FileBase DT3_rLS_rCA1_20150929_588um_504um ElecNo 5 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 0.20 and 0.30 GB. - 8 bytes per element (scalar), 13251000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.09 and 0.14 GB. - 8 bytes per element (scalar), 6360480 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.02 and 0.04 GB. - 2 bytes per element (data_int), 6360480 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.01 and 0.02 GB. - 1 bytes per element (char), 6360480 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.01 and 0.02 GB. - 1 bytes per element (char), 6360480 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=265020, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.34 and 0.51 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 265020 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 265020 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 4 (5516 points): Lose 344.948908 but Gain 2029.228593 Iteration 0F (6.824617 sec): 19 clusters Score: Raw -13791640.978158 + Penalty 36526.114678 = -13755114.863479 nChanged 247621 Iteration 1F (10.155685 sec): 19 clusters Score: Raw -14573065.967707 + Penalty 36526.114678 = -14536539.853029 nChanged 90794 Iteration 2F (13.535400 sec): 19 clusters Score: Raw -14796614.958079 + Penalty 36526.114678 = -14760088.843401 nChanged 72253 Iteration 3F (16.938076 sec): 19 clusters Score: Raw -14927728.639100 + Penalty 36526.114678 = -14891202.524422 nChanged 49592 Deleting Class 15 (1145 points): Lose 1678.838296 but Gain 2029.228593 Iteration 4F (20.299176 sec): 18 clusters Score: Raw -15011878.980705 + Penalty 34496.886085 = -14977382.094620 nChanged 37610 Iteration 5F (23.489351 sec): 18 clusters Score: Raw -15071732.223124 + Penalty 34496.886085 = -15037235.337039 nChanged 32224 Iteration 6F (26.657967 sec): 18 clusters Score: Raw -15121136.028514 + Penalty 34496.886085 = -15086639.142429 nChanged 29935 Deleting Class 16 (1265 points): Lose 1999.062967 but Gain 2029.228593 Iteration 7F (29.826593 sec): 17 clusters Score: Raw -15155749.509634 + Penalty 32467.657492 = -15123281.852142 nChanged 26986 Iteration 8F (32.819939 sec): 17 clusters Score: Raw -15185916.593717 + Penalty 32467.657492 = -15153448.936225 nChanged 21020 Deleting Class 5 (920 points): Lose 1185.457557 but Gain 2029.228593 Iteration 9F (35.820232 sec): 16 clusters Score: Raw -15206164.666431 + Penalty 30438.428899 = -15175726.237533 nChanged 16604 Iteration 10F (38.651054 sec): 16 clusters Score: Raw -15221110.166477 + Penalty 30438.428899 = -15190671.737578 nChanged 11124 Iteration 11Q (40.074396 sec): 16 clusters Score: Raw -15229089.868866 + Penalty 30438.428899 = -15198651.439967 nChanged 9049 Iteration 12Q (41.440865 sec): 16 clusters Score: Raw -15235733.077583 + Penalty 30438.428899 = -15205294.648685 nChanged 7779 Iteration 13Q (42.783694 sec): 16 clusters Score: Raw -15241974.173842 + Penalty 30438.428899 = -15211535.744944 nChanged 7351 Iteration 14Q (44.175045 sec): 16 clusters Score: Raw -15250861.976137 + Penalty 30438.428899 = -15220423.547238 nChanged 6535 Iteration 15Q (45.458116 sec): 16 clusters Score: Raw -15266235.580143 + Penalty 30438.428899 = -15235797.151245 nChanged 4738 Iteration 16Q (46.782092 sec): 16 clusters Score: Raw -15277286.046142 + Penalty 30438.428899 = -15246847.617244 nChanged 3537 Iteration 17Q (48.132163 sec): 16 clusters Score: Raw -15279850.699191 + Penalty 30438.428899 = -15249412.270292 nChanged 2663 Iteration 18Q (49.356462 sec): 16 clusters Score: Raw -15281290.127617 + Penalty 30438.428899 = -15250851.698718 nChanged 2227 Deleting Class 9 (1650 points): Lose 1949.568717 but Gain 2029.228593 Iteration 19Q (50.633062 sec): 15 clusters Score: Raw -15280461.179347 + Penalty 28409.200305 = -15252051.979042 nChanged 3532 Writing temp clu file Because OldScore, -15250851.698718, is greater than current (better) Score,-15252051.979042 Compute initial score before splitting: Score: Raw -15280461.179347 + Penalty 28409.200305 = -15252051.979042 Trying to split cluster 1 (86417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.001768 sec): 2 clusters Score: Raw -5208580.030014 + Penalty 1847.127700 = -5206732.902314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.197875 sec): 3 clusters Score: Raw -5152433.145409 + Penalty 3694.255401 = -5148738.890009 nChanged 41264 SP:Iteration 1F (51.404072 sec): 3 clusters Score: Raw -5176793.606190 + Penalty 3694.255401 = -5173099.350790 nChanged 3442 SP:Iteration 2Q (51.594373 sec): 3 clusters Score: Raw -5177953.036277 + Penalty 3694.255401 = -5174258.780876 nChanged 3803 SP:Iteration 3Q (51.786491 sec): 3 clusters Score: Raw -5179448.655788 + Penalty 3694.255401 = -5175754.400388 nChanged 4139 SP:Iteration 4Q (51.974441 sec): 3 clusters Score: Raw -5181346.548739 + Penalty 3694.255401 = -5177652.293338 nChanged 4602 SP:Iteration 5F (52.176291 sec): 3 clusters Score: Raw -5183744.821432 + Penalty 3694.255401 = -5180050.566031 nChanged 4892 SP:Iteration 6F (52.348367 sec): 3 clusters Score: Raw -5186727.886295 + Penalty 3694.255401 = -5183033.630894 nChanged 4920 SP:Iteration 7F (52.528041 sec): 3 clusters Score: Raw -5190060.630442 + Penalty 3694.255401 = -5186366.375041 nChanged 4767 SP:Iteration 8F (52.729159 sec): 3 clusters Score: Raw -5193558.861463 + Penalty 3694.255401 = -5189864.606062 nChanged 4126 SP:Iteration 9Q (52.916967 sec): 3 clusters Score: Raw -5196650.579210 + Penalty 3694.255401 = -5192956.323809 nChanged 3363 SP:Iteration 10Q (53.103053 sec): 3 clusters Score: Raw -5199063.873747 + Penalty 3694.255401 = -5195369.618346 nChanged 2666 SP:Iteration 11Q (53.291125 sec): 3 clusters Score: Raw -5200771.638130 + Penalty 3694.255401 = -5197077.382730 nChanged 2192 SP:Iteration 12Q (53.450565 sec): 3 clusters Score: Raw -5202125.755933 + Penalty 3694.255401 = -5198431.500532 nChanged 1902 SP:Iteration 13Q (53.634376 sec): 3 clusters Score: Raw -5203286.304092 + Penalty 3694.255401 = -5199592.048691 nChanged 1700 SP:Iteration 14Q (53.795708 sec): 3 clusters Score: Raw -5204310.305912 + Penalty 3694.255401 = -5200616.050511 nChanged 1487 SP:Iteration 15Q (53.957876 sec): 3 clusters Score: Raw -5205216.248211 + Penalty 3694.255401 = -5201521.992810 nChanged 1287 SP:Iteration 16Q (54.117740 sec): 3 clusters Score: Raw -5206011.325284 + Penalty 3694.255401 = -5202317.069883 nChanged 1070 SP:Iteration 17Q (54.279040 sec): 3 clusters Score: Raw -5206666.622276 + Penalty 3694.255401 = -5202972.366875 nChanged 855 SP:Iteration 18Q (54.437063 sec): 3 clusters Score: Raw -5207173.306120 + Penalty 3694.255401 = -5203479.050719 nChanged 701 SP:Iteration 19Q (54.593794 sec): 3 clusters Score: Raw -5207590.793084 + Penalty 3694.255401 = -5203896.537683 nChanged 546 SP:Iteration 20F (54.777952 sec): 3 clusters Score: Raw -5207904.736322 + Penalty 3694.255401 = -5204210.480921 nChanged 421 SP:Iteration 21Q (54.946982 sec): 3 clusters Score: Raw -5208127.216015 + Penalty 3694.255401 = -5204432.960614 nChanged 299 SP:Iteration 22Q (55.099246 sec): 3 clusters Score: Raw -5208278.423427 + Penalty 3694.255401 = -5204584.168026 nChanged 233 SP:Iteration 23Q (55.244483 sec): 3 clusters Score: Raw -5208398.058763 + Penalty 3694.255401 = -5204703.803362 nChanged 172 SP:Iteration 24Q (55.397315 sec): 3 clusters Score: Raw -5208488.133763 + Penalty 3694.255401 = -5204793.878362 nChanged 138 SP:Iteration 25Q (55.544157 sec): 3 clusters Score: Raw -5208553.058754 + Penalty 3694.255401 = -5204858.803353 nChanged 102 SP:Iteration 26Q (55.687107 sec): 3 clusters Score: Raw -5208606.570182 + Penalty 3694.255401 = -5204912.314781 nChanged 89 SP:Iteration 27Q (55.869542 sec): 3 clusters Score: Raw -5208656.284614 + Penalty 3694.255401 = -5204962.029213 nChanged 90 SP:Iteration 28Q (56.030279 sec): 3 clusters Score: Raw -5208707.155512 + Penalty 3694.255401 = -5205012.900111 nChanged 76 SP:Iteration 29Q (56.183517 sec): 3 clusters Score: Raw -5208748.008623 + Penalty 3694.255401 = -5205053.753222 nChanged 59 SP:Iteration 30Q (56.327138 sec): 3 clusters Score: Raw -5208782.164297 + Penalty 3694.255401 = -5205087.908896 nChanged 52 SP:Iteration 31Q (56.476966 sec): 3 clusters Score: Raw -5208814.111040 + Penalty 3694.255401 = -5205119.855640 nChanged 42 SP:Iteration 32Q (56.630148 sec): 3 clusters Score: Raw -5208838.143225 + Penalty 3694.255401 = -5205143.887824 nChanged 29 SP:Iteration 33Q (56.773289 sec): 3 clusters Score: Raw -5208855.602795 + Penalty 3694.255401 = -5205161.347394 nChanged 25 SP:Iteration 34Q (56.920044 sec): 3 clusters Score: Raw -5208869.075392 + Penalty 3694.255401 = -5205174.819991 nChanged 16 SP:Iteration 35Q (57.066297 sec): 3 clusters Score: Raw -5208875.337620 + Penalty 3694.255401 = -5205181.082219 nChanged 9 SP:Iteration 36Q (57.216350 sec): 3 clusters Score: Raw -5208880.295460 + Penalty 3694.255401 = -5205186.040059 nChanged 6 SP:Iteration 37Q (57.352616 sec): 3 clusters Score: Raw -5208883.883743 + Penalty 3694.255401 = -5205189.628342 nChanged 7 SP:Iteration 38Q (57.500945 sec): 3 clusters Score: Raw -5208887.654547 + Penalty 3694.255401 = -5205193.399146 nChanged 15 SP:Iteration 39Q (57.648745 sec): 3 clusters Score: Raw -5208897.807234 + Penalty 3694.255401 = -5205203.551833 nChanged 16 SP:Iteration 40F (57.837313 sec): 3 clusters Score: Raw -5208906.592397 + Penalty 3694.255401 = -5205212.336996 nChanged 13 SP:Iteration 41Q (57.985819 sec): 3 clusters Score: Raw -5208915.750791 + Penalty 3694.255401 = -5205221.495390 nChanged 8 SP:Iteration 42Q (58.139413 sec): 3 clusters Score: Raw -5208919.936160 + Penalty 3694.255401 = -5205225.680759 nChanged 9 SP:Iteration 43Q (58.291726 sec): 3 clusters Score: Raw -5208925.977213 + Penalty 3694.255401 = -5205231.721813 nChanged 8 SP:Iteration 44Q (58.436702 sec): 3 clusters Score: Raw -5208931.248059 + Penalty 3694.255401 = -5205236.992658 nChanged 8 SP:Iteration 45Q (58.588236 sec): 3 clusters Score: Raw -5208936.321230 + Penalty 3694.255401 = -5205242.065829 nChanged 10 SP:Iteration 46Q (58.724485 sec): 3 clusters Score: Raw -5208941.392820 + Penalty 3694.255401 = -5205247.137419 nChanged 10 SP:Iteration 47Q (58.870415 sec): 3 clusters Score: Raw -5208946.809636 + Penalty 3694.255401 = -5205252.554235 nChanged 9 SP:Iteration 48Q (59.025651 sec): 3 clusters Score: Raw -5208950.540343 + Penalty 3694.255401 = -5205256.284942 nChanged 4 SP:Iteration 49Q (59.176911 sec): 3 clusters Score: Raw -5208952.712236 + Penalty 3694.255401 = -5205258.456835 nChanged 4 SP:Iteration 50Q (59.325435 sec): 3 clusters Score: Raw -5208954.162377 + Penalty 3694.255401 = -5205259.906976 nChanged 3 SP:Iteration 51Q (59.475154 sec): 3 clusters Score: Raw -5208955.492660 + Penalty 3694.255401 = -5205261.237259 nChanged 1 SP:Iteration 52Q (59.609728 sec): 3 clusters Score: Raw -5208956.248497 + Penalty 3694.255401 = -5205261.993096 nChanged 3 SP:Iteration 53Q (59.769552 sec): 3 clusters Score: Raw -5208957.739816 + Penalty 3694.255401 = -5205263.484415 nChanged 2 SP:Iteration 54Q (59.911370 sec): 3 clusters Score: Raw -5208958.501401 + Penalty 3694.255401 = -5205264.246000 nChanged 0 SP:Iteration 55F (60.090510 sec): 3 clusters Score: Raw -5208958.501401 + Penalty 3694.255401 = -5205264.246000 nChanged 0 Trying to split cluster 2 (43872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.191415 sec): 2 clusters Score: Raw -2650890.507041 + Penalty 1736.967632 = -2649153.539409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.300089 sec): 3 clusters Score: Raw -2623306.506368 + Penalty 3473.935264 = -2619832.571104 nChanged 20483 SP:Iteration 1F (60.428096 sec): 3 clusters Score: Raw -2635906.441914 + Penalty 3473.935264 = -2632432.506650 nChanged 2787 SP:Iteration 2F (60.547237 sec): 3 clusters Score: Raw -2638061.447381 + Penalty 3473.935264 = -2634587.512117 nChanged 3436 SP:Iteration 3F (60.655031 sec): 3 clusters Score: Raw -2641539.161986 + Penalty 3473.935264 = -2638065.226722 nChanged 3998 SP:Iteration 4F (60.785378 sec): 3 clusters Score: Raw -2646082.056433 + Penalty 3473.935264 = -2642608.121168 nChanged 3748 SP:Iteration 5F (60.905127 sec): 3 clusters Score: Raw -2649767.063724 + Penalty 3473.935264 = -2646293.128460 nChanged 2658 SP:Iteration 6F (61.026660 sec): 3 clusters Score: Raw -2651414.581106 + Penalty 3473.935264 = -2647940.645841 nChanged 1498 SP:Iteration 7Q (61.146006 sec): 3 clusters Score: Raw -2652095.302136 + Penalty 3473.935264 = -2648621.366872 nChanged 986 SP:Iteration 8Q (61.265315 sec): 3 clusters Score: Raw -2652489.665947 + Penalty 3473.935264 = -2649015.730683 nChanged 757 SP:Iteration 9Q (61.368298 sec): 3 clusters Score: Raw -2652737.772913 + Penalty 3473.935264 = -2649263.837649 nChanged 579 SP:Iteration 10Q (61.495024 sec): 3 clusters Score: Raw -2652883.021788 + Penalty 3473.935264 = -2649409.086524 nChanged 408 SP:Iteration 11Q (61.607335 sec): 3 clusters Score: Raw -2652968.252524 + Penalty 3473.935264 = -2649494.317260 nChanged 345 SP:Iteration 12Q (61.714568 sec): 3 clusters Score: Raw -2653022.956248 + Penalty 3473.935264 = -2649549.020984 nChanged 263 SP:Iteration 13Q (61.835934 sec): 3 clusters Score: Raw -2653058.388399 + Penalty 3473.935264 = -2649584.453135 nChanged 191 SP:Iteration 14Q (61.942124 sec): 3 clusters Score: Raw -2653078.325791 + Penalty 3473.935264 = -2649604.390527 nChanged 139 SP:Iteration 15Q (62.061610 sec): 3 clusters Score: Raw -2653090.866464 + Penalty 3473.935264 = -2649616.931200 nChanged 113 SP:Iteration 16Q (62.171980 sec): 3 clusters Score: Raw -2653099.482507 + Penalty 3473.935264 = -2649625.547243 nChanged 91 SP:Iteration 17Q (62.293563 sec): 3 clusters Score: Raw -2653104.871333 + Penalty 3473.935264 = -2649630.936069 nChanged 67 SP:Iteration 18Q (62.408597 sec): 3 clusters Score: Raw -2653108.017864 + Penalty 3473.935264 = -2649634.082600 nChanged 51 SP:Iteration 19Q (62.520173 sec): 3 clusters Score: Raw -2653110.108458 + Penalty 3473.935264 = -2649636.173193 nChanged 35 SP:Iteration 20F (62.643513 sec): 3 clusters Score: Raw -2653111.290797 + Penalty 3473.935264 = -2649637.355533 nChanged 23 SP:Iteration 21Q (62.760328 sec): 3 clusters Score: Raw -2653111.877215 + Penalty 3473.935264 = -2649637.941950 nChanged 13 SP:Iteration 22Q (62.876115 sec): 3 clusters Score: Raw -2653112.241147 + Penalty 3473.935264 = -2649638.305883 nChanged 15 SP:Iteration 23Q (62.988684 sec): 3 clusters Score: Raw -2653112.784703 + Penalty 3473.935264 = -2649638.849439 nChanged 16 SP:Iteration 24Q (63.089721 sec): 3 clusters Score: Raw -2653113.227313 + Penalty 3473.935264 = -2649639.292049 nChanged 13 SP:Iteration 25Q (63.215123 sec): 3 clusters Score: Raw -2653113.569712 + Penalty 3473.935264 = -2649639.634448 nChanged 8 SP:Iteration 26Q (63.332763 sec): 3 clusters Score: Raw -2653113.720670 + Penalty 3473.935264 = -2649639.785406 nChanged 3 SP:Iteration 27Q (63.447188 sec): 3 clusters Score: Raw -2653113.760598 + Penalty 3473.935264 = -2649639.825334 nChanged 0 SP:Iteration 28F (63.564434 sec): 3 clusters Score: Raw -2653113.760598 + Penalty 3473.935264 = -2649639.825334 nChanged 0 Score: Raw -15285467.793402 + Penalty 30438.428899 = -15255029.364503 Splitting cluster 2 changes total score from -15252051.979042 to -15255029.364503 So it's getting split into cluster 4. Trying to split cluster 3 (3511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.318129 sec): 2 clusters Score: Raw -218444.816284 + Penalty 1326.594129 = -217118.222156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.374740 sec): 3 clusters Score: Raw -216715.186305 + Penalty 2653.188257 = -214061.998048 nChanged 1352 SP:Iteration 1F (66.423355 sec): 3 clusters Score: Raw -217491.194670 + Penalty 2653.188257 = -214838.006413 nChanged 237 SP:Iteration 2F (66.480054 sec): 3 clusters Score: Raw -217612.904726 + Penalty 2653.188257 = -214959.716468 nChanged 165 SP:Iteration 3Q (66.535601 sec): 3 clusters Score: Raw -217697.878498 + Penalty 2653.188257 = -215044.690240 nChanged 131 SP:Iteration 4Q (66.581237 sec): 3 clusters Score: Raw -217774.695667 + Penalty 2653.188257 = -215121.507410 nChanged 131 SP:Iteration 5Q (66.647975 sec): 3 clusters Score: Raw -217849.029787 + Penalty 2653.188257 = -215195.841530 nChanged 128 SP:Iteration 6Q (66.692663 sec): 3 clusters Score: Raw -217935.482889 + Penalty 2653.188257 = -215282.294631 nChanged 128 SP:Iteration 7Q (66.748576 sec): 3 clusters Score: Raw -218037.352250 + Penalty 2653.188257 = -215384.163993 nChanged 149 SP:Iteration 8Q (66.812126 sec): 3 clusters Score: Raw -218164.937860 + Penalty 2653.188257 = -215511.749603 nChanged 145 SP:Iteration 9Q (66.866661 sec): 3 clusters Score: Raw -218300.060145 + Penalty 2653.188257 = -215646.871888 nChanged 143 SP:Iteration 10Q (66.921019 sec): 3 clusters Score: Raw -218418.492180 + Penalty 2653.188257 = -215765.303923 nChanged 131 SP:Iteration 11Q (66.975047 sec): 3 clusters Score: Raw -218525.979575 + Penalty 2653.188257 = -215872.791318 nChanged 106 SP:Iteration 12Q (67.019684 sec): 3 clusters Score: Raw -218604.952474 + Penalty 2653.188257 = -215951.764217 nChanged 83 SP:Iteration 13Q (67.065892 sec): 3 clusters Score: Raw -218669.331263 + Penalty 2653.188257 = -216016.143006 nChanged 73 SP:Iteration 14Q (67.121518 sec): 3 clusters Score: Raw -218715.926982 + Penalty 2653.188257 = -216062.738724 nChanged 50 SP:Iteration 15Q (67.171208 sec): 3 clusters Score: Raw -218747.170019 + Penalty 2653.188257 = -216093.981762 nChanged 46 SP:Iteration 16Q (67.233607 sec): 3 clusters Score: Raw -218771.372640 + Penalty 2653.188257 = -216118.184383 nChanged 40 SP:Iteration 17Q (67.291964 sec): 3 clusters Score: Raw -218789.894030 + Penalty 2653.188257 = -216136.705772 nChanged 22 SP:Iteration 18Q (67.349091 sec): 3 clusters Score: Raw -218800.678182 + Penalty 2653.188257 = -216147.489925 nChanged 28 SP:Iteration 19Q (67.403329 sec): 3 clusters Score: Raw -218812.360971 + Penalty 2653.188257 = -216159.172714 nChanged 17 SP:Iteration 20F (67.454845 sec): 3 clusters Score: Raw -218821.325577 + Penalty 2653.188257 = -216168.137320 nChanged 13 SP:Iteration 21Q (67.510857 sec): 3 clusters Score: Raw -218826.667975 + Penalty 2653.188257 = -216173.479717 nChanged 12 SP:Iteration 22Q (67.576401 sec): 3 clusters Score: Raw -218831.698701 + Penalty 2653.188257 = -216178.510443 nChanged 12 SP:Iteration 23Q (67.621399 sec): 3 clusters Score: Raw -218836.422282 + Penalty 2653.188257 = -216183.234025 nChanged 8 SP:Iteration 24Q (67.679359 sec): 3 clusters Score: Raw -218838.829053 + Penalty 2653.188257 = -216185.640796 nChanged 5 SP:Iteration 25Q (67.739588 sec): 3 clusters Score: Raw -218840.728086 + Penalty 2653.188257 = -216187.539829 nChanged 2 SP:Iteration 26Q (67.794874 sec): 3 clusters Score: Raw -218841.146111 + Penalty 2653.188257 = -216187.957854 nChanged 1 SP:Iteration 27Q (67.848910 sec): 3 clusters Score: Raw -218841.362147 + Penalty 2653.188257 = -216188.173890 nChanged 1 SP:Iteration 28Q (67.904199 sec): 3 clusters Score: Raw -218841.489324 + Penalty 2653.188257 = -216188.301067 nChanged 1 SP:Iteration 29Q (67.947147 sec): 3 clusters Score: Raw -218841.999752 + Penalty 2653.188257 = -216188.811495 nChanged 2 SP:Iteration 30Q (68.001359 sec): 3 clusters Score: Raw -218842.479003 + Penalty 2653.188257 = -216189.290746 nChanged 1 SP:Iteration 31Q (68.055304 sec): 3 clusters Score: Raw -218842.882688 + Penalty 2653.188257 = -216189.694430 nChanged 1 SP:Iteration 32Q (68.116076 sec): 3 clusters Score: Raw -218843.167607 + Penalty 2653.188257 = -216189.979350 nChanged 1 SP:Iteration 33Q (68.171284 sec): 3 clusters Score: Raw -218843.482084 + Penalty 2653.188257 = -216190.293827 nChanged 2 SP:Iteration 34Q (68.229727 sec): 3 clusters Score: Raw -218843.971558 + Penalty 2653.188257 = -216190.783300 nChanged 3 SP:Iteration 35Q (68.285477 sec): 3 clusters Score: Raw -218845.709679 + Penalty 2653.188257 = -216192.521422 nChanged 3 SP:Iteration 36Q (68.328249 sec): 3 clusters Score: Raw -218846.325713 + Penalty 2653.188257 = -216193.137456 nChanged 2 SP:Iteration 37Q (68.384300 sec): 3 clusters Score: Raw -218846.673009 + Penalty 2653.188257 = -216193.484752 nChanged 2 SP:Iteration 38Q (68.446357 sec): 3 clusters Score: Raw -218847.147627 + Penalty 2653.188257 = -216193.959370 nChanged 1 SP:Iteration 39Q (68.507066 sec): 3 clusters Score: Raw -218847.358948 + Penalty 2653.188257 = -216194.170691 nChanged 1 SP:Iteration 40F (68.560012 sec): 3 clusters Score: Raw -218847.411158 + Penalty 2653.188257 = -216194.222900 nChanged 0 Trying to split cluster 6 (3839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.592629 sec): 2 clusters Score: Raw -212247.957342 + Penalty 1341.107169 = -210906.850173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.644315 sec): 3 clusters Score: Raw -210297.019567 + Penalty 2682.214338 = -207614.805228 nChanged 1501 SP:Iteration 1F (68.695839 sec): 3 clusters Score: Raw -211035.175362 + Penalty 2682.214338 = -208352.961024 nChanged 291 SP:Iteration 2F (68.755032 sec): 3 clusters Score: Raw -211204.292430 + Penalty 2682.214338 = -208522.078092 nChanged 206 SP:Iteration 3F (68.801966 sec): 3 clusters Score: Raw -211306.658727 + Penalty 2682.214338 = -208624.444388 nChanged 175 SP:Iteration 4Q (68.848899 sec): 3 clusters Score: Raw -211388.338811 + Penalty 2682.214338 = -208706.124473 nChanged 138 SP:Iteration 5Q (68.905424 sec): 3 clusters Score: Raw -211451.159825 + Penalty 2682.214338 = -208768.945486 nChanged 106 SP:Iteration 6Q (68.960204 sec): 3 clusters Score: Raw -211492.390668 + Penalty 2682.214338 = -208810.176329 nChanged 70 SP:Iteration 7Q (69.004952 sec): 3 clusters Score: Raw -211516.368519 + Penalty 2682.214338 = -208834.154180 nChanged 59 SP:Iteration 8Q (69.071721 sec): 3 clusters Score: Raw -211543.908207 + Penalty 2682.214338 = -208861.693868 nChanged 71 SP:Iteration 9Q (69.126248 sec): 3 clusters Score: Raw -211574.027606 + Penalty 2682.214338 = -208891.813268 nChanged 64 SP:Iteration 10Q (69.182106 sec): 3 clusters Score: Raw -211600.811255 + Penalty 2682.214338 = -208918.596917 nChanged 63 SP:Iteration 11Q (69.236390 sec): 3 clusters Score: Raw -211626.649815 + Penalty 2682.214338 = -208944.435476 nChanged 59 SP:Iteration 12Q (69.291219 sec): 3 clusters Score: Raw -211647.859590 + Penalty 2682.214338 = -208965.645252 nChanged 54 SP:Iteration 13Q (69.347188 sec): 3 clusters Score: Raw -211668.717845 + Penalty 2682.214338 = -208986.503506 nChanged 52 SP:Iteration 14Q (69.402894 sec): 3 clusters Score: Raw -211690.389167 + Penalty 2682.214338 = -209008.174829 nChanged 56 SP:Iteration 15Q (69.454214 sec): 3 clusters Score: Raw -211714.648406 + Penalty 2682.214338 = -209032.434067 nChanged 75 SP:Iteration 16Q (69.510891 sec): 3 clusters Score: Raw -211751.103671 + Penalty 2682.214338 = -209068.889333 nChanged 78 SP:Iteration 17Q (69.568352 sec): 3 clusters Score: Raw -211791.927586 + Penalty 2682.214338 = -209109.713248 nChanged 67 SP:Iteration 18Q (69.623148 sec): 3 clusters Score: Raw -211824.319955 + Penalty 2682.214338 = -209142.105616 nChanged 65 SP:Iteration 19Q (69.676421 sec): 3 clusters Score: Raw -211861.243533 + Penalty 2682.214338 = -209179.029194 nChanged 65 SP:Iteration 20F (69.720924 sec): 3 clusters Score: Raw -211898.797284 + Penalty 2682.214338 = -209216.582945 nChanged 71 SP:Iteration 21Q (69.780852 sec): 3 clusters Score: Raw -211947.366403 + Penalty 2682.214338 = -209265.152065 nChanged 71 SP:Iteration 22Q (69.837179 sec): 3 clusters Score: Raw -211994.420316 + Penalty 2682.214338 = -209312.205978 nChanged 69 SP:Iteration 23Q (69.896027 sec): 3 clusters Score: Raw -212044.257451 + Penalty 2682.214338 = -209362.043113 nChanged 71 SP:Iteration 24Q (69.945134 sec): 3 clusters Score: Raw -212096.701218 + Penalty 2682.214338 = -209414.486880 nChanged 63 SP:Iteration 25Q (70.008248 sec): 3 clusters Score: Raw -212144.936780 + Penalty 2682.214338 = -209462.722442 nChanged 57 SP:Iteration 26Q (70.060544 sec): 3 clusters Score: Raw -212188.489431 + Penalty 2682.214338 = -209506.275093 nChanged 56 SP:Iteration 27Q (70.112635 sec): 3 clusters Score: Raw -212235.762991 + Penalty 2682.214338 = -209553.548653 nChanged 48 SP:Iteration 28Q (70.158010 sec): 3 clusters Score: Raw -212277.669849 + Penalty 2682.214338 = -209595.455511 nChanged 31 SP:Iteration 29Q (70.215077 sec): 3 clusters Score: Raw -212301.439994 + Penalty 2682.214338 = -209619.225656 nChanged 24 SP:Iteration 30Q (70.276485 sec): 3 clusters Score: Raw -212321.023223 + Penalty 2682.214338 = -209638.808885 nChanged 18 SP:Iteration 31Q (70.327020 sec): 3 clusters Score: Raw -212335.924329 + Penalty 2682.214338 = -209653.709991 nChanged 20 SP:Iteration 32Q (70.372177 sec): 3 clusters Score: Raw -212354.542828 + Penalty 2682.214338 = -209672.328490 nChanged 20 SP:Iteration 33Q (70.435907 sec): 3 clusters Score: Raw -212375.864073 + Penalty 2682.214338 = -209693.649734 nChanged 18 SP:Iteration 34Q (70.489790 sec): 3 clusters Score: Raw -212393.128686 + Penalty 2682.214338 = -209710.914348 nChanged 15 SP:Iteration 35Q (70.534545 sec): 3 clusters Score: Raw -212405.518018 + Penalty 2682.214338 = -209723.303680 nChanged 10 SP:Iteration 36Q (70.591619 sec): 3 clusters Score: Raw -212416.670274 + Penalty 2682.214338 = -209734.455936 nChanged 11 SP:Iteration 37Q (70.643880 sec): 3 clusters Score: Raw -212428.263052 + Penalty 2682.214338 = -209746.048713 nChanged 10 SP:Iteration 38Q (70.697732 sec): 3 clusters Score: Raw -212437.425336 + Penalty 2682.214338 = -209755.210998 nChanged 6 SP:Iteration 39Q (70.745476 sec): 3 clusters Score: Raw -212443.715268 + Penalty 2682.214338 = -209761.500930 nChanged 5 SP:Iteration 40F (70.795709 sec): 3 clusters Score: Raw -212448.776678 + Penalty 2682.214338 = -209766.562340 nChanged 4 SP:Iteration 41Q (70.856208 sec): 3 clusters Score: Raw -212453.506539 + Penalty 2682.214338 = -209771.292200 nChanged 2 SP:Iteration 42Q (70.912440 sec): 3 clusters Score: Raw -212455.142562 + Penalty 2682.214338 = -209772.928223 nChanged 0 SP:Iteration 43F (70.960980 sec): 3 clusters Score: Raw -212455.142562 + Penalty 2682.214338 = -209772.928223 nChanged 0 Trying to split cluster 7 (26176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.022130 sec): 2 clusters Score: Raw -1647154.216561 + Penalty 1653.047214 = -1645501.169347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.116429 sec): 3 clusters Score: Raw -1631262.143855 + Penalty 3306.094428 = -1627956.049428 nChanged 11912 SP:Iteration 1F (71.205144 sec): 3 clusters Score: Raw -1637816.029084 + Penalty 3306.094428 = -1634509.934656 nChanged 1359 SP:Iteration 2F (71.303942 sec): 3 clusters Score: Raw -1638407.886481 + Penalty 3306.094428 = -1635101.792053 nChanged 1532 SP:Iteration 3F (71.394422 sec): 3 clusters Score: Raw -1639275.983473 + Penalty 3306.094428 = -1635969.889045 nChanged 1838 SP:Iteration 4F (71.493074 sec): 3 clusters Score: Raw -1640585.447951 + Penalty 3306.094428 = -1637279.353524 nChanged 2070 SP:Iteration 5F (71.586886 sec): 3 clusters Score: Raw -1642231.268683 + Penalty 3306.094428 = -1638925.174255 nChanged 2046 SP:Iteration 6F (71.669644 sec): 3 clusters Score: Raw -1643829.904165 + Penalty 3306.094428 = -1640523.809738 nChanged 1648 SP:Iteration 7F (71.758018 sec): 3 clusters Score: Raw -1645083.228078 + Penalty 3306.094428 = -1641777.133650 nChanged 1156 SP:Iteration 8Q (71.859957 sec): 3 clusters Score: Raw -1645858.333985 + Penalty 3306.094428 = -1642552.239557 nChanged 804 SP:Iteration 9Q (71.954793 sec): 3 clusters Score: Raw -1646374.901172 + Penalty 3306.094428 = -1643068.806744 nChanged 517 SP:Iteration 10Q (72.034565 sec): 3 clusters Score: Raw -1646780.911170 + Penalty 3306.094428 = -1643474.816743 nChanged 405 SP:Iteration 11Q (72.137501 sec): 3 clusters Score: Raw -1647094.031833 + Penalty 3306.094428 = -1643787.937405 nChanged 324 SP:Iteration 12Q (72.228442 sec): 3 clusters Score: Raw -1647274.139000 + Penalty 3306.094428 = -1643968.044572 nChanged 253 SP:Iteration 13Q (72.317081 sec): 3 clusters Score: Raw -1647376.654660 + Penalty 3306.094428 = -1644070.560232 nChanged 180 SP:Iteration 14Q (72.406264 sec): 3 clusters Score: Raw -1647441.269458 + Penalty 3306.094428 = -1644135.175030 nChanged 164 SP:Iteration 15Q (72.494000 sec): 3 clusters Score: Raw -1647491.768781 + Penalty 3306.094428 = -1644185.674354 nChanged 123 SP:Iteration 16Q (72.582439 sec): 3 clusters Score: Raw -1647527.397716 + Penalty 3306.094428 = -1644221.303288 nChanged 119 SP:Iteration 17Q (72.671430 sec): 3 clusters Score: Raw -1647557.937690 + Penalty 3306.094428 = -1644251.843262 nChanged 102 SP:Iteration 18Q (72.749863 sec): 3 clusters Score: Raw -1647585.771882 + Penalty 3306.094428 = -1644279.677455 nChanged 93 SP:Iteration 19Q (72.834390 sec): 3 clusters Score: Raw -1647609.995996 + Penalty 3306.094428 = -1644303.901568 nChanged 79 SP:Iteration 20F (72.919332 sec): 3 clusters Score: Raw -1647629.625097 + Penalty 3306.094428 = -1644323.530669 nChanged 72 SP:Iteration 21Q (73.013799 sec): 3 clusters Score: Raw -1647647.467328 + Penalty 3306.094428 = -1644341.372900 nChanged 64 SP:Iteration 22Q (73.100261 sec): 3 clusters Score: Raw -1647661.913459 + Penalty 3306.094428 = -1644355.819031 nChanged 57 SP:Iteration 23Q (73.190667 sec): 3 clusters Score: Raw -1647673.782683 + Penalty 3306.094428 = -1644367.688255 nChanged 42 SP:Iteration 24Q (73.271366 sec): 3 clusters Score: Raw -1647681.978481 + Penalty 3306.094428 = -1644375.884054 nChanged 37 SP:Iteration 25Q (73.347737 sec): 3 clusters Score: Raw -1647687.948351 + Penalty 3306.094428 = -1644381.853923 nChanged 33 SP:Iteration 26Q (73.442647 sec): 3 clusters Score: Raw -1647692.367226 + Penalty 3306.094428 = -1644386.272798 nChanged 26 SP:Iteration 27Q (73.525933 sec): 3 clusters Score: Raw -1647696.761137 + Penalty 3306.094428 = -1644390.666709 nChanged 24 SP:Iteration 28Q (73.609093 sec): 3 clusters Score: Raw -1647700.279404 + Penalty 3306.094428 = -1644394.184977 nChanged 17 SP:Iteration 29Q (73.694877 sec): 3 clusters Score: Raw -1647703.199378 + Penalty 3306.094428 = -1644397.104950 nChanged 18 SP:Iteration 30Q (73.777434 sec): 3 clusters Score: Raw -1647705.993499 + Penalty 3306.094428 = -1644399.899071 nChanged 16 SP:Iteration 31Q (73.863674 sec): 3 clusters Score: Raw -1647708.384928 + Penalty 3306.094428 = -1644402.290500 nChanged 17 SP:Iteration 32Q (73.948584 sec): 3 clusters Score: Raw -1647710.624709 + Penalty 3306.094428 = -1644404.530281 nChanged 15 SP:Iteration 33Q (74.032008 sec): 3 clusters Score: Raw -1647712.400008 + Penalty 3306.094428 = -1644406.305580 nChanged 8 SP:Iteration 34Q (74.104715 sec): 3 clusters Score: Raw -1647713.355515 + Penalty 3306.094428 = -1644407.261088 nChanged 7 SP:Iteration 35Q (74.196117 sec): 3 clusters Score: Raw -1647714.151715 + Penalty 3306.094428 = -1644408.057288 nChanged 6 SP:Iteration 36Q (74.276471 sec): 3 clusters Score: Raw -1647714.786486 + Penalty 3306.094428 = -1644408.692058 nChanged 9 SP:Iteration 37Q (74.357791 sec): 3 clusters Score: Raw -1647715.893312 + Penalty 3306.094428 = -1644409.798884 nChanged 5 SP:Iteration 38Q (74.439943 sec): 3 clusters Score: Raw -1647716.303945 + Penalty 3306.094428 = -1644410.209517 nChanged 6 SP:Iteration 39Q (74.526827 sec): 3 clusters Score: Raw -1647717.097912 + Penalty 3306.094428 = -1644411.003484 nChanged 7 SP:Iteration 40F (74.619642 sec): 3 clusters Score: Raw -1647717.732979 + Penalty 3306.094428 = -1644411.638551 nChanged 3 SP:Iteration 41Q (74.703628 sec): 3 clusters Score: Raw -1647718.056224 + Penalty 3306.094428 = -1644411.961796 nChanged 4 SP:Iteration 42Q (74.787230 sec): 3 clusters Score: Raw -1647718.421927 + Penalty 3306.094428 = -1644412.327499 nChanged 6 SP:Iteration 43Q (74.866982 sec): 3 clusters Score: Raw -1647719.029311 + Penalty 3306.094428 = -1644412.934884 nChanged 6 SP:Iteration 44Q (74.943969 sec): 3 clusters Score: Raw -1647719.576418 + Penalty 3306.094428 = -1644413.481990 nChanged 4 SP:Iteration 45Q (75.034559 sec): 3 clusters Score: Raw -1647719.994362 + Penalty 3306.094428 = -1644413.899934 nChanged 4 SP:Iteration 46Q (75.126260 sec): 3 clusters Score: Raw -1647720.252104 + Penalty 3306.094428 = -1644414.157676 nChanged 3 SP:Iteration 47Q (75.209938 sec): 3 clusters Score: Raw -1647720.463252 + Penalty 3306.094428 = -1644414.368825 nChanged 3 SP:Iteration 48Q (75.300918 sec): 3 clusters Score: Raw -1647720.808130 + Penalty 3306.094428 = -1644414.713702 nChanged 5 SP:Iteration 49Q (75.386982 sec): 3 clusters Score: Raw -1647721.871735 + Penalty 3306.094428 = -1644415.777308 nChanged 4 SP:Iteration 50Q (75.470713 sec): 3 clusters Score: Raw -1647722.802224 + Penalty 3306.094428 = -1644416.707796 nChanged 6 SP:Iteration 51Q (75.559447 sec): 3 clusters Score: Raw -1647723.675175 + Penalty 3306.094428 = -1644417.580748 nChanged 4 SP:Iteration 52Q (75.645638 sec): 3 clusters Score: Raw -1647724.074618 + Penalty 3306.094428 = -1644417.980190 nChanged 0 SP:Iteration 53F (75.736669 sec): 3 clusters Score: Raw -1647724.074618 + Penalty 3306.094428 = -1644417.980190 nChanged 0 Trying to split cluster 8 (23151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.792219 sec): 2 clusters Score: Raw -1449920.544565 + Penalty 1633.091404 = -1448287.453161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.879651 sec): 3 clusters Score: Raw -1436014.580585 + Penalty 3266.182808 = -1432748.397777 nChanged 10452 SP:Iteration 1F (75.961498 sec): 3 clusters Score: Raw -1441886.989947 + Penalty 3266.182808 = -1438620.807139 nChanged 1603 SP:Iteration 2F (76.042040 sec): 3 clusters Score: Raw -1442811.287221 + Penalty 3266.182808 = -1439545.104413 nChanged 1754 SP:Iteration 3F (76.134758 sec): 3 clusters Score: Raw -1443990.019943 + Penalty 3266.182808 = -1440723.837135 nChanged 1844 SP:Iteration 4F (76.207884 sec): 3 clusters Score: Raw -1445366.757538 + Penalty 3266.182808 = -1442100.574730 nChanged 1706 SP:Iteration 5F (76.302214 sec): 3 clusters Score: Raw -1446605.727172 + Penalty 3266.182808 = -1443339.544364 nChanged 1329 SP:Iteration 6F (76.388032 sec): 3 clusters Score: Raw -1447502.075353 + Penalty 3266.182808 = -1444235.892545 nChanged 983 SP:Iteration 7Q (76.473913 sec): 3 clusters Score: Raw -1448125.758256 + Penalty 3266.182808 = -1444859.575448 nChanged 745 SP:Iteration 8Q (76.557750 sec): 3 clusters Score: Raw -1448560.165594 + Penalty 3266.182808 = -1445293.982787 nChanged 555 SP:Iteration 9Q (76.647236 sec): 3 clusters Score: Raw -1448853.329897 + Penalty 3266.182808 = -1445587.147089 nChanged 443 SP:Iteration 10Q (76.737735 sec): 3 clusters Score: Raw -1449112.827429 + Penalty 3266.182808 = -1445846.644621 nChanged 364 SP:Iteration 11Q (76.822536 sec): 3 clusters Score: Raw -1449326.598451 + Penalty 3266.182808 = -1446060.415643 nChanged 287 SP:Iteration 12Q (76.896921 sec): 3 clusters Score: Raw -1449503.881841 + Penalty 3266.182808 = -1446237.699034 nChanged 233 SP:Iteration 13Q (76.990744 sec): 3 clusters Score: Raw -1449646.516077 + Penalty 3266.182808 = -1446380.333269 nChanged 185 SP:Iteration 14Q (77.072532 sec): 3 clusters Score: Raw -1449772.285043 + Penalty 3266.182808 = -1446506.102235 nChanged 173 SP:Iteration 15Q (77.155480 sec): 3 clusters Score: Raw -1449884.927296 + Penalty 3266.182808 = -1446618.744488 nChanged 144 SP:Iteration 16Q (77.224758 sec): 3 clusters Score: Raw -1449980.910165 + Penalty 3266.182808 = -1446714.727357 nChanged 118 SP:Iteration 17Q (77.305290 sec): 3 clusters Score: Raw -1450047.421723 + Penalty 3266.182808 = -1446781.238915 nChanged 97 SP:Iteration 18Q (77.399302 sec): 3 clusters Score: Raw -1450100.834741 + Penalty 3266.182808 = -1446834.651933 nChanged 75 SP:Iteration 19Q (77.479452 sec): 3 clusters Score: Raw -1450137.939887 + Penalty 3266.182808 = -1446871.757079 nChanged 60 SP:Iteration 20F (77.566587 sec): 3 clusters Score: Raw -1450170.658792 + Penalty 3266.182808 = -1446904.475984 nChanged 50 SP:Iteration 21Q (77.648420 sec): 3 clusters Score: Raw -1450199.330839 + Penalty 3266.182808 = -1446933.148032 nChanged 41 SP:Iteration 22Q (77.728133 sec): 3 clusters Score: Raw -1450220.215123 + Penalty 3266.182808 = -1446954.032316 nChanged 35 SP:Iteration 23Q (77.812305 sec): 3 clusters Score: Raw -1450237.544987 + Penalty 3266.182808 = -1446971.362180 nChanged 27 SP:Iteration 24Q (77.891071 sec): 3 clusters Score: Raw -1450248.016999 + Penalty 3266.182808 = -1446981.834191 nChanged 19 SP:Iteration 25Q (77.970136 sec): 3 clusters Score: Raw -1450257.705047 + Penalty 3266.182808 = -1446991.522240 nChanged 24 SP:Iteration 26Q (78.048933 sec): 3 clusters Score: Raw -1450270.710474 + Penalty 3266.182808 = -1447004.527666 nChanged 20 SP:Iteration 27Q (78.132348 sec): 3 clusters Score: Raw -1450277.036847 + Penalty 3266.182808 = -1447010.854039 nChanged 12 SP:Iteration 28Q (78.210553 sec): 3 clusters Score: Raw -1450281.577315 + Penalty 3266.182808 = -1447015.394507 nChanged 12 SP:Iteration 29Q (78.294952 sec): 3 clusters Score: Raw -1450285.345337 + Penalty 3266.182808 = -1447019.162529 nChanged 15 SP:Iteration 30Q (78.375344 sec): 3 clusters Score: Raw -1450292.045555 + Penalty 3266.182808 = -1447025.862747 nChanged 13 SP:Iteration 31Q (78.453911 sec): 3 clusters Score: Raw -1450297.773993 + Penalty 3266.182808 = -1447031.591185 nChanged 10 SP:Iteration 32Q (78.528717 sec): 3 clusters Score: Raw -1450302.891661 + Penalty 3266.182808 = -1447036.708853 nChanged 12 SP:Iteration 33Q (78.609243 sec): 3 clusters Score: Raw -1450307.495408 + Penalty 3266.182808 = -1447041.312600 nChanged 11 SP:Iteration 34Q (78.684999 sec): 3 clusters Score: Raw -1450311.263981 + Penalty 3266.182808 = -1447045.081173 nChanged 4 SP:Iteration 35Q (78.756022 sec): 3 clusters Score: Raw -1450312.608976 + Penalty 3266.182808 = -1447046.426168 nChanged 7 SP:Iteration 36Q (78.833494 sec): 3 clusters Score: Raw -1450314.270732 + Penalty 3266.182808 = -1447048.087924 nChanged 7 SP:Iteration 37Q (78.912965 sec): 3 clusters Score: Raw -1450316.804177 + Penalty 3266.182808 = -1447050.621369 nChanged 5 SP:Iteration 38Q (78.990497 sec): 3 clusters Score: Raw -1450318.391230 + Penalty 3266.182808 = -1447052.208422 nChanged 5 SP:Iteration 39Q (79.065384 sec): 3 clusters Score: Raw -1450319.929156 + Penalty 3266.182808 = -1447053.746348 nChanged 2 SP:Iteration 40F (79.152589 sec): 3 clusters Score: Raw -1450320.242051 + Penalty 3266.182808 = -1447054.059243 nChanged 2 SP:Iteration 41Q (79.232287 sec): 3 clusters Score: Raw -1450320.757004 + Penalty 3266.182808 = -1447054.574196 nChanged 1 SP:Iteration 42Q (79.304333 sec): 3 clusters Score: Raw -1450321.468763 + Penalty 3266.182808 = -1447055.285955 nChanged 2 SP:Iteration 43Q (79.372990 sec): 3 clusters Score: Raw -1450322.138847 + Penalty 3266.182808 = -1447055.956039 nChanged 0 SP:Iteration 44F (79.461278 sec): 3 clusters Score: Raw -1450322.138847 + Penalty 3266.182808 = -1447055.956039 nChanged 0 Trying to split cluster 10 (3910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.499054 sec): 2 clusters Score: Raw -213523.150685 + Penalty 1344.085056 = -212179.065629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.556492 sec): 3 clusters Score: Raw -211562.734929 + Penalty 2688.170112 = -208874.564817 nChanged 1584 SP:Iteration 1F (79.599910 sec): 3 clusters Score: Raw -212615.709338 + Penalty 2688.170112 = -209927.539226 nChanged 362 SP:Iteration 2F (79.665951 sec): 3 clusters Score: Raw -212928.412225 + Penalty 2688.170112 = -210240.242113 nChanged 273 SP:Iteration 3F (79.711760 sec): 3 clusters Score: Raw -213197.536004 + Penalty 2688.170112 = -210509.365891 nChanged 259 SP:Iteration 4F (79.774486 sec): 3 clusters Score: Raw -213554.372484 + Penalty 2688.170112 = -210866.202372 nChanged 328 SP:Iteration 5F (79.822083 sec): 3 clusters Score: Raw -214089.423728 + Penalty 2688.170112 = -211401.253615 nChanged 331 SP:Iteration 6F (79.878443 sec): 3 clusters Score: Raw -214621.279443 + Penalty 2688.170112 = -211933.109331 nChanged 261 SP:Iteration 7F (79.928719 sec): 3 clusters Score: Raw -214934.935656 + Penalty 2688.170112 = -212246.765544 nChanged 169 SP:Iteration 8Q (79.983293 sec): 3 clusters Score: Raw -215094.123561 + Penalty 2688.170112 = -212405.953449 nChanged 116 SP:Iteration 9Q (80.041407 sec): 3 clusters Score: Raw -215209.700195 + Penalty 2688.170112 = -212521.530083 nChanged 88 SP:Iteration 10Q (80.095935 sec): 3 clusters Score: Raw -215311.811674 + Penalty 2688.170112 = -212623.641562 nChanged 64 SP:Iteration 11Q (80.148218 sec): 3 clusters Score: Raw -215371.439817 + Penalty 2688.170112 = -212683.269704 nChanged 62 SP:Iteration 12Q (80.192906 sec): 3 clusters Score: Raw -215429.489476 + Penalty 2688.170112 = -212741.319364 nChanged 59 SP:Iteration 13Q (80.247965 sec): 3 clusters Score: Raw -215488.829495 + Penalty 2688.170112 = -212800.659383 nChanged 47 SP:Iteration 14Q (80.300363 sec): 3 clusters Score: Raw -215524.343315 + Penalty 2688.170112 = -212836.173203 nChanged 31 SP:Iteration 15Q (80.348684 sec): 3 clusters Score: Raw -215551.987535 + Penalty 2688.170112 = -212863.817423 nChanged 22 SP:Iteration 16Q (80.414007 sec): 3 clusters Score: Raw -215582.019114 + Penalty 2688.170112 = -212893.849001 nChanged 19 SP:Iteration 17Q (80.468400 sec): 3 clusters Score: Raw -215623.950330 + Penalty 2688.170112 = -212935.780218 nChanged 17 SP:Iteration 18Q (80.522263 sec): 3 clusters Score: Raw -215669.170826 + Penalty 2688.170112 = -212981.000714 nChanged 21 SP:Iteration 19Q (80.564050 sec): 3 clusters Score: Raw -215724.452978 + Penalty 2688.170112 = -213036.282866 nChanged 22 SP:Iteration 20F (80.628637 sec): 3 clusters Score: Raw -215789.663499 + Penalty 2688.170112 = -213101.493387 nChanged 27 SP:Iteration 21Q (80.679066 sec): 3 clusters Score: Raw -215854.512855 + Penalty 2688.170112 = -213166.342743 nChanged 27 SP:Iteration 22Q (80.736495 sec): 3 clusters Score: Raw -215927.212531 + Penalty 2688.170112 = -213239.042419 nChanged 18 SP:Iteration 23Q (80.778013 sec): 3 clusters Score: Raw -215947.655772 + Penalty 2688.170112 = -213259.485660 nChanged 8 SP:Iteration 24Q (80.842385 sec): 3 clusters Score: Raw -215950.635346 + Penalty 2688.170112 = -213262.465233 nChanged 2 SP:Iteration 25Q (80.894849 sec): 3 clusters Score: Raw -215951.506436 + Penalty 2688.170112 = -213263.336324 nChanged 1 SP:Iteration 26Q (80.939430 sec): 3 clusters Score: Raw -215951.686361 + Penalty 2688.170112 = -213263.516249 nChanged 1 SP:Iteration 27Q (80.984942 sec): 3 clusters Score: Raw -215951.899731 + Penalty 2688.170112 = -213263.729618 nChanged 1 SP:Iteration 28Q (81.041166 sec): 3 clusters Score: Raw -215952.263538 + Penalty 2688.170112 = -213264.093425 nChanged 1 SP:Iteration 29Q (81.083732 sec): 3 clusters Score: Raw -215952.805908 + Penalty 2688.170112 = -213264.635796 nChanged 0 SP:Iteration 30F (81.141168 sec): 3 clusters Score: Raw -215952.805908 + Penalty 2688.170112 = -213264.635796 nChanged 0 Score: Raw -15287897.448625 + Penalty 32467.657492 = -15255429.791133 Splitting cluster 10 changes total score from -15252051.979042 to -15255429.791133 So it's getting split into cluster 5. Trying to split cluster 11 (8276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.022422 sec): 2 clusters Score: Raw -495911.714189 + Penalty 1465.931194 = -494445.782996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.089636 sec): 3 clusters Score: Raw -491362.404298 + Penalty 2931.862388 = -488430.541910 nChanged 3471 SP:Iteration 1F (84.141928 sec): 3 clusters Score: Raw -493321.241133 + Penalty 2931.862388 = -490389.378746 nChanged 560 SP:Iteration 2F (84.211287 sec): 3 clusters Score: Raw -493618.990779 + Penalty 2931.862388 = -490687.128391 nChanged 460 SP:Iteration 3F (84.260746 sec): 3 clusters Score: Raw -493889.807778 + Penalty 2931.862388 = -490957.945390 nChanged 443 SP:Iteration 4F (84.327131 sec): 3 clusters Score: Raw -494147.866101 + Penalty 2931.862388 = -491216.003714 nChanged 421 SP:Iteration 5F (84.379233 sec): 3 clusters Score: Raw -494431.510025 + Penalty 2931.862388 = -491499.647637 nChanged 432 SP:Iteration 6F (84.444294 sec): 3 clusters Score: Raw -494735.406148 + Penalty 2931.862388 = -491803.543760 nChanged 425 SP:Iteration 7F (84.506642 sec): 3 clusters Score: Raw -495078.140998 + Penalty 2931.862388 = -492146.278610 nChanged 457 SP:Iteration 8F (84.560699 sec): 3 clusters Score: Raw -495502.266530 + Penalty 2931.862388 = -492570.404142 nChanged 488 SP:Iteration 9F (84.623164 sec): 3 clusters Score: Raw -495986.842099 + Penalty 2931.862388 = -493054.979711 nChanged 460 SP:Iteration 10F (84.696687 sec): 3 clusters Score: Raw -496452.680505 + Penalty 2931.862388 = -493520.818117 nChanged 449 SP:Iteration 11F (84.761427 sec): 3 clusters Score: Raw -496885.006283 + Penalty 2931.862388 = -493953.143895 nChanged 365 SP:Iteration 12Q (84.810874 sec): 3 clusters Score: Raw -497238.485496 + Penalty 2931.862388 = -494306.623109 nChanged 336 SP:Iteration 13Q (84.886309 sec): 3 clusters Score: Raw -497532.686801 + Penalty 2931.862388 = -494600.824414 nChanged 263 SP:Iteration 14Q (84.947225 sec): 3 clusters Score: Raw -497743.959706 + Penalty 2931.862388 = -494812.097319 nChanged 239 SP:Iteration 15Q (85.003436 sec): 3 clusters Score: Raw -497917.835743 + Penalty 2931.862388 = -494985.973356 nChanged 191 SP:Iteration 16Q (85.067874 sec): 3 clusters Score: Raw -498052.202677 + Penalty 2931.862388 = -495120.340290 nChanged 165 SP:Iteration 17Q (85.121961 sec): 3 clusters Score: Raw -498169.185511 + Penalty 2931.862388 = -495237.323123 nChanged 142 SP:Iteration 18Q (85.181695 sec): 3 clusters Score: Raw -498257.119359 + Penalty 2931.862388 = -495325.256972 nChanged 95 SP:Iteration 19Q (85.245232 sec): 3 clusters Score: Raw -498312.209617 + Penalty 2931.862388 = -495380.347229 nChanged 77 SP:Iteration 20F (85.320170 sec): 3 clusters Score: Raw -498351.063939 + Penalty 2931.862388 = -495419.201552 nChanged 57 SP:Iteration 21Q (85.383029 sec): 3 clusters Score: Raw -498373.390503 + Penalty 2931.862388 = -495441.528116 nChanged 43 SP:Iteration 22Q (85.439938 sec): 3 clusters Score: Raw -498386.967344 + Penalty 2931.862388 = -495455.104957 nChanged 44 SP:Iteration 23Q (85.502036 sec): 3 clusters Score: Raw -498399.692136 + Penalty 2931.862388 = -495467.829749 nChanged 31 SP:Iteration 24Q (85.551914 sec): 3 clusters Score: Raw -498406.282339 + Penalty 2931.862388 = -495474.419951 nChanged 21 SP:Iteration 25Q (85.613568 sec): 3 clusters Score: Raw -498410.681979 + Penalty 2931.862388 = -495478.819591 nChanged 15 SP:Iteration 26Q (85.675585 sec): 3 clusters Score: Raw -498413.649418 + Penalty 2931.862388 = -495481.787030 nChanged 15 SP:Iteration 27Q (85.736186 sec): 3 clusters Score: Raw -498415.778936 + Penalty 2931.862388 = -495483.916548 nChanged 12 SP:Iteration 28Q (85.793251 sec): 3 clusters Score: Raw -498417.738274 + Penalty 2931.862388 = -495485.875887 nChanged 13 SP:Iteration 29Q (85.854287 sec): 3 clusters Score: Raw -498419.442861 + Penalty 2931.862388 = -495487.580473 nChanged 8 SP:Iteration 30Q (85.909865 sec): 3 clusters Score: Raw -498420.822691 + Penalty 2931.862388 = -495488.960303 nChanged 10 SP:Iteration 31Q (85.979688 sec): 3 clusters Score: Raw -498422.590069 + Penalty 2931.862388 = -495490.727681 nChanged 8 SP:Iteration 32Q (86.041282 sec): 3 clusters Score: Raw -498424.014451 + Penalty 2931.862388 = -495492.152063 nChanged 8 SP:Iteration 33Q (86.091328 sec): 3 clusters Score: Raw -498426.402179 + Penalty 2931.862388 = -495494.539792 nChanged 12 SP:Iteration 34Q (86.149521 sec): 3 clusters Score: Raw -498428.987492 + Penalty 2931.862388 = -495497.125105 nChanged 7 SP:Iteration 35Q (86.221062 sec): 3 clusters Score: Raw -498430.313853 + Penalty 2931.862388 = -495498.451465 nChanged 9 SP:Iteration 36Q (86.269702 sec): 3 clusters Score: Raw -498432.533672 + Penalty 2931.862388 = -495500.671284 nChanged 11 SP:Iteration 37Q (86.328875 sec): 3 clusters Score: Raw -498434.872625 + Penalty 2931.862388 = -495503.010237 nChanged 9 SP:Iteration 38Q (86.393726 sec): 3 clusters Score: Raw -498436.937853 + Penalty 2931.862388 = -495505.075466 nChanged 21 SP:Iteration 39Q (86.441596 sec): 3 clusters Score: Raw -498442.207340 + Penalty 2931.862388 = -495510.344952 nChanged 21 SP:Iteration 40F (86.515363 sec): 3 clusters Score: Raw -498446.826352 + Penalty 2931.862388 = -495514.963964 nChanged 18 SP:Iteration 41Q (86.561296 sec): 3 clusters Score: Raw -498449.695005 + Penalty 2931.862388 = -495517.832617 nChanged 11 SP:Iteration 42Q (86.620686 sec): 3 clusters Score: Raw -498452.706860 + Penalty 2931.862388 = -495520.844472 nChanged 20 SP:Iteration 43Q (86.682886 sec): 3 clusters Score: Raw -498457.535585 + Penalty 2931.862388 = -495525.673198 nChanged 19 SP:Iteration 44Q (86.756067 sec): 3 clusters Score: Raw -498460.887722 + Penalty 2931.862388 = -495529.025334 nChanged 11 SP:Iteration 45Q (86.816764 sec): 3 clusters Score: Raw -498462.406141 + Penalty 2931.862388 = -495530.543754 nChanged 13 SP:Iteration 46Q (86.877690 sec): 3 clusters Score: Raw -498463.961692 + Penalty 2931.862388 = -495532.099304 nChanged 11 SP:Iteration 47Q (86.926556 sec): 3 clusters Score: Raw -498465.849907 + Penalty 2931.862388 = -495533.987519 nChanged 7 SP:Iteration 48Q (86.986918 sec): 3 clusters Score: Raw -498466.981114 + Penalty 2931.862388 = -495535.118726 nChanged 6 SP:Iteration 49Q (87.054254 sec): 3 clusters Score: Raw -498467.777786 + Penalty 2931.862388 = -495535.915398 nChanged 2 SP:Iteration 50Q (87.112375 sec): 3 clusters Score: Raw -498468.077002 + Penalty 2931.862388 = -495536.214614 nChanged 1 SP:Iteration 51Q (87.161997 sec): 3 clusters Score: Raw -498468.425036 + Penalty 2931.862388 = -495536.562648 nChanged 3 SP:Iteration 52Q (87.227658 sec): 3 clusters Score: Raw -498469.246680 + Penalty 2931.862388 = -495537.384292 nChanged 4 SP:Iteration 53Q (87.279584 sec): 3 clusters Score: Raw -498470.306830 + Penalty 2931.862388 = -495538.444443 nChanged 7 SP:Iteration 54Q (87.340684 sec): 3 clusters Score: Raw -498471.314171 + Penalty 2931.862388 = -495539.451784 nChanged 3 SP:Iteration 55Q (87.407066 sec): 3 clusters Score: Raw -498471.612508 + Penalty 2931.862388 = -495539.750120 nChanged 3 SP:Iteration 56Q (87.465526 sec): 3 clusters Score: Raw -498471.878027 + Penalty 2931.862388 = -495540.015640 nChanged 2 SP:Iteration 57Q (87.519750 sec): 3 clusters Score: Raw -498472.037632 + Penalty 2931.862388 = -495540.175244 nChanged 0 SP:Iteration 58F (87.579860 sec): 3 clusters Score: Raw -498472.037632 + Penalty 2931.862388 = -495540.175244 nChanged 0 Score: Raw -15290457.772067 + Penalty 34496.886085 = -15255960.885982 Splitting cluster 11 changes total score from -15252051.979042 to -15255960.885982 So it's getting split into cluster 9. Trying to split cluster 12 (40181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.769839 sec): 2 clusters Score: Raw -2270231.053406 + Penalty 1722.686798 = -2268508.366608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.883216 sec): 3 clusters Score: Raw -2245084.883382 + Penalty 3445.373596 = -2241639.509786 nChanged 18656 SP:Iteration 1F (90.995713 sec): 3 clusters Score: Raw -2255866.561143 + Penalty 3445.373596 = -2252421.187547 nChanged 2012 SP:Iteration 2F (91.112577 sec): 3 clusters Score: Raw -2256704.411484 + Penalty 3445.373596 = -2253259.037888 nChanged 2128 SP:Iteration 3F (91.228700 sec): 3 clusters Score: Raw -2257780.216973 + Penalty 3445.373596 = -2254334.843377 nChanged 2355 SP:Iteration 4F (91.337562 sec): 3 clusters Score: Raw -2259159.074684 + Penalty 3445.373596 = -2255713.701088 nChanged 2555 SP:Iteration 5F (91.450958 sec): 3 clusters Score: Raw -2260862.138159 + Penalty 3445.373596 = -2257416.764563 nChanged 2651 SP:Iteration 6F (91.565872 sec): 3 clusters Score: Raw -2262895.680060 + Penalty 3445.373596 = -2259450.306464 nChanged 2590 SP:Iteration 7F (91.683908 sec): 3 clusters Score: Raw -2265023.312772 + Penalty 3445.373596 = -2261577.939176 nChanged 2174 SP:Iteration 8F (91.795790 sec): 3 clusters Score: Raw -2266709.565281 + Penalty 3445.373596 = -2263264.191685 nChanged 1667 SP:Iteration 9Q (91.911242 sec): 3 clusters Score: Raw -2267867.753895 + Penalty 3445.373596 = -2264422.380299 nChanged 1139 SP:Iteration 10Q (92.024927 sec): 3 clusters Score: Raw -2268548.064580 + Penalty 3445.373596 = -2265102.690984 nChanged 776 SP:Iteration 11Q (92.137436 sec): 3 clusters Score: Raw -2268955.872759 + Penalty 3445.373596 = -2265510.499163 nChanged 586 SP:Iteration 12Q (92.247949 sec): 3 clusters Score: Raw -2269228.311325 + Penalty 3445.373596 = -2265782.937729 nChanged 495 SP:Iteration 13Q (92.355817 sec): 3 clusters Score: Raw -2269422.217626 + Penalty 3445.373596 = -2265976.844031 nChanged 410 SP:Iteration 14Q (92.455581 sec): 3 clusters Score: Raw -2269567.769304 + Penalty 3445.373596 = -2266122.395708 nChanged 369 SP:Iteration 15Q (92.572292 sec): 3 clusters Score: Raw -2269684.225936 + Penalty 3445.373596 = -2266238.852340 nChanged 317 SP:Iteration 16Q (92.680314 sec): 3 clusters Score: Raw -2269778.718782 + Penalty 3445.373596 = -2266333.345186 nChanged 280 SP:Iteration 17Q (92.786944 sec): 3 clusters Score: Raw -2269865.240446 + Penalty 3445.373596 = -2266419.866850 nChanged 256 SP:Iteration 18Q (92.885214 sec): 3 clusters Score: Raw -2269937.735646 + Penalty 3445.373596 = -2266492.362050 nChanged 231 SP:Iteration 19Q (92.999374 sec): 3 clusters Score: Raw -2269996.956065 + Penalty 3445.373596 = -2266551.582469 nChanged 216 SP:Iteration 20F (93.112092 sec): 3 clusters Score: Raw -2270056.253593 + Penalty 3445.373596 = -2266610.879997 nChanged 229 SP:Iteration 21Q (93.214991 sec): 3 clusters Score: Raw -2270115.885741 + Penalty 3445.373596 = -2266670.512145 nChanged 209 SP:Iteration 22Q (93.320523 sec): 3 clusters Score: Raw -2270167.396936 + Penalty 3445.373596 = -2266722.023340 nChanged 185 SP:Iteration 23Q (93.416123 sec): 3 clusters Score: Raw -2270205.033761 + Penalty 3445.373596 = -2266759.660165 nChanged 159 SP:Iteration 24Q (93.523206 sec): 3 clusters Score: Raw -2270234.653296 + Penalty 3445.373596 = -2266789.279700 nChanged 127 SP:Iteration 25Q (93.626517 sec): 3 clusters Score: Raw -2270257.264232 + Penalty 3445.373596 = -2266811.890636 nChanged 107 SP:Iteration 26Q (93.733079 sec): 3 clusters Score: Raw -2270275.208973 + Penalty 3445.373596 = -2266829.835377 nChanged 98 SP:Iteration 27Q (93.833479 sec): 3 clusters Score: Raw -2270289.090237 + Penalty 3445.373596 = -2266843.716641 nChanged 85 SP:Iteration 28Q (93.932151 sec): 3 clusters Score: Raw -2270300.803021 + Penalty 3445.373596 = -2266855.429425 nChanged 90 SP:Iteration 29Q (94.022500 sec): 3 clusters Score: Raw -2270317.504006 + Penalty 3445.373596 = -2266872.130410 nChanged 100 SP:Iteration 30Q (94.130050 sec): 3 clusters Score: Raw -2270338.954561 + Penalty 3445.373596 = -2266893.580965 nChanged 85 SP:Iteration 31Q (94.226474 sec): 3 clusters Score: Raw -2270357.091566 + Penalty 3445.373596 = -2266911.717970 nChanged 89 SP:Iteration 32Q (94.338160 sec): 3 clusters Score: Raw -2270371.001064 + Penalty 3445.373596 = -2266925.627468 nChanged 82 SP:Iteration 33Q (94.434682 sec): 3 clusters Score: Raw -2270382.803309 + Penalty 3445.373596 = -2266937.429713 nChanged 79 SP:Iteration 34Q (94.535197 sec): 3 clusters Score: Raw -2270394.970023 + Penalty 3445.373596 = -2266949.596427 nChanged 82 SP:Iteration 35Q (94.639465 sec): 3 clusters Score: Raw -2270408.559013 + Penalty 3445.373596 = -2266963.185417 nChanged 77 SP:Iteration 36Q (94.733048 sec): 3 clusters Score: Raw -2270420.444883 + Penalty 3445.373596 = -2266975.071287 nChanged 67 SP:Iteration 37Q (94.844586 sec): 3 clusters Score: Raw -2270430.839503 + Penalty 3445.373596 = -2266985.465907 nChanged 73 SP:Iteration 38Q (94.950906 sec): 3 clusters Score: Raw -2270442.564519 + Penalty 3445.373596 = -2266997.190923 nChanged 61 SP:Iteration 39Q (95.052624 sec): 3 clusters Score: Raw -2270452.830639 + Penalty 3445.373596 = -2267007.457043 nChanged 56 SP:Iteration 40F (95.163229 sec): 3 clusters Score: Raw -2270463.451667 + Penalty 3445.373596 = -2267018.078071 nChanged 60 SP:Iteration 41Q (95.266981 sec): 3 clusters Score: Raw -2270473.131692 + Penalty 3445.373596 = -2267027.758096 nChanged 49 SP:Iteration 42Q (95.364888 sec): 3 clusters Score: Raw -2270479.158985 + Penalty 3445.373596 = -2267033.785389 nChanged 39 SP:Iteration 43Q (95.473657 sec): 3 clusters Score: Raw -2270486.292362 + Penalty 3445.373596 = -2267040.918766 nChanged 