Iteration 9Q (1395.971807 sec): 16 clusters Score: Raw -31691032.908800 + Penalty 31096.372896 = -31659936.535904 nChanged 7070 Iteration 10Q (1397.698271 sec): 16 clusters Score: Raw -31698247.988462 + Penalty 31096.372896 = -31667151.615566 nChanged 5724 Iteration 11Q (1399.615070 sec): 16 clusters Score: Raw -31703375.597471 + Penalty 31096.372896 = -31672279.224574 nChanged 4560 Iteration 12Q (1401.360013 sec): 16 clusters Score: Raw -31706738.693772 + Penalty 31096.372896 = -31675642.320875 nChanged 3565 Iteration 13Q (1403.242416 sec): 16 clusters Score: Raw -31708912.099188 + Penalty 31096.372896 = -31677815.726292 nChanged 2865 Iteration 14Q (1404.999982 sec): 16 clusters Score: Raw -31710394.370233 + Penalty 31096.372896 = -31679297.997336 nChanged 2304 Iteration 15Q (1406.894903 sec): 16 clusters Score: Raw -31711489.190461 + Penalty 31096.372896 = -31680392.817565 nChanged 1946 Iteration 16Q (1408.739112 sec): 16 clusters Score: Raw -31712329.773929 + Penalty 31096.372896 = -31681233.401032 nChanged 1630 Iteration 17Q (1410.564958 sec): 16 clusters Score: Raw -31712993.807265 + Penalty 31096.372896 = -31681897.434369 nChanged 1404 Iteration 18Q (1412.468200 sec): 16 clusters Score: Raw -31713511.049533 + Penalty 31096.372896 = -31682414.676636 nChanged 1294 Iteration 19Q (1414.134778 sec): 16 clusters Score: Raw -31713866.975051 + Penalty 31096.372896 = -31682770.602154 nChanged 1134 Writing temp clu file Because OldScore, -31682414.676636, is greater than current (better) Score,-31682770.602154 Compute initial score before splitting: Score: Raw -31713866.975051 + Penalty 31096.372896 = -31682770.602154 Trying to split cluster 1 (1727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1414.284538 sec): 2 clusters Score: Raw -139561.933790 + Penalty 1211.297925 = -138350.635865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1414.335527 sec): 3 clusters Score: Raw -138871.436689 + Penalty 2422.595850 = -136448.840839 nChanged 578 SP:Iteration 1F (1414.374030 sec): 3 clusters Score: Raw -139275.444789 + Penalty 2422.595850 = -136852.848939 nChanged 129 SP:Iteration 2F (1414.422824 sec): 3 clusters Score: Raw -139366.911748 + Penalty 2422.595850 = -136944.315897 nChanged 69 SP:Iteration 3Q (1414.481952 sec): 3 clusters Score: Raw -139420.077478 + Penalty 2422.595850 = -136997.481627 nChanged 53 SP:Iteration 4Q (1414.523467 sec): 3 clusters Score: Raw -139451.317743 + Penalty 2422.595850 = -137028.721893 nChanged 40 SP:Iteration 5Q (1414.571404 sec): 3 clusters Score: Raw -139475.982736 + Penalty 2422.595850 = -137053.386886 nChanged 22 SP:Iteration 6Q (1414.615170 sec): 3 clusters Score: Raw -139491.098519 + Penalty 2422.595850 = -137068.502668 nChanged 26 SP:Iteration 7Q (1414.669432 sec): 3 clusters Score: Raw -139513.668222 + Penalty 2422.595850 = -137091.072371 nChanged 23 SP:Iteration 8Q (1414.707161 sec): 3 clusters Score: Raw -139525.611975 + Penalty 2422.595850 = -137103.016125 nChanged 17 SP:Iteration 9Q (1414.762578 sec): 3 clusters Score: Raw -139538.176334 + Penalty 2422.595850 = -137115.580483 nChanged 22 SP:Iteration 10Q (1414.800854 sec): 3 clusters Score: Raw -139549.938072 + Penalty 2422.595850 = -137127.342221 nChanged 23 SP:Iteration 11Q (1414.852122 sec): 3 clusters Score: Raw -139565.875302 + Penalty 2422.595850 = -137143.279452 nChanged 29 SP:Iteration 12Q (1414.897167 sec): 3 clusters Score: Raw -139588.550537 + Penalty 2422.595850 = -137165.954687 nChanged 27 SP:Iteration 13Q (1414.946685 sec): 3 clusters Score: Raw -139611.934463 + Penalty 2422.595850 = -137189.338612 nChanged 24 SP:Iteration 14Q (1414.993792 sec): 3 clusters Score: Raw -139629.112556 + Penalty 2422.595850 = -137206.516706 nChanged 23 SP:Iteration 15Q (1415.037256 sec): 3 clusters Score: Raw -139646.471547 + Penalty 2422.595850 = -137223.875697 nChanged 18 SP:Iteration 16Q (1415.087799 sec): 3 clusters Score: Raw -139660.677754 + Penalty 2422.595850 = -137238.081903 nChanged 19 SP:Iteration 17Q (1415.133866 sec): 3 clusters Score: Raw -139669.301890 + Penalty 2422.595850 = -137246.706039 nChanged 6 SP:Iteration 18Q (1415.182561 sec): 3 clusters Score: Raw -139673.374809 + Penalty 2422.595850 = -137250.778959 nChanged 7 SP:Iteration 19Q (1415.238009 sec): 3 clusters Score: Raw -139677.788022 + Penalty 2422.595850 = -137255.192172 nChanged 9 SP:Iteration 20F (1415.283862 sec): 3 clusters Score: Raw -139682.303669 + Penalty 2422.595850 = -137259.707818 nChanged 7 SP:Iteration 21Q (1415.335393 sec): 3 clusters Score: Raw -139685.539113 + Penalty 2422.595850 = -137262.943263 nChanged 4 SP:Iteration 22Q (1415.381529 sec): 3 clusters Score: Raw -139687.522399 + Penalty 2422.595850 = -137264.926548 nChanged 3 SP:Iteration 23Q (1415.425252 sec): 3 clusters Score: Raw -139688.601553 + Penalty 2422.595850 = -137266.005703 nChanged 3 SP:Iteration 24Q (1415.482527 sec): 3 clusters Score: Raw -139689.530990 + Penalty 2422.595850 = -137266.935140 nChanged 2 SP:Iteration 25Q (1415.532281 sec): 3 clusters Score: Raw -139690.304976 + Penalty 2422.595850 = -137267.709126 nChanged 0 SP:Iteration 26F (1415.579238 sec): 3 clusters Score: Raw -139690.304976 + Penalty 2422.595850 = -137267.709126 nChanged 0 Trying to split cluster 2 (5698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1415.607147 sec): 2 clusters Score: Raw -528136.303885 + Penalty 1405.278959 = -526731.024926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1415.662736 sec): 3 clusters Score: Raw -525185.894939 + Penalty 2810.557917 = -522375.337022 nChanged 2355 SP:Iteration 1F (1415.732655 sec): 3 clusters Score: Raw -526853.180144 + Penalty 2810.557917 = -524042.622227 nChanged 516 SP:Iteration 2F (1415.782422 sec): 3 clusters Score: Raw -527365.381438 + Penalty 2810.557917 = -524554.823521 nChanged 444 SP:Iteration 3F (1415.842945 sec): 3 clusters Score: Raw -527831.521258 + Penalty 2810.557917 = -525020.963341 nChanged 424 SP:Iteration 4F (1415.889419 sec): 3 clusters Score: Raw -528310.158055 + Penalty 2810.557917 = -525499.600137 nChanged 388 SP:Iteration 5F (1415.951608 sec): 3 clusters Score: Raw -528802.831513 + Penalty 2810.557917 = -525992.273596 nChanged 332 SP:Iteration 6F (1416.012492 sec): 3 clusters Score: Raw -529354.526628 + Penalty 2810.557917 = -526543.968711 nChanged 267 SP:Iteration 7Q (1416.063240 sec): 3 clusters Score: Raw -529750.691561 + Penalty 2810.557917 = -526940.133643 nChanged 169 SP:Iteration 8Q (1416.114680 sec): 3 clusters Score: Raw -529895.963424 + Penalty 2810.557917 = -527085.405506 nChanged 109 SP:Iteration 9Q (1416.171129 sec): 3 clusters Score: Raw -529967.396308 + Penalty 2810.557917 = -527156.838391 nChanged 72 SP:Iteration 10Q (1416.233563 sec): 3 clusters Score: Raw -529998.275585 + Penalty 2810.557917 = -527187.717668 nChanged 42 SP:Iteration 11Q (1416.292768 sec): 3 clusters Score: Raw -530014.425196 + Penalty 2810.557917 = -527203.867279 nChanged 32 SP:Iteration 12Q (1416.344981 sec): 3 clusters Score: Raw -530026.495566 + Penalty 2810.557917 = -527215.937648 nChanged 27 SP:Iteration 13Q (1416.398009 sec): 3 clusters Score: Raw -530036.012364 + Penalty 2810.557917 = -527225.454447 nChanged 27 SP:Iteration 14Q (1416.456271 sec): 3 clusters Score: Raw -530044.976719 + Penalty 2810.557917 = -527234.418802 nChanged 38 SP:Iteration 15Q (1416.500963 sec): 3 clusters Score: Raw -530059.244499 + Penalty 2810.557917 = -527248.686581 nChanged 43 SP:Iteration 16Q (1416.561652 sec): 3 clusters Score: Raw -530081.304257 + Penalty 2810.557917 = -527270.746340 nChanged 70 SP:Iteration 17Q (1416.619042 sec): 3 clusters Score: Raw -530127.593388 + Penalty 2810.557917 = -527317.035471 nChanged 104 SP:Iteration 18Q (1416.660655 sec): 3 clusters Score: Raw -530243.601391 + Penalty 2810.557917 = -527433.043473 nChanged 168 SP:Iteration 19Q (1416.724796 sec): 3 clusters Score: Raw -530540.153165 + Penalty 2810.557917 = -527729.595248 nChanged 241 SP:Iteration 20F (1416.771668 sec): 3 clusters Score: Raw -531391.061577 + Penalty 2810.557917 = -528580.503659 nChanged 235 SP:Iteration 21Q (1416.835142 sec): 3 clusters Score: Raw -533404.472058 + Penalty 2810.557917 = -530593.914140 nChanged 70 SP:Iteration 22Q (1416.891024 sec): 3 clusters Score: Raw -533908.116503 + Penalty 2810.557917 = -531097.558585 nChanged 19 SP:Iteration 23Q (1416.933192 sec): 3 clusters Score: Raw -533914.124485 + Penalty 2810.557917 = -531103.566568 nChanged 6 SP:Iteration 24Q (1416.989052 sec): 3 clusters Score: Raw -533915.723524 + Penalty 2810.557917 = -531105.165607 nChanged 3 SP:Iteration 25Q (1417.042679 sec): 3 clusters Score: Raw -533916.382399 + Penalty 2810.557917 = -531105.824482 nChanged 0 SP:Iteration 26F (1417.094034 sec): 3 clusters Score: Raw -533916.382399 + Penalty 2810.557917 = -531105.824482 nChanged 0 Score: Raw -31719762.428887 + Penalty 33169.464423 = -31686592.964464 Splitting cluster 2 changes total score from -31682770.602154 to -31686592.964464 So it's getting split into cluster 4. Trying to split cluster 3 (18815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1421.022167 sec): 2 clusters Score: Raw -1673910.529945 + Penalty 1599.391577 = -1672311.138368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1421.097822 sec): 3 clusters Score: Raw -1662693.431076 + Penalty 3198.783153 = -1659494.647923 nChanged 8470 SP:Iteration 1F (1421.172975 sec): 3 clusters Score: Raw -1667572.212300 + Penalty 3198.783153 = -1664373.429146 nChanged 1149 SP:Iteration 2F (1421.252245 sec): 3 clusters Score: Raw -1668169.410459 + Penalty 3198.783153 = -1664970.627306 nChanged 1142 SP:Iteration 3F (1421.329098 sec): 3 clusters Score: Raw -1668821.332865 + Penalty 3198.783153 = -1665622.549711 nChanged 1098 SP:Iteration 4F (1421.404804 sec): 3 clusters Score: Raw -1669487.506285 + Penalty 3198.783153 = -1666288.723132 nChanged 1122 SP:Iteration 5F (1421.485786 sec): 3 clusters Score: Raw -1670134.974645 + Penalty 3198.783153 = -1666936.191491 nChanged 1030 SP:Iteration 6F (1421.563924 sec): 3 clusters Score: Raw -1670708.309342 + Penalty 3198.783153 = -1667509.526188 nChanged 911 SP:Iteration 7Q (1421.648397 sec): 3 clusters Score: Raw -1671128.344465 + Penalty 3198.783153 = -1667929.561312 nChanged 711 SP:Iteration 8Q (1421.731129 sec): 3 clusters Score: Raw -1671423.433964 + Penalty 3198.783153 = -1668224.650811 nChanged 579 SP:Iteration 9Q (1421.812010 sec): 3 clusters Score: Raw -1671624.131470 + Penalty 3198.783153 = -1668425.348317 nChanged 463 SP:Iteration 10Q (1421.890881 sec): 3 clusters Score: Raw -1671776.457061 + Penalty 3198.783153 = -1668577.673907 nChanged 386 SP:Iteration 11Q (1421.965649 sec): 3 clusters Score: Raw -1671904.718014 + Penalty 3198.783153 = -1668705.934860 nChanged 370 SP:Iteration 12Q (1422.036282 sec): 3 clusters Score: Raw -1672035.083547 + Penalty 3198.783153 = -1668836.300393 nChanged 363 SP:Iteration 13Q (1422.124160 sec): 3 clusters Score: Raw -1672159.929913 + Penalty 3198.783153 = -1668961.146760 nChanged 359 SP:Iteration 14Q (1422.192272 sec): 3 clusters Score: Raw -1672281.376825 + Penalty 3198.783153 = -1669082.593672 nChanged 354 SP:Iteration 15Q (1422.276867 sec): 3 clusters Score: Raw -1672417.674557 + Penalty 3198.783153 = -1669218.891404 nChanged 373 SP:Iteration 16Q (1422.350526 sec): 3 clusters Score: Raw -1672579.158589 + Penalty 3198.783153 = -1669380.375436 nChanged 386 SP:Iteration 17Q (1422.428654 sec): 3 clusters Score: Raw -1672742.034627 + Penalty 3198.783153 = -1669543.251474 nChanged 398 SP:Iteration 18Q (1422.502800 sec): 3 clusters Score: Raw -1672913.447310 + Penalty 3198.783153 = -1669714.664157 nChanged 400 SP:Iteration 19Q (1422.572665 sec): 3 clusters Score: Raw -1673100.608776 + Penalty 3198.783153 = -1669901.825622 nChanged 374 SP:Iteration 20F (1422.655534 sec): 3 clusters Score: Raw -1673283.053884 + Penalty 3198.783153 = -1670084.270731 nChanged 342 SP:Iteration 21Q (1422.733921 sec): 3 clusters Score: Raw -1673475.236355 + Penalty 3198.783153 = -1670276.453201 nChanged 312 SP:Iteration 22Q (1422.797809 sec): 3 clusters Score: Raw -1673641.139797 + Penalty 3198.783153 = -1670442.356643 nChanged 266 SP:Iteration 23Q (1422.872618 sec): 3 clusters Score: Raw -1673778.835623 + Penalty 3198.783153 = -1670580.052470 nChanged 226 SP:Iteration 24Q (1422.946510 sec): 3 clusters Score: Raw -1673903.283735 + Penalty 3198.783153 = -1670704.500581 nChanged 215 SP:Iteration 25Q (1423.027893 sec): 3 clusters Score: Raw -1674023.401851 + Penalty 3198.783153 = -1670824.618697 nChanged 185 SP:Iteration 26Q (1423.106790 sec): 3 clusters Score: Raw -1674121.864429 + Penalty 3198.783153 = -1670923.081276 nChanged 169 SP:Iteration 27Q (1423.175541 sec): 3 clusters Score: Raw -1674230.942127 + Penalty 3198.783153 = -1671032.158973 nChanged 141 SP:Iteration 28Q (1423.257436 sec): 3 clusters Score: Raw -1674368.501796 + Penalty 3198.783153 = -1671169.718642 nChanged 110 SP:Iteration 29Q (1423.325948 sec): 3 clusters Score: Raw -1674555.539151 + Penalty 3198.783153 = -1671356.755997 nChanged 99 SP:Iteration 30Q (1423.397358 sec): 3 clusters Score: Raw -1674751.553865 + Penalty 3198.783153 = -1671552.770711 nChanged 114 SP:Iteration 31Q (1423.478696 sec): 3 clusters Score: Raw -1674798.222953 + Penalty 3198.783153 = -1671599.439799 nChanged 69 SP:Iteration 32Q (1423.543224 sec): 3 clusters Score: Raw -1674823.295198 + Penalty 3198.783153 = -1671624.512045 nChanged 59 SP:Iteration 33Q (1423.621232 sec): 3 clusters Score: Raw -1674846.140565 + Penalty 3198.783153 = -1671647.357412 nChanged 62 SP:Iteration 34Q (1423.701492 sec): 3 clusters Score: Raw -1674865.381655 + Penalty 3198.783153 = -1671666.598502 nChanged 44 SP:Iteration 35Q (1423.771720 sec): 3 clusters Score: Raw -1674879.253675 + Penalty 3198.783153 = -1671680.470521 nChanged 43 SP:Iteration 36Q (1423.844276 sec): 3 clusters Score: Raw -1674890.259697 + Penalty 3198.783153 = -1671691.476544 nChanged 29 SP:Iteration 37Q (1423.929269 sec): 3 clusters Score: Raw -1674897.032292 + Penalty 3198.783153 = -1671698.249138 nChanged 21 SP:Iteration 38Q (1424.005143 sec): 3 clusters Score: Raw -1674903.576833 + Penalty 3198.783153 = -1671704.793679 nChanged 17 SP:Iteration 39Q (1424.075208 sec): 3 clusters Score: Raw -1674907.717339 + Penalty 3198.783153 = -1671708.934186 nChanged 17 SP:Iteration 40F (1424.154243 sec): 3 clusters Score: Raw -1674912.183071 + Penalty 3198.783153 = -1671713.399918 nChanged 13 SP:Iteration 41Q (1424.233832 sec): 3 clusters Score: Raw -1674915.505022 + Penalty 3198.783153 = -1671716.721868 nChanged 15 SP:Iteration 42Q (1424.306443 sec): 3 clusters Score: Raw -1674919.590595 + Penalty 3198.783153 = -1671720.807441 nChanged 19 SP:Iteration 43Q (1424.381472 sec): 3 clusters Score: Raw -1674923.864557 + Penalty 3198.783153 = -1671725.081403 nChanged 14 SP:Iteration 44Q (1424.458828 sec): 3 clusters Score: Raw -1674926.446516 + Penalty 3198.783153 = -1671727.663363 nChanged 20 SP:Iteration 45Q (1424.531390 sec): 3 clusters Score: Raw -1674929.530353 + Penalty 3198.783153 = -1671730.747200 nChanged 12 SP:Iteration 46Q (1424.607003 sec): 3 clusters Score: Raw -1674931.668720 + Penalty 3198.783153 = -1671732.885566 nChanged 11 SP:Iteration 47Q (1424.674452 sec): 3 clusters Score: Raw -1674933.642798 + Penalty 3198.783153 = -1671734.859645 nChanged 11 SP:Iteration 48Q (1424.752677 sec): 3 clusters Score: Raw -1674935.933277 + Penalty 3198.783153 = -1671737.150123 nChanged 15 SP:Iteration 49Q (1424.828383 sec): 3 clusters Score: Raw -1674938.554262 + Penalty 3198.783153 = -1671739.771108 nChanged 11 SP:Iteration 50Q (1424.899393 sec): 3 clusters Score: Raw -1674940.869156 + Penalty 3198.783153 = -1671742.086003 nChanged 14 SP:Iteration 51Q (1424.970508 sec): 3 clusters Score: Raw -1674943.837132 + Penalty 3198.783153 = -1671745.053978 nChanged 16 SP:Iteration 52Q (1425.044488 sec): 3 clusters Score: Raw -1674946.918837 + Penalty 3198.783153 = -1671748.135684 nChanged 16 SP:Iteration 53Q (1425.125909 sec): 3 clusters Score: Raw -1674951.506999 + Penalty 3198.783153 = -1671752.723845 nChanged 19 SP:Iteration 54Q (1425.201645 sec): 3 clusters Score: Raw -1674956.404296 + Penalty 3198.783153 = -1671757.621143 nChanged 13 SP:Iteration 55Q (1425.271009 sec): 3 clusters Score: Raw -1674958.339272 + Penalty 3198.783153 = -1671759.556118 nChanged 10 SP:Iteration 56Q (1425.344859 sec): 3 clusters Score: Raw -1674960.220851 + Penalty 3198.783153 = -1671761.437697 nChanged 5 SP:Iteration 57Q (1425.420266 sec): 3 clusters Score: Raw -1674961.051883 + Penalty 3198.783153 = -1671762.268730 nChanged 4 SP:Iteration 58Q (1425.496516 sec): 3 clusters Score: Raw -1674961.571713 + Penalty 3198.783153 = -1671762.788560 nChanged 4 SP:Iteration 59Q (1425.561445 sec): 3 clusters Score: Raw -1674962.393412 + Penalty 3198.783153 = -1671763.610258 nChanged 6 SP:Iteration 60F (1425.650163 sec): 3 clusters Score: Raw -1674963.374711 + Penalty 3198.783153 = -1671764.591557 nChanged 6 SP:Iteration 61Q (1425.723893 sec): 3 clusters Score: Raw -1674964.620491 + Penalty 3198.783153 = -1671765.837338 nChanged 8 SP:Iteration 62Q (1425.798316 sec): 3 clusters Score: Raw -1674966.998131 + Penalty 3198.783153 = -1671768.214978 nChanged 10 SP:Iteration 63Q (1425.871319 sec): 3 clusters Score: Raw -1674968.622790 + Penalty 3198.783153 = -1671769.839636 nChanged 6 SP:Iteration 64Q (1425.938037 sec): 3 clusters Score: Raw -1674969.901862 + Penalty 3198.783153 = -1671771.118708 nChanged 9 SP:Iteration 65Q (1426.018382 sec): 3 clusters Score: Raw -1674971.633929 + Penalty 3198.783153 = -1671772.850776 nChanged 11 SP:Iteration 66Q (1426.088482 sec): 3 clusters Score: Raw -1674973.829178 + Penalty 3198.783153 = -1671775.046025 nChanged 8 SP:Iteration 67Q (1426.163055 sec): 3 clusters Score: Raw -1674975.707339 + Penalty 3198.783153 = -1671776.924186 nChanged 9 SP:Iteration 68Q (1426.236791 sec): 3 clusters Score: Raw -1674977.794593 + Penalty 3198.783153 = -1671779.011440 nChanged 7 SP:Iteration 69Q (1426.298090 sec): 3 clusters Score: Raw -1674978.811844 + Penalty 3198.783153 = -1671780.028691 nChanged 6 SP:Iteration 70Q (1426.382836 sec): 3 clusters Score: Raw -1674979.695731 + Penalty 3198.783153 = -1671780.912578 nChanged 6 SP:Iteration 71Q (1426.444840 sec): 3 clusters Score: Raw -1674980.278806 + Penalty 3198.783153 = -1671781.495652 nChanged 3 SP:Iteration 72Q (1426.526047 sec): 3 clusters Score: Raw -1674980.658603 + Penalty 3198.783153 = -1671781.875449 nChanged 4 SP:Iteration 73Q (1426.585735 sec): 3 clusters Score: Raw -1674981.413504 + Penalty 3198.783153 = -1671782.630351 nChanged 6 SP:Iteration 74Q (1426.668428 sec): 3 clusters Score: Raw -1674982.214973 + Penalty 3198.783153 = -1671783.431820 nChanged 2 SP:Iteration 75Q (1426.742881 sec): 3 clusters Score: Raw -1674982.629248 + Penalty 3198.783153 = -1671783.846094 nChanged 5 SP:Iteration 76Q (1426.816640 sec): 3 clusters Score: Raw -1674983.914360 + Penalty 3198.783153 = -1671785.131206 nChanged 7 SP:Iteration 77Q (1426.888600 sec): 3 clusters Score: Raw -1674985.614466 + Penalty 3198.783153 = -1671786.831312 nChanged 5 SP:Iteration 78Q (1426.966967 sec): 3 clusters Score: Raw -1674986.730915 + Penalty 3198.783153 = -1671787.947762 nChanged 2 SP:Iteration 79Q (1427.039331 sec): 3 clusters Score: Raw -1674987.306241 + Penalty 3198.783153 = -1671788.523088 nChanged 5 SP:Iteration 80F (1427.112168 sec): 3 clusters Score: Raw -1674987.890310 + Penalty 3198.783153 = -1671789.107156 nChanged 7 SP:Iteration 81Q (1427.189109 sec): 3 clusters Score: Raw -1674988.876795 + Penalty 3198.783153 = -1671790.093642 nChanged 2 SP:Iteration 82Q (1427.275173 sec): 3 clusters Score: Raw -1674989.149261 + Penalty 3198.783153 = -1671790.366108 nChanged 3 SP:Iteration 83Q (1427.343394 sec): 3 clusters Score: Raw -1674989.359671 + Penalty 3198.783153 = -1671790.576518 nChanged 2 SP:Iteration 84Q (1427.416061 sec): 3 clusters Score: Raw -1674989.699752 + Penalty 3198.783153 = -1671790.916599 nChanged 1 SP:Iteration 85Q (1427.480898 sec): 3 clusters Score: Raw -1674989.853875 + Penalty 3198.783153 = -1671791.070721 nChanged 0 SP:Iteration 86F (1427.566639 sec): 3 clusters Score: Raw -1674989.853875 + Penalty 3198.783153 = -1671791.070721 nChanged 0 Trying to split cluster 5 (5367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1427.597415 sec): 2 clusters Score: Raw -467617.897817 + Penalty 1395.553960 = -466222.343856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1427.654299 sec): 3 clusters Score: Raw -464773.237666 + Penalty 2791.107921 = -461982.129745 nChanged 2192 SP:Iteration 1F (1427.704615 sec): 3 clusters Score: Raw -466005.607790 + Penalty 2791.107921 = -463214.499869 nChanged 382 SP:Iteration 2F (1427.758734 sec): 3 clusters Score: Raw -466243.849174 + Penalty 2791.107921 = -463452.741253 nChanged 311 SP:Iteration 3F (1427.801257 sec): 3 clusters Score: Raw -466457.194476 + Penalty 2791.107921 = -463666.086555 nChanged 308 SP:Iteration 4F (1427.854597 sec): 3 clusters Score: Raw -466667.259042 + Penalty 2791.107921 = -463876.151121 nChanged 308 SP:Iteration 5F (1427.903474 sec): 3 clusters Score: Raw -466893.589437 + Penalty 2791.107921 = -464102.481516 nChanged 282 SP:Iteration 6F (1427.967393 sec): 3 clusters Score: Raw -467131.321121 + Penalty 2791.107921 = -464340.213200 nChanged 280 SP:Iteration 7F (1428.021545 sec): 3 clusters Score: Raw -467323.684057 + Penalty 2791.107921 = -464532.576136 nChanged 228 SP:Iteration 8Q (1428.074745 sec): 3 clusters Score: Raw -467463.241859 + Penalty 2791.107921 = -464672.133938 nChanged 187 SP:Iteration 9Q (1428.125909 sec): 3 clusters Score: Raw -467561.842668 + Penalty 2791.107921 = -464770.734747 nChanged 138 SP:Iteration 10Q (1428.178237 sec): 3 clusters Score: Raw -467628.975906 + Penalty 2791.107921 = -464837.867985 nChanged 119 SP:Iteration 11Q (1428.238732 sec): 3 clusters Score: Raw -467672.340263 + Penalty 2791.107921 = -464881.232342 nChanged 92 SP:Iteration 12Q (1428.288777 sec): 3 clusters Score: Raw -467705.396832 + Penalty 2791.107921 = -464914.288911 nChanged 67 SP:Iteration 13Q (1428.343220 sec): 3 clusters Score: Raw -467726.373337 + Penalty 2791.107921 = -464935.265416 nChanged 59 SP:Iteration 14Q (1428.403892 sec): 3 clusters Score: Raw -467747.313098 + Penalty 2791.107921 = -464956.205177 nChanged 42 SP:Iteration 15Q (1428.461468 sec): 3 clusters Score: Raw -467762.191128 + Penalty 2791.107921 = -464971.083207 nChanged 35 SP:Iteration 16Q (1428.505137 sec): 3 clusters Score: Raw -467777.207111 + Penalty 2791.107921 = -464986.099190 nChanged 40 SP:Iteration 17Q (1428.567192 sec): 3 clusters Score: Raw -467790.614555 + Penalty 2791.107921 = -464999.506634 nChanged 37 SP:Iteration 18Q (1428.617404 sec): 3 clusters Score: Raw -467800.561921 + Penalty 2791.107921 = -465009.454000 nChanged 27 SP:Iteration 19Q (1428.686269 sec): 3 clusters Score: Raw -467808.431333 + Penalty 2791.107921 = -465017.323412 nChanged 27 SP:Iteration 20F (1428.737580 sec): 3 clusters Score: Raw -467817.915482 + Penalty 2791.107921 = -465026.807561 nChanged 27 SP:Iteration 21Q (1428.794778 sec): 3 clusters Score: Raw -467824.281807 + Penalty 2791.107921 = -465033.173886 nChanged 20 SP:Iteration 22Q (1428.844890 sec): 3 clusters Score: Raw -467828.842069 + Penalty 2791.107921 = -465037.734148 nChanged 13 SP:Iteration 23Q (1428.897136 sec): 3 clusters Score: Raw -467832.364544 + Penalty 2791.107921 = -465041.256623 nChanged 10 SP:Iteration 24Q (1428.952517 sec): 3 clusters Score: Raw -467834.260956 + Penalty 2791.107921 = -465043.153035 nChanged 9 SP:Iteration 25Q (1429.007847 sec): 3 clusters Score: Raw -467836.159341 + Penalty 2791.107921 = -465045.051420 nChanged 8 SP:Iteration 26Q (1429.064555 sec): 3 clusters Score: Raw -467837.215311 + Penalty 2791.107921 = -465046.107390 nChanged 3 SP:Iteration 27Q (1429.124303 sec): 3 clusters Score: Raw -467838.243680 + Penalty 2791.107921 = -465047.135759 nChanged 7 SP:Iteration 28Q (1429.172356 sec): 3 clusters Score: Raw -467840.367655 + Penalty 2791.107921 = -465049.259734 nChanged 8 SP:Iteration 29Q (1429.225955 sec): 3 clusters Score: Raw -467842.005475 + Penalty 2791.107921 = -465050.897554 nChanged 10 SP:Iteration 30Q (1429.281459 sec): 3 clusters Score: Raw -467843.945809 + Penalty 2791.107921 = -465052.837888 nChanged 9 SP:Iteration 31Q (1429.328837 sec): 3 clusters Score: Raw -467845.715028 + Penalty 2791.107921 = -465054.607107 nChanged 5 SP:Iteration 32Q (1429.383474 sec): 3 clusters Score: Raw -467846.431201 + Penalty 2791.107921 = -465055.323280 nChanged 1 SP:Iteration 33Q (1429.431301 sec): 3 clusters Score: Raw -467846.524461 + Penalty 2791.107921 = -465055.416540 nChanged 1 SP:Iteration 34Q (1429.502021 sec): 3 clusters Score: Raw -467846.650370 + Penalty 2791.107921 = -465055.542449 nChanged 0 SP:Iteration 35F (1429.555820 sec): 3 clusters Score: Raw -467846.650370 + Penalty 2791.107921 = -465055.542449 nChanged 0 Trying to split cluster 7 (852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1429.583663 sec): 2 clusters Score: Raw -69925.877816 + Penalty 1096.482811 = -68829.395005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1429.622209 sec): 3 clusters Score: Raw -69712.654843 + Penalty 2192.965621 = -67519.689221 nChanged 232 SP:Iteration 1F (1429.668639 sec): 3 clusters Score: Raw -69958.956992 + Penalty 2192.965621 = -67765.991371 nChanged 52 SP:Iteration 2F (1429.727702 sec): 3 clusters Score: Raw -70015.902948 + Penalty 2192.965621 = -67822.937326 nChanged 25 SP:Iteration 3Q (1429.779688 sec): 3 clusters Score: Raw -70053.811143 + Penalty 2192.965621 = -67860.845522 nChanged 17 SP:Iteration 4Q (1429.817779 sec): 3 clusters Score: Raw -70083.697087 + Penalty 2192.965621 = -67890.731466 nChanged 12 SP:Iteration 5Q (1429.869714 sec): 3 clusters Score: Raw -70107.719884 + Penalty 2192.965621 = -67914.754262 nChanged 17 SP:Iteration 6Q (1429.918699 sec): 3 clusters Score: Raw -70130.610883 + Penalty 2192.965621 = -67937.645262 nChanged 16 SP:Iteration 7Q (1429.962174 sec): 3 clusters Score: Raw -70149.455638 + Penalty 2192.965621 = -67956.490017 nChanged 8 SP:Iteration 8Q (1430.011957 sec): 3 clusters Score: Raw -70156.004866 + Penalty 2192.965621 = -67963.039245 nChanged 7 SP:Iteration 9Q (1430.057108 sec): 3 clusters Score: Raw -70160.670298 + Penalty 2192.965621 = -67967.704677 nChanged 9 SP:Iteration 10Q (1430.107716 sec): 3 clusters Score: Raw -70168.596914 + Penalty 2192.965621 = -67975.631293 nChanged 3 SP:Iteration 11Q (1430.146215 sec): 3 clusters Score: Raw -70170.950135 + Penalty 2192.965621 = -67977.984514 nChanged 4 SP:Iteration 12Q (1430.196672 sec): 3 clusters Score: Raw -70174.064012 + Penalty 2192.965621 = -67981.098391 nChanged 6 SP:Iteration 13Q (1430.242529 sec): 3 clusters Score: Raw -70179.545378 + Penalty 2192.965621 = -67986.579757 nChanged 4 SP:Iteration 14Q (1430.289804 sec): 3 clusters Score: Raw -70182.366270 + Penalty 2192.965621 = -67989.400649 nChanged 2 SP:Iteration 15Q (1430.337490 sec): 3 clusters Score: Raw -70183.179189 + Penalty 2192.965621 = -67990.213568 nChanged 1 SP:Iteration 16Q (1430.383625 sec): 3 clusters Score: Raw -70183.911917 + Penalty 2192.965621 = -67990.946296 nChanged 1 SP:Iteration 17Q (1430.422612 sec): 3 clusters Score: Raw -70184.902368 + Penalty 2192.965621 = -67991.936747 nChanged 1 SP:Iteration 18Q (1430.472367 sec): 3 clusters Score: Raw -70185.404244 + Penalty 2192.965621 = -67992.438623 nChanged 1 SP:Iteration 19Q (1430.517128 sec): 3 clusters Score: Raw -70185.725269 + Penalty 2192.965621 = -67992.759648 nChanged 0 SP:Iteration 20F (1430.556692 sec): 3 clusters Score: Raw -70185.725269 + Penalty 2192.965621 = -67992.759648 nChanged 0 Trying to split cluster 8 (1004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1430.588032 sec): 2 clusters Score: Raw -67020.957753 + Penalty 1123.158936 = -65897.798817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1430.637368 sec): 3 clusters Score: Raw -66855.111228 + Penalty 2246.317873 = -64608.793356 nChanged 358 SP:Iteration 1F (1430.676729 sec): 3 clusters Score: Raw -67493.871558 + Penalty 2246.317873 = -65247.553686 nChanged 118 SP:Iteration 2F (1430.717747 sec): 3 clusters Score: Raw -67920.318266 + Penalty 2246.317873 = -65674.000393 nChanged 87 SP:Iteration 3F (1430.769950 sec): 3 clusters Score: Raw -68131.829350 + Penalty 2246.317873 = -65885.511477 nChanged 65 SP:Iteration 4F (1430.812779 sec): 3 clusters Score: Raw -68272.340091 + Penalty 2246.317873 = -66026.022218 nChanged 35 SP:Iteration 5Q (1430.858848 sec): 3 clusters Score: Raw -68333.728898 + Penalty 2246.317873 = -66087.411025 nChanged 26 SP:Iteration 6Q (1430.894160 sec): 3 clusters Score: Raw -68395.389177 + Penalty 2246.317873 = -66149.071304 nChanged 19 SP:Iteration 7Q (1430.949848 sec): 3 clusters Score: Raw -68422.124455 + Penalty 2246.317873 = -66175.806582 nChanged 15 SP:Iteration 8Q (1430.984200 sec): 3 clusters Score: Raw -68433.011290 + Penalty 2246.317873 = -66186.693417 nChanged 8 SP:Iteration 9Q (1431.034531 sec): 3 clusters Score: Raw -68438.320494 + Penalty 2246.317873 = -66192.002622 nChanged 2 SP:Iteration 10Q (1431.081445 sec): 3 clusters Score: Raw -68439.562397 + Penalty 2246.317873 = -66193.244524 nChanged 3 SP:Iteration 11Q (1431.128028 sec): 3 clusters Score: Raw -68441.624100 + Penalty 2246.317873 = -66195.306228 nChanged 2 SP:Iteration 12Q (1431.168568 sec): 3 clusters Score: Raw -68442.303018 + Penalty 2246.317873 = -66195.985146 nChanged 1 SP:Iteration 13Q (1431.220143 sec): 3 clusters Score: Raw -68442.616988 + Penalty 2246.317873 = -66196.299115 nChanged 0 SP:Iteration 14F (1431.271447 sec): 3 clusters Score: Raw -68442.616988 + Penalty 2246.317873 = -66196.299115 nChanged 0 Score: Raw -31721184.088122 + Penalty 35242.555949 = -31685941.532172 Splitting cluster 8 changes total score from -31682770.602154 to -31685941.532172 So it's getting split into cluster 6. Trying to split cluster 12 (26688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1435.211395 sec): 2 clusters Score: Raw -2544148.483060 + Penalty 1656.195012 = -2542492.288048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1435.306384 sec): 3 clusters Score: Raw -2527734.366989 + Penalty 3312.390024 = -2524421.976965 nChanged 12263 SP:Iteration 1F (1435.397499 sec): 3 clusters Score: Raw -2534602.409691 + Penalty 3312.390024 = -2531290.019667 nChanged 1538 SP:Iteration 2F (1435.489493 sec): 3 clusters Score: Raw -2535302.344612 + Penalty 3312.390024 = -2531989.954588 nChanged 1638 SP:Iteration 3F (1435.580644 sec): 3 clusters Score: Raw -2536292.343393 + Penalty 3312.390024 = -2532979.953368 nChanged 1864 SP:Iteration 4F (1435.670243 sec): 3 clusters Score: Raw -2537677.026910 + Penalty 3312.390024 = -2534364.636886 nChanged 2042 SP:Iteration 5F (1435.761073 sec): 3 clusters Score: Raw -2539386.310641 + Penalty 3312.390024 = -2536073.920617 nChanged 1947 SP:Iteration 6F (1435.852256 sec): 3 clusters Score: Raw -2541095.863226 + Penalty 3312.390024 = -2537783.473201 nChanged 1530 SP:Iteration 7F (1435.944239 sec): 3 clusters Score: Raw -2542370.775731 + Penalty 3312.390024 = -2539058.385707 nChanged 1062 SP:Iteration 8Q (1436.033776 sec): 3 clusters Score: Raw -2543236.514699 + Penalty 3312.390024 = -2539924.124675 nChanged 718 SP:Iteration 9Q (1436.118340 sec): 3 clusters Score: Raw -2543796.202126 + Penalty 3312.390024 = -2540483.812102 nChanged 444 SP:Iteration 10Q (1436.221961 sec): 3 clusters Score: Raw -2544073.538979 + Penalty 3312.390024 = -2540761.148955 nChanged 281 SP:Iteration 11Q (1436.307826 sec): 3 clusters Score: Raw -2544238.737803 + Penalty 3312.390024 = -2540926.347779 nChanged 216 SP:Iteration 12Q (1436.381717 sec): 3 clusters Score: Raw -2544356.266612 + Penalty 3312.390024 = -2541043.876588 nChanged 161 SP:Iteration 13Q (1436.473982 sec): 3 clusters Score: Raw -2544446.623792 + Penalty 3312.390024 = -2541134.233768 nChanged 128 SP:Iteration 14Q (1436.543275 sec): 3 clusters Score: Raw -2544512.025120 + Penalty 3312.390024 = -2541199.635096 nChanged 97 SP:Iteration 15Q (1436.634684 sec): 3 clusters Score: Raw -2544558.128367 + Penalty 3312.390024 = -2541245.738343 nChanged 65 SP:Iteration 16Q (1436.718003 sec): 3 clusters Score: Raw -2544587.075579 + Penalty 3312.390024 = -2541274.685555 nChanged 53 SP:Iteration 17Q (1436.795341 sec): 3 clusters Score: Raw -2544602.175137 + Penalty 3312.390024 = -2541289.785112 nChanged 34 SP:Iteration 18Q (1436.893738 sec): 3 clusters Score: Raw -2544611.137469 + Penalty 3312.390024 = -2541298.747445 nChanged 31 SP:Iteration 19Q (1436.973483 sec): 3 clusters Score: Raw -2544621.068860 + Penalty 3312.390024 = -2541308.678836 nChanged 30 SP:Iteration 20F (1437.060075 sec): 3 clusters Score: Raw -2544629.385292 + Penalty 3312.390024 = -2541316.995268 nChanged 25 SP:Iteration 21Q (1437.140856 sec): 3 clusters Score: Raw -2544637.648930 + Penalty 3312.390024 = -2541325.258905 nChanged 21 SP:Iteration 22Q (1437.224459 sec): 3 clusters Score: Raw -2544645.346726 + Penalty 3312.390024 = -2541332.956702 nChanged 15 SP:Iteration 23Q (1437.307662 sec): 3 clusters Score: Raw -2544651.479166 + Penalty 3312.390024 = -2541339.089142 nChanged 18 SP:Iteration 24Q (1437.389577 sec): 3 clusters Score: Raw -2544659.908440 + Penalty 3312.390024 = -2541347.518416 nChanged 18 SP:Iteration 25Q (1437.478511 sec): 3 clusters Score: Raw -2544667.155957 + Penalty 3312.390024 = -2541354.765933 nChanged 14 SP:Iteration 26Q (1437.561319 sec): 3 clusters Score: Raw -2544671.257743 + Penalty 3312.390024 = -2541358.867719 nChanged 10 SP:Iteration 27Q (1437.641811 sec): 3 clusters Score: Raw -2544674.842563 + Penalty 3312.390024 = -2541362.452539 nChanged 12 SP:Iteration 28Q (1437.727173 sec): 3 clusters Score: Raw -2544678.421540 + Penalty 3312.390024 = -2541366.031516 nChanged 4 SP:Iteration 29Q (1437.797630 sec): 3 clusters Score: Raw -2544679.794258 + Penalty 3312.390024 = -2541367.404234 nChanged 5 SP:Iteration 30Q (1437.893428 sec): 3 clusters Score: Raw -2544680.802326 + Penalty 3312.390024 = -2541368.412302 nChanged 0 SP:Iteration 31F (1437.986103 sec): 3 clusters Score: Raw -2544680.802326 + Penalty 3312.390024 = -2541368.412302 nChanged 0 Trying to split cluster 13 (1995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1438.014816 sec): 2 clusters Score: Raw -162960.204625 + Penalty 1234.739891 = -161725.464734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1438.052124 sec): 3 clusters Score: Raw -162178.514860 + Penalty 2469.479782 = -159709.035078 nChanged 715 SP:Iteration 1F (1438.114951 sec): 3 clusters Score: Raw -162839.432011 + Penalty 2469.479782 = -160369.952229 nChanged 219 SP:Iteration 2F (1438.153464 sec): 3 clusters Score: Raw -163158.563011 + Penalty 2469.479782 = -160689.083229 nChanged 156 SP:Iteration 3F (1438.212659 sec): 3 clusters Score: Raw -163334.930466 + Penalty 2469.479782 = -160865.450684 nChanged 99 SP:Iteration 4Q (1438.263286 sec): 3 clusters Score: Raw -163426.800105 + Penalty 2469.479782 = -160957.320323 nChanged 73 SP:Iteration 5Q (1438.297305 sec): 3 clusters Score: Raw -163490.671976 + Penalty 2469.479782 = -161021.192193 nChanged 46 SP:Iteration 6Q (1438.353553 sec): 3 clusters Score: Raw -163527.094467 + Penalty 2469.479782 = -161057.614685 nChanged 27 SP:Iteration 7Q (1438.404087 sec): 3 clusters Score: Raw -163548.891149 + Penalty 2469.479782 = -161079.411367 nChanged 23 SP:Iteration 8Q (1438.443940 sec): 3 clusters Score: Raw -163565.897325 + Penalty 2469.479782 = -161096.417543 nChanged 16 SP:Iteration 9Q (1438.490347 sec): 3 clusters Score: Raw -163580.294948 + Penalty 2469.479782 = -161110.815166 nChanged 15 SP:Iteration 10Q (1438.542289 sec): 3 clusters Score: Raw -163597.966867 + Penalty 2469.479782 = -161128.487085 nChanged 13 SP:Iteration 11Q (1438.597582 sec): 3 clusters Score: Raw -163607.680442 + Penalty 2469.479782 = -161138.200660 nChanged 11 SP:Iteration 12Q (1438.638726 sec): 3 clusters Score: Raw -163614.222602 + Penalty 2469.479782 = -161144.742820 nChanged 13 SP:Iteration 13Q (1438.690857 sec): 3 clusters Score: Raw -163622.238730 + Penalty 2469.479782 = -161152.758948 nChanged 12 SP:Iteration 14Q (1438.735321 sec): 3 clusters Score: Raw -163628.943921 + Penalty 2469.479782 = -161159.464139 nChanged 8 SP:Iteration 15Q (1438.781736 sec): 3 clusters Score: Raw -163633.188009 + Penalty 2469.479782 = -161163.708227 nChanged 5 SP:Iteration 16Q (1438.829878 sec): 3 clusters Score: Raw -163634.983630 + Penalty 2469.479782 = -161165.503848 nChanged 3 SP:Iteration 17Q (1438.871098 sec): 3 clusters Score: Raw -163637.346905 + Penalty 2469.479782 = -161167.867123 nChanged 2 SP:Iteration 18Q (1438.921404 sec): 3 clusters Score: Raw -163638.231116 + Penalty 2469.479782 = -161168.751334 nChanged 4 SP:Iteration 19Q (1438.969083 sec): 3 clusters Score: Raw -163641.355559 + Penalty 2469.479782 = -161171.875777 nChanged 1 SP:Iteration 20F (1439.022810 sec): 3 clusters Score: Raw -163642.348200 + Penalty 2469.479782 = -161172.868418 nChanged 2 SP:Iteration 21Q (1439.069629 sec): 3 clusters Score: Raw -163643.376477 + Penalty 2469.479782 = -161173.896695 nChanged 2 SP:Iteration 22Q (1439.106415 sec): 3 clusters Score: Raw -163644.334324 + Penalty 2469.479782 = -161174.854542 nChanged 2 SP:Iteration 23Q (1439.155506 sec): 3 clusters Score: Raw -163645.107792 + Penalty 2469.479782 = -161175.628010 nChanged 2 SP:Iteration 24Q (1439.207056 sec): 3 clusters Score: Raw -163645.420263 + Penalty 2469.479782 = -161175.940481 nChanged 0 SP:Iteration 25F (1439.253182 sec): 3 clusters Score: Raw -163645.420263 + Penalty 2469.479782 = -161175.940481 nChanged 0 Trying to split cluster 14 (6140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1439.282069 sec): 2 clusters Score: Raw -558146.381584 + Penalty 1417.419253 = -556728.962331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1439.332677 sec): 3 clusters Score: Raw -554827.723127 + Penalty 2834.838507 = -551992.884620 nChanged 2557 SP:Iteration 1F (1439.386140 sec): 3 clusters Score: Raw -556236.913369 + Penalty 2834.838507 = -553402.074862 nChanged 438 SP:Iteration 2F (1439.451688 sec): 3 clusters Score: Raw -556484.029224 + Penalty 2834.838507 = -553649.190717 nChanged 367 SP:Iteration 3F (1439.500508 sec): 3 clusters Score: Raw -556702.721646 + Penalty 2834.838507 = -553867.883139 nChanged 332 SP:Iteration 4F (1439.565841 sec): 3 clusters Score: Raw -556904.325059 + Penalty 2834.838507 = -554069.486552 nChanged 293 SP:Iteration 5Q (1439.612605 sec): 3 clusters Score: Raw -557066.204762 + Penalty 2834.838507 = -554231.366255 nChanged 279 SP:Iteration 6Q (1439.663342 sec): 3 clusters Score: Raw -557228.935304 + Penalty 2834.838507 = -554394.096797 nChanged 267 SP:Iteration 7Q (1439.729823 sec): 3 clusters Score: Raw -557386.399220 + Penalty 2834.838507 = -554551.560713 nChanged 255 SP:Iteration 8Q (1439.785551 sec): 3 clusters Score: Raw -557541.765755 + Penalty 2834.838507 = -554706.927249 nChanged 235 SP:Iteration 9Q (1439.832093 sec): 3 clusters Score: Raw -557706.064842 + Penalty 2834.838507 = -554871.226335 nChanged 225 SP:Iteration 10Q (1439.890321 sec): 3 clusters Score: Raw -557903.559752 + Penalty 2834.838507 = -555068.721245 nChanged 257 SP:Iteration 11Q (1439.951209 sec): 3 clusters Score: Raw -558145.345045 + Penalty 2834.838507 = -555310.506538 nChanged 249 SP:Iteration 12Q (1440.016682 sec): 3 clusters Score: Raw -558414.651671 + Penalty 2834.838507 = -555579.813164 nChanged 220 SP:Iteration 13Q (1440.058952 sec): 3 clusters Score: Raw -558672.055082 + Penalty 2834.838507 = -555837.216575 nChanged 166 SP:Iteration 14Q (1440.126088 sec): 3 clusters Score: Raw -558897.502584 + Penalty 2834.838507 = -556062.664077 nChanged 158 SP:Iteration 15Q (1440.175315 sec): 3 clusters Score: Raw -559087.367378 + Penalty 2834.838507 = -556252.528871 nChanged 150 SP:Iteration 16Q (1440.240931 sec): 3 clusters Score: Raw -559280.921336 + Penalty 2834.838507 = -556446.082829 nChanged 156 SP:Iteration 17Q (1440.287660 sec): 3 clusters Score: Raw -559558.944323 + Penalty 2834.838507 = -556724.105817 nChanged 219 SP:Iteration 18Q (1440.355352 sec): 3 clusters Score: Raw -559994.156676 + Penalty 2834.838507 = -557159.318169 nChanged 223 SP:Iteration 19Q (1440.400935 sec): 3 clusters Score: Raw -560512.808535 + Penalty 2834.838507 = -557677.970028 nChanged 219 SP:Iteration 20F (1440.467694 sec): 3 clusters Score: Raw -561001.160284 + Penalty 2834.838507 = -558166.321777 nChanged 134 SP:Iteration 21Q (1440.509410 sec): 3 clusters Score: Raw -561172.046915 + Penalty 2834.838507 = -558337.208408 nChanged 76 SP:Iteration 22Q (1440.575774 sec): 3 clusters Score: Raw -561216.623169 + Penalty 2834.838507 = -558381.784662 nChanged 35 SP:Iteration 23Q (1440.627315 sec): 3 clusters Score: Raw -561241.133398 + Penalty 2834.838507 = -558406.294891 nChanged 26 SP:Iteration 24Q (1440.684117 sec): 3 clusters Score: Raw -561263.061658 + Penalty 2834.838507 = -558428.223151 nChanged 21 SP:Iteration 25Q (1440.730145 sec): 3 clusters Score: Raw -561278.739781 + Penalty 2834.838507 = -558443.901274 nChanged 13 SP:Iteration 26Q (1440.785685 sec): 3 clusters Score: Raw -561292.507745 + Penalty 2834.838507 = -558457.669238 nChanged 12 SP:Iteration 27Q (1440.839553 sec): 3 clusters Score: Raw -561298.644125 + Penalty 2834.838507 = -558463.805618 nChanged 11 SP:Iteration 28Q (1440.897652 sec): 3 clusters Score: Raw -561302.932605 + Penalty 2834.838507 = -558468.094098 nChanged 7 SP:Iteration 29Q (1440.956723 sec): 3 clusters Score: Raw -561305.339964 + Penalty 2834.838507 = -558470.501457 nChanged 5 SP:Iteration 30Q (1441.009881 sec): 3 clusters Score: Raw -561308.141949 + Penalty 2834.838507 = -558473.303442 nChanged 3 SP:Iteration 31Q (1441.063322 sec): 3 clusters Score: Raw -561309.003958 + Penalty 2834.838507 = -558474.165451 nChanged 4 SP:Iteration 32Q (1441.124637 sec): 3 clusters Score: Raw -561310.508547 + Penalty 2834.838507 = -558475.670040 nChanged 2 SP:Iteration 33Q (1441.182959 sec): 3 clusters Score: Raw -561311.604450 + Penalty 2834.838507 = -558476.765943 nChanged 3 SP:Iteration 34Q (1441.229080 sec): 3 clusters Score: Raw -561315.149143 + Penalty 2834.838507 = -558480.310636 nChanged 5 SP:Iteration 35Q (1441.285319 sec): 3 clusters Score: Raw -561318.013314 + Penalty 2834.838507 = -558483.174807 nChanged 4 SP:Iteration 36Q (1441.340034 sec): 3 clusters Score: Raw -561320.332960 + Penalty 2834.838507 = -558485.494453 nChanged 2 SP:Iteration 37Q (1441.406223 sec): 3 clusters Score: Raw -561321.261592 + Penalty 2834.838507 = -558486.423085 nChanged 2 SP:Iteration 38Q (1441.465102 sec): 3 clusters Score: Raw -561321.637449 + Penalty 2834.838507 = -558486.798942 nChanged 1 SP:Iteration 39Q (1441.506281 sec): 3 clusters Score: Raw -561321.976593 + Penalty 2834.838507 = -558487.138086 nChanged 1 SP:Iteration 40F (1441.572473 sec): 3 clusters Score: Raw -561322.436132 + Penalty 2834.838507 = -558487.597625 nChanged 4 SP:Iteration 41Q (1441.628356 sec): 3 clusters Score: Raw -561325.018588 + Penalty 2834.838507 = -558490.180081 nChanged 6 SP:Iteration 42Q (1441.674745 sec): 3 clusters Score: Raw -561328.134735 + Penalty 2834.838507 = -558493.296228 nChanged 5 SP:Iteration 43Q (1441.741874 sec): 3 clusters Score: Raw -561331.855812 + Penalty 2834.838507 = -558497.017305 nChanged 6 SP:Iteration 44Q (1441.796632 sec): 3 clusters Score: Raw -561334.512758 + Penalty 2834.838507 = -558499.674251 nChanged 6 SP:Iteration 45Q (1441.848379 sec): 3 clusters Score: Raw -561337.857737 + Penalty 2834.838507 = -558503.019230 nChanged 5 SP:Iteration 46Q (1441.897294 sec): 3 clusters Score: Raw -561340.181264 + Penalty 2834.838507 = -558505.342757 nChanged 6 SP:Iteration 47Q (1441.955080 sec): 3 clusters Score: Raw -561342.622669 + Penalty 2834.838507 = -558507.784162 nChanged 4 SP:Iteration 48Q (1442.013547 sec): 3 clusters Score: Raw -561344.649452 + Penalty 2834.838507 = -558509.810945 nChanged 2 SP:Iteration 49Q (1442.060169 sec): 3 clusters Score: Raw -561344.967538 + Penalty 2834.838507 = -558510.129031 nChanged 0 SP:Iteration 50F (1442.118211 sec): 3 clusters Score: Raw -561344.967538 + Penalty 2834.838507 = -558510.129031 nChanged 0 Score: Raw -31724382.674076 + Penalty 37315.647476 = -31687067.026600 Splitting cluster 14 changes total score from -31682770.602154 to -31687067.026600 So it's getting split into cluster 9. Trying to split cluster 15 (25387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1446.453172 sec): 2 clusters Score: Raw -2299488.448224 + Penalty 1648.073783 = -2297840.374441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1446.536466 sec): 3 clusters Score: Raw -2283964.250175 + Penalty 3296.147566 = -2280668.102609 nChanged 11653 SP:Iteration 1F (1446.627873 sec): 3 clusters Score: Raw -2290932.544340 + Penalty 3296.147566 = -2287636.396774 nChanged 1495 SP:Iteration 2F (1446.733442 sec): 3 clusters Score: Raw -2291692.730138 + Penalty 3296.147566 = -2288396.582572 nChanged 1505 SP:Iteration 3F (1446.823706 sec): 3 clusters Score: Raw -2292561.670404 + Penalty 3296.147566 = -2289265.522838 nChanged 1581 SP:Iteration 4F (1446.907169 sec): 3 clusters Score: Raw -2293608.661580 + Penalty 3296.147566 = -2290312.514014 nChanged 1581 SP:Iteration 5F (1446.998964 sec): 3 clusters Score: Raw -2294815.732112 + Penalty 3296.147566 = -2291519.584546 nChanged 1594 SP:Iteration 6F (1447.089905 sec): 3 clusters Score: Raw -2296179.998909 + Penalty 3296.147566 = -2292883.851343 nChanged 1488 SP:Iteration 7F (1447.176090 sec): 3 clusters Score: Raw -2297409.640018 + Penalty 3296.147566 = -2294113.492452 nChanged 1318 SP:Iteration 8F (1447.261928 sec): 3 clusters Score: Raw -2298388.960544 + Penalty 3296.147566 = -2295092.812978 nChanged 1028 SP:Iteration 9Q (1447.354053 sec): 3 clusters Score: Raw -2299036.218585 + Penalty 3296.147566 = -2295740.071019 nChanged 888 SP:Iteration 10Q (1447.450447 sec): 3 clusters Score: Raw -2299514.874341 + Penalty 3296.147566 = -2296218.726775 nChanged 793 SP:Iteration 11Q (1447.538685 sec): 3 clusters Score: Raw -2299926.704806 + Penalty 3296.147566 = -2296630.557240 nChanged 705 SP:Iteration 12Q (1447.619358 sec): 3 clusters Score: Raw -2300258.800808 + Penalty 3296.147566 = -2296962.653242 nChanged 660 SP:Iteration 13Q (1447.708730 sec): 3 clusters Score: Raw -2300539.391351 + Penalty 3296.147566 = -2297243.243785 nChanged 591 SP:Iteration 14Q (1447.807650 sec): 3 clusters Score: Raw -2300775.161347 + Penalty 3296.147566 = -2297479.013781 nChanged 523 SP:Iteration 15Q (1447.897264 sec): 3 clusters Score: Raw -2300975.162662 + Penalty 3296.147566 = -2297679.015096 nChanged 451 SP:Iteration 16Q (1447.987433 sec): 3 clusters Score: Raw -2301135.681298 + Penalty 3296.147566 = -2297839.533732 nChanged 400 SP:Iteration 17Q (1448.066487 sec): 3 clusters Score: Raw -2301261.188164 + Penalty 3296.147566 = -2297965.040598 nChanged 366 SP:Iteration 18Q (1448.152832 sec): 3 clusters Score: Raw -2301374.735534 + Penalty 3296.147566 = -2298078.587968 nChanged 312 SP:Iteration 19Q (1448.250805 sec): 3 clusters Score: Raw -2301467.462923 + Penalty 3296.147566 = -2298171.315357 nChanged 262 SP:Iteration 20F (1448.340308 sec): 3 clusters Score: Raw -2301541.567312 + Penalty 3296.147566 = -2298245.419746 nChanged 222 SP:Iteration 21Q (1448.425931 sec): 3 clusters Score: Raw -2301596.435841 + Penalty 3296.147566 = -2298300.288275 nChanged 202 SP:Iteration 22Q (1448.501122 sec): 3 clusters Score: Raw -2301641.796337 + Penalty 3296.147566 = -2298345.648771 nChanged 165 SP:Iteration 23Q (1448.597044 sec): 3 clusters Score: Raw -2301672.154524 + Penalty 3296.147566 = -2298376.006957 nChanged 137 SP:Iteration 24Q (1448.672002 sec): 3 clusters Score: Raw -2301694.103774 + Penalty 3296.147566 = -2298397.956208 nChanged 110 SP:Iteration 25Q (1448.768505 sec): 3 clusters Score: Raw -2301712.492747 + Penalty 3296.147566 = -2298416.345181 nChanged 100 SP:Iteration 26Q (1448.854310 sec): 3 clusters Score: Raw -2301727.243411 + Penalty 3296.147566 = -2298431.095844 nChanged 88 SP:Iteration 27Q (1448.941366 sec): 3 clusters Score: Raw -2301736.872963 + Penalty 3296.147566 = -2298440.725397 nChanged 57 SP:Iteration 28Q (1449.025153 sec): 3 clusters Score: Raw -2301742.850808 + Penalty 3296.147566 = -2298446.703242 nChanged 52 SP:Iteration 29Q (1449.113725 sec): 3 clusters Score: Raw -2301747.651642 + Penalty 3296.147566 = -2298451.504076 nChanged 55 SP:Iteration 30Q (1449.196162 sec): 3 clusters Score: Raw -2301753.160109 + Penalty 3296.147566 = -2298457.012543 nChanged 53 SP:Iteration 31Q (1449.285702 sec): 3 clusters Score: Raw -2301759.719267 + Penalty 3296.147566 = -2298463.571701 nChanged 51 SP:Iteration 32Q (1449.374816 sec): 3 clusters Score: Raw -2301765.722131 + Penalty 3296.147566 = -2298469.574565 nChanged 50 SP:Iteration 33Q (1449.453389 sec): 3 clusters Score: Raw -2301770.750963 + Penalty 3296.147566 = -2298474.603397 nChanged 33 SP:Iteration 34Q (1449.534256 sec): 3 clusters Score: Raw -2301773.192730 + Penalty 3296.147566 = -2298477.045164 nChanged 26 SP:Iteration 35Q (1449.622488 sec): 3 clusters Score: Raw -2301774.942007 + Penalty 3296.147566 = -2298478.794441 nChanged 22 SP:Iteration 36Q (1449.718672 sec): 3 clusters Score: Raw -2301776.168096 + Penalty 3296.147566 = -2298480.020530 nChanged 17 SP:Iteration 37Q (1449.797850 sec): 3 clusters Score: Raw -2301777.348752 + Penalty 3296.147566 = -2298481.201186 nChanged 19 SP:Iteration 38Q (1449.890116 sec): 3 clusters Score: Raw -2301778.723359 + Penalty 3296.147566 = -2298482.575793 nChanged 16 SP:Iteration 39Q (1449.973649 sec): 3 clusters Score: Raw -2301779.746666 + Penalty 3296.147566 = -2298483.599100 nChanged 8 SP:Iteration 40F (1450.076593 sec): 3 clusters Score: Raw -2301780.101418 + Penalty 3296.147566 = -2298483.953852 nChanged 11 SP:Iteration 41Q (1450.163946 sec): 3 clusters Score: Raw -2301780.786511 + Penalty 3296.147566 = -2298484.638945 nChanged 8 SP:Iteration 42Q (1450.256812 sec): 3 clusters Score: Raw -2301781.054065 + Penalty 3296.147566 = -2298484.906499 nChanged 2 SP:Iteration 43Q (1450.344417 sec): 3 clusters Score: Raw -2301781.199923 + Penalty 3296.147566 = -2298485.052357 nChanged 1 SP:Iteration 44Q (1450.425648 sec): 3 clusters Score: Raw -2301781.297022 + Penalty 3296.147566 = -2298485.149456 nChanged 0 SP:Iteration 45F (1450.501881 sec): 3 clusters Score: Raw -2301781.297022 + Penalty 3296.147566 = -2298485.149456 nChanged 0 Score: Raw -31726675.522875 + Penalty 39388.739002 = -31687286.783873 Splitting cluster 15 changes total score from -31682770.602154 to -31687286.783873 So it's getting split into cluster 10. Trying to split cluster 16 (12942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1455.004907 sec): 2 clusters Score: Raw -1214746.829989 + Penalty 1538.587881 = -1213208.242107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1455.073533 sec): 3 clusters Score: Raw -1207215.613615 + Penalty 3077.175763 = -1204138.437852 nChanged 5752 SP:Iteration 1F (1455.140087 sec): 3 clusters Score: Raw -1210309.018824 + Penalty 3077.175763 = -1207231.843062 nChanged 701 SP:Iteration 2F (1455.210989 sec): 3 clusters Score: Raw -1210567.833019 + Penalty 3077.175763 = -1207490.657256 nChanged 605 SP:Iteration 3Q (1455.278169 sec): 3 clusters Score: Raw -1210788.574903 + Penalty 3077.175763 = -1207711.399140 nChanged 511 SP:Iteration 4Q (1455.335020 sec): 3 clusters Score: Raw -1211022.465031 + Penalty 3077.175763 = -1207945.289268 nChanged 529 SP:Iteration 5Q (1455.410624 sec): 3 clusters Score: Raw -1211272.897179 + Penalty 3077.175763 = -1208195.721416 nChanged 550 SP:Iteration 6Q (1455.483461 sec): 3 clusters Score: Raw -1211569.110495 + Penalty 3077.175763 = -1208491.934732 nChanged 640 SP:Iteration 7Q (1455.551127 sec): 3 clusters Score: Raw -1211953.863802 + Penalty 3077.175763 = -1208876.688039 nChanged 722 SP:Iteration 8F (1455.603878 sec): 3 clusters Score: Raw -1212431.057871 + Penalty 3077.175763 = -1209353.882109 nChanged 747 SP:Iteration 9F (1455.675339 sec): 3 clusters Score: Raw -1212912.997155 + Penalty 3077.175763 = -1209835.821393 nChanged 673 SP:Iteration 10F (1455.740989 sec): 3 clusters Score: Raw -1213398.467054 + Penalty 3077.175763 = -1210321.291291 nChanged 634 SP:Iteration 11Q (1455.813122 sec): 3 clusters Score: Raw -1213794.287188 + Penalty 3077.175763 = -1210717.111426 nChanged 528 SP:Iteration 12Q (1455.881519 sec): 3 clusters Score: Raw -1214119.109430 + Penalty 3077.175763 = -1211041.933667 nChanged 434 SP:Iteration 13Q (1455.951741 sec): 3 clusters Score: Raw -1214359.111413 + Penalty 3077.175763 = -1211281.935650 nChanged 359 SP:Iteration 14Q (1456.020013 sec): 3 clusters Score: Raw -1214547.723142 + Penalty 3077.175763 = -1211470.547380 nChanged 304 SP:Iteration 15Q (1456.082019 sec): 3 clusters Score: Raw -1214711.979051 + Penalty 3077.175763 = -1211634.803288 nChanged 262 SP:Iteration 16Q (1456.145457 sec): 3 clusters Score: Raw -1214863.768493 + Penalty 3077.175763 = -1211786.592731 nChanged 236 SP:Iteration 17Q (1456.219431 sec): 3 clusters Score: Raw -1214990.532599 + Penalty 3077.175763 = -1211913.356836 nChanged 225 SP:Iteration 18Q (1456.287892 sec): 3 clusters Score: Raw -1215104.608076 + Penalty 3077.175763 = -1212027.432313 nChanged 177 SP:Iteration 19Q (1456.359460 sec): 3 clusters Score: Raw -1215174.874747 + Penalty 3077.175763 = -1212097.698984 nChanged 155 SP:Iteration 20F (1456.424628 sec): 3 clusters Score: Raw -1215230.472768 + Penalty 3077.175763 = -1212153.297005 nChanged 135 SP:Iteration 21Q (1456.488917 sec): 3 clusters Score: Raw -1215275.852348 + Penalty 3077.175763 = -1212198.676585 nChanged 102 SP:Iteration 22Q (1456.549105 sec): 3 clusters Score: Raw -1215313.761005 + Penalty 3077.175763 = -1212236.585242 nChanged 99 SP:Iteration 23Q (1456.619529 sec): 3 clusters Score: Raw -1215347.801008 + Penalty 3077.175763 = -1212270.625246 nChanged 88 SP:Iteration 24Q (1456.690041 sec): 3 clusters Score: Raw -1215374.841129 + Penalty 3077.175763 = -1212297.665367 nChanged 70 SP:Iteration 25Q (1456.754577 sec): 3 clusters Score: Raw -1215391.188989 + Penalty 3077.175763 = -1212314.013227 nChanged 51 SP:Iteration 26Q (1456.812531 sec): 3 clusters Score: Raw -1215404.873401 + Penalty 3077.175763 = -1212327.697638 nChanged 47 SP:Iteration 27Q (1456.887578 sec): 3 clusters Score: Raw -1215413.036376 + Penalty 3077.175763 = -1212335.860613 nChanged 38 SP:Iteration 28Q (1456.957060 sec): 3 clusters Score: Raw -1215418.410283 + Penalty 3077.175763 = -1212341.234520 nChanged 25 SP:Iteration 29Q (1457.023183 sec): 3 clusters Score: Raw -1215421.720441 + Penalty 3077.175763 = -1212344.544679 nChanged 22 SP:Iteration 30Q (1457.090071 sec): 3 clusters Score: Raw -1215424.704208 + Penalty 3077.175763 = -1212347.528446 nChanged 18 SP:Iteration 31Q (1457.152451 sec): 3 clusters Score: Raw -1215427.954835 + Penalty 3077.175763 = -1212350.779073 nChanged 23 SP:Iteration 32Q (1457.213248 sec): 3 clusters Score: Raw -1215431.745599 + Penalty 3077.175763 = -1212354.569836 nChanged 28 SP:Iteration 33Q (1457.292102 sec): 3 clusters Score: Raw -1215434.560398 + Penalty 3077.175763 = -1212357.384635 nChanged 18 SP:Iteration 34Q (1457.349176 sec): 3 clusters Score: Raw -1215435.905344 + Penalty 3077.175763 = -1212358.729581 nChanged 8 SP:Iteration 35Q (1457.426229 sec): 3 clusters Score: Raw -1215436.523202 + Penalty 3077.175763 = -1212359.347439 nChanged 9 SP:Iteration 36Q (1457.494012 sec): 3 clusters Score: Raw -1215437.501021 + Penalty 3077.175763 = -1212360.325258 nChanged 6 SP:Iteration 37Q (1457.557539 sec): 3 clusters Score: Raw -1215437.981259 + Penalty 3077.175763 = -1212360.805496 nChanged 5 SP:Iteration 38Q (1457.622342 sec): 3 clusters Score: Raw -1215438.324787 + Penalty 3077.175763 = -1212361.149025 nChanged 6 SP:Iteration 39Q (1457.692034 sec): 3 clusters Score: Raw -1215438.626859 + Penalty 3077.175763 = -1212361.451097 nChanged 4 SP:Iteration 40F (1457.754996 sec): 3 clusters Score: Raw -1215439.239384 + Penalty 3077.175763 = -1212362.063622 nChanged 5 SP:Iteration 41Q (1457.826504 sec): 3 clusters Score: Raw -1215439.847553 + Penalty 3077.175763 = -1212362.671790 nChanged 7 SP:Iteration 42Q (1457.893193 sec): 3 clusters Score: Raw -1215440.430943 + Penalty 3077.175763 = -1212363.255181 nChanged 6 SP:Iteration 43Q (1457.956730 sec): 3 clusters Score: Raw -1215440.922123 + Penalty 3077.175763 = -1212363.746360 nChanged 4 SP:Iteration 44Q (1458.021543 sec): 3 clusters Score: Raw -1215441.246290 + Penalty 3077.175763 = -1212364.070528 nChanged 3 SP:Iteration 45Q (1458.086187 sec): 3 clusters Score: Raw -1215441.492804 + Penalty 3077.175763 = -1212364.317041 nChanged 3 SP:Iteration 46Q (1458.155188 sec): 3 clusters Score: Raw -1215441.651356 + Penalty 3077.175763 = -1212364.475594 nChanged 2 SP:Iteration 47Q (1458.221692 sec): 3 clusters Score: Raw -1215441.794432 + Penalty 3077.175763 = -1212364.618669 nChanged 3 SP:Iteration 48Q (1458.287621 sec): 3 clusters Score: Raw -1215441.988389 + Penalty 3077.175763 = -1212364.812626 nChanged 2 SP:Iteration 49Q (1458.353875 sec): 3 clusters Score: Raw -1215442.176651 + Penalty 3077.175763 = -1212365.000889 nChanged 4 SP:Iteration 50Q (1458.405279 sec): 3 clusters Score: Raw -1215442.516114 + Penalty 3077.175763 = -1212365.340352 nChanged 4 SP:Iteration 51Q (1458.482825 sec): 3 clusters Score: Raw -1215442.893604 + Penalty 3077.175763 = -1212365.717841 nChanged 1 SP:Iteration 52Q (1458.549565 sec): 3 clusters Score: Raw -1215442.986272 + Penalty 3077.175763 = -1212365.810509 nChanged 2 SP:Iteration 53Q (1458.618188 sec): 3 clusters Score: Raw -1215443.041099 + Penalty 3077.175763 = -1212365.865337 nChanged 0 SP:Iteration 54F (1458.685818 sec): 3 clusters Score: Raw -1215443.041099 + Penalty 3077.175763 = -1212365.865337 nChanged 0 Trying to split cluster 17 (224732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1459.173848 sec): 2 clusters Score: Raw -21116365.018758 + Penalty 2002.432877 = -21114362.585880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1459.614556 sec): 3 clusters Score: Raw -20966989.706248 + Penalty 4004.865755 = -20962984.840494 nChanged 109258 SP:Iteration 1F (1460.048809 sec): 3 clusters Score: Raw -21034413.384423 + Penalty 4004.865755 = -21030408.518669 nChanged 10304 SP:Iteration 2Q (1460.498754 sec): 3 clusters Score: Raw -21038817.831392 + Penalty 4004.865755 = -21034812.965638 nChanged 12784 SP:Iteration 3F (1460.918984 sec): 3 clusters Score: Raw -21046284.634847 + Penalty 4004.865755 = -21042279.769093 nChanged 15809 SP:Iteration 4F (1461.341224 sec): 3 clusters Score: Raw -21058241.611026 + Penalty 4004.865755 = -21054236.745272 nChanged 17163 SP:Iteration 5F (1461.765285 sec): 3 clusters Score: Raw -21072671.423076 + Penalty 4004.865755 = -21068666.557322 nChanged 15352 SP:Iteration 6F (1462.204072 sec): 3 clusters Score: Raw -21085392.696069 + Penalty 4004.865755 = -21081387.830314 nChanged 11895 SP:Iteration 7F (1462.618187 sec): 3 clusters Score: Raw -21094382.692082 + Penalty 4004.865755 = -21090377.826327 nChanged 8751 SP:Iteration 8Q (1463.047893 sec): 3 clusters Score: Raw -21100011.522463 + Penalty 4004.865755 = -21096006.656708 nChanged 6523 SP:Iteration 9Q (1463.466889 sec): 3 clusters Score: Raw -21103913.877893 + Penalty 4004.865755 = -21099909.012139 nChanged 5348 SP:Iteration 10Q (1463.866787 sec): 3 clusters Score: Raw -21107020.839886 + Penalty 4004.865755 = -21103015.974132 nChanged 4616 SP:Iteration 11Q (1464.275992 sec): 3 clusters Score: Raw -21109715.867774 + Penalty 4004.865755 = -21105711.002019 nChanged 4051 SP:Iteration 12Q (1464.677138 sec): 3 clusters Score: Raw -21112168.588482 + Penalty 4004.865755 = -21108163.722728 nChanged 3264 SP:Iteration 13Q (1465.064284 sec): 3 clusters Score: Raw -21114193.735919 + Penalty 4004.865755 = -21110188.870165 nChanged 2556 SP:Iteration 14Q (1465.445980 sec): 3 clusters Score: Raw -21115866.856036 + Penalty 4004.865755 = -21111861.990282 nChanged 1780 SP:Iteration 15Q (1465.819107 sec): 3 clusters Score: Raw -21117249.777008 + Penalty 4004.865755 = -21113244.911253 nChanged 1189 SP:Iteration 16Q (1466.173024 sec): 3 clusters Score: Raw -21118376.467504 + Penalty 4004.865755 = -21114371.601749 nChanged 902 SP:Iteration 17Q (1466.516462 sec): 3 clusters Score: Raw -21119668.412069 + Penalty 4004.865755 = -21115663.546315 nChanged 786 SP:Iteration 18Q (1466.855528 sec): 3 clusters Score: Raw -21122283.221441 + Penalty 4004.865755 = -21118278.355686 nChanged 832 SP:Iteration 19Q (1467.208258 sec): 3 clusters Score: Raw -21125107.106192 + Penalty 4004.865755 = -21121102.240437 nChanged 1160 SP:Iteration 20F (1467.627570 sec): 3 clusters Score: Raw -21126313.845077 + Penalty 4004.865755 = -21122308.979322 nChanged 1130 SP:Iteration 21Q (1467.969482 sec): 3 clusters Score: Raw -21127224.060395 + Penalty 4004.865755 = -21123219.194640 nChanged 1136 SP:Iteration 22Q (1468.314093 sec): 3 clusters Score: Raw -21127952.796250 + Penalty 4004.865755 = -21123947.930495 nChanged 1142 SP:Iteration 23Q (1468.657445 sec): 3 clusters Score: Raw -21128624.004775 + Penalty 4004.865755 = -21124619.139021 nChanged 1239 SP:Iteration 24Q (1469.007036 sec): 3 clusters Score: Raw -21129283.619893 + Penalty 4004.865755 = -21125278.754138 nChanged 1335 SP:Iteration 25Q (1469.343361 sec): 3 clusters Score: Raw -21129935.776804 + Penalty 4004.865755 = -21125930.911050 nChanged 1430 SP:Iteration 26Q (1469.681676 sec): 3 clusters Score: Raw -21130571.294951 + Penalty 4004.865755 = -21126566.429196 nChanged 1608 SP:Iteration 27Q (1470.024757 sec): 3 clusters Score: Raw -21131239.301978 + Penalty 4004.865755 = -21127234.436224 nChanged 1692 SP:Iteration 28Q (1470.372334 sec): 3 clusters Score: Raw -21131885.058185 + Penalty 4004.865755 = -21127880.192430 nChanged 1718 SP:Iteration 29Q (1470.719461 sec): 3 clusters Score: Raw -21132473.895686 + Penalty 4004.865755 = -21128469.029932 nChanged 1611 SP:Iteration 30Q (1471.082092 sec): 3 clusters Score: Raw -21132962.042202 + Penalty 4004.865755 = -21128957.176448 nChanged 1488 SP:Iteration 31Q (1471.435978 sec): 3 clusters Score: Raw -21133393.704048 + Penalty 4004.865755 = -21129388.838294 nChanged 1331 SP:Iteration 32Q (1471.804148 sec): 3 clusters Score: Raw -21133731.279253 + Penalty 4004.865755 = -21129726.413499 nChanged 1105 SP:Iteration 33Q (1472.162131 sec): 3 clusters Score: Raw -21133973.557157 + Penalty 4004.865755 = -21129968.691402 nChanged 918 SP:Iteration 34Q (1472.507341 sec): 3 clusters Score: Raw -21134144.517566 + Penalty 4004.865755 = -21130139.651812 nChanged 688 SP:Iteration 35Q (1472.850400 sec): 3 clusters Score: Raw -21134250.734864 + Penalty 4004.865755 = -21130245.869109 nChanged 556 SP:Iteration 36Q (1473.185877 sec): 3 clusters Score: Raw -21134321.902166 + Penalty 4004.865755 = -21130317.036412 nChanged 417 SP:Iteration 37Q (1473.533332 sec): 3 clusters Score: Raw -21134369.018273 + Penalty 4004.865755 = -21130364.152518 nChanged 298 SP:Iteration 38Q (1473.907765 sec): 3 clusters Score: Raw -21134393.591517 + Penalty 4004.865755 = -21130388.725762 nChanged 225 SP:Iteration 39Q (1474.276572 sec): 3 clusters Score: Raw -21134414.925117 + Penalty 4004.865755 = -21130410.059363 nChanged 184 SP:Iteration 40F (1474.697654 sec): 3 clusters Score: Raw -21135803.836618 + Penalty 4004.865755 = -21131798.970864 nChanged 3765 SP:Iteration 41Q (1475.073075 sec): 3 clusters Score: Raw -21138417.868576 + Penalty 4004.865755 = -21134413.002822 nChanged 5081 SP:Iteration 42Q (1475.471772 sec): 3 clusters Score: Raw -21142020.856864 + Penalty 4004.865755 = -21138015.991110 nChanged 6447 SP:Iteration 43Q (1475.849739 sec): 3 clusters Score: Raw -21147420.050956 + Penalty 4004.865755 = -21143415.185202 nChanged 8206 SP:Iteration 44Q (1476.247949 sec): 3 clusters Score: Raw -21155641.497822 + Penalty 4004.865755 = -21151636.632068 nChanged 9404 SP:Iteration 45Q (1476.641688 sec): 3 clusters Score: Raw -21163653.210369 + Penalty 4004.865755 = -21159648.344615 nChanged 8956 SP:Iteration 46Q (1477.034179 sec): 3 clusters Score: Raw -21169847.589380 + Penalty 4004.865755 = -21165842.723625 nChanged 8579 SP:Iteration 47Q (1477.451927 sec): 3 clusters Score: Raw -21175128.400580 + Penalty 4004.865755 = -21171123.534825 nChanged 8360 SP:Iteration 48Q (1477.835208 sec): 3 clusters Score: Raw -21179918.072799 + Penalty 4004.865755 = -21175913.207044 nChanged 7662 SP:Iteration 49Q (1478.230103 sec): 3 clusters Score: Raw -21183980.361444 + Penalty 4004.865755 = -21179975.495690 nChanged 6683 SP:Iteration 50Q (1478.628340 sec): 3 clusters Score: Raw -21187082.410265 + Penalty 4004.865755 = -21183077.544511 nChanged 5076 SP:Iteration 51Q (1479.032287 sec): 3 clusters Score: Raw -21189015.827194 + Penalty 4004.865755 = -21185010.961439 nChanged 3402 SP:Iteration 52Q (1479.430935 sec): 3 clusters Score: Raw -21190059.233586 + Penalty 4004.865755 = -21186054.367832 nChanged 2215 SP:Iteration 53Q (1479.843012 sec): 3 clusters Score: Raw -21190631.745320 + Penalty 4004.865755 = -21186626.879565 nChanged 1472 SP:Iteration 54Q (1480.234293 sec): 3 clusters Score: Raw -21190939.683290 + Penalty 4004.865755 = -21186934.817536 nChanged 936 SP:Iteration 55Q (1480.629751 sec): 3 clusters Score: Raw -21191109.361633 + Penalty 4004.865755 = -21187104.495879 nChanged 629 SP:Iteration 56Q (1481.011093 sec): 3 clusters Score: Raw -21191195.491559 + Penalty 4004.865755 = -21187190.625804 nChanged 405 SP:Iteration 57Q (1481.408559 sec): 3 clusters Score: Raw -21191254.452259 + Penalty 4004.865755 = -21187249.586504 nChanged 285 SP:Iteration 58Q (1481.798985 sec): 3 clusters Score: Raw -21191279.228810 + Penalty 4004.865755 = -21187274.363055 nChanged 196 SP:Iteration 59Q (1482.188769 sec): 3 clusters Score: Raw -21191304.040257 + Penalty 4004.865755 = -21187299.174502 nChanged 151 SP:Iteration 60F (1482.612895 sec): 3 clusters Score: Raw -21199271.856064 + Penalty 4004.865755 = -21195266.990309 nChanged 9859 SP:Iteration 61Q (1483.022120 sec): 3 clusters Score: Raw -21209699.335163 + Penalty 4004.865755 = -21205694.469408 nChanged 6378 SP:Iteration 62Q (1483.442813 sec): 3 clusters Score: Raw -21215138.230937 + Penalty 4004.865755 = -21211133.365182 nChanged 3613 SP:Iteration 63Q (1483.855815 sec): 3 clusters Score: Raw -21217080.716764 + Penalty 4004.865755 = -21213075.851009 nChanged 2260 SP:Iteration 64Q (1484.281168 sec): 3 clusters Score: Raw -21217975.081275 + Penalty 4004.865755 = -21213970.215521 nChanged 1669 SP:Iteration 65Q (1484.677972 sec): 3 clusters Score: Raw -21218587.551041 + Penalty 4004.865755 = -21214582.685287 nChanged 1370 SP:Iteration 66Q (1485.091808 sec): 3 clusters Score: Raw -21219085.606144 + Penalty 4004.865755 = -21215080.740389 nChanged 1230 SP:Iteration 67Q (1485.497940 sec): 3 clusters Score: Raw -21219554.050262 + Penalty 4004.865755 = -21215549.184507 nChanged 1145 SP:Iteration 68Q (1485.912162 sec): 3 clusters Score: Raw -21220017.851349 + Penalty 4004.865755 = -21216012.985595 nChanged 1095 SP:Iteration 69Q (1486.339730 sec): 3 clusters Score: Raw -21220494.679702 + Penalty 4004.865755 = -21216489.813947 nChanged 1030 SP:Iteration 70Q (1486.740744 sec): 3 clusters Score: Raw -21220973.240570 + Penalty 4004.865755 = -21216968.374815 nChanged 972 SP:Iteration 71Q (1487.147960 sec): 3 clusters Score: Raw -21221469.512784 + Penalty 4004.865755 = -21217464.647029 nChanged 881 SP:Iteration 72Q (1487.556435 sec): 3 clusters Score: Raw -21221948.061915 + Penalty 4004.865755 = -21217943.196160 nChanged 670 SP:Iteration 73Q (1487.958958 sec): 3 clusters Score: Raw -21222274.594459 + Penalty 4004.865755 = -21218269.728705 nChanged 356 SP:Iteration 74Q (1488.379166 sec): 3 clusters Score: Raw -21222447.846270 + Penalty 4004.865755 = -21218442.980515 nChanged 183 SP:Iteration 75Q (1488.781747 sec): 3 clusters Score: Raw -21222523.349663 + Penalty 4004.865755 = -21218518.483908 nChanged 82 SP:Iteration 76Q (1489.191711 sec): 3 clusters Score: Raw -21222562.683963 + Penalty 4004.865755 = -21218557.818209 nChanged 47 SP:Iteration 77Q (1489.612746 sec): 3 clusters Score: Raw -21222583.316728 + Penalty 4004.865755 = -21218578.450974 nChanged 26 SP:Iteration 78Q (1490.035447 sec): 3 clusters Score: Raw -21222598.676279 + Penalty 4004.865755 = -21218593.810524 nChanged 15 SP:Iteration 79Q (1490.439466 sec): 3 clusters Score: Raw -21222605.299794 + Penalty 4004.865755 = -21218600.434040 nChanged 8 SP:Iteration 80F (1490.861472 sec): 3 clusters Score: Raw -21223320.047465 + Penalty 4004.865755 = -21219315.181711 nChanged 1131 SP:Iteration 81Q (1491.300069 sec): 3 clusters Score: Raw -21225069.862896 + Penalty 4004.865755 = -21221064.997142 nChanged 1341 SP:Iteration 82Q (1491.707915 sec): 3 clusters Score: Raw -21228405.760005 + Penalty 4004.865755 = -21224400.894251 nChanged 1428 SP:Iteration 83Q (1492.094503 sec): 3 clusters Score: Raw -21235260.342713 + Penalty 4004.865755 = -21231255.476959 nChanged 830 SP:Iteration 84Q (1492.461196 sec): 3 clusters Score: Raw -21242592.631083 + Penalty 4004.865755 = -21238587.765329 nChanged 487 SP:Iteration 85Q (1492.806316 sec): 3 clusters Score: Raw -21252530.674922 + Penalty 4004.865755 = -21248525.809167 nChanged 405 SP:Iteration 86Q (1493.168859 sec): 3 clusters Score: Raw -21266315.498557 + Penalty 4004.865755 = -21262310.632802 nChanged 88 SP:Iteration 87Q (1493.502191 sec): 3 clusters Score: Raw -21269319.927528 + Penalty 4004.865755 = -21265315.061774 nChanged 0 SP:Iteration 88F (1493.928389 sec): 3 clusters Score: Raw -21269319.927528 + Penalty 4004.865755 = -21265315.061774 nChanged 0 Score: Raw -31879630.431645 + Penalty 41461.830528 = -31838168.601116 Splitting cluster 17 changes total score from -31682770.602154 to -31838168.601116 So it's getting split into cluster 11. Trying to split cluster 18 (3239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1498.530302 sec): 2 clusters Score: Raw -262464.409369 + Penalty 1313.490737 = -261150.918632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1498.583711 sec): 3 clusters Score: Raw -260935.450898 + Penalty 2626.981474 = -258308.469425 nChanged 1259 SP:Iteration 1F (1498.633574 sec): 3 clusters Score: Raw -261652.658754 + Penalty 2626.981474 = -259025.677280 nChanged 244 SP:Iteration 2F (1498.690743 sec): 3 clusters Score: Raw -261778.638654 + Penalty 2626.981474 = -259151.657180 nChanged 139 SP:Iteration 3Q (1498.737274 sec): 3 clusters Score: Raw -261844.487128 + Penalty 2626.981474 = -259217.505654 nChanged 93 SP:Iteration 4Q (1498.793183 sec): 3 clusters Score: Raw -261891.153022 + Penalty 2626.981474 = -259264.171548 nChanged 100 SP:Iteration 5Q (1498.844477 sec): 3 clusters Score: Raw -261939.341559 + Penalty 2626.981474 = -259312.360085 nChanged 87 SP:Iteration 6Q (1498.885885 sec): 3 clusters Score: Raw -261990.528045 + Penalty 2626.981474 = -259363.546572 nChanged 85 SP:Iteration 7Q (1498.938846 sec): 3 clusters Score: Raw -262045.664889 + Penalty 2626.981474 = -259418.683415 nChanged 88 SP:Iteration 8Q (1498.995381 sec): 3 clusters Score: Raw -262100.640353 + Penalty 2626.981474 = -259473.658879 nChanged 87 SP:Iteration 9Q (1499.039758 sec): 3 clusters Score: Raw -262150.010251 + Penalty 2626.981474 = -259523.028777 nChanged 84 SP:Iteration 10Q (1499.087471 sec): 3 clusters Score: Raw -262195.304757 + Penalty 2626.981474 = -259568.323284 nChanged 75 SP:Iteration 11Q (1499.140828 sec): 3 clusters Score: Raw -262241.564328 + Penalty 2626.981474 = -259614.582855 nChanged 76 SP:Iteration 12Q (1499.186977 sec): 3 clusters Score: Raw -262277.746642 + Penalty 2626.981474 = -259650.765168 nChanged 56 SP:Iteration 13Q (1499.238696 sec): 3 clusters Score: Raw -262305.655950 + Penalty 2626.981474 = -259678.674477 nChanged 62 SP:Iteration 14Q (1499.291631 sec): 3 clusters Score: Raw -262338.935159 + Penalty 2626.981474 = -259711.953686 nChanged 50 SP:Iteration 15Q (1499.344219 sec): 3 clusters Score: Raw -262365.323643 + Penalty 2626.981474 = -259738.342170 nChanged 51 SP:Iteration 16Q (1499.391904 sec): 3 clusters Score: Raw -262389.911543 + Penalty 2626.981474 = -259762.930070 nChanged 36 SP:Iteration 17Q (1499.448326 sec): 3 clusters Score: Raw -262407.622688 + Penalty 2626.981474 = -259780.641214 nChanged 37 SP:Iteration 18Q (1499.500930 sec): 3 clusters Score: Raw -262426.325021 + Penalty 2626.981474 = -259799.343547 nChanged 37 SP:Iteration 19Q (1499.545857 sec): 3 clusters Score: Raw -262440.516470 + Penalty 2626.981474 = -259813.534997 nChanged 35 SP:Iteration 20F (1499.594082 sec): 3 clusters Score: Raw -262454.325095 + Penalty 2626.981474 = -259827.343621 nChanged 29 SP:Iteration 21Q (1499.645396 sec): 3 clusters Score: Raw -262467.737791 + Penalty 2626.981474 = -259840.756318 nChanged 25 SP:Iteration 22Q (1499.700182 sec): 3 clusters Score: Raw -262479.017409 + Penalty 2626.981474 = -259852.035936 nChanged 25 SP:Iteration 23Q (1499.751712 sec): 3 clusters Score: Raw -262487.946429 + Penalty 2626.981474 = -259860.964955 nChanged 24 SP:Iteration 24Q (1499.806640 sec): 3 clusters Score: Raw -262493.861259 + Penalty 2626.981474 = -259866.879785 nChanged 19 SP:Iteration 25Q (1499.853435 sec): 3 clusters Score: Raw -262499.268563 + Penalty 2626.981474 = -259872.287089 nChanged 14 SP:Iteration 26Q (1499.906629 sec): 3 clusters Score: Raw -262505.315360 + Penalty 2626.981474 = -259878.333887 nChanged 17 SP:Iteration 27Q (1499.951729 sec): 3 clusters Score: Raw -262512.681208 + Penalty 2626.981474 = -259885.699734 nChanged 20 SP:Iteration 28Q (1499.990870 sec): 3 clusters Score: Raw -262523.152621 + Penalty 2626.981474 = -259896.171147 nChanged 19 SP:Iteration 29Q (1500.044076 sec): 3 clusters Score: Raw -262537.459265 + Penalty 2626.981474 = -259910.477791 nChanged 28 SP:Iteration 30Q (1500.107902 sec): 3 clusters Score: Raw -262558.717001 + Penalty 2626.981474 = -259931.735527 nChanged 36 SP:Iteration 31Q (1500.148512 sec): 3 clusters Score: Raw -262580.802783 + Penalty 2626.981474 = -259953.821309 nChanged 29 SP:Iteration 32Q (1500.199112 sec): 3 clusters Score: Raw -262606.276871 + Penalty 2626.981474 = -259979.295397 nChanged 39 SP:Iteration 33Q (1500.252287 sec): 3 clusters Score: Raw -262633.040272 + Penalty 2626.981474 = -260006.058798 nChanged 35 SP:Iteration 34Q (1500.299265 sec): 3 clusters Score: Raw -262655.707066 + Penalty 2626.981474 = -260028.725593 nChanged 26 SP:Iteration 35Q (1500.350366 sec): 3 clusters Score: Raw -262669.267744 + Penalty 2626.981474 = -260042.286270 nChanged 18 SP:Iteration 36Q (1500.401561 sec): 3 clusters Score: Raw -262677.977488 + Penalty 2626.981474 = -260050.996014 nChanged 18 SP:Iteration 37Q (1500.461530 sec): 3 clusters Score: Raw -262686.555552 + Penalty 2626.981474 = -260059.574079 nChanged 13 SP:Iteration 38Q (1500.503013 sec): 3 clusters Score: Raw -262691.172861 + Penalty 2626.981474 = -260064.191387 nChanged 9 SP:Iteration 39Q (1500.554598 sec): 3 clusters Score: Raw -262695.166661 + Penalty 2626.981474 = -260068.185188 nChanged 5 SP:Iteration 40F (1500.609972 sec): 3 clusters Score: Raw -262696.678803 + Penalty 2626.981474 = -260069.697330 nChanged 4 SP:Iteration 41Q (1500.651959 sec): 3 clusters Score: Raw -262698.224641 + Penalty 2626.981474 = -260071.243167 nChanged 5 SP:Iteration 42Q (1500.708350 sec): 3 clusters Score: Raw -262702.383122 + Penalty 2626.981474 = -260075.401648 nChanged 7 SP:Iteration 43Q (1500.755673 sec): 3 clusters Score: Raw -262706.994850 + Penalty 2626.981474 = -260080.013376 nChanged 8 SP:Iteration 44Q (1500.812102 sec): 3 clusters Score: Raw -262711.743259 + Penalty 2626.981474 = -260084.761785 nChanged 12 SP:Iteration 45Q (1500.862182 sec): 3 clusters Score: Raw -262718.378550 + Penalty 2626.981474 = -260091.397076 nChanged 7 SP:Iteration 46Q (1500.904076 sec): 3 clusters Score: Raw -262720.844057 + Penalty 2626.981474 = -260093.862583 nChanged 4 SP:Iteration 47Q (1500.956389 sec): 3 clusters Score: Raw -262721.996436 + Penalty 2626.981474 = -260095.014962 nChanged 3 SP:Iteration 48Q (1501.016438 sec): 3 clusters Score: Raw -262723.271748 + Penalty 2626.981474 = -260096.290274 nChanged 1 SP:Iteration 49Q (1501.069531 sec): 3 clusters Score: Raw -262723.626379 + Penalty 2626.981474 = -260096.644905 nChanged 1 SP:Iteration 50Q (1501.122404 sec): 3 clusters Score: Raw -262723.900255 + Penalty 2626.981474 = -260096.918781 nChanged 0 SP:Iteration 51F (1501.170235 sec): 3 clusters Score: Raw -262723.900255 + Penalty 2626.981474 = -260096.918781 nChanged 0 Trying to split cluster 19 (8757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1501.208582 sec): 2 clusters Score: Raw -796300.654314 + Penalty 1475.111407 = -794825.542907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1501.269976 sec): 3 clusters Score: Raw -791397.062996 + Penalty 2950.222814 = -788446.840181 nChanged 3800 SP:Iteration 1F (1501.325968 sec): 3 clusters Score: Raw -793497.987179 + Penalty 2950.222814 = -790547.764365 nChanged 583 SP:Iteration 2F (1501.378656 sec): 3 clusters Score: Raw -793764.201348 + Penalty 2950.222814 = -790813.978534 nChanged 439 SP:Iteration 3F (1501.446990 sec): 3 clusters Score: Raw -793957.120047 + Penalty 2950.222814 = -791006.897232 nChanged 384 SP:Iteration 4Q (1501.498365 sec): 3 clusters Score: Raw -794118.798453 + Penalty 2950.222814 = -791168.575639 nChanged 334 SP:Iteration 5Q (1501.558108 sec): 3 clusters Score: Raw -794278.881990 + Penalty 2950.222814 = -791328.659176 nChanged 333 SP:Iteration 6Q (1501.621382 sec): 3 clusters Score: Raw -794455.563086 + Penalty 2950.222814 = -791505.340271 nChanged 359 SP:Iteration 7Q (1501.691320 sec): 3 clusters Score: Raw -794657.419023 + Penalty 2950.222814 = -791707.196208 nChanged 370 SP:Iteration 8Q (1501.755921 sec): 3 clusters Score: Raw -794895.189110 + Penalty 2950.222814 = -791944.966296 nChanged 409 SP:Iteration 9Q (1501.807407 sec): 3 clusters Score: Raw -795165.851116 + Penalty 2950.222814 = -792215.628302 nChanged 396 SP:Iteration 10Q (1501.872848 sec): 3 clusters Score: Raw -795421.503060 + Penalty 2950.222814 = -792471.280246 nChanged 364 SP:Iteration 11Q (1501.925622 sec): 3 clusters Score: Raw -795644.569279 + Penalty 2950.222814 = -792694.346464 nChanged 305 SP:Iteration 12Q (1501.984653 sec): 3 clusters Score: Raw -795814.119754 + Penalty 2950.222814 = -792863.896940 nChanged 221 SP:Iteration 13Q (1502.044063 sec): 3 clusters Score: Raw -795928.416812 + Penalty 2950.222814 = -792978.193998 nChanged 173 SP:Iteration 14Q (1502.103491 sec): 3 clusters Score: Raw -796014.282179 + Penalty 2950.222814 = -793064.059365 nChanged 163 SP:Iteration 15Q (1502.166470 sec): 3 clusters Score: Raw -796089.043134 + Penalty 2950.222814 = -793138.820320 nChanged 135 SP:Iteration 16Q (1502.236258 sec): 3 clusters Score: Raw -796148.250851 + Penalty 2950.222814 = -793198.028036 nChanged 137 SP:Iteration 17Q (1502.300439 sec): 3 clusters Score: Raw -796217.294933 + Penalty 2950.222814 = -793267.072119 nChanged 117 SP:Iteration 18Q (1502.349843 sec): 3 clusters Score: Raw -796293.386640 + Penalty 2950.222814 = -793343.163825 nChanged 129 SP:Iteration 19Q (1502.419015 sec): 3 clusters Score: Raw -796378.784193 + Penalty 2950.222814 = -793428.561379 nChanged 127 SP:Iteration 20F (1502.469738 sec): 3 clusters Score: Raw -796465.497510 + Penalty 2950.222814 = -793515.274696 nChanged 131 SP:Iteration 21Q (1502.531339 sec): 3 clusters Score: Raw -796553.505245 + Penalty 2950.222814 = -793603.282431 nChanged 135 SP:Iteration 22Q (1502.601777 sec): 3 clusters Score: Raw -796650.367487 + Penalty 2950.222814 = -793700.144673 nChanged 119 SP:Iteration 23Q (1502.657641 sec): 3 clusters Score: Raw -796718.195947 + Penalty 2950.222814 = -793767.973133 nChanged 96 SP:Iteration 24Q (1502.722830 sec): 3 clusters Score: Raw -796761.105033 + Penalty 2950.222814 = -793810.882219 nChanged 93 SP:Iteration 25Q (1502.783477 sec): 3 clusters Score: Raw -796808.745002 + Penalty 2950.222814 = -793858.522187 nChanged 82 SP:Iteration 26Q (1502.842029 sec): 3 clusters Score: Raw -796848.026287 + Penalty 2950.222814 = -793897.803473 nChanged 82 SP:Iteration 27Q (1502.903265 sec): 3 clusters Score: Raw -796886.298968 + Penalty 2950.222814 = -793936.076154 nChanged 75 SP:Iteration 28Q (1502.965090 sec): 3 clusters Score: Raw -796926.229742 + Penalty 2950.222814 = -793976.006928 nChanged 92 SP:Iteration 29Q (1503.021610 sec): 3 clusters Score: Raw -797000.485247 + Penalty 2950.222814 = -794050.262433 nChanged 115 SP:Iteration 30Q (1503.077234 sec): 3 clusters Score: Raw -797174.228978 + Penalty 2950.222814 = -794224.006164 nChanged 143 SP:Iteration 31Q (1503.129297 sec): 3 clusters Score: Raw -797691.660580 + Penalty 2950.222814 = -794741.437766 nChanged 134 SP:Iteration 32Q (1503.195579 sec): 3 clusters Score: Raw -798212.616293 + Penalty 2950.222814 = -795262.393479 nChanged 135 SP:Iteration 33Q (1503.245388 sec): 3 clusters Score: Raw -798307.518119 + Penalty 2950.222814 = -795357.295305 nChanged 100 SP:Iteration 34Q (1503.308492 sec): 3 clusters Score: Raw -798358.850863 + Penalty 2950.222814 = -795408.628048 nChanged 66 SP:Iteration 35Q (1503.367365 sec): 3 clusters Score: Raw -798385.965048 + Penalty 2950.222814 = -795435.742234 nChanged 51 SP:Iteration 36Q (1503.414338 sec): 3 clusters Score: Raw -798403.538497 + Penalty 2950.222814 = -795453.315682 nChanged 30 SP:Iteration 37Q (1503.468567 sec): 3 clusters Score: Raw -798413.400021 + Penalty 2950.222814 = -795463.177207 nChanged 25 SP:Iteration 38Q (1503.536094 sec): 3 clusters Score: Raw -798420.279768 + Penalty 2950.222814 = -795470.056954 nChanged 24 SP:Iteration 39Q (1503.593212 sec): 3 clusters Score: Raw -798426.438948 + Penalty 2950.222814 = -795476.216134 nChanged 20 SP:Iteration 40F (1503.650710 sec): 3 clusters Score: Raw -798435.378153 + Penalty 2950.222814 = -795485.155339 nChanged 19 SP:Iteration 41Q (1503.716565 sec): 3 clusters Score: Raw -798440.413273 + Penalty 2950.222814 = -795490.190459 nChanged 19 SP:Iteration 42Q (1503.769469 sec): 3 clusters Score: Raw -798444.156953 + Penalty 2950.222814 = -795493.934139 nChanged 14 SP:Iteration 43Q (1503.821167 sec): 3 clusters Score: Raw -798446.609435 + Penalty 2950.222814 = -795496.386620 nChanged 10 SP:Iteration 44Q (1503.878856 sec): 3 clusters Score: Raw -798448.347491 + Penalty 2950.222814 = -795498.124676 nChanged 9 SP:Iteration 45Q (1503.937461 sec): 3 clusters Score: Raw -798450.027630 + Penalty 2950.222814 = -795499.804815 nChanged 9 SP:Iteration 46Q (1504.003799 sec): 3 clusters Score: Raw -798451.876803 + Penalty 2950.222814 = -795501.653989 nChanged 9 SP:Iteration 47Q (1504.055817 sec): 3 clusters Score: Raw -798454.140087 + Penalty 2950.222814 = -795503.917273 nChanged 14 SP:Iteration 48Q (1504.110537 sec): 3 clusters Score: Raw -798457.539785 + Penalty 2950.222814 = -795507.316970 nChanged 12 SP:Iteration 49Q (1504.178555 sec): 3 clusters Score: Raw -798460.220444 + Penalty 2950.222814 = -795509.997630 nChanged 7 SP:Iteration 50Q (1504.243945 sec): 3 clusters Score: Raw -798460.943774 + Penalty 2950.222814 = -795510.720960 nChanged 5 SP:Iteration 51Q (1504.303455 sec): 3 clusters Score: Raw -798461.403201 + Penalty 2950.222814 = -795511.180386 nChanged 5 SP:Iteration 52Q (1504.364717 sec): 3 clusters Score: Raw -798462.225405 + Penalty 2950.222814 = -795512.002591 nChanged 11 SP:Iteration 53Q (1504.421455 sec): 3 clusters Score: Raw -798464.766386 + Penalty 2950.222814 = -795514.543572 nChanged 11 SP:Iteration 54Q (1504.477671 sec): 3 clusters Score: Raw -798466.750012 + Penalty 2950.222814 = -795516.527198 nChanged 7 SP:Iteration 55Q (1504.538804 sec): 3 clusters Score: Raw -798467.781546 + Penalty 2950.222814 = -795517.558731 nChanged 7 SP:Iteration 56Q (1504.601509 sec): 3 clusters Score: Raw -798469.034363 + Penalty 2950.222814 = -795518.811549 nChanged 5 SP:Iteration 57Q (1504.659210 sec): 3 clusters Score: Raw -798469.682702 + Penalty 2950.222814 = -795519.459888 nChanged 3 SP:Iteration 58Q (1504.706465 sec): 3 clusters Score: Raw -798470.151092 + Penalty 2950.222814 = -795519.928278 nChanged 3 SP:Iteration 59Q (1504.773932 sec): 3 clusters Score: Raw -798470.633833 + Penalty 2950.222814 = -795520.411019 nChanged 5 SP:Iteration 60F (1504.820775 sec): 3 clusters Score: Raw -798471.526628 + Penalty 2950.222814 = -795521.303814 nChanged 5 SP:Iteration 61Q (1504.887131 sec): 3 clusters Score: Raw -798472.504983 + Penalty 2950.222814 = -795522.282168 nChanged 3 SP:Iteration 62Q (1504.937956 sec): 3 clusters Score: Raw -798472.867428 + Penalty 2950.222814 = -795522.644614 nChanged 1 SP:Iteration 63Q (1504.998711 sec): 3 clusters Score: Raw -798473.106720 + Penalty 2950.222814 = -795522.883905 nChanged 2 SP:Iteration 64Q (1505.053111 sec): 3 clusters Score: Raw -798473.301552 + Penalty 2950.222814 = -795523.078738 nChanged 1 SP:Iteration 65Q (1505.118858 sec): 3 clusters Score: Raw -798473.374394 + Penalty 2950.222814 = -795523.151579 nChanged 1 SP:Iteration 66Q (1505.165789 sec): 3 clusters Score: Raw -798473.402810 + Penalty 2950.222814 = -795523.179995 nChanged 0 SP:Iteration 67F (1505.228113 sec): 3 clusters Score: Raw -798473.402810 + Penalty 2950.222814 = -795523.179995 nChanged 0 Score: Raw -31881803.180140 + Penalty 43534.922055 = -31838268.258085 Splitting cluster 19 changes total score from -31682770.602154 to -31838268.258085 So it's getting split into cluster 21. Trying to split cluster 20 (3654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1510.290196 sec): 2 clusters Score: Raw -309312.608415 + Penalty 1333.081382 = -307979.527033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1510.340297 sec): 3 clusters Score: Raw -307491.652778 + Penalty 2666.162765 = -304825.490014 nChanged 1467 SP:Iteration 1F (1510.388169 sec): 3 clusters Score: Raw -308401.848089 + Penalty 2666.162765 = -305735.685324 nChanged 319 SP:Iteration 2F (1510.434844 sec): 3 clusters Score: Raw -308651.835317 + Penalty 2666.162765 = -305985.672552 nChanged 234 SP:Iteration 3F (1510.490162 sec): 3 clusters Score: Raw -308848.658239 + Penalty 2666.162765 = -306182.495474 nChanged 203 SP:Iteration 4F (1510.546009 sec): 3 clusters Score: Raw -309004.038098 + Penalty 2666.162765 = -306337.875334 nChanged 152 SP:Iteration 5Q (1510.598493 sec): 3 clusters Score: Raw -309120.179242 + Penalty 2666.162765 = -306454.016477 nChanged 139 SP:Iteration 6Q (1510.654120 sec): 3 clusters Score: Raw -309210.570059 + Penalty 2666.162765 = -306544.407295 nChanged 98 SP:Iteration 7Q (1510.712364 sec): 3 clusters Score: Raw -309273.880092 + Penalty 2666.162765 = -306607.717328 nChanged 101 SP:Iteration 8Q (1510.766411 sec): 3 clusters Score: Raw -309333.903008 + Penalty 2666.162765 = -306667.740243 nChanged 76 SP:Iteration 9Q (1510.819880 sec): 3 clusters Score: Raw -309368.913653 + Penalty 2666.162765 = -306702.750889 nChanged 59 SP:Iteration 10Q (1510.872220 sec): 3 clusters Score: Raw -309397.972425 + Penalty 2666.162765 = -306731.809661 nChanged 58 SP:Iteration 11Q (1510.915324 sec): 3 clusters Score: Raw -309426.360270 + Penalty 2666.162765 = -306760.197506 nChanged 50 SP:Iteration 12Q (1510.976869 sec): 3 clusters Score: Raw -309452.076926 + Penalty 2666.162765 = -306785.914162 nChanged 48 SP:Iteration 13Q (1511.024264 sec): 3 clusters Score: Raw -309478.615156 + Penalty 2666.162765 = -306812.452392 nChanged 44 SP:Iteration 14Q (1511.070134 sec): 3 clusters Score: Raw -309498.626203 + Penalty 2666.162765 = -306832.463438 nChanged 45 SP:Iteration 15Q (1511.121704 sec): 3 clusters Score: Raw -309518.704779 + Penalty 2666.162765 = -306852.542014 nChanged 41 SP:Iteration 16Q (1511.184357 sec): 3 clusters Score: Raw -309540.495660 + Penalty 2666.162765 = -306874.332896 nChanged 35 SP:Iteration 17Q (1511.230945 sec): 3 clusters Score: Raw -309560.935584 + Penalty 2666.162765 = -306894.772819 nChanged 43 SP:Iteration 18Q (1511.286262 sec): 3 clusters Score: Raw -309583.929702 + Penalty 2666.162765 = -306917.766938 nChanged 43 SP:Iteration 19Q (1511.332419 sec): 3 clusters Score: Raw -309618.126911 + Penalty 2666.162765 = -306951.964147 nChanged 57 SP:Iteration 20F (1511.395794 sec): 3 clusters Score: Raw -309669.150508 + Penalty 2666.162765 = -307002.987744 nChanged 50 SP:Iteration 21Q (1511.444659 sec): 3 clusters Score: Raw -309730.000076 + Penalty 2666.162765 = -307063.837311 nChanged 57 SP:Iteration 22Q (1511.491079 sec): 3 clusters Score: Raw -309814.535971 + Penalty 2666.162765 = -307148.373206 nChanged 61 SP:Iteration 23Q (1511.544639 sec): 3 clusters Score: Raw -309928.887358 + Penalty 2666.162765 = -307262.724594 nChanged 56 SP:Iteration 24Q (1511.592516 sec): 3 clusters Score: Raw -309983.357804 + Penalty 2666.162765 = -307317.195040 nChanged 52 SP:Iteration 25Q (1511.649662 sec): 3 clusters Score: Raw -310016.524008 + Penalty 2666.162765 = -307350.361243 nChanged 35 SP:Iteration 26Q (1511.700704 sec): 3 clusters Score: Raw -310035.168672 + Penalty 2666.162765 = -307369.005907 nChanged 29 SP:Iteration 27Q (1511.756477 sec): 3 clusters Score: Raw -310044.672628 + Penalty 2666.162765 = -307378.509863 nChanged 22 SP:Iteration 28Q (1511.794964 sec): 3 clusters Score: Raw -310055.040885 + Penalty 2666.162765 = -307388.878120 nChanged 24 SP:Iteration 29Q (1511.844094 sec): 3 clusters Score: Raw -310064.854364 + Penalty 2666.162765 = -307398.691599 nChanged 21 SP:Iteration 30Q (1511.892489 sec): 3 clusters Score: Raw -310073.855393 + Penalty 2666.162765 = -307407.692629 nChanged 13 SP:Iteration 31Q (1511.939816 sec): 3 clusters Score: Raw -310079.137160 + Penalty 2666.162765 = -307412.974395 nChanged 18 SP:Iteration 32Q (1512.002321 sec): 3 clusters Score: Raw -310087.007227 + Penalty 2666.162765 = -307420.844463 nChanged 13 SP:Iteration 33Q (1512.041111 sec): 3 clusters Score: Raw -310092.373917 + Penalty 2666.162765 = -307426.211153 nChanged 22 SP:Iteration 34Q (1512.092025 sec): 3 clusters Score: Raw -310100.952668 + Penalty 2666.162765 = -307434.789903 nChanged 21 SP:Iteration 35Q (1512.149583 sec): 3 clusters Score: Raw -310110.768656 + Penalty 2666.162765 = -307444.605891 nChanged 23 SP:Iteration 36Q (1512.204059 sec): 3 clusters Score: Raw -310122.926192 + Penalty 2666.162765 = -307456.763427 nChanged 22 SP:Iteration 37Q (1512.253503 sec): 3 clusters Score: Raw -310135.109727 + Penalty 2666.162765 = -307468.946963 nChanged 25 SP:Iteration 38Q (1512.300381 sec): 3 clusters Score: Raw -310152.300485 + Penalty 2666.162765 = -307486.137720 nChanged 44 SP:Iteration 39Q (1512.341901 sec): 3 clusters Score: Raw -310176.632176 + Penalty 2666.162765 = -307510.469412 nChanged 33 SP:Iteration 40F (1512.387426 sec): 3 clusters Score: Raw -310192.915331 + Penalty 2666.162765 = -307526.752566 nChanged 22 SP:Iteration 41Q (1512.447597 sec): 3 clusters Score: Raw -310202.273990 + Penalty 2666.162765 = -307536.111226 nChanged 15 SP:Iteration 42Q (1512.493520 sec): 3 clusters Score: Raw -310209.481445 + Penalty 2666.162765 = -307543.318681 nChanged 12 SP:Iteration 43Q (1512.552797 sec): 3 clusters Score: Raw -310215.198118 + Penalty 2666.162765 = -307549.035353 nChanged 13 SP:Iteration 44Q (1512.604277 sec): 3 clusters Score: Raw -310220.544088 + Penalty 2666.162765 = -307554.381323 nChanged 8 SP:Iteration 45Q (1512.659775 sec): 3 clusters Score: Raw -310223.824693 + Penalty 2666.162765 = -307557.661929 nChanged 15 SP:Iteration 46Q (1512.713513 sec): 3 clusters Score: Raw -310229.914211 + Penalty 2666.162765 = -307563.751447 nChanged 14 SP:Iteration 47Q (1512.756607 sec): 3 clusters Score: Raw -310235.977855 + Penalty 2666.162765 = -307569.815091 nChanged 14 SP:Iteration 48Q (1512.807996 sec): 3 clusters Score: Raw -310244.219526 + Penalty 2666.162765 = -307578.056761 nChanged 28 SP:Iteration 49Q (1512.851936 sec): 3 clusters Score: Raw -310259.325865 + Penalty 2666.162765 = -307593.163100 nChanged 23 SP:Iteration 50Q (1512.897980 sec): 3 clusters Score: Raw -310270.627032 + Penalty 2666.162765 = -307604.464268 nChanged 18 SP:Iteration 51Q (1512.952143 sec): 3 clusters Score: Raw -310280.560188 + Penalty 2666.162765 = -307614.397424 nChanged 17 SP:Iteration 52Q (1513.007045 sec): 3 clusters Score: Raw -310289.470317 + Penalty 2666.162765 = -307623.307552 nChanged 20 SP:Iteration 53Q (1513.046284 sec): 3 clusters Score: Raw -310302.982635 + Penalty 2666.162765 = -307636.819871 nChanged 22 SP:Iteration 54Q (1513.101914 sec): 3 clusters Score: Raw -310315.777835 + Penalty 2666.162765 = -307649.615071 nChanged 22 SP:Iteration 55Q (1513.147608 sec): 3 clusters Score: Raw -310331.583065 + Penalty 2666.162765 = -307665.420301 nChanged 19 SP:Iteration 56Q (1513.195573 sec): 3 clusters Score: Raw -310341.525041 + Penalty 2666.162765 = -307675.362277 nChanged 17 SP:Iteration 57Q (1513.244860 sec): 3 clusters Score: Raw -310352.538469 + Penalty 2666.162765 = -307686.375704 nChanged 16 SP:Iteration 58Q (1513.294608 sec): 3 clusters Score: Raw -310362.110673 + Penalty 2666.162765 = -307695.947908 nChanged 19 SP:Iteration 59Q (1513.349645 sec): 3 clusters Score: Raw -310372.488894 + Penalty 2666.162765 = -307706.326129 nChanged 13 SP:Iteration 60F (1513.392127 sec): 3 clusters Score: Raw -310381.655559 + Penalty 2666.162765 = -307715.492795 nChanged 15 SP:Iteration 61Q (1513.438046 sec): 3 clusters Score: Raw -310387.341919 + Penalty 2666.162765 = -307721.179155 nChanged 3 SP:Iteration 62Q (1513.493092 sec): 3 clusters Score: Raw -310389.413227 + Penalty 2666.162765 = -307723.250462 nChanged 6 SP:Iteration 63Q (1513.536042 sec): 3 clusters Score: Raw -310391.493195 + Penalty 2666.162765 = -307725.330431 nChanged 5 SP:Iteration 64Q (1513.587045 sec): 3 clusters Score: Raw -310392.606720 + Penalty 2666.162765 = -307726.443955 nChanged 3 SP:Iteration 65Q (1513.632810 sec): 3 clusters Score: Raw -310393.564426 + Penalty 2666.162765 = -307727.401662 nChanged 2 SP:Iteration 66Q (1513.679513 sec): 3 clusters Score: Raw -310394.350358 + Penalty 2666.162765 = -307728.187593 nChanged 1 SP:Iteration 67Q (1513.739745 sec): 3 clusters Score: Raw -310394.570754 + Penalty 2666.162765 = -307728.407990 nChanged 0 SP:Iteration 68F (1513.783484 sec): 3 clusters Score: Raw -310394.570754 + Penalty 2666.162765 = -307728.407990 nChanged 0 Iteration 20F (1518.497808 sec): 22 clusters Score: Raw -31909187.237117 + Penalty 43534.922055 = -31865652.315063 nChanged 17016 Iteration 21Q (1520.795880 sec): 22 clusters Score: Raw -31928739.767865 + Penalty 43534.922055 = -31885204.845810 nChanged 9404 Iteration 22Q (1523.198765 sec): 22 clusters Score: Raw -31935296.376806 + Penalty 43534.922055 = -31891761.454751 nChanged 6492 Iteration 23Q (1525.442874 sec): 22 clusters Score: Raw -31938750.385207 + Penalty 43534.922055 = -31895215.463152 nChanged 4993 Iteration 24Q (1527.657406 sec): 22 clusters Score: Raw -31940947.482598 + Penalty 43534.922055 = -31897412.560543 nChanged 4072 Iteration 25Q (1529.932979 sec): 22 clusters Score: Raw -31942457.379403 + Penalty 43534.922055 = -31898922.457348 nChanged 3448 Iteration 26Q (1532.083923 sec): 22 clusters Score: Raw -31943560.648625 + Penalty 43534.922055 = -31900025.726570 nChanged 2889 Iteration 27Q (1534.352491 sec): 22 clusters Score: Raw -31944414.727625 + Penalty 43534.922055 = -31900879.805570 nChanged 2623 Iteration 28Q (1536.310447 sec): 22 clusters Score: Raw -31945113.576789 + Penalty 43534.922055 = -31901578.654734 nChanged 2326 Iteration 29Q (1538.582214 sec): 22 clusters Score: Raw -31945693.269907 + Penalty 43534.922055 = -31902158.347852 nChanged 2065 Iteration 30Q (1540.858222 sec): 22 clusters Score: Raw -31946170.476608 + Penalty 43534.922055 = -31902635.554553 nChanged 1851 Iteration 31Q (1543.270876 sec): 22 clusters Score: Raw -31946601.856251 + Penalty 43534.922055 = -31903066.934196 nChanged 1710 Iteration 32Q (1545.473635 sec): 22 clusters Score: Raw -31946994.007879 + Penalty 43534.922055 = -31903459.085824 nChanged 1619 Iteration 33Q (1547.478050 sec): 22 clusters Score: Raw -31947339.991127 + Penalty 43534.922055 = -31903805.069072 nChanged 1431 Iteration 34Q (1549.617357 sec): 22 clusters Score: Raw -31947628.496531 + Penalty 43534.922055 = -31904093.574477 nChanged 1376 Iteration 35Q (1551.825062 sec): 22 clusters Score: Raw -31947895.939188 + Penalty 43534.922055 = -31904361.017133 nChanged 1329 Iteration 36Q (1553.858964 sec): 22 clusters Score: Raw -31948164.943161 + Penalty 43534.922055 = -31904630.021107 nChanged 1292 Iteration 37Q (1555.910372 sec): 22 clusters Score: Raw -31948409.483002 + Penalty 43534.922055 = -31904874.560947 nChanged 1203 Deleting Class 2 (771 points): Lose 2048.654742 but Gain 2073.091526 Iteration 38Q (1558.111103 sec): 21 clusters Score: Raw -31946590.500234 + Penalty 41461.830528 = -31905128.669705 nChanged 1907 Iteration 39Q (1560.230259 sec): 21 clusters Score: Raw -31948117.075979 + Penalty 41461.830528 = -31906655.245450 nChanged 1370 Iteration 40F (1564.783968 sec): 21 clusters Score: Raw -31949270.654514 + Penalty 41461.830528 = -31907808.823986 nChanged 1529 Iteration 41Q (1567.036457 sec): 21 clusters Score: Raw -31950535.906418 + Penalty 41461.830528 = -31909074.075889 nChanged 1510 Iteration 42Q (1569.306761 sec): 21 clusters Score: Raw -31950997.007951 + Penalty 41461.830528 = -31909535.177422 nChanged 1536 Iteration 43Q (1571.405347 sec): 21 clusters Score: Raw -31951399.029680 + Penalty 41461.830528 = -31909937.199152 nChanged 1544 Iteration 44Q (1573.662969 sec): 21 clusters Score: Raw -31951815.145094 + Penalty 41461.830528 = -31910353.314566 nChanged 1558 Iteration 45Q (1575.882343 sec): 21 clusters Score: Raw -31952276.354479 + Penalty 41461.830528 = -31910814.523951 nChanged 1670 Iteration 46Q (1578.103245 sec): 21 clusters Score: Raw -31952914.325109 + Penalty 41461.830528 = -31911452.494581 nChanged 1734 Iteration 47Q (1580.372670 sec): 21 clusters Score: Raw -31953868.921919 + Penalty 41461.830528 = -31912407.091391 nChanged 1864 Iteration 48Q (1582.432037 sec): 21 clusters Score: Raw -31955466.993080 + Penalty 41461.830528 = -31914005.162551 nChanged 1989 Iteration 49Q (1584.738308 sec): 21 clusters Score: Raw -31957727.861077 + Penalty 41461.830528 = -31916266.030549 nChanged 2168 Iteration 50Q (1586.986397 sec): 21 clusters Score: Raw -31959429.573040 + Penalty 41461.830528 = -31917967.742511 nChanged 2128 Iteration 51Q (1589.196581 sec): 21 clusters Score: Raw -31960821.081979 + Penalty 41461.830528 = -31919359.251450 nChanged 2140 Iteration 52Q (1591.389253 sec): 21 clusters Score: Raw -31962374.152875 + Penalty 41461.830528 = -31920912.322347 nChanged 2091 Iteration 53Q (1593.498208 sec): 21 clusters Score: Raw -31963316.737782 + Penalty 41461.830528 = -31921854.907254 nChanged 1929 Iteration 54Q (1595.629946 sec): 21 clusters Score: Raw -31963987.183445 + Penalty 41461.830528 = -31922525.352917 nChanged 1660 Iteration 55Q (1597.727966 sec): 21 clusters Score: Raw -31964528.489983 + Penalty 41461.830528 = -31923066.659455 nChanged 1492 Iteration 56Q (1599.999764 sec): 21 clusters Score: Raw -31965027.469901 + Penalty 41461.830528 = -31923565.639373 nChanged 1352 Iteration 57Q (1602.245150 sec): 21 clusters Score: Raw -31965471.676522 + Penalty 41461.830528 = -31924009.845993 nChanged 1241 Iteration 58Q (1604.535414 sec): 21 clusters Score: Raw -31965826.764233 + Penalty 41461.830528 = -31924364.933705 nChanged 1102 Writing temp clu file Because OldScore, -31924009.845993, is greater than current (better) Score,-31924364.933705 Compute initial score before splitting: Score: Raw -31965826.764233 + Penalty 41461.830528 = -31924364.933705 Trying to split cluster 1 (2247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1604.680501 sec): 2 clusters Score: Raw -185079.197978 + Penalty 1254.069582 = -183825.128396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1604.730312 sec): 3 clusters Score: Raw -184120.580318 + Penalty 2508.139163 = -181612.441155 nChanged 843 SP:Iteration 1F (1604.779583 sec): 3 clusters Score: Raw -184669.977844 + Penalty 2508.139163 = -182161.838680 nChanged 182 SP:Iteration 2F (1604.829873 sec): 3 clusters Score: Raw -184815.299291 + Penalty 2508.139163 = -182307.160128 nChanged 120 SP:Iteration 3F (1604.879135 sec): 3 clusters Score: Raw -184908.378262 + Penalty 2508.139163 = -182400.239098 nChanged 92 SP:Iteration 4Q (1604.928604 sec): 3 clusters Score: Raw -184971.997607 + Penalty 2508.139163 = -182463.858443 nChanged 79 SP:Iteration 5Q (1604.974059 sec): 3 clusters Score: Raw -185021.421594 + Penalty 2508.139163 = -182513.282431 nChanged 53 SP:Iteration 6Q (1605.027089 sec): 3 clusters Score: Raw -185056.070764 + Penalty 2508.139163 = -182547.931601 nChanged 58 SP:Iteration 7Q (1605.073692 sec): 3 clusters Score: Raw -185088.956074 + Penalty 2508.139163 = -182580.816910 nChanged 49 SP:Iteration 8Q (1605.116697 sec): 3 clusters Score: Raw -185119.492351 + Penalty 2508.139163 = -182611.353187 nChanged 38 SP:Iteration 9Q (1605.157169 sec): 3 clusters Score: Raw -185153.201340 + Penalty 2508.139163 = -182645.062176 nChanged 47 SP:Iteration 10Q (1605.204883 sec): 3 clusters Score: Raw -185189.852110 + Penalty 2508.139163 = -182681.712946 nChanged 44 SP:Iteration 11Q (1605.261277 sec): 3 clusters Score: Raw -185218.470183 + Penalty 2508.139163 = -182710.331020 nChanged 34 SP:Iteration 12Q (1605.308412 sec): 3 clusters Score: Raw -185236.757374 + Penalty 2508.139163 = -182728.618211 nChanged 30 SP:Iteration 13Q (1605.349088 sec): 3 clusters Score: Raw -185259.114923 + Penalty 2508.139163 = -182750.975760 nChanged 39 SP:Iteration 14Q (1605.406365 sec): 3 clusters Score: Raw -185276.080764 + Penalty 2508.139163 = -182767.941601 nChanged 27 SP:Iteration 15Q (1605.456112 sec): 3 clusters Score: Raw -185294.630753 + Penalty 2508.139163 = -182786.491589 nChanged 20 SP:Iteration 16Q (1605.495594 sec): 3 clusters Score: Raw -185307.457904 + Penalty 2508.139163 = -182799.318740 nChanged 22 SP:Iteration 17Q (1605.551929 sec): 3 clusters Score: Raw -185321.221061 + Penalty 2508.139163 = -182813.081897 nChanged 24 SP:Iteration 18Q (1605.591292 sec): 3 clusters Score: Raw -185331.121200 + Penalty 2508.139163 = -182822.982036 nChanged 22 SP:Iteration 19Q (1605.642335 sec): 3 clusters Score: Raw -185339.505915 + Penalty 2508.139163 = -182831.366751 nChanged 8 SP:Iteration 20F (1605.693273 sec): 3 clusters Score: Raw -185344.272513 + Penalty 2508.139163 = -182836.133350 nChanged 9 SP:Iteration 21Q (1605.744542 sec): 3 clusters Score: Raw -185349.930849 + Penalty 2508.139163 = -182841.791685 nChanged 16 SP:Iteration 22Q (1605.794210 sec): 3 clusters Score: Raw -185356.435057 + Penalty 2508.139163 = -182848.295894 nChanged 13 SP:Iteration 23Q (1605.852460 sec): 3 clusters Score: Raw -185361.441309 + Penalty 2508.139163 = -182853.302146 nChanged 13 SP:Iteration 24Q (1605.896494 sec): 3 clusters Score: Raw -185369.333104 + Penalty 2508.139163 = -182861.193941 nChanged 20 SP:Iteration 25Q (1605.943738 sec): 3 clusters Score: Raw -185377.802510 + Penalty 2508.139163 = -182869.663347 nChanged 15 SP:Iteration 26Q (1605.983199 sec): 3 clusters Score: Raw -185386.825887 + Penalty 2508.139163 = -182878.686723 nChanged 19 SP:Iteration 27Q (1606.029519 sec): 3 clusters Score: Raw -185396.469962 + Penalty 2508.139163 = -182888.330799 nChanged 16 SP:Iteration 28Q (1606.076677 sec): 3 clusters Score: Raw -185407.865668 + Penalty 2508.139163 = -182899.726504 nChanged 21 SP:Iteration 29Q (1606.133861 sec): 3 clusters Score: Raw -185420.064033 + Penalty 2508.139163 = -182911.924870 nChanged 19 SP:Iteration 30Q (1606.174070 sec): 3 clusters Score: Raw -185431.318886 + Penalty 2508.139163 = -182923.179723 nChanged 17 SP:Iteration 31Q (1606.212512 sec): 3 clusters Score: Raw -185439.217579 + Penalty 2508.139163 = -182931.078415 nChanged 13 SP:Iteration 32Q (1606.260399 sec): 3 clusters Score: Raw -185445.967082 + Penalty 2508.139163 = -182937.827919 nChanged 14 SP:Iteration 33Q (1606.305748 sec): 3 clusters Score: Raw -185452.316858 + Penalty 2508.139163 = -182944.177695 nChanged 8 SP:Iteration 34Q (1606.368873 sec): 3 clusters Score: Raw -185457.109974 + Penalty 2508.139163 = -182948.970810 nChanged 7 SP:Iteration 35Q (1606.412513 sec): 3 clusters Score: Raw -185460.867676 + Penalty 2508.139163 = -182952.728513 nChanged 5 SP:Iteration 36Q (1606.457531 sec): 3 clusters Score: Raw -185462.841582 + Penalty 2508.139163 = -182954.702418 nChanged 3 SP:Iteration 37Q (1606.515122 sec): 3 clusters Score: Raw -185464.516846 + Penalty 2508.139163 = -182956.377683 nChanged 7 SP:Iteration 38Q (1606.553615 sec): 3 clusters Score: Raw -185468.707385 + Penalty 2508.139163 = -182960.568221 nChanged 7 SP:Iteration 39Q (1606.605041 sec): 3 clusters Score: Raw -185474.193714 + Penalty 2508.139163 = -182966.054551 nChanged 4 SP:Iteration 40F (1606.667956 sec): 3 clusters Score: Raw -185476.747381 + Penalty 2508.139163 = -182968.608218 nChanged 5 SP:Iteration 41Q (1606.712387 sec): 3 clusters Score: Raw -185479.226300 + Penalty 2508.139163 = -182971.087136 nChanged 4 SP:Iteration 42Q (1606.767420 sec): 3 clusters Score: Raw -185480.446482 + Penalty 2508.139163 = -182972.307319 nChanged 4 SP:Iteration 43Q (1606.815007 sec): 3 clusters Score: Raw -185481.073384 + Penalty 2508.139163 = -182972.934221 nChanged 4 SP:Iteration 44Q (1606.862041 sec): 3 clusters Score: Raw -185481.802236 + Penalty 2508.139163 = -182973.663073 nChanged 3 SP:Iteration 45Q (1606.909693 sec): 3 clusters Score: Raw -185482.585521 + Penalty 2508.139163 = -182974.446358 nChanged 3 SP:Iteration 46Q (1606.955342 sec): 3 clusters Score: Raw -185483.896997 + Penalty 2508.139163 = -182975.757834 nChanged 3 SP:Iteration 47Q (1606.991090 sec): 3 clusters Score: Raw -185485.100570 + Penalty 2508.139163 = -182976.961406 nChanged 4 SP:Iteration 48Q (1607.048537 sec): 3 clusters Score: Raw -185486.522828 + Penalty 2508.139163 = -182978.383664 nChanged 2 SP:Iteration 49Q (1607.087738 sec): 3 clusters Score: Raw -185486.976414 + Penalty 2508.139163 = -182978.837251 nChanged 1 SP:Iteration 50Q (1607.143330 sec): 3 clusters Score: Raw -185487.322028 + Penalty 2508.139163 = -182979.182865 nChanged 3 SP:Iteration 51Q (1607.191455 sec): 3 clusters Score: Raw -185489.109866 + Penalty 2508.139163 = -182980.970702 nChanged 5 SP:Iteration 52Q (1607.239805 sec): 3 clusters Score: Raw -185491.628779 + Penalty 2508.139163 = -182983.489616 nChanged 4 SP:Iteration 53Q (1607.282887 sec): 3 clusters Score: Raw -185492.698866 + Penalty 2508.139163 = -182984.559702 nChanged 1 SP:Iteration 54Q (1607.338025 sec): 3 clusters Score: Raw -185492.927275 + Penalty 2508.139163 = -182984.788112 nChanged 3 SP:Iteration 55Q (1607.380653 sec): 3 clusters Score: Raw -185493.503558 + Penalty 2508.139163 = -182985.364395 nChanged 2 SP:Iteration 56Q (1607.440803 sec): 3 clusters Score: Raw -185493.925476 + Penalty 2508.139163 = -182985.786313 nChanged 0 SP:Iteration 57F (1607.484996 sec): 3 clusters Score: Raw -185493.925476 + Penalty 2508.139163 = -182985.786313 nChanged 0 Trying to split cluster 3 (3370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1607.516564 sec): 2 clusters Score: Raw -298231.233599 + Penalty 1319.933554 = -296911.300045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1607.563545 sec): 3 clusters Score: Raw -296602.279390 + Penalty 2639.867108 = -293962.412282 nChanged 1294 SP:Iteration 1F (1607.617062 sec): 3 clusters Score: Raw -297339.634538 + Penalty 2639.867108 = -294699.767430 nChanged 228 SP:Iteration 2F (1607.671893 sec): 3 clusters Score: Raw -297471.368411 + Penalty 2639.867108 = -294831.501304 nChanged 157 SP:Iteration 3Q (1607.711269 sec): 3 clusters Score: Raw -297565.639973 + Penalty 2639.867108 = -294925.772866 nChanged 125 SP:Iteration 4Q (1607.765494 sec): 3 clusters Score: Raw -297635.999229 + Penalty 2639.867108 = -294996.132121 nChanged 112 SP:Iteration 5Q (1607.818415 sec): 3 clusters Score: Raw -297692.429989 + Penalty 2639.867108 = -295052.562882 nChanged 87 SP:Iteration 6Q (1607.862995 sec): 3 clusters Score: Raw -297737.397079 + Penalty 2639.867108 = -295097.529971 nChanged 86 SP:Iteration 7Q (1607.922631 sec): 3 clusters Score: Raw -297783.594802 + Penalty 2639.867108 = -295143.727694 nChanged 70 SP:Iteration 8Q (1607.974020 sec): 3 clusters Score: Raw -297827.103144 + Penalty 2639.867108 = -295187.236036 nChanged 69 SP:Iteration 9Q (1608.023671 sec): 3 clusters Score: Raw -297864.544411 + Penalty 2639.867108 = -295224.677303 nChanged 70 SP:Iteration 10Q (1608.075232 sec): 3 clusters Score: Raw -297912.558181 + Penalty 2639.867108 = -295272.691073 nChanged 80 SP:Iteration 11Q (1608.128730 sec): 3 clusters Score: Raw -297954.182139 + Penalty 2639.867108 = -295314.315031 nChanged 65 SP:Iteration 12Q (1608.171223 sec): 3 clusters Score: Raw -297988.299825 + Penalty 2639.867108 = -295348.432718 nChanged 63 SP:Iteration 13Q (1608.222982 sec): 3 clusters Score: Raw -298019.300739 + Penalty 2639.867108 = -295379.433632 nChanged 62 SP:Iteration 14Q (1608.281653 sec): 3 clusters Score: Raw -298051.306664 + Penalty 2639.867108 = -295411.439556 nChanged 59 SP:Iteration 15Q (1608.332564 sec): 3 clusters Score: Raw -298090.144771 + Penalty 2639.867108 = -295450.277663 nChanged 65 SP:Iteration 16Q (1608.378345 sec): 3 clusters Score: Raw -298139.118421 + Penalty 2639.867108 = -295499.251313 nChanged 75 SP:Iteration 17Q (1608.423146 sec): 3 clusters Score: Raw -298194.754056 + Penalty 2639.867108 = -295554.886949 nChanged 70 SP:Iteration 18Q (1608.482460 sec): 3 clusters Score: Raw -298250.579442 + Penalty 2639.867108 = -295610.712335 nChanged 59 SP:Iteration 19Q (1608.522382 sec): 3 clusters Score: Raw -298297.340218 + Penalty 2639.867108 = -295657.473110 nChanged 53 SP:Iteration 20F (1608.582427 sec): 3 clusters Score: Raw -298330.700761 + Penalty 2639.867108 = -295690.833653 nChanged 41 SP:Iteration 21Q (1608.623772 sec): 3 clusters Score: Raw -298367.159353 + Penalty 2639.867108 = -295727.292245 nChanged 40 SP:Iteration 22Q (1608.673495 sec): 3 clusters Score: Raw -298392.392334 + Penalty 2639.867108 = -295752.525226 nChanged 27 SP:Iteration 23Q (1608.733250 sec): 3 clusters Score: Raw -298406.694480 + Penalty 2639.867108 = -295766.827373 nChanged 24 SP:Iteration 24Q (1608.777075 sec): 3 clusters Score: Raw -298426.251416 + Penalty 2639.867108 = -295786.384309 nChanged 27 SP:Iteration 25Q (1608.831120 sec): 3 clusters Score: Raw -298443.325194 + Penalty 2639.867108 = -295803.458086 nChanged 19 SP:Iteration 26Q (1608.893156 sec): 3 clusters Score: Raw -298455.008892 + Penalty 2639.867108 = -295815.141784 nChanged 23 SP:Iteration 27Q (1608.940801 sec): 3 clusters Score: Raw -298467.019849 + Penalty 2639.867108 = -295827.152741 nChanged 11 SP:Iteration 28Q (1608.992990 sec): 3 clusters Score: Raw -298474.158351 + Penalty 2639.867108 = -295834.291244 nChanged 16 SP:Iteration 29Q (1609.045331 sec): 3 clusters Score: Raw -298483.592135 + Penalty 2639.867108 = -295843.725027 nChanged 7 SP:Iteration 30Q (1609.094324 sec): 3 clusters Score: Raw -298490.757996 + Penalty 2639.867108 = -295850.890888 nChanged 7 SP:Iteration 31Q (1609.133900 sec): 3 clusters Score: Raw -298494.819429 + Penalty 2639.867108 = -295854.952322 nChanged 9 SP:Iteration 32Q (1609.194421 sec): 3 clusters Score: Raw -298500.218791 + Penalty 2639.867108 = -295860.351684 nChanged 7 SP:Iteration 33Q (1609.236252 sec): 3 clusters Score: Raw -298504.783814 + Penalty 2639.867108 = -295864.916707 nChanged 7 SP:Iteration 34Q (1609.288656 sec): 3 clusters Score: Raw -298510.419358 + Penalty 2639.867108 = -295870.552250 nChanged 7 SP:Iteration 35Q (1609.340915 sec): 3 clusters Score: Raw -298517.783178 + Penalty 2639.867108 = -295877.916071 nChanged 8 SP:Iteration 36Q (1609.393161 sec): 3 clusters Score: Raw -298521.470413 + Penalty 2639.867108 = -295881.603305 nChanged 6 SP:Iteration 37Q (1609.439640 sec): 3 clusters Score: Raw -298526.217990 + Penalty 2639.867108 = -295886.350882 nChanged 6 SP:Iteration 38Q (1609.497933 sec): 3 clusters Score: Raw -298528.810367 + Penalty 2639.867108 = -295888.943259 nChanged 3 SP:Iteration 39Q (1609.542227 sec): 3 clusters Score: Raw -298530.129250 + Penalty 2639.867108 = -295890.262142 nChanged 2 SP:Iteration 40F (1609.604982 sec): 3 clusters Score: Raw -298531.635522 + Penalty 2639.867108 = -295891.768414 nChanged 1 SP:Iteration 41Q (1609.654925 sec): 3 clusters Score: Raw -298532.082539 + Penalty 2639.867108 = -295892.215431 nChanged 1 SP:Iteration 42Q (1609.708819 sec): 3 clusters Score: Raw -298532.439525 + Penalty 2639.867108 = -295892.572417 nChanged 0 SP:Iteration 43F (1609.757630 sec): 3 clusters Score: Raw -298532.439525 + Penalty 2639.867108 = -295892.572417 nChanged 0 Trying to split cluster 4 (3502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1609.789752 sec): 2 clusters Score: Raw -330295.096272 + Penalty 1326.177046 = -328968.919226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1609.828465 sec): 3 clusters Score: Raw -328571.759358 + Penalty 2652.354092 = -325919.405266 nChanged 1380 SP:Iteration 1F (1609.879358 sec): 3 clusters Score: Raw -329392.184637 + Penalty 2652.354092 = -326739.830546 nChanged 296 SP:Iteration 2F (1609.933480 sec): 3 clusters Score: Raw -329647.481935 + Penalty 2652.354092 = -326995.127844 nChanged 233 SP:Iteration 3F (1609.984134 sec): 3 clusters Score: Raw -329891.700122 + Penalty 2652.354092 = -327239.346031 nChanged 233 SP:Iteration 4F (1610.042998 sec): 3 clusters Score: Raw -330144.904808 + Penalty 2652.354092 = -327492.550716 nChanged 212 SP:Iteration 5F (1610.090570 sec): 3 clusters Score: Raw -330354.826120 + Penalty 2652.354092 = -327702.472028 nChanged 180 SP:Iteration 6F (1610.138774 sec): 3 clusters Score: Raw -330502.055138 + Penalty 2652.354092 = -327849.701047 nChanged 188 SP:Iteration 7F (1610.194950 sec): 3 clusters Score: Raw -330665.621615 + Penalty 2652.354092 = -328013.267523 nChanged 144 SP:Iteration 8Q (1610.247451 sec): 3 clusters Score: Raw -330790.354252 + Penalty 2652.354092 = -328138.000161 nChanged 126 SP:Iteration 9Q (1610.287876 sec): 3 clusters Score: Raw -330907.222535 + Penalty 2652.354092 = -328254.868443 nChanged 108 SP:Iteration 10Q (1610.348435 sec): 3 clusters Score: Raw -330999.001187 + Penalty 2652.354092 = -328346.647095 nChanged 81 SP:Iteration 11Q (1610.399778 sec): 3 clusters Score: Raw -331082.010630 + Penalty 2652.354092 = -328429.656539 nChanged 63 SP:Iteration 12Q (1610.445352 sec): 3 clusters Score: Raw -331153.718118 + Penalty 2652.354092 = -328501.364026 nChanged 60 SP:Iteration 13Q (1610.504756 sec): 3 clusters Score: Raw -331233.506001 + Penalty 2652.354092 = -328581.151909 nChanged 56 SP:Iteration 14Q (1610.544344 sec): 3 clusters Score: Raw -331309.198333 + Penalty 2652.354092 = -328656.844242 nChanged 37 SP:Iteration 15Q (1610.601382 sec): 3 clusters Score: Raw -331370.573843 + Penalty 2652.354092 = -328718.219751 nChanged 33 SP:Iteration 16Q (1610.651653 sec): 3 clusters Score: Raw -331429.553612 + Penalty 2652.354092 = -328777.199520 nChanged 28 SP:Iteration 17Q (1610.711695 sec): 3 clusters Score: Raw -331471.769450 + Penalty 2652.354092 = -328819.415358 nChanged 23 SP:Iteration 18Q (1610.750628 sec): 3 clusters Score: Raw -331500.472377 + Penalty 2652.354092 = -328848.118286 nChanged 20 SP:Iteration 19Q (1610.801084 sec): 3 clusters Score: Raw -331515.226542 + Penalty 2652.354092 = -328862.872451 nChanged 7 SP:Iteration 20F (1610.856720 sec): 3 clusters Score: Raw -331518.793326 + Penalty 2652.354092 = -328866.439234 nChanged 3 SP:Iteration 21Q (1610.912359 sec): 3 clusters Score: Raw -331521.597241 + Penalty 2652.354092 = -328869.243150 nChanged 1 SP:Iteration 22Q (1610.960881 sec): 3 clusters Score: Raw -331522.529885 + Penalty 2652.354092 = -328870.175793 nChanged 1 SP:Iteration 23Q (1611.007795 sec): 3 clusters Score: Raw -331523.029339 + Penalty 2652.354092 = -328870.675247 nChanged 1 SP:Iteration 24Q (1611.052171 sec): 3 clusters Score: Raw -331523.655267 + Penalty 2652.354092 = -328871.301176 nChanged 3 SP:Iteration 25Q (1611.111045 sec): 3 clusters Score: Raw -331524.970303 + Penalty 2652.354092 = -328872.616212 nChanged 2 SP:Iteration 26Q (1611.161018 sec): 3 clusters Score: Raw -331526.223809 + Penalty 2652.354092 = -328873.869717 nChanged 1 SP:Iteration 27Q (1611.201841 sec): 3 clusters Score: Raw -331526.647320 + Penalty 2652.354092 = -328874.293228 nChanged 1 SP:Iteration 28Q (1611.262754 sec): 3 clusters Score: Raw -331526.977208 + Penalty 2652.354092 = -328874.623117 nChanged 1 SP:Iteration 29Q (1611.302642 sec): 3 clusters Score: Raw -331527.160364 + Penalty 2652.354092 = -328874.806272 nChanged 0 SP:Iteration 30F (1611.352498 sec): 3 clusters Score: Raw -331527.160364 + Penalty 2652.354092 = -328874.806272 nChanged 0 Trying to split cluster 5 (10415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1611.390467 sec): 2 clusters Score: Raw -965952.499516 + Penalty 1503.287882 = -964449.211634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1611.453982 sec): 3 clusters Score: Raw -960014.628544 + Penalty 3006.575765 = -957008.052779 nChanged 4548 SP:Iteration 1F (1611.523348 sec): 3 clusters Score: Raw -962425.035251 + Penalty 3006.575765 = -959418.459486 nChanged 636 SP:Iteration 2F (1611.582590 sec): 3 clusters Score: Raw -962747.892603 + Penalty 3006.575765 = -959741.316839 nChanged 613 SP:Iteration 3F (1611.648107 sec): 3 clusters Score: Raw -963051.881204 + Penalty 3006.575765 = -960045.305439 nChanged 566 SP:Iteration 4F (1611.706987 sec): 3 clusters Score: Raw -963383.409680 + Penalty 3006.575765 = -960376.833915 nChanged 571 SP:Iteration 5F (1611.775148 sec): 3 clusters Score: Raw -963740.331729 + Penalty 3006.575765 = -960733.755964 nChanged 567 SP:Iteration 6F (1611.842301 sec): 3 clusters Score: Raw -964084.841747 + Penalty 3006.575765 = -961078.265982 nChanged 498 SP:Iteration 7Q (1611.901522 sec): 3 clusters Score: Raw -964379.521467 + Penalty 3006.575765 = -961372.945702 nChanged 472 SP:Iteration 8Q (1611.962373 sec): 3 clusters Score: Raw -964686.899298 + Penalty 3006.575765 = -961680.323533 nChanged 454 SP:Iteration 9Q (1612.034117 sec): 3 clusters Score: Raw -965015.619466 + Penalty 3006.575765 = -962009.043701 nChanged 448 SP:Iteration 10Q (1612.094006 sec): 3 clusters Score: Raw -965373.837373 + Penalty 3006.575765 = -962367.261608 nChanged 404 SP:Iteration 11Q (1612.163763 sec): 3 clusters Score: Raw -965723.760643 + Penalty 3006.575765 = -962717.184878 nChanged 381 SP:Iteration 12Q (1612.216309 sec): 3 clusters Score: Raw -966051.280169 + Penalty 3006.575765 = -963044.704404 nChanged 328 SP:Iteration 13Q (1612.290450 sec): 3 clusters Score: Raw -966292.438122 + Penalty 3006.575765 = -963285.862357 nChanged 278 SP:Iteration 14Q (1612.345714 sec): 3 clusters Score: Raw -966457.029213 + Penalty 3006.575765 = -963450.453448 nChanged 197 SP:Iteration 15Q (1612.419183 sec): 3 clusters Score: Raw -966549.957457 + Penalty 3006.575765 = -963543.381692 nChanged 161 SP:Iteration 16Q (1612.488267 sec): 3 clusters Score: Raw -966614.081144 + Penalty 3006.575765 = -963607.505379 nChanged 126 SP:Iteration 17Q (1612.553963 sec): 3 clusters Score: Raw -966658.498735 + Penalty 3006.575765 = -963651.922970 nChanged 91 SP:Iteration 18Q (1612.613377 sec): 3 clusters Score: Raw -966688.296824 + Penalty 3006.575765 = -963681.721059 nChanged 88 SP:Iteration 19Q (1612.681956 sec): 3 clusters Score: Raw -966715.062191 + Penalty 3006.575765 = -963708.486426 nChanged 83 SP:Iteration 20F (1612.742834 sec): 3 clusters Score: Raw -966739.718149 + Penalty 3006.575765 = -963733.142384 nChanged 57 SP:Iteration 21Q (1612.804959 sec): 3 clusters Score: Raw -966756.773983 + Penalty 3006.575765 = -963750.198218 nChanged 52 SP:Iteration 22Q (1612.861625 sec): 3 clusters Score: Raw -966771.393589 + Penalty 3006.575765 = -963764.817824 nChanged 50 SP:Iteration 23Q (1612.925916 sec): 3 clusters Score: Raw -966785.424991 + Penalty 3006.575765 = -963778.849226 nChanged 39 SP:Iteration 24Q (1612.990315 sec): 3 clusters Score: Raw -966796.503022 + Penalty 3006.575765 = -963789.927258 nChanged 34 SP:Iteration 25Q (1613.053306 sec): 3 clusters Score: Raw -966805.133832 + Penalty 3006.575765 = -963798.558067 nChanged 34 SP:Iteration 26Q (1613.115303 sec): 3 clusters Score: Raw -966814.604741 + Penalty 3006.575765 = -963808.028976 nChanged 35 SP:Iteration 27Q (1613.176150 sec): 3 clusters Score: Raw -966827.206232 + Penalty 3006.575765 = -963820.630467 nChanged 39 SP:Iteration 28Q (1613.244395 sec): 3 clusters Score: Raw -966840.580861 + Penalty 3006.575765 = -963834.005097 nChanged 36 SP:Iteration 29Q (1613.304447 sec): 3 clusters Score: Raw -966849.906445 + Penalty 3006.575765 = -963843.330680 nChanged 28 SP:Iteration 30Q (1613.366621 sec): 3 clusters Score: Raw -966856.130188 + Penalty 3006.575765 = -963849.554423 nChanged 23 SP:Iteration 31Q (1613.427705 sec): 3 clusters Score: Raw -966861.122656 + Penalty 3006.575765 = -963854.546891 nChanged 18 SP:Iteration 32Q (1613.488901 sec): 3 clusters Score: Raw -966865.560913 + Penalty 3006.575765 = -963858.985148 nChanged 16 SP:Iteration 33Q (1613.557541 sec): 3 clusters Score: Raw -966870.592301 + Penalty 3006.575765 = -963864.016536 nChanged 20 SP:Iteration 34Q (1613.620285 sec): 3 clusters Score: Raw -966876.083356 + Penalty 3006.575765 = -963869.507591 nChanged 23 SP:Iteration 35Q (1613.688532 sec): 3 clusters Score: Raw -966882.725721 + Penalty 3006.575765 = -963876.149956 nChanged 17 SP:Iteration 36Q (1613.750280 sec): 3 clusters Score: Raw -966887.677296 + Penalty 3006.575765 = -963881.101531 nChanged 12 SP:Iteration 37Q (1613.816347 sec): 3 clusters Score: Raw -966891.606784 + Penalty 3006.575765 = -963885.031019 nChanged 10 SP:Iteration 38Q (1613.879427 sec): 3 clusters Score: Raw -966894.242984 + Penalty 3006.575765 = -963887.667219 nChanged 11 SP:Iteration 39Q (1613.935500 sec): 3 clusters Score: Raw -966897.494776 + Penalty 3006.575765 = -963890.919011 nChanged 11 SP:Iteration 40F (1614.007063 sec): 3 clusters Score: Raw -966901.104956 + Penalty 3006.575765 = -963894.529191 nChanged 19 SP:Iteration 41Q (1614.073953 sec): 3 clusters Score: Raw -966908.310975 + Penalty 3006.575765 = -963901.735210 nChanged 21 SP:Iteration 42Q (1614.130028 sec): 3 clusters Score: Raw -966915.108061 + Penalty 3006.575765 = -963908.532296 nChanged 25 SP:Iteration 43Q (1614.200891 sec): 3 clusters Score: Raw -966925.322145 + Penalty 3006.575765 = -963918.746380 nChanged 23 SP:Iteration 44Q (1614.258066 sec): 3 clusters Score: Raw -966933.268523 + Penalty 3006.575765 = -963926.692758 nChanged 20 SP:Iteration 45Q (1614.333145 sec): 3 clusters Score: Raw -966939.396344 + Penalty 3006.575765 = -963932.820579 nChanged 21 SP:Iteration 46Q (1614.400628 sec): 3 clusters Score: Raw -966945.693655 + Penalty 3006.575765 = -963939.117890 nChanged 22 SP:Iteration 47Q (1614.463613 sec): 3 clusters Score: Raw -966954.806473 + Penalty 3006.575765 = -963948.230708 nChanged 24 SP:Iteration 48Q (1614.531362 sec): 3 clusters Score: Raw -966966.614564 + Penalty 3006.575765 = -963960.038799 nChanged 19 SP:Iteration 49Q (1614.593133 sec): 3 clusters Score: Raw -966975.247242 + Penalty 3006.575765 = -963968.671477 nChanged 17 SP:Iteration 50Q (1614.655539 sec): 3 clusters Score: Raw -966983.085528 + Penalty 3006.575765 = -963976.509763 nChanged 17 SP:Iteration 51Q (1614.721559 sec): 3 clusters Score: Raw -966991.085393 + Penalty 3006.575765 = -963984.509628 nChanged 11 SP:Iteration 52Q (1614.769250 sec): 3 clusters Score: Raw -966995.632354 + Penalty 3006.575765 = -963989.056589 nChanged 14 SP:Iteration 53Q (1614.837508 sec): 3 clusters Score: Raw -967002.286898 + Penalty 3006.575765 = -963995.711133 nChanged 13 SP:Iteration 54Q (1614.893560 sec): 3 clusters Score: Raw -967005.927648 + Penalty 3006.575765 = -963999.351883 nChanged 10 SP:Iteration 55Q (1614.945135 sec): 3 clusters Score: Raw -967009.155327 + Penalty 3006.575765 = -964002.579562 nChanged 12 SP:Iteration 56Q (1615.020775 sec): 3 clusters Score: Raw -967014.701180 + Penalty 3006.575765 = -964008.125415 nChanged 12 SP:Iteration 57Q (1615.083836 sec): 3 clusters Score: Raw -967018.253019 + Penalty 3006.575765 = -964011.677254 nChanged 6 SP:Iteration 58Q (1615.138187 sec): 3 clusters Score: Raw -967020.554082 + Penalty 3006.575765 = -964013.978317 nChanged 10 SP:Iteration 59Q (1615.199770 sec): 3 clusters Score: Raw -967024.396540 + Penalty 3006.575765 = -964017.820775 nChanged 9 SP:Iteration 60F (1615.264320 sec): 3 clusters Score: Raw -967028.035148 + Penalty 3006.575765 = -964021.459383 nChanged 9 SP:Iteration 61Q (1615.330466 sec): 3 clusters Score: Raw -967032.195780 + Penalty 3006.575765 = -964025.620015 nChanged 11 SP:Iteration 62Q (1615.393402 sec): 3 clusters Score: Raw -967036.295746 + Penalty 3006.575765 = -964029.719982 nChanged 8 SP:Iteration 63Q (1615.458820 sec): 3 clusters Score: Raw -967038.580557 + Penalty 3006.575765 = -964032.004793 nChanged 9 SP:Iteration 64Q (1615.521075 sec): 3 clusters Score: Raw -967042.681058 + Penalty 3006.575765 = -964036.105293 nChanged 9 SP:Iteration 65Q (1615.573343 sec): 3 clusters Score: Raw -967046.749059 + Penalty 3006.575765 = -964040.173294 nChanged 8 SP:Iteration 66Q (1615.627761 sec): 3 clusters Score: Raw -967049.324038 + Penalty 3006.575765 = -964042.748273 nChanged 8 SP:Iteration 67Q (1615.686214 sec): 3 clusters Score: Raw -967051.065042 + Penalty 3006.575765 = -964044.489277 nChanged 7 SP:Iteration 68Q (1615.757430 sec): 3 clusters Score: Raw -967053.293026 + Penalty 3006.575765 = -964046.717261 nChanged 6 SP:Iteration 69Q (1615.815080 sec): 3 clusters Score: Raw -967054.286769 + Penalty 3006.575765 = -964047.711004 nChanged 3 SP:Iteration 70Q (1615.880206 sec): 3 clusters Score: Raw -967055.606123 + Penalty 3006.575765 = -964049.030358 nChanged 1 SP:Iteration 71Q (1615.936553 sec): 3 clusters Score: Raw -967055.737597 + Penalty 3006.575765 = -964049.161833 nChanged 2 SP:Iteration 72Q (1616.007806 sec): 3 clusters Score: Raw -967056.630696 + Penalty 3006.575765 = -964050.054931 nChanged 4 SP:Iteration 73Q (1616.063765 sec): 3 clusters Score: Raw -967057.298462 + Penalty 3006.575765 = -964050.722697 nChanged 1 SP:Iteration 74Q (1616.122685 sec): 3 clusters Score: Raw -967057.470204 + Penalty 3006.575765 = -964050.894439 nChanged 3 SP:Iteration 75Q (1616.181768 sec): 3 clusters Score: Raw -967058.774370 + Penalty 3006.575765 = -964052.198605 nChanged 6 SP:Iteration 76Q (1616.240952 sec): 3 clusters Score: Raw -967060.199637 + Penalty 3006.575765 = -964053.623872 nChanged 2 SP:Iteration 77Q (1616.314361 sec): 3 clusters Score: Raw -967060.980689 + Penalty 3006.575765 = -964054.404924 nChanged 2 SP:Iteration 78Q (1616.379490 sec): 3 clusters Score: Raw -967061.779802 + Penalty 3006.575765 = -964055.204037 nChanged 4 SP:Iteration 79Q (1616.433127 sec): 3 clusters Score: Raw -967062.766360 + Penalty 3006.575765 = -964056.190595 nChanged 3 SP:Iteration 80F (1616.505906 sec): 3 clusters Score: Raw -967063.603064 + Penalty 3006.575765 = -964057.027299 nChanged 4 SP:Iteration 81Q (1616.565472 sec): 3 clusters Score: Raw -967064.025210 + Penalty 3006.575765 = -964057.449445 nChanged 0 SP:Iteration 82F (1616.625923 sec): 3 clusters Score: Raw -967064.025210 + Penalty 3006.575765 = -964057.449445 nChanged 0 Trying to split cluster 6 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1616.649735 sec): 2 clusters Score: Raw -14653.058110 + Penalty 885.094823 = -13767.963288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1616.695887 sec): 3 clusters Score: Raw -14802.505708 + Penalty 1770.189646 = -13032.316062 nChanged 39 SP:Iteration 1F (1616.739415 sec): 3 clusters Score: Raw -14911.990648 + Penalty 1770.189646 = -13141.801002 nChanged 10 SP:Iteration 2Q (1616.787075 sec): 3 clusters Score: Raw -14933.548697 + Penalty 1770.189646 = -13163.359052 nChanged 1 SP:Iteration 3Q (1616.834984 sec): 3 clusters Score: Raw -14935.762504 + Penalty 1770.189646 = -13165.572858 nChanged 0 SP:Iteration 4F (1616.878095 sec): 3 clusters Score: Raw -14935.762504 + Penalty 1770.189646 = -13165.572858 nChanged 0 Trying to split cluster 7 (1301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1616.910372 sec): 2 clusters Score: Raw -108116.510559 + Penalty 1165.269378 = -106951.241182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1616.958462 sec): 3 clusters Score: Raw -107672.808376 + Penalty 2330.538756 = -105342.269620 nChanged 462 SP:Iteration 1F (1617.001563 sec): 3 clusters Score: Raw -108132.161061 + Penalty 2330.538756 = -105801.622305 nChanged 134 SP:Iteration 2F (1617.053631 sec): 3 clusters Score: Raw -108307.117989 + Penalty 2330.538756 = -105976.579234 nChanged 76 SP:Iteration 3F (1617.088062 sec): 3 clusters Score: Raw -108414.210174 + Penalty 2330.538756 = -106083.671418 nChanged 56 SP:Iteration 4Q (1617.139475 sec): 3 clusters Score: Raw -108501.497553 + Penalty 2330.538756 = -106170.958797 nChanged 55 SP:Iteration 5Q (1617.188526 sec): 3 clusters Score: Raw -108582.254187 + Penalty 2330.538756 = -106251.715431 nChanged 44 SP:Iteration 6Q (1617.230888 sec): 3 clusters Score: Raw -108645.859421 + Penalty 2330.538756 = -106315.320666 nChanged 41 SP:Iteration 7Q (1617.274861 sec): 3 clusters Score: Raw -108695.994552 + Penalty 2330.538756 = -106365.455796 nChanged 45 SP:Iteration 8Q (1617.318997 sec): 3 clusters Score: Raw -108750.538084 + Penalty 2330.538756 = -106419.999329 nChanged 38 SP:Iteration 9Q (1617.365390 sec): 3 clusters Score: Raw -108797.088374 + Penalty 2330.538756 = -106466.549618 nChanged 25 SP:Iteration 10Q (1617.417908 sec): 3 clusters Score: Raw -108824.348873 + Penalty 2330.538756 = -106493.810118 nChanged 18 SP:Iteration 11Q (1617.467730 sec): 3 clusters Score: Raw -108841.807469 + Penalty 2330.538756 = -106511.268714 nChanged 15 SP:Iteration 12Q (1617.512054 sec): 3 clusters Score: Raw -108855.124650 + Penalty 2330.538756 = -106524.585895 nChanged 8 SP:Iteration 13Q (1617.554433 sec): 3 clusters Score: Raw -108862.736273 + Penalty 2330.538756 = -106532.197518 nChanged 9 SP:Iteration 14Q (1617.606689 sec): 3 clusters Score: Raw -108871.129151 + Penalty 2330.538756 = -106540.590395 nChanged 5 SP:Iteration 15Q (1617.648123 sec): 3 clusters Score: Raw -108877.863704 + Penalty 2330.538756 = -106547.324949 nChanged 5 SP:Iteration 16Q (1617.698609 sec): 3 clusters Score: Raw -108884.018314 + Penalty 2330.538756 = -106553.479558 nChanged 7 SP:Iteration 17Q (1617.736187 sec): 3 clusters Score: Raw -108893.666888 + Penalty 2330.538756 = -106563.128133 nChanged 4 SP:Iteration 18Q (1617.793794 sec): 3 clusters Score: Raw -108897.780233 + Penalty 2330.538756 = -106567.241477 nChanged 6 SP:Iteration 19Q (1617.831222 sec): 3 clusters Score: Raw -108905.177880 + Penalty 2330.538756 = -106574.639124 nChanged 2 SP:Iteration 20F (1617.893260 sec): 3 clusters Score: Raw -108908.526495 + Penalty 2330.538756 = -106577.987739 nChanged 3 SP:Iteration 21Q (1617.931147 sec): 3 clusters Score: Raw -108913.647079 + Penalty 2330.538756 = -106583.108324 nChanged 3 SP:Iteration 22Q (1617.976884 sec): 3 clusters Score: Raw -108917.357098 + Penalty 2330.538756 = -106586.818342 nChanged 2 SP:Iteration 23Q (1618.026117 sec): 3 clusters Score: Raw -108919.211978 + Penalty 2330.538756 = -106588.673222 nChanged 1 SP:Iteration 24Q (1618.077862 sec): 3 clusters Score: Raw -108921.813968 + Penalty 2330.538756 = -106591.275212 nChanged 4 SP:Iteration 25Q (1618.125959 sec): 3 clusters Score: Raw -108928.410937 + Penalty 2330.538756 = -106597.872181 nChanged 3 SP:Iteration 26Q (1618.177547 sec): 3 clusters Score: Raw -108936.718551 + Penalty 2330.538756 = -106606.179796 nChanged 2 SP:Iteration 27Q (1618.224012 sec): 3 clusters Score: Raw -108939.188793 + Penalty 2330.538756 = -106608.650038 nChanged 2 SP:Iteration 28Q (1618.268687 sec): 3 clusters Score: Raw -108944.467615 + Penalty 2330.538756 = -106613.928859 nChanged 3 SP:Iteration 29Q (1618.310574 sec): 3 clusters Score: Raw -108959.255375 + Penalty 2330.538756 = -106628.716620 nChanged 4 SP:Iteration 30Q (1618.364778 sec): 3 clusters Score: Raw -108966.246550 + Penalty 2330.538756 = -106635.707795 nChanged 1 SP:Iteration 31Q (1618.407124 sec): 3 clusters Score: Raw -108966.790819 + Penalty 2330.538756 = -106636.252063 nChanged 0 SP:Iteration 32F (1618.460686 sec): 3 clusters Score: Raw -108966.790819 + Penalty 2330.538756 = -106636.252063 nChanged 0 Trying to split cluster 8 (1218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1618.480322 sec): 2 clusters Score: Raw -84949.723961 + Penalty 1154.556885 = -83795.167075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1618.521712 sec): 3 clusters Score: Raw -84612.713465 + Penalty 2309.113771 = -82303.599694 nChanged 434 SP:Iteration 1F (1618.567794 sec): 3 clusters Score: Raw -85004.689525 + Penalty 2309.113771 = -82695.575755 nChanged 121 SP:Iteration 2F (1618.626749 sec): 3 clusters Score: Raw -85166.724167 + Penalty 2309.113771 = -82857.610396 nChanged 87 SP:Iteration 3F (1618.668032 sec): 3 clusters Score: Raw -85267.525485 + Penalty 2309.113771 = -82958.411714 nChanged 60 SP:Iteration 4Q (1618.711798 sec): 3 clusters Score: Raw -85335.168714 + Penalty 2309.113771 = -83026.054943 nChanged 51 SP:Iteration 5Q (1618.762802 sec): 3 clusters Score: Raw -85403.670545 + Penalty 2309.113771 = -83094.556774 nChanged 49 SP:Iteration 6Q (1618.818689 sec): 3 clusters Score: Raw -85459.997798 + Penalty 2309.113771 = -83150.884027 nChanged 36 SP:Iteration 7Q (1618.854927 sec): 3 clusters Score: Raw -85490.340082 + Penalty 2309.113771 = -83181.226311 nChanged 28 SP:Iteration 8Q (1618.896532 sec): 3 clusters Score: Raw -85523.157043 + Penalty 2309.113771 = -83214.043272 nChanged 30 SP:Iteration 9Q (1618.950010 sec): 3 clusters Score: Raw -85553.635364 + Penalty 2309.113771 = -83244.521593 nChanged 17 SP:Iteration 10Q (1618.994502 sec): 3 clusters Score: Raw -85573.127346 + Penalty 2309.113771 = -83264.013575 nChanged 15 SP:Iteration 11Q (1619.037543 sec): 3 clusters Score: Raw -85584.755126 + Penalty 2309.113771 = -83275.641355 nChanged 12 SP:Iteration 12Q (1619.086186 sec): 3 clusters Score: Raw -85595.524342 + Penalty 2309.113771 = -83286.410571 nChanged 8 SP:Iteration 13Q (1619.127863 sec): 3 clusters Score: Raw -85604.326560 + Penalty 2309.113771 = -83295.212789 nChanged 9 SP:Iteration 14Q (1619.182779 sec): 3 clusters Score: Raw -85620.956494 + Penalty 2309.113771 = -83311.842724 nChanged 11 SP:Iteration 15Q (1619.230282 sec): 3 clusters Score: Raw -85635.042605 + Penalty 2309.113771 = -83325.928835 nChanged 9 SP:Iteration 16Q (1619.275177 sec): 3 clusters Score: Raw -85645.255692 + Penalty 2309.113771 = -83336.141921 nChanged 5 SP:Iteration 17Q (1619.325361 sec): 3 clusters Score: Raw -85651.501322 + Penalty 2309.113771 = -83342.387552 nChanged 7 SP:Iteration 18Q (1619.363255 sec): 3 clusters Score: Raw -85659.389005 + Penalty 2309.113771 = -83350.275234 nChanged 5 SP:Iteration 19Q (1619.412684 sec): 3 clusters Score: Raw -85664.174966 + Penalty 2309.113771 = -83355.061196 nChanged 4 SP:Iteration 20F (1619.464463 sec): 3 clusters Score: Raw -85668.699258 + Penalty 2309.113771 = -83359.585487 nChanged 1 SP:Iteration 21Q (1619.510036 sec): 3 clusters Score: Raw -85669.124693 + Penalty 2309.113771 = -83360.010923 nChanged 0 SP:Iteration 22F (1619.548494 sec): 3 clusters Score: Raw -85669.124693 + Penalty 2309.113771 = -83360.010923 nChanged 0 Trying to split cluster 9 (18154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1619.601736 sec): 2 clusters Score: Raw -1698564.371620 + Penalty 1593.580008 = -1696970.791612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1619.683875 sec): 3 clusters Score: Raw -1687752.239905 + Penalty 3187.160015 = -1684565.079890 nChanged 8136 SP:Iteration 1F (1619.750081 sec): 3 clusters Score: Raw -1692362.215067 + Penalty 3187.160015 = -1689175.055052 nChanged 1021 SP:Iteration 2F (1619.831574 sec): 3 clusters Score: Raw -1692877.672075 + Penalty 3187.160015 = -1689690.512060 nChanged 1116 SP:Iteration 3F (1619.912158 sec): 3 clusters Score: Raw -1693608.044366 + Penalty 3187.160015 = -1690420.884351 nChanged 1224 SP:Iteration 4F (1619.991855 sec): 3 clusters Score: Raw -1694537.868902 + Penalty 3187.160015 = -1691350.708887 nChanged 1259 SP:Iteration 5F (1620.071380 sec): 3 clusters Score: Raw -1695508.898335 + Penalty 3187.160015 = -1692321.738320 nChanged 1151 SP:Iteration 6F (1620.137031 sec): 3 clusters Score: Raw -1696231.434992 + Penalty 3187.160015 = -1693044.274977 nChanged 890 SP:Iteration 7Q (1620.216590 sec): 3 clusters Score: Raw -1696685.215869 + Penalty 3187.160015 = -1693498.055854 nChanged 667 SP:Iteration 8Q (1620.301832 sec): 3 clusters Score: Raw -1696971.700582 + Penalty 3187.160015 = -1693784.540567 nChanged 536 SP:Iteration 9Q (1620.379267 sec): 3 clusters Score: Raw -1697186.157030 + Penalty 3187.160015 = -1693998.997015 nChanged 447 SP:Iteration 10Q (1620.467718 sec): 3 clusters Score: Raw -1697354.289123 + Penalty 3187.160015 = -1694167.129107 nChanged 389 SP:Iteration 11Q (1620.537897 sec): 3 clusters Score: Raw -1697507.987804 + Penalty 3187.160015 = -1694320.827788 nChanged 367 SP:Iteration 12Q (1620.626415 sec): 3 clusters Score: Raw -1697629.326826 + Penalty 3187.160015 = -1694442.166810 nChanged 269 SP:Iteration 13Q (1620.711848 sec): 3 clusters Score: Raw -1697698.678333 + Penalty 3187.160015 = -1694511.518318 nChanged 204 SP:Iteration 14Q (1620.787467 sec): 3 clusters Score: Raw -1697742.556967 + Penalty 3187.160015 = -1694555.396951 nChanged 155 SP:Iteration 15Q (1620.866172 sec): 3 clusters Score: Raw -1697769.634972 + Penalty 3187.160015 = -1694582.474957 nChanged 120 SP:Iteration 16Q (1620.948540 sec): 3 clusters Score: Raw -1697790.236100 + Penalty 3187.160015 = -1694603.076084 nChanged 108 SP:Iteration 17Q (1621.031986 sec): 3 clusters Score: Raw -1697805.541068 + Penalty 3187.160015 = -1694618.381052 nChanged 80 SP:Iteration 18Q (1621.114665 sec): 3 clusters Score: Raw -1697815.373120 + Penalty 3187.160015 = -1694628.213104 nChanged 74 SP:Iteration 19Q (1621.189777 sec): 3 clusters Score: Raw -1697823.233812 + Penalty 3187.160015 = -1694636.073796 nChanged 51 SP:Iteration 20F (1621.269782 sec): 3 clusters Score: Raw -1697828.343958 + Penalty 3187.160015 = -1694641.183943 nChanged 43 SP:Iteration 21Q (1621.349727 sec): 3 clusters Score: Raw -1697833.668097 + Penalty 3187.160015 = -1694646.508081 nChanged 37 SP:Iteration 22Q (1621.430798 sec): 3 clusters Score: Raw -1697836.409118 + Penalty 3187.160015 = -1694649.249102 nChanged 24 SP:Iteration 23Q (1621.505783 sec): 3 clusters Score: Raw -1697838.578363 + Penalty 3187.160015 = -1694651.418347 nChanged 25 SP:Iteration 24Q (1621.578716 sec): 3 clusters Score: Raw -1697840.761201 + Penalty 3187.160015 = -1694653.601186 nChanged 21 SP:Iteration 25Q (1621.652488 sec): 3 clusters Score: Raw -1697842.154471 + Penalty 3187.160015 = -1694654.994455 nChanged 19 SP:Iteration 26Q (1621.726108 sec): 3 clusters Score: Raw -1697843.478582 + Penalty 3187.160015 = -1694656.318566 nChanged 16 SP:Iteration 27Q (1621.809289 sec): 3 clusters Score: Raw -1697844.847496 + Penalty 3187.160015 = -1694657.687480 nChanged 16 SP:Iteration 28Q (1621.887137 sec): 3 clusters Score: Raw -1697846.011001 + Penalty 3187.160015 = -1694658.850986 nChanged 18 SP:Iteration 29Q (1621.960064 sec): 3 clusters Score: Raw -1697847.201403 + Penalty 3187.160015 = -1694660.041387 nChanged 22 SP:Iteration 30Q (1622.048774 sec): 3 clusters Score: Raw -1697848.291824 + Penalty 3187.160015 = -1694661.131808 nChanged 20 SP:Iteration 31Q (1622.129864 sec): 3 clusters Score: Raw -1697849.856657 + Penalty 3187.160015 = -1694662.696642 nChanged 9 SP:Iteration 32Q (1622.198085 sec): 3 clusters Score: Raw -1697850.650144 + Penalty 3187.160015 = -1694663.490128 nChanged 15 SP:Iteration 33Q (1622.283268 sec): 3 clusters Score: Raw -1697851.709324 + Penalty 3187.160015 = -1694664.549309 nChanged 13 SP:Iteration 34Q (1622.365763 sec): 3 clusters Score: Raw -1697852.550873 + Penalty 3187.160015 = -1694665.390858 nChanged 9 SP:Iteration 35Q (1622.445816 sec): 3 clusters Score: Raw -1697852.979037 + Penalty 3187.160015 = -1694665.819022 nChanged 5 SP:Iteration 36Q (1622.521018 sec): 3 clusters Score: Raw -1697853.309630 + Penalty 3187.160015 = -1694666.149615 nChanged 8 SP:Iteration 37Q (1622.597398 sec): 3 clusters Score: Raw -1697853.887394 + Penalty 3187.160015 = -1694666.727379 nChanged 6 SP:Iteration 38Q (1622.677153 sec): 3 clusters Score: Raw -1697854.135264 + Penalty 3187.160015 = -1694666.975248 nChanged 2 SP:Iteration 39Q (1622.755890 sec): 3 clusters Score: Raw -1697854.175665 + Penalty 3187.160015 = -1694667.015649 nChanged 1 SP:Iteration 40F (1622.844328 sec): 3 clusters Score: Raw -1697854.191105 + Penalty 3187.160015 = -1694667.031089 nChanged 2 SP:Iteration 41Q (1622.918587 sec): 3 clusters Score: Raw -1697854.262430 + Penalty 3187.160015 = -1694667.102414 nChanged 2 SP:Iteration 42Q (1622.988196 sec): 3 clusters Score: Raw -1697854.320527 + Penalty 3187.160015 = -1694667.160512 nChanged 1 SP:Iteration 43Q (1623.073620 sec): 3 clusters Score: Raw -1697854.343715 + Penalty 3187.160015 = -1694667.183700 nChanged 0 SP:Iteration 44F (1623.147834 sec): 3 clusters Score: Raw -1697854.343715 + Penalty 3187.160015 = -1694667.183700 nChanged 0 Trying to split cluster 10 (5721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1623.178606 sec): 2 clusters Score: Raw -539265.009089 + Penalty 1405.933570 = -537859.075518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1623.232744 sec): 3 clusters Score: Raw -536219.189243 + Penalty 2811.867141 = -533407.322102 nChanged 2329 SP:Iteration 1F (1623.285308 sec): 3 clusters Score: Raw -537488.600464 + Penalty 2811.867141 = -534676.733324 nChanged 427 SP:Iteration 2F (1623.350496 sec): 3 clusters Score: Raw -537705.307531 + Penalty 2811.867141 = -534893.440391 nChanged 328 SP:Iteration 3F (1623.404078 sec): 3 clusters Score: Raw -537888.570281 + Penalty 2811.867141 = -535076.703140 nChanged 295 SP:Iteration 4F (1623.457028 sec): 3 clusters Score: Raw -538057.222489 + Penalty 2811.867141 = -535245.355348 nChanged 261 SP:Iteration 5Q (1623.504726 sec): 3 clusters Score: Raw -538205.699587 + Penalty 2811.867141 = -535393.832446 nChanged 227 SP:Iteration 6Q (1623.568121 sec): 3 clusters Score: Raw -538321.352060 + Penalty 2811.867141 = -535509.484919 nChanged 209 SP:Iteration 7Q (1623.620096 sec): 3 clusters Score: Raw -538424.371501 + Penalty 2811.867141 = -535612.504360 nChanged 191 SP:Iteration 8Q (1623.687762 sec): 3 clusters Score: Raw -538516.662339 + Penalty 2811.867141 = -535704.795198 nChanged 161 SP:Iteration 9Q (1623.742158 sec): 3 clusters Score: Raw -538588.754902 + Penalty 2811.867141 = -535776.887761 nChanged 139 SP:Iteration 10Q (1623.799579 sec): 3 clusters Score: Raw -538649.729541 + Penalty 2811.867141 = -535837.862400 nChanged 124 SP:Iteration 11Q (1623.858285 sec): 3 clusters Score: Raw -538705.713935 + Penalty 2811.867141 = -535893.846794 nChanged 127 SP:Iteration 12Q (1623.906050 sec): 3 clusters Score: Raw -538764.688195 + Penalty 2811.867141 = -535952.821054 nChanged 125 SP:Iteration 13Q (1623.973245 sec): 3 clusters Score: Raw -538821.442581 + Penalty 2811.867141 = -536009.575441 nChanged 109 SP:Iteration 14Q (1624.025795 sec): 3 clusters Score: Raw -538871.837220 + Penalty 2811.867141 = -536059.970079 nChanged 104 SP:Iteration 15Q (1624.080197 sec): 3 clusters Score: Raw -538924.170564 + Penalty 2811.867141 = -536112.303424 nChanged 81 SP:Iteration 16Q (1624.135371 sec): 3 clusters Score: Raw -538966.389163 + Penalty 2811.867141 = -536154.522022 nChanged 85 SP:Iteration 17Q (1624.188504 sec): 3 clusters Score: Raw -539008.967838 + Penalty 2811.867141 = -536197.100698 nChanged 70 SP:Iteration 18Q (1624.251119 sec): 3 clusters Score: Raw -539036.459774 + Penalty 2811.867141 = -536224.592634 nChanged 64 SP:Iteration 19Q (1624.299903 sec): 3 clusters Score: Raw -539063.546531 + Penalty 2811.867141 = -536251.679391 nChanged 70 SP:Iteration 20F (1624.358198 sec): 3 clusters Score: Raw -539091.315385 + Penalty 2811.867141 = -536279.448244 nChanged 51 SP:Iteration 21Q (1624.425532 sec): 3 clusters Score: Raw -539108.478410 + Penalty 2811.867141 = -536296.611269 nChanged 44 SP:Iteration 22Q (1624.481028 sec): 3 clusters Score: Raw -539129.381457 + Penalty 2811.867141 = -536317.514317 nChanged 43 SP:Iteration 23Q (1624.536383 sec): 3 clusters Score: Raw -539150.672493 + Penalty 2811.867141 = -536338.805352 nChanged 38 SP:Iteration 24Q (1624.592618 sec): 3 clusters Score: Raw -539174.352046 + Penalty 2811.867141 = -536362.484906 nChanged 51 SP:Iteration 25Q (1624.648030 sec): 3 clusters Score: Raw -539202.728814 + Penalty 2811.867141 = -536390.861673 nChanged 42 SP:Iteration 26Q (1624.690588 sec): 3 clusters Score: Raw -539228.610261 + Penalty 2811.867141 = -536416.743121 nChanged 45 SP:Iteration 27Q (1624.757004 sec): 3 clusters Score: Raw -539260.415696 + Penalty 2811.867141 = -536448.548555 nChanged 45 SP:Iteration 28Q (1624.804969 sec): 3 clusters Score: Raw -539289.397837 + Penalty 2811.867141 = -536477.530696 nChanged 48 SP:Iteration 29Q (1624.860775 sec): 3 clusters Score: Raw -539313.241598 + Penalty 2811.867141 = -536501.374458 nChanged 48 SP:Iteration 30Q (1624.922926 sec): 3 clusters Score: Raw -539337.049708 + Penalty 2811.867141 = -536525.182568 nChanged 38 SP:Iteration 31Q (1624.969271 sec): 3 clusters Score: Raw -539356.541435 + Penalty 2811.867141 = -536544.674295 nChanged 30 SP:Iteration 32Q (1625.038244 sec): 3 clusters Score: Raw -539372.456177 + Penalty 2811.867141 = -536560.589036 nChanged 26 SP:Iteration 33Q (1625.084488 sec): 3 clusters Score: Raw -539384.572744 + Penalty 2811.867141 = -536572.705603 nChanged 24 SP:Iteration 34Q (1625.135692 sec): 3 clusters Score: Raw -539395.075454 + Penalty 2811.867141 = -536583.208314 nChanged 19 SP:Iteration 35Q (1625.187336 sec): 3 clusters Score: Raw -539401.428797 + Penalty 2811.867141 = -536589.561657 nChanged 10 SP:Iteration 36Q (1625.245929 sec): 3 clusters Score: Raw -539404.404195 + Penalty 2811.867141 = -536592.537055 nChanged 12 SP:Iteration 37Q (1625.290665 sec): 3 clusters Score: Raw -539408.463636 + Penalty 2811.867141 = -536596.596495 nChanged 9 SP:Iteration 38Q (1625.349347 sec): 3 clusters Score: Raw -539411.284056 + Penalty 2811.867141 = -536599.416915 nChanged 10 SP:Iteration 39Q (1625.400663 sec): 3 clusters Score: Raw -539414.875729 + Penalty 2811.867141 = -536603.008588 nChanged 9 SP:Iteration 40F (1625.447493 sec): 3 clusters Score: Raw -539416.927726 + Penalty 2811.867141 = -536605.060585 nChanged 4 SP:Iteration 41Q (1625.508059 sec): 3 clusters Score: Raw -539417.983370 + Penalty 2811.867141 = -536606.116230 nChanged 4 SP:Iteration 42Q (1625.553750 sec): 3 clusters Score: Raw -539418.994869 + Penalty 2811.867141 = -536607.127728 nChanged 3 SP:Iteration 43Q (1625.614771 sec): 3 clusters Score: Raw -539419.914935 + Penalty 2811.867141 = -536608.047794 nChanged 5 SP:Iteration 44Q (1625.673337 sec): 3 clusters Score: Raw -539421.168862 + Penalty 2811.867141 = -536609.301721 nChanged 3 SP:Iteration 45Q (1625.730739 sec): 3 clusters Score: Raw -539421.624202 + Penalty 2811.867141 = -536609.757062 nChanged 1 SP:Iteration 46Q (1625.775028 sec): 3 clusters Score: Raw -539422.032464 + Penalty 2811.867141 = -536610.165323 nChanged 3 SP:Iteration 47Q (1625.835013 sec): 3 clusters Score: Raw -539422.626444 + Penalty 2811.867141 = -536610.759303 nChanged 2 SP:Iteration 48Q (1625.893139 sec): 3 clusters Score: Raw -539423.569972 + Penalty 2811.867141 = -536611.702831 nChanged 3 SP:Iteration 49Q (1625.951573 sec): 3 clusters Score: Raw -539424.665471 + Penalty 2811.867141 = -536612.798330 nChanged 3 SP:Iteration 50Q (1626.003415 sec): 3 clusters Score: Raw -539425.575192 + Penalty 2811.867141 = -536613.708051 nChanged 0 SP:Iteration 51F (1626.054831 sec): 3 clusters Score: Raw -539425.575192 + Penalty 2811.867141 = -536613.708051 nChanged 0 Trying to split cluster 11 (66616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1626.165456 sec): 2 clusters Score: Raw -6407627.529916 + Penalty 1804.838761 = -6405822.691155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1626.330035 sec): 3 clusters Score: Raw -6365006.701859 + Penalty 3609.677522 = -6361397.024337 nChanged 31633 SP:Iteration 1F (1626.476496 sec): 3 clusters Score: Raw -6383738.520869 + Penalty 3609.677522 = -6380128.843347 nChanged 3174 SP:Iteration 2Q (1626.641698 sec): 3 clusters Score: Raw -6385124.064191 + Penalty 3609.677522 = -6381514.386669 nChanged 3473 SP:Iteration 3F (1626.804971 sec): 3 clusters Score: Raw -6387016.909769 + Penalty 3609.677522 = -6383407.232247 nChanged 3863 SP:Iteration 4F (1626.961050 sec): 3 clusters Score: Raw -6389317.475308 + Penalty 3609.677522 = -6385707.797786 nChanged 4111 SP:Iteration 5F (1627.113893 sec): 3 clusters Score: Raw -6391952.783685 + Penalty 3609.677522 = -6388343.106163 nChanged 4017 SP:Iteration 6F (1627.294592 sec): 3 clusters Score: Raw -6394526.964584 + Penalty 3609.677522 = -6390917.287062 nChanged 3754 SP:Iteration 7F (1627.440143 sec): 3 clusters Score: Raw -6396796.623732 + Penalty 3609.677522 = -6393186.946210 nChanged 3314 SP:Iteration 8Q (1627.619284 sec): 3 clusters Score: Raw -6398727.329406 + Penalty 3609.677522 = -6395117.651884 nChanged 2930 SP:Iteration 9Q (1627.778734 sec): 3 clusters Score: Raw -6400357.390667 + Penalty 3609.677522 = -6396747.713145 nChanged 2580 SP:Iteration 10Q (1627.940232 sec): 3 clusters Score: Raw -6401774.446680 + Penalty 3609.677522 = -6398164.769158 nChanged 2293 SP:Iteration 11Q (1628.094574 sec): 3 clusters Score: Raw -6402979.197844 + Penalty 3609.677522 = -6399369.520322 nChanged 1994 SP:Iteration 12Q (1628.235618 sec): 3 clusters Score: Raw -6403992.670845 + Penalty 3609.677522 = -6400382.993323 nChanged 1723 SP:Iteration 13Q (1628.379626 sec): 3 clusters Score: Raw -6404826.772885 + Penalty 3609.677522 = -6401217.095363 nChanged 1506 SP:Iteration 14Q (1628.527151 sec): 3 clusters Score: Raw -6405540.097688 + Penalty 3609.677522 = -6401930.420166 nChanged 1253 SP:Iteration 15Q (1628.680291 sec): 3 clusters Score: Raw -6406135.607005 + Penalty 3609.677522 = -6402525.929483 nChanged 1054 SP:Iteration 16Q (1628.830482 sec): 3 clusters Score: Raw -6406648.576874 + Penalty 3609.677522 = -6403038.899352 nChanged 883 SP:Iteration 17Q (1628.970655 sec): 3 clusters Score: Raw -6407064.298538 + Penalty 3609.677522 = -6403454.621016 nChanged 688 SP:Iteration 18Q (1629.104451 sec): 3 clusters Score: Raw -6407371.591519 + Penalty 3609.677522 = -6403761.913997 nChanged 512 SP:Iteration 19Q (1629.251060 sec): 3 clusters Score: Raw -6407602.162473 + Penalty 3609.677522 = -6403992.484951 nChanged 396 SP:Iteration 20F (1629.400526 sec): 3 clusters Score: Raw -6407763.593912 + Penalty 3609.677522 = -6404153.916390 nChanged 285 SP:Iteration 21Q (1629.531163 sec): 3 clusters Score: Raw -6407870.218608 + Penalty 3609.677522 = -6404260.541086 nChanged 217 SP:Iteration 22Q (1629.674515 sec): 3 clusters Score: Raw -6407937.234876 + Penalty 3609.677522 = -6404327.557354 nChanged 161 SP:Iteration 23Q (1629.810120 sec): 3 clusters Score: Raw -6407986.384716 + Penalty 3609.677522 = -6404376.707194 nChanged 139 SP:Iteration 24Q (1629.935486 sec): 3 clusters Score: Raw -6408023.890181 + Penalty 3609.677522 = -6404414.212659 nChanged 104 SP:Iteration 25Q (1630.077718 sec): 3 clusters Score: Raw -6408052.037945 + Penalty 3609.677522 = -6404442.360423 nChanged 84 SP:Iteration 26Q (1630.219309 sec): 3 clusters Score: Raw -6408074.377423 + Penalty 3609.677522 = -6404464.699901 nChanged 63 SP:Iteration 27Q (1630.359305 sec): 3 clusters Score: Raw -6408090.376394 + Penalty 3609.677522 = -6404480.698872 nChanged 46 SP:Iteration 28Q (1630.491952 sec): 3 clusters Score: Raw -6408102.175807 + Penalty 3609.677522 = -6404492.498285 nChanged 54 SP:Iteration 29Q (1630.629597 sec): 3 clusters Score: Raw -6408119.082420 + Penalty 3609.677522 = -6404509.404898 nChanged 54 SP:Iteration 30Q (1630.770999 sec): 3 clusters Score: Raw -6408136.794576 + Penalty 3609.677522 = -6404527.117054 nChanged 41 SP:Iteration 31Q (1630.915863 sec): 3 clusters Score: Raw -6408149.279163 + Penalty 3609.677522 = -6404539.601640 nChanged 40 SP:Iteration 32Q (1631.050324 sec): 3 clusters Score: Raw -6408159.900708 + Penalty 3609.677522 = -6404550.223186 nChanged 40 SP:Iteration 33Q (1631.185113 sec): 3 clusters Score: Raw -6408171.061326 + Penalty 3609.677522 = -6404561.383804 nChanged 30 SP:Iteration 34Q (1631.318067 sec): 3 clusters Score: Raw -6408177.903585 + Penalty 3609.677522 = -6404568.226063 nChanged 22 SP:Iteration 35Q (1631.448780 sec): 3 clusters Score: Raw -6408182.505758 + Penalty 3609.677522 = -6404572.828236 nChanged 14 SP:Iteration 36Q (1631.589859 sec): 3 clusters Score: Raw -6408184.918429 + Penalty 3609.677522 = -6404575.240906 nChanged 10 SP:Iteration 37Q (1631.720979 sec): 3 clusters Score: Raw -6408187.428284 + Penalty 3609.677522 = -6404577.750762 nChanged 13 SP:Iteration 38Q (1631.857823 sec): 3 clusters Score: Raw -6408189.198679 + Penalty 3609.677522 = -6404579.521157 nChanged 10 SP:Iteration 39Q (1631.996398 sec): 3 clusters Score: Raw -6408191.496456 + Penalty 3609.677522 = -6404581.818934 nChanged 8 SP:Iteration 40F (1632.151259 sec): 3 clusters Score: Raw -6408192.744255 + Penalty 3609.677522 = -6404583.066733 nChanged 7 SP:Iteration 41Q (1632.278290 sec): 3 clusters Score: Raw -6408193.731732 + Penalty 3609.677522 = -6404584.054210 nChanged 5 SP:Iteration 42Q (1632.424560 sec): 3 clusters Score: Raw -6408194.411494 + Penalty 3609.677522 = -6404584.733972 nChanged 4 SP:Iteration 43Q (1632.560161 sec): 3 clusters Score: Raw -6408195.188118 + Penalty 3609.677522 = -6404585.510596 nChanged 6 SP:Iteration 44Q (1632.696377 sec): 3 clusters Score: Raw -6408196.535569 + Penalty 3609.677522 = -6404586.858047 nChanged 4 SP:Iteration 45Q (1632.828118 sec): 3 clusters Score: Raw -6408197.471293 + Penalty 3609.677522 = -6404587.793771 nChanged 5 SP:Iteration 46Q (1632.963834 sec): 3 clusters Score: Raw -6408198.496607 + Penalty 3609.677522 = -6404588.819085 nChanged 8 SP:Iteration 47Q (1633.108987 sec): 3 clusters Score: Raw -6408200.030609 + Penalty 3609.677522 = -6404590.353087 nChanged 6 SP:Iteration 48Q (1633.237768 sec): 3 clusters Score: Raw -6408201.397878 + Penalty 3609.677522 = -6404591.720356 nChanged 3 SP:Iteration 49Q (1633.364574 sec): 3 clusters Score: Raw -6408201.948086 + Penalty 3609.677522 = -6404592.270564 nChanged 3 SP:Iteration 50Q (1633.505769 sec): 3 clusters Score: Raw -6408202.531306 + Penalty 3609.677522 = -6404592.853784 nChanged 5 SP:Iteration 51Q (1633.634889 sec): 3 clusters Score: Raw -6408203.776802 + Penalty 3609.677522 = -6404594.099280 nChanged 5 SP:Iteration 52Q (1633.774070 sec): 3 clusters Score: Raw -6408204.798197 + Penalty 3609.677522 = -6404595.120675 nChanged 5 SP:Iteration 53Q (1633.913385 sec): 3 clusters Score: Raw -6408205.858420 + Penalty 3609.677522 = -6404596.180898 nChanged 3 SP:Iteration 54Q (1634.048604 sec): 3 clusters Score: Raw -6408206.547432 + Penalty 3609.677522 = -6404596.869910 nChanged 8 SP:Iteration 55Q (1634.186746 sec): 3 clusters Score: Raw -6408208.205375 + Penalty 3609.677522 = -6404598.527853 nChanged 8 SP:Iteration 56Q (1634.333104 sec): 3 clusters Score: Raw -6408210.629221 + Penalty 3609.677522 = -6404600.951699 nChanged 6 SP:Iteration 57Q (1634.465151 sec): 3 clusters Score: Raw -6408212.678658 + Penalty 3609.677522 = -6404603.001136 nChanged 11 SP:Iteration 58Q (1634.600202 sec): 3 clusters Score: Raw -6408214.743539 + Penalty 3609.677522 = -6404605.066017 nChanged 7 SP:Iteration 59Q (1634.740574 sec): 3 clusters Score: Raw -6408216.051953 + Penalty 3609.677522 = -6404606.374431 nChanged 7 SP:Iteration 60F (1634.888690 sec): 3 clusters Score: Raw -6408217.053006 + Penalty 3609.677522 = -6404607.375484 nChanged 6 SP:Iteration 61Q (1635.020739 sec): 3 clusters Score: Raw -6408218.449167 + Penalty 3609.677522 = -6404608.771644 nChanged 9 SP:Iteration 62Q (1635.147392 sec): 3 clusters Score: Raw -6408220.160808 + Penalty 3609.677522 = -6404610.483286 nChanged 5 SP:Iteration 63Q (1635.276703 sec): 3 clusters Score: Raw -6408220.799706 + Penalty 3609.677522 = -6404611.122184 nChanged 2 SP:Iteration 64Q (1635.400535 sec): 3 clusters Score: Raw -6408221.301365 + Penalty 3609.677522 = -6404611.623843 nChanged 2 SP:Iteration 65Q (1635.530674 sec): 3 clusters Score: Raw -6408221.642843 + Penalty 3609.677522 = -6404611.965321 nChanged 1 SP:Iteration 66Q (1635.667493 sec): 3 clusters Score: Raw -6408222.131957 + Penalty 3609.677522 = -6404612.454435 nChanged 3 SP:Iteration 67Q (1635.798065 sec): 3 clusters Score: Raw -6408222.435042 + Penalty 3609.677522 = -6404612.757520 nChanged 1 SP:Iteration 68Q (1635.938838 sec): 3 clusters Score: Raw -6408222.556447 + Penalty 3609.677522 = -6404612.878925 nChanged 0 SP:Iteration 69F (1636.093435 sec): 3 clusters Score: Raw -6408222.556447 + Penalty 3609.677522 = -6404612.878925 nChanged 0 Trying to split cluster 12 (25583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1636.156353 sec): 2 clusters Score: Raw -2439649.968769 + Penalty 1649.323544 = -2438000.645225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1636.234935 sec): 3 clusters Score: Raw -2424018.573483 + Penalty 3298.647088 = -2420719.926395 nChanged 11715 SP:Iteration 1F (1636.323963 sec): 3 clusters Score: Raw -2431311.403089 + Penalty 3298.647088 = -2428012.756001 nChanged 1828 SP:Iteration 2F (1636.418501 sec): 3 clusters Score: Raw -2432496.791396 + Penalty 3298.647088 = -2429198.144308 nChanged 1915 SP:Iteration 3F (1636.514265 sec): 3 clusters Score: Raw -2433837.355929 + Penalty 3298.647088 = -2430538.708841 nChanged 1857 SP:Iteration 4F (1636.594489 sec): 3 clusters Score: Raw -2435151.885372 + Penalty 3298.647088 = -2431853.238284 nChanged 1707 SP:Iteration 5F (1636.692033 sec): 3 clusters Score: Raw -2436350.401070 + Penalty 3298.647088 = -2433051.753983 nChanged 1432 SP:Iteration 6F (1636.774884 sec): 3 clusters Score: Raw -2437430.313700 + Penalty 3298.647088 = -2434131.666612 nChanged 1192 SP:Iteration 7Q (1636.869485 sec): 3 clusters Score: Raw -2438317.719111 + Penalty 3298.647088 = -2435019.072023 nChanged 1044 SP:Iteration 8Q (1636.956846 sec): 3 clusters Score: Raw -2439096.924276 + Penalty 3298.647088 = -2435798.277188 nChanged 982 SP:Iteration 9Q (1637.038363 sec): 3 clusters Score: Raw -2439777.654764 + Penalty 3298.647088 = -2436479.007676 nChanged 824 SP:Iteration 10Q (1637.141385 sec): 3 clusters Score: Raw -2440286.040647 + Penalty 3298.647088 = -2436987.393559 nChanged 754 SP:Iteration 11Q (1637.227584 sec): 3 clusters Score: Raw -2440710.106315 + Penalty 3298.647088 = -2437411.459227 nChanged 628 SP:Iteration 12Q (1637.319437 sec): 3 clusters Score: Raw -2441062.344657 + Penalty 3298.647088 = -2437763.697569 nChanged 534 SP:Iteration 13Q (1637.406236 sec): 3 clusters Score: Raw -2441332.850863 + Penalty 3298.647088 = -2438034.203775 nChanged 481 SP:Iteration 14Q (1637.486122 sec): 3 clusters Score: Raw -2441572.968395 + Penalty 3298.647088 = -2438274.321307 nChanged 459 SP:Iteration 15Q (1637.577304 sec): 3 clusters Score: Raw -2441796.307634 + Penalty 3298.647088 = -2438497.660546 nChanged 433 SP:Iteration 16Q (1637.667989 sec): 3 clusters Score: Raw -2442010.051046 + Penalty 3298.647088 = -2438711.403958 nChanged 437 SP:Iteration 17Q (1637.754440 sec): 3 clusters Score: Raw -2442235.392228 + Penalty 3298.647088 = -2438936.745140 nChanged 428 SP:Iteration 18Q (1637.832962 sec): 3 clusters Score: Raw -2442441.366673 + Penalty 3298.647088 = -2439142.719585 nChanged 394 SP:Iteration 19Q (1637.917835 sec): 3 clusters Score: Raw -2442608.041284 + Penalty 3298.647088 = -2439309.394196 nChanged 353 SP:Iteration 20F (1638.012692 sec): 3 clusters Score: Raw -2442749.238728 + Penalty 3298.647088 = -2439450.591641 nChanged 305 SP:Iteration 21Q (1638.091040 sec): 3 clusters Score: Raw -2442853.530861 + Penalty 3298.647088 = -2439554.883773 nChanged 247 SP:Iteration 22Q (1638.177919 sec): 3 clusters Score: Raw -2442924.985058 + Penalty 3298.647088 = -2439626.337970 nChanged 207 SP:Iteration 23Q (1638.266653 sec): 3 clusters Score: Raw -2442975.917923 + Penalty 3298.647088 = -2439677.270835 nChanged 177 SP:Iteration 24Q (1638.347197 sec): 3 clusters Score: Raw -2443016.771135 + Penalty 3298.647088 = -2439718.124047 nChanged 157 SP:Iteration 25Q (1638.418431 sec): 3 clusters Score: Raw -2443045.395760 + Penalty 3298.647088 = -2439746.748672 nChanged 107 SP:Iteration 26Q (1638.510036 sec): 3 clusters Score: Raw -2443060.312607 + Penalty 3298.647088 = -2439761.665519 nChanged 100 SP:Iteration 27Q (1638.591329 sec): 3 clusters Score: Raw -2443072.780422 + Penalty 3298.647088 = -2439774.133334 nChanged 74 SP:Iteration 28Q (1638.678092 sec): 3 clusters Score: Raw -2443080.246619 + Penalty 3298.647088 = -2439781.599531 nChanged 57 SP:Iteration 29Q (1638.770737 sec): 3 clusters Score: Raw -2443085.559326 + Penalty 3298.647088 = -2439786.912238 nChanged 41 SP:Iteration 30Q (1638.845654 sec): 3 clusters Score: Raw -2443088.412410 + Penalty 3298.647088 = -2439789.765322 nChanged 28 SP:Iteration 31Q (1638.936588 sec): 3 clusters Score: Raw -2443090.296137 + Penalty 3298.647088 = -2439791.649049 nChanged 22 SP:Iteration 32Q (1639.010973 sec): 3 clusters Score: Raw -2443091.355666 + Penalty 3298.647088 = -2439792.708578 nChanged 14 SP:Iteration 33Q (1639.096662 sec): 3 clusters Score: Raw -2443092.119324 + Penalty 3298.647088 = -2439793.472236 nChanged 9 SP:Iteration 34Q (1639.174772 sec): 3 clusters Score: Raw -2443092.503825 + Penalty 3298.647088 = -2439793.856737 nChanged 4 SP:Iteration 35Q (1639.262514 sec): 3 clusters Score: Raw -2443092.699428 + Penalty 3298.647088 = -2439794.052340 nChanged 5 SP:Iteration 36Q (1639.345433 sec): 3 clusters Score: Raw -2443092.994465 + Penalty 3298.647088 = -2439794.347377 nChanged 2 SP:Iteration 37Q (1639.435234 sec): 3 clusters Score: Raw -2443093.129611 + Penalty 3298.647088 = -2439794.482524 nChanged 3 SP:Iteration 38Q (1639.520323 sec): 3 clusters Score: Raw -2443093.271090 + Penalty 3298.647088 = -2439794.624002 nChanged 4 SP:Iteration 39Q (1639.602828 sec): 3 clusters Score: Raw -2443093.438764 + Penalty 3298.647088 = -2439794.791676 nChanged 6 SP:Iteration 40F (1639.698918 sec): 3 clusters Score: Raw -2443093.773464 + Penalty 3298.647088 = -2439795.126376 nChanged 7 SP:Iteration 41Q (1639.782245 sec): 3 clusters Score: Raw -2443094.088105 + Penalty 3298.647088 = -2439795.441017 nChanged 3 SP:Iteration 42Q (1639.874627 sec): 3 clusters Score: Raw -2443094.156939 + Penalty 3298.647088 = -2439795.509851 nChanged 4 SP:Iteration 43Q (1639.962225 sec): 3 clusters Score: Raw -2443094.245629 + Penalty 3298.647088 = -2439795.598541 nChanged 3 SP:Iteration 44Q (1640.045995 sec): 3 clusters Score: Raw -2443094.334275 + Penalty 3298.647088 = -2439795.687187 nChanged 3 SP:Iteration 45Q (1640.145426 sec): 3 clusters Score: Raw -2443094.471885 + Penalty 3298.647088 = -2439795.824797 nChanged 2 SP:Iteration 46Q (1640.228142 sec): 3 clusters Score: Raw -2443094.550948 + Penalty 3298.647088 = -2439795.903860 nChanged 4 SP:Iteration 47Q (1640.313886 sec): 3 clusters Score: Raw -2443094.714494 + Penalty 3298.647088 = -2439796.067406 nChanged 4 SP:Iteration 48Q (1640.394914 sec): 3 clusters Score: Raw -2443094.901679 + Penalty 3298.647088 = -2439796.254591 nChanged 2 SP:Iteration 49Q (1640.485746 sec): 3 clusters Score: Raw -2443094.989486 + Penalty 3298.647088 = -2439796.342398 nChanged 1 SP:Iteration 50Q (1640.579939 sec): 3 clusters Score: Raw -2443095.061112 + Penalty 3298.647088 = -2439796.414024 nChanged 0 SP:Iteration 51F (1640.667352 sec): 3 clusters Score: Raw -2443095.061112 + Penalty 3298.647088 = -2439796.414024 nChanged 0 Score: Raw -31969449.343923 + Penalty 43534.922055 = -31925914.421868 Splitting cluster 12 changes total score from -31924364.933705 to -31925914.421868 So it's getting split into cluster 2. Trying to split cluster 13 (5868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1645.466429 sec): 2 clusters Score: Raw -499117.618756 + Penalty 1410.056235 = -497707.562521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1645.521872 sec): 3 clusters Score: Raw -496041.058394 + Penalty 2820.112470 = -493220.945924 nChanged 2410 SP:Iteration 1F (1645.569316 sec): 3 clusters Score: Raw -497579.529799 + Penalty 2820.112470 = -494759.417329 nChanged 526 SP:Iteration 2F (1645.623349 sec): 3 clusters Score: Raw -497989.917349 + Penalty 2820.112470 = -495169.804879 nChanged 420 SP:Iteration 3F (1645.692069 sec): 3 clusters Score: Raw -498307.920183 + Penalty 2820.112470 = -495487.807713 nChanged 376 SP:Iteration 4F (1645.743870 sec): 3 clusters Score: Raw -498590.561631 + Penalty 2820.112470 = -495770.449161 nChanged 348 SP:Iteration 5F (1645.785963 sec): 3 clusters Score: Raw -498848.283676 + Penalty 2820.112470 = -496028.171205 nChanged 304 SP:Iteration 6F (1645.845369 sec): 3 clusters Score: Raw -499100.602307 + Penalty 2820.112470 = -496280.489837 nChanged 273 SP:Iteration 7Q (1645.908727 sec): 3 clusters Score: Raw -499362.600058 + Penalty 2820.112470 = -496542.487588 nChanged 236 SP:Iteration 8Q (1645.956176 sec): 3 clusters Score: Raw -499545.792115 + Penalty 2820.112470 = -496725.679644 nChanged 172 SP:Iteration 9Q (1646.018739 sec): 3 clusters Score: Raw -499645.793216 + Penalty 2820.112470 = -496825.680746 nChanged 103 SP:Iteration 10Q (1646.070932 sec): 3 clusters Score: Raw -499698.416827 + Penalty 2820.112470 = -496878.304357 nChanged 82 SP:Iteration 11Q (1646.120749 sec): 3 clusters Score: Raw -499745.540300 + Penalty 2820.112470 = -496925.427830 nChanged 75 SP:Iteration 12Q (1646.183802 sec): 3 clusters Score: Raw -499787.704211 + Penalty 2820.112470 = -496967.591741 nChanged 76 SP:Iteration 13Q (1646.233016 sec): 3 clusters Score: Raw -499826.504070 + Penalty 2820.112470 = -497006.391600 nChanged 50 SP:Iteration 14Q (1646.299987 sec): 3 clusters Score: Raw -499846.251586 + Penalty 2820.112470 = -497026.139116 nChanged 27 SP:Iteration 15Q (1646.352616 sec): 3 clusters Score: Raw -499855.933717 + Penalty 2820.112470 = -497035.821247 nChanged 24 SP:Iteration 16Q (1646.411130 sec): 3 clusters Score: Raw -499862.237429 + Penalty 2820.112470 = -497042.124959 nChanged 16 SP:Iteration 17Q (1646.454869 sec): 3 clusters Score: Raw -499867.383692 + Penalty 2820.112470 = -497047.271222 nChanged 11 SP:Iteration 18Q (1646.507013 sec): 3 clusters Score: Raw -499870.093332 + Penalty 2820.112470 = -497049.980862 nChanged 9 SP:Iteration 19Q (1646.563596 sec): 3 clusters Score: Raw -499872.454898 + Penalty 2820.112470 = -497052.342428 nChanged 6 SP:Iteration 20F (1646.623941 sec): 3 clusters Score: Raw -499874.451871 + Penalty 2820.112470 = -497054.339401 nChanged 7 SP:Iteration 21Q (1646.678397 sec): 3 clusters Score: Raw -499875.910567 + Penalty 2820.112470 = -497055.798097 nChanged 7 SP:Iteration 22Q (1646.738393 sec): 3 clusters Score: Raw -499877.610265 + Penalty 2820.112470 = -497057.497794 nChanged 5 SP:Iteration 23Q (1646.792823 sec): 3 clusters Score: Raw -499878.595326 + Penalty 2820.112470 = -497058.482856 nChanged 3 SP:Iteration 24Q (1646.846412 sec): 3 clusters Score: Raw -499878.961106 + Penalty 2820.112470 = -497058.848636 nChanged 0 SP:Iteration 25F (1646.899766 sec): 3 clusters Score: Raw -499878.961106 + Penalty 2820.112470 = -497058.848636 nChanged 0 Trying to split cluster 14 (4204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1646.932400 sec): 2 clusters Score: Raw -396617.803862 + Penalty 1355.866156 = -395261.937705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1646.977227 sec): 3 clusters Score: Raw -394480.865565 + Penalty 2711.732313 = -391769.133253 nChanged 1686 SP:Iteration 1F (1647.034906 sec): 3 clusters Score: Raw -395445.458840 + Penalty 2711.732313 = -392733.726527 nChanged 333 SP:Iteration 2F (1647.095117 sec): 3 clusters Score: Raw -395634.454361 + Penalty 2711.732313 = -392922.722048 nChanged 218 SP:Iteration 3F (1647.140178 sec): 3 clusters Score: Raw -395769.763884 + Penalty 2711.732313 = -393058.031571 nChanged 207 SP:Iteration 4Q (1647.203749 sec): 3 clusters Score: Raw -395885.217350 + Penalty 2711.732313 = -393173.485037 nChanged 180 SP:Iteration 5Q (1647.254185 sec): 3 clusters Score: Raw -395990.343287 + Penalty 2711.732313 = -393278.610975 nChanged 176 SP:Iteration 6Q (1647.309338 sec): 3 clusters Score: Raw -396101.669918 + Penalty 2711.732313 = -393389.937605 nChanged 150 SP:Iteration 7Q (1647.352470 sec): 3 clusters Score: Raw -396195.801029 + Penalty 2711.732313 = -393484.068716 nChanged 153 SP:Iteration 8Q (1647.414101 sec): 3 clusters Score: Raw -396286.479184 + Penalty 2711.732313 = -393574.746871 nChanged 113 SP:Iteration 9Q (1647.455379 sec): 3 clusters Score: Raw -396362.491580 + Penalty 2711.732313 = -393650.759267 nChanged 108 SP:Iteration 10Q (1647.515718 sec): 3 clusters Score: Raw -396429.698952 + Penalty 2711.732313 = -393717.966639 nChanged 93 SP:Iteration 11Q (1647.562894 sec): 3 clusters Score: Raw -396490.674733 + Penalty 2711.732313 = -393778.942420 nChanged 90 SP:Iteration 12Q (1647.621277 sec): 3 clusters Score: Raw -396562.978266 + Penalty 2711.732313 = -393851.245953 nChanged 95 SP:Iteration 13Q (1647.674683 sec): 3 clusters Score: Raw -396625.165639 + Penalty 2711.732313 = -393913.433327 nChanged 72 SP:Iteration 14Q (1647.718465 sec): 3 clusters Score: Raw -396673.200861 + Penalty 2711.732313 = -393961.468548 nChanged 65 SP:Iteration 15Q (1647.778952 sec): 3 clusters Score: Raw -396710.839452 + Penalty 2711.732313 = -393999.107139 nChanged 47 SP:Iteration 16Q (1647.833876 sec): 3 clusters Score: Raw -396740.270752 + Penalty 2711.732313 = -394028.538439 nChanged 59 SP:Iteration 17Q (1647.885201 sec): 3 clusters Score: Raw -396771.915157 + Penalty 2711.732313 = -394060.182844 nChanged 50 SP:Iteration 18Q (1647.930165 sec): 3 clusters Score: Raw -396796.571023 + Penalty 2711.732313 = -394084.838710 nChanged 48 SP:Iteration 19Q (1647.976654 sec): 3 clusters Score: Raw -396828.341547 + Penalty 2711.732313 = -394116.609234 nChanged 42 SP:Iteration 20F (1648.027015 sec): 3 clusters Score: Raw -396854.299946 + Penalty 2711.732313 = -394142.567633 nChanged 38 SP:Iteration 21Q (1648.078378 sec): 3 clusters Score: Raw -396873.721039 + Penalty 2711.732313 = -394161.988726 nChanged 30 SP:Iteration 22Q (1648.130199 sec): 3 clusters Score: Raw -396892.983465 + Penalty 2711.732313 = -394181.251152 nChanged 26 SP:Iteration 23Q (1648.179799 sec): 3 clusters Score: Raw -396906.103328 + Penalty 2711.732313 = -394194.371015 nChanged 17 SP:Iteration 24Q (1648.227766 sec): 3 clusters Score: Raw -396913.252205 + Penalty 2711.732313 = -394201.519893 nChanged 12 SP:Iteration 25Q (1648.278049 sec): 3 clusters Score: Raw -396919.492476 + Penalty 2711.732313 = -394207.760163 nChanged 15 SP:Iteration 26Q (1648.333271 sec): 3 clusters Score: Raw -396927.496964 + Penalty 2711.732313 = -394215.764651 nChanged 11 SP:Iteration 27Q (1648.384106 sec): 3 clusters Score: Raw -396933.025560 + Penalty 2711.732313 = -394221.293247 nChanged 11 SP:Iteration 28Q (1648.437681 sec): 3 clusters Score: Raw -396937.565819 + Penalty 2711.732313 = -394225.833506 nChanged 10 SP:Iteration 29Q (1648.494078 sec): 3 clusters Score: Raw -396942.640206 + Penalty 2711.732313 = -394230.907893 nChanged 7 SP:Iteration 30Q (1648.548953 sec): 3 clusters Score: Raw -396947.382196 + Penalty 2711.732313 = -394235.649883 nChanged 9 SP:Iteration 31Q (1648.605816 sec): 3 clusters Score: Raw -396950.991908 + Penalty 2711.732313 = -394239.259595 nChanged 7 SP:Iteration 32Q (1648.646506 sec): 3 clusters Score: Raw -396956.281613 + Penalty 2711.732313 = -394244.549300 nChanged 9 SP:Iteration 33Q (1648.708851 sec): 3 clusters Score: Raw -396966.221084 + Penalty 2711.732313 = -394254.488771 nChanged 17 SP:Iteration 34Q (1648.753784 sec): 3 clusters Score: Raw -396987.281500 + Penalty 2711.732313 = -394275.549187 nChanged 22 SP:Iteration 35Q (1648.809088 sec): 3 clusters Score: Raw -397011.944388 + Penalty 2711.732313 = -394300.212075 nChanged 28 SP:Iteration 36Q (1648.866853 sec): 3 clusters Score: Raw -397031.412650 + Penalty 2711.732313 = -394319.680337 nChanged 28 SP:Iteration 37Q (1648.921312 sec): 3 clusters Score: Raw -397048.730242 + Penalty 2711.732313 = -394336.997929 nChanged 14 SP:Iteration 38Q (1648.968425 sec): 3 clusters Score: Raw -397054.495015 + Penalty 2711.732313 = -394342.762702 nChanged 8 SP:Iteration 39Q (1649.024895 sec): 3 clusters Score: Raw -397057.164174 + Penalty 2711.732313 = -394345.431861 nChanged 8 SP:Iteration 40F (1649.065464 sec): 3 clusters Score: Raw -397060.274757 + Penalty 2711.732313 = -394348.542444 nChanged 5 SP:Iteration 41Q (1649.119523 sec): 3 clusters Score: Raw -397061.978841 + Penalty 2711.732313 = -394350.246528 nChanged 4 SP:Iteration 42Q (1649.167141 sec): 3 clusters Score: Raw -397063.060670 + Penalty 2711.732313 = -394351.328357 nChanged 2 SP:Iteration 43Q (1649.225708 sec): 3 clusters Score: Raw -397064.823639 + Penalty 2711.732313 = -394353.091326 nChanged 1 SP:Iteration 44Q (1649.278126 sec): 3 clusters Score: Raw -397065.512548 + Penalty 2711.732313 = -394353.780235 nChanged 1 SP:Iteration 45Q (1649.314706 sec): 3 clusters Score: Raw -397065.989495 + Penalty 2711.732313 = -394354.257182 nChanged 1 SP:Iteration 46Q (1649.371547 sec): 3 clusters Score: Raw -397066.394199 + Penalty 2711.732313 = -394354.661886 nChanged 2 SP:Iteration 47Q (1649.421237 sec): 3 clusters Score: Raw -397067.090685 + Penalty 2711.732313 = -394355.358372 nChanged 1 SP:Iteration 48Q (1649.472841 sec): 3 clusters Score: Raw -397067.383644 + Penalty 2711.732313 = -394355.651331 nChanged 0 SP:Iteration 49F (1649.518048 sec): 3 clusters Score: Raw -397067.383644 + Penalty 2711.732313 = -394355.651331 nChanged 0 Trying to split cluster 15 (30811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1649.591797 sec): 2 clusters Score: Raw -2827158.749836 + Penalty 1679.539395 = -2825479.210441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1649.676912 sec): 3 clusters Score: Raw -2808029.890214 + Penalty 3359.078791 = -2804670.811423 nChanged 14179 SP:Iteration 1F (1649.787351 sec): 3 clusters Score: Raw -2816296.250111 + Penalty 3359.078791 = -2812937.171320 nChanged 1818 SP:Iteration 2F (1649.875369 sec): 3 clusters Score: Raw -2817235.784389 + Penalty 3359.078791 = -2813876.705598 nChanged 2180 SP:Iteration 3F (1649.984605 sec): 3 clusters Score: Raw -2818625.420694 + Penalty 3359.078791 = -2815266.341903 nChanged 2474 SP:Iteration 4F (1650.082996 sec): 3 clusters Score: Raw -2820462.891364 + Penalty 3359.078791 = -2817103.812573 nChanged 2455 SP:Iteration 5F (1650.180237 sec): 3 clusters Score: Raw -2822398.967922 + Penalty 3359.078791 = -2819039.889132 nChanged 1988 SP:Iteration 6F (1650.279109 sec): 3 clusters Score: Raw -2824104.607491 + Penalty 3359.078791 = -2820745.528700 nChanged 1411 SP:Iteration 7Q (1650.383014 sec): 3 clusters Score: Raw -2825466.816691 + Penalty 3359.078791 = -2822107.737900 nChanged 901 SP:Iteration 8Q (1650.485661 sec): 3 clusters Score: Raw -2826452.267468 + Penalty 3359.078791 = -2823093.188677 nChanged 594 SP:Iteration 9Q (1650.580385 sec): 3 clusters Score: Raw -2827010.449792 + Penalty 3359.078791 = -2823651.371001 nChanged 393 SP:Iteration 10Q (1650.665070 sec): 3 clusters Score: Raw -2827234.242897 + Penalty 3359.078791 = -2823875.164107 nChanged 230 SP:Iteration 11Q (1650.759799 sec): 3 clusters Score: Raw -2827341.326066 + Penalty 3359.078791 = -2823982.247276 nChanged 166 SP:Iteration 12Q (1650.840186 sec): 3 clusters Score: Raw -2827412.799004 + Penalty 3359.078791 = -2824053.720214 nChanged 117 SP:Iteration 13Q (1650.934801 sec): 3 clusters Score: Raw -2827459.181397 + Penalty 3359.078791 = -2824100.102606 nChanged 100 SP:Iteration 14Q (1651.028933 sec): 3 clusters Score: Raw -2827495.433303 + Penalty 3359.078791 = -2824136.354513 nChanged 78 SP:Iteration 15Q (1651.108281 sec): 3 clusters Score: Raw -2827521.842874 + Penalty 3359.078791 = -2824162.764083 nChanged 60 SP:Iteration 16Q (1651.198239 sec): 3 clusters Score: Raw -2827538.112169 + Penalty 3359.078791 = -2824179.033378 nChanged 48 SP:Iteration 17Q (1651.289405 sec): 3 clusters Score: Raw -2827548.714228 + Penalty 3359.078791 = -2824189.635437 nChanged 29 SP:Iteration 18Q (1651.378295 sec): 3 clusters Score: Raw -2827554.544932 + Penalty 3359.078791 = -2824195.466142 nChanged 27 SP:Iteration 19Q (1651.456865 sec): 3 clusters Score: Raw -2827559.169996 + Penalty 3359.078791 = -2824200.091205 nChanged 20 SP:Iteration 20F (1651.563867 sec): 3 clusters Score: Raw -2827562.668592 + Penalty 3359.078791 = -2824203.589801 nChanged 22 SP:Iteration 21Q (1651.649784 sec): 3 clusters Score: Raw -2827567.247658 + Penalty 3359.078791 = -2824208.168867 nChanged 21 SP:Iteration 22Q (1651.729336 sec): 3 clusters Score: Raw -2827571.478064 + Penalty 3359.078791 = -2824212.399274 nChanged 18 SP:Iteration 23Q (1651.808642 sec): 3 clusters Score: Raw -2827575.020397 + Penalty 3359.078791 = -2824215.941607 nChanged 13 SP:Iteration 24Q (1651.901730 sec): 3 clusters Score: Raw -2827577.873417 + Penalty 3359.078791 = -2824218.794627 nChanged 14 SP:Iteration 25Q (1651.977144 sec): 3 clusters Score: Raw -2827580.102028 + Penalty 3359.078791 = -2824221.023237 nChanged 11 SP:Iteration 26Q (1652.062223 sec): 3 clusters Score: Raw -2827581.709715 + Penalty 3359.078791 = -2824222.630925 nChanged 8 SP:Iteration 27Q (1652.155465 sec): 3 clusters Score: Raw -2827583.502479 + Penalty 3359.078791 = -2824224.423688 nChanged 11 SP:Iteration 28Q (1652.238884 sec): 3 clusters Score: Raw -2827586.555824 + Penalty 3359.078791 = -2824227.477033 nChanged 13 SP:Iteration 29Q (1652.331310 sec): 3 clusters Score: Raw -2827589.073330 + Penalty 3359.078791 = -2824229.994539 nChanged 14 SP:Iteration 30Q (1652.419940 sec): 3 clusters Score: Raw -2827591.744370 + Penalty 3359.078791 = -2824232.665579 nChanged 9 SP:Iteration 31Q (1652.512028 sec): 3 clusters Score: Raw -2827593.469605 + Penalty 3359.078791 = -2824234.390815 nChanged 12 SP:Iteration 32Q (1652.595971 sec): 3 clusters Score: Raw -2827595.427331 + Penalty 3359.078791 = -2824236.348540 nChanged 8 SP:Iteration 33Q (1652.686215 sec): 3 clusters Score: Raw -2827597.042293 + Penalty 3359.078791 = -2824237.963503 nChanged 13 SP:Iteration 34Q (1652.763260 sec): 3 clusters Score: Raw -2827599.547757 + Penalty 3359.078791 = -2824240.468966 nChanged 12 SP:Iteration 35Q (1652.861090 sec): 3 clusters Score: Raw -2827601.745134 + Penalty 3359.078791 = -2824242.666343 nChanged 8 SP:Iteration 36Q (1652.939598 sec): 3 clusters Score: Raw -2827604.051542 + Penalty 3359.078791 = -2824244.972752 nChanged 11 SP:Iteration 37Q (1653.031838 sec): 3 clusters Score: Raw -2827606.332095 + Penalty 3359.078791 = -2824247.253304 nChanged 8 SP:Iteration 38Q (1653.118201 sec): 3 clusters Score: Raw -2827607.782932 + Penalty 3359.078791 = -2824248.704141 nChanged 5 SP:Iteration 39Q (1653.206672 sec): 3 clusters Score: Raw -2827608.512567 + Penalty 3359.078791 = -2824249.433776 nChanged 5 SP:Iteration 40F (1653.304610 sec): 3 clusters Score: Raw -2827609.262543 + Penalty 3359.078791 = -2824250.183753 nChanged 3 SP:Iteration 41Q (1653.390878 sec): 3 clusters Score: Raw -2827609.968820 + Penalty 3359.078791 = -2824250.890030 nChanged 3 SP:Iteration 42Q (1653.463123 sec): 3 clusters Score: Raw -2827610.544514 + Penalty 3359.078791 = -2824251.465724 nChanged 2 SP:Iteration 43Q (1653.555684 sec): 3 clusters Score: Raw -2827610.802231 + Penalty 3359.078791 = -2824251.723440 nChanged 4 SP:Iteration 44Q (1653.644433 sec): 3 clusters Score: Raw -2827611.310690 + Penalty 3359.078791 = -2824252.231899 nChanged 2 SP:Iteration 45Q (1653.732957 sec): 3 clusters Score: Raw -2827611.624662 + Penalty 3359.078791 = -2824252.545871 nChanged 3 SP:Iteration 46Q (1653.820642 sec): 3 clusters Score: Raw -2827612.103541 + Penalty 3359.078791 = -2824253.024751 nChanged 3 SP:Iteration 47Q (1653.913150 sec): 3 clusters Score: Raw -2827612.573199 + Penalty 3359.078791 = -2824253.494408 nChanged 3 SP:Iteration 48Q (1653.990468 sec): 3 clusters Score: Raw -2827613.169348 + Penalty 3359.078791 = -2824254.090557 nChanged 5 SP:Iteration 49Q (1654.086092 sec): 3 clusters Score: Raw -2827613.775447 + Penalty 3359.078791 = -2824254.696656 