40 SP:Iteration 44Q (95.564788 sec): 3 clusters Score: Raw -2270492.354521 + Penalty 3445.373596 = -2267046.980925 nChanged 34 SP:Iteration 45Q (95.679133 sec): 3 clusters Score: Raw -2270496.281889 + Penalty 3445.373596 = -2267050.908293 nChanged 26 SP:Iteration 46Q (95.781880 sec): 3 clusters Score: Raw -2270498.459455 + Penalty 3445.373596 = -2267053.085860 nChanged 26 SP:Iteration 47Q (95.881978 sec): 3 clusters Score: Raw -2270501.100542 + Penalty 3445.373596 = -2267055.726947 nChanged 22 SP:Iteration 48Q (95.968219 sec): 3 clusters Score: Raw -2270502.829048 + Penalty 3445.373596 = -2267057.455452 nChanged 13 SP:Iteration 49Q (96.067136 sec): 3 clusters Score: Raw -2270503.701597 + Penalty 3445.373596 = -2267058.328001 nChanged 9 SP:Iteration 50Q (96.168079 sec): 3 clusters Score: Raw -2270504.384985 + Penalty 3445.373596 = -2267059.011389 nChanged 17 SP:Iteration 51Q (96.272776 sec): 3 clusters Score: Raw -2270505.575404 + Penalty 3445.373596 = -2267060.201808 nChanged 15 SP:Iteration 52Q (96.375233 sec): 3 clusters Score: Raw -2270507.136734 + Penalty 3445.373596 = -2267061.763138 nChanged 10 SP:Iteration 53Q (96.485169 sec): 3 clusters Score: Raw -2270508.000797 + Penalty 3445.373596 = -2267062.627201 nChanged 9 SP:Iteration 54Q (96.588478 sec): 3 clusters Score: Raw -2270508.675754 + Penalty 3445.373596 = -2267063.302158 nChanged 9 SP:Iteration 55Q (96.679612 sec): 3 clusters Score: Raw -2270509.601210 + Penalty 3445.373596 = -2267064.227614 nChanged 8 SP:Iteration 56Q (96.779782 sec): 3 clusters Score: Raw -2270510.301023 + Penalty 3445.373596 = -2267064.927427 nChanged 7 SP:Iteration 57Q (96.890535 sec): 3 clusters Score: Raw -2270511.200100 + Penalty 3445.373596 = -2267065.826504 nChanged 10 SP:Iteration 58Q (96.983911 sec): 3 clusters Score: Raw -2270511.973520 + Penalty 3445.373596 = -2267066.599925 nChanged 9 SP:Iteration 59Q (97.081940 sec): 3 clusters Score: Raw -2270512.833817 + Penalty 3445.373596 = -2267067.460221 nChanged 12 SP:Iteration 60F (97.189751 sec): 3 clusters Score: Raw -2270513.917125 + Penalty 3445.373596 = -2267068.543529 nChanged 7 SP:Iteration 61Q (97.297475 sec): 3 clusters Score: Raw -2270514.543381 + Penalty 3445.373596 = -2267069.169785 nChanged 2 SP:Iteration 62Q (97.385457 sec): 3 clusters Score: Raw -2270514.657845 + Penalty 3445.373596 = -2267069.284250 nChanged 0 SP:Iteration 63F (97.495146 sec): 3 clusters Score: Raw -2270514.657845 + Penalty 3445.373596 = -2267069.284250 nChanged 0 Trying to split cluster 13 (4210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.541069 sec): 2 clusters Score: Raw -247908.083340 + Penalty 1356.097913 = -246551.985427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.598108 sec): 3 clusters Score: Raw -245708.439780 + Penalty 2712.195826 = -242996.243953 nChanged 1708 SP:Iteration 1F (97.641833 sec): 3 clusters Score: Raw -246729.956336 + Penalty 2712.195826 = -244017.760510 nChanged 315 SP:Iteration 2F (97.701281 sec): 3 clusters Score: Raw -246937.134301 + Penalty 2712.195826 = -244224.938475 nChanged 236 SP:Iteration 3F (97.759455 sec): 3 clusters Score: Raw -247080.330208 + Penalty 2712.195826 = -244368.134382 nChanged 185 SP:Iteration 4Q (97.814692 sec): 3 clusters Score: Raw -247202.382117 + Penalty 2712.195826 = -244490.186290 nChanged 184 SP:Iteration 5Q (97.866687 sec): 3 clusters Score: Raw -247337.062422 + Penalty 2712.195826 = -244624.866596 nChanged 189 SP:Iteration 6Q (97.927719 sec): 3 clusters Score: Raw -247465.502716 + Penalty 2712.195826 = -244753.306890 nChanged 179 SP:Iteration 7Q (97.973251 sec): 3 clusters Score: Raw -247562.679722 + Penalty 2712.195826 = -244850.483896 nChanged 144 SP:Iteration 8Q (98.039505 sec): 3 clusters Score: Raw -247661.575632 + Penalty 2712.195826 = -244949.379806 nChanged 143 SP:Iteration 9Q (98.087808 sec): 3 clusters Score: Raw -247762.245761 + Penalty 2712.195826 = -245050.049935 nChanged 130 SP:Iteration 10Q (98.144977 sec): 3 clusters Score: Raw -247840.737636 + Penalty 2712.195826 = -245128.541810 nChanged 109 SP:Iteration 11Q (98.206200 sec): 3 clusters Score: Raw -247904.591395 + Penalty 2712.195826 = -245192.395569 nChanged 92 SP:Iteration 12Q (98.267896 sec): 3 clusters Score: Raw -247949.038865 + Penalty 2712.195826 = -245236.843039 nChanged 61 SP:Iteration 13Q (98.321900 sec): 3 clusters Score: Raw -247971.255778 + Penalty 2712.195826 = -245259.059952 nChanged 36 SP:Iteration 14Q (98.379715 sec): 3 clusters Score: Raw -247987.404324 + Penalty 2712.195826 = -245275.208498 nChanged 36 SP:Iteration 15Q (98.424351 sec): 3 clusters Score: Raw -248000.377367 + Penalty 2712.195826 = -245288.181541 nChanged 29 SP:Iteration 16Q (98.491844 sec): 3 clusters Score: Raw -248010.822411 + Penalty 2712.195826 = -245298.626584 nChanged 22 SP:Iteration 17Q (98.542493 sec): 3 clusters Score: Raw -248016.751511 + Penalty 2712.195826 = -245304.555685 nChanged 15 SP:Iteration 18Q (98.594153 sec): 3 clusters Score: Raw -248020.368156 + Penalty 2712.195826 = -245308.172330 nChanged 6 SP:Iteration 19Q (98.653541 sec): 3 clusters Score: Raw -248022.233486 + Penalty 2712.195826 = -245310.037660 nChanged 8 SP:Iteration 20F (98.696755 sec): 3 clusters Score: Raw -248023.799865 + Penalty 2712.195826 = -245311.604039 nChanged 6 SP:Iteration 21Q (98.764083 sec): 3 clusters Score: Raw -248025.267378 + Penalty 2712.195826 = -245313.071552 nChanged 3 SP:Iteration 22Q (98.816606 sec): 3 clusters Score: Raw -248025.958278 + Penalty 2712.195826 = -245313.762452 nChanged 2 SP:Iteration 23Q (98.870865 sec): 3 clusters Score: Raw -248026.329560 + Penalty 2712.195826 = -245314.133734 nChanged 0 SP:Iteration 24F (98.914176 sec): 3 clusters Score: Raw -248026.329560 + Penalty 2712.195826 = -245314.133734 nChanged 0 Trying to split cluster 14 (5409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.956111 sec): 2 clusters Score: Raw -266985.125153 + Penalty 1396.820671 = -265588.304482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (99.012823 sec): 3 clusters Score: Raw -264206.012998 + Penalty 2793.641341 = -261412.371656 nChanged 2219 SP:Iteration 1F (99.063531 sec): 3 clusters Score: Raw -265529.884184 + Penalty 2793.641341 = -262736.242842 nChanged 471 SP:Iteration 2F (99.120491 sec): 3 clusters Score: Raw -265912.362725 + Penalty 2793.641341 = -263118.721384 nChanged 349 SP:Iteration 3F (99.189957 sec): 3 clusters Score: Raw -266146.299156 + Penalty 2793.641341 = -263352.657815 nChanged 292 SP:Iteration 4F (99.231867 sec): 3 clusters Score: Raw -266354.543338 + Penalty 2793.641341 = -263560.901997 nChanged 253 SP:Iteration 5Q (99.287351 sec): 3 clusters Score: Raw -266533.248993 + Penalty 2793.641341 = -263739.607652 nChanged 277 SP:Iteration 6F (99.337476 sec): 3 clusters Score: Raw -266765.988572 + Penalty 2793.641341 = -263972.347231 nChanged 303 SP:Iteration 7F (99.402487 sec): 3 clusters Score: Raw -267039.828055 + Penalty 2793.641341 = -264246.186714 nChanged 324 SP:Iteration 8F (99.457453 sec): 3 clusters Score: Raw -267384.297741 + Penalty 2793.641341 = -264590.656399 nChanged 350 SP:Iteration 9F (99.515392 sec): 3 clusters Score: Raw -267736.613545 + Penalty 2793.641341 = -264942.972204 nChanged 326 SP:Iteration 10F (99.569477 sec): 3 clusters Score: Raw -268013.375639 + Penalty 2793.641341 = -265219.734297 nChanged 270 SP:Iteration 11Q (99.614640 sec): 3 clusters Score: Raw -268202.054840 + Penalty 2793.641341 = -265408.413499 nChanged 205 SP:Iteration 12Q (99.673224 sec): 3 clusters Score: Raw -268322.500788 + Penalty 2793.641341 = -265528.859447 nChanged 124 SP:Iteration 13Q (99.725834 sec): 3 clusters Score: Raw -268384.320226 + Penalty 2793.641341 = -265590.678884 nChanged 91 SP:Iteration 14Q (99.773630 sec): 3 clusters Score: Raw -268425.262663 + Penalty 2793.641341 = -265631.621322 nChanged 68 SP:Iteration 15Q (99.832158 sec): 3 clusters Score: Raw -268457.768255 + Penalty 2793.641341 = -265664.126914 nChanged 61 SP:Iteration 16Q (99.887687 sec): 3 clusters Score: Raw -268484.065794 + Penalty 2793.641341 = -265690.424453 nChanged 42 SP:Iteration 17Q (99.943872 sec): 3 clusters Score: Raw -268498.949127 + Penalty 2793.641341 = -265705.307786 nChanged 27 SP:Iteration 18Q (99.996406 sec): 3 clusters Score: Raw -268506.830573 + Penalty 2793.641341 = -265713.189232 nChanged 22 SP:Iteration 19Q (100.041497 sec): 3 clusters Score: Raw -268513.891504 + Penalty 2793.641341 = -265720.250163 nChanged 23 SP:Iteration 20F (100.102402 sec): 3 clusters Score: Raw -268522.424401 + Penalty 2793.641341 = -265728.783060 nChanged 20 SP:Iteration 21Q (100.157287 sec): 3 clusters Score: Raw -268529.372717 + Penalty 2793.641341 = -265735.731376 nChanged 22 SP:Iteration 22Q (100.215433 sec): 3 clusters Score: Raw -268538.824596 + Penalty 2793.641341 = -265745.183255 nChanged 26 SP:Iteration 23Q (100.278973 sec): 3 clusters Score: Raw -268548.067669 + Penalty 2793.641341 = -265754.426328 nChanged 23 SP:Iteration 24Q (100.335758 sec): 3 clusters Score: Raw -268554.682473 + Penalty 2793.641341 = -265761.041131 nChanged 14 SP:Iteration 25Q (100.390716 sec): 3 clusters Score: Raw -268557.753464 + Penalty 2793.641341 = -265764.112123 nChanged 11 SP:Iteration 26Q (100.435639 sec): 3 clusters Score: Raw -268560.284283 + Penalty 2793.641341 = -265766.642942 nChanged 5 SP:Iteration 27Q (100.493237 sec): 3 clusters Score: Raw -268561.685609 + Penalty 2793.641341 = -265768.044268 nChanged 5 SP:Iteration 28Q (100.555985 sec): 3 clusters Score: Raw -268562.728848 + Penalty 2793.641341 = -265769.087507 nChanged 3 SP:Iteration 29Q (100.605962 sec): 3 clusters Score: Raw -268563.301674 + Penalty 2793.641341 = -265769.660333 nChanged 2 SP:Iteration 30Q (100.667226 sec): 3 clusters Score: Raw -268563.806592 + Penalty 2793.641341 = -265770.165251 nChanged 2 SP:Iteration 31Q (100.729206 sec): 3 clusters Score: Raw -268564.413739 + Penalty 2793.641341 = -265770.772397 nChanged 4 SP:Iteration 32Q (100.782061 sec): 3 clusters Score: Raw -268565.213791 + Penalty 2793.641341 = -265771.572449 nChanged 2 SP:Iteration 33Q (100.840310 sec): 3 clusters Score: Raw -268565.639973 + Penalty 2793.641341 = -265771.998631 nChanged 3 SP:Iteration 34Q (100.889633 sec): 3 clusters Score: Raw -268566.219434 + Penalty 2793.641341 = -265772.578092 nChanged 1 SP:Iteration 35Q (100.946895 sec): 3 clusters Score: Raw -268566.280666 + Penalty 2793.641341 = -265772.639325 nChanged 0 SP:Iteration 36F (101.004106 sec): 3 clusters Score: Raw -268566.280666 + Penalty 2793.641341 = -265772.639325 nChanged 0 Score: Raw -15292038.927581 + Penalty 36526.114678 = -15255512.812903 Splitting cluster 14 changes total score from -15252051.979042 to -15255512.812903 So it's getting split into cluster 15. Trying to split cluster 17 (4858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.311706 sec): 2 clusters Score: Raw -262776.224936 + Penalty 1379.362093 = -261396.862843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.366914 sec): 3 clusters Score: Raw -260251.503089 + Penalty 2758.724186 = -257492.778903 nChanged 1964 SP:Iteration 1F (104.411820 sec): 3 clusters Score: Raw -261281.153197 + Penalty 2758.724186 = -258522.429011 nChanged 346 SP:Iteration 2F (104.473255 sec): 3 clusters Score: Raw -261457.959456 + Penalty 2758.724186 = -258699.235271 nChanged 269 SP:Iteration 3F (104.528191 sec): 3 clusters Score: Raw -261591.160148 + Penalty 2758.724186 = -258832.435963 nChanged 224 SP:Iteration 4Q (104.587343 sec): 3 clusters Score: Raw -261705.380630 + Penalty 2758.724186 = -258946.656444 nChanged 210 SP:Iteration 5Q (104.645252 sec): 3 clusters Score: Raw -261812.681153 + Penalty 2758.724186 = -259053.956968 nChanged 182 SP:Iteration 6Q (104.690540 sec): 3 clusters Score: Raw -261909.485493 + Penalty 2758.724186 = -259150.761307 nChanged 190 SP:Iteration 7Q (104.755193 sec): 3 clusters Score: Raw -262024.856903 + Penalty 2758.724186 = -259266.132718 nChanged 208 SP:Iteration 8Q (104.809816 sec): 3 clusters Score: Raw -262162.436473 + Penalty 2758.724186 = -259403.712287 nChanged 214 SP:Iteration 9Q (104.860387 sec): 3 clusters Score: Raw -262315.129985 + Penalty 2758.724186 = -259556.405799 nChanged 224 SP:Iteration 10Q (104.920600 sec): 3 clusters Score: Raw -262476.334720 + Penalty 2758.724186 = -259717.610535 nChanged 181 SP:Iteration 11Q (104.970286 sec): 3 clusters Score: Raw -262626.526921 + Penalty 2758.724186 = -259867.802736 nChanged 166 SP:Iteration 12Q (105.027566 sec): 3 clusters Score: Raw -262773.217962 + Penalty 2758.724186 = -260014.493776 nChanged 128 SP:Iteration 13Q (105.093978 sec): 3 clusters Score: Raw -262885.253165 + Penalty 2758.724186 = -260126.528980 nChanged 89 SP:Iteration 14Q (105.143525 sec): 3 clusters Score: Raw -262962.949948 + Penalty 2758.724186 = -260204.225763 nChanged 60 SP:Iteration 15Q (105.199644 sec): 3 clusters Score: Raw -263018.425060 + Penalty 2758.724186 = -260259.700874 nChanged 48 SP:Iteration 16Q (105.260510 sec): 3 clusters Score: Raw -263056.097824 + Penalty 2758.724186 = -260297.373638 nChanged 36 SP:Iteration 17Q (105.315418 sec): 3 clusters Score: Raw -263088.644605 + Penalty 2758.724186 = -260329.920420 nChanged 37 SP:Iteration 18Q (105.356713 sec): 3 clusters Score: Raw -263118.739321 + Penalty 2758.724186 = -260360.015135 nChanged 26 SP:Iteration 19Q (105.414569 sec): 3 clusters Score: Raw -263139.914002 + Penalty 2758.724186 = -260381.189816 nChanged 21 SP:Iteration 20F (105.469167 sec): 3 clusters Score: Raw -263159.843418 + Penalty 2758.724186 = -260401.119232 nChanged 29 SP:Iteration 21Q (105.514959 sec): 3 clusters Score: Raw -263186.432064 + Penalty 2758.724186 = -260427.707879 nChanged 24 SP:Iteration 22Q (105.580304 sec): 3 clusters Score: Raw -263207.341003 + Penalty 2758.724186 = -260448.616817 nChanged 14 SP:Iteration 23Q (105.624028 sec): 3 clusters Score: Raw -263223.616754 + Penalty 2758.724186 = -260464.892568 nChanged 15 SP:Iteration 24Q (105.690316 sec): 3 clusters Score: Raw -263237.954771 + Penalty 2758.724186 = -260479.230585 nChanged 13 SP:Iteration 25Q (105.741506 sec): 3 clusters Score: Raw -263248.681799 + Penalty 2758.724186 = -260489.957613 nChanged 16 SP:Iteration 26Q (105.783947 sec): 3 clusters Score: Raw -263265.958671 + Penalty 2758.724186 = -260507.234485 nChanged 15 SP:Iteration 27Q (105.850802 sec): 3 clusters Score: Raw -263281.367843 + Penalty 2758.724186 = -260522.643658 nChanged 13 SP:Iteration 28Q (105.897538 sec): 3 clusters Score: Raw -263294.031733 + Penalty 2758.724186 = -260535.307548 nChanged 7 SP:Iteration 29Q (105.964931 sec): 3 clusters Score: Raw -263298.529951 + Penalty 2758.724186 = -260539.805766 nChanged 4 SP:Iteration 30Q (106.013884 sec): 3 clusters Score: Raw -263303.912092 + Penalty 2758.724186 = -260545.187907 nChanged 4 SP:Iteration 31Q (106.068997 sec): 3 clusters Score: Raw -263305.297285 + Penalty 2758.724186 = -260546.573099 nChanged 5 SP:Iteration 32Q (106.127557 sec): 3 clusters Score: Raw -263309.660027 + Penalty 2758.724186 = -260550.935842 nChanged 9 SP:Iteration 33Q (106.178664 sec): 3 clusters Score: Raw -263316.963720 + Penalty 2758.724186 = -260558.239535 nChanged 8 SP:Iteration 34Q (106.222188 sec): 3 clusters Score: Raw -263320.992803 + Penalty 2758.724186 = -260562.268617 nChanged 7 SP:Iteration 35Q (106.283204 sec): 3 clusters Score: Raw -263328.165179 + Penalty 2758.724186 = -260569.440994 nChanged 11 SP:Iteration 36Q (106.333232 sec): 3 clusters Score: Raw -263337.700189 + Penalty 2758.724186 = -260578.976003 nChanged 10 SP:Iteration 37Q (106.384164 sec): 3 clusters Score: Raw -263348.493241 + Penalty 2758.724186 = -260589.769056 nChanged 13 SP:Iteration 38Q (106.445288 sec): 3 clusters Score: Raw -263360.819423 + Penalty 2758.724186 = -260602.095238 nChanged 10 SP:Iteration 39Q (106.498548 sec): 3 clusters Score: Raw -263374.257807 + Penalty 2758.724186 = -260615.533621 nChanged 7 SP:Iteration 40F (106.540617 sec): 3 clusters Score: Raw -263391.429527 + Penalty 2758.724186 = -260632.705341 nChanged 12 SP:Iteration 41Q (106.598717 sec): 3 clusters Score: Raw -263398.439283 + Penalty 2758.724186 = -260639.715098 nChanged 9 SP:Iteration 42Q (106.661800 sec): 3 clusters Score: Raw -263402.861739 + Penalty 2758.724186 = -260644.137553 nChanged 5 SP:Iteration 43Q (106.713946 sec): 3 clusters Score: Raw -263409.687336 + Penalty 2758.724186 = -260650.963150 nChanged 10 SP:Iteration 44Q (106.756365 sec): 3 clusters Score: Raw -263418.552123 + Penalty 2758.724186 = -260659.827938 nChanged 10 SP:Iteration 45Q (106.822100 sec): 3 clusters Score: Raw -263426.230379 + Penalty 2758.724186 = -260667.506194 nChanged 9 SP:Iteration 46Q (106.868058 sec): 3 clusters Score: Raw -263431.404744 + Penalty 2758.724186 = -260672.680559 nChanged 2 SP:Iteration 47Q (106.925369 sec): 3 clusters Score: Raw -263432.498248 + Penalty 2758.724186 = -260673.774062 nChanged 1 SP:Iteration 48Q (106.985741 sec): 3 clusters Score: Raw -263433.609078 + Penalty 2758.724186 = -260674.884893 nChanged 2 SP:Iteration 49Q (107.042048 sec): 3 clusters Score: Raw -263435.121512 + Penalty 2758.724186 = -260676.397327 nChanged 1 SP:Iteration 50Q (107.097524 sec): 3 clusters Score: Raw -263436.022081 + Penalty 2758.724186 = -260677.297896 nChanged 1 SP:Iteration 51Q (107.153256 sec): 3 clusters Score: Raw -263437.370482 + Penalty 2758.724186 = -260678.646296 nChanged 1 SP:Iteration 52Q (107.208182 sec): 3 clusters Score: Raw -263443.611126 + Penalty 2758.724186 = -260684.886941 nChanged 5 SP:Iteration 53Q (107.250781 sec): 3 clusters Score: Raw -263450.635510 + Penalty 2758.724186 = -260691.911324 nChanged 2 SP:Iteration 54Q (107.309690 sec): 3 clusters Score: Raw -263451.662896 + Penalty 2758.724186 = -260692.938710 nChanged 0 SP:Iteration 55F (107.363995 sec): 3 clusters Score: Raw -263451.662896 + Penalty 2758.724186 = -260692.938710 nChanged 0 Trying to split cluster 18 (8752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.401753 sec): 2 clusters Score: Raw -545728.660468 + Penalty 1475.018598 = -544253.641870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.450890 sec): 3 clusters Score: Raw -540876.436208 + Penalty 2950.037196 = -537926.399012 nChanged 3769 SP:Iteration 1F (107.512851 sec): 3 clusters Score: Raw -543275.284159 + Penalty 2950.037196 = -540325.246963 nChanged 660 SP:Iteration 2F (107.575536 sec): 3 clusters Score: Raw -543862.558350 + Penalty 2950.037196 = -540912.521155 nChanged 662 SP:Iteration 3F (107.632682 sec): 3 clusters Score: Raw -544339.852868 + Penalty 2950.037196 = -541389.815672 nChanged 608 SP:Iteration 4F (107.691618 sec): 3 clusters Score: Raw -544735.015383 + Penalty 2950.037196 = -541784.978188 nChanged 593 SP:Iteration 5F (107.745163 sec): 3 clusters Score: Raw -545121.836097 + Penalty 2950.037196 = -542171.798901 nChanged 527 SP:Iteration 6F (107.801189 sec): 3 clusters Score: Raw -545451.154477 + Penalty 2950.037196 = -542501.117281 nChanged 455 SP:Iteration 7F (107.860321 sec): 3 clusters Score: Raw -545734.833180 + Penalty 2950.037196 = -542784.795984 nChanged 389 SP:Iteration 8Q (107.922781 sec): 3 clusters Score: Raw -545981.286832 + Penalty 2950.037196 = -543031.249637 nChanged 325 SP:Iteration 9Q (107.981701 sec): 3 clusters Score: Raw -546170.374116 + Penalty 2950.037196 = -543220.336921 nChanged 269 SP:Iteration 10Q (108.037003 sec): 3 clusters Score: Raw -546335.384028 + Penalty 2950.037196 = -543385.346833 nChanged 213 SP:Iteration 11Q (108.105748 sec): 3 clusters Score: Raw -546466.379053 + Penalty 2950.037196 = -543516.341858 nChanged 199 SP:Iteration 12Q (108.159490 sec): 3 clusters Score: Raw -546601.982745 + Penalty 2950.037196 = -543651.945549 nChanged 195 SP:Iteration 13Q (108.212023 sec): 3 clusters Score: Raw -546738.447971 + Penalty 2950.037196 = -543788.410775 nChanged 188 SP:Iteration 14Q (108.286811 sec): 3 clusters Score: Raw -546851.581197 + Penalty 2950.037196 = -543901.544002 nChanged 157 SP:Iteration 15Q (108.346235 sec): 3 clusters Score: Raw -546927.016114 + Penalty 2950.037196 = -543976.978919 nChanged 117 SP:Iteration 16Q (108.397063 sec): 3 clusters Score: Raw -546986.697165 + Penalty 2950.037196 = -544036.659969 nChanged 103 SP:Iteration 17Q (108.462646 sec): 3 clusters Score: Raw -547044.327759 + Penalty 2950.037196 = -544094.290563 nChanged 103 SP:Iteration 18Q (108.520172 sec): 3 clusters Score: Raw -547103.118855 + Penalty 2950.037196 = -544153.081660 nChanged 80 SP:Iteration 19Q (108.585464 sec): 3 clusters Score: Raw -547144.375476 + Penalty 2950.037196 = -544194.338280 nChanged 74 SP:Iteration 20F (108.638601 sec): 3 clusters Score: Raw -547177.612962 + Penalty 2950.037196 = -544227.575767 nChanged 63 SP:Iteration 21Q (108.710487 sec): 3 clusters Score: Raw -547208.451273 + Penalty 2950.037196 = -544258.414078 nChanged 59 SP:Iteration 22Q (108.762003 sec): 3 clusters Score: Raw -547243.224148 + Penalty 2950.037196 = -544293.186952 nChanged 61 SP:Iteration 23Q (108.835510 sec): 3 clusters Score: Raw -547278.509045 + Penalty 2950.037196 = -544328.471850 nChanged 54 SP:Iteration 24Q (108.886160 sec): 3 clusters Score: Raw -547310.706929 + Penalty 2950.037196 = -544360.669733 nChanged 52 SP:Iteration 25Q (108.958297 sec): 3 clusters Score: Raw -547346.240606 + Penalty 2950.037196 = -544396.203411 nChanged 48 SP:Iteration 26Q (109.015517 sec): 3 clusters Score: Raw -547383.683203 + Penalty 2950.037196 = -544433.646007 nChanged 50 SP:Iteration 27Q (109.083621 sec): 3 clusters Score: Raw -547431.819780 + Penalty 2950.037196 = -544481.782585 nChanged 45 SP:Iteration 28Q (109.146752 sec): 3 clusters Score: Raw -547475.864283 + Penalty 2950.037196 = -544525.827087 nChanged 43 SP:Iteration 29Q (109.195843 sec): 3 clusters Score: Raw -547515.768017 + Penalty 2950.037196 = -544565.730821 nChanged 42 SP:Iteration 30Q (109.269481 sec): 3 clusters Score: Raw -547558.323959 + Penalty 2950.037196 = -544608.286764 nChanged 47 SP:Iteration 31Q (109.320108 sec): 3 clusters Score: Raw -547606.749789 + Penalty 2950.037196 = -544656.712594 nChanged 55 SP:Iteration 32Q (109.391318 sec): 3 clusters Score: Raw -547664.409868 + Penalty 2950.037196 = -544714.372673 nChanged 69 SP:Iteration 33Q (109.452118 sec): 3 clusters Score: Raw -547743.529721 + Penalty 2950.037196 = -544793.492525 nChanged 63 SP:Iteration 34Q (109.514047 sec): 3 clusters Score: Raw -547795.955585 + Penalty 2950.037196 = -544845.918389 nChanged 56 SP:Iteration 35Q (109.574021 sec): 3 clusters Score: Raw -547825.254969 + Penalty 2950.037196 = -544875.217773 nChanged 47 SP:Iteration 36Q (109.635521 sec): 3 clusters Score: Raw -547849.835753 + Penalty 2950.037196 = -544899.798557 nChanged 44 SP:Iteration 37Q (109.692377 sec): 3 clusters Score: Raw -547867.669764 + Penalty 2950.037196 = -544917.632568 nChanged 38 SP:Iteration 38Q (109.742607 sec): 3 clusters Score: Raw -547883.894115 + Penalty 2950.037196 = -544933.856919 nChanged 32 SP:Iteration 39Q (109.802527 sec): 3 clusters Score: Raw -547895.587661 + Penalty 2950.037196 = -544945.550466 nChanged 16 SP:Iteration 40F (109.863778 sec): 3 clusters Score: Raw -547900.865134 + Penalty 2950.037196 = -544950.827938 nChanged 17 SP:Iteration 41Q (109.925959 sec): 3 clusters Score: Raw -547906.027980 + Penalty 2950.037196 = -544955.990784 nChanged 18 SP:Iteration 42Q (109.985683 sec): 3 clusters Score: Raw -547910.505260 + Penalty 2950.037196 = -544960.468064 nChanged 15 SP:Iteration 43Q (110.056982 sec): 3 clusters Score: Raw -547914.216652 + Penalty 2950.037196 = -544964.179457 nChanged 12 SP:Iteration 44Q (110.117202 sec): 3 clusters Score: Raw -547917.428766 + Penalty 2950.037196 = -544967.391570 nChanged 6 SP:Iteration 45Q (110.177754 sec): 3 clusters Score: Raw -547918.661936 + Penalty 2950.037196 = -544968.624741 nChanged 3 SP:Iteration 46Q (110.237997 sec): 3 clusters Score: Raw -547919.328500 + Penalty 2950.037196 = -544969.291304 nChanged 5 SP:Iteration 47Q (110.287709 sec): 3 clusters Score: Raw -547920.847385 + Penalty 2950.037196 = -544970.810190 nChanged 9 SP:Iteration 48Q (110.347859 sec): 3 clusters Score: Raw -547923.172531 + Penalty 2950.037196 = -544973.135336 nChanged 5 SP:Iteration 49Q (110.417260 sec): 3 clusters Score: Raw -547924.504584 + Penalty 2950.037196 = -544974.467389 nChanged 3 SP:Iteration 50Q (110.478990 sec): 3 clusters Score: Raw -547925.535512 + Penalty 2950.037196 = -544975.498316 nChanged 6 SP:Iteration 51Q (110.539115 sec): 3 clusters Score: Raw -547926.580776 + Penalty 2950.037196 = -544976.543581 nChanged 4 SP:Iteration 52Q (110.588127 sec): 3 clusters Score: Raw -547927.758660 + Penalty 2950.037196 = -544977.721465 nChanged 6 SP:Iteration 53Q (110.649127 sec): 3 clusters Score: Raw -547929.175114 + Penalty 2950.037196 = -544979.137919 nChanged 6 SP:Iteration 54Q (110.712554 sec): 3 clusters Score: Raw -547930.210198 + Penalty 2950.037196 = -544980.173003 nChanged 8 SP:Iteration 55Q (110.770715 sec): 3 clusters Score: Raw -547932.692576 + Penalty 2950.037196 = -544982.655380 nChanged 8 SP:Iteration 56Q (110.834776 sec): 3 clusters Score: Raw -547934.836486 + Penalty 2950.037196 = -544984.799290 nChanged 6 SP:Iteration 57Q (110.883679 sec): 3 clusters Score: Raw -547936.307600 + Penalty 2950.037196 = -544986.270404 nChanged 2 SP:Iteration 58Q (110.944549 sec): 3 clusters Score: Raw -547936.734421 + Penalty 2950.037196 = -544986.697226 nChanged 2 SP:Iteration 59Q (111.005924 sec): 3 clusters Score: Raw -547937.252361 + Penalty 2950.037196 = -544987.215166 nChanged 4 SP:Iteration 60F (111.068986 sec): 3 clusters Score: Raw -547937.782430 + Penalty 2950.037196 = -544987.745235 nChanged 1 SP:Iteration 61Q (111.128743 sec): 3 clusters Score: Raw -547937.965887 + Penalty 2950.037196 = -544987.928691 nChanged 1 SP:Iteration 62Q (111.198089 sec): 3 clusters Score: Raw -547938.101150 + Penalty 2950.037196 = -544988.063954 nChanged 1 SP:Iteration 63Q (111.256277 sec): 3 clusters Score: Raw -547938.472064 + Penalty 2950.037196 = -544988.434868 nChanged 2 SP:Iteration 64Q (111.315559 sec): 3 clusters Score: Raw -547938.816892 + Penalty 2950.037196 = -544988.779697 nChanged 0 SP:Iteration 65F (111.371341 sec): 3 clusters Score: Raw -547938.816892 + Penalty 2950.037196 = -544988.779697 nChanged 0 Score: Raw -15294249.084005 + Penalty 38555.343272 = -15255693.740733 Splitting cluster 18 changes total score from -15252051.979042 to -15255693.740733 So it's getting split into cluster 16. Trying to split cluster 19 (2456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.783340 sec): 2 clusters Score: Raw -137404.622924 + Penalty 1268.522010 = -136136.100914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.823636 sec): 3 clusters Score: Raw -136309.850457 + Penalty 2537.044019 = -133772.806438 nChanged 890 SP:Iteration 1F (114.886478 sec): 3 clusters Score: Raw -136896.175839 + Penalty 2537.044019 = -134359.131820 nChanged 198 SP:Iteration 2F (114.932605 sec): 3 clusters Score: Raw -137064.862251 + Penalty 2537.044019 = -134527.818232 nChanged 142 SP:Iteration 3F (114.983439 sec): 3 clusters Score: Raw -137193.226488 + Penalty 2537.044019 = -134656.182469 nChanged 113 SP:Iteration 4Q (115.034774 sec): 3 clusters Score: Raw -137380.164610 + Penalty 2537.044019 = -134843.120591 nChanged 123 SP:Iteration 5F (115.089812 sec): 3 clusters Score: Raw -137653.579613 + Penalty 2537.044019 = -135116.535594 nChanged 146 SP:Iteration 6F (115.143162 sec): 3 clusters Score: Raw -137968.154331 + Penalty 2537.044019 = -135431.110312 nChanged 155 SP:Iteration 7F (115.183695 sec): 3 clusters Score: Raw -138130.289440 + Penalty 2537.044019 = -135593.245421 nChanged 141 SP:Iteration 8F (115.245569 sec): 3 clusters Score: Raw -138252.516739 + Penalty 2537.044019 = -135715.472720 nChanged 117 SP:Iteration 9Q (115.301030 sec): 3 clusters Score: Raw -138371.288446 + Penalty 2537.044019 = -135834.244427 nChanged 102 SP:Iteration 10Q (115.340732 sec): 3 clusters Score: Raw -138469.234653 + Penalty 2537.044019 = -135932.190634 nChanged 80 SP:Iteration 11Q (115.388413 sec): 3 clusters Score: Raw -138535.260735 + Penalty 2537.044019 = -135998.216715 nChanged 48 SP:Iteration 12Q (115.440481 sec): 3 clusters Score: Raw -138570.949626 + Penalty 2537.044019 = -136033.905607 nChanged 36 SP:Iteration 13Q (115.498666 sec): 3 clusters Score: Raw -138593.731268 + Penalty 2537.044019 = -136056.687249 nChanged 25 SP:Iteration 14Q (115.552180 sec): 3 clusters Score: Raw -138611.236116 + Penalty 2537.044019 = -136074.192097 nChanged 24 SP:Iteration 15Q (115.607793 sec): 3 clusters Score: Raw -138628.127073 + Penalty 2537.044019 = -136091.083054 nChanged 21 SP:Iteration 16Q (115.650642 sec): 3 clusters Score: Raw -138640.031120 + Penalty 2537.044019 = -136102.987101 nChanged 23 SP:Iteration 17Q (115.699168 sec): 3 clusters Score: Raw -138652.497291 + Penalty 2537.044019 = -136115.453272 nChanged 23 SP:Iteration 18Q (115.755019 sec): 3 clusters Score: Raw -138663.014208 + Penalty 2537.044019 = -136125.970189 nChanged 19 SP:Iteration 19Q (115.808976 sec): 3 clusters Score: Raw -138674.366221 + Penalty 2537.044019 = -136137.322202 nChanged 19 SP:Iteration 20F (115.852854 sec): 3 clusters Score: Raw -138687.195538 + Penalty 2537.044019 = -136150.151519 nChanged 34 SP:Iteration 21Q (115.911717 sec): 3 clusters Score: Raw -138727.492624 + Penalty 2537.044019 = -136190.448605 nChanged 46 SP:Iteration 22Q (115.967532 sec): 3 clusters Score: Raw -138784.916642 + Penalty 2537.044019 = -136247.872623 nChanged 44 SP:Iteration 23Q (116.007037 sec): 3 clusters Score: Raw -138841.303996 + Penalty 2537.044019 = -136304.259977 nChanged 38 SP:Iteration 24Q (116.068935 sec): 3 clusters Score: Raw -138905.667286 + Penalty 2537.044019 = -136368.623267 nChanged 29 SP:Iteration 25Q (116.106073 sec): 3 clusters Score: Raw -138947.900300 + Penalty 2537.044019 = -136410.856281 nChanged 18 SP:Iteration 26Q (116.155672 sec): 3 clusters Score: Raw -138968.427121 + Penalty 2537.044019 = -136431.383102 nChanged 12 SP:Iteration 27Q (116.202054 sec): 3 clusters Score: Raw -138980.578014 + Penalty 2537.044019 = -136443.533995 nChanged 11 SP:Iteration 28Q (116.246634 sec): 3 clusters Score: Raw -138994.015769 + Penalty 2537.044019 = -136456.971750 nChanged 11 SP:Iteration 29Q (116.299790 sec): 3 clusters Score: Raw -139004.260520 + Penalty 2537.044019 = -136467.216501 nChanged 5 SP:Iteration 30Q (116.339054 sec): 3 clusters Score: Raw -139010.315626 + Penalty 2537.044019 = -136473.271607 nChanged 6 SP:Iteration 31Q (116.395243 sec): 3 clusters Score: Raw -139014.909495 + Penalty 2537.044019 = -136477.865476 nChanged 2 SP:Iteration 32Q (116.441974 sec): 3 clusters Score: Raw -139017.183018 + Penalty 2537.044019 = -136480.138999 nChanged 1 SP:Iteration 33Q (116.504051 sec): 3 clusters Score: Raw -139018.712621 + Penalty 2537.044019 = -136481.668602 nChanged 2 SP:Iteration 34Q (116.548702 sec): 3 clusters Score: Raw -139020.982841 + Penalty 2537.044019 = -136483.938822 nChanged 0 SP:Iteration 35F (116.600241 sec): 3 clusters Score: Raw -139020.982841 + Penalty 2537.044019 = -136483.938822 nChanged 0 Score: Raw -15295865.443922 + Penalty 40584.571865 = -15255280.872057 Splitting cluster 19 changes total score from -15252051.979042 to -15255280.872057 So it's getting split into cluster 20. Iteration 20F (123.825004 sec): 21 clusters Score: Raw -15298288.418203 + Penalty 40584.571865 = -15257703.846338 nChanged 4010 Iteration 21Q (125.284446 sec): 21 clusters Score: Raw -15300047.043744 + Penalty 40584.571865 = -15259462.471879 nChanged 2294 Iteration 22Q (126.674325 sec): 21 clusters Score: Raw -15301015.763338 + Penalty 40584.571865 = -15260431.191473 nChanged 1906 Iteration 23Q (128.075611 sec): 21 clusters Score: Raw -15301834.804693 + Penalty 40584.571865 = -15261250.232828 nChanged 1734 Iteration 24Q (129.493609 sec): 21 clusters Score: Raw -15302459.216123 + Penalty 40584.571865 = -15261874.644258 nChanged 1545 Iteration 25Q (130.954703 sec): 21 clusters Score: Raw -15302942.852755 + Penalty 40584.571865 = -15262358.280890 nChanged 1395 Iteration 26Q (132.439928 sec): 21 clusters Score: Raw -15303345.102502 + Penalty 40584.571865 = -15262760.530637 nChanged 1265 Iteration 27Q (134.009494 sec): 21 clusters Score: Raw -15303686.760628 + Penalty 40584.571865 = -15263102.188763 nChanged 1166 Iteration 28Q (135.460200 sec): 21 clusters Score: Raw -15303983.322356 + Penalty 40584.571865 = -15263398.750492 nChanged 1091 Iteration 29Q (136.958991 sec): 21 clusters Score: Raw -15304276.208779 + Penalty 40584.571865 = -15263691.636915 nChanged 1123 Iteration 30Q (138.393158 sec): 21 clusters Score: Raw -15304603.196939 + Penalty 40584.571865 = -15264018.625074 nChanged 1040 Iteration 31Q (139.835176 sec): 21 clusters Score: Raw -15304903.110561 + Penalty 40584.571865 = -15264318.538697 nChanged 989 Iteration 32Q (141.319679 sec): 21 clusters Score: Raw -15305174.144705 + Penalty 40584.571865 = -15264589.572840 nChanged 996 Iteration 33Q (142.740513 sec): 21 clusters Score: Raw -15305481.331745 + Penalty 40584.571865 = -15264896.759881 nChanged 1006 Iteration 34Q (144.166485 sec): 21 clusters Score: Raw -15305795.452400 + Penalty 40584.571865 = -15265210.880535 nChanged 999 Iteration 35Q (145.694553 sec): 21 clusters Score: Raw -15306088.106229 + Penalty 40584.571865 = -15265503.534365 nChanged 974 Iteration 36Q (147.145702 sec): 21 clusters Score: Raw -15306369.882687 + Penalty 40584.571865 = -15265785.310822 nChanged 942 Iteration 37Q (148.680010 sec): 21 clusters Score: Raw -15306635.652165 + Penalty 40584.571865 = -15266051.080300 nChanged 880 Iteration 38Q (150.230140 sec): 21 clusters Score: Raw -15306834.772554 + Penalty 40584.571865 = -15266250.200689 nChanged 789 Iteration 39Q (151.745343 sec): 21 clusters Score: Raw -15307008.761878 + Penalty 40584.571865 = -15266424.190013 nChanged 753 Iteration 40F (155.353977 sec): 21 clusters Score: Raw -15307576.909186 + Penalty 40584.571865 = -15266992.337321 nChanged 1110 Iteration 41Q (156.937068 sec): 21 clusters Score: Raw -15308020.418358 + Penalty 40584.571865 = -15267435.846493 nChanged 1086 Iteration 42Q (158.323271 sec): 21 clusters Score: Raw -15308297.341326 + Penalty 40584.571865 = -15267712.769461 nChanged 1017 Iteration 43Q (159.797982 sec): 21 clusters Score: Raw -15308515.434606 + Penalty 40584.571865 = -15267930.862741 nChanged 897 Iteration 44Q (161.271369 sec): 21 clusters Score: Raw -15308700.533386 + Penalty 40584.571865 = -15268115.961521 nChanged 881 Iteration 45Q (162.723552 sec): 21 clusters Score: Raw -15308857.288122 + Penalty 40584.571865 = -15268272.716257 nChanged 855 Iteration 46Q (164.149551 sec): 21 clusters Score: Raw -15308994.673014 + Penalty 40584.571865 = -15268410.101149 nChanged 756 Iteration 47Q (165.630272 sec): 21 clusters Score: Raw -15309107.504740 + Penalty 40584.571865 = -15268522.932875 nChanged 725 Iteration 48Q (167.016962 sec): 21 clusters Score: Raw -15309208.489769 + Penalty 40584.571865 = -15268623.917904 nChanged 646 Iteration 49Q (168.589445 sec): 21 clusters Score: Raw -15309295.714478 + Penalty 40584.571865 = -15268711.142613 nChanged 666 Iteration 50Q (170.100221 sec): 21 clusters Score: Raw -15309382.167697 + Penalty 40584.571865 = -15268797.595832 nChanged 573 Iteration 51Q (171.714563 sec): 21 clusters Score: Raw -15309447.402682 + Penalty 40584.571865 = -15268862.830817 nChanged 533 Iteration 52Q (173.157619 sec): 21 clusters Score: Raw -15309506.557179 + Penalty 40584.571865 = -15268921.985314 nChanged 489 Iteration 53Q (174.709030 sec): 21 clusters Score: Raw -15309558.203928 + Penalty 40584.571865 = -15268973.632063 nChanged 487 Iteration 54Q (176.312897 sec): 21 clusters Score: Raw -15309608.634407 + Penalty 40584.571865 = -15269024.062542 nChanged 448 Iteration 55Q (177.897406 sec): 21 clusters Score: Raw -15309650.302138 + Penalty 40584.571865 = -15269065.730273 nChanged 418 Iteration 56Q (179.505842 sec): 21 clusters Score: Raw -15309680.723360 + Penalty 40584.571865 = -15269096.151495 nChanged 390 Iteration 57Q (180.972880 sec): 21 clusters Score: Raw -15309708.796764 + Penalty 40584.571865 = -15269124.224899 nChanged 344 Iteration 58Q (182.607919 sec): 21 clusters Score: Raw -15309738.075118 + Penalty 40584.571865 = -15269153.503253 nChanged 336 Writing temp clu file Because OldScore, -15269124.224899, is greater than current (better) Score,-15269153.503253 Compute initial score before splitting: Score: Raw -15309738.075118 + Penalty 40584.571865 = -15269153.503253 Trying to split cluster 1 (73541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (182.819625 sec): 2 clusters Score: Raw -4451977.491100 + Penalty 1820.909732 = -4450156.581367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (182.986977 sec): 3 clusters Score: Raw -4404539.764571 + Penalty 3641.819465 = -4400897.945106 nChanged 34772 SP:Iteration 1F (183.164359 sec): 3 clusters Score: Raw -4424408.846750 + Penalty 3641.819465 = -4420767.027286 nChanged 3022 SP:Iteration 2Q (183.344853 sec): 3 clusters Score: Raw -4425328.854484 + Penalty 3641.819465 = -4421687.035019 nChanged 3250 SP:Iteration 3Q (183.521203 sec): 3 clusters Score: Raw -4426533.262189 + Penalty 3641.819465 = -4422891.442724 nChanged 3788 SP:Iteration 4F (183.680381 sec): 3 clusters Score: Raw -4428339.744537 + Penalty 3641.819465 = -4424697.925072 nChanged 4437 SP:Iteration 5F (183.852216 sec): 3 clusters Score: Raw -4430891.475500 + Penalty 3641.819465 = -4427249.656036 nChanged 4787 SP:Iteration 6F (184.023687 sec): 3 clusters Score: Raw -4434077.524995 + Penalty 3641.819465 = -4430435.705530 nChanged 4777 SP:Iteration 7F (184.188230 sec): 3 clusters Score: Raw -4437530.711027 + Penalty 3641.819465 = -4433888.891563 nChanged 4383 SP:Iteration 8F (184.363290 sec): 3 clusters Score: Raw -4440840.275328 + Penalty 3641.819465 = -4437198.455863 nChanged 3767 SP:Iteration 9F (184.540758 sec): 3 clusters Score: Raw -4443616.636954 + Penalty 3641.819465 = -4439974.817489 nChanged 2905 SP:Iteration 10Q (184.710562 sec): 3 clusters Score: Raw -4445688.103223 + Penalty 3641.819465 = -4442046.283758 nChanged 2207 SP:Iteration 11Q (184.882711 sec): 3 clusters Score: Raw -4447182.503341 + Penalty 3641.819465 = -4443540.683877 nChanged 1674 SP:Iteration 12Q (185.044580 sec): 3 clusters Score: Raw -4448154.294175 + Penalty 3641.819465 = -4444512.474710 nChanged 1319 SP:Iteration 13Q (185.199367 sec): 3 clusters Score: Raw -4448846.228888 + Penalty 3641.819465 = -4445204.409423 nChanged 1069 SP:Iteration 14Q (185.375664 sec): 3 clusters Score: Raw -4449383.456723 + Penalty 3641.819465 = -4445741.637258 nChanged 949 SP:Iteration 15Q (185.528013 sec): 3 clusters Score: Raw -4449819.819100 + Penalty 3641.819465 = -4446177.999635 nChanged 878 SP:Iteration 16Q (185.680975 sec): 3 clusters Score: Raw -4450192.184686 + Penalty 3641.819465 = -4446550.365221 nChanged 788 SP:Iteration 17Q (185.844152 sec): 3 clusters Score: Raw -4450540.547812 + Penalty 3641.819465 = -4446898.728347 nChanged 745 SP:Iteration 18Q (186.005423 sec): 3 clusters Score: Raw -4450875.309089 + Penalty 3641.819465 = -4447233.489625 nChanged 633 SP:Iteration 19Q (186.160658 sec): 3 clusters Score: Raw -4451173.951981 + Penalty 3641.819465 = -4447532.132516 nChanged 555 SP:Iteration 20F (186.331818 sec): 3 clusters Score: Raw -4451448.253715 + Penalty 3641.819465 = -4447806.434250 nChanged 476 SP:Iteration 21Q (186.479374 sec): 3 clusters Score: Raw -4451670.906451 + Penalty 3641.819465 = -4448029.086986 nChanged 393 SP:Iteration 22Q (186.625994 sec): 3 clusters Score: Raw -4451852.228495 + Penalty 3641.819465 = -4448210.409031 nChanged 315 SP:Iteration 23Q (186.769169 sec): 3 clusters Score: Raw -4451996.133433 + Penalty 3641.819465 = -4448354.313968 nChanged 263 SP:Iteration 24Q (186.915177 sec): 3 clusters Score: Raw -4452117.748717 + Penalty 3641.819465 = -4448475.929252 nChanged 236 SP:Iteration 25Q (187.056865 sec): 3 clusters Score: Raw -4452229.218413 + Penalty 3641.819465 = -4448587.398948 nChanged 181 SP:Iteration 26Q (187.196827 sec): 3 clusters Score: Raw -4452312.836412 + Penalty 3641.819465 = -4448671.016947 nChanged 169 SP:Iteration 27Q (187.325758 sec): 3 clusters Score: Raw -4452391.292589 + Penalty 3641.819465 = -4448749.473124 nChanged 151 SP:Iteration 28Q (187.457426 sec): 3 clusters Score: Raw -4452468.987881 + Penalty 3641.819465 = -4448827.168416 nChanged 129 SP:Iteration 29Q (187.608980 sec): 3 clusters Score: Raw -4452533.408799 + Penalty 3641.819465 = -4448891.589334 nChanged 125 SP:Iteration 30Q (187.754635 sec): 3 clusters Score: Raw -4452596.670632 + Penalty 3641.819465 = -4448954.851167 nChanged 124 SP:Iteration 31Q (187.898013 sec): 3 clusters Score: Raw -4452653.274748 + Penalty 3641.819465 = -4449011.455284 nChanged 111 SP:Iteration 32Q (188.028009 sec): 3 clusters Score: Raw -4452704.466948 + Penalty 3641.819465 = -4449062.647483 nChanged 97 SP:Iteration 33Q (188.179775 sec): 3 clusters Score: Raw -4452745.220784 + Penalty 3641.819465 = -4449103.401319 nChanged 82 SP:Iteration 34Q (188.321986 sec): 3 clusters Score: Raw -4452777.596825 + Penalty 3641.819465 = -4449135.777361 nChanged 66 SP:Iteration 35Q (188.447915 sec): 3 clusters Score: Raw -4452797.952694 + Penalty 3641.819465 = -4449156.133229 nChanged 46 SP:Iteration 36Q (188.578128 sec): 3 clusters Score: Raw -4452813.151396 + Penalty 3641.819465 = -4449171.331931 nChanged 38 SP:Iteration 37Q (188.715861 sec): 3 clusters Score: Raw -4452823.014299 + Penalty 3641.819465 = -4449181.194835 nChanged 27 SP:Iteration 38Q (188.844270 sec): 3 clusters Score: Raw -4452829.537503 + Penalty 3641.819465 = -4449187.718038 nChanged 29 SP:Iteration 39Q (188.979694 sec): 3 clusters Score: Raw -4452836.521009 + Penalty 3641.819465 = -4449194.701545 nChanged 27 SP:Iteration 40F (189.153941 sec): 3 clusters Score: Raw -4452844.449836 + Penalty 3641.819465 = -4449202.630372 nChanged 27 SP:Iteration 41Q (189.278125 sec): 3 clusters Score: Raw -4452850.680202 + Penalty 3641.819465 = -4449208.860737 nChanged 25 SP:Iteration 42Q (189.424024 sec): 3 clusters Score: Raw -4452855.279552 + Penalty 3641.819465 = -4449213.460087 nChanged 16 SP:Iteration 43Q (189.561078 sec): 3 clusters Score: Raw -4452858.198976 + Penalty 3641.819465 = -4449216.379512 nChanged 12 SP:Iteration 44Q (189.688970 sec): 3 clusters Score: Raw -4452860.548382 + Penalty 3641.819465 = -4449218.728917 nChanged 11 SP:Iteration 45Q (189.823448 sec): 3 clusters Score: Raw -4452862.747040 + Penalty 3641.819465 = -4449220.927576 nChanged 11 SP:Iteration 46Q (189.958213 sec): 3 clusters Score: Raw -4452864.988873 + Penalty 3641.819465 = -4449223.169408 nChanged 8 SP:Iteration 47Q (190.092188 sec): 3 clusters Score: Raw -4452866.526361 + Penalty 3641.819465 = -4449224.706896 nChanged 10 SP:Iteration 48Q (190.228488 sec): 3 clusters Score: Raw -4452868.334376 + Penalty 3641.819465 = -4449226.514911 nChanged 6 SP:Iteration 49Q (190.371005 sec): 3 clusters Score: Raw -4452869.980306 + Penalty 3641.819465 = -4449228.160841 nChanged 13 SP:Iteration 50Q (190.494926 sec): 3 clusters Score: Raw -4452872.226463 + Penalty 3641.819465 = -4449230.406998 nChanged 9 SP:Iteration 51Q (190.635313 sec): 3 clusters Score: Raw -4452874.093489 + Penalty 3641.819465 = -4449232.274024 nChanged 12 SP:Iteration 52Q (190.773134 sec): 3 clusters Score: Raw -4452876.866515 + Penalty 3641.819465 = -4449235.047050 nChanged 17 SP:Iteration 53Q (190.897020 sec): 3 clusters Score: Raw -4452881.231285 + Penalty 3641.819465 = -4449239.411820 nChanged 13 SP:Iteration 54Q (191.031388 sec): 3 clusters Score: Raw -4452884.892460 + Penalty 3641.819465 = -4449243.072996 nChanged 18 SP:Iteration 55Q (191.172293 sec): 3 clusters Score: Raw -4452887.540746 + Penalty 3641.819465 = -4449245.721281 nChanged 10 SP:Iteration 56Q (191.298675 sec): 3 clusters Score: Raw -4452888.998707 + Penalty 3641.819465 = -4449247.179243 nChanged 8 SP:Iteration 57Q (191.433212 sec): 3 clusters Score: Raw -4452890.571510 + Penalty 3641.819465 = -4449248.752045 nChanged 15 SP:Iteration 58Q (191.571703 sec): 3 clusters Score: Raw -4452893.598236 + Penalty 3641.819465 = -4449251.778771 nChanged 10 SP:Iteration 59Q (191.715674 sec): 3 clusters Score: Raw -4452895.650849 + Penalty 3641.819465 = -4449253.831385 nChanged 11 SP:Iteration 60F (191.874501 sec): 3 clusters Score: Raw -4452897.933835 + Penalty 3641.819465 = -4449256.114370 nChanged 14 SP:Iteration 61Q (192.020769 sec): 3 clusters Score: Raw -4452900.645695 + Penalty 3641.819465 = -4449258.826230 nChanged 8 SP:Iteration 62Q (192.161569 sec): 3 clusters Score: Raw -4452902.732248 + Penalty 3641.819465 = -4449260.912784 nChanged 12 SP:Iteration 63Q (192.291584 sec): 3 clusters Score: Raw -4452905.692437 + Penalty 3641.819465 = -4449263.872972 nChanged 13 SP:Iteration 64Q (192.442397 sec): 3 clusters Score: Raw -4452909.779405 + Penalty 3641.819465 = -4449267.959941 nChanged 20 SP:Iteration 65Q (192.568726 sec): 3 clusters Score: Raw -4452913.773931 + Penalty 3641.819465 = -4449271.954466 nChanged 15 SP:Iteration 66Q (192.707496 sec): 3 clusters Score: Raw -4452916.083151 + Penalty 3641.819465 = -4449274.263686 nChanged 8 SP:Iteration 67Q (192.839664 sec): 3 clusters Score: Raw -4452917.457642 + Penalty 3641.819465 = -4449275.638177 nChanged 6 SP:Iteration 68Q (192.992988 sec): 3 clusters Score: Raw -4452918.423145 + Penalty 3641.819465 = -4449276.603680 nChanged 4 SP:Iteration 69Q (193.128140 sec): 3 clusters Score: Raw -4452919.119164 + Penalty 3641.819465 = -4449277.299700 nChanged 5 SP:Iteration 70Q (193.260841 sec): 3 clusters Score: Raw -4452920.030244 + Penalty 3641.819465 = -4449278.210780 nChanged 4 SP:Iteration 71Q (193.395307 sec): 3 clusters Score: Raw -4452921.042556 + Penalty 3641.819465 = -4449279.223092 nChanged 6 SP:Iteration 72Q (193.540639 sec): 3 clusters Score: Raw -4452921.812975 + Penalty 3641.819465 = -4449279.993511 nChanged 7 SP:Iteration 73Q (193.667456 sec): 3 clusters Score: Raw -4452923.142396 + Penalty 3641.819465 = -4449281.322932 nChanged 5 SP:Iteration 74Q (193.813612 sec): 3 clusters Score: Raw -4452924.244373 + Penalty 3641.819465 = -4449282.424908 nChanged 6 SP:Iteration 75Q (193.937814 sec): 3 clusters Score: Raw -4452925.492687 + Penalty 3641.819465 = -4449283.673222 nChanged 5 SP:Iteration 76Q (194.075850 sec): 3 clusters Score: Raw -4452926.112767 + Penalty 3641.819465 = -4449284.293302 nChanged 6 SP:Iteration 77Q (194.208575 sec): 3 clusters Score: Raw -4452927.519304 + Penalty 3641.819465 = -4449285.699839 nChanged 9 SP:Iteration 78Q (194.349725 sec): 3 clusters Score: Raw -4452928.752353 + Penalty 3641.819465 = -4449286.932889 nChanged 7 SP:Iteration 79Q (194.483745 sec): 3 clusters Score: Raw -4452929.876915 + Penalty 3641.819465 = -4449288.057451 nChanged 7 SP:Iteration 80F (194.647461 sec): 3 clusters Score: Raw -4452930.989269 + Penalty 3641.819465 = -4449289.169804 nChanged 5 SP:Iteration 81Q (194.779208 sec): 3 clusters Score: Raw -4452931.475108 + Penalty 3641.819465 = -4449289.655644 nChanged 4 SP:Iteration 82Q (194.922314 sec): 3 clusters Score: Raw -4452932.149202 + Penalty 3641.819465 = -4449290.329738 nChanged 4 SP:Iteration 83Q (195.043524 sec): 3 clusters Score: Raw -4452932.440397 + Penalty 3641.819465 = -4449290.620932 nChanged 0 SP:Iteration 84F (195.214062 sec): 3 clusters Score: Raw -4452932.440397 + Penalty 3641.819465 = -4449290.620932 nChanged 0 Trying to split cluster 2 (25870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (195.282719 sec): 2 clusters Score: Raw -1586750.392122 + Penalty 1651.136382 = -1585099.255740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (195.371523 sec): 3 clusters Score: Raw -1571041.608433 + Penalty 3302.272764 = -1567739.335668 nChanged 11802 SP:Iteration 1F (195.452344 sec): 3 clusters Score: Raw -1577749.365608 + Penalty 3302.272764 = -1574447.092843 nChanged 1405 SP:Iteration 2F (195.558430 sec): 3 clusters Score: Raw -1578290.571211 + Penalty 3302.272764 = -1574988.298446 nChanged 1356 SP:Iteration 3F (195.644025 sec): 3 clusters Score: Raw -1578905.254883 + Penalty 3302.272764 = -1575602.982118 nChanged 1428 SP:Iteration 4F (195.737276 sec): 3 clusters Score: Raw -1579667.266644 + Penalty 3302.272764 = -1576364.993879 nChanged 1514 SP:Iteration 5F (195.826554 sec): 3 clusters Score: Raw -1580587.751719 + Penalty 3302.272764 = -1577285.478955 nChanged 1536 SP:Iteration 6F (195.917519 sec): 3 clusters Score: Raw -1581641.814127 + Penalty 3302.272764 = -1578339.541362 nChanged 1504 SP:Iteration 7F (196.008632 sec): 3 clusters Score: Raw -1582788.894958 + Penalty 3302.272764 = -1579486.622193 nChanged 1316 SP:Iteration 8F (196.100298 sec): 3 clusters Score: Raw -1583839.693405 + Penalty 3302.272764 = -1580537.420641 nChanged 1017 SP:Iteration 9Q (196.192048 sec): 3 clusters Score: Raw -1584617.780502 + Penalty 3302.272764 = -1581315.507738 nChanged 809 SP:Iteration 10Q (196.283176 sec): 3 clusters Score: Raw -1585180.287035 + Penalty 3302.272764 = -1581878.014270 nChanged 623 SP:Iteration 11Q (196.371845 sec): 3 clusters Score: Raw -1585579.569508 + Penalty 3302.272764 = -1582277.296743 nChanged 461 SP:Iteration 12Q (196.454387 sec): 3 clusters Score: Raw -1585833.691171 + Penalty 3302.272764 = -1582531.418407 nChanged 373 SP:Iteration 13Q (196.542751 sec): 3 clusters Score: Raw -1586012.353577 + Penalty 3302.272764 = -1582710.080813 nChanged 269 SP:Iteration 14Q (196.615451 sec): 3 clusters Score: Raw -1586142.857992 + Penalty 3302.272764 = -1582840.585227 nChanged 257 SP:Iteration 15Q (196.705135 sec): 3 clusters Score: Raw -1586259.847623 + Penalty 3302.272764 = -1582957.574858 nChanged 212 SP:Iteration 16Q (196.782539 sec): 3 clusters Score: Raw -1586356.660901 + Penalty 3302.272764 = -1583054.388136 nChanged 200 SP:Iteration 17Q (196.879127 sec): 3 clusters Score: Raw -1586436.676945 + Penalty 3302.272764 = -1583134.404180 nChanged 175 SP:Iteration 18Q (196.957906 sec): 3 clusters Score: Raw -1586507.557469 + Penalty 3302.272764 = -1583205.284705 nChanged 138 SP:Iteration 19Q (197.038986 sec): 3 clusters Score: Raw -1586570.065431 + Penalty 3302.272764 = -1583267.792667 nChanged 141 SP:Iteration 20F (197.125455 sec): 3 clusters Score: Raw -1586637.265191 + Penalty 3302.272764 = -1583334.992427 nChanged 120 SP:Iteration 21Q (197.200132 sec): 3 clusters Score: Raw -1586691.041822 + Penalty 3302.272764 = -1583388.769058 nChanged 105 SP:Iteration 22Q (197.290825 sec): 3 clusters Score: Raw -1586738.757619 + Penalty 3302.272764 = -1583436.484854 nChanged 105 SP:Iteration 23Q (197.374575 sec): 3 clusters Score: Raw -1586787.424273 + Penalty 3302.272764 = -1583485.151508 nChanged 80 SP:Iteration 24Q (197.452835 sec): 3 clusters Score: Raw -1586821.644147 + Penalty 3302.272764 = -1583519.371383 nChanged 77 SP:Iteration 25Q (197.526332 sec): 3 clusters Score: Raw -1586858.930540 + Penalty 3302.272764 = -1583556.657775 nChanged 73 SP:Iteration 26Q (197.608554 sec): 3 clusters Score: Raw -1586893.038063 + Penalty 3302.272764 = -1583590.765299 nChanged 58 SP:Iteration 27Q (197.696029 sec): 3 clusters Score: Raw -1586918.515798 + Penalty 3302.272764 = -1583616.243034 nChanged 45 SP:Iteration 28Q (197.775518 sec): 3 clusters Score: Raw -1586941.608014 + Penalty 3302.272764 = -1583639.335249 nChanged 44 SP:Iteration 29Q (197.855506 sec): 3 clusters Score: Raw -1586959.848604 + Penalty 3302.272764 = -1583657.575839 nChanged 30 SP:Iteration 30Q (197.937685 sec): 3 clusters Score: Raw -1586972.475722 + Penalty 3302.272764 = -1583670.202958 nChanged 23 SP:Iteration 31Q (198.017529 sec): 3 clusters Score: Raw -1586982.190535 + Penalty 3302.272764 = -1583679.917771 nChanged 24 SP:Iteration 32Q (198.098639 sec): 3 clusters Score: Raw -1586990.993112 + Penalty 3302.272764 = -1583688.720348 nChanged 19 SP:Iteration 33Q (198.168589 sec): 3 clusters Score: Raw -1586999.556100 + Penalty 3302.272764 = -1583697.283335 nChanged 20 SP:Iteration 34Q (198.245176 sec): 3 clusters Score: Raw -1587009.261062 + Penalty 3302.272764 = -1583706.988298 nChanged 15 SP:Iteration 35Q (198.319798 sec): 3 clusters Score: Raw -1587016.424336 + Penalty 3302.272764 = -1583714.151571 nChanged 15 SP:Iteration 36Q (198.395820 sec): 3 clusters Score: Raw -1587022.566267 + Penalty 3302.272764 = -1583720.293503 nChanged 12 SP:Iteration 37Q (198.468749 sec): 3 clusters Score: Raw -1587028.522407 + Penalty 3302.272764 = -1583726.249642 nChanged 8 SP:Iteration 38Q (198.560299 sec): 3 clusters Score: Raw -1587032.521012 + Penalty 3302.272764 = -1583730.248248 nChanged 12 SP:Iteration 39Q (198.640980 sec): 3 clusters Score: Raw -1587036.855571 + Penalty 3302.272764 = -1583734.582806 nChanged 11 SP:Iteration 40F (198.727085 sec): 3 clusters Score: Raw -1587041.713163 + Penalty 3302.272764 = -1583739.440399 nChanged 8 SP:Iteration 41Q (198.809783 sec): 3 clusters Score: Raw -1587044.456899 + Penalty 3302.272764 = -1583742.184135 nChanged 8 SP:Iteration 42Q (198.892115 sec): 3 clusters Score: Raw -1587047.083985 + Penalty 3302.272764 = -1583744.811221 nChanged 5 SP:Iteration 43Q (198.973529 sec): 3 clusters Score: Raw -1587049.267294 + Penalty 3302.272764 = -1583746.994530 nChanged 4 SP:Iteration 44Q (199.056514 sec): 3 clusters Score: Raw -1587051.042181 + Penalty 3302.272764 = -1583748.769416 nChanged 3 SP:Iteration 45Q (199.139771 sec): 3 clusters Score: Raw -1587051.855167 + Penalty 3302.272764 = -1583749.582402 nChanged 1 SP:Iteration 46Q (199.220470 sec): 3 clusters Score: Raw -1587052.182556 + Penalty 3302.272764 = -1583749.909792 nChanged 3 SP:Iteration 47Q (199.297586 sec): 3 clusters Score: Raw -1587053.120039 + Penalty 3302.272764 = -1583750.847274 nChanged 3 SP:Iteration 48Q (199.382212 sec): 3 clusters Score: Raw -1587054.289043 + Penalty 3302.272764 = -1583752.016279 nChanged 1 SP:Iteration 49Q (199.460158 sec): 3 clusters Score: Raw -1587054.620975 + Penalty 3302.272764 = -1583752.348211 nChanged 1 SP:Iteration 50Q (199.540263 sec): 3 clusters Score: Raw -1587054.901442 + Penalty 3302.272764 = -1583752.628677 nChanged 1 SP:Iteration 51Q (199.611155 sec): 3 clusters Score: Raw -1587055.380331 + Penalty 3302.272764 = -1583753.107566 nChanged 0 SP:Iteration 52F (199.710693 sec): 3 clusters Score: Raw -1587055.380331 + Penalty 3302.272764 = -1583753.107566 nChanged 0 Trying to split cluster 3 (3720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.740416 sec): 2 clusters Score: Raw -231791.959585 + Penalty 1335.990329 = -230455.969256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.796743 sec): 3 clusters Score: Raw -229928.418713 + Penalty 2671.980658 = -227256.438055 nChanged 1418 SP:Iteration 1F (199.847866 sec): 3 clusters Score: Raw -230733.169631 + Penalty 2671.980658 = -228061.188973 nChanged 269 SP:Iteration 2F (199.899647 sec): 3 clusters Score: Raw -230877.705705 + Penalty 2671.980658 = -228205.725047 nChanged 189 SP:Iteration 3F (199.956314 sec): 3 clusters Score: Raw -230977.096185 + Penalty 2671.980658 = -228305.115527 nChanged 150 SP:Iteration 4Q (199.999001 sec): 3 clusters Score: Raw -231059.014724 + Penalty 2671.980658 = -228387.034066 nChanged 126 SP:Iteration 5Q (200.066564 sec): 3 clusters Score: Raw -231123.267523 + Penalty 2671.980658 = -228451.286865 nChanged 120 SP:Iteration 6Q (200.118061 sec): 3 clusters Score: Raw -231189.615088 + Penalty 2671.980658 = -228517.634430 nChanged 111 SP:Iteration 7Q (200.168984 sec): 3 clusters Score: Raw -231246.366529 + Penalty 2671.980658 = -228574.385871 nChanged 97 SP:Iteration 8Q (200.231630 sec): 3 clusters Score: Raw -231295.132887 + Penalty 2671.980658 = -228623.152229 nChanged 123 SP:Iteration 9Q (200.285625 sec): 3 clusters Score: Raw -231369.343893 + Penalty 2671.980658 = -228697.363235 nChanged 129 SP:Iteration 10Q (200.343728 sec): 3 clusters Score: Raw -231457.056179 + Penalty 2671.980658 = -228785.075521 nChanged 117 SP:Iteration 11Q (200.387639 sec): 3 clusters Score: Raw -231540.721822 + Penalty 2671.980658 = -228868.741164 nChanged 110 SP:Iteration 12Q (200.453948 sec): 3 clusters Score: Raw -231632.625067 + Penalty 2671.980658 = -228960.644409 nChanged 132 SP:Iteration 13Q (200.507230 sec): 3 clusters Score: Raw -231746.553644 + Penalty 2671.980658 = -229074.572986 nChanged 124 SP:Iteration 14Q (200.559336 sec): 3 clusters Score: Raw -231848.514005 + Penalty 2671.980658 = -229176.533347 nChanged 104 SP:Iteration 15Q (200.604143 sec): 3 clusters Score: Raw -231945.061689 + Penalty 2671.980658 = -229273.081031 nChanged 99 SP:Iteration 16Q (200.658579 sec): 3 clusters Score: Raw -232023.431241 + Penalty 2671.980658 = -229351.450583 nChanged 92 SP:Iteration 17Q (200.709742 sec): 3 clusters Score: Raw -232082.981653 + Penalty 2671.980658 = -229411.000995 nChanged 82 SP:Iteration 18Q (200.771163 sec): 3 clusters Score: Raw -232134.365471 + Penalty 2671.980658 = -229462.384813 nChanged 59 SP:Iteration 19Q (200.814271 sec): 3 clusters Score: Raw -232165.976379 + Penalty 2671.980658 = -229493.995721 nChanged 48 SP:Iteration 20F (200.869987 sec): 3 clusters Score: Raw -232191.529415 + Penalty 2671.980658 = -229519.548757 nChanged 31 SP:Iteration 21Q (200.937010 sec): 3 clusters Score: Raw -232203.539455 + Penalty 2671.980658 = -229531.558798 nChanged 27 SP:Iteration 22Q (200.987787 sec): 3 clusters Score: Raw -232214.006310 + Penalty 2671.980658 = -229542.025652 nChanged 21 SP:Iteration 23Q (201.042246 sec): 3 clusters Score: Raw -232222.231499 + Penalty 2671.980658 = -229550.250841 nChanged 17 SP:Iteration 24Q (201.099598 sec): 3 clusters Score: Raw -232229.284643 + Penalty 2671.980658 = -229557.303985 nChanged 14 SP:Iteration 25Q (201.149943 sec): 3 clusters Score: Raw -232235.683776 + Penalty 2671.980658 = -229563.703118 nChanged 13 SP:Iteration 26Q (201.198468 sec): 3 clusters Score: Raw -232241.587568 + Penalty 2671.980658 = -229569.606910 nChanged 11 SP:Iteration 27Q (201.260995 sec): 3 clusters Score: Raw -232245.972533 + Penalty 2671.980658 = -229573.991876 nChanged 9 SP:Iteration 28Q (201.309465 sec): 3 clusters Score: Raw -232249.922607 + Penalty 2671.980658 = -229577.941950 nChanged 9 SP:Iteration 29Q (201.365328 sec): 3 clusters Score: Raw -232252.805439 + Penalty 2671.980658 = -229580.824781 nChanged 5 SP:Iteration 30Q (201.414053 sec): 3 clusters Score: Raw -232254.153708 + Penalty 2671.980658 = -229582.173050 nChanged 3 SP:Iteration 31Q (201.468389 sec): 3 clusters Score: Raw -232254.935345 + Penalty 2671.980658 = -229582.954687 nChanged 2 SP:Iteration 32Q (201.525066 sec): 3 clusters Score: Raw -232255.279004 + Penalty 2671.980658 = -229583.298346 nChanged 1 SP:Iteration 33Q (201.568689 sec): 3 clusters Score: Raw -232255.386804 + Penalty 2671.980658 = -229583.406147 nChanged 0 SP:Iteration 34F (201.631926 sec): 3 clusters Score: Raw -232255.386804 + Penalty 2671.980658 = -229583.406147 nChanged 0 Trying to split cluster 4 (16993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.683476 sec): 2 clusters Score: Raw -1042008.363574 + Penalty 1582.840476 = -1040425.523099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.759707 sec): 3 clusters Score: Raw -1032064.823621 + Penalty 3165.680951 = -1028899.142670 nChanged 7614 SP:Iteration 1F (201.835874 sec): 3 clusters Score: Raw -1036179.256163 + Penalty 3165.680951 = -1033013.575212 nChanged 985 SP:Iteration 2F (201.911037 sec): 3 clusters Score: Raw -1036623.451121 + Penalty 3165.680951 = -1033457.770169 nChanged 956 SP:Iteration 3F (201.988918 sec): 3 clusters Score: Raw -1037109.467578 + Penalty 3165.680951 = -1033943.786627 nChanged 987 SP:Iteration 4F (202.066718 sec): 3 clusters Score: Raw -1037683.638563 + Penalty 3165.680951 = -1034517.957612 nChanged 1054 SP:Iteration 5F (202.144631 sec): 3 clusters Score: Raw -1038444.382882 + Penalty 3165.680951 = -1035278.701931 nChanged 1070 SP:Iteration 6F (202.214435 sec): 3 clusters Score: Raw -1039351.771268 + Penalty 3165.680951 = -1036186.090317 nChanged 941 SP:Iteration 7F (202.291981 sec): 3 clusters Score: Raw -1040212.231927 + Penalty 3165.680951 = -1037046.550975 nChanged 746 SP:Iteration 8Q (202.368768 sec): 3 clusters Score: Raw -1040826.674065 + Penalty 3165.680951 = -1037660.993114 nChanged 578 SP:Iteration 9Q (202.443524 sec): 3 clusters Score: Raw -1041234.077317 + Penalty 3165.680951 = -1038068.396365 nChanged 437 SP:Iteration 10Q (202.518132 sec): 3 clusters Score: Raw -1041571.569640 + Penalty 3165.680951 = -1038405.888688 nChanged 399 SP:Iteration 11Q (202.592863 sec): 3 clusters Score: Raw -1041911.999283 + Penalty 3165.680951 = -1038746.318331 nChanged 352 SP:Iteration 12Q (202.664733 sec): 3 clusters Score: Raw -1042259.464446 + Penalty 3165.680951 = -1039093.783495 nChanged 365 SP:Iteration 13Q (202.737907 sec): 3 clusters Score: Raw -1042639.824915 + Penalty 3165.680951 = -1039474.143963 nChanged 371 SP:Iteration 14Q (202.809189 sec): 3 clusters Score: Raw -1042962.404618 + Penalty 3165.680951 = -1039796.723666 nChanged 314 SP:Iteration 15Q (202.881742 sec): 3 clusters Score: Raw -1043199.433499 + Penalty 3165.680951 = -1040033.752548 nChanged 264 SP:Iteration 16Q (202.949001 sec): 3 clusters Score: Raw -1043371.111742 + Penalty 3165.680951 = -1040205.430791 nChanged 222 SP:Iteration 17Q (203.012739 sec): 3 clusters Score: Raw -1043514.268401 + Penalty 3165.680951 = -1040348.587449 nChanged 218 SP:Iteration 18Q (203.096992 sec): 3 clusters Score: Raw -1043651.889116 + Penalty 3165.680951 = -1040486.208164 nChanged 209 SP:Iteration 19Q (203.171663 sec): 3 clusters Score: Raw -1043770.274482 + Penalty 3165.680951 = -1040604.593531 nChanged 201 SP:Iteration 20F (203.249622 sec): 3 clusters Score: Raw -1043880.826687 + Penalty 3165.680951 = -1040715.145735 nChanged 207 SP:Iteration 21Q (203.309655 sec): 3 clusters Score: Raw -1043996.672938 + Penalty 3165.680951 = -1040830.991987 nChanged 191 SP:Iteration 22Q (203.390304 sec): 3 clusters Score: Raw -1044097.903884 + Penalty 3165.680951 = -1040932.222933 nChanged 198 SP:Iteration 23Q (203.461153 sec): 3 clusters Score: Raw -1044192.755753 + Penalty 3165.680951 = -1041027.074802 nChanged 203 SP:Iteration 24Q (203.523239 sec): 3 clusters Score: Raw -1044288.961140 + Penalty 3165.680951 = -1041123.280189 nChanged 210 SP:Iteration 25Q (203.597487 sec): 3 clusters Score: Raw -1044392.721249 + Penalty 3165.680951 = -1041227.040298 nChanged 204 SP:Iteration 26Q (203.672417 sec): 3 clusters Score: Raw -1044488.147127 + Penalty 3165.680951 = -1041322.466175 nChanged 186 SP:Iteration 27Q (203.744711 sec): 3 clusters Score: Raw -1044568.505695 + Penalty 3165.680951 = -1041402.824743 nChanged 165 SP:Iteration 28Q (203.817143 sec): 3 clusters Score: Raw -1044628.027404 + Penalty 3165.680951 = -1041462.346452 nChanged 135 SP:Iteration 29Q (203.889008 sec): 3 clusters Score: Raw -1044669.582901 + Penalty 3165.680951 = -1041503.901949 nChanged 114 SP:Iteration 30Q (203.961801 sec): 3 clusters Score: Raw -1044702.273193 + Penalty 3165.680951 = -1041536.592241 nChanged 106 SP:Iteration 31Q (204.034647 sec): 3 clusters Score: Raw -1044732.858225 + Penalty 3165.680951 = -1041567.177274 nChanged 97 SP:Iteration 32Q (204.106521 sec): 3 clusters Score: Raw -1044763.356514 + Penalty 3165.680951 = -1041597.675563 nChanged 108 SP:Iteration 33Q (204.177973 sec): 3 clusters Score: Raw -1044797.515064 + Penalty 3165.680951 = -1041631.834113 nChanged 91 SP:Iteration 34Q (204.251063 sec): 3 clusters Score: Raw -1044818.228334 + Penalty 3165.680951 = -1041652.547383 nChanged 67 SP:Iteration 35Q (204.315669 sec): 3 clusters Score: Raw -1044831.285143 + Penalty 3165.680951 = -1041665.604192 nChanged 56 SP:Iteration 36Q (204.388498 sec): 3 clusters Score: Raw -1044840.286274 + Penalty 3165.680951 = -1041674.605322 nChanged 41 SP:Iteration 37Q (204.460431 sec): 3 clusters Score: Raw -1044846.519318 + Penalty 3165.680951 = -1041680.838366 nChanged 37 SP:Iteration 38Q (204.520193 sec): 3 clusters Score: Raw -1044852.282601 + Penalty 3165.680951 = -1041686.601649 nChanged 40 SP:Iteration 39Q (204.591408 sec): 3 clusters Score: Raw -1044857.735694 + Penalty 3165.680951 = -1041692.054743 nChanged 37 SP:Iteration 40F (204.668171 sec): 3 clusters Score: Raw -1044866.666754 + Penalty 3165.680951 = -1041700.985803 nChanged 44 SP:Iteration 41Q (204.751466 sec): 3 clusters Score: Raw -1044874.418801 + Penalty 3165.680951 = -1041708.737850 nChanged 35 SP:Iteration 42Q (204.822989 sec): 3 clusters Score: Raw -1044879.147133 + Penalty 3165.680951 = -1041713.466182 nChanged 34 SP:Iteration 43Q (204.894018 sec): 3 clusters Score: Raw -1044882.946688 + Penalty 3165.680951 = -1041717.265736 nChanged 16 SP:Iteration 44Q (204.962483 sec): 3 clusters Score: Raw -1044884.742397 + Penalty 3165.680951 = -1041719.061445 nChanged 19 SP:Iteration 45Q (205.023457 sec): 3 clusters Score: Raw -1044887.173494 + Penalty 3165.680951 = -1041721.492543 nChanged 19 SP:Iteration 46Q (205.091896 sec): 3 clusters Score: Raw -1044888.963370 + Penalty 3165.680951 = -1041723.282419 nChanged 18 SP:Iteration 47Q (205.159317 sec): 3 clusters Score: Raw -1044890.722085 + Penalty 3165.680951 = -1041725.041134 nChanged 13 SP:Iteration 48Q (205.244976 sec): 3 clusters Score: Raw -1044891.863259 + Penalty 3165.680951 = -1041726.182308 nChanged 10 SP:Iteration 49Q (205.319367 sec): 3 clusters Score: Raw -1044892.636555 + Penalty 3165.680951 = -1041726.955604 nChanged 12 SP:Iteration 50Q (205.393098 sec): 3 clusters Score: Raw -1044893.563433 + Penalty 3165.680951 = -1041727.882482 nChanged 12 SP:Iteration 51Q (205.465384 sec): 3 clusters Score: Raw -1044894.752458 + Penalty 3165.680951 = -1041729.071507 nChanged 11 SP:Iteration 52Q (205.535970 sec): 3 clusters Score: Raw -1044895.563504 + Penalty 3165.680951 = -1041729.882553 nChanged 9 SP:Iteration 53Q (205.604533 sec): 3 clusters Score: Raw -1044896.454156 + Penalty 3165.680951 = -1041730.773205 nChanged 12 SP:Iteration 54Q (205.677224 sec): 3 clusters Score: Raw -1044897.640495 + Penalty 3165.680951 = -1041731.959544 nChanged 13 SP:Iteration 55Q (205.751365 sec): 3 clusters Score: Raw -1044898.760329 + Penalty 3165.680951 = -1041733.079377 nChanged 11 SP:Iteration 56Q (205.825614 sec): 3 clusters Score: Raw -1044899.604293 + Penalty 3165.680951 = -1041733.923342 nChanged 11 SP:Iteration 57Q (205.893831 sec): 3 clusters Score: Raw -1044900.564940 + Penalty 3165.680951 = -1041734.883988 nChanged 8 SP:Iteration 58Q (205.965049 sec): 3 clusters Score: Raw -1044901.379425 + Penalty 3165.680951 = -1041735.698474 nChanged 11 SP:Iteration 59Q (206.045488 sec): 3 clusters Score: Raw -1044902.507472 + Penalty 3165.680951 = -1041736.826521 nChanged 21 SP:Iteration 60F (206.122132 sec): 3 clusters Score: Raw -1044905.000670 + Penalty 3165.680951 = -1041739.319719 nChanged 18 SP:Iteration 61Q (206.197089 sec): 3 clusters Score: Raw -1044907.089466 + Penalty 3165.680951 = -1041741.408515 nChanged 20 SP:Iteration 62Q (206.270286 sec): 3 clusters Score: Raw -1044909.374487 + Penalty 3165.680951 = -1041743.693536 nChanged 19 SP:Iteration 63Q (206.334965 sec): 3 clusters Score: Raw -1044911.120125 + Penalty 3165.680951 = -1041745.439173 nChanged 26 SP:Iteration 64Q (206.409097 sec): 3 clusters Score: Raw -1044913.878021 + Penalty 3165.680951 = -1041748.197069 nChanged 21 SP:Iteration 65Q (206.472578 sec): 3 clusters Score: Raw -1044916.759282 + Penalty 3165.680951 = -1041751.078331 nChanged 20 SP:Iteration 66Q (206.556468 sec): 3 clusters Score: Raw -1044918.673944 + Penalty 3165.680951 = -1041752.992993 nChanged 15 SP:Iteration 67Q (206.615169 sec): 3 clusters Score: Raw -1044919.839811 + Penalty 3165.680951 = -1041754.158860 nChanged 11 SP:Iteration 68Q (206.696044 sec): 3 clusters Score: Raw -1044920.674808 + Penalty 3165.680951 = -1041754.993857 nChanged 10 SP:Iteration 69Q (206.771011 sec): 3 clusters Score: Raw -1044921.600522 + Penalty 3165.680951 = -1041755.919570 nChanged 11 SP:Iteration 70Q (206.833224 sec): 3 clusters Score: Raw -1044922.467118 + Penalty 3165.680951 = -1041756.786167 nChanged 11 SP:Iteration 71Q (206.904158 sec): 3 clusters Score: Raw -1044923.298638 + Penalty 3165.680951 = -1041757.617686 nChanged 6 SP:Iteration 72Q (206.973249 sec): 3 clusters Score: Raw -1044923.998372 + Penalty 3165.680951 = -1041758.317420 nChanged 9 SP:Iteration 73Q (207.041367 sec): 3 clusters Score: Raw -1044924.987526 + Penalty 3165.680951 = -1041759.306574 nChanged 7 SP:Iteration 74Q (207.124006 sec): 3 clusters Score: Raw -1044925.693629 + Penalty 3165.680951 = -1041760.012678 nChanged 7 SP:Iteration 75Q (207.192652 sec): 3 clusters Score: Raw -1044926.185733 + Penalty 3165.680951 = -1041760.504781 nChanged 4 SP:Iteration 76Q (207.263980 sec): 3 clusters Score: Raw -1044926.407900 + Penalty 3165.680951 = -1041760.726949 nChanged 5 SP:Iteration 77Q (207.338168 sec): 3 clusters Score: Raw -1044926.744985 + Penalty 3165.680951 = -1041761.064033 nChanged 6 SP:Iteration 78Q (207.408234 sec): 3 clusters Score: Raw -1044927.111078 + Penalty 3165.680951 = -1041761.430126 nChanged 2 SP:Iteration 79Q (207.478831 sec): 3 clusters Score: Raw -1044927.181628 + Penalty 3165.680951 = -1041761.500676 nChanged 2 SP:Iteration 80F (207.551647 sec): 3 clusters Score: Raw -1044927.386918 + Penalty 3165.680951 = -1041761.705967 nChanged 4 SP:Iteration 81Q (207.629996 sec): 3 clusters Score: Raw -1044927.843365 + Penalty 3165.680951 = -1041762.162413 nChanged 1 SP:Iteration 82Q (207.705604 sec): 3 clusters Score: Raw -1044927.942212 + Penalty 3165.680951 = -1041762.261261 nChanged 1 SP:Iteration 83Q (207.779848 sec): 3 clusters Score: Raw -1044928.005953 + Penalty 3165.680951 = -1041762.325001 nChanged 3 SP:Iteration 84Q (207.854062 sec): 3 clusters Score: Raw -1044928.212429 + Penalty 3165.680951 = -1041762.531478 nChanged 5 SP:Iteration 85Q (207.925756 sec): 3 clusters Score: Raw -1044928.606680 + Penalty 3165.680951 = -1041762.925728 nChanged 4 SP:Iteration 86Q (207.999318 sec): 3 clusters Score: Raw -1044928.721095 + Penalty 3165.680951 = -1041763.040143 nChanged 2 SP:Iteration 87Q (208.060352 sec): 3 clusters Score: Raw -1044928.866309 + Penalty 3165.680951 = -1041763.185358 nChanged 3 SP:Iteration 88Q (208.145547 sec): 3 clusters Score: Raw -1044929.144663 + Penalty 3165.680951 = -1041763.463712 nChanged 3 SP:Iteration 89Q (208.210662 sec): 3 clusters Score: Raw -1044929.345704 + Penalty 3165.680951 = -1041763.664752 nChanged 4 SP:Iteration 90Q (208.282167 sec): 3 clusters Score: Raw -1044929.703411 + Penalty 3165.680951 = -1041764.022459 nChanged 6 SP:Iteration 91Q (208.352206 sec): 3 clusters Score: Raw -1044930.267767 + Penalty 3165.680951 = -1041764.586815 nChanged 6 SP:Iteration 92Q (208.432613 sec): 3 clusters Score: Raw -1044931.129935 + Penalty 3165.680951 = -1041765.448984 nChanged 5 SP:Iteration 93Q (208.504298 sec): 3 clusters Score: Raw -1044931.495263 + Penalty 3165.680951 = -1041765.814311 nChanged 2 SP:Iteration 94Q (208.572787 sec): 3 clusters Score: Raw -1044931.573843 + Penalty 3165.680951 = -1041765.892892 nChanged 1 SP:Iteration 95Q (208.660719 sec): 3 clusters Score: Raw -1044931.607399 + Penalty 3165.680951 = -1041765.926448 nChanged 1 SP:Iteration 96Q (208.732218 sec): 3 clusters Score: Raw -1044931.689808 + Penalty 3165.680951 = -1041766.008857 nChanged 1 SP:Iteration 97Q (208.808148 sec): 3 clusters Score: Raw -1044931.723189 + Penalty 3165.680951 = -1041766.042238 nChanged 0 SP:Iteration 98F (208.885420 sec): 3 clusters Score: Raw -1044931.723189 + Penalty 3165.680951 = -1041766.042238 nChanged 0 Score: Raw -15312681.412045 + Penalty 42613.800458 = -15270067.611586 Splitting cluster 4 changes total score from -15269153.503253 to -15270067.611586 So it's getting split into cluster 21. Trying to split cluster 5 (2750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.737964 sec): 2 clusters Score: Raw -148985.617612 + Penalty 1286.895381 = -147698.722231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.787163 sec): 3 clusters Score: Raw -147729.364859 + Penalty 2573.790762 = -145155.574097 nChanged 1024 SP:Iteration 1F (212.836709 sec): 3 clusters Score: Raw -148389.188699 + Penalty 2573.790762 = -145815.397937 nChanged 262 SP:Iteration 2F (212.892722 sec): 3 clusters Score: Raw -148639.599333 + Penalty 2573.790762 = -146065.808571 nChanged 193 SP:Iteration 3F (212.946467 sec): 3 clusters Score: Raw -148816.226603 + Penalty 2573.790762 = -146242.435841 nChanged 171 SP:Iteration 4F (213.005595 sec): 3 clusters Score: Raw -148970.237855 + Penalty 2573.790762 = -146396.447093 nChanged 127 SP:Iteration 5Q (213.054058 sec): 3 clusters Score: Raw -149069.518017 + Penalty 2573.790762 = -146495.727255 nChanged 92 SP:Iteration 6Q (213.108085 sec): 3 clusters Score: Raw -149128.436144 + Penalty 2573.790762 = -146554.645382 nChanged 77 SP:Iteration 7Q (213.162040 sec): 3 clusters Score: Raw -149175.614844 + Penalty 2573.790762 = -146601.824082 nChanged 66 SP:Iteration 8Q (213.220174 sec): 3 clusters Score: Raw -149209.253081 + Penalty 2573.790762 = -146635.462319 nChanged 45 SP:Iteration 9Q (213.273167 sec): 3 clusters Score: Raw -149235.588624 + Penalty 2573.790762 = -146661.797862 nChanged 35 SP:Iteration 10Q (213.322034 sec): 3 clusters Score: Raw -149256.391780 + Penalty 2573.790762 = -146682.601018 nChanged 31 SP:Iteration 11Q (213.367590 sec): 3 clusters Score: Raw -149270.525785 + Penalty 2573.790762 = -146696.735023 nChanged 30 SP:Iteration 12Q (213.428587 sec): 3 clusters Score: Raw -149287.894696 + Penalty 2573.790762 = -146714.103934 nChanged 42 SP:Iteration 13Q (213.486918 sec): 3 clusters Score: Raw -149309.318803 + Penalty 2573.790762 = -146735.528041 nChanged 20 SP:Iteration 14Q (213.540401 sec): 3 clusters Score: Raw -149317.065283 + Penalty 2573.790762 = -146743.274521 nChanged 14 SP:Iteration 15Q (213.580346 sec): 3 clusters Score: Raw -149323.207625 + Penalty 2573.790762 = -146749.416863 nChanged 12 SP:Iteration 16Q (213.641121 sec): 3 clusters Score: Raw -149330.126644 + Penalty 2573.790762 = -146756.335882 nChanged 20 SP:Iteration 17Q (213.697264 sec): 3 clusters Score: Raw -149337.767389 + Penalty 2573.790762 = -146763.976627 nChanged 17 SP:Iteration 18Q (213.743069 sec): 3 clusters Score: Raw -149342.232266 + Penalty 2573.790762 = -146768.441504 nChanged 4 SP:Iteration 19Q (213.800275 sec): 3 clusters Score: Raw -149344.295217 + Penalty 2573.790762 = -146770.504455 nChanged 5 SP:Iteration 20F (213.857235 sec): 3 clusters Score: Raw -149346.501796 + Penalty 2573.790762 = -146772.711034 nChanged 6 SP:Iteration 21Q (213.897465 sec): 3 clusters Score: Raw -149349.407064 + Penalty 2573.790762 = -146775.616302 nChanged 7 SP:Iteration 22Q (213.955520 sec): 3 clusters Score: Raw -149351.739048 + Penalty 2573.790762 = -146777.948286 nChanged 8 SP:Iteration 23Q (214.013018 sec): 3 clusters Score: Raw -149354.623823 + Penalty 2573.790762 = -146780.833061 nChanged 7 SP:Iteration 24Q (214.063202 sec): 3 clusters Score: Raw -149356.573612 + Penalty 2573.790762 = -146782.782850 nChanged 6 SP:Iteration 25Q (214.115954 sec): 3 clusters Score: Raw -149358.262589 + Penalty 2573.790762 = -146784.471827 nChanged 0 SP:Iteration 26F (214.172469 sec): 3 clusters Score: Raw -149358.262589 + Penalty 2573.790762 = -146784.471827 nChanged 0 Trying to split cluster 6 (4188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.208985 sec): 2 clusters Score: Raw -226800.783234 + Penalty 1355.246518 = -225445.536716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.253664 sec): 3 clusters Score: Raw -224647.412927 + Penalty 2710.493036 = -221936.919892 nChanged 1645 SP:Iteration 1F (214.315081 sec): 3 clusters Score: Raw -225560.532881 + Penalty 2710.493036 = -222850.039845 nChanged 308 SP:Iteration 2F (214.374254 sec): 3 clusters Score: Raw -225724.706463 + Penalty 2710.493036 = -223014.213427 nChanged 217 SP:Iteration 3F (214.420115 sec): 3 clusters Score: Raw -225823.801633 + Penalty 2710.493036 = -223113.308597 nChanged 173 SP:Iteration 4Q (214.486360 sec): 3 clusters Score: Raw -225915.547891 + Penalty 2710.493036 = -223205.054856 nChanged 142 SP:Iteration 5Q (214.542822 sec): 3 clusters Score: Raw -225986.985366 + Penalty 2710.493036 = -223276.492330 nChanged 110 SP:Iteration 6Q (214.583843 sec): 3 clusters Score: Raw -226045.980929 + Penalty 2710.493036 = -223335.487893 nChanged 106 SP:Iteration 7Q (214.644700 sec): 3 clusters Score: Raw -226104.797057 + Penalty 2710.493036 = -223394.304021 nChanged 101 SP:Iteration 8Q (214.704584 sec): 3 clusters Score: Raw -226143.497440 + Penalty 2710.493036 = -223433.004404 nChanged 79 SP:Iteration 9Q (214.760527 sec): 3 clusters Score: Raw -226177.657372 + Penalty 2710.493036 = -223467.164336 nChanged 89 SP:Iteration 10Q (214.805178 sec): 3 clusters Score: Raw -226221.463733 + Penalty 2710.493036 = -223510.970697 nChanged 88 SP:Iteration 11Q (214.870049 sec): 3 clusters Score: Raw -226267.808972 + Penalty 2710.493036 = -223557.315937 nChanged 100 SP:Iteration 12Q (214.924216 sec): 3 clusters Score: Raw -226322.777714 + Penalty 2710.493036 = -223612.284678 nChanged 104 SP:Iteration 13Q (214.973276 sec): 3 clusters Score: Raw -226384.592980 + Penalty 2710.493036 = -223674.099944 nChanged 112 SP:Iteration 14Q (215.028657 sec): 3 clusters Score: Raw -226460.007939 + Penalty 2710.493036 = -223749.514903 nChanged 126 SP:Iteration 15Q (215.092544 sec): 3 clusters Score: Raw -226550.084593 + Penalty 2710.493036 = -223839.591557 nChanged 120 SP:Iteration 16Q (215.138230 sec): 3 clusters Score: Raw -226632.229579 + Penalty 2710.493036 = -223921.736543 nChanged 93 SP:Iteration 17Q (215.198502 sec): 3 clusters Score: Raw -226691.756905 + Penalty 2710.493036 = -223981.263869 nChanged 75 SP:Iteration 18Q (215.244213 sec): 3 clusters Score: Raw -226743.966991 + Penalty 2710.493036 = -224033.473955 nChanged 61 SP:Iteration 19Q (215.311443 sec): 3 clusters Score: Raw -226789.174395 + Penalty 2710.493036 = -224078.681359 nChanged 50 SP:Iteration 20F (215.354031 sec): 3 clusters Score: Raw -226826.190808 + Penalty 2710.493036 = -224115.697772 nChanged 40 SP:Iteration 21Q (215.408131 sec): 3 clusters Score: Raw -226860.781981 + Penalty 2710.493036 = -224150.288945 nChanged 33 SP:Iteration 22Q (215.471828 sec): 3 clusters Score: Raw -226893.370399 + Penalty 2710.493036 = -224182.877363 nChanged 28 SP:Iteration 23Q (215.518966 sec): 3 clusters Score: Raw -226920.842703 + Penalty 2710.493036 = -224210.349667 nChanged 31 SP:Iteration 24Q (215.566141 sec): 3 clusters Score: Raw -226955.200779 + Penalty 2710.493036 = -224244.707743 nChanged 24 SP:Iteration 25Q (215.620920 sec): 3 clusters Score: Raw -226980.264283 + Penalty 2710.493036 = -224269.771247 nChanged 16 SP:Iteration 26Q (215.673817 sec): 3 clusters Score: Raw -226996.780959 + Penalty 2710.493036 = -224286.287923 nChanged 10 SP:Iteration 27Q (215.727035 sec): 3 clusters Score: Raw -227007.063185 + Penalty 2710.493036 = -224296.570149 nChanged 7 SP:Iteration 28Q (215.788422 sec): 3 clusters Score: Raw -227013.894296 + Penalty 2710.493036 = -224303.401261 nChanged 6 SP:Iteration 29Q (215.834026 sec): 3 clusters Score: Raw -227021.109779 + Penalty 2710.493036 = -224310.616743 nChanged 1 SP:Iteration 30Q (215.896691 sec): 3 clusters Score: Raw -227021.461848 + Penalty 2710.493036 = -224310.968812 nChanged 1 SP:Iteration 31Q (215.937568 sec): 3 clusters Score: Raw -227021.890262 + Penalty 2710.493036 = -224311.397227 nChanged 0 SP:Iteration 32F (215.998512 sec): 3 clusters Score: Raw -227021.890262 + Penalty 2710.493036 = -224311.397227 nChanged 0 Trying to split cluster 7 (25285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.053636 sec): 2 clusters Score: Raw -1596353.010654 + Penalty 1647.419575 = -1594705.591079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.148672 sec): 3 clusters Score: Raw -1580870.242381 + Penalty 3294.839149 = -1577575.403231 nChanged 11607 SP:Iteration 1F (216.227973 sec): 3 clusters Score: Raw -1587375.144378 + Penalty 3294.839149 = -1584080.305229 nChanged 1189 SP:Iteration 2Q (216.323510 sec): 3 clusters Score: Raw -1587813.216653 + Penalty 3294.839149 = -1584518.377504 nChanged 1207 SP:Iteration 3Q (216.426105 sec): 3 clusters Score: Raw -1588324.955880 + Penalty 3294.839149 = -1585030.116731 nChanged 1328 SP:Iteration 4F (216.516520 sec): 3 clusters Score: Raw -1589014.080413 + Penalty 3294.839149 = -1585719.241264 nChanged 1609 SP:Iteration 5F (216.609443 sec): 3 clusters Score: Raw -1590050.804257 + Penalty 3294.839149 = -1586755.965107 nChanged 1807 SP:Iteration 6F (216.699059 sec): 3 clusters Score: Raw -1591424.169130 + Penalty 3294.839149 = -1588129.329981 nChanged 1761 SP:Iteration 7F (216.786881 sec): 3 clusters Score: Raw -1592854.291201 + Penalty 3294.839149 = -1589559.452051 nChanged 1439 SP:Iteration 8F (216.871733 sec): 3 clusters Score: Raw -1594022.357429 + Penalty 3294.839149 = -1590727.518280 nChanged 1015 SP:Iteration 9Q (216.963741 sec): 3 clusters Score: Raw -1594884.091591 + Penalty 3294.839149 = -1591589.252442 nChanged 666 SP:Iteration 10Q (217.047734 sec): 3 clusters Score: Raw -1595481.905792 + Penalty 3294.839149 = -1592187.066643 nChanged 474 SP:Iteration 11Q (217.134379 sec): 3 clusters Score: Raw -1595918.817664 + Penalty 3294.839149 = -1592623.978515 nChanged 331 SP:Iteration 12Q (217.222226 sec): 3 clusters Score: Raw -1596170.459808 + Penalty 3294.839149 = -1592875.620659 nChanged 242 SP:Iteration 13Q (217.302825 sec): 3 clusters Score: Raw -1596313.186377 + Penalty 3294.839149 = -1593018.347228 nChanged 182 SP:Iteration 14Q (217.392411 sec): 3 clusters Score: Raw -1596397.031836 + Penalty 3294.839149 = -1593102.192687 nChanged 141 SP:Iteration 15Q (217.478257 sec): 3 clusters Score: Raw -1596454.418053 + Penalty 3294.839149 = -1593159.578903 nChanged 115 SP:Iteration 16Q (217.563434 sec): 3 clusters Score: Raw -1596499.763274 + Penalty 3294.839149 = -1593204.924125 nChanged 82 SP:Iteration 17Q (217.629465 sec): 3 clusters Score: Raw -1596528.056115 + Penalty 3294.839149 = -1593233.216965 nChanged 78 SP:Iteration 18Q (217.718888 sec): 3 clusters Score: Raw -1596550.634665 + Penalty 3294.839149 = -1593255.795516 nChanged 63 SP:Iteration 19Q (217.797791 sec): 3 clusters Score: Raw -1596565.649945 + Penalty 3294.839149 = -1593270.810796 nChanged 45 SP:Iteration 20F (217.891520 sec): 3 clusters Score: Raw -1596578.732915 + Penalty 3294.839149 = -1593283.893766 nChanged 36 SP:Iteration 21Q (217.972171 sec): 3 clusters Score: Raw -1596587.301364 + Penalty 3294.839149 = -1593292.462214 nChanged 24 SP:Iteration 22Q (218.053474 sec): 3 clusters Score: Raw -1596593.057888 + Penalty 3294.839149 = -1593298.218738 nChanged 23 SP:Iteration 23Q (218.131582 sec): 3 clusters Score: Raw -1596597.987017 + Penalty 3294.839149 = -1593303.147868 nChanged 15 SP:Iteration 24Q (218.210272 sec): 3 clusters Score: Raw -1596601.711133 + Penalty 3294.839149 = -1593306.871984 nChanged 16 SP:Iteration 25Q (218.289584 sec): 3 clusters Score: Raw -1596605.325731 + Penalty 3294.839149 = -1593310.486582 nChanged 23 SP:Iteration 26Q (218.367261 sec): 3 clusters Score: Raw -1596611.612469 + Penalty 3294.839149 = -1593316.773319 nChanged 22 SP:Iteration 27Q (218.446504 sec): 3 clusters Score: Raw -1596616.601239 + Penalty 3294.839149 = -1593321.762089 nChanged 18 SP:Iteration 28Q (218.527118 sec): 3 clusters Score: Raw -1596621.601055 + Penalty 3294.839149 = -1593326.761906 nChanged 18 SP:Iteration 29Q (218.607347 sec): 3 clusters Score: Raw -1596625.437938 + Penalty 3294.839149 = -1593330.598789 nChanged 16 SP:Iteration 30Q (218.686470 sec): 3 clusters Score: Raw -1596628.652262 + Penalty 3294.839149 = -1593333.813113 nChanged 15 SP:Iteration 31Q (218.763693 sec): 3 clusters Score: Raw -1596632.193967 + Penalty 3294.839149 = -1593337.354817 nChanged 14 SP:Iteration 32Q (218.843694 sec): 3 clusters Score: Raw -1596635.818772 + Penalty 3294.839149 = -1593340.979623 nChanged 15 SP:Iteration 33Q (218.926100 sec): 3 clusters Score: Raw -1596638.807123 + Penalty 3294.839149 = -1593343.967974 nChanged 11 SP:Iteration 34Q (219.006742 sec): 3 clusters Score: Raw -1596641.423392 + Penalty 3294.839149 = -1593346.584243 nChanged 11 SP:Iteration 35Q (219.087956 sec): 3 clusters Score: Raw -1596643.525553 + Penalty 3294.839149 = -1593348.686403 nChanged 10 SP:Iteration 36Q (219.169289 sec): 3 clusters Score: Raw -1596645.649905 + Penalty 3294.839149 = -1593350.810756 nChanged 9 SP:Iteration 37Q (219.249755 sec): 3 clusters Score: Raw -1596647.641004 + Penalty 3294.839149 = -1593352.801855 nChanged 7 SP:Iteration 38Q (219.329819 sec): 3 clusters Score: Raw -1596648.886853 + Penalty 3294.839149 = -1593354.047704 nChanged 3 SP:Iteration 39Q (219.409463 sec): 3 clusters Score: Raw -1596649.783886 + Penalty 3294.839149 = -1593354.944737 nChanged 5 SP:Iteration 40F (219.486812 sec): 3 clusters Score: Raw -1596650.753514 + Penalty 3294.839149 = -1593355.914364 nChanged 3 SP:Iteration 41Q (219.573133 sec): 3 clusters Score: Raw -1596651.267180 + Penalty 3294.839149 = -1593356.428031 nChanged 3 SP:Iteration 42Q (219.657665 sec): 3 clusters Score: Raw -1596651.559252 + Penalty 3294.839149 = -1593356.720103 nChanged 2 SP:Iteration 43Q (219.738094 sec): 3 clusters Score: Raw -1596651.718449 + Penalty 3294.839149 = -1593356.879300 nChanged 0 SP:Iteration 44F (219.817324 sec): 3 clusters Score: Raw -1596651.718449 + Penalty 3294.839149 = -1593356.879300 nChanged 0 Trying to split cluster 8 (23120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.883602 sec): 2 clusters Score: Raw -1447750.802789 + Penalty 1632.873665 = -1446117.929124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.961010 sec): 3 clusters Score: Raw -1433722.722072 + Penalty 3265.747330 = -1430456.974743 nChanged 10462 SP:Iteration 1F (220.054151 sec): 3 clusters Score: Raw -1439551.997208 + Penalty 3265.747330 = -1436286.249878 nChanged 1038 SP:Iteration 2Q (220.144297 sec): 3 clusters Score: Raw -1439899.243952 + Penalty 3265.747330 = -1436633.496622 nChanged 1031 SP:Iteration 3Q (220.232569 sec): 3 clusters Score: Raw -1440275.630693 + Penalty 3265.747330 = -1437009.883363 nChanged 1086 SP:Iteration 4Q (220.320175 sec): 3 clusters Score: Raw -1440724.221178 + Penalty 3265.747330 = -1437458.473848 nChanged 1168 SP:Iteration 5F (220.409502 sec): 3 clusters Score: Raw -1441298.443175 + Penalty 3265.747330 = -1438032.695845 nChanged 1320 SP:Iteration 6F (220.498017 sec): 3 clusters Score: Raw -1442068.284702 + Penalty 3265.747330 = -1438802.537372 nChanged 1511 SP:Iteration 7F (220.585274 sec): 3 clusters Score: Raw -1443144.843679 + Penalty 3265.747330 = -1439879.096349 nChanged 1547 SP:Iteration 8F (220.674940 sec): 3 clusters Score: Raw -1444284.635142 + Penalty 3265.747330 = -1441018.887812 nChanged 1378 SP:Iteration 9F (220.763343 sec): 3 clusters Score: Raw -1445304.512044 + Penalty 3265.747330 = -1442038.764714 nChanged 1047 SP:Iteration 10Q (220.851258 sec): 3 clusters Score: Raw -1446050.209354 + Penalty 3265.747330 = -1442784.462024 nChanged 765 SP:Iteration 11Q (220.942488 sec): 3 clusters Score: Raw -1446567.819513 + Penalty 3265.747330 = -1443302.072184 nChanged 561 SP:Iteration 12Q (221.022890 sec): 3 clusters Score: Raw -1446940.469751 + Penalty 3265.747330 = -1443674.722421 nChanged 434 SP:Iteration 13Q (221.119019 sec): 3 clusters Score: Raw -1447236.940233 + Penalty 3265.747330 = -1443971.192903 nChanged 345 SP:Iteration 14Q (221.202432 sec): 3 clusters Score: Raw -1447464.620907 + Penalty 3265.747330 = -1444198.873577 nChanged 272 SP:Iteration 15Q (221.286382 sec): 3 clusters Score: Raw -1447627.718737 + Penalty 3265.747330 = -1444361.971407 nChanged 206 SP:Iteration 16Q (221.369397 sec): 3 clusters Score: Raw -1447740.153838 + Penalty 3265.747330 = -1444474.406508 nChanged 184 SP:Iteration 17Q (221.450670 sec): 3 clusters Score: Raw -1447838.055523 + Penalty 3265.747330 = -1444572.308193 nChanged 133 SP:Iteration 18Q (221.530398 sec): 3 clusters Score: Raw -1447910.359341 + Penalty 3265.747330 = -1444644.612011 nChanged 122 SP:Iteration 19Q (221.610297 sec): 3 clusters Score: Raw -1447977.758751 + Penalty 3265.747330 = -1444712.011421 nChanged 98 SP:Iteration 20F (221.697650 sec): 3 clusters Score: Raw -1448026.208075 + Penalty 3265.747330 = -1444760.460745 nChanged 76 SP:Iteration 21Q (221.775003 sec): 3 clusters Score: Raw -1448070.358451 + Penalty 3265.747330 = -1444804.611121 nChanged 74 SP:Iteration 22Q (221.847576 sec): 3 clusters Score: Raw -1448110.947794 + Penalty 3265.747330 = -1444845.200464 nChanged 63 SP:Iteration 23Q (221.924010 sec): 3 clusters Score: Raw -1448136.213673 + Penalty 3265.747330 = -1444870.466343 nChanged 45 SP:Iteration 24Q (222.002298 sec): 3 clusters Score: Raw -1448151.681157 + Penalty 3265.747330 = -1444885.933827 nChanged 31 SP:Iteration 25Q (222.088957 sec): 3 clusters Score: Raw -1448167.938771 + Penalty 3265.747330 = -1444902.191441 nChanged 39 SP:Iteration 26Q (222.170830 sec): 3 clusters Score: Raw -1448189.757765 + Penalty 3265.747330 = -1444924.010435 nChanged 50 SP:Iteration 27Q (222.249811 sec): 3 clusters Score: Raw -1448210.851769 + Penalty 3265.747330 = -1444945.104439 nChanged 46 SP:Iteration 28Q (222.323597 sec): 3 clusters Score: Raw -1448231.874402 + Penalty 3265.747330 = -1444966.127072 nChanged 34 SP:Iteration 29Q (222.401828 sec): 3 clusters Score: Raw -1448247.747411 + Penalty 3265.747330 = -1444982.000081 nChanged 39 SP:Iteration 30Q (222.479136 sec): 3 clusters Score: Raw -1448263.154993 + Penalty 3265.747330 = -1444997.407663 nChanged 26 SP:Iteration 31Q (222.556520 sec): 3 clusters Score: Raw -1448270.775859 + Penalty 3265.747330 = -1445005.028529 nChanged 16 SP:Iteration 32Q (222.625260 sec): 3 clusters Score: Raw -1448274.263082 + Penalty 3265.747330 = -1445008.515752 nChanged 12 SP:Iteration 33Q (222.709431 sec): 3 clusters Score: Raw -1448276.526836 + Penalty 3265.747330 = -1445010.779506 nChanged 9 SP:Iteration 34Q (222.791032 sec): 3 clusters Score: Raw -1448279.602885 + Penalty 3265.747330 = -1445013.855555 nChanged 9 SP:Iteration 35Q (222.868301 sec): 3 clusters Score: Raw -1448282.337969 + Penalty 3265.747330 = -1445016.590639 nChanged 13 SP:Iteration 36Q (222.948364 sec): 3 clusters Score: Raw -1448285.353322 + Penalty 3265.747330 = -1445019.605992 nChanged 8 SP:Iteration 37Q (223.028106 sec): 3 clusters Score: Raw -1448287.110854 + Penalty 3265.747330 = -1445021.363524 nChanged 8 SP:Iteration 38Q (223.105904 sec): 3 clusters Score: Raw -1448289.761062 + Penalty 3265.747330 = -1445024.013732 nChanged 6 SP:Iteration 39Q (223.184033 sec): 3 clusters Score: Raw -1448291.286874 + Penalty 3265.747330 = -1445025.539544 nChanged 5 SP:Iteration 40F (223.272228 sec): 3 clusters Score: Raw -1448293.639455 + Penalty 3265.747330 = -1445027.892125 nChanged 11 SP:Iteration 41Q (223.348534 sec): 3 clusters Score: Raw -1448297.648224 + Penalty 3265.747330 = -1445031.900894 nChanged 15 SP:Iteration 42Q (223.425814 sec): 3 clusters Score: Raw -1448302.720801 + Penalty 3265.747330 = -1445036.973471 nChanged 17 SP:Iteration 43Q (223.502043 sec): 3 clusters Score: Raw -1448309.743940 + Penalty 3265.747330 = -1445043.996610 nChanged 22 SP:Iteration 44Q (223.575957 sec): 3 clusters Score: Raw -1448317.272442 + Penalty 3265.747330 = -1445051.525112 nChanged 25 SP:Iteration 45Q (223.651883 sec): 3 clusters Score: Raw -1448326.958044 + Penalty 3265.747330 = -1445061.210714 nChanged 17 SP:Iteration 46Q (223.715485 sec): 3 clusters Score: Raw -1448331.877919 + Penalty 3265.747330 = -1445066.130589 nChanged 9 SP:Iteration 47Q (223.800809 sec): 3 clusters Score: Raw -1448334.292650 + Penalty 3265.747330 = -1445068.545320 nChanged 7 SP:Iteration 48Q (223.870452 sec): 3 clusters Score: Raw -1448336.277116 + Penalty 3265.747330 = -1445070.529786 nChanged 8 SP:Iteration 49Q (223.955378 sec): 3 clusters Score: Raw -1448338.429298 + Penalty 3265.747330 = -1445072.681968 nChanged 9 SP:Iteration 50Q (224.033181 sec): 3 clusters Score: Raw -1448341.298147 + Penalty 3265.747330 = -1445075.550817 nChanged 14 SP:Iteration 51Q (224.108431 sec): 3 clusters Score: Raw -1448346.181395 + Penalty 3265.747330 = -1445080.434065 nChanged 8 SP:Iteration 52Q (224.184891 sec): 3 clusters Score: Raw -1448349.003514 + Penalty 3265.747330 = -1445083.256184 nChanged 11 SP:Iteration 53Q (224.263023 sec): 3 clusters Score: Raw -1448352.099148 + Penalty 3265.747330 = -1445086.351818 nChanged 3 SP:Iteration 54Q (224.327105 sec): 3 clusters Score: Raw -1448353.060691 + Penalty 3265.747330 = -1445087.313362 nChanged 3 SP:Iteration 55Q (224.412834 sec): 3 clusters Score: Raw -1448354.118217 + Penalty 3265.747330 = -1445088.370888 nChanged 5 SP:Iteration 56Q (224.491134 sec): 3 clusters Score: Raw -1448355.881582 + Penalty 3265.747330 = -1445090.134252 nChanged 10 SP:Iteration 57Q (224.565460 sec): 3 clusters Score: Raw -1448357.932076 + Penalty 3265.747330 = -1445092.184746 nChanged 7 SP:Iteration 58Q (224.643803 sec): 3 clusters Score: Raw -1448359.579958 + Penalty 3265.747330 = -1445093.832628 nChanged 5 SP:Iteration 59Q (224.720720 sec): 3 clusters Score: Raw -1448360.370619 + Penalty 3265.747330 = -1445094.623289 nChanged 2 SP:Iteration 60F (224.803602 sec): 3 clusters Score: Raw -1448360.759110 + Penalty 3265.747330 = -1445095.011780 nChanged 2 SP:Iteration 61Q (224.880327 sec): 3 clusters Score: Raw -1448361.004123 + Penalty 3265.747330 = -1445095.256794 nChanged 0 SP:Iteration 62F (224.962201 sec): 3 clusters Score: Raw -1448361.004123 + Penalty 3265.747330 = -1445095.256794 nChanged 0 Trying to split cluster 9 (2859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (224.994103 sec): 2 clusters Score: Raw -173974.828518 + Penalty 1293.211919 = -172681.616599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.047367 sec): 3 clusters Score: Raw -172622.727393 + Penalty 2586.423838 = -170036.303555 nChanged 1070 SP:Iteration 1F (225.088756 sec): 3 clusters Score: Raw -173309.426191 + Penalty 2586.423838 = -170723.002353 nChanged 238 SP:Iteration 2F (225.148521 sec): 3 clusters Score: Raw -173528.397804 + Penalty 2586.423838 = -170941.973967 nChanged 188 SP:Iteration 3F (225.205151 sec): 3 clusters Score: Raw -173718.517360 + Penalty 2586.423838 = -171132.093522 nChanged 180 SP:Iteration 4F (225.245914 sec): 3 clusters Score: Raw -173862.161200 + Penalty 2586.423838 = -171275.737363 nChanged 133 SP:Iteration 5Q (225.309238 sec): 3 clusters Score: Raw -173968.663165 + Penalty 2586.423838 = -171382.239328 nChanged 101 SP:Iteration 6Q (225.361278 sec): 3 clusters Score: Raw -174052.131879 + Penalty 2586.423838 = -171465.708042 nChanged 99 SP:Iteration 7Q (225.415395 sec): 3 clusters Score: Raw -174135.309968 + Penalty 2586.423838 = -171548.886131 nChanged 77 SP:Iteration 8Q (225.456187 sec): 3 clusters Score: Raw -174189.052574 + Penalty 2586.423838 = -171602.628736 nChanged 71 SP:Iteration 9Q (225.509798 sec): 3 clusters Score: Raw -174243.835196 + Penalty 2586.423838 = -171657.411358 nChanged 74 SP:Iteration 10Q (225.571617 sec): 3 clusters Score: Raw -174286.680832 + Penalty 2586.423838 = -171700.256995 nChanged 46 SP:Iteration 11Q (225.624888 sec): 3 clusters Score: Raw -174311.424798 + Penalty 2586.423838 = -171725.000960 nChanged 35 SP:Iteration 12Q (225.663033 sec): 3 clusters Score: Raw -174332.552503 + Penalty 2586.423838 = -171746.128666 nChanged 31 SP:Iteration 13Q (225.722539 sec): 3 clusters Score: Raw -174348.216641 + Penalty 2586.423838 = -171761.792803 nChanged 25 SP:Iteration 14Q (225.779132 sec): 3 clusters Score: Raw -174364.094182 + Penalty 2586.423838 = -171777.670344 nChanged 23 SP:Iteration 15Q (225.825593 sec): 3 clusters Score: Raw -174376.584413 + Penalty 2586.423838 = -171790.160575 nChanged 13 SP:Iteration 16Q (225.882311 sec): 3 clusters Score: Raw -174382.902566 + Penalty 2586.423838 = -171796.478728 nChanged 16 SP:Iteration 17Q (225.932465 sec): 3 clusters Score: Raw -174389.698900 + Penalty 2586.423838 = -171803.275063 nChanged 12 SP:Iteration 18Q (225.971219 sec): 3 clusters Score: Raw -174394.591454 + Penalty 2586.423838 = -171808.167616 nChanged 4 SP:Iteration 19Q (226.026955 sec): 3 clusters Score: Raw -174396.923348 + Penalty 2586.423838 = -171810.499511 nChanged 6 SP:Iteration 20F (226.080924 sec): 3 clusters Score: Raw -174399.732931 + Penalty 2586.423838 = -171813.309094 nChanged 8 SP:Iteration 21Q (226.131662 sec): 3 clusters Score: Raw -174401.907620 + Penalty 2586.423838 = -171815.483782 nChanged 2 SP:Iteration 22Q (226.177320 sec): 3 clusters Score: Raw -174403.438279 + Penalty 2586.423838 = -171817.014442 nChanged 2 SP:Iteration 23Q (226.238351 sec): 3 clusters Score: Raw -174404.349250 + Penalty 2586.423838 = -171817.925413 nChanged 1 SP:Iteration 24Q (226.293123 sec): 3 clusters Score: Raw -174405.724445 + Penalty 2586.423838 = -171819.300608 nChanged 3 SP:Iteration 25Q (226.335604 sec): 3 clusters Score: Raw -174407.033448 + Penalty 2586.423838 = -171820.609610 nChanged 3 SP:Iteration 26Q (226.392808 sec): 3 clusters Score: Raw -174408.213789 + Penalty 2586.423838 = -171821.789952 nChanged 2 SP:Iteration 27Q (226.447424 sec): 3 clusters Score: Raw -174408.826095 + Penalty 2586.423838 = -171822.402258 nChanged 1 SP:Iteration 28Q (226.494995 sec): 3 clusters Score: Raw -174409.222257 + Penalty 2586.423838 = -171822.798419 nChanged 0 SP:Iteration 29F (226.548835 sec): 3 clusters Score: Raw -174409.222257 + Penalty 2586.423838 = -171822.798419 nChanged 0 Trying to split cluster 10 (1556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.574736 sec): 2 clusters Score: Raw -94496.594746 + Penalty 1194.354477 = -93302.240269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.632177 sec): 3 clusters Score: Raw -93870.427928 + Penalty 2388.708954 = -91481.718973 nChanged 513 SP:Iteration 1F (226.681580 sec): 3 clusters Score: Raw -94188.716840 + Penalty 2388.708954 = -91800.007886 nChanged 125 SP:Iteration 2F (226.725784 sec): 3 clusters Score: Raw -94282.230535 + Penalty 2388.708954 = -91893.521581 nChanged 71 SP:Iteration 3Q (226.771418 sec): 3 clusters Score: Raw -94339.046779 + Penalty 2388.708954 = -91950.337825 nChanged 57 SP:Iteration 4Q (226.809756 sec): 3 clusters Score: Raw -94385.496197 + Penalty 2388.708954 = -91996.787243 nChanged 37 SP:Iteration 5Q (226.867501 sec): 3 clusters Score: Raw -94406.009494 + Penalty 2388.708954 = -92017.300540 nChanged 25 SP:Iteration 6Q (226.919812 sec): 3 clusters Score: Raw -94420.836244 + Penalty 2388.708954 = -92032.127290 nChanged 12 SP:Iteration 7Q (226.973715 sec): 3 clusters Score: Raw -94428.398897 + Penalty 2388.708954 = -92039.689943 nChanged 7 SP:Iteration 8Q (227.011347 sec): 3 clusters Score: Raw -94432.058362 + Penalty 2388.708954 = -92043.349408 nChanged 6 SP:Iteration 9Q (227.059899 sec): 3 clusters Score: Raw -94436.045453 + Penalty 2388.708954 = -92047.336499 nChanged 6 SP:Iteration 10Q (227.109160 sec): 3 clusters Score: Raw -94438.564030 + Penalty 2388.708954 = -92049.855076 nChanged 2 SP:Iteration 11Q (227.151413 sec): 3 clusters Score: Raw -94440.772424 + Penalty 2388.708954 = -92052.063470 nChanged 3 SP:Iteration 12Q (227.198664 sec): 3 clusters Score: Raw -94444.683205 + Penalty 2388.708954 = -92055.974251 nChanged 7 SP:Iteration 13Q (227.249089 sec): 3 clusters Score: Raw -94448.017240 + Penalty 2388.708954 = -92059.308286 nChanged 5 SP:Iteration 14Q (227.297295 sec): 3 clusters Score: Raw -94452.557041 + Penalty 2388.708954 = -92063.848087 nChanged 8 SP:Iteration 15Q (227.339344 sec): 3 clusters Score: Raw -94459.312592 + Penalty 2388.708954 = -92070.603637 nChanged 10 SP:Iteration 16Q (227.376651 sec): 3 clusters Score: Raw -94465.817449 + Penalty 2388.708954 = -92077.108495 nChanged 6 SP:Iteration 17Q (227.422879 sec): 3 clusters Score: Raw -94469.295248 + Penalty 2388.708954 = -92080.586294 nChanged 4 SP:Iteration 18Q (227.471855 sec): 3 clusters Score: Raw -94472.709641 + Penalty 2388.708954 = -92084.000687 nChanged 7 SP:Iteration 19Q (227.524321 sec): 3 clusters Score: Raw -94476.092825 + Penalty 2388.708954 = -92087.383871 nChanged 6 SP:Iteration 20F (227.564396 sec): 3 clusters Score: Raw -94477.828173 + Penalty 2388.708954 = -92089.119219 nChanged 2 SP:Iteration 21Q (227.613321 sec): 3 clusters Score: Raw -94478.519646 + Penalty 2388.708954 = -92089.810692 nChanged 2 SP:Iteration 22Q (227.672693 sec): 3 clusters Score: Raw -94479.411420 + Penalty 2388.708954 = -92090.702466 nChanged 3 SP:Iteration 23Q (227.715231 sec): 3 clusters Score: Raw -94480.835814 + Penalty 2388.708954 = -92092.126860 nChanged 1 SP:Iteration 24Q (227.766430 sec): 3 clusters Score: Raw -94481.136620 + Penalty 2388.708954 = -92092.427666 nChanged 0 SP:Iteration 25F (227.810794 sec): 3 clusters Score: Raw -94481.136620 + Penalty 2388.708954 = -92092.427666 nChanged 0 Trying to split cluster 11 (5053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (227.841075 sec): 2 clusters Score: Raw -309222.554759 + Penalty 1385.757328 = -307836.797431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (227.912146 sec): 3 clusters Score: Raw -306605.413135 + Penalty 2771.514657 = -303833.898479 nChanged 2024 SP:Iteration 1F (227.969368 sec): 3 clusters Score: Raw -307761.888987 + Penalty 2771.514657 = -304990.374330 nChanged 350 SP:Iteration 2F (228.027106 sec): 3 clusters Score: Raw -307960.617352 + Penalty 2771.514657 = -305189.102695 nChanged 287 SP:Iteration 3F (228.084640 sec): 3 clusters Score: Raw -308114.446504 + Penalty 2771.514657 = -305342.931847 nChanged 218 SP:Iteration 4Q (228.128905 sec): 3 clusters Score: Raw -308232.656347 + Penalty 2771.514657 = -305461.141690 nChanged 205 SP:Iteration 5Q (228.184697 sec): 3 clusters Score: Raw -308349.667071 + Penalty 2771.514657 = -305578.152414 nChanged 205 SP:Iteration 6Q (228.245569 sec): 3 clusters Score: Raw -308462.438430 + Penalty 2771.514657 = -305690.923773 nChanged 193 SP:Iteration 7Q (228.303461 sec): 3 clusters Score: Raw -308568.739654 + Penalty 2771.514657 = -305797.224998 nChanged 184 SP:Iteration 8Q (228.359668 sec): 3 clusters Score: Raw -308680.940850 + Penalty 2771.514657 = -305909.426193 nChanged 169 SP:Iteration 9Q (228.411167 sec): 3 clusters Score: Raw -308787.908720 + Penalty 2771.514657 = -306016.394063 nChanged 149 SP:Iteration 10Q (228.471440 sec): 3 clusters Score: Raw -308889.965492 + Penalty 2771.514657 = -306118.450835 nChanged 155 SP:Iteration 11Q (228.527226 sec): 3 clusters Score: Raw -308998.039307 + Penalty 2771.514657 = -306226.524650 nChanged 128 SP:Iteration 12Q (228.571051 sec): 3 clusters Score: Raw -309094.422054 + Penalty 2771.514657 = -306322.907397 nChanged 107 SP:Iteration 13Q (228.630848 sec): 3 clusters Score: Raw -309178.874214 + Penalty 2771.514657 = -306407.359557 nChanged 72 SP:Iteration 14Q (228.677260 sec): 3 clusters Score: Raw -309241.172757 + Penalty 2771.514657 = -306469.658100 nChanged 53 SP:Iteration 15Q (228.738946 sec): 3 clusters Score: Raw -309298.371286 + Penalty 2771.514657 = -306526.856629 nChanged 56 SP:Iteration 16Q (228.793361 sec): 3 clusters Score: Raw -309358.380114 + Penalty 2771.514657 = -306586.865458 nChanged 38 SP:Iteration 17Q (228.838190 sec): 3 clusters Score: Raw -309398.314145 + Penalty 2771.514657 = -306626.799488 nChanged 29 SP:Iteration 18Q (228.894531 sec): 3 clusters Score: Raw -309426.962913 + Penalty 2771.514657 = -306655.448256 nChanged 26 SP:Iteration 19Q (228.947698 sec): 3 clusters Score: Raw -309450.416989 + Penalty 2771.514657 = -306678.902332 nChanged 22 SP:Iteration 20F (229.002387 sec): 3 clusters Score: Raw -309465.980607 + Penalty 2771.514657 = -306694.465951 nChanged 11 SP:Iteration 21Q (229.070375 sec): 3 clusters Score: Raw -309477.365988 + Penalty 2771.514657 = -306705.851331 nChanged 8 SP:Iteration 22Q (229.122788 sec): 3 clusters Score: Raw -309484.160954 + Penalty 2771.514657 = -306712.646297 nChanged 4 SP:Iteration 23Q (229.179956 sec): 3 clusters Score: Raw -309488.662155 + Penalty 2771.514657 = -306717.147498 nChanged 3 SP:Iteration 24Q (229.230964 sec): 3 clusters Score: Raw -309489.589558 + Penalty 2771.514657 = -306718.074902 nChanged 1 SP:Iteration 25Q (229.286292 sec): 3 clusters Score: Raw -309489.886007 + Penalty 2771.514657 = -306718.371351 nChanged 0 SP:Iteration 26F (229.342202 sec): 3 clusters Score: Raw -309489.886007 + Penalty 2771.514657 = -306718.371351 nChanged 0 Trying to split cluster 12 (40751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (229.417742 sec): 2 clusters Score: Raw -2327093.026101 + Penalty 1724.975794 = -2325368.050307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (229.520500 sec): 3 clusters Score: Raw -2301581.060343 + Penalty 3449.951589 = -2298131.108754 nChanged 18898 SP:Iteration 1F (229.643416 sec): 3 clusters Score: Raw -2312095.980557 + Penalty 3449.951589 = -2308646.028968 nChanged 1687 SP:Iteration 2Q (229.754911 sec): 3 clusters Score: Raw -2312611.851459 + Penalty 3449.951589 = -2309161.899870 nChanged 1701 SP:Iteration 3Q (229.872498 sec): 3 clusters Score: Raw -2313142.248868 + Penalty 3449.951589 = -2309692.297279 nChanged 1663 SP:Iteration 4Q (229.978378 sec): 3 clusters Score: Raw -2313764.392576 + Penalty 3449.951589 = -2310314.440987 nChanged 1793 SP:Iteration 5Q (230.108942 sec): 3 clusters Score: Raw -2314527.290510 + Penalty 3449.951589 = -2311077.338921 nChanged 1945 SP:Iteration 6Q (230.225886 sec): 3 clusters Score: Raw -2315473.925853 + Penalty 3449.951589 = -2312023.974264 nChanged 2096 SP:Iteration 7F (230.337377 sec): 3 clusters Score: Raw -2316637.990073 + Penalty 3449.951589 = -2313188.038484 nChanged 2226 SP:Iteration 8F (230.455573 sec): 3 clusters Score: Raw -2317994.170411 + Penalty 3449.951589 = -2314544.218822 nChanged 2337 SP:Iteration 9F (230.558091 sec): 3 clusters Score: Raw -2319494.054616 + Penalty 3449.951589 = -2316044.103027 nChanged 2146 SP:Iteration 10F (230.686204 sec): 3 clusters Score: Raw -2320882.117349 + Penalty 3449.951589 = -2317432.165760 nChanged 1938 SP:Iteration 11Q (230.804212 sec): 3 clusters Score: Raw -2321843.199829 + Penalty 3449.951589 = -2318393.248240 nChanged 1365 SP:Iteration 12Q (230.910149 sec): 3 clusters Score: Raw -2322304.487003 + Penalty 3449.951589 = -2318854.535414 nChanged 848 SP:Iteration 13Q (231.037272 sec): 3 clusters Score: Raw -2322535.537034 + Penalty 3449.951589 = -2319085.585445 nChanged 606 SP:Iteration 14Q (231.150215 sec): 3 clusters Score: Raw -2322674.431465 + Penalty 3449.951589 = -2319224.479876 nChanged 517 SP:Iteration 15Q (231.249646 sec): 3 clusters Score: Raw -2322785.780069 + Penalty 3449.951589 = -2319335.828480 nChanged 469 SP:Iteration 16Q (231.361451 sec): 3 clusters Score: Raw -2322880.657398 + Penalty 3449.951589 = -2319430.705809 nChanged 444 SP:Iteration 17Q (231.473215 sec): 3 clusters Score: Raw -2322970.784200 + Penalty 3449.951589 = -2319520.832611 nChanged 444 SP:Iteration 18Q (231.583459 sec): 3 clusters Score: Raw -2323059.808818 + Penalty 3449.951589 = -2319609.857229 nChanged 412 SP:Iteration 19Q (231.702966 sec): 3 clusters Score: Raw -2323132.923784 + Penalty 3449.951589 = -2319682.972195 nChanged 369 SP:Iteration 20F (231.802108 sec): 3 clusters Score: Raw -2323193.984987 + Penalty 3449.951589 = -2319744.033398 nChanged 335 SP:Iteration 21Q (231.913430 sec): 3 clusters Score: Raw -2323248.554766 + Penalty 3449.951589 = -2319798.603177 nChanged 332 SP:Iteration 22Q (232.028095 sec): 3 clusters Score: Raw -2323297.721360 + Penalty 3449.951589 = -2319847.769772 nChanged 303 SP:Iteration 23Q (232.135135 sec): 3 clusters Score: Raw -2323346.393895 + Penalty 3449.951589 = -2319896.442306 nChanged 311 SP:Iteration 24Q (232.260652 sec): 3 clusters Score: Raw -2323391.215595 + Penalty 3449.951589 = -2319941.264006 nChanged 303 SP:Iteration 25Q (232.371341 sec): 3 clusters Score: Raw -2323439.831155 + Penalty 3449.951589 = -2319989.879566 nChanged 312 SP:Iteration 26Q (232.478457 sec): 3 clusters Score: Raw -2323488.718479 + Penalty 3449.951589 = -2320038.766890 nChanged 325 SP:Iteration 27Q (232.584423 sec): 3 clusters Score: Raw -2323546.887373 + Penalty 3449.951589 = -2320096.935784 nChanged 348 SP:Iteration 28Q (232.701583 sec): 3 clusters Score: Raw -2323616.017425 + Penalty 3449.951589 = -2320166.065836 nChanged 390 SP:Iteration 29Q (232.810444 sec): 3 clusters Score: Raw -2323694.966443 + Penalty 3449.951589 = -2320245.014854 nChanged 418 SP:Iteration 30Q (232.937900 sec): 3 clusters Score: Raw -2323780.784393 + Penalty 3449.951589 = -2320330.832804 nChanged 405 SP:Iteration 31Q (233.045873 sec): 3 clusters Score: Raw -2323865.327919 + Penalty 3449.951589 = -2320415.376330 nChanged 412 SP:Iteration 32Q (233.150264 sec): 3 clusters Score: Raw -2323964.555880 + Penalty 3449.951589 = -2320514.604291 nChanged 456 SP:Iteration 33Q (233.268394 sec): 3 clusters Score: Raw -2324080.989188 + Penalty 3449.951589 = -2320631.037599 nChanged 495 SP:Iteration 34Q (233.382754 sec): 3 clusters Score: Raw -2324218.474328 + Penalty 3449.951589 = -2320768.522739 nChanged 526 SP:Iteration 35Q (233.494504 sec): 3 clusters Score: Raw -2324365.156967 + Penalty 3449.951589 = -2320915.205378 nChanged 535 SP:Iteration 36Q (233.607970 sec): 3 clusters Score: Raw -2324522.214845 + Penalty 3449.951589 = -2321072.263256 nChanged 525 SP:Iteration 37Q (233.722789 sec): 3 clusters Score: Raw -2324675.228366 + Penalty 3449.951589 = -2321225.276777 nChanged 516 SP:Iteration 38Q (233.827404 sec): 3 clusters Score: Raw -2324826.421535 + Penalty 3449.951589 = -2321376.469946 nChanged 511 SP:Iteration 39Q (233.932443 sec): 3 clusters Score: Raw -2324971.537256 + Penalty 3449.951589 = -2321521.585667 nChanged 512 SP:Iteration 40F (234.040079 sec): 3 clusters Score: Raw -2325126.350054 + Penalty 3449.951589 = -2321676.398465 nChanged 512 SP:Iteration 41Q (234.155199 sec): 3 clusters Score: Raw -2325276.311132 + Penalty 3449.951589 = -2321826.359543 nChanged 459 SP:Iteration 42Q (234.276255 sec): 3 clusters Score: Raw -2325412.624345 + Penalty 3449.951589 = -2321962.672756 nChanged 461 SP:Iteration 43Q (234.376144 sec): 3 clusters Score: Raw -2325556.571975 + Penalty 3449.951589 = -2322106.620386 nChanged 478 SP:Iteration 44Q (234.500456 sec): 3 clusters Score: Raw -2325717.869811 + Penalty 3449.951589 = -2322267.918222 nChanged 465 SP:Iteration 45Q (234.612886 sec): 3 clusters Score: Raw -2325873.873352 + Penalty 3449.951589 = -2322423.921763 nChanged 422 SP:Iteration 46Q (234.723296 sec): 3 clusters Score: Raw -2326011.580422 + Penalty 3449.951589 = -2322561.628833 nChanged 394 SP:Iteration 47Q (234.835178 sec): 3 clusters Score: Raw -2326135.871909 + Penalty 3449.951589 = -2322685.920320 nChanged 365 SP:Iteration 48Q (234.931897 sec): 3 clusters Score: Raw -2326240.803644 + Penalty 3449.951589 = -2322790.852056 nChanged 334 SP:Iteration 49Q (235.051287 sec): 3 clusters Score: Raw -2326335.154998 + Penalty 3449.951589 = -2322885.203409 nChanged 331 SP:Iteration 50Q (235.158573 sec): 3 clusters Score: Raw -2326428.370681 + Penalty 3449.951589 = -2322978.419093 nChanged 328 SP:Iteration 51Q (235.268214 sec): 3 clusters Score: Raw -2326512.929843 + Penalty 3449.951589 = -2323062.978254 nChanged 290 SP:Iteration 52Q (235.377759 sec): 3 clusters Score: Raw -2326582.570495 + Penalty 3449.951589 = -2323132.618906 nChanged 275 SP:Iteration 53Q (235.484634 sec): 3 clusters Score: Raw -2326640.943761 + Penalty 3449.951589 = -2323190.992172 nChanged 250 SP:Iteration 54Q (235.589745 sec): 3 clusters Score: Raw -2326698.453137 + Penalty 3449.951589 = -2323248.501548 nChanged 254 SP:Iteration 55Q (235.693255 sec): 3 clusters Score: Raw -2326758.087911 + Penalty 3449.951589 = -2323308.136322 nChanged 241 SP:Iteration 56Q (235.804217 sec): 3 clusters Score: Raw -2326810.100436 + Penalty 3449.951589 = -2323360.148847 nChanged 233 SP:Iteration 57Q (235.908808 sec): 3 clusters Score: Raw -2326862.249662 + Penalty 3449.951589 = -2323412.298073 nChanged 215 SP:Iteration 58Q (235.999764 sec): 3 clusters Score: Raw -2326909.751127 + Penalty 3449.951589 = -2323459.799538 nChanged 216 SP:Iteration 59Q (236.101464 sec): 3 clusters Score: Raw -2326955.250215 + Penalty 3449.951589 = -2323505.298626 nChanged 174 SP:Iteration 60F (236.212357 sec): 3 clusters Score: Raw -2326990.553762 + Penalty 3449.951589 = -2323540.602173 nChanged 179 SP:Iteration 61Q (236.317095 sec): 3 clusters Score: Raw -2327024.587305 + Penalty 3449.951589 = -2323574.635717 nChanged 157 SP:Iteration 62Q (236.419598 sec): 3 clusters Score: Raw -2327053.593675 + Penalty 3449.951589 = -2323603.642086 nChanged 154 SP:Iteration 63Q (236.532859 sec): 3 clusters Score: Raw -2327079.539878 + Penalty 3449.951589 = -2323629.588289 nChanged 138 SP:Iteration 64Q (236.631219 sec): 3 clusters Score: Raw -2327103.713749 + Penalty 3449.951589 = -2323653.762160 nChanged 138 SP:Iteration 65Q (236.732741 sec): 3 clusters Score: Raw -2327128.249842 + Penalty 