nChanged 1 SP:Iteration 50Q (1654.172215 sec): 3 clusters Score: Raw -2827613.832173 + Penalty 3359.078791 = -2824254.753383 nChanged 3 SP:Iteration 51Q (1654.255888 sec): 3 clusters Score: Raw -2827614.129048 + Penalty 3359.078791 = -2824255.050257 nChanged 4 SP:Iteration 52Q (1654.343908 sec): 3 clusters Score: Raw -2827614.901065 + Penalty 3359.078791 = -2824255.822274 nChanged 5 SP:Iteration 53Q (1654.439839 sec): 3 clusters Score: Raw -2827615.808877 + Penalty 3359.078791 = -2824256.730087 nChanged 6 SP:Iteration 54Q (1654.516074 sec): 3 clusters Score: Raw -2827616.670817 + Penalty 3359.078791 = -2824257.592026 nChanged 2 SP:Iteration 55Q (1654.605798 sec): 3 clusters Score: Raw -2827617.246170 + Penalty 3359.078791 = -2824258.167380 nChanged 5 SP:Iteration 56Q (1654.696351 sec): 3 clusters Score: Raw -2827618.084198 + Penalty 3359.078791 = -2824259.005407 nChanged 4 SP:Iteration 57Q (1654.777953 sec): 3 clusters Score: Raw -2827618.761579 + Penalty 3359.078791 = -2824259.682788 nChanged 2 SP:Iteration 58Q (1654.876661 sec): 3 clusters Score: Raw -2827619.034017 + Penalty 3359.078791 = -2824259.955226 nChanged 3 SP:Iteration 59Q (1654.966769 sec): 3 clusters Score: Raw -2827619.563432 + Penalty 3359.078791 = -2824260.484641 nChanged 0 SP:Iteration 60F (1655.061573 sec): 3 clusters Score: Raw -2827619.563432 + Penalty 3359.078791 = -2824260.484641 nChanged 0 Trying to split cluster 16 (11694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1655.104158 sec): 2 clusters Score: Raw -1101781.428373 + Penalty 1522.110065 = -1100259.318308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1655.170446 sec): 3 clusters Score: Raw -1095022.610751 + Penalty 3044.220130 = -1091978.390621 nChanged 5126 SP:Iteration 1F (1655.224899 sec): 3 clusters Score: Raw -1097747.395308 + Penalty 3044.220130 = -1094703.175178 nChanged 673 SP:Iteration 2F (1655.294224 sec): 3 clusters Score: Raw -1098057.271320 + Penalty 3044.220130 = -1095013.051191 nChanged 646 SP:Iteration 3F (1655.347756 sec): 3 clusters Score: Raw -1098410.241789 + Penalty 3044.220130 = -1095366.021659 nChanged 645 SP:Iteration 4F (1655.425353 sec): 3 clusters Score: Raw -1098779.184976 + Penalty 3044.220130 = -1095734.964847 nChanged 647 SP:Iteration 5F (1655.476528 sec): 3 clusters Score: Raw -1099178.117188 + Penalty 3044.220130 = -1096133.897058 nChanged 626 SP:Iteration 6F (1655.542301 sec): 3 clusters Score: Raw -1099622.393114 + Penalty 3044.220130 = -1096578.172984 nChanged 631 SP:Iteration 7F (1655.617543 sec): 3 clusters Score: Raw -1100116.796062 + Penalty 3044.220130 = -1097072.575932 nChanged 659 SP:Iteration 8F (1655.682244 sec): 3 clusters Score: Raw -1100654.910405 + Penalty 3044.220130 = -1097610.690275 nChanged 604 SP:Iteration 9F (1655.736740 sec): 3 clusters Score: Raw -1101127.430495 + Penalty 3044.220130 = -1098083.210365 nChanged 475 SP:Iteration 10Q (1655.809190 sec): 3 clusters Score: Raw -1101449.631052 + Penalty 3044.220130 = -1098405.410923 nChanged 370 SP:Iteration 11Q (1655.863860 sec): 3 clusters Score: Raw -1101674.024190 + Penalty 3044.220130 = -1098629.804060 nChanged 280 SP:Iteration 12Q (1655.940622 sec): 3 clusters Score: Raw -1101817.120100 + Penalty 3044.220130 = -1098772.899970 nChanged 210 SP:Iteration 13Q (1656.000226 sec): 3 clusters Score: Raw -1101914.129204 + Penalty 3044.220130 = -1098869.909074 nChanged 169 SP:Iteration 14Q (1656.064422 sec): 3 clusters Score: Raw -1101986.927935 + Penalty 3044.220130 = -1098942.707805 nChanged 146 SP:Iteration 15Q (1656.137236 sec): 3 clusters Score: Raw -1102043.246310 + Penalty 3044.220130 = -1098999.026180 nChanged 122 SP:Iteration 16Q (1656.202499 sec): 3 clusters Score: Raw -1102078.377226 + Penalty 3044.220130 = -1099034.157096 nChanged 88 SP:Iteration 17Q (1656.252051 sec): 3 clusters Score: Raw -1102100.643142 + Penalty 3044.220130 = -1099056.423013 nChanged 70 SP:Iteration 18Q (1656.319171 sec): 3 clusters Score: Raw -1102117.803636 + Penalty 3044.220130 = -1099073.583507 nChanged 61 SP:Iteration 19Q (1656.387027 sec): 3 clusters Score: Raw -1102133.231740 + Penalty 3044.220130 = -1099089.011610 nChanged 57 SP:Iteration 20F (1656.456247 sec): 3 clusters Score: Raw -1102147.911583 + Penalty 3044.220130 = -1099103.691453 nChanged 60 SP:Iteration 21Q (1656.510152 sec): 3 clusters Score: Raw -1102162.476435 + Penalty 3044.220130 = -1099118.256306 nChanged 48 SP:Iteration 22Q (1656.583359 sec): 3 clusters Score: Raw -1102172.370559 + Penalty 3044.220130 = -1099128.150429 nChanged 46 SP:Iteration 23Q (1656.647246 sec): 3 clusters Score: Raw -1102181.155359 + Penalty 3044.220130 = -1099136.935229 nChanged 41 SP:Iteration 24Q (1656.702320 sec): 3 clusters Score: Raw -1102188.155902 + Penalty 3044.220130 = -1099143.935772 nChanged 34 SP:Iteration 25Q (1656.774633 sec): 3 clusters Score: Raw -1102195.291528 + Penalty 3044.220130 = -1099151.071398 nChanged 37 SP:Iteration 26Q (1656.834815 sec): 3 clusters Score: Raw -1102200.952770 + Penalty 3044.220130 = -1099156.732640 nChanged 24 SP:Iteration 27Q (1656.901917 sec): 3 clusters Score: Raw -1102203.794018 + Penalty 3044.220130 = -1099159.573888 nChanged 19 SP:Iteration 28Q (1656.962264 sec): 3 clusters Score: Raw -1102205.947462 + Penalty 3044.220130 = -1099161.727332 nChanged 16 SP:Iteration 29Q (1657.022712 sec): 3 clusters Score: Raw -1102207.769530 + Penalty 3044.220130 = -1099163.549400 nChanged 16 SP:Iteration 30Q (1657.086547 sec): 3 clusters Score: Raw -1102209.683091 + Penalty 3044.220130 = -1099165.462961 nChanged 17 SP:Iteration 31Q (1657.148900 sec): 3 clusters Score: Raw -1102211.519922 + Penalty 3044.220130 = -1099167.299792 nChanged 19 SP:Iteration 32Q (1657.208740 sec): 3 clusters Score: Raw -1102213.949561 + Penalty 3044.220130 = -1099169.729431 nChanged 20 SP:Iteration 33Q (1657.274770 sec): 3 clusters Score: Raw -1102216.441636 + Penalty 3044.220130 = -1099172.221506 nChanged 21 SP:Iteration 34Q (1657.342456 sec): 3 clusters Score: Raw -1102219.039351 + Penalty 3044.220130 = -1099174.819222 nChanged 24 SP:Iteration 35Q (1657.391836 sec): 3 clusters Score: Raw -1102222.486387 + Penalty 3044.220130 = -1099178.266257 nChanged 22 SP:Iteration 36Q (1657.452054 sec): 3 clusters Score: Raw -1102225.779378 + Penalty 3044.220130 = -1099181.559248 nChanged 9 SP:Iteration 37Q (1657.513297 sec): 3 clusters Score: Raw -1102227.058273 + Penalty 3044.220130 = -1099182.838143 nChanged 8 SP:Iteration 38Q (1657.580633 sec): 3 clusters Score: Raw -1102228.050926 + Penalty 3044.220130 = -1099183.830796 nChanged 10 SP:Iteration 39Q (1657.646379 sec): 3 clusters Score: Raw -1102229.238410 + Penalty 3044.220130 = -1099185.018280 nChanged 10 SP:Iteration 40F (1657.698552 sec): 3 clusters Score: Raw -1102230.429897 + Penalty 3044.220130 = -1099186.209767 nChanged 7 SP:Iteration 41Q (1657.765951 sec): 3 clusters Score: Raw -1102230.851646 + Penalty 3044.220130 = -1099186.631516 nChanged 5 SP:Iteration 42Q (1657.830203 sec): 3 clusters Score: Raw -1102231.387747 + Penalty 3044.220130 = -1099187.167617 nChanged 4 SP:Iteration 43Q (1657.895725 sec): 3 clusters Score: Raw -1102231.790258 + Penalty 3044.220130 = -1099187.570128 nChanged 6 SP:Iteration 44Q (1657.952068 sec): 3 clusters Score: Raw -1102232.278920 + Penalty 3044.220130 = -1099188.058791 nChanged 4 SP:Iteration 45Q (1658.017020 sec): 3 clusters Score: Raw -1102232.563937 + Penalty 3044.220130 = -1099188.343807 nChanged 4 SP:Iteration 46Q (1658.076997 sec): 3 clusters Score: Raw -1102233.130472 + Penalty 3044.220130 = -1099188.910342 nChanged 4 SP:Iteration 47Q (1658.145734 sec): 3 clusters Score: Raw -1102233.524720 + Penalty 3044.220130 = -1099189.304590 nChanged 2 SP:Iteration 48Q (1658.212538 sec): 3 clusters Score: Raw -1102233.815166 + Penalty 3044.220130 = -1099189.595036 nChanged 8 SP:Iteration 49Q (1658.267496 sec): 3 clusters Score: Raw -1102235.040748 + Penalty 3044.220130 = -1099190.820618 nChanged 9 SP:Iteration 50Q (1658.340159 sec): 3 clusters Score: Raw -1102236.285032 + Penalty 3044.220130 = -1099192.064903 nChanged 11 SP:Iteration 51Q (1658.397764 sec): 3 clusters Score: Raw -1102237.954437 + Penalty 3044.220130 = -1099193.734308 nChanged 7 SP:Iteration 52Q (1658.460752 sec): 3 clusters Score: Raw -1102238.497824 + Penalty 3044.220130 = -1099194.277695 nChanged 4 SP:Iteration 53Q (1658.526650 sec): 3 clusters Score: Raw -1102238.923163 + Penalty 3044.220130 = -1099194.703033 nChanged 3 SP:Iteration 54Q (1658.593737 sec): 3 clusters Score: Raw -1102239.125061 + Penalty 3044.220130 = -1099194.904931 nChanged 2 SP:Iteration 55Q (1658.654717 sec): 3 clusters Score: Raw -1102239.176412 + Penalty 3044.220130 = -1099194.956282 nChanged 1 SP:Iteration 56Q (1658.718461 sec): 3 clusters Score: Raw -1102239.261473 + Penalty 3044.220130 = -1099195.041343 nChanged 1 SP:Iteration 57Q (1658.789597 sec): 3 clusters Score: Raw -1102239.378043 + Penalty 3044.220130 = -1099195.157913 nChanged 2 SP:Iteration 58Q (1658.846161 sec): 3 clusters Score: Raw -1102239.818806 + Penalty 3044.220130 = -1099195.598676 nChanged 5 SP:Iteration 59Q (1658.909472 sec): 3 clusters Score: Raw -1102240.168691 + Penalty 3044.220130 = -1099195.948561 nChanged 2 SP:Iteration 60F (1658.972973 sec): 3 clusters Score: Raw -1102240.422486 + Penalty 3044.220130 = -1099196.202356 nChanged 1 SP:Iteration 61Q (1659.031198 sec): 3 clusters Score: Raw -1102240.521346 + Penalty 3044.220130 = -1099196.301216 nChanged 1 SP:Iteration 62Q (1659.094780 sec): 3 clusters Score: Raw -1102240.589305 + Penalty 3044.220130 = -1099196.369175 nChanged 2 SP:Iteration 63Q (1659.164884 sec): 3 clusters Score: Raw -1102240.807531 + Penalty 3044.220130 = -1099196.587401 nChanged 1 SP:Iteration 64Q (1659.214120 sec): 3 clusters Score: Raw -1102241.002542 + Penalty 3044.220130 = -1099196.782413 nChanged 1 SP:Iteration 65Q (1659.285729 sec): 3 clusters Score: Raw -1102241.228332 + Penalty 3044.220130 = -1099197.008202 nChanged 1 SP:Iteration 66Q (1659.349843 sec): 3 clusters Score: Raw -1102241.293968 + Penalty 3044.220130 = -1099197.073838 nChanged 1 SP:Iteration 67Q (1659.412292 sec): 3 clusters Score: Raw -1102241.542819 + Penalty 3044.220130 = -1099197.322689 nChanged 3 SP:Iteration 68Q (1659.481189 sec): 3 clusters Score: Raw -1102241.856316 + Penalty 3044.220130 = -1099197.636186 nChanged 5 SP:Iteration 69Q (1659.539637 sec): 3 clusters Score: Raw -1102242.623133 + Penalty 3044.220130 = -1099198.403003 nChanged 2 SP:Iteration 70Q (1659.601698 sec): 3 clusters Score: Raw -1102243.011798 + Penalty 3044.220130 = -1099198.791669 nChanged 3 SP:Iteration 71Q (1659.666518 sec): 3 clusters Score: Raw -1102243.354545 + Penalty 3044.220130 = -1099199.134415 nChanged 5 SP:Iteration 72Q (1659.745240 sec): 3 clusters Score: Raw -1102243.871590 + Penalty 3044.220130 = -1099199.651460 nChanged 5 SP:Iteration 73Q (1659.797457 sec): 3 clusters Score: Raw -1102244.466612 + Penalty 3044.220130 = -1099200.246482 nChanged 4 SP:Iteration 74Q (1659.860260 sec): 3 clusters Score: Raw -1102244.932919 + Penalty 3044.220130 = -1099200.712789 nChanged 5 SP:Iteration 75Q (1659.934533 sec): 3 clusters Score: Raw -1102245.820386 + Penalty 3044.220130 = -1099201.600256 nChanged 2 SP:Iteration 76Q (1659.996039 sec): 3 clusters Score: Raw -1102246.019336 + Penalty 3044.220130 = -1099201.799206 nChanged 0 SP:Iteration 77F (1660.058294 sec): 3 clusters Score: Raw -1102246.019336 + Penalty 3044.220130 = -1099201.799206 nChanged 0 Trying to split cluster 17 (133594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1660.284030 sec): 2 clusters Score: Raw -12804723.632388 + Penalty 1917.916102 = -12802805.716286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1660.554502 sec): 3 clusters Score: Raw -12716822.894937 + Penalty 3835.832204 = -12712987.062733 nChanged 64505 SP:Iteration 1F (1660.815006 sec): 3 clusters Score: Raw -12756586.830218 + Penalty 3835.832204 = -12752750.998013 nChanged 7132 SP:Iteration 2F (1661.081728 sec): 3 clusters Score: Raw -12760951.630399 + Penalty 3835.832204 = -12757115.798195 nChanged 9478 SP:Iteration 3F (1661.355964 sec): 3 clusters Score: Raw -12768556.540577 + Penalty 3835.832204 = -12764720.708373 nChanged 11359 SP:Iteration 4F (1661.634716 sec): 3 clusters Score: Raw -12778532.853199 + Penalty 3835.832204 = -12774697.020995 nChanged 11047 SP:Iteration 5F (1661.908966 sec): 3 clusters Score: Raw -12787697.288095 + Penalty 3835.832204 = -12783861.455891 nChanged 8977 SP:Iteration 6F (1662.185915 sec): 3 clusters Score: Raw -12794244.653755 + Penalty 3835.832204 = -12790408.821550 nChanged 6495 SP:Iteration 7Q (1662.453287 sec): 3 clusters Score: Raw -12798176.022141 + Penalty 3835.832204 = -12794340.189937 nChanged 4415 SP:Iteration 8Q (1662.725738 sec): 3 clusters Score: Raw -12800314.197606 + Penalty 3835.832204 = -12796478.365402 nChanged 3109 SP:Iteration 9Q (1662.998355 sec): 3 clusters Score: Raw -12801531.632330 + Penalty 3835.832204 = -12797695.800125 nChanged 2329 SP:Iteration 10Q (1663.270307 sec): 3 clusters Score: Raw -12802289.558506 + Penalty 3835.832204 = -12798453.726301 nChanged 1884 SP:Iteration 11Q (1663.541351 sec): 3 clusters Score: Raw -12802821.762645 + Penalty 3835.832204 = -12798985.930441 nChanged 1512 SP:Iteration 12Q (1663.807179 sec): 3 clusters Score: Raw -12803202.491318 + Penalty 3835.832204 = -12799366.659114 nChanged 1312 SP:Iteration 13Q (1664.085944 sec): 3 clusters Score: Raw -12803506.046385 + Penalty 3835.832204 = -12799670.214180 nChanged 1106 SP:Iteration 14Q (1664.350613 sec): 3 clusters Score: Raw -12803739.373428 + Penalty 3835.832204 = -12799903.541224 nChanged 1059 SP:Iteration 15Q (1664.620066 sec): 3 clusters Score: Raw -12803949.365135 + Penalty 3835.832204 = -12800113.532931 nChanged 991 SP:Iteration 16Q (1664.886941 sec): 3 clusters Score: Raw -12804134.524226 + Penalty 3835.832204 = -12800298.692022 nChanged 936 SP:Iteration 17Q (1665.157577 sec): 3 clusters Score: Raw -12804302.483330 + Penalty 3835.832204 = -12800466.651125 nChanged 873 SP:Iteration 18Q (1665.425053 sec): 3 clusters Score: Raw -12804446.029700 + Penalty 3835.832204 = -12800610.197496 nChanged 820 SP:Iteration 19Q (1665.695591 sec): 3 clusters Score: Raw -12804578.885133 + Penalty 3835.832204 = -12800743.052929 nChanged 782 SP:Iteration 20F (1665.955918 sec): 3 clusters Score: Raw -12804700.157530 + Penalty 3835.832204 = -12800864.325326 nChanged 763 SP:Iteration 21Q (1666.219511 sec): 3 clusters Score: Raw -12804819.057292 + Penalty 3835.832204 = -12800983.225088 nChanged 733 SP:Iteration 22Q (1666.491885 sec): 3 clusters Score: Raw -12804935.036668 + Penalty 3835.832204 = -12801099.204464 nChanged 765 SP:Iteration 23Q (1666.757863 sec): 3 clusters Score: Raw -12805053.777105 + Penalty 3835.832204 = -12801217.944900 nChanged 743 SP:Iteration 24Q (1667.015141 sec): 3 clusters Score: Raw -12805166.288279 + Penalty 3835.832204 = -12801330.456074 nChanged 733 SP:Iteration 25Q (1667.263411 sec): 3 clusters Score: Raw -12805277.282243 + Penalty 3835.832204 = -12801441.450038 nChanged 713 SP:Iteration 26Q (1667.526828 sec): 3 clusters Score: Raw -12805382.359627 + Penalty 3835.832204 = -12801546.527423 nChanged 702 SP:Iteration 27Q (1667.788191 sec): 3 clusters Score: Raw -12805488.376866 + Penalty 3835.832204 = -12801652.544662 nChanged 684 SP:Iteration 28Q (1668.049693 sec): 3 clusters Score: Raw -12805591.594187 + Penalty 3835.832204 = -12801755.761983 nChanged 668 SP:Iteration 29Q (1668.309204 sec): 3 clusters Score: Raw -12805691.894156 + Penalty 3835.832204 = -12801856.061951 nChanged 706 SP:Iteration 30Q (1668.563793 sec): 3 clusters Score: Raw -12805799.002517 + Penalty 3835.832204 = -12801963.170313 nChanged 700 SP:Iteration 31Q (1668.815926 sec): 3 clusters Score: Raw -12805910.953045 + Penalty 3835.832204 = -12802075.120841 nChanged 700 SP:Iteration 32Q (1669.070206 sec): 3 clusters Score: Raw -12806026.777536 + Penalty 3835.832204 = -12802190.945332 nChanged 695 SP:Iteration 33Q (1669.327641 sec): 3 clusters Score: Raw -12806143.205436 + Penalty 3835.832204 = -12802307.373232 nChanged 701 SP:Iteration 34Q (1669.574930 sec): 3 clusters Score: Raw -12806260.294319 + Penalty 3835.832204 = -12802424.462115 nChanged 676 SP:Iteration 35Q (1669.830243 sec): 3 clusters Score: Raw -12806378.612812 + Penalty 3835.832204 = -12802542.780608 nChanged 677 SP:Iteration 36Q (1670.084211 sec): 3 clusters Score: Raw -12806503.054437 + Penalty 3835.832204 = -12802667.222233 nChanged 631 SP:Iteration 37Q (1670.334293 sec): 3 clusters Score: Raw -12806618.000615 + Penalty 3835.832204 = -12802782.168410 nChanged 650 SP:Iteration 38Q (1670.584493 sec): 3 clusters Score: Raw -12806741.381632 + Penalty 3835.832204 = -12802905.549427 nChanged 650 SP:Iteration 39Q (1670.817979 sec): 3 clusters Score: Raw -12806880.016979 + Penalty 3835.832204 = -12803044.184775 nChanged 676 SP:Iteration 40F (1671.073084 sec): 3 clusters Score: Raw -12807025.735937 + Penalty 3835.832204 = -12803189.903732 nChanged 640 SP:Iteration 41Q (1671.335048 sec): 3 clusters Score: Raw -12807160.457075 + Penalty 3835.832204 = -12803324.624871 nChanged 622 SP:Iteration 42Q (1671.587530 sec): 3 clusters Score: Raw -12807296.154198 + Penalty 3835.832204 = -12803460.321994 nChanged 599 SP:Iteration 43Q (1671.847126 sec): 3 clusters Score: Raw -12807425.077991 + Penalty 3835.832204 = -12803589.245787 nChanged 588 SP:Iteration 44Q (1672.103763 sec): 3 clusters Score: Raw -12807554.332710 + Penalty 3835.832204 = -12803718.500505 nChanged 561 SP:Iteration 45Q (1672.347502 sec): 3 clusters Score: Raw -12807663.233962 + Penalty 3835.832204 = -12803827.401757 nChanged 483 SP:Iteration 46Q (1672.593142 sec): 3 clusters Score: Raw -12807745.032068 + Penalty 3835.832204 = -12803909.199864 nChanged 474 SP:Iteration 47Q (1672.845486 sec): 3 clusters Score: Raw -12807819.753393 + Penalty 3835.832204 = -12803983.921189 nChanged 410 SP:Iteration 48Q (1673.092444 sec): 3 clusters Score: Raw -12807882.485383 + Penalty 3835.832204 = -12804046.653179 nChanged 369 SP:Iteration 49Q (1673.334270 sec): 3 clusters Score: Raw -12807931.403438 + Penalty 3835.832204 = -12804095.571234 nChanged 315 SP:Iteration 50Q (1673.573492 sec): 3 clusters Score: Raw -12807970.507987 + Penalty 3835.832204 = -12804134.675783 nChanged 304 SP:Iteration 51Q (1673.822668 sec): 3 clusters Score: Raw -12808005.875267 + Penalty 3835.832204 = -12804170.043063 nChanged 278 SP:Iteration 52Q (1674.061086 sec): 3 clusters Score: Raw -12808036.613307 + Penalty 3835.832204 = -12804200.781103 nChanged 256 SP:Iteration 53Q (1674.297334 sec): 3 clusters Score: Raw -12808060.105647 + Penalty 3835.832204 = -12804224.273443 nChanged 215 SP:Iteration 54Q (1674.540713 sec): 3 clusters Score: Raw -12808078.957674 + Penalty 3835.832204 = -12804243.125469 nChanged 212 SP:Iteration 55Q (1674.773531 sec): 3 clusters Score: Raw -12808095.942098 + Penalty 3835.832204 = -12804260.109894 nChanged 201 SP:Iteration 56Q (1675.013111 sec): 3 clusters Score: Raw -12808110.481687 + Penalty 3835.832204 = -12804274.649483 nChanged 158 SP:Iteration 57Q (1675.259099 sec): 3 clusters Score: Raw -12808122.098765 + Penalty 3835.832204 = -12804286.266561 nChanged 138 SP:Iteration 58Q (1675.498819 sec): 3 clusters Score: Raw -12808131.156406 + Penalty 3835.832204 = -12804295.324202 nChanged 127 SP:Iteration 59Q (1675.742199 sec): 3 clusters Score: Raw -12808137.401782 + Penalty 3835.832204 = -12804301.569578 nChanged 109 SP:Iteration 60F (1676.012683 sec): 3 clusters Score: Raw -12808143.035880 + Penalty 3835.832204 = -12804307.203676 nChanged 96 SP:Iteration 61Q (1676.253713 sec): 3 clusters Score: Raw -12808148.516832 + Penalty 3835.832204 = -12804312.684627 nChanged 92 SP:Iteration 62Q (1676.492334 sec): 3 clusters Score: Raw -12808153.378515 + Penalty 3835.832204 = -12804317.546311 nChanged 95 SP:Iteration 63Q (1676.724014 sec): 3 clusters Score: Raw -12808158.447513 + Penalty 3835.832204 = -12804322.615308 nChanged 87 SP:Iteration 64Q (1676.950234 sec): 3 clusters Score: Raw -12808163.145173 + Penalty 3835.832204 = -12804327.312969 nChanged 78 SP:Iteration 65Q (1677.179619 sec): 3 clusters Score: Raw -12808167.249056 + Penalty 3835.832204 = -12804331.416851 nChanged 79 SP:Iteration 66Q (1677.421958 sec): 3 clusters Score: Raw -12808171.741033 + Penalty 3835.832204 = -12804335.908829 nChanged 74 SP:Iteration 67Q (1677.662900 sec): 3 clusters Score: Raw -12808176.070535 + Penalty 3835.832204 = -12804340.238331 nChanged 69 SP:Iteration 68Q (1677.894185 sec): 3 clusters Score: Raw -12808179.563432 + Penalty 3835.832204 = -12804343.731228 nChanged 72 SP:Iteration 69Q (1678.130846 sec): 3 clusters Score: Raw -12808183.485485 + Penalty 3835.832204 = -12804347.653281 nChanged 60 SP:Iteration 70Q (1678.363619 sec): 3 clusters Score: Raw -12808187.060322 + Penalty 3835.832204 = -12804351.228117 nChanged 54 SP:Iteration 71Q (1678.602295 sec): 3 clusters Score: Raw -12808190.003748 + Penalty 3835.832204 = -12804354.171544 nChanged 58 SP:Iteration 72Q (1678.841552 sec): 3 clusters Score: Raw -12808192.542518 + Penalty 3835.832204 = -12804356.710314 nChanged 49 SP:Iteration 73Q (1679.075244 sec): 3 clusters Score: Raw -12808194.365957 + Penalty 3835.832204 = -12804358.533753 nChanged 41 SP:Iteration 74Q (1679.317008 sec): 3 clusters Score: Raw -12808195.766150 + Penalty 3835.832204 = -12804359.933946 nChanged 31 SP:Iteration 75Q (1679.564843 sec): 3 clusters Score: Raw -12808197.103648 + Penalty 3835.832204 = -12804361.271444 nChanged 36 SP:Iteration 76Q (1679.807903 sec): 3 clusters Score: Raw -12808198.394879 + Penalty 3835.832204 = -12804362.562674 nChanged 25 SP:Iteration 77Q (1680.050670 sec): 3 clusters Score: Raw -12808199.407315 + Penalty 3835.832204 = -12804363.575110 nChanged 28 SP:Iteration 78Q (1680.291439 sec): 3 clusters Score: Raw -12808200.291485 + Penalty 3835.832204 = -12804364.459281 nChanged 16 SP:Iteration 79Q (1680.534871 sec): 3 clusters Score: Raw -12808200.756063 + Penalty 3835.832204 = -12804364.923859 nChanged 14 SP:Iteration 80F (1680.797480 sec): 3 clusters Score: Raw -12808201.079962 + Penalty 3835.832204 = -12804365.247758 nChanged 14 SP:Iteration 81Q (1681.036210 sec): 3 clusters Score: Raw -12808201.455417 + Penalty 3835.832204 = -12804365.623213 nChanged 8 SP:Iteration 82Q (1681.272623 sec): 3 clusters Score: Raw -12808201.600888 + Penalty 3835.832204 = -12804365.768683 nChanged 3 SP:Iteration 83Q (1681.499861 sec): 3 clusters Score: Raw -12808201.708916 + Penalty 3835.832204 = -12804365.876712 nChanged 3 SP:Iteration 84Q (1681.731094 sec): 3 clusters Score: Raw -12808201.843178 + Penalty 3835.832204 = -12804366.010974 nChanged 6 SP:Iteration 85Q (1681.970391 sec): 3 clusters Score: Raw -12808202.141090 + Penalty 3835.832204 = -12804366.308886 nChanged 15 SP:Iteration 86Q (1682.213060 sec): 3 clusters Score: Raw -12808202.614334 + Penalty 3835.832204 = -12804366.782130 nChanged 13 SP:Iteration 87Q (1682.447849 sec): 3 clusters Score: Raw -12808203.166645 + Penalty 3835.832204 = -12804367.334441 nChanged 15 SP:Iteration 88Q (1682.691204 sec): 3 clusters Score: Raw -12808203.813501 + Penalty 3835.832204 = -12804367.981296 nChanged 16 SP:Iteration 89Q (1682.914227 sec): 3 clusters Score: Raw -12808204.353104 + Penalty 3835.832204 = -12804368.520900 nChanged 12 SP:Iteration 90Q (1683.143136 sec): 3 clusters Score: Raw -12808204.686006 + Penalty 3835.832204 = -12804368.853801 nChanged 13 SP:Iteration 91Q (1683.388273 sec): 3 clusters Score: Raw -12808205.092821 + Penalty 3835.832204 = -12804369.260617 nChanged 7 SP:Iteration 92Q (1683.614380 sec): 3 clusters Score: Raw -12808205.321620 + Penalty 3835.832204 = -12804369.489415 nChanged 4 SP:Iteration 93Q (1683.835298 sec): 3 clusters Score: Raw -12808205.408388 + Penalty 3835.832204 = -12804369.576184 nChanged 1 SP:Iteration 94Q (1684.074065 sec): 3 clusters Score: Raw -12808205.447576 + Penalty 3835.832204 = -12804369.615372 nChanged 2 SP:Iteration 95Q (1684.313412 sec): 3 clusters Score: Raw -12808205.500172 + Penalty 3835.832204 = -12804369.667967 nChanged 2 SP:Iteration 96Q (1684.556769 sec): 3 clusters Score: Raw -12808205.547487 + Penalty 3835.832204 = -12804369.715283 nChanged 0 SP:Iteration 97F (1684.825022 sec): 3 clusters Score: Raw -12808205.547487 + Penalty 3835.832204 = -12804369.715283 nChanged 0 Score: Raw -31972931.259022 + Penalty 45608.013581 = -31927323.245441 Splitting cluster 17 changes total score from -31924364.933705 to -31927323.245441 So it's getting split into cluster 22. Trying to split cluster 18 (5722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1689.823823 sec): 2 clusters Score: Raw -481885.229626 + Penalty 1405.961972 = -480479.267654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1689.868161 sec): 3 clusters Score: Raw -478830.027739 + Penalty 2811.923944 = -476018.103795 nChanged 2394 SP:Iteration 1F (1689.921381 sec): 3 clusters Score: Raw -480282.805545 + Penalty 2811.923944 = -477470.881601 nChanged 503 SP:Iteration 2F (1689.978028 sec): 3 clusters Score: Raw -480710.862291 + Penalty 2811.923944 = -477898.938347 nChanged 446 SP:Iteration 3F (1690.035283 sec): 3 clusters Score: Raw -481052.204200 + Penalty 2811.923944 = -478240.280256 nChanged 367 SP:Iteration 4F (1690.093380 sec): 3 clusters Score: Raw -481343.083832 + Penalty 2811.923944 = -478531.159889 nChanged 326 SP:Iteration 5F (1690.147769 sec): 3 clusters Score: Raw -481580.983142 + Penalty 2811.923944 = -478769.059198 nChanged 262 SP:Iteration 6Q (1690.191379 sec): 3 clusters Score: Raw -481757.751003 + Penalty 2811.923944 = -478945.827059 nChanged 203 SP:Iteration 7Q (1690.254858 sec): 3 clusters Score: Raw -481881.614544 + Penalty 2811.923944 = -479069.690600 nChanged 167 SP:Iteration 8Q (1690.310610 sec): 3 clusters Score: Raw -481978.678288 + Penalty 2811.923944 = -479166.754345 nChanged 150 SP:Iteration 9Q (1690.363147 sec): 3 clusters Score: Raw -482069.939987 + Penalty 2811.923944 = -479258.016043 nChanged 152 SP:Iteration 10Q (1690.420606 sec): 3 clusters Score: Raw -482155.226609 + Penalty 2811.923944 = -479343.302665 nChanged 142 SP:Iteration 11Q (1690.468935 sec): 3 clusters Score: Raw -482222.613597 + Penalty 2811.923944 = -479410.689653 nChanged 104 SP:Iteration 12Q (1690.518587 sec): 3 clusters Score: Raw -482276.747316 + Penalty 2811.923944 = -479464.823373 nChanged 88 SP:Iteration 13Q (1690.565715 sec): 3 clusters Score: Raw -482312.254968 + Penalty 2811.923944 = -479500.331024 nChanged 71 SP:Iteration 14Q (1690.629069 sec): 3 clusters Score: Raw -482335.273512 + Penalty 2811.923944 = -479523.349568 nChanged 52 SP:Iteration 15Q (1690.673021 sec): 3 clusters Score: Raw -482354.484697 + Penalty 2811.923944 = -479542.560753 nChanged 50 SP:Iteration 16Q (1690.725913 sec): 3 clusters Score: Raw -482375.761437 + Penalty 2811.923944 = -479563.837493 nChanged 45 SP:Iteration 17Q (1690.780038 sec): 3 clusters Score: Raw -482397.495560 + Penalty 2811.923944 = -479585.571616 nChanged 54 SP:Iteration 18Q (1690.840521 sec): 3 clusters Score: Raw -482420.240039 + Penalty 2811.923944 = -479608.316096 nChanged 43 SP:Iteration 19Q (1690.893003 sec): 3 clusters Score: Raw -482438.314143 + Penalty 2811.923944 = -479626.390199 nChanged 49 SP:Iteration 20F (1690.939278 sec): 3 clusters Score: Raw -482460.867149 + Penalty 2811.923944 = -479648.943205 nChanged 43 SP:Iteration 21Q (1690.989559 sec): 3 clusters Score: Raw -482476.464817 + Penalty 2811.923944 = -479664.540873 nChanged 42 SP:Iteration 22Q (1691.045498 sec): 3 clusters Score: Raw -482491.547694 + Penalty 2811.923944 = -479679.623750 nChanged 41 SP:Iteration 23Q (1691.099308 sec): 3 clusters Score: Raw -482504.758717 + Penalty 2811.923944 = -479692.834773 nChanged 36 SP:Iteration 24Q (1691.159519 sec): 3 clusters Score: Raw -482515.839661 + Penalty 2811.923944 = -479703.915717 nChanged 31 SP:Iteration 25Q (1691.202873 sec): 3 clusters Score: Raw -482526.499342 + Penalty 2811.923944 = -479714.575398 nChanged 27 SP:Iteration 26Q (1691.255399 sec): 3 clusters Score: Raw -482534.066562 + Penalty 2811.923944 = -479722.142618 nChanged 23 SP:Iteration 27Q (1691.307284 sec): 3 clusters Score: Raw -482539.827095 + Penalty 2811.923944 = -479727.903151 nChanged 22 SP:Iteration 28Q (1691.357953 sec): 3 clusters Score: Raw -482545.911943 + Penalty 2811.923944 = -479733.987999 nChanged 19 SP:Iteration 29Q (1691.416476 sec): 3 clusters Score: Raw -482550.542465 + Penalty 2811.923944 = -479738.618521 nChanged 18 SP:Iteration 30Q (1691.464821 sec): 3 clusters Score: Raw -482556.563305 + Penalty 2811.923944 = -479744.639361 nChanged 20 SP:Iteration 31Q (1691.520141 sec): 3 clusters Score: Raw -482561.179830 + Penalty 2811.923944 = -479749.255887 nChanged 10 SP:Iteration 32Q (1691.578051 sec): 3 clusters Score: Raw -482563.809737 + Penalty 2811.923944 = -479751.885793 nChanged 12 SP:Iteration 33Q (1691.621542 sec): 3 clusters Score: Raw -482566.255188 + Penalty 2811.923944 = -479754.331244 nChanged 13 SP:Iteration 34Q (1691.682516 sec): 3 clusters Score: Raw -482568.859787 + Penalty 2811.923944 = -479756.935843 nChanged 8 SP:Iteration 35Q (1691.726645 sec): 3 clusters Score: Raw -482570.199574 + Penalty 2811.923944 = -479758.275631 nChanged 7 SP:Iteration 36Q (1691.783921 sec): 3 clusters Score: Raw -482571.212892 + Penalty 2811.923944 = -479759.288948 nChanged 4 SP:Iteration 37Q (1691.832294 sec): 3 clusters Score: Raw -482572.286683 + Penalty 2811.923944 = -479760.362739 nChanged 5 SP:Iteration 38Q (1691.885121 sec): 3 clusters Score: Raw -482573.550327 + Penalty 2811.923944 = -479761.626383 nChanged 4 SP:Iteration 39Q (1691.940021 sec): 3 clusters Score: Raw -482574.231878 + Penalty 2811.923944 = -479762.307934 nChanged 4 SP:Iteration 40F (1692.003634 sec): 3 clusters Score: Raw -482574.755966 + Penalty 2811.923944 = -479762.832022 nChanged 2 SP:Iteration 41Q (1692.048926 sec): 3 clusters Score: Raw -482575.143911 + Penalty 2811.923944 = -479763.219967 nChanged 2 SP:Iteration 42Q (1692.109234 sec): 3 clusters Score: Raw -482575.427271 + Penalty 2811.923944 = -479763.503327 nChanged 2 SP:Iteration 43Q (1692.168579 sec): 3 clusters Score: Raw -482575.621374 + Penalty 2811.923944 = -479763.697430 nChanged 0 SP:Iteration 44F (1692.223368 sec): 3 clusters Score: Raw -482575.621374 + Penalty 2811.923944 = -479763.697430 nChanged 0 Trying to split cluster 19 (6435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1692.254239 sec): 2 clusters Score: Raw -586700.896640 + Penalty 1425.044907 = -585275.851733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1692.312856 sec): 3 clusters Score: Raw -583243.460978 + Penalty 2850.089814 = -580393.371164 nChanged 2635 SP:Iteration 1F (1692.363418 sec): 3 clusters Score: Raw -584695.082368 + Penalty 2850.089814 = -581844.992554 nChanged 440 SP:Iteration 2F (1692.421638 sec): 3 clusters Score: Raw -584932.948203 + Penalty 2850.089814 = -582082.858389 nChanged 362 SP:Iteration 3F (1692.479340 sec): 3 clusters Score: Raw -585146.677030 + Penalty 2850.089814 = -582296.587216 nChanged 351 SP:Iteration 4F (1692.528079 sec): 3 clusters Score: Raw -585344.050112 + Penalty 2850.089814 = -582493.960298 nChanged 329 SP:Iteration 5F (1692.583557 sec): 3 clusters Score: Raw -585543.501594 + Penalty 2850.089814 = -582693.411780 nChanged 285 SP:Iteration 6Q (1692.643738 sec): 3 clusters Score: Raw -585706.945746 + Penalty 2850.089814 = -582856.855932 nChanged 265 SP:Iteration 7Q (1692.704584 sec): 3 clusters Score: Raw -585860.968721 + Penalty 2850.089814 = -583010.878907 nChanged 246 SP:Iteration 8Q (1692.759424 sec): 3 clusters Score: Raw -585999.194874 + Penalty 2850.089814 = -583149.105060 nChanged 203 SP:Iteration 9Q (1692.812373 sec): 3 clusters Score: Raw -586121.193856 + Penalty 2850.089814 = -583271.104042 nChanged 216 SP:Iteration 10Q (1692.872766 sec): 3 clusters Score: Raw -586266.091181 + Penalty 2850.089814 = -583416.001367 nChanged 196 SP:Iteration 11Q (1692.938740 sec): 3 clusters Score: Raw -586388.218211 + Penalty 2850.089814 = -583538.128397 nChanged 154 SP:Iteration 12Q (1692.988887 sec): 3 clusters Score: Raw -586496.237361 + Penalty 2850.089814 = -583646.147547 nChanged 126 SP:Iteration 13Q (1693.045768 sec): 3 clusters Score: Raw -586593.172523 + Penalty 2850.089814 = -583743.082709 nChanged 127 SP:Iteration 14Q (1693.098862 sec): 3 clusters Score: Raw -586694.200931 + Penalty 2850.089814 = -583844.111117 nChanged 118 SP:Iteration 15Q (1693.158202 sec): 3 clusters Score: Raw -586793.787591 + Penalty 2850.089814 = -583943.697777 nChanged 119 SP:Iteration 16Q (1693.208400 sec): 3 clusters Score: Raw -586881.941265 + Penalty 2850.089814 = -584031.851451 nChanged 92 SP:Iteration 17Q (1693.262009 sec): 3 clusters Score: Raw -586945.422768 + Penalty 2850.089814 = -584095.332954 nChanged 84 SP:Iteration 18Q (1693.314901 sec): 3 clusters Score: Raw -586996.954715 + Penalty 2850.089814 = -584146.864901 nChanged 63 SP:Iteration 19Q (1693.374892 sec): 3 clusters Score: Raw -587031.065364 + Penalty 2850.089814 = -584180.975550 nChanged 53 SP:Iteration 20F (1693.429808 sec): 3 clusters Score: Raw -587063.463129 + Penalty 2850.089814 = -584213.373315 nChanged 44 SP:Iteration 21Q (1693.477695 sec): 3 clusters Score: Raw -587088.374401 + Penalty 2850.089814 = -584238.284587 nChanged 43 SP:Iteration 22Q (1693.532580 sec): 3 clusters Score: Raw -587110.259891 + Penalty 2850.089814 = -584260.170077 nChanged 35 SP:Iteration 23Q (1693.584639 sec): 3 clusters Score: Raw -587126.175258 + Penalty 2850.089814 = -584276.085444 nChanged 40 SP:Iteration 24Q (1693.643929 sec): 3 clusters Score: Raw -587152.712095 + Penalty 2850.089814 = -584302.622280 nChanged 44 SP:Iteration 25Q (1693.702253 sec): 3 clusters Score: Raw -587183.065580 + Penalty 2850.089814 = -584332.975766 nChanged 50 SP:Iteration 26Q (1693.755242 sec): 3 clusters Score: Raw -587217.543465 + Penalty 2850.089814 = -584367.453651 nChanged 49 SP:Iteration 27Q (1693.804103 sec): 3 clusters Score: Raw -587252.950478 + Penalty 2850.089814 = -584402.860664 nChanged 48 SP:Iteration 28Q (1693.856863 sec): 3 clusters Score: Raw -587289.103716 + Penalty 2850.089814 = -584439.013902 nChanged 53 SP:Iteration 29Q (1693.922667 sec): 3 clusters Score: Raw -587325.874744 + Penalty 2850.089814 = -584475.784930 nChanged 45 SP:Iteration 30Q (1693.980779 sec): 3 clusters Score: Raw -587357.557800 + Penalty 2850.089814 = -584507.467986 nChanged 57 SP:Iteration 31Q (1694.022969 sec): 3 clusters Score: Raw -587393.584213 + Penalty 2850.089814 = -584543.494399 nChanged 64 SP:Iteration 32Q (1694.079435 sec): 3 clusters Score: Raw -587434.998025 + Penalty 2850.089814 = -584584.908211 nChanged 68 SP:Iteration 33Q (1694.133719 sec): 3 clusters Score: Raw -587483.134051 + Penalty 2850.089814 = -584633.044237 nChanged 83 SP:Iteration 34Q (1694.199984 sec): 3 clusters Score: Raw -587537.022187 + Penalty 2850.089814 = -584686.932373 nChanged 78 SP:Iteration 35Q (1694.241828 sec): 3 clusters Score: Raw -587585.495951 + Penalty 2850.089814 = -584735.406137 nChanged 77 SP:Iteration 36Q (1694.303998 sec): 3 clusters Score: Raw -587634.501501 + Penalty 2850.089814 = -584784.411687 nChanged 85 SP:Iteration 37Q (1694.361562 sec): 3 clusters Score: Raw -587692.481403 + Penalty 2850.089814 = -584842.391589 nChanged 79 SP:Iteration 38Q (1694.404317 sec): 3 clusters Score: Raw -587736.498464 + Penalty 2850.089814 = -584886.408650 nChanged 75 SP:Iteration 39Q (1694.466401 sec): 3 clusters Score: Raw -587777.870838 + Penalty 2850.089814 = -584927.781024 nChanged 61 SP:Iteration 40F (1694.513853 sec): 3 clusters Score: Raw -587829.832150 + Penalty 2850.089814 = -584979.742336 nChanged 86 SP:Iteration 41Q (1694.574319 sec): 3 clusters Score: Raw -587898.107272 + Penalty 2850.089814 = -585048.017458 nChanged 87 SP:Iteration 42Q (1694.635161 sec): 3 clusters Score: Raw -587962.474033 + Penalty 2850.089814 = -585112.384219 nChanged 91 SP:Iteration 43Q (1694.692427 sec): 3 clusters Score: Raw -588026.533565 + Penalty 2850.089814 = -585176.443751 nChanged 94 SP:Iteration 44Q (1694.735741 sec): 3 clusters Score: Raw -588088.786101 + Penalty 2850.089814 = -585238.696287 nChanged 89 SP:Iteration 45Q (1694.799320 sec): 3 clusters Score: Raw -588151.436941 + Penalty 2850.089814 = -585301.347127 nChanged 83 SP:Iteration 46Q (1694.852881 sec): 3 clusters Score: Raw -588205.264427 + Penalty 2850.089814 = -585355.174613 nChanged 70 SP:Iteration 47Q (1694.908275 sec): 3 clusters Score: Raw -588241.182723 + Penalty 2850.089814 = -585391.092909 nChanged 67 SP:Iteration 48Q (1694.959351 sec): 3 clusters Score: Raw -588274.216822 + Penalty 2850.089814 = -585424.127008 nChanged 40 SP:Iteration 49Q (1695.016231 sec): 3 clusters Score: Raw -588289.774460 + Penalty 2850.089814 = -585439.684646 nChanged 30 SP:Iteration 50Q (1695.076208 sec): 3 clusters Score: Raw -588299.841726 + Penalty 2850.089814 = -585449.751912 nChanged 26 SP:Iteration 51Q (1695.132251 sec): 3 clusters Score: Raw -588308.502627 + Penalty 2850.089814 = -585458.412813 nChanged 28 SP:Iteration 52Q (1695.181753 sec): 3 clusters Score: Raw -588320.195922 + Penalty 2850.089814 = -585470.106108 nChanged 25 SP:Iteration 53Q (1695.231794 sec): 3 clusters Score: Raw -588329.883536 + Penalty 2850.089814 = -585479.793722 nChanged 18 SP:Iteration 54Q (1695.291735 sec): 3 clusters Score: Raw -588336.515590 + Penalty 2850.089814 = -585486.425776 nChanged 11 SP:Iteration 55Q (1695.348564 sec): 3 clusters Score: Raw -588341.024061 + Penalty 2850.089814 = -585490.934247 nChanged 16 SP:Iteration 56Q (1695.407173 sec): 3 clusters Score: Raw -588347.028893 + Penalty 2850.089814 = -585496.939079 nChanged 21 SP:Iteration 57Q (1695.452540 sec): 3 clusters Score: Raw -588352.667723 + Penalty 2850.089814 = -585502.577909 nChanged 13 SP:Iteration 58Q (1695.505759 sec): 3 clusters Score: Raw -588355.451347 + Penalty 2850.089814 = -585505.361533 nChanged 12 SP:Iteration 59Q (1695.567636 sec): 3 clusters Score: Raw -588358.863016 + Penalty 2850.089814 = -585508.773202 nChanged 11 SP:Iteration 60F (1695.615163 sec): 3 clusters Score: Raw -588366.952557 + Penalty 2850.089814 = -585516.862743 nChanged 18 SP:Iteration 61Q (1695.676279 sec): 3 clusters Score: Raw -588372.643416 + Penalty 2850.089814 = -585522.553602 nChanged 20 SP:Iteration 62Q (1695.726521 sec): 3 clusters Score: Raw -588379.311371 + Penalty 2850.089814 = -585529.221557 nChanged 17 SP:Iteration 63Q (1695.788570 sec): 3 clusters Score: Raw -588384.903722 + Penalty 2850.089814 = -585534.813908 nChanged 17 SP:Iteration 64Q (1695.835745 sec): 3 clusters Score: Raw -588389.159988 + Penalty 2850.089814 = -585539.070174 nChanged 18 SP:Iteration 65Q (1695.887138 sec): 3 clusters Score: Raw -588395.570713 + Penalty 2850.089814 = -585545.480899 nChanged 24 SP:Iteration 66Q (1695.939502 sec): 3 clusters Score: Raw -588405.023868 + Penalty 2850.089814 = -585554.934054 nChanged 28 SP:Iteration 67Q (1696.002249 sec): 3 clusters Score: Raw -588415.954061 + Penalty 2850.089814 = -585565.864247 nChanged 21 SP:Iteration 68Q (1696.053369 sec): 3 clusters Score: Raw -588424.312918 + Penalty 2850.089814 = -585574.223104 nChanged 21 SP:Iteration 69Q (1696.116325 sec): 3 clusters Score: Raw -588431.816027 + Penalty 2850.089814 = -585581.726213 nChanged 15 SP:Iteration 70Q (1696.158800 sec): 3 clusters Score: Raw -588439.133591 + Penalty 2850.089814 = -585589.043777 nChanged 22 SP:Iteration 71Q (1696.209436 sec): 3 clusters Score: Raw -588449.034255 + Penalty 2850.089814 = -585598.944441 nChanged 18 SP:Iteration 72Q (1696.273752 sec): 3 clusters Score: Raw -588456.398981 + Penalty 2850.089814 = -585606.309167 nChanged 17 SP:Iteration 73Q (1696.319589 sec): 3 clusters Score: Raw -588462.677620 + Penalty 2850.089814 = -585612.587806 nChanged 23 SP:Iteration 74Q (1696.375353 sec): 3 clusters Score: Raw -588469.127108 + Penalty 2850.089814 = -585619.037294 nChanged 14 SP:Iteration 75Q (1696.429750 sec): 3 clusters Score: Raw -588474.023680 + Penalty 2850.089814 = -585623.933866 nChanged 16 SP:Iteration 76Q (1696.492802 sec): 3 clusters Score: Raw -588478.537261 + Penalty 2850.089814 = -585628.447447 nChanged 12 SP:Iteration 77Q (1696.547787 sec): 3 clusters Score: Raw -588482.390393 + Penalty 2850.089814 = -585632.300579 nChanged 10 SP:Iteration 78Q (1696.596034 sec): 3 clusters Score: Raw -588486.591606 + Penalty 2850.089814 = -585636.501792 nChanged 19 SP:Iteration 79Q (1696.644462 sec): 3 clusters Score: Raw -588493.413879 + Penalty 2850.089814 = -585643.324065 nChanged 14 SP:Iteration 80F (1696.702385 sec): 3 clusters Score: Raw -588497.279752 + Penalty 2850.089814 = -585647.189938 nChanged 15 SP:Iteration 81Q (1696.760247 sec): 3 clusters Score: Raw -588502.349116 + Penalty 2850.089814 = -585652.259302 nChanged 16 SP:Iteration 82Q (1696.812031 sec): 3 clusters Score: Raw -588507.607431 + Penalty 2850.089814 = -585657.517617 nChanged 14 SP:Iteration 83Q (1696.871085 sec): 3 clusters Score: Raw -588512.233843 + Penalty 2850.089814 = -585662.144029 nChanged 21 SP:Iteration 84Q (1696.926617 sec): 3 clusters Score: Raw -588520.728283 + Penalty 2850.089814 = -585670.638469 nChanged 20 SP:Iteration 85Q (1696.981897 sec): 3 clusters Score: Raw -588528.588213 + Penalty 2850.089814 = -585678.498399 nChanged 21 SP:Iteration 86Q (1697.033622 sec): 3 clusters Score: Raw -588535.435440 + Penalty 2850.089814 = -585685.345626 nChanged 10 SP:Iteration 87Q (1697.088600 sec): 3 clusters Score: Raw -588538.082271 + Penalty 2850.089814 = -585687.992457 nChanged 9 SP:Iteration 88Q (1697.142303 sec): 3 clusters Score: Raw -588540.083279 + Penalty 2850.089814 = -585689.993465 nChanged 12 SP:Iteration 89Q (1697.195213 sec): 3 clusters Score: Raw -588543.000259 + Penalty 2850.089814 = -585692.910445 nChanged 7 SP:Iteration 90Q (1697.250577 sec): 3 clusters Score: Raw -588544.944838 + Penalty 2850.089814 = -585694.855024 nChanged 7 SP:Iteration 91Q (1697.304951 sec): 3 clusters Score: Raw -588546.842039 + Penalty 2850.089814 = -585696.752225 nChanged 4 SP:Iteration 92Q (1697.350265 sec): 3 clusters Score: Raw -588547.977320 + Penalty 2850.089814 = -585697.887506 nChanged 2 SP:Iteration 93Q (1697.410661 sec): 3 clusters Score: Raw -588548.442556 + Penalty 2850.089814 = -585698.352742 nChanged 1 SP:Iteration 94Q (1697.460287 sec): 3 clusters Score: Raw -588548.795420 + Penalty 2850.089814 = -585698.705606 nChanged 1 SP:Iteration 95Q (1697.518270 sec): 3 clusters Score: Raw -588548.877291 + Penalty 2850.089814 = -585698.787477 nChanged 0 SP:Iteration 96F (1697.578654 sec): 3 clusters Score: Raw -588548.877291 + Penalty 2850.089814 = -585698.787477 nChanged 0 Score: Raw -31974779.239674 + Penalty 47681.105108 = -31927098.134566 Splitting cluster 19 changes total score from -31924364.933705 to -31927098.134566 So it's getting split into cluster 23. Trying to split cluster 20 (3655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1703.045896 sec): 2 clusters Score: Raw -303351.340536 + Penalty 1333.125848 = -302018.214688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1703.096086 sec): 3 clusters Score: Raw -301541.747909 + Penalty 2666.251696 = -298875.496213 nChanged 1465 SP:Iteration 1F (1703.157330 sec): 3 clusters Score: Raw -302446.906265 + Penalty 2666.251696 = -299780.654569 nChanged 302 SP:Iteration 2F (1703.202382 sec): 3 clusters Score: Raw -302718.325697 + Penalty 2666.251696 = -300052.074001 nChanged 250 SP:Iteration 3F (1703.259327 sec): 3 clusters Score: Raw -302940.914646 + Penalty 2666.251696 = -300274.662950 nChanged 207 SP:Iteration 4F (1703.310355 sec): 3 clusters Score: Raw -303101.721102 + Penalty 2666.251696 = -300435.469406 nChanged 167 SP:Iteration 5Q (1703.359331 sec): 3 clusters Score: Raw -303207.126236 + Penalty 2666.251696 = -300540.874540 nChanged 123 SP:Iteration 6Q (1703.411578 sec): 3 clusters Score: Raw -303284.120140 + Penalty 2666.251696 = -300617.868444 nChanged 105 SP:Iteration 7Q (1703.466081 sec): 3 clusters Score: Raw -303354.058711 + Penalty 2666.251696 = -300687.807015 nChanged 93 SP:Iteration 8Q (1703.519661 sec): 3 clusters Score: Raw -303417.287850 + Penalty 2666.251696 = -300751.036154 nChanged 87 SP:Iteration 9Q (1703.571956 sec): 3 clusters Score: Raw -303504.253771 + Penalty 2666.251696 = -300838.002075 nChanged 110 SP:Iteration 10Q (1703.616090 sec): 3 clusters Score: Raw -303633.484722 + Penalty 2666.251696 = -300967.233026 nChanged 135 SP:Iteration 11Q (1703.666216 sec): 3 clusters Score: Raw -303826.405190 + Penalty 2666.251696 = -301160.153494 nChanged 133 SP:Iteration 12Q (1703.712327 sec): 3 clusters Score: Raw -304012.606364 + Penalty 2666.251696 = -301346.354668 nChanged 107 SP:Iteration 13Q (1703.768070 sec): 3 clusters Score: Raw -304152.370978 + Penalty 2666.251696 = -301486.119282 nChanged 102 SP:Iteration 14Q (1703.811562 sec): 3 clusters Score: Raw -304223.360677 + Penalty 2666.251696 = -301557.108981 nChanged 76 SP:Iteration 15Q (1703.861732 sec): 3 clusters Score: Raw -304274.636710 + Penalty 2666.251696 = -301608.385014 nChanged 71 SP:Iteration 16Q (1703.921586 sec): 3 clusters Score: Raw -304324.598939 + Penalty 2666.251696 = -301658.347243 nChanged 64 SP:Iteration 17Q (1703.973167 sec): 3 clusters Score: Raw -304373.860781 + Penalty 2666.251696 = -301707.609085 nChanged 60 SP:Iteration 18Q (1704.011739 sec): 3 clusters Score: Raw -304412.006428 + Penalty 2666.251696 = -301745.754732 nChanged 42 SP:Iteration 19Q (1704.061429 sec): 3 clusters Score: Raw -304436.424867 + Penalty 2666.251696 = -301770.173171 nChanged 40 SP:Iteration 20F (1704.116680 sec): 3 clusters Score: Raw -304460.094698 + Penalty 2666.251696 = -301793.843002 nChanged 34 SP:Iteration 21Q (1704.167749 sec): 3 clusters Score: Raw -304479.670982 + Penalty 2666.251696 = -301813.419286 nChanged 24 SP:Iteration 22Q (1704.216538 sec): 3 clusters Score: Raw -304491.126534 + Penalty 2666.251696 = -301824.874839 nChanged 25 SP:Iteration 23Q (1704.264529 sec): 3 clusters Score: Raw -304504.550477 + Penalty 2666.251696 = -301838.298781 nChanged 23 SP:Iteration 24Q (1704.315543 sec): 3 clusters Score: Raw -304515.537081 + Penalty 2666.251696 = -301849.285385 nChanged 22 SP:Iteration 25Q (1704.363352 sec): 3 clusters Score: Raw -304527.621156 + Penalty 2666.251696 = -301861.369461 nChanged 15 SP:Iteration 26Q (1704.407220 sec): 3 clusters Score: Raw -304534.634814 + Penalty 2666.251696 = -301868.383118 nChanged 9 SP:Iteration 27Q (1704.457927 sec): 3 clusters Score: Raw -304537.508494 + Penalty 2666.251696 = -301871.256798 nChanged 6 SP:Iteration 28Q (1704.504608 sec): 3 clusters Score: Raw -304539.280114 + Penalty 2666.251696 = -301873.028418 nChanged 6 SP:Iteration 29Q (1704.558461 sec): 3 clusters Score: Raw -304541.751826 + Penalty 2666.251696 = -301875.500130 nChanged 8 SP:Iteration 30Q (1704.600239 sec): 3 clusters Score: Raw -304544.549884 + Penalty 2666.251696 = -301878.298188 nChanged 4 SP:Iteration 31Q (1704.654342 sec): 3 clusters Score: Raw -304545.966953 + Penalty 2666.251696 = -301879.715257 nChanged 3 SP:Iteration 32Q (1704.706335 sec): 3 clusters Score: Raw -304546.574002 + Penalty 2666.251696 = -301880.322306 nChanged 1 SP:Iteration 33Q (1704.755291 sec): 3 clusters Score: Raw -304546.792428 + Penalty 2666.251696 = -301880.540732 nChanged 0 SP:Iteration 34F (1704.807961 sec): 3 clusters Score: Raw -304546.792428 + Penalty 2666.251696 = -301880.540732 nChanged 0 Trying to split cluster 21 (6715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1704.838115 sec): 2 clusters Score: Raw -618745.865005 + Penalty 1431.966105 = -617313.898899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1704.885823 sec): 3 clusters Score: Raw -615101.575416 + Penalty 2863.932210 = -612237.643206 nChanged 2765 SP:Iteration 1F (1704.941959 sec): 3 clusters Score: Raw -616683.952632 + Penalty 2863.932210 = -613820.020421 nChanged 482 SP:Iteration 2F (1705.003914 sec): 3 clusters Score: Raw -616994.226546 + Penalty 2863.932210 = -614130.294336 nChanged 435 SP:Iteration 3F (1705.051506 sec): 3 clusters Score: Raw -617334.382159 + Penalty 2863.932210 = -614470.449948 nChanged 436 SP:Iteration 4F (1705.106561 sec): 3 clusters Score: Raw -617679.912041 + Penalty 2863.932210 = -614815.979830 nChanged 413 SP:Iteration 5F (1705.160980 sec): 3 clusters Score: Raw -618016.339093 + Penalty 2863.932210 = -615152.406883 nChanged 368 SP:Iteration 6F (1705.217855 sec): 3 clusters Score: Raw -618262.935882 + Penalty 2863.932210 = -615399.003672 nChanged 291 SP:Iteration 7Q (1705.288052 sec): 3 clusters Score: Raw -618441.239969 + Penalty 2863.932210 = -615577.307759 nChanged 245 SP:Iteration 8Q (1705.337654 sec): 3 clusters Score: Raw -618569.023439 + Penalty 2863.932210 = -615705.091229 nChanged 206 SP:Iteration 9Q (1705.408212 sec): 3 clusters Score: Raw -618662.824350 + Penalty 2863.932210 = -615798.892140 nChanged 158 SP:Iteration 10Q (1705.472309 sec): 3 clusters Score: Raw -618726.451003 + Penalty 2863.932210 = -615862.518793 nChanged 118 SP:Iteration 11Q (1705.531431 sec): 3 clusters Score: Raw -618765.462464 + Penalty 2863.932210 = -615901.530253 nChanged 93 SP:Iteration 12Q (1705.574397 sec): 3 clusters Score: Raw -618793.755585 + Penalty 2863.932210 = -615929.823374 nChanged 77 SP:Iteration 13Q (1705.634990 sec): 3 clusters Score: Raw -618814.455051 + Penalty 2863.932210 = -615950.522840 nChanged 52 SP:Iteration 14Q (1705.697469 sec): 3 clusters Score: Raw -618827.425265 + Penalty 2863.932210 = -615963.493054 nChanged 43 SP:Iteration 15Q (1705.747569 sec): 3 clusters Score: Raw -618837.360571 + Penalty 2863.932210 = -615973.428360 nChanged 38 SP:Iteration 16Q (1705.800962 sec): 3 clusters Score: Raw -618844.548227 + Penalty 2863.932210 = -615980.616016 nChanged 25 SP:Iteration 17Q (1705.857792 sec): 3 clusters Score: Raw -618849.019206 + Penalty 2863.932210 = -615985.086996 nChanged 17 SP:Iteration 18Q (1705.911257 sec): 3 clusters Score: Raw -618853.303042 + Penalty 2863.932210 = -615989.370832 nChanged 19 SP:Iteration 19Q (1705.969715 sec): 3 clusters Score: Raw -618857.485690 + Penalty 2863.932210 = -615993.553480 nChanged 18 SP:Iteration 20F (1706.023045 sec): 3 clusters Score: Raw -618860.692290 + Penalty 2863.932210 = -615996.760079 nChanged 19 SP:Iteration 21Q (1706.084445 sec): 3 clusters Score: Raw -618863.487794 + Penalty 2863.932210 = -615999.555583 nChanged 16 SP:Iteration 22Q (1706.142903 sec): 3 clusters Score: Raw -618866.280214 + Penalty 2863.932210 = -616002.348003 nChanged 16 SP:Iteration 23Q (1706.198153 sec): 3 clusters Score: Raw -618867.967834 + Penalty 2863.932210 = -616004.035624 nChanged 3 SP:Iteration 24Q (1706.262819 sec): 3 clusters Score: Raw -618868.380752 + Penalty 2863.932210 = -616004.448541 nChanged 3 SP:Iteration 25Q (1706.307650 sec): 3 clusters Score: Raw -618868.776810 + Penalty 2863.932210 = -616004.844600 nChanged 5 SP:Iteration 26Q (1706.374789 sec): 3 clusters Score: Raw -618869.754750 + Penalty 2863.932210 = -616005.822540 nChanged 6 SP:Iteration 27Q (1706.418676 sec): 3 clusters Score: Raw -618870.873840 + Penalty 2863.932210 = -616006.941629 nChanged 8 SP:Iteration 28Q (1706.473226 sec): 3 clusters Score: Raw -618872.410188 + Penalty 2863.932210 = -616008.477977 nChanged 13 SP:Iteration 29Q (1706.528663 sec): 3 clusters Score: Raw -618874.163667 + Penalty 2863.932210 = -616010.231456 nChanged 10 SP:Iteration 30Q (1706.581066 sec): 3 clusters Score: Raw -618875.822803 + Penalty 2863.932210 = -616011.890593 nChanged 14 SP:Iteration 31Q (1706.642949 sec): 3 clusters Score: Raw -618878.494087 + Penalty 2863.932210 = -616014.561877 nChanged 9 SP:Iteration 32Q (1706.703481 sec): 3 clusters Score: Raw -618880.193742 + Penalty 2863.932210 = -616016.261532 nChanged 17 SP:Iteration 33Q (1706.758141 sec): 3 clusters Score: Raw -618883.053752 + Penalty 2863.932210 = -616019.121541 nChanged 16 SP:Iteration 34Q (1706.814361 sec): 3 clusters Score: Raw -618885.723315 + Penalty 2863.932210 = -616021.791104 nChanged 12 SP:Iteration 35Q (1706.878252 sec): 3 clusters Score: Raw -618888.423501 + Penalty 2863.932210 = -616024.491290 nChanged 9 SP:Iteration 36Q (1706.928802 sec): 3 clusters Score: Raw -618890.598881 + Penalty 2863.932210 = -616026.666671 nChanged 10 SP:Iteration 37Q (1706.982437 sec): 3 clusters Score: Raw -618892.491332 + Penalty 2863.932210 = -616028.559122 nChanged 7 SP:Iteration 38Q (1707.042745 sec): 3 clusters Score: Raw -618893.776035 + Penalty 2863.932210 = -616029.843824 nChanged 9 SP:Iteration 39Q (1707.090257 sec): 3 clusters Score: Raw -618895.054641 + Penalty 2863.932210 = -616031.122431 nChanged 8 SP:Iteration 40F (1707.143470 sec): 3 clusters Score: Raw -618897.387924 + Penalty 2863.932210 = -616033.455713 nChanged 16 SP:Iteration 41Q (1707.202027 sec): 3 clusters Score: Raw -618901.425085 + Penalty 2863.932210 = -616037.492875 nChanged 16 SP:Iteration 42Q (1707.255880 sec): 3 clusters Score: Raw -618903.657925 + Penalty 2863.932210 = -616039.725714 nChanged 8 SP:Iteration 43Q (1707.319902 sec): 3 clusters Score: Raw -618904.740171 + Penalty 2863.932210 = -616040.807961 nChanged 6 SP:Iteration 44Q (1707.365628 sec): 3 clusters Score: Raw -618906.134978 + Penalty 2863.932210 = -616042.202768 nChanged 10 SP:Iteration 45Q (1707.432301 sec): 3 clusters Score: Raw -618907.638622 + Penalty 2863.932210 = -616043.706411 nChanged 10 SP:Iteration 46Q (1707.487064 sec): 3 clusters Score: Raw -618909.750013 + Penalty 2863.932210 = -616045.817803 nChanged 15 SP:Iteration 47Q (1707.546992 sec): 3 clusters Score: Raw -618912.578872 + Penalty 2863.932210 = -616048.646662 nChanged 24 SP:Iteration 48Q (1707.599209 sec): 3 clusters Score: Raw -618916.852296 + Penalty 2863.932210 = -616052.920085 nChanged 25 SP:Iteration 49Q (1707.658441 sec): 3 clusters Score: Raw -618923.158761 + Penalty 2863.932210 = -616059.226550 nChanged 30 SP:Iteration 50Q (1707.721172 sec): 3 clusters Score: Raw -618931.371287 + Penalty 2863.932210 = -616067.439077 nChanged 23 SP:Iteration 51Q (1707.771109 sec): 3 clusters Score: Raw -618936.316235 + Penalty 2863.932210 = -616072.384025 nChanged 25 SP:Iteration 52Q (1707.830428 sec): 3 clusters Score: Raw -618941.957827 + Penalty 2863.932210 = -616078.025616 nChanged 28 SP:Iteration 53Q (1707.885293 sec): 3 clusters Score: Raw -618947.532574 + Penalty 2863.932210 = -616083.600364 nChanged 16 SP:Iteration 54Q (1707.950517 sec): 3 clusters Score: Raw -618950.067469 + Penalty 2863.932210 = -616086.135259 nChanged 14 SP:Iteration 55Q (1707.993886 sec): 3 clusters Score: Raw -618953.102637 + Penalty 2863.932210 = -616089.170426 nChanged 10 SP:Iteration 56Q (1708.058399 sec): 3 clusters Score: Raw -618955.468163 + Penalty 2863.932210 = -616091.535952 nChanged 13 SP:Iteration 57Q (1708.114967 sec): 3 clusters Score: Raw -618957.228074 + Penalty 2863.932210 = -616093.295864 nChanged 11 SP:Iteration 58Q (1708.171901 sec): 3 clusters Score: Raw -618959.184211 + Penalty 2863.932210 = -616095.252001 nChanged 9 SP:Iteration 59Q (1708.228861 sec): 3 clusters Score: Raw -618960.953628 + Penalty 2863.932210 = -616097.021417 nChanged 15 SP:Iteration 60F (1708.278878 sec): 3 clusters Score: Raw -618963.950059 + Penalty 2863.932210 = -616100.017849 nChanged 12 SP:Iteration 61Q (1708.334860 sec): 3 clusters Score: Raw -618966.452940 + Penalty 2863.932210 = -616102.520730 nChanged 10 SP:Iteration 62Q (1708.394538 sec): 3 clusters Score: Raw -618969.271667 + Penalty 2863.932210 = -616105.339456 nChanged 14 SP:Iteration 63Q (1708.452913 sec): 3 clusters Score: Raw -618971.860426 + Penalty 2863.932210 = -616107.928215 nChanged 8 SP:Iteration 64Q (1708.497546 sec): 3 clusters Score: Raw -618973.029640 + Penalty 2863.932210 = -616109.097429 nChanged 8 SP:Iteration 65Q (1708.560128 sec): 3 clusters Score: Raw -618974.292956 + Penalty 2863.932210 = -616110.360745 nChanged 8 SP:Iteration 66Q (1708.609578 sec): 3 clusters Score: Raw -618975.486759 + Penalty 2863.932210 = -616111.554548 nChanged 8 SP:Iteration 67Q (1708.672606 sec): 3 clusters Score: Raw -618976.764476 + Penalty 2863.932210 = -616112.832265 nChanged 3 SP:Iteration 68Q (1708.729230 sec): 3 clusters Score: Raw -618977.259912 + Penalty 2863.932210 = -616113.327701 nChanged 2 SP:Iteration 69Q (1708.777426 sec): 3 clusters Score: Raw -618977.599141 + Penalty 2863.932210 = -616113.666930 nChanged 4 SP:Iteration 70Q (1708.834686 sec): 3 clusters Score: Raw -618978.359313 + Penalty 2863.932210 = -616114.427103 nChanged 5 SP:Iteration 71Q (1708.900223 sec): 3 clusters Score: Raw -618978.987959 + Penalty 2863.932210 = -616115.055749 nChanged 4 SP:Iteration 72Q (1708.947318 sec): 3 clusters Score: Raw -618979.521949 + Penalty 2863.932210 = -616115.589739 nChanged 2 SP:Iteration 73Q (1709.017543 sec): 3 clusters Score: Raw -618979.757131 + Penalty 2863.932210 = -616115.824921 nChanged 3 SP:Iteration 74Q (1709.065462 sec): 3 clusters Score: Raw -618980.077233 + Penalty 2863.932210 = -616116.145022 nChanged 2 SP:Iteration 75Q (1709.118929 sec): 3 clusters Score: Raw -618980.387894 + Penalty 2863.932210 = -616116.455684 nChanged 1 SP:Iteration 76Q (1709.171078 sec): 3 clusters Score: Raw -618980.443623 + Penalty 2863.932210 = -616116.511412 nChanged 1 SP:Iteration 77Q (1709.236435 sec): 3 clusters Score: Raw -618980.553321 + Penalty 2863.932210 = -616116.621111 nChanged 2 SP:Iteration 78Q (1709.292084 sec): 3 clusters Score: Raw -618980.882413 + Penalty 2863.932210 = -616116.950202 nChanged 2 SP:Iteration 79Q (1709.341735 sec): 3 clusters Score: Raw -618981.264081 + Penalty 2863.932210 = -616117.331870 nChanged 1 SP:Iteration 80F (1709.392809 sec): 3 clusters Score: Raw -618981.543387 + Penalty 2863.932210 = -616117.611176 nChanged 2 SP:Iteration 81Q (1709.446376 sec): 3 clusters Score: Raw -618981.803640 + Penalty 2863.932210 = -616117.871430 nChanged 0 SP:Iteration 82F (1709.508542 sec): 3 clusters Score: Raw -618981.803640 + Penalty 2863.932210 = -616117.871430 nChanged 0 Iteration 59Q (1712.144870 sec): 24 clusters Score: Raw -31976625.579772 + Penalty 47681.105108 = -31928944.474665 nChanged 4593 Iteration 60F (1717.562291 sec): 24 clusters Score: Raw -31978445.097993 + Penalty 47681.105108 = -31930763.992885 nChanged 2877 Iteration 61Q (1719.979741 sec): 24 clusters Score: Raw -31979282.399374 + Penalty 47681.105108 = -31931601.294266 nChanged 2048 Iteration 62Q (1722.530149 sec): 24 clusters Score: Raw -31979821.389098 + Penalty 47681.105108 = -31932140.283991 nChanged 1641 Iteration 63Q (1724.928510 sec): 24 clusters Score: Raw -31980176.068732 + Penalty 47681.105108 = -31932494.963625 nChanged 1384 Iteration 64Q (1727.359532 sec): 24 clusters Score: Raw -31980472.665975 + Penalty 47681.105108 = -31932791.560868 nChanged 1279 Iteration 65Q (1729.588999 sec): 24 clusters Score: Raw -31980728.738442 + Penalty 47681.105108 = -31933047.633335 nChanged 1105 Iteration 66Q (1732.101275 sec): 24 clusters Score: Raw -31980951.666992 + Penalty 47681.105108 = -31933270.561884 nChanged 1069 Iteration 67Q (1734.323418 sec): 24 clusters Score: Raw -31981155.461296 + Penalty 47681.105108 = -31933474.356188 nChanged 972 Iteration 68Q (1736.588753 sec): 24 clusters Score: Raw -31981338.005960 + Penalty 47681.105108 = -31933656.900852 nChanged 947 Iteration 69Q (1739.178011 sec): 24 clusters Score: Raw -31981510.265388 + Penalty 47681.105108 = -31933829.160280 nChanged 902 Iteration 70Q (1741.287660 sec): 24 clusters Score: Raw -31981651.819094 + Penalty 47681.105108 = -31933970.713986 nChanged 825 Iteration 71Q (1743.727942 sec): 24 clusters Score: Raw -31981769.422742 + Penalty 47681.105108 = -31934088.317634 nChanged 782 Iteration 72Q (1746.008316 sec): 24 clusters Score: Raw -31981877.612877 + Penalty 47681.105108 = -31934196.507770 nChanged 685 Iteration 73Q (1748.412815 sec): 24 clusters Score: Raw -31981964.617164 + Penalty 47681.105108 = -31934283.512056 nChanged 637 Iteration 74Q (1751.026744 sec): 24 clusters Score: Raw -31982040.094455 + Penalty 47681.105108 = -31934358.989347 nChanged 574 Iteration 75Q (1753.536113 sec): 24 clusters Score: Raw -31982108.906709 + Penalty 47681.105108 = -31934427.801601 nChanged 550 Iteration 76Q (1756.053723 sec): 24 clusters Score: Raw -31982171.012976 + Penalty 47681.105108 = -31934489.907868 nChanged 521 Iteration 77Q (1758.451462 sec): 24 clusters Score: Raw -31982232.227940 + Penalty 47681.105108 = -31934551.122832 nChanged 454 Iteration 78Q (1760.833513 sec): 24 clusters Score: Raw -31982292.063560 + Penalty 47681.105108 = -31934610.958453 nChanged 441 Iteration 79Q (1763.083643 sec): 24 clusters Score: Raw -31982344.244682 + Penalty 47681.105108 = -31934663.139574 nChanged 434 Iteration 80F (1768.196648 sec): 24 clusters Score: Raw -31982498.681113 + Penalty 47681.105108 = -31934817.576005 nChanged 477 Iteration 81Q (1770.568047 sec): 24 clusters Score: Raw -31982630.555782 + Penalty 47681.105108 = -31934949.450674 nChanged 529 Iteration 82Q (1772.961190 sec): 24 clusters Score: Raw -31982716.498909 + Penalty 47681.105108 = -31935035.393801 nChanged 471 Iteration 83Q (1775.329453 sec): 24 clusters Score: Raw -31982772.634857 + Penalty 47681.105108 = -31935091.529749 nChanged 440 Iteration 84Q (1777.829961 sec): 24 clusters Score: Raw -31982825.693221 + Penalty 47681.105108 = -31935144.588113 nChanged 441 Iteration 85Q (1780.169417 sec): 24 clusters Score: Raw -31982869.285393 + Penalty 47681.105108 = -31935188.180286 nChanged 412 Iteration 86Q (1782.461821 sec): 24 clusters Score: Raw -31982907.588339 + Penalty 47681.105108 = -31935226.483231 nChanged 345 Iteration 87Q (1784.782304 sec): 24 clusters Score: Raw -31982943.793284 + Penalty 47681.105108 = -31935262.688176 nChanged 330 Iteration 88Q (1787.261624 sec): 24 clusters Score: Raw -31982973.285524 + Penalty 47681.105108 = -31935292.180416 nChanged 294 Iteration 89Q (1789.692968 sec): 24 clusters Score: Raw -31983002.547903 + Penalty 47681.105108 = -31935321.442795 nChanged 321 Iteration 90Q (1792.188623 sec): 24 clusters Score: Raw -31983031.774704 + Penalty 47681.105108 = -31935350.669596 nChanged 304 Iteration 91Q (1794.377117 sec): 24 clusters Score: Raw -31983055.322656 + Penalty 47681.105108 = -31935374.217548 nChanged 298 Iteration 92Q (1796.769552 sec): 24 clusters Score: Raw -31983077.502430 + Penalty 47681.105108 = -31935396.397322 nChanged 284 Iteration 93Q (1799.095570 sec): 24 clusters Score: Raw -31983097.729846 + Penalty 47681.105108 = -31935416.624738 nChanged 260 Iteration 94Q (1801.423195 sec): 24 clusters Score: Raw -31983116.687361 + Penalty 47681.105108 = -31935435.582254 nChanged 242 Iteration 95Q (1803.672313 sec): 24 clusters Score: Raw -31983136.668161 + Penalty 47681.105108 = -31935455.563053 nChanged 209 Iteration 96Q (1805.900562 sec): 24 clusters Score: Raw -31983151.075247 + Penalty 47681.105108 = -31935469.970140 nChanged 192 Iteration 97Q (1808.317098 sec): 24 clusters Score: Raw -31983163.846899 + Penalty 47681.105108 = -31935482.741791 nChanged 201 Iteration 98Q (1810.624573 sec): 24 clusters Score: Raw -31983177.266989 + Penalty 47681.105108 = -31935496.161881 nChanged 181 Writing temp clu file Because OldScore, -31935482.741791, is greater than current (better) Score,-31935496.161881 Compute initial score before splitting: Score: Raw -31983177.266989 + Penalty 47681.105108 = -31935496.161881 Trying to split cluster 1 (3059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1810.776022 sec): 2 clusters Score: Raw -251715.851325 + Penalty 1304.199543 = -250411.651781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1810.831018 sec): 3 clusters Score: Raw -250304.118752 + Penalty 2608.399087 = -247695.719665 nChanged 1161 SP:Iteration 1F (1810.876548 sec): 3 clusters Score: Raw -251025.267522 + Penalty 2608.399087 = -248416.868435 nChanged 247 SP:Iteration 2F (1810.930595 sec): 3 clusters Score: Raw -251234.792615 + Penalty 2608.399087 = -248626.393528 nChanged 180 SP:Iteration 3F (1810.979096 sec): 3 clusters Score: Raw -251390.459845 + Penalty 2608.399087 = -248782.060758 nChanged 164 SP:Iteration 4F (1811.032509 sec): 3 clusters Score: Raw -251552.766233 + Penalty 2608.399087 = -248944.367146 nChanged 162 SP:Iteration 5F (1811.084849 sec): 3 clusters Score: Raw -251686.090100 + Penalty 2608.399087 = -249077.691014 nChanged 128 SP:Iteration 6Q (1811.140345 sec): 3 clusters Score: Raw -251772.344636 + Penalty 2608.399087 = -249163.945549 nChanged 99 SP:Iteration 7Q (1811.182891 sec): 3 clusters Score: Raw -251830.850516 + Penalty 2608.399087 = -249222.451429 nChanged 68 SP:Iteration 8Q (1811.229767 sec): 3 clusters Score: Raw -251885.478262 + Penalty 2608.399087 = -249277.079175 nChanged 88 SP:Iteration 9Q (1811.287268 sec): 3 clusters Score: Raw -251939.413841 + Penalty 2608.399087 = -249331.014754 nChanged 68 SP:Iteration 10Q (1811.333994 sec): 3 clusters Score: Raw -251977.449884 + Penalty 2608.399087 = -249369.050797 nChanged 55 SP:Iteration 11Q (1811.393091 sec): 3 clusters Score: Raw -251998.318418 + Penalty 2608.399087 = -249389.919332 nChanged 36 SP:Iteration 12Q (1811.440588 sec): 3 clusters Score: Raw -252013.850968 + Penalty 2608.399087 = -249405.451882 nChanged 27 SP:Iteration 13Q (1811.493347 sec): 3 clusters Score: Raw -252027.981164 + Penalty 2608.399087 = -249419.582077 nChanged 40 SP:Iteration 14Q (1811.548865 sec): 3 clusters Score: Raw -252050.263443 + Penalty 2608.399087 = -249441.864356 nChanged 46 SP:Iteration 15Q (1811.593454 sec): 3 clusters Score: Raw -252076.026704 + Penalty 2608.399087 = -249467.627617 nChanged 39 SP:Iteration 16Q (1811.655137 sec): 3 clusters Score: Raw -252092.593211 + Penalty 2608.399087 = -249484.194124 nChanged 29 SP:Iteration 17Q (1811.705055 sec): 3 clusters Score: Raw -252101.632220 + Penalty 2608.399087 = -249493.233133 nChanged 28 SP:Iteration 18Q (1811.757382 sec): 3 clusters Score: Raw -252112.749831 + Penalty 2608.399087 = -249504.350745 nChanged 30 SP:Iteration 19Q (1811.811457 sec): 3 clusters Score: Raw -252127.184137 + Penalty 2608.399087 = -249518.785050 nChanged 28 SP:Iteration 20F (1811.860410 sec): 3 clusters Score: Raw -252144.941333 + Penalty 2608.399087 = -249536.542246 nChanged 30 SP:Iteration 21Q (1811.899420 sec): 3 clusters Score: Raw -252156.799250 + Penalty 2608.399087 = -249548.400163 nChanged 22 SP:Iteration 22Q (1811.951911 sec): 3 clusters Score: Raw -252163.835857 + Penalty 2608.399087 = -249555.436770 nChanged 19 SP:Iteration 23Q (1812.005552 sec): 3 clusters Score: Raw -252171.812303 + Penalty 2608.399087 = -249563.413216 nChanged 23 SP:Iteration 24Q (1812.064215 sec): 3 clusters Score: Raw -252184.839969 + Penalty 2608.399087 = -249576.440882 nChanged 18 SP:Iteration 25Q (1812.119102 sec): 3 clusters Score: Raw -252194.122429 + Penalty 2608.399087 = -249585.723342 nChanged 22 SP:Iteration 26Q (1812.159621 sec): 3 clusters Score: Raw -252205.955112 + Penalty 2608.399087 = -249597.556025 nChanged 20 SP:Iteration 27Q (1812.222628 sec): 3 clusters Score: Raw -252210.966117 + Penalty 2608.399087 = -249602.567030 nChanged 13 SP:Iteration 28Q (1812.265416 sec): 3 clusters Score: Raw -252215.007072 + Penalty 2608.399087 = -249606.607985 nChanged 13 SP:Iteration 29Q (1812.320795 sec): 3 clusters Score: Raw -252220.323591 + Penalty 2608.399087 = -249611.924504 nChanged 13 SP:Iteration 30Q (1812.378137 sec): 3 clusters Score: Raw -252228.840344 + Penalty 2608.399087 = -249620.441257 nChanged 15 SP:Iteration 31Q (1812.420470 sec): 3 clusters Score: Raw -252234.681399 + Penalty 2608.399087 = -249626.282312 nChanged 11 SP:Iteration 32Q (1812.475346 sec): 3 clusters Score: Raw -252239.460881 + Penalty 2608.399087 = -249631.061794 nChanged 12 SP:Iteration 33Q (1812.532358 sec): 3 clusters Score: Raw -252245.568470 + Penalty 2608.399087 = -249637.169383 nChanged 10 SP:Iteration 34Q (1812.580506 sec): 3 clusters Score: Raw -252249.103884 + Penalty 2608.399087 = -249640.704797 nChanged 10 SP:Iteration 35Q (1812.622218 sec): 3 clusters Score: Raw -252251.812259 + Penalty 2608.399087 = -249643.413172 nChanged 6 SP:Iteration 36Q (1812.674112 sec): 3 clusters Score: Raw -252254.126302 + Penalty 2608.399087 = -249645.727215 nChanged 4 SP:Iteration 37Q (1812.734183 sec): 3 clusters Score: Raw -252255.406585 + Penalty 2608.399087 = -249647.007498 nChanged 3 SP:Iteration 38Q (1812.785990 sec): 3 clusters Score: Raw -252256.713037 + Penalty 2608.399087 = -249648.313950 nChanged 4 SP:Iteration 39Q (1812.838211 sec): 3 clusters Score: Raw -252257.539953 + Penalty 2608.399087 = -249649.140867 nChanged 1 SP:Iteration 40F (1812.898995 sec): 3 clusters Score: Raw -252257.632155 + Penalty 2608.399087 = -249649.233068 nChanged 1 SP:Iteration 41Q (1812.938706 sec): 3 clusters Score: Raw -252258.030135 + Penalty 2608.399087 = -249649.631048 nChanged 1 SP:Iteration 42Q (1812.997431 sec): 3 clusters Score: Raw -252258.877420 + Penalty 2608.399087 = -249650.478333 nChanged 1 SP:Iteration 43Q (1813.046067 sec): 3 clusters Score: Raw -252259.188887 + Penalty 2608.399087 = -249650.789800 nChanged 0 SP:Iteration 44F (1813.093703 sec): 3 clusters Score: Raw -252259.188887 + Penalty 2608.399087 = -249650.789800 nChanged 0 Trying to split cluster 2 (14839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1813.127084 sec): 2 clusters Score: Raw -1421116.003980 + Penalty 1560.814796 = -1419555.189184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1813.192960 sec): 3 clusters Score: Raw -1412452.986751 + Penalty 3121.629592 = -1409331.357159 nChanged 6492 SP:Iteration 1F (1813.264827 sec): 3 clusters Score: Raw -1415862.053725 + Penalty 3121.629592 = -1412740.424133 nChanged 657 SP:Iteration 2Q (1813.344005 sec): 3 clusters Score: Raw -1416079.464957 + Penalty 3121.629592 = -1412957.835365 nChanged 606 SP:Iteration 3Q (1813.423452 sec): 3 clusters Score: Raw -1416281.272656 + Penalty 3121.629592 = -1413159.643064 nChanged 568 SP:Iteration 4Q (1813.493019 sec): 3 clusters Score: Raw -1416478.785692 + Penalty 3121.629592 = -1413357.156100 nChanged 590 SP:Iteration 5Q (1813.564297 sec): 3 clusters Score: Raw -1416669.813692 + Penalty 3121.629592 = -1413548.184100 nChanged 561 SP:Iteration 6Q (1813.645831 sec): 3 clusters Score: Raw -1416880.566503 + Penalty 3121.629592 = -1413758.936911 nChanged 602 SP:Iteration 7Q (1813.719345 sec): 3 clusters Score: Raw -1417119.316304 + Penalty 3121.629592 = -1413997.686712 nChanged 664 SP:Iteration 8Q (1813.785859 sec): 3 clusters Score: Raw -1417427.955786 + Penalty 3121.629592 = -1414306.326194 nChanged 734 SP:Iteration 9Q (1813.855741 sec): 3 clusters Score: Raw -1417816.857237 + Penalty 3121.629592 = -1414695.227645 nChanged 790 SP:Iteration 10F (1813.929979 sec): 3 clusters Score: Raw -1418281.211981 + Penalty 3121.629592 = -1415159.582389 nChanged 812 SP:Iteration 11F (1813.996441 sec): 3 clusters Score: Raw -1418832.975766 + Penalty 3121.629592 = -1415711.346174 nChanged 830 SP:Iteration 12F (1814.063680 sec): 3 clusters Score: Raw -1419454.783729 + Penalty 3121.629592 = -1416333.154137 nChanged 765 SP:Iteration 13F (1814.141681 sec): 3 clusters Score: Raw -1420064.975841 + Penalty 3121.629592 = -1416943.346249 nChanged 589 SP:Iteration 14Q (1814.215193 sec): 3 clusters Score: Raw -1420518.484473 + Penalty 3121.629592 = -1417396.854881 nChanged 410 SP:Iteration 15Q (1814.286251 sec): 3 clusters Score: Raw -1420840.879657 + Penalty 3121.629592 = -1417719.250065 nChanged 244 SP:Iteration 16Q (1814.343637 sec): 3 clusters Score: Raw -1421026.613011 + Penalty 3121.629592 = -1417904.983419 nChanged 152 SP:Iteration 17Q (1814.420252 sec): 3 clusters Score: Raw -1421131.494907 + Penalty 3121.629592 = -1418009.865315 nChanged 95 SP:Iteration 18Q (1814.488727 sec): 3 clusters Score: Raw -1421210.363922 + Penalty 3121.629592 = -1418088.734330 nChanged 57 SP:Iteration 19Q (1814.553183 sec): 3 clusters Score: Raw -1421258.164291 + Penalty 3121.629592 = -1418136.534699 nChanged 41 SP:Iteration 20F (1814.621906 sec): 3 clusters Score: Raw -1421293.498283 + Penalty 3121.629592 = -1418171.868691 nChanged 20 SP:Iteration 21Q (1814.690808 sec): 3 clusters Score: Raw -1421310.651917 + Penalty 3121.629592 = -1418189.022325 nChanged 15 SP:Iteration 22Q (1814.758078 sec): 3 clusters Score: Raw -1421325.454057 + Penalty 3121.629592 = -1418203.824466 nChanged 12 SP:Iteration 23Q (1814.833877 sec): 3 clusters Score: Raw -1421334.936961 + Penalty 3121.629592 = -1418213.307369 nChanged 11 SP:Iteration 24Q (1814.895521 sec): 3 clusters Score: Raw -1421346.098582 + Penalty 3121.629592 = -1418224.468990 nChanged 7 SP:Iteration 25Q (1814.959136 sec): 3 clusters Score: Raw -1421354.045373 + Penalty 3121.629592 = -1418232.415781 nChanged 3 SP:Iteration 26Q (1815.013682 sec): 3 clusters Score: Raw -1421355.655020 + Penalty 3121.629592 = -1418234.025428 nChanged 0 SP:Iteration 27F (1815.094574 sec): 3 clusters Score: Raw -1421355.655020 + Penalty 3121.629592 = -1418234.025428 nChanged 0 Trying to split cluster 3 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1815.117024 sec): 2 clusters Score: Raw -158326.178780 + Penalty 1214.558281 = -157111.620499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1815.156764 sec): 3 clusters Score: Raw -157574.514098 + Penalty 2429.116562 = -155145.397536 nChanged 584 SP:Iteration 1F (1815.211676 sec): 3 clusters Score: Raw -157968.972931 + Penalty 2429.116562 = -155539.856369 nChanged 137 SP:Iteration 2F (1815.248061 sec): 3 clusters Score: Raw -158082.283684 + Penalty 2429.116562 = -155653.167122 nChanged 91 SP:Iteration 3F (1815.292641 sec): 3 clusters Score: Raw -158148.279871 + Penalty 2429.116562 = -155719.163309 nChanged 77 SP:Iteration 4Q (1815.342478 sec): 3 clusters Score: Raw -158202.633042 + Penalty 2429.116562 = -155773.516479 nChanged 53 SP:Iteration 5Q (1815.387202 sec): 3 clusters Score: Raw -158244.331313 + Penalty 2429.116562 = -155815.214751 nChanged 40 SP:Iteration 6Q (1815.426594 sec): 3 clusters Score: Raw -158276.621210 + Penalty 2429.116562 = -155847.504648 nChanged 37 SP:Iteration 7Q (1815.468626 sec): 3 clusters Score: Raw -158296.842217 + Penalty 2429.116562 = -155867.725655 nChanged 18 SP:Iteration 8Q (1815.502833 sec): 3 clusters Score: Raw -158305.623049 + Penalty 2429.116562 = -155876.506487 nChanged 12 SP:Iteration 9Q (1815.539189 sec): 3 clusters Score: Raw -158312.240709 + Penalty 2429.116562 = -155883.124147 nChanged 10 SP:Iteration 10Q (1815.581545 sec): 3 clusters Score: Raw -158318.489567 + Penalty 2429.116562 = -155889.373004 nChanged 11 SP:Iteration 11Q (1815.634865 sec): 3 clusters Score: Raw -158324.553899 + Penalty 2429.116562 = -155895.437337 nChanged 9 SP:Iteration 12Q (1815.677363 sec): 3 clusters Score: Raw -158331.365748 + Penalty 2429.116562 = -155902.249186 nChanged 11 SP:Iteration 13Q (1815.719207 sec): 3 clusters Score: Raw -158337.228157 + Penalty 2429.116562 = -155908.111594 nChanged 11 SP:Iteration 14Q (1815.781135 sec): 3 clusters Score: Raw -158342.448605 + Penalty 2429.116562 = -155913.332043 nChanged 7 SP:Iteration 15Q (1815.826354 sec): 3 clusters Score: Raw -158347.153287 + Penalty 2429.116562 = -155918.036725 nChanged 7 SP:Iteration 16Q (1815.862741 sec): 3 clusters Score: Raw -158351.620810 + Penalty 2429.116562 = -155922.504248 nChanged 6 SP:Iteration 17Q (1815.909912 sec): 3 clusters Score: Raw -158354.864869 + Penalty 2429.116562 = -155925.748307 nChanged 4 SP:Iteration 18Q (1815.964539 sec): 3 clusters Score: Raw -158358.309343 + Penalty 2429.116562 = -155929.192781 nChanged 4 SP:Iteration 19Q (1816.008053 sec): 3 clusters Score: Raw -158359.724001 + Penalty 2429.116562 = -155930.607439 nChanged 3 SP:Iteration 20F (1816.046346 sec): 3 clusters Score: Raw -158361.941347 + Penalty 2429.116562 = -155932.824785 nChanged 3 SP:Iteration 21Q (1816.105267 sec): 3 clusters Score: Raw -158362.894678 + Penalty 2429.116562 = -155933.778116 nChanged 4 SP:Iteration 22Q (1816.148293 sec): 3 clusters Score: Raw -158365.089717 + Penalty 2429.116562 = -155935.973155 nChanged 3 SP:Iteration 23Q (1816.194597 sec): 3 clusters Score: Raw -158366.290675 + Penalty 2429.116562 = -155937.174113 nChanged 1 SP:Iteration 24Q (1816.252827 sec): 3 clusters Score: Raw -158366.582019 + Penalty 2429.116562 = -155937.465457 nChanged 0 SP:Iteration 25F (1816.295609 sec): 3 clusters Score: Raw -158366.582019 + Penalty 2429.116562 = -155937.465457 nChanged 0 Trying to split cluster 4 (3696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1816.326698 sec): 2 clusters Score: Raw -347725.963155 + Penalty 1334.938545 = -346391.024609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1816.387263 sec): 3 clusters Score: Raw -345916.375362 + Penalty 2669.877091 = -343246.498272 nChanged 1434 SP:Iteration 1F (1816.436443 sec): 3 clusters Score: Raw -346788.679567 + Penalty 2669.877091 = -344118.802476 nChanged 324 SP:Iteration 2F (1816.478961 sec): 3 clusters Score: Raw -347054.614725 + Penalty 2669.877091 = -344384.737635 nChanged 281 SP:Iteration 3F (1816.526803 sec): 3 clusters Score: Raw -347300.685368 + Penalty 2669.877091 = -344630.808277 nChanged 224 SP:Iteration 4F (1816.587377 sec): 3 clusters Score: Raw -347539.411412 + Penalty 2669.877091 = -344869.534321 nChanged 218 SP:Iteration 5F (1816.632991 sec): 3 clusters Score: Raw -347735.456966 + Penalty 2669.877091 = -345065.579876 nChanged 177 SP:Iteration 6Q (1816.698608 sec): 3 clusters Score: Raw -347889.127507 + Penalty 2669.877091 = -345219.250416 nChanged 151 SP:Iteration 7Q (1816.754943 sec): 3 clusters Score: Raw -347993.137031 + Penalty 2669.877091 = -345323.259940 nChanged 104 SP:Iteration 8Q (1816.796634 sec): 3 clusters Score: Raw -348052.610232 + Penalty 2669.877091 = -345382.733141 nChanged 82 SP:Iteration 9Q (1816.861124 sec): 3 clusters Score: Raw -348104.576967 + Penalty 2669.877091 = -345434.699877 nChanged 60 SP:Iteration 10Q (1816.919461 sec): 3 clusters Score: Raw -348141.639516 + Penalty 2669.877091 = -345471.762426 nChanged 57 SP:Iteration 11Q (1816.973675 sec): 3 clusters Score: Raw -348174.027183 + Penalty 2669.877091 = -345504.150092 nChanged 42 SP:Iteration 12Q (1817.029047 sec): 3 clusters Score: Raw -348192.394690 + Penalty 2669.877091 = -345522.517599 nChanged 24 SP:Iteration 13Q (1817.082778 sec): 3 clusters Score: Raw -348201.920332 + Penalty 2669.877091 = -345532.043241 nChanged 19 SP:Iteration 14Q (1817.132350 sec): 3 clusters Score: Raw -348207.603854 + Penalty 2669.877091 = -345537.726763 nChanged 12 SP:Iteration 15Q (1817.173004 sec): 3 clusters Score: Raw -348211.712300 + Penalty 2669.877091 = -345541.835209 nChanged 11 SP:Iteration 16Q (1817.236575 sec): 3 clusters Score: Raw -348215.377932 + Penalty 2669.877091 = -345545.500842 nChanged 13 SP:Iteration 17Q (1817.289433 sec): 3 clusters Score: Raw -348221.623090 + Penalty 2669.877091 = -345551.745999 nChanged 10 SP:Iteration 18Q (1817.333063 sec): 3 clusters Score: Raw -348224.929051 + Penalty 2669.877091 = -345555.051961 nChanged 9 SP:Iteration 19Q (1817.385720 sec): 3 clusters Score: Raw -348229.086068 + Penalty 2669.877091 = -345559.208978 nChanged 9 SP:Iteration 20F (1817.431085 sec): 3 clusters Score: Raw -348231.474031 + Penalty 2669.877091 = -345561.596940 nChanged 4 SP:Iteration 21Q (1817.492763 sec): 3 clusters Score: Raw -348232.991413 + Penalty 2669.877091 = -345563.114322 nChanged 5 SP:Iteration 22Q (1817.547661 sec): 3 clusters Score: Raw -348235.794395 + Penalty 2669.877091 = -345565.917305 nChanged 16 SP:Iteration 23Q (1817.591540 sec): 3 clusters Score: Raw -348240.536270 + Penalty 2669.877091 = -345570.659179 nChanged 13 SP:Iteration 24Q (1817.650214 sec): 3 clusters Score: Raw -348245.909059 + Penalty 2669.877091 = -345576.031969 nChanged 9 SP:Iteration 25Q (1817.709846 sec): 3 clusters Score: Raw -348248.203895 + Penalty 2669.877091 = -345578.326805 nChanged 4 SP:Iteration 26Q (1817.762821 sec): 3 clusters Score: Raw -348249.175499 + Penalty 2669.877091 = -345579.298408 nChanged 3 SP:Iteration 27Q (1817.814159 sec): 3 clusters Score: Raw -348250.611350 + Penalty 2669.877091 = -345580.734259 nChanged 7 SP:Iteration 28Q (1817.863519 sec): 3 clusters Score: Raw -348252.904841 + Penalty 2669.877091 = -345583.027751 nChanged 4 SP:Iteration 29Q (1817.913728 sec): 3 clusters Score: Raw -348254.021529 + Penalty 2669.877091 = -345584.144438 nChanged 3 SP:Iteration 30Q (1817.963834 sec): 3 clusters Score: Raw -348254.862034 + Penalty 2669.877091 = -345584.984943 nChanged 3 SP:Iteration 31Q (1818.014070 sec): 3 clusters Score: Raw -348255.847155 + Penalty 2669.877091 = -345585.970065 nChanged 2 SP:Iteration 32Q (1818.053401 sec): 3 clusters Score: Raw -348256.415160 + Penalty 2669.877091 = -345586.538069 nChanged 2 SP:Iteration 33Q (1818.110020 sec): 3 clusters Score: Raw -348256.872810 + Penalty 2669.877091 = -345586.995719 nChanged 1 SP:Iteration 34Q (1818.152241 sec): 3 clusters Score: Raw -348257.052696 + Penalty 2669.877091 = -345587.175605 nChanged 1 SP:Iteration 35Q (1818.209100 sec): 3 clusters Score: Raw -348257.226067 + Penalty 2669.877091 = -345587.348976 nChanged 1 SP:Iteration 36Q (1818.262827 sec): 3 clusters Score: Raw -348257.353897 + Penalty 2669.877091 = -345587.476807 nChanged 1 SP:Iteration 37Q (1818.301548 sec): 3 clusters Score: Raw -348257.532484 + Penalty 2669.877091 = -345587.655394 nChanged 2 SP:Iteration 38Q (1818.355380 sec): 3 clusters Score: Raw -348257.720612 + Penalty 2669.877091 = -345587.843522 nChanged 2 SP:Iteration 39Q (1818.406963 sec): 3 clusters Score: Raw -348258.258943 + Penalty 2669.877091 = -345588.381853 nChanged 1 SP:Iteration 40F (1818.458265 sec): 3 clusters Score: Raw -348258.848305 + Penalty 2669.877091 = -345588.971215 nChanged 0 Trying to split cluster 5 (11131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1818.493376 sec): 2 clusters Score: Raw -1035663.934315 + Penalty 1514.092009 = -1034149.842306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1818.545609 sec): 3 clusters Score: Raw -1029303.354541 + Penalty 3028.184018 = -1026275.170523 nChanged 4877 SP:Iteration 1F (1818.607817 sec): 3 clusters Score: Raw -1032139.181807 + Penalty 3028.184018 = -1029110.997789 nChanged 775 SP:Iteration 2F (1818.683596 sec): 3 clusters Score: Raw -1032742.720869 + Penalty 3028.184018 = -1029714.536850 nChanged 838 SP:Iteration 3F (1818.744329 sec): 3 clusters Score: Raw -1033478.157757 + Penalty 3028.184018 = -1030449.973739 nChanged 908 SP:Iteration 4F (1818.821183 sec): 3 clusters Score: Raw -1034305.167077 + Penalty 3028.184018 = -1031276.983059 nChanged 881 SP:Iteration 5F (1818.879988 sec): 3 clusters Score: Raw -1035076.352456 + Penalty 3028.184018 = -1032048.168437 nChanged 730 SP:Iteration 6F (1818.949315 sec): 3 clusters Score: Raw -1035563.051973 + Penalty 3028.184018 = -1032534.867955 nChanged 505 SP:Iteration 7Q (1819.027192 sec): 3 clusters Score: Raw -1035819.711655 + Penalty 3028.184018 = -1032791.527637 nChanged 295 SP:Iteration 8Q (1819.087541 sec): 3 clusters Score: Raw -1035939.239795 + Penalty 3028.184018 = -1032911.055777 nChanged 194 SP:Iteration 9Q (1819.147608 sec): 3 clusters Score: Raw -1036010.109120 + Penalty 3028.184018 = -1032981.925101 nChanged 156 SP:Iteration 10Q (1819.225095 sec): 3 clusters Score: Raw -1036068.902547 + Penalty 3028.184018 = -1033040.718528 nChanged 149 SP:Iteration 11Q (1819.286489 sec): 3 clusters Score: Raw -1036126.569238 + Penalty 3028.184018 = -1033098.385220 nChanged 135 SP:Iteration 12Q (1819.350618 sec): 3 clusters Score: Raw -1036172.197006 + Penalty 3028.184018 = -1033144.012988 nChanged 109 SP:Iteration 13Q (1819.428097 sec): 3 clusters Score: Raw -1036200.878842 + Penalty 3028.184018 = -1033172.694824 nChanged 101 SP:Iteration 14Q (1819.491871 sec): 3 clusters Score: Raw -1036224.210698 + Penalty 3028.184018 = -1033196.026680 nChanged 79 SP:Iteration 15Q (1819.557906 sec): 3 clusters Score: Raw -1036243.552657 + Penalty 3028.184018 = -1033215.368639 nChanged 70 SP:Iteration 16Q (1819.613367 sec): 3 clusters Score: Raw -1036258.199365 + Penalty 3028.184018 = -1033230.015347 nChanged 56 SP:Iteration 17Q (1819.691106 sec): 3 clusters Score: Raw -1036271.806266 + Penalty 3028.184018 = -1033243.622248 nChanged 58 SP:Iteration 18Q (1819.759410 sec): 3 clusters Score: Raw -1036284.425612 + Penalty 3028.184018 = -1033256.241593 nChanged 53 SP:Iteration 19Q (1819.822440 sec): 3 clusters Score: Raw -1036296.319044 + Penalty 3028.184018 = -1033268.135026 nChanged 42 SP:Iteration 20F (1819.881816 sec): 3 clusters Score: Raw -1036305.750160 + Penalty 3028.184018 = -1033277.566141 nChanged 40 SP:Iteration 21Q (1819.953248 sec): 3 clusters Score: Raw -1036316.794910 + Penalty 3028.184018 = -1033288.610892 nChanged 45 SP:Iteration 22Q (1820.008466 sec): 3 clusters Score: Raw -1036327.937628 + Penalty 3028.184018 = -1033299.753610 nChanged 38 SP:Iteration 23Q (1820.071321 sec): 3 clusters Score: Raw -1036337.765905 + Penalty 3028.184018 = -1033309.581887 nChanged 41 SP:Iteration 24Q (1820.131527 sec): 3 clusters Score: Raw -1036350.681717 + Penalty 3028.184018 = -1033322.497698 nChanged 48 SP:Iteration 25Q (1820.204063 sec): 3 clusters Score: Raw -1036363.221648 + Penalty 3028.184018 = -1033335.037630 nChanged 52 SP:Iteration 26Q (1820.276392 sec): 3 clusters Score: Raw -1036377.619948 + Penalty 3028.184018 = -1033349.435929 nChanged 43 SP:Iteration 27Q (1820.338366 sec): 3 clusters Score: Raw -1036389.960447 + Penalty 3028.184018 = -1033361.776428 nChanged 50 SP:Iteration 28Q (1820.404506 sec): 3 clusters Score: Raw -1036409.749682 + Penalty 3028.184018 = -1033381.565663 nChanged 48 SP:Iteration 29Q (1820.466487 sec): 3 clusters Score: Raw -1036426.208188 + Penalty 3028.184018 = -1033398.024169 nChanged 53 SP:Iteration 30Q (1820.528143 sec): 3 clusters Score: Raw -1036450.976981 + Penalty 3028.184018 = -1033422.792963 nChanged 62 SP:Iteration 31Q (1820.595807 sec): 3 clusters Score: Raw -1036475.838736 + Penalty 3028.184018 = -1033447.654718 nChanged 61 SP:Iteration 32Q (1820.652065 sec): 3 clusters Score: Raw -1036500.678724 + Penalty 3028.184018 = -1033472.494706 nChanged 63 SP:Iteration 33Q (1820.712676 sec): 3 clusters Score: Raw -1036527.480824 + Penalty 3028.184018 = -1033499.296805 nChanged 50 SP:Iteration 34Q (1820.790363 sec): 3 clusters Score: Raw -1036549.939406 + Penalty 3028.184018 = -1033521.755387 nChanged 57 SP:Iteration 35Q (1820.851253 sec): 3 clusters Score: Raw -1036576.973631 + Penalty 3028.184018 = -1033548.789612 nChanged 46 SP:Iteration 36Q (1820.905993 sec): 3 clusters Score: Raw -1036601.715947 + Penalty 3028.184018 = -1033573.531928 nChanged 58 SP:Iteration 37Q (1820.980765 sec): 3 clusters Score: Raw -1036626.806084 + Penalty 3028.184018 = -1033598.622066 nChanged 49 SP:Iteration 38Q (1821.034880 sec): 3 clusters Score: Raw -1036646.722839 + Penalty 3028.184018 = -1033618.538820 nChanged 49 SP:Iteration 39Q (1821.100617 sec): 3 clusters Score: Raw -1036664.300996 + Penalty 3028.184018 = -1033636.116978 nChanged 44 SP:Iteration 40F (1821.159787 sec): 3 clusters Score: Raw -1036677.997137 + Penalty 3028.184018 = -1033649.813118 nChanged 31 SP:Iteration 41Q (1821.230842 sec): 3 clusters Score: Raw -1036685.666109 + Penalty 3028.184018 = -1033657.482090 nChanged 21 SP:Iteration 42Q (1821.286239 sec): 3 clusters Score: Raw -1036691.370975 + Penalty 3028.184018 = -1033663.186956 nChanged 19 SP:Iteration 43Q (1821.364738 sec): 3 clusters Score: Raw -1036697.158952 + Penalty 3028.184018 = -1033668.974934 nChanged 23 SP:Iteration 44Q (1821.430469 sec): 3 clusters Score: Raw -1036703.480100 + Penalty 3028.184018 = -1033675.296081 nChanged 23 SP:Iteration 45Q (1821.497925 sec): 3 clusters Score: Raw -1036710.039570 + Penalty 3028.184018 = -1033681.855552 nChanged 17 SP:Iteration 46Q (1821.557151 sec): 3 clusters Score: Raw -1036714.237534 + Penalty 3028.184018 = -1033686.053516 nChanged 19 SP:Iteration 47Q (1821.625178 sec): 3 clusters Score: Raw -1036719.191465 + Penalty 3028.184018 = -1033691.007447 nChanged 17 SP:Iteration 48Q (1821.688526 sec): 3 clusters Score: Raw -1036724.110742 + Penalty 3028.184018 = -1033695.926723 nChanged 13 SP:Iteration 49Q (1821.751411 sec): 3 clusters Score: Raw -1036727.458526 + Penalty 3028.184018 = -1033699.274507 nChanged 11 SP:Iteration 50Q (1821.816953 sec): 3 clusters Score: Raw -1036729.501563 + Penalty 3028.184018 = -1033701.317545 nChanged 3 SP:Iteration 51Q (1821.872278 sec): 3 clusters Score: Raw -1036730.098112 + Penalty 3028.184018 = -1033701.914093 nChanged 3 SP:Iteration 52Q (1821.949175 sec): 3 clusters Score: Raw -1036730.474666 + Penalty 3028.184018 = -1033702.290648 nChanged 2 SP:Iteration 53Q (1821.998277 sec): 3 clusters Score: Raw -1036730.768002 + Penalty 3028.184018 = -1033702.583983 nChanged 1 SP:Iteration 54Q (1822.063646 sec): 3 clusters Score: Raw -1036730.852819 + Penalty 3028.184018 = -1033702.668800 nChanged 0 SP:Iteration 55F (1822.141164 sec): 3 clusters Score: Raw -1036730.852819 + Penalty 3028.184018 = -1033702.668800 nChanged 0 Trying to split cluster 6 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1822.164159 sec): 2 clusters Score: Raw -14865.532415 + Penalty 891.952381 = -13973.580035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1822.215011 sec): 3 clusters Score: Raw -15051.269445 + Penalty 1783.904761 = -13267.364684 nChanged 58 SP:Iteration 1F (1822.260312 sec): 3 clusters Score: Raw -15229.025797 + Penalty 1783.904761 = -13445.121036 nChanged 15 SP:Iteration 2F (1822.294268 sec): 3 clusters Score: Raw -15304.699568 + Penalty 1783.904761 = -13520.794807 nChanged 4 SP:Iteration 3Q (1822.347680 sec): 3 clusters Score: Raw -15323.449970 + Penalty 1783.904761 = -13539.545209 nChanged 1 SP:Iteration 4Q (1822.397164 sec): 3 clusters Score: Raw -15324.908024 + Penalty 1783.904761 = -13541.003263 nChanged 2 SP:Iteration 5Q (1822.437230 sec): 3 clusters Score: Raw -15328.556927 + Penalty 1783.904761 = -13544.652166 nChanged 1 SP:Iteration 6Q (1822.483143 sec): 3 clusters Score: Raw -15329.713672 + Penalty 1783.904761 = -13545.808911 nChanged 0 SP:Iteration 7F (1822.525942 sec): 3 clusters Score: Raw -15329.713672 + Penalty 1783.904761 = -13545.808911 nChanged 0 Trying to split cluster 7 (1435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1822.554043 sec): 