3449.951589 = -2323678.298253 nChanged 116 SP:Iteration 66Q (236.829726 sec): 3 clusters Score: Raw -2327147.091868 + Penalty 3449.951589 = -2323697.140279 nChanged 114 SP:Iteration 67Q (236.940099 sec): 3 clusters Score: Raw -2327164.725768 + Penalty 3449.951589 = -2323714.774179 nChanged 88 SP:Iteration 68Q (237.048167 sec): 3 clusters Score: Raw -2327177.994276 + Penalty 3449.951589 = -2323728.042687 nChanged 81 SP:Iteration 69Q (237.141867 sec): 3 clusters Score: Raw -2327189.538217 + Penalty 3449.951589 = -2323739.586628 nChanged 79 SP:Iteration 70Q (237.256633 sec): 3 clusters Score: Raw -2327201.533541 + Penalty 3449.951589 = -2323751.581952 nChanged 74 SP:Iteration 71Q (237.363936 sec): 3 clusters Score: Raw -2327212.023002 + Penalty 3449.951589 = -2323762.071413 nChanged 73 SP:Iteration 72Q (237.469699 sec): 3 clusters Score: Raw -2327224.304658 + Penalty 3449.951589 = -2323774.353070 nChanged 84 SP:Iteration 73Q (237.569737 sec): 3 clusters Score: Raw -2327236.969426 + Penalty 3449.951589 = -2323787.017837 nChanged 83 SP:Iteration 74Q (237.666448 sec): 3 clusters Score: Raw -2327248.448892 + Penalty 3449.951589 = -2323798.497303 nChanged 74 SP:Iteration 75Q (237.775765 sec): 3 clusters Score: Raw -2327259.105974 + Penalty 3449.951589 = -2323809.154385 nChanged 70 SP:Iteration 76Q (237.884282 sec): 3 clusters Score: Raw -2327270.296287 + Penalty 3449.951589 = -2323820.344698 nChanged 62 SP:Iteration 77Q (237.982964 sec): 3 clusters Score: Raw -2327280.394731 + Penalty 3449.951589 = -2323830.443142 nChanged 66 SP:Iteration 78Q (238.090781 sec): 3 clusters Score: Raw -2327288.259229 + Penalty 3449.951589 = -2323838.307641 nChanged 65 SP:Iteration 79Q (238.191499 sec): 3 clusters Score: Raw -2327297.443258 + Penalty 3449.951589 = -2323847.491669 nChanged 70 SP:Iteration 80F (238.292758 sec): 3 clusters Score: Raw -2327308.143360 + Penalty 3449.951589 = -2323858.191771 nChanged 61 SP:Iteration 81Q (238.391994 sec): 3 clusters Score: Raw -2327316.034144 + Penalty 3449.951589 = -2323866.082555 nChanged 53 SP:Iteration 82Q (238.503012 sec): 3 clusters Score: Raw -2327321.632682 + Penalty 3449.951589 = -2323871.681093 nChanged 50 SP:Iteration 83Q (238.601517 sec): 3 clusters Score: Raw -2327327.883890 + Penalty 3449.951589 = -2323877.932301 nChanged 52 SP:Iteration 84Q (238.697037 sec): 3 clusters Score: Raw -2327334.838259 + Penalty 3449.951589 = -2323884.886670 nChanged 50 SP:Iteration 85Q (238.807891 sec): 3 clusters Score: Raw -2327341.726588 + Penalty 3449.951589 = -2323891.774999 nChanged 42 SP:Iteration 86Q (238.902650 sec): 3 clusters Score: Raw -2327347.447131 + Penalty 3449.951589 = -2323897.495542 nChanged 43 SP:Iteration 87Q (239.011198 sec): 3 clusters Score: Raw -2327354.025012 + Penalty 3449.951589 = -2323904.073423 nChanged 31 SP:Iteration 88Q (239.106860 sec): 3 clusters Score: Raw -2327359.623772 + Penalty 3449.951589 = -2323909.672183 nChanged 38 SP:Iteration 89Q (239.206864 sec): 3 clusters Score: Raw -2327365.507707 + Penalty 3449.951589 = -2323915.556118 nChanged 33 SP:Iteration 90Q (239.312251 sec): 3 clusters Score: Raw -2327369.961245 + Penalty 3449.951589 = -2323920.009656 nChanged 35 SP:Iteration 91Q (239.406990 sec): 3 clusters Score: Raw -2327375.400559 + Penalty 3449.951589 = -2323925.448970 nChanged 40 SP:Iteration 92Q (239.520851 sec): 3 clusters Score: Raw -2327382.530353 + Penalty 3449.951589 = -2323932.578764 nChanged 40 SP:Iteration 93Q (239.624033 sec): 3 clusters Score: Raw -2327389.509036 + Penalty 3449.951589 = -2323939.557447 nChanged 44 SP:Iteration 94Q (239.724706 sec): 3 clusters Score: Raw -2327398.191299 + Penalty 3449.951589 = -2323948.239710 nChanged 41 SP:Iteration 95Q (239.826314 sec): 3 clusters Score: Raw -2327403.569505 + Penalty 3449.951589 = -2323953.617916 nChanged 35 SP:Iteration 96Q (239.923715 sec): 3 clusters Score: Raw -2327409.463947 + Penalty 3449.951589 = -2323959.512359 nChanged 48 SP:Iteration 97Q (240.017931 sec): 3 clusters Score: Raw -2327417.309416 + Penalty 3449.951589 = -2323967.357828 nChanged 54 SP:Iteration 98Q (240.131247 sec): 3 clusters Score: Raw -2327424.750034 + Penalty 3449.951589 = -2323974.798445 nChanged 48 SP:Iteration 99Q (240.230705 sec): 3 clusters Score: Raw -2327432.021535 + Penalty 3449.951589 = -2323982.069946 nChanged 46 SP:Iteration 100F (240.345533 sec): 3 clusters Score: Raw -2327439.777075 + Penalty 3449.951589 = -2323989.825486 nChanged 45 SP:Iteration 101Q (240.449917 sec): 3 clusters Score: Raw -2327446.806826 + Penalty 3449.951589 = -2323996.855237 nChanged 42 SP:Iteration 102Q (240.549535 sec): 3 clusters Score: Raw -2327454.286253 + Penalty 3449.951589 = -2324004.334664 nChanged 47 SP:Iteration 103Q (240.652452 sec): 3 clusters Score: Raw -2327462.175549 + Penalty 3449.951589 = -2324012.223960 nChanged 37 SP:Iteration 104Q (240.739286 sec): 3 clusters Score: Raw -2327469.057463 + Penalty 3449.951589 = -2324019.105874 nChanged 39 SP:Iteration 105Q (240.848409 sec): 3 clusters Score: Raw -2327476.427956 + Penalty 3449.951589 = -2324026.476367 nChanged 47 SP:Iteration 106Q (240.948990 sec): 3 clusters Score: Raw -2327482.662343 + Penalty 3449.951589 = -2324032.710754 nChanged 28 SP:Iteration 107Q (241.051616 sec): 3 clusters Score: Raw -2327486.006182 + Penalty 3449.951589 = -2324036.054594 nChanged 20 SP:Iteration 108Q (241.145754 sec): 3 clusters Score: Raw -2327488.421361 + Penalty 3449.951589 = -2324038.469772 nChanged 18 SP:Iteration 109Q (241.241564 sec): 3 clusters Score: Raw -2327491.198269 + Penalty 3449.951589 = -2324041.246680 nChanged 21 SP:Iteration 110Q (241.346192 sec): 3 clusters Score: Raw -2327495.669528 + Penalty 3449.951589 = -2324045.717939 nChanged 34 SP:Iteration 111Q (241.441281 sec): 3 clusters Score: Raw -2327502.261632 + Penalty 3449.951589 = -2324052.310044 nChanged 37 SP:Iteration 112Q (241.544085 sec): 3 clusters Score: Raw -2327508.679564 + Penalty 3449.951589 = -2324058.727975 nChanged 39 SP:Iteration 113Q (241.642999 sec): 3 clusters Score: Raw -2327515.918424 + Penalty 3449.951589 = -2324065.966835 nChanged 39 SP:Iteration 114Q (241.740506 sec): 3 clusters Score: Raw -2327525.249574 + Penalty 3449.951589 = -2324075.297985 nChanged 44 SP:Iteration 115Q (241.832340 sec): 3 clusters Score: Raw -2327536.487397 + Penalty 3449.951589 = -2324086.535808 nChanged 39 SP:Iteration 116Q (241.932285 sec): 3 clusters Score: Raw -2327545.067173 + Penalty 3449.951589 = -2324095.115584 nChanged 26 SP:Iteration 117Q (242.038910 sec): 3 clusters Score: Raw -2327549.922602 + Penalty 3449.951589 = -2324099.971013 nChanged 31 SP:Iteration 118Q (242.136234 sec): 3 clusters Score: Raw -2327555.987285 + Penalty 3449.951589 = -2324106.035696 nChanged 37 SP:Iteration 119Q (242.240554 sec): 3 clusters Score: Raw -2327565.079511 + Penalty 3449.951589 = -2324115.127923 nChanged 49 SP:Iteration 120F (242.342062 sec): 3 clusters Score: Raw -2327575.947973 + Penalty 3449.951589 = -2324125.996384 nChanged 56 SP:Iteration 121Q (242.453362 sec): 3 clusters Score: Raw -2327592.646404 + Penalty 3449.951589 = -2324142.694815 nChanged 54 SP:Iteration 122Q (242.552400 sec): 3 clusters Score: Raw -2327606.972975 + Penalty 3449.951589 = -2324157.021386 nChanged 48 SP:Iteration 123Q (242.657288 sec): 3 clusters Score: Raw -2327620.016758 + Penalty 3449.951589 = -2324170.065169 nChanged 50 SP:Iteration 124Q (242.760054 sec): 3 clusters Score: Raw -2327633.089076 + Penalty 3449.951589 = -2324183.137487 nChanged 47 SP:Iteration 125Q (242.848296 sec): 3 clusters Score: Raw -2327646.035979 + Penalty 3449.951589 = -2324196.084390 nChanged 38 SP:Iteration 126Q (242.960227 sec): 3 clusters Score: Raw -2327654.239101 + Penalty 3449.951589 = -2324204.287513 nChanged 38 SP:Iteration 127Q (243.048833 sec): 3 clusters Score: Raw -2327660.209561 + Penalty 3449.951589 = -2324210.257972 nChanged 26 SP:Iteration 128Q (243.162924 sec): 3 clusters Score: Raw -2327665.485143 + Penalty 3449.951589 = -2324215.533554 nChanged 27 SP:Iteration 129Q (243.261443 sec): 3 clusters Score: Raw -2327670.710957 + Penalty 3449.951589 = -2324220.759368 nChanged 25 SP:Iteration 130Q (243.356447 sec): 3 clusters Score: Raw -2327675.915908 + Penalty 3449.951589 = -2324225.964319 nChanged 23 SP:Iteration 131Q (243.459013 sec): 3 clusters Score: Raw -2327680.958573 + Penalty 3449.951589 = -2324231.006984 nChanged 19 SP:Iteration 132Q (243.549388 sec): 3 clusters Score: Raw -2327683.436928 + Penalty 3449.951589 = -2324233.485339 nChanged 15 SP:Iteration 133Q (243.660279 sec): 3 clusters Score: Raw -2327686.616312 + Penalty 3449.951589 = -2324236.664723 nChanged 14 SP:Iteration 134Q (243.758875 sec): 3 clusters Score: Raw -2327688.818428 + Penalty 3449.951589 = -2324238.866839 nChanged 13 SP:Iteration 135Q (243.846765 sec): 3 clusters Score: Raw -2327690.370565 + Penalty 3449.951589 = -2324240.418976 nChanged 7 SP:Iteration 136Q (243.947088 sec): 3 clusters Score: Raw -2327691.341998 + Penalty 3449.951589 = -2324241.390409 nChanged 3 SP:Iteration 137Q (244.055195 sec): 3 clusters Score: Raw -2327691.767128 + Penalty 3449.951589 = -2324241.815539 nChanged 1 SP:Iteration 138Q (244.162501 sec): 3 clusters Score: Raw -2327691.861511 + Penalty 3449.951589 = -2324241.909922 nChanged 1 SP:Iteration 139Q (244.264796 sec): 3 clusters Score: Raw -2327691.911424 + Penalty 3449.951589 = -2324241.959835 nChanged 0 SP:Iteration 140F (244.378736 sec): 3 clusters Score: Raw -2327691.911424 + Penalty 3449.951589 = -2324241.959835 nChanged 0 Trying to split cluster 13 (7129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (244.419219 sec): 2 clusters Score: Raw -411372.437321 + Penalty 1441.688016 = -409930.749305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (244.481050 sec): 3 clusters Score: Raw -407495.525145 + Penalty 2883.376032 = -404612.149113 nChanged 2980 SP:Iteration 1F (244.542519 sec): 3 clusters Score: Raw -409085.425929 + Penalty 2883.376032 = -406202.049897 nChanged 452 SP:Iteration 2F (244.591910 sec): 3 clusters Score: Raw -409300.423618 + Penalty 2883.376032 = -406417.047587 nChanged 348 SP:Iteration 3Q (244.652241 sec): 3 clusters Score: Raw -409469.936923 + Penalty 2883.376032 = -406586.560891 nChanged 300 SP:Iteration 4Q (244.723038 sec): 3 clusters Score: Raw -409621.197172 + Penalty 2883.376032 = -406737.821141 nChanged 299 SP:Iteration 5Q (244.779435 sec): 3 clusters Score: Raw -409770.719994 + Penalty 2883.376032 = -406887.343962 nChanged 270 SP:Iteration 6Q (244.831869 sec): 3 clusters Score: Raw -409926.145206 + Penalty 2883.376032 = -407042.769174 nChanged 299 SP:Iteration 7Q (244.893357 sec): 3 clusters Score: Raw -410107.010331 + Penalty 2883.376032 = -407223.634299 nChanged 297 SP:Iteration 8Q (244.954522 sec): 3 clusters Score: Raw -410289.945307 + Penalty 2883.376032 = -407406.569276 nChanged 282 SP:Iteration 9Q (245.016066 sec): 3 clusters Score: Raw -410485.428798 + Penalty 2883.376032 = -407602.052767 nChanged 270 SP:Iteration 10Q (245.068416 sec): 3 clusters Score: Raw -410686.481676 + Penalty 2883.376032 = -407803.105644 nChanged 259 SP:Iteration 11Q (245.141516 sec): 3 clusters Score: Raw -410891.600492 + Penalty 2883.376032 = -408008.224460 nChanged 223 SP:Iteration 12Q (245.190003 sec): 3 clusters Score: Raw -411068.968177 + Penalty 2883.376032 = -408185.592145 nChanged 180 SP:Iteration 13Q (245.250128 sec): 3 clusters Score: Raw -411225.306862 + Penalty 2883.376032 = -408341.930830 nChanged 133 SP:Iteration 14Q (245.309364 sec): 3 clusters Score: Raw -411329.111008 + Penalty 2883.376032 = -408445.734976 nChanged 87 SP:Iteration 15Q (245.368819 sec): 3 clusters Score: Raw -411397.550083 + Penalty 2883.376032 = -408514.174051 nChanged 65 SP:Iteration 16Q (245.428242 sec): 3 clusters Score: Raw -411446.212179 + Penalty 2883.376032 = -408562.836147 nChanged 41 SP:Iteration 17Q (245.494568 sec): 3 clusters Score: Raw -411481.692187 + Penalty 2883.376032 = -408598.316155 nChanged 33 SP:Iteration 18Q (245.552354 sec): 3 clusters Score: Raw -411503.963214 + Penalty 2883.376032 = -408620.587183 nChanged 31 SP:Iteration 19Q (245.604431 sec): 3 clusters Score: Raw -411524.358598 + Penalty 2883.376032 = -408640.982566 nChanged 15 SP:Iteration 20F (245.665522 sec): 3 clusters Score: Raw -411533.864332 + Penalty 2883.376032 = -408650.488301 nChanged 8 SP:Iteration 21Q (245.713039 sec): 3 clusters Score: Raw -411538.018701 + Penalty 2883.376032 = -408654.642669 nChanged 6 SP:Iteration 22Q (245.779959 sec): 3 clusters Score: Raw -411542.850313 + Penalty 2883.376032 = -408659.474282 nChanged 7 SP:Iteration 23Q (245.845480 sec): 3 clusters Score: Raw -411548.886510 + Penalty 2883.376032 = -408665.510479 nChanged 3 SP:Iteration 24Q (245.899425 sec): 3 clusters Score: Raw -411551.345617 + Penalty 2883.376032 = -408667.969586 nChanged 6 SP:Iteration 25Q (245.961234 sec): 3 clusters Score: Raw -411555.329449 + Penalty 2883.376032 = -408671.953417 nChanged 4 SP:Iteration 26Q (246.019206 sec): 3 clusters Score: Raw -411559.063649 + Penalty 2883.376032 = -408675.687618 nChanged 6 SP:Iteration 27Q (246.065151 sec): 3 clusters Score: Raw -411563.558061 + Penalty 2883.376032 = -408680.182029 nChanged 5 SP:Iteration 28Q (246.128146 sec): 3 clusters Score: Raw -411566.000718 + Penalty 2883.376032 = -408682.624686 nChanged 4 SP:Iteration 29Q (246.182639 sec): 3 clusters Score: Raw -411568.668582 + Penalty 2883.376032 = -408685.292550 nChanged 4 SP:Iteration 30Q (246.230950 sec): 3 clusters Score: Raw -411571.587646 + Penalty 2883.376032 = -408688.211614 nChanged 4 SP:Iteration 31Q (246.293061 sec): 3 clusters Score: Raw -411574.067574 + Penalty 2883.376032 = -408690.691542 nChanged 4 SP:Iteration 32Q (246.360958 sec): 3 clusters Score: Raw -411576.544853 + Penalty 2883.376032 = -408693.168821 nChanged 5 SP:Iteration 33Q (246.422346 sec): 3 clusters Score: Raw -411582.148034 + Penalty 2883.376032 = -408698.772002 nChanged 7 SP:Iteration 34Q (246.468419 sec): 3 clusters Score: Raw -411585.701612 + Penalty 2883.376032 = -408702.325580 nChanged 6 SP:Iteration 35Q (246.534327 sec): 3 clusters Score: Raw -411590.093238 + Penalty 2883.376032 = -408706.717207 nChanged 5 SP:Iteration 36Q (246.586617 sec): 3 clusters Score: Raw -411593.078779 + Penalty 2883.376032 = -408709.702748 nChanged 4 SP:Iteration 37Q (246.645167 sec): 3 clusters Score: Raw -411594.564064 + Penalty 2883.376032 = -408711.188032 nChanged 1 SP:Iteration 38Q (246.700879 sec): 3 clusters Score: Raw -411594.972782 + Penalty 2883.376032 = -408711.596751 nChanged 1 SP:Iteration 39Q (246.757639 sec): 3 clusters Score: Raw -411595.418724 + Penalty 2883.376032 = -408712.042692 nChanged 0 SP:Iteration 40F (246.813444 sec): 3 clusters Score: Raw -411595.418724 + Penalty 2883.376032 = -408712.042692 nChanged 0 Trying to split cluster 14 (1861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (246.841900 sec): 2 clusters Score: Raw -87251.194988 + Penalty 1223.441254 = -86027.753734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (246.894674 sec): 3 clusters Score: Raw -86487.391896 + Penalty 2446.882508 = -84040.509388 nChanged 633 SP:Iteration 1F (246.941025 sec): 3 clusters Score: Raw -86989.166136 + Penalty 2446.882508 = -84542.283627 nChanged 170 SP:Iteration 2F (246.980353 sec): 3 clusters Score: Raw -87159.852056 + Penalty 2446.882508 = -84712.969548 nChanged 111 SP:Iteration 3F (247.037043 sec): 3 clusters Score: Raw -87259.200141 + Penalty 2446.882508 = -84812.317633 nChanged 83 SP:Iteration 4Q (247.082949 sec): 3 clusters Score: Raw -87334.378612 + Penalty 2446.882508 = -84887.496104 nChanged 67 SP:Iteration 5Q (247.129007 sec): 3 clusters Score: Raw -87384.795080 + Penalty 2446.882508 = -84937.912572 nChanged 59 SP:Iteration 6Q (247.173798 sec): 3 clusters Score: Raw -87444.212075 + Penalty 2446.882508 = -84997.329567 nChanged 62 SP:Iteration 7Q (247.214645 sec): 3 clusters Score: Raw -87511.012583 + Penalty 2446.882508 = -85064.130075 nChanged 65 SP:Iteration 8Q (247.268501 sec): 3 clusters Score: Raw -87565.845239 + Penalty 2446.882508 = -85118.962731 nChanged 54 SP:Iteration 9Q (247.317273 sec): 3 clusters Score: Raw -87618.912034 + Penalty 2446.882508 = -85172.029526 nChanged 63 SP:Iteration 10Q (247.364486 sec): 3 clusters Score: Raw -87672.551231 + Penalty 2446.882508 = -85225.668723 nChanged 54 SP:Iteration 11Q (247.413648 sec): 3 clusters Score: Raw -87724.646169 + Penalty 2446.882508 = -85277.763661 nChanged 55 SP:Iteration 12Q (247.469606 sec): 3 clusters Score: Raw -87782.024717 + Penalty 2446.882508 = -85335.142209 nChanged 53 SP:Iteration 13Q (247.516176 sec): 3 clusters Score: Raw -87834.081021 + Penalty 2446.882508 = -85387.198513 nChanged 51 SP:Iteration 14Q (247.572842 sec): 3 clusters Score: Raw -87887.749030 + Penalty 2446.882508 = -85440.866522 nChanged 35 SP:Iteration 15Q (247.626162 sec): 3 clusters Score: Raw -87926.483584 + Penalty 2446.882508 = -85479.601076 nChanged 30 SP:Iteration 16Q (247.667697 sec): 3 clusters Score: Raw -87958.612387 + Penalty 2446.882508 = -85511.729878 nChanged 23 SP:Iteration 17Q (247.713326 sec): 3 clusters Score: Raw -87984.678740 + Penalty 2446.882508 = -85537.796231 nChanged 14 SP:Iteration 18Q (247.765296 sec): 3 clusters Score: Raw -88003.026552 + Penalty 2446.882508 = -85556.144043 nChanged 9 SP:Iteration 19Q (247.821231 sec): 3 clusters Score: Raw -88013.203501 + Penalty 2446.882508 = -85566.320992 nChanged 8 SP:Iteration 20F (247.864309 sec): 3 clusters Score: Raw -88025.241035 + Penalty 2446.882508 = -85578.358527 nChanged 11 SP:Iteration 21Q (247.908868 sec): 3 clusters Score: Raw -88034.290715 + Penalty 2446.882508 = -85587.408207 nChanged 9 SP:Iteration 22Q (247.958295 sec): 3 clusters Score: Raw -88047.168989 + Penalty 2446.882508 = -85600.286481 nChanged 9 SP:Iteration 23Q (248.008752 sec): 3 clusters Score: Raw -88053.839840 + Penalty 2446.882508 = -85606.957331 nChanged 6 SP:Iteration 24Q (248.050988 sec): 3 clusters Score: Raw -88059.495745 + Penalty 2446.882508 = -85612.613237 nChanged 7 SP:Iteration 25Q (248.100465 sec): 3 clusters Score: Raw -88066.621875 + Penalty 2446.882508 = -85619.739367 nChanged 6 SP:Iteration 26Q (248.148332 sec): 3 clusters Score: Raw -88073.272998 + Penalty 2446.882508 = -85626.390489 nChanged 3 SP:Iteration 27Q (248.185092 sec): 3 clusters Score: Raw -88076.037695 + Penalty 2446.882508 = -85629.155186 nChanged 4 SP:Iteration 28Q (248.238311 sec): 3 clusters Score: Raw -88078.237035 + Penalty 2446.882508 = -85631.354527 nChanged 2 SP:Iteration 29Q (248.293774 sec): 3 clusters Score: Raw -88080.148963 + Penalty 2446.882508 = -85633.266454 nChanged 4 SP:Iteration 30Q (248.334476 sec): 3 clusters Score: Raw -88092.703640 + Penalty 2446.882508 = -85645.821131 nChanged 7 SP:Iteration 31Q (248.392831 sec): 3 clusters Score: Raw -88114.526678 + Penalty 2446.882508 = -85667.644170 nChanged 11 SP:Iteration 32Q (248.441765 sec): 3 clusters Score: Raw -88135.610954 + Penalty 2446.882508 = -85688.728445 nChanged 12 SP:Iteration 33Q (248.484984 sec): 3 clusters Score: Raw -88158.294097 + Penalty 2446.882508 = -85711.411589 nChanged 7 SP:Iteration 34Q (248.542602 sec): 3 clusters Score: Raw -88166.028636 + Penalty 2446.882508 = -85719.146128 nChanged 9 SP:Iteration 35Q (248.589669 sec): 3 clusters Score: Raw -88176.305320 + Penalty 2446.882508 = -85729.422812 nChanged 4 SP:Iteration 36Q (248.646884 sec): 3 clusters Score: Raw -88180.482120 + Penalty 2446.882508 = -85733.599611 nChanged 5 SP:Iteration 37Q (248.698815 sec): 3 clusters Score: Raw -88184.909165 + Penalty 2446.882508 = -85738.026657 nChanged 3 SP:Iteration 38Q (248.747141 sec): 3 clusters Score: Raw -88186.038147 + Penalty 2446.882508 = -85739.155638 nChanged 3 SP:Iteration 39Q (248.801480 sec): 3 clusters Score: Raw -88188.404265 + Penalty 2446.882508 = -85741.521757 nChanged 3 SP:Iteration 40F (248.853123 sec): 3 clusters Score: Raw -88190.593009 + Penalty 2446.882508 = -85743.710501 nChanged 1 SP:Iteration 41Q (248.902898 sec): 3 clusters Score: Raw -88191.852245 + Penalty 2446.882508 = -85744.969737 nChanged 2 SP:Iteration 42Q (248.956810 sec): 3 clusters Score: Raw -88194.041925 + Penalty 2446.882508 = -85747.159417 nChanged 0 SP:Iteration 43F (249.008331 sec): 3 clusters Score: Raw -88194.041925 + Penalty 2446.882508 = -85747.159417 nChanged 0 Trying to split cluster 15 (7068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (249.044612 sec): 2 clusters Score: Raw -378383.867218 + Penalty 1440.291585 = -376943.575633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (249.105154 sec): 3 clusters Score: Raw -374531.308524 + Penalty 2880.583171 = -371650.725353 nChanged 2986 SP:Iteration 1F (249.165258 sec): 3 clusters Score: Raw -376100.025083 + Penalty 2880.583171 = -373219.441912 nChanged 441 SP:Iteration 2F (249.214884 sec): 3 clusters Score: Raw -376320.485387 + Penalty 2880.583171 = -373439.902217 nChanged 399 SP:Iteration 3F (249.282978 sec): 3 clusters Score: Raw -376543.814400 + Penalty 2880.583171 = -373663.231229 nChanged 398 SP:Iteration 4F (249.339879 sec): 3 clusters Score: Raw -376773.621690 + Penalty 2880.583171 = -373893.038519 nChanged 404 SP:Iteration 5F (249.398354 sec): 3 clusters Score: Raw -377035.538132 + Penalty 2880.583171 = -374154.954961 nChanged 404 SP:Iteration 6F (249.466329 sec): 3 clusters Score: Raw -377300.611462 + Penalty 2880.583171 = -374420.028291 nChanged 357 SP:Iteration 7F (249.517301 sec): 3 clusters Score: Raw -377533.858145 + Penalty 2880.583171 = -374653.274974 nChanged 304 SP:Iteration 8Q (249.583271 sec): 3 clusters Score: Raw -377739.452396 + Penalty 2880.583171 = -374858.869226 nChanged 278 SP:Iteration 9Q (249.647626 sec): 3 clusters Score: Raw -377935.975084 + Penalty 2880.583171 = -375055.391913 nChanged 217 SP:Iteration 10Q (249.697834 sec): 3 clusters Score: Raw -378088.091745 + Penalty 2880.583171 = -375207.508574 nChanged 158 SP:Iteration 11Q (249.756995 sec): 3 clusters Score: Raw -378202.879785 + Penalty 2880.583171 = -375322.296614 nChanged 129 SP:Iteration 12Q (249.828991 sec): 3 clusters Score: Raw -378299.094214 + Penalty 2880.583171 = -375418.511044 nChanged 104 SP:Iteration 13Q (249.885923 sec): 3 clusters Score: Raw -378377.445040 + Penalty 2880.583171 = -375496.861869 nChanged 93 SP:Iteration 14Q (249.943819 sec): 3 clusters Score: Raw -378451.944388 + Penalty 2880.583171 = -375571.361217 nChanged 71 SP:Iteration 15Q (249.994175 sec): 3 clusters Score: Raw -378514.225836 + Penalty 2880.583171 = -375633.642665 nChanged 56 SP:Iteration 16Q (250.056721 sec): 3 clusters Score: Raw -378555.468116 + Penalty 2880.583171 = -375674.884945 nChanged 44 SP:Iteration 17Q (250.100433 sec): 3 clusters Score: Raw -378583.055226 + Penalty 2880.583171 = -375702.472055 nChanged 32 SP:Iteration 18Q (250.166945 sec): 3 clusters Score: Raw -378604.717199 + Penalty 2880.583171 = -375724.134029 nChanged 29 SP:Iteration 19Q (250.223362 sec): 3 clusters Score: Raw -378625.471538 + Penalty 2880.583171 = -375744.888368 nChanged 19 SP:Iteration 20F (250.275360 sec): 3 clusters Score: Raw -378637.322747 + Penalty 2880.583171 = -375756.739576 nChanged 16 SP:Iteration 21Q (250.332890 sec): 3 clusters Score: Raw -378652.903185 + Penalty 2880.583171 = -375772.320014 nChanged 19 SP:Iteration 22Q (250.397465 sec): 3 clusters Score: Raw -378663.797841 + Penalty 2880.583171 = -375783.214670 nChanged 14 SP:Iteration 23Q (250.459182 sec): 3 clusters Score: Raw -378674.312446 + Penalty 2880.583171 = -375793.729275 nChanged 15 SP:Iteration 24Q (250.519008 sec): 3 clusters Score: Raw -378685.012635 + Penalty 2880.583171 = -375804.429464 nChanged 11 SP:Iteration 25Q (250.578724 sec): 3 clusters Score: Raw -378691.626871 + Penalty 2880.583171 = -375811.043700 nChanged 8 SP:Iteration 26Q (250.634104 sec): 3 clusters Score: Raw -378695.804740 + Penalty 2880.583171 = -375815.221569 nChanged 8 SP:Iteration 27Q (250.685495 sec): 3 clusters Score: Raw -378699.811611 + Penalty 2880.583171 = -375819.228440 nChanged 8 SP:Iteration 28Q (250.753495 sec): 3 clusters Score: Raw -378705.064591 + Penalty 2880.583171 = -375824.481420 nChanged 8 SP:Iteration 29Q (250.807709 sec): 3 clusters Score: Raw -378708.121104 + Penalty 2880.583171 = -375827.537933 nChanged 5 SP:Iteration 30Q (250.868451 sec): 3 clusters Score: Raw -378711.922827 + Penalty 2880.583171 = -375831.339656 nChanged 13 SP:Iteration 31Q (250.923344 sec): 3 clusters Score: Raw -378720.612076 + Penalty 2880.583171 = -375840.028906 nChanged 4 SP:Iteration 32Q (250.969753 sec): 3 clusters Score: Raw -378723.443392 + Penalty 2880.583171 = -375842.860221 nChanged 4 SP:Iteration 33Q (251.037297 sec): 3 clusters Score: Raw -378726.228940 + Penalty 2880.583171 = -375845.645770 nChanged 4 SP:Iteration 34Q (251.094110 sec): 3 clusters Score: Raw -378730.321512 + Penalty 2880.583171 = -375849.738341 nChanged 8 SP:Iteration 35Q (251.152323 sec): 3 clusters Score: Raw -378735.335131 + Penalty 2880.583171 = -375854.751960 nChanged 2 SP:Iteration 36Q (251.204870 sec): 3 clusters Score: Raw -378736.910657 + Penalty 2880.583171 = -375856.327486 nChanged 1 SP:Iteration 37Q (251.262168 sec): 3 clusters Score: Raw -378737.078869 + Penalty 2880.583171 = -375856.495698 nChanged 1 SP:Iteration 38Q (251.323396 sec): 3 clusters Score: Raw -378737.418175 + Penalty 2880.583171 = -375856.835005 nChanged 2 SP:Iteration 39Q (251.380828 sec): 3 clusters Score: Raw -378740.037879 + Penalty 2880.583171 = -375859.454708 nChanged 6 SP:Iteration 40F (251.431028 sec): 3 clusters Score: Raw -378744.441829 + Penalty 2880.583171 = -375863.858658 nChanged 7 SP:Iteration 41Q (251.502805 sec): 3 clusters Score: Raw -378749.654688 + Penalty 2880.583171 = -375869.071517 nChanged 8 SP:Iteration 42Q (251.546429 sec): 3 clusters Score: Raw -378754.590833 + Penalty 2880.583171 = -375874.007662 nChanged 2 SP:Iteration 43Q (251.603652 sec): 3 clusters Score: Raw -378755.749551 + Penalty 2880.583171 = -375875.166380 nChanged 4 SP:Iteration 44Q (251.675992 sec): 3 clusters Score: Raw -378759.472677 + Penalty 2880.583171 = -375878.889506 nChanged 1 SP:Iteration 45Q (251.732873 sec): 3 clusters Score: Raw -378760.139510 + Penalty 2880.583171 = -375879.556339 nChanged 1 SP:Iteration 46Q (251.789281 sec): 3 clusters Score: Raw -378760.677667 + Penalty 2880.583171 = -375880.094497 nChanged 0 SP:Iteration 47F (251.840433 sec): 3 clusters Score: Raw -378760.677667 + Penalty 2880.583171 = -375880.094497 nChanged 0 Trying to split cluster 16 (4258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.870005 sec): 2 clusters Score: Raw -270433.417668 + Penalty 1357.940162 = -269075.477505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.936018 sec): 3 clusters Score: Raw -268302.024366 + Penalty 2715.880325 = -265586.144041 nChanged 1669 SP:Iteration 1F (251.987386 sec): 3 clusters Score: Raw -269362.802406 + Penalty 2715.880325 = -266646.922081 nChanged 346 SP:Iteration 2F (252.033254 sec): 3 clusters Score: Raw -269681.914888 + Penalty 2715.880325 = -266966.034563 nChanged 324 SP:Iteration 3F (252.101111 sec): 3 clusters Score: Raw -270031.253488 + Penalty 2715.880325 = -267315.373163 nChanged 296 SP:Iteration 4F (252.157155 sec): 3 clusters Score: Raw -270281.620496 + Penalty 2715.880325 = -267565.740172 nChanged 276 SP:Iteration 5F (252.209816 sec): 3 clusters Score: Raw -270478.274250 + Penalty 2715.880325 = -267762.393925 nChanged 215 SP:Iteration 6F (252.265417 sec): 3 clusters Score: Raw -270634.887674 + Penalty 2715.880325 = -267919.007349 nChanged 197 SP:Iteration 7Q (252.317270 sec): 3 clusters Score: Raw -270781.024866 + Penalty 2715.880325 = -268065.144542 nChanged 156 SP:Iteration 8Q (252.363598 sec): 3 clusters Score: Raw -270899.134327 + Penalty 2715.880325 = -268183.254002 nChanged 128 SP:Iteration 9Q (252.429631 sec): 3 clusters Score: Raw -271006.363954 + Penalty 2715.880325 = -268290.483629 nChanged 112 SP:Iteration 10Q (252.486673 sec): 3 clusters Score: Raw -271092.027148 + Penalty 2715.880325 = -268376.146824 nChanged 76 SP:Iteration 11Q (252.547081 sec): 3 clusters Score: Raw -271147.542386 + Penalty 2715.880325 = -268431.662061 nChanged 51 SP:Iteration 12Q (252.600994 sec): 3 clusters Score: Raw -271181.088110 + Penalty 2715.880325 = -268465.207785 nChanged 37 SP:Iteration 13Q (252.654663 sec): 3 clusters Score: Raw -271202.379489 + Penalty 2715.880325 = -268486.499164 nChanged 29 SP:Iteration 14Q (252.699972 sec): 3 clusters Score: Raw -271218.131393 + Penalty 2715.880325 = -268502.251068 nChanged 19 SP:Iteration 15Q (252.754795 sec): 3 clusters Score: Raw -271228.024865 + Penalty 2715.880325 = -268512.144541 nChanged 11 SP:Iteration 16Q (252.812978 sec): 3 clusters Score: Raw -271234.419815 + Penalty 2715.880325 = -268518.539490 nChanged 8 SP:Iteration 17Q (252.867389 sec): 3 clusters Score: Raw -271238.026596 + Penalty 2715.880325 = -268522.146271 nChanged 8 SP:Iteration 18Q (252.914474 sec): 3 clusters Score: Raw -271243.990803 + Penalty 2715.880325 = -268528.110478 nChanged 7 SP:Iteration 19Q (252.974978 sec): 3 clusters Score: Raw -271248.916579 + Penalty 2715.880325 = -268533.036255 nChanged 6 SP:Iteration 20F (253.033239 sec): 3 clusters Score: Raw -271251.930212 + Penalty 2715.880325 = -268536.049887 nChanged 5 SP:Iteration 21Q (253.076131 sec): 3 clusters Score: Raw -271254.640851 + Penalty 2715.880325 = -268538.760526 nChanged 7 SP:Iteration 22Q (253.133675 sec): 3 clusters Score: Raw -271258.341893 + Penalty 2715.880325 = -268542.461568 nChanged 4 SP:Iteration 23Q (253.192655 sec): 3 clusters Score: Raw -271259.375873 + Penalty 2715.880325 = -268543.495549 nChanged 2 SP:Iteration 24Q (253.247517 sec): 3 clusters Score: Raw -271260.008993 + Penalty 2715.880325 = -268544.128668 nChanged 2 SP:Iteration 25Q (253.305286 sec): 3 clusters Score: Raw -271260.784716 + Penalty 2715.880325 = -268544.904391 nChanged 3 SP:Iteration 26Q (253.356711 sec): 3 clusters Score: Raw -271261.992030 + Penalty 2715.880325 = -268546.111706 nChanged 4 SP:Iteration 27Q (253.408900 sec): 3 clusters Score: Raw -271266.519167 + Penalty 2715.880325 = -268550.638842 nChanged 6 SP:Iteration 28Q (253.471781 sec): 3 clusters Score: Raw -271271.429464 + Penalty 2715.880325 = -268555.549139 nChanged 4 SP:Iteration 29Q (253.527854 sec): 3 clusters Score: Raw -271273.836638 + Penalty 2715.880325 = -268557.956313 nChanged 2 SP:Iteration 30Q (253.585869 sec): 3 clusters Score: Raw -271274.295810 + Penalty 2715.880325 = -268558.415485 nChanged 1 SP:Iteration 31Q (253.628530 sec): 3 clusters Score: Raw -271274.868297 + Penalty 2715.880325 = -268558.987973 nChanged 2 SP:Iteration 32Q (253.684209 sec): 3 clusters Score: Raw -271275.603914 + Penalty 2715.880325 = -268559.723589 nChanged 2 SP:Iteration 33Q (253.748830 sec): 3 clusters Score: Raw -271276.402294 + Penalty 2715.880325 = -268560.521969 nChanged 3 SP:Iteration 34Q (253.793716 sec): 3 clusters Score: Raw -271277.365081 + Penalty 2715.880325 = -268561.484756 nChanged 4 SP:Iteration 35Q (253.849654 sec): 3 clusters Score: Raw -271278.751550 + Penalty 2715.880325 = -268562.871225 nChanged 2 SP:Iteration 36Q (253.910250 sec): 3 clusters Score: Raw -271279.727436 + Penalty 2715.880325 = -268563.847111 nChanged 2 SP:Iteration 37Q (253.973353 sec): 3 clusters Score: Raw -271280.626987 + Penalty 2715.880325 = -268564.746662 nChanged 0 SP:Iteration 38F (254.032352 sec): 3 clusters Score: Raw -271280.626987 + Penalty 2715.880325 = -268564.746662 nChanged 0 Trying to split cluster 17 (2260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (254.059999 sec): 2 clusters Score: Raw -125209.687758 + Penalty 1255.007015 = -123954.680743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (254.105579 sec): 3 clusters Score: Raw -124189.104301 + Penalty 2510.014030 = -121679.090271 nChanged 809 SP:Iteration 1F (254.163318 sec): 3 clusters Score: Raw -124651.496667 + Penalty 2510.014030 = -122141.482637 nChanged 181 SP:Iteration 2F (254.213583 sec): 3 clusters Score: Raw -124782.765636 + Penalty 2510.014030 = -122272.751606 nChanged 113 SP:Iteration 3Q (254.256286 sec): 3 clusters Score: Raw -124860.522239 + Penalty 2510.014030 = -122350.508209 nChanged 87 SP:Iteration 4Q (254.307161 sec): 3 clusters Score: Raw -124922.870664 + Penalty 2510.014030 = -122412.856634 nChanged 77 SP:Iteration 5Q (254.367506 sec): 3 clusters Score: Raw -124987.311831 + Penalty 2510.014030 = -122477.297801 nChanged 89 SP:Iteration 6Q (254.414085 sec): 3 clusters Score: Raw -125059.125108 + Penalty 2510.014030 = -122549.111078 nChanged 64 SP:Iteration 7Q (254.466268 sec): 3 clusters Score: Raw -125111.646167 + Penalty 2510.014030 = -122601.632137 nChanged 62 SP:Iteration 8Q (254.509729 sec): 3 clusters Score: Raw -125160.148543 + Penalty 2510.014030 = -122650.134513 nChanged 66 SP:Iteration 9Q (254.563455 sec): 3 clusters Score: Raw -125207.358902 + Penalty 2510.014030 = -122697.344872 nChanged 51 SP:Iteration 10Q (254.610623 sec): 3 clusters Score: Raw -125241.025539 + Penalty 2510.014030 = -122731.011509 nChanged 38 SP:Iteration 11Q (254.657608 sec): 3 clusters Score: Raw -125266.676815 + Penalty 2510.014030 = -122756.662785 nChanged 43 SP:Iteration 12Q (254.705069 sec): 3 clusters Score: Raw -125293.648180 + Penalty 2510.014030 = -122783.634150 nChanged 41 SP:Iteration 13Q (254.752155 sec): 3 clusters Score: Raw -125318.174635 + Penalty 2510.014030 = -122808.160605 nChanged 43 SP:Iteration 14Q (254.799096 sec): 3 clusters Score: Raw -125344.249572 + Penalty 2510.014030 = -122834.235542 nChanged 29 SP:Iteration 15Q (254.846786 sec): 3 clusters Score: Raw -125366.851470 + Penalty 2510.014030 = -122856.837440 nChanged 24 SP:Iteration 16Q (254.894784 sec): 3 clusters Score: Raw -125391.768382 + Penalty 2510.014030 = -122881.754352 nChanged 33 SP:Iteration 17Q (254.942372 sec): 3 clusters Score: Raw -125411.390385 + Penalty 2510.014030 = -122901.376355 nChanged 26 SP:Iteration 18Q (254.990205 sec): 3 clusters Score: Raw -125425.138511 + Penalty 2510.014030 = -122915.124481 nChanged 14 SP:Iteration 19Q (255.037777 sec): 3 clusters Score: Raw -125431.088237 + Penalty 2510.014030 = -122921.074207 nChanged 10 SP:Iteration 20F (255.074644 sec): 3 clusters Score: Raw -125436.813085 + Penalty 2510.014030 = -122926.799055 nChanged 11 SP:Iteration 21Q (255.121496 sec): 3 clusters Score: Raw -125442.383649 + Penalty 2510.014030 = -122932.369619 nChanged 7 SP:Iteration 22Q (255.184490 sec): 3 clusters Score: Raw -125446.024249 + Penalty 2510.014030 = -122936.010219 nChanged 9 SP:Iteration 23Q (255.226605 sec): 3 clusters Score: Raw -125450.481089 + Penalty 2510.014030 = -122940.467059 nChanged 8 SP:Iteration 24Q (255.276853 sec): 3 clusters Score: Raw -125456.063497 + Penalty 2510.014030 = -122946.049467 nChanged 7 SP:Iteration 25Q (255.324335 sec): 3 clusters Score: Raw -125458.080293 + Penalty 2510.014030 = -122948.066263 nChanged 2 SP:Iteration 26Q (255.371553 sec): 3 clusters Score: Raw -125458.537390 + Penalty 2510.014030 = -122948.523360 nChanged 1 SP:Iteration 27Q (255.418703 sec): 3 clusters Score: Raw -125458.741978 + Penalty 2510.014030 = -122948.727948 nChanged 1 SP:Iteration 28Q (255.464758 sec): 3 clusters Score: Raw -125459.311641 + Penalty 2510.014030 = -122949.297611 nChanged 2 SP:Iteration 29Q (255.512365 sec): 3 clusters Score: Raw -125459.928160 + Penalty 2510.014030 = -122949.914130 nChanged 1 SP:Iteration 30Q (255.564247 sec): 3 clusters Score: Raw -125460.130610 + Penalty 2510.014030 = -122950.116580 nChanged 0 SP:Iteration 31F (255.614566 sec): 3 clusters Score: Raw -125460.130610 + Penalty 2510.014030 = -122950.116580 nChanged 0 Trying to split cluster 18 (13000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.662111 sec): 2 clusters Score: Raw -810582.901769 + Penalty 1539.314503 = -809043.587266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (255.721170 sec): 3 clusters Score: Raw -803036.794968 + Penalty 3078.629007 = -799958.165961 nChanged 5695 SP:Iteration 1F (255.801780 sec): 3 clusters Score: Raw -806083.875559 + Penalty 3078.629007 = -803005.246552 nChanged 735 SP:Iteration 2F (255.862723 sec): 3 clusters Score: Raw -806391.081717 + Penalty 3078.629007 = -803312.452710 nChanged 662 SP:Iteration 3F (255.944368 sec): 3 clusters Score: Raw -806697.745295 + Penalty 3078.629007 = -803619.116288 nChanged 638 SP:Iteration 4Q (256.001101 sec): 3 clusters Score: Raw -807020.529021 + Penalty 3078.629007 = -803941.900014 nChanged 634 SP:Iteration 5Q (256.076442 sec): 3 clusters Score: Raw -807420.872686 + Penalty 3078.629007 = -804342.243679 nChanged 688 SP:Iteration 6F (256.136158 sec): 3 clusters Score: Raw -807969.430990 + Penalty 3078.629007 = -804890.801984 nChanged 690 SP:Iteration 7F (256.217061 sec): 3 clusters Score: Raw -808593.550162 + Penalty 3078.629007 = -805514.921155 nChanged 624 SP:Iteration 8Q (256.282435 sec): 3 clusters Score: Raw -809120.706438 + Penalty 3078.629007 = -806042.077431 nChanged 490 SP:Iteration 9Q (256.348060 sec): 3 clusters Score: Raw -809511.128234 + Penalty 3078.629007 = -806432.499227 nChanged 388 SP:Iteration 10Q (256.419230 sec): 3 clusters Score: Raw -809799.244362 + Penalty 3078.629007 = -806720.615356 nChanged 321 SP:Iteration 11Q (256.489021 sec): 3 clusters Score: Raw -810021.064973 + Penalty 3078.629007 = -806942.435966 nChanged 274 SP:Iteration 12Q (256.545996 sec): 3 clusters Score: Raw -810192.747438 + Penalty 3078.629007 = -807114.118431 nChanged 205 SP:Iteration 13Q (256.620665 sec): 3 clusters Score: Raw -810313.374959 + Penalty 3078.629007 = -807234.745952 nChanged 167 SP:Iteration 14Q (256.688194 sec): 3 clusters Score: Raw -810411.311902 + Penalty 3078.629007 = -807332.682895 nChanged 121 SP:Iteration 15Q (256.756431 sec): 3 clusters Score: Raw -810489.891070 + Penalty 3078.629007 = -807411.262064 nChanged 97 SP:Iteration 16Q (256.827193 sec): 3 clusters Score: Raw -810545.021791 + Penalty 3078.629007 = -807466.392784 nChanged 85 SP:Iteration 17Q (256.883766 sec): 3 clusters Score: Raw -810591.491546 + Penalty 3078.629007 = -807512.862539 nChanged 77 SP:Iteration 18Q (256.961637 sec): 3 clusters Score: Raw -810628.781511 + Penalty 3078.629007 = -807550.152505 nChanged 63 SP:Iteration 19Q (257.023299 sec): 3 clusters Score: Raw -810660.091034 + Penalty 3078.629007 = -807581.462027 nChanged 46 SP:Iteration 20F (257.099636 sec): 3 clusters Score: Raw -810681.753085 + Penalty 3078.629007 = -807603.124078 nChanged 45 SP:Iteration 21Q (257.160416 sec): 3 clusters Score: Raw -810707.032668 + Penalty 3078.629007 = -807628.403661 nChanged 36 SP:Iteration 22Q (257.229365 sec): 3 clusters Score: Raw -810727.620704 + Penalty 3078.629007 = -807648.991697 nChanged 34 SP:Iteration 23Q (257.303185 sec): 3 clusters Score: Raw -810744.531417 + Penalty 3078.629007 = -807665.902410 nChanged 23 SP:Iteration 24Q (257.369956 sec): 3 clusters Score: Raw -810755.091382 + Penalty 3078.629007 = -807676.462375 nChanged 14 SP:Iteration 25Q (257.436836 sec): 3 clusters Score: Raw -810761.634860 + Penalty 3078.629007 = -807683.005853 nChanged 12 SP:Iteration 26Q (257.504261 sec): 3 clusters Score: Raw -810769.789461 + Penalty 3078.629007 = -807691.160454 nChanged 12 SP:Iteration 27Q (257.558067 sec): 3 clusters Score: Raw -810775.253661 + Penalty 3078.629007 = -807696.624654 nChanged 8 SP:Iteration 28Q (257.640422 sec): 3 clusters Score: Raw -810778.534404 + Penalty 3078.629007 = -807699.905397 nChanged 10 SP:Iteration 29Q (257.695495 sec): 3 clusters Score: Raw -810782.858952 + Penalty 3078.629007 = -807704.229945 nChanged 8 SP:Iteration 30Q (257.763595 sec): 3 clusters Score: Raw -810786.321004 + Penalty 3078.629007 = -807707.691997 nChanged 8 SP:Iteration 31Q (257.833785 sec): 3 clusters Score: Raw -810790.014909 + Penalty 3078.629007 = -807711.385903 nChanged 4 SP:Iteration 32Q (257.905133 sec): 3 clusters Score: Raw -810791.027701 + Penalty 3078.629007 = -807712.398694 nChanged 3 SP:Iteration 33Q (257.971557 sec): 3 clusters Score: Raw -810792.199489 + Penalty 3078.629007 = -807713.570482 nChanged 2 SP:Iteration 34Q (258.042066 sec): 3 clusters Score: Raw -810792.865180 + Penalty 3078.629007 = -807714.236173 nChanged 2 SP:Iteration 35Q (258.107501 sec): 3 clusters Score: Raw -810793.728649 + Penalty 3078.629007 = -807715.099643 nChanged 1 SP:Iteration 36Q (258.174487 sec): 3 clusters Score: Raw -810794.023418 + Penalty 3078.629007 = -807715.394411 nChanged 1 SP:Iteration 37Q (258.238760 sec): 3 clusters Score: Raw -810794.346544 + Penalty 3078.629007 = -807715.717537 nChanged 2 SP:Iteration 38Q (258.299588 sec): 3 clusters Score: Raw -810794.983553 + Penalty 3078.629007 = -807716.354546 nChanged 0 SP:Iteration 39F (258.370369 sec): 3 clusters Score: Raw -810794.983553 + Penalty 3078.629007 = -807716.354546 nChanged 0 Trying to split cluster 19 (3185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (258.402871 sec): 2 clusters Score: Raw -185230.925784 + Penalty 1310.758730 = -183920.167054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (258.440843 sec): 3 clusters Score: Raw -183724.757429 + Penalty 2621.517460 = -181103.239969 nChanged 1218 SP:Iteration 1F (258.502631 sec): 3 clusters Score: Raw -184469.081295 + Penalty 2621.517460 = -181847.563835 nChanged 259 SP:Iteration 2F (258.547265 sec): 3 clusters Score: Raw -184687.737267 + Penalty 2621.517460 = -182066.219807 nChanged 217 SP:Iteration 3F (258.611593 sec): 3 clusters Score: Raw -184859.253169 + Penalty 2621.517460 = -182237.735710 nChanged 173 SP:Iteration 4F (258.663361 sec): 3 clusters Score: Raw -184997.862563 + Penalty 2621.517460 = -182376.345104 nChanged 136 SP:Iteration 5Q (258.713605 sec): 3 clusters Score: Raw -185092.646385 + Penalty 2621.517460 = -182471.128925 nChanged 124 SP:Iteration 6Q (258.770560 sec): 3 clusters Score: Raw -185189.195766 + Penalty 2621.517460 = -182567.678306 nChanged 118 SP:Iteration 7Q (258.813238 sec): 3 clusters Score: Raw -185262.850036 + Penalty 2621.517460 = -182641.332576 nChanged 71 SP:Iteration 8Q (258.872852 sec): 3 clusters Score: Raw -185300.296224 + Penalty 2621.517460 = -182678.778765 nChanged 52 SP:Iteration 9Q (258.927670 sec): 3 clusters Score: Raw -185324.010282 + Penalty 2621.517460 = -182702.492823 nChanged 44 SP:Iteration 10Q (258.984290 sec): 3 clusters Score: Raw -185349.426245 + Penalty 2621.517460 = -182727.908786 nChanged 46 SP:Iteration 11Q (259.038312 sec): 3 clusters Score: Raw -185374.992128 + Penalty 2621.517460 = -182753.474668 nChanged 43 SP:Iteration 12Q (259.093412 sec): 3 clusters Score: Raw -185397.136199 + Penalty 2621.517460 = -182775.618740 nChanged 34 SP:Iteration 13Q (259.139129 sec): 3 clusters Score: Raw -185412.663621 + Penalty 2621.517460 = -182791.146162 nChanged 29 SP:Iteration 14Q (259.187209 sec): 3 clusters Score: Raw -185424.931726 + Penalty 2621.517460 = -182803.414267 nChanged 23 SP:Iteration 15Q (259.248180 sec): 3 clusters Score: Raw -185433.665495 + Penalty 2621.517460 = -182812.148035 nChanged 18 SP:Iteration 16Q (259.295042 sec): 3 clusters Score: Raw -185440.670745 + Penalty 2621.517460 = -182819.153285 nChanged 18 SP:Iteration 17Q (259.346312 sec): 3 clusters Score: Raw -185447.422863 + Penalty 2621.517460 = -182825.905403 nChanged 16 SP:Iteration 18Q (259.400415 sec): 3 clusters Score: Raw -185454.803028 + Penalty 2621.517460 = -182833.285569 nChanged 25 SP:Iteration 19Q (259.467287 sec): 3 clusters Score: Raw -185463.185071 + Penalty 2621.517460 = -182841.667611 nChanged 15 SP:Iteration 20F (259.518036 sec): 3 clusters Score: Raw -185468.088120 + Penalty 2621.517460 = -182846.570661 nChanged 9 SP:Iteration 21Q (259.579355 sec): 3 clusters Score: Raw -185470.800468 + Penalty 2621.517460 = -182849.283009 nChanged 4 SP:Iteration 22Q (259.621475 sec): 3 clusters Score: Raw -185472.069789 + Penalty 2621.517460 = -182850.552329 nChanged 2 SP:Iteration 23Q (259.672739 sec): 3 clusters Score: Raw -185472.713271 + Penalty 2621.517460 = -182851.195812 nChanged 3 SP:Iteration 24Q (259.725847 sec): 3 clusters Score: Raw -185473.548887 + Penalty 2621.517460 = -182852.031428 nChanged 4 SP:Iteration 25Q (259.778891 sec): 3 clusters Score: Raw -185474.488815 + Penalty 2621.517460 = -182852.971356 nChanged 2 SP:Iteration 26Q (259.841396 sec): 3 clusters Score: Raw -185474.824799 + Penalty 2621.517460 = -182853.307339 nChanged 0 SP:Iteration 27F (259.883761 sec): 3 clusters Score: Raw -185474.824799 + Penalty 2621.517460 = -182853.307339 nChanged 0 Trying to split cluster 20 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (259.906861 sec): 2 clusters Score: Raw -29849.492669 + Penalty 1031.735086 = -28817.757583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (259.963998 sec): 3 clusters Score: Raw -29749.364379 + Penalty 2063.470172 = -27685.894207 nChanged 135 SP:Iteration 1F (260.013223 sec): 3 clusters Score: Raw -29917.441650 + Penalty 2063.470172 = -27853.971478 nChanged 33 SP:Iteration 2F (260.061814 sec): 3 clusters Score: Raw -29984.204828 + Penalty 2063.470172 = -27920.734655 nChanged 22 SP:Iteration 3Q (260.096402 sec): 3 clusters Score: Raw -30030.403314 + Penalty 2063.470172 = -27966.933142 nChanged 9 SP:Iteration 4Q (260.152348 sec): 3 clusters Score: Raw -30047.958363 + Penalty 2063.470172 = -27984.488191 nChanged 11 SP:Iteration 5Q (260.195902 sec): 3 clusters Score: Raw -30066.132970 + Penalty 2063.470172 = -28002.662798 nChanged 6 SP:Iteration 6Q (260.247823 sec): 3 clusters Score: Raw -30073.500450 + Penalty 2063.470172 = -28010.030277 nChanged 5 SP:Iteration 7Q (260.293969 sec): 3 clusters Score: Raw -30079.382086 + Penalty 2063.470172 = -28015.911913 nChanged 3 SP:Iteration 8Q (260.342960 sec): 3 clusters Score: Raw -30081.738784 + Penalty 2063.470172 = -28018.268612 nChanged 3 SP:Iteration 9Q (260.396583 sec): 3 clusters Score: Raw -30085.037717 + Penalty 2063.470172 = -28021.567545 nChanged 0 SP:Iteration 10F (260.439862 sec): 3 clusters Score: Raw -30085.037717 + Penalty 2063.470172 = -28021.567545 nChanged 0 Iteration 59Q (261.985587 sec): 22 clusters Score: Raw -15313192.834562 + Penalty 42613.800458 = -15270579.034103 nChanged 1186 Iteration 60F (265.707035 sec): 22 clusters Score: Raw -15313589.792448 + Penalty 42613.800458 = -15270975.991990 nChanged 879 Iteration 61Q (267.273154 sec): 22 clusters Score: Raw -15313750.721204 + Penalty 42613.800458 = -15271136.920745 nChanged 556 Iteration 62Q (268.734880 sec): 22 clusters Score: Raw -15313834.638749 + Penalty 42613.800458 = -15271220.838291 nChanged 467 Iteration 63Q (270.390581 sec): 22 clusters Score: Raw -15313893.104877 + Penalty 42613.800458 = -15271279.304419 nChanged 395 Iteration 64Q (271.866664 sec): 22 clusters Score: Raw -15313937.232755 + Penalty 42613.800458 = -15271323.432297 nChanged 350 Iteration 65Q (273.444830 sec): 22 clusters Score: Raw -15313974.479747 + Penalty 42613.800458 = -15271360.679289 nChanged 311 Iteration 66Q (275.048491 sec): 22 clusters Score: Raw -15314000.856338 + Penalty 42613.800458 = -15271387.055880 nChanged 267 Iteration 67Q (276.722656 sec): 22 clusters Score: Raw -15314023.965021 + Penalty 42613.800458 = -15271410.164563 nChanged 221 Iteration 68Q (278.344143 sec): 22 clusters Score: Raw -15314040.384914 + Penalty 42613.800458 = -15271426.584455 nChanged 185 Iteration 69Q (279.996330 sec): 22 clusters Score: Raw -15314053.740383 + Penalty 42613.800458 = -15271439.939925 nChanged 183 Iteration 70Q (281.655448 sec): 22 clusters Score: Raw -15314067.003729 + Penalty 42613.800458 = -15271453.203271 nChanged 177 Iteration 71Q (283.321656 sec): 22 clusters Score: Raw -15314077.092085 + Penalty 42613.800458 = -15271463.291627 nChanged 156 Iteration 72Q (284.785139 sec): 22 clusters Score: Raw -15314085.988275 + Penalty 42613.800458 = -15271472.187817 nChanged 144 Iteration 73Q (286.463601 sec): 22 clusters Score: Raw -15314094.469827 + Penalty 42613.800458 = -15271480.669369 nChanged 142 Iteration 74Q (288.017944 sec): 22 clusters Score: Raw -15314103.633420 + Penalty 42613.800458 = -15271489.832962 nChanged 156 Iteration 75Q (289.477514 sec): 22 clusters Score: Raw -15314113.304361 + Penalty 42613.800458 = -15271499.503903 nChanged 165 Iteration 76Q (290.969616 sec): 22 clusters Score: Raw -15314122.725383 + Penalty 42613.800458 = -15271508.924925 nChanged 155 Iteration 77Q (292.455396 sec): 22 clusters Score: Raw -15314130.583409 + Penalty 42613.800458 = -15271516.782951 nChanged 134 Iteration 78Q (293.894573 sec): 22 clusters Score: Raw -15314138.506422 + Penalty 42613.800458 = -15271524.705964 nChanged 143 Iteration 79Q (295.476082 sec): 22 clusters Score: Raw -15314146.360406 + Penalty 42613.800458 = -15271532.559947 nChanged 116 Iteration 80F (299.290638 sec): 22 clusters Score: Raw -15314152.266132 + Penalty 42613.800458 = -15271538.465673 nChanged 115 Iteration 81Q (300.743949 sec): 22 clusters Score: Raw -15314157.776346 + Penalty 42613.800458 = -15271543.975888 nChanged 101 Iteration 82Q (302.366243 sec): 22 clusters Score: Raw -15314162.124395 + Penalty 42613.800458 = -15271548.323937 nChanged 93 Iteration 83Q (303.983048 sec): 22 clusters Score: Raw -15314166.547081 + Penalty 42613.800458 = -15271552.746622 nChanged 108 Iteration 84Q (305.614855 sec): 22 clusters Score: Raw -15314171.863718 + Penalty 42613.800458 = -15271558.063260 nChanged 116 Iteration 85Q (307.075068 sec): 22 clusters Score: Raw -15314179.404337 + Penalty 42613.800458 = -15271565.603879 nChanged 126 Iteration 86Q (308.704129 sec): 22 clusters Score: Raw -15314186.491162 + Penalty 42613.800458 = -15271572.690704 nChanged 139 Iteration 87Q (310.251327 sec): 22 clusters Score: Raw -15314193.560210 + Penalty 42613.800458 = -15271579.759752 nChanged 127 Iteration 88Q (311.756432 sec): 22 clusters Score: Raw -15314200.145602 + Penalty 42613.800458 = -15271586.345144 nChanged 109 Iteration 89Q (313.485925 sec): 22 clusters Score: Raw -15314206.054134 + Penalty 42613.800458 = -15271592.253676 nChanged 120 Iteration 90Q (315.171149 sec): 22 clusters Score: Raw -15314212.731619 + Penalty 42613.800458 = -15271598.931161 nChanged 116 Iteration 91Q (316.779333 sec): 22 clusters Score: Raw -15314219.854093 + Penalty 42613.800458 = -15271606.053635 nChanged 116 Iteration 92Q (318.514936 sec): 22 clusters Score: Raw -15314225.553887 + Penalty 42613.800458 = -15271611.753429 nChanged 89 Iteration 93Q (320.168471 sec): 22 clusters Score: Raw -15314230.791577 + Penalty 42613.800458 = -15271616.991119 nChanged 93 Iteration 94Q (321.768005 sec): 22 clusters Score: Raw -15314236.891792 + Penalty 42613.800458 = -15271623.091334 nChanged 79 Iteration 95Q (323.436150 sec): 22 clusters Score: Raw -15314242.343117 + Penalty 42613.800458 = -15271628.542659 nChanged 85 Iteration 96Q (324.883308 sec): 22 clusters Score: Raw -15314249.214908 + Penalty 42613.800458 = -15271635.414449 nChanged 92 Iteration 97Q (326.540111 sec): 22 clusters Score: Raw -15314255.251067 + Penalty 42613.800458 = -15271641.450609 nChanged 82 Iteration 98Q (328.240420 sec): 22 clusters Score: Raw -15314260.309126 + Penalty 42613.800458 = -15271646.508668 nChanged 94 Writing temp clu file Because OldScore, -15271641.450609, is greater than current (better) Score,-15271646.508668 Compute initial score before splitting: Score: Raw -15314260.309126 + Penalty 42613.800458 = -15271646.508668 Trying to split cluster 1 (70819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (328.437047 sec): 2 clusters Score: Raw -4292353.981649 + Penalty 1814.780923 = -4290539.200726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (328.592045 sec): 3 clusters Score: Raw -4246852.719694 + Penalty 3629.561847 = -4243223.157847 nChanged 33666 SP:Iteration 1F (328.761705 sec): 3 clusters Score: Raw -4266294.032719 + Penalty 3629.561847 = -4262664.470872 nChanged 2967 SP:Iteration 2Q (328.934275 sec): 3 clusters Score: Raw -4267220.630383 + Penalty 3629.561847 = -4263591.068536 nChanged 3152 SP:Iteration 3Q (329.105162 sec): 3 clusters Score: Raw -4268406.276396 + Penalty 3629.561847 = -4264776.714550 nChanged 3455 SP:Iteration 4Q (329.268561 sec): 3 clusters Score: Raw -4270026.330039 + Penalty 3629.561847 = -4266396.768193 nChanged 3965 SP:Iteration 5F (329.440270 sec): 3 clusters Score: Raw -4272332.075600 + Penalty 3629.561847 = -4268702.513754 nChanged 4560 SP:Iteration 6F (329.598849 sec): 3 clusters Score: Raw -4275620.731723 + Penalty 3629.561847 = -4271991.169876 nChanged 4881 SP:Iteration 7F (329.764020 sec): 3 clusters Score: Raw -4279674.579954 + Penalty 3629.561847 = -4276045.018107 nChanged 4522 SP:Iteration 8F (329.926888 sec): 3 clusters Score: Raw -4283683.542079 + Penalty 3629.561847 = -4280053.980233 nChanged 3517 SP:Iteration 9Q (330.082094 sec): 3 clusters Score: Raw -4286653.566178 + Penalty 3629.561847 = -4283024.004332 nChanged 2445 SP:Iteration 10Q (330.254487 sec): 3 clusters Score: Raw -4288634.818216 + Penalty 3629.561847 = -4285005.256369 nChanged 1785 SP:Iteration 11Q (330.421876 sec): 3 clusters Score: Raw -4290012.286804 + Penalty 3629.561847 = -4286382.724957 nChanged 1291 SP:Iteration 12Q (330.576557 sec): 3 clusters Score: Raw -4290955.776055 + Penalty 3629.561847 = -4287326.214208 nChanged 934 SP:Iteration 13Q (330.723888 sec): 3 clusters Score: Raw -4291569.417512 + Penalty 3629.561847 = -4287939.855665 nChanged 660 SP:Iteration 14Q (330.856309 sec): 3 clusters Score: Raw -4291985.240518 + Penalty 3629.561847 = -4288355.678671 nChanged 487 SP:Iteration 15Q (331.001196 sec): 3 clusters Score: Raw -4292285.905763 + Penalty 3629.561847 = -4288656.343916 nChanged 329 SP:Iteration 16Q (331.134258 sec): 3 clusters Score: Raw -4292477.007533 + Penalty 3629.561847 = -4288847.445687 nChanged 237 SP:Iteration 17Q (331.263676 sec): 3 clusters Score: Raw -4292602.255957 + Penalty 3629.561847 = -4288972.694111 nChanged 201 SP:Iteration 18Q (331.409097 sec): 3 clusters Score: Raw -4292709.538486 + Penalty 3629.561847 = -4289079.976639 nChanged 165 SP:Iteration 19Q (331.555262 sec): 3 clusters Score: Raw -4292795.811319 + Penalty 3629.561847 = -4289166.249473 nChanged 121 SP:Iteration 20F (331.717251 sec): 3 clusters Score: Raw -4292859.220528 + Penalty 3629.561847 = -4289229.658681 nChanged 91 SP:Iteration 21Q (331.853384 sec): 3 clusters Score: Raw -4292894.596686 + Penalty 3629.561847 = -4289265.034839 nChanged 69 SP:Iteration 22Q (331.994408 sec): 3 clusters Score: Raw -4292926.188907 + Penalty 3629.561847 = -4289296.627060 nChanged 63 SP:Iteration 23Q (332.128174 sec): 3 clusters Score: Raw -4292950.339565 + Penalty 3629.561847 = -4289320.777718 nChanged 46 SP:Iteration 24Q (332.260445 sec): 3 clusters Score: Raw -4292966.921191 + Penalty 3629.561847 = -4289337.359345 nChanged 53 SP:Iteration 25Q (332.395604 sec): 3 clusters Score: Raw -4292986.254388 + Penalty 3629.561847 = -4289356.692541 nChanged 38 SP:Iteration 26Q (332.526610 sec): 3 clusters Score: Raw -4292999.818345 + Penalty 3629.561847 = -4289370.256498 nChanged 25 SP:Iteration 27Q (332.656448 sec): 3 clusters Score: Raw -4293009.573160 + Penalty 3629.561847 = -4289380.011313 nChanged 19 SP:Iteration 28Q (332.792284 sec): 3 clusters Score: Raw -4293017.109201 + Penalty 3629.561847 = -4289387.547354 nChanged 17 SP:Iteration 29Q (332.932312 sec): 3 clusters Score: Raw -4293022.837951 + Penalty 3629.561847 = -4289393.276104 nChanged 18 SP:Iteration 30Q (333.072104 sec): 3 clusters Score: Raw -4293027.583625 + Penalty 3629.561847 = -4289398.021778 nChanged 11 SP:Iteration 31Q (333.204601 sec): 3 clusters Score: Raw -4293030.698951 + Penalty 3629.561847 = -4289401.137104 nChanged 6 SP:Iteration 32Q (333.345015 sec): 3 clusters Score: Raw -4293033.143998 + Penalty 3629.561847 = -4289403.582151 nChanged 2 SP:Iteration 33Q (333.489008 sec): 3 clusters Score: Raw -4293034.125137 + Penalty 3629.561847 = -4289404.563291 nChanged 4 SP:Iteration 34Q (333.619289 sec): 3 clusters Score: Raw -4293035.251272 + Penalty 3629.561847 = -4289405.689425 nChanged 2 SP:Iteration 35Q (333.757044 sec): 3 clusters Score: Raw -4293035.437515 + Penalty 3629.561847 = -4289405.875668 nChanged 0 SP:Iteration 36F (333.922078 sec): 3 clusters Score: Raw -4293035.437515 + Penalty 3629.561847 = -4289405.875668 nChanged 0 Trying to split cluster 2 (26455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (333.987267 sec): 2 clusters Score: Raw -1622777.237507 + Penalty 1654.770074 = -1621122.467433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (334.081662 sec): 3 clusters Score: Raw -1606411.189249 + Penalty 3309.540148 = -1603101.649101 nChanged 12147 SP:Iteration 1F (334.175120 sec): 3 clusters Score: Raw -1613239.997360 + Penalty 3309.540148 = -1609930.457212 nChanged 1441 SP:Iteration 2F (334.267339 sec): 3 clusters Score: Raw -1613907.201702 + Penalty 3309.540148 = -1610597.661554 nChanged 1650 SP:Iteration 3F (334.357283 sec): 3 clusters Score: Raw -1614876.559592 + Penalty 3309.540148 = -1611567.019444 nChanged 1942 SP:Iteration 4F (334.439530 sec): 3 clusters Score: Raw -1616312.778060 + Penalty 3309.540148 = -1613003.237912 nChanged 2163 SP:Iteration 5F (334.532312 sec): 3 clusters Score: Raw -1618231.644565 + Penalty 3309.540148 = -1614922.104417 nChanged 1953 SP:Iteration 6F (334.632269 sec): 3 clusters Score: Raw -1620107.455745 + Penalty 3309.540148 = -1616797.915597 nChanged 1398 SP:Iteration 7F (334.711099 sec): 3 clusters Score: Raw -1621463.793537 + Penalty 3309.540148 = -1618154.253389 nChanged 823 SP:Iteration 8Q (334.811663 sec): 3 clusters Score: Raw -1622268.002324 + Penalty 3309.540148 = -1618958.462176 nChanged 419 SP:Iteration 9Q (334.897158 sec): 3 clusters Score: Raw -1622660.226321 + Penalty 3309.540148 = -1619350.686173 nChanged 236 SP:Iteration 10Q (334.979753 sec): 3 clusters Score: Raw -1622878.886655 + Penalty 3309.540148 = -1619569.346507 nChanged 141 SP:Iteration 11Q (335.062935 sec): 3 clusters Score: Raw -1623008.177510 + Penalty 3309.540148 = -1619698.637362 nChanged 85 SP:Iteration 12Q (335.145312 sec): 3 clusters Score: Raw -1623093.412478 + Penalty 3309.540148 = -1619783.872330 nChanged 51 SP:Iteration 13Q (335.222585 sec): 3 clusters Score: Raw -1623141.408570 + Penalty 3309.540148 = -1619831.868422 nChanged 39 SP:Iteration 14Q (335.306339 sec): 3 clusters Score: Raw -1623170.350868 + Penalty 3309.540148 = -1619860.810720 nChanged 27 SP:Iteration 15Q (335.388272 sec): 3 clusters Score: Raw -1623188.024553 + Penalty 3309.540148 = -1619878.484405 nChanged 20 SP:Iteration 16Q (335.457499 sec): 3 clusters Score: Raw -1623203.946477 + Penalty 3309.540148 = -1619894.406329 nChanged 14 SP:Iteration 17Q (335.539717 sec): 3 clusters Score: Raw -1623213.699365 + Penalty 3309.540148 = -1619904.159217 nChanged 9 SP:Iteration 18Q (335.626360 sec): 3 clusters Score: Raw -1623218.479884 + Penalty 3309.540148 = -1619908.939736 nChanged 6 SP:Iteration 19Q (335.708998 sec): 3 clusters Score: Raw -1623221.865069 + Penalty 3309.540148 = -1619912.324921 nChanged 3 SP:Iteration 20F (335.803136 sec): 3 clusters Score: Raw -1623224.412853 + Penalty 3309.540148 = -1619914.872705 nChanged 5 SP:Iteration 21Q (335.886516 sec): 3 clusters Score: Raw -1623227.591243 + Penalty 3309.540148 = -1619918.051095 nChanged 2 SP:Iteration 22Q (335.969043 sec): 3 clusters Score: Raw -1623228.844348 + Penalty 3309.540148 = -1619919.304200 nChanged 4 SP:Iteration 23Q (336.050867 sec): 3 clusters Score: Raw -1623230.215131 + Penalty 3309.540148 = -1619920.674983 nChanged 3 SP:Iteration 24Q (336.128991 sec): 3 clusters Score: Raw -1623231.684596 + Penalty 3309.540148 = -1619922.144448 nChanged 4 SP:Iteration 25Q (336.204646 sec): 3 clusters Score: Raw -1623233.096231 + Penalty 3309.540148 = -1619923.556083 nChanged 6 SP:Iteration 26Q (336.283951 sec): 3 clusters Score: Raw -1623236.518761 + Penalty 3309.540148 = -1619926.978613 nChanged 7 SP:Iteration 27Q (336.364336 sec): 3 clusters Score: Raw -1623240.147651 + Penalty 3309.540148 = -1619930.607503 nChanged 4 SP:Iteration 28Q (336.442139 sec): 3 clusters Score: Raw -1623242.354579 + Penalty 3309.540148 = -1619932.814431 nChanged 1 SP:Iteration 29Q (336.519352 sec): 3 clusters Score: Raw -1623242.893069 + Penalty 3309.540148 = -1619933.352921 nChanged 0 SP:Iteration 30F (336.610859 sec): 3 clusters Score: Raw -1623242.893069 + Penalty 3309.540148 = -1619933.352921 nChanged 0 Trying to split cluster 3 (4067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (336.640385 sec): 2 clusters Score: Raw -253484.418767 + Penalty 1350.482397 = -252133.936369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (336.684121 sec): 3 clusters Score: Raw -251395.532912 + Penalty 2700.964794 = -248694.568117 nChanged 1594 SP:Iteration 1F (336.737323 sec): 3 clusters Score: Raw -252380.738929 + Penalty 2700.964794 = -249679.774134 nChanged 286 SP:Iteration 2F (336.799854 sec): 3 clusters Score: Raw -252547.246676 + Penalty 2700.964794 = -249846.281882 nChanged 203 SP:Iteration 3Q (336.849723 sec): 3 clusters Score: Raw -252657.069313 + Penalty 2700.964794 = -249956.104518 nChanged 148 SP:Iteration 4Q (336.905665 sec): 3 clusters Score: Raw -252733.274037 + Penalty 2700.964794 = -250032.309243 nChanged 139 SP:Iteration 5Q (336.959700 sec): 3 clusters Score: Raw -252815.135791 + Penalty 2700.964794 = -250114.170997 nChanged 140 SP:Iteration 6Q (337.005457 sec): 3 clusters Score: Raw -252903.148203 + Penalty 2700.964794 = -250202.183409 nChanged 139 SP:Iteration 7Q (337.070357 sec): 3 clusters Score: Raw -252995.939969 + Penalty 2700.964794 = -250294.975175 nChanged 135 SP:Iteration 8Q (337.115686 sec): 3 clusters Score: Raw -253097.125252 + Penalty 2700.964794 = -250396.160458 nChanged 139 SP:Iteration 9Q (337.173261 sec): 3 clusters Score: Raw -253195.389005 + Penalty 2700.964794 = -250494.424211 nChanged 113 SP:Iteration 10Q (337.227100 sec): 3 clusters Score: Raw -253287.456043 + Penalty 2700.964794 = -250586.491249 nChanged 113 SP:Iteration 11Q (337.272775 sec): 3 clusters Score: Raw -253386.420105 + Penalty 2700.964794 = -250685.455311 nChanged 72 SP:Iteration 12Q (337.331698 sec): 3 clusters Score: Raw -253454.854480 + Penalty 2700.964794 = -250753.889685 nChanged 50 SP:Iteration 13Q (337.394542 sec): 3 clusters Score: Raw -253499.767376 + Penalty 2700.964794 = -250798.802581 nChanged 45 SP:Iteration 14Q (337.443218 sec): 3 clusters Score: Raw -253548.282668 + Penalty 2700.964794 = -250847.317873 nChanged 33 SP:Iteration 15Q (337.499825 sec): 3 clusters Score: Raw -253579.368632 + Penalty 2700.964794 = -250878.403837 nChanged 28 SP:Iteration 16Q (337.550963 sec): 3 clusters Score: Raw -253613.213369 + Penalty 2700.964794 = -250912.248575 nChanged 21 SP:Iteration 17Q (337.598417 sec): 3 clusters Score: Raw -253637.364062 + Penalty 2700.964794 = -250936.399268 nChanged 14 SP:Iteration 18Q (337.647895 sec): 3 clusters Score: Raw -253656.954798 + Penalty 2700.964794 = -250955.990004 nChanged 10 SP:Iteration 19Q (337.695755 sec): 3 clusters Score: Raw -253668.742513 + Penalty 2700.964794 = -250967.777718 nChanged 8 SP:Iteration 20F (337.756869 sec): 3 clusters Score: Raw -253675.950888 + Penalty 2700.964794 = -250974.986093 nChanged 3 SP:Iteration 21Q (337.803374 sec): 3 clusters Score: Raw -253678.278651 + Penalty 2700.964794 = -250977.313856 nChanged 5 SP:Iteration 22Q (337.862377 sec): 3 clusters Score: Raw -253683.940013 + Penalty 2700.964794 = -250982.975219 nChanged 2 SP:Iteration 23Q (337.913483 sec): 3 clusters Score: Raw -253685.354352 + Penalty 2700.964794 = -250984.389557 nChanged 0 SP:Iteration 24F (337.967028 sec): 3 clusters Score: Raw -253685.354352 + Penalty 2700.964794 = -250984.389557 nChanged 0 Trying to split cluster 4 (10371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (338.006711 sec): 2 clusters Score: Raw -645621.317737 + Penalty 1502.599918 = -644118.717819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (338.069832 sec): 3 clusters Score: Raw -639786.941190 + Penalty 3005.199837 = -636781.741354 nChanged 4452 SP:Iteration 1F (338.145184 sec): 3 clusters Score: Raw -642093.170493 + Penalty 3005.199837 = -639087.970656 nChanged 581 SP:Iteration 2F (338.200043 sec): 3 clusters Score: Raw -642359.996741 + Penalty 3005.199837 = -639354.796905 nChanged 557 SP:Iteration 3F (338.262765 sec): 3 clusters Score: Raw -642651.953144 + Penalty 3005.199837 = -639646.753307 nChanged 596 SP:Iteration 4F (338.319806 sec): 3 clusters Score: Raw -643002.946585 + Penalty 3005.199837 = -639997.746748 nChanged 615 SP:Iteration 5F (338.390756 sec): 3 clusters Score: Raw -643414.675527 + Penalty 3005.199837 = -640409.475690 nChanged 643 SP:Iteration 6F (338.455717 sec): 3 clusters Score: Raw -643910.384075 + Penalty 3005.199837 = -640905.184239 nChanged 632 SP:Iteration 7F (338.520671 sec): 3 clusters Score: Raw -644418.781742 + Penalty 3005.199837 = -641413.581906 nChanged 562 SP:Iteration 8F (338.582954 sec): 3 clusters Score: Raw -644873.094643 + Penalty 3005.199837 = -641867.894806 nChanged 432 SP:Iteration 9Q (338.649221 sec): 3 clusters Score: Raw -645225.008248 + Penalty 3005.199837 = -642219.808411 nChanged 309 SP:Iteration 10Q (338.702396 sec): 3 clusters Score: Raw -645468.568547 + Penalty 3005.199837 = -642463.368710 nChanged 200 SP:Iteration 11Q (338.772191 sec): 3 clusters Score: Raw -645610.198620 + Penalty 3005.199837 = -642604.998783 nChanged 137 SP:Iteration 12Q (338.831898 sec): 3 clusters Score: Raw -645690.094811 + Penalty 3005.199837 = -642684.894974 nChanged 97 SP:Iteration 13Q (338.899090 sec): 3 clusters Score: Raw -645740.748064 + Penalty 3005.199837 = -642735.548227 nChanged 83 SP:Iteration 14Q (338.963692 sec): 3 clusters Score: Raw -645779.929845 + Penalty 3005.199837 = -642774.730009 nChanged 48 SP:Iteration 15Q (339.019110 sec): 3 clusters Score: Raw -645801.863990 + Penalty 3005.199837 = -642796.664153 nChanged 43 SP:Iteration 16Q (339.092938 sec): 3 clusters Score: Raw -645822.003561 + Penalty 3005.199837 = -642816.803724 nChanged 29 SP:Iteration 17Q (339.152038 sec): 3 clusters Score: Raw -645833.244172 + Penalty 3005.199837 = -642828.044336 nChanged 22 SP:Iteration 18Q (339.220082 sec): 3 clusters Score: Raw -645840.633406 + Penalty 3005.199837 = -642835.433569 nChanged 20 SP:Iteration 19Q (339.276628 sec): 3 clusters Score: Raw -645847.539437 + Penalty 3005.199837 = -642842.339600 nChanged 18 SP:Iteration 20F (339.347554 sec): 3 clusters Score: Raw -645854.507859 + Penalty 3005.199837 = -642849.308022 nChanged 19 SP:Iteration 21Q (339.410537 sec): 3 clusters Score: Raw -645863.329926 + Penalty 3005.199837 = -642858.130090 nChanged 21 SP:Iteration 22Q (339.461773 sec): 3 clusters Score: Raw -645871.536942 + Penalty 3005.199837 = -642866.337106 nChanged 23 SP:Iteration 23Q (339.526798 sec): 3 clusters Score: Raw -645881.705452 + Penalty 3005.199837 = -642876.505616 nChanged 20 SP:Iteration 24Q (339.583835 sec): 3 clusters Score: Raw -645889.533690 + Penalty 3005.199837 = -642884.333854 nChanged 22 SP:Iteration 25Q (339.651233 sec): 3 clusters Score: Raw -645898.568036 + Penalty 3005.199837 = -642893.368199 nChanged 24 SP:Iteration 26Q (339.705344 sec): 3 clusters Score: Raw -645907.142877 + Penalty 3005.199837 = -642901.943040 nChanged 23 SP:Iteration 27Q (339.778650 sec): 3 clusters Score: Raw -645919.567982 + Penalty 3005.199837 = -642914.368146 nChanged 21 SP:Iteration 28Q (339.831666 sec): 3 clusters Score: Raw -645927.709599 + Penalty 3005.199837 = -642922.509762 nChanged 22 SP:Iteration 29Q (339.897218 sec): 3 clusters Score: Raw -645936.130821 + Penalty 3005.199837 = -642930.930985 nChanged 23 SP:Iteration 30Q (339.953622 sec): 3 clusters Score: Raw -645945.423072 + Penalty 3005.199837 = -642940.223235 nChanged 20 SP:Iteration 31Q (340.012539 sec): 3 clusters Score: Raw -645952.946463 + Penalty 3005.199837 = -642947.746626 nChanged 11 SP:Iteration 32Q (340.084915 sec): 3 clusters Score: Raw -645956.215931 + Penalty 3005.199837 = -642951.016094 nChanged 7 SP:Iteration 33Q (340.136302 sec): 3 clusters Score: Raw -645958.906838 + Penalty 3005.199837 = -642953.707001 nChanged 10 SP:Iteration 34Q (340.197106 sec): 3 clusters Score: Raw -645962.876970 + Penalty 3005.199837 = -642957.677133 nChanged 10 SP:Iteration 35Q (340.253738 sec): 3 clusters Score: Raw -645967.150276 + Penalty 3005.199837 = -642961.950439 nChanged 7 SP:Iteration 36Q (340.316045 sec): 3 clusters Score: Raw -645969.562835 + Penalty 3005.199837 = -642964.362998 nChanged 8 SP:Iteration 37Q (340.383214 sec): 3 clusters Score: Raw -645972.023753 + Penalty 3005.199837 = -642966.823916 nChanged 4 SP:Iteration 38Q (340.445287 sec): 3 clusters Score: Raw -645973.898860 + Penalty 3005.199837 = -642968.699023 nChanged 4 SP:Iteration 39Q (340.493861 sec): 3 clusters Score: Raw -645974.550293 + Penalty 3005.199837 = -642969.350456 nChanged 3 SP:Iteration 40F (340.564144 sec): 3 clusters Score: Raw -645975.663704 + Penalty 3005.199837 = -642970.463867 nChanged 2 SP:Iteration 41Q (340.619259 sec): 3 clusters Score: Raw -645976.367306 + Penalty 3005.199837 = -642971.167469 nChanged 3 SP:Iteration 42Q (340.680957 sec): 3 clusters Score: Raw -645977.249577 + Penalty 3005.199837 = -642972.049741 nChanged 2 SP:Iteration 43Q (340.737816 sec): 3 clusters Score: Raw -645978.088964 + Penalty 3005.199837 = -642972.889127 nChanged 2 SP:Iteration 44Q (340.801198 sec): 3 clusters Score: Raw -645978.692869 + Penalty 3005.199837 = -642973.493033 nChanged 2 SP:Iteration 45Q (340.862768 sec): 3 clusters Score: Raw -645979.455680 + Penalty 3005.199837 = -642974.255843 nChanged 7 SP:Iteration 46Q (340.924530 sec): 3 clusters Score: Raw -645982.626977 + Penalty 3005.199837 = -642977.427141 nChanged 5 SP:Iteration 47Q (340.973836 sec): 3 clusters Score: Raw -645984.615708 + Penalty 3005.199837 = -642979.415871 nChanged 1 SP:Iteration 48Q (341.040310 sec): 3 clusters Score: Raw -645985.578936 + Penalty 3005.199837 = -642980.379099 nChanged 4 SP:Iteration 49Q (341.090494 sec): 3 clusters Score: Raw -645987.231852 + Penalty 3005.199837 = -642982.032016 nChanged 3 SP:Iteration 50Q (341.153435 sec): 3 clusters Score: Raw -645988.067880 + Penalty 3005.199837 = -642982.868043 nChanged 3 SP:Iteration 51Q (341.224813 sec): 3 clusters Score: Raw -645989.176387 + Penalty 3005.199837 = -642983.976550 nChanged 1 SP:Iteration 52Q (341.281778 sec): 3 clusters Score: Raw -645989.788552 + Penalty 3005.199837 = -642984.588715 nChanged 3 SP:Iteration 53Q (341.333092 sec): 3 clusters Score: Raw -645990.856049 + Penalty 3005.199837 = -642985.656213 nChanged 3 SP:Iteration 54Q (341.399714 sec): 3 clusters Score: Raw -645992.498286 + Penalty 3005.199837 = -642987.298449 nChanged 1 SP:Iteration 55Q (341.453235 sec): 3 clusters Score: Raw -645992.696155 + Penalty 3005.199837 = -642987.496319 nChanged 1 SP:Iteration 56Q (341.523969 sec): 3 clusters Score: Raw -645992.974564 + Penalty 3005.199837 = -642987.774727 nChanged 1 SP:Iteration 57Q (341.575317 sec): 3 clusters Score: Raw -645993.106338 + Penalty 3005.199837 = -642987.906501 nChanged 0 SP:Iteration 58F (341.646673 sec): 3 clusters Score: Raw -645993.106338 + Penalty 3005.199837 = -642987.906501 nChanged 0 Trying to split cluster 5 (2733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (341.674670 sec): 2 clusters Score: Raw -148211.989400 + Penalty 1285.887718 = -146926.101683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (341.728048 sec): 3 clusters Score: Raw -146997.705946 + Penalty 2571.775435 = -144425.930511 nChanged 1013 SP:Iteration 1F (341.774945 sec): 3 clusters Score: Raw -147695.151649 + Penalty 2571.775435 = -145123.376214 nChanged 224 SP:Iteration 2F (341.816138 sec): 3 clusters Score: Raw -147867.535201 + Penalty 2571.775435 = -145295.759765 nChanged 156 SP:Iteration 3F (341.873687 sec): 3 clusters Score: Raw -147977.184993 + Penalty 2571.775435 = -145405.409557 nChanged 105 SP:Iteration 4Q (341.914728 sec): 3 clusters Score: Raw -148060.108086 + Penalty 2571.775435 = -145488.332651 nChanged 88 SP:Iteration 5Q (341.968730 sec): 3 clusters Score: Raw -148118.369986 + Penalty 2571.775435 = -145546.594551 nChanged 70 SP:Iteration 6Q (342.017776 sec): 3 clusters Score: Raw -148152.451863 + Penalty 2571.775435 = -145580.676428 nChanged 49 SP:Iteration 7Q (342.070437 sec): 3 clusters Score: Raw -148172.830692 + Penalty 2571.775435 = -145601.055257 nChanged 30 SP:Iteration 8Q (342.120308 sec): 3 clusters Score: Raw -148188.754296 + Penalty 2571.775435 = -145616.978861 nChanged 26 SP:Iteration 9Q (342.180389 sec): 3 clusters Score: Raw -148202.074616 + Penalty 2571.775435 = -145630.299180 nChanged 33 SP:Iteration 10Q (342.220637 sec): 3 clusters Score: Raw -148220.643117 + Penalty 2571.775435 = -145648.867682 nChanged 40 SP:Iteration 11Q (342.274551 sec): 3 clusters Score: Raw -148235.776624 + Penalty 2571.775435 = -145664.001189 nChanged 28 SP:Iteration 12Q (342.316661 sec): 3 clusters Score: Raw -148250.722251 + Penalty 2571.775435 = -145678.946816 nChanged 34 SP:Iteration 13Q (342.376974 sec): 3 clusters Score: Raw -148267.266498 + Penalty 2571.775435 = -145695.491062 nChanged 29 SP:Iteration 14Q (342.421596 sec): 3 clusters Score: Raw -148280.486979 + Penalty 2571.775435 = -145708.711543 nChanged 26 SP:Iteration 15Q (342.468017 sec): 3 clusters Score: Raw -148288.732010 + Penalty 2571.775435 = -145716.956575 nChanged 18 SP:Iteration 16Q (342.523743 sec): 3 clusters Score: Raw -148298.044363 + Penalty 2571.775435 = -145726.268927 nChanged 16 SP:Iteration 17Q (342.577582 sec): 3 clusters Score: Raw -148305.326723 + Penalty 2571.775435 = -145733.551288 nChanged 14 SP:Iteration 18Q (342.623259 sec): 3 clusters Score: Raw -148313.015925 + Penalty 2571.775435 = -145741.240490 nChanged 13 SP:Iteration 19Q (342.666329 sec): 3 clusters Score: Raw -148318.806548 + Penalty 2571.775435 = -145747.031112 nChanged 18 SP:Iteration 20F (342.720036 sec): 3 clusters Score: Raw -148327.386595 + Penalty 2571.775435 = -145755.611160 nChanged 18 SP:Iteration 21Q (342.763177 sec): 3 clusters Score: Raw -148335.748425 + Penalty 2571.775435 = -145763.972990 nChanged 14 SP:Iteration 22Q (342.810905 sec): 3 clusters Score: Raw -148341.231369 + Penalty 2571.775435 = -145769.455933 nChanged 17 SP:Iteration 23Q (342.851141 sec): 3 clusters Score: Raw -148346.801261 + Penalty 2571.775435 = -145775.025825 nChanged 16 SP:Iteration 24Q (342.902775 sec): 3 clusters Score: Raw -148352.905651 + Penalty 2571.775435 = -145781.130216 nChanged 16 SP:Iteration 25Q (342.962414 sec): 3 clusters Score: Raw -148358.985072 + Penalty 2571.775435 = -145787.209636 nChanged 17 SP:Iteration 26Q (343.012746 sec): 3 clusters Score: Raw -148363.885955 + Penalty 2571.775435 = -145792.110519 nChanged 14 SP:Iteration 27Q (343.064383 sec): 3 clusters Score: Raw -148367.755004 + Penalty 2571.775435 = -145795.979569 nChanged 9 SP:Iteration 28Q (343.112389 sec): 3 clusters Score: Raw -148372.242407 + Penalty 2571.775435 = -145800.466971 nChanged 17 SP:Iteration 29Q (343.168967 sec): 3 clusters Score: Raw -148379.521006 + Penalty 2571.775435 = -145807.745571 nChanged 15 SP:Iteration 30Q (343.219829 sec): 3 clusters Score: Raw -148386.081374 + Penalty 2571.775435 = -145814.305938 nChanged 16 SP:Iteration 31Q (343.270846 sec): 3 clusters Score: Raw -148391.191823 + Penalty 2571.775435 = -145819.416387 nChanged 13 SP:Iteration 32Q (343.316924 sec): 3 clusters Score: Raw -148394.051740 + Penalty 2571.775435 = -145822.276305 nChanged 5 SP:Iteration 33Q (343.355608 sec): 3 clusters Score: Raw -148395.818950 + Penalty 2571.775435 = -145824.043515 nChanged 6 SP:Iteration 34Q (343.414619 sec): 3 clusters Score: Raw -148398.125923 + Penalty 2571.775435 = -145826.350487 nChanged 8 SP:Iteration 35Q (343.450461 sec): 3 clusters Score: Raw -148400.904761 + Penalty 2571.775435 = -145829.129326 nChanged 9 SP:Iteration 36Q (343.502691 sec): 3 clusters Score: Raw -148403.532565 + Penalty 2571.775435 = -145831.757130 nChanged 9 SP:Iteration 37Q (343.557353 sec): 3 clusters Score: Raw -148406.946663 + Penalty 2571.775435 = -145835.171227 nChanged 17 SP:Iteration 38Q (343.611067 sec): 3 clusters Score: Raw -148414.720211 + Penalty 2571.775435 = -145842.944775 nChanged 18 SP:Iteration 39Q (343.658474 sec): 3 clusters Score: Raw -148424.261819 + Penalty 2571.775435 = -145852.486384 nChanged 25 SP:Iteration 40F (343.701616 sec): 3 clusters Score: Raw -148437.889892 + Penalty 2571.775435 = -145866.114456 nChanged 23 SP:Iteration 41Q (343.753216 sec): 3 clusters Score: Raw -148452.310741 + Penalty 2571.775435 = -145880.535306 nChanged 38 SP:Iteration 42Q (343.803389 sec): 3 clusters Score: Raw -148473.630869 + Penalty 2571.775435 = -145901.855434 nChanged 26 SP:Iteration 43Q (343.844532 sec): 3 clusters Score: Raw -148488.974050 + Penalty 2571.775435 = -145917.198615 nChanged 35 SP:Iteration 44Q (343.902480 sec): 3 clusters Score: Raw -148505.788239 + Penalty 2571.775435 = -145934.012803 nChanged 35 SP:Iteration 45Q (343.954146 sec): 3 clusters Score: Raw -148529.535991 + Penalty 2571.775435 = -145957.760556 nChanged 35 SP:Iteration 46Q (343.997197 sec): 3 clusters Score: Raw -148551.837264 + Penalty 2571.775435 = -145980.061829 nChanged 28 SP:Iteration 47Q (344.050458 sec): 3 clusters Score: Raw -148573.099488 + Penalty 2571.775435 = -146001.324053 nChanged 34 SP:Iteration 48Q (344.093985 sec): 3 clusters Score: Raw -148600.374863 + Penalty 2571.775435 = -146028.599427 nChanged 39 SP:Iteration 49Q (344.145623 sec): 3 clusters Score: Raw -148628.842925 + Penalty 2571.775435 = -146057.067489 nChanged 36 SP:Iteration 50Q (344.198477 sec): 3 clusters Score: Raw -148656.673997 + Penalty 2571.775435 = -146084.898562 nChanged 40 SP:Iteration 51Q (344.248041 sec): 3 clusters Score: Raw -148693.939879 + Penalty 2571.775435 = -146122.164443 nChanged 53 SP:Iteration 52Q (344.304343 sec): 3 clusters Score: Raw -148754.345919 + Penalty 2571.775435 = -146182.570484 nChanged 47 SP:Iteration 53Q (344.351902 sec): 3 clusters Score: Raw -148815.796592 + Penalty 2571.775435 = -146244.021157 nChanged 35 SP:Iteration 54Q (344.405377 sec): 3 clusters Score: Raw -148851.606241 + Penalty 2571.775435 = -146279.830806 nChanged 41 SP:Iteration 55Q (344.449089 sec): 3 clusters Score: Raw -148894.734306 + Penalty 2571.775435 = -146322.958871 nChanged 26 SP:Iteration 56Q (344.503309 sec): 3 clusters Score: Raw -148924.486222 + Penalty 2571.775435 = -146352.710787 nChanged 20 SP:Iteration 57Q (344.547090 sec): 3 clusters Score: Raw -148956.314950 + Penalty 2571.775435 = -146384.539514 nChanged 17 SP:Iteration 58Q (344.604910 sec): 3 clusters Score: Raw -148980.100349 + Penalty 2571.775435 = -146408.324914 nChanged 22 SP:Iteration 59Q (344.653887 sec): 3 clusters Score: Raw -149002.120130 + Penalty 2571.775435 = -146430.344695 nChanged 8 SP:Iteration 60F (344.701500 sec): 3 clusters Score: Raw -149050.193285 + Penalty 2571.775435 = -146478.417849 nChanged 17 SP:Iteration 61Q (344.754134 sec): 3 clusters Score: Raw -149099.858729 + Penalty 2571.775435 = -146528.083294 nChanged 19 SP:Iteration 62Q (344.805006 sec): 3 clusters Score: Raw -149112.249302 + Penalty 2571.775435 = -146540.473866 nChanged 9 SP:Iteration 63Q (344.847024 sec): 3 clusters Score: Raw -149116.143273 + Penalty 2571.775435 = -146544.367838 nChanged 6 SP:Iteration 64Q (344.912609 sec): 3 clusters Score: Raw -149118.931020 + Penalty 2571.775435 = -146547.155584 nChanged 7 SP:Iteration 65Q (344.953335 sec): 3 clusters Score: Raw -149121.422760 + Penalty 2571.775435 = -146549.647324 nChanged 4 SP:Iteration 66Q (345.016651 sec): 3 clusters Score: Raw -149123.177067 + Penalty 2571.775435 = -146551.401632 nChanged 4 SP:Iteration 67Q (345.068256 sec): 3 clusters Score: Raw -149124.558268 + Penalty 2571.775435 = -146552.782832 nChanged 3 SP:Iteration 68Q (345.120519 sec): 3 clusters Score: Raw -149126.237243 + Penalty 2571.775435 = -146554.461807 nChanged 2 SP:Iteration 69Q (345.168845 sec): 3 clusters Score: Raw -149126.588899 + Penalty 2571.775435 = -146554.813464 nChanged 0 SP:Iteration 70F (345.216932 sec): 3 clusters Score: Raw -149126.588899 + Penalty 2571.775435 = -146554.813464 nChanged 0 Trying to split cluster 6 (4160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.251902 sec): 2 clusters Score: Raw -224566.328712 + Penalty 1354.156432 = -223212.172279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (345.291336 sec): 3 clusters Score: Raw -222473.756125 + Penalty 2708.312865 = -219765.443260 nChanged 1617 SP:Iteration 1F (345.343589 sec): 3 clusters Score: Raw -223383.239728 + Penalty 2708.312865 = -220674.926863 nChanged 330 SP:Iteration 2F (345.402771 sec): 3 clusters Score: Raw -223570.369532 + Penalty 2708.312865 = -220862.056667 nChanged 215 SP:Iteration 3F (345.459507 sec): 3 clusters Score: Raw -223706.640547 + Penalty 2708.312865 = -220998.327682 nChanged 191 SP:Iteration 4Q (345.509379 sec): 3 clusters Score: Raw -223840.579302 + Penalty 2708.312865 = -221132.266437 nChanged 171 SP:Iteration 5Q (345.562629 sec): 3 clusters Score: Raw -223990.433325 + Penalty 2708.312865 = -221282.120460 nChanged 183 SP:Iteration 6Q (345.619405 sec): 3 clusters Score: Raw -224126.257571 + Penalty 2708.312865 = -221417.944706 nChanged 167 SP:Iteration 7Q (345.673210 sec): 3 clusters Score: Raw -224233.715239 + Penalty 2708.312865 = -221525.402374 nChanged 151 SP:Iteration 8Q (345.715513 sec): 3 clusters Score: Raw -224316.101118 + Penalty 2708.312865 = -221607.788253 nChanged 128 SP:Iteration 9Q (345.769896 sec): 3 clusters Score: Raw -224371.478986 + Penalty 2708.312865 = -221663.166121 nChanged 99 SP:Iteration 10Q (345.824543 sec): 3 clusters Score: Raw -224413.701445 + Penalty 2708.312865 = -221705.388580 nChanged 83 SP:Iteration 11Q (345.868216 sec): 3 clusters Score: Raw -224446.886000 + Penalty 2708.312865 = -221738.573135 nChanged 67 SP:Iteration 12Q (345.926355 sec): 3 clusters Score: Raw -224468.973942 + Penalty 2708.312865 = -221760.661077 nChanged 61 SP:Iteration 13Q (345.970284 sec): 3 clusters Score: Raw -224489.610190 + Penalty 2708.312865 = -221781.297325 nChanged 56 SP:Iteration 14Q (346.028198 sec): 3 clusters Score: Raw -224507.713346 + Penalty 2708.312865 = -221799.400481 nChanged 53 SP:Iteration 15Q (346.070945 sec): 3 clusters Score: Raw -224523.787110 + Penalty 2708.312865 = -221815.474245 nChanged 42 SP:Iteration 16Q (346.121401 sec): 3 clusters Score: Raw -224535.542296 + Penalty 2708.312865 = -221827.229432 nChanged 42 SP:Iteration 17Q (346.177799 sec): 3 clusters Score: Raw -224547.751594 + Penalty 2708.312865 = -221839.438729 nChanged 34 SP:Iteration 18Q (346.233069 sec): 3 clusters Score: Raw -224557.388274 + Penalty 2708.312865 = -221849.075409 nChanged 38 SP:Iteration 19Q (346.290979 sec): 3 clusters Score: Raw -224570.175736 + Penalty 2708.312865 = -221861.862871 nChanged 38 SP:Iteration 20F (346.346522 sec): 3 clusters Score: Raw -224581.599536 + Penalty 2708.312865 = -221873.286672 nChanged 39 SP:Iteration 21Q (346.390899 sec): 3 clusters Score: Raw -224594.882048 + Penalty 2708.312865 = -221886.569183 nChanged 43 SP:Iteration 22Q (346.445578 sec): 3 clusters Score: Raw -224609.135537 + Penalty 2708.312865 = -221900.822672 nChanged 42 SP:Iteration 23Q (346.498714 sec): 3 clusters Score: Raw -224622.596134 + Penalty 2708.312865 = -221914.283269 nChanged 45 SP:Iteration 24Q (346.551571 sec): 3 clusters Score: Raw -224637.064391 + Penalty 2708.312865 = -221928.751526 nChanged 36 SP:Iteration 25Q (346.602590 sec): 3 clusters Score: Raw -224647.752636 + Penalty 2708.312865 = -221939.439771 nChanged 33 SP:Iteration 26Q (346.667913 sec): 3 clusters Score: Raw -224663.348816 + Penalty 2708.312865 = -221955.035951 nChanged 39 SP:Iteration 27Q (346.712555 sec): 3 clusters Score: Raw -224681.882045 + Penalty 2708.312865 = -221973.569180 nChanged 41 SP:Iteration 28Q (346.768928 sec): 3 clusters Score: Raw -224701.658725 + Penalty 2708.312865 = -221993.345860 nChanged 41 SP:Iteration 29Q (346.821016 sec): 3 clusters Score: Raw -224718.951312 + Penalty 2708.312865 = -222010.638447 nChanged 43 SP:Iteration 30Q (346.872285 sec): 3 clusters Score: Raw -224738.337927 + Penalty 2708.312865 = -222030.025062 nChanged 38 SP:Iteration 31Q (346.936567 sec): 3 clusters Score: Raw -224754.643496 + Penalty 2708.312865 = -222046.330631 nChanged 34 SP:Iteration 32Q (346.979989 sec): 3 clusters Score: Raw -224766.701037 + Penalty 2708.312865 = -222058.388172 nChanged 22 SP:Iteration 33Q (347.040362 sec): 3 clusters Score: Raw -224774.335129 + Penalty 2708.312865 = -222066.022264 nChanged 17 SP:Iteration 34Q (347.080835 sec): 3 clusters Score: Raw -224780.656873 + Penalty 2708.312865 = -222072.344008 nChanged 16 SP:Iteration 35Q (347.132490 sec): 3 clusters Score: Raw -224786.487198 + Penalty 2708.312865 = -222078.174333 nChanged 17 SP:Iteration 36Q (347.187418 sec): 3 clusters Score: Raw -224793.225099 + Penalty 2708.312865 = -222084.912234 nChanged 15 SP:Iteration 37Q (347.244130 sec): 3 clusters Score: Raw -224801.287586 + Penalty 2708.312865 = -222092.974721 nChanged 15 SP:Iteration 38Q (347.298600 sec): 3 clusters Score: Raw -224808.026968 + Penalty 2708.312865 = -222099.714103 nChanged 11 SP:Iteration 39Q (347.348545 sec): 3 clusters Score: Raw -224811.602059 + Penalty 2708.312865 = -222103.289194 nChanged 6 SP:Iteration 40F (347.393289 sec): 3 clusters Score: Raw -224813.471816 + Penalty 2708.312865 = -222105.158951 nChanged 5 SP:Iteration 41Q (347.452625 sec): 3 clusters Score: Raw -224814.702905 + Penalty 2708.312865 = -222106.390041 nChanged 2 SP:Iteration 42Q (347.490973 sec): 3 clusters Score: Raw -224815.112155 + Penalty 2708.312865 = -222106.799290 nChanged 0 SP:Iteration 43F (347.546173 sec): 3 clusters Score: Raw -224815.112155 + Penalty 2708.312865 = -222106.799290 nChanged 0 Trying to split cluster 7 (25246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.621654 sec): 2 clusters Score: Raw -1594246.205529 + Penalty 1647.168739 = -1592599.036790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (347.713418 sec): 3 clusters Score: Raw -1578890.170697 + Penalty 3294.337477 = -1575595.833220 nChanged 11439 SP:Iteration 1F (347.807912 sec): 3 clusters Score: Raw -1585161.717103 + Penalty 3294.337477 = -1581867.379626 nChanged 1198 SP:Iteration 2Q (347.901839 sec): 3 clusters Score: Raw -1585557.442538 + Penalty 3294.337477 = -1582263.105061 nChanged 1134 SP:Iteration 3Q (347.994475 sec): 3 clusters Score: Raw -1585949.752265 + Penalty 3294.337477 = -1582655.414788 nChanged 1076 SP:Iteration 4Q (348.084884 sec): 3 clusters Score: Raw -1586360.872641 + Penalty 3294.337477 = -1583066.535164 nChanged 1063 SP:Iteration 5Q (348.161884 sec): 3 clusters Score: Raw -1586826.703874 + Penalty 3294.337477 = -1583532.366397 nChanged 1163 SP:Iteration 6Q (348.258443 sec): 3 clusters Score: Raw -1587453.684655 + Penalty 3294.337477 = -1584159.347178 nChanged 1418 SP:Iteration 7F (348.347380 sec): 3 clusters Score: Raw -1588401.158155 + Penalty 3294.337477 = -1585106.820678 nChanged 1690 SP:Iteration 8F (348.429847 sec): 3 clusters Score: Raw -1589736.148936 + Penalty 3294.337477 = -1586441.811459 nChanged 1720 SP:Iteration 9F (348.521705 sec): 3 clusters Score: Raw -1591239.960836 + Penalty 3294.337477 = -1587945.623359 nChanged 1493 SP:Iteration 10F (348.611676 sec): 3 clusters Score: Raw -1592648.074120 + Penalty 3294.337477 = -1589353.736643 nChanged 990 SP:Iteration 11Q (348.698566 sec): 3 clusters Score: Raw -1593596.895338 + Penalty 3294.337477 = -1590302.557861 nChanged 459 SP:Iteration 12Q (348.787699 sec): 3 clusters Score: Raw -1593999.528121 + Penalty 3294.337477 = -1590705.190644 nChanged 217 SP:Iteration 13Q (348.859653 sec): 3 clusters Score: Raw -1594195.657464 + Penalty 3294.337477 = -1590901.319987 nChanged 114 SP:Iteration 14Q (348.950321 sec): 3 clusters Score: Raw -1594305.891008 + Penalty 3294.337477 = -1591011.553530 nChanged 67 SP:Iteration 15Q (349.026033 sec): 3 clusters Score: Raw -1594358.983517 + Penalty 3294.337477 = -1591064.646040 nChanged 36 SP:Iteration 16Q (349.108008 sec): 3 clusters Score: Raw -1594393.010237 + Penalty 3294.337477 = -1591098.672760 nChanged 30 SP:Iteration 17Q (349.186405 sec): 3 clusters Score: Raw -1594422.624771 + Penalty 3294.337477 = -1591128.287294 nChanged 16 SP:Iteration 18Q (349.267113 sec): 3 clusters Score: Raw -1594440.058496 + Penalty 3294.337477 = -1591145.721019 nChanged 13 SP:Iteration 19Q (349.342373 sec): 3 clusters Score: Raw -1594452.899517 + Penalty 3294.337477 = -1591158.562040 nChanged 8 SP:Iteration 20F (349.430189 sec): 3 clusters Score: Raw -1594457.516037 + Penalty 3294.337477 = -1591163.178560 nChanged 5 SP:Iteration 21Q (349.499678 sec): 3 clusters Score: Raw -1594462.911540 + Penalty 3294.337477 = -1591168.574063 nChanged 4 SP:Iteration 22Q (349.588877 sec): 3 clusters Score: Raw -1594468.562369 + Penalty 3294.337477 = -1591174.224892 nChanged 7 SP:Iteration 23Q (349.665026 sec): 3 clusters Score: Raw -1594474.125150 + Penalty 3294.337477 = -1591179.787673 nChanged 2 SP:Iteration 24Q (349.747018 sec): 3 clusters Score: Raw -1594475.411652 + Penalty 3294.337477 = -1591181.074175 nChanged 1 SP:Iteration 25Q (349.813205 sec): 3 clusters Score: Raw -1594476.513210 + Penalty 3294.337477 = -1591182.175733 nChanged 3 SP:Iteration 26Q (349.891843 sec): 3 clusters Score: Raw -1594479.163762 + Penalty 3294.337477 = -1591184.826285 nChanged 1 SP:Iteration 27Q (349.975898 sec): 3 clusters Score: Raw -1594479.339382 + Penalty 3294.337477 = -1591185.001905 nChanged 0 SP:Iteration 28F (350.066321 sec): 3 clusters Score: Raw -1594479.339382 + Penalty 3294.337477 = -1591185.001905 nChanged 0 Trying to split cluster 8 (23116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (350.119767 sec): 2 clusters Score: Raw -1447493.558310 + Penalty 1632.845548 = -1445860.712762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (350.207056 sec): 3 clusters Score: Raw -1433514.483977 + Penalty 3265.691097 = -1430248.792880 nChanged 10539 SP:Iteration 1F (350.278892 sec): 3 clusters Score: Raw -1439416.818847 + Penalty 3265.691097 = -1436151.127750 nChanged 1181 SP:Iteration 2F (350.372047 sec): 3 clusters Score: Raw -1439882.916055 + Penalty 3265.691097 = -1436617.224958 nChanged 1192 SP:Iteration 3F (350.447980 sec): 3 clusters Score: Raw -1440375.310955 + Penalty 3265.691097 = -1437109.619858 nChanged 1232 SP:Iteration 4F (350.547052 sec): 3 clusters Score: Raw -1441009.437073 + Penalty 3265.691097 = -1437743.745976 nChanged 1374 SP:Iteration 5F (350.632737 sec): 3 clusters Score: Raw -1441845.676655 + Penalty 3265.691097 = -1438579.985558 nChanged 1470 SP:Iteration 6F (350.711974 sec): 3 clusters Score: Raw -1442815.227988 + Penalty 3265.691097 = -1439549.536891 nChanged 1410 SP:Iteration 7F (350.810142 sec): 3 clusters Score: Raw -1443760.214174 + Penalty 3265.691097 = -1440494.523077 nChanged 1304 SP:Iteration 8F (350.899506 sec): 3 clusters Score: Raw -1444642.149173 + Penalty 3265.691097 = -1441376.458077 nChanged 1055 SP:Iteration 9Q (350.986486 sec): 3 clusters Score: Raw -1445344.265323 + Penalty 3265.691097 = -1442078.574226 nChanged 832 SP:Iteration 10Q (351.062957 sec): 3 clusters Score: Raw -1445897.946806 + Penalty 3265.691097 = -1442632.255709 nChanged 633 SP:Iteration 11Q (351.160353 sec): 3 clusters Score: Raw -1446338.178674 + Penalty 3265.691097 = -1443072.487577 nChanged 508 SP:Iteration 12Q (351.250208 sec): 3 clusters Score: Raw -1446701.046258 + Penalty 3265.691097 = -1443435.355161 nChanged 413 SP:Iteration 13Q (351.322464 sec): 3 clusters Score: Raw -1447009.190282 + Penalty 3265.691097 = -1443743.499185 nChanged 287 SP:Iteration 14Q (351.406097 sec): 3 clusters Score: Raw -1447242.809339 + Penalty 3265.691097 = -1443977.118242 nChanged 244 SP:Iteration 15Q (351.501247 sec): 3 clusters Score: Raw -1447399.947989 + Penalty 3265.691097 = -1444134.256893 nChanged 182 SP:Iteration 16Q (351.570687 sec): 3 clusters Score: Raw -1447511.210749 + Penalty 3265.691097 = -1444245.519653 nChanged 137 SP:Iteration 17Q (351.661005 sec): 3 clusters Score: Raw -1447575.634351 + Penalty 3265.691097 = -1444309.943254 nChanged 94 SP:Iteration 18Q (351.740488 sec): 3 clusters Score: Raw -1447607.518290 + Penalty 3265.691097 = -1444341.827193 nChanged 76 SP:Iteration 19Q (351.818225 sec): 3 clusters Score: Raw -1447631.916497 + Penalty 3265.691097 = -1444366.225400 nChanged 65 SP:Iteration 20F (351.904612 sec): 3 clusters Score: Raw -1447651.234640 + Penalty 3265.691097 = -1444385.543543 nChanged 56 SP:Iteration 21Q (351.980491 sec): 3 clusters Score: Raw -1447665.854911 + Penalty 3265.691097 = -1444400.163814 nChanged 41 SP:Iteration 22Q (352.067559 sec): 3 clusters Score: Raw -1447680.072228 + Penalty 3265.691097 = -1444414.381131 nChanged 37 SP:Iteration 23Q (352.130550 sec): 3 clusters Score: Raw -1447688.682236 + Penalty 3265.691097 = -1444422.991140 nChanged 28 SP:Iteration 24Q (352.222843 sec): 3 clusters Score: Raw -1447697.772869 + Penalty 3265.691097 = -1444432.081772 nChanged 38 SP:Iteration 25Q (352.300874 sec): 3 clusters Score: Raw -1447710.557427 + Penalty 3265.691097 = -1444444.866330 nChanged 43 SP:Iteration 26Q (352.380362 sec): 3 clusters Score: Raw -1447726.913552 + Penalty 3265.691097 = -1444461.222456 nChanged 30 SP:Iteration 27Q (352.455943 sec): 3 clusters Score: Raw -1447737.754183 + Penalty 3265.691097 = -1444472.063086 nChanged 27 SP:Iteration 28Q (352.534326 sec): 3 clusters Score: Raw -1447746.243518 + Penalty 3265.691097 = -1444480.552422 nChanged 24 SP:Iteration 29Q (352.606740 sec): 3 clusters Score: Raw -1447753.007096 + Penalty 3265.691097 = -1444487.315999 nChanged 19 SP:Iteration 30Q (352.675188 sec): 3 clusters Score: Raw -1447758.706057 + Penalty 3265.691097 = -1444493.014960 nChanged 14 SP:Iteration 31Q (352.759091 sec): 3 clusters Score: Raw -1447763.584491 + Penalty 3265.691097 = -1444497.893394 nChanged 15 SP:Iteration 32Q (352.836835 sec): 3 clusters Score: Raw -1447767.615280 + Penalty 3265.691097 = -1444501.924184 nChanged 9 SP:Iteration 33Q (352.920785 sec): 3 clusters Score: Raw -1447770.981590 + Penalty 3265.691097 = -1444505.290493 nChanged 12 SP:Iteration 34Q (352.988883 sec): 3 clusters Score: Raw -1447776.223382 + Penalty 3265.691097 = -1444510.532285 nChanged 16 SP:Iteration 35Q (353.072635 sec): 3 clusters Score: Raw -1447781.769978 + Penalty 3265.691097 = -1444516.078881 nChanged 12 SP:Iteration 36Q (353.149440 sec): 3 clusters Score: Raw -1447786.672010 + Penalty 3265.691097 = -1444520.980913 nChanged 16 SP:Iteration 37Q (353.233436 sec): 3 clusters Score: Raw -1447791.999432 + Penalty 3265.691097 = -1444526.308335 nChanged 13 SP:Iteration 38Q (353.301835 sec): 3 clusters Score: Raw -1447795.292027 + Penalty 3265.691097 = -1444529.600930 nChanged 16 SP:Iteration 39Q (353.387671 sec): 3 clusters Score: Raw -1447799.423384 + Penalty 3265.691097 = -1444533.732287 nChanged 13 SP:Iteration 40F (353.472881 sec): 3 clusters Score: Raw -1447803.983184 + Penalty 3265.691097 = -1444538.292088 nChanged 12 SP:Iteration 41Q (353.550521 sec): 3 clusters Score: Raw -1447807.714355 + Penalty 3265.691097 = -1444542.023258 nChanged 13 SP:Iteration 42Q (353.624615 sec): 3 clusters Score: Raw -1447811.936337 + Penalty 3265.691097 = -1444546.245241 nChanged 10 SP:Iteration 43Q (353.703990 sec): 3 clusters Score: Raw -1447815.157274 + Penalty 3265.691097 = -1444549.466177 nChanged 11 SP:Iteration 44Q (353.781345 sec): 3 clusters Score: Raw -1447819.137090 + Penalty 3265.691097 = -1444553.445993 nChanged 10 SP:Iteration 45Q (353.857055 sec): 3 clusters Score: Raw -1447822.119729 + Penalty 3265.691097 = -1444556.428632 nChanged 8 SP:Iteration 46Q (353.928312 sec): 3 clusters Score: Raw -1447824.479249 + Penalty 3265.691097 = -1444558.788152 nChanged 4 SP:Iteration 47Q (354.015743 sec): 3 clusters Score: Raw -1447825.437481 + Penalty 3265.691097 = -1444559.746385 nChanged 5 SP:Iteration 48Q (354.095181 sec): 3 clusters Score: Raw -1447826.930994 + Penalty 3265.691097 = -1444561.239897 nChanged 7 SP:Iteration 49Q (354.167601 sec): 3 clusters Score: Raw -1447828.731800 + Penalty 3265.691097 = -1444563.040703 nChanged 2 SP:Iteration 50Q (354.250859 sec): 3 clusters Score: Raw -1447828.997204 + Penalty 3265.691097 = -1444563.306108 nChanged 0 SP:Iteration 51F (354.339270 sec): 3 clusters Score: Raw -1447828.997204 + Penalty 3265.691097 = -1444563.306108 nChanged 0 Trying to split cluster 9 (2861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (354.368317 sec): 2 clusters Score: Raw -174106.676855 + Penalty 1293.325555 = -172813.351300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (354.411928 sec): 3 clusters Score: Raw -172774.582181 + Penalty 2586.651110 = -170187.931071 nChanged 1097 SP:Iteration 1F (354.457500 sec): 3 clusters Score: Raw -173398.883497 + Penalty 2586.651110 = -170812.232387 nChanged 218 SP:Iteration 2F (354.508835 sec): 3 clusters Score: Raw -173569.699269 + Penalty 2586.651110 = -170983.048159 nChanged 181 SP:Iteration 3F (354.559433 sec): 3 clusters Score: Raw -173714.365073 + Penalty 2586.651110 = -171127.713963 nChanged 142 SP:Iteration 4Q (354.608114 sec): 3 clusters Score: Raw -173836.041234 + Penalty 2586.651110 = -171249.390124 nChanged 133 SP:Iteration 5Q (354.661692 sec): 3 clusters Score: Raw -173942.730507 + Penalty 2586.651110 = -171356.079396 nChanged 109 SP:Iteration 6Q (354.714776 sec): 3 clusters Score: Raw -174032.996333 + Penalty 2586.651110 = -171446.345223 nChanged 104 SP:Iteration 7Q (354.755050 sec): 3 clusters Score: Raw -174114.435264 + Penalty 2586.651110 = -171527.784153 nChanged 92 SP:Iteration 8Q (354.815867 sec): 3 clusters Score: Raw -174187.599205 + Penalty 2586.651110 = -171600.948095 nChanged 83 SP:Iteration 9Q (354.865800 sec): 3 clusters Score: Raw -174262.561603 + Penalty 2586.651110 = -171675.910493 nChanged 96 SP:Iteration 10Q (354.923080 sec): 3 clusters Score: Raw -174334.960146 + Penalty 2586.651110 = -171748.309036 nChanged 75 SP:Iteration 11Q (354.973952 sec): 3 clusters Score: Raw -174393.786604 + Penalty 2586.651110 = -171807.135494 nChanged 68 SP:Iteration 12Q (355.026159 sec): 3 clusters Score: Raw -174443.938582 + Penalty 2586.651110 = -171857.287472 nChanged 55 SP:Iteration 13Q (355.070192 sec): 3 clusters Score: Raw -174481.049208 + Penalty 2586.651110 = -171894.398098 nChanged 39 SP:Iteration 14Q (355.125066 sec): 3 clusters Score: Raw -174502.746232 + Penalty 2586.651110 = -171916.095122 nChanged 24 SP:Iteration 15Q (355.183476 sec): 3 clusters Score: Raw -174515.824815 + Penalty 2586.651110 = -171929.173705 nChanged 24 SP:Iteration 16Q (355.236435 sec): 3 clusters Score: Raw -174528.418685 + Penalty 2586.651110 = -171941.767574 nChanged 23 SP:Iteration 17Q (355.292891 sec): 3 clusters Score: Raw -174536.860014 + Penalty 2586.651110 = -171950.208904 nChanged 15 SP:Iteration 18Q (355.335699 sec): 3 clusters Score: Raw -174543.109769 + Penalty 2586.651110 = -171956.458659 nChanged 17 SP:Iteration 19Q (355.383981 sec): 3 clusters Score: Raw -174551.403079 + Penalty 2586.651110 = -171964.751969 nChanged 13 SP:Iteration 20F (355.433329 sec): 3 clusters Score: Raw -174557.051364 + Penalty 2586.651110 = -171970.400254 nChanged 11 SP:Iteration 21Q (355.495907 sec): 3 clusters Score: Raw -174562.108967 + Penalty 2586.651110 = -171975.457857 nChanged 12 SP:Iteration 22Q (355.542067 sec): 3 clusters Score: Raw -174569.430509 + Penalty 2586.651110 = -171982.779399 nChanged 12 SP:Iteration 23Q (355.605008 sec): 3 clusters Score: Raw -174575.147554 + Penalty 2586.651110 = -171988.496444 nChanged 6 SP:Iteration 24Q (355.656500 sec): 3 clusters Score: Raw -174577.836401 + Penalty 2586.651110 = -171991.185291 nChanged 4 SP:Iteration 25Q (355.702037 sec): 3 clusters Score: Raw -174579.377339 + Penalty 2586.651110 = -171992.726229 nChanged 4 SP:Iteration 26Q (355.751843 sec): 3 clusters Score: Raw -174580.130629 + Penalty 2586.651110 = -171993.479519 nChanged 1 SP:Iteration 27Q (355.796295 sec): 3 clusters Score: Raw -174580.562775 + Penalty 2586.651110 = -171993.911664 nChanged 1 SP:Iteration 28Q (355.856016 sec): 3 clusters Score: Raw -174580.833277 + Penalty 2586.651110 = -171994.182167 nChanged 0 SP:Iteration 29F (355.897811 sec): 3 clusters Score: Raw -174580.833277 + Penalty 2586.651110 = -171994.182167 nChanged 0 Trying to split cluster 10 (1563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (355.924833 sec): 2 clusters Score: Raw -94897.616790 + Penalty 1195.083879 = -93702.532912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (355.982360 sec): 3 clusters Score: Raw -94274.438108 + Penalty 2390.167757 = -91884.270350 nChanged 514 SP:Iteration 1F (356.035988 sec): 3 clusters Score: Raw -94657.291994 + Penalty 2390.167757 = -92267.124236 nChanged 102 SP:Iteration 2F (356.075804 sec): 3 clusters Score: Raw -94747.650101 + Penalty 2390.167757 = -92357.482343 nChanged 73 SP:Iteration 3Q (356.123514 sec): 3 clusters Score: Raw -94809.848795 + Penalty 2390.167757 = -92419.681038 nChanged 58 SP:Iteration 4Q (356.178924 sec): 3 clusters Score: Raw -94864.674062 + Penalty 2390.167757 = -92474.506305 nChanged 38 SP:Iteration 5Q (356.223378 sec): 3 clusters Score: Raw -94893.037900 + Penalty 2390.167757 = -92502.870143 nChanged 36 SP:Iteration 6Q (356.279247 sec): 3 clusters Score: Raw -94916.296834 + Penalty 2390.167757 = -92526.129076 nChanged 20 SP:Iteration 7Q (356.327637 sec): 3 clusters Score: Raw -94928.574077 + Penalty 2390.167757 = -92538.406320 nChanged 8 SP:Iteration 8Q (356.374150 sec): 3 clusters Score: Raw -94933.192862 + Penalty 2390.167757 = -92543.025104 nChanged 10 SP:Iteration 9Q (356.416104 sec): 3 clusters Score: Raw -94937.759772 + Penalty 2390.167757 = -92547.592015 nChanged 4 SP:Iteration 10Q (356.471352 sec): 3 clusters Score: Raw -94939.475676 + Penalty 2390.167757 = -92549.307918 nChanged 4 SP:Iteration 11Q (356.519416 sec): 3 clusters Score: Raw -94941.626054 + Penalty 2390.167757 = -92551.458296 nChanged 5 SP:Iteration 12Q (356.564748 sec): 3 clusters Score: Raw -94943.620617 + Penalty 2390.167757 = -92553.452859 nChanged 3 SP:Iteration 13Q (356.614601 sec): 3 clusters Score: Raw -94945.485438 + Penalty 2390.167757 = -92555.317680 nChanged 2 SP:Iteration 14Q (356.668821 sec): 3 clusters Score: Raw -94947.254781 + Penalty 2390.167757 = -92557.087023 nChanged 4 SP:Iteration 15Q (356.710332 sec): 3 clusters Score: Raw -94951.936408 + Penalty 2390.167757 = -92561.768650 nChanged 6 SP:Iteration 16Q (356.760031 sec): 3 clusters Score: Raw -94955.280231 + Penalty 2390.167757 = -92565.112474 nChanged 10 SP:Iteration 17Q (356.811370 sec): 3 clusters Score: Raw -94962.235723 + Penalty 2390.167757 = -92572.067966 nChanged 5 SP:Iteration 18Q (356.868955 sec): 3 clusters Score: Raw -94964.057371 + Penalty 2390.167757 = -92573.889614 nChanged 4 SP:Iteration 19Q (356.910101 sec): 3 clusters Score: Raw -94966.563203 + Penalty 2390.167757 = -92576.395446 nChanged 1 SP:Iteration 20F (356.964295 sec): 3 clusters Score: Raw -94967.343847 + Penalty 2390.167757 = -92577.176090 nChanged 2 SP:Iteration 21Q (357.013385 sec): 3 clusters Score: Raw -94969.258999 + Penalty 2390.167757 = -92579.091242 nChanged 5 SP:Iteration 22Q (357.058750 sec): 3 clusters Score: Raw -94971.031604 + Penalty 2390.167757 = -92580.863846 nChanged 4 SP:Iteration 23Q (357.112782 sec): 3 clusters Score: Raw -94973.438841 + Penalty 2390.167757 = -92583.271084 nChanged 5 SP:Iteration 24Q (357.161989 sec): 3 clusters Score: Raw -94979.016447 + Penalty 2390.167757 = -92588.848690 nChanged 7 SP:Iteration 25Q (357.207998 sec): 3 clusters Score: Raw -94984.952338 + Penalty 2390.167757 = -92594.784581 nChanged 6 SP:Iteration 26Q (357.255928 sec): 3 clusters Score: Raw -94987.488207 + Penalty 2390.167757 = -92597.320449 nChanged 7 SP:Iteration 27Q (357.303831 sec): 3 clusters Score: Raw -94992.646268 + Penalty 2390.167757 = -92602.478510 nChanged 10 SP:Iteration 28Q (357.344473 sec): 3 clusters Score: Raw -95000.002388 + Penalty 2390.167757 = -92609.834630 nChanged 10 SP:Iteration 29Q (357.401017 sec): 3 clusters Score: Raw -95006.413832 + Penalty 2390.167757 = -92616.246075 nChanged 5 SP:Iteration 30Q (357.450191 sec): 3 clusters Score: Raw -95009.051297 + Penalty 2390.167757 = -92618.883539 nChanged 5 SP:Iteration 31Q (357.488882 sec): 3 clusters Score: Raw -95012.119816 + Penalty 2390.167757 = -92621.952059 nChanged 7 SP:Iteration 32Q (357.537597 sec): 3 clusters Score: Raw -95016.944636 + Penalty 2390.167757 = -92626.776879 nChanged 6 SP:Iteration 33Q (357.596962 sec): 3 clusters Score: Raw -95022.468843 + Penalty 2390.167757 = -92632.301086 nChanged 4 SP:Iteration 34Q (357.645204 sec): 3 clusters Score: Raw -95024.228204 + Penalty 2390.167757 = -92634.060446 nChanged 2 SP:Iteration 35Q (357.695869 sec): 3 clusters Score: Raw -95025.871840 + Penalty 2390.167757 = -92635.704082 nChanged 5 SP:Iteration 36Q (357.743431 sec): 3 clusters Score: Raw -95028.594671 + Penalty 2390.167757 = -92638.426914 nChanged 3 SP:Iteration 37Q (357.793131 sec): 3 clusters Score: Raw -95031.494950 + Penalty 2390.167757 = -92641.327192 nChanged 4 SP:Iteration 38Q (357.827833 sec): 3 clusters Score: Raw -95033.762927 + Penalty 2390.167757 = -92643.595170 nChanged 1 SP:Iteration 39Q (357.864687 sec): 3 clusters Score: Raw -95034.078643 + Penalty 2390.167757 = -92643.910886 nChanged 1 SP:Iteration 40F (357.910209 sec): 3 clusters Score: Raw -95034.244716 + Penalty 2390.167757 = -92644.076958 nChanged 0 Trying to split cluster 11 (5072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.950213 sec): 2 clusters Score: Raw -310375.881214 + Penalty 1386.367206 = -308989.514008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.004420 sec): 3 clusters Score: Raw -307721.620869 + Penalty 2772.734411 = -304948.886458 nChanged 2036 SP:Iteration 1F (358.058225 sec): 3 clusters Score: Raw -308817.816265 + Penalty 2772.734411 = -306045.081853 nChanged 385 SP:Iteration 2F (358.115693 sec): 3 clusters Score: Raw -309011.448965 + Penalty 2772.734411 = -306238.714554 nChanged 284 SP:Iteration 3F (358.162693 sec): 3 clusters Score: Raw -309163.697945 + Penalty 2772.734411 = -306390.963534 nChanged 242 SP:Iteration 4Q (358.223605 sec): 3 clusters Score: Raw -309279.575033 + Penalty 2772.734411 = -306506.840621 nChanged 172 SP:Iteration 5Q (358.280394 sec): 3 clusters Score: Raw -309367.428831 + Penalty 2772.734411 = -306594.694420 nChanged 171 SP:Iteration 6Q (358.320762 sec): 3 clusters Score: Raw -309454.242987 + Penalty 2772.734411 = -306681.508576 nChanged 160 SP:Iteration 7Q (358.377335 sec): 3 clusters Score: Raw -309532.437223 + Penalty 2772.734411 = -306759.702812 nChanged 143 SP:Iteration 8Q (358.437533 sec): 3 clusters Score: Raw -309605.156883 + Penalty 2772.734411 = -306832.422471 nChanged 146 SP:Iteration 9Q (358.481699 sec): 3 clusters Score: Raw -309691.729341 + Penalty 2772.734411 = -306918.994930 nChanged 148 SP:Iteration 10Q (358.532775 sec): 3 clusters Score: Raw -309783.774004 + Penalty 2772.734411 = -307011.039593 nChanged 177 SP:Iteration 11Q (358.585245 sec): 3 clusters Score: Raw -309894.561332 + Penalty 2772.734411 = -307121.826921 nChanged 193 SP:Iteration 12Q (358.638017 sec): 3 clusters Score: Raw -310037.745258 + Penalty 2772.734411 = -307265.010847 nChanged 207 SP:Iteration 13Q (358.694841 sec): 3 clusters Score: Raw -310189.200570 + Penalty 2772.734411 = -307416.466159 nChanged 194 SP:Iteration 14Q (358.751639 sec): 3 clusters Score: Raw -310334.740260 + Penalty 2772.734411 = -307562.005849 nChanged 177 SP:Iteration 15Q (358.803395 sec): 3 clusters Score: Raw -310462.311082 + Penalty 2772.734411 = -307689.576670 nChanged 156 SP:Iteration 16Q (358.862655 sec): 3 clusters Score: Raw -310565.786225 + Penalty 2772.734411 = -307793.051814 nChanged 113 SP:Iteration 17Q (358.916015 sec): 3 clusters Score: Raw -310624.148881 + Penalty 2772.734411 = -307851.414469 nChanged 96 SP:Iteration 18Q (358.981878 sec): 3 clusters Score: Raw -310671.945698 + Penalty 2772.734411 = -307899.211286 nChanged 81 SP:Iteration 19Q (359.039642 sec): 3 clusters Score: Raw -310710.713659 + Penalty 2772.734411 = -307937.979247 nChanged 75 SP:Iteration 20F (359.086917 sec): 3 clusters Score: Raw -310742.180921 + Penalty 2772.734411 = -307969.446509 nChanged 52 SP:Iteration 21Q (359.146877 sec): 3 clusters Score: Raw -310758.081362 + Penalty 2772.734411 = -307985.346951 nChanged 36 SP:Iteration 22Q (359.199332 sec): 3 clusters Score: Raw -310768.562978 + Penalty 2772.734411 = -307995.828567 nChanged 34 SP:Iteration 23Q (359.252222 sec): 3 clusters Score: Raw -310779.375721 + Penalty 2772.734411 = -308006.641310 nChanged 25 SP:Iteration 24Q (359.309467 sec): 3 clusters Score: Raw -310785.855149 + Penalty 2772.734411 = -308013.120738 nChanged 22 SP:Iteration 25Q (359.362138 sec): 3 clusters Score: Raw -310791.758436 + Penalty 2772.734411 = -308019.024025 nChanged 12 SP:Iteration 26Q (359.407300 sec): 3 clusters Score: Raw -310793.972721 + Penalty 2772.734411 = -308021.238309 nChanged 4 SP:Iteration 27Q (359.466517 sec): 3 clusters Score: Raw -310794.690038 + Penalty 2772.734411 = -308021.955627 nChanged 0 SP:Iteration 28F (359.522367 sec): 3 clusters Score: Raw -310794.690038 + Penalty 2772.734411 = -308021.955627 nChanged 0 Trying to split cluster 12 (41224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (359.598572 sec): 2 clusters Score: Raw -2357587.026466 + Penalty 1726.851082 = -2355860.175383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.711857 sec): 3 clusters Score: Raw -2331724.356058 + Penalty 3453.702164 = -2328270.653894 nChanged 19162 SP:Iteration 1F (359.821537 sec): 3 clusters Score: Raw -2342747.771693 + Penalty 3453.702164 = -2339294.069528 nChanged 1835 SP:Iteration 2Q (359.946538 sec): 3 clusters Score: Raw -2343410.181101 + Penalty 3453.702164 = -2339956.478936 nChanged 1961 SP:Iteration 3Q (360.050332 sec): 3 clusters Score: Raw -2344155.553275 + Penalty 3453.702164 = -2340701.851110 nChanged 2006 SP:Iteration 4Q (360.175268 sec): 3 clusters Score: Raw -2345057.162425 + Penalty 3453.702164 = -2341603.460260 nChanged 2231 SP:Iteration 5F (360.288935 sec): 3 clusters Score: Raw -2346217.583347 + Penalty 3453.702164 = -2342763.881183 nChanged 2419 SP:Iteration 6F (360.404213 sec): 3 clusters Score: Raw -2347637.820335 + Penalty 3453.702164 = -2344184.118171 nChanged 2495 SP:Iteration 7F (360.516113 sec): 3 clusters Score: Raw -2349333.715251 + Penalty 3453.702164 = -2345880.013087 nChanged 2510 SP:Iteration 8F (360.625752 sec): 3 clusters Score: Raw -2351239.650146 + Penalty 3453.702164 = -2347785.947982 nChanged 2267 SP:Iteration 9F (360.731615 sec): 3 clusters Score: Raw -2352851.983674 + Penalty 3453.702164 = -2349398.281510 nChanged 1873 SP:Iteration 10Q (360.858610 sec): 3 clusters Score: Raw -2353841.723019 + Penalty 3453.702164 = -2350388.020855 nChanged 1305 SP:Iteration 11Q (360.973741 sec): 3 clusters Score: Raw -2354356.328598 + Penalty 3453.702164 = -2350902.626434 nChanged 905 SP:Iteration 12Q (361.089495 sec): 3 clusters Score: Raw -2354642.566274 + Penalty 3453.702164 = -2351188.864110 nChanged 692 SP:Iteration 13Q (361.192627 sec): 3 clusters Score: Raw -2354826.853786 + Penalty 3453.702164 = -2351373.151622 nChanged 517 SP:Iteration 14Q (361.314698 sec): 3 clusters Score: Raw -2354944.872451 + Penalty 3453.702164 = -2351491.170287 nChanged 454 SP:Iteration 15Q (361.423694 sec): 3 clusters Score: Raw -2355047.795534 + Penalty 3453.702164 = -2351594.093369 nChanged 412 SP:Iteration 16Q (361.546588 sec): 3 clusters Score: Raw -2355139.852948 + Penalty 3453.702164 = -2351686.150784 nChanged 370 SP:Iteration 17Q (361.664636 sec): 3 clusters Score: Raw -2355213.528641 + Penalty 3453.702164 = -2351759.826477 nChanged 346 SP:Iteration 18Q (361.775006 sec): 3 clusters Score: Raw -2355274.411008 + Penalty 3453.702164 = -2351820.708843 nChanged 320 SP:Iteration 19Q (361.895830 sec): 3 clusters Score: Raw -2355325.624161 + Penalty 3453.702164 = -2351871.921997 nChanged 305 SP:Iteration 20F (362.008562 sec): 3 clusters Score: Raw -2355370.845931 + Penalty 3453.702164 = -2351917.143767 nChanged 250 SP:Iteration 21Q (362.125708 sec): 3 clusters Score: Raw -2355402.480506 + Penalty 3453.702164 = -2351948.778342 nChanged 222 SP:Iteration 22Q (362.242260 sec): 3 clusters Score: Raw -2355429.703287 + Penalty 3453.702164 = -2351976.001123 nChanged 181 SP:Iteration 23Q (362.354690 sec): 3 clusters Score: Raw -2355449.455597 + Penalty 3453.702164 = -2351995.753432 nChanged 174 SP:Iteration 24Q (362.466831 sec): 3 clusters Score: Raw -2355467.355431 + Penalty 3453.702164 = -2352013.653266 nChanged 154 SP:Iteration 25Q (362.580006 sec): 3 clusters Score: Raw -2355481.446218 + Penalty 3453.702164 = -2352027.744054 nChanged 142 SP:Iteration 26Q (362.691191 sec): 3 clusters Score: Raw -2355493.101352 + Penalty 3453.702164 = -2352039.399188 nChanged 119 SP:Iteration 27Q (362.816825 sec): 3 clusters Score: Raw -2355502.246411 + Penalty 3453.702164 = -2352048.544246 nChanged 115 SP:Iteration 28Q (362.922775 sec): 3 clusters Score: Raw -2355511.198463 + Penalty 3453.702164 = -2352057.496299 nChanged 106 SP:Iteration 29Q (363.043761 sec): 3 clusters Score: Raw -2355517.628626 + Penalty 3453.702164 = -2352063.926462 nChanged 88 SP:Iteration 30Q (363.160738 sec): 3 clusters Score: Raw -2355523.287754 + Penalty 3453.702164 = -2352069.585590 nChanged 74 SP:Iteration 31Q (363.273447 sec): 3 clusters Score: Raw -2355528.004861 + Penalty 3453.702164 = -2352074.302696 nChanged 73 SP:Iteration 32Q (363.381396 sec): 3 clusters Score: Raw -2355532.457830 + Penalty 3453.702164 = -2352078.755666 nChanged 71 SP:Iteration 33Q (363.493264 sec): 3 clusters Score: Raw -2355536.615899 + Penalty 3453.702164 = -2352082.913735 nChanged 67 SP:Iteration 34Q (363.607545 sec): 3 clusters Score: Raw -2355540.377859 + Penalty 3453.702164 = -2352086.675695 nChanged 62 SP:Iteration 35Q (363.731955 sec): 3 clusters Score: Raw -2355543.862676 + Penalty 3453.702164 = -2352090.160512 nChanged 54 SP:Iteration 36Q (363.845809 sec): 3 clusters Score: Raw -2355546.525307 + Penalty 3453.702164 = -2352092.823143 nChanged 47 SP:Iteration 37Q (363.953185 sec): 3 clusters Score: Raw -2355548.419556 + Penalty 3453.702164 = -2352094.717392 nChanged 40 SP:Iteration 38Q (364.068859 sec): 3 clusters Score: Raw -2355550.182259 + Penalty 3453.702164 = -2352096.480094 nChanged 46 SP:Iteration 39Q (364.183183 sec): 3 clusters Score: Raw -2355552.074776 + Penalty 3453.702164 = -2352098.372612 nChanged 43 SP:Iteration 40F (364.299602 sec): 3 clusters Score: Raw -2355553.882262 + Penalty 3453.702164 = -2352100.180098 nChanged 39 SP:Iteration 41Q (364.405092 sec): 3 clusters Score: Raw -2355555.679406 + Penalty 3453.702164 = -2352101.977242 nChanged 39 SP:Iteration 42Q (364.522899 sec): 3 clusters Score: Raw -2355557.587764 + Penalty 3453.702164 = -2352103.885600 nChanged 39 SP:Iteration 43Q (364.626474 sec): 3 clusters Score: Raw -2355559.266943 + Penalty 3453.702164 = -2352105.564778 nChanged 42 SP:Iteration 44Q (364.736843 sec): 3 clusters Score: Raw -2355561.230780 + Penalty 3453.702164 = -2352107.528616 nChanged 34 SP:Iteration 45Q (364.841166 sec): 3 clusters Score: Raw -2355562.700595 + Penalty 3453.702164 = -2352108.998431 nChanged 36 SP:Iteration 46Q (364.968423 sec): 3 clusters Score: Raw -2355564.787955 + Penalty 3453.702164 = -2352111.085790 nChanged 41 SP:Iteration 47Q (365.080236 sec): 3 clusters Score: Raw -2355566.768951 + Penalty 3453.702164 = -2352113.066787 nChanged 45 SP:Iteration 48Q (365.190835 sec): 3 clusters Score: Raw -2355569.030467 + Penalty 3453.702164 = -2352115.328302 nChanged 41 SP:Iteration 49Q (365.309376 sec): 3 clusters Score: Raw -2355571.374402 + Penalty 3453.702164 = -2352117.672238 nChanged 46 SP:Iteration 50Q (365.417258 sec): 3 clusters Score: Raw -2355573.591004 + Penalty 3453.702164 = -2352119.888839 nChanged 40 SP:Iteration 51Q (365.533881 sec): 3 clusters Score: Raw -2355575.458018 + Penalty 3453.702164 = -2352121.755853 nChanged 43 SP:Iteration 52Q (365.658275 sec): 3 clusters Score: Raw -2355577.505263 + Penalty 3453.702164 = -2352123.803099 nChanged 36 SP:Iteration 53Q (365.774763 sec): 3 clusters Score: Raw -2355578.904417 + Penalty 3453.702164 = -2352125.202253 nChanged 35 SP:Iteration 54Q (365.888134 sec): 3 clusters Score: Raw -2355580.379691 + Penalty 3453.702164 = -2352126.677527 nChanged 30 SP:Iteration 55Q (366.005518 sec): 3 clusters Score: Raw -2355581.549141 + Penalty 3453.702164 = -2352127.846977 nChanged 34 SP:Iteration 56Q (366.129184 sec): 3 clusters Score: Raw -2355582.816870 + Penalty 3453.702164 = -2352129.114706 nChanged 38 SP:Iteration 57Q (366.236607 sec): 3 clusters Score: Raw -2355584.701573 + Penalty 3453.702164 = -2352130.999408 nChanged 39 SP:Iteration 58Q (366.355643 sec): 3 clusters Score: Raw -2355586.541419 + Penalty 3453.702164 = -2352132.839254 nChanged 36 SP:Iteration 59Q (366.473738 sec): 3 clusters Score: Raw -2355588.000689 + Penalty 3453.702164 = -2352134.298525 nChanged 36 SP:Iteration 60F (366.590386 sec): 3 clusters Score: Raw -2355589.857249 + Penalty 3453.702164 = -2352136.155085 nChanged 37 SP:Iteration 61Q (366.693140 sec): 3 clusters Score: Raw -2355591.895671 + Penalty 3453.702164 = -2352138.193507 nChanged 45 SP:Iteration 62Q (366.819924 sec): 3 clusters Score: Raw -2355594.354956 + Penalty 3453.702164 = -2352140.652792 nChanged 37 SP:Iteration 63Q (366.934620 sec): 3 clusters Score: Raw -2355596.742436 + Penalty 3453.702164 = -2352143.040272 nChanged 62 SP:Iteration 64Q (367.040672 sec): 3 clusters Score: Raw -2355600.375264 + Penalty 3453.702164 = -2352146.673100 nChanged 58 SP:Iteration 65Q (367.154887 sec): 3 clusters Score: Raw -2355603.913629 + Penalty 3453.702164 = -2352150.211465 nChanged 60 SP:Iteration 66Q (367.273929 sec): 3 clusters Score: Raw -2355607.652756 + Penalty 3453.702164 = -2352153.950592 nChanged 70 SP:Iteration 67Q (367.385670 sec): 3 clusters Score: Raw -2355612.324546 + Penalty 3453.702164 = -2352158.622382 nChanged 71 SP:Iteration 68Q (367.507026 sec): 3 clusters Score: Raw -2355616.543776 + Penalty 3453.702164 = -2352162.841612 nChanged 65 SP:Iteration 69Q (367.623296 sec): 3 clusters Score: Raw -2355620.139806 + Penalty 3453.702164 = -2352166.437642 nChanged 78 SP:Iteration 70Q (367.735269 sec): 3 clusters Score: Raw -2355624.729542 + Penalty 3453.702164 = -2352171.027377 nChanged 79 SP:Iteration 71Q (367.848878 sec): 3 clusters Score: Raw -2355629.041560 + Penalty 3453.702164 = -2352175.339395 nChanged 80 SP:Iteration 72Q (367.949313 sec): 3 clusters Score: Raw -2355633.373152 + Penalty 3453.702164 = -2352179.670987 nChanged 73 SP:Iteration 73Q (368.069681 sec): 3 clusters Score: Raw -2355638.057643 + Penalty 3453.702164 = -2352184.355479 nChanged 82 SP:Iteration 74Q (368.182981 sec): 3 clusters Score: Raw -2355643.242148 + Penalty 3453.702164 = -2352189.539983 nChanged 76 SP:Iteration 75Q (368.303252 sec): 3 clusters Score: Raw -2355647.609410 + Penalty 3453.702164 = -2352193.907246 nChanged 77 SP:Iteration 76Q (368.412932 sec): 3 clusters Score: Raw -2355652.326275 + Penalty 3453.702164 = -2352198.624111 nChanged 85 SP:Iteration 77Q (368.532433 sec): 3 clusters Score: Raw -2355658.033722 + Penalty 3453.702164 = -2352204.331557 nChanged 104 SP:Iteration 78Q (368.638616 sec): 3 clusters Score: Raw -2355665.997760 + Penalty 3453.702164 = -2352212.295595 nChanged 116 SP:Iteration 79Q (368.757681 sec): 3 clusters Score: Raw -2355675.019599 + Penalty 3453.702164 = -2352221.317435 nChanged 112 SP:Iteration 80F (368.874728 sec): 3 clusters Score: Raw -2355683.831565 + Penalty 3453.702164 = -2352230.129401 nChanged 109 SP:Iteration 81Q (368.981031 sec): 3 clusters Score: Raw -2355692.495551 + Penalty 3453.702164 = -2352238.793387 nChanged 105 SP:Iteration 82Q (369.088837 sec): 3 clusters Score: Raw -2355700.940511 + Penalty 3453.702164 = -2352247.238347 nChanged 92 SP:Iteration 83Q (369.199410 sec): 3 clusters Score: Raw -2355707.911286 + Penalty 3453.702164 = -2352254.209121 nChanged 85 SP:Iteration 84Q (369.307556 sec): 3 clusters Score: Raw -2355714.712650 + Penalty 3453.702164 = -2352261.010486 nChanged 91 SP:Iteration 85Q (369.418423 sec): 3 clusters Score: Raw -2355721.515770 + Penalty 3453.702164 = -2352267.813606 nChanged 103 SP:Iteration 86Q (369.539775 sec): 3 clusters Score: Raw -2355728.924714 + Penalty 3453.702164 = -2352275.222550 nChanged 107 SP:Iteration 87Q (369.654523 sec): 3 clusters Score: Raw -2355737.024816 + Penalty 3453.702164 = -2352283.322652 nChanged 118 SP:Iteration 88Q (369.766885 sec): 3 clusters Score: Raw -2355745.592480 + Penalty 3453.702164 = -2352291.890316 nChanged 121 SP:Iteration 89Q (369.881751 sec): 3 clusters Score: Raw -2355755.332642 + Penalty 3453.702164 = -2352301.630478 nChanged 126 SP:Iteration 90Q (369.979084 sec): 3 clusters Score: Raw -2355765.883298 + Penalty 3453.702164 = -2352312.181134 nChanged 137 SP:Iteration 91Q (370.103647 sec): 3 clusters Score: Raw -2355777.618801 + Penalty 3453.702164 = -2352323.916636 nChanged 130 SP:Iteration 92Q (370.211162 sec): 3 clusters Score: Raw -2355788.237254 + Penalty 3453.702164 = -2352334.535090 nChanged 129 SP:Iteration 93Q (370.323444 sec): 3 clusters Score: Raw -2355799.259187 + Penalty 3453.702164 = -2352345.557022 nChanged 132 SP:Iteration 94Q (370.437766 sec): 3 clusters Score: Raw -2355809.625034 + Penalty 3453.702164 = -2352355.922870 nChanged 126 SP:Iteration 95Q (370.546996 sec): 3 clusters Score: Raw -2355820.384498 + Penalty 3453.702164 = -2352366.682334 nChanged 149 SP:Iteration 96Q (370.667978 sec): 3 clusters Score: Raw -2355834.028613 + Penalty 3453.702164 = -2352380.326449 nChanged 150 SP:Iteration 97Q (370.788142 sec): 3 clusters Score: Raw -2355849.201606 + Penalty 3453.702164 = -2352395.499441 nChanged 159 SP:Iteration 98Q (370.900057 sec): 3 clusters Score: Raw -2355863.287677 + Penalty 3453.702164 = -2352409.585513 nChanged 158 SP:Iteration 99Q (371.016461 sec): 3 clusters Score: Raw -2355878.627041 + Penalty 3453.702164 = -2352424.924877 nChanged 147 SP:Iteration 100F (371.125525 sec): 3 clusters Score: Raw -2355891.038797 + Penalty 3453.702164 = -2352437.336632 nChanged 130 SP:Iteration 101Q (371.238945 sec): 3 clusters Score: Raw -2355901.681197 + Penalty 3453.702164 = -2352447.979033 nChanged 127 SP:Iteration 102Q (371.342539 sec): 3 clusters Score: Raw -2355912.598401 + Penalty 3453.702164 = -2352458.896236 nChanged 135 SP:Iteration 103Q (371.457834 sec): 3 clusters Score: Raw -2355924.007453 + Penalty 3453.702164 = -2352470.305289 nChanged 116 SP:Iteration 104Q (371.569313 sec): 3 clusters Score: Raw -2355933.640447 + Penalty 3453.702164 = -2352479.938283 nChanged 112 SP:Iteration 105Q (371.686544 sec): 3 clusters Score: Raw -2355942.667249 + Penalty 3453.702164 = -2352488.965085 nChanged 107 SP:Iteration 106Q (371.799656 sec): 3 clusters Score: Raw -2355951.036056 + Penalty 3453.702164 = -2352497.333892 nChanged 119 SP:Iteration 107Q (371.910791 sec): 3 clusters Score: Raw -2355961.397880 + Penalty 3453.702164 = -2352507.695716 nChanged 132 SP:Iteration 108Q (372.028661 sec): 3 clusters Score: Raw -2355973.235974 + Penalty 3453.702164 = -2352519.533810 nChanged 135 SP:Iteration 109Q (372.137932 sec): 3 clusters Score: Raw -2355985.352416 + Penalty 3453.702164 = -2352531.650251 nChanged 130 SP:Iteration 110Q (372.249037 sec): 3 clusters Score: Raw -2355997.236705 + Penalty 3453.702164 = -2352543.534541 nChanged 125 SP:Iteration 111Q (372.365371 sec): 3 clusters Score: Raw -2356007.109207 + Penalty 3453.702164 = -2352553.407043 nChanged 102 SP:Iteration 112Q (372.475939 sec): 3 clusters Score: Raw -2356014.735222 + Penalty 3453.702164 = -2352561.033058 nChanged 79 SP:Iteration 113Q (372.585738 sec): 3 clusters Score: Raw -2356021.342130 + Penalty 3453.702164 = -2352567.639966 nChanged 94 SP:Iteration 114Q (372.700004 sec): 3 clusters Score: Raw -2356030.199450 + Penalty 3453.702164 = -2352576.497286 nChanged 106 SP:Iteration 115Q (372.815962 sec): 3 clusters Score: Raw -2356040.301396 + Penalty 3453.702164 = -2352586.599232 nChanged 118 SP:Iteration 116Q (372.920830 sec): 3 clusters Score: Raw -2356051.949126 + Penalty 3453.702164 = -2352598.246962 nChanged 138 SP:Iteration 117Q (373.028649 sec): 3 clusters Score: Raw -2356066.531357 + Penalty 3453.702164 = -2352612.829193 nChanged 143 SP:Iteration 118Q (373.145027 sec): 3 clusters Score: Raw -2356082.520033 + Penalty 3453.702164 = -2352628.817869 nChanged 148 SP:Iteration 119Q (373.243301 sec): 3 clusters Score: Raw -2356098.766247 + Penalty 3453.702164 = -2352645.064083 nChanged 158 SP:Iteration 120F (373.364623 sec): 3 clusters Score: Raw -2356115.245667 + Penalty 3453.702164 = -2352661.543502 nChanged 158 SP:Iteration 121Q (373.471025 sec): 3 clusters Score: Raw -2356131.579395 + Penalty 3453.702164 = -2352677.877231 nChanged 154 SP:Iteration 122Q (373.583410 sec): 3 clusters Score: Raw -2356146.574045 + Penalty 3453.702164 = -2352692.871881 nChanged 142 SP:Iteration 123Q (373.698505 sec): 3 clusters Score: Raw -2356160.458744 + Penalty 3453.702164 = -2352706.756579 nChanged 131 SP:Iteration 124Q (373.795061 sec): 3 clusters Score: Raw -2356173.333874 + Penalty 3453.702164 = -2352719.631710 nChanged 153 SP:Iteration 125Q (373.901361 sec): 3 clusters Score: Raw -2356188.606090 + Penalty 3453.702164 = -2352734.903926 nChanged 136 SP:Iteration 126Q (374.010499 sec): 3 clusters Score: Raw -2356203.165654 + Penalty 3453.702164 = -2352749.463490 nChanged 161 SP:Iteration 127Q (374.131598 sec): 3 clusters Score: Raw -2356221.539102 + Penalty 3453.702164 = -2352767.836937 nChanged 159 SP:Iteration 128Q (374.242648 sec): 3 clusters Score: Raw -2356239.841597 + Penalty 3453.702164 = -2352786.139432 nChanged 162 SP:Iteration 129Q (374.356112 sec): 3 clusters Score: Raw -2356256.386480 + Penalty 3453.702164 = -2352802.684316 nChanged 142 SP:Iteration 130Q (374.461673 sec): 3 clusters Score: Raw -2356270.758131 + Penalty 3453.702164 = -2352817.055966 nChanged 137 SP:Iteration 131Q (374.575337 sec): 3 clusters Score: Raw -2356283.784084 + Penalty 3453.702164 = -2352830.081920 nChanged 142 SP:Iteration 132Q (374.689480 sec): 3 clusters Score: Raw -2356298.209693 + Penalty 3453.702164 = -2352844.507529 nChanged 138 SP:Iteration 133Q (374.798820 sec): 3 clusters Score: Raw -2356311.817098 + Penalty 3453.702164 = -2352858.114934 nChanged 130 SP:Iteration 134Q (374.908246 sec): 3 clusters Score: Raw -2356324.742648 + Penalty 3453.702164 = -2352871.040484 nChanged 135 SP:Iteration 135Q (375.009455 sec): 3 clusters Score: Raw -2356337.105892 + Penalty 3453.702164 = -2352883.403728 nChanged 125 SP:Iteration 136Q (375.132511 sec): 3 clusters Score: Raw -2356348.864499 + Penalty 3453.702164 = -2352895.162335 nChanged 126 SP:Iteration 137Q (375.240519 sec): 3 clusters Score: Raw -2356361.463657 + Penalty 3453.702164 = -2352907.761493 nChanged 123 SP:Iteration 138Q (375.356572 sec): 3 clusters Score: Raw -2356374.886607 + Penalty 3453.702164 = -2352921.184442 nChanged 139 SP:Iteration 139Q (375.467615 sec): 3 clusters Score: Raw -2356390.170544 + Penalty 3453.702164 = -2352936.468380 nChanged 150 SP:Iteration 140F (375.583264 sec): 3 clusters Score: Raw -2356405.421108 + Penalty 3453.702164 = -2352951.718944 nChanged 131 SP:Iteration 141Q (375.695132 sec): 3 clusters Score: Raw -2356418.813968 + Penalty 3453.702164 = -2352965.111804 nChanged 151 SP:Iteration 142Q (375.802801 sec): 3 clusters Score: Raw -2356434.965905 + Penalty 3453.702164 = -2352981.263741 nChanged 157 SP:Iteration 143Q (375.908824 sec): 3 clusters Score: Raw -2356452.512998 + Penalty 3453.702164 = -2352998.810834 nChanged 153 SP:Iteration 144Q (376.019993 sec): 3 clusters Score: Raw -2356470.285091 + Penalty 3453.702164 = -2353016.582927 nChanged 152 SP:Iteration 145Q (376.141924 sec): 3 clusters Score: Raw -2356489.886226 + Penalty 3453.702164 = -2353036.184062 nChanged 159 SP:Iteration 146Q (376.243323 sec): 3 clusters Score: Raw -2356507.553973 + Penalty 3453.702164 = -2353053.851808 nChanged 135 SP:Iteration 147Q (376.357109 sec): 3 clusters Score: Raw -2356521.089917 + Penalty 3453.702164 = -2353067.387753 nChanged 116 SP:Iteration 148Q (376.471798 sec): 3 clusters Score: Raw -2356533.529260 + Penalty 3453.702164 = -2353079.827096 nChanged 117 SP:Iteration 149Q (376.568864 sec): 3 clusters Score: Raw -2356545.863383 + Penalty 3453.702164 = -2353092.161219 nChanged 138 SP:Iteration 150Q (376.680608 sec): 3 clusters Score: Raw -2356564.303305 + Penalty 3453.702164 = -2353110.601141 nChanged 148 SP:Iteration 151Q (376.793305 sec): 3 clusters Score: Raw -2356584.676786 + Penalty 3453.702164 = -2353130.974621 nChanged 166 SP:Iteration 152Q (376.904318 sec): 3 clusters Score: Raw -2356607.177483 + Penalty 3453.702164 = -2353153.475319 nChanged 159 SP:Iteration 153Q (377.004320 sec): 3 clusters Score: Raw -2356629.212537 + Penalty 3453.702164 = -2353175.510373 nChanged 169 SP:Iteration 154Q (377.110992 sec): 3 clusters Score: Raw -2356652.957185 + Penalty 3453.702164 = -2353199.255020 nChanged 165 SP:Iteration 155Q (377.218066 sec): 3 clusters Score: Raw -2356675.422368 + Penalty 3453.702164 = -2353221.720203 nChanged 157 SP:Iteration 156Q (377.330530 sec): 3 clusters Score: Raw -2356697.370219 + Penalty 3453.702164 = -2353243.668055 nChanged 167 SP:Iteration 157Q (377.439145 sec): 3 clusters Score: Raw -2356720.807097 + Penalty 3453.702164 = -2353267.104933 nChanged 164 SP:Iteration 158Q (377.548845 sec): 3 clusters Score: Raw -2356747.843324 + Penalty 3453.702164 = -2353294.141160 nChanged 198 SP:Iteration 159Q (377.655187 sec): 3 clusters Score: Raw -2356781.824065 + Penalty 3453.702164 = -2353328.121901 nChanged 185 SP:Iteration 160F (377.770575 sec): 3 clusters Score: Raw -2356815.951855 + Penalty 3453.702164 = -2353362.249691 nChanged 189 SP:Iteration 161Q (377.871303 sec): 3 clusters Score: Raw -2356853.742274 + Penalty 3453.702164 = -2353400.040109 nChanged 192 SP:Iteration 162Q (377.977410 sec): 3 clusters Score: Raw -2356892.975873 + Penalty 3453.702164 = -2353439.273709 nChanged 198 SP:Iteration 163Q (378.084499 sec): 3 clusters Score: Raw -2356936.920883 + Penalty 3453.702164 = -2353483.218718 nChanged 219 SP:Iteration 164Q (378.182660 sec): 3 clusters Score: Raw -2356984.097384 + Penalty 3453.702164 = -2353530.395220 nChanged 200 SP:Iteration 165Q (378.286874 sec): 3 clusters Score: Raw -2357025.095903 + Penalty 3453.702164 = -2353571.393739 nChanged 203 SP:Iteration 166Q (378.393325 sec): 3 clusters Score: Raw -2357069.924293 + Penalty 3453.702164 = -2353616.222128 nChanged 202 SP:Iteration 167Q (378.504345 sec): 3 clusters Score: Raw -2357111.301414 + Penalty 3453.702164 = -2353657.599250 nChanged 205 SP:Iteration 168Q (378.607891 sec): 3 clusters Score: Raw -2357154.407070 + Penalty 3453.702164 = -2353700.704906 nChanged 220 SP:Iteration 169Q (378.715271 sec): 3 clusters Score: Raw -2357207.873323 + Penalty 3453.702164 = -2353754.171159 nChanged 239 SP:Iteration 170Q (378.814981 sec): 3 clusters Score: Raw -2357274.002611 + Penalty 3453.702164 = -2353820.300446 nChanged 234 SP:Iteration 171Q (378.934164 sec): 3 clusters Score: Raw -2357344.684316 + Penalty 3453.702164 = -2353890.982152 nChanged 233 SP:Iteration 172Q (379.040133 sec): 3 clusters Score: Raw -2357419.088951 + Penalty 3453.702164 = -2353965.386787 nChanged 240 SP:Iteration 173Q (379.151628 sec): 3 clusters Score: Raw -2357494.437106 + Penalty 3453.702164 = -2354040.734942 nChanged 236 SP:Iteration 174Q (379.253494 sec): 3 clusters Score: Raw -2357568.191580 + Penalty 3453.702164 = -2354114.489416 nChanged 220 SP:Iteration 175Q (379.363148 sec): 3 clusters Score: Raw -2357625.236809 + Penalty 3453.702164 = -2354171.534645 nChanged 192 SP:Iteration 176Q (379.467141 sec): 3 clusters Score: Raw -2357673.696890 + Penalty 3453.702164 = -2354219.994726 nChanged 159 SP:Iteration 177Q (379.570558 sec): 3 clusters Score: Raw -2357716.747840 + Penalty 3453.702164 = -2354263.045676 nChanged 165 SP:Iteration 178Q (379.676120 sec): 3 clusters Score: Raw -2357766.440148 + Penalty 3453.702164 = -2354312.737984 nChanged 180 SP:Iteration 179Q (379.778734 sec): 3 clusters Score: Raw -2357811.964433 + Penalty 3453.702164 = -2354358.262268 nChanged 148 SP:Iteration 180F (379.890698 sec): 3 clusters Score: Raw -2357846.277649 + Penalty 3453.702164 = -2354392.575485 nChanged 137 SP:Iteration 181Q (379.992511 sec): 3 clusters Score: Raw -2357878.009079 + Penalty 3453.702164 = -2354424.306915 nChanged 125 SP:Iteration 182Q (380.097608 sec): 3 clusters Score: Raw -2357905.598840 + Penalty 3453.702164 = -2354451.896675 nChanged 98 SP:Iteration 183Q (380.196342 sec): 3 clusters Score: Raw -2357923.319047 + Penalty 3453.702164 = -2354469.616883 nChanged 62 SP:Iteration 184Q (380.292401 sec): 3 clusters Score: Raw -2357932.082458 + Penalty 3453.702164 = -2354478.380293 nChanged 49 SP:Iteration 185Q (380.396910 sec): 3 clusters Score: Raw -2357939.476201 + Penalty 3453.702164 = -2354485.774037 nChanged 48 SP:Iteration 186Q (380.497187 sec): 3 clusters Score: Raw -2357947.390797 + Penalty 3453.702164 = -2354493.688632 nChanged 53 SP:Iteration 187Q (380.595663 sec): 3 clusters Score: Raw -2357954.423760 + Penalty 3453.702164 = -2354500.721596 nChanged 58 SP:Iteration 188Q (380.698331 sec): 3 clusters Score: Raw -2357963.295703 + Penalty 3453.702164 = -2354509.593539 nChanged 53 SP:Iteration 189Q (380.801351 sec): 3 clusters Score: Raw -2357972.828234 + Penalty 3453.702164 = -2354519.126070 nChanged 60 SP:Iteration 190Q (380.904207 sec): 3 clusters Score: Raw -2357983.614707 + Penalty 3453.702164 = -2354529.912543 nChanged 54 SP:Iteration 191Q (381.006327 sec): 3 clusters Score: Raw -2357993.084139 + Penalty 3453.702164 = -2354539.381975 nChanged 51 SP:Iteration 192Q (381.101272 sec): 3 clusters Score: Raw -2358002.238509 + Penalty 3453.702164 = -2354548.536345 nChanged 52 SP:Iteration 193Q (381.197264 sec): 3 clusters Score: Raw -2358010.760177 + Penalty 3453.702164 = -2354557.058013 nChanged 38 SP:Iteration 194Q (381.301800 sec): 3 clusters Score: Raw -2358015.692509 + Penalty 3453.702164 = -2354561.990345 nChanged 28 SP:Iteration 195Q (381.401352 sec): 3 clusters Score: Raw -2358019.736993 + Penalty 3453.702164 = -2354566.034828 nChanged 29 SP:Iteration 196Q (381.498003 sec): 3 clusters Score: Raw -2358024.061366 + Penalty 3453.702164 = -2354570.359202 nChanged 26 SP:Iteration 197Q (381.602706 sec): 3 clusters Score: Raw -2358027.255396 + Penalty 3453.702164 = -2354573.553232 nChanged 22 SP:Iteration 198Q (381.699288 sec): 3 clusters Score: Raw -2358029.789837 + Penalty 3453.702164 = -2354576.087673 nChanged 24 SP:Iteration 199Q (381.791361 sec): 3 clusters Score: Raw -2358033.019601 + Penalty 3453.702164 = -2354579.317437 nChanged 23 SP:Iteration 200F (381.912844 sec): 3 clusters Score: Raw -2358035.569322 + Penalty 3453.702164 = -2354581.867158 nChanged 18 SP:Iteration 201Q (382.009635 sec): 3 clusters Score: Raw -2358037.632786 + Penalty 3453.702164 = -2354583.930621 nChanged 18 SP:Iteration 202Q (382.099376 sec): 3 clusters Score: Raw -2358039.885021 + Penalty 3453.702164 = -2354586.182857 nChanged 16 SP:Iteration 203Q (382.209345 sec): 3 clusters Score: Raw -2358041.941095 + Penalty 3453.702164 = -2354588.238931 nChanged 17 SP:Iteration 204Q (382.300190 sec): 3 clusters Score: Raw -2358044.417343 + Penalty 3453.702164 = -2354590.715179 nChanged 18 SP:Iteration 205Q (382.409464 sec): 3 clusters Score: Raw -2358047.404298 + Penalty 3453.702164 = -2354593.702134 nChanged 20 SP:Iteration 206Q (382.503396 sec): 3 clusters Score: Raw -2358050.145104 + Penalty 3453.702164 = -2354596.442940 nChanged 19 SP:Iteration 207Q (382.618791 sec): 3 clusters Score: Raw -2358052.522593 + Penalty 3453.702164 = -2354598.820429 nChanged 18 SP:Iteration 208Q (382.720536 sec): 3 clusters Score: Raw -2358054.766635 + Penalty 3453.702164 = -2354601.064471 nChanged 15 SP:Iteration 209Q (382.821075 sec): 3 clusters Score: Raw -2358056.779513 + Penalty 3453.702164 = -2354603.077349 nChanged 17 SP:Iteration 210Q (382.928206 sec): 3 clusters Score: Raw -2358058.911776 + Penalty 3453.702164 = -2354605.209612 nChanged 20 SP:Iteration 211Q (383.037357 sec): 3 clusters Score: Raw -2358063.088170 + Penalty 3453.702164 = -2354609.386006 nChanged 30 SP:Iteration 212Q (383.146512 sec): 3 clusters Score: Raw -2358069.977221 + Penalty 3453.702164 = -2354616.275057 nChanged 32 SP:Iteration 213Q (383.258711 sec): 3 clusters Score: Raw -2358077.212508 + Penalty 3453.702164 = -2354623.510344 nChanged 33 SP:Iteration 214Q (383.366618 sec): 3 clusters Score: Raw -2358084.451857 + Penalty 3453.702164 = -2354630.749693 nChanged 40 SP:Iteration 215Q (383.474009 sec): 3 clusters Score: Raw -2358094.810005 + Penalty 3453.702164 = -2354641.107840 nChanged 51 SP:Iteration 216Q (383.572733 sec): 3 clusters Score: Raw -2358109.277931 + Penalty 3453.702164 = -2354655.575767 nChanged 41 SP:Iteration 217Q (383.671399 sec): 3 clusters Score: Raw -2358119.131539 + Penalty 3453.702164 = -2354665.429375 nChanged 47 SP:Iteration 218Q (383.787773 sec): 3 clusters Score: Raw -2358128.239469 + Penalty 3453.702164 = -2354674.537305 nChanged 44 SP:Iteration 219Q (383.895220 sec): 3 clusters Score: Raw -2358136.580239 + Penalty 3453.702164 = -2354682.878075 nChanged 26 SP:Iteration 220F (384.011935 sec): 3 clusters Score: Raw -2358141.403620 + Penalty 3453.702164 = -2354687.701455 nChanged 29 SP:Iteration 221Q (384.112801 sec): 3 clusters Score: Raw -2358146.111750 + Penalty 3453.702164 = -2354692.409586 nChanged 31 SP:Iteration 222Q (384.207348 sec): 3 clusters Score: Raw -2358152.189697 + Penalty 3453.702164 = -2354698.487533 nChanged 31 SP:Iteration 223Q (384.306141 sec): 3 clusters Score: Raw -2358156.531379 + Penalty 3453.702164 = -2354702.829214 nChanged 25 SP:Iteration 224Q (384.417642 sec): 3 clusters Score: Raw -2358160.395249 + Penalty 3453.702164 = -2354706.693085 nChanged 24 SP:Iteration 225Q (384.515809 sec): 3 clusters Score: Raw -2358164.314955 + Penalty 3453.702164 = -2354710.612790 nChanged 23 SP:Iteration 226Q (384.615626 sec): 3 clusters Score: Raw -2358167.943927 + Penalty 3453.702164 = -2354714.241762 nChanged 17 SP:Iteration 227Q (384.710592 sec): 3 clusters Score: Raw -2358170.847345 + Penalty 3453.702164 = -2354717.145181 nChanged 18 SP:Iteration 228Q (384.813003 sec): 3 clusters Score: Raw -2358173.502848 + Penalty 3453.702164 = -2354719.800684 nChanged 15 SP:Iteration 229Q (384.914733 sec): 3 clusters Score: Raw -2358176.398082 + Penalty 3453.702164 = -2354722.695917 nChanged 18 SP:Iteration 230Q (385.019540 sec): 3 clusters Score: Raw -2358178.798683 + Penalty 3453.702164 = -2354725.096518 nChanged 15 SP:Iteration 231Q (385.118070 sec): 3 clusters Score: Raw -2358180.400664 + Penalty 3453.702164 = -2354726.698500 nChanged 15 SP:Iteration 232Q (385.220591 sec): 3 clusters Score: Raw -2358182.718157 + Penalty 3453.702164 = -2354729.015993 nChanged 9 SP:Iteration 233Q (385.318941 sec): 3 clusters Score: Raw -2358183.575147 + Penalty 3453.702164 = -2354729.872983 nChanged 11 SP:Iteration 234Q (385.419777 sec): 3 clusters Score: Raw -2358184.681628 + Penalty 3453.702164 = -2354730.979464 nChanged 5 SP:Iteration 235Q (385.517389 sec): 3 clusters Score: Raw -2358185.144498 + Penalty 3453.702164 = -2354731.442334 nChanged 2 SP:Iteration 236Q (385.613857 sec): 3 clusters Score: Raw -2358185.315300 + Penalty 3453.702164 = -2354731.613136 nChanged 1 SP:Iteration 237Q (385.718176 sec): 3 clusters Score: Raw -2358185.413686 + Penalty 3453.702164 = -2354731.711522 nChanged 1 SP:Iteration 238Q (385.811121 sec): 3 clusters Score: Raw -2358185.508443 + Penalty 3453.702164 = -2354731.806279 nChanged 2 SP:Iteration 239Q (385.906150 sec): 3 clusters Score: Raw -2358185.670920 + Penalty 3453.702164 = -2354731.968756 nChanged 2 SP:Iteration 240F (386.028543 sec): 3 clusters Score: Raw -2358185.924835 + Penalty 3453.702164 = -2354732.222671 nChanged 3 SP:Iteration 241Q (386.135933 sec): 3 clusters Score: Raw -2358186.139527 + Penalty 3453.702164 = -2354732.437362 nChanged 2 SP:Iteration 242Q (386.243279 sec): 3 clusters Score: Raw -2358186.229447 + Penalty 3453.702164 = -2354732.527283 nChanged 2 SP:Iteration 243Q (386.337371 sec): 3 clusters Score: Raw -2358186.420643 + Penalty 3453.702164 = -2354732.718479 nChanged 1 SP:Iteration 244Q (386.443913 sec): 3 clusters Score: Raw -2358186.606812 + Penalty 3453.702164 = -2354732.904648 nChanged 2 SP:Iteration 245Q (386.548552 sec): 3 clusters Score: Raw -2358186.839652 + Penalty 3453.702164 = -2354733.137488 nChanged 0 SP:Iteration 246F (386.663478 sec): 3 clusters Score: Raw -2358186.839652 + Penalty 3453.702164 = -2354733.137488 nChanged 0 Trying to split cluster 13 (7704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (386.702102 sec): 2 clusters Score: Raw -444691.923342 + Penalty 1454.292930 = -443237.630412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (386.751818 sec): 3 clusters Score: Raw -440432.508203 + Penalty 2908.585860 = -437523.922343 nChanged 3270 SP:Iteration 1F (386.811493 sec): 3 clusters Score: Raw -442232.968144 + Penalty 2908.585860 = -439324.382284 nChanged 542 SP:Iteration 2F (386.878235 sec): 3 clusters Score: Raw -442543.078277 + Penalty 2908.585860 = -439634.492418 nChanged 454 SP:Iteration 3F (386.939604 sec): 3 clusters Score: Raw -442823.619037 + Penalty 2908.585860 = -439915.033178 nChanged 453 SP:Iteration 4F (386.999781 sec): 3 clusters Score: Raw -443157.881973 + Penalty 2908.585860 = -440249.296113 nChanged 468 SP:Iteration 5F (387.063029 sec): 3 clusters Score: Raw -443531.273567 + Penalty 2908.585860 = -440622.687708 nChanged 445 SP:Iteration 6F (387.122250 sec): 3 clusters Score: Raw -443810.058637 + Penalty 2908.585860 = -440901.472777 nChanged 370 SP:Iteration 7Q (387.186355 sec): 3 clusters Score: Raw -444018.930099 + Penalty 2908.585860 = -441110.344239 nChanged 303 SP:Iteration 8Q (387.250010 sec): 3 clusters Score: Raw -444165.284807 + Penalty 2908.585860 = -441256.698947 nChanged 223 SP:Iteration 9Q (387.312164 sec): 3 clusters Score: Raw -444257.418242 + Penalty 2908.585860 = -441348.832382 nChanged 158 SP:Iteration 10Q (387.362521 sec): 3 clusters Score: Raw -444307.928303 + Penalty 2908.585860 = -441399.342443 nChanged 120 SP:Iteration 11Q (387.434541 sec): 3 clusters Score: Raw -444342.135534 + Penalty 2908.585860 = -441433.549674 nChanged 102 SP:Iteration 12Q (387.487117 sec): 3 clusters Score: Raw -444373.709590 + Penalty 2908.585860 = -441465.123730 nChanged 93 SP:Iteration 13Q (387.544702 sec): 3 clusters Score: Raw -444400.027725 + Penalty 2908.585860 = -441491.441865 nChanged 85 SP:Iteration 14Q (387.606842 sec): 3 clusters Score: Raw -444424.848757 + Penalty 2908.585860 = -441516.262897 nChanged 80 SP:Iteration 15Q (387.669844 sec): 3 clusters Score: Raw -444447.701250 + Penalty 2908.585860 = -441539.115390 nChanged 68 SP:Iteration 16Q (387.736435 sec): 3 clusters Score: Raw -444463.689960 + Penalty 2908.585860 = -441555.104100 nChanged 53 SP:Iteration 17Q (387.799841 sec): 3 clusters Score: Raw -444475.425776 + Penalty 2908.585860 = -441566.839916 nChanged 47 SP:Iteration 18Q (387.862167 sec): 3 clusters Score: Raw -444485.034813 + Penalty 2908.585860 = -441576.448953 nChanged 55 SP:Iteration 19Q (387.911234 sec): 3 clusters Score: Raw -444496.742470 + Penalty 2908.585860 = -441588.156611 nChanged 47 SP:Iteration 20F (387.975276 sec): 3 clusters Score: Raw -444506.916738 + Penalty 2908.585860 = -441598.330878 nChanged 42 SP:Iteration 21Q (388.043304 sec): 3 clusters Score: Raw -444514.583701 + Penalty 2908.585860 = -441605.997841 nChanged 33 SP:Iteration 22Q (388.099927 sec): 3 clusters Score: Raw -444520.204559 + Penalty 2908.585860 = -441611.618699 nChanged 37 SP:Iteration 23Q (388.153893 sec): 3 clusters Score: Raw -444526.551842 + Penalty 2908.585860 = -441617.965983 nChanged 36 SP:Iteration 24Q (388.221078 sec): 3 clusters Score: Raw -444532.859893 + Penalty 2908.585860 = -441624.274033 nChanged 33 SP:Iteration 25Q (388.283072 sec): 3 clusters Score: Raw -444538.631938 + Penalty 2908.585860 = -441630.046078 nChanged 25 SP:Iteration 26Q (388.343987 sec): 3 clusters Score: Raw -444542.243994 + Penalty 2908.585860 = -441633.658135 nChanged 24 SP:Iteration 27Q (388.399200 sec): 3 clusters Score: Raw -444545.978635 + Penalty 2908.585860 = -441637.392775 nChanged 24 SP:Iteration 28Q (388.461146 sec): 3 clusters Score: Raw -444549.668111 + Penalty 2908.585860 = -441641.082251 nChanged 23 SP:Iteration 29Q (388.522762 sec): 3 clusters Score: Raw -444554.112737 + Penalty 2908.585860 = -441645.526877 nChanged 25 SP:Iteration 30Q (388.575661 sec): 3 clusters Score: Raw -444559.234660 + Penalty 2908.585860 = -441650.648800 nChanged 21 SP:Iteration 31Q (388.633690 sec): 3 clusters Score: Raw -444562.987441 + Penalty 2908.585860 = -441654.401581 nChanged 22 SP:Iteration 32Q (388.694493 sec): 3 clusters Score: Raw -444569.082356 + Penalty 2908.585860 = -441660.496496 nChanged 36 SP:Iteration 33Q (388.753715 sec): 3 clusters Score: Raw -444577.281637 + Penalty 2908.585860 = -441668.695777 nChanged 38 SP:Iteration 34Q (388.799359 sec): 3 clusters Score: Raw -444584.312434 + Penalty 2908.585860 = -441675.726574 nChanged 29 SP:Iteration 35Q (388.871100 sec): 3 clusters Score: Raw -444588.082555 + Penalty 2908.585860 = -441679.496695 nChanged 13 SP:Iteration 36Q (388.920140 sec): 3 clusters Score: Raw -444590.550483 + Penalty 2908.585860 = -441681.964623 nChanged 24 SP:Iteration 37Q (388.990411 sec): 3 clusters Score: Raw -444595.646661 + Penalty 2908.585860 = -441687.060801 nChanged 21 SP:Iteration 38Q (389.050935 sec): 3 clusters Score: Raw -444599.140814 + Penalty 2908.585860 = -441690.554954 nChanged 9 SP:Iteration 39Q (389.115863 sec): 3 clusters Score: Raw -444600.777415 + Penalty 2908.585860 = -441692.191556 nChanged 14 SP:Iteration 40F (389.166561 sec): 3 clusters Score: Raw -444603.438766 + Penalty 2908.585860 = -441694.852906 nChanged 21 SP:Iteration 41Q (389.228714 sec): 3 clusters Score: Raw -444607.235247 + Penalty 2908.585860 = -441698.649387 nChanged 25 SP:Iteration 42Q (389.283790 sec): 3 clusters Score: Raw -444611.198654 + Penalty 2908.585860 = -441702.612794 nChanged 24 SP:Iteration 43Q (389.354703 sec): 3 clusters Score: Raw -444616.965740 + Penalty 2908.585860 = -441708.379880 nChanged 28 SP:Iteration 44Q (389.415391 sec): 3 clusters Score: Raw -444621.919997 + Penalty 2908.585860 = -441713.334138 nChanged 23 SP:Iteration 45Q (389.479663 sec): 3 clusters Score: Raw -444626.153596 + Penalty 2908.585860 = -441717.567736 nChanged 22 SP:Iteration 46Q (389.541250 sec): 3 clusters Score: Raw -444630.798088 + Penalty 2908.585860 = -441722.212228 nChanged 33 SP:Iteration 47Q (389.601626 sec): 3 clusters Score: Raw -444638.078470 + Penalty 2908.585860 = -441729.492610 nChanged 29 SP:Iteration 48Q (389.660457 sec): 3 clusters Score: Raw -444644.704233 + Penalty 2908.585860 = -441736.118373 nChanged 36 SP:Iteration 49Q (389.706943 sec): 3 clusters Score: Raw -444650.931167 + Penalty 2908.585860 = -441742.345307 nChanged 34 SP:Iteration 50Q (389.767118 sec): 3 clusters Score: Raw -444657.382701 + Penalty 2908.585860 = -441748.796841 nChanged 33 SP:Iteration 51Q (389.830257 sec): 3 clusters Score: Raw -444662.476725 + Penalty 2908.585860 = -441753.890865 nChanged 24 SP:Iteration 52Q (389.889802 sec): 3 clusters Score: Raw -444666.524219 + Penalty 2908.585860 = -441757.938359 nChanged 16 SP:Iteration 53Q (389.938414 sec): 3 clusters Score: Raw -444669.217688 + Penalty 2908.585860 = -441760.631828 nChanged 24 SP:Iteration 54Q (390.011392 sec): 3 clusters Score: Raw -444673.032104 + Penalty 2908.585860 = -441764.446244 nChanged 17 SP:Iteration 55Q (390.060712 sec): 3 clusters Score: Raw -444675.440002 + Penalty 2908.585860 = -441766.854142 nChanged 10 SP:Iteration 56Q (390.129077 sec): 3 clusters Score: Raw -444676.781405 + Penalty 2908.585860 = -441768.195545 nChanged 9 SP:Iteration 57Q (390.185338 sec): 3 clusters Score: Raw -444677.943584 + Penalty 2908.585860 = -441769.357724 nChanged 12 SP:Iteration 58Q (390.241007 sec): 3 clusters Score: Raw -444680.811635 + Penalty 2908.585860 = -441772.225776 nChanged 16 SP:Iteration 59Q (390.299881 sec): 3 clusters Score: Raw -444683.757240 + Penalty 2908.585860 = -441775.171380 nChanged 16 SP:Iteration 60F (390.368288 sec): 3 clusters Score: Raw -444687.013786 + Penalty 2908.585860 = -441778.427926 nChanged 20 SP:Iteration 61Q (390.429274 sec): 3 clusters Score: Raw -444689.724391 + Penalty 2908.585860 = -441781.138531 nChanged 14 SP:Iteration 62Q (390.489357 sec): 3 clusters Score: Raw -444691.512394 + Penalty 2908.585860 = -441782.926534 nChanged 14 SP:Iteration 63Q (390.543529 sec): 3 clusters Score: Raw -444693.750575 + Penalty 2908.585860 = -441785.164715 nChanged 18 SP:Iteration 64Q (390.597128 sec): 3 clusters Score: Raw -444696.401687 + Penalty 2908.585860 = -441787.815828 nChanged 9 SP:Iteration 65Q (390.659438 sec): 3 clusters Score: Raw -444697.281203 + Penalty 2908.585860 = -441788.695343 nChanged 4 SP:Iteration 66Q (390.719976 sec): 3 clusters Score: Raw -444697.606374 + Penalty 2908.585860 = -441789.020514 nChanged 7 SP:Iteration 67Q (390.787231 sec): 3 clusters Score: Raw -444698.566290 + Penalty 2908.585860 = -441789.980430 nChanged 5 SP:Iteration 68Q (390.844420 sec): 3 clusters Score: Raw -444699.108107 + Penalty 2908.585860 = -441790.522247 nChanged 6 SP:Iteration 69Q (390.907515 sec): 3 clusters Score: Raw -444699.994758 + Penalty 2908.585860 = -441791.408898 nChanged 4 SP:Iteration 70Q (390.968003 sec): 3 clusters Score: Raw -444700.641645 + Penalty 2908.585860 = -441792.055785 nChanged 4 SP:Iteration 71Q (391.028375 sec): 3 clusters Score: Raw -444701.016256 + Penalty 2908.585860 = -441792.430396 nChanged 5 SP:Iteration 72Q (391.084082 sec): 3 clusters Score: Raw -444701.342375 + Penalty 2908.585860 = -441792.756515 nChanged 4 SP:Iteration 73Q (391.149157 sec): 3 clusters Score: Raw -444701.744561 + Penalty 2908.585860 = -441793.158701 nChanged 6 SP:Iteration 74Q (391.209255 sec): 3 clusters Score: Raw -444703.100717 + Penalty 2908.585860 = -441794.514858 nChanged 11 SP:Iteration 75Q (391.267853 sec): 3 clusters Score: Raw -444705.154297 + Penalty 2908.585860 = -441796.568437 nChanged 12 SP:Iteration 76Q (391.327677 sec): 3 clusters Score: Raw -444708.187182 + Penalty 2908.585860 = -441799.601322 nChanged 17 SP:Iteration 77Q (391.387101 sec): 3 clusters Score: Raw -444712.590643 + Penalty 2908.585860 = -441804.004783 nChanged 16 SP:Iteration 78Q (391.440784 sec): 3 clusters Score: Raw -444716.294277 + Penalty 2908.585860 = -441807.708417 nChanged 12 SP:Iteration 79Q (391.500315 sec): 3 clusters Score: Raw -444718.210684 + Penalty 2908.585860 = -441809.624824 nChanged 11 SP:Iteration 80F (391.556736 sec): 3 clusters Score: Raw -444720.055862 + Penalty 2908.585860 = -441811.470002 nChanged 10 SP:Iteration 81Q (391.619389 sec): 3 clusters Score: Raw -444721.278050 + Penalty 2908.585860 = -441812.692190 nChanged 2 SP:Iteration 82Q (391.684582 sec): 3 clusters Score: Raw -444721.460332 + Penalty 2908.585860 = -441812.874472 nChanged 3 SP:Iteration 83Q (391.742845 sec): 3 clusters Score: Raw -444721.766117 + Penalty 2908.585860 = -441813.180258 nChanged 2 SP:Iteration 84Q (391.800389 sec): 3 clusters Score: Raw -444722.014764 + Penalty 2908.585860 = -441813.428904 nChanged 3 SP:Iteration 85Q (391.864815 sec): 3 clusters Score: Raw -444722.635974 + Penalty 2908.585860 = -441814.050114 nChanged 3 SP:Iteration 86Q (391.926002 sec): 3 clusters Score: Raw -444723.168205 + Penalty 2908.585860 = -441814.582346 nChanged 1 SP:Iteration 87Q (391.982292 sec): 3 clusters Score: Raw -444723.347294 + Penalty 2908.585860 = -441814.761434 nChanged 1 SP:Iteration 88Q (392.045181 sec): 3 clusters Score: Raw -444723.499839 + Penalty 2908.585860 = -441814.913979 nChanged 4 SP:Iteration 89Q (392.092237 sec): 3 clusters Score: Raw -444723.919042 + Penalty 2908.585860 = -441815.333182 nChanged 4 SP:Iteration 90Q (392.157163 sec): 3 clusters Score: Raw -444724.551064 + Penalty 2908.585860 = -441815.965205 nChanged 3 SP:Iteration 91Q (392.222315 sec): 3 clusters Score: Raw -444724.964919 + Penalty 2908.585860 = -441816.379060 nChanged 3 SP:Iteration 92Q (392.272462 sec): 3 clusters Score: Raw -444725.500258 + Penalty 2908.585860 = -441816.914398 nChanged 4 SP:Iteration 93Q (392.340230 sec): 3 clusters Score: Raw -444726.157327 + Penalty 2908.585860 = -441817.571467 nChanged 4 SP:Iteration 94Q (392.405788 sec): 3 clusters Score: Raw -444726.694872 + Penalty 2908.585860 = -441818.109012 nChanged 6 SP:Iteration 95Q (392.465783 sec): 3 clusters Score: Raw -444727.395244 + Penalty 2908.585860 = -441818.809384 nChanged 4 SP:Iteration 96Q (392.523954 sec): 3 clusters Score: Raw -444727.883427 + Penalty 2908.585860 = -441819.297567 nChanged 3 SP:Iteration 97Q (392.586139 sec): 3 clusters Score: Raw -444728.111979 + Penalty 2908.585860 = -441819.526120 nChanged 3 SP:Iteration 98Q (392.635294 sec): 3 clusters Score: Raw -444728.576677 + Penalty 2908.585860 = -441819.990817 nChanged 5 SP:Iteration 99Q (392.697291 sec): 3 clusters Score: Raw -444729.157080 + Penalty 2908.585860 = -441820.571220 nChanged 3 SP:Iteration 100F (392.760846 sec): 3 clusters Score: Raw -444729.470876 + Penalty 2908.585860 = -441820.885017 nChanged 2 SP:Iteration 101Q (392.826960 sec): 3 clusters Score: Raw -444729.652149 + Penalty 2908.585860 = -441821.066289 nChanged 3 SP:Iteration 102Q (392.879963 sec): 3 clusters Score: Raw -444729.909548 + Penalty 2908.585860 = -441821.323688 nChanged 2 SP:Iteration 103Q (392.947329 sec): 3 clusters Score: Raw -444730.071429 + Penalty 2908.585860 = -441821.485569 nChanged 1 SP:Iteration 104Q (393.007307 sec): 3 clusters Score: Raw -444730.150170 + Penalty 2908.585860 = -441821.564310 nChanged 3 SP:Iteration 105Q (393.070447 sec): 3 clusters Score: Raw -444730.507015 + Penalty 2908.585860 = -441821.921155 nChanged 2 SP:Iteration 106Q (393.130550 sec): 3 clusters Score: Raw -444730.716923 + Penalty 2908.585860 = -441822.131063 nChanged 3 SP:Iteration 107Q (393.189396 sec): 3 clusters Score: Raw -444731.074847 + Penalty 2908.585860 = -441822.488987 nChanged 0 SP:Iteration 108F (393.250962 sec): 3 clusters Score: Raw -444731.074847 + Penalty 2908.585860 = -441822.488987 nChanged 0 Trying to split cluster 14 (2107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (393.278406 sec): 2 clusters Score: Raw -99385.656123 + Penalty 1243.615817 = -98142.040306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (393.318917 sec): 3 clusters Score: Raw -98488.976000 + Penalty 2487.231634 = -96001.744366 nChanged 739 SP:Iteration 1F (393.374237 sec): 3 clusters Score: Raw -99061.840304 + Penalty 2487.231634 = -96574.608669 nChanged 180 SP:Iteration 2F (393.426031 sec): 3 clusters Score: Raw -99232.125424 + Penalty 2487.231634 = -96744.893789 nChanged 134 SP:Iteration 3F (393.477468 sec): 3 clusters Score: Raw -99368.618063 + Penalty 2487.231634 = -96881.386428 nChanged 105 SP:Iteration 4Q (393.524004 sec): 3 clusters Score: Raw -99458.812561 + Penalty 2487.231634 = -96971.580926 nChanged 78 SP:Iteration 5Q (393.567067 sec): 3 clusters Score: Raw -99523.284573 + Penalty 2487.231634 = -97036.052938 nChanged 52 SP:Iteration 6Q (393.611771 sec): 3 clusters Score: Raw -99557.773883 + Penalty 2487.231634 = -97070.542249 nChanged 44 SP:Iteration 7Q (393.651297 sec): 3 clusters Score: Raw -99588.400214 + Penalty 2487.231634 = -97101.168580 nChanged 40 SP:Iteration 8Q (393.697299 sec): 3 clusters Score: Raw -99623.212317 + Penalty 2487.231634 = -97135.980682 nChanged 44 SP:Iteration 9Q (393.748734 sec): 3 clusters Score: Raw -99658.242787 + Penalty 2487.231634 = -97171.011153 nChanged 40 SP:Iteration 10Q (393.787834 sec): 3 clusters Score: Raw -99687.859655 + Penalty 2487.231634 = -97200.628020 nChanged 33 SP:Iteration 11Q (393.841265 sec): 3 clusters Score: Raw -99709.744484 + Penalty 2487.231634 = -97222.512850 nChanged 35 SP:Iteration 12Q (393.880905 sec): 3 clusters Score: Raw -99730.071080 + Penalty 2487.231634 = -97242.839446 nChanged 29 SP:Iteration 13Q (393.941208 sec): 3 clusters Score: Raw -99749.608247 + Penalty 2487.231634 = -97262.376613 nChanged 26 SP:Iteration 14Q (393.992515 sec): 3 clusters Score: Raw -99762.996819 + Penalty 2487.231634 = -97275.765184 nChanged 16 SP:Iteration 15Q (394.030734 sec): 3 clusters Score: Raw -99773.792584 + Penalty 2487.231634 = -97286.560950 nChanged 22 SP:Iteration 16Q (394.082629 sec): 3 clusters Score: Raw -99787.093259 + Penalty 2487.231634 = -97299.861625 nChanged 14 SP:Iteration 17Q (394.138778 sec): 3 clusters Score: Raw -99793.757096 + Penalty 2487.231634 = -97306.525462 nChanged 7 SP:Iteration 18Q (394.194836 sec): 3 clusters Score: Raw -99796.569390 + Penalty 2487.231634 = -97309.337756 nChanged 4 SP:Iteration 19Q (394.240300 sec): 3 clusters Score: Raw -99800.107399 + Penalty 2487.231634 = -97312.875764 nChanged 7 SP:Iteration 20F (394.287785 sec): 3 clusters Score: Raw -99807.768697 + Penalty 2487.231634 = -97320.537062 nChanged 19 SP:Iteration 21Q (394.346576 sec): 3 clusters Score: Raw -99821.452150 + Penalty 2487.231634 = -97334.220515 nChanged 8 SP:Iteration 22Q (394.396038 sec): 3 clusters Score: Raw -99825.846239 + Penalty 2487.231634 = -97338.614605 nChanged 9 SP:Iteration 23Q (394.437717 sec): 3 clusters Score: Raw -99830.519507 + Penalty 2487.231634 = -97343.287873 nChanged 5 SP:Iteration 24Q (394.489226 sec): 3 clusters Score: Raw -99832.811353 + Penalty 2487.231634 = -97345.579718 nChanged 5 SP:Iteration 25Q (394.553079 sec): 3 clusters Score: Raw -99835.898510 + Penalty 2487.231634 = -97348.666876 nChanged 8 SP:Iteration 26Q (394.599460 sec): 3 clusters Score: Raw -99840.068844 + Penalty 2487.231634 = -97352.837210 nChanged 8 SP:Iteration 27Q (394.648074 sec): 3 clusters Score: Raw -99845.189687 + Penalty 2487.231634 = -97357.958053 nChanged 7 SP:Iteration 28Q (394.689395 sec): 3 clusters Score: Raw -99849.842620 + Penalty 2487.231634 = -97362.610985 nChanged 10 SP:Iteration 29Q (394.747011 sec): 3 clusters Score: Raw -99856.439885 + Penalty 2487.231634 = -97369.208250 nChanged 6 SP:Iteration 30Q (394.790294 sec): 3 clusters Score: Raw -99860.737429 + Penalty 2487.231634 = -97373.505794 nChanged 9 SP:Iteration 31Q (394.840398 sec): 3 clusters Score: Raw -99869.676817 + Penalty 2487.231634 = -97382.445183 nChanged 12 SP:Iteration 32Q (394.904809 sec): 3 clusters Score: Raw -99879.256752 + Penalty 2487.231634 = -97392.025117 nChanged 10 SP:Iteration 33Q (394.945995 sec): 3 clusters Score: Raw -99887.749616 + Penalty 2487.231634 = -97400.517981 nChanged 10 SP:Iteration 34Q (394.989295 sec): 3 clusters Score: Raw -99896.099038 + Penalty 2487.231634 = -97408.867404 nChanged 11 SP:Iteration 35Q (395.047944 sec): 3 clusters Score: Raw -99904.109653 + Penalty 2487.231634 = -97416.878019 nChanged 8 SP:Iteration 36Q (395.089902 sec): 3 clusters Score: Raw -99910.281367 + Penalty 2487.231634 = -97423.049733 nChanged 9 SP:Iteration 37Q (395.134132 sec): 3 clusters Score: Raw -99919.979086 + Penalty 2487.231634 = -97432.747452 nChanged 11 SP:Iteration 38Q (395.189842 sec): 3 clusters Score: Raw -99932.789262 + Penalty 2487.231634 = -97445.557628 nChanged 13 SP:Iteration 39Q (395.246370 sec): 3 clusters Score: Raw -99946.458297 + Penalty 2487.231634 = -97459.226663 nChanged 14 SP:Iteration 40F (395.287017 sec): 3 clusters Score: Raw -99961.641653 + Penalty 2487.231634 = -97474.410018 nChanged 14 SP:Iteration 41Q (395.349023 sec): 3 clusters Score: Raw -99978.895164 + Penalty 2487.231634 = -97491.663530 nChanged 16 SP:Iteration 42Q (395.401748 sec): 3 clusters Score: Raw -99998.186161 + Penalty 2487.231634 = -97510.954527 nChanged 21 SP:Iteration 43Q (395.454130 sec): 3 clusters Score: Raw -100016.917346 + Penalty 2487.231634 = -97529.685712 nChanged 16 SP:Iteration 44Q (395.499231 sec): 3 clusters Score: Raw -100029.559858 + Penalty 2487.231634 = -97542.328224 nChanged 16 SP:Iteration 45Q (395.550836 sec): 3 clusters Score: Raw -100045.444454 + Penalty 2487.231634 = -97558.212820 nChanged 12 SP:Iteration 46Q (395.585540 sec): 3 clusters Score: Raw -100059.780564 + Penalty 2487.231634 = -97572.548929 nChanged 13 SP:Iteration 47Q (395.635338 sec): 3 clusters Score: Raw -100071.444405 + Penalty 2487.231634 = -97584.212771 nChanged 7 SP:Iteration 48Q (395.686775 sec): 3 clusters Score: Raw -100076.217387 + Penalty 2487.231634 = -97588.985752 nChanged 3 SP:Iteration 49Q (395.725038 sec): 3 clusters Score: Raw -100082.749954 + Penalty 2487.231634 = -97595.518319 nChanged 5 SP:Iteration 50Q (395.775560 sec): 3 clusters Score: Raw -100089.551173 + Penalty 2487.231634 = -97602.319539 nChanged 8 SP:Iteration 51Q (395.828955 sec): 3 clusters Score: Raw -100097.864655 + Penalty 2487.231634 = -97610.633020 nChanged 7 SP:Iteration 52Q (395.875868 sec): 3 clusters Score: Raw -100106.116960 + Penalty 2487.231634 = -97618.885325 nChanged 8 SP:Iteration 53Q (395.932437 sec): 3 clusters Score: Raw -100111.023296 + Penalty 2487.231634 = -97623.791662 nChanged 4 SP:Iteration 54Q (395.978729 sec): 3 clusters Score: Raw -100121.570063 + Penalty 2487.231634 = -97634.338429 nChanged 5 SP:Iteration 55Q (396.035863 sec): 3 clusters Score: Raw -100128.063267 + Penalty 2487.231634 = -97640.831633 nChanged 6 SP:Iteration 56Q (396.088263 sec): 3 clusters Score: Raw -100137.559442 + Penalty 2487.231634 = -97650.327807 nChanged 10 SP:Iteration 57Q (396.136996 sec): 3 clusters Score: Raw -100151.291129 + Penalty 2487.231634 = -97664.059495 nChanged 5 SP:Iteration 58Q (396.187607 sec): 3 clusters Score: Raw -100154.886118 + Penalty 2487.231634 = -97667.654483 nChanged 4 SP:Iteration 59Q (396.234796 sec): 3 clusters Score: Raw -100159.711891 + Penalty 2487.231634 = -97672.480257 nChanged 2 SP:Iteration 60F (396.296161 sec): 3 clusters Score: Raw -100160.271053 + Penalty 2487.231634 = -97673.039418 nChanged 0 Trying to split cluster 15 (7557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (396.331186 sec): 2 clusters Score: Raw -407429.647656 + Penalty 1451.162304 = -405978.485351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (396.392109 sec): 3 clusters Score: Raw -403385.307520 + Penalty 2902.324609 = -400482.982911 nChanged 3150 SP:Iteration 1F (396.452491 sec): 3 clusters Score: Raw -405138.027630 + Penalty 2902.324609 = -402235.703021 nChanged 485 SP:Iteration 2F (396.511043 sec): 3 clusters Score: Raw -405351.235564 + Penalty 2902.324609 = -402448.910956 nChanged 351 SP:Iteration 3Q (396.581607 sec): 3 clusters Score: Raw -405492.742233 + Penalty 2902.324609 = -402590.417624 nChanged 292 SP:Iteration 4Q (396.636511 sec): 3 clusters Score: Raw -405604.572630 + Penalty 2902.324609 = -402702.248021 nChanged 239 SP:Iteration 5Q (396.696203 sec): 3 clusters Score: Raw -405690.883992 + Penalty 2902.324609 = -402788.559383 nChanged 193 SP:Iteration 6Q (396.758597 sec): 3 clusters Score: Raw -405752.011212 + Penalty 2902.324609 = -402849.686604 nChanged 176 SP:Iteration 7Q (396.807399 sec): 3 clusters Score: Raw -405810.405117 + Penalty 2902.324609 = -402908.080508 nChanged 177 SP:Iteration 8Q (396.865620 sec): 3 clusters Score: Raw -405865.147659 + Penalty 2902.324609 = -402962.823051 nChanged 154 SP:Iteration 9Q (396.928897 sec): 3 clusters Score: Raw -405924.780288 + Penalty 2902.324609 = -403022.455679 nChanged 207 SP:Iteration 10Q (396.994571 sec): 3 clusters Score: Raw -406000.277931 + Penalty 2902.324609 = -403097.953323 nChanged 183 SP:Iteration 11Q (397.049246 sec): 3 clusters Score: Raw -406075.245927 + Penalty 2902.324609 = -403172.921319 nChanged 205 SP:Iteration 12Q (397.104723 sec): 3 clusters Score: Raw -406168.683770 + Penalty 2902.324609 = -403266.359161 nChanged 220 SP:Iteration 13Q (397.171543 sec): 3 clusters Score: Raw -406267.963595 + Penalty 2902.324609 = -403365.638986 nChanged 226 SP:Iteration 14Q (397.233734 sec): 3 clusters Score: Raw -406375.567976 + Penalty 2902.324609 = -403473.243367 nChanged 220 SP:Iteration 15Q (397.296017 sec): 3 clusters Score: Raw -406488.940682 + Penalty 2902.324609 = -403586.616073 nChanged 211 SP:Iteration 16Q (397.349864 sec): 3 clusters Score: Raw -406588.325449 + Penalty 2902.324609 = -403686.000840 nChanged 193 SP:Iteration 17Q (397.409628 sec): 3 clusters Score: Raw -406677.369701 + Penalty 2902.324609 = -403775.045093 nChanged 166 SP:Iteration 18Q (397.472891 sec): 3 clusters Score: Raw -406747.323569 + Penalty 2902.324609 = -403844.998960 nChanged 158 SP:Iteration 19Q (397.523919 sec): 3 clusters Score: Raw -406813.508649 + Penalty 2902.324609 = -403911.184041 nChanged 148 SP:Iteration 20F (397.596033 sec): 3 clusters Score: Raw -406884.677012 + Penalty 2902.324609 = -403982.352403 nChanged 146 SP:Iteration 21Q (397.658534 sec): 3 clusters Score: Raw -406950.724291 + Penalty 2902.324609 = -404048.399682 nChanged 152 SP:Iteration 22Q (397.721442 sec): 3 clusters Score: Raw -407019.554142 + Penalty 2902.324609 = -404117.229533 nChanged 123 SP:Iteration 23Q (397.783392 sec): 3 clusters Score: Raw -407065.831810 + Penalty 2902.324609 = -404163.507201 nChanged 100 SP:Iteration 24Q (397.833280 sec): 3 clusters Score: Raw -407100.809269 + Penalty 2902.324609 = -404198.484660 nChanged 88 SP:Iteration 25Q (397.902610 sec): 3 clusters Score: Raw -407132.022760 + Penalty 2902.324609 = -404229.698152 nChanged 87 SP:Iteration 26Q (397.961362 sec): 3 clusters Score: Raw -407166.536546 + Penalty 2902.324609 = -404264.211937 nChanged 98 SP:Iteration 27Q (398.013312 sec): 3 clusters Score: Raw -407213.637250 + Penalty 2902.324609 = -404311.312642 nChanged 101 SP:Iteration 28Q (398.074763 sec): 3 clusters Score: Raw -407259.632298 + Penalty 2902.324609 = -404357.307689 nChanged 89 SP:Iteration 29Q (398.134336 sec): 3 clusters Score: Raw -407294.529893 + Penalty 2902.324609 = -404392.205284 nChanged 77 SP:Iteration 30Q (398.195200 sec): 3 clusters Score: Raw -407321.768333 + Penalty 2902.324609 = -404419.443724 nChanged 72 SP:Iteration 31Q (398.253576 sec): 3 clusters Score: Raw -407344.671338 + Penalty 2902.324609 = -404442.346729 nChanged 58 SP:Iteration 32Q (398.314004 sec): 3 clusters Score: Raw -407363.981469 + Penalty 2902.324609 = -404461.656860 nChanged 58 SP:Iteration 33Q (398.375148 sec): 3 clusters Score: Raw -407384.395700 + Penalty 2902.324609 = -404482.071092 nChanged 56 SP:Iteration 34Q (398.422669 sec): 3 clusters Score: Raw -407410.641825 + Penalty 2902.324609 = -404508.317216 nChanged 63 SP:Iteration 35Q (398.486843 sec): 3 clusters Score: Raw -407443.050049 + Penalty 2902.324609 = -404540.725441 nChanged 62 SP:Iteration 36Q (398.549720 sec): 3 clusters Score: Raw -407488.852836 + Penalty 2902.324609 = -404586.528227 nChanged 66 SP:Iteration 37Q (398.605471 sec): 3 clusters Score: Raw -407532.105805 + Penalty 2902.324609 = -404629.781196 nChanged 65 SP:Iteration 38Q (398.667712 sec): 3 clusters Score: Raw -407564.502955 + Penalty 2902.324609 = -404662.178347 nChanged 66 SP:Iteration 39Q (398.722285 sec): 3 clusters Score: Raw -407595.128249 + Penalty 2902.324609 = -404692.803640 nChanged 60 SP:Iteration 40F (398.793882 sec): 3 clusters Score: Raw -407624.243145 + Penalty 2902.324609 = -404721.918537 nChanged 52 SP:Iteration 41Q (398.850891 sec): 3 clusters Score: Raw -407643.141996 + Penalty 2902.324609 = -404740.817387 nChanged 46 SP:Iteration 42Q (398.900837 sec): 3 clusters Score: Raw -407658.720569 + Penalty 2902.324609 = -404756.395960 nChanged 33 SP:Iteration 43Q (398.966889 sec): 3 clusters Score: Raw -407668.430069 + Penalty 2902.324609 = -404766.105461 nChanged 26 SP:Iteration 44Q (399.025333 sec): 3 clusters Score: Raw -407675.758556 + Penalty 2902.324609 = -404773.433948 nChanged 23 SP:Iteration 45Q (399.074179 sec): 3 clusters Score: Raw -407682.968072 + Penalty 2902.324609 = -404780.643464 nChanged 20 SP:Iteration 46Q (399.139041 sec): 3 clusters Score: Raw -407690.653115 + Penalty 2902.324609 = -404788.328506 nChanged 30 SP:Iteration 47Q (399.190611 sec): 3 clusters Score: Raw -407699.882431 + Penalty 2902.324609 = -404797.557823 nChanged 19 SP:Iteration 48Q (399.236793 sec): 3 clusters Score: Raw -407703.884543 + Penalty 2902.324609 = -404801.559934 nChanged 11 SP:Iteration 49Q (399.300630 sec): 3 clusters Score: Raw -407707.264864 + Penalty 2902.324609 = -404804.940255 nChanged 7 SP:Iteration 50Q (399.351971 sec): 3 clusters Score: Raw -407708.632123 + Penalty 2902.324609 = -404806.307514 nChanged 4 SP:Iteration 51Q (399.406848 sec): 3 clusters Score: Raw -407709.553593 + Penalty 2902.324609 = -404807.228984 nChanged 4 SP:Iteration 52Q (399.461430 sec): 3 clusters Score: Raw -407710.305053 + Penalty 2902.324609 = -404807.980444 nChanged 1 SP:Iteration 53Q (399.515220 sec): 3 clusters Score: Raw -407710.605980 + Penalty 2902.324609 = -404808.281371 nChanged 3 SP:Iteration 54Q (399.583371 sec): 3 clusters Score: Raw -407711.840425 + Penalty 2902.324609 = -404809.515817 nChanged 7 SP:Iteration 55Q (399.632302 sec): 3 clusters Score: Raw -407714.045441 + Penalty 2902.324609 = -404811.720833 nChanged 3 SP:Iteration 