2 clusters Score: Raw -121802.693616 + Penalty 1181.199521 = -120621.494095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1822.613485 sec): 3 clusters Score: Raw -121250.070612 + Penalty 2362.399042 = -118887.671571 nChanged 484 SP:Iteration 1F (1822.652038 sec): 3 clusters Score: Raw -121640.774403 + Penalty 2362.399042 = -119278.375361 nChanged 121 SP:Iteration 2F (1822.708919 sec): 3 clusters Score: Raw -121751.346021 + Penalty 2362.399042 = -119388.946979 nChanged 79 SP:Iteration 3F (1822.749675 sec): 3 clusters Score: Raw -121817.281628 + Penalty 2362.399042 = -119454.882586 nChanged 60 SP:Iteration 4Q (1822.800924 sec): 3 clusters Score: Raw -121867.375638 + Penalty 2362.399042 = -119504.976596 nChanged 42 SP:Iteration 5Q (1822.843918 sec): 3 clusters Score: Raw -121910.664885 + Penalty 2362.399042 = -119548.265843 nChanged 41 SP:Iteration 6Q (1822.902325 sec): 3 clusters Score: Raw -121944.468217 + Penalty 2362.399042 = -119582.069176 nChanged 34 SP:Iteration 7Q (1822.947460 sec): 3 clusters Score: Raw -121962.670283 + Penalty 2362.399042 = -119600.271241 nChanged 11 SP:Iteration 8Q (1822.989438 sec): 3 clusters Score: Raw -121967.492144 + Penalty 2362.399042 = -119605.093102 nChanged 9 SP:Iteration 9Q (1823.042350 sec): 3 clusters Score: Raw -121975.128772 + Penalty 2362.399042 = -119612.729730 nChanged 15 SP:Iteration 10Q (1823.098685 sec): 3 clusters Score: Raw -121983.526556 + Penalty 2362.399042 = -119621.127514 nChanged 8 SP:Iteration 11Q (1823.147539 sec): 3 clusters Score: Raw -121988.972176 + Penalty 2362.399042 = -119626.573135 nChanged 8 SP:Iteration 12Q (1823.201578 sec): 3 clusters Score: Raw -121994.546212 + Penalty 2362.399042 = -119632.147171 nChanged 6 SP:Iteration 13Q (1823.247461 sec): 3 clusters Score: Raw -122000.075689 + Penalty 2362.399042 = -119637.676647 nChanged 10 SP:Iteration 14Q (1823.288479 sec): 3 clusters Score: Raw -122007.490187 + Penalty 2362.399042 = -119645.091146 nChanged 9 SP:Iteration 15Q (1823.341963 sec): 3 clusters Score: Raw -122012.611894 + Penalty 2362.399042 = -119650.212852 nChanged 4 SP:Iteration 16Q (1823.389962 sec): 3 clusters Score: Raw -122014.875576 + Penalty 2362.399042 = -119652.476534 nChanged 4 SP:Iteration 17Q (1823.432932 sec): 3 clusters Score: Raw -122016.768155 + Penalty 2362.399042 = -119654.369113 nChanged 1 SP:Iteration 18Q (1823.484357 sec): 3 clusters Score: Raw -122020.955707 + Penalty 2362.399042 = -119658.556665 nChanged 2 SP:Iteration 19Q (1823.547552 sec): 3 clusters Score: Raw -122023.056832 + Penalty 2362.399042 = -119660.657790 nChanged 5 SP:Iteration 20F (1823.595566 sec): 3 clusters Score: Raw -122025.881998 + Penalty 2362.399042 = -119663.482956 nChanged 5 SP:Iteration 21Q (1823.638494 sec): 3 clusters Score: Raw -122029.550693 + Penalty 2362.399042 = -119667.151652 nChanged 3 SP:Iteration 22Q (1823.690594 sec): 3 clusters Score: Raw -122031.074478 + Penalty 2362.399042 = -119668.675437 nChanged 2 SP:Iteration 23Q (1823.732631 sec): 3 clusters Score: Raw -122032.141267 + Penalty 2362.399042 = -119669.742226 nChanged 5 SP:Iteration 24Q (1823.780988 sec): 3 clusters Score: Raw -122034.270617 + Penalty 2362.399042 = -119671.871576 nChanged 7 SP:Iteration 25Q (1823.824755 sec): 3 clusters Score: Raw -122038.319706 + Penalty 2362.399042 = -119675.920665 nChanged 6 SP:Iteration 26Q (1823.871175 sec): 3 clusters Score: Raw -122041.810260 + Penalty 2362.399042 = -119679.411218 nChanged 4 SP:Iteration 27Q (1823.925900 sec): 3 clusters Score: Raw -122044.059421 + Penalty 2362.399042 = -119681.660379 nChanged 5 SP:Iteration 28Q (1823.973373 sec): 3 clusters Score: Raw -122046.180218 + Penalty 2362.399042 = -119683.781176 nChanged 2 SP:Iteration 29Q (1824.023585 sec): 3 clusters Score: Raw -122046.805947 + Penalty 2362.399042 = -119684.406905 nChanged 2 SP:Iteration 30Q (1824.067508 sec): 3 clusters Score: Raw -122047.712372 + Penalty 2362.399042 = -119685.313330 nChanged 1 SP:Iteration 31Q (1824.110196 sec): 3 clusters Score: Raw -122047.963688 + Penalty 2362.399042 = -119685.564646 nChanged 0 SP:Iteration 32F (1824.158817 sec): 3 clusters Score: Raw -122047.963688 + Penalty 2362.399042 = -119685.564646 nChanged 0 Trying to split cluster 8 (1337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1824.194466 sec): 2 clusters Score: Raw -93649.399640 + Penalty 1169.704831 = -92479.694808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1824.245432 sec): 3 clusters Score: Raw -93260.912336 + Penalty 2339.409663 = -90921.502674 nChanged 438 SP:Iteration 1F (1824.287382 sec): 3 clusters Score: Raw -93686.876210 + Penalty 2339.409663 = -91347.466548 nChanged 125 SP:Iteration 2F (1824.334677 sec): 3 clusters Score: Raw -93897.198239 + Penalty 2339.409663 = -91557.788577 nChanged 97 SP:Iteration 3F (1824.392826 sec): 3 clusters Score: Raw -94000.877173 + Penalty 2339.409663 = -91661.467510 nChanged 56 SP:Iteration 4Q (1824.439007 sec): 3 clusters Score: Raw -94057.573724 + Penalty 2339.409663 = -91718.164062 nChanged 32 SP:Iteration 5Q (1824.484237 sec): 3 clusters Score: Raw -94094.550173 + Penalty 2339.409663 = -91755.140511 nChanged 30 SP:Iteration 6Q (1824.527898 sec): 3 clusters Score: Raw -94121.432625 + Penalty 2339.409663 = -91782.022962 nChanged 23 SP:Iteration 7Q (1824.562408 sec): 3 clusters Score: Raw -94144.494075 + Penalty 2339.409663 = -91805.084412 nChanged 23 SP:Iteration 8Q (1824.605172 sec): 3 clusters Score: Raw -94163.694701 + Penalty 2339.409663 = -91824.285038 nChanged 21 SP:Iteration 9Q (1824.654483 sec): 3 clusters Score: Raw -94179.681549 + Penalty 2339.409663 = -91840.271886 nChanged 17 SP:Iteration 10Q (1824.691966 sec): 3 clusters Score: Raw -94192.116958 + Penalty 2339.409663 = -91852.707295 nChanged 16 SP:Iteration 11Q (1824.739935 sec): 3 clusters Score: Raw -94202.146724 + Penalty 2339.409663 = -91862.737061 nChanged 15 SP:Iteration 12Q (1824.791404 sec): 3 clusters Score: Raw -94212.739921 + Penalty 2339.409663 = -91873.330259 nChanged 14 SP:Iteration 13Q (1824.826757 sec): 3 clusters Score: Raw -94223.602669 + Penalty 2339.409663 = -91884.193006 nChanged 11 SP:Iteration 14Q (1824.866752 sec): 3 clusters Score: Raw -94227.880292 + Penalty 2339.409663 = -91888.470630 nChanged 10 SP:Iteration 15Q (1824.921708 sec): 3 clusters Score: Raw -94232.955759 + Penalty 2339.409663 = -91893.546096 nChanged 6 SP:Iteration 16Q (1824.961194 sec): 3 clusters Score: Raw -94242.829099 + Penalty 2339.409663 = -91903.419437 nChanged 15 SP:Iteration 17Q (1825.003060 sec): 3 clusters Score: Raw -94251.247802 + Penalty 2339.409663 = -91911.838139 nChanged 8 SP:Iteration 18Q (1825.051727 sec): 3 clusters Score: Raw -94254.149462 + Penalty 2339.409663 = -91914.739799 nChanged 9 SP:Iteration 19Q (1825.094154 sec): 3 clusters Score: Raw -94264.543359 + Penalty 2339.409663 = -91925.133696 nChanged 15 SP:Iteration 20F (1825.132414 sec): 3 clusters Score: Raw -94280.327884 + Penalty 2339.409663 = -91940.918221 nChanged 11 SP:Iteration 21Q (1825.185274 sec): 3 clusters Score: Raw -94286.769819 + Penalty 2339.409663 = -91947.360156 nChanged 6 SP:Iteration 22Q (1825.233190 sec): 3 clusters Score: Raw -94289.133570 + Penalty 2339.409663 = -91949.723907 nChanged 4 SP:Iteration 23Q (1825.277795 sec): 3 clusters Score: Raw -94290.603781 + Penalty 2339.409663 = -91951.194118 nChanged 4 SP:Iteration 24Q (1825.323121 sec): 3 clusters Score: Raw -94291.617914 + Penalty 2339.409663 = -91952.208252 nChanged 2 SP:Iteration 25Q (1825.366096 sec): 3 clusters Score: Raw -94292.244969 + Penalty 2339.409663 = -91952.835307 nChanged 6 SP:Iteration 26Q (1825.418409 sec): 3 clusters Score: Raw -94295.200900 + Penalty 2339.409663 = -91955.791237 nChanged 10 SP:Iteration 27Q (1825.454661 sec): 3 clusters Score: Raw -94300.332962 + Penalty 2339.409663 = -91960.923300 nChanged 10 SP:Iteration 28Q (1825.513917 sec): 3 clusters Score: Raw -94305.546641 + Penalty 2339.409663 = -91966.136978 nChanged 9 SP:Iteration 29Q (1825.552128 sec): 3 clusters Score: Raw -94311.311377 + Penalty 2339.409663 = -91971.901715 nChanged 6 SP:Iteration 30Q (1825.601026 sec): 3 clusters Score: Raw -94314.247051 + Penalty 2339.409663 = -91974.837388 nChanged 2 SP:Iteration 31Q (1825.656056 sec): 3 clusters Score: Raw -94317.264926 + Penalty 2339.409663 = -91977.855263 nChanged 4 SP:Iteration 32Q (1825.702584 sec): 3 clusters Score: Raw -94318.351131 + Penalty 2339.409663 = -91978.941468 nChanged 2 SP:Iteration 33Q (1825.745021 sec): 3 clusters Score: Raw -94319.031358 + Penalty 2339.409663 = -91979.621695 nChanged 2 SP:Iteration 34Q (1825.792860 sec): 3 clusters Score: Raw -94320.948000 + Penalty 2339.409663 = -91981.538338 nChanged 3 SP:Iteration 35Q (1825.837224 sec): 3 clusters Score: Raw -94322.640472 + Penalty 2339.409663 = -91983.230809 nChanged 3 SP:Iteration 36Q (1825.871735 sec): 3 clusters Score: Raw -94323.955246 + Penalty 2339.409663 = -91984.545583 nChanged 2 SP:Iteration 37Q (1825.920560 sec): 3 clusters Score: Raw -94324.553332 + Penalty 2339.409663 = -91985.143669 nChanged 1 SP:Iteration 38Q (1825.955624 sec): 3 clusters Score: Raw -94324.921054 + Penalty 2339.409663 = -91985.511392 nChanged 2 SP:Iteration 39Q (1826.004735 sec): 3 clusters Score: Raw -94325.934058 + Penalty 2339.409663 = -91986.524395 nChanged 2 SP:Iteration 40F (1826.061473 sec): 3 clusters Score: Raw -94326.630542 + Penalty 2339.409663 = -91987.220880 nChanged 2 SP:Iteration 41Q (1826.101825 sec): 3 clusters Score: Raw -94327.426075 + Penalty 2339.409663 = -91988.016412 nChanged 0 SP:Iteration 42F (1826.148885 sec): 3 clusters Score: Raw -94327.426075 + Penalty 2339.409663 = -91988.016412 nChanged 0 Trying to split cluster 9 (13835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1826.195916 sec): 2 clusters Score: Raw -1299601.773960 + Penalty 1549.430495 = -1298052.343465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1826.268508 sec): 3 clusters Score: Raw -1291455.939128 + Penalty 3098.860990 = -1288357.078138 nChanged 6164 SP:Iteration 1F (1826.329225 sec): 3 clusters Score: Raw -1294902.457492 + Penalty 3098.860990 = -1291803.596502 nChanged 921 SP:Iteration 2F (1826.407828 sec): 3 clusters Score: Raw -1295343.199227 + Penalty 3098.860990 = -1292244.338237 nChanged 829 SP:Iteration 3F (1826.467276 sec): 3 clusters Score: Raw -1295782.475078 + Penalty 3098.860990 = -1292683.614088 nChanged 827 SP:Iteration 4F (1826.539852 sec): 3 clusters Score: Raw -1296254.979323 + Penalty 3098.860990 = -1293156.118333 nChanged 809 SP:Iteration 5F (1826.611145 sec): 3 clusters Score: Raw -1296722.551118 + Penalty 3098.860990 = -1293623.690129 nChanged 730 SP:Iteration 6F (1826.669577 sec): 3 clusters Score: Raw -1297169.765076 + Penalty 3098.860990 = -1294070.904086 nChanged 700 SP:Iteration 7F (1826.752248 sec): 3 clusters Score: Raw -1297669.529197 + Penalty 3098.860990 = -1294570.668207 nChanged 628 SP:Iteration 8Q (1826.821123 sec): 3 clusters Score: Raw -1298136.017564 + Penalty 3098.860990 = -1295037.156574 nChanged 542 SP:Iteration 9Q (1826.893057 sec): 3 clusters Score: Raw -1298517.580333 + Penalty 3098.860990 = -1295418.719343 nChanged 425 SP:Iteration 10Q (1826.950684 sec): 3 clusters Score: Raw -1298837.325845 + Penalty 3098.860990 = -1295738.464855 nChanged 324 SP:Iteration 11Q (1827.031217 sec): 3 clusters Score: Raw -1299055.633802 + Penalty 3098.860990 = -1295956.772812 nChanged 238 SP:Iteration 12Q (1827.102673 sec): 3 clusters Score: Raw -1299213.594582 + Penalty 3098.860990 = -1296114.733592 nChanged 189 SP:Iteration 13Q (1827.172127 sec): 3 clusters Score: Raw -1299335.814058 + Penalty 3098.860990 = -1296236.953068 nChanged 137 SP:Iteration 14Q (1827.228279 sec): 3 clusters Score: Raw -1299426.187620 + Penalty 3098.860990 = -1296327.326630 nChanged 133 SP:Iteration 15Q (1827.297477 sec): 3 clusters Score: Raw -1299517.379204 + Penalty 3098.860990 = -1296418.518214 nChanged 103 SP:Iteration 16Q (1827.362658 sec): 3 clusters Score: Raw -1299581.136228 + Penalty 3098.860990 = -1296482.275238 nChanged 91 SP:Iteration 17Q (1827.429893 sec): 3 clusters Score: Raw -1299634.858015 + Penalty 3098.860990 = -1296535.997025 nChanged 78 SP:Iteration 18Q (1827.507415 sec): 3 clusters Score: Raw -1299686.482777 + Penalty 3098.860990 = -1296587.621787 nChanged 56 SP:Iteration 19Q (1827.574553 sec): 3 clusters Score: Raw -1299718.659391 + Penalty 3098.860990 = -1296619.798401 nChanged 48 SP:Iteration 20F (1827.644370 sec): 3 clusters Score: Raw -1299743.409945 + Penalty 3098.860990 = -1296644.548955 nChanged 39 SP:Iteration 21Q (1827.714252 sec): 3 clusters Score: Raw -1299764.588490 + Penalty 3098.860990 = -1296665.727500 nChanged 32 SP:Iteration 22Q (1827.776119 sec): 3 clusters Score: Raw -1299782.202206 + Penalty 3098.860990 = -1296683.341216 nChanged 30 SP:Iteration 23Q (1827.832730 sec): 3 clusters Score: Raw -1299799.240756 + Penalty 3098.860990 = -1296700.379766 nChanged 28 SP:Iteration 24Q (1827.906327 sec): 3 clusters Score: Raw -1299813.127721 + Penalty 3098.860990 = -1296714.266731 nChanged 17 SP:Iteration 25Q (1827.965709 sec): 3 clusters Score: Raw -1299821.169686 + Penalty 3098.860990 = -1296722.308696 nChanged 17 SP:Iteration 26Q (1828.015220 sec): 3 clusters Score: Raw -1299828.537988 + Penalty 3098.860990 = -1296729.676998 nChanged 16 SP:Iteration 27Q (1828.089081 sec): 3 clusters Score: Raw -1299836.350386 + Penalty 3098.860990 = -1296737.489396 nChanged 10 SP:Iteration 28Q (1828.151583 sec): 3 clusters Score: Raw -1299841.132567 + Penalty 3098.860990 = -1296742.271577 nChanged 9 SP:Iteration 29Q (1828.209569 sec): 3 clusters Score: Raw -1299844.670193 + Penalty 3098.860990 = -1296745.809203 nChanged 6 SP:Iteration 30Q (1828.264058 sec): 3 clusters Score: Raw -1299847.313678 + Penalty 3098.860990 = -1296748.452688 nChanged 4 SP:Iteration 31Q (1828.321765 sec): 3 clusters Score: Raw -1299849.246232 + Penalty 3098.860990 = -1296750.385242 nChanged 5 SP:Iteration 32Q (1828.381357 sec): 3 clusters Score: Raw -1299851.923431 + Penalty 3098.860990 = -1296753.062441 nChanged 2 SP:Iteration 33Q (1828.450301 sec): 3 clusters Score: Raw -1299852.695984 + Penalty 3098.860990 = -1296753.834994 nChanged 3 SP:Iteration 34Q (1828.523321 sec): 3 clusters Score: Raw -1299853.926728 + Penalty 3098.860990 = -1296755.065738 nChanged 2 SP:Iteration 35Q (1828.578335 sec): 3 clusters Score: Raw -1299854.855151 + Penalty 3098.860990 = -1296755.994161 nChanged 2 SP:Iteration 36Q (1828.646615 sec): 3 clusters Score: Raw -1299857.198158 + Penalty 3098.860990 = -1296758.337168 nChanged 6 SP:Iteration 37Q (1828.704836 sec): 3 clusters Score: Raw -1299859.962357 + Penalty 3098.860990 = -1296761.101367 nChanged 9 SP:Iteration 38Q (1828.782367 sec): 3 clusters Score: Raw -1299864.357946 + Penalty 3098.860990 = -1296765.496956 nChanged 6 SP:Iteration 39Q (1828.837147 sec): 3 clusters Score: Raw -1299866.743652 + Penalty 3098.860990 = -1296767.882662 nChanged 2 SP:Iteration 40F (1828.907611 sec): 3 clusters Score: Raw -1299867.409617 + Penalty 3098.860990 = -1296768.548627 nChanged 3 SP:Iteration 41Q (1828.984406 sec): 3 clusters Score: Raw -1299870.012208 + Penalty 3098.860990 = -1296771.151218 nChanged 4 SP:Iteration 42Q (1829.046997 sec): 3 clusters Score: Raw -1299872.123352 + Penalty 3098.860990 = -1296773.262362 nChanged 1 SP:Iteration 43Q (1829.104635 sec): 3 clusters Score: Raw -1299872.463282 + Penalty 3098.860990 = -1296773.602292 nChanged 1 SP:Iteration 44Q (1829.169446 sec): 3 clusters Score: Raw -1299872.815429 + Penalty 3098.860990 = -1296773.954439 nChanged 0 SP:Iteration 45F (1829.252198 sec): 3 clusters Score: Raw -1299872.815429 + Penalty 3098.860990 = -1296773.954439 nChanged 0 Trying to split cluster 10 (4492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1829.281851 sec): 2 clusters Score: Raw -424681.405382 + Penalty 1366.633664 = -423314.771718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1829.337691 sec): 3 clusters Score: Raw -422368.305399 + Penalty 2733.267328 = -419635.038071 nChanged 1808 SP:Iteration 1F (1829.379677 sec): 3 clusters Score: Raw -423339.828741 + Penalty 2733.267328 = -420606.561413 nChanged 349 SP:Iteration 2F (1829.438225 sec): 3 clusters Score: Raw -423524.898529 + Penalty 2733.267328 = -420791.631201 nChanged 240 SP:Iteration 3F (1829.486013 sec): 3 clusters Score: Raw -423659.383196 + Penalty 2733.267328 = -420926.115868 nChanged 186 SP:Iteration 4Q (1829.539788 sec): 3 clusters Score: Raw -423749.987756 + Penalty 2733.267328 = -421016.720429 nChanged 149 SP:Iteration 5Q (1829.597215 sec): 3 clusters Score: Raw -423815.529353 + Penalty 2733.267328 = -421082.262026 nChanged 129 SP:Iteration 6Q (1829.656739 sec): 3 clusters Score: Raw -423861.211141 + Penalty 2733.267328 = -421127.943813 nChanged 100 SP:Iteration 7Q (1829.705821 sec): 3 clusters Score: Raw -423904.184314 + Penalty 2733.267328 = -421170.916987 nChanged 91 SP:Iteration 8Q (1829.761369 sec): 3 clusters Score: Raw -423937.388581 + Penalty 2733.267328 = -421204.121253 nChanged 76 SP:Iteration 9Q (1829.809852 sec): 3 clusters Score: Raw -423963.370157 + Penalty 2733.267328 = -421230.102829 nChanged 61 SP:Iteration 10Q (1829.865822 sec): 3 clusters Score: Raw -423986.100546 + Penalty 2733.267328 = -421252.833218 nChanged 57 SP:Iteration 11Q (1829.926274 sec): 3 clusters Score: Raw -424012.697764 + Penalty 2733.267328 = -421279.430436 nChanged 65 SP:Iteration 12Q (1829.979768 sec): 3 clusters Score: Raw -424040.703184 + Penalty 2733.267328 = -421307.435857 nChanged 64 SP:Iteration 13Q (1830.024345 sec): 3 clusters Score: Raw -424064.691301 + Penalty 2733.267328 = -421331.423973 nChanged 56 SP:Iteration 14Q (1830.083098 sec): 3 clusters Score: Raw -424085.057957 + Penalty 2733.267328 = -421351.790630 nChanged 55 SP:Iteration 15Q (1830.141302 sec): 3 clusters Score: Raw -424106.099339 + Penalty 2733.267328 = -421372.832012 nChanged 51 SP:Iteration 16Q (1830.195302 sec): 3 clusters Score: Raw -424122.051117 + Penalty 2733.267328 = -421388.783789 nChanged 54 SP:Iteration 17Q (1830.246248 sec): 3 clusters Score: Raw -424140.236917 + Penalty 2733.267328 = -421406.969589 nChanged 63 SP:Iteration 18Q (1830.308191 sec): 3 clusters Score: Raw -424165.551667 + Penalty 2733.267328 = -421432.284340 nChanged 74 SP:Iteration 19Q (1830.361270 sec): 3 clusters Score: Raw -424196.249422 + Penalty 2733.267328 = -421462.982094 nChanged 75 SP:Iteration 20F (1830.416470 sec): 3 clusters Score: Raw -424231.127933 + Penalty 2733.267328 = -421497.860606 nChanged 76 SP:Iteration 21Q (1830.471780 sec): 3 clusters Score: Raw -424271.466047 + Penalty 2733.267328 = -421538.198720 nChanged 80 SP:Iteration 22Q (1830.526274 sec): 3 clusters Score: Raw -424321.622742 + Penalty 2733.267328 = -421588.355414 nChanged 90 SP:Iteration 23Q (1830.570951 sec): 3 clusters Score: Raw -424383.718438 + Penalty 2733.267328 = -421650.451111 nChanged 95 SP:Iteration 24Q (1830.625043 sec): 3 clusters Score: Raw -424440.905211 + Penalty 2733.267328 = -421707.637883 nChanged 75 SP:Iteration 25Q (1830.683594 sec): 3 clusters Score: Raw -424478.979849 + Penalty 2733.267328 = -421745.712521 nChanged 69 SP:Iteration 26Q (1830.736892 sec): 3 clusters Score: Raw -424510.505174 + Penalty 2733.267328 = -421777.237847 nChanged 63 SP:Iteration 27Q (1830.787035 sec): 3 clusters Score: Raw -424542.441261 + Penalty 2733.267328 = -421809.173933 nChanged 59 SP:Iteration 28Q (1830.836655 sec): 3 clusters Score: Raw -424572.888409 + Penalty 2733.267328 = -421839.621081 nChanged 41 SP:Iteration 29Q (1830.898180 sec): 3 clusters Score: Raw -424591.295563 + Penalty 2733.267328 = -421858.028235 nChanged 33 SP:Iteration 30Q (1830.957113 sec): 3 clusters Score: Raw -424602.708279 + Penalty 2733.267328 = -421869.440951 nChanged 27 SP:Iteration 31Q (1831.010163 sec): 3 clusters Score: Raw -424610.917586 + Penalty 2733.267328 = -421877.650259 nChanged 24 SP:Iteration 32Q (1831.065491 sec): 3 clusters Score: Raw -424617.299134 + Penalty 2733.267328 = -421884.031806 nChanged 16 SP:Iteration 33Q (1831.116995 sec): 3 clusters Score: Raw -424621.996260 + Penalty 2733.267328 = -421888.728932 nChanged 12 SP:Iteration 34Q (1831.172648 sec): 3 clusters Score: Raw -424624.791743 + Penalty 2733.267328 = -421891.524415 nChanged 8 SP:Iteration 35Q (1831.219394 sec): 3 clusters Score: Raw -424627.036230 + Penalty 2733.267328 = -421893.768902 nChanged 12 SP:Iteration 36Q (1831.276295 sec): 3 clusters Score: Raw -424631.005468 + Penalty 2733.267328 = -421897.738140 nChanged 14 SP:Iteration 37Q (1831.318794 sec): 3 clusters Score: Raw -424634.352240 + Penalty 2733.267328 = -421901.084913 nChanged 9 SP:Iteration 38Q (1831.384186 sec): 3 clusters Score: Raw -424637.852059 + Penalty 2733.267328 = -421904.584732 nChanged 17 SP:Iteration 39Q (1831.437353 sec): 3 clusters Score: Raw -424643.736580 + Penalty 2733.267328 = -421910.469252 nChanged 15 SP:Iteration 40F (1831.481202 sec): 3 clusters Score: Raw -424650.079123 + Penalty 2733.267328 = -421916.811795 nChanged 19 SP:Iteration 41Q (1831.548888 sec): 3 clusters Score: Raw -424657.918857 + Penalty 2733.267328 = -421924.651529 nChanged 19 SP:Iteration 42Q (1831.595901 sec): 3 clusters Score: Raw -424664.250560 + Penalty 2733.267328 = -421930.983232 nChanged 14 SP:Iteration 43Q (1831.654824 sec): 3 clusters Score: Raw -424669.985546 + Penalty 2733.267328 = -421936.718218 nChanged 14 SP:Iteration 44Q (1831.701270 sec): 3 clusters Score: Raw -424675.880861 + Penalty 2733.267328 = -421942.613533 nChanged 20 SP:Iteration 45Q (1831.753816 sec): 3 clusters Score: Raw -424684.484238 + Penalty 2733.267328 = -421951.216910 nChanged 21 SP:Iteration 46Q (1831.813192 sec): 3 clusters Score: Raw -424691.560178 + Penalty 2733.267328 = -421958.292850 nChanged 18 SP:Iteration 47Q (1831.857580 sec): 3 clusters Score: Raw -424699.142151 + Penalty 2733.267328 = -421965.874823 nChanged 15 SP:Iteration 48Q (1831.910500 sec): 3 clusters Score: Raw -424704.587187 + Penalty 2733.267328 = -421971.319859 nChanged 15 SP:Iteration 49Q (1831.968227 sec): 3 clusters Score: Raw -424712.030097 + Penalty 2733.267328 = -421978.762769 nChanged 20 SP:Iteration 50Q (1832.020629 sec): 3 clusters Score: Raw -424720.479406 + Penalty 2733.267328 = -421987.212078 nChanged 24 SP:Iteration 51Q (1832.064543 sec): 3 clusters Score: Raw -424731.430830 + Penalty 2733.267328 = -421998.163502 nChanged 21 SP:Iteration 52Q (1832.125498 sec): 3 clusters Score: Raw -424740.621009 + Penalty 2733.267328 = -422007.353682 nChanged 19 SP:Iteration 53Q (1832.176012 sec): 3 clusters Score: Raw -424749.064434 + Penalty 2733.267328 = -422015.797107 nChanged 20 SP:Iteration 54Q (1832.215707 sec): 3 clusters Score: Raw -424758.869710 + Penalty 2733.267328 = -422025.602382 nChanged 23 SP:Iteration 55Q (1832.275900 sec): 3 clusters Score: Raw -424771.325836 + Penalty 2733.267328 = -422038.058508 nChanged 20 SP:Iteration 56Q (1832.326133 sec): 3 clusters Score: Raw -424780.953221 + Penalty 2733.267328 = -422047.685893 nChanged 16 SP:Iteration 57Q (1832.366195 sec): 3 clusters Score: Raw -424787.602262 + Penalty 2733.267328 = -422054.334935 nChanged 11 SP:Iteration 58Q (1832.418415 sec): 3 clusters Score: Raw -424791.062829 + Penalty 2733.267328 = -422057.795502 nChanged 9 SP:Iteration 59Q (1832.474944 sec): 3 clusters Score: Raw -424794.343171 + Penalty 2733.267328 = -422061.075843 nChanged 18 SP:Iteration 60F (1832.529404 sec): 3 clusters Score: Raw -424801.526033 + Penalty 2733.267328 = -422068.258706 nChanged 8 SP:Iteration 61Q (1832.584427 sec): 3 clusters Score: Raw -424804.844451 + Penalty 2733.267328 = -422071.577123 nChanged 7 SP:Iteration 62Q (1832.624608 sec): 3 clusters Score: Raw -424807.107758 + Penalty 2733.267328 = -422073.840430 nChanged 4 SP:Iteration 63Q (1832.678124 sec): 3 clusters Score: Raw -424808.445585 + Penalty 2733.267328 = -422075.178257 nChanged 5 SP:Iteration 64Q (1832.732043 sec): 3 clusters Score: Raw -424810.303140 + Penalty 2733.267328 = -422077.035812 nChanged 2 SP:Iteration 65Q (1832.786169 sec): 3 clusters Score: Raw -424811.150697 + Penalty 2733.267328 = -422077.883369 nChanged 2 SP:Iteration 66Q (1832.834078 sec): 3 clusters Score: Raw -424811.493770 + Penalty 2733.267328 = -422078.226442 nChanged 1 SP:Iteration 67Q (1832.887322 sec): 3 clusters Score: Raw -424811.998175 + Penalty 2733.267328 = -422078.730847 nChanged 1 SP:Iteration 68Q (1832.935625 sec): 3 clusters Score: Raw -424812.274485 + Penalty 2733.267328 = -422079.007158 nChanged 0 SP:Iteration 69F (1832.983147 sec): 3 clusters Score: Raw -424812.274485 + Penalty 2733.267328 = -422079.007158 nChanged 0 Trying to split cluster 11 (65090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1833.106881 sec): 2 clusters Score: Raw -6267678.912740 + Penalty 1801.073009 = -6265877.839731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1833.264593 sec): 3 clusters Score: Raw -6225942.194322 + Penalty 3602.146017 = -6222340.048305 nChanged 30795 SP:Iteration 1F (1833.413460 sec): 3 clusters Score: Raw -6243887.418281 + Penalty 3602.146017 = -6240285.272264 nChanged 2847 SP:Iteration 2Q (1833.573389 sec): 3 clusters Score: Raw -6244984.714310 + Penalty 3602.146017 = -6241382.568293 nChanged 3317 SP:Iteration 3F (1833.719505 sec): 3 clusters Score: Raw -6246761.197950 + Penalty 3602.146017 = -6243159.051933 nChanged 4026 SP:Iteration 4F (1833.872772 sec): 3 clusters Score: Raw -6249616.720365 + Penalty 3602.146017 = -6246014.574348 nChanged 4658 SP:Iteration 5F (1834.018802 sec): 3 clusters Score: Raw -6253907.295585 + Penalty 3602.146017 = -6250305.149568 nChanged 4965 SP:Iteration 6F (1834.178987 sec): 3 clusters Score: Raw -6259221.931318 + Penalty 3602.146017 = -6255619.785301 nChanged 4342 SP:Iteration 7F (1834.337022 sec): 3 clusters Score: Raw -6263345.907242 + Penalty 3602.146017 = -6259743.761225 nChanged 3071 SP:Iteration 8Q (1834.490230 sec): 3 clusters Score: Raw -6265266.811882 + Penalty 3602.146017 = -6261664.665865 nChanged 1929 SP:Iteration 9Q (1834.636115 sec): 3 clusters Score: Raw -6266178.896346 + Penalty 3602.146017 = -6262576.750329 nChanged 1285 SP:Iteration 10Q (1834.803067 sec): 3 clusters Score: Raw -6266685.439615 + Penalty 3602.146017 = -6263083.293598 nChanged 995 SP:Iteration 11Q (1834.961738 sec): 3 clusters Score: Raw -6267019.047701 + Penalty 3602.146017 = -6263416.901684 nChanged 779 SP:Iteration 12Q (1835.111284 sec): 3 clusters Score: Raw -6267261.732014 + Penalty 3602.146017 = -6263659.585997 nChanged 659 SP:Iteration 13Q (1835.264786 sec): 3 clusters Score: Raw -6267444.995049 + Penalty 3602.146017 = -6263842.849032 nChanged 587 SP:Iteration 14Q (1835.412484 sec): 3 clusters Score: Raw -6267594.073814 + Penalty 3602.146017 = -6263991.927797 nChanged 566 SP:Iteration 15Q (1835.558097 sec): 3 clusters Score: Raw -6267743.000684 + Penalty 3602.146017 = -6264140.854667 nChanged 544 SP:Iteration 16Q (1835.712806 sec): 3 clusters Score: Raw -6267869.174794 + Penalty 3602.146017 = -6264267.028777 nChanged 474 SP:Iteration 17Q (1835.855895 sec): 3 clusters Score: Raw -6267963.859461 + Penalty 3602.146017 = -6264361.713444 nChanged 399 SP:Iteration 18Q (1836.000702 sec): 3 clusters Score: Raw -6268040.084478 + Penalty 3602.146017 = -6264437.938461 nChanged 377 SP:Iteration 19Q (1836.150301 sec): 3 clusters Score: Raw -6268117.836149 + Penalty 3602.146017 = -6264515.690132 nChanged 387 SP:Iteration 20F (1836.300645 sec): 3 clusters Score: Raw -6268194.203056 + Penalty 3602.146017 = -6264592.057039 nChanged 375 SP:Iteration 21Q (1836.450897 sec): 3 clusters Score: Raw -6268269.663220 + Penalty 3602.146017 = -6264667.517203 nChanged 362 SP:Iteration 22Q (1836.595829 sec): 3 clusters Score: Raw -6268342.072241 + Penalty 3602.146017 = -6264739.926224 nChanged 323 SP:Iteration 23Q (1836.743412 sec): 3 clusters Score: Raw -6268401.106121 + Penalty 3602.146017 = -6264798.960104 nChanged 301 SP:Iteration 24Q (1836.868007 sec): 3 clusters Score: Raw -6268455.392423 + Penalty 3602.146017 = -6264853.246406 nChanged 285 SP:Iteration 25Q (1837.011584 sec): 3 clusters Score: Raw -6268506.865956 + Penalty 3602.146017 = -6264904.719939 nChanged 274 SP:Iteration 26Q (1837.153456 sec): 3 clusters Score: Raw -6268555.426025 + Penalty 3602.146017 = -6264953.280008 nChanged 270 SP:Iteration 27Q (1837.287871 sec): 3 clusters Score: Raw -6268606.538195 + Penalty 3602.146017 = -6265004.392178 nChanged 295 SP:Iteration 28Q (1837.420006 sec): 3 clusters Score: Raw -6268659.656363 + Penalty 3602.146017 = -6265057.510346 nChanged 283 SP:Iteration 29Q (1837.554790 sec): 3 clusters Score: Raw -6268710.608350 + Penalty 3602.146017 = -6265108.462333 nChanged 278 SP:Iteration 30Q (1837.695938 sec): 3 clusters Score: Raw -6268759.736374 + Penalty 3602.146017 = -6265157.590357 nChanged 255 SP:Iteration 31Q (1837.831006 sec): 3 clusters Score: Raw -6268806.842391 + Penalty 3602.146017 = -6265204.696373 nChanged 234 SP:Iteration 32Q (1837.986994 sec): 3 clusters Score: Raw -6268849.053519 + Penalty 3602.146017 = -6265246.907502 nChanged 220 SP:Iteration 33Q (1838.124043 sec): 3 clusters Score: Raw -6268882.882929 + Penalty 3602.146017 = -6265280.736912 nChanged 188 SP:Iteration 34Q (1838.269029 sec): 3 clusters Score: Raw -6268912.705013 + Penalty 3602.146017 = -6265310.558996 nChanged 180 SP:Iteration 35Q (1838.406482 sec): 3 clusters Score: Raw -6268937.361346 + Penalty 3602.146017 = -6265335.215329 nChanged 147 SP:Iteration 36Q (1838.565101 sec): 3 clusters Score: Raw -6268954.623657 + Penalty 3602.146017 = -6265352.477640 nChanged 114 SP:Iteration 37Q (1838.708086 sec): 3 clusters Score: Raw -6268968.609087 + Penalty 3602.146017 = -6265366.463069 nChanged 120 SP:Iteration 38Q (1838.844867 sec): 3 clusters Score: Raw -6268983.864328 + Penalty 3602.146017 = -6265381.718311 nChanged 122 SP:Iteration 39Q (1838.983805 sec): 3 clusters Score: Raw -6269000.793403 + Penalty 3602.146017 = -6265398.647386 nChanged 122 SP:Iteration 40F (1839.138660 sec): 3 clusters Score: Raw -6269017.390609 + Penalty 3602.146017 = -6265415.244591 nChanged 116 SP:Iteration 41Q (1839.276904 sec): 3 clusters Score: Raw -6269032.906275 + Penalty 3602.146017 = -6265430.760258 nChanged 102 SP:Iteration 42Q (1839.412998 sec): 3 clusters Score: Raw -6269044.363546 + Penalty 3602.146017 = -6265442.217529 nChanged 97 SP:Iteration 43Q (1839.536222 sec): 3 clusters Score: Raw -6269055.373112 + Penalty 3602.146017 = -6265453.227095 nChanged 86 SP:Iteration 44Q (1839.679042 sec): 3 clusters Score: Raw -6269064.925723 + Penalty 3602.146017 = -6265462.779705 nChanged 77 SP:Iteration 45Q (1839.809364 sec): 3 clusters Score: Raw -6269073.199985 + Penalty 3602.146017 = -6265471.053968 nChanged 83 SP:Iteration 46Q (1839.951082 sec): 3 clusters Score: Raw -6269084.532914 + Penalty 3602.146017 = -6265482.386897 nChanged 83 SP:Iteration 47Q (1840.084436 sec): 3 clusters Score: Raw -6269095.056348 + Penalty 3602.146017 = -6265492.910331 nChanged 95 SP:Iteration 48Q (1840.223872 sec): 3 clusters Score: Raw -6269106.766773 + Penalty 3602.146017 = -6265504.620755 nChanged 97 SP:Iteration 49Q (1840.356049 sec): 3 clusters Score: Raw -6269118.276981 + Penalty 3602.146017 = -6265516.130964 nChanged 84 SP:Iteration 50Q (1840.492096 sec): 3 clusters Score: Raw -6269130.106925 + Penalty 3602.146017 = -6265527.960908 nChanged 82 SP:Iteration 51Q (1840.619633 sec): 3 clusters Score: Raw -6269138.840030 + Penalty 3602.146017 = -6265536.694013 nChanged 83 SP:Iteration 52Q (1840.756914 sec): 3 clusters Score: Raw -6269147.742276 + Penalty 3602.146017 = -6265545.596259 nChanged 69 SP:Iteration 53Q (1840.885821 sec): 3 clusters Score: Raw -6269156.290989 + Penalty 3602.146017 = -6265554.144972 nChanged 73 SP:Iteration 54Q (1841.024243 sec): 3 clusters Score: Raw -6269164.344026 + Penalty 3602.146017 = -6265562.198009 nChanged 73 SP:Iteration 55Q (1841.151393 sec): 3 clusters Score: Raw -6269173.017671 + Penalty 3602.146017 = -6265570.871654 nChanged 58 SP:Iteration 56Q (1841.271312 sec): 3 clusters Score: Raw -6269178.793208 + Penalty 3602.146017 = -6265576.647191 nChanged 55 SP:Iteration 57Q (1841.418654 sec): 3 clusters Score: Raw -6269184.534258 + Penalty 3602.146017 = -6265582.388241 nChanged 58 SP:Iteration 58Q (1841.554842 sec): 3 clusters Score: Raw -6269191.517806 + Penalty 3602.146017 = -6265589.371789 nChanged 66 SP:Iteration 59Q (1841.678316 sec): 3 clusters Score: Raw -6269200.709558 + Penalty 3602.146017 = -6265598.563541 nChanged 57 SP:Iteration 60F (1841.820857 sec): 3 clusters Score: Raw -6269208.317553 + Penalty 3602.146017 = -6265606.171536 nChanged 60 SP:Iteration 61Q (1841.940441 sec): 3 clusters Score: Raw -6269216.936196 + Penalty 3602.146017 = -6265614.790179 nChanged 67 SP:Iteration 62Q (1842.070837 sec): 3 clusters Score: Raw -6269226.258039 + Penalty 3602.146017 = -6265624.112022 nChanged 60 SP:Iteration 63Q (1842.194837 sec): 3 clusters Score: Raw -6269233.439061 + Penalty 3602.146017 = -6265631.293044 nChanged 62 SP:Iteration 64Q (1842.328880 sec): 3 clusters Score: Raw -6269240.137467 + Penalty 3602.146017 = -6265637.991450 nChanged 48 SP:Iteration 65Q (1842.460455 sec): 3 clusters Score: Raw -6269244.141556 + Penalty 3602.146017 = -6265641.995539 nChanged 34 SP:Iteration 66Q (1842.595151 sec): 3 clusters Score: Raw -6269246.555347 + Penalty 3602.146017 = -6265644.409330 nChanged 29 SP:Iteration 67Q (1842.728033 sec): 3 clusters Score: Raw -6269248.821346 + Penalty 3602.146017 = -6265646.675329 nChanged 28 SP:Iteration 68Q (1842.866600 sec): 3 clusters Score: Raw -6269251.059033 + Penalty 3602.146017 = -6265648.913016 nChanged 28 SP:Iteration 69Q (1843.008257 sec): 3 clusters Score: Raw -6269253.764481 + Penalty 3602.146017 = -6265651.618464 nChanged 20 SP:Iteration 70Q (1843.137578 sec): 3 clusters Score: Raw -6269254.978254 + Penalty 3602.146017 = -6265652.832237 nChanged 13 SP:Iteration 71Q (1843.264384 sec): 3 clusters Score: Raw -6269255.809783 + Penalty 3602.146017 = -6265653.663766 nChanged 15 SP:Iteration 72Q (1843.405074 sec): 3 clusters Score: Raw -6269256.959036 + Penalty 3602.146017 = -6265654.813019 nChanged 11 SP:Iteration 73Q (1843.525194 sec): 3 clusters Score: Raw -6269257.792852 + Penalty 3602.146017 = -6265655.646835 nChanged 16 SP:Iteration 74Q (1843.664379 sec): 3 clusters Score: Raw -6269258.905333 + Penalty 3602.146017 = -6265656.759315 nChanged 10 SP:Iteration 75Q (1843.797571 sec): 3 clusters Score: Raw -6269259.582616 + Penalty 3602.146017 = -6265657.436599 nChanged 13 SP:Iteration 76Q (1843.916362 sec): 3 clusters Score: Raw -6269260.362881 + Penalty 3602.146017 = -6265658.216864 nChanged 3 SP:Iteration 77Q (1844.055343 sec): 3 clusters Score: Raw -6269260.507307 + Penalty 3602.146017 = -6265658.361290 nChanged 4 SP:Iteration 78Q (1844.188442 sec): 3 clusters Score: Raw -6269260.845382 + Penalty 3602.146017 = -6265658.699365 nChanged 5 SP:Iteration 79Q (1844.318886 sec): 3 clusters Score: Raw -6269261.261685 + Penalty 3602.146017 = -6265659.115668 nChanged 5 SP:Iteration 80F (1844.476220 sec): 3 clusters Score: Raw -6269261.747683 + Penalty 3602.146017 = -6265659.601665 nChanged 11 SP:Iteration 81Q (1844.593503 sec): 3 clusters Score: Raw -6269262.349783 + Penalty 3602.146017 = -6265660.203765 nChanged 10 SP:Iteration 82Q (1844.739068 sec): 3 clusters Score: Raw -6269262.942753 + Penalty 3602.146017 = -6265660.796736 nChanged 11 SP:Iteration 83Q (1844.870006 sec): 3 clusters Score: Raw -6269263.738644 + Penalty 3602.146017 = -6265661.592627 nChanged 8 SP:Iteration 84Q (1845.010723 sec): 3 clusters Score: Raw -6269264.333938 + Penalty 3602.146017 = -6265662.187921 nChanged 8 SP:Iteration 85Q (1845.151566 sec): 3 clusters Score: Raw -6269264.709729 + Penalty 3602.146017 = -6265662.563711 nChanged 5 SP:Iteration 86Q (1845.284990 sec): 3 clusters Score: Raw -6269264.875512 + Penalty 3602.146017 = -6265662.729495 nChanged 4 SP:Iteration 87Q (1845.432908 sec): 3 clusters Score: Raw -6269265.030842 + Penalty 3602.146017 = -6265662.884825 nChanged 5 SP:Iteration 88Q (1845.565289 sec): 3 clusters Score: Raw -6269265.275402 + Penalty 3602.146017 = -6265663.129384 nChanged 4 SP:Iteration 89Q (1845.683726 sec): 3 clusters Score: Raw -6269265.599396 + Penalty 3602.146017 = -6265663.453379 nChanged 6 SP:Iteration 90Q (1845.825017 sec): 3 clusters Score: Raw -6269265.859905 + Penalty 3602.146017 = -6265663.713888 nChanged 2 SP:Iteration 91Q (1845.947067 sec): 3 clusters Score: Raw -6269265.993935 + Penalty 3602.146017 = -6265663.847918 nChanged 5 SP:Iteration 92Q (1846.089686 sec): 3 clusters Score: Raw -6269266.434937 + Penalty 3602.146017 = -6265664.288920 nChanged 6 SP:Iteration 93Q (1846.217929 sec): 3 clusters Score: Raw -6269266.968014 + Penalty 3602.146017 = -6265664.821997 nChanged 6 SP:Iteration 94Q (1846.348984 sec): 3 clusters Score: Raw -6269267.243005 + Penalty 3602.146017 = -6265665.096988 nChanged 4 SP:Iteration 95Q (1846.475849 sec): 3 clusters Score: Raw -6269267.614812 + Penalty 3602.146017 = -6265665.468795 nChanged 6 SP:Iteration 96Q (1846.615929 sec): 3 clusters Score: Raw -6269268.130394 + Penalty 3602.146017 = -6265665.984377 nChanged 6 SP:Iteration 97Q (1846.761045 sec): 3 clusters Score: Raw -6269268.552621 + Penalty 3602.146017 = -6265666.406604 nChanged 7 SP:Iteration 98Q (1846.894322 sec): 3 clusters Score: Raw -6269268.892874 + Penalty 3602.146017 = -6265666.746857 nChanged 6 SP:Iteration 99Q (1847.035913 sec): 3 clusters Score: Raw -6269269.180249 + Penalty 3602.146017 = -6265667.034232 nChanged 2 SP:Iteration 100F (1847.191046 sec): 3 clusters Score: Raw -6269269.344632 + Penalty 3602.146017 = -6265667.198615 nChanged 3 SP:Iteration 101Q (1847.321598 sec): 3 clusters Score: Raw -6269269.489701 + Penalty 3602.146017 = -6265667.343683 nChanged 2 SP:Iteration 102Q (1847.437243 sec): 3 clusters Score: Raw -6269269.557416 + Penalty 3602.146017 = -6265667.411399 nChanged 1 SP:Iteration 103Q (1847.582592 sec): 3 clusters Score: Raw -6269269.597510 + Penalty 3602.146017 = -6265667.451493 nChanged 1 SP:Iteration 104Q (1847.707589 sec): 3 clusters Score: Raw -6269269.623312 + Penalty 3602.146017 = -6265667.477295 nChanged 0 SP:Iteration 105F (1847.856139 sec): 3 clusters Score: Raw -6269269.623312 + Penalty 3602.146017 = -6265667.477295 nChanged 0 Trying to split cluster 12 (15658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1847.897184 sec): 2 clusters Score: Raw -1513266.627186 + Penalty 1569.544803 = -1511697.082383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1847.964298 sec): 3 clusters Score: Raw -1504108.200055 + Penalty 3139.089605 = -1500969.110450 nChanged 6890 SP:Iteration 1F (1848.046922 sec): 3 clusters Score: Raw -1508036.695497 + Penalty 3139.089605 = -1504897.605891 nChanged 979 SP:Iteration 2F (1848.106400 sec): 3 clusters Score: Raw -1508571.847852 + Penalty 3139.089605 = -1505432.758247 nChanged 991 SP:Iteration 3F (1848.161161 sec): 3 clusters Score: Raw -1509125.626689 + Penalty 3139.089605 = -1505986.537084 nChanged 949 SP:Iteration 4F (1848.242889 sec): 3 clusters Score: Raw -1509695.942448 + Penalty 3139.089605 = -1506556.852843 nChanged 950 SP:Iteration 5F (1848.316572 sec): 3 clusters Score: Raw -1510271.224908 + Penalty 3139.089605 = -1507132.135303 nChanged 823 SP:Iteration 6F (1848.387535 sec): 3 clusters Score: Raw -1510829.950446 + Penalty 3139.089605 = -1507690.860841 nChanged 747 SP:Iteration 7Q (1848.455901 sec): 3 clusters Score: Raw -1511405.234851 + Penalty 3139.089605 = -1508266.145246 nChanged 654 SP:Iteration 8Q (1848.532936 sec): 3 clusters Score: Raw -1511970.392224 + Penalty 3139.089605 = -1508831.302618 nChanged 572 SP:Iteration 9Q (1848.606832 sec): 3 clusters Score: Raw -1512393.764698 + Penalty 3139.089605 = -1509254.675092 nChanged 450 SP:Iteration 10Q (1848.670912 sec): 3 clusters Score: Raw -1512664.987139 + Penalty 3139.089605 = -1509525.897534 nChanged 303 SP:Iteration 11Q (1848.748780 sec): 3 clusters Score: Raw -1512798.212873 + Penalty 3139.089605 = -1509659.123268 nChanged 222 SP:Iteration 12Q (1848.821251 sec): 3 clusters Score: Raw -1512883.930801 + Penalty 3139.089605 = -1509744.841196 nChanged 174 SP:Iteration 13Q (1848.888832 sec): 3 clusters Score: Raw -1512944.238134 + Penalty 3139.089605 = -1509805.148528 nChanged 146 SP:Iteration 14Q (1848.962166 sec): 3 clusters Score: Raw -1512988.568609 + Penalty 3139.089605 = -1509849.479004 nChanged 127 SP:Iteration 15Q (1849.032692 sec): 3 clusters Score: Raw -1513022.189418 + Penalty 3139.089605 = -1509883.099813 nChanged 123 SP:Iteration 16Q (1849.106965 sec): 3 clusters Score: Raw -1513056.652946 + Penalty 3139.089605 = -1509917.563341 nChanged 125 SP:Iteration 17Q (1849.177909 sec): 3 clusters Score: Raw -1513091.156253 + Penalty 3139.089605 = -1509952.066647 nChanged 109 SP:Iteration 18Q (1849.248392 sec): 3 clusters Score: Raw -1513118.786967 + Penalty 3139.089605 = -1509979.697361 nChanged 95 SP:Iteration 19Q (1849.312347 sec): 3 clusters Score: Raw -1513141.715973 + Penalty 3139.089605 = -1510002.626368 nChanged 68 SP:Iteration 20F (1849.399703 sec): 3 clusters Score: Raw -1513158.101629 + Penalty 3139.089605 = -1510019.012023 nChanged 70 SP:Iteration 21Q (1849.468002 sec): 3 clusters Score: Raw -1513175.843968 + Penalty 3139.089605 = -1510036.754362 nChanged 82 SP:Iteration 22Q (1849.528515 sec): 3 clusters Score: Raw -1513194.690590 + Penalty 3139.089605 = -1510055.600984 nChanged 72 SP:Iteration 23Q (1849.609090 sec): 3 clusters Score: Raw -1513215.259649 + Penalty 3139.089605 = -1510076.170044 nChanged 80 SP:Iteration 24Q (1849.682072 sec): 3 clusters Score: Raw -1513239.154066 + Penalty 3139.089605 = -1510100.064461 nChanged 83 SP:Iteration 25Q (1849.754051 sec): 3 clusters Score: Raw -1513263.120321 + Penalty 3139.089605 = -1510124.030715 nChanged 74 SP:Iteration 26Q (1849.810960 sec): 3 clusters Score: Raw -1513282.944172 + Penalty 3139.089605 = -1510143.854566 nChanged 71 SP:Iteration 27Q (1849.888132 sec): 3 clusters Score: Raw -1513301.523035 + Penalty 3139.089605 = -1510162.433430 nChanged 78 SP:Iteration 28Q (1849.959854 sec): 3 clusters Score: Raw -1513325.624571 + Penalty 3139.089605 = -1510186.534966 nChanged 58 SP:Iteration 29Q (1850.028191 sec): 3 clusters Score: Raw -1513340.067070 + Penalty 3139.089605 = -1510200.977464 nChanged 51 SP:Iteration 30Q (1850.096196 sec): 3 clusters Score: Raw -1513351.575424 + Penalty 3139.089605 = -1510212.485818 nChanged 47 SP:Iteration 31Q (1850.160869 sec): 3 clusters Score: Raw -1513364.094169 + Penalty 3139.089605 = -1510225.004564 nChanged 49 SP:Iteration 32Q (1850.228206 sec): 3 clusters Score: Raw -1513377.369506 + Penalty 3139.089605 = -1510238.279900 nChanged 49 SP:Iteration 33Q (1850.310023 sec): 3 clusters Score: Raw -1513389.389789 + Penalty 3139.089605 = -1510250.300184 nChanged 43 SP:Iteration 34Q (1850.381487 sec): 3 clusters Score: Raw -1513399.681537 + Penalty 3139.089605 = -1510260.591932 nChanged 32 SP:Iteration 35Q (1850.450820 sec): 3 clusters Score: Raw -1513406.388593 + Penalty 3139.089605 = -1510267.298988 nChanged 29 SP:Iteration 36Q (1850.521564 sec): 3 clusters Score: Raw -1513413.866204 + Penalty 3139.089605 = -1510274.776598 nChanged 34 SP:Iteration 37Q (1850.589785 sec): 3 clusters Score: Raw -1513422.441312 + Penalty 3139.089605 = -1510283.351706 nChanged 32 SP:Iteration 38Q (1850.659541 sec): 3 clusters Score: Raw -1513431.106837 + Penalty 3139.089605 = -1510292.017232 nChanged 32 SP:Iteration 39Q (1850.713496 sec): 3 clusters Score: Raw -1513438.163986 + Penalty 3139.089605 = -1510299.074380 nChanged 27 SP:Iteration 40F (1850.785603 sec): 3 clusters Score: Raw -1513444.856979 + Penalty 3139.089605 = -1510305.767373 nChanged 23 SP:Iteration 41Q (1850.852307 sec): 3 clusters Score: Raw -1513450.071902 + Penalty 3139.089605 = -1510310.982297 nChanged 29 SP:Iteration 42Q (1850.919472 sec): 3 clusters Score: Raw -1513455.844949 + Penalty 3139.089605 = -1510316.755344 nChanged 23 SP:Iteration 43Q (1850.987875 sec): 3 clusters Score: Raw -1513460.155641 + Penalty 3139.089605 = -1510321.066036 nChanged 22 SP:Iteration 44Q (1851.054393 sec): 3 clusters Score: Raw -1513465.132486 + Penalty 3139.089605 = -1510326.042881 nChanged 23 SP:Iteration 45Q (1851.123227 sec): 3 clusters Score: Raw -1513469.387786 + Penalty 3139.089605 = -1510330.298181 nChanged 18 SP:Iteration 46Q (1851.189719 sec): 3 clusters Score: Raw -1513472.703198 + Penalty 3139.089605 = -1510333.613593 nChanged 23 SP:Iteration 47Q (1851.255084 sec): 3 clusters Score: Raw -1513476.705899 + Penalty 3139.089605 = -1510337.616293 nChanged 16 SP:Iteration 48Q (1851.328998 sec): 3 clusters Score: Raw -1513480.528710 + Penalty 3139.089605 = -1510341.439104 nChanged 17 SP:Iteration 49Q (1851.396171 sec): 3 clusters Score: Raw -1513484.465418 + Penalty 3139.089605 = -1510345.375813 nChanged 18 SP:Iteration 50Q (1851.477879 sec): 3 clusters Score: Raw -1513488.190700 + Penalty 3139.089605 = -1510349.101094 nChanged 23 SP:Iteration 51Q (1851.551370 sec): 3 clusters Score: Raw -1513493.147107 + Penalty 3139.089605 = -1510354.057502 nChanged 18 SP:Iteration 52Q (1851.622661 sec): 3 clusters Score: Raw -1513495.941737 + Penalty 3139.089605 = -1510356.852132 nChanged 15 SP:Iteration 53Q (1851.695317 sec): 3 clusters Score: Raw -1513499.142201 + Penalty 3139.089605 = -1510360.052595 nChanged 15 SP:Iteration 54Q (1851.766550 sec): 3 clusters Score: Raw -1513502.819550 + Penalty 3139.089605 = -1510363.729944 nChanged 23 SP:Iteration 55Q (1851.833152 sec): 3 clusters Score: Raw -1513508.042501 + Penalty 3139.089605 = -1510368.952896 nChanged 27 SP:Iteration 56Q (1851.905228 sec): 3 clusters Score: Raw -1513513.413745 + Penalty 3139.089605 = -1510374.324140 nChanged 27 SP:Iteration 57Q (1851.980194 sec): 3 clusters Score: Raw -1513519.877528 + Penalty 3139.089605 = -1510380.787923 nChanged 19 SP:Iteration 58Q (1852.038814 sec): 3 clusters Score: Raw -1513523.560739 + Penalty 3139.089605 = -1510384.471134 nChanged 24 SP:Iteration 59Q (1852.105076 sec): 3 clusters Score: Raw -1513529.959752 + Penalty 3139.089605 = -1510390.870147 nChanged 28 SP:Iteration 60F (1852.182457 sec): 3 clusters Score: Raw -1513535.939681 + Penalty 3139.089605 = -1510396.850075 nChanged 24 SP:Iteration 61Q (1852.254356 sec): 3 clusters Score: Raw -1513540.855865 + Penalty 3139.089605 = -1510401.766259 nChanged 15 SP:Iteration 62Q (1852.329657 sec): 3 clusters Score: Raw -1513544.954203 + Penalty 3139.089605 = -1510405.864598 nChanged 17 SP:Iteration 63Q (1852.390298 sec): 3 clusters Score: Raw -1513548.938028 + Penalty 3139.089605 = -1510409.848423 nChanged 19 SP:Iteration 64Q (1852.472261 sec): 3 clusters Score: Raw -1513554.553320 + Penalty 3139.089605 = -1510415.463715 nChanged 18 SP:Iteration 65Q (1852.538659 sec): 3 clusters Score: Raw -1513559.086074 + Penalty 3139.089605 = -1510419.996469 nChanged 11 SP:Iteration 66Q (1852.608132 sec): 3 clusters Score: Raw -1513561.256064 + Penalty 3139.089605 = -1510422.166459 nChanged 13 SP:Iteration 67Q (1852.670608 sec): 3 clusters Score: Raw -1513563.921746 + Penalty 3139.089605 = -1510424.832141 nChanged 9 SP:Iteration 68Q (1852.735564 sec): 3 clusters Score: Raw -1513565.362721 + Penalty 3139.089605 = -1510426.273116 nChanged 7 SP:Iteration 69Q (1852.812969 sec): 3 clusters Score: Raw -1513566.949916 + Penalty 3139.089605 = -1510427.860310 nChanged 5 SP:Iteration 70Q (1852.882255 sec): 3 clusters Score: Raw -1513567.892951 + Penalty 3139.089605 = -1510428.803345 nChanged 5 SP:Iteration 71Q (1852.936911 sec): 3 clusters Score: Raw -1513568.695173 + Penalty 3139.089605 = -1510429.605567 nChanged 6 SP:Iteration 72Q (1853.007394 sec): 3 clusters Score: Raw -1513569.930769 + Penalty 3139.089605 = -1510430.841164 nChanged 10 SP:Iteration 73Q (1853.078187 sec): 3 clusters Score: Raw -1513572.657791 + Penalty 3139.089605 = -1510433.568186 nChanged 8 SP:Iteration 74Q (1853.148585 sec): 3 clusters Score: Raw -1513574.024210 + Penalty 3139.089605 = -1510434.934605 nChanged 5 SP:Iteration 75Q (1853.219644 sec): 3 clusters Score: Raw -1513574.995452 + Penalty 3139.089605 = -1510435.905846 nChanged 3 SP:Iteration 76Q (1853.289145 sec): 3 clusters Score: Raw -1513575.814003 + Penalty 3139.089605 = -1510436.724397 nChanged 4 SP:Iteration 77Q (1853.368788 sec): 3 clusters Score: Raw -1513577.243541 + Penalty 3139.089605 = -1510438.153935 nChanged 5 SP:Iteration 78Q (1853.437708 sec): 3 clusters Score: Raw -1513578.495853 + Penalty 3139.089605 = -1510439.406248 nChanged 7 SP:Iteration 79Q (1853.514791 sec): 3 clusters Score: Raw -1513579.497941 + Penalty 3139.089605 = -1510440.408336 nChanged 5 SP:Iteration 80F (1853.586773 sec): 3 clusters Score: Raw -1513580.170852 + Penalty 3139.089605 = -1510441.081247 nChanged 5 SP:Iteration 81Q (1853.656403 sec): 3 clusters Score: Raw -1513580.805963 + Penalty 3139.089605 = -1510441.716357 nChanged 3 SP:Iteration 82Q (1853.728235 sec): 3 clusters Score: Raw -1513581.167763 + Penalty 3139.089605 = -1510442.078158 nChanged 3 SP:Iteration 83Q (1853.795343 sec): 3 clusters Score: Raw -1513581.807242 + Penalty 3139.089605 = -1510442.717636 nChanged 2 SP:Iteration 84Q (1853.861456 sec): 3 clusters Score: Raw -1513582.050592 + Penalty 3139.089605 = -1510442.960987 nChanged 0 SP:Iteration 85F (1853.935831 sec): 3 clusters Score: Raw -1513582.050592 + Penalty 3139.089605 = -1510442.960987 nChanged 0 Trying to split cluster 13 (5875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1853.977030 sec): 2 clusters Score: Raw -504767.124793 + Penalty 1410.249968 = -503356.874826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1854.024188 sec): 3 clusters Score: Raw -501709.225360 + Penalty 2820.499935 = -498888.725425 nChanged 2386 SP:Iteration 1F (1854.083128 sec): 3 clusters Score: Raw -503161.142414 + Penalty 2820.499935 = -500340.642479 nChanged 504 SP:Iteration 2F (1854.134706 sec): 3 clusters Score: Raw -503507.516641 + Penalty 2820.499935 = -500687.016706 nChanged 427 SP:Iteration 3F (1854.200689 sec): 3 clusters Score: Raw -503880.279082 + Penalty 2820.499935 = -501059.779147 nChanged 422 SP:Iteration 4F (1854.254930 sec): 3 clusters Score: Raw -504331.520212 + Penalty 2820.499935 = -501511.020277 nChanged 446 SP:Iteration 5F (1854.310659 sec): 3 clusters Score: Raw -504748.100885 + Penalty 2820.499935 = -501927.600950 nChanged 361 SP:Iteration 6F (1854.365807 sec): 3 clusters Score: Raw -505067.768869 + Penalty 2820.499935 = -502247.268934 nChanged 289 SP:Iteration 7Q (1854.417227 sec): 3 clusters Score: Raw -505278.555029 + Penalty 2820.499935 = -502458.055094 nChanged 202 SP:Iteration 8Q (1854.479944 sec): 3 clusters Score: Raw -505401.349230 + Penalty 2820.499935 = -502580.849295 nChanged 162 SP:Iteration 9Q (1854.529161 sec): 3 clusters Score: Raw -505483.225038 + Penalty 2820.499935 = -502662.725103 nChanged 110 SP:Iteration 10Q (1854.595691 sec): 3 clusters Score: Raw -505529.043720 + Penalty 2820.499935 = -502708.543785 nChanged 78 SP:Iteration 11Q (1854.641915 sec): 3 clusters Score: Raw -505558.753900 + Penalty 2820.499935 = -502738.253964 nChanged 55 SP:Iteration 12Q (1854.702278 sec): 3 clusters Score: Raw -505578.536433 + Penalty 2820.499935 = -502758.036497 nChanged 45 SP:Iteration 13Q (1854.762774 sec): 3 clusters Score: Raw -505593.258774 + Penalty 2820.499935 = -502772.758839 nChanged 40 SP:Iteration 14Q (1854.817232 sec): 3 clusters Score: Raw -505604.684717 + Penalty 2820.499935 = -502784.184782 nChanged 31 SP:Iteration 15Q (1854.865031 sec): 3 clusters Score: Raw -505612.938269 + Penalty 2820.499935 = -502792.438334 nChanged 20 SP:Iteration 16Q (1854.925284 sec): 3 clusters Score: Raw -505619.261348 + Penalty 2820.499935 = -502798.761413 nChanged 24 SP:Iteration 17Q (1854.974677 sec): 3 clusters Score: Raw -505626.769477 + Penalty 2820.499935 = -502806.269542 nChanged 27 SP:Iteration 18Q (1855.041469 sec): 3 clusters Score: Raw -505635.017475 + Penalty 2820.499935 = -502814.517540 nChanged 19 SP:Iteration 19Q (1855.098999 sec): 3 clusters Score: Raw -505640.317395 + Penalty 2820.499935 = -502819.817460 nChanged 14 SP:Iteration 20F (1855.154397 sec): 3 clusters Score: Raw -505643.581156 + Penalty 2820.499935 = -502823.081220 nChanged 7 SP:Iteration 21Q (1855.202066 sec): 3 clusters Score: Raw -505646.147758 + Penalty 2820.499935 = -502825.647823 nChanged 13 SP:Iteration 22Q (1855.273523 sec): 3 clusters Score: Raw -505650.170628 + Penalty 2820.499935 = -502829.670693 nChanged 10 SP:Iteration 23Q (1855.321875 sec): 3 clusters Score: Raw -505653.582125 + Penalty 2820.499935 = -502833.082190 nChanged 10 SP:Iteration 24Q (1855.385302 sec): 3 clusters Score: Raw -505655.752238 + Penalty 2820.499935 = -502835.252303 nChanged 8 SP:Iteration 25Q (1855.442825 sec): 3 clusters Score: Raw -505658.053274 + Penalty 2820.499935 = -502837.553339 nChanged 9 SP:Iteration 26Q (1855.498840 sec): 3 clusters Score: Raw -505660.198164 + Penalty 2820.499935 = -502839.698229 nChanged 3 SP:Iteration 27Q (1855.544481 sec): 3 clusters Score: Raw -505660.763362 + Penalty 2820.499935 = -502840.263427 nChanged 3 SP:Iteration 28Q (1855.611375 sec): 3 clusters Score: Raw -505661.425889 + Penalty 2820.499935 = -502840.925954 nChanged 3 SP:Iteration 29Q (1855.660818 sec): 3 clusters Score: Raw -505662.100170 + Penalty 2820.499935 = -502841.600235 nChanged 1 SP:Iteration 30Q (1855.725422 sec): 3 clusters Score: Raw -505662.280406 + Penalty 2820.499935 = -502841.780471 nChanged 0 SP:Iteration 31F (1855.785458 sec): 3 clusters Score: Raw -505662.280406 + Penalty 2820.499935 = -502841.780471 nChanged 0 Trying to split cluster 14 (4297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1855.806523 sec): 2 clusters Score: Raw -405763.248138 + Penalty 1359.421762 = -404403.826375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1855.872184 sec): 3 clusters Score: Raw -403542.867956 + Penalty 2718.843525 = -400824.024431 nChanged 1731 SP:Iteration 1F (1855.927972 sec): 3 clusters Score: Raw -404464.449745 + Penalty 2718.843525 = -401745.606221 nChanged 307 SP:Iteration 2F (1855.984545 sec): 3 clusters Score: Raw -404630.013925 + Penalty 2718.843525 = -401911.170400 nChanged 220 SP:Iteration 3F (1856.031389 sec): 3 clusters Score: Raw -404724.823711 + Penalty 2718.843525 = -402005.980186 nChanged 169 SP:Iteration 4Q (1856.088542 sec): 3 clusters Score: Raw -404802.713098 + Penalty 2718.843525 = -402083.869574 nChanged 114 SP:Iteration 5Q (1856.143245 sec): 3 clusters Score: Raw -404848.907661 + Penalty 2718.843525 = -402130.064136 nChanged 96 SP:Iteration 6Q (1856.189121 sec): 3 clusters Score: Raw -404891.079603 + Penalty 2718.843525 = -402172.236078 nChanged 103 SP:Iteration 7Q (1856.243452 sec): 3 clusters Score: Raw -404933.742648 + Penalty 2718.843525 = -402214.899124 nChanged 79 SP:Iteration 8Q (1856.308810 sec): 3 clusters Score: Raw -404965.025377 + Penalty 2718.843525 = -402246.181852 nChanged 81 SP:Iteration 9Q (1856.352153 sec): 3 clusters Score: Raw -404994.637883 + Penalty 2718.843525 = -402275.794358 nChanged 77 SP:Iteration 10Q (1856.405009 sec): 3 clusters Score: Raw -405027.421624 + Penalty 2718.843525 = -402308.578099 nChanged 79 SP:Iteration 11Q (1856.465769 sec): 3 clusters Score: Raw -405056.025686 + Penalty 2718.843525 = -402337.182161 nChanged 78 SP:Iteration 12Q (1856.518822 sec): 3 clusters Score: Raw -405081.985737 + Penalty 2718.843525 = -402363.142213 nChanged 73 SP:Iteration 13Q (1856.566430 sec): 3 clusters Score: Raw -405109.533981 + Penalty 2718.843525 = -402390.690457 nChanged 63 SP:Iteration 14Q (1856.630925 sec): 3 clusters Score: Raw -405131.769815 + Penalty 2718.843525 = -402412.926291 nChanged 54 SP:Iteration 15Q (1856.680149 sec): 3 clusters Score: Raw -405149.164982 + Penalty 2718.843525 = -402430.321458 nChanged 42 SP:Iteration 16Q (1856.731931 sec): 3 clusters Score: Raw -405161.528381 + Penalty 2718.843525 = -402442.684856 nChanged 52 SP:Iteration 17Q (1856.778928 sec): 3 clusters Score: Raw -405175.992503 + Penalty 2718.843525 = -402457.148979 nChanged 43 SP:Iteration 18Q (1856.825241 sec): 3 clusters Score: Raw -405187.774858 + Penalty 2718.843525 = -402468.931333 nChanged 41 SP:Iteration 19Q (1856.879542 sec): 3 clusters Score: Raw -405200.792772 + Penalty 2718.843525 = -402481.949248 nChanged 45 SP:Iteration 20F (1856.944332 sec): 3 clusters Score: Raw -405213.708860 + Penalty 2718.843525 = -402494.865335 nChanged 36 SP:Iteration 21Q (1857.000538 sec): 3 clusters Score: Raw -405226.226036 + Penalty 2718.843525 = -402507.382512 nChanged 39 SP:Iteration 22Q (1857.044766 sec): 3 clusters Score: Raw -405240.128134 + Penalty 2718.843525 = -402521.284609 nChanged 49 SP:Iteration 23Q (1857.101123 sec): 3 clusters Score: Raw -405258.783328 + Penalty 2718.843525 = -402539.939803 nChanged 56 SP:Iteration 24Q (1857.168132 sec): 3 clusters Score: Raw -405283.369885 + Penalty 2718.843525 = -402564.526360 nChanged 68 SP:Iteration 25Q (1857.214719 sec): 3 clusters Score: Raw -405310.789642 + Penalty 2718.843525 = -402591.946117 nChanged 67 SP:Iteration 26Q (1857.270498 sec): 3 clusters Score: Raw -405334.991876 + Penalty 2718.843525 = -402616.148351 nChanged 65 SP:Iteration 27Q (1857.326654 sec): 3 clusters Score: Raw -405359.679659 + Penalty 2718.843525 = -402640.836134 nChanged 75 SP:Iteration 28Q (1857.369066 sec): 3 clusters Score: Raw -405398.001488 + Penalty 2718.843525 = -402679.157964 nChanged 95 SP:Iteration 29Q (1857.425853 sec): 3 clusters Score: Raw -405442.835773 + Penalty 2718.843525 = -402723.992248 nChanged 80 SP:Iteration 30Q (1857.480234 sec): 3 clusters Score: Raw -405476.981066 + Penalty 2718.843525 = -402758.137541 nChanged 72 SP:Iteration 31Q (1857.534562 sec): 3 clusters Score: Raw -405509.058867 + Penalty 2718.843525 = -402790.215342 nChanged 80 SP:Iteration 32Q (1857.591732 sec): 3 clusters Score: Raw -405550.282070 + Penalty 2718.843525 = -402831.438545 nChanged 75 SP:Iteration 33Q (1857.636628 sec): 3 clusters Score: Raw -405594.374533 + Penalty 2718.843525 = -402875.531009 nChanged 84 SP:Iteration 34Q (1857.695619 sec): 3 clusters Score: Raw -405638.482403 + Penalty 2718.843525 = -402919.638879 nChanged 81 SP:Iteration 35Q (1857.760082 sec): 3 clusters Score: Raw -405685.709132 + Penalty 2718.843525 = -402966.865607 nChanged 69 SP:Iteration 36Q (1857.804147 sec): 3 clusters Score: Raw -405738.608166 + Penalty 2718.843525 = -403019.764641 nChanged 89 SP:Iteration 37Q (1857.856974 sec): 3 clusters Score: Raw -405810.159149 + Penalty 2718.843525 = -403091.315624 nChanged 82 SP:Iteration 38Q (1857.919372 sec): 3 clusters Score: Raw -405880.311875 + Penalty 2718.843525 = -403161.468351 nChanged 85 SP:Iteration 39Q (1857.968472 sec): 3 clusters Score: Raw -405964.565285 + Penalty 2718.843525 = -403245.721761 nChanged 82 SP:Iteration 40F (1858.012866 sec): 3 clusters Score: Raw -406053.634124 + Penalty 2718.843525 = -403334.790599 nChanged 80 SP:Iteration 41Q (1858.072432 sec): 3 clusters Score: Raw -406129.071407 + Penalty 2718.843525 = -403410.227882 nChanged 59 SP:Iteration 42Q (1858.118286 sec): 3 clusters Score: Raw -406172.860323 + Penalty 2718.843525 = -403454.016798 nChanged 42 SP:Iteration 43Q (1858.176066 sec): 3 clusters Score: Raw -406200.830259 + Penalty 2718.843525 = -403481.986735 nChanged 33 SP:Iteration 44Q (1858.221238 sec): 3 clusters Score: Raw -406217.062543 + Penalty 2718.843525 = -403498.219018 nChanged 21 SP:Iteration 45Q (1858.271455 sec): 3 clusters Score: Raw -406225.928966 + Penalty 2718.843525 = -403507.085442 nChanged 17 SP:Iteration 46Q (1858.325238 sec): 3 clusters Score: Raw -406232.324636 + Penalty 2718.843525 = -403513.481112 nChanged 14 SP:Iteration 47Q (1858.382583 sec): 3 clusters Score: Raw -406239.096846 + Penalty 2718.843525 = -403520.253322 nChanged 7 SP:Iteration 48Q (1858.424636 sec): 3 clusters Score: Raw -406241.230327 + Penalty 2718.843525 = -403522.386802 nChanged 6 SP:Iteration 49Q (1858.482422 sec): 3 clusters Score: Raw -406243.832387 + Penalty 2718.843525 = -403524.988862 nChanged 6 SP:Iteration 50Q (1858.524830 sec): 3 clusters Score: Raw -406246.963548 + Penalty 2718.843525 = -403528.120023 nChanged 6 SP:Iteration 51Q (1858.581063 sec): 3 clusters Score: Raw -406249.344337 + Penalty 2718.843525 = -403530.500813 nChanged 4 SP:Iteration 52Q (1858.642137 sec): 3 clusters Score: Raw -406250.633606 + Penalty 2718.843525 = -403531.790082 nChanged 3 SP:Iteration 53Q (1858.694227 sec): 3 clusters Score: Raw -406252.632734 + Penalty 2718.843525 = -403533.789209 nChanged 2 SP:Iteration 54Q (1858.741359 sec): 3 clusters Score: Raw -406253.419138 + Penalty 2718.843525 = -403534.575613 nChanged 1 SP:Iteration 55Q (1858.792004 sec): 3 clusters Score: Raw -406254.063011 + Penalty 2718.843525 = -403535.219486 nChanged 0 SP:Iteration 56F (1858.844466 sec): 3 clusters Score: Raw -406254.063011 + Penalty 2718.843525 = -403535.219486 nChanged 0 Trying to split cluster 15 (33043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1858.927470 sec): 2 clusters Score: Raw -3037360.183818 + Penalty 1690.904316 = -3035669.279502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1859.034920 sec): 3 clusters Score: Raw -3016847.054574 + Penalty 3381.808632 = -3013465.245942 nChanged 15290 SP:Iteration 1F (1859.122479 sec): 3 clusters Score: Raw -3025617.230556 + Penalty 3381.808632 = -3022235.421923 nChanged 1491 SP:Iteration 2Q (1859.233619 sec): 3 clusters Score: Raw -3026146.673691 + Penalty 3381.808632 = -3022764.865059 nChanged 1494 SP:Iteration 3Q (1859.335491 sec): 3 clusters Score: Raw -3026727.846032 + Penalty 3381.808632 = -3023346.037399 nChanged 1514 SP:Iteration 4Q (1859.439618 sec): 3 clusters Score: Raw -3027388.069345 + Penalty 3381.808632 = -3024006.260712 nChanged 1679 SP:Iteration 5F (1859.534159 sec): 3 clusters Score: Raw -3028166.879933 + Penalty 3381.808632 = -3024785.071301 nChanged 1841 SP:Iteration 6F (1859.641079 sec): 3 clusters Score: Raw -3029182.176700 + Penalty 3381.808632 = -3025800.368068 nChanged 1938 SP:Iteration 7F (1859.735377 sec): 3 clusters Score: Raw -3030428.429264 + Penalty 3381.808632 = -3027046.620632 nChanged 1999 SP:Iteration 8F (1859.838559 sec): 3 clusters Score: Raw -3031925.017386 + Penalty 3381.808632 = -3028543.208754 nChanged 1929 SP:Iteration 9F (1859.954073 sec): 3 clusters Score: Raw -3033436.096449 + Penalty 3381.808632 = -3030054.287816 nChanged 1556 SP:Iteration 10Q (1860.057151 sec): 3 clusters Score: Raw -3034571.535054 + Penalty 3381.808632 = -3031189.726422 nChanged 1141 SP:Iteration 11Q (1860.162803 sec): 3 clusters Score: Raw -3035341.597730 + Penalty 3381.808632 = -3031959.789098 nChanged 833 SP:Iteration 12Q (1860.262348 sec): 3 clusters Score: Raw -3035823.432971 + Penalty 3381.808632 = -3032441.624339 nChanged 673 SP:Iteration 13Q (1860.369535 sec): 3 clusters Score: Raw -3036184.681611 + Penalty 3381.808632 = -3032802.872979 nChanged 563 SP:Iteration 14Q (1860.459294 sec): 3 clusters Score: Raw -3036461.748223 + Penalty 3381.808632 = -3033079.939591 nChanged 505 SP:Iteration 15Q (1860.573224 sec): 3 clusters Score: Raw -3036699.474112 + Penalty 3381.808632 = -3033317.665479 nChanged 449 SP:Iteration 16Q (1860.671498 sec): 3 clusters Score: Raw -3036886.419310 + Penalty 3381.808632 = -3033504.610678 nChanged 396 SP:Iteration 17Q (1860.767458 sec): 3 clusters Score: Raw -3037047.929003 + Penalty 3381.808632 = -3033666.120371 nChanged 346 SP:Iteration 18Q (1860.864264 sec): 3 clusters Score: Raw -3037168.709476 + Penalty 3381.808632 = -3033786.900843 nChanged 297 SP:Iteration 19Q (1860.953424 sec): 3 clusters Score: Raw -3037269.797424 + Penalty 3381.808632 = -3033887.988791 nChanged 279 SP:Iteration 20F (1861.062400 sec): 3 clusters Score: Raw -3037362.673997 + Penalty 3381.808632 = -3033980.865365 nChanged 250 SP:Iteration 21Q (1861.161792 sec): 3 clusters Score: Raw -3037438.583704 + Penalty 3381.808632 = -3034056.775072 nChanged 207 SP:Iteration 22Q (1861.271382 sec): 3 clusters Score: Raw -3037496.040102 + Penalty 3381.808632 = -3034114.231470 nChanged 186 SP:Iteration 23Q (1861.357851 sec): 3 clusters Score: Raw -3037543.916249 + Penalty 3381.808632 = -3034162.107617 nChanged 182 SP:Iteration 24Q (1861.464665 sec): 3 clusters Score: Raw -3037586.687621 + Penalty 3381.808632 = -3034204.878989 nChanged 166 SP:Iteration 25Q (1861.559849 sec): 3 clusters Score: Raw -3037624.631478 + Penalty 3381.808632 = -3034242.822845 nChanged 138 SP:Iteration 26Q (1861.661327 sec): 3 clusters Score: Raw -3037655.186832 + Penalty 3381.808632 = -3034273.378199 nChanged 125 SP:Iteration 27Q (1861.755933 sec): 3 clusters Score: Raw -3037682.797709 + Penalty 3381.808632 = -3034300.989077 nChanged 112 SP:Iteration 28Q (1861.843596 sec): 3 clusters Score: Raw -3037702.622999 + Penalty 3381.808632 = -3034320.814367 nChanged 90 SP:Iteration 29Q (1861.944517 sec): 3 clusters Score: Raw -3037718.377636 + Penalty 3381.808632 = -3034336.569004 nChanged 87 SP:Iteration 30Q (1862.021080 sec): 3 clusters Score: Raw -3037734.120351 + Penalty 3381.808632 = -3034352.311718 nChanged 77 SP:Iteration 31Q (1862.118503 sec): 3 clusters Score: Raw -3037747.557868 + Penalty 3381.808632 = -3034365.749235 nChanged 61 SP:Iteration 32Q (1862.195657 sec): 3 clusters Score: Raw -3037757.228080 + Penalty 3381.808632 = -3034375.419448 nChanged 55 SP:Iteration 33Q (1862.283739 sec): 3 clusters Score: Raw -3037765.380043 + Penalty 3381.808632 = -3034383.571410 nChanged 48 SP:Iteration 34Q (1862.372259 sec): 3 clusters Score: Raw -3037771.324706 + Penalty 3381.808632 = -3034389.516074 nChanged 41 SP:Iteration 35Q (1862.477245 sec): 3 clusters Score: Raw -3037776.681932 + Penalty 3381.808632 = -3034394.873300 nChanged 38 SP:Iteration 36Q (1862.573079 sec): 3 clusters Score: Raw -3037781.808704 + Penalty 3381.808632 = -3034400.000072 nChanged 37 SP:Iteration 37Q (1862.672014 sec): 3 clusters Score: Raw -3037786.491372 + Penalty 3381.808632 = -3034404.682740 nChanged 38 SP:Iteration 38Q (1862.772483 sec): 3 clusters Score: Raw -3037790.372424 + Penalty 3381.808632 = -3034408.563791 nChanged 24 SP:Iteration 39Q (1862.865219 sec): 3 clusters Score: Raw -3037792.717146 + Penalty 3381.808632 = -3034410.908513 nChanged 23 SP:Iteration 40F (1862.966257 sec): 3 clusters Score: Raw -3037794.675058 + Penalty 3381.808632 = -3034412.866426 nChanged 22 SP:Iteration 41Q (1863.060223 sec): 3 clusters Score: Raw -3037797.077848 + Penalty 3381.808632 = -3034415.269215 nChanged 25 SP:Iteration 42Q (1863.152303 sec): 3 clusters Score: Raw -3037799.779830 + Penalty 3381.808632 = -3034417.971198 nChanged 22 SP:Iteration 43Q (1863.246957 sec): 3 clusters Score: Raw -3037802.189125 + Penalty 3381.808632 = -3034420.380492 nChanged 25 SP:Iteration 44Q (1863.338380 sec): 3 clusters Score: Raw -3037805.058583 + Penalty 3381.808632 = -3034423.249950 nChanged 23 SP:Iteration 45Q (1863.437397 sec): 3 clusters Score: Raw -3037807.038847 + Penalty 3381.808632 = -3034425.230214 nChanged 20 SP:Iteration 46Q (1863.540421 sec): 3 clusters Score: Raw -3037809.082359 + Penalty 3381.808632 = -3034427.273727 nChanged 20 SP:Iteration 47Q (1863.633740 sec): 3 clusters Score: Raw -3037810.926005 + Penalty 3381.808632 = -3034429.117373 nChanged 19 SP:Iteration 48Q (1863.734309 sec): 3 clusters Score: Raw -3037812.854046 + Penalty 3381.808632 = -3034431.045414 nChanged 18 SP:Iteration 49Q (1863.826933 sec): 3 clusters Score: Raw -3037814.476839 + Penalty 3381.808632 = -3034432.668206 nChanged 13 SP:Iteration 50Q (1863.918927 sec): 3 clusters Score: Raw -3037816.100241 + Penalty 3381.808632 = -3034434.291609 nChanged 15 SP:Iteration 51Q (1864.025165 sec): 3 clusters Score: Raw -3037817.351361 + Penalty 3381.808632 = -3034435.542728 nChanged 13 SP:Iteration 52Q (1864.113845 sec): 3 clusters Score: Raw -3037818.698831 + Penalty 3381.808632 = -3034436.890198 nChanged 14 SP:Iteration 53Q (1864.210723 sec): 3 clusters Score: Raw -3037820.204927 + Penalty 3381.808632 = -3034438.396295 nChanged 12 SP:Iteration 54Q (1864.314543 sec): 3 clusters Score: Raw -3037821.173511 + Penalty 3381.808632 = -3034439.364879 nChanged 7 SP:Iteration 55Q (1864.415485 sec): 3 clusters Score: Raw -3037821.705249 + Penalty 3381.808632 = -3034439.896617 nChanged 6 SP:Iteration 56Q (1864.512592 sec): 3 clusters Score: Raw -3037822.092551 + Penalty 3381.808632 = -3034440.283919 nChanged 6 SP:Iteration 57Q (1864.605346 sec): 3 clusters Score: Raw -3037822.572262 + Penalty 3381.808632 = -3034440.763630 nChanged 6 SP:Iteration 58Q (1864.708257 sec): 3 clusters Score: Raw -3037823.136227 + Penalty 3381.808632 = -3034441.327595 nChanged 5 SP:Iteration 59Q (1864.795374 sec): 3 clusters Score: Raw -3037823.482981 + Penalty 3381.808632 = -3034441.674348 nChanged 4 SP:Iteration 60F (1864.901704 sec): 3 clusters Score: Raw -3037823.808128 + Penalty 3381.808632 = -3034441.999496 nChanged 6 SP:Iteration 61Q (1864.993733 sec): 3 clusters Score: Raw -3037824.157205 + Penalty 3381.808632 = -3034442.348573 nChanged 5 SP:Iteration 62Q (1865.084671 sec): 3 clusters Score: Raw -3037824.504528 + Penalty 3381.808632 = -3034442.695896 nChanged 6 SP:Iteration 63Q (1865.176991 sec): 3 clusters Score: Raw -3037824.896308 + Penalty 3381.808632 = -3034443.087676 nChanged 3 SP:Iteration 64Q (1865.278377 sec): 3 clusters Score: Raw -3037825.038559 + Penalty 3381.808632 = -3034443.229926 nChanged 1 SP:Iteration 65Q (1865.380459 sec): 3 clusters Score: Raw -3037825.123071 + Penalty 3381.808632 = -3034443.314439 nChanged 2 SP:Iteration 66Q (1865.478776 sec): 3 clusters Score: Raw -3037825.319596 + Penalty 3381.808632 = -3034443.510964 nChanged 3 SP:Iteration 67Q (1865.563503 sec): 3 clusters Score: Raw -3037825.576537 + Penalty 3381.808632 = -3034443.767905 nChanged 5 SP:Iteration 68Q (1865.648124 sec): 3 clusters Score: Raw -3037826.007242 + Penalty 3381.808632 = -3034444.198609 nChanged 5 SP:Iteration 69Q (1865.735688 sec): 3 clusters Score: Raw -3037826.319559 + Penalty 3381.808632 = -3034444.510926 nChanged 3 SP:Iteration 70Q (1865.815768 sec): 3 clusters Score: Raw -3037826.459822 + Penalty 3381.808632 = -3034444.651189 nChanged 1 SP:Iteration 71Q (1865.900747 sec): 3 clusters Score: Raw -3037826.493746 + Penalty 3381.808632 = -3034444.685114 nChanged 0 SP:Iteration 72F (1865.993001 sec): 3 clusters Score: Raw -3037826.493746 + Penalty 3381.808632 = -3034444.685114 nChanged 0 Trying to split cluster 16 (11449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1866.038147 sec): 2 clusters Score: Raw -1079838.659498 + Penalty 1518.669371 = -1078319.990127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1866.099958 sec): 3 clusters Score: Raw -1073229.661874 + Penalty 3037.338742 = -1070192.323132 nChanged 4997 SP:Iteration 1F (1866.164105 sec): 3 clusters Score: Raw -1076107.965488 + Penalty 3037.338742 = -1073070.626746 nChanged 724 SP:Iteration 2F (1866.233440 sec): 3 clusters Score: Raw -1076476.405156 + Penalty 3037.338742 = -1073439.066413 nChanged 644 SP:Iteration 3F (1866.300897 sec): 3 clusters Score: Raw -1076787.226869 + Penalty 3037.338742 = -1073749.888127 nChanged 582 SP:Iteration 4F (1866.362822 sec): 3 clusters Score: Raw -1077072.483335 + Penalty 3037.338742 = -1074035.144593 nChanged 549 SP:Iteration 5Q (1866.433464 sec): 3 clusters Score: Raw -1077363.310492 + Penalty 3037.338742 = -1074325.971749 nChanged 562 SP:Iteration 6Q (1866.500824 sec): 3 clusters Score: Raw -1077696.657003 + Penalty 3037.338742 = -1074659.318260 nChanged 556 SP:Iteration 7Q (1866.561456 sec): 3 clusters Score: Raw -1078040.682068 + Penalty 3037.338742 = -1075003.343326 nChanged 515 SP:Iteration 8Q (1866.628632 sec): 3 clusters Score: Raw -1078373.216729 + Penalty 3037.338742 = -1075335.877987 nChanged 498 SP:Iteration 9Q (1866.685196 sec): 3 clusters Score: Raw -1078709.615586 + Penalty 3037.338742 = -1075672.276843 nChanged 426 SP:Iteration 10Q (1866.764800 sec): 3 clusters Score: Raw -1079010.379937 + Penalty 3037.338742 = -1075973.041195 nChanged 368 SP:Iteration 11Q (1866.818481 sec): 3 clusters Score: Raw -1079266.260610 + Penalty 3037.338742 = -1076228.921867 nChanged 296 SP:Iteration 12Q (1866.891650 sec): 3 clusters Score: Raw -1079484.380711 + Penalty 3037.338742 = -1076447.041969 nChanged 215 SP:Iteration 13Q (1866.957930 sec): 3 clusters Score: Raw -1079661.099854 + Penalty 3037.338742 = -1076623.761111 nChanged 152 SP:Iteration 14Q (1867.032069 sec): 3 clusters Score: Raw -1079790.856863 + Penalty 3037.338742 = -1076753.518121 nChanged 87 SP:Iteration 15Q (1867.097526 sec): 3 clusters Score: Raw -1079865.323757 + Penalty 3037.338742 = -1076827.985015 nChanged 58 SP:Iteration 16Q (1867.162398 sec): 3 clusters Score: Raw -1079911.420619 + Penalty 3037.338742 = -1076874.081877 nChanged 39 SP:Iteration 17Q (1867.223501 sec): 3 clusters Score: Raw -1079942.968791 + Penalty 3037.338742 = -1076905.630049 nChanged 40 SP:Iteration 18Q (1867.284357 sec): 3 clusters Score: Raw -1079983.551019 + Penalty 3037.338742 = -1076946.212277 nChanged 23 SP:Iteration 19Q (1867.347400 sec): 3 clusters Score: Raw -1080003.799618 + Penalty 3037.338742 = -1076966.460875 nChanged 20 SP:Iteration 20F (1867.402105 sec): 3 clusters Score: Raw -1080020.191175 + Penalty 3037.338742 = -1076982.852433 nChanged 14 SP:Iteration 21Q (1867.456475 sec): 3 clusters Score: Raw -1080033.161355 + Penalty 3037.338742 = -1076995.822613 nChanged 11 SP:Iteration 22Q (1867.515878 sec): 3 clusters Score: Raw -1080045.167284 + Penalty 3037.338742 = -1077007.828541 nChanged 12 SP:Iteration 23Q (1867.574505 sec): 3 clusters Score: Raw -1080057.656416 + Penalty 3037.338742 = -1077020.317674 nChanged 9 SP:Iteration 24Q (1867.642437 sec): 3 clusters Score: Raw -1080065.186795 + Penalty 3037.338742 = -1077027.848053 nChanged 9 SP:Iteration 25Q (1867.694444 sec): 3 clusters Score: Raw -1080071.552664 + Penalty 3037.338742 = -1077034.213921 nChanged 6 SP:Iteration 26Q (1867.758125 sec): 3 clusters Score: Raw -1080075.751853 + Penalty 3037.338742 = -1077038.413110 nChanged 4 SP:Iteration 27Q (1867.820985 sec): 3 clusters Score: Raw -1080078.983655 + Penalty 3037.338742 = -1077041.644913 nChanged 2 SP:Iteration 28Q (1867.876874 sec): 3 clusters Score: Raw -1080080.206132 + Penalty 3037.338742 = -1077042.867390 nChanged 3 SP:Iteration 29Q (1867.940216 sec): 3 clusters Score: Raw -1080082.202607 + Penalty 3037.338742 = -1077044.863865 nChanged 5 SP:Iteration 30Q (1868.010979 sec): 3 clusters Score: Raw -1080088.493154 + Penalty 3037.338742 = -1077051.154411 nChanged 6 SP:Iteration 31Q (1868.065788 sec): 3 clusters Score: Raw -1080094.742349 + Penalty 3037.338742 = -1077057.403607 nChanged 8 SP:Iteration 32Q (1868.123499 sec): 3 clusters Score: Raw -1080101.527568 + Penalty 3037.338742 = -1077064.188826 nChanged 4 SP:Iteration 33Q (1868.185484 sec): 3 clusters Score: Raw -1080103.955358 + Penalty 3037.338742 = -1077066.616615 nChanged 1 SP:Iteration 34Q (1868.257397 sec): 3 clusters Score: Raw -1080104.604873 + Penalty 3037.338742 = -1077067.266131 nChanged 3 SP:Iteration 35Q (1868.316441 sec): 3 clusters Score: Raw -1080109.090838 + Penalty 3037.338742 = -1077071.752095 nChanged 2 SP:Iteration 36Q (1868.369628 sec): 3 clusters Score: Raw -1080110.909364 + Penalty 3037.338742 = -1077073.570621 nChanged 3 SP:Iteration 37Q (1868.443601 sec): 3 clusters Score: Raw -1080114.775409 + Penalty 3037.338742 = -1077077.436667 nChanged 3 SP:Iteration 38Q (1868.490737 sec): 3 clusters Score: Raw -1080118.313523 + Penalty 3037.338742 = -1077080.974781 nChanged 2 SP:Iteration 39Q (1868.552889 sec): 3 clusters Score: Raw -1080120.319032 + Penalty 3037.338742 = -1077082.980290 nChanged 1 SP:Iteration 40F (1868.622530 sec): 3 clusters Score: Raw -1080121.604334 + Penalty 3037.338742 = -1077084.265592 nChanged 0 Trying to split cluster 17 (116773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1868.825252 sec): 2 clusters Score: Raw -11230560.575191 + Penalty 1896.047913 = -11228664.527278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1869.062880 sec): 3 clusters Score: Raw -11154046.271762 + Penalty 3792.095826 = -11150254.175936 nChanged 56062 SP:Iteration 1F (1869.306833 sec): 3 clusters Score: Raw -11186925.509095 + Penalty 3792.095826 = -11183133.413268 nChanged 3907 SP:Iteration 2Q (1869.557834 sec): 3 clusters Score: Raw -11188007.035072 + Penalty 3792.095826 = -11184214.939245 nChanged 4419 SP:Iteration 3Q (1869.821521 sec): 3 clusters Score: Raw -11189538.951526 + Penalty 3792.095826 = -11185746.855699 nChanged 5148 SP:Iteration 4Q (1870.065181 sec): 3 clusters Score: Raw -11191816.636599 + Penalty 3792.095826 = -11188024.540773 nChanged 6052 SP:Iteration 5F (1870.297342 sec): 3 clusters Score: Raw -11195245.839779 + Penalty 3792.095826 = -11191453.743952 nChanged 6963 SP:Iteration 6F (1870.531013 sec): 3 clusters Score: Raw -11199929.316314 + Penalty 3792.095826 = -11196137.220488 nChanged 7397 SP:Iteration 7F (1870.759222 sec): 3 clusters Score: Raw -11205341.913539 + Penalty 3792.095826 = -11201549.817713 nChanged 7001 SP:Iteration 8F (1870.995909 sec): 3 clusters Score: Raw -11210340.880319 + Penalty 3792.095826 = -11206548.784492 nChanged 5870 SP:Iteration 9F (1871.231824 sec): 3 clusters Score: Raw -11214057.980182 + Penalty 3792.095826 = -11210265.884356 nChanged 4584 SP:Iteration 10Q (1871.466269 sec): 3 clusters Score: Raw -11216665.701854 + Penalty 3792.095826 = -11212873.606027 nChanged 3512 SP:Iteration 11Q (1871.704933 sec): 3 clusters Score: Raw -11218544.601216 + Penalty 3792.095826 = -11214752.505389 nChanged 2749 SP:Iteration 12Q (1871.927325 sec): 3 clusters Score: Raw -11220084.725975 + Penalty 3792.095826 = -11216292.630149 nChanged 2377 SP:Iteration 13Q (1872.145696 sec): 3 clusters Score: Raw -11221487.782688 + Penalty 3792.095826 = -11217695.686861 nChanged 2249 SP:Iteration 14Q (1872.361570 sec): 3 clusters Score: Raw -11222952.848012 + Penalty 3792.095826 = -11219160.752185 nChanged 2136 SP:Iteration 15Q (1872.587922 sec): 3 clusters Score: Raw -11224465.039391 + Penalty 3792.095826 = -11220672.943565 nChanged 1954 SP:Iteration 16Q (1872.806764 sec): 3 clusters Score: Raw -11225905.807724 + Penalty 3792.095826 = -11222113.711898 nChanged 1677 SP:Iteration 17Q (1873.002890 sec): 3 clusters Score: Raw -11227137.452752 + Penalty 3792.095826 = -11223345.356926 nChanged 1412 SP:Iteration 18Q (1873.207416 sec): 3 clusters Score: Raw -11228080.571614 + Penalty 3792.095826 = -11224288.475788 nChanged 1111 SP:Iteration 19Q (1873.410820 sec): 3 clusters Score: Raw -11228711.066373 + Penalty 3792.095826 = -11224918.970546 nChanged 906 SP:Iteration 20F (1873.649176 sec): 3 clusters Score: Raw -11229176.762833 + Penalty 3792.095826 = -11225384.667006 nChanged 764 SP:Iteration 21Q (1873.863702 sec): 3 clusters Score: Raw -11229511.653951 + Penalty 3792.095826 = -11225719.558125 nChanged 607 SP:Iteration 22Q (1874.071548 sec): 3 clusters Score: Raw -11229741.680254 + Penalty 3792.095826 = -11225949.584427 nChanged 529 SP:Iteration 23Q (1874.282865 sec): 3 clusters Score: Raw -11229915.825401 + Penalty 3792.095826 = -11226123.729574 nChanged 448 SP:Iteration 24Q (1874.489349 sec): 3 clusters Score: Raw -11230050.184875 + Penalty 3792.095826 = -11226258.089048 nChanged 393 SP:Iteration 25Q (1874.691946 sec): 3 clusters Score: Raw -11230167.559810 + Penalty 3792.095826 = -11226375.463984 nChanged 360 SP:Iteration 26Q (1874.886535 sec): 3 clusters Score: Raw -11230257.891591 + Penalty 3792.095826 = -11226465.795764 nChanged 291 SP:Iteration 27Q (1875.072701 sec): 3 clusters Score: Raw -11230328.849043 + Penalty 3792.095826 = -11226536.753217 nChanged 282 SP:Iteration 28Q (1875.276566 sec): 3 clusters Score: Raw -11230396.888303 + Penalty 3792.095826 = -11226604.792476 nChanged 277 SP:Iteration 29Q (1875.493690 sec): 3 clusters Score: Raw -11230460.622747 + Penalty 3792.095826 = -11226668.526921 nChanged 268 SP:Iteration 30Q (1875.692195 sec): 3 clusters Score: Raw -11230521.608365 + Penalty 3792.095826 = -11226729.512539 nChanged 252 SP:Iteration 31Q (1875.899401 sec): 3 clusters Score: Raw -11230583.525429 + Penalty 3792.095826 = -11226791.429602 nChanged 230 SP:Iteration 32Q (1876.093221 sec): 3 clusters Score: Raw -11230634.838198 + Penalty 3792.095826 = -11226842.742372 nChanged 204 SP:Iteration 33Q (1876.291566 sec): 3 clusters Score: Raw -11230676.907710 + Penalty 3792.095826 = -11226884.811884 nChanged 193 SP:Iteration 34Q (1876.498213 sec): 3 clusters Score: Raw -11230720.445791 + Penalty 3792.095826 = -11226928.349965 nChanged 201 SP:Iteration 35Q (1876.705947 sec): 3 clusters Score: Raw -11230764.518946 + Penalty 3792.095826 = -11226972.423120 nChanged 178 SP:Iteration 36Q (1876.902572 sec): 3 clusters Score: Raw -11230799.467531 + Penalty 3792.095826 = -11227007.371705 nChanged 155 SP:Iteration 37Q (1877.097960 sec): 3 clusters Score: Raw -11230830.473567 + Penalty 3792.095826 = -11227038.377741 nChanged 140 SP:Iteration 38Q (1877.280145 sec): 3 clusters Score: Raw -11230859.423499 + Penalty 3792.095826 = -11227067.327673 nChanged 154 SP:Iteration 39Q (1877.474669 sec): 3 clusters Score: Raw -11230895.404087 + Penalty 3792.095826 = -11227103.308260 nChanged 156 SP:Iteration 40F (1877.714583 sec): 3 clusters Score: Raw -11230932.476497 + Penalty 3792.095826 = -11227140.380670 nChanged 144 SP:Iteration 41Q (1877.916379 sec): 3 clusters Score: Raw -11230967.519485 + Penalty 3792.095826 = -11227175.423659 nChanged 129 SP:Iteration 42Q (1878.106842 sec): 3 clusters Score: Raw -11230992.698747 + Penalty 3792.095826 = -11227200.602921 nChanged 117 SP:Iteration 43Q (1878.310453 sec): 3 clusters Score: Raw -11231017.697810 + Penalty 3792.095826 = -11227225.601984 nChanged 96 SP:Iteration 44Q (1878.524916 sec): 3 clusters Score: Raw -11231036.559049 + Penalty 3792.095826 = -11227244.463223 nChanged 89 SP:Iteration 45Q (1878.714606 sec): 3 clusters Score: Raw -11231055.760948 + Penalty 3792.095826 = -11227263.665122 nChanged 101 SP:Iteration 46Q (1878.911919 sec): 3 clusters Score: Raw -11231074.896871 + Penalty 3792.095826 = -11227282.801045 nChanged 93 SP:Iteration 47Q (1879.094882 sec): 3 clusters Score: Raw -11231092.979853 + Penalty 3792.095826 = -11227300.884026 nChanged 75 SP:Iteration 48Q (1879.276641 sec): 3 clusters Score: Raw -11231108.436110 + Penalty 3792.095826 = -11227316.340283 nChanged 74 SP:Iteration 49Q (1879.462857 sec): 3 clusters Score: Raw -11231124.740445 + Penalty 3792.095826 = -11227332.644619 nChanged 77 SP:Iteration 50Q (1879.639446 sec): 3 clusters Score: Raw -11231141.481693 + Penalty 3792.095826 = -11227349.385866 nChanged 67 SP:Iteration 51Q (1879.827956 sec): 3 clusters Score: Raw -11231152.976365 + Penalty 3792.095826 = -11227360.880539 nChanged 62 SP:Iteration 52Q (1880.027807 sec): 3 clusters Score: Raw -11231163.924084 + Penalty 3792.095826 = -11227371.828258 nChanged 58 SP:Iteration 53Q (1880.224339 sec): 3 clusters Score: Raw -11231173.896152 + Penalty 3792.095826 = -11227381.800326 nChanged 49 SP:Iteration 54Q (1880.411978 sec): 3 clusters Score: Raw -11231183.115415 + Penalty 3792.095826 = -11227391.019589 nChanged 46 SP:Iteration 55Q (1880.602902 sec): 3 clusters Score: Raw -11231192.791619 + Penalty 3792.095826 = -11227400.695793 nChanged 43 SP:Iteration 56Q (1880.776337 sec): 3 clusters Score: Raw -11231200.276111 + Penalty 3792.095826 = -11227408.180285 nChanged 36 SP:Iteration 57Q (1880.969145 sec): 3 clusters Score: Raw -11231205.586509 + Penalty 3792.095826 = -11227413.490683 nChanged 33 SP:Iteration 58Q (1881.153272 sec): 3 clusters Score: Raw -11231210.690685 + Penalty 3792.095826 = -11227418.594859 nChanged 37 SP:Iteration 59Q (1881.343918 sec): 3 clusters Score: Raw -11231217.400947 + Penalty 3792.095826 = -11227425.305121 nChanged 29 SP:Iteration 60F (1881.570997 sec): 3 clusters Score: Raw -11231222.705905 + Penalty 3792.095826 = -11227430.610078 nChanged 31 SP:Iteration 61Q (1881.776217 sec): 3 clusters Score: Raw -11231228.032073 + Penalty 3792.095826 = -11227435.936246 nChanged 30 SP:Iteration 62Q (1881.965973 sec): 3 clusters Score: Raw -11231232.730858 + Penalty 3792.095826 = -11227440.635031 nChanged 23 SP:Iteration 63Q (1882.162271 sec): 3 clusters Score: Raw -11231235.934890 + Penalty 3792.095826 = -11227443.839064 nChanged 20 SP:Iteration 64Q (1882.360002 sec): 3 clusters Score: Raw -11231239.579889 + Penalty 3792.095826 = -11227447.484062 nChanged 14 SP:Iteration 65Q (1882.557662 sec): 3 clusters Score: Raw -11231241.571269 + Penalty 3792.095826 = -11227449.475442 nChanged 13 SP:Iteration 66Q (1882.752045 sec): 3 clusters Score: Raw -11231242.995821 + Penalty 3792.095826 = -11227450.899995 nChanged 16 SP:Iteration 67Q (1882.934701 sec): 3 clusters Score: Raw -11231245.936344 + Penalty 3792.095826 = -11227453.840517 nChanged 21 SP:Iteration 68Q (1883.119350 sec): 3 clusters Score: Raw -11231250.648301 + Penalty 3792.095826 = -11227458.552475 nChanged 28 SP:Iteration 69Q (1883.300305 sec): 3 clusters Score: Raw -11231256.331591 + Penalty 3792.095826 = -11227464.235764 nChanged 22 SP:Iteration 70Q (1883.494327 sec): 3 clusters Score: Raw -11231260.145732 + Penalty 3792.095826 = -11227468.049905 nChanged 23 SP:Iteration 71Q (1883.684888 sec): 3 clusters Score: Raw -11231263.443480 + Penalty 3792.095826 = -11227471.347653 nChanged 13 SP:Iteration 72Q (1883.859433 sec): 3 clusters Score: Raw -11231266.013589 + Penalty 3792.095826 = -11227473.917763 nChanged 14 SP:Iteration 73Q (1884.052317 sec): 3 clusters Score: Raw -11231268.215581 + Penalty 3792.095826 = -11227476.119754 nChanged 15 SP:Iteration 74Q (1884.258359 sec): 3 clusters Score: Raw -11231270.006313 + Penalty 3792.095826 = -11227477.910487 nChanged 12 SP:Iteration 75Q (1884.461793 sec): 3 clusters Score: Raw -11231271.514433 + Penalty 3792.095826 = -11227479.418606 nChanged 12 SP:Iteration 76Q (1884.653498 sec): 3 clusters Score: Raw -11231273.017362 + Penalty 3792.095826 = -11227480.921536 nChanged 6 SP:Iteration 77Q (1884.836792 sec): 3 clusters Score: Raw -11231273.517592 + Penalty 3792.095826 = -11227481.421765 nChanged 6 SP:Iteration 78Q (1885.018152 sec): 3 clusters Score: Raw -11231274.063267 + Penalty 3792.095826 = -11227481.967441 nChanged 4 SP:Iteration 79Q (1885.194301 sec): 3 clusters Score: Raw -11231274.464589 + Penalty 3792.095826 = -11227482.368762 nChanged 1 SP:Iteration 80F (1885.421837 sec): 3 clusters Score: Raw -11231274.694199 + Penalty 3792.095826 = -11227482.598373 nChanged 4 SP:Iteration 81Q (1885.609526 sec): 3 clusters Score: Raw -11231275.394279 + Penalty 3792.095826 = -11227483.298452 nChanged 6 SP:Iteration 82Q (1885.791966 sec): 3 clusters Score: Raw -11231276.371620 + Penalty 3792.095826 = -11227484.275794 nChanged 9 SP:Iteration 83Q (1885.977997 sec): 3 clusters Score: Raw -11231277.757191 + Penalty 3792.095826 = -11227485.661364 nChanged 7 SP:Iteration 84Q (1886.170241 sec): 3 clusters Score: Raw -11231278.709119 + Penalty 3792.095826 = -11227486.613292 nChanged 6 SP:Iteration 85Q (1886.364987 sec): 3 clusters Score: Raw -11231279.674629 + Penalty 3792.095826 = -11227487.578802 nChanged 7 SP:Iteration 86Q (1886.556507 sec): 3 clusters Score: Raw -11231280.872874 + Penalty 3792.095826 = -11227488.777047 nChanged 4 SP:Iteration 87Q (1886.751040 sec): 3 clusters Score: Raw -11231281.355790 + Penalty 3792.095826 = -11227489.259964 nChanged 6 SP:Iteration 88Q (1886.942644 sec): 3 clusters Score: Raw -11231282.106616 + Penalty 3792.095826 = -11227490.010790 nChanged 5 SP:Iteration 89Q (1887.132834 sec): 3 clusters Score: Raw -11231282.724476 + Penalty 3792.095826 = -11227490.628649 nChanged 2 SP:Iteration 90Q (1887.313652 sec): 3 clusters Score: Raw -11231282.874519 + Penalty 3792.095826 = -11227490.778693 nChanged 1 SP:Iteration 91Q (1887.512189 sec): 3 clusters Score: Raw -11231282.973170 + Penalty 3792.095826 = -11227490.877343 nChanged 2 SP:Iteration 92Q (1887.702241 sec): 3 clusters Score: Raw -11231283.233535 + Penalty 3792.095826 = -11227491.137708 nChanged 4 SP:Iteration 93Q (1887.886001 sec): 3 clusters Score: Raw -11231283.872029 + Penalty 3792.095826 = -11227491.776203 nChanged 4 SP:Iteration 94Q (1888.098746 sec): 3 clusters Score: Raw -11231284.345513 + Penalty 3792.095826 = -11227492.249686 nChanged 3 SP:Iteration 95Q (1888.291894 sec): 3 clusters Score: Raw -11231284.665812 + Penalty 3792.095826 = -11227492.569985 nChanged 1 SP:Iteration 96Q (1888.478900 sec): 3 clusters Score: Raw -11231284.718800 + Penalty 3792.095826 = -11227492.622974 nChanged 2 SP:Iteration 97Q (1888.666323 sec): 3 clusters Score: Raw -11231284.904561 + Penalty 3792.095826 = -11227492.808735 nChanged 2 SP:Iteration 98Q (1888.862172 sec): 3 clusters Score: Raw -11231285.119394 + Penalty 3792.095826 = -11227493.023567 nChanged 2 SP:Iteration 99Q (1889.053565 sec): 3 clusters Score: Raw -11231285.276959 + Penalty 3792.095826 = -11227493.181133 nChanged 0 SP:Iteration 100F (1889.276627 sec): 3 clusters Score: Raw -11231285.276959 + Penalty 3792.095826 = -11227493.181133 nChanged 0 Trying to split cluster 18 (7552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1889.324731 sec): 2 clusters Score: Raw -649701.256609 + Penalty 1451.054753 = -648250.201856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1889.383860 sec): 3 clusters Score: Raw -645481.247276 + Penalty 2902.109505 = -642579.137771 nChanged 3245 SP:Iteration 1F (1889.444457 sec): 3 clusters Score: Raw -647479.106237 + Penalty 2902.109505 = -644576.996731 nChanged 623 SP:Iteration 2F (1889.502613 sec): 3 clusters Score: Raw -647884.168683 + Penalty 2902.109505 = -644982.059178 nChanged 534 SP:Iteration 3F (1889.550537 sec): 3 clusters Score: Raw -648221.669878 + Penalty 2902.109505 = -645319.560373 nChanged 419 SP:Iteration 4F (1889.618101 sec): 3 clusters Score: Raw -648463.733244 + Penalty 2902.109505 = -645561.623739 nChanged 378 SP:Iteration 5F (1889.678257 sec): 3 clusters Score: Raw -648689.684734 + Penalty 2902.109505 = -645787.575229 nChanged 327 SP:Iteration 6Q (1889.727942 sec): 3 clusters Score: Raw -648871.877318 + Penalty 2902.109505 = -645969.767813 nChanged 264 SP:Iteration 7Q (1889.789906 sec): 3 clusters Score: Raw -649026.234514 + Penalty 2902.109505 = -646124.125009 nChanged 235 SP:Iteration 8Q (1889.845279 sec): 3 clusters Score: Raw -649157.559700 + Penalty 2902.109505 = -646255.450195 nChanged 197 SP:Iteration 9Q (1889.909815 sec): 3 clusters Score: Raw -649266.677614 + Penalty 2902.109505 = -646364.568109 nChanged 185 SP:Iteration 10Q (1889.958164 sec): 3 clusters Score: Raw -649365.648993 + Penalty 2902.109505 = -646463.539488 nChanged 165 SP:Iteration 11Q (1890.018351 sec): 3 clusters Score: Raw -649443.568994 + Penalty 2902.109505 = -646541.459489 nChanged 158 SP:Iteration 12Q (1890.089734 sec): 3 clusters Score: Raw -649513.428200 + Penalty 2902.109505 = -646611.318695 nChanged 126 SP:Iteration 13Q (1890.139647 sec): 3 clusters Score: Raw -649565.094726 + Penalty 2902.109505 = -646662.985221 nChanged 100 SP:Iteration 14Q (1890.192995 sec): 3 clusters Score: Raw -649599.334305 + Penalty 2902.109505 = -646697.224800 nChanged 63 SP:Iteration 15Q (1890.254034 sec): 3 clusters Score: Raw -649614.318425 + Penalty 2902.109505 = -646712.208920 nChanged 49 SP:Iteration 16Q (1890.308958 sec): 3 clusters Score: Raw -649625.276860 + Penalty 2902.109505 = -646723.167355 nChanged 41 SP:Iteration 17Q (1890.372335 sec): 3 clusters Score: Raw -649634.107299 + Penalty 2902.109505 = -646731.997794 nChanged 31 SP:Iteration 18Q (1890.427702 sec): 3 clusters Score: Raw -649640.330026 + Penalty 2902.109505 = -646738.220521 nChanged 25 SP:Iteration 19Q (1890.490121 sec): 3 clusters Score: Raw -649645.819150 + Penalty 2902.109505 = -646743.709645 nChanged 24 SP:Iteration 20F (1890.556425 sec): 3 clusters Score: Raw -649651.347145 + Penalty 2902.109505 = -646749.237640 nChanged 23 SP:Iteration 21Q (1890.618722 sec): 3 clusters Score: Raw -649655.646508 + Penalty 2902.109505 = -646753.537003 nChanged 16 SP:Iteration 22Q (1890.676555 sec): 3 clusters Score: Raw -649658.719939 + Penalty 2902.109505 = -646756.610434 nChanged 21 SP:Iteration 23Q (1890.742765 sec): 3 clusters Score: Raw -649661.696797 + Penalty 2902.109505 = -646759.587291 nChanged 13 SP:Iteration 24Q (1890.793611 sec): 3 clusters Score: Raw -649663.668429 + Penalty 2902.109505 = -646761.558924 nChanged 7 SP:Iteration 25Q (1890.851194 sec): 3 clusters Score: Raw -649664.948313 + Penalty 2902.109505 = -646762.838808 nChanged 4 SP:Iteration 26Q (1890.904901 sec): 3 clusters Score: Raw -649665.636631 + Penalty 2902.109505 = -646763.527126 nChanged 4 SP:Iteration 27Q (1890.955117 sec): 3 clusters Score: Raw -649666.208490 + Penalty 2902.109505 = -646764.098985 nChanged 5 SP:Iteration 28Q (1891.019356 sec): 3 clusters Score: Raw -649666.835152 + Penalty 2902.109505 = -646764.725647 nChanged 3 SP:Iteration 29Q (1891.077333 sec): 3 clusters Score: Raw -649667.140254 + Penalty 2902.109505 = -646765.030749 nChanged 0 SP:Iteration 30F (1891.129966 sec): 3 clusters Score: Raw -649667.140254 + Penalty 2902.109505 = -646765.030749 nChanged 0 Trying to split cluster 19 (3921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1891.154023 sec): 2 clusters Score: Raw -361388.231136 + Penalty 1344.541575 = -360043.689561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1891.209135 sec): 3 clusters Score: Raw -359394.993977 + Penalty 2689.083151 = -356705.910826 nChanged 1599 SP:Iteration 1F (1891.257686 sec): 3 clusters Score: Raw -360300.208480 + Penalty 2689.083151 = -357611.125330 nChanged 295 SP:Iteration 2F (1891.310378 sec): 3 clusters Score: Raw -360465.515327 + Penalty 2689.083151 = -357776.432176 nChanged 212 SP:Iteration 3F (1891.360666 sec): 3 clusters Score: Raw -360574.573136 + Penalty 2689.083151 = -357885.489985 nChanged 156 SP:Iteration 4Q (1891.409516 sec): 3 clusters Score: Raw -360652.300114 + Penalty 2689.083151 = -357963.216963 nChanged 117 SP:Iteration 5Q (1891.461316 sec): 3 clusters Score: Raw -360711.017333 + Penalty 2689.083151 = -358021.934182 nChanged 98 SP:Iteration 6Q (1891.521552 sec): 3 clusters Score: Raw -360758.036337 + Penalty 2689.083151 = -358068.953186 nChanged 83 SP:Iteration 7Q (1891.562785 sec): 3 clusters Score: Raw -360798.112227 + Penalty 2689.083151 = -358109.029077 nChanged 89 SP:Iteration 8Q (1891.624907 sec): 3 clusters Score: Raw -360845.298563 + Penalty 2689.083151 = -358156.215413 nChanged 86 SP:Iteration 9Q (1891.672726 sec): 3 clusters Score: Raw -360881.475810 + Penalty 2689.083151 = -358192.392659 nChanged 57 SP:Iteration 10Q (1891.724531 sec): 3 clusters Score: Raw -360912.833538 + Penalty 2689.083151 = -358223.750387 nChanged 66 SP:Iteration 11Q (1891.767329 sec): 3 clusters Score: Raw -360951.214941 + Penalty 2689.083151 = -358262.131790 nChanged 66 SP:Iteration 12Q (1891.823586 sec): 3 clusters Score: Raw -360986.072686 + Penalty 2689.083151 = -358296.989535 nChanged 55 SP:Iteration 13Q (1891.865659 sec): 3 clusters Score: Raw -361015.487017 + Penalty 2689.083151 = -358326.403866 nChanged 62 SP:Iteration 14Q (1891.928458 sec): 3 clusters Score: Raw -361045.808098 + Penalty 2689.083151 = -358356.724947 nChanged 53 SP:Iteration 15Q (1891.967841 sec): 3 clusters Score: Raw -361077.854197 + Penalty 2689.083151 = -358388.771046 nChanged 59 SP:Iteration 16Q (1892.021678 sec): 3 clusters Score: Raw -361120.674651 + Penalty 2689.083151 = -358431.591500 nChanged 68 SP:Iteration 17Q (1892.077994 sec): 3 clusters Score: Raw -361187.370832 + Penalty 2689.083151 = -358498.287681 nChanged 83 SP:Iteration 18Q (1892.129139 sec): 3 clusters Score: Raw -361256.290355 + Penalty 2689.083151 = -358567.207204 nChanged 84 SP:Iteration 19Q (1892.182039 sec): 3 clusters Score: Raw -361325.716141 + Penalty 2689.083151 = -358636.632990 nChanged 89 SP:Iteration 20F (1892.239392 sec): 3 clusters Score: Raw -361400.574473 + Penalty 2689.083151 = -358711.491322 nChanged 89 SP:Iteration 21Q (1892.288467 sec): 3 clusters Score: Raw -361469.065091 + Penalty 2689.083151 = -358779.981941 nChanged 83 SP:Iteration 22Q (1892.341360 sec): 3 clusters Score: Raw -361524.751656 + Penalty 2689.083151 = -358835.668505 nChanged 72 SP:Iteration 23Q (1892.398197 sec): 3 clusters Score: Raw -361571.026944 + Penalty 2689.083151 = -358881.943793 nChanged 71 SP:Iteration 24Q (1892.441099 sec): 3 clusters Score: Raw -361612.437927 + Penalty 2689.083151 = -358923.354776 nChanged 53 SP:Iteration 25Q (1892.504440 sec): 3 clusters Score: Raw -361643.262100 + Penalty 2689.083151 = -358954.178949 nChanged 50 SP:Iteration 26Q (1892.555585 sec): 3 clusters Score: Raw -361675.255402 + Penalty 2689.083151 = -358986.172251 nChanged 52 SP:Iteration 27Q (1892.600007 sec): 3 clusters Score: Raw -361701.440709 + Penalty 2689.083151 = -359012.357558 nChanged 40 SP:Iteration 28Q (1892.653789 sec): 3 clusters Score: Raw -361718.580570 + Penalty 2689.083151 = -359029.497420 nChanged 32 SP:Iteration 29Q (1892.707802 sec): 3 clusters Score: Raw -361731.253636 + Penalty 2689.083151 = -359042.170485 nChanged 23 SP:Iteration 30Q (1892.761122 sec): 3 clusters Score: Raw -361742.340949 + Penalty 2689.083151 = -359053.257798 nChanged 26 SP:Iteration 31Q (1892.811674 sec): 3 clusters Score: Raw -361754.197711 + Penalty 2689.083151 = -359065.114560 nChanged 18 SP:Iteration 32Q (1892.864465 sec): 3 clusters Score: Raw -361760.726711 + Penalty 2689.083151 = -359071.643560 nChanged 13 SP:Iteration 33Q (1892.925250 sec): 3 clusters Score: Raw -361764.988717 + Penalty 2689.083151 = -359075.905566 nChanged 15 SP:Iteration 34Q (1892.976255 sec): 3 clusters Score: Raw -361771.485098 + Penalty 2689.083151 = -359082.401948 nChanged 19 SP:Iteration 35Q (1893.025623 sec): 3 clusters Score: Raw -361779.467990 + Penalty 2689.083151 = -359090.384839 nChanged 14 SP:Iteration 36Q (1893.081075 sec): 3 clusters Score: Raw -361783.989082 + Penalty 2689.083151 = -359094.905931 nChanged 5 SP:Iteration 37Q (1893.119945 sec): 3 clusters Score: Raw -361785.509545 + Penalty 2689.083151 = -359096.426395 nChanged 2 SP:Iteration 38Q (1893.176542 sec): 3 clusters Score: Raw -361786.300482 + Penalty 2689.083151 = -359097.217331 nChanged 6 SP:Iteration 39Q (1893.220582 sec): 3 clusters Score: Raw -361788.318072 + Penalty 2689.083151 = -359099.234921 nChanged 5 SP:Iteration 40F (1893.269397 sec): 3 clusters Score: Raw -361789.525080 + Penalty 2689.083151 = -359100.441930 nChanged 2 SP:Iteration 41Q (1893.319010 sec): 3 clusters Score: Raw -361789.978359 + Penalty 2689.083151 = -359100.895208 nChanged 0 SP:Iteration 42F (1893.380303 sec): 3 clusters Score: Raw -361789.978359 + Penalty 2689.083151 = -359100.895208 nChanged 0 Trying to split cluster 20 (4162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1893.413810 sec): 2 clusters Score: Raw -342804.428502 + Penalty 1354.234539 = -341450.193963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1893.467302 sec): 3 clusters Score: Raw -340692.689982 + Penalty 2708.469077 = -337984.220905 nChanged 1709 SP:Iteration 1F (1893.514941 sec): 3 clusters Score: Raw -341838.692344 + Penalty 2708.469077 = -339130.223267 nChanged 389 SP:Iteration 2F (1893.571052 sec): 3 clusters Score: Raw -342147.954094 + Penalty 2708.469077 = -339439.485016 nChanged 297 SP:Iteration 3F (1893.615308 sec): 3 clusters Score: Raw -342357.840123 + Penalty 2708.469077 = -339649.371046 nChanged 237 SP:Iteration 4F (1893.676995 sec): 3 clusters Score: Raw -342553.401940 + Penalty 2708.469077 = -339844.932863 nChanged 193 SP:Iteration 5Q (1893.721674 sec): 3 clusters Score: Raw -342706.645577 + Penalty 2708.469077 = -339998.176500 nChanged 154 SP:Iteration 6Q (1893.771918 sec): 3 clusters Score: Raw -342807.178133 + Penalty 2708.469077 = -340098.709056 nChanged 117 SP:Iteration 7Q (1893.837239 sec): 3 clusters Score: Raw -342876.835199 + Penalty 2708.469077 = -340168.366122 nChanged 99 SP:Iteration 8Q (1893.879401 sec): 3 clusters Score: Raw -342938.639810 + Penalty 2708.469077 = -340230.170733 nChanged 86 SP:Iteration 9Q (1893.931632 sec): 3 clusters Score: Raw -342987.569306 + Penalty 2708.469077 = -340279.100228 nChanged 85 SP:Iteration 10Q (1893.992298 sec): 3 clusters Score: Raw -343042.636888 + Penalty 2708.469077 = -340334.167811 nChanged 80 SP:Iteration 11Q (1894.051852 sec): 3 clusters Score: Raw -343089.837287 + Penalty 2708.469077 = -340381.368210 nChanged 69 SP:Iteration 12Q (1894.098277 sec): 3 clusters Score: Raw -343130.685665 + Penalty 2708.469077 = -340422.216587 nChanged 58 SP:Iteration 13Q (1894.160951 sec): 3 clusters Score: Raw -343168.487556 + Penalty 2708.469077 = -340460.018479 nChanged 70 SP:Iteration 14Q (1894.204812 sec): 3 clusters Score: Raw -343228.343154 + Penalty 2708.469077 = -340519.874076 nChanged 77 SP:Iteration 15Q (1894.267540 sec): 3 clusters Score: Raw -343334.771072 + Penalty 2708.469077 = -340626.301995 nChanged 91 SP:Iteration 16Q (1894.317070 sec): 3 clusters Score: Raw -343452.512042 + Penalty 2708.469077 = -340744.042965 nChanged 84 SP:Iteration 17Q (1894.372329 sec): 3 clusters Score: Raw -343541.141543 + Penalty 2708.469077 = -340832.672466 nChanged 74 SP:Iteration 18Q (1894.425561 sec): 3 clusters Score: Raw -343582.012419 + Penalty 2708.469077 = -340873.543342 nChanged 44 SP:Iteration 19Q (1894.474155 sec): 3 clusters Score: Raw -343595.407518 + Penalty 2708.469077 = -340886.938440 nChanged 25 SP:Iteration 20F (1894.525447 sec): 3 clusters Score: Raw -343601.285044 + Penalty 2708.469077 = -340892.815966 nChanged 11 SP:Iteration 21Q (1894.583991 sec): 3 clusters Score: Raw -343604.311988 + Penalty 2708.469077 = -340895.842911 nChanged 9 SP:Iteration 22Q (1894.639025 sec): 3 clusters Score: Raw -343606.315345 + Penalty 2708.469077 = -340897.846267 nChanged 6 SP:Iteration 23Q (1894.691027 sec): 3 clusters Score: Raw -343607.600848 + Penalty 2708.469077 = -340899.131771 nChanged 3 SP:Iteration 24Q (1894.730888 sec): 3 clusters Score: Raw -343608.566294 + Penalty 2708.469077 = -340900.097216 nChanged 7 SP:Iteration 25Q (1894.789382 sec): 3 clusters Score: Raw -343611.251029 + Penalty 2708.469077 = -340902.781951 nChanged 7 SP:Iteration 26Q (1894.829941 sec): 3 clusters Score: Raw -343613.249031 + Penalty 2708.469077 = -340904.779954 nChanged 8 SP:Iteration 27Q (1894.876213 sec): 3 clusters Score: Raw -343615.508491 + Penalty 2708.469077 = -340907.039414 nChanged 9 SP:Iteration 28Q (1894.926496 sec): 3 clusters Score: Raw -343617.755131 + Penalty 2708.469077 = -340909.286054 nChanged 8 SP:Iteration 29Q (1894.977830 sec): 3 clusters Score: Raw -343619.234615 + Penalty 2708.469077 = -340910.765538 nChanged 5 SP:Iteration 30Q (1895.027933 sec): 3 clusters Score: Raw -343620.209470 + Penalty 2708.469077 = -340911.740393 nChanged 6 SP:Iteration 31Q (1895.092547 sec): 3 clusters Score: Raw -343622.247336 + Penalty 2708.469077 = -340913.778259 nChanged 3 SP:Iteration 32Q (1895.149149 sec): 3 clusters Score: Raw -343622.859677 + Penalty 2708.469077 = -340914.390600 nChanged 3 SP:Iteration 33Q (1895.194041 sec): 3 clusters Score: Raw -343623.290059 + Penalty 2708.469077 = -340914.820982 nChanged 2 SP:Iteration 34Q (1895.250500 sec): 3 clusters Score: Raw -343623.557333 + Penalty 2708.469077 = -340915.088256 nChanged 0 SP:Iteration 35F (1895.318913 sec): 3 clusters Score: Raw -343623.557333 + Penalty 2708.469077 = -340915.088256 nChanged 0 Trying to split cluster 21 (6681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1895.345149 sec): 2 clusters Score: Raw -614502.547131 + Penalty 1431.141230 = -613071.405900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1895.413244 sec): 3 clusters Score: Raw -610880.841273 + Penalty 2862.282461 = -608018.558812 nChanged 2824 SP:Iteration 1F (1895.459034 sec): 3 clusters Score: Raw -612534.791671 + Penalty 2862.282461 = -609672.509210 nChanged 479 SP:Iteration 2F (1895.518293 sec): 3 clusters Score: Raw -612828.994124 + Penalty 2862.282461 = -609966.711664 nChanged 410 SP:Iteration 3F (1895.570347 sec): 3 clusters Score: Raw -613071.462390 + Penalty 2862.282461 = -610209.179929 nChanged 371 SP:Iteration 4F (1895.633546 sec): 3 clusters Score: Raw -613296.283221 + Penalty 2862.282461 = -610434.000760 nChanged 387 SP:Iteration 5F (1895.690634 sec): 3 clusters Score: Raw -613551.458870 + Penalty 2862.282461 = -610689.176410 nChanged 363 SP:Iteration 6F (1895.737478 sec): 3 clusters Score: Raw -613788.082736 + Penalty 2862.282461 = -610925.800275 nChanged 336 SP:Iteration 7F (1895.800445 sec): 3 clusters Score: Raw -614018.800291 + Penalty 2862.282461 = -611156.517830 nChanged 313 SP:Iteration 8Q (1895.846442 sec): 3 clusters Score: Raw -614238.787120 + Penalty 2862.282461 = -611376.504660 nChanged 274 SP:Iteration 9Q (1895.915505 sec): 3 clusters Score: Raw -614424.787123 + Penalty 2862.282461 = -611562.504663 nChanged 223 SP:Iteration 10Q (1895.971904 sec): 3 clusters Score: Raw -614584.303478 + Penalty 2862.282461 = -611722.021017 nChanged 192 SP:Iteration 11Q (1896.023674 sec): 3 clusters Score: Raw -614731.677998 + Penalty 2862.282461 = -611869.395537 nChanged 169 SP:Iteration 12Q (1896.081985 sec): 3 clusters Score: Raw -614854.721657 + Penalty 2862.282461 = -611992.439196 nChanged 136 SP:Iteration 13Q (1896.132854 sec): 3 clusters Score: Raw -614934.734282 + Penalty 2862.282461 = -612072.451821 nChanged 96 SP:Iteration 14Q (1896.184396 sec): 3 clusters Score: Raw -614989.289205 + Penalty 2862.282461 = -612127.006744 nChanged 68 SP:Iteration 15Q (1896.238263 sec): 3 clusters Score: Raw -615017.022938 + Penalty 2862.282461 = -612154.740477 nChanged 42 SP:Iteration 16Q (1896.301045 sec): 3 clusters Score: Raw -615032.159288 + Penalty 2862.282461 = -612169.876827 nChanged 25 SP:Iteration 17Q (1896.358410 sec): 3 clusters Score: Raw -615040.573332 + Penalty 2862.282461 = -612178.290872 nChanged 21 SP:Iteration 18Q (1896.410197 sec): 3 clusters Score: Raw -615047.486548 + Penalty 2862.282461 = -612185.204087 nChanged 11 SP:Iteration 19Q (1896.468186 sec): 3 clusters Score: Raw -615050.944448 + Penalty 2862.282461 = -612188.661988 nChanged 10 SP:Iteration 20F (1896.513885 sec): 3 clusters Score: Raw -615054.629072 + Penalty 2862.282461 = -612192.346611 nChanged 16 SP:Iteration 21Q (1896.571636 sec): 3 clusters Score: Raw -615059.202428 + Penalty 2862.282461 = -612196.919967 nChanged 15 SP:Iteration 22Q (1896.632051 sec): 3 clusters Score: Raw -615063.657150 + Penalty 2862.282461 = -612201.374689 nChanged 11 SP:Iteration 23Q (1896.676251 sec): 3 clusters Score: Raw -615066.181067 + Penalty 2862.282461 = -612203.898606 nChanged 7 SP:Iteration 24Q (1896.730152 sec): 3 clusters Score: Raw -615068.029774 + Penalty 2862.282461 = -612205.747313 nChanged 6 SP:Iteration 25Q (1896.779566 sec): 3 clusters Score: Raw -615069.766714 + Penalty 2862.282461 = -612207.484253 nChanged 3 SP:Iteration 26Q (1896.845344 sec): 3 clusters Score: Raw -615071.264450 + Penalty 2862.282461 = -612208.981989 nChanged 10 SP:Iteration 27Q (1896.901579 sec): 3 clusters Score: Raw -615073.952864 + Penalty 2862.282461 = -612211.670404 nChanged 8 SP:Iteration 28Q (1896.961895 sec): 3 clusters Score: Raw -615076.656708 + Penalty 2862.282461 = -612214.374247 nChanged 14 SP:Iteration 29Q (1897.014446 sec): 3 clusters Score: Raw -615080.825121 + Penalty 2862.282461 = -612218.542660 nChanged 8 SP:Iteration 30Q (1897.071386 sec): 3 clusters Score: Raw -615082.337092 + Penalty 2862.282461 = -612220.054631 nChanged 6 SP:Iteration 31Q (1897.132198 sec): 3 clusters Score: Raw -615083.673724 + Penalty 2862.282461 = -612221.391263 nChanged 3 SP:Iteration 32Q (1897.199334 sec): 3 clusters Score: Raw -615084.429443 + Penalty 2862.282461 = -612222.146982 nChanged 3 SP:Iteration 33Q (1897.256207 sec): 3 clusters Score: Raw -615085.085313 + Penalty 2862.282461 = -612222.802853 nChanged 3 SP:Iteration 34Q (1897.315470 sec): 3 clusters Score: Raw -615085.670414 + Penalty 2862.282461 = -612223.387953 nChanged 3 SP:Iteration 35Q (1897.361348 sec): 3 clusters Score: Raw -615086.540022 + Penalty 2862.282461 = -612224.257561 nChanged 3 SP:Iteration 36Q (1897.423532 sec): 3 clusters Score: Raw -615087.050372 + Penalty 2862.282461 = -612224.767911 nChanged 1 SP:Iteration 37Q (1897.478523 sec): 3 clusters Score: Raw -615087.275379 + Penalty 2862.282461 = -612224.992918 nChanged 0 SP:Iteration 38F (1897.538863 sec): 3 clusters Score: Raw -615087.275379 + Penalty 2862.282461 = -612224.992918 nChanged 0 Trying to split cluster 22 (12820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1897.591058 sec): 2 clusters Score: Raw -1249712.108969 + Penalty 1537.048781 = -1248175.060188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1897.660508 sec): 3 clusters Score: Raw -1242292.965255 + Penalty 3074.097562 = -1239218.867693 nChanged 5568 SP:Iteration 1F (1897.729808 sec): 3 clusters Score: Raw -1245325.564378 + Penalty 3074.097562 = -1242251.466816 nChanged 763 SP:Iteration 2F (1897.801576 sec): 3 clusters Score: Raw -1245658.232732 + Penalty 3074.097562 = -1242584.135170 nChanged 680 SP:Iteration 3F (1897.864678 sec): 3 clusters Score: Raw -1245978.506213 + Penalty 3074.097562 = -1242904.408651 nChanged 708 SP:Iteration 4F (1897.934778 sec): 3 clusters Score: Raw -1246400.828690 + Penalty 3074.097562 = -1243326.731127 nChanged 792 SP:Iteration 5F (1898.005686 sec): 3 clusters Score: Raw -1247003.939823 + Penalty 3074.097562 = -1243929.842261 nChanged 888 SP:Iteration 6F (1898.065517 sec): 3 clusters Score: Raw -1247858.847527 + Penalty 3074.097562 = -1244784.749965 nChanged 981 SP:Iteration 7F (1898.136282 sec): 3 clusters Score: Raw -1248974.925831 + Penalty 3074.097562 = -1245900.828269 nChanged 923 SP:Iteration 8F (1898.217259 sec): 3 clusters Score: Raw -1250009.909186 + Penalty 3074.097562 = -1246935.811624 nChanged 710 SP:Iteration 9F (1898.278153 sec): 3 clusters Score: Raw -1250781.126181 + Penalty 3074.097562 = -1247707.028619 nChanged 506 SP:Iteration 10Q (1898.347559 sec): 3 clusters Score: Raw -1251286.972349 + Penalty 3074.097562 = -1248212.874787 nChanged 387 SP:Iteration 11Q (1898.416013 sec): 3 clusters Score: Raw -1251617.215063 + Penalty 3074.097562 = -1248543.117501 nChanged 250 SP:Iteration 12Q (1898.484036 sec): 3 clusters Score: Raw -1251773.207970 + Penalty 3074.097562 = -1248699.110408 nChanged 162 SP:Iteration 13Q (1898.539374 sec): 3 clusters Score: Raw -1251847.944992 + Penalty 3074.097562 = -1248773.847429 nChanged 98 SP:Iteration 14Q (1898.610502 sec): 3 clusters Score: Raw -1251891.950641 + Penalty 3074.097562 = -1248817.853079 nChanged 94 SP:Iteration 15Q (1898.667175 sec): 3 clusters Score: Raw -1251925.620869 + Penalty 3074.097562 = -1248851.523306 nChanged 62 SP:Iteration 16Q (1898.729327 sec): 3 clusters Score: Raw -1251946.343434 + Penalty 3074.097562 = -1248872.245872 nChanged 57 SP:Iteration 17Q (1898.801678 sec): 3 clusters Score: Raw -1251961.056817 + Penalty 3074.097562 = -1248886.959255 nChanged 42 SP:Iteration 18Q (1898.862330 sec): 3 clusters Score: Raw -1251968.504897 + Penalty 3074.097562 = -1248894.407335 nChanged 22 SP:Iteration 19Q (1898.912322 sec): 3 clusters Score: Raw -1251971.469308 + Penalty 3074.097562 = -1248897.371745 nChanged 14 SP:Iteration 20F (1898.986808 sec): 3 clusters Score: Raw -1251973.279855 + Penalty 3074.097562 = -1248899.182293 nChanged 9 SP:Iteration 21Q (1899.040322 sec): 3 clusters Score: Raw -1251974.232746 + Penalty 3074.097562 = -1248900.135184 nChanged 7 SP:Iteration 22Q (1899.101251 sec): 3 clusters Score: Raw -1251974.808050 + Penalty 3074.097562 = -1248900.710488 nChanged 4 SP:Iteration 23Q (1899.169701 sec): 3 clusters Score: Raw -1251975.152037 + Penalty 3074.097562 = -1248901.054475 nChanged 7 SP:Iteration 24Q (1899.228604 sec): 3 clusters Score: Raw -1251975.810706 + Penalty 3074.097562 = -1248901.713143 nChanged 6 SP:Iteration 25Q (1899.297691 sec): 3 clusters Score: Raw -1251976.315204 + Penalty 3074.097562 = -1248902.217641 nChanged 3 SP:Iteration 26Q (1899.354948 sec): 3 clusters Score: Raw -1251976.594875 + Penalty 3074.097562 = -1248902.497313 nChanged 3 SP:Iteration 27Q (1899.415944 sec): 3 clusters Score: Raw -1251976.869593 + Penalty 3074.097562 = -1248902.772031 nChanged 2 SP:Iteration 28Q (1899.490270 sec): 3 clusters Score: Raw -1251977.093512 + Penalty 3074.097562 = -1248902.995950 nChanged 4 SP:Iteration 29Q (1899.547293 sec): 3 clusters Score: Raw -1251977.448720 + Penalty 3074.097562 = -1248903.351157 nChanged 3 SP:Iteration 30Q (1899.621160 sec): 3 clusters Score: Raw -1251977.727787 + Penalty 3074.097562 = -1248903.630225 nChanged 1 SP:Iteration 31Q (1899.684217 sec): 3 clusters Score: Raw -1251977.766898 + Penalty 3074.097562 = -1248903.669335 nChanged 0 SP:Iteration 32F (1899.749419 sec): 3 clusters Score: Raw -1251977.766898 + Penalty 3074.097562 = -1248903.669335 nChanged 0 Score: Raw -31985451.909198 + Penalty 49754.196634 = -31935697.712563 Splitting cluster 22 changes total score from -31935496.161881 to -31935697.712563 So it's getting split into cluster 24. Trying to split cluster 23 (3917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1905.191011 sec): 2 clusters Score: Raw -359588.545975 + Penalty 1344.375717 = -358244.170258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1905.233903 sec): 3 clusters Score: Raw -357629.061681 + Penalty 2688.751433 = -354940.310248 nChanged 1538 SP:Iteration 1F (1905.289840 sec): 3 clusters Score: Raw -358453.726921 + Penalty 2688.751433 = -355764.975488 nChanged 273 SP:Iteration 2F (1905.340252 sec): 3 clusters Score: Raw -358618.652855 + Penalty 2688.751433 = -355929.901422 nChanged 207 SP:Iteration 3F (1905.401901 sec): 3 clusters Score: Raw -358737.818755 + Penalty 2688.751433 = -356049.067322 nChanged 173 SP:Iteration 4Q (1905.451224 sec): 3 clusters Score: Raw -358829.690263 + Penalty 2688.751433 = -356140.938830 nChanged 145 SP:Iteration 5Q (1905.505941 sec): 3 clusters Score: Raw -358907.576535 + Penalty 2688.751433 = -356218.825102 nChanged 128 SP:Iteration 6Q (1905.557335 sec): 3 clusters Score: Raw -358979.963582 + Penalty 2688.751433 = -356291.212148 nChanged 131 SP:Iteration 7Q (1905.598748 sec): 3 clusters Score: Raw -359055.925343 + Penalty 2688.751433 = -356367.173909 nChanged 118 SP:Iteration 8Q (1905.664533 sec): 3 clusters Score: Raw -359118.793762 + Penalty 2688.751433 = -356430.042329 nChanged 129 SP:Iteration 9Q (1905.705784 sec): 3 clusters Score: Raw -359191.266366 + Penalty 2688.751433 = -356502.514932 nChanged 117 SP:Iteration 10Q (1905.754558 sec): 3 clusters Score: Raw -359257.655434 + Penalty 2688.751433 = -356568.904001 nChanged 114 SP:Iteration 11Q (1905.821343 sec): 3 clusters Score: Raw -359324.588646 + Penalty 2688.751433 = -356635.837213 nChanged 103 SP:Iteration 12Q (1905.870432 sec): 3 clusters Score: Raw -359386.751472 + Penalty 2688.751433 = -356698.000039 nChanged 91 SP:Iteration 13Q (1905.925238 sec): 3 clusters Score: Raw -359433.234801 + Penalty 2688.751433 = -356744.483367 nChanged 76 SP:Iteration 14Q (1905.970788 sec): 3 clusters Score: Raw -359472.212765 + Penalty 2688.751433 = -356783.461332 nChanged 67 SP:Iteration 15Q (1906.022120 sec): 3 clusters Score: Raw -359506.632837 + Penalty 2688.751433 = -356817.881404 nChanged 68 SP:Iteration 16Q (1906.079543 sec): 3 clusters Score: Raw -359542.688664 + Penalty 2688.751433 = -356853.937231 nChanged 67 SP:Iteration 17Q (1906.133226 sec): 3 clusters Score: Raw -359575.454186 + Penalty 2688.751433 = -356886.702753 nChanged 58 SP:Iteration 18Q (1906.173657 sec): 3 clusters Score: Raw -359599.330559 + Penalty 2688.751433 = -356910.579125 nChanged 43 SP:Iteration 19Q (1906.236433 sec): 3 clusters Score: Raw -359617.411076 + Penalty 2688.751433 = -356928.659642 nChanged 35 SP:Iteration 20F (1906.287299 sec): 3 clusters Score: Raw -359632.583522 + Penalty 2688.751433 = -356943.832089 nChanged 34 SP:Iteration 21Q (1906.339722 sec): 3 clusters Score: Raw -359646.096848 + Penalty 2688.751433 = -356957.345415 nChanged 35 SP:Iteration 22Q (1906.390953 sec): 3 clusters Score: Raw -359660.350451 + Penalty 2688.751433 = -356971.599018 nChanged 39 SP:Iteration 23Q (1906.436115 sec): 3 clusters Score: Raw -359678.563097 + Penalty 2688.751433 = -356989.811664 nChanged 40 SP:Iteration 24Q (1906.491653 sec): 3 clusters Score: Raw -359697.766085 + Penalty 2688.751433 = -357009.014651 nChanged 26 SP:Iteration 25Q (1906.538700 sec): 3 clusters Score: Raw -359708.617753 + Penalty 2688.751433 = -357019.866320 nChanged 17 SP:Iteration 26Q (1906.592852 sec): 3 clusters Score: Raw -359715.364714 + Penalty 2688.751433 = -357026.613281 nChanged 17 SP:Iteration 27Q (1906.651685 sec): 3 clusters Score: Raw -359720.642960 + Penalty 2688.751433 = -357031.891527 nChanged 10 SP:Iteration 28Q (1906.694576 sec): 3 clusters Score: Raw -359724.232720 + Penalty 2688.751433 = -357035.481287 nChanged 10 SP:Iteration 29Q (1906.756369 sec): 3 clusters Score: Raw -359726.898626 + Penalty 2688.751433 = -357038.147192 nChanged 3 SP:Iteration 30Q (1906.809963 sec): 3 clusters Score: Raw -359728.019057 + Penalty 2688.751433 = -357039.267624 nChanged 4 SP:Iteration 31Q (1906.860706 sec): 3 clusters Score: Raw -359729.118244 + Penalty 2688.751433 = -357040.366811 nChanged 1 SP:Iteration 32Q (1906.916870 sec): 3 clusters Score: Raw -359729.232815 + Penalty 2688.751433 = -357040.481381 nChanged 0 SP:Iteration 33F (1906.969900 sec): 3 clusters Score: Raw -359729.232815 + Penalty 2688.751433 = -357040.481381 nChanged 0 Iteration 99Q (1909.389570 sec): 25 clusters Score: Raw -31986427.369951 + Penalty 49754.196634 = -31936673.173317 nChanged 1819 Iteration 100F (1914.860287 sec): 25 clusters Score: Raw -31987357.236391 + Penalty 49754.196634 = -31937603.039756 nChanged 1581 Iteration 101Q (1917.287394 sec): 25 clusters Score: Raw -31987790.907777 + Penalty 49754.196634 = -31938036.711143 nChanged 980 Iteration 102Q (1919.604532 sec): 25 clusters Score: Raw -31987973.247282 + Penalty 49754.196634 = -31938219.050648 nChanged 749 Iteration 103Q (1921.809302 sec): 25 clusters Score: Raw -31988073.566306 + Penalty 49754.196634 = -31938319.369672 nChanged 581 Iteration 104Q (1924.068724 sec): 25 clusters Score: Raw -31988142.668689 + Penalty 49754.196634 = -31938388.472055 nChanged 473 Iteration 105Q (1926.393493 sec): 25 clusters Score: Raw -31988193.351179 + Penalty 49754.196634 = -31938439.154545 nChanged 411 Iteration 106Q (1928.583212 sec): 25 clusters Score: Raw -31988231.636972 + Penalty 49754.196634 = -31938477.440338 nChanged 366 Iteration 107Q (1930.582447 sec): 25 clusters Score: Raw -31988260.644910 + Penalty 49754.196634 = -31938506.448276 nChanged 323 Iteration 108Q (1933.029962 sec): 25 clusters Score: Raw -31988285.694773 + Penalty 49754.196634 = -31938531.498139 nChanged 272 Iteration 109Q (1935.340027 sec): 25 clusters Score: Raw -31988305.146445 + Penalty 49754.196634 = -31938550.949811 nChanged 237 Iteration 110Q (1937.866240 sec): 25 clusters Score: Raw -31988326.423331 + Penalty 49754.196634 = -31938572.226697 nChanged 217 Iteration 111Q (1940.313793 sec): 25 clusters Score: Raw -31988348.115416 + Penalty 49754.196634 = -31938593.918782 nChanged 184 Iteration 112Q (1942.653535 sec): 25 clusters Score: Raw -31988361.434905 + Penalty 49754.196634 = -31938607.238271 nChanged 162 Iteration 113Q (1944.859197 sec): 25 clusters Score: Raw -31988372.403600 + Penalty 49754.196634 = -31938618.206966 nChanged 138 Iteration 114Q (1947.213749 sec): 25 clusters Score: Raw -31988382.662378 + Penalty 49754.196634 = -31938628.465744 nChanged 124 Iteration 115Q (1949.477993 sec): 25 clusters Score: Raw -31988390.953037 + Penalty 49754.196634 = -31938636.756403 nChanged 108 Iteration 116Q (1951.822242 sec): 25 clusters Score: Raw -31988398.940871 + Penalty 49754.196634 = -31938644.744237 nChanged 104 Iteration 117Q (1954.252860 sec): 25 clusters Score: Raw -31988405.762464 + Penalty 49754.196634 = -31938651.565830 nChanged 83 Iteration 118Q (1956.614052 sec): 25 clusters Score: Raw -31988414.795927 + Penalty 49754.196634 = -31938660.599293 nChanged 86 Iteration 119Q (1958.905491 sec): 25 clusters Score: Raw -31988421.194216 + Penalty 49754.196634 = -31938666.997582 nChanged 72 Iteration 120F (1964.376547 sec): 25 clusters Score: Raw -31988426.693860 + Penalty 49754.196634 = -31938672.497226 nChanged 73 Iteration 121Q (1966.677122 sec): 25 clusters Score: Raw -31988430.919035 + Penalty 49754.196634 = -31938676.722401 nChanged 71 Iteration 122Q (1968.707096 sec): 25 clusters Score: Raw -31988436.348388 + Penalty 49754.196634 = -31938682.151754 nChanged 75 Iteration 123Q (1971.113498 sec): 25 clusters Score: Raw -31988440.779931 + Penalty 49754.196634 = -31938686.583297 nChanged 73 Iteration 124Q (1973.300549 sec): 25 clusters Score: Raw -31988446.940771 + Penalty 49754.196634 = -31938692.744136 nChanged 79 Iteration 125Q (1975.616651 sec): 25 clusters Score: Raw -31988452.887551 + Penalty 49754.196634 = -31938698.690917 nChanged 85 Iteration 126Q (1977.884484 sec): 25 clusters Score: Raw -31988460.272466 + Penalty 49754.196634 = -31938706.075832 nChanged 78 Iteration 127Q (1980.188883 sec): 25 clusters Score: Raw -31988468.807176 + Penalty 49754.196634 = -31938714.610542 nChanged 92 Iteration 128Q (1982.636469 sec): 25 clusters Score: Raw -31988477.407341 + Penalty 49754.196634 = -31938723.210707 nChanged 81 Iteration 129Q (1985.048215 sec): 25 clusters Score: Raw -31988483.676897 + Penalty 49754.196634 = -31938729.480263 nChanged 64 Iteration 130Q (1987.492165 sec): 25 clusters Score: Raw -31988488.940313 + Penalty 49754.196634 = -31938734.743679 nChanged 74 Iteration 131Q (1989.942469 sec): 25 clusters Score: Raw -31988493.995877 + Penalty 49754.196634 = -31938739.799243 nChanged 73 Iteration 132Q (1992.290702 sec): 25 clusters Score: Raw -31988498.186884 + Penalty 49754.196634 = -31938743.990250 nChanged 64 Iteration 133Q (1994.607982 sec): 25 clusters Score: Raw -31988501.652381 + Penalty 49754.196634 = -31938747.455747 nChanged 73 Iteration 134Q (1996.919026 sec): 25 clusters Score: Raw -31988505.243182 + Penalty 49754.196634 = -31938751.046547 nChanged 69 Iteration 135Q (1999.321734 sec): 25 clusters Score: Raw -31988507.940960 + Penalty 49754.196634 = -31938753.744326 nChanged 53 Iteration 136Q (2001.687073 sec): 25 clusters Score: Raw -31988510.637780 + Penalty 49754.196634 = -31938756.441146 nChanged 47 Iteration 137Q (2004.044187 sec): 25 clusters Score: Raw -31988512.882407 + Penalty 49754.196634 = -31938758.685773 nChanged 37 Iteration 138Q (2006.620646 sec): 25 clusters Score: Raw -31988514.389083 + Penalty 49754.196634 = -31938760.192448 nChanged 30 Writing temp clu file Because OldScore, -31938758.685773, is greater than current (better) Score,-31938760.192448 Compute initial score before splitting: Score: Raw -31988514.389083 + Penalty 49754.196634 = -31938760.192448 Trying to split cluster 1 (3171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2006.761419 sec): 2 clusters Score: Raw -260552.655639 + Penalty 1310.042870 = -259242.612770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2006.812386 sec): 3 clusters Score: Raw -259096.384620 + Penalty 2620.085739 = -256476.298880 nChanged 1224 SP:Iteration 1F (2006.867735 sec): 3 clusters Score: Raw -259913.312309 + Penalty 2620.085739 = -257293.226570 nChanged 291 SP:Iteration 2F (2006.918448 sec): 3 clusters Score: Raw -260190.716390 + Penalty 2620.085739 = -257570.630650 nChanged 230 SP:Iteration 3F (2006.964599 sec): 3 clusters Score: Raw -260421.751295 + Penalty 2620.085739 = -257801.665556 nChanged 201 SP:Iteration 4F (2007.019350 sec): 3 clusters Score: Raw -260603.896205 + Penalty 2620.085739 = -257983.810466 nChanged 157 SP:Iteration 5Q (2007.068144 sec): 3 clusters Score: Raw -260764.602069 + Penalty 2620.085739 = -258144.516330 nChanged 142 SP:Iteration 6Q (2007.123388 sec): 3 clusters Score: Raw -260868.032141 + Penalty 2620.085739 = -258247.946402 nChanged 107 SP:Iteration 7Q (2007.177479 sec): 3 clusters Score: Raw -260935.659558 + Penalty 2620.085739 = -258315.573819 nChanged 69 SP:Iteration 8Q (2007.225955 sec): 3 clusters Score: Raw -260972.207069 + Penalty 2620.085739 = -258352.121330 nChanged 46 SP:Iteration 9Q (2007.271329 sec): 3 clusters Score: Raw -260998.108759 + Penalty 2620.085739 = -258378.023019 nChanged 40 SP:Iteration 10Q (2007.331966 sec): 3 clusters Score: Raw -261024.442269 + Penalty 2620.085739 = -258404.356529 nChanged 33 SP:Iteration 11Q (2007.378941 sec): 3 clusters Score: Raw -261042.188211 + Penalty 2620.085739 = -258422.102472 nChanged 21 SP:Iteration 12Q (2007.435473 sec): 3 clusters Score: Raw -261053.025760 + Penalty 2620.085739 = -258432.940021 nChanged 17 SP:Iteration 13Q (2007.485029 sec): 3 clusters Score: Raw -261060.395813 + Penalty 2620.085739 = -258440.310074 nChanged 14 SP:Iteration 14Q (2007.536519 sec): 3 clusters Score: Raw -261067.779838 + Penalty 2620.085739 = -258447.694099 nChanged 15 SP:Iteration 15Q (2007.584784 sec): 3 clusters Score: Raw -261072.879735 + Penalty 2620.085739 = -258452.793996 nChanged 14 SP:Iteration 16Q (2007.642198 sec): 3 clusters Score: Raw -261076.794413 + Penalty 2620.085739 = -258456.708673 nChanged 8 SP:Iteration 17Q (2007.685068 sec): 3 clusters Score: Raw -261081.278905 + Penalty 2620.085739 = -258461.193166 nChanged 12 SP:Iteration 18Q (2007.740496 sec): 3 clusters Score: Raw -261086.069855 + Penalty 2620.085739 = -258465.984116 nChanged 11 SP:Iteration 19Q (2007.801449 sec): 3 clusters Score: Raw -261089.386446 + Penalty 2620.085739 = -258469.300707 nChanged 7 SP:Iteration 20F (2007.853036 sec): 3 clusters Score: Raw -261092.814888 + Penalty 2620.085739 = -258472.729149 nChanged 12 SP:Iteration 21Q (2007.901818 sec): 3 clusters Score: Raw -261096.041532 + Penalty 2620.085739 = -258475.955793 nChanged 3 SP:Iteration 22Q (2007.942387 sec): 3 clusters Score: Raw -261096.885228 + Penalty 2620.085739 = -258476.799489 nChanged 1 SP:Iteration 23Q (2008.000902 sec): 3 clusters Score: Raw -261097.009336 + Penalty 2620.085739 = -258476.923597 nChanged 0 SP:Iteration 24F (2008.050131 sec): 3 clusters Score: Raw -261097.009336 + Penalty 2620.085739 = -258476.923597 nChanged 0 Trying to split cluster 2 (14926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2008.104587 sec): 2 clusters Score: Raw -1429242.592231 + Penalty 1561.764740 = -1427680.827491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2008.163569 sec): 3 clusters Score: Raw -1420350.921977 + Penalty 3123.529480 = -1417227.392497 nChanged 6614 SP:Iteration 1F (2008.237488 sec): 3 clusters Score: Raw -1423885.901761 + Penalty 3123.529480 = -1420762.372281 nChanged 652 SP:Iteration 2Q (2008.315687 sec): 3 clusters Score: Raw -1424090.290960 + Penalty 3123.529480 = -1420966.761481 nChanged 581 SP:Iteration 3Q (2008.384294 sec): 3 clusters Score: Raw -1424267.736893 + Penalty 3123.529480 = -1421144.207413 nChanged 513 SP:Iteration 4Q (2008.466028 sec): 3 clusters Score: Raw -1424417.429079 + Penalty 3123.529480 = -1421293.899599 nChanged 485 SP:Iteration 5Q (2008.540280 sec): 3 clusters Score: Raw -1424561.402184 + Penalty 3123.529480 = -1421437.872704 nChanged 485 SP:Iteration 6Q (2008.615285 sec): 3 clusters Score: Raw -1424711.297125 + Penalty 3123.529480 = -1421587.767646 nChanged 494 SP:Iteration 7Q (2008.683344 sec): 3 clusters Score: Raw -1424871.245462 + Penalty 3123.529480 = -1421747.715983 nChanged 489 SP:Iteration 8Q (2008.754400 sec): 3 clusters Score: Raw -1425041.307849 + Penalty 3123.529480 = -1421917.778369 nChanged 514 SP:Iteration 9Q (2008.822681 sec): 3 clusters Score: Raw -1425245.561927 + Penalty 3123.529480 = -1422122.032447 nChanged 582 SP:Iteration 10Q (2008.897704 sec): 3 clusters Score: Raw -1425506.999212 + Penalty 3123.529480 = -1422383.469733 nChanged 655 SP:Iteration 11Q (2008.971410 sec): 3 clusters Score: Raw -1425826.778627 + Penalty 3123.529480 = -1422703.249147 nChanged 677 SP:Iteration 12Q (2009.040760 sec): 3 clusters Score: Raw -1426214.944829 + Penalty 3123.529480 = -1423091.415350 nChanged 697 SP:Iteration 13Q (2009.117532 sec): 3 clusters Score: Raw -1426673.890861 + Penalty 3123.529480 = -1423550.361382 nChanged 695 SP:Iteration 14Q (2009.190185 sec): 3 clusters Score: Raw -1427157.971254 + Penalty 3123.529480 = -1424034.441774 nChanged 631 SP:Iteration 15Q (2009.244948 sec): 3 clusters Score: Raw -1427606.955927 + Penalty 3123.529480 = -1424483.426447 nChanged 531 SP:Iteration 16Q (2009.320191 sec): 3 clusters Score: Raw -1427970.934992 + Penalty 3123.529480 = -1424847.405512 nChanged 448 SP:Iteration 17Q (2009.375245 sec): 3 clusters Score: Raw -1428264.269331 + Penalty 3123.529480 = -1425140.739851 nChanged 362 SP:Iteration 18Q (2009.456612 sec): 3 clusters Score: Raw -1428486.451951 + Penalty 3123.529480 = -1425362.922471 nChanged 285 SP:Iteration 19Q (2009.521127 sec): 3 clusters Score: Raw -1428662.951005 + Penalty 3123.529480 = -1425539.421525 nChanged 243 SP:Iteration 20F (2009.598219 sec): 3 clusters Score: Raw -1428822.303909 + Penalty 3123.529480 = -1425698.774429 nChanged 200 SP:Iteration 21Q (2009.668872 sec): 3 clusters Score: Raw -1428946.423043 + Penalty 3123.529480 = -1425822.893563 nChanged 171 SP:Iteration 22Q (2009.726107 sec): 3 clusters Score: Raw -1429061.086516 + Penalty 3123.529480 = -1425937.557037 nChanged 148 SP:Iteration 23Q (2009.808061 sec): 3 clusters Score: Raw -1429165.785512 + Penalty 3123.529480 = -1426042.256033 nChanged 116 SP:Iteration 24Q (2009.875968 sec): 3 clusters Score: Raw -1429242.777394 + Penalty 3123.529480 = -1426119.247915 nChanged 84 SP:Iteration 25Q (2009.932765 sec): 3 clusters Score: Raw -1429299.473244 + Penalty 3123.529480 = -1426175.943764 nChanged 66 SP:Iteration 26Q (2010.006532 sec): 3 clusters Score: Raw -1429343.124768 + Penalty 3123.529480 = -1426219.595289 nChanged 59 SP:Iteration 27Q (2010.058575 sec): 3 clusters Score: Raw -1429375.227794 + Penalty 3123.529480 = -1426251.698314 nChanged 35 SP:Iteration 28Q (2010.132594 sec): 3 clusters Score: Raw -1429392.801673 + Penalty 3123.529480 = -1426269.272194 nChanged 24 SP:Iteration 29Q (2010.193797 sec): 3 clusters Score: Raw -1429405.341766 + Penalty 3123.529480 = -1426281.812286 nChanged 26 SP:Iteration 30Q (2010.259175 sec): 3 clusters Score: Raw -1429419.068136 + Penalty 3123.529480 = -1426295.538656 nChanged 20 SP:Iteration 31Q (2010.315765 sec): 3 clusters Score: Raw -1429426.970657 + Penalty 3123.529480 = -1426303.441177 nChanged 11 SP:Iteration 32Q (2010.384629 sec): 3 clusters Score: Raw -1429430.889567 + Penalty 3123.529480 = -1426307.360087 nChanged 11 SP:Iteration 33Q (2010.445852 sec): 3 clusters Score: Raw -1429435.259285 + Penalty 3123.529480 = -1426311.729805 nChanged 8 SP:Iteration 34Q (2010.514294 sec): 3 clusters Score: Raw -1429438.690726 + Penalty 3123.529480 = -1426315.161246 nChanged 8 SP:Iteration 35Q (2010.574000 sec): 3 clusters Score: Raw -1429442.810244 + Penalty 3123.529480 = -1426319.280764 nChanged 12 SP:Iteration 36Q (2010.643425 sec): 3 clusters Score: Raw -1429451.083550 + Penalty 3123.529480 = -1426327.554070 nChanged 13 SP:Iteration 37Q (2010.714175 sec): 3 clusters Score: Raw -1429457.029298 + Penalty 3123.529480 = -1426333.499818 nChanged 8 SP:Iteration 38Q (2010.787875 sec): 3 clusters Score: Raw -1429461.100545 + Penalty 3123.529480 = -1426337.571065 nChanged 7 SP:Iteration 39Q (2010.853921 sec): 3 clusters Score: Raw -1429464.650988 + Penalty 3123.529480 = -1426341.121508 nChanged 6 SP:Iteration 40F (2010.913388 sec): 3 clusters Score: Raw -1429467.341280 + Penalty 3123.529480 = -1426343.811800 nChanged 9 SP:Iteration 41Q (2010.984790 sec): 3 clusters Score: Raw -1429471.590578 + Penalty 3123.529480 = -1426348.061098 nChanged 6 SP:Iteration 42Q (2011.038803 sec): 3 clusters Score: Raw -1429474.417644 + Penalty 3123.529480 = -1426350.888164 nChanged 4 SP:Iteration 43Q (2011.102823 sec): 3 clusters Score: Raw -1429477.086213 + Penalty 3123.529480 = -1426353.556733 nChanged 6 SP:Iteration 44Q (2011.170215 sec): 3 clusters Score: Raw -1429479.456689 + Penalty 3123.529480 = -1426355.927210 nChanged 3 SP:Iteration 45Q (2011.232749 sec): 3 clusters Score: Raw -1429480.892657 + Penalty 3123.529480 = -1426357.363177 nChanged 6 SP:Iteration 46Q (2011.298046 sec): 3 clusters Score: Raw -1429484.258896 + Penalty 3123.529480 = -1426360.729416 nChanged 7 SP:Iteration 47Q (2011.374753 sec): 3 clusters Score: Raw -1429488.890431 + Penalty 3123.529480 = -1426365.360951 nChanged 10 SP:Iteration 48Q (2011.429179 sec): 3 clusters Score: Raw -1429494.586159 + Penalty 3123.529480 = -1426371.056679 nChanged 6 SP:Iteration 49Q (2011.502031 sec): 3 clusters Score: Raw -1429498.284346 + Penalty 3123.529480 = -1426374.754866 nChanged 6 SP:Iteration 50Q (2011.558514 sec): 3 clusters Score: Raw -1429501.773023 + Penalty 3123.529480 = -1426378.243543 nChanged 3 SP:Iteration 51Q (2011.630965 sec): 3 clusters Score: Raw -1429503.585398 + Penalty 3123.529480 = -1426380.055918 nChanged 1 SP:Iteration 52Q (2011.694289 sec): 3 clusters Score: Raw -1429504.444215 + Penalty 3123.529480 = -1426380.914736 nChanged 0 SP:Iteration 53F (2011.772668 sec): 3 clusters Score: Raw -1429504.444215 + Penalty 3123.529480 = -1426380.914736 nChanged 0 Trying to split cluster 3 (1933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2011.794736 sec): 2 clusters Score: Raw -175021.928568 + Penalty 1229.609628 = -173792.318941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2011.844049 sec): 3 clusters Score: Raw -174219.472252 + Penalty 2459.219256 = -171760.252996 nChanged 679 SP:Iteration 1F (2011.892630 sec): 3 clusters Score: Raw -174686.019765 + Penalty 2459.219256 = -172226.800510 nChanged 133 SP:Iteration 2F (2011.938293 sec): 3 clusters Score: Raw -174783.097598 + Penalty 2459.219256 = -172323.878342 nChanged 83 SP:Iteration 3Q (2011.977283 sec): 3 clusters Score: Raw -174841.356936 + Penalty 2459.219256 = -172382.137681 nChanged 50 SP:Iteration 4Q (2012.029079 sec): 3 clusters Score: Raw -174872.635862 + Penalty 2459.219256 = -172413.416607 nChanged 34 SP:Iteration 5Q (2012.069658 sec): 3 clusters Score: Raw -174893.412384 + Penalty 2459.219256 = -172434.193128 nChanged 30 SP:Iteration 6Q (2012.115516 sec): 3 clusters Score: Raw -174910.126012 + Penalty 2459.219256 = -172450.906756 nChanged 28 SP:Iteration 7Q (2012.164258 sec): 3 clusters Score: Raw -174923.759118 + Penalty 2459.219256 = -172464.539862 nChanged 14 SP:Iteration 8Q (2012.208703 sec): 3 clusters Score: Raw -174930.952523 + Penalty 2459.219256 = -172471.733268 nChanged 8 SP:Iteration 9Q (2012.267841 sec): 3 clusters Score: Raw -174936.578615 + Penalty 2459.219256 = -172477.359359 nChanged 9 SP:Iteration 10Q (2012.305410 sec): 3 clusters Score: Raw -174941.700868 + Penalty 2459.219256 = -172482.481612 nChanged 9 SP:Iteration 11Q (2012.357754 sec): 3 clusters Score: Raw -174946.990974 + Penalty 2459.219256 = -172487.771718 nChanged 13 SP:Iteration 12Q (2012.399134 sec): 3 clusters Score: Raw -174954.197630 + Penalty 2459.219256 = -172494.978374 nChanged 17 SP:Iteration 13Q (2012.451983 sec): 3 clusters Score: Raw -174974.280003 + Penalty 2459.219256 = -172515.060747 nChanged 27 SP:Iteration 14Q (2012.501742 sec): 3 clusters Score: Raw -174992.403842 + Penalty 2459.219256 = -172533.184586 nChanged 25 SP:Iteration 15Q (2012.555175 sec): 3 clusters Score: Raw -175008.812366 + Penalty 2459.219256 = -172549.593111 nChanged 24 SP:Iteration 16Q (2012.613010 sec): 3 clusters Score: Raw -175025.191329 + Penalty 2459.219256 = -172565.972073 nChanged 23 SP:Iteration 17Q (2012.657911 sec): 3 clusters Score: Raw -175041.898629 + Penalty 2459.219256 = -172582.679373 nChanged 20 SP:Iteration 18Q (2012.699680 sec): 3 clusters Score: Raw -175058.641188 + Penalty 2459.219256 = -172599.421933 nChanged 22 SP:Iteration 19Q (2012.753431 sec): 3 clusters Score: Raw -175072.435524 + Penalty 2459.219256 = -172613.216268 nChanged 17 SP:Iteration 20F (2012.797924 sec): 3 clusters Score: Raw -175082.060823 + Penalty 2459.219256 = -172622.841567 nChanged 13 SP:Iteration 21Q (2012.839096 sec): 3 clusters Score: Raw -175091.551433 + Penalty 2459.219256 = -172632.332178 nChanged 19 SP:Iteration 22Q (2012.885031 sec): 3 clusters Score: Raw -175100.641229 + Penalty 2459.219256 = -172641.421973 nChanged 16 SP:Iteration 23Q (2012.937917 sec): 3 clusters Score: Raw -175107.117377 + Penalty 2459.219256 = -172647.898121 nChanged 12 SP:Iteration 24Q (2012.995420 sec): 3 clusters Score: Raw -175113.515646 + Penalty 2459.219256 = -172654.296390 nChanged 13 SP:Iteration 25Q (2013.037955 sec): 3 clusters Score: Raw -175121.777646 + Penalty 2459.219256 = -172662.558390 nChanged 14 SP:Iteration 26Q (2013.086872 sec): 3 clusters Score: Raw -175130.627491 + Penalty 2459.219256 = -172671.408235 nChanged 13 SP:Iteration 27Q (2013.143072 sec): 3 clusters Score: Raw -175137.023444 + Penalty 2459.219256 = -172677.804188 nChanged 13 SP:Iteration 28Q (2013.193065 sec): 3 clusters Score: Raw -175145.570005 + Penalty 2459.219256 = -172686.350749 nChanged 17 SP:Iteration 29Q (2013.235400 sec): 3 clusters Score: Raw -175155.191146 + Penalty 2459.219256 = -172695.971890 nChanged 14 SP:Iteration 30Q (2013.289955 sec): 3 clusters Score: Raw -175164.374971 + Penalty 2459.219256 = -172705.155716 nChanged 20 SP:Iteration 31Q (2013.333665 sec): 3 clusters Score: Raw -175178.319655 + Penalty 2459.219256 = -172719.100399 nChanged 20 SP:Iteration 32Q (2013.381138 sec): 3 clusters Score: Raw -175193.378289 + Penalty 2459.219256 = -172734.159033 nChanged 21 SP:Iteration 33Q (2013.426760 sec): 3 clusters Score: Raw -175210.183093 + Penalty 2459.219256 = -172750.963837 nChanged 12 SP:Iteration 34Q (2013.473009 sec): 3 clusters Score: Raw -175219.920807 + Penalty 2459.219256 = -172760.701551 nChanged 13 SP:Iteration 35Q (2013.515565 sec): 3 clusters Score: Raw -175232.173655 + Penalty 2459.219256 = -172772.954399 nChanged 15 SP:Iteration 36Q (2013.568951 sec): 3 clusters Score: Raw -175245.819207 + Penalty 2459.219256 = -172786.599951 nChanged 12 SP:Iteration 37Q (2013.615289 sec): 3 clusters Score: Raw -175254.187827 + Penalty 2459.219256 = -172794.968572 nChanged 10 SP:Iteration 38Q (2013.663681 sec): 3 clusters Score: Raw -175264.394490 + Penalty 2459.219256 = -172805.175234 nChanged 8 SP:Iteration 39Q (2013.699067 sec): 3 clusters Score: Raw -175271.580465 + Penalty 2459.219256 = -172812.361209 nChanged 6 SP:Iteration 40F (2013.743781 sec): 3 clusters Score: Raw -175275.015996 + Penalty 2459.219256 = -172815.796740 nChanged 6 SP:Iteration 41Q (2013.797591 sec): 3 clusters Score: Raw -175287.327516 + Penalty 2459.219256 = -172828.108260 nChanged 17 SP:Iteration 42Q (2013.835158 sec): 3 clusters Score: Raw -175297.778997 + Penalty 2459.219256 = -172838.559742 nChanged 16 SP:Iteration 43Q (2013.881724 sec): 3 clusters Score: Raw -175307.473677 + Penalty 2459.219256 = -172848.254421 nChanged 9 SP:Iteration 44Q (2013.930642 sec): 3 clusters Score: Raw -175314.736927 + Penalty 2459.219256 = -172855.517671 nChanged 10 SP:Iteration 45Q (2013.983598 sec): 3 clusters Score: Raw -175319.756376 + Penalty 2459.219256 = -172860.537121 nChanged 4 SP:Iteration 46Q (2014.027444 sec): 3 clusters Score: Raw -175321.327771 + Penalty 2459.219256 = -172862.108515 nChanged 5 SP:Iteration 47Q (2014.070455 sec): 3 clusters Score: Raw -175325.121088 + Penalty 2459.219256 = -172865.901832 nChanged 6 SP:Iteration 48Q (2014.109807 sec): 3 clusters Score: Raw -175328.940140 + Penalty 2459.219256 = -172869.720884 nChanged 5 SP:Iteration 49Q (2014.167422 sec): 3 clusters Score: Raw -175331.542463 + Penalty 2459.219256 = -172872.323207 nChanged 5 SP:Iteration 50Q (2014.214164 sec): 3 clusters Score: Raw -175333.522950 + Penalty 2459.219256 = -172874.303694 nChanged 2 SP:Iteration 51Q (2014.259913 sec): 3 clusters Score: Raw -175334.519661 + Penalty 2459.219256 = -172875.300405 nChanged 2 SP:Iteration 52Q (2014.306413 sec): 3 clusters Score: Raw -175337.785875 + Penalty 2459.219256 = -172878.566619 nChanged 4 SP:Iteration 53Q (2014.342910 sec): 3 clusters Score: Raw -175343.803075 + Penalty 2459.219256 = -172884.583820 nChanged 5 SP:Iteration 54Q (2014.392878 sec): 3 clusters Score: Raw -175350.324102 + Penalty 2459.219256 = -172891.104846 nChanged 5 SP:Iteration 55Q (2014.439681 sec): 3 clusters Score: Raw -175353.626094 + Penalty 2459.219256 = -172894.406838 nChanged 6 SP:Iteration 56Q (2014.492868 sec): 3 clusters Score: Raw -175356.086611 + Penalty 2459.219256 = -172896.867355 nChanged 1 SP:Iteration 57Q (2014.536242 sec): 3 clusters Score: Raw -175356.592289 + Penalty 2459.219256 = -172897.373033 nChanged 1 SP:Iteration 58Q (2014.583646 sec): 3 clusters Score: Raw -175357.671260 + Penalty 2459.219256 = -172898.452004 nChanged 1 SP:Iteration 59Q (2014.630038 sec): 3 clusters Score: Raw -175358.747499 + Penalty 2459.219256 = -172899.528243 nChanged 1 SP:Iteration 60F (2014.670603 sec): 3 clusters Score: Raw -175359.244370 + Penalty 2459.219256 = -172900.025115 nChanged 1 SP:Iteration 61Q (2014.709830 sec): 3 clusters Score: Raw -175360.178282 + Penalty 2459.219256 = -172900.959026 nChanged 2 SP:Iteration 62Q (2014.759547 sec): 3 clusters Score: Raw -175361.220447 + Penalty 2459.219256 = -172902.001192 nChanged 0 SP:Iteration 63F (2014.806207 sec): 3 clusters Score: Raw -175361.220447 + Penalty 2459.219256 = -172902.001192 nChanged 0 Trying to split cluster 4 (3697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2014.841260 sec): 2 clusters Score: Raw -347824.459028 + Penalty 1334.982506 = -346489.476522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2014.881308 sec): 3 clusters Score: Raw -346063.562001 + Penalty 2669.965012 = -343393.596989 nChanged 1415 SP:Iteration 1F (2014.941902 sec): 3 clusters Score: Raw -346928.725908 + Penalty 2669.965012 = -344258.760896 nChanged 292 SP:Iteration 2F (2014.992062 sec): 3 clusters Score: Raw -347171.666513 + Penalty 2669.965012 = -344501.701501 nChanged 253 SP:Iteration 3F (2015.030879 sec): 3 clusters Score: Raw -347393.251363 + Penalty 2669.965012 = -344723.286352 nChanged 211 SP:Iteration 4F (2015.080573 sec): 3 clusters Score: Raw -347581.299196 + Penalty 2669.965012 = -344911.334184 nChanged 186 SP:Iteration 5F (2015.129125 sec): 3 clusters Score: Raw -347745.969335 + Penalty 2669.965012 = -345076.004323 nChanged 184 SP:Iteration 6Q (2015.187614 sec): 3 clusters Score: Raw -347880.160320 + Penalty 2669.965012 = -345210.195308 nChanged 150 SP:Iteration 7Q (2015.237317 sec): 3 clusters Score: Raw -347991.906240 + Penalty 2669.965012 = -345321.941229 nChanged 129 SP:Iteration 8Q (2015.291512 sec): 3 clusters Score: Raw -348078.649308 + Penalty 2669.965012 = -345408.684296 nChanged 93 SP:Iteration 9Q (2015.341453 sec): 3 clusters Score: Raw -348130.164169 + Penalty 2669.965012 = -345460.199157 nChanged 85 SP:Iteration 10Q (2015.391638 sec): 3 clusters Score: Raw -348196.490048 + Penalty 2669.965012 = -345526.525036 nChanged 90 SP:Iteration 11Q (2015.435619 sec): 3 clusters Score: Raw -348266.779208 + Penalty 2669.965012 = -345596.814196 nChanged 81 SP:Iteration 12Q (2015.489871 sec): 3 clusters Score: Raw -348328.716688 + Penalty 2669.965012 = -345658.751676 nChanged 70 SP:Iteration 13Q (2015.540317 sec): 3 clusters Score: Raw -348370.877456 + Penalty 2669.965012 = -345700.912444 nChanged 56 SP:Iteration 14Q (2015.589564 sec): 3 clusters Score: Raw -348399.394270 + Penalty 2669.965012 = -345729.429259 nChanged 35 SP:Iteration 15Q (2015.644422 sec): 3 clusters Score: Raw -348412.014493 + Penalty 2669.965012 = -345742.049482 nChanged 26 SP:Iteration 16Q (2015.687828 sec): 3 clusters Score: Raw -348423.370434 + Penalty 2669.965012 = -345753.405423 nChanged 19 SP:Iteration 17Q (2015.736354 sec): 3 clusters Score: Raw -348430.699318 + Penalty 2669.965012 = -345760.734306 nChanged 15 SP:Iteration 18Q (2015.796490 sec): 3 clusters Score: Raw -348435.978322 + Penalty 2669.965012 = -345766.013311 nChanged 13 SP:Iteration 19Q (2015.837945 sec): 3 clusters Score: Raw -348440.200047 + Penalty 2669.965012 = -345770.235035 nChanged 7 SP:Iteration 20F (2015.899540 sec): 3 clusters Score: Raw -348441.843293 + Penalty 2669.965012 = -345771.878281 nChanged 2 SP:Iteration 21Q (2015.952956 sec): 3 clusters Score: Raw -348442.297714 + Penalty 2669.965012 = -345772.332702 nChanged 0 SP:Iteration 22F (2015.995653 sec): 3 clusters Score: Raw -348442.297714 + Penalty 2669.965012 = -345772.332702 nChanged 0 Trying to split cluster 5 (11149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2016.031867 sec): 2 clusters Score: Raw -1037362.132549 + Penalty 1514.354577 = -1035847.777973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2016.105488 sec): 3 clusters Score: Raw -1031021.723429 + Penalty 3028.709153 = -1027993.014275 nChanged 4886 SP:Iteration 1F (2016.169269 sec): 3 clusters Score: Raw -1033793.250054 + Penalty 3028.709153 = -1030764.540901 nChanged 734 SP:Iteration 2F (2016.223955 sec): 3 clusters Score: Raw -1034217.512579 + Penalty 3028.709153 = -1031188.803425 nChanged 677 SP:Iteration 3F (2016.284156 sec): 3 clusters Score: Raw -1034649.903929 + Penalty 3028.709153 = -1031621.194776 nChanged 622 SP:Iteration 4F (2016.346473 sec): 3 clusters Score: Raw -1035066.382206 + Penalty 3028.709153 = -1032037.673053 nChanged 570 SP:Iteration 5F (2016.414241 sec): 3 clusters Score: Raw -1035434.529907 + Penalty 3028.709153 = -1032405.820753 nChanged 585 SP:Iteration 6F (2016.475266 sec): 3 clusters Score: Raw -1035816.694957 + Penalty 3028.709153 = -1032787.985804 nChanged 578 SP:Iteration 7F (2016.545296 sec): 3 clusters Score: Raw -1036232.938943 + Penalty 3028.709153 = -1033204.229790 nChanged 584 SP:Iteration 8F (2016.611321 sec): 3 clusters Score: Raw -1036653.556879 + Penalty 3028.709153 = -1033624.847726 nChanged 549 SP:Iteration 9Q (2016.667445 sec): 3 clusters Score: Raw -1036968.003922 + Penalty 3028.709153 = -1033939.294769 nChanged 429 SP:Iteration 10Q (2016.745317 sec): 3 clusters Score: Raw -1037167.608633 + Penalty 3028.709153 = -1034138.899480 nChanged 284 SP:Iteration 11Q (2016.795866 sec): 3 clusters Score: Raw -1037259.303386 + Penalty 3028.709153 = -1034230.594233 nChanged 196 SP:Iteration 12Q (2016.869520 sec): 3 clusters Score: Raw -1037319.084868 + Penalty 3028.709153 = -1034290.375715 nChanged 159 SP:Iteration 13Q (2016.925206 sec): 3 clusters Score: Raw -1037354.331328 + Penalty 3028.709153 = -1034325.622175 nChanged 107 SP:Iteration 14Q (2016.998616 sec): 3 clusters Score: Raw -1037374.836698 + Penalty 3028.709153 = -1034346.127545 nChanged 90 SP:Iteration 15Q (2017.063882 sec): 3 clusters Score: Raw -1037391.778033 + Penalty 3028.709153 = -1034363.068880 nChanged 74 SP:Iteration 16Q (2017.118795 sec): 3 clusters Score: Raw -1037404.445333 + Penalty 3028.709153 = -1034375.736179 nChanged 72 SP:Iteration 17Q (2017.183843 sec): 3 clusters Score: Raw -1037418.078097 + Penalty 3028.709153 = -1034389.368944 nChanged 76 SP:Iteration 18Q (2017.246873 sec): 3 clusters Score: Raw -1037431.878603 + Penalty 3028.709153 = -1034403.169450 nChanged 59 SP:Iteration 19Q (2017.321730 sec): 3 clusters Score: Raw -1037442.584773 + Penalty 3028.709153 = -1034413.875620 nChanged 63 SP:Iteration 20F (2017.375865 sec): 3 clusters Score: Raw -1037452.886340 + Penalty 3028.709153 = -1034424.177187 nChanged 53 SP:Iteration 21Q (2017.455381 sec): 3 clusters Score: Raw -1037460.948557 + Penalty 3028.709153 = -1034432.239404 nChanged 52 SP:Iteration 22Q (2017.508990 sec): 3 clusters Score: Raw -1037468.524756 + Penalty 3028.709153 = -1034439.815602 nChanged 47 SP:Iteration 23Q (2017.575884 sec): 3 clusters Score: Raw -1037475.418353 + Penalty 3028.709153 = -1034446.709200 nChanged 47 SP:Iteration 24Q (2017.635061 sec): 3 clusters Score: Raw -1037481.488491 + Penalty 3028.709153 = -1034452.779338 nChanged 40 SP:Iteration 25Q (2017.701683 sec): 3 clusters Score: Raw -1037486.857252 + Penalty 3028.709153 = -1034458.148099 nChanged 43 SP:Iteration 26Q (2017.777652 sec): 3 clusters Score: Raw -1037492.234212 + Penalty 3028.709153 = -1034463.525059 nChanged 38 SP:Iteration 27Q (2017.844357 sec): 3 clusters Score: Raw -1037498.276335 + Penalty 3028.709153 = -1034469.567181 nChanged 41 SP:Iteration 28Q (2017.897730 sec): 3 clusters Score: Raw -1037503.666181 + Penalty 3028.709153 = -1034474.957028 nChanged 29 SP:Iteration 29Q (2017.962537 sec): 3 clusters Score: Raw -1037507.421118 + Penalty 3028.709153 = -1034478.711965 nChanged 28 SP:Iteration 30Q (2018.024752 sec): 3 clusters Score: Raw -1037510.668972 + Penalty 3028.709153 = -1034481.959819 nChanged 28 SP:Iteration 31Q (2018.083661 sec): 3 clusters Score: Raw -1037513.665564 + Penalty 3028.709153 = -1034484.956410 nChanged 25 SP:Iteration 32Q (2018.149619 sec): 3 clusters Score: Raw -1037516.599906 + Penalty 3028.709153 = -1034487.890753 nChanged 23 SP:Iteration 33Q (2018.211689 sec): 3 clusters Score: Raw -1037519.083429 + Penalty 3028.709153 = -1034490.374276 nChanged 18 SP:Iteration 34Q (2018.273553 sec): 3 clusters Score: Raw -1037521.050953 + Penalty 3028.709153 = -1034492.341800 nChanged 21 SP:Iteration 35Q (2018.344243 sec): 3 clusters Score: Raw -1037523.415903 + Penalty 3028.709153 = -1034494.706750 nChanged 18 SP:Iteration 36Q (2018.402738 sec): 3 clusters Score: Raw -1037525.953441 + Penalty 3028.709153 = -1034497.244288 nChanged 26 SP:Iteration 37Q (2018.469426 sec): 3 clusters Score: Raw -1037527.855278 + Penalty 3028.709153 = -1034499.146124 nChanged 16 SP:Iteration 38Q (2018.546433 sec): 3 clusters Score: Raw -1037529.449577 + Penalty 3028.709153 = -1034500.740424 nChanged 18 SP:Iteration 39Q (2018.604332 sec): 3 clusters Score: Raw -1037531.171214 + Penalty 3028.709153 = -1034502.462061 nChanged 14 SP:Iteration 40F (2018.661693 sec): 3 clusters Score: Raw -1037532.362875 + Penalty 3028.709153 = -1034503.653722 nChanged 11 SP:Iteration 41Q (2018.739484 sec): 3 clusters Score: Raw -1037533.510143 + Penalty 3028.709153 = -1034504.800990 nChanged 15 SP:Iteration 42Q (2018.790281 sec): 3 clusters Score: Raw -1037535.125932 + Penalty 3028.709153 = -1034506.416779 nChanged 17 SP:Iteration 43Q (2018.860132 sec): 3 clusters Score: Raw -1037537.105680 + Penalty 3028.709153 = -1034508.396527 nChanged 20 SP:Iteration 44Q (2018.927227 sec): 3 clusters Score: Raw -1037538.820955 + Penalty 3028.709153 = -1034510.111802 nChanged 15 SP:Iteration 45Q (2018.994441 sec): 3 clusters Score: Raw -1037540.025905 + Penalty 3028.709153 = -1034511.316752 nChanged 19 SP:Iteration 46Q (2019.063754 sec): 3 clusters Score: Raw -1037541.735088 + Penalty 3028.709153 = -1034513.025935 nChanged 16 SP:Iteration 47Q (2019.127340 sec): 3 clusters Score: Raw -1037543.044772 + Penalty 3028.709153 = -1034514.335619 nChanged 11 SP:Iteration 48Q (2019.194211 sec): 3 clusters Score: Raw -1037543.756237 + Penalty 3028.709153 = -1034515.047084 nChanged 10 SP:Iteration 49Q (2019.249191 sec): 3 clusters Score: Raw -1037544.841788 + Penalty 3028.709153 = -1034516.132635 nChanged 13 SP:Iteration 50Q (2019.318087 sec): 3 clusters Score: Raw -1037546.537225 + Penalty 3028.709153 = -1034517.828072 nChanged 20 SP:Iteration 51Q (2019.369640 sec): 3 clusters Score: Raw -1037548.661054 + Penalty 3028.709153 = -1034519.951901 nChanged 14 SP:Iteration 52Q (2019.436649 sec): 3 clusters Score: Raw -1037549.752585 + Penalty 3028.709153 = -1034521.043432 nChanged 11 SP:Iteration 53Q (2019.501569 sec): 3 clusters Score: Raw -1037550.552657 + Penalty 3028.709153 = -1034521.843504 nChanged 14 SP:Iteration 54Q (2019.575992 sec): 3 clusters Score: Raw -1037551.581435 + Penalty 3028.709153 = -1034522.872282 nChanged 8 SP:Iteration 55Q (2019.637097 sec): 3 clusters Score: Raw -1037552.237401 + Penalty 3028.709153 = -1034523.528247 nChanged 10 SP:Iteration 56Q (2019.691317 sec): 3 clusters Score: Raw -1037553.532787 + Penalty 3028.709153 = -1034524.823634 nChanged 11 SP:Iteration 57Q (2019.762994 sec): 3 clusters Score: Raw -1037554.861679 + Penalty 3028.709153 = -1034526.152525 nChanged 13 SP:Iteration 58Q (2019.824359 sec): 3 clusters Score: Raw -1037556.045937 + Penalty 3028.709153 = -1034527.336784 nChanged 12 SP:Iteration 59Q (2019.881240 sec): 3 clusters Score: Raw -1037556.900945 + Penalty 3028.709153 = -1034528.191791 nChanged 13 SP:Iteration 60F (2019.941936 sec): 3 clusters Score: Raw -1037557.851668 + Penalty 3028.709153 = -1034529.142515 nChanged 15 SP:Iteration 61Q (2019.990268 sec): 3 clusters Score: Raw -1037559.644607 + Penalty 3028.709153 = -1034530.935454 nChanged 26 SP:Iteration 62Q (2020.058489 sec): 3 clusters Score: Raw -1037562.501445 + Penalty 3028.709153 = -1034533.792292 nChanged 23 SP:Iteration 63Q (2020.123351 sec): 3 clusters Score: Raw -1037565.204808 + Penalty 3028.709153 = -1034536.495654 nChanged 29 SP:Iteration 64Q (2020.179651 sec): 3 clusters Score: Raw -1037570.222761 + Penalty 3028.709153 = -1034541.513607 nChanged 35 SP:Iteration 65Q (2020.255999 sec): 3 clusters Score: Raw -1037575.680586 + Penalty 3028.709153 = -1034546.971432 nChanged 38 SP:Iteration 66Q (2020.304458 sec): 3 clusters Score: Raw -1037582.161737 + Penalty 3028.709153 = -1034553.452584 nChanged 41 SP:Iteration 67Q (2020.368853 sec): 3 clusters Score: Raw -1037588.556993 + Penalty 3028.709153 = -1034559.847840 nChanged 39 SP:Iteration 68Q (2020.442731 sec): 3 clusters Score: Raw -1037594.999319 + Penalty 3028.709153 = -1034566.290166 nChanged 40 SP:Iteration 69Q (2020.492523 sec): 3 clusters Score: Raw -1037601.443062 + Penalty 3028.709153 = -1034572.733909 nChanged 47 SP:Iteration 70Q (2020.559649 sec): 3 clusters Score: Raw -1037608.541786 + Penalty 3028.709153 = -1034579.832633 nChanged 33 SP:Iteration 71Q (2020.615364 sec): 3 clusters Score: Raw -1037613.204669 + Penalty 3028.709153 = -1034584.495516 nChanged 35 SP:Iteration 72Q (2020.683188 sec): 3 clusters Score: Raw -1037618.294490 + Penalty 3028.709153 = -1034589.585337 nChanged 36 SP:Iteration 73Q (2020.737915 sec): 3 clusters Score: Raw -1037625.635760 + Penalty 3028.709153 = -1034596.926607 nChanged 55 SP:Iteration 74Q (2020.809812 sec): 3 clusters Score: Raw -1037638.291124 + Penalty 3028.709153 = -1034609.581970 nChanged 56 SP:Iteration 75Q (2020.860545 sec): 3 clusters Score: Raw -1037650.132253 + Penalty 3028.709153 = -1034621.423100 nChanged 61 SP:Iteration 76Q (2020.927656 sec): 3 clusters Score: Raw -1037662.893531 + Penalty 3028.709153 = -1034634.184377 nChanged 60 SP:Iteration 77Q (2020.992613 sec): 3 clusters Score: Raw -1037675.788024 + Penalty 3028.709153 = -1034647.078871 nChanged 50 SP:Iteration 78Q (2021.049403 sec): 3 clusters Score: Raw -1037686.438023 + Penalty 3028.709153 = -1034657.728869 nChanged 55 SP:Iteration 79Q (2021.122731 sec): 3 clusters Score: Raw -1037696.818625 + Penalty 3028.709153 = -1034668.109472 nChanged 59 SP:Iteration 80F (2021.187267 sec): 3 clusters Score: Raw -1037709.390461 + Penalty 3028.709153 = -1034680.681308 nChanged 67 SP:Iteration 81Q (2021.246434 sec): 3 clusters Score: Raw -1037729.035802 + Penalty 3028.709153 = -1034700.326649 nChanged 82 SP:Iteration 82Q (2021.318536 sec): 3 clusters Score: Raw -1037751.483395 + Penalty 3028.709153 = -1034722.774242 nChanged 79 SP:Iteration 83Q (2021.385575 sec): 3 clusters Score: Raw -1037771.363552 + Penalty 3028.709153 = -1034742.654399 nChanged 71 SP:Iteration 84Q (2021.458173 sec): 3 clusters Score: Raw -1037788.336616 + Penalty 3028.709153 = -1034759.627463 nChanged 64 SP:Iteration 85Q (2021.529745 sec): 3 clusters Score: Raw -1037802.802282 + Penalty 3028.709153 = -1034774.093129 nChanged 66 SP:Iteration 86Q (2021.592388 sec): 3 clusters Score: Raw -1037814.957551 + Penalty 3028.709153 = -1034786.248398 nChanged 53 SP:Iteration 87Q (2021.656640 sec): 3 clusters Score: Raw -1037823.626057 + Penalty 3028.709153 = -1034794.916904 nChanged 43 SP:Iteration 88Q (2021.722238 sec): 3 clusters Score: Raw -1037832.667018 + Penalty 3028.709153 = -1034803.957864 nChanged 45 SP:Iteration 89Q (2021.776028 sec): 3 clusters Score: Raw -1037842.208649 + Penalty 3028.709153 = -1034813.499496 nChanged 57 SP:Iteration 90Q (2021.841824 sec): 3 clusters Score: Raw -1037853.755324 + Penalty 3028.709153 = -1034825.046171 nChanged 42 SP:Iteration 91Q (2021.916683 sec): 3 clusters Score: Raw -1037861.658806 + Penalty 3028.709153 = -1034832.949652 nChanged 53 SP:Iteration 92Q (2021.986512 sec): 3 clusters Score: Raw -1037870.031175 + Penalty 3028.709153 = -1034841.322022 nChanged 44 SP:Iteration 93Q (2022.053884 sec): 3 clusters Score: Raw -1037877.035361 + Penalty 3028.709153 = -1034848.326208 nChanged 42 SP:Iteration 94Q (2022.109494 sec): 3 clusters Score: Raw -1037883.401598 + Penalty 3028.709153 = -1034854.692445 nChanged 26 SP:Iteration 95Q (2022.179683 sec): 3 clusters Score: Raw -1037886.467847 + Penalty 3028.709153 = -1034857.758694 nChanged 28 SP:Iteration 96Q (2022.246815 sec): 3 clusters Score: Raw -1037889.661033 + Penalty 3028.709153 = -1034860.951880 nChanged 23 SP:Iteration 97Q (2022.327310 sec): 3 clusters Score: Raw -1037892.471606 + Penalty 3028.709153 = -1034863.762452 nChanged 21 SP:Iteration 98Q (2022.385811 sec): 3 clusters Score: Raw -1037895.547282 + Penalty 3028.709153 = -1034866.838128 nChanged 28 SP:Iteration 99Q (2022.467048 sec): 3 clusters Score: Raw -1037899.222029 + Penalty 3028.709153 = -1034870.512875 nChanged 24 SP:Iteration 100F (2022.527715 sec): 3 clusters Score: Raw -1037902.206117 + Penalty 3028.709153 = -1034873.496964 nChanged 20 SP:Iteration 101Q (2022.597219 sec): 3 clusters Score: Raw -1037904.958976 + Penalty 3028.709153 = -1034876.249823 nChanged 22 SP:Iteration 102Q (2022.662942 sec): 3 clusters Score: Raw -1037908.463964 + Penalty 3028.709153 = -1034879.754811 nChanged 22 SP:Iteration 103Q (2022.720763 sec): 3 clusters Score: Raw -1037911.856737 + Penalty 3028.709153 = -1034883.147584 nChanged 23 SP:Iteration 104Q (2022.789603 sec): 3 clusters Score: Raw -1037914.707024 + Penalty 3028.709153 = -1034885.997871 nChanged 23 SP:Iteration 105Q (2022.862088 sec): 3 clusters Score: Raw -1037917.494918 + Penalty 3028.709153 = -1034888.785765 nChanged 14 SP:Iteration 106Q (2022.912267 sec): 3 clusters Score: Raw -1037918.984850 + Penalty 3028.709153 = -1034890.275697 nChanged 13 SP:Iteration 107Q (2022.991834 sec): 3 clusters Score: Raw -1037920.610808 + Penalty 3028.709153 = -1034891.901655 nChanged 14 SP:Iteration 108Q (2023.050102 sec): 3 clusters Score: Raw -1037922.372691 + Penalty 3028.709153 = -1034893.663538 nChanged 9 SP:Iteration 109Q (2023.129744 sec): 3 clusters Score: Raw -1037923.579889 + Penalty 3028.709153 = -1034894.870736 nChanged 8 SP:Iteration 110Q (2023.185408 sec): 3 clusters Score: Raw -1037924.341115 + Penalty 3028.709153 = -1034895.631961 nChanged 6 SP:Iteration 111Q (2023.255775 sec): 3 clusters Score: Raw -1037924.738811 + Penalty 3028.709153 = -1034896.029657 nChanged 2 SP:Iteration 112Q (2023.318436 sec): 3 clusters Score: Raw -1037924.866526 + Penalty 3028.709153 = -1034896.157373 nChanged 5 SP:Iteration 113Q (2023.385311 sec): 3 clusters Score: Raw -1037925.321146 + Penalty 3028.709153 = -1034896.611993 nChanged 4 SP:Iteration 114Q (2023.447355 sec): 3 clusters Score: Raw -1037925.602257 + Penalty 3028.709153 = -1034896.893104 nChanged 1 SP:Iteration 115Q (2023.510953 sec): 3 clusters Score: Raw -1037925.671535 + Penalty 3028.709153 = -1034896.962381 nChanged 0 SP:Iteration 116F (2023.576444 sec): 3 clusters Score: Raw -1037925.671535 + Penalty 3028.709153 = -1034896.962381 nChanged 0 Trying to split cluster 6 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2023.602695 sec): 2 clusters Score: Raw -14881.459467 + Penalty 892.622485 = -13988.836982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2023.647439 sec): 3 clusters Score: Raw -15047.288025 + Penalty 1785.244969 = -13262.043056 nChanged 45 SP:Iteration 1F (2023.680829 sec): 3 clusters Score: Raw -15168.048567 + Penalty 1785.244969 = -13382.803598 nChanged 14 SP:Iteration 2F (2023.736708 sec): 3 clusters Score: Raw -15201.912920 + Penalty 1785.244969 = -13416.667951 nChanged 8 SP:Iteration 3Q (2023.784436 sec): 3 clusters Score: Raw -15234.492341 + Penalty 1785.244969 = -13449.247372 nChanged 9 SP:Iteration 4Q (2023.828489 sec): 3 clusters Score: Raw -15274.809796 + Penalty 1785.244969 = -13489.564827 nChanged 10 SP:Iteration 5Q (2023.873000 sec): 3 clusters Score: Raw -15352.626655 + Penalty 1785.244969 = -13567.381686 nChanged 5 SP:Iteration 6Q (2023.927528 sec): 3 clusters Score: Raw -15383.699180 + Penalty 1785.244969 = -13598.454211 nChanged 3 SP:Iteration 7Q (2023.976472 sec): 3 clusters Score: Raw -15395.341459 + Penalty 1785.244969 = -13610.096490 nChanged 3 SP:Iteration 8Q (2024.022993 sec): 3 clusters Score: Raw -15409.569924 + Penalty 1785.244969 = -13624.324955 nChanged 4 SP:Iteration 9Q (2024.073791 sec): 3 clusters Score: Raw -15423.671940 + Penalty 1785.244969 = -13638.426971 nChanged 0 SP:Iteration 10F (2024.123813 sec): 3 clusters Score: Raw -15424.581726 + Penalty 1785.244969 = -13639.336757 nChanged 1 SP:Iteration 11Q (2024.171340 sec): 3 clusters Score: Raw -15431.911243 + Penalty 1785.244969 = -13646.666274 nChanged 1 SP:Iteration 12Q (2024.218493 sec): 3 clusters Score: Raw -15434.057189 + Penalty 1785.244969 = -13648.812220 nChanged 0 SP:Iteration 13F (2024.267028 sec): 3 clusters Score: Raw -15434.057189 + Penalty 1785.244969 = -13648.812220 nChanged 0 Trying to split cluster 7 (1459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2024.289217 sec): 2 clusters Score: Raw -123984.895370 + Penalty 1183.894814 = -122801.000556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2024.346660 sec): 3 clusters Score: Raw -123391.174183 + Penalty 2367.789628 = -121023.384555 nChanged 496 SP:Iteration 1F (2024.396717 sec): 3 clusters Score: Raw -123767.081734 + Penalty 2367.789628 = -121399.292105 nChanged 110 SP:Iteration 2F (2024.444104 sec): 3 clusters Score: Raw -123872.637871 + Penalty 2367.789628 = -121504.848243 nChanged 78 SP:Iteration 3F (2024.489205 sec): 3 clusters Score: Raw -123945.566270 + Penalty 2367.789628 = -121577.776642 nChanged 56 SP:Iteration 4Q (2024.546524 sec): 3 clusters Score: Raw -124006.932768 + Penalty 2367.789628 = -121639.143140 nChanged 50 SP:Iteration 5Q (2024.596953 sec): 3 clusters Score: Raw -124045.520682 + Penalty 2367.789628 = -121677.731054 nChanged 32 SP:Iteration 6Q (2024.649071 sec): 3 clusters Score: Raw -124074.075343 + Penalty 2367.789628 = -121706.285715 nChanged 15 SP:Iteration 7Q (2024.691533 sec): 3 clusters Score: Raw -124084.682292 + Penalty 2367.789628 = -121716.892664 nChanged 9 SP:Iteration 8Q (2024.741053 sec): 3 clusters Score: Raw -124090.880736 + Penalty 2367.789628 = -121723.091108 nChanged 15 SP:Iteration 9Q (2024.792621 sec): 3 clusters Score: Raw -124104.323978 + Penalty 2367.789628 = -121736.534350 nChanged 14 SP:Iteration 10Q (2024.849363 sec): 3 clusters Score: Raw -124113.370352 + Penalty 2367.789628 = -121745.580724 nChanged 11 SP:Iteration 11Q (2024.891192 sec): 3 clusters Score: Raw -124131.946068 + Penalty 2367.789628 = -121764.156440 nChanged 17 SP:Iteration 12Q (2024.934303 sec): 3 clusters Score: Raw -124145.506915 + Penalty 2367.789628 = -121777.717287 nChanged 11 SP:Iteration 13Q (2024.986463 sec): 3 clusters Score: Raw -124158.069391 + Penalty 2367.789628 = -121790.279763 nChanged 10 SP:Iteration 14Q (2025.031566 sec): 3 clusters Score: Raw -124166.295686 + Penalty 2367.789628 = -121798.506058 nChanged 9 SP:Iteration 15Q (2025.076883 sec): 3 clusters Score: Raw -124177.335664 + Penalty 2367.789628 = -121809.546035 nChanged 13 SP:Iteration 16Q (2025.117415 sec): 3 clusters Score: Raw -124190.477411 + Penalty 2367.789628 = -121822.687782 nChanged 15 SP:Iteration 17Q (2025.171283 sec): 3 clusters Score: Raw -124200.491311 + Penalty 2367.789628 = -121832.701683 nChanged 10 SP:Iteration 18Q (2025.216642 sec): 3 clusters Score: Raw -124209.034102 + Penalty 2367.789628 = -121841.244473 nChanged 13 SP:Iteration 19Q (2025.265441 sec): 3 clusters Score: Raw -124224.664121 + Penalty 2367.789628 = -121856.874492 nChanged 15 SP:Iteration 20F (2025.310200 sec): 3 clusters Score: Raw -124234.604015 + Penalty 2367.789628 = -121866.814387 nChanged 11 SP:Iteration 21Q (2025.355553 sec): 3 clusters Score: Raw -124241.183980 + Penalty 2367.789628 = -121873.394352 nChanged 9 SP:Iteration 22Q (2025.399784 sec): 3 clusters Score: Raw -124250.602110 + Penalty 2367.789628 = -121882.812481 nChanged 12 SP:Iteration 23Q (2025.446084 sec): 3 clusters Score: Raw -124257.477704 + Penalty 2367.789628 = -121889.688075 nChanged 11 SP:Iteration 24Q (2025.495918 sec): 3 clusters Score: Raw -124263.906003 + Penalty 2367.789628 = -121896.116375 nChanged 7 SP:Iteration 25Q (2025.540988 sec): 3 clusters Score: Raw -124269.268413 + Penalty 2367.789628 = -121901.478784 nChanged 8 SP:Iteration 26Q (2025.590069 sec): 3 clusters Score: Raw -124278.927616 + Penalty 2367.789628 = -121911.137988 nChanged 9 SP:Iteration 27Q (2025.638486 sec): 3 clusters Score: Raw -124284.163553 + Penalty 2367.789628 = -121916.373924 nChanged 7 SP:Iteration 28Q (2025.684906 sec): 3 clusters Score: Raw -124289.084499 + Penalty 2367.789628 = -121921.294871 nChanged 4 SP:Iteration 29Q (2025.731061 sec): 3 clusters Score: Raw -124290.390641 + Penalty 2367.789628 = -121922.601013 nChanged 3 SP:Iteration 30Q (2025.776047 sec): 3 clusters Score: Raw -124291.962926 + Penalty 2367.789628 = -121924.173298 nChanged 2 SP:Iteration 31Q (2025.825354 sec): 3 clusters Score: Raw -124293.578177 + Penalty 2367.789628 = -121925.788549 nChanged 5 SP:Iteration 32Q (2025.866157 sec): 3 clusters Score: Raw -124296.498332 + Penalty 2367.789628 = -121928.708703 nChanged 1 SP:Iteration 33Q (2025.918910 sec): 3 clusters Score: Raw -124297.136233 + Penalty 2367.789628 = -121929.346604 nChanged 3 SP:Iteration 34Q (2025.963395 sec): 3 clusters Score: Raw -124298.554243 + Penalty 2367.789628 = -121930.764614 nChanged 1 SP:Iteration 35Q (2026.026340 sec): 3 clusters Score: Raw -124299.768779 + Penalty 2367.789628 = -121931.979151 nChanged 2 SP:Iteration 36Q (2026.067180 sec): 3 clusters Score: Raw -124300.434764 + Penalty 2367.789628 = -121932.645136 nChanged 1 SP:Iteration 37Q (2026.120339 sec): 3 clusters Score: Raw -124300.946067 + Penalty 2367.789628 = -121933.156439 nChanged 0 SP:Iteration 38F (2026.173215 sec): 3 clusters Score: Raw -124300.946067 + Penalty 2367.789628 = -121933.156439 nChanged 0 Trying to split cluster 8 (1362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2026.201456 sec): 2 clusters Score: Raw -95468.697462 + Penalty 1172.715292 = -94295.982171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2026.239082 sec): 3 clusters Score: Raw -95094.398529 + Penalty 2345.430583 = -92748.967945 nChanged 465 SP:Iteration 1F (2026.286455 sec): 3 clusters Score: Raw -95670.008227 + Penalty 2345.430583 = -93324.577643 nChanged 159 SP:Iteration 2F (2026.341703 sec): 3 clusters Score: Raw -95940.243384 + Penalty 2345.430583 = -93594.812801 nChanged 116 SP:Iteration 3F (2026.387322 sec): 3 clusters Score: Raw -96162.663299 + Penalty 2345.430583 = -93817.232715 nChanged 78 SP:Iteration 4F (2026.441666 sec): 3 clusters Score: Raw -96277.268572 + Penalty 2345.430583 = -93931.837989 nChanged 49 SP:Iteration 5Q (2026.487315 sec): 3 clusters Score: Raw -96345.188555 + Penalty 2345.430583 = -93999.757972 nChanged 38 SP:Iteration 6Q (2026.531750 sec): 3 clusters Score: Raw -96411.109630 + Penalty 2345.430583 = -94065.679047 nChanged 37 SP:Iteration 7Q (2026.577778 sec): 3 clusters Score: Raw -96470.272840 + Penalty 2345.430583 = -94124.842257 nChanged 25 SP:Iteration 8Q (2026.624229 sec): 3 clusters Score: Raw -96501.809475 + Penalty 2345.430583 = -94156.378891 nChanged 16 SP:Iteration 9Q (2026.665554 sec): 3 clusters Score: Raw -96516.416194 + Penalty 2345.430583 = -94170.985611 nChanged 15 SP:Iteration 10Q (2026.715758 sec): 3 clusters Score: Raw -96529.100350 + Penalty 2345.430583 = -94183.669766 nChanged 9 SP:Iteration 11Q (2026.758336 sec): 3 clusters Score: Raw -96534.413068 + Penalty 2345.430583 = -94188.982485 nChanged 1 SP:Iteration 12Q (2026.805298 sec): 3 clusters Score: Raw -96534.586870 + Penalty 2345.430583 = -94189.156287 nChanged 0 SP:Iteration 13F (2026.852129 sec): 3 clusters Score: Raw -96534.586870 + Penalty 2345.430583 = -94189.156287 nChanged 0 Trying to split cluster 9 (13261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2026.886293 sec): 2 clusters Score: Raw -1249214.200202 + Penalty 1542.544685 = -1247671.655517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2026.953289 sec): 3 clusters Score: Raw -1241593.048903 + Penalty 3085.089370 = -1238507.959534 nChanged 5789 SP:Iteration 1F (2027.024702 sec): 3 clusters Score: Raw -1244634.496383 + Penalty 3085.089370 = -1241549.407014 nChanged 719 SP:Iteration 2F (2027.099276 sec): 3 clusters Score: Raw -1244899.612445 + Penalty 3085.089370 = -1241814.523076 nChanged 633 SP:Iteration 3Q (2027.167298 sec): 3 clusters Score: Raw -1245125.970662 + Penalty 3085.089370 = -1242040.881292 nChanged 526 SP:Iteration 4Q (2027.236870 sec): 3 clusters Score: Raw -1245317.832450 + Penalty 3085.089370 = -1242232.743080 nChanged 506 SP:Iteration 5Q (2027.292016 sec): 3 clusters Score: Raw -1245500.318074 + Penalty 3085.089370 = -1242415.228704 nChanged 460 SP:Iteration 6Q (2027.366287 sec): 3 clusters Score: Raw -1245666.822966 + Penalty 3085.089370 = -1242581.733596 nChanged 440 SP:Iteration 7Q (2027.438430 sec): 3 clusters Score: Raw -1245836.624808 + Penalty 3085.089370 = -1242751.535438 nChanged 435 SP:Iteration 8Q (2027.511881 sec): 3 clusters Score: Raw -1246019.194657 + Penalty 3085.089370 = -1242934.105287 nChanged 480 SP:Iteration 9Q (2027.572559 sec): 3 clusters Score: Raw -1246244.839102 + Penalty 3085.089370 = -1243159.749732 nChanged 508 SP:Iteration 10Q (2027.652197 sec): 3 clusters Score: Raw -1246539.735020 + Penalty 3085.089370 = -1243454.645650 nChanged 554 SP:Iteration 11Q (2027.714954 sec): 3 clusters Score: Raw -1246908.148399 + Penalty 3085.089370 = -1243823.059030 nChanged 616 SP:Iteration 12Q (2027.787472 sec): 3 clusters Score: Raw -1247333.605128 + Penalty 3085.089370 = -1244248.515758 nChanged 597 SP:Iteration 13Q (2027.854741 sec): 3 clusters Score: Raw -1247770.324483 + Penalty 3085.089370 = -1244685.235113 nChanged 550 SP:Iteration 14Q (2027.919650 sec): 3 clusters Score: Raw -1248130.065085 + Penalty 3085.089370 = -1245044.975715 nChanged 439 SP:Iteration 15Q (2027.984582 sec): 3 clusters Score: Raw -1248387.259780 + Penalty 3085.089370 = -1245302.170410 nChanged 394 SP:Iteration 16Q (2028.049244 sec): 3 clusters Score: Raw -1248574.447198 + Penalty 3085.089370 = -1245489.357828 nChanged 290 SP:Iteration 17Q (2028.121779 sec): 3 clusters Score: Raw -1248694.523505 + Penalty 3085.089370 = -1245609.434136 nChanged 220 SP:Iteration 18Q (2028.182145 sec): 3 clusters Score: Raw -1248772.405537 + Penalty 3085.089370 = -1245687.316168 nChanged 172 SP:Iteration 19Q (2028.249281 sec): 3 clusters Score: Raw -1248824.032814 + Penalty 3085.089370 = -1245738.943444 nChanged 143 SP:Iteration 20F (2028.329298 sec): 3 clusters Score: Raw -1248867.676462 + Penalty 3085.089370 = -1245782.587092 nChanged 126 SP:Iteration 21Q (2028.399270 sec): 3 clusters Score: Raw -1248899.278528 + Penalty 3085.089370 = -1245814.189159 nChanged 93 SP:Iteration 22Q (2028.472533 sec): 3 clusters Score: Raw -1248924.105779 + Penalty 3085.089370 = -1245839.016409 nChanged 85 SP:Iteration 23Q (2028.545377 sec): 3 clusters Score: Raw -1248942.853996 + Penalty 3085.089370 = -1245857.764627 nChanged 84 SP:Iteration 24Q (2028.608073 sec): 3 clusters Score: Raw -1248961.560173 + Penalty 3085.089370 = -1245876.470804 nChanged 70 SP:Iteration 25Q (2028.684019 sec): 3 clusters Score: Raw -1248974.321836 + Penalty 3085.089370 = -1245889.232466 nChanged 69 SP:Iteration 26Q (2028.756645 sec): 3 clusters Score: Raw -1248987.676657 + Penalty 3085.089370 = -1245902.587288 nChanged 60 SP:Iteration 27Q (2028.829676 sec): 3 clusters Score: Raw -1249001.031091 + Penalty 3085.089370 = -1245915.941722 nChanged 72 SP:Iteration 28Q (2028.896542 sec): 3 clusters Score: Raw -1249018.638742 + Penalty 3085.089370 = -1245933.549372 nChanged 78 SP:Iteration 29Q (2028.972707 sec): 3 clusters Score: Raw -1249037.645479 + Penalty 3085.089370 = -1245952.556109 nChanged 78 SP:Iteration 30Q (2029.036447 sec): 3 clusters Score: Raw -1249056.947709 + Penalty 3085.089370 = -1245971.858339 nChanged 64 SP:Iteration 31Q (2029.101324 sec): 3 clusters Score: Raw -1249070.597879 + Penalty 3085.089370 = -1245985.508509 nChanged 51 SP:Iteration 32Q (2029.175670 sec): 3 clusters Score: Raw -1249080.155601 + Penalty 3085.089370 = -1245995.066232 nChanged 48 SP:Iteration 33Q (2029.246434 sec): 3 clusters Score: Raw -1249090.118138 + Penalty 3085.089370 = -1246005.028768 nChanged 49 SP:Iteration 34Q (2029.304420 sec): 3 clusters Score: Raw -1249101.117953 + Penalty 3085.089370 = -1246016.028583 nChanged 42 SP:Iteration 35Q (2029.365084 sec): 3 clusters Score: Raw -1249109.307568 + Penalty 3085.089370 = -1246024.218199 nChanged 44 SP:Iteration 36Q (2029.434231 sec): 3 clusters Score: Raw -1249118.321637 + Penalty 3085.089370 = -1246033.232268 nChanged 48 SP:Iteration 37Q (2029.496323 sec): 3 clusters Score: Raw -1249126.964608 + Penalty 3085.089370 = -1246041.875238 nChanged 42 SP:Iteration 38Q (2029.570075 sec): 3 clusters Score: Raw -1249133.411075 + Penalty 3085.089370 = -1246048.321706 nChanged 52 SP:Iteration 39Q (2029.643860 sec): 3 clusters Score: Raw -1249144.615019 + Penalty 3085.089370 = -1246059.525649 nChanged 55 SP:Iteration 40F (2029.703994 sec): 3 clusters Score: Raw -1249158.606132 + Penalty 3085.089370 = -1246073.516762 nChanged 59 SP:Iteration 41Q (2029.774747 sec): 3 clusters Score: Raw -1249173.419347 + Penalty 3085.089370 = -1246088.329977 nChanged 69 SP:Iteration 42Q (2029.832030 sec): 3 clusters Score: Raw -1249191.054370 + Penalty 3085.089370 = -1246105.965000 nChanged 80 SP:Iteration 43Q (2029.905758 sec): 3 clusters Score: Raw -1249212.734772 + Penalty 3085.089370 = -1246127.645403 nChanged 80 SP:Iteration 44Q (2029.974845 sec): 3 clusters Score: Raw -1249237.508196 + Penalty 3085.089370 = -1246152.418827 nChanged 74 SP:Iteration 45Q (2030.043867 sec): 3 clusters Score: Raw -1249260.987384 + Penalty 3085.089370 = -1246175.898014 nChanged 79 SP:Iteration 46Q (2030.111205 sec): 3 clusters Score: Raw -1249284.976511 + Penalty 3085.089370 = -1246199.887141 nChanged 84 SP:Iteration 47Q (2030.182316 sec): 3 clusters Score: Raw -1249311.977118 + Penalty 3085.089370 = -1246226.887749 nChanged 80 SP:Iteration 48Q (2030.257937 sec): 3 clusters Score: Raw -1249338.345329 + Penalty 3085.089370 = -1246253.255959 nChanged 92 SP:Iteration 49Q (2030.323873 sec): 3 clusters Score: Raw -1249368.176348 + Penalty 3085.089370 = -1246283.086979 nChanged 85 SP:Iteration 50Q (2030.390747 sec): 3 clusters Score: Raw -1249393.281153 + Penalty 3085.089370 = -1246308.191783 nChanged 69 SP:Iteration 51Q (2030.466439 sec): 3 clusters Score: Raw -1249413.364906 + Penalty 3085.089370 = -1246328.275536 nChanged 69 SP:Iteration 52Q (2030.518993 sec): 3 clusters Score: Raw -1249438.027210 + Penalty 3085.089370 = -1246352.937841 nChanged 67 SP:Iteration 53Q (2030.580561 sec): 3 clusters Score: Raw -1249462.652634 + Penalty 3085.089370 = -1246377.563265 nChanged 80 SP:Iteration 54Q (2030.644131 sec): 3 clusters Score: Raw -1249489.337597 + Penalty 3085.089370 = -1246404.248227 nChanged 71 SP:Iteration 55Q (2030.712070 sec): 3 clusters Score: Raw -1249512.213688 + Penalty 3085.089370 = -1246427.124318 nChanged 65 SP:Iteration 56Q (2030.774880 sec): 3 clusters Score: Raw -1249531.700883 + Penalty 3085.089370 = -1246446.611514 nChanged 69 SP:Iteration 57Q (2030.847028 sec): 3 clusters Score: Raw -1249554.877807 + Penalty 3085.089370 = -1246469.788437 nChanged 66 SP:Iteration 58Q (2030.908869 sec): 3 clusters Score: Raw -1249576.266709 + Penalty 3085.089370 = -1246491.177339 nChanged 68 SP:Iteration 59Q (2030.973525 sec): 3 clusters Score: Raw -1249599.005591 + Penalty 3085.089370 = -1246513.916221 nChanged 64 SP:Iteration 60F (2031.049632 sec): 3 clusters Score: Raw -1249621.831930 + Penalty 3085.089370 = -1246536.742561 nChanged 58 SP:Iteration 61Q (2031.114105 sec): 3 clusters Score: Raw -1249644.782055 + Penalty 3085.089370 = -1246559.692686 nChanged 55 SP:Iteration 62Q (2031.168642 sec): 3 clusters Score: Raw -1249662.008959 + Penalty 3085.089370 = -1246576.919590 nChanged 46 SP:Iteration 63Q (2031.235635 sec): 3 clusters Score: Raw -1249677.061891 + Penalty 3085.089370 = -1246591.972522 nChanged 45 SP:Iteration 64Q (2031.302279 sec): 3 clusters Score: Raw -1249689.482508 + Penalty 3085.089370 = -1246604.393139 nChanged 37 SP:Iteration 65Q (2031.380884 sec): 3 clusters Score: Raw -1249699.677829 + Penalty 3085.089370 = -1246614.588460 nChanged 28 SP:Iteration 66Q (2031.433565 sec): 3 clusters Score: Raw -1249706.348166 + Penalty 3085.089370 = -1246621.258797 nChanged 27 SP:Iteration 67Q (2031.502527 sec): 3 clusters Score: Raw -1249712.059781 + Penalty 3085.089370 = -1246626.970411 nChanged 19 SP:Iteration 68Q (2031.571165 sec): 3 clusters Score: Raw -1249718.033943 + Penalty 3085.089370 = -1246632.944573 nChanged 14 SP:Iteration 69Q (2031.649430 sec): 3 clusters Score: Raw -1249721.854874 + Penalty 3085.089370 = -1246636.765505 nChanged 14 SP:Iteration 70Q (2031.715255 sec): 3 clusters Score: Raw -1249725.322247 + Penalty 3085.089370 = -1246640.232878 nChanged 20 SP:Iteration 71Q (2031.780228 sec): 3 clusters Score: Raw -1249729.879071 + Penalty 3085.089370 = -1246644.789702 nChanged 12 SP:Iteration 72Q (2031.843394 sec): 3 clusters Score: Raw -1249733.364870 + Penalty 3085.089370 = -1246648.275500 nChanged 13 SP:Iteration 73Q (2031.915171 sec): 3 clusters Score: Raw -1249736.267202 + Penalty 3085.089370 = -1246651.177832 nChanged 10 SP:Iteration 74Q (2031.981561 sec): 3 clusters Score: Raw -1249738.231264 + Penalty 3085.089370 = -1246653.141895 nChanged 6 SP:Iteration 75Q (2032.040722 sec): 3 clusters Score: Raw -1249739.256995 + Penalty 3085.089370 = -1246654.167625 nChanged 5 SP:Iteration 76Q (2032.118332 sec): 3 clusters Score: Raw -1249740.825507 + Penalty 3085.089370 = -1246655.736137 nChanged 4 SP:Iteration 77Q (2032.182737 sec): 3 clusters Score: Raw -1249742.259922 + Penalty 3085.089370 = -1246657.170552 nChanged 4 SP:Iteration 78Q (2032.238915 sec): 3 clusters Score: Raw -1249742.980963 + Penalty 3085.089370 = -1246657.891594 nChanged 4 SP:Iteration 79Q (2032.316347 sec): 3 clusters Score: Raw -1249743.678295 + Penalty 3085.089370 = -1246658.588925 nChanged 3 SP:Iteration 80F (2032.372556 sec): 3 clusters Score: Raw -1249744.449370 + Penalty 3085.089370 = -1246659.360001 nChanged 4 SP:Iteration 81Q (2032.450674 sec): 3 clusters Score: Raw -1249745.378566 + Penalty 3085.089370 = -1246660.289196 nChanged 8 SP:Iteration 82Q (2032.516942 sec): 3 clusters Score: Raw -1249747.232354 + Penalty 3085.089370 = -1246662.142984 nChanged 7 SP:Iteration 83Q (2032.588389 sec): 3 clusters Score: Raw -1249749.655196 + Penalty 3085.089370 = -1246664.565826 nChanged 9 SP:Iteration 84Q (2032.647511 sec): 3 clusters Score: Raw -1249751.606746 + Penalty 3085.089370 = -1246666.517376 nChanged 11 SP:Iteration 85Q (2032.713569 sec): 3 clusters Score: Raw -1249754.866335 + Penalty 3085.089370 = -1246669.776966 nChanged 12 SP:Iteration 86Q (2032.788025 sec): 3 clusters Score: Raw -1249757.703614 + Penalty 3085.089370 = -1246672.614244 nChanged 6 SP:Iteration 87Q (2032.850561 sec): 3 clusters Score: Raw -1249758.646684 + Penalty 3085.089370 = -1246673.557315 nChanged 0 SP:Iteration 88F (2032.931330 sec): 3 clusters Score: Raw -1249758.646684 + Penalty 3085.089370 = -1246673.557315 nChanged 0 Trying to split cluster 10 (4390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2032.959443 sec): 2 clusters Score: Raw -415465.891083 + Penalty 1362.901232 = -414102.989850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2033.011012 sec): 3 clusters Score: Raw -413219.556573 + Penalty 2725.802464 = -410493.754108 nChanged 1774 SP:Iteration 1F (2033.067468 sec): 3 clusters Score: Raw -414238.196913 + Penalty 2725.802464 = -411512.394448 nChanged 324 SP:Iteration 2F (2033.115955 sec): 3 clusters Score: Raw -414420.649720 + Penalty 2725.802464 = -411694.847256 nChanged 233 SP:Iteration 3F (2033.166622 sec): 3 clusters Score: Raw -414566.668166 + Penalty 2725.802464 = -411840.865702 nChanged 207 SP:Iteration 4Q (2033.226901 sec): 3 clusters Score: Raw -414684.283773 + Penalty 2725.802464 = -411958.481309 nChanged 185 SP:Iteration 5Q (2033.278358 sec): 3 clusters Score: Raw -414793.940795 + Penalty 2725.802464 = -412068.138330 nChanged 152 SP:Iteration 6Q (2033.320803 sec): 3 clusters Score: Raw -414889.495363 + Penalty 2725.802464 = -412163.692899 nChanged 143 SP:Iteration 7Q (2033.378180 sec): 3 clusters Score: Raw -414974.302214 + Penalty 2725.802464 = -412248.499749 nChanged 118 SP:Iteration 8Q (2033.422564 sec): 3 clusters Score: Raw -415035.176941 + Penalty 2725.802464 = -412309.374476 nChanged 124 SP:Iteration 9Q (2033.484404 sec): 3 clusters Score: Raw -415103.419567 + Penalty 2725.802464 = -412377.617102 nChanged 104 SP:Iteration 10Q (2033.529192 sec): 3 clusters Score: Raw -415162.525577 + Penalty 2725.802464 = -412436.723112 nChanged 96 SP:Iteration 11Q (2033.573601 sec): 3 clusters Score: Raw -415218.351648 + Penalty 2725.802464 = -412492.549183 nChanged 87 SP:Iteration 12Q (2033.622954 sec): 3 clusters Score: Raw -415281.708437 + Penalty 2725.802464 = -412555.905972 nChanged 79 SP:Iteration 13Q (2033.685407 sec): 3 clusters Score: Raw -415340.775481 + Penalty 2725.802464 = -412614.973016 nChanged 79 SP:Iteration 14Q (2033.738939 sec): 3 clusters Score: Raw -415405.654112 + Penalty 2725.802464 = -412679.851648 nChanged 74 SP:Iteration 15Q (2033.780993 sec): 3 clusters Score: Raw -415462.296178 + Penalty 2725.802464 = -412736.493713 nChanged 51 SP:Iteration 16Q (2033.836649 sec): 3 clusters Score: Raw -415504.621474 + Penalty 2725.802464 = -412778.819010 nChanged 40 SP:Iteration 17Q (2033.897723 sec): 3 clusters Score: Raw -415537.879536 + Penalty 2725.802464 = -412812.077071 nChanged 29 SP:Iteration 18Q (2033.961782 sec): 3 clusters Score: Raw -415560.860117 + Penalty 2725.802464 = -412835.057652 nChanged 19 SP:Iteration 19Q (2034.010409 sec): 3 clusters Score: Raw -415573.663037 + Penalty 2725.802464 = -412847.860573 nChanged 20 SP:Iteration 20F (2034.077642 sec): 3 clusters Score: Raw -415592.445002 + Penalty 2725.802464 = -412866.642537 nChanged 16 SP:Iteration 21Q (2034.131258 sec): 3 clusters Score: Raw -415611.909036 + Penalty 2725.802464 = -412886.106571 nChanged 21 SP:Iteration 22Q (2034.184968 sec): 3 clusters Score: Raw -415628.926267 + Penalty 2725.802464 = -412903.123803 nChanged 11 SP:Iteration 23Q (2034.227662 sec): 3 clusters Score: Raw -415636.107261 + Penalty 2725.802464 = -412910.304796 nChanged 5 SP:Iteration 24Q (2034.281355 sec): 3 clusters Score: Raw -415639.925486 + Penalty 2725.802464 = -412914.123021 nChanged 4 SP:Iteration 25Q (2034.341969 sec): 3 clusters Score: Raw -415645.496649 + Penalty 2725.802464 = -412919.694184 nChanged 4 SP:Iteration 26Q (2034.394715 sec): 3 clusters Score: Raw -415648.739215 + Penalty 2725.802464 = -412922.936750 nChanged 2 SP:Iteration 27Q (2034.453526 sec): 3 clusters Score: Raw -415649.807909 + Penalty 2725.802464 = -412924.005445 nChanged 2 SP:Iteration 28Q (2034.507743 sec): 3 clusters Score: Raw -415651.784082 + Penalty 2725.802464 = -412925.981618 nChanged 2 SP:Iteration 29Q (2034.561636 sec): 3 clusters Score: Raw -415653.461502 + Penalty 2725.802464 = -412927.659038 nChanged 1 SP:Iteration 30Q (2034.603071 sec): 3 clusters Score: Raw -415654.058869 + Penalty 2725.802464 = -412928.256405 nChanged 1 SP:Iteration 31Q (2034.663083 sec): 3 clusters Score: Raw -415655.389019 + Penalty 2725.802464 = -412929.586555 nChanged 5 SP:Iteration 32Q (2034.708780 sec): 3 clusters Score: Raw -415661.149362 + Penalty 2725.802464 = -412935.346897 nChanged 3 SP:Iteration 33Q (2034.761273 sec): 3 clusters Score: Raw -415662.888525 + Penalty 2725.802464 = -412937.086060 nChanged 1 SP:Iteration 34Q (2034.819598 sec): 3 clusters Score: Raw -415663.565186 + Penalty 2725.802464 = -412937.762722 nChanged 1 SP:Iteration 35Q (2034.864371 sec): 3 clusters Score: Raw -415664.113533 + Penalty 2725.802464 = -412938.311069 nChanged 2 SP:Iteration 36Q (2034.927717 sec): 3 clusters Score: Raw -415664.890521 + Penalty 2725.802464 = -412939.088056 nChanged 1 SP:Iteration 37Q (2034.975831 sec): 3 clusters Score: Raw -415665.575390 + Penalty 2725.802464 = -412939.772926 nChanged 1 SP:Iteration 38Q (2035.018300 sec): 3 clusters Score: Raw -415666.384236 + Penalty 2725.802464 = -412940.581772 nChanged 3 SP:Iteration 39Q (2035.074792 sec): 3 clusters Score: Raw -415668.064010 + Penalty 2725.802464 = -412942.261546 nChanged 2 SP:Iteration 40F (2035.122299 sec): 3 clusters Score: Raw -415671.462072 + Penalty 2725.802464 = -412945.659607 nChanged 1 SP:Iteration 41Q (2035.171102 sec): 3 clusters Score: Raw -415672.427767 + Penalty 2725.802464 = -412946.625303 nChanged 1 SP:Iteration 42Q (2035.224773 sec): 3 clusters Score: Raw -415673.308393 + Penalty 2725.802464 = -412947.505929 nChanged 1 SP:Iteration 43Q (2035.283781 sec): 3 clusters Score: Raw -415675.716030 + Penalty 2725.802464 = -412949.913566 nChanged 2 SP:Iteration 44Q (2035.350053 sec): 3 clusters Score: Raw -415676.625371 + Penalty 2725.802464 = -412950.822907 nChanged 1 SP:Iteration 45Q (2035.398625 sec): 3 clusters Score: Raw -415677.575018 + Penalty 2725.802464 = -412951.772553 nChanged 2 SP:Iteration 46Q (2035.454033 sec): 3 clusters Score: Raw -415679.139055 + Penalty 2725.802464 = -412953.336590 nChanged 0 SP:Iteration 47F (2035.509627 sec): 3 clusters Score: Raw -415679.139055 + Penalty 2725.802464 = -412953.336590 nChanged 0 Trying to split cluster 11 (65055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2035.618166 sec): 2 clusters Score: Raw -6264591.589745 + Penalty 1800.985606 = -6262790.604139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2035.772509 sec): 3 clusters Score: Raw -6222860.868133 + Penalty 3601.971212 = -6219258.896921 nChanged 30816 SP:Iteration 1F (2035.926520 sec): 3 clusters Score: Raw -6241390.027343 + Penalty 3601.971212 = -6237788.056131 nChanged 3033 SP:Iteration 2Q (2036.090616 sec): 3 clusters Score: Raw -6242718.964721 + Penalty 3601.971212 = -6239116.993509 nChanged 3432 SP:Iteration 3F (2036.241500 sec): 3 clusters Score: Raw -6244416.954940 + Penalty 3601.971212 = -6240814.983728 nChanged 3817 SP:Iteration 4F (2036.401331 sec): 3 clusters Score: Raw -6246646.251100 + Penalty 3601.971212 = -6243044.279888 nChanged 4157 SP:Iteration 5F (2036.554972 sec): 3 clusters Score: Raw -6249352.582904 + Penalty 3601.971212 = -6245750.611692 nChanged 4307 SP:Iteration 6F (2036.716141 sec): 3 clusters Score: Raw -6252250.171117 + Penalty 3601.971212 = -6248648.199905 nChanged 4044 SP:Iteration 7F (2036.873285 sec): 3 clusters Score: Raw -6254877.861128 + Penalty 3601.971212 = -6251275.889915 nChanged 3486 SP:Iteration 8F (2037.022806 sec): 3 clusters Score: Raw -6256873.554081 + Penalty 3601.971212 = -6253271.582869 nChanged 2694 SP:Iteration 9Q (2037.186723 sec): 3 clusters Score: Raw -6258172.874649 + Penalty 3601.971212 = -6254570.903437 nChanged 1962 SP:Iteration 10Q (2037.336593 sec): 3 clusters Score: Raw -6259018.961454 + Penalty 3601.971212 = -6255416.990242 nChanged 1477 SP:Iteration 11Q (2037.502765 sec): 3 clusters Score: Raw -6259654.374837 + Penalty 3601.971212 = -6256052.403625 nChanged 1284 SP:Iteration 12Q (2037.651641 sec): 3 clusters Score: Raw -6260206.051403 + Penalty 3601.971212 = -6256604.080190 nChanged 1156 SP:Iteration 13Q (2037.827055 sec): 3 clusters Score: Raw -6260736.703565 + Penalty 3601.971212 = -6257134.732353 nChanged 1128 SP:Iteration 14Q (2037.979807 sec): 3 clusters Score: Raw -6261246.161418 + Penalty 3601.971212 = -6257644.190206 nChanged 1082 SP:Iteration 15Q (2038.141793 sec): 3 clusters Score: Raw -6261715.056846 + Penalty 3601.971212 = -6258113.085634 nChanged 1048 SP:Iteration 16Q (2038.287879 sec): 3 clusters Score: Raw -6262160.209670 + Penalty 3601.971212 = -6258558.238458 nChanged 932 SP:Iteration 17Q (2038.446874 sec): 3 clusters Score: Raw -6262527.562167 + Penalty 3601.971212 = -6258925.590954 nChanged 893 SP:Iteration 18Q (2038.603391 sec): 3 clusters Score: Raw -6262866.004898 + Penalty 3601.971212 = -6259264.033686 nChanged 833 SP:Iteration 19Q (2038.753615 sec): 3 clusters Score: Raw -6263161.908346 + Penalty 3601.971212 = -6259559.937134 nChanged 810 SP:Iteration 20F (2038.900030 sec): 3 clusters Score: Raw -6263431.553513 + Penalty 3601.971212 = -6259829.582300 nChanged 772 SP:Iteration 21Q (2039.068640 sec): 3 clusters Score: Raw -6263682.736979 + Penalty 3601.971212 = -6260080.765767 nChanged 709 SP:Iteration 22Q (2039.207138 sec): 3 clusters Score: Raw -6263890.017108 + Penalty 3601.971212 = -6260288.045896 nChanged 677 SP:Iteration 23Q (2039.360021 sec): 3 clusters Score: Raw -6264079.901599 + Penalty 3601.971212 = -6260477.930387 nChanged 610 SP:Iteration 24Q (2039.509178 sec): 3 clusters Score: Raw -6264245.247768 + Penalty 3601.971212 = -6260643.276556 nChanged 571 SP:Iteration 25Q (2039.668800 sec): 3 clusters Score: Raw -6264389.285091 + Penalty 3601.971212 = -6260787.313879 nChanged 532 SP:Iteration 26Q (2039.810923 sec): 3 clusters Score: Raw -6264523.361514 + Penalty 3601.971212 = -6260921.390302 nChanged 552 SP:Iteration 27Q (2039.979647 sec): 3 clusters Score: Raw -6264672.012237 + Penalty 3601.971212 = -6261070.041025 nChanged 530 SP:Iteration 28Q (2040.120041 sec): 3 clusters Score: Raw -6264811.144229 + Penalty 3601.971212 = -6261209.173017 nChanged 513 SP:Iteration 29Q (2040.271429 sec): 3 clusters Score: Raw -6264951.999716 + Penalty 3601.971212 = -6261350.028504 nChanged 486 SP:Iteration 30Q (2040.407588 sec): 3 clusters Score: Raw -6265080.834395 + Penalty 3601.971212 = -6261478.863183 nChanged 419 SP:Iteration 31Q (2040.553610 sec): 3 clusters Score: Raw -6265178.987471 + Penalty 3601.971212 = -6261577.016259 nChanged 358 SP:Iteration 32Q (2040.687430 sec): 3 clusters Score: Raw -6265261.006266 + Penalty 3601.971212 = -6261659.035054 nChanged 336 SP:Iteration 33Q (2040.835091 sec): 3 clusters Score: Raw -6265335.598211 + Penalty 3601.971212 = -6261733.626999 nChanged 310 SP:Iteration 34Q (2040.975587 sec): 3 clusters Score: Raw -6265402.361591 + Penalty 3601.971212 = -6261800.390379 nChanged 299 SP:Iteration 35Q (2041.113433 sec): 3 clusters Score: Raw -6265468.455340 + Penalty 3601.971212 = -6261866.484128 nChanged 278 SP:Iteration 36Q (2041.261667 sec): 3 clusters Score: Raw -6265532.859427 + Penalty 3601.971212 = -6261930.888215 nChanged 280 SP:Iteration 37Q (2041.412946 sec): 3 clusters Score: Raw -6265602.390879 + Penalty 3601.971212 = -6262000.419666 nChanged 277 SP:Iteration 38Q (2041.542276 sec): 3 clusters Score: Raw -6265661.993370 + Penalty 3601.971212 = -6262060.022158 nChanged 260 SP:Iteration 39Q (2041.694080 sec): 3 clusters Score: Raw -6265712.796844 + Penalty 3601.971212 = -6262110.825632 nChanged 244 SP:Iteration 40F (2041.847059 sec): 3 clusters Score: Raw -6265755.461241 + Penalty 3601.971212 = -6262153.490029 nChanged 223 SP:Iteration 41Q (2041.992459 sec): 3 clusters Score: Raw -6265794.592926 + Penalty 3601.971212 = -6262192.621714 nChanged 193 SP:Iteration 42Q (2042.137470 sec): 3 clusters Score: Raw -6265827.299132 + Penalty 3601.971212 = -6262225.327920 nChanged 172 SP:Iteration 43Q (2042.272820 sec): 3 clusters Score: Raw -6265857.937246 + Penalty 3601.971212 = -6262255.966033 nChanged 174 SP:Iteration 44Q (2042.404316 sec): 3 clusters Score: Raw -6265883.962863 + Penalty 3601.971212 = -6262281.991651 nChanged 139 SP:Iteration 45Q (2042.553625 sec): 3 clusters Score: Raw -6265905.322248 + Penalty 3601.971212 = -6262303.351036 nChanged 126 SP:Iteration 46Q (2042.700395 sec): 3 clusters Score: Raw -6265921.965809 + Penalty 3601.971212 = -6262319.994597 nChanged 113 SP:Iteration 47Q (2042.839921 sec): 3 clusters Score: Raw -6265935.625775 + Penalty 3601.971212 = -6262333.654563 nChanged 94 SP:Iteration 48Q (2042.984389 sec): 3 clusters Score: Raw -6265945.347189 + Penalty 3601.971212 = -6262343.375977 nChanged 84 SP:Iteration 49Q (2043.131282 sec): 3 clusters Score: Raw -6265952.479204 + Penalty 3601.971212 = -6262350.507991 nChanged 57 SP:Iteration 50Q (2043.279088 sec): 3 clusters Score: Raw -6265957.081002 + Penalty 3601.971212 = -6262355.109790 nChanged 61 SP:Iteration 51Q (2043.418103 sec): 3 clusters Score: Raw -6265962.364543 + Penalty 3601.971212 = -6262360.393331 nChanged 74 SP:Iteration 52Q (2043.553770 sec): 3 clusters Score: Raw -6265970.847813 + Penalty 3601.971212 = -6262368.876601 nChanged 74 SP:Iteration 53Q (2043.699609 sec): 3 clusters Score: Raw -6265979.005820 + Penalty 3601.971212 = -6262377.034608 nChanged 64 SP:Iteration 54Q (2043.845442 sec): 3 clusters Score: Raw -6265986.544193 + Penalty 3601.971212 = -6262384.572981 nChanged 79 SP:Iteration 55Q (2043.987925 sec): 3 clusters Score: Raw -6265996.618196 + Penalty 3601.971212 = -6262394.646984 nChanged 80 SP:Iteration 56Q (2044.139901 sec): 3 clusters Score: Raw -6266007.184606 + Penalty 3601.971212 = -6262405.213394 nChanged 90 SP:Iteration 57Q (2044.268858 sec): 3 clusters Score: Raw -6266017.572102 + Penalty 3601.971212 = -6262415.600890 nChanged 78 SP:Iteration 58Q (2044.409386 sec): 3 clusters Score: Raw -6266027.131278 + Penalty 3601.971212 = -6262425.160066 nChanged 69 SP:Iteration 59Q (2044.538458 sec): 3 clusters Score: Raw -6266034.810408 + Penalty 3601.971212 = -6262432.839196 nChanged 88 SP:Iteration 60F (2044.694260 sec): 3 clusters Score: Raw -6266047.121002 + Penalty 3601.971212 = -6262445.149790 nChanged 96 SP:Iteration 61Q (2044.853014 sec): 3 clusters Score: Raw -6266060.709185 + Penalty 3601.971212 = -6262458.737972 nChanged 89 SP:Iteration 62Q (2044.984906 sec): 3 clusters Score: Raw -6266071.973701 + Penalty 3601.971212 = -6262470.002489 nChanged 64 SP:Iteration 63Q (2045.133649 sec): 3 clusters Score: Raw -6266079.905604 + Penalty 3601.971212 = -6262477.934392 nChanged 74 SP:Iteration 64Q (2045.282924 sec): 3 clusters Score: Raw -6266089.691720 + Penalty 3601.971212 = -6262487.720508 nChanged 76 SP:Iteration 65Q (2045.424278 sec): 3 clusters Score: Raw -6266099.765953 + Penalty 3601.971212 = -6262497.794741 nChanged 66 SP:Iteration 66Q (2045.579679 sec): 3 clusters Score: Raw -6266107.824860 + Penalty 3601.971212 = -6262505.853648 nChanged 63 SP:Iteration 67Q (2045.717967 sec): 3 clusters Score: Raw -6266114.963664 + Penalty 3601.971212 = -6262512.992452 nChanged 63 SP:Iteration 68Q (2045.846723 sec): 3 clusters Score: Raw -6266123.502697 + Penalty 3601.971212 = -6262521.531485 nChanged 50 SP:Iteration 69Q (2045.990894 sec): 3 clusters Score: Raw -6266129.677053 + Penalty 3601.971212 = -6262527.705841 nChanged 49 SP:Iteration 70Q (2046.132241 sec): 3 clusters Score: Raw -6266134.918366 + Penalty 3601.971212 = -6262532.947153 nChanged 55 SP:Iteration 71Q (2046.263763 sec): 3 clusters Score: Raw -6266140.574599 + Penalty 3601.971212 = -6262538.603387 nChanged 58 SP:Iteration 72Q (2046.402672 sec): 3 clusters Score: Raw -6266146.195790 + Penalty 3601.971212 = -6262544.224578 nChanged 42 SP:Iteration 73Q (2046.537400 sec): 3 clusters Score: Raw -6266149.805751 + Penalty 3601.971212 = -6262547.834539 nChanged 31 SP:Iteration 74Q (2046.678682 sec): 3 clusters Score: Raw -6266152.479913 + Penalty 3601.971212 = -6262550.508701 nChanged 32 SP:Iteration 75Q (2046.828684 sec): 3 clusters Score: Raw -6266155.708253 + Penalty 3601.971212 = -6262553.737041 nChanged 28 SP:Iteration 76Q (2046.964445 sec): 3 clusters Score: Raw -6266157.988290 + Penalty 3601.971212 = -6262556.017078 nChanged 27 SP:Iteration 77Q (2047.105024 sec): 3 clusters Score: Raw -6266160.364729 + Penalty 3601.971212 = -6262558.393517 nChanged 29 SP:Iteration 78Q (2047.236255 sec): 3 clusters Score: Raw -6266162.412108 + Penalty 3601.971212 = -6262560.440896 nChanged 18 SP:Iteration 79Q (2047.378714 sec): 3 clusters Score: Raw -6266163.882398 + Penalty 3601.971212 = -6262561.911186 nChanged 19 SP:Iteration 80F (2047.535527 sec): 3 clusters Score: Raw -6266165.969820 + Penalty 3601.971212 = -6262563.998608 nChanged 27 SP:Iteration 81Q (2047.684046 sec): 3 clusters Score: Raw -6266168.411486 + Penalty 3601.971212 = -6262566.440274 nChanged 18 SP:Iteration 82Q (2047.830499 sec): 3 clusters Score: Raw -6266169.743408 + Penalty 3601.971212 = -6262567.772196 nChanged 18 SP:Iteration 83Q (2047.972772 sec): 3 clusters Score: Raw -6266170.741212 + Penalty 3601.971212 = -6262568.770000 nChanged 12 SP:Iteration 84Q (2048.125619 sec): 3 clusters Score: Raw -6266171.553816 + Penalty 3601.971212 = -6262569.582604 nChanged 20 SP:Iteration 85Q (2048.273158 sec): 3 clusters Score: Raw -6266172.917927 + Penalty 3601.971212 = -6262570.946715 nChanged 10 SP:Iteration 86Q (2048.407514 sec): 3 clusters Score: Raw -6266173.496539 + Penalty 3601.971212 = -6262571.525327 nChanged 5 SP:Iteration 87Q (2048.543912 sec): 3 clusters Score: Raw -6266173.884251 + Penalty 3601.971212 = -6262571.913038 nChanged 5 SP:Iteration 88Q (2048.678840 sec): 3 clusters Score: Raw -6266174.188367 + Penalty 3601.971212 = -6262572.217155 nChanged 3 SP:Iteration 89Q (2048.812564 sec): 3 clusters Score: Raw -6266174.367042 + Penalty 3601.971212 = -6262572.395830 nChanged 3 SP:Iteration 90Q (2048.948634 sec): 3 clusters Score: Raw -6266174.545182 + Penalty 3601.971212 = -6262572.573970 nChanged 2 SP:Iteration 91Q (2049.072242 sec): 3 clusters Score: Raw -6266174.637257 + Penalty 3601.971212 = -6262572.666045 nChanged 1 SP:Iteration 92Q (2049.216864 sec): 3 clusters Score: Raw -6266174.688966 + Penalty 3601.971212 = -6262572.717754 nChanged 0 SP:Iteration 93F (2049.380377 sec): 3 clusters Score: Raw -6266174.688966 + Penalty 3601.971212 = -6262572.717754 nChanged 0 Trying to split cluster 12 (15744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2049.423335 sec): 2 clusters Score: Raw -1521557.254869 + Penalty 1570.434876 = -1519986.819994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2049.506850 sec): 3 clusters Score: Raw -1512260.909306 + Penalty 3140.869751 = -1509120.039555 nChanged 7021 SP:Iteration 1F (2049.575545 sec): 3 clusters Score: Raw -1516255.188121 + Penalty 3140.869751 = -1513114.318370 nChanged 969 SP:Iteration 2F (2049.661718 sec): 3 clusters Score: Raw -1516722.310979 + Penalty 3140.869751 = -1513581.441228 nChanged 928 SP:Iteration 3F (2049.728502 sec): 3 clusters Score: Raw -1517274.929897 + Penalty 3140.869751 = -1514134.060146 nChanged 953 SP:Iteration 4F (2049.811900 sec): 3 clusters Score: Raw -1517948.599073 + Penalty 3140.869751 = -1514807.729322 nChanged 1043 SP:Iteration 5F (2049.878695 sec): 3 clusters Score: Raw -1518658.906863 + Penalty 3140.869751 = -1515518.037112 nChanged 935 SP:Iteration 6F (2049.952382 sec): 3 clusters Score: Raw -1519318.410119 + Penalty 3140.869751 = -1516177.540367 nChanged 872 SP:Iteration 7F (2050.031865 sec): 3 clusters Score: Raw -1519879.821039 + Penalty 3140.869751 = -1516738.951288 nChanged 671 SP:Iteration 8Q (2050.108028 sec): 3 clusters Score: Raw -1520181.570897 + Penalty 3140.869751 = -1517040.701145 nChanged 473 SP:Iteration 9Q (2050.190529 sec): 3 clusters Score: Raw -1520347.546464 + Penalty 3140.869751 = -1517206.676713 nChanged 334 SP:Iteration 10Q (2050.263810 sec): 3 clusters Score: Raw -1520444.917576 + Penalty 3140.869751 = -1517304.047824 nChanged 237 SP:Iteration 11Q (2050.325066 sec): 3 clusters Score: Raw -1520496.031989 + Penalty 3140.869751 = -1517355.162237 nChanged 150 SP:Iteration 12Q (2050.399058 sec): 3 clusters Score: Raw -1520521.008264 + Penalty 3140.869751 = -1517380.138513 nChanged 113 SP:Iteration 13Q (2050.475310 sec): 3 clusters Score: Raw -1520536.330733 + Penalty 3140.869751 = -1517395.460982 nChanged 82 SP:Iteration 14Q (2050.559381 sec): 3 clusters Score: Raw -1520547.416110 + Penalty 3140.869751 = -1517406.546359 nChanged 76 SP:Iteration 15Q (2050.630009 sec): 3 clusters Score: Raw -1520559.114432 + Penalty 3140.869751 = -1517418.244681 nChanged 87 SP:Iteration 16Q (2050.703041 sec): 3 clusters Score: Raw -1520569.476987 + Penalty 3140.869751 = -1517428.607236 nChanged 74 SP:Iteration 17Q (2050.761058 sec): 3 clusters Score: Raw -1520577.176953 + Penalty 3140.869751 = -1517436.307202 nChanged 65 SP:Iteration 18Q (2050.833051 sec): 3 clusters Score: Raw -1520585.558759 + Penalty 3140.869751 = -1517444.689008 nChanged 62 SP:Iteration 19Q (2050.916437 sec): 3 clusters Score: Raw -1520592.955156 + Penalty 3140.869751 = -1517452.085405 nChanged 49 SP:Iteration 20F (2050.987941 sec): 3 clusters Score: Raw -1520599.007990 + Penalty 3140.869751 = -1517458.138239 nChanged 46 SP:Iteration 21Q (2051.070983 sec): 3 clusters Score: Raw -1520604.135650 + Penalty 3140.869751 = -1517463.265898 nChanged 42 SP:Iteration 22Q (2051.154201 sec): 3 clusters Score: Raw -1520608.810384 + Penalty 3140.869751 = -1517467.940633 nChanged 54 SP:Iteration 23Q (2051.229764 sec): 3 clusters Score: Raw -1520614.253135 + Penalty 3140.869751 = -1517473.383384 nChanged 37 SP:Iteration 24Q (2051.298055 sec): 3 clusters Score: Raw -1520618.141817 + Penalty 3140.869751 = -1517477.272066 nChanged 43 SP:Iteration 25Q (2051.373797 sec): 3 clusters Score: Raw -1520622.051454 + Penalty 3140.869751 = -1517481.181703 nChanged 44 SP:Iteration 26Q (2051.447589 sec): 3 clusters Score: Raw -1520627.451379 + Penalty 3140.869751 = -1517486.581627 nChanged 45 SP:Iteration 27Q (2051.525090 sec): 3 clusters Score: Raw -1520632.742599 + Penalty 3140.869751 = -1517491.872847 nChanged 43 SP:Iteration 28Q (2051.595639 sec): 3 clusters Score: Raw -1520637.636695 + Penalty 3140.869751 = -1517496.766943 nChanged 37 SP:Iteration 29Q (2051.668312 sec): 3 clusters Score: Raw -1520641.526731 + Penalty 3140.869751 = -1517500.656980 nChanged 40 SP:Iteration 30Q (2051.742934 sec): 3 clusters Score: Raw -1520645.977205 + Penalty 3140.869751 = -1517505.107454 nChanged 41 SP:Iteration 31Q (2051.819250 sec): 3 clusters Score: Raw -1520650.316058 + Penalty 3140.869751 = -1517509.446307 nChanged 44 SP:Iteration 32Q (2051.892616 sec): 3 clusters Score: Raw -1520654.127966 + Penalty 3140.869751 = -1517513.258215 nChanged 33 SP:Iteration 33Q (2051.957099 sec): 3 clusters Score: Raw -1520657.382059 + Penalty 3140.869751 = -1517516.512308 nChanged 36 SP:Iteration 34Q (2052.027688 sec): 3 clusters Score: Raw -1520661.312968 + Penalty 3140.869751 = -1517520.443216 nChanged 44 SP:Iteration 35Q (2052.098185 sec): 3 clusters Score: Raw -1520665.838643 + Penalty 3140.869751 = -1517524.968891 nChanged 42 SP:Iteration 36Q (2052.173302 sec): 3 clusters Score: Raw -1520669.780450 + Penalty 3140.869751 = -1517528.910699 nChanged 36 SP:Iteration 37Q (2052.239716 sec): 3 clusters Score: Raw -1520673.196610 + Penalty 3140.869751 = -1517532.326859 nChanged 43 SP:Iteration 38Q (2052.314782 sec): 3 clusters Score: Raw -1520677.831420 + Penalty 3140.869751 = -1517536.961669 nChanged 41 SP:Iteration 39Q (2052.400258 sec): 3 clusters Score: Raw -1520682.641528 + Penalty 3140.869751 = -1517541.771777 nChanged 47 SP:Iteration 40F (2052.460563 sec): 3 clusters Score: Raw -1520687.930566 + Penalty 3140.869751 = -1517547.060815 nChanged 50 SP:Iteration 41Q (2052.536218 sec): 3 clusters Score: Raw -1520693.544232 + Penalty 3140.869751 = -1517552.674481 nChanged 52 SP:Iteration 42Q (2052.616840 sec): 3 clusters Score: Raw -1520699.852655 + Penalty 3140.869751 = -1517558.982903 nChanged 48 SP:Iteration 43Q (2052.695103 sec): 3 clusters Score: Raw -1520705.673155 + Penalty 3140.869751 = -1517564.803403 nChanged 48 SP:Iteration 44Q (2052.774182 sec): 3 clusters Score: Raw -1520711.589758 + Penalty 3140.869751 = -1517570.720007 nChanged 46 SP:Iteration 45Q (2052.852240 sec): 3 clusters Score: Raw -1520717.234070 + Penalty 3140.869751 = -1517576.364318 nChanged 50 SP:Iteration 46Q (2052.927885 sec): 3 clusters Score: Raw -1520722.702323 + Penalty 3140.869751 = -1517581.832572 nChanged 45 SP:Iteration 47Q (2052.997610 sec): 3 clusters Score: Raw -1520728.411675 + Penalty 3140.869751 = -1517587.541924 nChanged 51 SP:Iteration 48Q (2053.073137 sec): 3 clusters Score: Raw -1520736.049565 + Penalty 3140.869751 = -1517595.179814 nChanged 56 SP:Iteration 49Q (2053.147112 sec): 3 clusters Score: Raw -1520743.846321 + Penalty 3140.869751 = -1517602.976569 nChanged 63 SP:Iteration 50Q (2053.231894 sec): 3 clusters Score: Raw -1520753.019808 + Penalty 3140.869751 = -1517612.150057 nChanged 59 SP:Iteration 51Q (2053.302299 sec): 3 clusters Score: Raw -1520760.826109 + Penalty 3140.869751 = -1517619.956358 nChanged 58 SP:Iteration 52Q (2053.380320 sec): 3 clusters Score: Raw -1520769.081052 + Penalty 3140.869751 = -1517628.211301 nChanged 66 SP:Iteration 53Q (2053.442613 sec): 3 clusters Score: Raw -1520779.111931 + Penalty 3140.869751 = -1517638.242180 nChanged 65 SP:Iteration 54Q (2053.521932 sec): 3 clusters Score: Raw -1520789.979833 + Penalty 3140.869751 = -1517649.110081 nChanged 60 SP:Iteration 55Q (2053.598265 sec): 3 clusters Score: Raw -1520800.300755 + Penalty 3140.869751 = -1517659.431004 nChanged 68 SP:Iteration 56Q (2053.669036 sec): 3 clusters Score: Raw -1520814.058073 + Penalty 3140.869751 = -1517673.188321 nChanged 86 SP:Iteration 57Q (2053.739909 sec): 3 clusters Score: Raw -1520831.204402 + Penalty 3140.869751 = -1517690.334651 nChanged 87 SP:Iteration 58Q (2053.821194 sec): 3 clusters Score: Raw -1520850.978006 + Penalty 3140.869751 = -1517710.108255 nChanged 108 SP:Iteration 59Q (2053.890683 sec): 3 clusters Score: Raw -1520872.884899 + Penalty 3140.869751 = -1517732.015148 nChanged 91 SP:Iteration 60F (2053.958061 sec): 3 clusters Score: Raw -1520891.211075 + Penalty 3140.869751 = -1517750.341324 nChanged 90 SP:Iteration 61Q (2054.028521 sec): 3 clusters Score: Raw -1520910.230591 + Penalty 3140.869751 = -1517769.360840 nChanged 98 SP:Iteration 62Q (2054.098299 sec): 3 clusters Score: Raw -1520934.166574 + Penalty 3140.869751 = -1517793.296823 nChanged 111 SP:Iteration 63Q (2054.165218 sec): 3 clusters Score: Raw -1520961.351390 + Penalty 3140.869751 = -1517820.481639 nChanged 120 SP:Iteration 64Q (2054.232143 sec): 3 clusters Score: Raw -1521000.780674 + Penalty 3140.869751 = -1517859.910923 nChanged 136 SP:Iteration 65Q (2054.308227 sec): 3 clusters Score: Raw -1521052.110592 + Penalty 3140.869751 = -1517911.240841 nChanged 143 SP:Iteration 66Q (2054.382391 sec): 3 clusters Score: Raw -1521114.823903 + Penalty 3140.869751 = -1517973.954152 nChanged 150 SP:Iteration 67Q (2054.453872 sec): 3 clusters Score: Raw -1521188.737173 + Penalty 3140.869751 = -1518047.867422 nChanged 165 SP:Iteration 68Q (2054.525228 sec): 3 clusters Score: Raw -1521270.320192 + Penalty 3140.869751 = -1518129.450440 nChanged 167 SP:Iteration 69Q (2054.598197 sec): 3 clusters Score: Raw -1521366.762524 + Penalty 3140.869751 = -1518225.892773 nChanged 169 SP:Iteration 70Q (2054.656579 sec): 3 clusters Score: Raw -1521469.835047 + Penalty 3140.869751 = -1518328.965296 nChanged 163 SP:Iteration 71Q (2054.733303 sec): 3 clusters Score: Raw -1521571.606444 + Penalty 3140.869751 = -1518430.736692 nChanged 160 SP:Iteration 72Q (2054.803774 sec): 3 clusters Score: Raw -1521689.058833 + Penalty 3140.869751 = -1518548.189081 nChanged 147 SP:Iteration 73Q (2054.881669 sec): 3 clusters Score: Raw -1521767.296288 + Penalty 3140.869751 = -1518626.426536 nChanged 130 SP:Iteration 74Q (2054.947496 sec): 3 clusters Score: Raw -1521835.500209 + Penalty 3140.869751 = -1518694.630457 nChanged 128 SP:Iteration 75Q (2055.036328 sec): 3 clusters Score: Raw -1521882.906515 + Penalty 3140.869751 = -1518742.036764 nChanged 100 SP:Iteration 76Q (2055.113065 sec): 3 clusters Score: Raw -1521911.681536 + Penalty 3140.869751 = -1518770.811785 nChanged 79 SP:Iteration 77Q (2055.191509 sec): 3 clusters Score: Raw -1521935.944056 + Penalty 3140.869751 = -1518795.074305 nChanged 67 SP:Iteration 78Q (2055.266167 sec): 3 clusters Score: Raw -1521951.837430 + Penalty 3140.869751 = -1518810.967679 nChanged 56 SP:Iteration 79Q (2055.330791 sec): 3 clusters Score: Raw -1521964.154222 + Penalty 3140.869751 = -1518823.284471 nChanged 46 SP:Iteration 80F (2055.403443 sec): 3 clusters Score: Raw -1521973.842837 + Penalty 3140.869751 = -1518832.973085 nChanged 47 SP:Iteration 81Q (2055.479147 sec): 3 clusters Score: Raw -1521984.060695 + Penalty 3140.869751 = -1518843.190943 nChanged 41 SP:Iteration 82Q (2055.552580 sec): 3 clusters Score: Raw -1521991.723878 + Penalty 3140.869751 = -1518850.854127 nChanged 43 SP:Iteration 83Q (2055.627027 sec): 3 clusters Score: Raw -1522000.396649 + Penalty 3140.869751 = -1518859.526898 nChanged 42 SP:Iteration 84Q (2055.695578 sec): 3 clusters Score: Raw -1522007.454097 + Penalty 3140.869751 = -1518866.584346 nChanged 40 SP:Iteration 85Q (2055.751588 sec): 3 clusters Score: Raw -1522013.305161 + Penalty 3140.869751 = -1518872.435410 nChanged 32 SP:Iteration 86Q (2055.821509 sec): 3 clusters Score: Raw -1522019.199570 + Penalty 3140.869751 = -1518878.329818 nChanged 25 SP:Iteration 87Q (2055.897755 sec): 3 clusters Score: Raw -1522022.769288 + Penalty 3140.869751 = -1518881.899537 nChanged 24 SP:Iteration 88Q (2055.957598 sec): 3 clusters Score: Raw -1522026.248541 + Penalty 3140.869751 = -1518885.378790 nChanged 25 SP:Iteration 89Q (2056.026501 sec): 3 clusters Score: Raw -1522031.340497 + Penalty 3140.869751 = -1518890.470745 nChanged 27 SP:Iteration 90Q (2056.098528 sec): 3 clusters Score: Raw -1522035.429718 + Penalty 3140.869751 = -1518894.559967 nChanged 23 SP:Iteration 91Q (2056.176651 sec): 3 clusters Score: Raw -1522038.103363 + Penalty 3140.869751 = -1518897.233612 nChanged 16 SP:Iteration 92Q (2056.246297 sec): 3 clusters Score: Raw -1522040.230656 + Penalty 3140.869751 = -1518899.360904 nChanged 15 SP:Iteration 93Q (2056.309081 sec): 3 clusters Score: Raw -1522041.908407 + Penalty 3140.869751 = -1518901.038656 nChanged 13 SP:Iteration 94Q (2056.384437 sec): 3 clusters Score: Raw -1522043.347775 + Penalty 3140.869751 = -1518902.478023 nChanged 13 SP:Iteration 95Q (2056.457246 sec): 3 clusters Score: Raw -1522046.012505 + Penalty 3140.869751 = -1518905.142754 nChanged 26 SP:Iteration 96Q (2056.524026 sec): 3 clusters Score: Raw -1522051.673786 + Penalty 3140.869751 = -1518910.804034 nChanged 23 SP:Iteration 97Q (2056.596776 sec): 3 clusters Score: Raw -1522056.765557 + Penalty 3140.869751 = -1518915.895805 nChanged 25 SP:Iteration 98Q (2056.670503 sec): 3 clusters Score: Raw -1522062.670606 + Penalty 3140.869751 = -1518921.800855 nChanged 32 SP:Iteration 99Q (2056.744205 sec): 3 clusters Score: Raw -1522068.172756 + Penalty 3140.869751 = -1518927.303005 nChanged 20 SP:Iteration 100F (2056.819797 sec): 3 clusters Score: Raw -1522071.795366 + Penalty 3140.869751 = -1518930.925615 nChanged 24 SP:Iteration 101Q (2056.886775 sec): 3 clusters Score: Raw -1522075.510960 + Penalty 3140.869751 = -1518934.641209 nChanged 17 SP:Iteration 102Q (2056.962101 sec): 3 clusters Score: Raw -1522078.754675 + Penalty 3140.869751 = -1518937.884924 nChanged 23 SP:Iteration 103Q (2057.030378 sec): 3 clusters Score: Raw -1522083.231908 + Penalty 3140.869751 = -1518942.362157 nChanged 22 SP:Iteration 104Q (2057.108807 sec): 3 clusters Score: Raw -1522086.723662 + Penalty 3140.869751 = -1518945.853911 nChanged 22 SP:Iteration 105Q (2057.166571 sec): 3 clusters Score: Raw -1522089.971644 + Penalty 3140.869751 = -1518949.101892 nChanged 22 SP:Iteration 106Q (2057.251896 sec): 3 clusters Score: Raw -1522092.404267 + Penalty 3140.869751 = -1518951.534516 nChanged 14 SP:Iteration 107Q (2057.321379 sec): 3 clusters Score: Raw -1522094.058512 + Penalty 3140.869751 = -1518953.188761 nChanged 12 SP:Iteration 108Q (2057.387599 sec): 3 clusters Score: Raw -1522095.265592 + Penalty 3140.869751 = -1518954.395841 nChanged 8 SP:Iteration 109Q (2057.455985 sec): 3 clusters Score: Raw -1522096.122876 + Penalty 3140.869751 = -1518955.253125 nChanged 8 SP:Iteration 110Q (2057.527873 sec): 3 clusters Score: Raw -1522096.729639 + Penalty 3140.869751 = -1518955.859888 nChanged 5 SP:Iteration 111Q (2057.595007 sec): 3 clusters Score: Raw -1522097.069619 + Penalty 3140.869751 = -1518956.199868 nChanged 4 SP:Iteration 112Q (2057.665476 sec): 3 clusters Score: Raw -1522097.493326 + Penalty 3140.869751 = -1518956.623574 nChanged 2 SP:Iteration 113Q (2057.737036 sec): 3 clusters Score: Raw -1522097.632222 + Penalty 3140.869751 = -1518956.762470 nChanged 0 SP:Iteration 114F (2057.811155 sec): 3 clusters Score: Raw -1522097.632222 + Penalty 3140.869751 = -1518956.762470 nChanged 0 Trying to split cluster 13 (5918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2057.843042 sec): 2 clusters Score: Raw -509473.707039 + Penalty 1411.434998 = -508062.272041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2057.900541 sec): 3 clusters Score: Raw -506379.544303 + Penalty 2822.869996 = -503556.674307 nChanged 2458 SP:Iteration 1F (2057.961466 sec): 3 clusters Score: Raw -507822.375996 + Penalty 2822.869996 = -504999.506001 nChanged 458 SP:Iteration 2F (2058.011986 sec): 3 clusters Score: Raw -508123.657659 + Penalty 2822.869996 = -505300.787664 nChanged 380 SP:Iteration 3F (2058.070267 sec): 3 clusters Score: Raw -508372.010228 + Penalty 2822.869996 = -505549.140232 nChanged 345 SP:Iteration 4F (2058.128725 sec): 3 clusters Score: Raw -508654.884277 + Penalty 2822.869996 = -505832.014281 nChanged 379 SP:Iteration 5F (2058.176695 sec): 3 clusters Score: Raw -508949.672985 + Penalty 2822.869996 = -506126.802989 nChanged 371 SP:Iteration 6F (2058.231318 sec): 3 clusters Score: Raw -509207.991900 + Penalty 2822.869996 = -506385.121905 nChanged 331 SP:Iteration 7F (2058.288782 sec): 3 clusters Score: Raw -509429.347795 + Penalty 2822.869996 = -506606.477799 nChanged 279 SP:Iteration 8Q (2058.349329 sec): 3 clusters Score: Raw -509628.706035 + Penalty 2822.869996 = -506805.836039 nChanged 275 SP:Iteration 9Q (2058.397044 sec): 3 clusters Score: Raw -509822.039227 + Penalty 2822.869996 = -506999.169231 nChanged 224 SP:Iteration 10Q (2058.456215 sec): 3 clusters Score: Raw -509970.056378 + Penalty 2822.869996 = -507147.186382 nChanged 183 SP:Iteration 11Q (2058.521409 sec): 3 clusters Score: Raw -510076.357643 + Penalty 2822.869996 = -507253.487648 nChanged 139 SP:Iteration 12Q (2058.574290 sec): 3 clusters Score: Raw -510159.122978 + Penalty 2822.869996 = -507336.252982 nChanged 118 SP:Iteration 13Q (2058.629405 sec): 3 clusters Score: Raw -510217.237846 + Penalty 2822.869996 = -507394.367851 nChanged 93 SP:Iteration 14Q (2058.685821 sec): 3 clusters Score: Raw -510255.529387 + Penalty 2822.869996 = -507432.659391 nChanged 62 SP:Iteration 15Q (2058.736843 sec): 3 clusters Score: Raw -510277.903263 + Penalty 2822.869996 = -507455.033267 nChanged 54 SP:Iteration 16Q (2058.797059 sec): 3 clusters Score: Raw -510298.204971 + Penalty 2822.869996 = -507475.334976 nChanged 44 SP:Iteration 17Q (2058.853255 sec): 3 clusters Score: Raw -510312.883866 + Penalty 2822.869996 = -507490.013871 nChanged 32 SP:Iteration 18Q (2058.918439 sec): 3 clusters Score: Raw -510325.277072 + Penalty 2822.869996 = -507502.407076 nChanged 34 SP:Iteration 19Q (2058.968401 sec): 3 clusters Score: Raw -510337.262326 + Penalty 2822.869996 = -507514.392330 nChanged 28 SP:Iteration 20F (2059.031289 sec): 3 clusters Score: Raw -510345.657642 + Penalty 2822.869996 = -507522.787646 nChanged 20 SP:Iteration 21Q (2059.090425 sec): 3 clusters Score: Raw -510351.177070 + Penalty 2822.869996 = -507528.307075 nChanged 20 SP:Iteration 22Q (2059.138239 sec): 3 clusters Score: Raw -510356.271356 + Penalty 2822.869996 = -507533.401360 nChanged 14 SP:Iteration 23Q (2059.199025 sec): 3 clusters Score: Raw -510360.134979 + Penalty 2822.869996 = -507537.264984 nChanged 21 SP:Iteration 24Q (2059.244781 sec): 3 clusters Score: Raw -510367.555243 + Penalty 2822.869996 = -507544.685248 nChanged 30 SP:Iteration 25Q (2059.304998 sec): 3 clusters Score: Raw -510377.460878 + Penalty 2822.869996 = -507554.590882 nChanged 25 SP:Iteration 26Q (2059.350768 sec): 3 clusters Score: Raw -510384.396933 + Penalty 2822.869996 = -507561.526937 nChanged 18 SP:Iteration 27Q (2059.407163 sec): 3 clusters Score: Raw -510390.331480 + Penalty 2822.869996 = -507567.461484 nChanged 15 SP:Iteration 28Q (2059.464925 sec): 3 clusters Score: Raw -510394.513428 + Penalty 2822.869996 = -507571.643432 nChanged 15 SP:Iteration 29Q (2059.510178 sec): 3 clusters Score: Raw -510398.556297 + Penalty 2822.869996 = -507575.686301 nChanged 12 SP:Iteration 30Q (2059.573430 sec): 3 clusters Score: Raw -510402.129933 + Penalty 2822.869996 = -507579.259938 nChanged 16 SP:Iteration 31Q (2059.616210 sec): 3 clusters Score: Raw -510408.623091 + Penalty 2822.869996 = -507585.753095 nChanged 11 SP:Iteration 32Q (2059.668111 sec): 3 clusters Score: Raw -510412.398343 + Penalty 2822.869996 = -507589.528347 nChanged 5 SP:Iteration 33Q (2059.735900 sec): 3 clusters Score: Raw -510413.287782 + Penalty 2822.869996 = -507590.417786 nChanged 1 SP:Iteration 34Q (2059.795483 sec): 3 clusters Score: Raw -510413.494013 + Penalty 2822.869996 = -507590.624017 nChanged 2 SP:Iteration 35Q (2059.841308 sec): 3 clusters Score: Raw -510413.820419 + Penalty 2822.869996 = -507590.950423 nChanged 0 SP:Iteration 36F (2059.909016 sec): 3 clusters Score: Raw -510413.820419 + Penalty 2822.869996 = -507590.950423 nChanged 0 Trying to split cluster 14 (4365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2059.939840 sec): 2 clusters Score: Raw -412276.974484 + Penalty 1361.973189 = -410915.001296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2059.991483 sec): 3 clusters Score: Raw -410024.678157 + Penalty 2723.946377 = -407300.731780 nChanged 1754 SP:Iteration 1F (2060.045954 sec): 3 clusters Score: Raw -411046.251771 + Penalty 2723.946377 = -408322.305394 nChanged 340 SP:Iteration 2F (2060.103486 sec): 3 clusters Score: Raw -411232.016208 + Penalty 2723.946377 = -408508.069831 nChanged 215 SP:Iteration 3Q (2060.144143 sec): 3 clusters Score: Raw -411341.259476 + Penalty 2723.946377 = -408617.313099 nChanged 171 SP:Iteration 4Q (2060.197943 sec): 3 clusters Score: Raw -411434.477959 + Penalty 2723.946377 = -408710.531582 nChanged 151 SP:Iteration 5Q (2060.253844 sec): 3 clusters Score: Raw -411511.271180 + Penalty 2723.946377 = -408787.324802 nChanged 131 SP:Iteration 6Q (2060.315563 sec): 3 clusters Score: Raw -411574.053600 + Penalty 2723.946377 = -408850.107223 nChanged 104 SP:Iteration 7Q (2060.358203 sec): 3 clusters Score: Raw -411629.817632 + Penalty 2723.946377 = -408905.871255 nChanged 107 SP:Iteration 8Q (2060.416571 sec): 3 clusters Score: Raw -411678.226345 + Penalty 2723.946377 = -408954.279968 nChanged 88 SP:Iteration 9Q (2060.464219 sec): 3 clusters Score: Raw -411721.143954 + Penalty 2723.946377 = -408997.197577 nChanged 76 SP:Iteration 10Q (2060.515820 sec): 3 clusters Score: Raw -411759.311368 + Penalty 2723.946377 = -409035.364991 nChanged 71 SP:Iteration 11Q (2060.579239 sec): 3 clusters Score: Raw -411796.407679 + Penalty 2723.946377 = -409072.461302 nChanged 70 SP:Iteration 12Q (2060.634432 sec): 3 clusters Score: Raw -411829.288166 + Penalty 2723.946377 = -409105.341789 nChanged 66 SP:Iteration 13Q (2060.682232 sec): 3 clusters Score: Raw -411862.817130 + Penalty 2723.946377 = -409138.870753 nChanged 58 SP:Iteration 14Q (2060.744424 sec): 3 clusters Score: Raw -411895.771821 + Penalty 2723.946377 = -409171.825444 nChanged 75 SP:Iteration 15Q (2060.796683 sec): 3 clusters Score: Raw -411930.487467 + Penalty 2723.946377 = -409206.541090 nChanged 60 SP:Iteration 16Q (2060.843972 sec): 3 clusters Score: Raw -411958.667024 + Penalty 2723.946377 = -409234.720647 nChanged 60 SP:Iteration 17Q (2060.901351 sec): 3 clusters Score: Raw -411995.506565 + Penalty 2723.946377 = -409271.560188 nChanged 81 SP:Iteration 18Q (2060.954028 sec): 3 clusters Score: Raw -412033.718206 + Penalty 2723.946377 = -409309.771829 nChanged 70 SP:Iteration 19Q (2061.017455 sec): 3 clusters Score: Raw -412065.516924 + Penalty 2723.946377 = -409341.570547 nChanged 68 SP:Iteration 20F (2061.074847 sec): 3 clusters Score: Raw -412095.838282 + Penalty 2723.946377 = -409371.891905 nChanged 46 SP:Iteration 21Q (2061.117974 sec): 3 clusters Score: Raw -412116.021694 + Penalty 2723.946377 = -409392.075317 nChanged 39 SP:Iteration 22Q (2061.180599 sec): 3 clusters Score: Raw -412134.583335 + Penalty 2723.946377 = -409410.636958 nChanged 38 SP:Iteration 23Q (2061.239756 sec): 3 clusters Score: Raw -412155.423610 + Penalty 2723.946377 = -409431.477233 nChanged 45 SP:Iteration 24Q (2061.288190 sec): 3 clusters Score: Raw -412174.743530 + Penalty 2723.946377 = -409450.797153 nChanged 38 SP:Iteration 25Q (2061.338981 sec): 3 clusters Score: Raw -412193.003941 + Penalty 2723.946377 = -409469.057564 nChanged 38 SP:Iteration 26Q (2061.380123 sec): 3 clusters Score: Raw -412209.747800 + Penalty 2723.946377 = -409485.801423 nChanged 34 SP:Iteration 27Q (2061.441677 sec): 3 clusters Score: Raw -412221.937516 + Penalty 2723.946377 = -409497.991139 nChanged 19 SP:Iteration 28Q (2061.489107 sec): 3 clusters Score: Raw -412230.169748 + Penalty 2723.946377 = -409506.223371 nChanged 25 SP:Iteration 29Q (2061.542637 sec): 3 clusters Score: Raw -412239.740385 + Penalty 2723.946377 = -409515.794008 nChanged 21 SP:Iteration 30Q (2061.602476 sec): 3 clusters Score: Raw -412246.130675 + Penalty 2723.946377 = -409522.184298 nChanged 12 SP:Iteration 31Q (2061.646644 sec): 3 clusters Score: Raw -412251.610426 + Penalty 2723.946377 = -409527.664049 nChanged 15 SP:Iteration 32Q (2061.700793 sec): 3 clusters Score: Raw -412256.949106 + Penalty 2723.946377 = -409533.002728 nChanged 12 SP:Iteration 33Q (2061.758997 sec): 3 clusters Score: Raw -412261.211773 + Penalty 2723.946377 = -409537.265396 nChanged 11 SP:Iteration 34Q (2061.800593 sec): 3 clusters Score: Raw -412265.018564 + Penalty 2723.946377 = -409541.072187 nChanged 12 SP:Iteration 35Q (2061.852201 sec): 3 clusters Score: Raw -412268.672093 + Penalty 2723.946377 = -409544.725716 nChanged 7 SP:Iteration 36Q (2061.917179 sec): 3 clusters Score: Raw -412270.795212 + Penalty 2723.946377 = -409546.848835 nChanged 6 SP:Iteration 37Q (2061.971194 sec): 3 clusters Score: Raw -412272.247585 + Penalty 2723.946377 = -409548.301208 nChanged 6 SP:Iteration 38Q (2062.016759 sec): 3 clusters Score: Raw -412273.933816 + Penalty 2723.946377 = -409549.987439 nChanged 2 SP:Iteration 39Q (2062.083133 sec): 3 clusters Score: Raw -412274.771305 + Penalty 2723.946377 = -409550.824928 nChanged 5 SP:Iteration 40F (2062.134742 sec): 3 clusters Score: Raw -412277.088406 + Penalty 2723.946377 = -409553.142029 nChanged 8 SP:Iteration 41Q (2062.175030 sec): 3 clusters Score: Raw -412279.445891 + Penalty 2723.946377 = -409555.499514 nChanged 6 SP:Iteration 42Q (2062.224575 sec): 3 clusters Score: Raw -412280.588506 + Penalty 2723.946377 = -409556.642129 nChanged 4 SP:Iteration 43Q (2062.276129 sec): 3 clusters Score: Raw -412281.299363 + Penalty 2723.946377 = -409557.352986 nChanged 1 SP:Iteration 44Q (2062.326351 sec): 3 clusters Score: Raw -412281.477658 + Penalty 2723.946377 = -409557.531281 nChanged 1 SP:Iteration 45Q (2062.377611 sec): 3 clusters Score: Raw -412281.769826 + Penalty 2723.946377 = -409557.823449 nChanged 1 SP:Iteration 46Q (2062.442266 sec): 3 clusters Score: Raw -412281.860541 + Penalty 2723.946377 = -409557.914164 nChanged 1 SP:Iteration 47Q (2062.495591 sec): 3 clusters Score: Raw -412281.915094 + Penalty 2723.946377 = -409557.968717 nChanged 0 SP:Iteration 48F (2062.546932 sec): 3 clusters Score: Raw -412281.915094 + Penalty 2723.946377 = -409557.968717 nChanged 0 Trying to split cluster 15 (33022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2062.613110 sec): 2 clusters Score: Raw -3035823.288771 + Penalty 1690.801009 = -3034132.487762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2062.722055 sec): 3 clusters Score: Raw -3015231.970726 + Penalty 3381.602018 = -3011850.368708 nChanged 15302 SP:Iteration 1F (2062.817742 sec): 3 clusters Score: Raw -3023961.042577 + Penalty 3381.602018 = -3020579.440559 nChanged 1720 SP:Iteration 2F (2062.919736 sec): 3 clusters Score: Raw -3024636.766166 + Penalty 3381.602018 = -3021255.164148 nChanged 1755 SP:Iteration 3F (2063.017589 sec): 3 clusters Score: Raw -3025424.652573 + Penalty 3381.602018 = -3022043.050555 nChanged 1742 SP:Iteration 4F (2063.131526 sec): 3 clusters Score: Raw -3026299.852371 + Penalty 3381.602018 = -3022918.250354 nChanged 1789 SP:Iteration 5F (2063.239155 sec): 3 clusters Score: Raw -3027328.881830 + Penalty 3381.602018 = -3023947.279813 nChanged 1853 SP:Iteration 6F (2063.337881 sec): 3 clusters Score: Raw -3028439.856697 + Penalty 3381.602018 = -3025058.254679 nChanged 1736 SP:Iteration 7F (2063.451116 sec): 3 clusters Score: Raw -3029566.388074 + Penalty 3381.602018 = -3026184.786056 nChanged 1720 SP:Iteration 8F (2063.564202 sec): 3 clusters Score: Raw -3030746.328823 + Penalty 3381.602018 = -3027364.726805 nChanged 1627 SP:Iteration 9Q (2063.684779 sec): 3 clusters Score: Raw -3031876.405682 + Penalty 3381.602018 = -3028494.803665 nChanged 1437 SP:Iteration 10Q (2063.788824 sec): 3 clusters Score: Raw -3032907.838962 + Penalty 3381.602018 = -3029526.236944 nChanged 1285 SP:Iteration 11Q (2063.907975 sec): 3 clusters Score: Raw -3033877.688821 + Penalty 3381.602018 = -3030496.086803 nChanged 1012 SP:Iteration 12Q (2063.995462 sec): 3 clusters Score: Raw -3034642.412986 + Penalty 3381.602018 = -3031260.810969 nChanged 704 SP:Iteration 13Q (2064.086711 sec): 3 clusters Score: Raw -3035155.921573 + Penalty 3381.602018 = -3031774.319555 nChanged 479 SP:Iteration 14Q (2064.185625 sec): 3 clusters Score: Raw -3035508.362573 + Penalty 3381.602018 = -3032126.760555 nChanged 277 SP:Iteration 15Q (2064.269853 sec): 3 clusters Score: Raw -3035702.984405 + Penalty 3381.602018 = -3032321.382387 nChanged 169 SP:Iteration 16Q (2064.358989 sec): 3 clusters Score: Raw -3035832.357079 + Penalty 3381.602018 = -3032450.755062 nChanged 107 SP:Iteration 17Q (2064.448942 sec): 3 clusters Score: Raw -3035906.884945 + Penalty 3381.602018 = -3032525.282928 nChanged 72 SP:Iteration 18Q (2064.540337 sec): 3 clusters Score: Raw -3035956.529224 + Penalty 3381.602018 = -3032574.927206 nChanged 44 SP:Iteration 19Q (2064.635210 sec): 3 clusters Score: Raw -3036000.509790 + Penalty 3381.602018 = -3032618.907773 nChanged 38 SP:Iteration 20F (2064.734099 sec): 3 clusters Score: Raw -3036035.657142 + Penalty 3381.602018 = -3032654.055124 nChanged 36 SP:Iteration 21Q (2064.819114 sec): 3 clusters Score: Raw -3036062.372837 + Penalty 3381.602018 = -3032680.770820 nChanged 21 SP:Iteration 22Q (2064.921112 sec): 3 clusters Score: Raw -3036078.005290 + Penalty 3381.602018 = -3032696.403273 nChanged 12 SP:Iteration 23Q (2065.014249 sec): 3 clusters Score: Raw -3036085.415759 + Penalty 3381.602018 = -3032703.813742 nChanged 5 SP:Iteration 24Q (2065.114689 sec): 3 clusters Score: Raw -3036089.150938 + Penalty 3381.602018 = -3032707.548920 nChanged 5 SP:Iteration 25Q (2065.212545 sec): 3 clusters Score: Raw -3036091.556401 + Penalty 3381.602018 = -3032709.954384 nChanged 4 SP:Iteration 26Q (2065.303761 sec): 3 clusters Score: Raw -3036092.690897 + Penalty 3381.602018 = -3032711.088879 nChanged 2 SP:Iteration 27Q (2065.403208 sec): 3 clusters Score: Raw -3036093.697245 + Penalty 3381.602018 = -3032712.095227 nChanged 1 SP:Iteration 28Q (2065.499155 sec): 3 clusters Score: Raw -3036094.054670 + Penalty 3381.602018 = -3032712.452652 nChanged 0 SP:Iteration 29F (2065.592669 sec): 3 clusters Score: Raw -3036094.054670 + Penalty 3381.602018 = -3032712.452652 nChanged 0 Trying to split cluster 16 (11353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2065.633078 sec): 2 clusters Score: Raw -1071009.751138 + Penalty 1517.301062 = -1069492.450076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2065.703650 sec): 3 clusters Score: Raw -1064487.377752 + Penalty 3034.602124 = -1061452.775628 nChanged 4930 SP:Iteration 1F (2065.762276 sec): 3 clusters Score: Raw -1067068.632372 + Penalty 3034.602124 = -1064034.030248 nChanged 626 SP:Iteration 2F (2065.830982 sec): 3 clusters Score: Raw -1067299.927845 + Penalty 3034.602124 = -1064265.325721 nChanged 501 SP:Iteration 3Q (2065.883942 sec): 3 clusters Score: Raw -1067487.743620 + Penalty 3034.602124 = -1064453.141496 nChanged 423 SP:Iteration 4Q (2065.950687 sec): 3 clusters Score: Raw -1067648.383354 + Penalty 3034.602124 = -1064613.781230 nChanged 399 SP:Iteration 5Q (2066.021505 sec): 3 clusters Score: Raw -1067795.005312 + Penalty 3034.602124 = -1064760.403188 nChanged 368 SP:Iteration 6Q (2066.096316 sec): 3 clusters Score: Raw -1067936.118647 + Penalty 3034.602124 = -1064901.516523 nChanged 388 SP:Iteration 7Q (2066.171844 sec): 3 clusters Score: Raw -1068078.043836 + Penalty 3034.602124 = -1065043.441712 nChanged 395 SP:Iteration 8Q (2066.227213 sec): 3 clusters Score: Raw -1068234.696190 + Penalty 3034.602124 = -1065200.094066 nChanged 386 SP:Iteration 9Q (2066.295677 sec): 3 clusters Score: Raw -1068397.674455 + Penalty 3034.602124 = -1065363.072331 nChanged 401 SP:Iteration 10Q (2066.372241 sec): 3 clusters Score: Raw -1068575.517626 + Penalty 3034.602124 = -1065540.915501 nChanged 431 SP:Iteration 11Q (2066.443971 sec): 3 clusters Score: Raw -1068796.880570 + Penalty 3034.602124 = -1065762.278446 nChanged 481 SP:Iteration 12Q (2066.510278 sec): 3 clusters Score: Raw -1069089.175274 + Penalty 3034.602124 = -1066054.573150 nChanged 505 SP:Iteration 13Q (2066.563903 sec): 3 clusters Score: Raw -1069431.960004 + Penalty 3034.602124 = -1066397.357879 nChanged 538 SP:Iteration 14Q (2066.642596 sec): 3 clusters Score: Raw -1069778.819268 + Penalty 3034.602124 = -1066744.217144 nChanged 488 SP:Iteration 15Q (2066.711163 sec): 3 clusters Score: Raw -1070094.372500 + Penalty 3034.602124 = -1067059.770376 nChanged 449 SP:Iteration 16Q (2066.768041 sec): 3 clusters Score: Raw -1070372.306940 + Penalty 3034.602124 = -1067337.704816 nChanged 361 SP:Iteration 17Q (2066.831030 sec): 3 clusters Score: Raw -1070594.248041 + Penalty 3034.602124 = -1067559.645917 nChanged 309 SP:Iteration 18Q (2066.903311 sec): 3 clusters Score: Raw -1070783.892149 + Penalty 3034.602124 = -1067749.290025 nChanged 268 SP:Iteration 19Q (2066.960510 sec): 3 clusters Score: Raw -1070936.216191 + Penalty 3034.602124 = -1067901.614067 nChanged 204 SP:Iteration 20F (2067.027660 sec): 3 clusters Score: Raw -1071020.549838 + Penalty 3034.602124 = -1067985.947714 nChanged 147 SP:Iteration 21Q (2067.103159 sec): 3 clusters Score: Raw -1071076.507156 + Penalty 3034.602124 = -1068041.905032 nChanged 136 SP:Iteration 22Q (2067.159755 sec): 3 clusters Score: Raw -1071128.323366 + Penalty 3034.602124 = -1068093.721242 nChanged 119 SP:Iteration 23Q (2067.231662 sec): 3 clusters Score: Raw -1071166.322008 + Penalty 3034.602124 = -1068131.719884 nChanged 85 SP:Iteration 24Q (2067.301522 sec): 3 clusters Score: Raw -1071188.308343 + Penalty 3034.602124 = -1068153.706219 nChanged 77 SP:Iteration 25Q (2067.357172 sec): 3 clusters Score: Raw -1071207.181511 + Penalty 3034.602124 = -1068172.579387 nChanged 70 SP:Iteration 26Q (2067.424150 sec): 3 clusters Score: Raw -1071223.755816 + Penalty 3034.602124 = -1068189.153691 nChanged 55 SP:Iteration 27Q (2067.493704 sec): 3 clusters Score: Raw -1071235.522846 + Penalty 3034.602124 = -1068200.920722 nChanged 49 SP:Iteration 28Q (2067.556210 sec): 3 clusters Score: Raw -1071244.784368 + Penalty 3034.602124 = -1068210.182244 nChanged 41 SP:Iteration 29Q (2067.624149 sec): 3 clusters Score: Raw -1071251.387342 + Penalty 3034.602124 = -1068216.785218 nChanged 43 SP:Iteration 30Q (2067.692709 sec): 3 clusters Score: Raw -1071257.456232 + Penalty 3034.602124 = -1068222.854108 nChanged 31 SP:Iteration 31Q (2067.765575 sec): 3 clusters Score: Raw -1071262.644222 + Penalty 3034.602124 = -1068228.042098 nChanged 28 SP:Iteration 32Q (2067.834953 sec): 3 clusters Score: Raw -1071266.153389 + Penalty 3034.602124 = -1068231.551265 nChanged 19 SP:Iteration 33Q (2067.890713 sec): 3 clusters Score: Raw -1071268.392269 + Penalty 3034.602124 = -1068233.790145 nChanged 17 SP:Iteration 34Q (2067.956953 sec): 3 clusters Score: Raw -1071270.867768 + Penalty 3034.602124 = -1068236.265644 nChanged 16 SP:Iteration 35Q (2068.019104 sec): 3 clusters Score: Raw -1071272.898357 + Penalty 3034.602124 = -1068238.296233 nChanged 18 SP:Iteration 36Q (2068.085213 sec): 3 clusters Score: Raw -1071274.789760 + Penalty 3034.602124 = -1068240.187636 nChanged 13 SP:Iteration 37Q (2068.134829 sec): 3 clusters Score: Raw -1071276.448830 + Penalty 3034.602124 = -1068241.846706 nChanged 15 SP:Iteration 38Q (2068.205289 sec): 3 clusters Score: Raw -1071278.091284 + Penalty 3034.602124 = -1068243.489160 nChanged 12 SP:Iteration 39Q (2068.269879 sec): 3 clusters Score: Raw -1071279.935527 + Penalty 3034.602124 = -1068245.333403 nChanged 16 SP:Iteration 40F (2068.336188 sec): 3 clusters Score: Raw -1071282.644316 + Penalty 3034.602124 = -1068248.042192 nChanged 14 SP:Iteration 41Q (2068.387595 sec): 3 clusters Score: Raw -1071284.847698 + Penalty 3034.602124 = -1068250.245574 nChanged 18 SP:Iteration 42Q (2068.450083 sec): 3 clusters Score: Raw -1071287.627002 + Penalty 3034.602124 = -1068253.024878 nChanged 12 SP:Iteration 43Q (2068.518013 sec): 3 clusters Score: Raw -1071289.297414 + Penalty 3034.602124 = -1068254.695289 nChanged 14 SP:Iteration 44Q (2068.579712 sec): 3 clusters Score: Raw -1071291.152080 + Penalty 3034.602124 = -1068256.549956 nChanged 13 SP:Iteration 45Q (2068.654410 sec): 3 clusters Score: Raw -1071292.690077 + Penalty 3034.602124 = -1068258.087952 nChanged 10 SP:Iteration 46Q (2068.721380 sec): 3 clusters Score: Raw -1071293.924428 + Penalty 3034.602124 = -1068259.322304 nChanged 8 SP:Iteration 47Q (2068.782051 sec): 3 clusters Score: Raw -1071294.723222 + Penalty 3034.602124 = -1068260.121098 nChanged 8 SP:Iteration 48Q (2068.844301 sec): 3 clusters Score: Raw -1071295.732511 + Penalty 3034.602124 = -1068261.130387 nChanged 11 SP:Iteration 49Q (2068.907355 sec): 3 clusters Score: Raw -1071296.694577 + Penalty 3034.602124 = -1068262.092453 nChanged 8 SP:Iteration 50Q (2068.965911 sec): 3 clusters Score: Raw -1071297.733842 + Penalty 3034.602124 = -1068263.131718 nChanged 7 SP:Iteration 51Q (2069.029761 sec): 3 clusters Score: Raw -1071298.287643 + Penalty 3034.602124 = -1068263.685518 nChanged 4 SP:Iteration 52Q (2069.079724 sec): 3 clusters Score: Raw -1071298.790656 + Penalty 3034.602124 = -1068264.188532 nChanged 8 SP:Iteration 53Q (2069.154241 sec): 3 clusters Score: Raw -1071299.731783 + Penalty 3034.602124 = -1068265.129658 nChanged 6 SP:Iteration 54Q (2069.214284 sec): 3 clusters Score: Raw -1071300.200420 + Penalty 3034.602124 = -1068265.598296 nChanged 7 SP:Iteration 55Q (2069.280792 sec): 3 clusters Score: Raw -1071300.862718 + Penalty 3034.602124 = -1068266.260594 nChanged 12 SP:Iteration 56Q (2069.345083 sec): 3 clusters Score: Raw -1071301.689327 + Penalty 3034.602124 = -1068267.087203 nChanged 1 SP:Iteration 57Q (2069.412665 sec): 3 clusters Score: Raw -1071301.756601 + Penalty 3034.602124 = -1068267.154477 nChanged 1 SP:Iteration 58Q (2069.475250 sec): 3 clusters Score: Raw -1071301.799073 + Penalty 3034.602124 = -1068267.196949 nChanged 2 SP:Iteration 59Q (2069.547676 sec): 3 clusters Score: Raw -1071301.917573 + Penalty 3034.602124 = -1068267.315449 nChanged 1 SP:Iteration 60F (2069.608300 sec): 3 clusters Score: Raw -1071302.023706 + Penalty 3034.602124 = -1068267.421582 nChanged 0 Trying to split cluster 17 (115407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2069.795457 sec): 2 clusters Score: Raw -11103681.927164 + Penalty 1894.135797 = -11101787.791367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2070.037013 sec): 3 clusters Score: Raw -11027982.998844 + Penalty 3788.271594 = -11024194.727249 nChanged 55453 SP:Iteration 1F (2070.281563 sec): 3 clusters Score: Raw -11060994.753144 + Penalty 3788.271594 = -11057206.481550 nChanged 4523 SP:Iteration 2Q (2070.549821 sec): 3 clusters Score: Raw -11062353.293011 + Penalty 3788.271594 = -11058565.021417 nChanged 5012 SP:Iteration 3Q (2070.810950 sec): 3 clusters Score: Raw -11064237.279394 + Penalty 3788.271594 = -11060449.007800 nChanged 5879 SP:Iteration 4F (2071.058949 sec): 3 clusters Score: Raw -11066958.179621 + Penalty 3788.271594 = -11063169.908027 nChanged 6934 SP:Iteration 5F (2071.295734 sec): 3 clusters Score: Raw -11070776.769702 + Penalty 3788.271594 = -11066988.498108 nChanged 7626 SP:Iteration 6F (2071.528566 sec): 3 clusters Score: Raw -11075466.968420 + Penalty 3788.271594 = -11071678.696826 nChanged 7657 SP:Iteration 7F (2071.762620 sec): 3 clusters Score: Raw -11080661.426139 + Penalty 3788.271594 = -11076873.154545 nChanged 7064 SP:Iteration 8F (2071.992726 sec): 3 clusters Score: Raw -11085698.884044 + Penalty 3788.271594 = -11081910.612449 nChanged 5842 SP:Iteration 9F (2072.239680 sec): 3 clusters Score: Raw -11090046.709288 + Penalty 3788.271594 = -11086258.437694 nChanged 4625 SP:Iteration 10Q (2072.523776 sec): 3 clusters Score: Raw -11093387.603019 + Penalty 3788.271594 = -11089599.331425 nChanged 3609 SP:Iteration 11Q (2072.780688 sec): 3 clusters Score: Raw -11095912.104010 + Penalty 3788.271594 = -11092123.832416 nChanged 2806 SP:Iteration 12Q (2072.997393 sec): 3 clusters Score: Raw -11097776.713468 + Penalty 3788.271594 = -11093988.441873 nChanged 2214 SP:Iteration 13Q (2073.214753 sec): 3 clusters Score: Raw -11099107.452002 + Penalty 3788.271594 = -11095319.180408 nChanged 1833 SP:Iteration 14Q (2073.420500 sec): 3 clusters Score: Raw -11100097.200260 + Penalty 3788.271594 = -11096308.928666 nChanged 1543 SP:Iteration 15Q (2073.658392 sec): 3 clusters Score: Raw -11100879.012795 + Penalty 3788.271594 = -11097090.741201 nChanged 1339 SP:Iteration 16Q (2073.919331 sec): 3 clusters Score: Raw -11101531.925051 + Penalty 3788.271594 = -11097743.653457 nChanged 1103 SP:Iteration 17Q (2074.145064 sec): 3 clusters Score: Raw -11102056.911979 + Penalty 3788.271594 = -11098268.640385 nChanged 947 SP:Iteration 18Q (2074.360528 sec): 3 clusters Score: Raw -11102510.997324 + Penalty 3788.271594 = -11098722.725730 nChanged 814 SP:Iteration 19Q (2074.576340 sec): 3 clusters Score: Raw -11102909.344789 + Penalty 3788.271594 = -11099121.073195 nChanged 654 SP:Iteration 20F (2074.825953 sec): 3 clusters Score: Raw -11103206.396032 + Penalty 3788.271594 = -11099418.124438 nChanged 487 SP:Iteration 21Q (2075.040440 sec): 3 clusters Score: Raw -11103412.719775 + Penalty 3788.271594 = -11099624.448181 nChanged 361 SP:Iteration 22Q (2075.230167 sec): 3 clusters Score: Raw -11103567.357210 + Penalty 3788.271594 = -11099779.085616 nChanged 287 SP:Iteration 23Q (2075.434822 sec): 3 clusters Score: Raw -11103707.391812 + Penalty 3788.271594 = -11099919.120218 nChanged 219 SP:Iteration 24Q (2075.630259 sec): 3 clusters Score: Raw -11103806.352483 + Penalty 3788.271594 = -11100018.080889 nChanged 153 SP:Iteration 25Q (2075.817178 sec): 3 clusters Score: Raw -11103873.526683 + Penalty 3788.271594 = -11100085.255089 nChanged 123 SP:Iteration 26Q (2076.010300 sec): 3 clusters Score: Raw -11103924.682184 + Penalty 3788.271594 = -11100136.410589 nChanged 90 SP:Iteration 27Q (2076.217732 sec): 3 clusters Score: Raw -11103955.609370 + Penalty 3788.271594 = -11100167.337776 nChanged 75 SP:Iteration 28Q (2076.420140 sec): 3 clusters Score: Raw -11103981.911287 + Penalty 3788.271594 = -11100193.639693 nChanged 59 SP:Iteration 29Q (2076.619333 sec): 3 clusters Score: Raw -11104001.319329 + Penalty 3788.271594 = -11100213.047735 nChanged 47 SP:Iteration 30Q (2076.846263 sec): 3 clusters Score: Raw -11104022.176614 + Penalty 3788.271594 = -11100233.905020 nChanged 50 SP:Iteration 31Q (2077.056707 sec): 3 clusters Score: Raw -11104044.532569 + Penalty 3788.271594 = -11100256.260975 nChanged 50 SP:Iteration 32Q (2077.257190 sec): 3 clusters Score: Raw -11104064.521864 + Penalty 3788.271594 = -11100276.250269 nChanged 44 SP:Iteration 33Q (2077.431591 sec): 3 clusters Score: Raw -11104081.174136 + Penalty 3788.271594 = -11100292.902541 nChanged 30 SP:Iteration 34Q (2077.633948 sec): 3 clusters Score: Raw -11104090.186388 + Penalty 3788.271594 = -11100301.914794 nChanged 25 SP:Iteration 35Q (2077.823571 sec): 3 clusters Score: Raw -11104098.774523 + Penalty 3788.271594 = -11100310.502929 nChanged 16 SP:Iteration 36Q (2078.029592 sec): 3 clusters Score: Raw -11104102.634253 + Penalty 3788.271594 = -11100314.362659 nChanged 11 SP:Iteration 37Q (2078.214955 sec): 3 clusters Score: Raw -11104105.314499 + Penalty 3788.271594 = -11100317.042904 nChanged 9 SP:Iteration 38Q (2078.430140 sec): 3 clusters Score: Raw -11104107.588104 + Penalty 3788.271594 = -11100319.316509 nChanged 11 SP:Iteration 39Q (2078.615023 sec): 3 clusters Score: Raw -11104109.709563 + Penalty 3788.271594 = -11100321.437969 nChanged 2 SP:Iteration 40F (2078.854906 sec): 3 clusters Score: Raw -11104109.967054 + Penalty 3788.271594 = -11100321.695460 nChanged 2 SP:Iteration 41Q (2079.065396 sec): 3 clusters Score: Raw -11104110.343485 + Penalty 3788.271594 = -11100322.071891 nChanged 3 SP:Iteration 42Q (2079.243449 sec): 3 clusters Score: Raw -11104111.636565 + Penalty 3788.271594 = -11100323.364971 nChanged 5 SP:Iteration 43Q (2079.415863 sec): 3 clusters Score: Raw -11104113.366165 + Penalty 3788.271594 = -11100325.094571 nChanged 9 SP:Iteration 44Q (2079.621965 sec): 3 clusters Score: Raw -11104115.331704 + Penalty 3788.271594 = -11100327.060109 nChanged 5 SP:Iteration 45Q (2079.822903 sec): 3 clusters Score: Raw -11104116.467898 + Penalty 3788.271594 = -11100328.196304 nChanged 4 SP:Iteration 46Q (2080.018865 sec): 3 clusters Score: Raw -11104117.409933 + Penalty 3788.271594 = -11100329.138339 nChanged 5 SP:Iteration 47Q (2080.213199 sec): 3 clusters Score: Raw -11104118.722561 + Penalty 3788.271594 = -11100330.450967 nChanged 3 SP:Iteration 48Q (2080.435035 sec): 3 clusters Score: Raw -11104119.675825 + Penalty 3788.271594 = -11100331.404231 nChanged 3 SP:Iteration 49Q (2080.649856 sec): 3 clusters Score: Raw -11104120.384522 + Penalty 3788.271594 = -11100332.112928 nChanged 5 SP:Iteration 50Q (2080.853484 sec): 3 clusters Score: Raw -11104121.670350 + Penalty 3788.271594 = -11100333.398756 nChanged 5 SP:Iteration 51Q (2081.066279 sec): 3 clusters Score: Raw -11104122.458175 + Penalty 3788.271594 = -11100334.186581 nChanged 3 SP:Iteration 52Q (2081.261017 sec): 3 clusters Score: Raw -11104123.217956 + Penalty 3788.271594 = -11100334.946362 nChanged 4 SP:Iteration 53Q (2081.480214 sec): 3 clusters Score: Raw -11104124.332606 + Penalty 3788.271594 = -11100336.061012 nChanged 7 SP:Iteration 54Q (2081.710286 sec): 3 clusters Score: Raw -11104125.842052 + Penalty 3788.271594 = -11100337.570458 nChanged 3 SP:Iteration 55Q (2081.931647 sec): 3 clusters Score: Raw -11104126.477637 + Penalty 3788.271594 = -11100338.206043 nChanged 1 SP:Iteration 56Q (2082.124871 sec): 3 clusters Score: Raw -11104126.677018 + Penalty 3788.271594 = -11100338.405423 nChanged 2 SP:Iteration 57Q (2082.323369 sec): 3 clusters Score: Raw -11104127.010250 + Penalty 3788.271594 = -11100338.738656 nChanged 1 SP:Iteration 58Q (2082.506786 sec): 3 clusters Score: Raw -11104127.131432 + Penalty 3788.271594 = -11100338.859838 nChanged 0 SP:Iteration 59F (2082.743748 sec): 3 clusters Score: Raw -11104127.131432 + Penalty 3788.271594 = -11100338.859838 nChanged 0 Trying to split cluster 18 (7890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2082.795526 sec): 2 clusters Score: Raw -681407.202214 + Penalty 1458.169605 = -679949.032609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2082.861237 sec): 3 clusters Score: Raw -677024.588001 + Penalty 2916.339209 = -674108.248792 nChanged 3351 SP:Iteration 1F (2082.922208 sec): 3 clusters Score: Raw -679040.050750 + Penalty 2916.339209 = -676123.711540 nChanged 620 SP:Iteration 2F (2082.987247 sec): 3 clusters Score: Raw -679450.311809 + Penalty 2916.339209 = -676533.972599 nChanged 549 SP:Iteration 3F (2083.045866 sec): 3 clusters Score: Raw -679819.956938 + Penalty 2916.339209 = -676903.617728 nChanged 479 SP:Iteration 4F (2083.107602 sec): 3 clusters Score: Raw -680109.480540 + Penalty 2916.339209 = -677193.141330 nChanged 396 SP:Iteration 5F (2083.173521 sec): 3 clusters Score: Raw -680345.270453 + Penalty 2916.339209 = -677428.931243 nChanged 344 SP:Iteration 6Q (2083.228185 sec): 3 clusters Score: Raw -680530.095508 + Penalty 2916.339209 = -677613.756299 nChanged 290 SP:Iteration 7Q (2083.283794 sec): 3 clusters Score: Raw -680668.645713 + Penalty 2916.339209 = -677752.306503 nChanged 249 SP:Iteration 8Q (2083.338581 sec): 3 clusters Score: Raw -680798.521294 + Penalty 2916.339209 = -677882.182084 nChanged 228 SP:Iteration 9Q (2083.397466 sec): 3 clusters Score: Raw -680923.110843 + Penalty 2916.339209 = -678006.771633 nChanged 212 SP:Iteration 10Q (2083.459464 sec): 3 clusters Score: Raw -681041.663295 + Penalty 2916.339209 = -678125.324086 nChanged 200 SP:Iteration 11Q (2083.510095 sec): 3 clusters Score: Raw -681164.822814 + Penalty 2916.339209 = -678248.483604 nChanged 185 SP:Iteration 12Q (2083.569456 sec): 3 clusters Score: Raw -681275.971398 + Penalty 2916.339209 = -678359.632189 nChanged 183 SP:Iteration 13Q (2083.621516 sec): 3 clusters Score: Raw -681377.589652 + Penalty 2916.339209 = -678461.250442 nChanged 185 SP:Iteration 14Q (2083.685825 sec): 3 clusters Score: Raw -681485.680787 + Penalty 2916.339209 = -678569.341577 nChanged 157 SP:Iteration 15Q (2083.747608 sec): 3 clusters Score: Raw -681577.131494 + Penalty 2916.339209 = -678660.792285 nChanged 130 SP:Iteration 16Q (2083.817305 sec): 3 clusters Score: Raw -681644.396370 + Penalty 2916.339209 = -678728.057161 nChanged 120 SP:Iteration 17Q (2083.885562 sec): 3 clusters Score: Raw -681700.814627 + Penalty 2916.339209 = -678784.475417 nChanged 134 SP:Iteration 18Q (2083.947195 sec): 3 clusters Score: Raw -681764.161394 + Penalty 2916.339209 = -678847.822185 nChanged 122 SP:Iteration 19Q (2084.004567 sec): 3 clusters Score: Raw -681821.979157 + Penalty 2916.339209 = -678905.639947 nChanged 111 SP:Iteration 20F (2084.075877 sec): 3 clusters Score: Raw -681874.533538 + Penalty 2916.339209 = -678958.194329 nChanged 119 SP:Iteration 21Q (2084.140366 sec): 3 clusters Score: Raw -681934.742529 + Penalty 2916.339209 = -679018.403320 nChanged 112 SP:Iteration 22Q (2084.198369 sec): 3 clusters Score: Raw -681994.974865 + Penalty 2916.339209 = -679078.635655 nChanged 105 SP:Iteration 23Q (2084.257418 sec): 3 clusters Score: Raw -682041.593593 + Penalty 2916.339209 = -679125.254384 nChanged 81 SP:Iteration 24Q (2084.316674 sec): 3 clusters Score: Raw -682069.439928 + Penalty 2916.339209 = -679153.100718 nChanged 68 SP:Iteration 25Q (2084.372048 sec): 3 clusters Score: Raw -682089.892765 + Penalty 2916.339209 = -679173.553556 nChanged 66 SP:Iteration 26Q (2084.429925 sec): 3 clusters Score: Raw -682108.535237 + Penalty 2916.339209 = -679192.196027 nChanged 52 SP:Iteration 27Q (2084.490536 sec): 3 clusters Score: Raw -682121.381375 + Penalty 2916.339209 = -679205.042166 nChanged 38 SP:Iteration 28Q (2084.545864 sec): 3 clusters Score: Raw -682129.441107 + Penalty 2916.339209 = -679213.101898 nChanged 34 SP:Iteration 29Q (2084.605562 sec): 3 clusters Score: Raw -682139.139273 + Penalty 2916.339209 = -679222.800063 nChanged 32 SP:Iteration 30Q (2084.667900 sec): 3 clusters Score: Raw -682146.896710 + Penalty 2916.339209 = -679230.557500 nChanged 38 SP:Iteration 31Q (2084.723913 sec): 3 clusters Score: Raw -682155.999968 + Penalty 2916.339209 = -679239.660759 nChanged 29 SP:Iteration 32Q (2084.779396 sec): 3 clusters Score: Raw -682162.647611 + Penalty 2916.339209 = -679246.308401 nChanged 28 SP:Iteration 33Q (2084.845530 sec): 3 clusters Score: Raw -682169.132849 + Penalty 2916.339209 = -679252.793639 nChanged 30 SP:Iteration 34Q (2084.893764 sec): 3 clusters Score: Raw -682176.364063 + Penalty 2916.339209 = -679260.024853 nChanged 32 SP:Iteration 35Q (2084.964432 sec): 3 clusters Score: Raw -682183.735115 + Penalty 2916.339209 = -679267.395906 nChanged 30 SP:Iteration 36Q (2085.009677 sec): 3 clusters Score: Raw -682189.744584 + Penalty 2916.339209 = -679273.405374 nChanged 16 SP:Iteration 37Q (2085.074227 sec): 3 clusters Score: Raw -682192.975105 + Penalty 2916.339209 = -679276.635896 nChanged 14 SP:Iteration 38Q (2085.133215 sec): 3 clusters Score: Raw -682195.240334 + Penalty 2916.339209 = -679278.901125 nChanged 11 SP:Iteration 39Q (2085.203593 sec): 3 clusters Score: Raw -682197.185257 + Penalty 2916.339209 = -679280.846047 nChanged 9 SP:Iteration 40F (2085.257531 sec): 3 clusters Score: Raw -682198.991797 + Penalty 2916.339209 = -679282.652587 nChanged 13 SP:Iteration 41Q (2085.320934 sec): 3 clusters Score: Raw -682201.167623 + Penalty 2916.339209 = -679284.828414 nChanged 12 SP:Iteration 42Q (2085.379667 sec): 3 clusters Score: Raw -682203.869334 + Penalty 2916.339209 = -679287.530124 nChanged 12 SP:Iteration 43Q (2085.442997 sec): 3 clusters Score: Raw -682205.729167 + Penalty 2916.339209 = -679289.389958 nChanged 8 SP:Iteration 44Q (2085.497879 sec): 3 clusters Score: Raw -682207.301671 + Penalty 2916.339209 = -679290.962461 nChanged 8 SP:Iteration 45Q (2085.559659 sec): 3 clusters Score: Raw -682208.978335 + Penalty 2916.339209 = -679292.639125 nChanged 7 SP:Iteration 46Q (2085.624757 sec): 3 clusters Score: Raw -682210.087024 + Penalty 2916.339209 = -679293.747815 nChanged 6 SP:Iteration 47Q (2085.674265 sec): 3 clusters Score: Raw -682210.855632 + Penalty 2916.339209 = -679294.516423 nChanged 4 SP:Iteration 48Q (2085.733621 sec): 3 clusters Score: Raw -682211.519643 + Penalty 2916.339209 = -679295.180433 nChanged 1 SP:Iteration 49Q (2085.794366 sec): 3 clusters Score: Raw -682211.695625 + Penalty 2916.339209 = -679295.356415 nChanged 2 SP:Iteration 50Q (2085.849733 sec): 3 clusters Score: Raw -682211.840717 + Penalty 2916.339209 = -679295.501508 nChanged 2 SP:Iteration 51Q (2085.913020 sec): 3 clusters Score: Raw -682212.005898 + Penalty 2916.339209 = -679295.666688 nChanged 5 SP:Iteration 52Q (2085.975624 sec): 3 clusters Score: Raw -682212.872222 + Penalty 2916.339209 = -679296.533013 nChanged 0 SP:Iteration 53F (2086.031781 sec): 3 clusters Score: Raw -682212.872222 + Penalty 2916.339209 = -679296.533013 nChanged 0 Trying to split cluster 19 (3937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2086.056088 sec): 2 clusters Score: Raw -362815.906517 + Penalty 1345.203322 = -361470.703195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2086.114007 sec): 3 clusters Score: Raw -360865.249312 + Penalty 2690.406645 = -358174.842668 nChanged 1528 SP:Iteration 1F (2086.154551 sec): 3 clusters Score: Raw -361723.779325 + Penalty 2690.406645 = -359033.372680 nChanged 284 SP:Iteration 2F (2086.208441 sec): 3 clusters Score: Raw -361896.068933 + Penalty 2690.406645 = -359205.662288 nChanged 227 SP:Iteration 3F (2086.270224 sec): 3 clusters Score: Raw -362043.544949 + Penalty 2690.406645 = -359353.138304 nChanged 224 SP:Iteration 4F (2086.321018 sec): 3 clusters Score: Raw -362192.790838 + Penalty 2690.406645 = -359502.384193 nChanged 193 SP:Iteration 5Q (2086.376427 sec): 3 clusters Score: Raw -362317.031700 + Penalty 2690.406645 = -359626.625055 nChanged 162 SP:Iteration 6Q (2086.434762 sec): 3 clusters Score: Raw -362421.487502 + Penalty 2690.406645 = -359731.080857 nChanged 143 SP:Iteration 7Q (2086.488559 sec): 3 clusters Score: Raw -362516.323918 + Penalty 2690.406645 = -359825.917273 nChanged 148 SP:Iteration 8Q (2086.547371 sec): 3 clusters Score: Raw -362625.586259 + Penalty 2690.406645 = -359935.179614 nChanged 128 SP:Iteration 9Q (2086.604947 sec): 3 clusters Score: Raw -362709.304079 + Penalty 2690.406645 = -360018.897435 nChanged 106 SP:Iteration 10Q (2086.647390 sec): 3 clusters Score: Raw -362769.403845 + Penalty 2690.406645 = -360078.997200 nChanged 88 SP:Iteration 11Q (2086.708116 sec): 3 clusters Score: Raw -362811.740845 + Penalty 2690.406645 = -360121.334201 nChanged 68 SP:Iteration 12Q (2086.761673 sec): 3 clusters Score: Raw -362845.448460 + Penalty 2690.406645 = -360155.041815 nChanged 67 SP:Iteration 13Q (2086.813016 sec): 3 clusters Score: Raw -362876.901419 + Penalty 2690.406645 = -360186.494774 nChanged 44 SP:Iteration 14Q (2086.865169 sec): 3 clusters Score: Raw -362893.623217 + Penalty 2690.406645 = -360203.216572 nChanged 41 SP:Iteration 15Q (2086.910180 sec): 3 clusters Score: Raw -362905.682783 + Penalty 2690.406645 = -360215.276139 nChanged 28 SP:Iteration 16Q (2086.967775 sec): 3 clusters Score: Raw -362916.349303 + Penalty 2690.406645 = -360225.942659 nChanged 32 SP:Iteration 17Q (2087.019022 sec): 3 clusters Score: Raw -362926.916646 + Penalty 2690.406645 = -360236.510001 nChanged 27 SP:Iteration 18Q (2087.072528 sec): 3 clusters Score: Raw -362933.775358 + Penalty 2690.406645 = -360243.368714 nChanged 12 SP:Iteration 19Q (2087.134012 sec): 3 clusters Score: Raw -362938.141395 + Penalty 2690.406645 = -360247.734750 nChanged 16 SP:Iteration 20F (2087.182318 sec): 3 clusters Score: Raw -362942.966147 + Penalty 2690.406645 = -360252.559503 nChanged 13 SP:Iteration 21Q (2087.238601 sec): 3 clusters Score: Raw -362946.748129 + Penalty 2690.406645 = -360256.341484 nChanged 10 SP:Iteration 22Q (2087.288661 sec): 3 clusters Score: Raw -362952.224298 + Penalty 2690.406645 = -360261.817654 nChanged 18 SP:Iteration 23Q (2087.327896 sec): 3 clusters Score: Raw -362957.827164 + Penalty 2690.406645 = -360267.420519 nChanged 12 SP:Iteration 24Q (2087.377658 sec): 3 clusters Score: Raw -362961.534119 + Penalty 2690.406645 = -360271.127475 nChanged 12 SP:Iteration 25Q (2087.435442 sec): 3 clusters Score: Raw -362965.530442 + Penalty 2690.406645 = -360275.123797 nChanged 9 SP:Iteration 26Q (2087.490315 sec): 3 clusters Score: Raw -362967.896455 + Penalty 2690.406645 = -360277.489810 nChanged 11 SP:Iteration 27Q (2087.530832 sec): 3 clusters Score: Raw -362970.969046 + Penalty 2690.406645 = -360280.562402 nChanged 12 SP:Iteration 28Q (2087.582754 sec): 3 clusters Score: Raw -362974.809468 + Penalty 2690.406645 = -360284.402823 nChanged 19 SP:Iteration 29Q (2087.641544 sec): 3 clusters Score: Raw -362980.060278 + Penalty 2690.406645 = -360289.653633 nChanged 17 SP:Iteration 30Q (2087.686604 sec): 3 clusters Score: Raw -362985.141761 + Penalty 2690.406645 = -360294.735116 nChanged 18 SP:Iteration 31Q (2087.746946 sec): 3 clusters Score: Raw -362991.113101 + Penalty 2690.406645 = -360300.706457 nChanged 16 SP:Iteration 32Q (2087.801879 sec): 3 clusters Score: Raw -362997.942374 + Penalty 2690.406645 = -360307.535729 nChanged 20 SP:Iteration 33Q (2087.844060 sec): 3 clusters Score: Raw -363004.206937 + Penalty 2690.406645 = -360313.800293 nChanged 17 SP:Iteration 34Q (2087.908818 sec): 3 clusters Score: Raw -363009.418378 + Penalty 2690.406645 = -360319.011734 nChanged 13 SP:Iteration 35Q (2087.961717 sec): 3 clusters Score: Raw -363013.701324 + Penalty 2690.406645 = -360323.294679 nChanged 13 SP:Iteration 36Q (2088.017149 sec): 3 clusters Score: Raw -363017.632295 + Penalty 2690.406645 = -360327.225651 nChanged 15 SP:Iteration 37Q (2088.065660 sec): 3 clusters Score: Raw -363021.872643 + Penalty 2690.406645 = -360331.465998 nChanged 11 SP:Iteration 38Q (2088.119569 sec): 3 clusters Score: Raw -363024.551456 + Penalty 2690.406645 = -360334.144812 nChanged 9 SP:Iteration 39Q (2088.176825 sec): 3 clusters Score: Raw -363026.604025 + Penalty 2690.406645 = -360336.197381 nChanged 8 SP:Iteration 40F (2088.223381 sec): 3 clusters Score: Raw -363029.154746 + Penalty 2690.406645 = -360338.748101 nChanged 2 SP:Iteration 41Q (2088.276381 sec): 3 clusters Score: Raw -363029.691024 + Penalty 2690.406645 = -360339.284379 nChanged 3 SP:Iteration 42Q (2088.339703 sec): 3 clusters Score: Raw -363030.787925 + Penalty 2690.406645 = -360340.381281 nChanged 2 SP:Iteration 43Q (2088.388703 sec): 3 clusters Score: Raw -363031.202062 + Penalty 2690.406645 = -360340.795418 nChanged 5 SP:Iteration 44Q (2088.444016 sec): 3 clusters Score: Raw -363032.528633 + Penalty 2690.406645 = -360342.121988 nChanged 11 SP:Iteration 45Q (2088.490060 sec): 3 clusters Score: Raw -363035.448908 + Penalty 2690.406645 = -360345.042263 nChanged 11 SP:Iteration 46Q (2088.539158 sec): 3 clusters Score: Raw -363038.624577 + Penalty 2690.406645 = -360348.217932 nChanged 7 SP:Iteration 47Q (2088.597698 sec): 3 clusters Score: Raw -363040.455036 + Penalty 2690.406645 = -360350.048391 nChanged 8 SP:Iteration 48Q (2088.651545 sec): 3 clusters Score: Raw -363043.503959 + Penalty 2690.406645 = -360353.097315 nChanged 13 SP:Iteration 49Q (2088.700665 sec): 3 clusters Score: Raw -363046.924965 + Penalty 2690.406645 = -360356.518321 nChanged 11 SP:Iteration 50Q (2088.756991 sec): 3 clusters Score: Raw -363050.004349 + Penalty 2690.406645 = -360359.597705 nChanged 13 SP:Iteration 51Q (2088.798227 sec): 3 clusters Score: Raw -363053.476729 + Penalty 2690.406645 = -360363.070084 nChanged 19 SP:Iteration 52Q (2088.864184 sec): 3 clusters Score: Raw -363059.286105 + Penalty 2690.406645 = -360368.879460 nChanged 10 SP:Iteration 53Q (2088.917535 sec): 3 clusters Score: Raw -363062.768964 + Penalty 2690.406645 = -360372.362319 nChanged 14 SP:Iteration 54Q (2088.957431 sec): 3 clusters Score: Raw -363067.507361 + Penalty 2690.406645 = -360377.100717 nChanged 13 SP:Iteration 55Q (2089.006506 sec): 3 clusters Score: Raw -363071.096744 + Penalty 2690.406645 = -360380.690100 nChanged 9 SP:Iteration 56Q (2089.060554 sec): 3 clusters Score: Raw -363072.857924 + Penalty 2690.406645 = -360382.451280 nChanged 7 SP:Iteration 57Q (2089.117655 sec): 3 clusters Score: Raw -363075.069974 + Penalty 2690.406645 = -360384.663330 nChanged 7 SP:Iteration 58Q (2089.160685 sec): 3 clusters Score: Raw -363077.861629 + Penalty 2690.406645 = -360387.454984 nChanged 8 SP:Iteration 59Q (2089.207574 sec): 3 clusters Score: Raw -363080.802668 + Penalty 2690.406645 = -360390.396024 nChanged 7 SP:Iteration 60F (2089.261419 sec): 3 clusters Score: Raw -363082.415562 + Penalty 2690.406645 = -360392.008918 nChanged 9 SP:Iteration 61Q (2089.317843 sec): 3 clusters Score: Raw -363085.516720 + Penalty 2690.406645 = -360395.110076 nChanged 12 SP:Iteration 62Q (2089.368839 sec): 3 clusters Score: Raw -363088.248932 + Penalty 2690.406645 = -360397.842287 nChanged 9 SP:Iteration 63Q (2089.422263 sec): 3 clusters Score: Raw -363090.261237 + Penalty 2690.406645 = -360399.854592 nChanged 11 SP:Iteration 64Q (2089.469748 sec): 3 clusters Score: Raw -363092.836000 + Penalty 2690.406645 = -360402.429355 nChanged 8 SP:Iteration 65Q (2089.532037 sec): 3 clusters Score: Raw -363094.996781 + Penalty 2690.406645 = -360404.590136 nChanged 9 SP:Iteration 66Q (2089.579167 sec): 3 clusters Score: Raw -363097.666558 + Penalty 2690.406645 = -360407.259913 nChanged 11 SP:Iteration 67Q (2089.633483 sec): 3 clusters Score: Raw -363100.881904 + Penalty 2690.406645 = -360410.475259 nChanged 10 SP:Iteration 68Q (2089.693829 sec): 3 clusters Score: Raw -363103.490809 + Penalty 2690.406645 = -360413.084165 nChanged 12 SP:Iteration 69Q (2089.733416 sec): 3 clusters Score: Raw -363106.423551 + Penalty 2690.406645 = -360416.016906 nChanged 9 SP:Iteration 70Q (2089.783014 sec): 3 clusters Score: Raw -363109.645586 + Penalty 2690.406645 = -360419.238942 nChanged 9 SP:Iteration 71Q (2089.833042 sec): 3 clusters Score: Raw -363112.674115 + Penalty 2690.406645 = -360422.267471 nChanged 4 SP:Iteration 72Q (2089.884355 sec): 3 clusters Score: Raw -363114.158196 + Penalty 2690.406645 = -360423.751552 nChanged 6 SP:Iteration 73Q (2089.932861 sec): 3 clusters Score: Raw -363115.837925 + Penalty 2690.406645 = -360425.431280 nChanged 6 SP:Iteration 74Q (2089.990198 sec): 3 clusters Score: Raw -363117.654394 + Penalty 2690.406645 = -360427.247749 nChanged 6 SP:Iteration 75Q (2090.044292 sec): 3 clusters Score: Raw -363119.481412 + Penalty 2690.406645 = -360429.074768 nChanged 2 SP:Iteration 76Q (2090.087086 sec): 3 clusters Score: Raw -363120.104026 + Penalty 2690.406645 = -360429.697382 nChanged 1 SP:Iteration 77Q (2090.142055 sec): 3 clusters Score: Raw -363120.296877 + Penalty 2690.406645 = -360429.890233 nChanged 1 SP:Iteration 78Q (2090.186064 sec): 3 clusters Score: Raw -363120.533603 + Penalty 2690.406645 = -360430.126958 nChanged 2 SP:Iteration 79Q (2090.252438 sec): 3 clusters Score: Raw -363121.311452 + Penalty 2690.406645 = -360430.904807 nChanged 5 SP:Iteration 80F (2090.298142 sec): 3 clusters Score: Raw -363122.739045 + Penalty 2690.406645 = -360432.332400 nChanged 5 SP:Iteration 81Q (2090.349233 sec): 3 clusters Score: Raw -363124.066373 + Penalty 2690.406645 = -360433.659728 nChanged 6 SP:Iteration 82Q (2090.407205 sec): 3 clusters Score: Raw -363125.132479 + Penalty 2690.406645 = -360434.725835 nChanged 4 SP:Iteration 83Q (2090.448598 sec): 3 clusters Score: Raw -363125.975184 + Penalty 2690.406645 = -360435.568540 nChanged 4 SP:Iteration 84Q (2090.500490 sec): 3 clusters Score: Raw -363126.704046 + Penalty 2690.406645 = -360436.297401 nChanged 4 SP:Iteration 85Q (2090.550202 sec): 3 clusters Score: Raw -363127.474852 + Penalty 2690.406645 = -360437.068207 nChanged 2 SP:Iteration 86Q (2090.611205 sec): 3 clusters Score: Raw -363127.741690 + Penalty 2690.406645 = -360437.335045 nChanged 4 SP:Iteration 87Q (2090.663532 sec): 3 clusters Score: Raw -363128.280213 + Penalty 2690.406645 = -360437.873568 nChanged 1 SP:Iteration 88Q (2090.712636 sec): 3 clusters Score: Raw -363128.966245 + Penalty 2690.406645 = -360438.559600 nChanged 3 SP:Iteration 89Q (2090.771631 sec): 3 clusters Score: Raw -363129.641615 + Penalty 2690.406645 = -360439.234971 nChanged 3 SP:Iteration 90Q (2090.836149 sec): 3 clusters Score: Raw -363130.466607 + Penalty 2690.406645 = -360440.059962 nChanged 3 SP:Iteration 91Q (2090.893355 sec): 3 clusters Score: Raw -363131.155599 + Penalty 2690.406645 = -360440.748954 nChanged 4 SP:Iteration 92Q (2090.937769 sec): 3 clusters Score: Raw -363132.208721 + Penalty 2690.406645 = -360441.802076 nChanged 9 SP:Iteration 93Q (2090.988432 sec): 3 clusters Score: Raw -363134.164851 + Penalty 2690.406645 = -360443.758207 nChanged 8 SP:Iteration 94Q (2091.048590 sec): 3 clusters Score: Raw -363135.931900 + Penalty 2690.406645 = -360445.525256 nChanged 6 SP:Iteration 95Q (2091.095924 sec): 3 clusters Score: Raw -363137.602654 + Penalty 2690.406645 = -360447.196010 nChanged 5 SP:Iteration 96Q (2091.142089 sec): 3 clusters Score: Raw -363139.341444 + Penalty 2690.406645 = -360448.934799 nChanged 8 SP:Iteration 97Q (2091.192341 sec): 3 clusters Score: Raw -363141.901462 + Penalty 2690.406645 = -360451.494817 nChanged 8 SP:Iteration 98Q (2091.238958 sec): 3 clusters Score: Raw -363144.044984 + Penalty 2690.406645 = -360453.638339 nChanged 8 SP:Iteration 99Q (2091.289864 sec): 3 clusters Score: Raw -363145.460665 + Penalty 2690.406645 = -360455.054020 nChanged 7 SP:Iteration 100F (2091.351104 sec): 3 clusters Score: Raw -363146.978756 + Penalty 2690.406645 = -360456.572111 nChanged 5 SP:Iteration 101Q (2091.400492 sec): 3 clusters Score: Raw -363147.958311 + Penalty 2690.406645 = -360457.551667 nChanged 9 SP:Iteration 102Q (2091.449481 sec): 3 clusters Score: Raw -363149.759507 + Penalty 2690.406645 = -360459.352862 nChanged 7 SP:Iteration 103Q (2091.508927 sec): 3 clusters Score: Raw -363151.365128 + Penalty 2690.406645 = -360460.958484 nChanged 5 SP:Iteration 104Q (2091.550698 sec): 3 clusters Score: Raw -363152.600494 + Penalty 2690.406645 = -360462.193850 nChanged 3 SP:Iteration 105Q (2091.611631 sec): 3 clusters Score: Raw -363153.491781 + Penalty 2690.406645 = -360463.085136 nChanged 2 SP:Iteration 106Q (2091.658982 sec): 3 clusters Score: Raw -363154.218180 + Penalty 2690.406645 = -360463.811535 nChanged 5 SP:Iteration 107Q (2091.715977 sec): 3 clusters Score: Raw -363156.372860 + Penalty 2690.406645 = -360465.966215 nChanged 9 SP:Iteration 108Q (2091.768028 sec): 3 clusters Score: Raw -363159.190709 + Penalty 2690.406645 = -360468.784065 nChanged 7 SP:Iteration 109Q (2091.816867 sec): 3 clusters Score: Raw -363160.895714 + Penalty 2690.406645 = -360470.489069 nChanged 2 SP:Iteration 110Q (2091.863411 sec): 3 clusters Score: Raw -363161.192585 + Penalty 2690.406645 = -360470.785941 nChanged 1 SP:Iteration 111Q (2091.906111 sec): 3 clusters Score: Raw -363161.526599 + Penalty 2690.406645 = -360471.119955 nChanged 0 SP:Iteration 112F (2091.956686 sec): 3 clusters Score: Raw -363161.526599 + Penalty 2690.406645 = -360471.119955 nChanged 0 Trying to split cluster 20 (4259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2091.994781 sec): 2 clusters Score: Raw -350634.793746 + Penalty 1357.978321 = -349276.815424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2092.035766 sec): 3 clusters Score: Raw -348505.292420 + Penalty 2715.956643 = -345789.335777 nChanged 1687 SP:Iteration 1F (2092.096983 sec): 3 clusters Score: Raw -349539.611341 + Penalty 2715.956643 = -346823.654698 nChanged 391 SP:Iteration 2F (2092.148283 sec): 3 clusters Score: Raw -349848.621634 + Penalty 2715.956643 = -347132.664991 nChanged 294 SP:Iteration 3F (2092.196006 sec): 3 clusters Score: Raw -350073.122152 + Penalty 2715.956643 = -347357.165510 nChanged 236 SP:Iteration 4F (2092.245283 sec): 3 clusters Score: Raw -350278.090992 + Penalty 2715.956643 = -347562.134349 nChanged 223 SP:Iteration 5F (2092.306291 sec): 3 clusters Score: Raw -350482.899711 + Penalty 2715.956643 = -347766.943068 nChanged 202 SP:Iteration 6Q (2092.359712 sec): 3 clusters Score: Raw -350690.249256 + Penalty 2715.956643 = -347974.292614 nChanged 195 SP:Iteration 7Q (2092.410559 sec): 3 clusters Score: Raw -350890.282616 + Penalty 2715.956643 = -348174.325973 nChanged 156 SP:Iteration 8Q (2092.469517 sec): 3 clusters Score: Raw -351050.227484 + Penalty 2715.956643 = -348334.270842 nChanged 133 SP:Iteration 9Q (2092.513873 sec): 3 clusters Score: Raw -351175.128428 + Penalty 2715.956643 = -348459.171785 nChanged 112 SP:Iteration 10Q (2092.569553 sec): 3 clusters Score: Raw -351285.583354 + Penalty 2715.956643 = -348569.626711 nChanged 99 SP:Iteration 11Q (2092.617391 sec): 3 clusters Score: Raw -351416.852202 + Penalty 2715.956643 = -348700.895559 nChanged 97 SP:Iteration 12Q (2092.671396 sec): 3 clusters Score: Raw -351566.482056 + Penalty 2715.956643 = -348850.525413 nChanged 70 SP:Iteration 13Q (2092.718684 sec): 3 clusters Score: Raw -351663.486359 + Penalty 2715.956643 = -348947.529716 nChanged 51 SP:Iteration 14Q (2092.774322 sec): 3 clusters Score: Raw -351688.594884 + Penalty 2715.956643 = -348972.638242 nChanged 34 SP:Iteration 15Q (2092.820878 sec): 3 clusters Score: Raw -351704.803236 + Penalty 2715.956643 = -348988.846593 nChanged 29 SP:Iteration 16Q (2092.874530 sec): 3 clusters Score: Raw -351717.888402 + Penalty 2715.956643 = -349001.931759 nChanged 21 SP:Iteration 17Q (2092.938075 sec): 3 clusters Score: Raw -351727.509819 + Penalty 2715.956643 = -349011.553176 nChanged 10 SP:Iteration 18Q (2092.983140 sec): 3 clusters Score: Raw -351730.427492 + Penalty 2715.956643 = -349014.470849 nChanged 7 SP:Iteration 19Q (2093.036508 sec): 3 clusters Score: Raw -351732.558588 + Penalty 2715.956643 = -349016.601945 nChanged 4 SP:Iteration 20F (2093.100488 sec): 3 clusters Score: Raw -351733.591653 + Penalty 2715.956643 = -349017.635011 nChanged 2 SP:Iteration 21Q (2093.152173 sec): 3 clusters Score: Raw -351734.113233 + Penalty 2715.956643 = -349018.156591 nChanged 4 SP:Iteration 22Q (2093.206890 sec): 3 clusters Score: Raw -351734.913902 + Penalty 2715.956643 = -349018.957259 nChanged 2 SP:Iteration 23Q (2093.258802 sec): 3 clusters Score: Raw -351735.325930 + Penalty 2715.956643 = -349019.369287 nChanged 2 SP:Iteration 24Q (2093.323597 sec): 3 clusters Score: Raw -351735.652334 + Penalty 2715.956643 = -349019.695691 nChanged 1 SP:Iteration 25Q (2093.374832 sec): 3 clusters Score: Raw -351735.892235 + Penalty 2715.956643 = -349019.935593 nChanged 1 SP:Iteration 26Q (2093.431527 sec): 3 clusters Score: Raw -351736.059117 + Penalty 2715.956643 = -349020.102474 nChanged 1 SP:Iteration 27Q (2093.483628 sec): 3 clusters Score: Raw -351736.515142 + Penalty 2715.956643 = -349020.558500 nChanged 1 SP:Iteration 28Q (2093.530356 sec): 3 clusters Score: Raw -351736.642132 + Penalty 2715.956643 = -349020.685489 nChanged 0 SP:Iteration 29F (2093.583838 sec): 3 clusters Score: Raw -351736.642132 + Penalty 2715.956643 = -349020.685489 nChanged 0 Trying to split cluster 21 (6698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2093.626622 sec): 2 clusters Score: Raw -615831.226868 + Penalty 1431.554191 = -614399.672677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2093.685960 sec): 3 clusters Score: Raw -612164.914024 + Penalty 2863.108382 = -609301.805642 nChanged 2774 SP:Iteration 1F (2093.744749 sec): 3 clusters Score: Raw -613780.524551 + Penalty 2863.108382 = -610917.416169 nChanged 533 SP:Iteration 2F (2093.790727 sec): 3 clusters Score: Raw -614154.708184 + Penalty 2863.108382 = -611291.599802 nChanged 500 SP:Iteration 3F (2093.862909 sec): 3 clusters Score: Raw -614571.412345 + Penalty 2863.108382 = -611708.303963 nChanged 484 SP:Iteration 4F (2093.920946 sec): 3 clusters Score: Raw -614996.318818 + Penalty 2863.108382 = -612133.210435 nChanged 436 SP:Iteration 5F (2093.971175 sec): 3 clusters Score: Raw -615370.006722 + Penalty 2863.108382 = -612506.898339 nChanged 380 SP:Iteration 6F (2094.031064 sec): 3 clusters Score: Raw -615674.550310 + Penalty 2863.108382 = -612811.441928 nChanged 280 SP:Iteration 7Q (2094.086622 sec): 3 clusters Score: Raw -615913.816316 + Penalty 2863.108382 = -613050.707934 nChanged 215 SP:Iteration 8Q (2094.140706 sec): 3 clusters Score: Raw -616090.611421 + Penalty 2863.108382 = -613227.503039 nChanged 165 SP:Iteration 9Q (2094.194266 sec): 3 clusters Score: Raw -616204.477784 + Penalty 2863.108382 = -613341.369401 nChanged 115 SP:Iteration 10Q (2094.255709 