56Q (399.687333 sec): 3 clusters Score: Raw -407714.734098 + Penalty 2902.324609 = -404812.409489 nChanged 5 SP:Iteration 57Q (399.750795 sec): 3 clusters Score: Raw -407715.495570 + Penalty 2902.324609 = -404813.170961 nChanged 4 SP:Iteration 58Q (399.806805 sec): 3 clusters Score: Raw -407716.212392 + Penalty 2902.324609 = -404813.887784 nChanged 0 SP:Iteration 59F (399.869666 sec): 3 clusters Score: Raw -407716.212392 + Penalty 2902.324609 = -404813.887784 nChanged 0 Trying to split cluster 16 (4357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (399.900108 sec): 2 clusters Score: Raw -276474.171698 + Penalty 1361.675092 = -275112.496606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (399.948352 sec): 3 clusters Score: Raw -274274.226448 + Penalty 2723.350183 = -271550.876264 nChanged 1697 SP:Iteration 1F (400.000922 sec): 3 clusters Score: Raw -275387.275872 + Penalty 2723.350183 = -272663.925688 nChanged 374 SP:Iteration 2F (400.060616 sec): 3 clusters Score: Raw -275770.972616 + Penalty 2723.350183 = -273047.622432 nChanged 354 SP:Iteration 3F (400.104775 sec): 3 clusters Score: Raw -276091.917816 + Penalty 2723.350183 = -273368.567633 nChanged 319 SP:Iteration 4F (400.156918 sec): 3 clusters Score: Raw -276332.965910 + Penalty 2723.350183 = -273609.615726 nChanged 251 SP:Iteration 5F (400.212417 sec): 3 clusters Score: Raw -276509.287063 + Penalty 2723.350183 = -273785.936880 nChanged 191 SP:Iteration 6Q (400.271340 sec): 3 clusters Score: Raw -276628.366300 + Penalty 2723.350183 = -273905.016117 nChanged 148 SP:Iteration 7Q (400.334315 sec): 3 clusters Score: Raw -276713.537148 + Penalty 2723.350183 = -273990.186964 nChanged 133 SP:Iteration 8Q (400.376833 sec): 3 clusters Score: Raw -276793.054801 + Penalty 2723.350183 = -274069.704617 nChanged 115 SP:Iteration 9Q (400.431652 sec): 3 clusters Score: Raw -276867.677038 + Penalty 2723.350183 = -274144.326854 nChanged 110 SP:Iteration 10Q (400.490108 sec): 3 clusters Score: Raw -276940.202010 + Penalty 2723.350183 = -274216.851827 nChanged 109 SP:Iteration 11Q (400.538480 sec): 3 clusters Score: Raw -277004.160717 + Penalty 2723.350183 = -274280.810534 nChanged 89 SP:Iteration 12Q (400.590155 sec): 3 clusters Score: Raw -277046.835047 + Penalty 2723.350183 = -274323.484864 nChanged 64 SP:Iteration 13Q (400.637205 sec): 3 clusters Score: Raw -277076.375784 + Penalty 2723.350183 = -274353.025600 nChanged 48 SP:Iteration 14Q (400.692681 sec): 3 clusters Score: Raw -277101.880661 + Penalty 2723.350183 = -274378.530477 nChanged 47 SP:Iteration 15Q (400.761511 sec): 3 clusters Score: Raw -277127.202927 + Penalty 2723.350183 = -274403.852743 nChanged 42 SP:Iteration 16Q (400.814260 sec): 3 clusters Score: Raw -277151.335937 + Penalty 2723.350183 = -274427.985753 nChanged 39 SP:Iteration 17Q (400.869437 sec): 3 clusters Score: Raw -277171.283927 + Penalty 2723.350183 = -274447.933743 nChanged 35 SP:Iteration 18Q (400.912254 sec): 3 clusters Score: Raw -277187.238513 + Penalty 2723.350183 = -274463.888329 nChanged 28 SP:Iteration 19Q (400.970443 sec): 3 clusters Score: Raw -277196.275294 + Penalty 2723.350183 = -274472.925110 nChanged 17 SP:Iteration 20F (401.026165 sec): 3 clusters Score: Raw -277202.541453 + Penalty 2723.350183 = -274479.191269 nChanged 16 SP:Iteration 21Q (401.086703 sec): 3 clusters Score: Raw -277208.936337 + Penalty 2723.350183 = -274485.586154 nChanged 21 SP:Iteration 22Q (401.130282 sec): 3 clusters Score: Raw -277217.909412 + Penalty 2723.350183 = -274494.559228 nChanged 15 SP:Iteration 23Q (401.191621 sec): 3 clusters Score: Raw -277225.418106 + Penalty 2723.350183 = -274502.067922 nChanged 15 SP:Iteration 24Q (401.247580 sec): 3 clusters Score: Raw -277232.994716 + Penalty 2723.350183 = -274509.644533 nChanged 15 SP:Iteration 25Q (401.301639 sec): 3 clusters Score: Raw -277242.643099 + Penalty 2723.350183 = -274519.292915 nChanged 13 SP:Iteration 26Q (401.354392 sec): 3 clusters Score: Raw -277248.135590 + Penalty 2723.350183 = -274524.785407 nChanged 11 SP:Iteration 27Q (401.408681 sec): 3 clusters Score: Raw -277251.618018 + Penalty 2723.350183 = -274528.267835 nChanged 5 SP:Iteration 28Q (401.466252 sec): 3 clusters Score: Raw -277254.081996 + Penalty 2723.350183 = -274530.731813 nChanged 9 SP:Iteration 29Q (401.511158 sec): 3 clusters Score: Raw -277259.140158 + Penalty 2723.350183 = -274535.789975 nChanged 9 SP:Iteration 30Q (401.569074 sec): 3 clusters Score: Raw -277263.089256 + Penalty 2723.350183 = -274539.739072 nChanged 7 SP:Iteration 31Q (401.636550 sec): 3 clusters Score: Raw -277265.988205 + Penalty 2723.350183 = -274542.638022 nChanged 5 SP:Iteration 32Q (401.692775 sec): 3 clusters Score: Raw -277267.553889 + Penalty 2723.350183 = -274544.203706 nChanged 1 SP:Iteration 33Q (401.749584 sec): 3 clusters Score: Raw -277267.935107 + Penalty 2723.350183 = -274544.584923 nChanged 1 SP:Iteration 34Q (401.794916 sec): 3 clusters Score: Raw -277268.281951 + Penalty 2723.350183 = -274544.931768 nChanged 2 SP:Iteration 35Q (401.840031 sec): 3 clusters Score: Raw -277269.406258 + Penalty 2723.350183 = -274546.056074 nChanged 2 SP:Iteration 36Q (401.905959 sec): 3 clusters Score: Raw -277269.955790 + Penalty 2723.350183 = -274546.605607 nChanged 2 SP:Iteration 37Q (401.963141 sec): 3 clusters Score: Raw -277270.537680 + Penalty 2723.350183 = -274547.187496 nChanged 3 SP:Iteration 38Q (402.006080 sec): 3 clusters Score: Raw -277271.628267 + Penalty 2723.350183 = -274548.278083 nChanged 3 SP:Iteration 39Q (402.073940 sec): 3 clusters Score: Raw -277272.320268 + Penalty 2723.350183 = -274548.970085 nChanged 1 SP:Iteration 40F (402.127855 sec): 3 clusters Score: Raw -277272.381281 + Penalty 2723.350183 = -274549.031098 nChanged 0 Trying to split cluster 17 (2098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (402.157486 sec): 2 clusters Score: Raw -116537.295372 + Penalty 1242.920216 = -115294.375157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (402.207119 sec): 3 clusters Score: Raw -115642.428386 + Penalty 2485.840431 = -113156.587955 nChanged 772 SP:Iteration 1F (402.251804 sec): 3 clusters Score: Raw -116144.613032 + Penalty 2485.840431 = -113658.772601 nChanged 149 SP:Iteration 2F (402.303750 sec): 3 clusters Score: Raw -116240.542446 + Penalty 2485.840431 = -113754.702014 nChanged 82 SP:Iteration 3Q (402.363047 sec): 3 clusters Score: Raw -116293.738089 + Penalty 2485.840431 = -113807.897657 nChanged 75 SP:Iteration 4Q (402.413162 sec): 3 clusters Score: Raw -116348.838527 + Penalty 2485.840431 = -113862.998096 nChanged 61 SP:Iteration 5Q (402.460464 sec): 3 clusters Score: Raw -116385.685853 + Penalty 2485.840431 = -113899.845421 nChanged 41 SP:Iteration 6Q (402.507874 sec): 3 clusters Score: Raw -116410.563654 + Penalty 2485.840431 = -113924.723222 nChanged 32 SP:Iteration 7Q (402.550596 sec): 3 clusters Score: Raw -116433.179970 + Penalty 2485.840431 = -113947.339539 nChanged 29 SP:Iteration 8Q (402.604070 sec): 3 clusters Score: Raw -116452.140091 + Penalty 2485.840431 = -113966.299659 nChanged 28 SP:Iteration 9Q (402.661100 sec): 3 clusters Score: Raw -116469.060079 + Penalty 2485.840431 = -113983.219648 nChanged 26 SP:Iteration 10Q (402.715876 sec): 3 clusters Score: Raw -116483.806259 + Penalty 2485.840431 = -113997.965827 nChanged 22 SP:Iteration 11Q (402.763093 sec): 3 clusters Score: Raw -116497.554840 + Penalty 2485.840431 = -114011.714409 nChanged 21 SP:Iteration 12Q (402.810489 sec): 3 clusters Score: Raw -116511.195823 + Penalty 2485.840431 = -114025.355392 nChanged 21 SP:Iteration 13Q (402.860602 sec): 3 clusters Score: Raw -116523.419687 + Penalty 2485.840431 = -114037.579255 nChanged 14 SP:Iteration 14Q (402.905823 sec): 3 clusters Score: Raw -116529.481598 + Penalty 2485.840431 = -114043.641167 nChanged 6 SP:Iteration 15Q (402.961187 sec): 3 clusters Score: Raw -116532.828665 + Penalty 2485.840431 = -114046.988233 nChanged 9 SP:Iteration 16Q (403.013542 sec): 3 clusters Score: Raw -116536.777666 + Penalty 2485.840431 = -114050.937234 nChanged 9 SP:Iteration 17Q (403.068857 sec): 3 clusters Score: Raw -116540.443695 + Penalty 2485.840431 = -114054.603264 nChanged 10 SP:Iteration 18Q (403.120646 sec): 3 clusters Score: Raw -116546.981525 + Penalty 2485.840431 = -114061.141094 nChanged 13 SP:Iteration 19Q (403.173856 sec): 3 clusters Score: Raw -116551.748196 + Penalty 2485.840431 = -114065.907765 nChanged 8 SP:Iteration 20F (403.222391 sec): 3 clusters Score: Raw -116555.010413 + Penalty 2485.840431 = -114069.169982 nChanged 8 SP:Iteration 21Q (403.274787 sec): 3 clusters Score: Raw -116557.572591 + Penalty 2485.840431 = -114071.732160 nChanged 2 SP:Iteration 22Q (403.326790 sec): 3 clusters Score: Raw -116558.107169 + Penalty 2485.840431 = -114072.266737 nChanged 1 SP:Iteration 23Q (403.377232 sec): 3 clusters Score: Raw -116558.376525 + Penalty 2485.840431 = -114072.536094 nChanged 0 SP:Iteration 24F (403.423134 sec): 3 clusters Score: Raw -116558.376525 + Penalty 2485.840431 = -114072.536094 nChanged 0 Trying to split cluster 18 (14142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (403.464855 sec): 2 clusters Score: Raw -880672.486963 + Penalty 1552.996960 = -879119.490002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (403.532208 sec): 3 clusters Score: Raw -872421.108201 + Penalty 3105.993921 = -869315.114280 nChanged 6226 SP:Iteration 1F (403.588073 sec): 3 clusters Score: Raw -875936.637341 + Penalty 3105.993921 = -872830.643420 nChanged 969 SP:Iteration 2F (403.666956 sec): 3 clusters Score: Raw -876487.497549 + Penalty 3105.993921 = -873381.503628 nChanged 1008 SP:Iteration 3F (403.739130 sec): 3 clusters Score: Raw -877150.709731 + Penalty 3105.993921 = -874044.715811 nChanged 1032 SP:Iteration 4F (403.806605 sec): 3 clusters Score: Raw -877973.959733 + Penalty 3105.993921 = -874867.965812 nChanged 1027 SP:Iteration 5F (403.880002 sec): 3 clusters Score: Raw -878853.025171 + Penalty 3105.993921 = -875747.031250 nChanged 850 SP:Iteration 6F (403.938302 sec): 3 clusters Score: Raw -879643.027725 + Penalty 3105.993921 = -876537.033804 nChanged 602 SP:Iteration 7Q (404.005915 sec): 3 clusters Score: Raw -880201.775959 + Penalty 3105.993921 = -877095.782038 nChanged 349 SP:Iteration 8Q (404.077162 sec): 3 clusters Score: Raw -880499.080150 + Penalty 3105.993921 = -877393.086229 nChanged 211 SP:Iteration 9Q (404.158243 sec): 3 clusters Score: Raw -880689.539631 + Penalty 3105.993921 = -877583.545710 nChanged 134 SP:Iteration 10Q (404.226885 sec): 3 clusters Score: Raw -880811.705921 + Penalty 3105.993921 = -877705.712000 nChanged 73 SP:Iteration 11Q (404.293979 sec): 3 clusters Score: Raw -880869.660138 + Penalty 3105.993921 = -877763.666217 nChanged 54 SP:Iteration 12Q (404.361096 sec): 3 clusters Score: Raw -880918.646696 + Penalty 3105.993921 = -877812.652775 nChanged 39 SP:Iteration 13Q (404.426454 sec): 3 clusters Score: Raw -880947.584292 + Penalty 3105.993921 = -877841.590371 nChanged 22 SP:Iteration 14Q (404.485619 sec): 3 clusters Score: Raw -880964.589930 + Penalty 3105.993921 = -877858.596009 nChanged 21 SP:Iteration 15Q (404.565304 sec): 3 clusters Score: Raw -880982.029691 + Penalty 3105.993921 = -877876.035770 nChanged 13 SP:Iteration 16Q (404.635217 sec): 3 clusters Score: Raw -880992.286516 + Penalty 3105.993921 = -877886.292595 nChanged 15 SP:Iteration 17Q (404.704644 sec): 3 clusters Score: Raw -881003.495389 + Penalty 3105.993921 = -877897.501468 nChanged 15 SP:Iteration 18Q (404.772382 sec): 3 clusters Score: Raw -881013.263125 + Penalty 3105.993921 = -877907.269204 nChanged 15 SP:Iteration 19Q (404.836077 sec): 3 clusters Score: Raw -881025.110412 + Penalty 3105.993921 = -877919.116491 nChanged 10 SP:Iteration 20F (404.895562 sec): 3 clusters Score: Raw -881034.716883 + Penalty 3105.993921 = -877928.722962 nChanged 10 SP:Iteration 21Q (404.958971 sec): 3 clusters Score: Raw -881048.551640 + Penalty 3105.993921 = -877942.557720 nChanged 17 SP:Iteration 22Q (405.036205 sec): 3 clusters Score: Raw -881060.004961 + Penalty 3105.993921 = -877954.011040 nChanged 7 SP:Iteration 23Q (405.103619 sec): 3 clusters Score: Raw -881065.126190 + Penalty 3105.993921 = -877959.132269 nChanged 2 SP:Iteration 24Q (405.169399 sec): 3 clusters Score: Raw -881066.682450 + Penalty 3105.993921 = -877960.688529 nChanged 3 SP:Iteration 25Q (405.234272 sec): 3 clusters Score: Raw -881068.597257 + Penalty 3105.993921 = -877962.603336 nChanged 3 SP:Iteration 26Q (405.292097 sec): 3 clusters Score: Raw -881069.631803 + Penalty 3105.993921 = -877963.637882 nChanged 1 SP:Iteration 27Q (405.344822 sec): 3 clusters Score: Raw -881069.810441 + Penalty 3105.993921 = -877963.816520 nChanged 0 SP:Iteration 28F (405.412502 sec): 3 clusters Score: Raw -881069.810441 + Penalty 3105.993921 = -877963.816520 nChanged 0 Trying to split cluster 19 (3326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (405.441604 sec): 2 clusters Score: Raw -193169.565227 + Penalty 1317.797920 = -191851.767307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (405.493129 sec): 3 clusters Score: Raw -191580.745475 + Penalty 2635.595839 = -188945.149636 nChanged 1281 SP:Iteration 1F (405.542866 sec): 3 clusters Score: Raw -192413.760608 + Penalty 2635.595839 = -189778.164769 nChanged 286 SP:Iteration 2F (405.598900 sec): 3 clusters Score: Raw -192671.652009 + Penalty 2635.595839 = -190036.056169 nChanged 230 SP:Iteration 3F (405.652883 sec): 3 clusters Score: Raw -192927.479881 + Penalty 2635.595839 = -190291.884042 nChanged 234 SP:Iteration 4F (405.704462 sec): 3 clusters Score: Raw -193196.652406 + Penalty 2635.595839 = -190561.056567 nChanged 241 SP:Iteration 5F (405.750790 sec): 3 clusters Score: Raw -193486.221108 + Penalty 2635.595839 = -190850.625269 nChanged 192 SP:Iteration 6F (405.806411 sec): 3 clusters Score: Raw -193702.746079 + Penalty 2635.595839 = -191067.150239 nChanged 125 SP:Iteration 7Q (405.858337 sec): 3 clusters Score: Raw -193834.762828 + Penalty 2635.595839 = -191199.166989 nChanged 86 SP:Iteration 8Q (405.916195 sec): 3 clusters Score: Raw -193913.578385 + Penalty 2635.595839 = -191277.982545 nChanged 71 SP:Iteration 9Q (405.970389 sec): 3 clusters Score: Raw -193974.762507 + Penalty 2635.595839 = -191339.166667 nChanged 51 SP:Iteration 10Q (406.028754 sec): 3 clusters Score: Raw -194032.040594 + Penalty 2635.595839 = -191396.444755 nChanged 46 SP:Iteration 11Q (406.075324 sec): 3 clusters Score: Raw -194068.754611 + Penalty 2635.595839 = -191433.158772 nChanged 25 SP:Iteration 12Q (406.137453 sec): 3 clusters Score: Raw -194088.797260 + Penalty 2635.595839 = -191453.201420 nChanged 26 SP:Iteration 13Q (406.186673 sec): 3 clusters Score: Raw -194116.290686 + Penalty 2635.595839 = -191480.694847 nChanged 29 SP:Iteration 14Q (406.233690 sec): 3 clusters Score: Raw -194135.622750 + Penalty 2635.595839 = -191500.026910 nChanged 25 SP:Iteration 15Q (406.279263 sec): 3 clusters Score: Raw -194149.161999 + Penalty 2635.595839 = -191513.566160 nChanged 10 SP:Iteration 16Q (406.335181 sec): 3 clusters Score: Raw -194152.927807 + Penalty 2635.595839 = -191517.331967 nChanged 7 SP:Iteration 17Q (406.389609 sec): 3 clusters Score: Raw -194155.870892 + Penalty 2635.595839 = -191520.275052 nChanged 5 SP:Iteration 18Q (406.439786 sec): 3 clusters Score: Raw -194157.597088 + Penalty 2635.595839 = -191522.001249 nChanged 3 SP:Iteration 19Q (406.488313 sec): 3 clusters Score: Raw -194158.585348 + Penalty 2635.595839 = -191522.989508 nChanged 2 SP:Iteration 20F (406.542073 sec): 3 clusters Score: Raw -194159.920993 + Penalty 2635.595839 = -191524.325154 nChanged 4 SP:Iteration 21Q (406.590850 sec): 3 clusters Score: Raw -194162.098426 + Penalty 2635.595839 = -191526.502586 nChanged 3 SP:Iteration 22Q (406.643961 sec): 3 clusters Score: Raw -194163.865814 + Penalty 2635.595839 = -191528.269974 nChanged 5 SP:Iteration 23Q (406.701483 sec): 3 clusters Score: Raw -194165.998881 + Penalty 2635.595839 = -191530.403042 nChanged 6 SP:Iteration 24Q (406.754367 sec): 3 clusters Score: Raw -194170.196184 + Penalty 2635.595839 = -191534.600345 nChanged 2 SP:Iteration 25Q (406.803168 sec): 3 clusters Score: Raw -194171.611638 + Penalty 2635.595839 = -191536.015799 nChanged 1 SP:Iteration 26Q (406.848137 sec): 3 clusters Score: Raw -194172.174260 + Penalty 2635.595839 = -191536.578421 nChanged 0 SP:Iteration 27F (406.900958 sec): 3 clusters Score: Raw -194172.174260 + Penalty 2635.595839 = -191536.578421 nChanged 0 Trying to split cluster 20 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (406.927030 sec): 2 clusters Score: Raw -29436.976319 + Penalty 1029.734181 = -28407.242138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (406.976516 sec): 3 clusters Score: Raw -29350.043831 + Penalty 2059.468363 = -27290.575469 nChanged 128 SP:Iteration 1F (407.026235 sec): 3 clusters Score: Raw -29544.266256 + Penalty 2059.468363 = -27484.797893 nChanged 35 SP:Iteration 2F (407.074360 sec): 3 clusters Score: Raw -29622.071157 + Penalty 2059.468363 = -27562.602794 nChanged 26 SP:Iteration 3Q (407.123990 sec): 3 clusters Score: Raw -29696.602038 + Penalty 2059.468363 = -27637.133675 nChanged 14 SP:Iteration 4Q (407.173206 sec): 3 clusters Score: Raw -29730.184245 + Penalty 2059.468363 = -27670.715883 nChanged 8 SP:Iteration 5Q (407.220499 sec): 3 clusters Score: Raw -29752.522085 + Penalty 2059.468363 = -27693.053722 nChanged 16 SP:Iteration 6Q (407.267230 sec): 3 clusters Score: Raw -29784.973623 + Penalty 2059.468363 = -27725.505261 nChanged 12 SP:Iteration 7Q (407.321335 sec): 3 clusters Score: Raw -29810.777891 + Penalty 2059.468363 = -27751.309528 nChanged 10 SP:Iteration 8Q (407.367568 sec): 3 clusters Score: Raw -29825.305647 + Penalty 2059.468363 = -27765.837285 nChanged 7 SP:Iteration 9Q (407.417035 sec): 3 clusters Score: Raw -29840.806057 + Penalty 2059.468363 = -27781.337695 nChanged 9 SP:Iteration 10Q (407.462001 sec): 3 clusters Score: Raw -29853.157144 + Penalty 2059.468363 = -27793.688781 nChanged 6 SP:Iteration 11Q (407.513476 sec): 3 clusters Score: Raw -29865.668595 + Penalty 2059.468363 = -27806.200232 nChanged 3 SP:Iteration 12Q (407.563616 sec): 3 clusters Score: Raw -29873.015891 + Penalty 2059.468363 = -27813.547528 nChanged 5 SP:Iteration 13Q (407.614791 sec): 3 clusters Score: Raw -29882.377422 + Penalty 2059.468363 = -27822.909059 nChanged 4 SP:Iteration 14Q (407.664644 sec): 3 clusters Score: Raw -29887.580911 + Penalty 2059.468363 = -27828.112549 nChanged 3 SP:Iteration 15Q (407.714446 sec): 3 clusters Score: Raw -29894.659649 + Penalty 2059.468363 = -27835.191287 nChanged 2 SP:Iteration 16Q (407.759675 sec): 3 clusters Score: Raw -29897.566304 + Penalty 2059.468363 = -27838.097941 nChanged 1 SP:Iteration 17Q (407.808829 sec): 3 clusters Score: Raw -29899.533155 + Penalty 2059.468363 = -27840.064792 nChanged 1 SP:Iteration 18Q (407.854169 sec): 3 clusters Score: Raw -29900.336411 + Penalty 2059.468363 = -27840.868048 nChanged 0 SP:Iteration 19F (407.908002 sec): 3 clusters Score: Raw -29900.336411 + Penalty 2059.468363 = -27840.868048 nChanged 0 Trying to split cluster 21 (5476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.944882 sec): 2 clusters Score: Raw -342138.270133 + Penalty 1398.821155 = -340739.448978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.991608 sec): 3 clusters Score: Raw -339244.781965 + Penalty 2797.642311 = -336447.139654 nChanged 2204 SP:Iteration 1F (408.055832 sec): 3 clusters Score: Raw -340438.129325 + Penalty 2797.642311 = -337640.487014 nChanged 381 SP:Iteration 2F (408.112813 sec): 3 clusters Score: Raw -340621.634440 + Penalty 2797.642311 = -337823.992130 nChanged 273 SP:Iteration 3Q (408.158171 sec): 3 clusters Score: Raw -340770.101017 + Penalty 2797.642311 = -337972.458707 nChanged 265 SP:Iteration 4Q (408.217354 sec): 3 clusters Score: Raw -340919.537205 + Penalty 2797.642311 = -338121.894894 nChanged 260 SP:Iteration 5Q (408.286956 sec): 3 clusters Score: Raw -341067.467209 + Penalty 2797.642311 = -338269.824899 nChanged 250 SP:Iteration 6Q (408.344590 sec): 3 clusters Score: Raw -341230.816164 + Penalty 2797.642311 = -338433.173854 nChanged 250 SP:Iteration 7Q (408.401859 sec): 3 clusters Score: Raw -341402.299427 + Penalty 2797.642311 = -338604.657117 nChanged 254 SP:Iteration 8Q (408.452757 sec): 3 clusters Score: Raw -341584.366965 + Penalty 2797.642311 = -338786.724654 nChanged 238 SP:Iteration 9Q (408.513455 sec): 3 clusters Score: Raw -341769.883366 + Penalty 2797.642311 = -338972.241056 nChanged 222 SP:Iteration 10Q (408.569310 sec): 3 clusters Score: Raw -341952.895120 + Penalty 2797.642311 = -339155.252809 nChanged 166 SP:Iteration 11Q (408.617853 sec): 3 clusters Score: Raw -342089.064812 + Penalty 2797.642311 = -339291.422502 nChanged 130 SP:Iteration 12Q (408.675205 sec): 3 clusters Score: Raw -342197.781619 + Penalty 2797.642311 = -339400.139308 nChanged 99 SP:Iteration 13Q (408.723008 sec): 3 clusters Score: Raw -342258.899766 + Penalty 2797.642311 = -339461.257456 nChanged 70 SP:Iteration 14Q (408.787934 sec): 3 clusters Score: Raw -342302.003910 + Penalty 2797.642311 = -339504.361600 nChanged 54 SP:Iteration 15Q (408.845838 sec): 3 clusters Score: Raw -342334.720500 + Penalty 2797.642311 = -339537.078190 nChanged 32 SP:Iteration 16Q (408.905959 sec): 3 clusters Score: Raw -342351.484328 + Penalty 2797.642311 = -339553.842017 nChanged 19 SP:Iteration 17Q (408.951584 sec): 3 clusters Score: Raw -342361.961368 + Penalty 2797.642311 = -339564.319057 nChanged 25 SP:Iteration 18Q (409.004426 sec): 3 clusters Score: Raw -342373.682187 + Penalty 2797.642311 = -339576.039876 nChanged 17 SP:Iteration 19Q (409.058542 sec): 3 clusters Score: Raw -342385.007535 + Penalty 2797.642311 = -339587.365224 nChanged 18 SP:Iteration 20F (409.128546 sec): 3 clusters Score: Raw -342396.258307 + Penalty 2797.642311 = -339598.615996 nChanged 16 SP:Iteration 21Q (409.180591 sec): 3 clusters Score: Raw -342404.522542 + Penalty 2797.642311 = -339606.880231 nChanged 19 SP:Iteration 22Q (409.237787 sec): 3 clusters Score: Raw -342415.490641 + Penalty 2797.642311 = -339617.848330 nChanged 20 SP:Iteration 23Q (409.281059 sec): 3 clusters Score: Raw -342425.228473 + Penalty 2797.642311 = -339627.586162 nChanged 15 SP:Iteration 24Q (409.337403 sec): 3 clusters Score: Raw -342432.862422 + Penalty 2797.642311 = -339635.220112 nChanged 15 SP:Iteration 25Q (409.403314 sec): 3 clusters Score: Raw -342441.206090 + Penalty 2797.642311 = -339643.563780 nChanged 15 SP:Iteration 26Q (409.460599 sec): 3 clusters Score: Raw -342450.286287 + Penalty 2797.642311 = -339652.643976 nChanged 17 SP:Iteration 27Q (409.511871 sec): 3 clusters Score: Raw -342457.044561 + Penalty 2797.642311 = -339659.402251 nChanged 6 SP:Iteration 28Q (409.564762 sec): 3 clusters Score: Raw -342459.083199 + Penalty 2797.642311 = -339661.440889 nChanged 3 SP:Iteration 29Q (409.619512 sec): 3 clusters Score: Raw -342460.723337 + Penalty 2797.642311 = -339663.081027 nChanged 6 SP:Iteration 30Q (409.664801 sec): 3 clusters Score: Raw -342464.529795 + Penalty 2797.642311 = -339666.887484 nChanged 7 SP:Iteration 31Q (409.732515 sec): 3 clusters Score: Raw -342467.955967 + Penalty 2797.642311 = -339670.313656 nChanged 2 SP:Iteration 32Q (409.791573 sec): 3 clusters Score: Raw -342468.414551 + Penalty 2797.642311 = -339670.772240 nChanged 0 SP:Iteration 33F (409.841390 sec): 3 clusters Score: Raw -342468.414551 + Penalty 2797.642311 = -339670.772240 nChanged 0 Iteration 99Q (411.506772 sec): 22 clusters Score: Raw -15314267.018243 + Penalty 42613.800458 = -15271653.217785 nChanged 89 Iteration 100F (415.302054 sec): 22 clusters Score: Raw -15314272.872752 + Penalty 42613.800458 = -15271659.072294 nChanged 88 Iteration 101Q (417.030652 sec): 22 clusters Score: Raw -15314278.831594 + Penalty 42613.800458 = -15271665.031136 nChanged 91 Iteration 102Q (418.776477 sec): 22 clusters Score: Raw -15314283.436186 + Penalty 42613.800458 = -15271669.635728 nChanged 71 Iteration 103Q (420.517286 sec): 22 clusters Score: Raw -15314287.878161 + Penalty 42613.800458 = -15271674.077703 nChanged 66 Iteration 104Q (422.228856 sec): 22 clusters Score: Raw -15314291.517996 + Penalty 42613.800458 = -15271677.717538 nChanged 63 Iteration 105Q (423.741666 sec): 22 clusters Score: Raw -15314294.931088 + Penalty 42613.800458 = -15271681.130630 nChanged 57 Iteration 106Q (425.555532 sec): 22 clusters Score: Raw -15314297.919826 + Penalty 42613.800458 = -15271684.119368 nChanged 46 Iteration 107Q (427.301194 sec): 22 clusters Score: Raw -15314299.501206 + Penalty 42613.800458 = -15271685.700748 nChanged 37 Iteration 108Q (429.028067 sec): 22 clusters Score: Raw -15314300.690403 + Penalty 42613.800458 = -15271686.889945 nChanged 46 Iteration 109Q (430.843323 sec): 22 clusters Score: Raw -15314302.596484 + Penalty 42613.800458 = -15271688.796026 nChanged 45 Iteration 110Q (432.441581 sec): 22 clusters Score: Raw -15314303.948056 + Penalty 42613.800458 = -15271690.147598 nChanged 52 Iteration 111Q (434.077653 sec): 22 clusters Score: Raw -15314306.280973 + Penalty 42613.800458 = -15271692.480515 nChanged 74 Iteration 112Q (435.961157 sec): 22 clusters Score: Raw -15314310.349007 + Penalty 42613.800458 = -15271696.548549 nChanged 74 Iteration 113Q (437.723847 sec): 22 clusters Score: Raw -15314314.643066 + Penalty 42613.800458 = -15271700.842608 nChanged 81 Iteration 114Q (439.486932 sec): 22 clusters Score: Raw -15314320.350610 + Penalty 42613.800458 = -15271706.550152 nChanged 89 Iteration 115Q (441.215172 sec): 22 clusters Score: Raw -15314325.288800 + Penalty 42613.800458 = -15271711.488342 nChanged 87 Iteration 116Q (442.887951 sec): 22 clusters Score: Raw -15314329.676238 + Penalty 42613.800458 = -15271715.875780 nChanged 86 Iteration 117Q (444.796975 sec): 22 clusters Score: Raw -15314334.502253 + Penalty 42613.800458 = -15271720.701795 nChanged 94 Iteration 118Q (446.328103 sec): 22 clusters Score: Raw -15314339.205767 + Penalty 42613.800458 = -15271725.405308 nChanged 84 Iteration 119Q (448.003564 sec): 22 clusters Score: Raw -15314344.000260 + Penalty 42613.800458 = -15271730.199802 nChanged 82 Iteration 120F (451.802165 sec): 22 clusters Score: Raw -15314347.724631 + Penalty 42613.800458 = -15271733.924172 nChanged 79 Iteration 121Q (453.558507 sec): 22 clusters Score: Raw -15314351.962859 + Penalty 42613.800458 = -15271738.162401 nChanged 64 Iteration 122Q (455.368966 sec): 22 clusters Score: Raw -15314355.428124 + Penalty 42613.800458 = -15271741.627666 nChanged 69 Iteration 123Q (457.171251 sec): 22 clusters Score: Raw -15314358.580197 + Penalty 42613.800458 = -15271744.779739 nChanged 63 Iteration 124Q (458.887036 sec): 22 clusters Score: Raw -15314361.236482 + Penalty 42613.800458 = -15271747.436023 nChanged 59 Iteration 125Q (460.675393 sec): 22 clusters Score: Raw -15314364.155596 + Penalty 42613.800458 = -15271750.355137 nChanged 60 Iteration 126Q (462.340337 sec): 22 clusters Score: Raw -15314367.603719 + Penalty 42613.800458 = -15271753.803261 nChanged 65 Iteration 127Q (464.071316 sec): 22 clusters Score: Raw -15314370.622082 + Penalty 42613.800458 = -15271756.821624 nChanged 52 Iteration 128Q (465.826695 sec): 22 clusters Score: Raw -15314372.753664 + Penalty 42613.800458 = -15271758.953206 nChanged 33 Iteration 129Q (467.470783 sec): 22 clusters Score: Raw -15314374.310535 + Penalty 42613.800458 = -15271760.510077 nChanged 38 Iteration 130Q (469.002635 sec): 22 clusters Score: Raw -15314376.221632 + Penalty 42613.800458 = -15271762.421174 nChanged 39 Iteration 131Q (470.895591 sec): 22 clusters Score: Raw -15314378.220872 + Penalty 42613.800458 = -15271764.420414 nChanged 48 Iteration 132Q (472.437526 sec): 22 clusters Score: Raw -15314380.227195 + Penalty 42613.800458 = -15271766.426737 nChanged 37 Iteration 133Q (474.216224 sec): 22 clusters Score: Raw -15314382.693435 + Penalty 42613.800458 = -15271768.892977 nChanged 36 Iteration 134Q (475.927070 sec): 22 clusters Score: Raw -15314384.488217 + Penalty 42613.800458 = -15271770.687759 nChanged 27 Iteration 135Q (477.572583 sec): 22 clusters Score: Raw -15314385.432083 + Penalty 42613.800458 = -15271771.631625 nChanged 19 Iteration 136Q (479.208504 sec): 22 clusters Score: Raw -15314386.274175 + Penalty 42613.800458 = -15271772.473717 nChanged 23 Iteration 137Q (480.883297 sec): 22 clusters Score: Raw -15314387.200952 + Penalty 42613.800458 = -15271773.400494 nChanged 14 Iteration 138Q (482.383571 sec): 22 clusters Score: Raw -15314387.605101 + Penalty 42613.800458 = -15271773.804643 nChanged 16 Writing temp clu file Because OldScore, -15271773.400494, is greater than current (better) Score,-15271773.804643 Compute initial score before splitting: Score: Raw -15314387.605101 + Penalty 42613.800458 = -15271773.804643 Trying to split cluster 1 (69018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (482.583252 sec): 2 clusters Score: Raw -4186490.834325 + Penalty 1810.594926 = -4184680.239399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (482.741316 sec): 3 clusters Score: Raw -4141958.066910 + Penalty 3621.189851 = -4138336.877059 nChanged 32755 SP:Iteration 1F (482.903490 sec): 3 clusters Score: Raw -4161978.060951 + Penalty 3621.189851 = -4158356.871100 nChanged 3466 SP:Iteration 2F (483.060317 sec): 3 clusters Score: Raw -4163421.750074 + Penalty 3621.189851 = -4159800.560223 nChanged 3684 SP:Iteration 3F (483.223934 sec): 3 clusters Score: Raw -4165246.752935 + Penalty 3621.189851 = -4161625.563083 nChanged 4104 SP:Iteration 4F (483.384861 sec): 3 clusters Score: Raw -4167719.069995 + Penalty 3621.189851 = -4164097.880144 nChanged 4461 SP:Iteration 5F (483.556759 sec): 3 clusters Score: Raw -4170692.747369 + Penalty 3621.189851 = -4167071.557518 nChanged 4414 SP:Iteration 6F (483.709767 sec): 3 clusters Score: Raw -4173808.628171 + Penalty 3621.189851 = -4170187.438319 nChanged 4127 SP:Iteration 7F (483.887536 sec): 3 clusters Score: Raw -4176554.919533 + Penalty 3621.189851 = -4172933.729682 nChanged 3349 SP:Iteration 8Q (484.052151 sec): 3 clusters Score: Raw -4178421.146232 + Penalty 3621.189851 = -4174799.956381 nChanged 2430 SP:Iteration 9Q (484.211931 sec): 3 clusters Score: Raw -4179512.206774 + Penalty 3621.189851 = -4175891.016923 nChanged 1732 SP:Iteration 10Q (484.368908 sec): 3 clusters Score: Raw -4180194.762717 + Penalty 3621.189851 = -4176573.572866 nChanged 1380 SP:Iteration 11Q (484.523479 sec): 3 clusters Score: Raw -4180706.304213 + Penalty 3621.189851 = -4177085.114361 nChanged 1191 SP:Iteration 12Q (484.683353 sec): 3 clusters Score: Raw -4181143.564841 + Penalty 3621.189851 = -4177522.374989 nChanged 1132 SP:Iteration 13Q (484.858232 sec): 3 clusters Score: Raw -4181570.161348 + Penalty 3621.189851 = -4177948.971496 nChanged 1111 SP:Iteration 14Q (485.019880 sec): 3 clusters Score: Raw -4181983.562717 + Penalty 3621.189851 = -4178362.372866 nChanged 1070 SP:Iteration 15Q (485.174944 sec): 3 clusters Score: Raw -4182343.402666 + Penalty 3621.189851 = -4178722.212814 nChanged 932 SP:Iteration 16Q (485.322165 sec): 3 clusters Score: Raw -4182627.334681 + Penalty 3621.189851 = -4179006.144830 nChanged 835 SP:Iteration 17Q (485.480651 sec): 3 clusters Score: Raw -4182863.649962 + Penalty 3621.189851 = -4179242.460111 nChanged 769 SP:Iteration 18Q (485.644428 sec): 3 clusters Score: Raw -4183067.490891 + Penalty 3621.189851 = -4179446.301040 nChanged 660 SP:Iteration 19Q (485.803366 sec): 3 clusters Score: Raw -4183210.411894 + Penalty 3621.189851 = -4179589.222043 nChanged 520 SP:Iteration 20F (485.961922 sec): 3 clusters Score: Raw -4183305.755175 + Penalty 3621.189851 = -4179684.565324 nChanged 450 SP:Iteration 21Q (486.125731 sec): 3 clusters Score: Raw -4183379.079171 + Penalty 3621.189851 = -4179757.889320 nChanged 410 SP:Iteration 22Q (486.279767 sec): 3 clusters Score: Raw -4183436.358071 + Penalty 3621.189851 = -4179815.168220 nChanged 361 SP:Iteration 23Q (486.435528 sec): 3 clusters Score: Raw -4183478.481339 + Penalty 3621.189851 = -4179857.291488 nChanged 298 SP:Iteration 24Q (486.595693 sec): 3 clusters Score: Raw -4183509.066604 + Penalty 3621.189851 = -4179887.876752 nChanged 225 SP:Iteration 25Q (486.750493 sec): 3 clusters Score: Raw -4183529.815723 + Penalty 3621.189851 = -4179908.625871 nChanged 190 SP:Iteration 26Q (486.905001 sec): 3 clusters Score: Raw -4183543.153328 + Penalty 3621.189851 = -4179921.963476 nChanged 138 SP:Iteration 27Q (487.052097 sec): 3 clusters Score: Raw -4183552.089110 + Penalty 3621.189851 = -4179930.899259 nChanged 132 SP:Iteration 28Q (487.197716 sec): 3 clusters Score: Raw -4183560.056168 + Penalty 3621.189851 = -4179938.866316 nChanged 111 SP:Iteration 29Q (487.353027 sec): 3 clusters Score: Raw -4183566.905085 + Penalty 3621.189851 = -4179945.715233 nChanged 103 SP:Iteration 30Q (487.499549 sec): 3 clusters Score: Raw -4183572.689935 + Penalty 3621.189851 = -4179951.500084 nChanged 97 SP:Iteration 31Q (487.660516 sec): 3 clusters Score: Raw -4183578.291754 + Penalty 3621.189851 = -4179957.101903 nChanged 105 SP:Iteration 32Q (487.814228 sec): 3 clusters Score: Raw -4183582.455010 + Penalty 3621.189851 = -4179961.265159 nChanged 70 SP:Iteration 33Q (487.982405 sec): 3 clusters Score: Raw -4183585.066323 + Penalty 3621.189851 = -4179963.876472 nChanged 58 SP:Iteration 34Q (488.142685 sec): 3 clusters Score: Raw -4183587.371716 + Penalty 3621.189851 = -4179966.181865 nChanged 66 SP:Iteration 35Q (488.291274 sec): 3 clusters Score: Raw -4183590.552617 + Penalty 3621.189851 = -4179969.362766 nChanged 68 SP:Iteration 36Q (488.451301 sec): 3 clusters Score: Raw -4183593.712003 + Penalty 3621.189851 = -4179972.522152 nChanged 67 SP:Iteration 37Q (488.601749 sec): 3 clusters Score: Raw -4183596.127429 + Penalty 3621.189851 = -4179974.937578 nChanged 68 SP:Iteration 38Q (488.762305 sec): 3 clusters Score: Raw -4183599.021285 + Penalty 3621.189851 = -4179977.831433 nChanged 78 SP:Iteration 39Q (488.911616 sec): 3 clusters Score: Raw -4183602.084431 + Penalty 3621.189851 = -4179980.894580 nChanged 64 SP:Iteration 40F (489.064964 sec): 3 clusters Score: Raw -4183603.940291 + Penalty 3621.189851 = -4179982.750439 nChanged 41 SP:Iteration 41Q (489.226124 sec): 3 clusters Score: Raw -4183604.981191 + Penalty 3621.189851 = -4179983.791339 nChanged 28 SP:Iteration 42Q (489.385397 sec): 3 clusters Score: Raw -4183605.664307 + Penalty 3621.189851 = -4179984.474456 nChanged 20 SP:Iteration 43Q (489.538181 sec): 3 clusters Score: Raw -4183606.109364 + Penalty 3621.189851 = -4179984.919513 nChanged 19 SP:Iteration 44Q (489.697758 sec): 3 clusters Score: Raw -4183606.557928 + Penalty 3621.189851 = -4179985.368077 nChanged 20 SP:Iteration 45Q (489.843965 sec): 3 clusters Score: Raw -4183607.006131 + Penalty 3621.189851 = -4179985.816279 nChanged 18 SP:Iteration 46Q (490.000347 sec): 3 clusters Score: Raw -4183607.387075 + Penalty 3621.189851 = -4179986.197223 nChanged 16 SP:Iteration 47Q (490.159334 sec): 3 clusters Score: Raw -4183607.631561 + Penalty 3621.189851 = -4179986.441709 nChanged 9 SP:Iteration 48Q (490.311425 sec): 3 clusters Score: Raw -4183607.777126 + Penalty 3621.189851 = -4179986.587275 nChanged 14 SP:Iteration 49Q (490.467174 sec): 3 clusters Score: Raw -4183607.988466 + Penalty 3621.189851 = -4179986.798614 nChanged 10 SP:Iteration 50Q (490.623992 sec): 3 clusters Score: Raw -4183608.128977 + Penalty 3621.189851 = -4179986.939125 nChanged 8 SP:Iteration 51Q (490.788637 sec): 3 clusters Score: Raw -4183608.288665 + Penalty 3621.189851 = -4179987.098814 nChanged 7 SP:Iteration 52Q (490.951586 sec): 3 clusters Score: Raw -4183608.392474 + Penalty 3621.189851 = -4179987.202623 nChanged 6 SP:Iteration 53Q (491.101572 sec): 3 clusters Score: Raw -4183608.455172 + Penalty 3621.189851 = -4179987.265320 nChanged 3 SP:Iteration 54Q (491.260885 sec): 3 clusters Score: Raw -4183608.493300 + Penalty 3621.189851 = -4179987.303448 nChanged 2 SP:Iteration 55Q (491.417114 sec): 3 clusters Score: Raw -4183608.510750 + Penalty 3621.189851 = -4179987.320898 nChanged 2 SP:Iteration 56Q (491.578078 sec): 3 clusters Score: Raw -4183608.553299 + Penalty 3621.189851 = -4179987.363448 nChanged 3 SP:Iteration 57Q (491.757365 sec): 3 clusters Score: Raw -4183608.594982 + Penalty 3621.189851 = -4179987.405131 nChanged 2 SP:Iteration 58Q (491.907440 sec): 3 clusters Score: Raw -4183608.612637 + Penalty 3621.189851 = -4179987.422785 nChanged 3 SP:Iteration 59Q (492.056908 sec): 3 clusters Score: Raw -4183608.651085 + Penalty 3621.189851 = -4179987.461233 nChanged 3 SP:Iteration 60F (492.209942 sec): 3 clusters Score: Raw -4183608.691115 + Penalty 3621.189851 = -4179987.501264 nChanged 1 SP:Iteration 61Q (492.375305 sec): 3 clusters Score: Raw -4183608.706252 + Penalty 3621.189851 = -4179987.516401 nChanged 0 SP:Iteration 62F (492.537211 sec): 3 clusters Score: Raw -4183608.706252 + Penalty 3621.189851 = -4179987.516401 nChanged 0 Trying to split cluster 2 (26455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (492.600000 sec): 2 clusters Score: Raw -1622798.143353 + Penalty 1654.770074 = -1621143.373279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (492.692751 sec): 3 clusters Score: Raw -1606527.654928 + Penalty 3309.540148 = -1603218.114780 nChanged 12178 SP:Iteration 1F (492.785352 sec): 3 clusters Score: Raw -1613358.219998 + Penalty 3309.540148 = -1610048.679850 nChanged 1379 SP:Iteration 2F (492.877872 sec): 3 clusters Score: Raw -1613884.847229 + Penalty 3309.540148 = -1610575.307081 nChanged 1367 SP:Iteration 3F (492.970356 sec): 3 clusters Score: Raw -1614484.412560 + Penalty 3309.540148 = -1611174.872412 nChanged 1416 SP:Iteration 4F (493.053809 sec): 3 clusters Score: Raw -1615228.247634 + Penalty 3309.540148 = -1611918.707486 nChanged 1584 SP:Iteration 5F (493.146518 sec): 3 clusters Score: Raw -1616237.443281 + Penalty 3309.540148 = -1612927.903133 nChanged 1724 SP:Iteration 6F (493.234902 sec): 3 clusters Score: Raw -1617516.612873 + Penalty 3309.540148 = -1614207.072725 nChanged 1687 SP:Iteration 7F (493.322448 sec): 3 clusters Score: Raw -1618902.283274 + Penalty 3309.540148 = -1615592.743126 nChanged 1419 SP:Iteration 8F (493.408966 sec): 3 clusters Score: Raw -1620056.483190 + Penalty 3309.540148 = -1616746.943042 nChanged 1073 SP:Iteration 9Q (493.509440 sec): 3 clusters Score: Raw -1620823.568806 + Penalty 3309.540148 = -1617514.028658 nChanged 779 SP:Iteration 10Q (493.601745 sec): 3 clusters Score: Raw -1621300.783317 + Penalty 3309.540148 = -1617991.243169 nChanged 531 SP:Iteration 11Q (493.689805 sec): 3 clusters Score: Raw -1621590.910917 + Penalty 3309.540148 = -1618281.370769 nChanged 440 SP:Iteration 12Q (493.780656 sec): 3 clusters Score: Raw -1621823.109227 + Penalty 3309.540148 = -1618513.569079 nChanged 371 SP:Iteration 13Q (493.870073 sec): 3 clusters Score: Raw -1621997.153370 + Penalty 3309.540148 = -1618687.613222 nChanged 305 SP:Iteration 14Q (493.957134 sec): 3 clusters Score: Raw -1622140.183017 + Penalty 3309.540148 = -1618830.642869 nChanged 265 SP:Iteration 15Q (494.045959 sec): 3 clusters Score: Raw -1622267.580404 + Penalty 3309.540148 = -1618958.040256 nChanged 241 SP:Iteration 16Q (494.129827 sec): 3 clusters Score: Raw -1622376.017945 + Penalty 3309.540148 = -1619066.477797 nChanged 198 SP:Iteration 17Q (494.209428 sec): 3 clusters Score: Raw -1622459.257356 + Penalty 3309.540148 = -1619149.717208 nChanged 154 SP:Iteration 18Q (494.295618 sec): 3 clusters Score: Raw -1622520.478151 + Penalty 3309.540148 = -1619210.938003 nChanged 160 SP:Iteration 19Q (494.370485 sec): 3 clusters Score: Raw -1622585.091934 + Penalty 3309.540148 = -1619275.551786 nChanged 143 SP:Iteration 20F (494.458901 sec): 3 clusters Score: Raw -1622648.574874 + Penalty 3309.540148 = -1619339.034726 nChanged 113 SP:Iteration 21Q (494.549741 sec): 3 clusters Score: Raw -1622692.547272 + Penalty 3309.540148 = -1619383.007124 nChanged 99 SP:Iteration 22Q (494.636817 sec): 3 clusters Score: Raw -1622730.375067 + Penalty 3309.540148 = -1619420.834919 nChanged 98 SP:Iteration 23Q (494.713171 sec): 3 clusters Score: Raw -1622774.327645 + Penalty 3309.540148 = -1619464.787497 nChanged 96 SP:Iteration 24Q (494.805459 sec): 3 clusters Score: Raw -1622820.699800 + Penalty 3309.540148 = -1619511.159652 nChanged 81 SP:Iteration 25Q (494.888705 sec): 3 clusters Score: Raw -1622851.441628 + Penalty 3309.540148 = -1619541.901480 nChanged 63 SP:Iteration 26Q (494.971330 sec): 3 clusters Score: Raw -1622877.404528 + Penalty 3309.540148 = -1619567.864380 nChanged 52 SP:Iteration 27Q (495.053059 sec): 3 clusters Score: Raw -1622897.255754 + Penalty 3309.540148 = -1619587.715606 nChanged 44 SP:Iteration 28Q (495.137311 sec): 3 clusters Score: Raw -1622914.742085 + Penalty 3309.540148 = -1619605.201937 nChanged 42 SP:Iteration 29Q (495.217820 sec): 3 clusters Score: Raw -1622935.118037 + Penalty 3309.540148 = -1619625.577889 nChanged 42 SP:Iteration 30Q (495.299360 sec): 3 clusters Score: Raw -1622954.709387 + Penalty 3309.540148 = -1619645.169239 nChanged 44 SP:Iteration 31Q (495.377467 sec): 3 clusters Score: Raw -1622976.066366 + Penalty 3309.540148 = -1619666.526218 nChanged 40 SP:Iteration 32Q (495.455226 sec): 3 clusters Score: Raw -1622992.970973 + Penalty 3309.540148 = -1619683.430825 nChanged 30 SP:Iteration 33Q (495.536511 sec): 3 clusters Score: Raw -1623005.770273 + Penalty 3309.540148 = -1619696.230125 nChanged 19 SP:Iteration 34Q (495.626581 sec): 3 clusters Score: Raw -1623013.585853 + Penalty 3309.540148 = -1619704.045705 nChanged 17 SP:Iteration 35Q (495.711024 sec): 3 clusters Score: Raw -1623021.070212 + Penalty 3309.540148 = -1619711.530064 nChanged 18 SP:Iteration 36Q (495.794438 sec): 3 clusters Score: Raw -1623029.981191 + Penalty 3309.540148 = -1619720.441043 nChanged 15 SP:Iteration 37Q (495.881052 sec): 3 clusters Score: Raw -1623035.169239 + Penalty 3309.540148 = -1619725.629091 nChanged 12 SP:Iteration 38Q (495.967363 sec): 3 clusters Score: Raw -1623037.910019 + Penalty 3309.540148 = -1619728.369871 nChanged 10 SP:Iteration 39Q (496.050689 sec): 3 clusters Score: Raw -1623039.655868 + Penalty 3309.540148 = -1619730.115720 nChanged 3 SP:Iteration 40F (496.137857 sec): 3 clusters Score: Raw -1623040.590434 + Penalty 3309.540148 = -1619731.050286 nChanged 1 SP:Iteration 41Q (496.214989 sec): 3 clusters Score: Raw -1623040.827320 + Penalty 3309.540148 = -1619731.287172 nChanged 0 SP:Iteration 42F (496.316863 sec): 3 clusters Score: Raw -1623040.827320 + Penalty 3309.540148 = -1619731.287172 nChanged 0 Trying to split cluster 3 (4753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (496.351275 sec): 2 clusters Score: Raw -296181.060826 + Penalty 1375.811332 = -294805.249493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (496.406436 sec): 3 clusters Score: Raw -293696.915488 + Penalty 2751.622665 = -290945.292823 nChanged 1894 SP:Iteration 1F (496.457345 sec): 3 clusters Score: Raw -294757.342123 + Penalty 2751.622665 = -292005.719458 nChanged 328 SP:Iteration 2F (496.502931 sec): 3 clusters Score: Raw -294946.323608 + Penalty 2751.622665 = -292194.700944 nChanged 254 SP:Iteration 3F (496.554360 sec): 3 clusters Score: Raw -295100.341038 + Penalty 2751.622665 = -292348.718374 nChanged 242 SP:Iteration 4F (496.611553 sec): 3 clusters Score: Raw -295246.777750 + Penalty 2751.622665 = -292495.155085 nChanged 215 SP:Iteration 5Q (496.671861 sec): 3 clusters Score: Raw -295381.563632 + Penalty 2751.622665 = -292629.940967 nChanged 204 SP:Iteration 6Q (496.722282 sec): 3 clusters Score: Raw -295505.825905 + Penalty 2751.622665 = -292754.203240 nChanged 182 SP:Iteration 7Q (496.771521 sec): 3 clusters Score: Raw -295608.762165 + Penalty 2751.622665 = -292857.139500 nChanged 171 SP:Iteration 8Q (496.832644 sec): 3 clusters Score: Raw -295711.058438 + Penalty 2751.622665 = -292959.435773 nChanged 163 SP:Iteration 9Q (496.882189 sec): 3 clusters Score: Raw -295811.607729 + Penalty 2751.622665 = -293059.985064 nChanged 159 SP:Iteration 10Q (496.951579 sec): 3 clusters Score: Raw -295894.233305 + Penalty 2751.622665 = -293142.610640 nChanged 140 SP:Iteration 11Q (496.997519 sec): 3 clusters Score: Raw -295974.658951 + Penalty 2751.622665 = -293223.036286 nChanged 127 SP:Iteration 12Q (497.050397 sec): 3 clusters Score: Raw -296053.348303 + Penalty 2751.622665 = -293301.725638 nChanged 125 SP:Iteration 13Q (497.110545 sec): 3 clusters Score: Raw -296128.866051 + Penalty 2751.622665 = -293377.243386 nChanged 118 SP:Iteration 14Q (497.171095 sec): 3 clusters Score: Raw -296193.805735 + Penalty 2751.622665 = -293442.183070 nChanged 87 SP:Iteration 15Q (497.226582 sec): 3 clusters Score: Raw -296242.576359 + Penalty 2751.622665 = -293490.953694 nChanged 70 SP:Iteration 16Q (497.268791 sec): 3 clusters Score: Raw -296273.278098 + Penalty 2751.622665 = -293521.655433 nChanged 46 SP:Iteration 17Q (497.333569 sec): 3 clusters Score: Raw -296291.676366 + Penalty 2751.622665 = -293540.053701 nChanged 50 SP:Iteration 18Q (497.386044 sec): 3 clusters Score: Raw -296310.073827 + Penalty 2751.622665 = -293558.451162 nChanged 45 SP:Iteration 19Q (497.438017 sec): 3 clusters Score: Raw -296325.745445 + Penalty 2751.622665 = -293574.122780 nChanged 36 SP:Iteration 20F (497.497862 sec): 3 clusters Score: Raw -296338.239970 + Penalty 2751.622665 = -293586.617305 nChanged 41 SP:Iteration 21Q (497.554291 sec): 3 clusters Score: Raw -296351.633722 + Penalty 2751.622665 = -293600.011057 nChanged 38 SP:Iteration 22Q (497.595769 sec): 3 clusters Score: Raw -296364.687765 + Penalty 2751.622665 = -293613.065100 nChanged 43 SP:Iteration 23Q (497.656903 sec): 3 clusters Score: Raw -296377.549694 + Penalty 2751.622665 = -293625.927029 nChanged 35 SP:Iteration 24Q (497.713420 sec): 3 clusters Score: Raw -296390.222150 + Penalty 2751.622665 = -293638.599485 nChanged 33 SP:Iteration 25Q (497.760410 sec): 3 clusters Score: Raw -296401.752976 + Penalty 2751.622665 = -293650.130312 nChanged 33 SP:Iteration 26Q (497.821951 sec): 3 clusters Score: Raw -296414.220594 + Penalty 2751.622665 = -293662.597929 nChanged 36 SP:Iteration 27Q (497.872070 sec): 3 clusters Score: Raw -296427.022393 + Penalty 2751.622665 = -293675.399728 nChanged 30 SP:Iteration 28Q (497.927545 sec): 3 clusters Score: Raw -296436.379109 + Penalty 2751.622665 = -293684.756444 nChanged 33 SP:Iteration 29Q (497.972836 sec): 3 clusters Score: Raw -296452.687543 + Penalty 2751.622665 = -293701.064878 nChanged 50 SP:Iteration 30Q (498.039112 sec): 3 clusters Score: Raw -296476.382579 + Penalty 2751.622665 = -293724.759914 nChanged 47 SP:Iteration 31Q (498.091689 sec): 3 clusters Score: Raw -296496.191142 + Penalty 2751.622665 = -293744.568477 nChanged 50 SP:Iteration 32Q (498.146472 sec): 3 clusters Score: Raw -296517.216348 + Penalty 2751.622665 = -293765.593683 nChanged 51 SP:Iteration 33Q (498.206982 sec): 3 clusters Score: Raw -296544.542228 + Penalty 2751.622665 = -293792.919563 nChanged 58 SP:Iteration 34Q (498.254631 sec): 3 clusters Score: Raw -296573.938340 + Penalty 2751.622665 = -293822.315675 nChanged 53 SP:Iteration 35Q (498.321006 sec): 3 clusters Score: Raw -296597.923472 + Penalty 2751.622665 = -293846.300808 nChanged 48 SP:Iteration 36Q (498.371393 sec): 3 clusters Score: Raw -296616.358922 + Penalty 2751.622665 = -293864.736258 nChanged 37 SP:Iteration 37Q (498.432300 sec): 3 clusters Score: Raw -296632.331619 + Penalty 2751.622665 = -293880.708954 nChanged 43 SP:Iteration 38Q (498.487394 sec): 3 clusters Score: Raw -296648.006469 + Penalty 2751.622665 = -293896.383804 nChanged 33 SP:Iteration 39Q (498.539484 sec): 3 clusters Score: Raw -296659.589525 + Penalty 2751.622665 = -293907.966861 nChanged 26 SP:Iteration 40F (498.584706 sec): 3 clusters Score: Raw -296669.602628 + Penalty 2751.622665 = -293917.979963 nChanged 34 SP:Iteration 41Q (498.638617 sec): 3 clusters Score: Raw -296683.730117 + Penalty 2751.622665 = -293932.107452 nChanged 29 SP:Iteration 42Q (498.699345 sec): 3 clusters Score: Raw -296694.043264 + Penalty 2751.622665 = -293942.420599 nChanged 31 SP:Iteration 43Q (498.755658 sec): 3 clusters Score: Raw -296704.578041 + Penalty 2751.622665 = -293952.955376 nChanged 27 SP:Iteration 44Q (498.810348 sec): 3 clusters Score: Raw -296713.870637 + Penalty 2751.622665 = -293962.247972 nChanged 21 SP:Iteration 45Q (498.865001 sec): 3 clusters Score: Raw -296720.747672 + Penalty 2751.622665 = -293969.125007 nChanged 23 SP:Iteration 46Q (498.917147 sec): 3 clusters Score: Raw -296728.476548 + Penalty 2751.622665 = -293976.853883 nChanged 28 SP:Iteration 47Q (498.961928 sec): 3 clusters Score: Raw -296738.849765 + Penalty 2751.622665 = -293987.227100 nChanged 32 SP:Iteration 48Q (499.023576 sec): 3 clusters Score: Raw -296751.267212 + Penalty 2751.622665 = -293999.644547 nChanged 28 SP:Iteration 49Q (499.082152 sec): 3 clusters Score: Raw -296760.131442 + Penalty 2751.622665 = -294008.508777 nChanged 19 SP:Iteration 50Q (499.127729 sec): 3 clusters Score: Raw -296764.615643 + Penalty 2751.622665 = -294012.992978 nChanged 16 SP:Iteration 51Q (499.184848 sec): 3 clusters Score: Raw -296769.069620 + Penalty 2751.622665 = -294017.446955 nChanged 16 SP:Iteration 52Q (499.232457 sec): 3 clusters Score: Raw -296773.611233 + Penalty 2751.622665 = -294021.988569 nChanged 13 SP:Iteration 53Q (499.279130 sec): 3 clusters Score: Raw -296777.093906 + Penalty 2751.622665 = -294025.471241 nChanged 11 SP:Iteration 54Q (499.338295 sec): 3 clusters Score: Raw -296779.698849 + Penalty 2751.622665 = -294028.076184 nChanged 6 SP:Iteration 55Q (499.389400 sec): 3 clusters Score: Raw -296781.228091 + Penalty 2751.622665 = -294029.605426 nChanged 6 SP:Iteration 56Q (499.435988 sec): 3 clusters Score: Raw -296782.416979 + Penalty 2751.622665 = -294030.794314 nChanged 7 SP:Iteration 57Q (499.485765 sec): 3 clusters Score: Raw -296783.642219 + Penalty 2751.622665 = -294032.019555 nChanged 4 SP:Iteration 58Q (499.544004 sec): 3 clusters Score: Raw -296784.452889 + Penalty 2751.622665 = -294032.830225 nChanged 4 SP:Iteration 59Q (499.588826 sec): 3 clusters Score: Raw -296785.328057 + Penalty 2751.622665 = -294033.705393 nChanged 1 SP:Iteration 60F (499.647404 sec): 3 clusters Score: Raw -296785.558365 + Penalty 2751.622665 = -294033.935700 nChanged 1 SP:Iteration 61Q (499.700738 sec): 3 clusters Score: Raw -296785.879900 + Penalty 2751.622665 = -294034.257235 nChanged 1 SP:Iteration 62Q (499.752102 sec): 3 clusters Score: Raw -296785.958946 + Penalty 2751.622665 = -294034.336282 nChanged 1 SP:Iteration 63Q (499.800195 sec): 3 clusters Score: Raw -296786.045353 + Penalty 2751.622665 = -294034.422688 nChanged 0 SP:Iteration 64F (499.857893 sec): 3 clusters Score: Raw -296786.045353 + Penalty 2751.622665 = -294034.422688 nChanged 0 Trying to split cluster 4 (10366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (499.893768 sec): 2 clusters Score: Raw -645318.880953 + Penalty 1502.521556 = -643816.359397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (499.959086 sec): 3 clusters Score: Raw -639407.617214 + Penalty 3005.043112 = -636402.574102 nChanged 4492 SP:Iteration 1F (500.019050 sec): 3 clusters Score: Raw -641983.919528 + Penalty 3005.043112 = -638978.876416 nChanged 690 SP:Iteration 2F (500.085143 sec): 3 clusters Score: Raw -642354.976381 + Penalty 3005.043112 = -639349.933269 nChanged 631 SP:Iteration 3F (500.153298 sec): 3 clusters Score: Raw -642693.627079 + Penalty 3005.043112 = -639688.583967 nChanged 559 SP:Iteration 4F (500.217123 sec): 3 clusters Score: Raw -642976.654791 + Penalty 3005.043112 = -639971.611678 nChanged 509 SP:Iteration 5Q (500.279042 sec): 3 clusters Score: Raw -643246.239058 + Penalty 3005.043112 = -640241.195945 nChanged 454 SP:Iteration 6Q (500.338986 sec): 3 clusters Score: Raw -643501.001599 + Penalty 3005.043112 = -640495.958487 nChanged 414 SP:Iteration 7Q (500.404135 sec): 3 clusters Score: Raw -643755.645006 + Penalty 3005.043112 = -640750.601893 nChanged 401 SP:Iteration 8Q (500.472337 sec): 3 clusters Score: Raw -644010.114742 + Penalty 3005.043112 = -641005.071630 nChanged 392 SP:Iteration 9Q (500.528971 sec): 3 clusters Score: Raw -644251.391477 + Penalty 3005.043112 = -641246.348365 nChanged 335 SP:Iteration 10Q (500.594731 sec): 3 clusters Score: Raw -644422.854178 + Penalty 3005.043112 = -641417.811066 nChanged 265 SP:Iteration 11Q (500.662519 sec): 3 clusters Score: Raw -644541.441444 + Penalty 3005.043112 = -641536.398332 nChanged 208 SP:Iteration 12Q (500.715952 sec): 3 clusters Score: Raw -644620.128724 + Penalty 3005.043112 = -641615.085612 nChanged 169 SP:Iteration 13Q (500.777335 sec): 3 clusters Score: Raw -644673.402375 + Penalty 3005.043112 = -641668.359263 nChanged 135 SP:Iteration 14Q (500.838103 sec): 3 clusters Score: Raw -644713.841975 + Penalty 3005.043112 = -641708.798863 nChanged 119 SP:Iteration 15Q (500.909558 sec): 3 clusters Score: Raw -644750.760552 + Penalty 3005.043112 = -641745.717440 nChanged 114 SP:Iteration 16Q (500.971222 sec): 3 clusters Score: Raw -644784.194241 + Penalty 3005.043112 = -641779.151129 nChanged 119 SP:Iteration 17Q (501.026996 sec): 3 clusters Score: Raw -644825.687262 + Penalty 3005.043112 = -641820.644150 nChanged 128 SP:Iteration 18Q (501.095304 sec): 3 clusters Score: Raw -644878.389684 + Penalty 3005.043112 = -641873.346572 nChanged 133 SP:Iteration 19Q (501.163350 sec): 3 clusters Score: Raw -644925.296528 + Penalty 3005.043112 = -641920.253415 nChanged 117 SP:Iteration 20F (501.230459 sec): 3 clusters Score: Raw -644965.787082 + Penalty 3005.043112 = -641960.743970 nChanged 106 SP:Iteration 21Q (501.278593 sec): 3 clusters Score: Raw -644999.896764 + Penalty 3005.043112 = -641994.853652 nChanged 82 SP:Iteration 22Q (501.350291 sec): 3 clusters Score: Raw -645021.637966 + Penalty 3005.043112 = -642016.594854 nChanged 64 SP:Iteration 23Q (501.416057 sec): 3 clusters Score: Raw -645040.634979 + Penalty 3005.043112 = -642035.591867 nChanged 68 SP:Iteration 24Q (501.471048 sec): 3 clusters Score: Raw -645066.452372 + Penalty 3005.043112 = -642061.409260 nChanged 82 SP:Iteration 25Q (501.531660 sec): 3 clusters Score: Raw -645097.271703 + Penalty 3005.043112 = -642092.228591 nChanged 91 SP:Iteration 26Q (501.586555 sec): 3 clusters Score: Raw -645130.941102 + Penalty 3005.043112 = -642125.897990 nChanged 94 SP:Iteration 27Q (501.660045 sec): 3 clusters Score: Raw -645167.167690 + Penalty 3005.043112 = -642162.124578 nChanged 92 SP:Iteration 28Q (501.722065 sec): 3 clusters Score: Raw -645204.007232 + Penalty 3005.043112 = -642198.964120 nChanged 100 SP:Iteration 29Q (501.774808 sec): 3 clusters Score: Raw -645246.920028 + Penalty 3005.043112 = -642241.876916 nChanged 86 SP:Iteration 30Q (501.831746 sec): 3 clusters Score: Raw -645277.248494 + Penalty 3005.043112 = -642272.205382 nChanged 82 SP:Iteration 31Q (501.907255 sec): 3 clusters Score: Raw -645306.245502 + Penalty 3005.043112 = -642301.202390 nChanged 78 SP:Iteration 32Q (501.973327 sec): 3 clusters Score: Raw -645337.650154 + Penalty 3005.043112 = -642332.607042 nChanged 74 SP:Iteration 33Q (502.031916 sec): 3 clusters Score: Raw -645365.262480 + Penalty 3005.043112 = -642360.219367 nChanged 57 SP:Iteration 34Q (502.089690 sec): 3 clusters Score: Raw -645387.749005 + Penalty 3005.043112 = -642382.705893 nChanged 52 SP:Iteration 35Q (502.153701 sec): 3 clusters Score: Raw -645407.634460 + Penalty 3005.043112 = -642402.591348 nChanged 57 SP:Iteration 36Q (502.213290 sec): 3 clusters Score: Raw -645429.267503 + Penalty 3005.043112 = -642424.224391 nChanged 50 SP:Iteration 37Q (502.279373 sec): 3 clusters Score: Raw -645448.403811 + Penalty 3005.043112 = -642443.360699 nChanged 51 SP:Iteration 38Q (502.340554 sec): 3 clusters Score: Raw -645467.716720 + Penalty 3005.043112 = -642462.673608 nChanged 54 SP:Iteration 39Q (502.404427 sec): 3 clusters Score: Raw -645488.735766 + Penalty 3005.043112 = -642483.692654 nChanged 49 SP:Iteration 40F (502.459918 sec): 3 clusters Score: Raw -645505.343954 + Penalty 3005.043112 = -642500.300842 nChanged 41 SP:Iteration 41Q (502.515478 sec): 3 clusters Score: Raw -645522.328497 + Penalty 3005.043112 = -642517.285385 nChanged 36 SP:Iteration 42Q (502.583701 sec): 3 clusters