sec): 3 clusters Score: Raw -616265.446110 + Penalty 2863.108382 = -613402.337728 nChanged 84 SP:Iteration 11Q (2094.312334 sec): 3 clusters Score: Raw -616300.865963 + Penalty 2863.108382 = -613437.757581 nChanged 59 SP:Iteration 12Q (2094.370358 sec): 3 clusters Score: Raw -616328.272829 + Penalty 2863.108382 = -613465.164447 nChanged 61 SP:Iteration 13Q (2094.414487 sec): 3 clusters Score: Raw -616353.301011 + Penalty 2863.108382 = -613490.192629 nChanged 40 SP:Iteration 14Q (2094.484092 sec): 3 clusters Score: Raw -616367.167818 + Penalty 2863.108382 = -613504.059436 nChanged 28 SP:Iteration 15Q (2094.540933 sec): 3 clusters Score: Raw -616374.960659 + Penalty 2863.108382 = -613511.852277 nChanged 15 SP:Iteration 16Q (2094.587340 sec): 3 clusters Score: Raw -616378.765635 + Penalty 2863.108382 = -613515.657252 nChanged 16 SP:Iteration 17Q (2094.645471 sec): 3 clusters Score: Raw -616382.722158 + Penalty 2863.108382 = -613519.613776 nChanged 14 SP:Iteration 18Q (2094.700828 sec): 3 clusters Score: Raw -616386.279944 + Penalty 2863.108382 = -613523.171561 nChanged 13 SP:Iteration 19Q (2094.771548 sec): 3 clusters Score: Raw -616389.733729 + Penalty 2863.108382 = -613526.625347 nChanged 10 SP:Iteration 20F (2094.830930 sec): 3 clusters Score: Raw -616392.376400 + Penalty 2863.108382 = -613529.268018 nChanged 15 SP:Iteration 21Q (2094.886923 sec): 3 clusters Score: Raw -616397.316236 + Penalty 2863.108382 = -613534.207854 nChanged 11 SP:Iteration 22Q (2094.947462 sec): 3 clusters Score: Raw -616401.412889 + Penalty 2863.108382 = -613538.304507 nChanged 14 SP:Iteration 23Q (2095.002987 sec): 3 clusters Score: Raw -616406.591112 + Penalty 2863.108382 = -613543.482730 nChanged 14 SP:Iteration 24Q (2095.056843 sec): 3 clusters Score: Raw -616410.877101 + Penalty 2863.108382 = -613547.768718 nChanged 13 SP:Iteration 25Q (2095.117269 sec): 3 clusters Score: Raw -616414.580499 + Penalty 2863.108382 = -613551.472117 nChanged 10 SP:Iteration 26Q (2095.183674 sec): 3 clusters Score: Raw -616418.019863 + Penalty 2863.108382 = -613554.911481 nChanged 10 SP:Iteration 27Q (2095.235976 sec): 3 clusters Score: Raw -616421.186383 + Penalty 2863.108382 = -613558.078001 nChanged 13 SP:Iteration 28Q (2095.283265 sec): 3 clusters Score: Raw -616426.645297 + Penalty 2863.108382 = -613563.536914 nChanged 16 SP:Iteration 29Q (2095.329016 sec): 3 clusters Score: Raw -616432.775789 + Penalty 2863.108382 = -613569.667406 nChanged 16 SP:Iteration 30Q (2095.391869 sec): 3 clusters Score: Raw -616438.363960 + Penalty 2863.108382 = -613575.255578 nChanged 14 SP:Iteration 31Q (2095.438473 sec): 3 clusters Score: Raw -616442.822368 + Penalty 2863.108382 = -613579.713985 nChanged 11 SP:Iteration 32Q (2095.491671 sec): 3 clusters Score: Raw -616445.734069 + Penalty 2863.108382 = -613582.625687 nChanged 11 SP:Iteration 33Q (2095.551900 sec): 3 clusters Score: Raw -616447.832070 + Penalty 2863.108382 = -613584.723687 nChanged 5 SP:Iteration 34Q (2095.602367 sec): 3 clusters Score: Raw -616449.429364 + Penalty 2863.108382 = -613586.320982 nChanged 8 SP:Iteration 35Q (2095.670334 sec): 3 clusters Score: Raw -616452.321755 + Penalty 2863.108382 = -613589.213373 nChanged 5 SP:Iteration 36Q (2095.716898 sec): 3 clusters Score: Raw -616452.991748 + Penalty 2863.108382 = -613589.883365 nChanged 1 SP:Iteration 37Q (2095.778958 sec): 3 clusters Score: Raw -616453.129893 + Penalty 2863.108382 = -613590.021510 nChanged 2 SP:Iteration 38Q (2095.843195 sec): 3 clusters Score: Raw -616453.523781 + Penalty 2863.108382 = -613590.415398 nChanged 3 SP:Iteration 39Q (2095.888800 sec): 3 clusters Score: Raw -616454.068075 + Penalty 2863.108382 = -613590.959693 nChanged 1 SP:Iteration 40F (2095.960402 sec): 3 clusters Score: Raw -616454.228993 + Penalty 2863.108382 = -613591.120611 nChanged 2 SP:Iteration 41Q (2096.008863 sec): 3 clusters Score: Raw -616454.550050 + Penalty 2863.108382 = -613591.441667 nChanged 0 SP:Iteration 42F (2096.074846 sec): 3 clusters Score: Raw -616454.550050 + Penalty 2863.108382 = -613591.441667 nChanged 0 Trying to split cluster 22 (7463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2096.111272 sec): 2 clusters Score: Raw -733403.128460 + Penalty 1449.128323 = -731954.000137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2096.168975 sec): 3 clusters Score: Raw -729284.504514 + Penalty 2898.256646 = -726386.247868 nChanged 3117 SP:Iteration 1F (2096.229425 sec): 3 clusters Score: Raw -730926.990557 + Penalty 2898.256646 = -728028.733911 nChanged 470 SP:Iteration 2F (2096.288944 sec): 3 clusters Score: Raw -731152.684643 + Penalty 2898.256646 = -728254.427997 nChanged 413 SP:Iteration 3F (2096.346131 sec): 3 clusters Score: Raw -731351.591865 + Penalty 2898.256646 = -728453.335219 nChanged 390 SP:Iteration 4F (2096.404788 sec): 3 clusters Score: Raw -731558.826987 + Penalty 2898.256646 = -728660.570341 nChanged 365 SP:Iteration 5Q (2096.456618 sec): 3 clusters Score: Raw -731757.127472 + Penalty 2898.256646 = -728858.870826 nChanged 372 SP:Iteration 6Q (2096.528145 sec): 3 clusters Score: Raw -731978.252213 + Penalty 2898.256646 = -729079.995567 nChanged 408 SP:Iteration 7F (2096.590153 sec): 3 clusters Score: Raw -732243.866022 + Penalty 2898.256646 = -729345.609376 nChanged 355 SP:Iteration 8Q (2096.643485 sec): 3 clusters Score: Raw -732492.613872 + Penalty 2898.256646 = -729594.357226 nChanged 332 SP:Iteration 9Q (2096.697915 sec): 3 clusters Score: Raw -732759.860255 + Penalty 2898.256646 = -729861.603609 nChanged 291 SP:Iteration 10Q (2096.759919 sec): 3 clusters Score: Raw -732989.603175 + Penalty 2898.256646 = -730091.346528 nChanged 212 SP:Iteration 11Q (2096.813752 sec): 3 clusters Score: Raw -733166.625289 + Penalty 2898.256646 = -730268.368643 nChanged 180 SP:Iteration 12Q (2096.870877 sec): 3 clusters Score: Raw -733321.412814 + Penalty 2898.256646 = -730423.156168 nChanged 120 SP:Iteration 13Q (2096.919924 sec): 3 clusters Score: Raw -733422.213326 + Penalty 2898.256646 = -730523.956680 nChanged 66 SP:Iteration 14Q (2096.987901 sec): 3 clusters Score: Raw -733477.138758 + Penalty 2898.256646 = -730578.882112 nChanged 48 SP:Iteration 15Q (2097.043627 sec): 3 clusters Score: Raw -733518.249643 + Penalty 2898.256646 = -730619.992997 nChanged 37 SP:Iteration 16Q (2097.102965 sec): 3 clusters Score: Raw -733544.254625 + Penalty 2898.256646 = -730645.997979 nChanged 20 SP:Iteration 17Q (2097.157973 sec): 3 clusters Score: Raw -733560.362835 + Penalty 2898.256646 = -730662.106189 nChanged 10 SP:Iteration 18Q (2097.219625 sec): 3 clusters Score: Raw -733570.240695 + Penalty 2898.256646 = -730671.984049 nChanged 10 SP:Iteration 19Q (2097.278302 sec): 3 clusters Score: Raw -733579.937210 + Penalty 2898.256646 = -730681.680564 nChanged 6 SP:Iteration 20F (2097.327236 sec): 3 clusters Score: Raw -733584.901681 + Penalty 2898.256646 = -730686.645035 nChanged 7 SP:Iteration 21Q (2097.389401 sec): 3 clusters Score: Raw -733591.608060 + Penalty 2898.256646 = -730693.351414 nChanged 7 SP:Iteration 22Q (2097.440134 sec): 3 clusters Score: Raw -733598.351297 + Penalty 2898.256646 = -730700.094650 nChanged 4 SP:Iteration 23Q (2097.498232 sec): 3 clusters Score: Raw -733602.934469 + Penalty 2898.256646 = -730704.677823 nChanged 1 SP:Iteration 24Q (2097.556009 sec): 3 clusters Score: Raw -733603.439866 + Penalty 2898.256646 = -730705.183220 nChanged 2 SP:Iteration 25Q (2097.624301 sec): 3 clusters Score: Raw -733604.518990 + Penalty 2898.256646 = -730706.262344 nChanged 2 SP:Iteration 26Q (2097.673959 sec): 3 clusters Score: Raw -733605.110563 + Penalty 2898.256646 = -730706.853917 nChanged 1 SP:Iteration 27Q (2097.746105 sec): 3 clusters Score: Raw -733605.435267 + Penalty 2898.256646 = -730707.178620 nChanged 0 SP:Iteration 28F (2097.797832 sec): 3 clusters Score: Raw -733605.435267 + Penalty 2898.256646 = -730707.178620 nChanged 0 Trying to split cluster 23 (3944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2097.839803 sec): 2 clusters Score: Raw -361751.742719 + Penalty 1345.491991 = -360406.250727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2097.896103 sec): 3 clusters Score: Raw -359797.300872 + Penalty 2690.983983 = -357106.316890 nChanged 1589 SP:Iteration 1F (2097.939461 sec): 3 clusters Score: Raw -360791.945090 + Penalty 2690.983983 = -358100.961108 nChanged 294 SP:Iteration 2F (2097.992581 sec): 3 clusters Score: Raw -360978.837274 + Penalty 2690.983983 = -358287.853291 nChanged 219 SP:Iteration 3F (2098.040429 sec): 3 clusters Score: Raw -361120.203864 + Penalty 2690.983983 = -358429.219882 nChanged 176 SP:Iteration 4Q (2098.093272 sec): 3 clusters Score: Raw -361242.660495 + Penalty 2690.983983 = -358551.676512 nChanged 178 SP:Iteration 5Q (2098.154592 sec): 3 clusters Score: Raw -361362.353191 + Penalty 2690.983983 = -358671.369208 nChanged 164 SP:Iteration 6Q (2098.208950 sec): 3 clusters Score: Raw -361484.923978 + Penalty 2690.983983 = -358793.939995 nChanged 170 SP:Iteration 7Q (2098.251150 sec): 3 clusters Score: Raw -361599.219718 + Penalty 2690.983983 = -358908.235736 nChanged 127 SP:Iteration 8Q (2098.308252 sec): 3 clusters Score: Raw -361685.338002 + Penalty 2690.983983 = -358994.354019 nChanged 114 SP:Iteration 9Q (2098.363395 sec): 3 clusters Score: Raw -361747.261081 + Penalty 2690.983983 = -359056.277098 nChanged 86 SP:Iteration 10Q (2098.417660 sec): 3 clusters Score: Raw -361784.756136 + Penalty 2690.983983 = -359093.772153 nChanged 62 SP:Iteration 11Q (2098.469879 sec): 3 clusters Score: Raw -361805.626977 + Penalty 2690.983983 = -359114.642994 nChanged 42 SP:Iteration 12Q (2098.531555 sec): 3 clusters Score: Raw -361820.916739 + Penalty 2690.983983 = -359129.932757 nChanged 42 SP:Iteration 13Q (2098.576200 sec): 3 clusters Score: Raw -361836.764490 + Penalty 2690.983983 = -359145.780507 nChanged 30 SP:Iteration 14Q (2098.641284 sec): 3 clusters Score: Raw -361845.599821 + Penalty 2690.983983 = -359154.615838 nChanged 20 SP:Iteration 15Q (2098.693056 sec): 3 clusters Score: Raw -361851.890031 + Penalty 2690.983983 = -359160.906049 nChanged 16 SP:Iteration 16Q (2098.743580 sec): 3 clusters Score: Raw -361857.260259 + Penalty 2690.983983 = -359166.276277 nChanged 14 SP:Iteration 17Q (2098.793937 sec): 3 clusters Score: Raw -361861.769912 + Penalty 2690.983983 = -359170.785929 nChanged 13 SP:Iteration 18Q (2098.844325 sec): 3 clusters Score: Raw -361865.922520 + Penalty 2690.983983 = -359174.938538 nChanged 11 SP:Iteration 19Q (2098.894901 sec): 3 clusters Score: Raw -361867.756464 + Penalty 2690.983983 = -359176.772482 nChanged 4 SP:Iteration 20F (2098.944949 sec): 3 clusters Score: Raw -361868.711043 + Penalty 2690.983983 = -359177.727060 nChanged 5 SP:Iteration 21Q (2098.999568 sec): 3 clusters Score: Raw -361870.686140 + Penalty 2690.983983 = -359179.702157 nChanged 7 SP:Iteration 22Q (2099.057256 sec): 3 clusters Score: Raw -361872.764541 + Penalty 2690.983983 = -359181.780559 nChanged 7 SP:Iteration 23Q (2099.108520 sec): 3 clusters Score: Raw -361874.731512 + Penalty 2690.983983 = -359183.747529 nChanged 10 SP:Iteration 24Q (2099.166283 sec): 3 clusters Score: Raw -361877.599305 + Penalty 2690.983983 = -359186.615322 nChanged 8 SP:Iteration 25Q (2099.220619 sec): 3 clusters Score: Raw -361880.316149 + Penalty 2690.983983 = -359189.332167 nChanged 7 SP:Iteration 26Q (2099.272532 sec): 3 clusters Score: Raw -361881.864622 + Penalty 2690.983983 = -359190.880639 nChanged 6 SP:Iteration 27Q (2099.328276 sec): 3 clusters Score: Raw -361883.759359 + Penalty 2690.983983 = -359192.775377 nChanged 7 SP:Iteration 28Q (2099.377658 sec): 3 clusters Score: Raw -361885.405606 + Penalty 2690.983983 = -359194.421623 nChanged 1 SP:Iteration 29Q (2099.420822 sec): 3 clusters Score: Raw -361885.515854 + Penalty 2690.983983 = -359194.531871 nChanged 1 SP:Iteration 30Q (2099.482494 sec): 3 clusters Score: Raw -361885.697719 + Penalty 2690.983983 = -359194.713736 nChanged 3 SP:Iteration 31Q (2099.541013 sec): 3 clusters Score: Raw -361886.024310 + Penalty 2690.983983 = -359195.040327 nChanged 1 SP:Iteration 32Q (2099.578790 sec): 3 clusters Score: Raw -361886.230914 + Penalty 2690.983983 = -359195.246932 nChanged 1 SP:Iteration 33Q (2099.650233 sec): 3 clusters Score: Raw -361886.393872 + Penalty 2690.983983 = -359195.409890 nChanged 1 SP:Iteration 34Q (2099.702700 sec): 3 clusters Score: Raw -361886.553784 + Penalty 2690.983983 = -359195.569802 nChanged 0 SP:Iteration 35F (2099.744205 sec): 3 clusters Score: Raw -361886.553784 + Penalty 2690.983983 = -359195.569802 nChanged 0 Trying to split cluster 24 (6421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2099.778897 sec): 2 clusters Score: Raw -631691.552077 + Penalty 1424.690987 = -630266.861090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2099.828941 sec): 3 clusters Score: Raw -628186.423207 + Penalty 2849.381973 = -625337.041234 nChanged 2699 SP:Iteration 1F (2099.890780 sec): 3 clusters Score: Raw -629685.648152 + Penalty 2849.381973 = -626836.266179 nChanged 451 SP:Iteration 2F (2099.950070 sec): 3 clusters Score: Raw -629934.652181 + Penalty 2849.381973 = -627085.270208 nChanged 414 SP:Iteration 3F (2100.009259 sec): 3 clusters Score: Raw -630193.167098 + Penalty 2849.381973 = -627343.785125 nChanged 372 SP:Iteration 4F (2100.057750 sec): 3 clusters Score: Raw -630433.505047 + Penalty 2849.381973 = -627584.123074 nChanged 341 SP:Iteration 5F (2100.116495 sec): 3 clusters Score: Raw -630657.857022 + Penalty 2849.381973 = -627808.475049 nChanged 325 SP:Iteration 6F (2100.185676 sec): 3 clusters Score: Raw -630892.720287 + Penalty 2849.381973 = -628043.338314 nChanged 295 SP:Iteration 7Q (2100.241813 sec): 3 clusters Score: Raw -631107.406272 + Penalty 2849.381973 = -628258.024299 nChanged 248 SP:Iteration 8Q (2100.291181 sec): 3 clusters Score: Raw -631294.527716 + Penalty 2849.381973 = -628445.145743 nChanged 225 SP:Iteration 9Q (2100.346217 sec): 3 clusters Score: Raw -631470.173428 + Penalty 2849.381973 = -628620.791455 nChanged 186 SP:Iteration 10Q (2100.406116 sec): 3 clusters Score: Raw -631619.538112 + Penalty 2849.381973 = -628770.156139 nChanged 154 SP:Iteration 11Q (2100.462887 sec): 3 clusters Score: Raw -631730.973808 + Penalty 2849.381973 = -628881.591835 nChanged 101 SP:Iteration 12Q (2100.514051 sec): 3 clusters Score: Raw -631799.861916 + Penalty 2849.381973 = -628950.479943 nChanged 86 SP:Iteration 13Q (2100.568597 sec): 3 clusters Score: Raw -631852.790420 + Penalty 2849.381973 = -629003.408446 nChanged 67 SP:Iteration 14Q (2100.622599 sec): 3 clusters Score: Raw -631888.596453 + Penalty 2849.381973 = -629039.214480 nChanged 44 SP:Iteration 15Q (2100.675807 sec): 3 clusters Score: Raw -631906.998719 + Penalty 2849.381973 = -629057.616746 nChanged 29 SP:Iteration 16Q (2100.741411 sec): 3 clusters Score: Raw -631922.677599 + Penalty 2849.381973 = -629073.295626 nChanged 23 SP:Iteration 17Q (2100.793636 sec): 3 clusters Score: Raw -631931.838448 + Penalty 2849.381973 = -629082.456475 nChanged 14 SP:Iteration 18Q (2100.846664 sec): 3 clusters Score: Raw -631939.188481 + Penalty 2849.381973 = -629089.806508 nChanged 16 SP:Iteration 19Q (2100.909709 sec): 3 clusters Score: Raw -631945.710871 + Penalty 2849.381973 = -629096.328898 nChanged 12 SP:Iteration 20F (2100.968704 sec): 3 clusters Score: Raw -631949.695572 + Penalty 2849.381973 = -629100.313599 nChanged 8 SP:Iteration 21Q (2101.017136 sec): 3 clusters Score: Raw -631952.565189 + Penalty 2849.381973 = -629103.183216 nChanged 10 SP:Iteration 22Q (2101.073058 sec): 3 clusters Score: Raw -631958.141466 + Penalty 2849.381973 = -629108.759493 nChanged 19 SP:Iteration 23Q (2101.134925 sec): 3 clusters Score: Raw -631967.700370 + Penalty 2849.381973 = -629118.318397 nChanged 21 SP:Iteration 24Q (2101.188891 sec): 3 clusters Score: Raw -631975.246752 + Penalty 2849.381973 = -629125.864779 nChanged 11 SP:Iteration 25Q (2101.255666 sec): 3 clusters Score: Raw -631978.899059 + Penalty 2849.381973 = -629129.517086 nChanged 9 SP:Iteration 26Q (2101.307268 sec): 3 clusters Score: Raw -631981.768942 + Penalty 2849.381973 = -629132.386969 nChanged 8 SP:Iteration 27Q (2101.363477 sec): 3 clusters Score: Raw -631984.371788 + Penalty 2849.381973 = -629134.989815 nChanged 6 SP:Iteration 28Q (2101.409081 sec): 3 clusters Score: Raw -631985.974305 + Penalty 2849.381973 = -629136.592332 nChanged 6 SP:Iteration 29Q (2101.469481 sec): 3 clusters Score: Raw -631989.672210 + Penalty 2849.381973 = -629140.290237 nChanged 12 SP:Iteration 30Q (2101.527315 sec): 3 clusters Score: Raw -631992.969555 + Penalty 2849.381973 = -629143.587582 nChanged 8 SP:Iteration 31Q (2101.592857 sec): 3 clusters Score: Raw -631995.275558 + Penalty 2849.381973 = -629145.893585 nChanged 8 SP:Iteration 32Q (2101.649496 sec): 3 clusters Score: Raw -631998.463745 + Penalty 2849.381973 = -629149.081772 nChanged 5 SP:Iteration 33Q (2101.710493 sec): 3 clusters Score: Raw -631999.548916 + Penalty 2849.381973 = -629150.166943 nChanged 2 SP:Iteration 34Q (2101.759153 sec): 3 clusters Score: Raw -632000.199027 + Penalty 2849.381973 = -629150.817054 nChanged 1 SP:Iteration 35Q (2101.824957 sec): 3 clusters Score: Raw -632000.354493 + Penalty 2849.381973 = -629150.972520 nChanged 1 SP:Iteration 36Q (2101.878235 sec): 3 clusters Score: Raw -632000.543810 + Penalty 2849.381973 = -629151.161837 nChanged 0 SP:Iteration 37F (2101.943550 sec): 3 clusters Score: Raw -632000.543810 + Penalty 2849.381973 = -629151.161837 nChanged 0 Iteration 139Q (2104.540532 sec): 25 clusters Score: Raw -31988515.771947 + Penalty 49754.196634 = -31938761.575313 nChanged 29 Iteration 140F (2110.021089 sec): 25 clusters Score: Raw -31988516.954222 + Penalty 49754.196634 = -31938762.757588 nChanged 24 Iteration 141Q (2112.510612 sec): 25 clusters Score: Raw -31988518.264632 + Penalty 49754.196634 = -31938764.067998 nChanged 28 Iteration 142Q (2114.957757 sec): 25 clusters Score: Raw -31988519.616037 + Penalty 49754.196634 = -31938765.419403 nChanged 28 Iteration 143Q (2117.401725 sec): 25 clusters Score: Raw -31988520.973212 + Penalty 49754.196634 = -31938766.776578 nChanged 24 Iteration 144Q (2119.894421 sec): 25 clusters Score: Raw -31988522.108201 + Penalty 49754.196634 = -31938767.911567 nChanged 17 Iteration 145Q (2122.735672 sec): 25 clusters Score: Raw -31988523.038900 + Penalty 49754.196634 = -31938768.842265 nChanged 13 Iteration 146Q (2125.424404 sec): 25 clusters Score: Raw -31988523.743314 + Penalty 49754.196634 = -31938769.546680 nChanged 12 Iteration 147Q (2128.071234 sec): 25 clusters Score: Raw -31988524.304992 + Penalty 49754.196634 = -31938770.108358 nChanged 17 Iteration 148Q (2130.650360 sec): 25 clusters Score: Raw -31988525.514630 + Penalty 49754.196634 = -31938771.317996 nChanged 21 Iteration 149Q (2133.088513 sec): 25 clusters Score: Raw -31988526.705492 + Penalty 49754.196634 = -31938772.508858 nChanged 20 Iteration 150Q (2135.772169 sec): 25 clusters Score: Raw -31988528.338576 + Penalty 49754.196634 = -31938774.141942 nChanged 15 Iteration 151Q (2138.213653 sec): 25 clusters Score: Raw -31988529.467908 + Penalty 49754.196634 = -31938775.271274 nChanged 17 Iteration 152Q (2140.849737 sec): 25 clusters Score: Raw -31988530.409568 + Penalty 49754.196634 = -31938776.212933 nChanged 17 Iteration 153Q (2143.390113 sec): 25 clusters Score: Raw -31988531.175624 + Penalty 49754.196634 = -31938776.978990 nChanged 18 Iteration 154Q (2145.795874 sec): 25 clusters Score: Raw -31988532.205334 + Penalty 49754.196634 = -31938778.008699 nChanged 17 Iteration 155Q (2148.289172 sec): 25 clusters Score: Raw -31988532.626142 + Penalty 49754.196634 = -31938778.429508 nChanged 15 Iteration 156Q (2150.794356 sec): 25 clusters Score: Raw -31988533.142109 + Penalty 49754.196634 = -31938778.945475 nChanged 15 Iteration 157Q (2153.504681 sec): 25 clusters Score: Raw -31988533.534928 + Penalty 49754.196634 = -31938779.338294 nChanged 8 Iteration 158Q (2156.120742 sec): 25 clusters Score: Raw -31988533.744512 + Penalty 49754.196634 = -31938779.547878 nChanged 5 Iteration 159Q (2158.801632 sec): 25 clusters Score: Raw -31988533.903048 + Penalty 49754.196634 = -31938779.706414 nChanged 5 Iteration 160F (2164.284549 sec): 25 clusters Score: Raw -31988534.016678 + Penalty 49754.196634 = -31938779.820044 nChanged 6 Iteration 161Q (2166.662988 sec): 25 clusters Score: Raw -31988534.209204 + Penalty 49754.196634 = -31938780.012569 nChanged 6 Iteration 162Q (2169.355882 sec): 25 clusters Score: Raw -31988534.473361 + Penalty 49754.196634 = -31938780.276727 nChanged 4 Iteration 163Q (2171.860058 sec): 25 clusters Score: Raw -31988534.638202 + Penalty 49754.196634 = -31938780.441568 nChanged 4 Iteration 164Q (2174.201396 sec): 25 clusters Score: Raw -31988534.802164 + Penalty 49754.196634 = -31938780.605530 nChanged 4 Iteration 165Q (2176.913078 sec): 25 clusters Score: Raw -31988534.977396 + Penalty 49754.196634 = -31938780.780761 nChanged 5 Iteration 166Q (2179.376216 sec): 25 clusters Score: Raw -31988535.096649 + Penalty 49754.196634 = -31938780.900015 nChanged 6 Iteration 167Q (2181.951215 sec): 25 clusters Score: Raw -31988535.239156 + Penalty 49754.196634 = -31938781.042522 nChanged 3 Iteration 168Q (2184.365832 sec): 25 clusters Score: Raw -31988535.357039 + Penalty 49754.196634 = -31938781.160405 nChanged 3 Iteration 169Q (2186.983027 sec): 25 clusters Score: Raw -31988535.402043 + Penalty 49754.196634 = -31938781.205409 nChanged 3 Iteration 170Q (2189.515090 sec): 25 clusters Score: Raw -31988535.471214 + Penalty 49754.196634 = -31938781.274580 nChanged 6 Iteration 171Q (2192.104447 sec): 25 clusters Score: Raw -31988535.617342 + Penalty 49754.196634 = -31938781.420708 nChanged 6 Iteration 172Q (2194.755430 sec): 25 clusters Score: Raw -31988535.785749 + Penalty 49754.196634 = -31938781.589115 nChanged 8 Iteration 173Q (2197.087642 sec): 25 clusters Score: Raw -31988535.962505 + Penalty 49754.196634 = -31938781.765871 nChanged 4 Iteration 174Q (2199.935070 sec): 25 clusters Score: Raw -31988536.063991 + Penalty 49754.196634 = -31938781.867357 nChanged 3 Iteration 175Q (2202.662005 sec): 25 clusters Score: Raw -31988536.138538 + Penalty 49754.196634 = -31938781.941904 nChanged 2 Iteration 176Q (2205.371307 sec): 25 clusters Score: Raw -31988536.176402 + Penalty 49754.196634 = -31938781.979767 nChanged 2 Iteration 177Q (2208.075386 sec): 25 clusters Score: Raw -31988536.201282 + Penalty 49754.196634 = -31938782.004648 nChanged 0 Iteration 178F (2213.482932 sec): 25 clusters Score: Raw -31988536.201282 + Penalty 49754.196634 = -31938782.004648 nChanged 0 Compute initial score before splitting: Score: Raw -31988536.201282 + Penalty 49754.196634 = -31938782.004648 Trying to split cluster 1 (3169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2213.581867 sec): 2 clusters Score: Raw -260353.343212 + Penalty 1309.940346 = -259043.402866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2213.631111 sec): 3 clusters Score: Raw -258918.964769 + Penalty 2619.880692 = -256299.084077 nChanged 1215 SP:Iteration 1F (2213.684647 sec): 3 clusters Score: Raw -259731.003373 + Penalty 2619.880692 = -257111.122682 nChanged 274 SP:Iteration 2F (2213.734185 sec): 3 clusters Score: Raw -259992.439393 + Penalty 2619.880692 = -257372.558701 nChanged 236 SP:Iteration 3F (2213.777628 sec): 3 clusters Score: Raw -260215.250249 + Penalty 2619.880692 = -257595.369557 nChanged 191 SP:Iteration 4F (2213.819540 sec): 3 clusters Score: Raw -260387.506622 + Penalty 2619.880692 = -257767.625930 nChanged 159 SP:Iteration 5F (2213.862608 sec): 3 clusters Score: Raw -260558.395581 + Penalty 2619.880692 = -257938.514889 nChanged 160 SP:Iteration 6F (2213.910154 sec): 3 clusters Score: Raw -260702.186818 + Penalty 2619.880692 = -258082.306126 nChanged 124 SP:Iteration 7Q (2213.961354 sec): 3 clusters Score: Raw -260801.240176 + Penalty 2619.880692 = -258181.359484 nChanged 83 SP:Iteration 8Q (2214.019595 sec): 3 clusters Score: Raw -260850.923360 + Penalty 2619.880692 = -258231.042668 nChanged 56 SP:Iteration 9Q (2214.063495 sec): 3 clusters Score: Raw -260881.119568 + Penalty 2619.880692 = -258261.238876 nChanged 41 SP:Iteration 10Q (2214.115279 sec): 3 clusters Score: Raw -260902.273933 + Penalty 2619.880692 = -258282.393241 nChanged 35 SP:Iteration 11Q (2214.168281 sec): 3 clusters Score: Raw -260918.147560 + Penalty 2619.880692 = -258298.266868 nChanged 27 SP:Iteration 12Q (2214.219144 sec): 3 clusters Score: Raw -260927.293572 + Penalty 2619.880692 = -258307.412880 nChanged 16 SP:Iteration 13Q (2214.256557 sec): 3 clusters Score: Raw -260932.084879 + Penalty 2619.880692 = -258312.204187 nChanged 6 SP:Iteration 14Q (2214.306380 sec): 3 clusters Score: Raw -260934.574353 + Penalty 2619.880692 = -258314.693661 nChanged 6 SP:Iteration 15Q (2214.365267 sec): 3 clusters Score: Raw -260936.774078 + Penalty 2619.880692 = -258316.893386 nChanged 2 SP:Iteration 16Q (2214.413014 sec): 3 clusters Score: Raw -260937.377298 + Penalty 2619.880692 = -258317.496607 nChanged 5 SP:Iteration 17Q (2214.464784 sec): 3 clusters Score: Raw -260939.141311 + Penalty 2619.880692 = -258319.260619 nChanged 3 SP:Iteration 18Q (2214.510931 sec): 3 clusters Score: Raw -260939.732133 + Penalty 2619.880692 = -258319.851442 nChanged 3 SP:Iteration 19Q (2214.568232 sec): 3 clusters Score: Raw -260940.153023 + Penalty 2619.880692 = -258320.272331 nChanged 2 SP:Iteration 20F (2214.615630 sec): 3 clusters Score: Raw -260940.443727 + Penalty 2619.880692 = -258320.563035 nChanged 1 SP:Iteration 21Q (2214.663674 sec): 3 clusters Score: Raw -260940.632031 + Penalty 2619.880692 = -258320.751339 nChanged 1 SP:Iteration 22Q (2214.705770 sec): 3 clusters Score: Raw -260940.823293 + Penalty 2619.880692 = -258320.942601 nChanged 1 SP:Iteration 23Q (2214.763715 sec): 3 clusters Score: Raw -260941.108291 + Penalty 2619.880692 = -258321.227600 nChanged 0 SP:Iteration 24F (2214.814357 sec): 3 clusters Score: Raw -260941.108291 + Penalty 2619.880692 = -258321.227600 nChanged 0 Trying to split cluster 2 (14924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2214.856908 sec): 2 clusters Score: Raw -1429062.433542 + Penalty 1561.742964 = -1427500.690578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2214.931639 sec): 3 clusters Score: Raw -1420333.971414 + Penalty 3123.485929 = -1417210.485485 nChanged 6605 SP:Iteration 1F (2215.003377 sec): 3 clusters Score: Raw -1423993.665132 + Penalty 3123.485929 = -1420870.179203 nChanged 841 SP:Iteration 2F (2215.067718 sec): 3 clusters Score: Raw -1424336.533619 + Penalty 3123.485929 = -1421213.047691 nChanged 741 SP:Iteration 3Q (2215.147903 sec): 3 clusters Score: Raw -1424677.570702 + Penalty 3123.485929 = -1421554.084773 nChanged 753 SP:Iteration 4F (2215.215153 sec): 3 clusters Score: Raw -1425077.106988 + Penalty 3123.485929 = -1421953.621059 nChanged 751 SP:Iteration 5F (2215.275222 sec): 3 clusters Score: Raw -1425495.156600 + Penalty 3123.485929 = -1422371.670671 nChanged 790 SP:Iteration 6F (2215.355036 sec): 3 clusters Score: Raw -1425997.195439 + Penalty 3123.485929 = -1422873.709510 nChanged 883 SP:Iteration 7F (2215.407000 sec): 3 clusters Score: Raw -1426633.381036 + Penalty 3123.485929 = -1423509.895107 nChanged 854 SP:Iteration 8F (2215.479821 sec): 3 clusters Score: Raw -1427293.563756 + Penalty 3123.485929 = -1424170.077828 nChanged 708 SP:Iteration 9Q (2215.552970 sec): 3 clusters Score: Raw -1427889.862905 + Penalty 3123.485929 = -1424766.376977 nChanged 563 SP:Iteration 10Q (2215.613276 sec): 3 clusters Score: Raw -1428382.737144 + Penalty 3123.485929 = -1425259.251215 nChanged 408 SP:Iteration 11Q (2215.687894 sec): 3 clusters Score: Raw -1428695.177986 + Penalty 3123.485929 = -1425571.692057 nChanged 263 SP:Iteration 12Q (2215.757535 sec): 3 clusters Score: Raw -1428873.754779 + Penalty 3123.485929 = -1425750.268851 nChanged 198 SP:Iteration 13Q (2215.817581 sec): 3 clusters Score: Raw -1429004.300925 + Penalty 3123.485929 = -1425880.814996 nChanged 164 SP:Iteration 14Q (2215.889106 sec): 3 clusters Score: Raw -1429108.772406 + Penalty 3123.485929 = -1425985.286477 nChanged 119 SP:Iteration 15Q (2215.955282 sec): 3 clusters Score: Raw -1429174.321007 + Penalty 3123.485929 = -1426050.835079 nChanged 88 SP:Iteration 16Q (2216.023477 sec): 3 clusters Score: Raw -1429215.041247 + Penalty 3123.485929 = -1426091.555319 nChanged 73 SP:Iteration 17Q (2216.079794 sec): 3 clusters Score: Raw -1429246.987722 + Penalty 3123.485929 = -1426123.501793 nChanged 56 SP:Iteration 18Q (2216.155625 sec): 3 clusters Score: Raw -1429272.820790 + Penalty 3123.485929 = -1426149.334862 nChanged 59 SP:Iteration 19Q (2216.214182 sec): 3 clusters Score: Raw -1429297.047280 + Penalty 3123.485929 = -1426173.561351 nChanged 44 SP:Iteration 20F (2216.276352 sec): 3 clusters Score: Raw -1429317.736675 + Penalty 3123.485929 = -1426194.250746 nChanged 33 SP:Iteration 21Q (2216.333810 sec): 3 clusters Score: Raw -1429328.328001 + Penalty 3123.485929 = -1426204.842073 nChanged 27 SP:Iteration 22Q (2216.401726 sec): 3 clusters Score: Raw -1429336.702853 + Penalty 3123.485929 = -1426213.216924 nChanged 17 SP:Iteration 23Q (2216.465816 sec): 3 clusters Score: Raw -1429342.490000 + Penalty 3123.485929 = -1426219.004072 nChanged 20 SP:Iteration 24Q (2216.523772 sec): 3 clusters Score: Raw -1429350.284519 + Penalty 3123.485929 = -1426226.798591 nChanged 19 SP:Iteration 25Q (2216.591670 sec): 3 clusters Score: Raw -1429356.844838 + Penalty 3123.485929 = -1426233.358909 nChanged 19 SP:Iteration 26Q (2216.658866 sec): 3 clusters Score: Raw -1429362.325112 + Penalty 3123.485929 = -1426238.839183 nChanged 13 SP:Iteration 27Q (2216.735657 sec): 3 clusters Score: Raw -1429366.706981 + Penalty 3123.485929 = -1426243.221052 nChanged 14 SP:Iteration 28Q (2216.797599 sec): 3 clusters Score: Raw -1429370.742174 + Penalty 3123.485929 = -1426247.256245 nChanged 12 SP:Iteration 29Q (2216.868540 sec): 3 clusters Score: Raw -1429375.262979 + Penalty 3123.485929 = -1426251.777050 nChanged 9 SP:Iteration 30Q (2216.924452 sec): 3 clusters Score: Raw -1429378.195844 + Penalty 3123.485929 = -1426254.709916 nChanged 8 SP:Iteration 31Q (2216.994103 sec): 3 clusters Score: Raw -1429380.546746 + Penalty 3123.485929 = -1426257.060817 nChanged 5 SP:Iteration 32Q (2217.059298 sec): 3 clusters Score: Raw -1429382.094023 + Penalty 3123.485929 = -1426258.608094 nChanged 8 SP:Iteration 33Q (2217.112265 sec): 3 clusters Score: Raw -1429385.210860 + Penalty 3123.485929 = -1426261.724931 nChanged 13 SP:Iteration 34Q (2217.176697 sec): 3 clusters Score: Raw -1429389.195495 + Penalty 3123.485929 = -1426265.709567 nChanged 9 SP:Iteration 35Q (2217.240718 sec): 3 clusters Score: Raw -1429391.634811 + Penalty 3123.485929 = -1426268.148882 nChanged 6 SP:Iteration 36Q (2217.311564 sec): 3 clusters Score: Raw -1429392.930448 + Penalty 3123.485929 = -1426269.444519 nChanged 5 SP:Iteration 37Q (2217.377326 sec): 3 clusters Score: Raw -1429393.805610 + Penalty 3123.485929 = -1426270.319681 nChanged 3 SP:Iteration 38Q (2217.435249 sec): 3 clusters Score: Raw -1429394.610833 + Penalty 3123.485929 = -1426271.124904 nChanged 8 SP:Iteration 39Q (2217.511901 sec): 3 clusters Score: Raw -1429396.598675 + Penalty 3123.485929 = -1426273.112747 nChanged 4 SP:Iteration 40F (2217.563960 sec): 3 clusters Score: Raw -1429397.297550 + Penalty 3123.485929 = -1426273.811621 nChanged 3 SP:Iteration 41Q (2217.629842 sec): 3 clusters Score: Raw -1429398.123997 + Penalty 3123.485929 = -1426274.638068 nChanged 3 SP:Iteration 42Q (2217.688800 sec): 3 clusters Score: Raw -1429398.851148 + Penalty 3123.485929 = -1426275.365219 nChanged 0 SP:Iteration 43F (2217.768436 sec): 3 clusters Score: Raw -1429398.851148 + Penalty 3123.485929 = -1426275.365219 nChanged 0 Trying to split cluster 3 (1952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2217.797568 sec): 2 clusters Score: Raw -176804.449688 + Penalty 1231.199087 = -175573.250600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2217.836531 sec): 3 clusters Score: Raw -175975.887058 + Penalty 2462.398174 = -173513.488884 nChanged 689 SP:Iteration 1F (2217.880344 sec): 3 clusters Score: Raw -176409.479820 + Penalty 2462.398174 = -173947.081646 nChanged 160 SP:Iteration 2F (2217.926575 sec): 3 clusters Score: Raw -176521.950963 + Penalty 2462.398174 = -174059.552789 nChanged 88 SP:Iteration 3Q (2217.981565 sec): 3 clusters Score: Raw -176585.825502 + Penalty 2462.398174 = -174123.427327 nChanged 69 SP:Iteration 4Q (2218.032625 sec): 3 clusters Score: Raw -176635.521320 + Penalty 2462.398174 = -174173.123145 nChanged 61 SP:Iteration 5Q (2218.073938 sec): 3 clusters Score: Raw -176693.635528 + Penalty 2462.398174 = -174231.237353 nChanged 60 SP:Iteration 6Q (2218.117406 sec): 3 clusters Score: Raw -176733.894219 + Penalty 2462.398174 = -174271.496044 nChanged 49 SP:Iteration 7Q (2218.162550 sec): 3 clusters Score: Raw -176770.115260 + Penalty 2462.398174 = -174307.717086 nChanged 46 SP:Iteration 8Q (2218.205746 sec): 3 clusters Score: Raw -176801.520222 + Penalty 2462.398174 = -174339.122047 nChanged 44 SP:Iteration 9Q (2218.257511 sec): 3 clusters Score: Raw -176842.404541 + Penalty 2462.398174 = -174380.006367 nChanged 47 SP:Iteration 10Q (2218.301569 sec): 3 clusters Score: Raw -176880.780057 + Penalty 2462.398174 = -174418.381882 nChanged 43 SP:Iteration 11Q (2218.343298 sec): 3 clusters Score: Raw -176931.704803 + Penalty 2462.398174 = -174469.306628 nChanged 53 SP:Iteration 12Q (2218.399631 sec): 3 clusters Score: Raw -176991.792503 + Penalty 2462.398174 = -174529.394329 nChanged 56 SP:Iteration 13Q (2218.438939 sec): 3 clusters Score: Raw -177060.212648 + Penalty 2462.398174 = -174597.814473 nChanged 65 SP:Iteration 14Q (2218.492069 sec): 3 clusters Score: Raw -177108.852057 + Penalty 2462.398174 = -174646.453883 nChanged 39 SP:Iteration 15Q (2218.548446 sec): 3 clusters Score: Raw -177135.221379 + Penalty 2462.398174 = -174672.823204 nChanged 35 SP:Iteration 16Q (2218.583787 sec): 3 clusters Score: Raw -177158.386224 + Penalty 2462.398174 = -174695.988050 nChanged 24 SP:Iteration 17Q (2218.632038 sec): 3 clusters Score: Raw -177172.448853 + Penalty 2462.398174 = -174710.050679 nChanged 19 SP:Iteration 18Q (2218.688726 sec): 3 clusters Score: Raw -177186.936374 + Penalty 2462.398174 = -174724.538200 nChanged 13 SP:Iteration 19Q (2218.730847 sec): 3 clusters Score: Raw -177193.412660 + Penalty 2462.398174 = -174731.014486 nChanged 20 SP:Iteration 20F (2218.773605 sec): 3 clusters Score: Raw -177204.091806 + Penalty 2462.398174 = -174741.693632 nChanged 17 SP:Iteration 21Q (2218.813458 sec): 3 clusters Score: Raw -177211.618113 + Penalty 2462.398174 = -174749.219939 nChanged 10 SP:Iteration 22Q (2218.856842 sec): 3 clusters Score: Raw -177214.239803 + Penalty 2462.398174 = -174751.841629 nChanged 6 SP:Iteration 23Q (2218.911580 sec): 3 clusters Score: Raw -177217.290725 + Penalty 2462.398174 = -174754.892550 nChanged 5 SP:Iteration 24Q (2218.952260 sec): 3 clusters Score: Raw -177219.921656 + Penalty 2462.398174 = -174757.523482 nChanged 11 SP:Iteration 25Q (2219.000668 sec): 3 clusters Score: Raw -177224.674196 + Penalty 2462.398174 = -174762.276021 nChanged 6 SP:Iteration 26Q (2219.051118 sec): 3 clusters Score: Raw -177227.430100 + Penalty 2462.398174 = -174765.031926 nChanged 2 SP:Iteration 27Q (2219.097307 sec): 3 clusters Score: Raw -177228.727084 + Penalty 2462.398174 = -174766.328910 nChanged 4 SP:Iteration 28Q (2219.134011 sec): 3 clusters Score: Raw -177231.067344 + Penalty 2462.398174 = -174768.669169 nChanged 4 SP:Iteration 29Q (2219.191709 sec): 3 clusters Score: Raw -177232.454136 + Penalty 2462.398174 = -174770.055962 nChanged 1 SP:Iteration 30Q (2219.237787 sec): 3 clusters Score: Raw -177233.017709 + Penalty 2462.398174 = -174770.619535 nChanged 1 SP:Iteration 31Q (2219.280329 sec): 3 clusters Score: Raw -177233.469654 + Penalty 2462.398174 = -174771.071480 nChanged 1 SP:Iteration 32Q (2219.325664 sec): 3 clusters Score: Raw -177233.792760 + Penalty 2462.398174 = -174771.394586 nChanged 0 SP:Iteration 33F (2219.374772 sec): 3 clusters Score: Raw -177233.792760 + Penalty 2462.398174 = -174771.394586 nChanged 0 Trying to split cluster 4 (3702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2219.399833 sec): 2 clusters Score: Raw -348285.221198 + Penalty 1335.202130 = -346950.019068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2219.448544 sec): 3 clusters Score: Raw -346451.270568 + Penalty 2670.404260 = -343780.866308 nChanged 1453 SP:Iteration 1F (2219.502127 sec): 3 clusters Score: Raw -347265.867548 + Penalty 2670.404260 = -344595.463288 nChanged 280 SP:Iteration 2F (2219.540623 sec): 3 clusters Score: Raw -347439.621254 + Penalty 2670.404260 = -344769.216994 nChanged 200 SP:Iteration 3F (2219.591156 sec): 3 clusters Score: Raw -347553.161927 + Penalty 2670.404260 = -344882.757666 nChanged 151 SP:Iteration 4Q (2219.646545 sec): 3 clusters Score: Raw -347642.027665 + Penalty 2670.404260 = -344971.623405 nChanged 153 SP:Iteration 5Q (2219.688944 sec): 3 clusters Score: Raw -347749.816752 + Penalty 2670.404260 = -345079.412491 nChanged 137 SP:Iteration 6Q (2219.740241 sec): 3 clusters Score: Raw -347884.607419 + Penalty 2670.404260 = -345214.203158 nChanged 176 SP:Iteration 7Q (2219.789494 sec): 3 clusters Score: Raw -348078.667231 + Penalty 2670.404260 = -345408.262970 nChanged 171 SP:Iteration 8Q (2219.838519 sec): 3 clusters Score: Raw -348305.500595 + Penalty 2670.404260 = -345635.096335 nChanged 180 SP:Iteration 9Q (2219.896916 sec): 3 clusters Score: Raw -348481.982943 + Penalty 2670.404260 = -345811.578682 nChanged 149 SP:Iteration 10Q (2219.946819 sec): 3 clusters Score: Raw -348588.377194 + Penalty 2670.404260 = -345917.972934 nChanged 120 SP:Iteration 11Q (2219.987065 sec): 3 clusters Score: Raw -348659.316502 + Penalty 2670.404260 = -345988.912242 nChanged 97 SP:Iteration 12Q (2220.042948 sec): 3 clusters Score: Raw -348722.666270 + Penalty 2670.404260 = -346052.262010 nChanged 85 SP:Iteration 13Q (2220.094078 sec): 3 clusters Score: Raw -348760.841440 + Penalty 2670.404260 = -346090.437180 nChanged 59 SP:Iteration 14Q (2220.139629 sec): 3 clusters Score: Raw -348786.335659 + Penalty 2670.404260 = -346115.931399 nChanged 47 SP:Iteration 15Q (2220.201252 sec): 3 clusters Score: Raw -348805.463215 + Penalty 2670.404260 = -346135.058955 nChanged 35 SP:Iteration 16Q (2220.250196 sec): 3 clusters Score: Raw -348823.776400 + Penalty 2670.404260 = -346153.372140 nChanged 37 SP:Iteration 17Q (2220.302564 sec): 3 clusters Score: Raw -348838.007019 + Penalty 2670.404260 = -346167.602759 nChanged 26 SP:Iteration 18Q (2220.353013 sec): 3 clusters Score: Raw -348847.742553 + Penalty 2670.404260 = -346177.338293 nChanged 29 SP:Iteration 19Q (2220.398003 sec): 3 clusters Score: Raw -348858.776116 + Penalty 2670.404260 = -346188.371856 nChanged 30 SP:Iteration 20F (2220.449918 sec): 3 clusters Score: Raw -348867.225924 + Penalty 2670.404260 = -346196.821663 nChanged 24 SP:Iteration 21Q (2220.493503 sec): 3 clusters Score: Raw -348875.231274 + Penalty 2670.404260 = -346204.827014 nChanged 23 SP:Iteration 22Q (2220.544694 sec): 3 clusters Score: Raw -348880.440782 + Penalty 2670.404260 = -346210.036522 nChanged 18 SP:Iteration 23Q (2220.593964 sec): 3 clusters Score: Raw -348885.829190 + Penalty 2670.404260 = -346215.424930 nChanged 20 SP:Iteration 24Q (2220.651917 sec): 3 clusters Score: Raw -348890.407626 + Penalty 2670.404260 = -346220.003366 nChanged 17 SP:Iteration 25Q (2220.701951 sec): 3 clusters Score: Raw -348894.058642 + Penalty 2670.404260 = -346223.654382 nChanged 16 SP:Iteration 26Q (2220.747875 sec): 3 clusters Score: Raw -348897.673188 + Penalty 2670.404260 = -346227.268928 nChanged 19 SP:Iteration 27Q (2220.791825 sec): 3 clusters Score: Raw -348902.479229 + Penalty 2670.404260 = -346232.074969 nChanged 18 SP:Iteration 28Q (2220.851370 sec): 3 clusters Score: Raw -348906.801478 + Penalty 2670.404260 = -346236.397218 nChanged 20 SP:Iteration 29Q (2220.904935 sec): 3 clusters Score: Raw -348911.951086 + Penalty 2670.404260 = -346241.546825 nChanged 24 SP:Iteration 30Q (2220.946043 sec): 3 clusters Score: Raw -348919.260890 + Penalty 2670.404260 = -346248.856630 nChanged 23 SP:Iteration 31Q (2220.998991 sec): 3 clusters Score: Raw -348925.939889 + Penalty 2670.404260 = -346255.535629 nChanged 27 SP:Iteration 32Q (2221.055981 sec): 3 clusters Score: Raw -348933.522077 + Penalty 2670.404260 = -346263.117817 nChanged 26 SP:Iteration 33Q (2221.113174 sec): 3 clusters Score: Raw -348942.471634 + Penalty 2670.404260 = -346272.067373 nChanged 24 SP:Iteration 34Q (2221.161254 sec): 3 clusters Score: Raw -348950.676137 + Penalty 2670.404260 = -346280.271877 nChanged 26 SP:Iteration 35Q (2221.209313 sec): 3 clusters Score: Raw -348957.552266 + Penalty 2670.404260 = -346287.148006 nChanged 30 SP:Iteration 36Q (2221.256241 sec): 3 clusters Score: Raw -348967.515528 + Penalty 2670.404260 = -346297.111268 nChanged 44 SP:Iteration 37Q (2221.316403 sec): 3 clusters Score: Raw -348988.085393 + Penalty 2670.404260 = -346317.681133 nChanged 67 SP:Iteration 38Q (2221.359592 sec): 3 clusters Score: Raw -349021.307151 + Penalty 2670.404260 = -346350.902891 nChanged 68 SP:Iteration 39Q (2221.406368 sec): 3 clusters Score: Raw -349057.005829 + Penalty 2670.404260 = -346386.601569 nChanged 76 SP:Iteration 40F (2221.469534 sec): 3 clusters Score: Raw -349103.241570 + Penalty 2670.404260 = -346432.837310 nChanged 97 SP:Iteration 41Q (2221.522759 sec): 3 clusters Score: Raw -349182.476081 + Penalty 2670.404260 = -346512.071821 nChanged 108 SP:Iteration 42Q (2221.565028 sec): 3 clusters Score: Raw -349275.992014 + Penalty 2670.404260 = -346605.587754 nChanged 81 SP:Iteration 43Q (2221.619728 sec): 3 clusters Score: Raw -349354.011952 + Penalty 2670.404260 = -346683.607692 nChanged 72 SP:Iteration 44Q (2221.675165 sec): 3 clusters Score: Raw -349432.044472 + Penalty 2670.404260 = -346761.640212 nChanged 66 SP:Iteration 45Q (2221.710501 sec): 3 clusters Score: Raw -349530.776246 + Penalty 2670.404260 = -346860.371986 nChanged 60 SP:Iteration 46Q (2221.768139 sec): 3 clusters Score: Raw -349628.483901 + Penalty 2670.404260 = -346958.079641 nChanged 37 SP:Iteration 47Q (2221.810662 sec): 3 clusters Score: Raw -349661.396072 + Penalty 2670.404260 = -346990.991812 nChanged 23 SP:Iteration 48Q (2221.863890 sec): 3 clusters Score: Raw -349674.088746 + Penalty 2670.404260 = -347003.684485 nChanged 9 SP:Iteration 49Q (2221.917026 sec): 3 clusters Score: Raw -349676.953466 + Penalty 2670.404260 = -347006.549205 nChanged 3 SP:Iteration 50Q (2221.961085 sec): 3 clusters Score: Raw -349677.721295 + Penalty 2670.404260 = -347007.317035 nChanged 3 SP:Iteration 51Q (2222.005295 sec): 3 clusters Score: Raw -349678.269007 + Penalty 2670.404260 = -347007.864747 nChanged 2 SP:Iteration 52Q (2222.054607 sec): 3 clusters Score: Raw -349679.118900 + Penalty 2670.404260 = -347008.714640 nChanged 2 SP:Iteration 53Q (2222.115265 sec): 3 clusters Score: Raw -349679.715066 + Penalty 2670.404260 = -347009.310806 nChanged 1 SP:Iteration 54Q (2222.166919 sec): 3 clusters Score: Raw -349680.392810 + Penalty 2670.404260 = -347009.988550 nChanged 1 SP:Iteration 55Q (2222.215462 sec): 3 clusters Score: Raw -349680.867256 + Penalty 2670.404260 = -347010.462996 nChanged 1 SP:Iteration 56Q (2222.253015 sec): 3 clusters Score: Raw -349681.114836 + Penalty 2670.404260 = -347010.710576 nChanged 1 SP:Iteration 57Q (2222.312198 sec): 3 clusters Score: Raw -349681.305858 + Penalty 2670.404260 = -347010.901598 nChanged 0 SP:Iteration 58F (2222.366751 sec): 3 clusters Score: Raw -349681.305858 + Penalty 2670.404260 = -347010.901598 nChanged 0 Score: Raw -31989932.285943 + Penalty 51827.288161 = -31938104.997782 Splitting cluster 4 changes total score from -31938782.004648 to -31938104.997782 So it's not getting split. Trying to split cluster 5 (11161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2228.278743 sec): 2 clusters Score: Raw -1038469.698965 + Penalty 1514.529386 = -1036955.169579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2228.342520 sec): 3 clusters Score: Raw -1032023.190823 + Penalty 3029.058772 = -1028994.132051 nChanged 4883 SP:Iteration 1F (2228.398462 sec): 3 clusters Score: Raw -1034824.448939 + Penalty 3029.058772 = -1031795.390167 nChanged 739 SP:Iteration 2F (2228.466271 sec): 3 clusters Score: Raw -1035230.813766 + Penalty 3029.058772 = -1032201.754993 nChanged 694 SP:Iteration 3F (2228.524854 sec): 3 clusters Score: Raw -1035693.036035 + Penalty 3029.058772 = -1032663.977263 nChanged 707 SP:Iteration 4F (2228.595279 sec): 3 clusters Score: Raw -1036258.979548 + Penalty 3029.058772 = -1033229.920775 nChanged 692 SP:Iteration 5F (2228.657091 sec): 3 clusters Score: Raw -1036833.781368 + Penalty 3029.058772 = -1033804.722596 nChanged 663 SP:Iteration 6F (2228.726689 sec): 3 clusters Score: Raw -1037292.782028 + Penalty 3029.058772 = -1034263.723256 nChanged 580 SP:Iteration 7F (2228.775239 sec): 3 clusters Score: Raw -1037657.133307 + Penalty 3029.058772 = -1034628.074535 nChanged 460 SP:Iteration 8Q (2228.844564 sec): 3 clusters Score: Raw -1037897.265266 + Penalty 3029.058772 = -1034868.206494 nChanged 382 SP:Iteration 9Q (2228.910146 sec): 3 clusters Score: Raw -1038064.229183 + Penalty 3029.058772 = -1035035.170411 nChanged 263 SP:Iteration 10Q (2228.979697 sec): 3 clusters Score: Raw -1038163.372430 + Penalty 3029.058772 = -1035134.313658 nChanged 209 SP:Iteration 11Q (2229.040275 sec): 3 clusters Score: Raw -1038230.051351 + Penalty 3029.058772 = -1035200.992579 nChanged 163 SP:Iteration 12Q (2229.108205 sec): 3 clusters Score: Raw -1038272.304290 + Penalty 3029.058772 = -1035243.245518 nChanged 121 SP:Iteration 13Q (2229.170582 sec): 3 clusters Score: Raw -1038303.634194 + Penalty 3029.058772 = -1035274.575422 nChanged 106 SP:Iteration 14Q (2229.229391 sec): 3 clusters Score: Raw -1038328.367075 + Penalty 3029.058772 = -1035299.308302 nChanged 105 SP:Iteration 15Q (2229.292715 sec): 3 clusters Score: Raw -1038350.079519 + Penalty 3029.058772 = -1035321.020747 nChanged 83 SP:Iteration 16Q (2229.351061 sec): 3 clusters Score: Raw -1038369.624840 + Penalty 3029.058772 = -1035340.566068 nChanged 74 SP:Iteration 17Q (2229.416207 sec): 3 clusters Score: Raw -1038381.711401 + Penalty 3029.058772 = -1035352.652629 nChanged 44 SP:Iteration 18Q (2229.482343 sec): 3 clusters Score: Raw -1038388.235907 + Penalty 3029.058772 = -1035359.177135 nChanged 38 SP:Iteration 19Q (2229.543324 sec): 3 clusters Score: Raw -1038393.281209 + Penalty 3029.058772 = -1035364.222436 nChanged 31 SP:Iteration 20F (2229.600395 sec): 3 clusters Score: Raw -1038396.692517 + Penalty 3029.058772 = -1035367.633744 nChanged 16 SP:Iteration 21Q (2229.665672 sec): 3 clusters Score: Raw -1038398.321447 + Penalty 3029.058772 = -1035369.262674 nChanged 15 SP:Iteration 22Q (2229.735476 sec): 3 clusters Score: Raw -1038400.451065 + Penalty 3029.058772 = -1035371.392293 nChanged 19 SP:Iteration 23Q (2229.795076 sec): 3 clusters Score: Raw -1038402.058410 + Penalty 3029.058772 = -1035372.999638 nChanged 10 SP:Iteration 24Q (2229.858781 sec): 3 clusters Score: Raw -1038403.322660 + Penalty 3029.058772 = -1035374.263888 nChanged 9 SP:Iteration 25Q (2229.926966 sec): 3 clusters Score: Raw -1038404.181116 + Penalty 3029.058772 = -1035375.122344 nChanged 9 SP:Iteration 26Q (2229.990118 sec): 3 clusters Score: Raw -1038405.147679 + Penalty 3029.058772 = -1035376.088907 nChanged 4 SP:Iteration 27Q (2230.049086 sec): 3 clusters Score: Raw -1038405.723161 + Penalty 3029.058772 = -1035376.664389 nChanged 2 SP:Iteration 28Q (2230.106968 sec): 3 clusters Score: Raw -1038406.016604 + Penalty 3029.058772 = -1035376.957832 nChanged 1 SP:Iteration 29Q (2230.165224 sec): 3 clusters Score: Raw -1038406.076291 + Penalty 3029.058772 = -1035377.017519 nChanged 0 SP:Iteration 30F (2230.227294 sec): 3 clusters Score: Raw -1038406.076291 + Penalty 3029.058772 = -1035377.017519 nChanged 0 Trying to split cluster 6 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2230.250471 sec): 2 clusters Score: Raw -14881.459467 + Penalty 892.622485 = -13988.836982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2230.294452 sec): 3 clusters Score: Raw -15047.999128 + Penalty 1785.244969 = -13262.754159 nChanged 43 SP:Iteration 1F (2230.336376 sec): 3 clusters Score: Raw -15133.052288 + Penalty 1785.244969 = -13347.807318 nChanged 13 SP:Iteration 2F (2230.384799 sec): 3 clusters Score: Raw -15171.219597 + Penalty 1785.244969 = -13385.974627 nChanged 7 SP:Iteration 3Q (2230.428356 sec): 3 clusters Score: Raw -15191.310033 + Penalty 1785.244969 = -13406.065064 nChanged 6 SP:Iteration 4Q (2230.475523 sec): 3 clusters Score: Raw -15202.316335 + Penalty 1785.244969 = -13417.071366 nChanged 6 SP:Iteration 5Q (2230.517209 sec): 3 clusters Score: Raw -15215.985577 + Penalty 1785.244969 = -13430.740608 nChanged 7 SP:Iteration 6Q (2230.561175 sec): 3 clusters Score: Raw -15244.272103 + Penalty 1785.244969 = -13459.027134 nChanged 4 SP:Iteration 7Q (2230.599933 sec): 3 clusters Score: Raw -15264.510158 + Penalty 1785.244969 = -13479.265188 nChanged 2 SP:Iteration 8Q (2230.641873 sec): 3 clusters Score: Raw -15271.753867 + Penalty 1785.244969 = -13486.508898 nChanged 1 SP:Iteration 9Q (2230.687163 sec): 3 clusters Score: Raw -15273.706006 + Penalty 1785.244969 = -13488.461037 nChanged 2 SP:Iteration 10Q (2230.733212 sec): 3 clusters Score: Raw -15277.621302 + Penalty 1785.244969 = -13492.376333 nChanged 1 SP:Iteration 11Q (2230.782678 sec): 3 clusters Score: Raw -15278.542959 + Penalty 1785.244969 = -13493.297990 nChanged 0 SP:Iteration 12F (2230.821947 sec): 3 clusters Score: Raw -15278.542959 + Penalty 1785.244969 = -13493.297990 nChanged 0 Trying to split cluster 7 (1463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2230.852086 sec): 2 clusters Score: Raw -124321.193023 + Penalty 1184.339715 = -123136.853307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2230.889438 sec): 3 clusters Score: Raw -123762.474163 + Penalty 2368.679430 = -121393.794733 nChanged 489 SP:Iteration 1F (2230.936136 sec): 3 clusters Score: Raw -124118.747033 + Penalty 2368.679430 = -121750.067603 nChanged 105 SP:Iteration 2F (2230.987061 sec): 3 clusters Score: Raw -124220.164416 + Penalty 2368.679430 = -121851.484986 nChanged 79 SP:Iteration 3F (2231.022444 sec): 3 clusters Score: Raw -124285.234056 + Penalty 2368.679430 = -121916.554625 nChanged 63 SP:Iteration 4Q (2231.072557 sec): 3 clusters Score: Raw -124351.727694 + Penalty 2368.679430 = -121983.048263 nChanged 61 SP:Iteration 5Q (2231.119678 sec): 3 clusters Score: Raw -124399.916783 + Penalty 2368.679430 = -122031.237352 nChanged 39 SP:Iteration 6Q (2231.156836 sec): 3 clusters Score: Raw -124436.310821 + Penalty 2368.679430 = -122067.631391 nChanged 29 SP:Iteration 7Q (2231.200885 sec): 3 clusters Score: Raw -124468.610027 + Penalty 2368.679430 = -122099.930596 nChanged 29 SP:Iteration 8Q (2231.249528 sec): 3 clusters Score: Raw -124496.612310 + Penalty 2368.679430 = -122127.932880 nChanged 28 SP:Iteration 9Q (2231.298581 sec): 3 clusters Score: Raw -124524.529182 + Penalty 2368.679430 = -122155.849751 nChanged 21 SP:Iteration 10Q (2231.340194 sec): 3 clusters Score: Raw -124543.504280 + Penalty 2368.679430 = -122174.824850 nChanged 22 SP:Iteration 11Q (2231.386059 sec): 3 clusters Score: Raw -124563.526839 + Penalty 2368.679430 = -122194.847408 nChanged 24 SP:Iteration 12Q (2231.430183 sec): 3 clusters Score: Raw -124582.716924 + Penalty 2368.679430 = -122214.037493 nChanged 26 SP:Iteration 13Q (2231.479352 sec): 3 clusters Score: Raw -124610.147320 + Penalty 2368.679430 = -122241.467889 nChanged 30 SP:Iteration 14Q (2231.527350 sec): 3 clusters Score: Raw -124630.967612 + Penalty 2368.679430 = -122262.288181 nChanged 22 SP:Iteration 15Q (2231.569749 sec): 3 clusters Score: Raw -124648.339635 + Penalty 2368.679430 = -122279.660205 nChanged 18 SP:Iteration 16Q (2231.610533 sec): 3 clusters Score: Raw -124664.468840 + Penalty 2368.679430 = -122295.789410 nChanged 11 SP:Iteration 17Q (2231.660735 sec): 3 clusters Score: Raw -124671.734927 + Penalty 2368.679430 = -122303.055496 nChanged 6 SP:Iteration 18Q (2231.704885 sec): 3 clusters Score: Raw -124675.257688 + Penalty 2368.679430 = -122306.578258 nChanged 2 SP:Iteration 19Q (2231.743467 sec): 3 clusters Score: Raw -124676.650152 + Penalty 2368.679430 = -122307.970722 nChanged 3 SP:Iteration 20F (2231.798251 sec): 3 clusters Score: Raw -124677.957816 + Penalty 2368.679430 = -122309.278386 nChanged 2 SP:Iteration 21Q (2231.842441 sec): 3 clusters Score: Raw -124678.980507 + Penalty 2368.679430 = -122310.301077 nChanged 1 SP:Iteration 22Q (2231.882829 sec): 3 clusters Score: Raw -124680.726169 + Penalty 2368.679430 = -122312.046739 nChanged 2 SP:Iteration 23Q (2231.928945 sec): 3 clusters Score: Raw -124682.909501 + Penalty 2368.679430 = -122314.230071 nChanged 4 SP:Iteration 24Q (2231.981172 sec): 3 clusters Score: Raw -124685.816726 + Penalty 2368.679430 = -122317.137295 nChanged 5 SP:Iteration 25Q (2232.034719 sec): 3 clusters Score: Raw -124689.532212 + Penalty 2368.679430 = -122320.852782 nChanged 4 SP:Iteration 26Q (2232.079924 sec): 3 clusters Score: Raw -124692.170862 + Penalty 2368.679430 = -122323.491432 nChanged 3 SP:Iteration 27Q (2232.125943 sec): 3 clusters Score: Raw -124693.805108 + Penalty 2368.679430 = -122325.125678 nChanged 2 SP:Iteration 28Q (2232.177478 sec): 3 clusters Score: Raw -124695.541843 + Penalty 2368.679430 = -122326.862413 nChanged 3 SP:Iteration 29Q (2232.210573 sec): 3 clusters Score: Raw -124706.745124 + Penalty 2368.679430 = -122338.065694 nChanged 9 SP:Iteration 30Q (2232.253979 sec): 3 clusters Score: Raw -124711.828082 + Penalty 2368.679430 = -122343.148652 nChanged 5 SP:Iteration 31Q (2232.290697 sec): 3 clusters Score: Raw -124714.920648 + Penalty 2368.679430 = -122346.241218 nChanged 6 SP:Iteration 32Q (2232.338899 sec): 3 clusters Score: Raw -124718.893425 + Penalty 2368.679430 = -122350.213995 nChanged 3 SP:Iteration 33Q (2232.376864 sec): 3 clusters Score: Raw -124720.147549 + Penalty 2368.679430 = -122351.468119 nChanged 2 SP:Iteration 34Q (2232.421458 sec): 3 clusters Score: Raw -124721.383465 + Penalty 2368.679430 = -122352.704035 nChanged 1 SP:Iteration 35Q (2232.472067 sec): 3 clusters Score: Raw -124721.890524 + Penalty 2368.679430 = -122353.211094 nChanged 0 SP:Iteration 36F (2232.520571 sec): 3 clusters Score: Raw -124721.890524 + Penalty 2368.679430 = -122353.211094 nChanged 0 Trying to split cluster 8 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2232.545526 sec): 2 clusters Score: Raw -94934.680322 + Penalty 1171.877969 = -93762.802353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2232.580761 sec): 3 clusters Score: Raw -94564.651709 + Penalty 2343.755938 = -92220.895771 nChanged 470 SP:Iteration 1F (2232.625661 sec): 3 clusters Score: Raw -94988.699347 + Penalty 2343.755938 = -92644.943409 nChanged 116 SP:Iteration 2F (2232.662479 sec): 3 clusters Score: Raw -95178.922757 + Penalty 2343.755938 = -92835.166819 nChanged 83 SP:Iteration 3F (2232.711402 sec): 3 clusters Score: Raw -95306.078438 + Penalty 2343.755938 = -92962.322500 nChanged 66 SP:Iteration 4Q (2232.747610 sec): 3 clusters Score: Raw -95420.957646 + Penalty 2343.755938 = -93077.201708 nChanged 51 SP:Iteration 5Q (2232.804601 sec): 3 clusters Score: Raw -95534.629034 + Penalty 2343.755938 = -93190.873096 nChanged 63 SP:Iteration 6Q (2232.845131 sec): 3 clusters Score: Raw -95637.756070 + Penalty 2343.755938 = -93294.000132 nChanged 47 SP:Iteration 7Q (2232.895572 sec): 3 clusters Score: Raw -95702.893961 + Penalty 2343.755938 = -93359.138023 nChanged 39 SP:Iteration 8Q (2232.947170 sec): 3 clusters Score: Raw -95772.749402 + Penalty 2343.755938 = -93428.993464 nChanged 31 SP:Iteration 9Q (2232.986528 sec): 3 clusters Score: Raw -95825.860797 + Penalty 2343.755938 = -93482.104858 nChanged 29 SP:Iteration 10Q (2233.041347 sec): 3 clusters Score: Raw -95868.749963 + Penalty 2343.755938 = -93524.994025 nChanged 33 SP:Iteration 11Q (2233.086869 sec): 3 clusters Score: Raw -95900.812691 + Penalty 2343.755938 = -93557.056753 nChanged 18 SP:Iteration 12Q (2233.127950 sec): 3 clusters Score: Raw -95912.192528 + Penalty 2343.755938 = -93568.436590 nChanged 8 SP:Iteration 13Q (2233.166262 sec): 3 clusters Score: Raw -95916.021053 + Penalty 2343.755938 = -93572.265115 nChanged 5 SP:Iteration 14Q (2233.207794 sec): 3 clusters Score: Raw -95917.676465 + Penalty 2343.755938 = -93573.920527 nChanged 5 SP:Iteration 15Q (2233.248035 sec): 3 clusters Score: Raw -95921.443029 + Penalty 2343.755938 = -93577.687091 nChanged 5 SP:Iteration 16Q (2233.288661 sec): 3 clusters Score: Raw -95924.570994 + Penalty 2343.755938 = -93580.815056 nChanged 5 SP:Iteration 17Q (2233.334578 sec): 3 clusters Score: Raw -95928.371147 + Penalty 2343.755938 = -93584.615209 nChanged 5 SP:Iteration 18Q (2233.377813 sec): 3 clusters Score: Raw -95930.268197 + Penalty 2343.755938 = -93586.512258 nChanged 2 SP:Iteration 19Q (2233.438618 sec): 3 clusters Score: Raw -95931.481217 + Penalty 2343.755938 = -93587.725279 nChanged 0 SP:Iteration 20F (2233.484946 sec): 3 clusters Score: Raw -95931.481217 + Penalty 2343.755938 = -93587.725279 nChanged 0 Trying to split cluster 9 (13236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2233.524251 sec): 2 clusters Score: Raw -1246991.124798 + Penalty 1542.238046 = -1245448.886752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2233.592726 sec): 3 clusters Score: Raw -1239260.432327 + Penalty 3084.476092 = -1236175.956235 nChanged 5862 SP:Iteration 1F (2233.663206 sec): 3 clusters Score: Raw -1242294.377363 + Penalty 3084.476092 = -1239209.901270 nChanged 699 SP:Iteration 2F (2233.724475 sec): 3 clusters Score: Raw -1242553.995563 + Penalty 3084.476092 = -1239469.519471 nChanged 642 SP:Iteration 3Q (2233.798028 sec): 3 clusters Score: Raw -1242801.022351 + Penalty 3084.476092 = -1239716.546258 nChanged 586 SP:Iteration 4Q (2233.860667 sec): 3 clusters Score: Raw -1243020.261493 + Penalty 3084.476092 = -1239935.785401 nChanged 535 SP:Iteration 5Q (2233.936310 sec): 3 clusters Score: Raw -1243250.609585 + Penalty 3084.476092 = -1240166.133493 nChanged 597 SP:Iteration 6Q (2234.006513 sec): 3 clusters Score: Raw -1243542.437361 + Penalty 3084.476092 = -1240457.961269 nChanged 627 SP:Iteration 7Q (2234.070192 sec): 3 clusters Score: Raw -1243892.769974 + Penalty 3084.476092 = -1240808.293882 nChanged 671 SP:Iteration 8F (2234.138800 sec): 3 clusters Score: Raw -1244328.383713 + Penalty 3084.476092 = -1241243.907621 nChanged 717 SP:Iteration 9F (2234.197893 sec): 3 clusters Score: Raw -1244855.258145 + Penalty 3084.476092 = -1241770.782053 nChanged 677 SP:Iteration 10F (2234.271000 sec): 3 clusters Score: Raw -1245322.432469 + Penalty 3084.476092 = -1242237.956377 nChanged 657 SP:Iteration 11Q (2234.340068 sec): 3 clusters Score: Raw -1245735.115682 + Penalty 3084.476092 = -1242650.639590 nChanged 514 SP:Iteration 12Q (2234.407949 sec): 3 clusters Score: Raw -1246011.035524 + Penalty 3084.476092 = -1242926.559431 nChanged 411 SP:Iteration 13Q (2234.478796 sec): 3 clusters Score: Raw -1246186.428513 + Penalty 3084.476092 = -1243101.952420 nChanged 307 SP:Iteration 14Q (2234.537490 sec): 3 clusters Score: Raw -1246295.970700 + Penalty 3084.476092 = -1243211.494608 nChanged 230 SP:Iteration 15Q (2234.606485 sec): 3 clusters Score: Raw -1246361.980543 + Penalty 3084.476092 = -1243277.504450 nChanged 147 SP:Iteration 16Q (2234.672433 sec): 3 clusters Score: Raw -1246394.124467 + Penalty 3084.476092 = -1243309.648375 nChanged 111 SP:Iteration 17Q (2234.735932 sec): 3 clusters Score: Raw -1246416.483035 + Penalty 3084.476092 = -1243332.006942 nChanged 91 SP:Iteration 18Q (2234.811682 sec): 3 clusters Score: Raw -1246431.715269 + Penalty 3084.476092 = -1243347.239176 nChanged 68 SP:Iteration 19Q (2234.876193 sec): 3 clusters Score: Raw -1246443.307883 + Penalty 3084.476092 = -1243358.831790 nChanged 66 SP:Iteration 20F (2234.935805 sec): 3 clusters Score: Raw -1246454.047382 + Penalty 3084.476092 = -1243369.571290 nChanged 57 SP:Iteration 21Q (2235.012082 sec): 3 clusters Score: Raw -1246462.962908 + Penalty 3084.476092 = -1243378.486815 nChanged 48 SP:Iteration 22Q (2235.077374 sec): 3 clusters Score: Raw -1246469.044985 + Penalty 3084.476092 = -1243384.568893 nChanged 29 SP:Iteration 23Q (2235.146897 sec): 3 clusters Score: Raw -1246472.762851 + Penalty 3084.476092 = -1243388.286759 nChanged 22 SP:Iteration 24Q (2235.217250 sec): 3 clusters Score: Raw -1246475.362490 + Penalty 3084.476092 = -1243390.886397 nChanged 19 SP:Iteration 25Q (2235.292805 sec): 3 clusters Score: Raw -1246477.239265 + Penalty 3084.476092 = -1243392.763172 nChanged 16 SP:Iteration 26Q (2235.356292 sec): 3 clusters Score: Raw -1246478.742626 + Penalty 3084.476092 = -1243394.266533 nChanged 18 SP:Iteration 27Q (2235.414328 sec): 3 clusters Score: Raw -1246480.452335 + Penalty 3084.476092 = -1243395.976242 nChanged 16 SP:Iteration 28Q (2235.494029 sec): 3 clusters Score: Raw -1246482.468253 + Penalty 3084.476092 = -1243397.992161 nChanged 23 SP:Iteration 29Q (2235.556323 sec): 3 clusters Score: Raw -1246485.204525 + Penalty 3084.476092 = -1243400.728433 nChanged 30 SP:Iteration 30Q (2235.621578 sec): 3 clusters Score: Raw -1246489.081191 + Penalty 3084.476092 = -1243404.605098 nChanged 34 SP:Iteration 31Q (2235.682928 sec): 3 clusters Score: Raw -1246495.596981 + Penalty 3084.476092 = -1243411.120888 nChanged 30 SP:Iteration 32Q (2235.753643 sec): 3 clusters Score: Raw -1246498.686545 + Penalty 3084.476092 = -1243414.210452 nChanged 19 SP:Iteration 33Q (2235.822957 sec): 3 clusters Score: Raw -1246500.977230 + Penalty 3084.476092 = -1243416.501137 nChanged 23 SP:Iteration 34Q (2235.887380 sec): 3 clusters Score: Raw -1246503.201922 + Penalty 3084.476092 = -1243418.725829 nChanged 15 SP:Iteration 35Q (2235.947237 sec): 3 clusters Score: Raw -1246504.600857 + Penalty 3084.476092 = -1243420.124765 nChanged 17 SP:Iteration 36Q (2236.023399 sec): 3 clusters Score: Raw -1246506.576467 + Penalty 3084.476092 = -1243422.100374 nChanged 19 SP:Iteration 37Q (2236.090275 sec): 3 clusters Score: Raw -1246508.446302 + Penalty 3084.476092 = -1243423.970209 nChanged 16 SP:Iteration 38Q (2236.153864 sec): 3 clusters Score: Raw -1246509.887352 + Penalty 3084.476092 = -1243425.411260 nChanged 13 SP:Iteration 39Q (2236.224041 sec): 3 clusters Score: Raw -1246510.764520 + Penalty 3084.476092 = -1243426.288427 nChanged 13 SP:Iteration 40F (2236.282498 sec): 3 clusters Score: Raw -1246511.968876 + Penalty 3084.476092 = -1243427.492783 nChanged 13 SP:Iteration 41Q (2236.357025 sec): 3 clusters Score: Raw -1246513.910522 + Penalty 3084.476092 = -1243429.434429 nChanged 17 SP:Iteration 42Q (2236.413523 sec): 3 clusters Score: Raw -1246516.601263 + Penalty 3084.476092 = -1243432.125171 nChanged 21 SP:Iteration 43Q (2236.491870 sec): 3 clusters Score: Raw -1246521.248380 + Penalty 3084.476092 = -1243436.772288 nChanged 31 SP:Iteration 44Q (2236.560799 sec): 3 clusters Score: Raw -1246526.251087 + Penalty 3084.476092 = -1243441.774995 nChanged 35 SP:Iteration 45Q (2236.606699 sec): 3 clusters Score: Raw -1246530.817416 + Penalty 3084.476092 = -1243446.341324 nChanged 38 SP:Iteration 46Q (2236.680547 sec): 3 clusters Score: Raw -1246535.975048 + Penalty 3084.476092 = -1243451.498956 nChanged 34 SP:Iteration 47Q (2236.741646 sec): 3 clusters Score: Raw -1246539.825389 + Penalty 3084.476092 = -1243455.349296 nChanged 31 SP:Iteration 48Q (2236.818101 sec): 3 clusters Score: Raw -1246543.450734 + Penalty 3084.476092 = -1243458.974642 nChanged 23 SP:Iteration 49Q (2236.879668 sec): 3 clusters Score: Raw -1246546.114853 + Penalty 3084.476092 = -1243461.638761 nChanged 23 SP:Iteration 50Q (2236.956120 sec): 3 clusters Score: Raw -1246548.675930 + Penalty 3084.476092 = -1243464.199838 nChanged 22 SP:Iteration 51Q (2237.015213 sec): 3 clusters Score: Raw -1246551.968530 + Penalty 3084.476092 = -1243467.492438 nChanged 23 SP:Iteration 52Q (2237.090579 sec): 3 clusters Score: Raw -1246554.527246 + Penalty 3084.476092 = -1243470.051153 nChanged 19 SP:Iteration 53Q (2237.160028 sec): 3 clusters Score: Raw -1246555.895427 + Penalty 3084.476092 = -1243471.419334 nChanged 14 SP:Iteration 54Q (2237.219147 sec): 3 clusters Score: Raw -1246557.013053 + Penalty 3084.476092 = -1243472.536960 nChanged 13 SP:Iteration 55Q (2237.293638 sec): 3 clusters Score: Raw -1246558.817123 + Penalty 3084.476092 = -1243474.341031 nChanged 17 SP:Iteration 56Q (2237.355800 sec): 3 clusters Score: Raw -1246560.926337 + Penalty 3084.476092 = -1243476.450245 nChanged 20 SP:Iteration 57Q (2237.418101 sec): 3 clusters Score: Raw -1246563.278725 + Penalty 3084.476092 = -1243478.802632 nChanged 18 SP:Iteration 58Q (2237.491651 sec): 3 clusters Score: Raw -1246565.560726 + Penalty 3084.476092 = -1243481.084633 nChanged 15 SP:Iteration 59Q (2237.559922 sec): 3 clusters Score: Raw -1246567.016559 + Penalty 3084.476092 = -1243482.540466 nChanged 10 SP:Iteration 60F (2237.626147 sec): 3 clusters Score: Raw -1246567.920040 + Penalty 3084.476092 = -1243483.443947 nChanged 13 SP:Iteration 61Q (2237.697325 sec): 3 clusters Score: Raw -1246569.327415 + Penalty 3084.476092 = -1243484.851322 nChanged 13 SP:Iteration 62Q (2237.758841 sec): 3 clusters Score: Raw -1246571.432797 + Penalty 3084.476092 = -1243486.956705 nChanged 15 SP:Iteration 63Q (2237.832482 sec): 3 clusters Score: Raw -1246573.049613 + Penalty 3084.476092 = -1243488.573521 nChanged 19 SP:Iteration 64Q (2237.887525 sec): 3 clusters Score: Raw -1246574.782802 + Penalty 3084.476092 = -1243490.306709 nChanged 16 SP:Iteration 65Q (2237.961323 sec): 3 clusters Score: Raw -1246576.444067 + Penalty 3084.476092 = -1243491.967975 nChanged 19 SP:Iteration 66Q (2238.027388 sec): 3 clusters Score: Raw -1246578.842109 + Penalty 3084.476092 = -1243494.366016 nChanged 20 SP:Iteration 67Q (2238.083806 sec): 3 clusters Score: Raw -1246580.994943 + Penalty 3084.476092 = -1243496.518850 nChanged 13 SP:Iteration 68Q (2238.150899 sec): 3 clusters Score: Raw -1246582.456561 + Penalty 3084.476092 = -1243497.980468 nChanged 18 SP:Iteration 69Q (2238.219236 sec): 3 clusters Score: Raw -1246584.684639 + Penalty 3084.476092 = -1243500.208546 nChanged 20 SP:Iteration 70Q (2238.292156 sec): 3 clusters Score: Raw -1246586.406889 + Penalty 3084.476092 = -1243501.930797 nChanged 16 SP:Iteration 71Q (2238.361935 sec): 3 clusters Score: Raw -1246587.992182 + Penalty 3084.476092 = -1243503.516089 nChanged 12 SP:Iteration 72Q (2238.430866 sec): 3 clusters Score: Raw -1246589.167516 + Penalty 3084.476092 = -1243504.691423 nChanged 18 SP:Iteration 73Q (2238.488356 sec): 3 clusters Score: Raw -1246591.672930 + Penalty 3084.476092 = -1243507.196838 nChanged 28 SP:Iteration 74Q (2238.559900 sec): 3 clusters Score: Raw -1246595.582816 + Penalty 3084.476092 = -1243511.106724 nChanged 27 SP:Iteration 75Q (2238.618600 sec): 3 clusters Score: Raw -1246599.185401 + Penalty 3084.476092 = -1243514.709309 nChanged 25 SP:Iteration 76Q (2238.693029 sec): 3 clusters Score: Raw -1246601.958783 + Penalty 3084.476092 = -1243517.482691 nChanged 19 SP:Iteration 77Q (2238.750616 sec): 3 clusters Score: Raw -1246604.667829 + Penalty 3084.476092 = -1243520.191736 nChanged 22 SP:Iteration 78Q (2238.818442 sec): 3 clusters Score: Raw -1246608.099980 + Penalty 3084.476092 = -1243523.623888 nChanged 27 SP:Iteration 79Q (2238.874753 sec): 3 clusters Score: Raw -1246611.594106 + Penalty 3084.476092 = -1243527.118013 nChanged 22 SP:Iteration 80F (2238.951030 sec): 3 clusters Score: Raw -1246614.305773 + Penalty 3084.476092 = -1243529.829681 nChanged 23 SP:Iteration 81Q (2239.008028 sec): 3 clusters Score: Raw -1246616.569420 + Penalty 3084.476092 = -1243532.093328 nChanged 13 SP:Iteration 82Q (2239.075370 sec): 3 clusters Score: Raw -1246617.992073 + Penalty 3084.476092 = -1243533.515980 nChanged 9 SP:Iteration 83Q (2239.139512 sec): 3 clusters Score: Raw -1246618.878389 + Penalty 3084.476092 = -1243534.402297 nChanged 9 SP:Iteration 84Q (2239.204371 sec): 3 clusters Score: Raw -1246619.719270 + Penalty 3084.476092 = -1243535.243178 nChanged 8 SP:Iteration 85Q (2239.275757 sec): 3 clusters Score: Raw -1246620.683133 + Penalty 3084.476092 = -1243536.207040 nChanged 11 SP:Iteration 86Q (2239.350468 sec): 3 clusters Score: Raw -1246621.601762 + Penalty 3084.476092 = -1243537.125670 nChanged 9 SP:Iteration 87Q (2239.420098 sec): 3 clusters Score: Raw -1246622.419458 + Penalty 3084.476092 = -1243537.943366 nChanged 12 SP:Iteration 88Q (2239.481316 sec): 3 clusters Score: Raw -1246623.300214 + Penalty 3084.476092 = -1243538.824122 nChanged 2 SP:Iteration 89Q (2239.544711 sec): 3 clusters Score: Raw -1246623.498396 + Penalty 3084.476092 = -1243539.022304 nChanged 5 SP:Iteration 90Q (2239.622199 sec): 3 clusters Score: Raw -1246623.892353 + Penalty 3084.476092 = -1243539.416261 nChanged 6 SP:Iteration 91Q (2239.680549 sec): 3 clusters Score: Raw -1246624.281158 + Penalty 3084.476092 = -1243539.805065 nChanged 4 SP:Iteration 92Q (2239.752932 sec): 3 clusters Score: Raw -1246624.526649 + Penalty 3084.476092 = -1243540.050557 nChanged 4 SP:Iteration 93Q (2239.814361 sec): 3 clusters Score: Raw -1246624.768340 + Penalty 3084.476092 = -1243540.292248 nChanged 5 SP:Iteration 94Q (2239.886249 sec): 3 clusters Score: Raw -1246625.102520 + Penalty 3084.476092 = -1243540.626428 nChanged 5 SP:Iteration 95Q (2239.950722 sec): 3 clusters Score: Raw -1246625.491580 + Penalty 3084.476092 = -1243541.015488 nChanged 11 SP:Iteration 96Q (2240.009786 sec): 3 clusters Score: Raw -1246626.487572 + Penalty 3084.476092 = -1243542.011480 nChanged 3 SP:Iteration 97Q (2240.089752 sec): 3 clusters Score: Raw -1246626.909443 + Penalty 3084.476092 = -1243542.433351 nChanged 4 SP:Iteration 98Q (2240.147982 sec): 3 clusters Score: Raw -1246627.208211 + Penalty 3084.476092 = -1243542.732118 nChanged 2 SP:Iteration 99Q (2240.213137 sec): 3 clusters Score: Raw -1246627.320669 + Penalty 3084.476092 = -1243542.844576 nChanged 0 SP:Iteration 100F (2240.285508 sec): 3 clusters Score: Raw -1246627.320669 + Penalty 3084.476092 = -1243542.844576 nChanged 0 Trying to split cluster 10 (4366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2240.322796 sec): 2 clusters Score: Raw -413254.041274 + Penalty 1362.010412 = -411892.030861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2240.372333 sec): 3 clusters Score: Raw -411015.457296 + Penalty 2724.020825 = -408291.436472 nChanged 1731 SP:Iteration 1F (2240.423515 sec): 3 clusters Score: Raw -411911.740171 + Penalty 2724.020825 = -409187.719346 nChanged 299 SP:Iteration 2F (2240.477341 sec): 3 clusters Score: Raw -412068.021047 + Penalty 2724.020825 = -409344.000223 nChanged 222 SP:Iteration 3F (2240.534575 sec): 3 clusters Score: Raw -412161.091075 + Penalty 2724.020825 = -409437.070250 nChanged 168 SP:Iteration 4Q (2240.581223 sec): 3 clusters Score: Raw -412228.286920 + Penalty 2724.020825 = -409504.266096 nChanged 117 SP:Iteration 5Q (2240.628645 sec): 3 clusters Score: Raw -412273.951895 + Penalty 2724.020825 = -409549.931071 nChanged 106 SP:Iteration 6Q (2240.681835 sec): 3 clusters Score: Raw -412316.963160 + Penalty 2724.020825 = -409592.942336 nChanged 103 SP:Iteration 7Q (2240.744838 sec): 3 clusters Score: Raw -412354.810281 + Penalty 2724.020825 = -409630.789457 nChanged 76 SP:Iteration 8Q (2240.789594 sec): 3 clusters Score: Raw -412382.004990 + Penalty 2724.020825 = -409657.984165 nChanged 78 SP:Iteration 9Q (2240.844328 sec): 3 clusters Score: Raw -412412.997929 + Penalty 2724.020825 = -409688.977105 nChanged 82 SP:Iteration 10Q (2240.904766 sec): 3 clusters Score: Raw -412444.368874 + Penalty 2724.020825 = -409720.348050 nChanged 69 SP:Iteration 11Q (2240.959637 sec): 3 clusters Score: Raw -412470.033274 + Penalty 2724.020825 = -409746.012450 nChanged 61 SP:Iteration 12Q (2240.997698 sec): 3 clusters Score: Raw -412494.839378 + Penalty 2724.020825 = -409770.818553 nChanged 62 SP:Iteration 13Q (2241.063616 sec): 3 clusters Score: Raw -412518.724031 + Penalty 2724.020825 = -409794.703206 nChanged 57 SP:Iteration 14Q (2241.113017 sec): 3 clusters Score: Raw -412541.525477 + Penalty 2724.020825 = -409817.504652 nChanged 50 SP:Iteration 15Q (2241.160445 sec): 3 clusters Score: Raw -412562.002164 + Penalty 2724.020825 = -409837.981340 nChanged 56 SP:Iteration 16Q (2241.204550 sec): 3 clusters Score: Raw -412584.652598 + Penalty 2724.020825 = -409860.631774 nChanged 60 SP:Iteration 17Q (2241.262163 sec): 3 clusters Score: Raw -412605.171734 + Penalty 2724.020825 = -409881.150909 nChanged 60 SP:Iteration 18Q (2241.316968 sec): 3 clusters Score: Raw -412631.804211 + Penalty 2724.020825 = -409907.783386 nChanged 60 SP:Iteration 19Q (2241.362054 sec): 3 clusters Score: Raw -412670.089116 + Penalty 2724.020825 = -409946.068291 nChanged 68 SP:Iteration 20F (2241.424064 sec): 3 clusters Score: Raw -412702.846098 + Penalty 2724.020825 = -409978.825273 nChanged 61 SP:Iteration 21Q (2241.477489 sec): 3 clusters Score: Raw -412731.157419 + Penalty 2724.020825 = -410007.136594 nChanged 76 SP:Iteration 22Q (2241.523388 sec): 3 clusters Score: Raw -412768.212332 + Penalty 2724.020825 = -410044.191507 nChanged 83 SP:Iteration 23Q (2241.569166 sec): 3 clusters Score: Raw -412813.550838 + Penalty 2724.020825 = -410089.530013 nChanged 86 SP:Iteration 24Q (2241.621906 sec): 3 clusters Score: Raw -412864.862108 + Penalty 2724.020825 = -410140.841283 nChanged 92 SP:Iteration 25Q (2241.678573 sec): 3 clusters Score: Raw -412924.096519 + Penalty 2724.020825 = -410200.075694 nChanged 94 SP:Iteration 26Q (2241.725964 sec): 3 clusters Score: Raw -412987.586701 + Penalty 2724.020825 = -410263.565877 nChanged 92 SP:Iteration 27Q (2241.770444 sec): 3 clusters Score: Raw -413046.824772 + Penalty 2724.020825 = -410322.803947 nChanged 71 SP:Iteration 28Q (2241.833423 sec): 3 clusters Score: Raw -413096.687809 + Penalty 2724.020825 = -410372.666985 nChanged 66 SP:Iteration 29Q (2241.889363 sec): 3 clusters Score: Raw -413141.892275 + Penalty 2724.020825 = -410417.871450 nChanged 52 SP:Iteration 30Q (2241.936569 sec): 3 clusters Score: Raw -413183.986004 + Penalty 2724.020825 = -410459.965180 nChanged 41 SP:Iteration 31Q (2241.995167 sec): 3 clusters Score: Raw -413217.484586 + Penalty 2724.020825 = -410493.463762 nChanged 41 SP:Iteration 32Q (2242.045723 sec): 3 clusters Score: Raw -413243.863327 + Penalty 2724.020825 = -410519.842503 nChanged 37 SP:Iteration 33Q (2242.094478 sec): 3 clusters Score: Raw -413268.935606 + Penalty 2724.020825 = -410544.914781 nChanged 31 SP:Iteration 34Q (2242.148145 sec): 3 clusters Score: Raw -413289.017112 + Penalty 2724.020825 = -410564.996287 nChanged 22 SP:Iteration 35Q (2242.197189 sec): 3 clusters Score: Raw -413304.212435 + Penalty 2724.020825 = -410580.191610 nChanged 18 SP:Iteration 36Q (2242.244825 sec): 3 clusters Score: Raw -413315.150006 + Penalty 2724.020825 = -410591.129182 nChanged 7 SP:Iteration 37Q (2242.304503 sec): 3 clusters Score: Raw -413319.830207 + Penalty 2724.020825 = -410595.809382 nChanged 6 SP:Iteration 38Q (2242.355583 sec): 3 clusters Score: Raw -413325.219112 + Penalty 2724.020825 = -410601.198288 nChanged 8 SP:Iteration 39Q (2242.398001 sec): 3 clusters Score: Raw -413331.461557 + Penalty 2724.020825 = -410607.440732 nChanged 14 SP:Iteration 40F (2242.462533 sec): 3 clusters Score: Raw -413343.250361 + Penalty 2724.020825 = -410619.229537 nChanged 11 SP:Iteration 41Q (2242.502188 sec): 3 clusters Score: Raw -413352.306785 + Penalty 2724.020825 = -410628.285961 nChanged 16 SP:Iteration 42Q (2242.547281 sec): 3 clusters Score: Raw -413366.132006 + Penalty 2724.020825 = -410642.111182 nChanged 12 SP:Iteration 43Q (2242.602309 sec): 3 clusters Score: Raw -413376.004968 + Penalty 2724.020825 = -410651.984143 nChanged 13 SP:Iteration 44Q (2242.656822 sec): 3 clusters Score: Raw -413385.206427 + Penalty 2724.020825 = -410661.185602 nChanged 12 SP:Iteration 45Q (2242.701052 sec): 3 clusters Score: Raw -413394.223215 + Penalty 2724.020825 = -410670.202391 nChanged 7 SP:Iteration 46Q (2242.745035 sec): 3 clusters Score: Raw -413399.611261 + Penalty 2724.020825 = -410675.590436 nChanged 7 SP:Iteration 47Q (2242.793323 sec): 3 clusters Score: Raw -413406.514278 + Penalty 2724.020825 = -410682.493453 nChanged 7 SP:Iteration 48Q (2242.850631 sec): 3 clusters Score: Raw -413411.282782 + Penalty 2724.020825 = -410687.261958 nChanged 3 SP:Iteration 49Q (2242.902647 sec): 3 clusters Score: Raw -413414.225951 + Penalty 2724.020825 = -410690.205127 nChanged 4 SP:Iteration 50Q (2242.945477 sec): 3 clusters Score: Raw -413416.715570 + Penalty 2724.020825 = -410692.694745 nChanged 2 SP:Iteration 51Q (2243.004521 sec): 3 clusters Score: Raw -413418.716910 + Penalty 2724.020825 = -410694.696085 nChanged 3 SP:Iteration 52Q (2243.056605 sec): 3 clusters Score: Raw -413421.061687 + Penalty 2724.020825 = -410697.040862 nChanged 4 SP:Iteration 53Q (2243.099762 sec): 3 clusters Score: Raw -413425.569182 + Penalty 2724.020825 = -410701.548358 nChanged 4 SP:Iteration 54Q (2243.155023 sec): 3 clusters Score: Raw -413430.621267 + Penalty 2724.020825 = -410706.600442 nChanged 4 SP:Iteration 55Q (2243.200935 sec): 3 clusters Score: Raw -413434.151859 + Penalty 2724.020825 = -410710.131034 nChanged 3 SP:Iteration 56Q (2243.244629 sec): 3 clusters Score: Raw -413436.021002 + Penalty 2724.020825 = -410712.000177 nChanged 2 SP:Iteration 57Q (2243.291279 sec): 3 clusters Score: Raw -413436.850596 + Penalty 2724.020825 = -410712.829771 nChanged 3 SP:Iteration 58Q (2243.341397 sec): 3 clusters Score: Raw -413439.066214 + Penalty 2724.020825 = -410715.045389 nChanged 2 SP:Iteration 59Q (2243.393942 sec): 3 clusters Score: Raw -413439.923578 + Penalty 2724.020825 = -410715.902754 nChanged 1 SP:Iteration 60F (2243.455710 sec): 3 clusters Score: Raw -413441.192261 + Penalty 2724.020825 = -410717.171437 nChanged 4 SP:Iteration 61Q (2243.505898 sec): 3 clusters Score: Raw -413444.311160 + Penalty 2724.020825 = -410720.290335 nChanged 2 SP:Iteration 62Q (2243.551678 sec): 3 clusters Score: Raw -413444.989926 + Penalty 2724.020825 = -410720.969102 nChanged 2 SP:Iteration 63Q (2243.601082 sec): 3 clusters Score: Raw -413446.131095 + Penalty 2724.020825 = -410722.110270 nChanged 0 SP:Iteration 64F (2243.651292 sec): 3 clusters Score: Raw -413446.131095 + Penalty 2724.020825 = -410722.110270 nChanged 0 Trying to split cluster 11 (65036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2243.779859 sec): 2 clusters Score: Raw -6262896.924075 + Penalty 1800.938139 = -6261095.985936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2243.933281 sec): 3 clusters Score: Raw -6221436.994622 + Penalty 3601.876279 = -6217835.118343 nChanged 30633 SP:Iteration 1F (2244.085645 sec): 3 clusters Score: Raw -6238762.720346 + Penalty 3601.876279 = -6235160.844067 nChanged 2408 SP:Iteration 2Q (2244.245328 sec): 3 clusters Score: Raw -6239452.555938 + Penalty 3601.876279 = -6235850.679659 nChanged 2512 SP:Iteration 3Q (2244.414963 sec): 3 clusters Score: Raw -6240305.350698 + Penalty 3601.876279 = -6236703.474419 nChanged 2745 SP:Iteration 4Q (2244.576245 sec): 3 clusters Score: Raw -6241509.413828 + Penalty 3601.876279 = -6237907.537549 nChanged 3367 SP:Iteration 5F (2244.729463 sec): 3 clusters Score: Raw -6243507.972227 + Penalty 3601.876279 = -6239906.095949 nChanged 4089 SP:Iteration 6F (2244.884985 sec): 3 clusters Score: Raw -6246613.810963 + Penalty 3601.876279 = -6243011.934685 nChanged 4583 SP:Iteration 7F (2245.040620 sec): 3 clusters Score: Raw -6250809.600419 + Penalty 3601.876279 = -6247207.724140 nChanged 4386 SP:Iteration 8F (2245.192481 sec): 3 clusters Score: Raw -6255068.594035 + Penalty 3601.876279 = -6251466.717757 nChanged 3532 SP:Iteration 9F (2245.349896 sec): 3 clusters Score: Raw -6258056.469316 + Penalty 3601.876279 = -6254454.593038 nChanged 2499 SP:Iteration 10Q (2245.511244 sec): 3 clusters Score: Raw -6259677.315873 + Penalty 3601.876279 = -6256075.439595 nChanged 1627 SP:Iteration 11Q (2245.652454 sec): 3 clusters Score: Raw -6260506.739941 + Penalty 3601.876279 = -6256904.863662 nChanged 1186 SP:Iteration 12Q (2245.799709 sec): 3 clusters Score: Raw -6260995.607664 + Penalty 3601.876279 = -6257393.731386 nChanged 866 SP:Iteration 13Q (2245.941195 sec): 3 clusters Score: Raw -6261308.957622 + Penalty 3601.876279 = -6257707.081344 nChanged 706 SP:Iteration 14Q (2246.089873 sec): 3 clusters Score: Raw -6261535.164414 + Penalty 3601.876279 = -6257933.288136 nChanged 591 SP:Iteration 15Q (2246.224341 sec): 3 clusters Score: Raw -6261710.787997 + Penalty 3601.876279 = -6258108.911718 nChanged 532 SP:Iteration 16Q (2246.370656 sec): 3 clusters Score: Raw -6261852.479548 + Penalty 3601.876279 = -6258250.603269 nChanged 449 SP:Iteration 17Q (2246.520989 sec): 3 clusters Score: Raw -6261967.441175 + Penalty 3601.876279 = -6258365.564896 nChanged 429 SP:Iteration 18Q (2246.667226 sec): 3 clusters Score: Raw -6262075.504978 + Penalty 3601.876279 = -6258473.628700 nChanged 371 SP:Iteration 19Q (2246.812166 sec): 3 clusters Score: Raw -6262168.275512 + Penalty 3601.876279 = -6258566.399234 nChanged 358 SP:Iteration 20F (2246.968236 sec): 3 clusters Score: Raw -6262259.082845 + Penalty 3601.876279 = -6258657.206566 nChanged 366 SP:Iteration 21Q (2247.108088 sec): 3 clusters Score: Raw -6262356.697884 + Penalty 3601.876279 = -6258754.821605 nChanged 356 SP:Iteration 22Q (2247.261330 sec): 3 clusters Score: Raw -6262449.530129 + Penalty 3601.876279 = -6258847.653851 nChanged 323 SP:Iteration 23Q (2247.412202 sec): 3 clusters Score: Raw -6262537.376326 + Penalty 3601.876279 = -6258935.500047 nChanged 313 SP:Iteration 24Q (2247.557825 sec): 3 clusters Score: Raw -6262620.003585 + Penalty 3601.876279 = -6259018.127307 nChanged 332 SP:Iteration 25Q (2247.699956 sec): 3 clusters Score: Raw -6262702.476308 + Penalty 3601.876279 = -6259100.600029 nChanged 328 SP:Iteration 26Q (2247.847096 sec): 3 clusters Score: Raw -6262785.373589 + Penalty 3601.876279 = -6259183.497310 nChanged 299 SP:Iteration 27Q (2247.992776 sec): 3 clusters Score: Raw -6262861.282048 + Penalty 3601.876279 = -6259259.405770 nChanged 292 SP:Iteration 28Q (2248.133881 sec): 3 clusters Score: Raw -6262934.373452 + Penalty 3601.876279 = -6259332.497174 nChanged 280 SP:Iteration 29Q (2248.275023 sec): 3 clusters Score: Raw -6263008.228940 + Penalty 3601.876279 = -6259406.352662 nChanged 306 SP:Iteration 30Q (2248.413138 sec): 3 clusters Score: Raw -6263090.192448 + Penalty 3601.876279 = -6259488.316170 nChanged 303 SP:Iteration 31Q (2248.551249 sec): 3 clusters Score: Raw -6263168.229194 + Penalty 3601.876279 = -6259566.352915 nChanged 242 SP:Iteration 32Q (2248.694370 sec): 3 clusters Score: Raw -6263231.231655 + Penalty 3601.876279 = -6259629.355376 nChanged 261 SP:Iteration 33Q (2248.834734 sec): 3 clusters Score: Raw -6263302.892086 + Penalty 3601.876279 = -6259701.015808 nChanged 227 SP:Iteration 34Q (2248.975297 sec): 3 clusters Score: Raw -6263360.282505 + Penalty 3601.876279 = -6259758.406226 nChanged 217 SP:Iteration 35Q (2249.107928 sec): 3 clusters Score: Raw -6263412.269707 + Penalty 3601.876279 = -6259810.393428 nChanged 217 SP:Iteration 36Q (2249.255968 sec): 3 clusters Score: Raw -6263461.161717 + Penalty 3601.876279 = -6259859.285438 nChanged 194 SP:Iteration 37Q (2249.390574 sec): 3 clusters Score: Raw -6263502.396039 + Penalty 3601.876279 = -6259900.519761 nChanged 165 SP:Iteration 38Q (2249.525338 sec): 3 clusters Score: Raw -6263540.882373 + Penalty 3601.876279 = -6259939.006094 nChanged 183 SP:Iteration 39Q (2249.659725 sec): 3 clusters Score: Raw -6263584.534586 + Penalty 3601.876279 = -6259982.658308 nChanged 168 SP:Iteration 40F (2249.798691 sec): 3 clusters Score: Raw -6263632.390797 + Penalty 3601.876279 = -6260030.514518 nChanged 173 SP:Iteration 41Q (2249.930337 sec): 3 clusters Score: Raw -6263674.492466 + Penalty 3601.876279 = -6260072.616188 nChanged 173 SP:Iteration 42Q (2250.072460 sec): 3 clusters Score: Raw -6263712.501716 + Penalty 3601.876279 = -6260110.625437 nChanged 163 SP:Iteration 43Q (2250.206797 sec): 3 clusters Score: Raw -6263754.577433 + Penalty 3601.876279 = -6260152.701155 nChanged 186 SP:Iteration 44Q (2250.349655 sec): 3 clusters Score: Raw -6263803.787364 + Penalty 3601.876279 = -6260201.911085 nChanged 169 SP:Iteration 45Q (2250.484217 sec): 3 clusters Score: Raw -6263848.059647 + Penalty 3601.876279 = -6260246.183368 nChanged 184 SP:Iteration 46Q (2250.629839 sec): 3 clusters Score: Raw -6263896.110434 + Penalty 3601.876279 = -6260294.234156 nChanged 181 SP:Iteration 47Q (2250.759721 sec): 3 clusters Score: Raw -6263951.001165 + Penalty 3601.876279 = -6260349.124886 nChanged 177 SP:Iteration 48Q (2250.895063 sec): 3 clusters Score: Raw -6263999.269003 + Penalty 3601.876279 = -6260397.392724 nChanged 165 SP:Iteration 49Q (2251.037256 sec): 3 clusters Score: Raw -6264041.139203 + Penalty 3601.876279 = -6260439.262924 nChanged 163 SP:Iteration 50Q (2251.172406 sec): 3 clusters Score: Raw -6264081.270535 + Penalty 3601.876279 = -6260479.394256 nChanged 163 SP:Iteration 51Q (2251.306737 sec): 3 clusters Score: Raw -6264121.651158 + Penalty 3601.876279 = -6260519.774880 nChanged 154 SP:Iteration 52Q (2251.441834 sec): 3 clusters Score: Raw -6264159.593824 + Penalty 3601.876279 = -6260557.717545 nChanged 142 SP:Iteration 53Q (2251.572800 sec): 3 clusters Score: Raw -6264191.126196 + Penalty 3601.876279 = -6260589.249918 nChanged 118 SP:Iteration 54Q (2251.702956 sec): 3 clusters Score: Raw -6264215.120116 + Penalty 3601.876279 = -6260613.243837 nChanged 109 SP:Iteration 55Q (2251.826634 sec): 3 clusters Score: Raw -6264236.627762 + Penalty 3601.876279 = -6260634.751483 nChanged 91 SP:Iteration 56Q (2251.969806 sec): 3 clusters Score: Raw -6264253.094986 + Penalty 3601.876279 = -6260651.218707 nChanged 79 SP:Iteration 57Q (2252.099614 sec): 3 clusters Score: Raw -6264265.750942 + Penalty 3601.876279 = -6260663.874663 nChanged 79 SP:Iteration 58Q (2252.238768 sec): 3 clusters Score: Raw -6264278.110771 + Penalty 3601.876279 = -6260676.234493 nChanged 57 SP:Iteration 59Q (2252.384089 sec): 3 clusters Score: Raw -6264286.559952 + Penalty 3601.876279 = -6260684.683674 nChanged 54 SP:Iteration 60F (2252.539851 sec): 3 clusters Score: Raw -6264301.678238 + Penalty 3601.876279 = -6260699.801959 nChanged 63 SP:Iteration 61Q (2252.677980 sec): 3 clusters Score: Raw -6264312.477435 + Penalty 3601.876279 = -6260710.601156 nChanged 57 SP:Iteration 62Q (2252.809952 sec): 3 clusters Score: Raw -6264321.064792 + Penalty 3601.876279 = -6260719.188514 nChanged 66 SP:Iteration 63Q (2252.952299 sec): 3 clusters Score: Raw -6264331.187458 + Penalty 3601.876279 = -6260729.311180 nChanged 78 SP:Iteration 64Q (2253.080073 sec): 3 clusters Score: Raw -6264344.069814 + Penalty 3601.876279 = -6260742.193536 nChanged 75 SP:Iteration 65Q (2253.215489 sec): 3 clusters Score: Raw -6264356.152368 + Penalty 3601.876279 = -6260754.276089 nChanged 68 SP:Iteration 66Q (2253.342924 sec): 3 clusters Score: Raw -6264365.202166 + Penalty 3601.876279 = -6260763.325887 nChanged 55 SP:Iteration 67Q (2253.477039 sec): 3 clusters Score: Raw -6264372.989873 + Penalty 3601.876279 = -6260771.113595 nChanged 57 SP:Iteration 68Q (2253.611560 sec): 3 clusters Score: Raw -6264381.032471 + Penalty 3601.876279 = -6260779.156193 nChanged 57 SP:Iteration 69Q (2253.743992 sec): 3 clusters Score: Raw -6264390.854048 + Penalty 3601.876279 = -6260788.977769 nChanged 65 SP:Iteration 70Q (2253.892763 sec): 3 clusters Score: Raw -6264400.679632 + Penalty 3601.876279 = -6260798.803354 nChanged 64 SP:Iteration 71Q (2254.025695 sec): 3 clusters Score: Raw -6264409.504618 + Penalty 3601.876279 = -6260807.628340 nChanged 43 SP:Iteration 72Q (2254.170570 sec): 3 clusters Score: Raw -6264415.706416 + Penalty 3601.876279 = -6260813.830138 nChanged 38 SP:Iteration 73Q (2254.307697 sec): 3 clusters Score: Raw -6264420.227522 + Penalty 3601.876279 = -6260818.351244 nChanged 25 SP:Iteration 74Q (2254.456501 sec): 3 clusters Score: Raw -6264423.831241 + Penalty 3601.876279 = -6260821.954962 nChanged 37 SP:Iteration 75Q (2254.598282 sec): 3 clusters Score: Raw -6264428.616266 + Penalty 3601.876279 = -6260826.739987 nChanged 40 SP:Iteration 76Q (2254.734030 sec): 3 clusters Score: Raw -6264435.556360 + Penalty 3601.876279 = -6260833.680082 nChanged 45 SP:Iteration 77Q (2254.849728 sec): 3 clusters Score: Raw -6264442.599400 + Penalty 3601.876279 = -6260840.723121 nChanged 40 SP:Iteration 78Q (2254.992739 sec): 3 clusters Score: Raw -6264448.813485 + Penalty 3601.876279 = -6260846.937207 nChanged 37 SP:Iteration 79Q (2255.134410 sec): 3 clusters Score: Raw -6264455.131386 + Penalty 3601.876279 = -6260853.255107 nChanged 45 SP:Iteration 80F (2255.297981 sec): 3 clusters Score: Raw -6264462.813972 + Penalty 3601.876279 = -6260860.937693 nChanged 40 SP:Iteration 81Q (2255.431878 sec): 3 clusters Score: Raw -6264468.459142 + Penalty 3601.876279 = -6260866.582864 nChanged 43 SP:Iteration 82Q (2255.585891 sec): 3 clusters Score: Raw -6264472.836159 + Penalty 3601.876279 = -6260870.959881 nChanged 24 SP:Iteration 83Q (2255.726067 sec): 3 clusters Score: Raw -6264475.304461 + Penalty 3601.876279 = -6260873.428182 nChanged 15 SP:Iteration 84Q (2255.869013 sec): 3 clusters Score: Raw -6264476.584716 + Penalty 3601.876279 = -6260874.708438 nChanged 13 SP:Iteration 85Q (2255.998475 sec): 3 clusters Score: Raw -6264477.832289 + Penalty 3601.876279 = -6260875.956010 nChanged 13 SP:Iteration 86Q (2256.143567 sec): 3 clusters Score: Raw -6264479.204169 + Penalty 3601.876279 = -6260877.327890 nChanged 13 SP:Iteration 87Q (2256.278768 sec): 3 clusters Score: Raw -6264480.613750 + Penalty 3601.876279 = -6260878.737471 nChanged 17 SP:Iteration 88Q (2256.414736 sec): 3 clusters Score: Raw -6264482.475026 + Penalty 3601.876279 = -6260880.598747 nChanged 19 SP:Iteration 89Q (2256.550413 sec): 3 clusters Score: Raw -6264483.970704 + Penalty 3601.876279 = -6260882.094425 nChanged 10 SP:Iteration 90Q (2256.691847 sec): 3 clusters Score: Raw -6264485.127240 + Penalty 3601.876279 = -6260883.250962 nChanged 7 SP:Iteration 91Q (2256.837685 sec): 3 clusters Score: Raw -6264485.790162 + Penalty 3601.876279 = -6260883.913883 nChanged 9 SP:Iteration 92Q (2256.974367 sec): 3 clusters Score: Raw -6264486.654081 + Penalty 3601.876279 = -6260884.777802 nChanged 8 SP:Iteration 93Q (2257.100492 sec): 3 clusters Score: Raw -6264487.099433 + Penalty 3601.876279 = -6260885.223155 nChanged 5 SP:Iteration 94Q (2257.238189 sec): 3 clusters Score: Raw -6264487.395807 + Penalty 3601.876279 = -6260885.519529 nChanged 4 SP:Iteration 95Q (2257.377027 sec): 3 clusters Score: Raw -6264487.700517 + Penalty 3601.876279 = -6260885.824239 nChanged 4 SP:Iteration 96Q (2257.519124 sec): 3 clusters Score: Raw -6264488.055503 + Penalty 3601.876279 = -6260886.179224 nChanged 1 SP:Iteration 97Q (2257.649559 sec): 3 clusters Score: Raw -6264488.152253 + Penalty 3601.876279 = -6260886.275974 nChanged 5 SP:Iteration 98Q (2257.783247 sec): 3 clusters Score: Raw -6264488.547287 + Penalty 3601.876279 = -6260886.671009 nChanged 9 SP:Iteration 99Q (2257.918949 sec): 3 clusters Score: Raw -6264489.443057 + Penalty 3601.876279 = -6260887.566779 nChanged 8 SP:Iteration 100F (2258.073329 sec): 3 clusters Score: Raw -6264489.898822 + Penalty 3601.876279 = -6260888.022543 nChanged 4 SP:Iteration 101Q (2258.207693 sec): 3 clusters Score: Raw -6264490.077116 + Penalty 3601.876279 = -6260888.200838 nChanged 2 SP:Iteration 102Q (2258.344420 sec): 3 clusters Score: Raw -6264490.211021 + Penalty 3601.876279 = -6260888.334742 nChanged 2 SP:Iteration 103Q (2258.476148 sec): 3 clusters Score: Raw -6264490.382306 + Penalty 3601.876279 = -6260888.506027 nChanged 1 SP:Iteration 104Q (2258.612686 sec): 3 clusters Score: Raw -6264490.450378 + Penalty 3601.876279 = -6260888.574099 nChanged 1 SP:Iteration 105Q (2258.740202 sec): 3 clusters Score: Raw -6264490.505668 + Penalty 3601.876279 = -6260888.629390 nChanged 1 SP:Iteration 106Q (2258.875627 sec): 3 clusters Score: Raw -6264490.586020 + Penalty 3601.876279 = -6260888.709741 nChanged 1 SP:Iteration 107Q (2259.012344 sec): 3 clusters Score: Raw -6264490.601850 + Penalty 3601.876279 = -6260888.725571 nChanged 0 SP:Iteration 108F (2259.167102 sec): 3 clusters Score: Raw -6264490.601850 + Penalty 3601.876279 = -6260888.725571 nChanged 0 Trying to split cluster 12 (15738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2259.216834 sec): 2 clusters Score: Raw -1520949.475807 + Penalty 1570.372935 = -1519379.102871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2259.287167 sec): 3 clusters Score: Raw -1511664.716637 + Penalty 3140.745871 = -1508523.970766 nChanged 7073 SP:Iteration 1F (2259.348067 sec): 3 clusters Score: Raw -1515565.467172 + Penalty 3140.745871 = -1512424.721301 nChanged 877 SP:Iteration 2F (2259.419377 sec): 3 clusters Score: Raw -1515996.577691 + Penalty 3140.745871 = -1512855.831820 nChanged 922 SP:Iteration 3F (2259.483823 sec): 3 clusters Score: Raw -1516539.547318 + Penalty 3140.745871 = -1513398.801447 nChanged 992 SP:Iteration 4F (2259.556082 sec): 3 clusters Score: Raw -1517279.192158 + Penalty 3140.745871 = -1514138.446287 nChanged 1062 SP:Iteration 5F (2259.632476 sec): 3 clusters Score: Raw -1518234.122646 + Penalty 3140.745871 = -1515093.376775 nChanged 1111 SP:Iteration 6F (2259.693974 sec): 3 clusters Score: Raw -1519289.834607 + Penalty 3140.745871 = -1516149.088736 nChanged 978 SP:Iteration 7F (2259.762862 sec): 3 clusters Score: Raw -1520261.085952 + Penalty 3140.745871 = -1517120.340081 nChanged 705 SP:Iteration 8Q (2259.839438 sec): 3 clusters Score: Raw -1520825.024435 + Penalty 3140.745871 = -1517684.278564 nChanged 484 SP:Iteration 9Q (2259.920501 sec): 3 clusters Score: Raw -1521105.233916 + Penalty 3140.745871 = -1517964.488045 nChanged 361 SP:Iteration 10Q (2259.990535 sec): 3 clusters Score: Raw -1521284.937262 + Penalty 3140.745871 = -1518144.191391 nChanged 243 SP:Iteration 11Q (2260.047871 sec): 3 clusters Score: Raw -1521391.260608 + Penalty 3140.745871 = -1518250.514737 nChanged 203 SP:Iteration 12Q (2260.130548 sec): 3 clusters Score: Raw -1521473.891793 + Penalty 3140.745871 = -1518333.145922 nChanged 139 SP:Iteration 13Q (2260.202794 sec): 3 clusters Score: Raw -1521526.077090 + Penalty 3140.745871 = -1518385.331219 nChanged 130 SP:Iteration 14Q (2260.263207 sec): 3 clusters Score: Raw -1521579.386476 + Penalty 3140.745871 = -1518438.640605 nChanged 129 SP:Iteration 15Q (2260.337040 sec): 3 clusters Score: Raw -1521631.798572 + Penalty 3140.745871 = -1518491.052701 nChanged 110 SP:Iteration 16Q (2260.403994 sec): 3 clusters Score: Raw -1521680.237079 + Penalty 3140.745871 = -1518539.491208 nChanged 103 SP:Iteration 17Q (2260.478304 sec): 3 clusters Score: Raw -1521728.892982 + Penalty 3140.745871 = -1518588.147111 nChanged 129 SP:Iteration 18Q (2260.541058 sec): 3 clusters Score: Raw -1521797.367214 + Penalty 3140.745871 = -1518656.621343 nChanged 125 SP:Iteration 19Q (2260.617221 sec): 3 clusters Score: Raw -1521868.372873 + Penalty 3140.745871 = -1518727.627002 nChanged 146 SP:Iteration 20F (2260.688048 sec): 3 clusters Score: Raw -1521932.541660 + Penalty 3140.745871 = -1518791.795789 nChanged 111 SP:Iteration 21Q (2260.743816 sec): 3 clusters Score: Raw -1521978.038574 + Penalty 3140.745871 = -1518837.292703 nChanged 112 SP:Iteration 22Q (2260.814862 sec): 3 clusters Score: Raw -1522021.594725 + Penalty 3140.745871 = -1518880.848854 nChanged 107 SP:Iteration 23Q (2260.888205 sec): 3 clusters Score: Raw -1522064.886594 + Penalty 3140.745871 = -1518924.140723 nChanged 113 SP:Iteration 24Q (2260.945027 sec): 3 clusters Score: Raw -1522111.914692 + Penalty 3140.745871 = -1518971.168821 nChanged 109 SP:Iteration 25Q (2261.023539 sec): 3 clusters Score: Raw -1522162.786417 + Penalty 3140.745871 = -1519022.040546 nChanged 113 SP:Iteration 26Q (2261.091373 sec): 3 clusters Score: Raw -1522208.580719 + Penalty 3140.745871 = -1519067.834848 nChanged 100 SP:Iteration 27Q (2261.160929 sec): 3 clusters Score: Raw -1522246.523475 + Penalty 3140.745871 = -1519105.777604 nChanged 91 SP:Iteration 28Q (2261.223182 sec): 3 clusters Score: Raw -1522277.707280 + Penalty 3140.745871 = -1519136.961410 nChanged 85 SP:Iteration 29Q (2261.293909 sec): 3 clusters Score: Raw -1522305.696890 + Penalty 3140.745871 = -1519164.951019 nChanged 80 SP:Iteration 30Q (2261.363556 sec): 3 clusters Score: Raw -1522332.440059 + Penalty 3140.745871 = -1519191.694188 nChanged 71 SP:Iteration 31Q (2261.434134 sec): 3 clusters Score: Raw -1522353.151921 + Penalty 3140.745871 = -1519212.406050 nChanged 69 SP:Iteration 32Q (2261.502865 sec): 3 clusters Score: Raw -1522374.284599 + Penalty 3140.745871 = -1519233.538728 nChanged 67 SP:Iteration 33Q (2261.563809 sec): 3 clusters Score: Raw -1522389.837510 + Penalty 3140.745871 = -1519249.091639 nChanged 57 SP:Iteration 34Q (2261.635841 sec): 3 clusters Score: Raw -1522402.606744 + Penalty 3140.745871 = -1519261.860873 nChanged 52 SP:Iteration 35Q (2261.699686 sec): 3 clusters Score: Raw -1522412.205666 + Penalty 3140.745871 = -1519271.459795 nChanged 37 SP:Iteration 36Q (2261.783099 sec): 3 clusters Score: Raw -1522418.196915 + Penalty 3140.745871 = -1519277.451044 nChanged 34 SP:Iteration 37Q (2261.847796 sec): 3 clusters Score: Raw -1522423.516952 + Penalty 3140.745871 = -1519282.771081 nChanged 31 SP:Iteration 38Q (2261.908645 sec): 3 clusters Score: Raw -1522427.693868 + Penalty 3140.745871 = -1519286.947997 nChanged 21 SP:Iteration 39Q (2261.974573 sec): 3 clusters Score: Raw -1522431.230407 + Penalty 3140.745871 = -1519290.484536 nChanged 16 SP:Iteration 40F (2262.053916 sec): 3 clusters Score: Raw -1522437.666384 + Penalty 3140.745871 = -1519296.920513 nChanged 19 SP:Iteration 41Q (2262.123375 sec): 3 clusters Score: Raw -1522441.663496 + Penalty 3140.745871 = -1519300.917625 nChanged 20 SP:Iteration 42Q (2262.195534 sec): 3 clusters Score: Raw -1522444.747644 + Penalty 3140.745871 = -1519304.001773 nChanged 22 SP:Iteration 43Q (2262.256829 sec): 3 clusters Score: Raw -1522448.432948 + Penalty 3140.745871 = -1519307.687077 nChanged 26 SP:Iteration 44Q (2262.319194 sec): 3 clusters Score: Raw -1522452.309689 + Penalty 3140.745871 = -1519311.563818 nChanged 31 SP:Iteration 45Q (2262.386098 sec): 3 clusters Score: Raw -1522457.854844 + Penalty 3140.745871 = -1519317.108973 nChanged 26 SP:Iteration 46Q (2262.455999 sec): 3 clusters Score: Raw -1522462.198299 + Penalty 3140.745871 = -1519321.452428 nChanged 22 SP:Iteration 47Q (2262.529096 sec): 3 clusters Score: Raw -1522465.618971 + Penalty 3140.745871 = -1519324.873101 nChanged 18 SP:Iteration 48Q (2262.592379 sec): 3 clusters Score: Raw -1522467.571713 + Penalty 3140.745871 = -1519326.825842 nChanged 10 SP:Iteration 49Q (2262.670157 sec): 3 clusters Score: Raw -1522468.779852 + Penalty 3140.745871 = -1519328.033981 nChanged 9 SP:Iteration 50Q (2262.739873 sec): 3 clusters Score: Raw -1522469.544715 + Penalty 3140.745871 = -1519328.798844 nChanged 7 SP:Iteration 51Q (2262.807775 sec): 3 clusters Score: Raw -1522470.101543 + Penalty 3140.745871 = -1519329.355672 nChanged 8 SP:Iteration 52Q (2262.871535 sec): 3 clusters Score: Raw -1522470.831888 + Penalty 3140.745871 = -1519330.086017 nChanged 8 SP:Iteration 53Q (2262.931852 sec): 3 clusters Score: Raw -1522471.436937 + Penalty 3140.745871 = -1519330.691066 nChanged 4 SP:Iteration 54Q (2263.006448 sec): 3 clusters Score: Raw -1522471.740681 + Penalty 3140.745871 = -1519330.994810 nChanged 3 SP:Iteration 55Q (2263.066966 sec): 3 clusters Score: Raw -1522471.967870 + Penalty 3140.745871 = -1519331.221999 nChanged 2 SP:Iteration 56Q (2263.137046 sec): 3 clusters Score: Raw -1522472.223664 + Penalty 3140.745871 = -1519331.477793 nChanged 5 SP:Iteration 57Q (2263.209143 sec): 3 clusters Score: Raw -1522472.696481 + Penalty 3140.745871 = -1519331.950610 nChanged 4 SP:Iteration 58Q (2263.281606 sec): 3 clusters Score: Raw -1522473.013499 + Penalty 3140.745871 = -1519332.267628 nChanged 6 SP:Iteration 59Q (2263.344175 sec): 3 clusters Score: Raw -1522473.640851 + Penalty 3140.745871 = -1519332.894980 nChanged 8 SP:Iteration 60F (2263.420859 sec): 3 clusters Score: Raw -1522474.510870 + Penalty 3140.745871 = -1519333.764999 nChanged 6 SP:Iteration 61Q (2263.493190 sec): 3 clusters Score: Raw -1522475.041828 + Penalty 3140.745871 = -1519334.295957 nChanged 5 SP:Iteration 62Q (2263.556089 sec): 3 clusters Score: Raw -1522475.665951 + Penalty 3140.745871 = -1519334.920081 nChanged 4 SP:Iteration 63Q (2263.623876 sec): 3 clusters Score: Raw -1522476.128220 + Penalty 3140.745871 = -1519335.382349 nChanged 3 SP:Iteration 64Q (2263.693935 sec): 3 clusters Score: Raw -1522476.377711 + Penalty 3140.745871 = -1519335.631840 nChanged 1 SP:Iteration 65Q (2263.762481 sec): 3 clusters Score: Raw -1522476.502899 + Penalty 3140.745871 = -1519335.757028 nChanged 3 SP:Iteration 66Q (2263.836986 sec): 3 clusters Score: Raw -1522476.797883 + Penalty 3140.745871 = -1519336.052012 nChanged 3 SP:Iteration 67Q (2263.911003 sec): 3 clusters Score: Raw -1522477.127594 + Penalty 3140.745871 = -1519336.381723 nChanged 2 SP:Iteration 68Q (2263.980591 sec): 3 clusters Score: Raw -1522477.234788 + Penalty 3140.745871 = -1519336.488917 nChanged 0 SP:Iteration 69F (2264.051034 sec): 3 clusters Score: Raw -1522477.234788 + Penalty 3140.745871 = -1519336.488917 nChanged 0 Trying to split cluster 13 (5945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2264.070794 sec): 2 clusters Score: Raw -512028.512763 + Penalty 1412.174694 = -510616.338069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2264.135655 sec): 3 clusters Score: Raw -508906.573125 + Penalty 2824.349388 = -506082.223737 nChanged 2427 SP:Iteration 1F (2264.179245 sec): 3 clusters Score: Raw -510389.099348 + Penalty 2824.349388 = -507564.749960 nChanged 455 SP:Iteration 2F (2264.235746 sec): 3 clusters Score: Raw -510707.365060 + Penalty 2824.349388 = -507883.015672 nChanged 447 SP:Iteration 3F (2264.290280 sec): 3 clusters Score: Raw -511027.588606 + Penalty 2824.349388 = -508203.239218 nChanged 387 SP:Iteration 4F (2264.344739 sec): 3 clusters Score: Raw -511321.803046 + Penalty 2824.349388 = -508497.453658 nChanged 366 SP:Iteration 5F (2264.402021 sec): 3 clusters Score: Raw -511635.991292 + Penalty 2824.349388 = -508811.641904 nChanged 326 SP:Iteration 6F (2264.458043 sec): 3 clusters Score: Raw -511953.153745 + Penalty 2824.349388 = -509128.804357 nChanged 290 SP:Iteration 7Q (2264.525331 sec): 3 clusters Score: Raw -512267.954156 + Penalty 2824.349388 = -509443.604769 nChanged 279 SP:Iteration 8Q (2264.578490 sec): 3 clusters Score: Raw -512534.098743 + Penalty 2824.349388 = -509709.749355 nChanged 231 SP:Iteration 9Q (2264.632509 sec): 3 clusters Score: Raw -512709.123848 + Penalty 2824.349388 = -509884.774460 nChanged 135 SP:Iteration 10Q (2264.675551 sec): 3 clusters Score: Raw -512801.704102 + Penalty 2824.349388 = -509977.354714 nChanged 110 SP:Iteration 11Q (2264.731624 sec): 3 clusters Score: Raw -512871.932708 + Penalty 2824.349388 = -510047.583320 nChanged 68 SP:Iteration 12Q (2264.793092 sec): 3 clusters Score: Raw -512914.630001 + Penalty 2824.349388 = -510090.280613 nChanged 52 SP:Iteration 13Q (2264.834856 sec): 3 clusters Score: Raw -512940.740033 + Penalty 2824.349388 = -510116.390645 nChanged 43 SP:Iteration 14Q (2264.888815 sec): 3 clusters Score: Raw -512957.747386 + Penalty 2824.349388 = -510133.397998 nChanged 18 SP:Iteration 15Q (2264.947946 sec): 3 clusters Score: Raw -512965.113904 + Penalty 2824.349388 = -510140.764516 nChanged 15 SP:Iteration 16Q (2264.995418 sec): 3 clusters Score: Raw -512971.399315 + Penalty 2824.349388 = -510147.049927 nChanged 9 SP:Iteration 17Q (2265.043382 sec): 3 clusters Score: Raw -512976.548505 + Penalty 2824.349388 = -510152.199118 nChanged 11 SP:Iteration 18Q (2265.097161 sec): 3 clusters Score: Raw -512982.166102 + Penalty 2824.349388 = -510157.816714 nChanged 11 SP:Iteration 19Q (2265.158614 sec): 3 clusters Score: Raw -512985.314540 + Penalty 2824.349388 = -510160.965152 nChanged 4 SP:Iteration 20F (2265.204594 sec): 3 clusters Score: Raw -512986.364933 + Penalty 2824.349388 = -510162.015545 nChanged 3 SP:Iteration 21Q (2265.258808 sec): 3 clusters Score: Raw -512987.391692 + Penalty 2824.349388 = -510163.042304 nChanged 2 SP:Iteration 22Q (2265.304596 sec): 3 clusters Score: Raw -512988.348578 + Penalty 2824.349388 = -510163.999190 nChanged 1 SP:Iteration 23Q (2265.366048 sec): 3 clusters Score: Raw -512988.493636 + Penalty 2824.349388 = -510164.144248 nChanged 0 SP:Iteration 24F (2265.421195 sec): 3 clusters Score: Raw -512988.493636 + Penalty 2824.349388 = -510164.144248 nChanged 0 Trying to split cluster 14 (4365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2265.453141 sec): 2 clusters Score: Raw -412276.974484 + Penalty 1361.973189 = -410915.001296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2265.504096 sec): 3 clusters Score: Raw -410074.027877 + Penalty 2723.946377 = -407350.081499 nChanged 1683 SP:Iteration 1F (2265.554286 sec): 3 clusters Score: Raw -410971.637135 + Penalty 2723.946377 = -408247.690757 nChanged 316 SP:Iteration 2F (2265.600257 sec): 3 clusters Score: Raw -411135.369023 + Penalty 2723.946377 = -408411.422646 nChanged 212 SP:Iteration 3Q (2265.656182 sec): 3 clusters Score: Raw -411234.089443 + Penalty 2723.946377 = -408510.143066 nChanged 168 SP:Iteration 4Q (2265.709278 sec): 3 clusters Score: Raw -411298.982743 + Penalty 2723.946377 = -408575.036365 nChanged 123 SP:Iteration 5Q (2265.764948 sec): 3 clusters Score: Raw -411345.758952 + Penalty 2723.946377 = -408621.812575 nChanged 102 SP:Iteration 6Q (2265.808864 sec): 3 clusters Score: Raw -411386.230275 + Penalty 2723.946377 = -408662.283897 nChanged 96 SP:Iteration 7Q (2265.869287 sec): 3 clusters Score: Raw -411423.862299 + Penalty 2723.946377 = -408699.915922 nChanged 86 SP:Iteration 8Q (2265.914794 sec): 3 clusters Score: Raw -411459.624377 + Penalty 2723.946377 = -408735.677999 nChanged 78 SP:Iteration 9Q (2265.961411 sec): 3 clusters Score: Raw -411491.227175 + Penalty 2723.946377 = -408767.280798 nChanged 73 SP:Iteration 10Q (2266.012473 sec): 3 clusters Score: Raw -411523.779889 + Penalty 2723.946377 = -408799.833512 nChanged 75 SP:Iteration 11Q (2266.062488 sec): 3 clusters Score: Raw -411555.028246 + Penalty 2723.946377 = -408831.081869 nChanged 83 SP:Iteration 12Q (2266.112767 sec): 3 clusters Score: Raw -411588.976306 + Penalty 2723.946377 = -408865.029929 nChanged 81 SP:Iteration 13Q (2266.172468 sec): 3 clusters Score: Raw -411627.049219 + Penalty 2723.946377 = -408903.102842 nChanged 81 SP:Iteration 14Q (2266.224133 sec): 3 clusters Score: Raw -411664.318900 + Penalty 2723.946377 = -408940.372522 nChanged 83 SP:Iteration 15Q (2266.266258 sec): 3 clusters Score: Raw -411703.115819 + Penalty 2723.946377 = -408979.169441 nChanged 80 SP:Iteration 16Q (2266.327558 sec): 3 clusters Score: Raw -411736.103928 + Penalty 2723.946377 = -409012.157550 nChanged 82 SP:Iteration 17Q (2266.369847 sec): 3 clusters Score: Raw -411771.384276 + Penalty 2723.946377 = -409047.437899 nChanged 72 SP:Iteration 18Q (2266.424210 sec): 3 clusters Score: Raw -411803.347853 + Penalty 2723.946377 = -409079.401476 nChanged 75 SP:Iteration 19Q (2266.476652 sec): 3 clusters Score: Raw -411839.321123 + Penalty 2723.946377 = -409115.374746 nChanged 75 SP:Iteration 20F (2266.528047 sec): 3 clusters Score: Raw -411876.644794 + Penalty 2723.946377 = -409152.698417 nChanged 74 SP:Iteration 21Q (2266.581586 sec): 3 clusters Score: Raw -411914.595416 + Penalty 2723.946377 = -409190.649039 nChanged 61 SP:Iteration 22Q (2266.627171 sec): 3 clusters Score: Raw -411940.032144 + Penalty 2723.946377 = -409216.085767 nChanged 55 SP:Iteration 23Q (2266.677811 sec): 3 clusters Score: Raw -411963.113464 + Penalty 2723.946377 = -409239.167086 nChanged 56 SP:Iteration 24Q (2266.731639 sec): 3 clusters Score: Raw -411988.241506 + Penalty 2723.946377 = -409264.295128 nChanged 71 SP:Iteration 25Q (2266.783976 sec): 3 clusters Score: Raw -412026.157293 + Penalty 2723.946377 = -409302.210916 nChanged 58 SP:Iteration 26Q (2266.833530 sec): 3 clusters Score: Raw -412059.273140 + Penalty 2723.946377 = -409335.326763 nChanged 65 SP:Iteration 27Q (2266.885140 sec): 3 clusters Score: Raw -412102.190970 + Penalty 2723.946377 = -409378.244592 nChanged 66 SP:Iteration 28Q (2266.935231 sec): 3 clusters Score: Raw -412144.412119 + Penalty 2723.946377 = -409420.465742 nChanged 55 SP:Iteration 29Q (2266.982663 sec): 3 clusters Score: Raw -412176.844012 + Penalty 2723.946377 = -409452.897635 nChanged 43 SP:Iteration 30Q (2267.039468 sec): 3 clusters Score: Raw -412203.894832 + Penalty 2723.946377 = -409479.948455 nChanged 44 SP:Iteration 31Q (2267.086774 sec): 3 clusters Score: Raw -412231.513832 + Penalty 2723.946377 = -409507.567455 nChanged 35 SP:Iteration 32Q (2267.138914 sec): 3 clusters Score: Raw -412256.882073 + Penalty 2723.946377 = -409532.935695 nChanged 34 SP:Iteration 33Q (2267.180726 sec): 3 clusters Score: Raw -412286.014446 + Penalty 2723.946377 = -409562.068069 nChanged 26 SP:Iteration 34Q (2267.237620 sec): 3 clusters Score: Raw -412305.062191 + Penalty 2723.946377 = -409581.115813 nChanged 21 SP:Iteration 35Q (2267.284321 sec): 3 clusters Score: Raw -412319.710828 + Penalty 2723.946377 = -409595.764451 nChanged 21 SP:Iteration 36Q (2267.336529 sec): 3 clusters Score: Raw -412332.584832 + Penalty 2723.946377 = -409608.638455 nChanged 14 SP:Iteration 37Q (2267.391421 sec): 3 clusters Score: Raw -412340.828816 + Penalty 2723.946377 = -409616.882438 nChanged 17 SP:Iteration 38Q (2267.442791 sec): 3 clusters Score: Raw -412352.585975 + Penalty 2723.946377 = -409628.639597 nChanged 12 SP:Iteration 39Q (2267.498348 sec): 3 clusters Score: Raw -412360.183714 + Penalty 2723.946377 = -409636.237336 nChanged 13 SP:Iteration 40F (2267.550867 sec): 3 clusters Score: Raw -412369.072902 + Penalty 2723.946377 = -409645.126525 nChanged 13 SP:Iteration 41Q (2267.600072 sec): 3 clusters Score: Raw -412375.224921 + Penalty 2723.946377 = -409651.278544 nChanged 10 SP:Iteration 42Q (2267.638019 sec): 3 clusters Score: Raw -412380.375518 + Penalty 2723.946377 = -409656.429141 nChanged 10 SP:Iteration 43Q (2267.696371 sec): 3 clusters Score: Raw -412386.146053 + Penalty 2723.946377 = -409662.199676 nChanged 10 SP:Iteration 44Q (2267.744573 sec): 3 clusters Score: Raw -412392.411700 + Penalty 2723.946377 = -409668.465323 nChanged 10 SP:Iteration 45Q (2267.795987 sec): 3 clusters Score: Raw -412396.423025 + Penalty 2723.946377 = -409672.476648 nChanged 7 SP:Iteration 46Q (2267.833847 sec): 3 clusters Score: Raw -412399.188226 + Penalty 2723.946377 = -409675.241849 nChanged 7 SP:Iteration 47Q (2267.893108 sec): 3 clusters Score: Raw -412402.865885 + Penalty 2723.946377 = -409678.919508 nChanged 8 SP:Iteration 48Q (2267.943810 sec): 3 clusters Score: Raw -412406.740598 + Penalty 2723.946377 = -409682.794221 nChanged 4 SP:Iteration 49Q (2267.984530 sec): 3 clusters Score: Raw -412408.287339 + Penalty 2723.946377 = -409684.340962 nChanged 2 SP:Iteration 50Q (2268.041351 sec): 3 clusters Score: Raw -412409.286374 + Penalty 2723.946377 = -409685.339996 nChanged 1 SP:Iteration 51Q (2268.092282 sec): 3 clusters Score: Raw -412409.775583 + Penalty 2723.946377 = -409685.829206 nChanged 4 SP:Iteration 52Q (2268.146665 sec): 3 clusters Score: Raw -412411.346926 + Penalty 2723.946377 = -409687.400548 nChanged 0 SP:Iteration 53F (2268.198988 sec): 3 clusters Score: Raw -412411.346926 + Penalty 2723.946377 = -409687.400548 nChanged 0 Trying to split cluster 15 (33031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2268.274463 sec): 2 clusters Score: Raw -3036801.137213 + Penalty 1690.845291 = -3035110.291922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2268.369226 sec): 3 clusters Score: Raw -3016330.887210 + Penalty 3381.690583 = -3012949.196627 nChanged 15189 SP:Iteration 1F (2268.479518 sec): 3 clusters Score: Raw -3025066.787510 + Penalty 3381.690583 = -3021685.096927 nChanged 1750 SP:Iteration 2F (2268.575148 sec): 3 clusters Score: Raw -3025944.678678 + Penalty 3381.690583 = -3022562.988095 nChanged 1897 SP:Iteration 3F (2268.683911 sec): 3 clusters Score: Raw -3026990.176294 + Penalty 3381.690583 = -3023608.485711 nChanged 1901 SP:Iteration 4F (2268.773387 sec): 3 clusters Score: Raw -3028160.133095 + Penalty 3381.690583 = -3024778.442512 nChanged 2011 SP:Iteration 5F (2268.871623 sec): 3 clusters Score: Raw -3029322.326102 + Penalty 3381.690583 = -3025940.635519 nChanged 1847 SP:Iteration 6F (2268.966840 sec): 3 clusters Score: Raw -3030395.585408 + Penalty 3381.690583 = -3027013.894825 nChanged 1712 SP:Iteration 7F (2269.073760 sec): 3 clusters Score: Raw -3031390.788439 + Penalty 3381.690583 = -3028009.097856 nChanged 1469 SP:Iteration 8Q (2269.168073 sec): 3 clusters Score: Raw -3032150.103389 + Penalty 3381.690583 = -3028768.412806 nChanged 1252 SP:Iteration 9Q (2269.266636 sec): 3 clusters Score: Raw -3032689.434822 + Penalty 3381.690583 = -3029307.744239 nChanged 969 SP:Iteration 10Q (2269.380336 sec): 3 clusters Score: Raw -3033052.425303 + Penalty 3381.690583 = -3029670.734720 nChanged 758 SP:Iteration 11Q (2269.476625 sec): 3 clusters Score: Raw -3033302.620004 + Penalty 3381.690583 = -3029920.929421 nChanged 647 SP:Iteration 12Q (2269.575296 sec): 3 clusters Score: Raw -3033512.356886 + Penalty 3381.690583 = -3030130.666303 nChanged 622 SP:Iteration 13Q (2269.680062 sec): 3 clusters Score: Raw -3033718.968392 + Penalty 3381.690583 = -3030337.277809 nChanged 589 SP:Iteration 14Q (2269.783178 sec): 3 clusters Score: Raw -3033912.681747 + Penalty 3381.690583 = -3030530.991164 nChanged 547 SP:Iteration 15Q (2269.883816 sec): 3 clusters Score: Raw -3034098.550406 + Penalty 3381.690583 = -3030716.859823 nChanged 544 SP:Iteration 16Q (2269.983043 sec): 3 clusters Score: Raw -3034290.370052 + Penalty 3381.690583 = -3030908.679469 nChanged 523 SP:Iteration 17Q (2270.084137 sec): 3 clusters Score: Raw -3034473.479975 + Penalty 3381.690583 = -3031091.789392 nChanged 496 SP:Iteration 18Q (2270.173201 sec): 3 clusters Score: Raw -3034643.322233 + Penalty 3381.690583 = -3031261.631650 nChanged 486 SP:Iteration 19Q (2270.279705 sec): 3 clusters Score: Raw -3034807.420913 + Penalty 3381.690583 = -3031425.730330 nChanged 467 SP:Iteration 20F (2270.383632 sec): 3 clusters Score: Raw -3034959.671248 + Penalty 3381.690583 = -3031577.980665 nChanged 431 SP:Iteration 21Q (2270.485047 sec): 3 clusters Score: Raw -3035109.097914 + Penalty 3381.690583 = -3031727.407331 nChanged 435 SP:Iteration 22Q (2270.579530 sec): 3 clusters Score: Raw -3035268.643661 + Penalty 3381.690583 = -3031886.953078 nChanged 430 SP:Iteration 23Q (2270.680095 sec): 3 clusters Score: Raw -3035438.639771 + Penalty 3381.690583 = -3032056.949188 nChanged 420 SP:Iteration 24Q (2270.777849 sec): 3 clusters Score: Raw -3035605.990207 + Penalty 3381.690583 = -3032224.299624 nChanged 400 SP:Iteration 25Q (2270.870635 sec): 3 clusters Score: Raw -3035761.522486 + Penalty 3381.690583 = -3032379.831903 nChanged 364 SP:Iteration 26Q (2270.964681 sec): 3 clusters Score: Raw -3035910.456652 + Penalty 3381.690583 = -3032528.766069 nChanged 355 SP:Iteration 27Q (2271.056318 sec): 3 clusters Score: Raw -3036073.750377 + Penalty 3381.690583 = -3032692.059794 nChanged 327 SP:Iteration 28Q (2271.153607 sec): 3 clusters Score: Raw -3036215.326369 + Penalty 3381.690583 = -3032833.635786 nChanged 275 SP:Iteration 29Q (2271.239764 sec): 3 clusters Score: Raw -3036344.174877 + Penalty 3381.690583 = -3032962.484294 nChanged 247 SP:Iteration 30Q (2271.329075 sec): 3 clusters Score: Raw -3036469.620011 + Penalty 3381.690583 = -3033087.929428 nChanged 227 SP:Iteration 31Q (2271.425381 sec): 3 clusters Score: Raw -3036579.656210 + Penalty 3381.690583 = -3033197.965627 nChanged 167 SP:Iteration 32Q (2271.519407 sec): 3 clusters Score: Raw -3036653.487894 + Penalty 3381.690583 = -3033271.797311 nChanged 124 SP:Iteration 33Q (2271.615989 sec): 3 clusters Score: Raw -3036716.500500 + Penalty 3381.690583 = -3033334.809917 nChanged 131 SP:Iteration 34Q (2271.694894 sec): 3 clusters Score: Raw -3036786.716790 + Penalty 3381.690583 = -3033405.026207 nChanged 96 SP:Iteration 35Q (2271.783329 sec): 3 clusters Score: Raw -3036832.968320 + Penalty 3381.690583 = -3033451.277737 nChanged 84 SP:Iteration 36Q (2271.884356 sec): 3 clusters Score: Raw -3036880.216848 + Penalty 3381.690583 = -3033498.526265 nChanged 75 SP:Iteration 37Q (2271.971137 sec): 3 clusters Score: Raw -3036918.055592 + Penalty 3381.690583 = -3033536.365009 nChanged 64 SP:Iteration 38Q (2272.067104 sec): 3 clusters Score: Raw -3036948.066551 + Penalty 3381.690583 = -3033566.375968 nChanged 50 SP:Iteration 39Q (2272.160501 sec): 3 clusters Score: Raw -3036969.789165 + Penalty 3381.690583 = -3033588.098582 nChanged 44 SP:Iteration 40F (2272.254396 sec): 3 clusters Score: Raw -3036986.816523 + Penalty 3381.690583 = -3033605.125941 nChanged 31 SP:Iteration 41Q (2272.352614 sec): 3 clusters Score: Raw -3037001.958127 + Penalty 3381.690583 = -3033620.267544 nChanged 19 SP:Iteration 42Q (2272.442074 sec): 3 clusters Score: Raw -3037011.257097 + Penalty 3381.690583 = -3033629.566514 nChanged 14 SP:Iteration 43Q (2272.532319 sec): 3 clusters Score: Raw -3037017.845004 + Penalty 3381.690583 = -3033636.154421 nChanged 11 SP:Iteration 44Q (2272.630351 sec): 3 clusters Score: Raw -3037023.645523 + Penalty 3381.690583 = -3033641.954940 nChanged 10 SP:Iteration 45Q (2272.706524 sec): 3 clusters Score: Raw -3037026.739357 + Penalty 3381.690583 = -3033645.048774 nChanged 6 SP:Iteration 46Q (2272.806466 sec): 3 clusters Score: Raw -3037029.049492 + Penalty 3381.690583 = -3033647.358910 nChanged 10 SP:Iteration 47Q (2272.890750 sec): 3 clusters Score: Raw -3037033.746800 + Penalty 3381.690583 = -3033652.056217 nChanged 10 SP:Iteration 48Q (2272.967978 sec): 3 clusters Score: Raw -3037037.521916 + Penalty 3381.690583 = -3033655.831333 nChanged 9 SP:Iteration 49Q (2273.062338 sec): 3 clusters Score: Raw -3037041.678172 + Penalty 3381.690583 = -3033659.987590 nChanged 9 SP:Iteration 50Q (2273.156037 sec): 3 clusters Score: Raw -3037045.255835 + Penalty 3381.690583 = -3033663.565252 nChanged 4 SP:Iteration 51Q (2273.237751 sec): 3 clusters Score: Raw -3037046.331009 + Penalty 3381.690583 = -3033664.640426 nChanged 4 SP:Iteration 52Q (2273.321864 sec): 3 clusters Score: Raw -3037047.036478 + Penalty 3381.690583 = -3033665.345895 nChanged 3 SP:Iteration 53Q (2273.414339 sec): 3 clusters Score: Raw -3037048.058718 + Penalty 3381.690583 = -3033666.368135 nChanged 2 SP:Iteration 54Q (2273.509057 sec): 3 clusters Score: Raw -3037049.793320 + Penalty 3381.690583 = -3033668.102737 nChanged 3 SP:Iteration 55Q (2273.593814 sec): 3 clusters Score: Raw -3037050.531457 + Penalty 3381.690583 = -3033668.840874 nChanged 2 SP:Iteration 56Q (2273.688443 sec): 3 clusters Score: Raw -3037050.967326 + Penalty 3381.690583 = -3033669.276743 nChanged 1 SP:Iteration 57Q (2273.782790 sec): 3 clusters Score: Raw -3037051.449028 + Penalty 3381.690583 = -3033669.758445 nChanged 4 SP:Iteration 58Q (2273.876319 sec): 3 clusters Score: Raw -3037053.515925 + Penalty 3381.690583 = -3033671.825342 nChanged 6 SP:Iteration 59Q (2273.962291 sec): 3 clusters Score: Raw -3037056.360241 + Penalty 3381.690583 = -3033674.669658 nChanged 2 SP:Iteration 60F (2274.061051 sec): 3 clusters Score: Raw -3037056.876662 + Penalty 3381.690583 = -3033675.186079 nChanged 2 SP:Iteration 61Q (2274.150404 sec): 3 clusters Score: Raw -3037057.743938 + Penalty 3381.690583 = -3033676.053356 nChanged 2 SP:Iteration 62Q (2274.239887 sec): 3 clusters Score: Raw -3037058.299076 + Penalty 3381.690583 = -3033676.608493 nChanged 0 SP:Iteration 63F (2274.345500 sec): 3 clusters Score: Raw -3037058.299076 + Penalty 3381.690583 = -3033676.608493 nChanged 0 Trying to split cluster 16 (11352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2274.381816 sec): 2 clusters Score: Raw -1070927.211193 + Penalty 1517.286748 = -1069409.924445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2274.446887 sec): 3 clusters Score: Raw -1064418.674647 + Penalty 3034.573496 = -1061384.101151 nChanged 4955 SP:Iteration 1F (2274.508556 sec): 3 clusters Score: Raw -1067001.310805 + Penalty 3034.573496 = -1063966.737309 nChanged 645 SP:Iteration 2F (2274.566075 sec): 3 clusters Score: Raw -1067256.172023 + Penalty 3034.573496 = -1064221.598527 nChanged 556 SP:Iteration 3Q (2274.640149 sec): 3 clusters Score: Raw -1067453.286637 + Penalty 3034.573496 = -1064418.713141 nChanged 467 SP:Iteration 4Q (2274.693119 sec): 3 clusters Score: Raw -1067636.023518 + Penalty 3034.573496 = -1064601.450022 nChanged 457 SP:Iteration 5Q (2274.767795 sec): 3 clusters Score: Raw -1067794.461160 + Penalty 3034.573496 = -1064759.887664 nChanged 395 SP:Iteration 6Q (2274.830996 sec): 3 clusters Score: Raw -1067934.405713 + Penalty 3034.573496 = -1064899.832217 nChanged 375 SP:Iteration 7Q (2274.889803 sec): 3 clusters Score: Raw -1068083.497115 + Penalty 3034.573496 = -1065048.923619 nChanged 370 SP:Iteration 8Q (2274.961572 sec): 3 clusters Score: Raw -1068245.168603 + Penalty 3034.573496 = -1065210.595107 nChanged 396 SP:Iteration 9Q (2275.017769 sec): 3 clusters Score: Raw -1068450.000471 + Penalty 3034.573496 = -1065415.426975 nChanged 458 SP:Iteration 10Q (2275.089458 sec): 3 clusters Score: Raw -1068722.296162 + Penalty 3034.573496 = -1065687.722666 nChanged 510 SP:Iteration 11Q (2275.147115 sec): 3 clusters Score: Raw -1069049.036503 + Penalty 3034.573496 = -1066014.463006 nChanged 526 SP:Iteration 12Q (2275.215560 sec): 3 clusters Score: Raw -1069380.877865 + Penalty 3034.573496 = -1066346.304369 nChanged 447 SP:Iteration 13Q (2275.275339 sec): 3 clusters Score: Raw -1069654.821083 + Penalty 3034.573496 = -1066620.247587 nChanged 383 SP:Iteration 14Q (2275.337803 sec): 3 clusters Score: Raw -1069851.096396 + Penalty 3034.573496 = -1066816.522900 nChanged 259 SP:Iteration 15Q (2275.406593 sec): 3 clusters Score: Raw -1069991.062928 + Penalty 3034.573496 = -1066956.489432 nChanged 260 SP:Iteration 16Q (2275.467430 sec): 3 clusters Score: Raw -1070133.678168 + Penalty 3034.573496 = -1067099.104672 nChanged 242 SP:Iteration 17Q (2275.519046 sec): 3 clusters Score: Raw -1070268.832943 + Penalty 3034.573496 = -1067234.259447 nChanged 226 SP:Iteration 18Q (2275.593200 sec): 3 clusters Score: Raw -1070398.271980 + Penalty 3034.573496 = -1067363.698484 nChanged 216 SP:Iteration 19Q (2275.646059 sec): 3 clusters Score: Raw -1070512.679574 + Penalty 3034.573496 = -1067478.106078 nChanged 211 SP:Iteration 20F (2275.708839 sec): 3 clusters Score: Raw -1070620.846805 + Penalty 3034.573496 = -1067586.273309 nChanged 203 SP:Iteration 21Q (2275.773203 sec): 3 clusters Score: Raw -1070716.529743 + Penalty 3034.573496 = -1067681.956246 nChanged 178 SP:Iteration 22Q (2275.843707 sec): 3 clusters Score: Raw -1070792.823604 + Penalty 3034.573496 = -1067758.250108 nChanged 157 SP:Iteration 23Q (2275.899507 sec): 3 clusters Score: Raw -1070861.847639 + Penalty 3034.573496 = -1067827.274143 nChanged 146 SP:Iteration 24Q (2275.965037 sec): 3 clusters Score: Raw -1070933.132184 + Penalty 3034.573496 = -1067898.558688 nChanged 157 SP:Iteration 25Q (2276.025229 sec): 3 clusters Score: Raw -1071000.229831 + Penalty 3034.573496 = -1067965.656335 nChanged 146 SP:Iteration 26Q (2276.096115 sec): 3 clusters Score: Raw -1071050.232028 + Penalty 3034.573496 = -1068015.658532 nChanged 126 SP:Iteration 27Q (2276.157819 sec): 3 clusters Score: Raw -1071093.550888 + Penalty 3034.573496 = -1068058.977392 nChanged 118 SP:Iteration 28Q (2276.210491 sec): 3 clusters Score: Raw -1071126.779980 + Penalty 3034.573496 = -1068092.206484 nChanged 96 SP:Iteration 29Q (2276.281170 sec): 3 clusters Score: Raw -1071152.450516 + Penalty 3034.573496 = -1068117.877020 nChanged 67 SP:Iteration 30Q (2276.346633 sec): 3 clusters Score: Raw -1071168.521784 + Penalty 3034.573496 = -1068133.948288 nChanged 60 SP:Iteration 31Q (2276.405224 sec): 3 clusters Score: Raw -1071181.601310 + Penalty 3034.573496 = -1068147.027814 nChanged 54 SP:Iteration 32Q (2276.470925 sec): 3 clusters Score: Raw -1071191.018068 + Penalty 3034.573496 = -1068156.444572 nChanged 43 SP:Iteration 33Q (2276.549288 sec): 3 clusters Score: Raw -1071199.203673 + Penalty 3034.573496 = -1068164.630177 nChanged 44 SP:Iteration 34Q (2276.606251 sec): 3 clusters Score: Raw -1071207.273447 + Penalty 3034.573496 = -1068172.699951 nChanged 39 SP:Iteration 35Q (2276.672810 sec): 3 clusters Score: Raw -1071214.220777 + Penalty 3034.573496 = -1068179.647281 nChanged 28 SP:Iteration 36Q (2276.738699 sec): 3 clusters Score: Raw -1071218.359897 + Penalty 3034.573496 = -1068183.786401 nChanged 23 SP:Iteration 37Q (2276.800797 sec): 3 clusters Score: Raw -1071221.403465 + Penalty 3034.573496 = -1068186.829969 nChanged 21 SP:Iteration 38Q (2276.869807 sec): 3 clusters Score: Raw -1071224.055579 + Penalty 3034.573496 = -1068189.482083 nChanged 24 SP:Iteration 39Q (2276.933698 sec): 3 clusters Score: Raw -1071227.820514 + Penalty 3034.573496 = -1068193.247018 nChanged 20 SP:Iteration 40F (2276.996686 sec): 3 clusters Score: Raw -1071230.768445 + Penalty 3034.573496 = -1068196.194949 nChanged 22 SP:Iteration 41Q (2277.049850 sec): 3 clusters Score: Raw -1071234.434953 + Penalty 3034.573496 = -1068199.861457 nChanged 21 SP:Iteration 42Q (2277.113934 sec): 3 clusters Score: Raw -1071237.885023 + Penalty 3034.573496 = -1068203.311527 nChanged 24 SP:Iteration 43Q (2277.179930 sec): 3 clusters Score: Raw -1071241.433317 + Penalty 3034.573496 = -1068206.859821 nChanged 21 SP:Iteration 44Q (2277.243368 sec): 3 clusters Score: Raw -1071244.970732 + Penalty 3034.573496 = -1068210.397236 nChanged 28 SP:Iteration 45Q (2277.310740 sec): 3 clusters Score: Raw -1071249.616778 + Penalty 3034.573496 = -1068215.043282 nChanged 28 SP:Iteration 46Q (2277.384074 sec): 3 clusters Score: Raw -1071253.457595 + Penalty 3034.573496 = -1068218.884098 nChanged 26 SP:Iteration 47Q (2277.437858 sec): 3 clusters Score: Raw -1071258.149953 + Penalty 3034.573496 = -1068223.576457 nChanged 34 SP:Iteration 48Q (2277.507937 sec): 3 clusters Score: Raw -1071262.930464 + Penalty 3034.573496 = -1068228.356968 nChanged 24 SP:Iteration 49Q (2277.566017 sec): 3 clusters Score: Raw -1071266.454489 + Penalty 3034.573496 = -1068231.880992 nChanged 24 SP:Iteration 50Q (2277.622831 sec): 3 clusters Score: Raw -1071269.234503 + Penalty 3034.573496 = -1068234.661007 nChanged 20 SP:Iteration 51Q (2277.691095 sec): 3 clusters Score: Raw -1071271.506465 + Penalty 3034.573496 = -1068236.932969 nChanged 14 SP:Iteration 52Q (2277.743269 sec): 3 clusters Score: Raw -1071273.338495 + Penalty 3034.573496 = -1068238.764999 nChanged 18 SP:Iteration 53Q (2277.805420 sec): 3 clusters Score: Raw -1071275.949909 + Penalty 3034.573496 = -1068241.376413 nChanged 18 SP:Iteration 54Q (2277.869086 sec): 3 clusters Score: Raw -1071277.806617 + Penalty 3034.573496 = -1068243.233121 nChanged 14 SP:Iteration 55Q (2277.923228 sec): 3 clusters Score: Raw -1071279.335717 + Penalty 3034.573496 = -1068244.762221 nChanged 16 SP:Iteration 56Q (2277.986653 sec): 3 clusters Score: Raw -1071281.348191 + Penalty 3034.573496 = -1068246.774695 nChanged 19 SP:Iteration 57Q (2278.060251 sec): 3 clusters Score: Raw -1071283.746356 + Penalty 3034.573496 = -1068249.172860 nChanged 20 SP:Iteration 58Q (2278.115231 sec): 3 clusters Score: Raw -1071286.374689 + Penalty 3034.573496 = -1068251.801192 nChanged 8 SP:Iteration 59Q (2278.185706 sec): 3 clusters Score: Raw -1071287.642176 + Penalty 3034.573496 = -1068253.068680 nChanged 16 SP:Iteration 60F (2278.247120 sec): 3 clusters Score: Raw -1071290.328741 + Penalty 3034.573496 = -1068255.755245 nChanged 23 SP:Iteration 61Q (2278.315081 sec): 3 clusters Score: Raw -1071293.062061 + Penalty 3034.573496 = -1068258.488565 nChanged 13 SP:Iteration 62Q (2278.378142 sec): 3 clusters Score: Raw -1071294.729351 + Penalty 3034.573496 = -1068260.155855 nChanged 18 SP:Iteration 63Q (2278.438675 sec): 3 clusters Score: Raw -1071298.173477 + Penalty 3034.573496 = -1068263.599981 nChanged 17 SP:Iteration 64Q (2278.494781 sec): 3 clusters Score: Raw -1071300.319450 + Penalty 3034.573496 = -1068265.745953 nChanged 11 SP:Iteration 65Q (2278.562201 sec): 3 clusters Score: Raw -1071301.628716 + Penalty 3034.573496 = -1068267.055220 nChanged 13 SP:Iteration 66Q (2278.619090 sec): 3 clusters Score: Raw -1071303.457579 + Penalty 3034.573496 = -1068268.884083 nChanged 12 SP:Iteration 67Q (2278.685736 sec): 3 clusters Score: Raw -1071305.063115 + Penalty 3034.573496 = -1068270.489619 nChanged 7 SP:Iteration 68Q (2278.743360 sec): 3 clusters Score: Raw -1071305.873253 + Penalty 3034.573496 = -1068271.299757 nChanged 4 SP:Iteration 69Q (2278.804416 sec): 3 clusters Score: Raw -1071306.385886 + Penalty 3034.573496 = -1068271.812390 nChanged 6 SP:Iteration 70Q (2278.867704 sec): 3 clusters Score: Raw -1071307.142165 + Penalty 3034.573496 = -1068272.568669 nChanged 5 SP:Iteration 71Q (2278.927328 sec): 3 clusters Score: Raw -1071307.798480 + Penalty 3034.573496 = -1068273.224984 nChanged 9 SP:Iteration 72Q (2279.001577 sec): 3 clusters Score: Raw -1071309.028383 + Penalty 3034.573496 = -1068274.454887 nChanged 11 SP:Iteration 73Q (2279.062628 sec): 3 clusters Score: Raw -1071310.660195 + Penalty 3034.573496 = -1068276.086699 nChanged 11 SP:Iteration 74Q (2279.125374 sec): 3 clusters Score: Raw -1071311.824759 + Penalty 3034.573496 = -1068277.251263 nChanged 5 SP:Iteration 75Q (2279.192588 sec): 3 clusters Score: Raw -1071312.755414 + Penalty 3034.573496 = -1068278.181918 nChanged 10 SP:Iteration 76Q (2279.248733 sec): 3 clusters Score: Raw -1071314.132508 + Penalty 3034.573496 = -1068279.559012 nChanged 8 SP:Iteration 77Q (2279.306330 sec): 3 clusters Score: Raw -1071315.412956 + Penalty 3034.573496 = -1068280.839460 nChanged 8 SP:Iteration 78Q (2279.362040 sec): 3 clusters Score: Raw -1071316.275069 + Penalty 3034.573496 = -1068281.701573 nChanged 5 SP:Iteration 79Q (2279.424050 sec): 3 clusters Score: Raw -1071316.758110 + Penalty 3034.573496 = -1068282.184613 nChanged 3 SP:Iteration 80F (2279.485882 sec): 3 clusters Score: Raw -1071317.036702 + Penalty 3034.573496 = -1068282.463206 nChanged 2 SP:Iteration 81Q (2279.542568 sec): 3 clusters Score: Raw -1071317.283733 + Penalty 3034.573496 = -1068282.710237 nChanged 4 SP:Iteration 82Q (2279.603792 sec): 3 clusters Score: Raw -1071317.572800 + Penalty 3034.573496 = -1068282.999304 nChanged 3 SP:Iteration 83Q (2279.670433 sec): 3 clusters Score: Raw -1071317.855964 + Penalty 3034.573496 = -1068283.282468 nChanged 0 SP:Iteration 84F (2279.730947 sec): 3 clusters Score: Raw -1071317.855964 + Penalty 3034.573496 = -1068283.282468 nChanged 0 Trying to split cluster 17 (115340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2279.921891 sec): 2 clusters Score: Raw -11097414.080153 + Penalty 1894.041430 = -11095520.038723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2280.171809 sec): 3 clusters Score: Raw -11021899.488283 + Penalty 3788.082859 = -11018111.405424 nChanged 55319 SP:Iteration 1F (2280.407598 sec): 3 clusters Score: Raw -11054628.397512 + Penalty 3788.082859 = -11050840.314653 nChanged 3731 SP:Iteration 2Q (2280.672711 sec): 3 clusters Score: Raw -11055574.273593 + Penalty 3788.082859 = -11051786.190734 nChanged 4028 SP:Iteration 3Q (2280.943518 sec): 3 clusters Score: Raw -11056749.798970 + Penalty 3788.082859 = -11052961.716111 nChanged 4429 SP:Iteration 4Q (2281.195859 sec): 3 clusters Score: Raw -11058392.658969 + Penalty 3788.082859 = -11054604.576110 nChanged 5201 SP:Iteration 5Q (2281.455421 sec): 3 clusters Score: Raw -11060807.179412 + Penalty 3788.082859 = -11057019.096553 nChanged 5953 SP:Iteration 6F (2281.711859 sec): 3 clusters Score: Raw -11064122.794606 + Penalty 3788.082859 = -11060334.711746 nChanged 6625 SP:Iteration 7F (2281.955216 sec): 3 clusters Score: Raw -11068096.999523 + Penalty 3788.082859 = -11064308.916664 nChanged 6707 SP:Iteration 8F (2282.187944 sec): 3 clusters Score: Raw -11072147.783097 + Penalty 3788.082859 = -11068359.700238 nChanged 6379 SP:Iteration 9F (2282.431375 sec): 3 clusters Score: Raw -11075794.697694 + Penalty 3788.082859 = -11072006.614834 nChanged 5251 SP:Iteration 10Q (2282.686282 sec): 3 clusters Score: Raw -11078410.178697 + Penalty 3788.082859 = -11074622.095837 nChanged 4005 SP:Iteration 11Q (2282.941927 sec): 3 clusters Score: Raw -11079945.163692 + Penalty 3788.082859 = -11076157.080833 nChanged 2958 SP:Iteration 12Q (2283.194173 sec): 3 clusters Score: Raw -11080801.341519 + Penalty 3788.082859 = -11077013.258660 nChanged 2115 SP:Iteration 13Q (2283.439015 sec): 3 clusters Score: Raw -11081330.565016 + Penalty 3788.082859 = -11077542.482157 nChanged 1698 SP:Iteration 14Q (2283.693913 sec): 3 clusters Score: Raw -11081747.254167 + Penalty 3788.082859 = -11077959.171308 nChanged 1570 SP:Iteration 15Q (2283.935823 sec): 3 clusters Score: Raw -11082131.452698 + Penalty 3788.082859 = -11078343.369839 nChanged 1555 SP:Iteration 16Q (2284.186034 sec): 3 clusters Score: Raw -11082539.592702 + Penalty 3788.082859 = -11078751.509843 nChanged 1660 SP:Iteration 17Q (2284.441428 sec): 3 clusters Score: Raw -11082996.844338 + Penalty 3788.082859 = -11079208.761479 nChanged 1690 SP:Iteration 18Q (2284.683896 sec): 3 clusters Score: Raw -11083497.451425 + Penalty 3788.082859 = -11079709.368566 nChanged 1805 SP:Iteration 19Q (2284.936686 sec): 3 clusters Score: Raw -11084064.102350 + Penalty 3788.082859 = -11080276.019491 nChanged 1857 SP:Iteration 20F (2285.180503 sec): 3 clusters Score: Raw -11084714.646262 + Penalty 3788.082859 = -11080926.563403 nChanged 2045 SP:Iteration 21Q (2285.423453 sec): 3 clusters Score: Raw -11085512.647868 + Penalty 3788.082859 = -11081724.565008 nChanged 2135 SP:Iteration 22Q (2285.656289 sec): 3 clusters Score: Raw -11086418.987529 + Penalty 3788.082859 = -11082630.904669 nChanged 2119 SP:Iteration 23Q (2285.894552 sec): 3 clusters Score: Raw -11087358.502306 + Penalty 3788.082859 = -11083570.419447 nChanged 2215 SP:Iteration 24Q (2286.129855 sec): 3 clusters Score: Raw -11088433.879763 + Penalty 3788.082859 = -11084645.796904 nChanged 2250 SP:Iteration 25Q (2286.356346 sec): 3 clusters Score: Raw -11089596.327555 + Penalty 3788.082859 = -11085808.244696 nChanged 2169 SP:Iteration 26Q (2286.575673 sec): 3 clusters Score: Raw -11090787.465707 + Penalty 3788.082859 = -11086999.382847 nChanged 2015 SP:Iteration 27Q (2286.808317 sec): 3 clusters Score: Raw -11091943.211960 + Penalty 3788.082859 = -11088155.129101 nChanged 1837 SP:Iteration 28Q (2287.035759 sec): 3 clusters Score: Raw -11092944.230048 + Penalty 3788.082859 = -11089156.147188 nChanged 1610 SP:Iteration 29Q (2287.267664 sec): 3 clusters Score: Raw -11093759.364942 + Penalty 3788.082859 = -11089971.282082 nChanged 1369 SP:Iteration 30Q (2287.476223 sec): 3 clusters Score: Raw -11094414.713998 + Penalty 3788.082859 = -11090626.631139 nChanged 1173 SP:Iteration 31Q (2287.699904 sec): 3 clusters Score: Raw -11094963.526816 + Penalty 3788.082859 = -11091175.443957 nChanged 1049 SP:Iteration 32Q (2287.916901 sec): 3 clusters Score: Raw -11095414.047499 + Penalty 3788.082859 = -11091625.964640 nChanged 902 SP:Iteration 33Q (2288.130775 sec): 3 clusters Score: Raw -11095784.105344 + Penalty 3788.082859 = -11091996.022485 nChanged 779 SP:Iteration 34Q (2288.339251 sec): 3 clusters Score: Raw -11096080.530438 + Penalty 3788.082859 = -11092292.447579 nChanged 654 SP:Iteration 35Q (2288.554197 sec): 3 clusters Score: Raw -11096317.914995 + Penalty 3788.082859 = -11092529.832136 nChanged 566 SP:Iteration 36Q (2288.757083 sec): 3 clusters Score: Raw -11096510.228528 + Penalty 3788.082859 = -11092722.145669 nChanged 480 SP:Iteration 37Q (2288.964306 sec): 3 clusters Score: Raw -11096658.402668 + Penalty 3788.082859 = -11092870.319809 nChanged 444 SP:Iteration 38Q (2289.174810 sec): 3 clusters Score: Raw -11096785.458420 + Penalty 3788.082859 = -11092997.375561 nChanged 385 SP:Iteration 39Q (2289.398637 sec): 3 clusters Score: Raw -11096896.754412 + Penalty 3788.082859 = -11093108.671553 nChanged 337 SP:Iteration 40F (2289.632349 sec): 3 clusters Score: Raw -11096992.217831 + Penalty 3788.082859 = -11093204.134971 nChanged 321 SP:Iteration 41Q (2289.850518 sec): 3 clusters Score: Raw -11097081.522638 + Penalty 3788.082859 = -11093293.439779 nChanged 298 SP:Iteration 42Q (2290.060065 sec): 3 clusters Score: Raw -11097166.814200 + Penalty 3788.082859 = -11093378.731341 nChanged 273 SP:Iteration 43Q (2290.272238 sec): 3 clusters Score: Raw -11097246.695753 + Penalty 3788.082859 = -11093458.612893 nChanged 266 SP:Iteration 44Q (2290.475685 sec): 3 clusters Score: Raw -11097324.052297 + Penalty 3788.082859 = -11093535.969438 nChanged 222 SP:Iteration 45Q (2290.686759 sec): 3 clusters Score: Raw -11097388.177073 + Penalty 3788.082859 = -11093600.094214 nChanged 192 SP:Iteration 46Q (2290.903429 sec): 3 clusters Score: Raw -11097438.313911 + Penalty 3788.082859 = -11093650.231052 nChanged 150 SP:Iteration 47Q (2291.102276 sec): 3 clusters Score: Raw -11097479.684008 + Penalty 3788.082859 = -11093691.601148 nChanged 157 SP:Iteration 48Q (2291.297865 sec): 3 clusters Score: Raw -11097521.445841 + Penalty 3788.082859 = -11093733.362981 nChanged 114 SP:Iteration 49Q (2291.496749 sec): 3 clusters Score: Raw -11097548.147773 + Penalty 3788.082859 = -11093760.064914 nChanged 93 SP:Iteration 50Q (2291.697394 sec): 3 clusters Score: Raw -11097572.644210 + Penalty 3788.082859 = -11093784.561351 nChanged 90 SP:Iteration 51Q (2291.904189 sec): 3 clusters Score: Raw -11097594.964388 + Penalty 3788.082859 = -11093806.881529 nChanged 70 SP:Iteration 52Q (2292.112184 sec): 3 clusters Score: Raw -11097616.128909 + Penalty 3788.082859 = -11093828.046050 nChanged 77 SP:Iteration 53Q (2292.309954 sec): 3 clusters Score: Raw -11097636.244168 + Penalty 3788.082859 = -11093848.161309 nChanged 67 SP:Iteration 54Q (2292.505874 sec): 3 clusters Score: Raw -11097653.652091 + Penalty 3788.082859 = -11093865.569232 nChanged 50 SP:Iteration 55Q (2292.719250 sec): 3 clusters Score: Raw -11097665.012511 + Penalty 3788.082859 = -11093876.929651 nChanged 41 SP:Iteration 56Q (2292.922989 sec): 3 clusters Score: Raw -11097674.224084 + Penalty 3788.082859 = -11093886.141225 nChanged 39 SP:Iteration 57Q (2293.128832 sec): 3 clusters Score: Raw -11097684.243593 + Penalty 3788.082859 = -11093896.160734 nChanged 40 SP:Iteration 58Q (2293.337980 sec): 3 clusters Score: Raw -11097694.980467 + Penalty 3788.082859 = -11093906.897608 nChanged 42 SP:Iteration 59Q (2293.543727 sec): 3 clusters Score: Raw -11097703.116122 + Penalty 3788.082859 = -11093915.033262 nChanged 29 SP:Iteration 60F (2293.770685 sec): 3 clusters Score: Raw -11097709.015328 + Penalty 3788.082859 = -11093920.932469 nChanged 32 SP:Iteration 61Q (2293.974697 sec): 3 clusters Score: Raw -11097715.614949 + Penalty 3788.082859 = -11093927.532089 nChanged 23 SP:Iteration 62Q (2294.168687 sec): 3 clusters Score: Raw -11097719.388849 + Penalty 3788.082859 = -11093931.305989 nChanged 16 SP:Iteration 63Q (2294.379393 sec): 3 clusters Score: Raw -11097722.248865 + Penalty 3788.082859 = -11093934.166005 nChanged 16 SP:Iteration 64Q (2294.588373 sec): 3 clusters Score: Raw -11097725.874121 + Penalty 3788.082859 = -11093937.791261 nChanged 19 SP:Iteration 65Q (2294.782056 sec): 3 clusters Score: Raw -11097730.955570 + Penalty 3788.082859 = -11093942.872711 nChanged 24 SP:Iteration 66Q (2294.992112 sec): 3 clusters Score: Raw -11097736.313718 + Penalty 3788.082859 = -11093948.230859 nChanged 18 SP:Iteration 67Q (2295.199562 sec): 3 clusters Score: Raw -11097741.033307 + Penalty 3788.082859 = -11093952.950447 nChanged 22 SP:Iteration 68Q (2295.411995 sec): 3 clusters Score: Raw -11097746.522950 + Penalty 3788.082859 = -11093958.440091 nChanged 21 SP:Iteration 69Q (2295.610333 sec): 3 clusters Score: Raw -11097750.768833 + Penalty 3788.082859 = -11093962.685974 nChanged 22 SP:Iteration 70Q (2295.810679 sec): 3 clusters Score: Raw -11097755.047308 + Penalty 3788.082859 = -11093966.964449 nChanged 20 SP:Iteration 71Q (2296.020878 sec): 3 clusters Score: Raw -11097759.502442 + Penalty 3788.082859 = -11093971.419582 nChanged 23 SP:Iteration 72Q (2296.222555 sec): 3 clusters Score: Raw -11097764.764870 + Penalty 3788.082859 = -11093976.682011 nChanged 20 SP:Iteration 73Q (2296.411785 sec): 3 clusters Score: Raw -11097769.348501 + Penalty 3788.082859 = -11093981.265641 nChanged 24 SP:Iteration 74Q (2296.614389 sec): 3 clusters Score: Raw -11097775.363969 + Penalty 3788.082859 = -11093987.281110 nChanged 22 SP:Iteration 75Q (2296.804286 sec): 3 clusters Score: Raw -11097779.749798 + Penalty 3788.082859 = -11093991.666939 nChanged 18 SP:Iteration 76Q (2297.001032 sec): 3 clusters Score: Raw -11097782.640930 + Penalty 3788.082859 = -11093994.558070 nChanged 11 SP:Iteration 77Q (2297.223615 sec): 3 clusters Score: Raw -11097784.272462 + Penalty 3788.082859 = -11093996.189603 nChanged 8 SP:Iteration 78Q (2297.421350 sec): 3 clusters Score: Raw -11097785.154928 + Penalty 3788.082859 = -11093997.072069 nChanged 4 SP:Iteration 79Q (2297.633661 sec): 3 clusters Score: Raw -11097785.738340 + Penalty 3788.082859 = -11093997.655481 nChanged 2 SP:Iteration 80F (2297.870841 sec): 3 clusters Score: Raw -11097785.927936 + Penalty 3788.082859 = -11093997.845076 nChanged 2 SP:Iteration 81Q (2298.084544 sec): 3 clusters Score: Raw -11097786.239316 + Penalty 3788.082859 = -11093998.156456 nChanged 5 SP:Iteration 82Q (2298.298139 sec): 3 clusters Score: Raw -11097787.086952 + Penalty 3788.082859 = -11093999.004092 nChanged 3 SP:Iteration 83Q (2298.509150 sec): 3 clusters Score: Raw -11097787.451159 + Penalty 3788.082859 = -11093999.368300 nChanged 2 SP:Iteration 84Q (2298.709859 sec): 3 clusters Score: Raw -11097787.755260 + Penalty 3788.082859 = -11093999.672401 nChanged 2 SP:Iteration 85Q (2298.922107 sec): 3 clusters Score: Raw -11097787.998847 + Penalty 3788.082859 = -11093999.915988 nChanged 1 SP:Iteration 86Q (2299.130140 sec): 3 clusters Score: Raw -11097788.156557 + Penalty 3788.082859 = -11094000.073698 nChanged 3 SP:Iteration 87Q (2299.330409 sec): 3 clusters Score: Raw -11097788.512749 + Penalty 3788.082859 = -11094000.429890 nChanged 1 SP:Iteration 88Q (2299.547201 sec): 3 clusters Score: Raw -11097788.652194 + Penalty 3788.082859 = -11094000.569335 nChanged 0 SP:Iteration 89F (2299.792556 sec): 3 clusters Score: Raw -11097788.652194 + Penalty 3788.082859 = -11094000.569335 nChanged 0 Trying to split cluster 18 (7902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2299.834009 sec): 2 clusters Score: Raw -682558.830190 + Penalty 1458.416565 = -681100.413624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2299.899910 sec): 3 clusters Score: Raw -678227.051206 + Penalty 2916.833131 = -675310.218075 nChanged 3417 SP:Iteration 1F (2299.950748 sec): 3 clusters Score: Raw -680088.829198 + Penalty 2916.833131 = -677171.996068 nChanged 556 SP:Iteration 2F (2300.005093 sec): 3 clusters Score: Raw -680413.653181 + Penalty 2916.833131 = -677496.820051 nChanged 475 SP:Iteration 3F (2300.071953 sec): 3 clusters Score: Raw -680704.557422 + Penalty 2916.833131 = -677787.724291 nChanged 465 SP:Iteration 4F (2300.130110 sec): 3 clusters Score: Raw -681010.152654 + Penalty 2916.833131 = -678093.319524 nChanged 452 SP:Iteration 5F (2300.190826 sec): 3 clusters Score: Raw -681323.220764 + Penalty 2916.833131 = -678406.387634 nChanged 441 SP:Iteration 6F (2300.234220 sec): 3 clusters Score: Raw -681662.716390 + Penalty 2916.833131 = -678745.883260 nChanged 441 SP:Iteration 7F (2300.290859 sec): 3 clusters Score: Raw -681971.333273 + Penalty 2916.833131 = -679054.500142 nChanged 369 SP:Iteration 8Q (2300.344862 sec): 3 clusters Score: Raw -682232.105131 + Penalty 2916.833131 = -679315.272000 nChanged 336 SP:Iteration 9Q (2300.403118 sec): 3 clusters Score: Raw -682498.023925 + Penalty 2916.833131 = -679581.190794 nChanged 334 SP:Iteration 10Q (2300.470991 sec): 3 clusters Score: Raw -682791.977684 + Penalty 2916.833131 = -679875.144554 nChanged 314 SP:Iteration 11Q (2300.529229 sec): 3 clusters Score: Raw -683025.556561 + Penalty 2916.833131 = -680108.723430 nChanged 254 SP:Iteration 12Q (2300.577906 sec): 3 clusters Score: Raw -683175.582089 + Penalty 2916.833131 = -680258.748959 nChanged 170 SP:Iteration 13Q (2300.648165 sec): 3 clusters Score: Raw -683245.048675 + Penalty 2916.833131 = -680328.215545 nChanged 105 SP:Iteration 14Q (2300.695099 sec): 3 clusters Score: Raw -683280.484892 + Penalty 2916.833131 = -680363.651762 nChanged 68 SP:Iteration 15Q (2300.755124 sec): 3 clusters Score: Raw -683296.684623 + Penalty 2916.833131 = -680379.851493 nChanged 43 SP:Iteration 16Q (2300.799010 sec): 3 clusters Score: Raw -683307.657828 + Penalty 2916.833131 = -680390.824698 nChanged 34 SP:Iteration 17Q (2300.870444 sec): 3 clusters Score: Raw -683316.064441 + Penalty 2916.833131 = -680399.231310 nChanged 37 SP:Iteration 18Q (2300.923312 sec): 3 clusters Score: Raw -683322.087736 + Penalty 2916.833131 = -680405.254606 nChanged 26 SP:Iteration 19Q (2300.979323 sec): 3 clusters Score: Raw -683328.071159 + Penalty 2916.833131 = -680411.238028 nChanged 27 SP:Iteration 20F (2301.030994 sec): 3 clusters Score: Raw -683333.610400 + Penalty 2916.833131 = -680416.777269 nChanged 36 SP:Iteration 21Q (2301.094676 sec): 3 clusters Score: Raw -683342.200640 + Penalty 2916.833131 = -680425.367510 nChanged 32 SP:Iteration 22Q (2301.147356 sec): 3 clusters Score: Raw -683347.923010 + Penalty 2916.833131 = -680431.089879 nChanged 23 SP:Iteration 23Q (2301.207891 sec): 3 clusters Score: Raw -683351.706212 + Penalty 2916.833131 = -680434.873082 nChanged 16 SP:Iteration 24Q (2301.270860 sec): 3 clusters Score: Raw -683354.018131 + Penalty 2916.833131 = -680437.185001 nChanged 10 SP:Iteration 25Q (2301.321289 sec): 3 clusters Score: Raw -683355.713274 + Penalty 2916.833131 = -680438.880144 nChanged 7 SP:Iteration 26Q (2301.377771 sec): 3 clusters Score: Raw -683356.862060 + Penalty 2916.833131 = -680440.028930 nChanged 6 SP:Iteration 27Q (2301.438256 sec): 3 clusters Score: Raw -683357.308030 + Penalty 2916.833131 = -680440.474899 nChanged 3 SP:Iteration 28Q (2301.495253 sec): 3 clusters Score: Raw -683357.543040 + Penalty 2916.833131 = -680440.709909 nChanged 3 SP:Iteration 29Q (2301.557753 sec): 3 clusters Score: Raw -683357.884809 + Penalty 2916.833131 = -680441.051678 nChanged 2 SP:Iteration 30Q (2301.618393 sec): 3 clusters Score: Raw -683358.056033 + Penalty 2916.833131 = -680441.222902 nChanged 4 SP:Iteration 31Q (2301.673799 sec): 3 clusters Score: Raw -683358.551133 + Penalty 2916.833131 = -680441.718002 nChanged 6 SP:Iteration 32Q (2301.725183 sec): 3 clusters Score: Raw -683359.627944 + Penalty 2916.833131 = -680442.794814 nChanged 7 SP:Iteration 33Q (2301.781445 sec): 3 clusters Score: Raw -683360.673367 + Penalty 2916.833131 = -680443.840237 nChanged 7 SP:Iteration 34Q (2301.846981 sec): 3 clusters Score: Raw -683361.846364 + Penalty 2916.833131 = -680445.013233 nChanged 6 SP:Iteration 35Q (2301.906204 sec): 3 clusters Score: Raw -683362.361884 + Penalty 2916.833131 = -680445.528754 nChanged 6 SP:Iteration 36Q (2301.955327 sec): 3 clusters Score: Raw -683362.983996 + Penalty 2916.833131 = -680446.150865 nChanged 5 SP:Iteration 37Q (2302.027831 sec): 3 clusters Score: Raw -683363.927333 + Penalty 2916.833131 = -680447.094202 nChanged 6 SP:Iteration 38Q (2302.080734 sec): 3 clusters Score: Raw -683365.122062 + Penalty 2916.833131 = -680448.288931 nChanged 5 SP:Iteration 39Q (2302.129939 sec): 3 clusters Score: Raw -683365.666707 + Penalty 2916.833131 = -680448.833576 nChanged 1 SP:Iteration 40F (2302.186075 sec): 3 clusters Score: Raw -683365.748161 + Penalty 2916.833131 = -680448.915031 nChanged 0 Trying to split cluster 19 (3939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2302.213717 sec): 2 clusters Score: Raw -362988.143575 + Penalty 1345.285851 = -361642.857724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2302.270331 sec): 3 clusters Score: Raw -361044.747610 + Penalty 2690.571703 = -358354.175907 nChanged 1534 SP:Iteration 1F (2302.316840 sec): 3 clusters Score: Raw -361877.645135 + Penalty 2690.571703 = -359187.073432 nChanged 278 SP:Iteration 2F (2302.359331 sec): 3 clusters Score: Raw -362069.089038 + Penalty 2690.571703 = -359378.517335 nChanged 238 SP:Iteration 3F (2302.408117 sec): 3 clusters Score: Raw -362213.870938 + Penalty 2690.571703 = -359523.299235 nChanged 200 SP:Iteration 4F (2302.465303 sec): 3 clusters Score: Raw -362368.181888 + Penalty 2690.571703 = -359677.610185 nChanged 226 SP:Iteration 5F (2302.519735 sec): 3 clusters Score: Raw -362538.105420 + Penalty 2690.571703 = -359847.533717 nChanged 214 SP:Iteration 6F (2302.573432 sec): 3 clusters Score: Raw -362697.199648 + Penalty 2690.571703 = -360006.627945 nChanged 182 SP:Iteration 7Q (2302.624879 sec): 3 clusters Score: Raw -362815.236962 + Penalty 2690.571703 = -360124.665259 nChanged 152 SP:Iteration 8Q (2302.668752 sec): 3 clusters Score: Raw -362907.394207 + Penalty 2690.571703 = -360216.822504 nChanged 120 SP:Iteration 9Q (2302.728750 sec): 3 clusters Score: Raw -362979.817952 + Penalty 2690.571703 = -360289.246249 nChanged 103 SP:Iteration 10Q (2302.777052 sec): 3 clusters Score: Raw -363027.955206 + Penalty 2690.571703 = -360337.383503 nChanged 65 SP:Iteration 11Q (2302.838648 sec): 3 clusters Score: Raw -363054.490757 + Penalty 2690.571703 = -360363.919054 nChanged 37 SP:Iteration 12Q (2302.886192 sec): 3 clusters Score: Raw -363068.863928 + Penalty 2690.571703 = -360378.292225 nChanged 26 SP:Iteration 13Q (2302.935064 sec): 3 clusters Score: Raw -363077.488217 + Penalty 2690.571703 = -360386.916514 nChanged 21 SP:Iteration 14Q (2302.995077 sec): 3 clusters Score: Raw -363085.995312 + Penalty 2690.571703 = -360395.423609 nChanged 15 SP:Iteration 15Q (2303.040751 sec): 3 clusters Score: Raw -363091.262340 + Penalty 2690.571703 = -360400.690637 nChanged 10 SP:Iteration 16Q (2303.094492 sec): 3 clusters Score: Raw -363093.978180 + Penalty 2690.571703 = -360403.406477 nChanged 7 SP:Iteration 17Q (2303.139311 sec): 3 clusters Score: Raw -363095.938066 + Penalty 2690.571703 = -360405.366363 nChanged 7 SP:Iteration 18Q (2303.193322 sec): 3 clusters Score: Raw -363098.418942 + Penalty 2690.571703 = -360407.847239 nChanged 6 SP:Iteration 19Q (2303.251520 sec): 3 clusters Score: Raw -363099.720066 + Penalty 2690.571703 = -360409.148363 nChanged 6 SP:Iteration 20F (2303.300886 sec): 3 clusters Score: Raw -363101.678157 + Penalty 2690.571703 = -360411.106454 nChanged 6 SP:Iteration 21Q (2303.342558 sec): 3 clusters Score: Raw -363102.732928 + Penalty 2690.571703 = -360412.161225 nChanged 1 SP:Iteration 22Q (2303.394673 sec): 3 clusters Score: Raw -363102.956424 + Penalty 2690.571703 = -360412.384721 nChanged 0 SP:Iteration 23F (2303.453461 sec): 3 clusters Score: Raw -363102.956424 + Penalty 2690.571703 = -360412.384721 nChanged 0 Trying to split cluster 20 (4280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2303.485707 sec): 2 clusters Score: Raw -352311.175897 + Penalty 1358.777597 = -350952.398301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2303.526908 sec): 3 clusters Score: Raw -350202.445325 + Penalty 2717.555194 = -347484.890131 nChanged 1717 SP:Iteration 1F (2303.580515 sec): 3 clusters Score: Raw -351222.976786 + Penalty 2717.555194 = -348505.421592 nChanged 345 SP:Iteration 2F (2303.631199 sec): 3 clusters Score: Raw -351481.633839 + Penalty 2717.555194 = -348764.078645 nChanged 286 SP:Iteration 3F (2303.682033 sec): 3 clusters Score: Raw -351701.939328 + Penalty 2717.555194 = -348984.384134 nChanged 264 SP:Iteration 4F (2303.735290 sec): 3 clusters Score: Raw -351948.564887 + Penalty 2717.555194 = -349231.009693 nChanged 252 SP:Iteration 5F (2303.788673 sec): 3 clusters Score: Raw -352211.902450 + Penalty 2717.555194 = -349494.347256 nChanged 223 SP:Iteration 6F (2303.833413 sec): 3 clusters Score: Raw -352439.134668 + Penalty 2717.555194 = -349721.579475 nChanged 209 SP:Iteration 7Q (2303.890350 sec): 3 clusters Score: Raw -352668.646858 + Penalty 2717.555194 = -349951.091664 nChanged 218 SP:Iteration 8F (2303.929756 sec): 3 clusters Score: Raw -352942.026246 + Penalty 2717.555194 = -350224.471053 nChanged 203 SP:Iteration 9Q (2303.980816 sec): 3 clusters Score: Raw -353157.106248 + Penalty 2717.555194 = -350439.551055 nChanged 152 SP:Iteration 10Q (2304.033030 sec): 3 clusters Score: Raw -353278.942138 + Penalty 2717.555194 = -350561.386944 nChanged 102 SP:Iteration 11Q (2304.077173 sec): 3 clusters Score: Raw -353348.064084 + Penalty 2717.555194 = -350630.508890 nChanged 77 SP:Iteration 12Q (2304.119406 sec): 3 clusters Score: Raw -353386.198757 + Penalty 2717.555194 = -350668.643563 nChanged 62 SP:Iteration 13Q (2304.184910 sec): 3 clusters Score: Raw -353418.117179 + Penalty 2717.555194 = -350700.561985 nChanged 56 SP:Iteration 14Q (2304.223107 sec): 3 clusters Score: Raw -353441.953205 + Penalty 2717.555194 = -350724.398011 nChanged 36 SP:Iteration 15Q (2304.278337 sec): 3 clusters Score: Raw -353455.254706 + Penalty 2717.555194 = -350737.699513 nChanged 27 SP:Iteration 16Q (2304.330022 sec): 3 clusters Score: Raw -353463.470565 + Penalty 2717.555194 = -350745.915371 nChanged 17 SP:Iteration 17Q (2304.388163 sec): 3 clusters Score: Raw -353469.784667 + Penalty 2717.555194 = -350752.229473 nChanged 13 SP:Iteration 18Q (2304.436761 sec): 3 clusters Score: Raw -353473.808622 + Penalty 2717.555194 = -350756.253428 nChanged 9 SP:Iteration 19Q (2304.489563 sec): 3 clusters Score: Raw -353476.897602 + Penalty 2717.555194 = -350759.342409 nChanged 10 SP:Iteration 20F (2304.541695 sec): 3 clusters Score: Raw -353479.140833 + Penalty 2717.555194 = -350761.585640 nChanged 6 SP:Iteration 21Q (2304.590719 sec): 3 clusters Score: Raw -353480.097876 + Penalty 2717.555194 = -350762.542682 nChanged 2 SP:Iteration 22Q (2304.644367 sec): 3 clusters Score: Raw -353480.637580 + Penalty 2717.555194 = -350763.082387 nChanged 1 SP:Iteration 23Q (2304.698667 sec): 3 clusters Score: Raw -353480.728014 + Penalty 2717.555194 = -350763.172821 nChanged 0 SP:Iteration 24F (2304.752704 sec): 3 clusters Score: Raw -353480.728014 + Penalty 2717.555194 = -350763.172821 nChanged 0 Trying to split cluster 21 (6698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2304.789083 sec): 2 clusters Score: Raw -615809.188326 + Penalty 1431.554191 = -614377.634134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2304.850756 sec): 3 clusters Score: Raw -612123.566934 + Penalty 2863.108382 = -609260.458552 nChanged 2834 SP:Iteration 1F (2304.907124 sec): 3 clusters Score: Raw -613753.855411 + Penalty 2863.108382 = -610890.747029 nChanged 446 SP:Iteration 2F (2304.959171 sec): 3 clusters Score: Raw -613990.579088 + Penalty 2863.108382 = -611127.470706 nChanged 367 SP:Iteration 3F (2305.011380 sec): 3 clusters Score: Raw -614212.143265 + Penalty 2863.108382 = -611349.034882 nChanged 336 SP:Iteration 4F (2305.054153 sec): 3 clusters Score: Raw -614490.146917 + Penalty 2863.108382 = -611627.038534 nChanged 377 SP:Iteration 5F (2305.111901 sec): 3 clusters Score: Raw -614806.747437 + Penalty 2863.108382 = -611943.639054 nChanged 363 SP:Iteration 6F (2305.177633 sec): 3 clusters Score: Raw -615099.420837 + Penalty 2863.108382 = -612236.312455 nChanged 348 SP:Iteration 7F (2305.234668 sec): 3 clusters Score: Raw -615349.914190 + Penalty 2863.108382 = -612486.805808 nChanged 312 SP:Iteration 8Q (2305.284489 sec): 3 clusters Score: Raw -615561.152607 + Penalty 2863.108382 = -612698.044225 nChanged 269 SP:Iteration 9Q (2305.335202 sec): 3 clusters Score: Raw -615719.351346 + Penalty 2863.108382 = -612856.242964 nChanged 238 SP:Iteration 10Q (2305.403080 sec): 3 clusters Score: Raw -615855.675229 + Penalty 2863.108382 = -612992.566847 nChanged 219 SP:Iteration 11Q (2305.453810 sec): 3 clusters Score: Raw -615960.569811 + Penalty 2863.108382 = -613097.461428 nChanged 155 SP:Iteration 12Q (2305.507867 sec): 3 clusters Score: Raw -616035.772884 + Penalty 2863.108382 = -613172.664501 nChanged 131 SP:Iteration 13Q (2305.554116 sec): 3 clusters Score: Raw -616088.953768 + Penalty 2863.108382 = -613225.845385 nChanged 99 SP:Iteration 14Q (2305.615332 sec): 3 clusters Score: Raw -616124.998941 + Penalty 2863.108382 = -613261.890559 nChanged 77 SP:Iteration 15Q (2305.667779 sec): 3 clusters Score: Raw -616145.000029 + Penalty 2863.108382 = -613281.891647 nChanged 74 SP:Iteration 16Q (2305.731143 sec): 3 clusters Score: Raw -616164.496681 + Penalty 2863.108382 = -613301.388299 nChanged 48 SP:Iteration 17Q (2305.774825 sec): 3 clusters Score: Raw -616174.247373 + Penalty 2863.108382 = -613311.138991 nChanged 40 SP:Iteration 18Q (2305.834262 sec): 3 clusters Score: Raw -616182.416170 + Penalty 2863.108382 = -613319.307787 nChanged 35 SP:Iteration 19Q (2305.893699 sec): 3 clusters Score: Raw -616190.082239 + Penalty 2863.108382 = -613326.973857 nChanged 38 SP:Iteration 20F (2305.948173 sec): 3 clusters Score: Raw -616199.777024 + Penalty 2863.108382 = -613336.668642 nChanged 31 SP:Iteration 21Q (2305.999048 sec): 3 clusters Score: Raw -616208.038839 + Penalty 2863.108382 = -613344.930456 nChanged 32 SP:Iteration 22Q (2306.056797 sec): 3 clusters Score: Raw -616216.136528 + Penalty 2863.108382 = -613353.028146 nChanged 25 SP:Iteration 23Q (2306.105687 sec): 3 clusters Score: Raw -616221.089886 + Penalty 2863.108382 = -613357.981503 nChanged 20 SP:Iteration 24Q (2306.158151 sec): 3 clusters Score: Raw -616225.587726 + Penalty 2863.108382 = -613362.479344 nChanged 17 SP:Iteration 25Q (2306.216454 sec): 3 clusters Score: Raw -616230.614784 + Penalty 2863.108382 = -613367.506402 nChanged 20 SP:Iteration 26Q (2306.270908 sec): 3 clusters Score: Raw -616235.238633 + Penalty 2863.108382 = -613372.130251 nChanged 14 SP:Iteration 27Q (2306.326385 sec): 3 clusters Score: Raw -616237.468510 + Penalty 2863.108382 = -613374.360127 nChanged 9 SP:Iteration 28Q (2306.375772 sec): 3 clusters Score: Raw -616238.871929 + Penalty 2863.108382 = -613375.763547 nChanged 3 SP:Iteration 29Q (2306.432900 sec): 3 clusters Score: Raw -616239.357443 + Penalty 2863.108382 = -613376.249061 nChanged 5 SP:Iteration 30Q (2306.488938 sec): 3 clusters Score: Raw -616239.939916 + Penalty 2863.108382 = -613376.831533 nChanged 3 SP:Iteration 31Q (2306.557517 sec): 3 clusters Score: Raw -616240.494058 + Penalty 2863.108382 = -613377.385676 nChanged 2 SP:Iteration 32Q (2306.612815 sec): 3 clusters Score: Raw -616240.978029 + Penalty 2863.108382 = -613377.869646 nChanged 3 SP:Iteration 33Q (2306.664569 sec): 3 clusters Score: Raw -616241.482884 + Penalty 2863.108382 = -613378.374501 nChanged 2 SP:Iteration 34Q (2306.726240 sec): 3 clusters Score: Raw -616241.651674 + Penalty 2863.108382 = -613378.543292 nChanged 0 SP:Iteration 35F (2306.773298 sec): 3 clusters Score: Raw -616241.651674 + Penalty 2863.108382 = -613378.543292 nChanged 0 Trying to split cluster 22 (7455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2306.815590 sec): 2 clusters Score: Raw -732606.369378 + Penalty 1448.954037 = -731157.415341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2306.873942 sec): 3 clusters Score: Raw -728529.144166 + Penalty 2897.908074 = -725631.236093 nChanged 3116 SP:Iteration 1F (2306.923253 sec): 3 clusters Score: Raw -730231.679226 + Penalty 2897.908074 = -727333.771152 nChanged 478 SP:Iteration 2F (2306.983585 sec): 3 clusters Score: Raw -730469.379246 + Penalty 2897.908074 = -727571.471172 nChanged 401 SP:Iteration 3F (2307.041716 sec): 3 clusters Score: Raw -730656.923721 + Penalty 2897.908074 = -727759.015647 nChanged 324 SP:Iteration 4Q (2307.096413 sec): 3 clusters Score: Raw -730829.181832 + Penalty 2897.908074 = -727931.273758 nChanged 330 SP:Iteration 5Q (2307.158236 sec): 3 clusters Score: Raw -731020.990541 + Penalty 2897.908074 = -728123.082467 nChanged 345 SP:Iteration 6Q (2307.217800 sec): 3 clusters Score: Raw -731234.622439 + Penalty 2897.908074 = -728336.714365 nChanged 337 SP:Iteration 7Q (2307.256248 sec): 3 clusters Score: Raw -731434.716473 + Penalty 2897.908074 = -728536.808399 nChanged 315 SP:Iteration 8Q (2307.316783 sec): 3 clusters Score: Raw -731619.843061 + Penalty 2897.908074 = -728721.934987 nChanged 255 SP:Iteration 9Q (2307.372411 sec): 3 clusters Score: Raw -731758.020996 + Penalty 2897.908074 = -728860.112922 nChanged 240 SP:Iteration 10Q (2307.431816 sec): 3 clusters Score: Raw -731872.878290 + Penalty 2897.908074 = -728974.970216 nChanged 204 SP:Iteration 11Q (2307.496342 sec): 3 clusters Score: Raw -731958.369602 + Penalty 2897.908074 = -729060.461528 nChanged 161 SP:Iteration 12Q (2307.545392 sec): 3 clusters Score: Raw -732020.345529 + Penalty 2897.908074 = -729122.437455 nChanged 139 SP:Iteration 13Q (2307.600005 sec): 3 clusters Score: Raw -732063.589086 + Penalty 2897.908074 = -729165.681012 nChanged 103 SP:Iteration 14Q (2307.655222 sec): 3 clusters Score: Raw -732098.677565 + Penalty 2897.908074 = -729200.769491 nChanged 90 SP:Iteration 15Q (2307.712730 sec): 3 clusters Score: Raw -732122.958700 + Penalty 2897.908074 = -729225.050626 nChanged 60 SP:Iteration 16Q (2307.764435 sec): 3 clusters Score: Raw -732138.138576 + Penalty 2897.908074 = -729240.230502 nChanged 53 SP:Iteration 17Q (2307.815763 sec): 3 clusters Score: Raw -732148.074137 + Penalty 2897.908074 = -729250.166063 nChanged 39 SP:Iteration 18Q (2307.871677 sec): 3 clusters Score: Raw -732156.136923 + Penalty 2897.908074 = -729258.228849 nChanged 29 SP:Iteration 19Q (2307.932208 sec): 3 clusters Score: Raw -732161.786201 + Penalty 2897.908074 = -729263.878127 nChanged 28 SP:Iteration 20F (2307.980440 sec): 3 clusters Score: Raw -732166.911368 + Penalty 2897.908074 = -729269.003294 nChanged 24 SP:Iteration 21Q (2308.039558 sec): 3 clusters Score: Raw -732171.102879 + Penalty 2897.908074 = -729273.194805 nChanged 15 SP:Iteration 22Q (2308.102527 sec): 3 clusters Score: Raw -732173.103554 + Penalty 2897.908074 = -729275.195480 nChanged 17 SP:Iteration 23Q (2308.164214 sec): 3 clusters Score: Raw -732176.338432 + Penalty 2897.908074 = -729278.430358 nChanged 13 SP:Iteration 24Q (2308.227931 sec): 3 clusters Score: Raw -732178.260335 + Penalty 2897.908074 = -729280.352261 nChanged 10 SP:Iteration 25Q (2308.278236 sec): 3 clusters Score: Raw -732180.128700 + Penalty 2897.908074 = -729282.220626 nChanged 9 SP:Iteration 26Q (2308.333082 sec): 3 clusters Score: Raw -732181.459554 + Penalty 2897.908074 = -729283.551480 nChanged 13 SP:Iteration 27Q (2308.395495 sec): 3 clusters Score: Raw -732183.629119 + Penalty 2897.908074 = -729285.721045 nChanged 11 SP:Iteration 28Q (2308.452238 sec): 3 clusters Score: Raw -732184.749933 + Penalty 2897.908074 = -729286.841859 nChanged 9 SP:Iteration 29Q (2308.513638 sec): 3 clusters Score: Raw -732185.540762 + Penalty 2897.908074 = -729287.632689 nChanged 3 SP:Iteration 30Q (2308.567247 sec): 3 clusters Score: Raw -732185.779666 + Penalty 2897.908074 = -729287.871592 nChanged 5 SP:Iteration 31Q (2308.629876 sec): 3 clusters Score: Raw -732186.835831 + Penalty 2897.908074 = -729288.927757 nChanged 7 SP:Iteration 32Q (2308.679427 sec): 3 clusters Score: Raw -732188.034618 + Penalty 2897.908074 = -729290.126544 nChanged 10 SP:Iteration 33Q (2308.744647 sec): 3 clusters Score: Raw -732189.016571 + Penalty 2897.908074 = -729291.108497 nChanged 6 SP:Iteration 34Q (2308.790483 sec): 3 clusters Score: Raw -732189.976564 + Penalty 2897.908074 = -729292.068491 nChanged 6 SP:Iteration 35Q (2308.861836 sec): 3 clusters Score: Raw -732190.931967 + Penalty 2897.908074 = -729293.023893 nChanged 4 SP:Iteration 36Q (2308.915405 sec): 3 clusters Score: Raw -732191.873340 + Penalty 2897.908074 = -729293.965267 nChanged 5 SP:Iteration 37Q (2308.959616 sec): 3 clusters Score: Raw -732192.319168 + Penalty 2897.908074 = -729294.411094 nChanged 3 SP:Iteration 38Q (2309.021920 sec): 3 clusters Score: Raw -732192.757515 + Penalty 2897.908074 = -729294.849441 nChanged 3 SP:Iteration 39Q (2309.077276 sec): 3 clusters Score: Raw -732193.057937 + Penalty 2897.908074 = -729295.149863 nChanged 3 SP:Iteration 40F (2309.142823 sec): 3 clusters Score: Raw -732193.418155 + Penalty 2897.908074 = -729295.510081 nChanged 3 SP:Iteration 41Q (2309.206508 sec): 3 clusters Score: Raw -732193.840450 + Penalty 2897.908074 = -729295.932376 nChanged 5 SP:Iteration 42Q (2309.262279 sec): 3 clusters Score: Raw -732194.346749 + Penalty 2897.908074 = -729296.438676 nChanged 3 SP:Iteration 43Q (2309.315893 sec): 3 clusters Score: Raw -732194.644654 + Penalty 2897.908074 = -729296.736581 nChanged 1 SP:Iteration 44Q (2309.372906 sec): 3 clusters Score: Raw -732194.809390 + Penalty 2897.908074 = -729296.901316 nChanged 3 SP:Iteration 45Q (2309.427039 sec): 3 clusters Score: Raw -732195.389297 + Penalty 2897.908074 = -729297.481224 nChanged 7 SP:Iteration 46Q (2309.485492 sec): 3 clusters Score: Raw -732196.451603 + Penalty 2897.908074 = -729298.543529 nChanged 5 SP:Iteration 47Q (2309.544615 sec): 3 clusters Score: Raw -732197.003200 + Penalty 2897.908074 = -729299.095127 nChanged 3 SP:Iteration 48Q (2309.597639 sec): 3 clusters Score: Raw -732197.321385 + Penalty 2897.908074 = -729299.413311 nChanged 1 SP:Iteration 49Q (2309.657053 sec): 3 clusters Score: Raw -732197.407804 + Penalty 2897.908074 = -729299.499730 nChanged 3 SP:Iteration 50Q (2309.712075 sec): 3 clusters Score: Raw -732197.630061 + Penalty 2897.908074 = -729299.721987 nChanged 2 SP:Iteration 51Q (2309.773370 sec): 3 clusters Score: Raw -732198.007311 + Penalty 2897.908074 = -729300.099237 nChanged 3 SP:Iteration 52Q (2309.835082 sec): 3 clusters Score: Raw -732198.358794 + Penalty 2897.908074 = -729300.450720 nChanged 1 SP:Iteration 53Q (2309.884228 sec): 3 clusters Score: Raw -732199.000388 + Penalty 2897.908074 = -729301.092314 nChanged 7 SP:Iteration 54Q (2309.948300 sec): 3 clusters Score: Raw -732200.183591 + Penalty 2897.908074 = -729302.275517 nChanged 2 SP:Iteration 55Q (2310.008494 sec): 3 clusters Score: Raw -732200.411327 + Penalty 2897.908074 = -729302.503253 nChanged 3 SP:Iteration 56Q (2310.060462 sec): 3 clusters Score: Raw -732200.787233 + Penalty 2897.908074 = -729302.879160 nChanged 3 SP:Iteration 57Q (2310.111757 sec): 3 clusters Score: Raw -732201.288306 + Penalty 2897.908074 = -729303.380232 nChanged 5 SP:Iteration 58Q (2310.174897 sec): 3 clusters Score: Raw -732201.863183 + Penalty 2897.908074 = -729303.955109 nChanged 1 SP:Iteration 59Q (2310.228119 sec): 3 clusters Score: Raw -732201.994320 + Penalty 2897.908074 = -729304.086246 nChanged 1 SP:Iteration 60F (2310.285607 sec): 3 clusters Score: Raw -732202.055386 + Penalty 2897.908074 = -729304.147312 nChanged 0 Trying to split cluster 23 (3944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2310.304683 sec): 2 clusters Score: Raw -361751.742719 + Penalty 1345.491991 = -360406.250727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2310.353708 sec): 3 clusters Score: Raw -359808.200592 + Penalty 2690.983983 = -357117.216610 nChanged 1556 SP:Iteration 1F (2310.412032 sec): 3 clusters Score: Raw -360733.968022 + Penalty 2690.983983 = -358042.984040 nChanged 302 SP:Iteration 2F (2310.458254 sec): 3 clusters Score: Raw -360930.166081 + Penalty 2690.983983 = -358239.182098 nChanged 239 SP:Iteration 3F (2310.505061 sec): 3 clusters Score: Raw -361084.576044 + Penalty 2690.983983 = -358393.592061 nChanged 178 SP:Iteration 4Q (2310.560971 sec): 3 clusters Score: Raw -361207.967795 + Penalty 2690.983983 = -358516.983812 nChanged 150 SP:Iteration 5Q (2310.612986 sec): 3 clusters Score: Raw -361300.750563 + Penalty 2690.983983 = -358609.766580 nChanged 128 SP:Iteration 6Q (2310.665805 sec): 3 clusters Score: Raw -361367.954098 + Penalty 2690.983983 = -358676.970116 nChanged 103 SP:Iteration 7Q (2310.708639 sec): 3 clusters Score: Raw -361423.285458 + Penalty 2690.983983 = -358732.301476 nChanged 93 SP:Iteration 8Q (2310.760521 sec): 3 clusters Score: Raw -361471.760680 + Penalty 2690.983983 = -358780.776698 nChanged 88 SP:Iteration 9Q (2310.820142 sec): 3 clusters Score: Raw -361514.792226 + Penalty 2690.983983 = -358823.808244 nChanged 67 SP:Iteration 10Q (2310.862177 sec): 3 clusters Score: Raw -361545.245697 + Penalty 2690.983983 = -358854.261715 nChanged 64 SP:Iteration 11Q (2310.924660 sec): 3 clusters Score: Raw -361583.082486 + Penalty 2690.983983 = -358892.098504 nChanged 75 SP:Iteration 12Q (2310.966773 sec): 3 clusters Score: Raw -361633.323554 + Penalty 2690.983983 = -358942.339571 nChanged 74 SP:Iteration 13Q (2311.026179 sec): 3 clusters Score: Raw -361675.695848 + Penalty 2690.983983 = -358984.711865 nChanged 75 SP:Iteration 14Q (2311.071480 sec): 3 clusters Score: Raw -361716.300033 + Penalty 2690.983983 = -359025.316050 nChanged 61 SP:Iteration 15Q (2311.127549 sec): 3 clusters Score: Raw -361737.964342 + Penalty 2690.983983 = -359046.980360 nChanged 49 SP:Iteration 16Q (2311.172995 sec): 3 clusters Score: Raw -361758.812558 + Penalty 2690.983983 = -359067.828575 nChanged 41 SP:Iteration 17Q (2311.227278 sec): 3 clusters Score: Raw -361773.071311 + Penalty 2690.983983 = -359082.087328 nChanged 36 SP:Iteration 18Q (2311.277473 sec): 3 clusters Score: Raw -361787.711647 + Penalty 2690.983983 = -359096.727665 nChanged 35 SP:Iteration 19Q (2311.320653 sec): 3 clusters Score: Raw -361798.770999 + Penalty 2690.983983 = -359107.787016 nChanged 24 SP:Iteration 20F (2311.381638 sec): 3 clusters Score: Raw -361803.343630 + Penalty 2690.983983 = -359112.359648 nChanged 16 SP:Iteration 21Q (2311.418883 sec): 3 clusters Score: Raw -361807.967685 + Penalty 2690.983983 = -359116.983703 nChanged 13 SP:Iteration 22Q (2311.463045 sec): 3 clusters Score: Raw -361810.511158 + Penalty 2690.983983 = -359119.527175 nChanged 12 SP:Iteration 23Q (2311.519993 sec): 3 clusters Score: Raw -361813.569358 + Penalty 2690.983983 = -359122.585376 nChanged 11 SP:Iteration 24Q (2311.572863 sec): 3 clusters Score: Raw -361818.099876 + Penalty 2690.983983 = -359127.115893 nChanged 16 SP:Iteration 25Q (2311.612674 sec): 3 clusters Score: Raw -361826.128705 + Penalty 2690.983983 = -359135.144723 nChanged 27 SP:Iteration 26Q (2311.659872 sec): 3 clusters Score: Raw -361836.291506 + Penalty 2690.983983 = -359145.307524 nChanged 21 SP:Iteration 27Q (2311.715123 sec): 3 clusters Score: Raw -361845.019632 + Penalty 2690.983983 = -359154.035649 nChanged 17 SP:Iteration 28Q (2311.765173 sec): 3 clusters Score: Raw -361849.391376 + Penalty 2690.983983 = -359158.407393 nChanged 8 SP:Iteration 29Q (2311.812861 sec): 3 clusters Score: Raw -361850.993820 + Penalty 2690.983983 = -359160.009837 nChanged 4 SP:Iteration 30Q (2311.872068 sec): 3 clusters Score: Raw -361851.904566 + Penalty 2690.983983 = -359160.920583 nChanged 5 SP:Iteration 31Q (2311.921822 sec): 3 clusters Score: Raw -361852.712558 + Penalty 2690.983983 = -359161.728575 nChanged 5 SP:Iteration 32Q (2311.963637 sec): 3 clusters Score: Raw -361854.147582 + Penalty 2690.983983 = -359163.163599 nChanged 3 SP:Iteration 33Q (2312.022943 sec): 3 clusters Score: Raw -361855.142099 + Penalty 2690.983983 = -359164.158117 nChanged 2 SP:Iteration 34Q (2312.068596 sec): 3 clusters Score: Raw -361855.976329 + Penalty 2690.983983 = -359164.992347 nChanged 6 SP:Iteration 35Q (2312.121443 sec): 3 clusters Score: Raw -361857.286402 + Penalty 2690.983983 = -359166.302419 nChanged 6 SP:Iteration 36Q (2312.170566 sec): 3 clusters Score: Raw -361859.053508 + Penalty 2690.983983 = -359168.069525 nChanged 5 SP:Iteration 37Q (2312.211941 sec): 3 clusters Score: Raw -361861.159334 + Penalty 2690.983983 = -359170.175351 nChanged 7 SP:Iteration 38Q (2312.263510 sec): 3 clusters Score: Raw -361862.862073 + Penalty 2690.983983 = -359171.878091 nChanged 5 SP:Iteration 39Q (2312.329103 sec): 3 clusters Score: Raw -361865.487917 + Penalty 2690.983983 = -359174.503934 nChanged 13 SP:Iteration 40F (2312.378303 sec): 3 clusters Score: Raw -361868.787474 + Penalty 2690.983983 = -359177.803491 nChanged 6 SP:Iteration 41Q (2312.419274 sec): 3 clusters Score: Raw -361870.427778 + Penalty 2690.983983 = -359179.443795 nChanged 9 SP:Iteration 42Q (2312.478700 sec): 3 clusters Score: Raw -361872.726433 + Penalty 2690.983983 = -359181.742451 nChanged 5 SP:Iteration 43Q (2312.520876 sec): 3 clusters Score: Raw -361874.032446 + Penalty 2690.983983 = -359183.048463 nChanged 7 SP:Iteration 44Q (2312.576629 sec): 3 clusters Score: Raw -361876.090634 + Penalty 2690.983983 = -359185.106651 nChanged 3 SP:Iteration 45Q (2312.626891 sec): 3 clusters Score: Raw -361876.852559 + Penalty 2690.983983 = -359185.868576 nChanged 3 SP:Iteration 46Q (2312.679185 sec): 3 clusters Score: Raw -361877.848058 + Penalty 2690.983983 = -359186.864076 nChanged 2 SP:Iteration 47Q (2312.729154 sec): 3 clusters Score: Raw -361878.175368 + Penalty 2690.983983 = -359187.191386 nChanged 1 SP:Iteration 48Q (2312.779132 sec): 3 clusters Score: Raw -361878.421580 + Penalty 2690.983983 = -359187.437597 nChanged 1 SP:Iteration 49Q (2312.838226 sec): 3 clusters Score: Raw -361878.622582 + Penalty 2690.983983 = -359187.638600 nChanged 3 SP:Iteration 50Q (2312.889365 sec): 3 clusters Score: Raw -361879.173372 + Penalty 2690.983983 = -359188.189389 nChanged 2 SP:Iteration 51Q (2312.929642 sec): 3 clusters Score: Raw -361879.464156 + Penalty 2690.983983 = -359188.480173 nChanged 1 SP:Iteration 52Q (2312.989199 sec): 3 clusters Score: Raw -361879.636842 + Penalty 2690.983983 = -359188.652860 nChanged 1 SP:Iteration 53Q (2313.044336 sec): 3 clusters Score: Raw -361879.870933 + Penalty 2690.983983 = -359188.886951 nChanged 4 SP:Iteration 54Q (2313.089582 sec): 3 clusters Score: Raw -361881.190289 + Penalty 2690.983983 = -359190.206307 nChanged 7 SP:Iteration 55Q (2313.141999 sec): 3 clusters Score: Raw -361883.835433 + Penalty 2690.983983 = -359192.851450 nChanged 10 SP:Iteration 56Q (2313.191231 sec): 3 clusters Score: Raw -361887.064048 + Penalty 2690.983983 = -359196.080065 nChanged 18 SP:Iteration 57Q (2313.230954 sec): 3 clusters Score: Raw -361891.829988 + Penalty 2690.983983 = -359200.846005 nChanged 8 SP:Iteration 58Q (2313.282411 sec): 3 clusters Score: Raw -361893.378406 + Penalty 2690.983983 = -359202.394423 nChanged 6 SP:Iteration 59Q (2313.331481 sec): 3 clusters Score: Raw -361894.561438 + Penalty 2690.983983 = -359203.577456 nChanged 1 SP:Iteration 60F (2313.375314 sec): 3 clusters Score: Raw -361894.814709 + Penalty 2690.983983 = -359203.830726 nChanged 2 SP:Iteration 61Q (2313.429654 sec): 3 clusters Score: Raw -361895.201744 + Penalty 2690.983983 = -359204.217761 nChanged 1 SP:Iteration 62Q (2313.484042 sec): 3 clusters Score: Raw -361895.313720 + Penalty 2690.983983 = -359204.329737 nChanged 0 SP:Iteration 63F (2313.525096 sec): 3 clusters Score: Raw -361895.313720 + Penalty 2690.983983 = -359204.329737 nChanged 0 Trying to split cluster 24 (6471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2313.564245 sec): 2 clusters Score: Raw -636574.186880 + Penalty 1425.951464 = -635148.235416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2313.621161 sec): 3 clusters Score: Raw -633020.865021 + Penalty 2851.902929 = -630168.962092 nChanged 2692 SP:Iteration 1F (2313.666602 sec): 3 clusters Score: Raw -634426.984498 + Penalty 2851.902929 = -631575.081569 nChanged 477 SP:Iteration 2F (2313.723393 sec): 3 clusters Score: Raw -634686.697339 + Penalty 2851.902929 = -631834.794410 nChanged 425 SP:Iteration 3F (2313.789501 sec): 3 clusters Score: Raw -634922.640580 + Penalty 2851.902929 = -632070.737651 nChanged 369 SP:Iteration 4F (2313.845365 sec): 3 clusters Score: Raw -635135.082245 + Penalty 2851.902929 = -632283.179316 nChanged 367 SP:Iteration 5F (2313.905918 sec): 3 clusters Score: Raw -635357.274398 + Penalty 2851.902929 = -632505.371469 nChanged 344 SP:Iteration 6F (2313.958679 sec): 3 clusters Score: Raw -635579.935712 + Penalty 2851.902929 = -632728.032783 nChanged 324 SP:Iteration 7F (2314.019523 sec): 3 clusters Score: Raw -635797.269063 + Penalty 2851.902929 = -632945.366134 nChanged 299 SP:Iteration 8Q (2314.077682 sec): 3 clusters Score: Raw -636018.060898 + Penalty 2851.902929 = -633166.157969 nChanged 264 SP:Iteration 9Q (2314.125210 sec): 3 clusters Score: Raw -636220.508248 + Penalty 2851.902929 = -633368.605319 nChanged 224 SP:Iteration 10Q (2314.183130 sec): 3 clusters Score: Raw -636374.419346 + Penalty 2851.902929 = -633522.516417 nChanged 169 SP:Iteration 11Q (2314.247961 sec): 3 clusters Score: Raw -636496.774387 + Penalty 2851.902929 = -633644.871458 nChanged 140 SP:Iteration 12Q (2314.293845 sec): 3 clusters Score: Raw -636583.037420 + Penalty 2851.902929 = -633731.134492 nChanged 105 SP:Iteration 13Q (2314.350520 sec): 3 clusters Score: Raw -636656.498050 + Penalty 2851.902929 = -633804.595122 nChanged 90 SP:Iteration 14Q (2314.408144 sec): 3 clusters Score: Raw -636721.502156 + Penalty 2851.902929 = -633869.599227 nChanged 72 SP:Iteration 15Q (2314.465033 sec): 3 clusters Score: Raw -636770.513903 + Penalty 2851.902929 = -633918.610975 nChanged 59 SP:Iteration 16Q (2314.515839 sec): 3 clusters Score: Raw -636803.481938 + Penalty 2851.902929 = -633951.579009 nChanged 41 SP:Iteration 17Q (2314.571872 sec): 3 clusters Score: Raw -636827.032001 + Penalty 2851.902929 = -633975.129072 nChanged 38 SP:Iteration 18Q (2314.615946 sec): 3 clusters Score: Raw -636849.664789 + Penalty 2851.902929 = -633997.761860 nChanged 32 SP:Iteration 19Q (2314.675829 sec): 3 clusters Score: Raw -636865.260286 + Penalty 2851.902929 = -634013.357357 nChanged 24 SP:Iteration 20F (2314.731313 sec): 3 clusters Score: Raw -636877.001287 + Penalty 2851.902929 = -634025.098358 nChanged 20 SP:Iteration 21Q (2314.779113 sec): 3 clusters Score: Raw -636888.905020 + Penalty 2851.902929 = -634037.002091 nChanged 21 SP:Iteration 22Q (2314.826655 sec): 3 clusters Score: Raw -636898.921385 + Penalty 2851.902929 = -634047.018456 nChanged 12 SP:Iteration 23Q (2314.889149 sec): 3 clusters Score: Raw -636905.797629 + Penalty 2851.902929 = -634053.894700 nChanged 14 SP:Iteration 24Q (2314.944033 sec): 3 clusters Score: Raw -636911.567287 + Penalty 2851.902929 = -634059.664358 nChanged 9 SP:Iteration 25Q (2314.985560 sec): 3 clusters Score: Raw -636915.139045 + Penalty 2851.902929 = -634063.236116 nChanged 4 SP:Iteration 26Q (2315.038700 sec): 3 clusters Score: Raw -636916.608417 + Penalty 2851.902929 = -634064.705488 nChanged 3 SP:Iteration 27Q (2315.092737 sec): 3 clusters Score: Raw -636917.504396 + Penalty 2851.902929 = -634065.601467 nChanged 2 SP:Iteration 28Q (2315.147867 sec): 3 clusters Score: Raw -636918.012277 + Penalty 2851.902929 = -634066.109348 nChanged 2 SP:Iteration 29Q (2315.207178 sec): 3 clusters Score: Raw -636918.549722 + Penalty 2851.902929 = -634066.646793 nChanged 0 SP:Iteration 30F (2315.256403 sec): 3 clusters Score: Raw -636918.549722 + Penalty 2851.902929 = -634066.646793 nChanged 0 Time taken for this iteration:949.413654 seconds. 21->25 Clusters: Score -31938782.004648, best is -31941682.396469 Main iterations: 425 (time per iteration =4197.779371 ms) Total iterations: 14541 (time per iteration =122.691440 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 265824148032.000000 (time per metric unit =6.711415ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 6379779552768.000000 (time per metric unit=279.642301ps) That took 1784.056233 seconds.