Score: Raw -645538.793258 + Penalty 3005.043112 = -642533.750146 nChanged 32 SP:Iteration 43Q (502.648044 sec): 3 clusters Score: Raw -645549.863325 + Penalty 3005.043112 = -642544.820213 nChanged 17 SP:Iteration 44Q (502.699896 sec): 3 clusters Score: Raw -645554.696521 + Penalty 3005.043112 = -642549.653409 nChanged 14 SP:Iteration 45Q (502.773968 sec): 3 clusters Score: Raw -645559.568830 + Penalty 3005.043112 = -642554.525718 nChanged 11 SP:Iteration 46Q (502.826292 sec): 3 clusters Score: Raw -645564.027404 + Penalty 3005.043112 = -642558.984292 nChanged 13 SP:Iteration 47Q (502.884454 sec): 3 clusters Score: Raw -645569.427804 + Penalty 3005.043112 = -642564.384692 nChanged 19 SP:Iteration 48Q (502.939695 sec): 3 clusters Score: Raw -645576.604603 + Penalty 3005.043112 = -642571.561491 nChanged 19 SP:Iteration 49Q (503.002183 sec): 3 clusters Score: Raw -645583.884731 + Penalty 3005.043112 = -642578.841619 nChanged 18 SP:Iteration 50Q (503.052217 sec): 3 clusters Score: Raw -645591.448958 + Penalty 3005.043112 = -642586.405846 nChanged 18 SP:Iteration 51Q (503.108629 sec): 3 clusters Score: Raw -645597.885494 + Penalty 3005.043112 = -642592.842382 nChanged 17 SP:Iteration 52Q (503.165790 sec): 3 clusters Score: Raw -645603.853212 + Penalty 3005.043112 = -642598.810100 nChanged 19 SP:Iteration 53Q (503.222669 sec): 3 clusters Score: Raw -645610.453338 + Penalty 3005.043112 = -642605.410226 nChanged 7 SP:Iteration 54Q (503.280059 sec): 3 clusters Score: Raw -645612.746630 + Penalty 3005.043112 = -642607.703518 nChanged 10 SP:Iteration 55Q (503.338433 sec): 3 clusters Score: Raw -645616.696464 + Penalty 3005.043112 = -642611.653352 nChanged 8 SP:Iteration 56Q (503.408887 sec): 3 clusters Score: Raw -645620.640750 + Penalty 3005.043112 = -642615.597638 nChanged 11 SP:Iteration 57Q (503.469122 sec): 3 clusters Score: Raw -645624.503484 + Penalty 3005.043112 = -642619.460372 nChanged 12 SP:Iteration 58Q (503.525597 sec): 3 clusters Score: Raw -645629.569891 + Penalty 3005.043112 = -642624.526778 nChanged 8 SP:Iteration 59Q (503.583086 sec): 3 clusters Score: Raw -645633.562243 + Penalty 3005.043112 = -642628.519131 nChanged 8 SP:Iteration 60F (503.636450 sec): 3 clusters Score: Raw -645636.890167 + Penalty 3005.043112 = -642631.847055 nChanged 8 SP:Iteration 61Q (503.707685 sec): 3 clusters Score: Raw -645639.161426 + Penalty 3005.043112 = -642634.118314 nChanged 12 SP:Iteration 62Q (503.769795 sec): 3 clusters Score: Raw -645644.381373 + Penalty 3005.043112 = -642639.338261 nChanged 11 SP:Iteration 63Q (503.830305 sec): 3 clusters Score: Raw -645648.216686 + Penalty 3005.043112 = -642643.173574 nChanged 7 SP:Iteration 64Q (503.891469 sec): 3 clusters Score: Raw -645651.027428 + Penalty 3005.043112 = -642645.984316 nChanged 4 SP:Iteration 65Q (503.952781 sec): 3 clusters Score: Raw -645653.377261 + Penalty 3005.043112 = -642648.334149 nChanged 4 SP:Iteration 66Q (504.011394 sec): 3 clusters Score: Raw -645655.116207 + Penalty 3005.043112 = -642650.073095 nChanged 6 SP:Iteration 67Q (504.067684 sec): 3 clusters Score: Raw -645657.276608 + Penalty 3005.043112 = -642652.233496 nChanged 5 SP:Iteration 68Q (504.134594 sec): 3 clusters Score: Raw -645660.202497 + Penalty 3005.043112 = -642655.159385 nChanged 4 SP:Iteration 69Q (504.183728 sec): 3 clusters Score: Raw -645662.459772 + Penalty 3005.043112 = -642657.416660 nChanged 4 SP:Iteration 70Q (504.244900 sec): 3 clusters Score: Raw -645664.193546 + Penalty 3005.043112 = -642659.150433 nChanged 4 SP:Iteration 71Q (504.314427 sec): 3 clusters Score: Raw -645666.523717 + Penalty 3005.043112 = -642661.480605 nChanged 5 SP:Iteration 72Q (504.379216 sec): 3 clusters Score: Raw -645669.494708 + Penalty 3005.043112 = -642664.451596 nChanged 7 SP:Iteration 73Q (504.439128 sec): 3 clusters Score: Raw -645671.249279 + Penalty 3005.043112 = -642666.206167 nChanged 2 SP:Iteration 74Q (504.506282 sec): 3 clusters Score: Raw -645671.617047 + Penalty 3005.043112 = -642666.573935 nChanged 1 SP:Iteration 75Q (504.567706 sec): 3 clusters Score: Raw -645671.948425 + Penalty 3005.043112 = -642666.905313 nChanged 2 SP:Iteration 76Q (504.633621 sec): 3 clusters Score: Raw -645672.829656 + Penalty 3005.043112 = -642667.786544 nChanged 2 SP:Iteration 77Q (504.697665 sec): 3 clusters Score: Raw -645674.069789 + Penalty 3005.043112 = -642669.026677 nChanged 5 SP:Iteration 78Q (504.749446 sec): 3 clusters Score: Raw -645676.236428 + Penalty 3005.043112 = -642671.193316 nChanged 7 SP:Iteration 79Q (504.816112 sec): 3 clusters Score: Raw -645678.631995 + Penalty 3005.043112 = -642673.588883 nChanged 2 SP:Iteration 80F (504.887037 sec): 3 clusters Score: Raw -645679.347894 + Penalty 3005.043112 = -642674.304782 nChanged 1 SP:Iteration 81Q (504.949247 sec): 3 clusters Score: Raw -645679.525395 + Penalty 3005.043112 = -642674.482283 nChanged 1 SP:Iteration 82Q (505.007338 sec): 3 clusters Score: Raw -645679.732128 + Penalty 3005.043112 = -642674.689016 nChanged 1 SP:Iteration 83Q (505.067103 sec): 3 clusters Score: Raw -645680.103982 + Penalty 3005.043112 = -642675.060870 nChanged 4 SP:Iteration 84Q (505.129370 sec): 3 clusters Score: Raw -645681.430335 + Penalty 3005.043112 = -642676.387222 nChanged 6 SP:Iteration 85Q (505.193635 sec): 3 clusters Score: Raw -645683.475912 + Penalty 3005.043112 = -642678.432800 nChanged 3 SP:Iteration 86Q (505.258017 sec): 3 clusters Score: Raw -645685.174258 + Penalty 3005.043112 = -642680.131146 nChanged 4 SP:Iteration 87Q (505.321381 sec): 3 clusters Score: Raw -645686.280569 + Penalty 3005.043112 = -642681.237456 nChanged 3 SP:Iteration 88Q (505.373486 sec): 3 clusters Score: Raw -645687.131488 + Penalty 3005.043112 = -642682.088376 nChanged 4 SP:Iteration 89Q (505.447749 sec): 3 clusters Score: Raw -645688.401136 + Penalty 3005.043112 = -642683.358024 nChanged 1 SP:Iteration 90Q (505.510375 sec): 3 clusters Score: Raw -645689.898162 + Penalty 3005.043112 = -642684.855050 nChanged 4 SP:Iteration 91Q (505.562581 sec): 3 clusters Score: Raw -645691.532091 + Penalty 3005.043112 = -642686.488978 nChanged 3 SP:Iteration 92Q (505.623683 sec): 3 clusters Score: Raw -645692.820383 + Penalty 3005.043112 = -642687.777271 nChanged 3 SP:Iteration 93Q (505.691297 sec): 3 clusters Score: Raw -645693.828530 + Penalty 3005.043112 = -642688.785418 nChanged 1 SP:Iteration 94Q (505.751418 sec): 3 clusters Score: Raw -645694.097998 + Penalty 3005.043112 = -642689.054886 nChanged 1 SP:Iteration 95Q (505.820304 sec): 3 clusters Score: Raw -645694.377226 + Penalty 3005.043112 = -642689.334114 nChanged 2 SP:Iteration 96Q (505.880921 sec): 3 clusters Score: Raw -645694.571203 + Penalty 3005.043112 = -642689.528091 nChanged 1 SP:Iteration 97Q (505.941851 sec): 3 clusters Score: Raw -645694.853345 + Penalty 3005.043112 = -642689.810233 nChanged 2 SP:Iteration 98Q (506.002629 sec): 3 clusters Score: Raw -645695.161479 + Penalty 3005.043112 = -642690.118367 nChanged 1 SP:Iteration 99Q (506.053393 sec): 3 clusters Score: Raw -645695.755907 + Penalty 3005.043112 = -642690.712795 nChanged 1 SP:Iteration 100F (506.117871 sec): 3 clusters Score: Raw -645695.861467 + Penalty 3005.043112 = -642690.818355 nChanged 0 Trying to split cluster 5 (2736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (506.157073 sec): 2 clusters Score: Raw -148364.091317 + Penalty 1286.065995 = -147078.025321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (506.209915 sec): 3 clusters Score: Raw -147121.545965 + Penalty 2572.131991 = -144549.413974 nChanged 1035 SP:Iteration 1F (506.258860 sec): 3 clusters Score: Raw -147793.919274 + Penalty 2572.131991 = -145221.787283 nChanged 223 SP:Iteration 2F (506.315730 sec): 3 clusters Score: Raw -147969.349700 + Penalty 2572.131991 = -145397.217710 nChanged 147 SP:Iteration 3F (506.370399 sec): 3 clusters Score: Raw -148090.604727 + Penalty 2572.131991 = -145518.472736 nChanged 142 SP:Iteration 4F (506.417819 sec): 3 clusters Score: Raw -148220.422743 + Penalty 2572.131991 = -145648.290753 nChanged 141 SP:Iteration 5F (506.463248 sec): 3 clusters Score: Raw -148338.502557 + Penalty 2572.131991 = -145766.370566 nChanged 123 SP:Iteration 6Q (506.516481 sec): 3 clusters Score: Raw -148452.763401 + Penalty 2572.131991 = -145880.631410 nChanged 117 SP:Iteration 7Q (506.561870 sec): 3 clusters Score: Raw -148582.076932 + Penalty 2572.131991 = -146009.944941 nChanged 107 SP:Iteration 8Q (506.625659 sec): 3 clusters Score: Raw -148700.051999 + Penalty 2572.131991 = -146127.920009 nChanged 101 SP:Iteration 9Q (506.667732 sec): 3 clusters Score: Raw -148799.542352 + Penalty 2572.131991 = -146227.410361 nChanged 80 SP:Iteration 10Q (506.723247 sec): 3 clusters Score: Raw -148871.079972 + Penalty 2572.131991 = -146298.947981 nChanged 58 SP:Iteration 11Q (506.784089 sec): 3 clusters Score: Raw -148919.262661 + Penalty 2572.131991 = -146347.130670 nChanged 41 SP:Iteration 12Q (506.832336 sec): 3 clusters Score: Raw -148946.003413 + Penalty 2572.131991 = -146373.871422 nChanged 37 SP:Iteration 13Q (506.882192 sec): 3 clusters Score: Raw -148969.770930 + Penalty 2572.131991 = -146397.638939 nChanged 27 SP:Iteration 14Q (506.926129 sec): 3 clusters Score: Raw -148988.668970 + Penalty 2572.131991 = -146416.536979 nChanged 34 SP:Iteration 15Q (506.972886 sec): 3 clusters Score: Raw -149009.289002 + Penalty 2572.131991 = -146437.157011 nChanged 26 SP:Iteration 16Q (507.022021 sec): 3 clusters Score: Raw -149030.823754 + Penalty 2572.131991 = -146458.691763 nChanged 23 SP:Iteration 17Q (507.081856 sec): 3 clusters Score: Raw -149048.581161 + Penalty 2572.131991 = -146476.449171 nChanged 22 SP:Iteration 18Q (507.135001 sec): 3 clusters Score: Raw -149065.769896 + Penalty 2572.131991 = -146493.637905 nChanged 26 SP:Iteration 19Q (507.174647 sec): 3 clusters Score: Raw -149082.196987 + Penalty 2572.131991 = -146510.064996 nChanged 22 SP:Iteration 20F (507.227427 sec): 3 clusters Score: Raw -149109.896905 + Penalty 2572.131991 = -146537.764915 nChanged 32 SP:Iteration 21Q (507.283206 sec): 3 clusters Score: Raw -149140.687886 + Penalty 2572.131991 = -146568.555896 nChanged 31 SP:Iteration 22Q (507.335474 sec): 3 clusters Score: Raw -149160.992511 + Penalty 2572.131991 = -146588.860521 nChanged 23 SP:Iteration 23Q (507.392213 sec): 3 clusters Score: Raw -149177.898558 + Penalty 2572.131991 = -146605.766567 nChanged 23 SP:Iteration 24Q (507.443892 sec): 3 clusters Score: Raw -149194.455560 + Penalty 2572.131991 = -146622.323570 nChanged 18 SP:Iteration 25Q (507.496482 sec): 3 clusters Score: Raw -149210.330058 + Penalty 2572.131991 = -146638.198068 nChanged 15 SP:Iteration 26Q (507.556447 sec): 3 clusters Score: Raw -149222.365362 + Penalty 2572.131991 = -146650.233372 nChanged 14 SP:Iteration 27Q (507.593105 sec): 3 clusters Score: Raw -149232.551220 + Penalty 2572.131991 = -146660.419230 nChanged 10 SP:Iteration 28Q (507.654113 sec): 3 clusters Score: Raw -149238.032215 + Penalty 2572.131991 = -146665.900225 nChanged 11 SP:Iteration 29Q (507.705580 sec): 3 clusters Score: Raw -149244.398370 + Penalty 2572.131991 = -146672.266379 nChanged 9 SP:Iteration 30Q (507.758636 sec): 3 clusters Score: Raw -149249.606705 + Penalty 2572.131991 = -146677.474715 nChanged 11 SP:Iteration 31Q (507.808846 sec): 3 clusters Score: Raw -149257.800202 + Penalty 2572.131991 = -146685.668211 nChanged 9 SP:Iteration 32Q (507.855669 sec): 3 clusters Score: Raw -149264.401785 + Penalty 2572.131991 = -146692.269794 nChanged 7 SP:Iteration 33Q (507.908116 sec): 3 clusters Score: Raw -149268.756263 + Penalty 2572.131991 = -146696.624273 nChanged 5 SP:Iteration 34Q (507.971492 sec): 3 clusters Score: Raw -149271.423514 + Penalty 2572.131991 = -146699.291523 nChanged 3 SP:Iteration 35Q (508.021837 sec): 3 clusters Score: Raw -149272.278711 + Penalty 2572.131991 = -146700.146720 nChanged 1 SP:Iteration 36Q (508.078484 sec): 3 clusters Score: Raw -149272.959288 + Penalty 2572.131991 = -146700.827298 nChanged 1 SP:Iteration 37Q (508.119394 sec): 3 clusters Score: Raw -149273.459290 + Penalty 2572.131991 = -146701.327300 nChanged 1 SP:Iteration 38Q (508.173089 sec): 3 clusters Score: Raw -149273.818889 + Penalty 2572.131991 = -146701.686899 nChanged 0 SP:Iteration 39F (508.234326 sec): 3 clusters Score: Raw -149273.818889 + Penalty 2572.131991 = -146701.686899 nChanged 0 Trying to split cluster 6 (4145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (508.257932 sec): 2 clusters Score: Raw -223680.727184 + Penalty 1353.569436 = -222327.157748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (508.321403 sec): 3 clusters Score: Raw -221591.771778 + Penalty 2707.138872 = -218884.632906 nChanged 1614 SP:Iteration 1F (508.368607 sec): 3 clusters Score: Raw -222594.102819 + Penalty 2707.138872 = -219886.963947 nChanged 305 SP:Iteration 2F (508.421346 sec): 3 clusters Score: Raw -222852.782881 + Penalty 2707.138872 = -220145.644009 nChanged 268 SP:Iteration 3F (508.479301 sec): 3 clusters Score: Raw -223080.148781 + Penalty 2707.138872 = -220373.009909 nChanged 222 SP:Iteration 4F (508.535340 sec): 3 clusters Score: Raw -223250.878712 + Penalty 2707.138872 = -220543.739840 nChanged 196 SP:Iteration 5Q (508.591355 sec): 3 clusters Score: Raw -223379.115290 + Penalty 2707.138872 = -220671.976418 nChanged 189 SP:Iteration 6Q (508.641802 sec): 3 clusters Score: Raw -223484.321554 + Penalty 2707.138872 = -220777.182682 nChanged 153 SP:Iteration 7Q (508.703277 sec): 3 clusters Score: Raw -223560.582630 + Penalty 2707.138872 = -220853.443758 nChanged 112 SP:Iteration 8Q (508.756435 sec): 3 clusters Score: Raw -223619.253505 + Penalty 2707.138872 = -220912.114633 nChanged 107 SP:Iteration 9Q (508.810105 sec): 3 clusters Score: Raw -223679.474491 + Penalty 2707.138872 = -220972.335619 nChanged 94 SP:Iteration 10Q (508.866925 sec): 3 clusters Score: Raw -223728.151218 + Penalty 2707.138872 = -221021.012346 nChanged 74 SP:Iteration 11Q (508.927199 sec): 3 clusters Score: Raw -223766.036531 + Penalty 2707.138872 = -221058.897659 nChanged 76 SP:Iteration 12Q (508.967872 sec): 3 clusters Score: Raw -223803.862596 + Penalty 2707.138872 = -221096.723724 nChanged 61 SP:Iteration 13Q (509.033940 sec): 3 clusters Score: Raw -223835.892577 + Penalty 2707.138872 = -221128.753705 nChanged 52 SP:Iteration 14Q (509.079845 sec): 3 clusters Score: Raw -223859.028927 + Penalty 2707.138872 = -221151.890055 nChanged 29 SP:Iteration 15Q (509.143030 sec): 3 clusters Score: Raw -223871.602097 + Penalty 2707.138872 = -221164.463225 nChanged 22 SP:Iteration 16Q (509.192102 sec): 3 clusters Score: Raw -223882.597822 + Penalty 2707.138872 = -221175.458950 nChanged 22 SP:Iteration 17Q (509.247203 sec): 3 clusters Score: Raw -223889.837617 + Penalty 2707.138872 = -221182.698745 nChanged 8 SP:Iteration 18Q (509.302660 sec): 3 clusters Score: Raw -223893.319869 + Penalty 2707.138872 = -221186.180997 nChanged 5 SP:Iteration 19Q (509.364581 sec): 3 clusters Score: Raw -223894.923506 + Penalty 2707.138872 = -221187.784634 nChanged 5 SP:Iteration 20F (509.426475 sec): 3 clusters Score: Raw -223896.412301 + Penalty 2707.138872 = -221189.273429 nChanged 4 SP:Iteration 21Q (509.479859 sec): 3 clusters Score: Raw -223898.358130 + Penalty 2707.138872 = -221191.219258 nChanged 5 SP:Iteration 22Q (509.537921 sec): 3 clusters Score: Raw -223900.012447 + Penalty 2707.138872 = -221192.873575 nChanged 8 SP:Iteration 23Q (509.578278 sec): 3 clusters Score: Raw -223903.960286 + Penalty 2707.138872 = -221196.821414 nChanged 9 SP:Iteration 24Q (509.642982 sec): 3 clusters Score: Raw -223907.190679 + Penalty 2707.138872 = -221200.051807 nChanged 6 SP:Iteration 25Q (509.694086 sec): 3 clusters Score: Raw -223910.018328 + Penalty 2707.138872 = -221202.879456 nChanged 5 SP:Iteration 26Q (509.743298 sec): 3 clusters Score: Raw -223911.635283 + Penalty 2707.138872 = -221204.496411 nChanged 5 SP:Iteration 27Q (509.786642 sec): 3 clusters Score: Raw -223914.737701 + Penalty 2707.138872 = -221207.598829 nChanged 9 SP:Iteration 28Q (509.851670 sec): 3 clusters Score: Raw -223918.516923 + Penalty 2707.138872 = -221211.378051 nChanged 10 SP:Iteration 29Q (509.895966 sec): 3 clusters Score: Raw -223921.610494 + Penalty 2707.138872 = -221214.471622 nChanged 4 SP:Iteration 30Q (509.953596 sec): 3 clusters Score: Raw -223922.814173 + Penalty 2707.138872 = -221215.675301 nChanged 3 SP:Iteration 31Q (510.009150 sec): 3 clusters Score: Raw -223923.560742 + Penalty 2707.138872 = -221216.421870 nChanged 1 SP:Iteration 32Q (510.069676 sec): 3 clusters Score: Raw -223923.944470 + Penalty 2707.138872 = -221216.805598 nChanged 3 SP:Iteration 33Q (510.124092 sec): 3 clusters Score: Raw -223924.849865 + Penalty 2707.138872 = -221217.710993 nChanged 2 SP:Iteration 34Q (510.182912 sec): 3 clusters Score: Raw -223925.351580 + Penalty 2707.138872 = -221218.212708 nChanged 2 SP:Iteration 35Q (510.227777 sec): 3 clusters Score: Raw -223925.939527 + Penalty 2707.138872 = -221218.800655 nChanged 3 SP:Iteration 36Q (510.293683 sec): 3 clusters Score: Raw -223927.783626 + Penalty 2707.138872 = -221220.644754 nChanged 4 SP:Iteration 37Q (510.350095 sec): 3 clusters Score: Raw -223929.033991 + Penalty 2707.138872 = -221221.895119 nChanged 1 SP:Iteration 38Q (510.403433 sec): 3 clusters Score: Raw -223929.217985 + Penalty 2707.138872 = -221222.079113 nChanged 2 SP:Iteration 39Q (510.461374 sec): 3 clusters Score: Raw -223929.667684 + Penalty 2707.138872 = -221222.528812 nChanged 1 SP:Iteration 40F (510.513845 sec): 3 clusters Score: Raw -223930.513090 + Penalty 2707.138872 = -221223.374218 nChanged 3 SP:Iteration 41Q (510.561111 sec): 3 clusters Score: Raw -223932.053380 + Penalty 2707.138872 = -221224.914508 nChanged 4 SP:Iteration 42Q (510.613972 sec): 3 clusters Score: Raw -223933.098750 + Penalty 2707.138872 = -221225.959878 nChanged 2 SP:Iteration 43Q (510.682452 sec): 3 clusters Score: Raw -223933.456514 + Penalty 2707.138872 = -221226.317642 nChanged 1 SP:Iteration 44Q (510.737932 sec): 3 clusters Score: Raw -223933.685469 + Penalty 2707.138872 = -221226.546597 nChanged 0 SP:Iteration 45F (510.781547 sec): 3 clusters Score: Raw -223933.685469 + Penalty 2707.138872 = -221226.546597 nChanged 0 Trying to split cluster 7 (25246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (510.846305 sec): 2 clusters Score: Raw -1594246.205529 + Penalty 1647.168739 = -1592599.036790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (510.934913 sec): 3 clusters Score: Raw -1578900.794317 + Penalty 3294.337477 = -1575606.456840 nChanged 11498 SP:Iteration 1F (511.021097 sec): 3 clusters Score: Raw -1585183.576774 + Penalty 3294.337477 = -1581889.239297 nChanged 1274 SP:Iteration 2F (511.112948 sec): 3 clusters Score: Raw -1585677.620185 + Penalty 3294.337477 = -1582383.282708 nChanged 1211 SP:Iteration 3Q (511.202984 sec): 3 clusters Score: Raw -1586134.673971 + Penalty 3294.337477 = -1582840.336494 nChanged 1160 SP:Iteration 4Q (511.298537 sec): 3 clusters Score: Raw -1586630.756835 + Penalty 3294.337477 = -1583336.419358 nChanged 1167 SP:Iteration 5Q (511.383540 sec): 3 clusters Score: Raw -1587197.895097 + Penalty 3294.337477 = -1583903.557620 nChanged 1200 SP:Iteration 6Q (511.466723 sec): 3 clusters Score: Raw -1587784.571915 + Penalty 3294.337477 = -1584490.234438 nChanged 1170 SP:Iteration 7Q (511.568912 sec): 3 clusters Score: Raw -1588371.136184 + Penalty 3294.337477 = -1585076.798707 nChanged 1165 SP:Iteration 8Q (511.653969 sec): 3 clusters Score: Raw -1588959.578516 + Penalty 3294.337477 = -1585665.241039 nChanged 1083 SP:Iteration 9Q (511.736916 sec): 3 clusters Score: Raw -1589480.156840 + Penalty 3294.337477 = -1586185.819363 nChanged 959 SP:Iteration 10Q (511.837134 sec): 3 clusters Score: Raw -1589890.932159 + Penalty 3294.337477 = -1586596.594682 nChanged 871 SP:Iteration 11Q (511.925269 sec): 3 clusters Score: Raw -1590240.299700 + Penalty 3294.337477 = -1586945.962223 nChanged 767 SP:Iteration 12Q (512.017260 sec): 3 clusters Score: Raw -1590543.318107 + Penalty 3294.337477 = -1587248.980630 nChanged 751 SP:Iteration 13Q (512.103882 sec): 3 clusters Score: Raw -1590846.204286 + Penalty 3294.337477 = -1587551.866809 nChanged 756 SP:Iteration 14Q (512.191058 sec): 3 clusters Score: Raw -1591160.961182 + Penalty 3294.337477 = -1587866.623704 nChanged 758 SP:Iteration 15Q (512.278298 sec): 3 clusters Score: Raw -1591492.793372 + Penalty 3294.337477 = -1588198.455895 nChanged 779 SP:Iteration 16Q (512.361635 sec): 3 clusters Score: Raw -1591835.851807 + Penalty 3294.337477 = -1588541.514330 nChanged 797 SP:Iteration 17Q (512.451545 sec): 3 clusters Score: Raw -1592214.312493 + Penalty 3294.337477 = -1588919.975016 nChanged 757 SP:Iteration 18Q (512.529948 sec): 3 clusters Score: Raw -1592592.423193 + Penalty 3294.337477 = -1589298.085716 nChanged 744 SP:Iteration 19Q (512.615158 sec): 3 clusters Score: Raw -1592978.663553 + Penalty 3294.337477 = -1589684.326076 nChanged 639 SP:Iteration 20F (512.702720 sec): 3 clusters Score: Raw -1593329.144096 + Penalty 3294.337477 = -1590034.806619 nChanged 537 SP:Iteration 21Q (512.789289 sec): 3 clusters Score: Raw -1593624.150734 + Penalty 3294.337477 = -1590329.813257 nChanged 416 SP:Iteration 22Q (512.882243 sec): 3 clusters Score: Raw -1593859.261593 + Penalty 3294.337477 = -1590564.924115 nChanged 319 SP:Iteration 23Q (512.964446 sec): 3 clusters Score: Raw -1594027.541492 + Penalty 3294.337477 = -1590733.204015 nChanged 223 SP:Iteration 24Q (513.049218 sec): 3 clusters Score: Raw -1594142.528130 + Penalty 3294.337477 = -1590848.190653 nChanged 147 SP:Iteration 25Q (513.134342 sec): 3 clusters Score: Raw -1594223.223744 + Penalty 3294.337477 = -1590928.886267 nChanged 103 SP:Iteration 26Q (513.208834 sec): 3 clusters Score: Raw -1594269.164488 + Penalty 3294.337477 = -1590974.827011 nChanged 68 SP:Iteration 27Q (513.292052 sec): 3 clusters Score: Raw -1594299.968624 + Penalty 3294.337477 = -1591005.631147 nChanged 61 SP:Iteration 28Q (513.362771 sec): 3 clusters Score: Raw -1594335.193505 + Penalty 3294.337477 = -1591040.856028 nChanged 52 SP:Iteration 29Q (513.446846 sec): 3 clusters Score: Raw -1594365.066512 + Penalty 3294.337477 = -1591070.729035 nChanged 42 SP:Iteration 30Q (513.520916 sec): 3 clusters Score: Raw -1594388.339952 + Penalty 3294.337477 = -1591094.002475 nChanged 30 SP:Iteration 31Q (513.600883 sec): 3 clusters Score: Raw -1594407.091797 + Penalty 3294.337477 = -1591112.754320 nChanged 29 SP:Iteration 32Q (513.680698 sec): 3 clusters Score: Raw -1594425.933450 + Penalty 3294.337477 = -1591131.595973 nChanged 24 SP:Iteration 33Q (513.748764 sec): 3 clusters Score: Raw -1594441.856284 + Penalty 3294.337477 = -1591147.518807 nChanged 23 SP:Iteration 34Q (513.830792 sec): 3 clusters Score: Raw -1594456.422856 + Penalty 3294.337477 = -1591162.085379 nChanged 29 SP:Iteration 35Q (513.914529 sec): 3 clusters Score: Raw -1594473.877240 + Penalty 3294.337477 = -1591179.539763 nChanged 18 SP:Iteration 36Q (513.986241 sec): 3 clusters Score: Raw -1594484.253659 + Penalty 3294.337477 = -1591189.916182 nChanged 12 SP:Iteration 37Q (514.067113 sec): 3 clusters Score: Raw -1594490.401128 + Penalty 3294.337477 = -1591196.063651 nChanged 9 SP:Iteration 38Q (514.147210 sec): 3 clusters Score: Raw -1594494.853357 + Penalty 3294.337477 = -1591200.515880 nChanged 9 SP:Iteration 39Q (514.216449 sec): 3 clusters Score: Raw -1594498.798431 + Penalty 3294.337477 = -1591204.460954 nChanged 4 SP:Iteration 40F (514.298425 sec): 3 clusters Score: Raw -1594500.828705 + Penalty 3294.337477 = -1591206.491228 nChanged 4 SP:Iteration 41Q (514.386514 sec): 3 clusters Score: Raw -1594502.991668 + Penalty 3294.337477 = -1591208.654191 nChanged 3 SP:Iteration 42Q (514.464778 sec): 3 clusters Score: Raw -1594503.932033 + Penalty 3294.337477 = -1591209.594556 nChanged 3 SP:Iteration 43Q (514.551491 sec): 3 clusters Score: Raw -1594505.691905 + Penalty 3294.337477 = -1591211.354428 nChanged 2 SP:Iteration 44Q (514.626341 sec): 3 clusters Score: Raw -1594506.453560 + Penalty 3294.337477 = -1591212.116083 nChanged 1 SP:Iteration 45Q (514.705562 sec): 3 clusters Score: Raw -1594507.329154 + Penalty 3294.337477 = -1591212.991677 nChanged 3 SP:Iteration 46Q (514.782157 sec): 3 clusters Score: Raw -1594508.595813 + Penalty 3294.337477 = -1591214.258336 nChanged 6 SP:Iteration 47Q (514.856240 sec): 3 clusters Score: Raw -1594511.981614 + Penalty 3294.337477 = -1591217.644137 nChanged 3 SP:Iteration 48Q (514.930420 sec): 3 clusters Score: Raw -1594512.999782 + Penalty 3294.337477 = -1591218.662305 nChanged 2 SP:Iteration 49Q (515.003894 sec): 3 clusters Score: Raw -1594514.138693 + Penalty 3294.337477 = -1591219.801216 nChanged 4 SP:Iteration 50Q (515.084445 sec): 3 clusters Score: Raw -1594515.876635 + Penalty 3294.337477 = -1591221.539158 nChanged 3 SP:Iteration 51Q (515.164219 sec): 3 clusters Score: Raw -1594517.333639 + Penalty 3294.337477 = -1591222.996162 nChanged 1 SP:Iteration 52Q (515.239848 sec): 3 clusters Score: Raw -1594517.753317 + Penalty 3294.337477 = -1591223.415840 nChanged 3 SP:Iteration 53Q (515.319095 sec): 3 clusters Score: Raw -1594518.680643 + Penalty 3294.337477 = -1591224.343166 nChanged 1 SP:Iteration 54Q (515.394909 sec): 3 clusters Score: Raw -1594519.154335 + Penalty 3294.337477 = -1591224.816858 nChanged 1 SP:Iteration 55Q (515.480169 sec): 3 clusters Score: Raw -1594519.627425 + Penalty 3294.337477 = -1591225.289948 nChanged 0 SP:Iteration 56F (515.570490 sec): 3 clusters Score: Raw -1594519.627425 + Penalty 3294.337477 = -1591225.289948 nChanged 0 Trying to split cluster 8 (23120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (515.625134 sec): 2 clusters Score: Raw -1447718.474257 + Penalty 1632.873665 = -1446085.600592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (515.704993 sec): 3 clusters Score: Raw -1433763.720120 + Penalty 3265.747330 = -1430497.972790 nChanged 10448 SP:Iteration 1F (515.800810 sec): 3 clusters Score: Raw -1439518.698606 + Penalty 3265.747330 = -1436252.951277 nChanged 1247 SP:Iteration 2F (515.892930 sec): 3 clusters Score: Raw -1440055.537373 + Penalty 3265.747330 = -1436789.790044 nChanged 1407 SP:Iteration 3F (515.982993 sec): 3 clusters Score: Raw -1440820.308326 + Penalty 3265.747330 = -1437554.560996 nChanged 1570 SP:Iteration 4F (516.071524 sec): 3 clusters Score: Raw -1441885.720296 + Penalty 3265.747330 = -1438619.972966 nChanged 1734 SP:Iteration 5F (516.160152 sec): 3 clusters Score: Raw -1443228.649358 + Penalty 3265.747330 = -1439962.902029 nChanged 1678 SP:Iteration 6F (516.249846 sec): 3 clusters Score: Raw -1444602.043414 + Penalty 3265.747330 = -1441336.296084 nChanged 1391 SP:Iteration 7F (516.331602 sec): 3 clusters Score: Raw -1445686.562683 + Penalty 3265.747330 = -1442420.815353 nChanged 1050 SP:Iteration 8Q (516.420705 sec): 3 clusters Score: Raw -1446433.858530 + Penalty 3265.747330 = -1443168.111200 nChanged 698 SP:Iteration 9Q (516.508815 sec): 3 clusters Score: Raw -1446873.949111 + Penalty 3265.747330 = -1443608.201781 nChanged 475 SP:Iteration 10Q (516.585947 sec): 3 clusters Score: Raw -1447166.805387 + Penalty 3265.747330 = -1443901.058057 nChanged 330 SP:Iteration 11Q (516.683078 sec): 3 clusters Score: Raw -1447385.888606 + Penalty 3265.747330 = -1444120.141276 nChanged 252 SP:Iteration 12Q (516.766585 sec): 3 clusters Score: Raw -1447556.733660 + Penalty 3265.747330 = -1444290.986330 nChanged 198 SP:Iteration 13Q (516.847623 sec): 3 clusters Score: Raw -1447702.652716 + Penalty 3265.747330 = -1444436.905386 nChanged 141 SP:Iteration 14Q (516.934520 sec): 3 clusters Score: Raw -1447796.629052 + Penalty 3265.747330 = -1444530.881722 nChanged 135 SP:Iteration 15Q (517.021085 sec): 3 clusters Score: Raw -1447882.302751 + Penalty 3265.747330 = -1444616.555421 nChanged 110 SP:Iteration 16Q (517.104680 sec): 3 clusters Score: Raw -1447955.224178 + Penalty 3265.747330 = -1444689.476848 nChanged 88 SP:Iteration 17Q (517.185494 sec): 3 clusters Score: Raw -1448013.498862 + Penalty 3265.747330 = -1444747.751532 nChanged 71 SP:Iteration 18Q (517.264008 sec): 3 clusters Score: Raw -1448049.817066 + Penalty 3265.747330 = -1444784.069736 nChanged 53 SP:Iteration 19Q (517.347033 sec): 3 clusters Score: Raw -1448072.714926 + Penalty 3265.747330 = -1444806.967596 nChanged 35 SP:Iteration 20F (517.430079 sec): 3 clusters Score: Raw -1448091.062188 + Penalty 3265.747330 = -1444825.314858 nChanged 29 SP:Iteration 21Q (517.513706 sec): 3 clusters Score: Raw -1448104.157861 + Penalty 3265.747330 = -1444838.410531 nChanged 20 SP:Iteration 22Q (517.580880 sec): 3 clusters Score: Raw -1448111.643591 + Penalty 3265.747330 = -1444845.896261 nChanged 13 SP:Iteration 23Q (517.672191 sec): 3 clusters Score: Raw -1448116.073488 + Penalty 3265.747330 = -1444850.326158 nChanged 13 SP:Iteration 24Q (517.748865 sec): 3 clusters Score: Raw -1448122.725710 + Penalty 3265.747330 = -1444856.978380 nChanged 14 SP:Iteration 25Q (517.829238 sec): 3 clusters Score: Raw -1448128.276130 + Penalty 3265.747330 = -1444862.528800 nChanged 10 SP:Iteration 26Q (517.907469 sec): 3 clusters Score: Raw -1448132.240226 + Penalty 3265.747330 = -1444866.492896 nChanged 14 SP:Iteration 27Q (517.989350 sec): 3 clusters Score: Raw -1448138.430206 + Penalty 3265.747330 = -1444872.682876 nChanged 13 SP:Iteration 28Q (518.066979 sec): 3 clusters Score: Raw -1448143.108684 + Penalty 3265.747330 = -1444877.361354 nChanged 13 SP:Iteration 29Q (518.144018 sec): 3 clusters Score: Raw -1448149.437998 + Penalty 3265.747330 = -1444883.690668 nChanged 11 SP:Iteration 30Q (518.214238 sec): 3 clusters Score: Raw -1448154.998096 + Penalty 3265.747330 = -1444889.250766 nChanged 11 SP:Iteration 31Q (518.304792 sec): 3 clusters Score: Raw -1448158.920118 + Penalty 3265.747330 = -1444893.172788 nChanged 10 SP:Iteration 32Q (518.385941 sec): 3 clusters Score: Raw -1448163.330186 + Penalty 3265.747330 = -1444897.582856 nChanged 14 SP:Iteration 33Q (518.464523 sec): 3 clusters Score: Raw -1448171.540821 + Penalty 3265.747330 = -1444905.793491 nChanged 15 SP:Iteration 34Q (518.547185 sec): 3 clusters Score: Raw -1448176.131547 + Penalty 3265.747330 = -1444910.384217 nChanged 5 SP:Iteration 35Q (518.627319 sec): 3 clusters Score: Raw -1448179.551564 + Penalty 3265.747330 = -1444913.804234 nChanged 9 SP:Iteration 36Q (518.697171 sec): 3 clusters Score: Raw -1448182.669081 + Penalty 3265.747330 = -1444916.921751 nChanged 12 SP:Iteration 37Q (518.777384 sec): 3 clusters Score: Raw -1448188.436537 + Penalty 3265.747330 = -1444922.689207 nChanged 7 SP:Iteration 38Q (518.857678 sec): 3 clusters Score: Raw -1448189.774390 + Penalty 3265.747330 = -1444924.027060 nChanged 4 SP:Iteration 39Q (518.925175 sec): 3 clusters Score: Raw -1448192.361183 + Penalty 3265.747330 = -1444926.613853 nChanged 5 SP:Iteration 40F (519.021937 sec): 3 clusters Score: Raw -1448194.029461 + Penalty 3265.747330 = -1444928.282131 nChanged 5 SP:Iteration 41Q (519.102899 sec): 3 clusters Score: Raw -1448198.380621 + Penalty 3265.747330 = -1444932.633291 nChanged 6 SP:Iteration 42Q (519.184940 sec): 3 clusters Score: Raw -1448200.397812 + Penalty 3265.747330 = -1444934.650482 nChanged 4 SP:Iteration 43Q (519.266288 sec): 3 clusters Score: Raw -1448202.075483 + Penalty 3265.747330 = -1444936.328153 nChanged 6 SP:Iteration 44Q (519.337252 sec): 3 clusters Score: Raw -1448205.909635 + Penalty 3265.747330 = -1444940.162305 nChanged 10 SP:Iteration 45Q (519.420325 sec): 3 clusters Score: Raw -1448210.497304 + Penalty 3265.747330 = -1444944.749974 nChanged 9 SP:Iteration 46Q (519.492737 sec): 3 clusters Score: Raw -1448214.210311 + Penalty 3265.747330 = -1444948.462981 nChanged 7 SP:Iteration 47Q (519.582183 sec): 3 clusters Score: Raw -1448216.924859 + Penalty 3265.747330 = -1444951.177530 nChanged 7 SP:Iteration 48Q (519.655602 sec): 3 clusters Score: Raw -1448220.755056 + Penalty 3265.747330 = -1444955.007726 nChanged 6 SP:Iteration 49Q (519.743075 sec): 3 clusters Score: Raw -1448223.862345 + Penalty 3265.747330 = -1444958.115015 nChanged 6 SP:Iteration 50Q (519.823994 sec): 3 clusters Score: Raw -1448225.771342 + Penalty 3265.747330 = -1444960.024012 nChanged 4 SP:Iteration 51Q (519.904919 sec): 3 clusters Score: Raw -1448226.864841 + Penalty 3265.747330 = -1444961.117511 nChanged 1 SP:Iteration 52Q (519.982776 sec): 3 clusters Score: Raw -1448227.313649 + Penalty 3265.747330 = -1444961.566319 nChanged 1 SP:Iteration 53Q (520.055805 sec): 3 clusters Score: Raw -1448227.592488 + Penalty 3265.747330 = -1444961.845158 nChanged 0 SP:Iteration 54F (520.148345 sec): 3 clusters Score: Raw -1448227.592488 + Penalty 3265.747330 = -1444961.845158 nChanged 0 Trying to split cluster 9 (2883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.178756 sec): 2 clusters Score: Raw -175369.279159 + Penalty 1294.570338 = -174074.708821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.234405 sec): 3 clusters Score: Raw -174054.851524 + Penalty 2589.140677 = -171465.710847 nChanged 1047 SP:Iteration 1F (520.288966 sec): 3 clusters Score: Raw -174690.911423 + Penalty 2589.140677 = -172101.770746 nChanged 216 SP:Iteration 2F (520.329297 sec): 3 clusters Score: Raw -174846.474915 + Penalty 2589.140677 = -172257.334238 nChanged 156 SP:Iteration 3F (520.395181 sec): 3 clusters Score: Raw -174949.923959 + Penalty 2589.140677 = -172360.783282 nChanged 106 SP:Iteration 4Q (520.433405 sec): 3 clusters Score: Raw -175009.963065 + Penalty 2589.140677 = -172420.822388 nChanged 76 SP:Iteration 5Q (520.481752 sec): 3 clusters Score: Raw -175049.027486 + Penalty 2589.140677 = -172459.886810 nChanged 71 SP:Iteration 6Q (520.530018 sec): 3 clusters Score: Raw -175081.019527 + Penalty 2589.140677 = -172491.878850 nChanged 51 SP:Iteration 7Q (520.586347 sec): 3 clusters Score: Raw -175106.650566 + Penalty 2589.140677 = -172517.509890 nChanged 42 SP:Iteration 8Q (520.634671 sec): 3 clusters Score: Raw -175126.835426 + Penalty 2589.140677 = -172537.694750 nChanged 29 SP:Iteration 9Q (520.682642 sec): 3 clusters Score: Raw -175138.859440 + Penalty 2589.140677 = -172549.718763 nChanged 21 SP:Iteration 10Q (520.729647 sec): 3 clusters Score: Raw -175145.986667 + Penalty 2589.140677 = -172556.845990 nChanged 25 SP:Iteration 11Q (520.779724 sec): 3 clusters Score: Raw -175156.938400 + Penalty 2589.140677 = -172567.797723 nChanged 22 SP:Iteration 12Q (520.817181 sec): 3 clusters Score: Raw -175165.613284 + Penalty 2589.140677 = -172576.472607 nChanged 16 SP:Iteration 13Q (520.864021 sec): 3 clusters Score: Raw -175172.332265 + Penalty 2589.140677 = -172583.191588 nChanged 18 SP:Iteration 14Q (520.915283 sec): 3 clusters Score: Raw -175177.859338 + Penalty 2589.140677 = -172588.718662 nChanged 10 SP:Iteration 15Q (520.960332 sec): 3 clusters Score: Raw -175181.244485 + Penalty 2589.140677 = -172592.103808 nChanged 8 SP:Iteration 16Q (521.008779 sec): 3 clusters Score: Raw -175184.747765 + Penalty 2589.140677 = -172595.607088 nChanged 9 SP:Iteration 17Q (521.060295 sec): 3 clusters Score: Raw -175190.217372 + Penalty 2589.140677 = -172601.076695 nChanged 12 SP:Iteration 18Q (521.111513 sec): 3 clusters Score: Raw -175193.992851 + Penalty 2589.140677 = -172604.852174 nChanged 10 SP:Iteration 19Q (521.163804 sec): 3 clusters Score: Raw -175197.477842 + Penalty 2589.140677 = -172608.337165 nChanged 13 SP:Iteration 20F (521.214817 sec): 3 clusters Score: Raw -175201.944412 + Penalty 2589.140677 = -172612.803735 nChanged 8 SP:Iteration 21Q (521.258448 sec): 3 clusters Score: Raw -175205.148639 + Penalty 2589.140677 = -172616.007962 nChanged 12 SP:Iteration 22Q (521.315288 sec): 3 clusters Score: Raw -175209.354894 + Penalty 2589.140677 = -172620.214217 nChanged 15 SP:Iteration 23Q (521.360663 sec): 3 clusters Score: Raw -175214.741455 + Penalty 2589.140677 = -172625.600778 nChanged 16 SP:Iteration 24Q (521.419477 sec): 3 clusters Score: Raw -175221.722494 + Penalty 2589.140677 = -172632.581817 nChanged 14 SP:Iteration 25Q (521.468810 sec): 3 clusters Score: Raw -175226.569229 + Penalty 2589.140677 = -172637.428552 nChanged 13 SP:Iteration 26Q (521.522674 sec): 3 clusters Score: Raw -175229.593545 + Penalty 2589.140677 = -172640.452869 nChanged 8 SP:Iteration 27Q (521.570827 sec): 3 clusters Score: Raw -175231.355739 + Penalty 2589.140677 = -172642.215063 nChanged 9 SP:Iteration 28Q (521.622519 sec): 3 clusters Score: Raw -175234.947535 + Penalty 2589.140677 = -172645.806858 nChanged 11 SP:Iteration 29Q (521.673384 sec): 3 clusters Score: Raw -175239.111500 + Penalty 2589.140677 = -172649.970824 nChanged 8 SP:Iteration 30Q (521.732718 sec): 3 clusters Score: Raw -175243.897914 + Penalty 2589.140677 = -172654.757238 nChanged 6 SP:Iteration 31Q (521.772290 sec): 3 clusters Score: Raw -175246.268529 + Penalty 2589.140677 = -172657.127852 nChanged 8 SP:Iteration 32Q (521.824138 sec): 3 clusters Score: Raw -175250.683986 + Penalty 2589.140677 = -172661.543309 nChanged 16 SP:Iteration 33Q (521.873654 sec): 3 clusters Score: Raw -175257.260879 + Penalty 2589.140677 = -172668.120202 nChanged 16 SP:Iteration 34Q (521.928677 sec): 3 clusters Score: Raw -175265.570108 + Penalty 2589.140677 = -172676.429431 nChanged 16 SP:Iteration 35Q (521.980978 sec): 3 clusters Score: Raw -175272.596974 + Penalty 2589.140677 = -172683.456297 nChanged 12 SP:Iteration 36Q (522.032830 sec): 3 clusters Score: Raw -175279.801675 + Penalty 2589.140677 = -172690.660999 nChanged 20 SP:Iteration 37Q (522.080920 sec): 3 clusters Score: Raw -175288.338780 + Penalty 2589.140677 = -172699.198103 nChanged 14 SP:Iteration 38Q (522.128845 sec): 3 clusters Score: Raw -175294.375399 + Penalty 2589.140677 = -172705.234722 nChanged 14 SP:Iteration 39Q (522.176942 sec): 3 clusters Score: Raw -175301.525894 + Penalty 2589.140677 = -172712.385217 nChanged 18 SP:Iteration 40F (522.226949 sec): 3 clusters Score: Raw -175308.174032 + Penalty 2589.140677 = -172719.033355 nChanged 15 SP:Iteration 41Q (522.274226 sec): 3 clusters Score: Raw -175314.501516 + Penalty 2589.140677 = -172725.360839 nChanged 8 SP:Iteration 42Q (522.313143 sec): 3 clusters Score: Raw -175316.984880 + Penalty 2589.140677 = -172727.844203 nChanged 9 SP:Iteration 43Q (522.361590 sec): 3 clusters Score: Raw -175321.434911 + Penalty 2589.140677 = -172732.294234 nChanged 12 SP:Iteration 44Q (522.413360 sec): 3 clusters Score: Raw -175325.164842 + Penalty 2589.140677 = -172736.024165 nChanged 7 SP:Iteration 45Q (522.457921 sec): 3 clusters Score: Raw -175328.247009 + Penalty 2589.140677 = -172739.106332 nChanged 7 SP:Iteration 46Q (522.512235 sec): 3 clusters Score: Raw -175331.186548 + Penalty 2589.140677 = -172742.045872 nChanged 7 SP:Iteration 47Q (522.554844 sec): 3 clusters Score: Raw -175333.207057 + Penalty 2589.140677 = -172744.066380 nChanged 8 SP:Iteration 48Q (522.602994 sec): 3 clusters Score: Raw -175335.757045 + Penalty 2589.140677 = -172746.616369 nChanged 5 SP:Iteration 49Q (522.654656 sec): 3 clusters Score: Raw -175337.078337 + Penalty 2589.140677 = -172747.937660 nChanged 3 SP:Iteration 50Q (522.705374 sec): 3 clusters Score: Raw -175337.687558 + Penalty 2589.140677 = -172748.546882 nChanged 4 SP:Iteration 51Q (522.746524 sec): 3 clusters Score: Raw -175339.175204 + Penalty 2589.140677 = -172750.034527 nChanged 7 SP:Iteration 52Q (522.798534 sec): 3 clusters Score: Raw -175341.409958 + Penalty 2589.140677 = -172752.269282 nChanged 12 SP:Iteration 53Q (522.852878 sec): 3 clusters Score: Raw -175345.614478 + Penalty 2589.140677 = -172756.473802 nChanged 11 SP:Iteration 54Q (522.901820 sec): 3 clusters Score: Raw -175350.388274 + Penalty 2589.140677 = -172761.247597 nChanged 17 SP:Iteration 55Q (522.954399 sec): 3 clusters Score: Raw -175359.954545 + Penalty 2589.140677 = -172770.813868 nChanged 20 SP:Iteration 56Q (522.989230 sec): 3 clusters Score: Raw -175370.824859 + Penalty 2589.140677 = -172781.684182 nChanged 19 SP:Iteration 57Q (523.040097 sec): 3 clusters Score: Raw -175383.453927 + Penalty 2589.140677 = -172794.313251 nChanged 21 SP:Iteration 58Q (523.090051 sec): 3 clusters Score: Raw -175398.774354 + Penalty 2589.140677 = -172809.633678 nChanged 27 SP:Iteration 59Q (523.132704 sec): 3 clusters Score: Raw -175417.034299 + Penalty 2589.140677 = -172827.893623 nChanged 25 SP:Iteration 60F (523.194902 sec): 3 clusters Score: Raw -175429.440106 + Penalty 2589.140677 = -172840.299429 nChanged 18 SP:Iteration 61Q (523.236688 sec): 3 clusters Score: Raw -175439.673160 + Penalty 2589.140677 = -172850.532483 nChanged 21 SP:Iteration 62Q (523.296398 sec): 3 clusters Score: Raw -175449.537129 + Penalty 2589.140677 = -172860.396453 nChanged 11 SP:Iteration 63Q (523.347071 sec): 3 clusters Score: Raw -175456.375321 + Penalty 2589.140677 = -172867.234645 nChanged 9 SP:Iteration 64Q (523.398409 sec): 3 clusters Score: Raw -175461.422198 + Penalty 2589.140677 = -172872.281521 nChanged 9 SP:Iteration 65Q (523.457923 sec): 3 clusters Score: Raw -175466.992932 + Penalty 2589.140677 = -172877.852256 nChanged 11 SP:Iteration 66Q (523.508376 sec): 3 clusters Score: Raw -175470.736287 + Penalty 2589.140677 = -172881.595611 nChanged 8 SP:Iteration 67Q (523.563126 sec): 3 clusters Score: Raw -175474.417062 + Penalty 2589.140677 = -172885.276385 nChanged 7 SP:Iteration 68Q (523.615663 sec): 3 clusters Score: Raw -175478.469829 + Penalty 2589.140677 = -172889.329152 nChanged 2 SP:Iteration 69Q (523.667275 sec): 3 clusters Score: Raw -175479.731937 + Penalty 2589.140677 = -172890.591261 nChanged 5 SP:Iteration 70Q (523.707662 sec): 3 clusters Score: Raw -175482.338310 + Penalty 2589.140677 = -172893.197633 nChanged 2 SP:Iteration 71Q (523.768027 sec): 3 clusters Score: Raw -175483.149510 + Penalty 2589.140677 = -172894.008833 nChanged 3 SP:Iteration 72Q (523.808563 sec): 3 clusters Score: Raw -175484.647345 + Penalty 2589.140677 = -172895.506668 nChanged 3 SP:Iteration 73Q (523.863288 sec): 3 clusters Score: Raw -175485.906322 + Penalty 2589.140677 = -172896.765645 nChanged 4 SP:Iteration 74Q (523.904242 sec): 3 clusters Score: Raw -175488.625908 + Penalty 2589.140677 = -172899.485231 nChanged 7 SP:Iteration 75Q (523.960576 sec): 3 clusters Score: Raw -175493.563660 + Penalty 2589.140677 = -172904.422983 nChanged 8 SP:Iteration 76Q (523.999378 sec): 3 clusters Score: Raw -175499.491483 + Penalty 2589.140677 = -172910.350806 nChanged 14 SP:Iteration 77Q (524.059971 sec): 3 clusters Score: Raw -175508.398257 + Penalty 2589.140677 = -172919.257580 nChanged 12 SP:Iteration 78Q (524.102229 sec): 3 clusters Score: Raw -175518.164653 + Penalty 2589.140677 = -172929.023976 nChanged 11 SP:Iteration 79Q (524.159980 sec): 3 clusters Score: Raw -175522.055196 + Penalty 2589.140677 = -172932.914519 nChanged 4 SP:Iteration 80F (524.208475 sec): 3 clusters Score: Raw -175523.216080 + Penalty 2589.140677 = -172934.075404 nChanged 3 SP:Iteration 81Q (524.262317 sec): 3 clusters Score: Raw -175525.496048 + Penalty 2589.140677 = -172936.355371 nChanged 6 SP:Iteration 82Q (524.314066 sec): 3 clusters Score: Raw -175527.690395 + Penalty 2589.140677 = -172938.549718 nChanged 3 SP:Iteration 83Q (524.353232 sec): 3 clusters Score: Raw -175530.162013 + Penalty 2589.140677 = -172941.021336 nChanged 6 SP:Iteration 84Q (524.407096 sec): 3 clusters Score: Raw -175535.179940 + Penalty 2589.140677 = -172946.039264 nChanged 11 SP:Iteration 85Q (524.466724 sec): 3 clusters Score: Raw -175542.772624 + Penalty 2589.140677 = -172953.631947 nChanged 13 SP:Iteration 86Q (524.517121 sec): 3 clusters Score: Raw -175549.410750 + Penalty 2589.140677 = -172960.270074 nChanged 11 SP:Iteration 87Q (524.563982 sec): 3 clusters Score: Raw -175555.438412 + Penalty 2589.140677 = -172966.297736 nChanged 6 SP:Iteration 88Q (524.616340 sec): 3 clusters Score: Raw -175557.420044 + Penalty 2589.140677 = -172968.279367 nChanged 4 SP:Iteration 89Q (524.665245 sec): 3 clusters Score: Raw -175558.463322 + Penalty 2589.140677 = -172969.322646 nChanged 1 SP:Iteration 90Q (524.723316 sec): 3 clusters Score: Raw -175558.929324 + Penalty 2589.140677 = -172969.788647 nChanged 0 SP:Iteration 91F (524.762815 sec): 3 clusters Score: Raw -175558.929324 + Penalty 2589.140677 = -172969.788647 nChanged 0 Trying to split cluster 10 (1569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (524.794076 sec): 2 clusters Score: Raw -95255.471797 + Penalty 1195.706485 = -94059.765312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (524.833006 sec): 3 clusters Score: Raw -94663.408228 + Penalty 2391.412970 = -92271.995258 nChanged 514 SP:Iteration 1F (524.885764 sec): 3 clusters Score: Raw -95034.765814 + Penalty 2391.412970 = -92643.352845 nChanged 126 SP:Iteration 2F (524.932618 sec): 3 clusters Score: Raw -95140.823687 + Penalty 2391.412970 = -92749.410718 nChanged 73 SP:Iteration 3Q (524.974951 sec): 3 clusters Score: Raw -95197.581754 + Penalty 2391.412970 = -92806.168785 nChanged 71 SP:Iteration 4Q (525.020677 sec): 3 clusters Score: Raw -95268.862135 + Penalty 2391.412970 = -92877.449165 nChanged 63 SP:Iteration 5Q (525.058116 sec): 3 clusters Score: Raw -95330.102885 + Penalty 2391.412970 = -92938.689916 nChanged 44 SP:Iteration 6Q (525.106175 sec): 3 clusters Score: Raw -95369.300234 + Penalty 2391.412970 = -92977.887264 nChanged 41 SP:Iteration 7Q (525.155547 sec): 3 clusters Score: Raw -95401.946878 + Penalty 2391.412970 = -93010.533909 nChanged 34 SP:Iteration 8Q (525.198600 sec): 3 clusters Score: Raw -95434.842057 + Penalty 2391.412970 = -93043.429087 nChanged 32 SP:Iteration 9Q (525.237475 sec): 3 clusters Score: Raw -95469.137281 + Penalty 2391.412970 = -93077.724311 nChanged 24 SP:Iteration 10Q (525.283311 sec): 3 clusters Score: Raw -95485.997544 + Penalty 2391.412970 = -93094.584575 nChanged 18 SP:Iteration 11Q (525.332645 sec): 3 clusters Score: Raw -95499.049621 + Penalty 2391.412970 = -93107.636652 nChanged 9 SP:Iteration 12Q (525.377261 sec): 3 clusters Score: Raw -95508.033782 + Penalty 2391.412970 = -93116.620813 nChanged 12 SP:Iteration 13Q (525.428646 sec): 3 clusters Score: Raw -95516.313090 + Penalty 2391.412970 = -93124.900120 nChanged 5 SP:Iteration 14Q (525.469693 sec): 3 clusters Score: Raw -95519.626865 + Penalty 2391.412970 = -93128.213896 nChanged 5 SP:Iteration 15Q (525.521834 sec): 3 clusters Score: Raw -95524.289091 + Penalty 2391.412970 = -93132.876122 nChanged 6 SP:Iteration 16Q (525.567302 sec): 3 clusters Score: Raw -95528.159008 + Penalty 2391.412970 = -93136.746038 nChanged 2 SP:Iteration 17Q (525.620324 sec): 3 clusters Score: Raw -95529.353346 + Penalty 2391.412970 = -93137.940377 nChanged 3 SP:Iteration 18Q (525.659311 sec): 3 clusters Score: Raw -95531.147068 + Penalty 2391.412970 = -93139.734098 nChanged 3 SP:Iteration 19Q (525.715739 sec): 3 clusters Score: Raw -95533.144713 + Penalty 2391.412970 = -93141.731744 nChanged 5 SP:Iteration 20F (525.756319 sec): 3 clusters Score: Raw -95537.464945 + Penalty 2391.412970 = -93146.051975 nChanged 4 SP:Iteration 21Q (525.801224 sec): 3 clusters Score: Raw -95540.614931 + Penalty 2391.412970 = -93149.201961 nChanged 3 SP:Iteration 22Q (525.851273 sec): 3 clusters Score: Raw -95542.427730 + Penalty 2391.412970 = -93151.014761 nChanged 4 SP:Iteration 23Q (525.896617 sec): 3 clusters Score: Raw -95546.362499 + Penalty 2391.412970 = -93154.949529 nChanged 4 SP:Iteration 24Q (525.958394 sec): 3 clusters Score: Raw -95549.451173 + Penalty 2391.412970 = -93158.038203 nChanged 5 SP:Iteration 25Q (525.998565 sec): 3 clusters Score: Raw -95552.753634 + Penalty 2391.412970 = -93161.340665 nChanged 2 SP:Iteration 26Q (526.044435 sec): 3 clusters Score: Raw -95553.840406 + Penalty 2391.412970 = -93162.427437 nChanged 2 SP:Iteration 27Q (526.098293 sec): 3 clusters Score: Raw -95554.889546 + Penalty 2391.412970 = -93163.476577 nChanged 0 SP:Iteration 28F (526.145094 sec): 3 clusters Score: Raw -95554.889546 + Penalty 2391.412970 = -93163.476577 nChanged 0 Trying to split cluster 11 (5081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (526.183585 sec): 2 clusters Score: Raw -310911.247051 + Penalty 1386.655298 = -309524.591753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (526.229711 sec): 3 clusters Score: Raw -308268.211908 + Penalty 2773.310596 = -305494.901312 nChanged 2073 SP:Iteration 1F (526.287871 sec): 3 clusters Score: Raw -309507.937574 + Penalty 2773.310596 = -306734.626978 nChanged 392 SP:Iteration 2F (526.341694 sec): 3 clusters Score: Raw -309769.638272 + Penalty 2773.310596 = -306996.327676 nChanged 308 SP:Iteration 3F (526.389308 sec): 3 clusters Score: Raw -309986.701482 + Penalty 2773.310596 = -307213.390886 nChanged 287 SP:Iteration 4F (526.445816 sec): 3 clusters Score: Raw -310190.155561 + Penalty 2773.310596 = -307416.844965 nChanged 258 SP:Iteration 5F (526.502255 sec): 3 clusters Score: Raw -310388.828801 + Penalty 2773.310596 = -307615.518205 nChanged 232 SP:Iteration 6Q (526.565298 sec): 3 clusters Score: Raw -310569.467465 + Penalty 2773.310596 = -307796.156870 nChanged 213 SP:Iteration 7Q (526.623776 sec): 3 clusters Score: Raw -310715.792273 + Penalty 2773.310596 = -307942.481677 nChanged 157 SP:Iteration 8Q (526.673326 sec): 3 clusters Score: Raw -310818.918531 + Penalty 2773.310596 = -308045.607935 nChanged 106 SP:Iteration 9Q (526.728860 sec): 3 clusters Score: Raw -310877.941643 + Penalty 2773.310596 = -308104.631048 nChanged 84 SP:Iteration 10Q (526.771847 sec): 3 clusters Score: Raw -310917.275431 + Penalty 2773.310596 = -308143.964835 nChanged 69 SP:Iteration 11Q (526.831454 sec): 3 clusters Score: Raw -310950.132909 + Penalty 2773.310596 = -308176.822313 nChanged 59 SP:Iteration 12Q (526.886776 sec): 3 clusters Score: Raw -310976.341475 + Penalty 2773.310596 = -308203.030879 nChanged 49 SP:Iteration 13Q (526.937408 sec): 3 clusters Score: Raw -310996.010318 + Penalty 2773.310596 = -308222.699722 nChanged 42 SP:Iteration 14Q (526.993486 sec): 3 clusters Score: Raw -311013.238815 + Penalty 2773.310596 = -308239.928219 nChanged 37 SP:Iteration 15Q (527.035392 sec): 3 clusters Score: Raw -311027.882846 + Penalty 2773.310596 = -308254.572250 nChanged 30 SP:Iteration 16Q (527.086809 sec): 3 clusters Score: Raw -311037.169324 + Penalty 2773.310596 = -308263.858728 nChanged 21 SP:Iteration 17Q (527.138946 sec): 3 clusters Score: Raw -311044.279047 + Penalty 2773.310596 = -308270.968452 nChanged 22 SP:Iteration 18Q (527.193958 sec): 3 clusters Score: Raw -311051.125838 + Penalty 2773.310596 = -308277.815242 nChanged 21 SP:Iteration 19Q (527.256260 sec): 3 clusters Score: Raw -311056.745123 + Penalty 2773.310596 = -308283.434527 nChanged 18 SP:Iteration 20F (527.311480 sec): 3 clusters Score: Raw -311062.125453 + Penalty 2773.310596 = -308288.814857 nChanged 15 SP:Iteration 21Q (527.364712 sec): 3 clusters Score: Raw -311065.798507 + Penalty 2773.310596 = -308292.487911 nChanged 11 SP:Iteration 22Q (527.417206 sec): 3 clusters Score: Raw -311069.007560 + Penalty 2773.310596 = -308295.696964 nChanged 11 SP:Iteration 23Q (527.471645 sec): 3 clusters Score: Raw -311071.303287 + Penalty 2773.310596 = -308297.992691 nChanged 4 SP:Iteration 24Q (527.520220 sec): 3 clusters Score: Raw -311072.245931 + Penalty 2773.310596 = -308298.935335 nChanged 3 SP:Iteration 25Q (527.580461 sec): 3 clusters Score: Raw -311072.986577 + Penalty 2773.310596 = -308299.675981 nChanged 3 SP:Iteration 26Q (527.625439 sec): 3 clusters Score: Raw -311073.522975 + Penalty 2773.310596 = -308300.212379 nChanged 2 SP:Iteration 27Q (527.682203 sec): 3 clusters Score: Raw -311074.269570 + Penalty 2773.310596 = -308300.958974 nChanged 3 SP:Iteration 28Q (527.737414 sec): 3 clusters Score: Raw -311074.766291 + Penalty 2773.310596 = -308301.455696 nChanged 4 SP:Iteration 29Q (527.798863 sec): 3 clusters Score: Raw -311075.593637 + Penalty 2773.310596 = -308302.283041 nChanged 1 SP:Iteration 30Q (527.854129 sec): 3 clusters Score: Raw -311075.784356 + Penalty 2773.310596 = -308302.473760 nChanged 2 SP:Iteration 31Q (527.903798 sec): 3 clusters Score: Raw -311075.902751 + Penalty 2773.310596 = -308302.592155 nChanged 0 SP:Iteration 32F (527.961653 sec): 3 clusters Score: Raw -311075.902751 + Penalty 2773.310596 = -308302.592155 nChanged 0 Trying to split cluster 12 (41699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (528.042952 sec): 2 clusters Score: Raw -2385810.250718 + Penalty 1728.712769 = -2384081.537949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (528.165840 sec): 3 clusters Score: Raw -2359696.805722 + Penalty 3457.425539 = -2356239.380184 nChanged 19427 SP:Iteration 1F (528.281087 sec): 3 clusters Score: Raw -2370324.890466 + Penalty 3457.425539 = -2366867.464927 nChanged 1771 SP:Iteration 2Q (528.397110 sec): 3 clusters Score: Raw -2370829.990617 + Penalty 3457.425539 = -2367372.565078 nChanged 1700 SP:Iteration 3Q (528.516409 sec): 3 clusters Score: Raw -2371337.712323 + Penalty 3457.425539 = -2367880.286784 nChanged 1660 SP:Iteration 4Q (528.641524 sec): 3 clusters Score: Raw -2371870.340701 + Penalty 3457.425539 = -2368412.915163 nChanged 1688 SP:Iteration 5Q (528.754460 sec): 3 clusters Score: Raw -2372469.453995 + Penalty 3457.425539 = -2369012.028456 nChanged 1839 SP:Iteration 6Q (528.873052 sec): 3 clusters Score: Raw -2373210.903738 + Penalty 3457.425539 = -2369753.478199 nChanged 1991 SP:Iteration 7Q (528.990145 sec): 3 clusters Score: Raw -2374161.400957 + Penalty 3457.425539 = -2370703.975418 nChanged 2163 SP:Iteration 8F (529.102283 sec): 3 clusters Score: Raw -2375386.023724 + Penalty 3457.425539 = -2371928.598186 nChanged 2313 SP:Iteration 9F (529.210949 sec): 3 clusters Score: Raw -2376790.596122 + Penalty 3457.425539 = -2373333.170583 nChanged 2222 SP:Iteration 10F (529.325516 sec): 3 clusters Score: Raw -2378114.984203 + Penalty 3457.425539 = -2374657.558665 nChanged 1983 SP:Iteration 11Q (529.441987 sec): 3 clusters Score: Raw -2379109.095584 + Penalty 3457.425539 = -2375651.670045 nChanged 1574 SP:Iteration 12Q (529.553741 sec): 3 clusters Score: Raw -2379719.386637 + Penalty 3457.425539 = -2376261.961099 nChanged 1103 SP:Iteration 13Q (529.684571 sec): 3 clusters Score: Raw -2380040.757726 + Penalty 3457.425539 = -2376583.332187 nChanged 790 SP:Iteration 14Q (529.795707 sec): 3 clusters Score: Raw -2380225.582472 + Penalty 3457.425539 = -2376768.156934 nChanged 566 SP:Iteration 15Q (529.902000 sec): 3 clusters Score: Raw -2380340.977554 + Penalty 3457.425539 = -2376883.552015 nChanged 488 SP:Iteration 16Q (530.023767 sec): 3 clusters Score: Raw -2380430.188645 + Penalty 3457.425539 = -2376972.763106 nChanged 416 SP:Iteration 17Q (530.129708 sec): 3 clusters Score: Raw -2380497.657344 + Penalty 3457.425539 = -2377040.231805 nChanged 352 SP:Iteration 18Q (530.239849 sec): 3 clusters Score: Raw -2380550.464272 + Penalty 3457.425539 = -2377093.038733 nChanged 341 SP:Iteration 19Q (530.367212 sec): 3 clusters Score: Raw -2380599.719261 + Penalty 3457.425539 = -2377142.293722 nChanged 298 SP:Iteration 20F (530.471238 sec): 3 clusters Score: Raw -2380640.678648 + Penalty 3457.425539 = -2377183.253110 nChanged 269 SP:Iteration 21Q (530.588553 sec): 3 clusters Score: Raw -2380677.542913 + Penalty 3457.425539 = -2377220.117374 nChanged 264 SP:Iteration 22Q (530.710534 sec): 3 clusters Score: Raw -2380711.581466 + Penalty 3457.425539 = -2377254.155927 nChanged 250 SP:Iteration 23Q (530.831522 sec): 3 clusters Score: Raw -2380740.778327 + Penalty 3457.425539 = -2377283.352789 nChanged 237 SP:Iteration 24Q (530.951473 sec): 3 clusters Score: Raw -2380765.899965 + Penalty 3457.425539 = -2377308.474426 nChanged 190 SP:Iteration 25Q (531.062174 sec): 3 clusters Score: Raw -2380784.710404 + Penalty 3457.425539 = -2377327.284865 nChanged 177 SP:Iteration 26Q (531.184310 sec): 3 clusters Score: Raw -2380800.762702 + Penalty 3457.425539 = -2377343.337163 nChanged 169 SP:Iteration 27Q (531.302225 sec): 3 clusters Score: Raw -2380814.807595 + Penalty 3457.425539 = -2377357.382056 nChanged 148 SP:Iteration 28Q (531.418780 sec): 3 clusters Score: Raw -2380827.784608 + Penalty 3457.425539 = -2377370.359069 nChanged 154 SP:Iteration 29Q (531.538060 sec): 3 clusters Score: Raw -2380842.425648 + Penalty 3457.425539 = -2377385.000110 nChanged 158 SP:Iteration 30Q (531.655100 sec): 3 clusters Score: Raw -2380858.149179 + Penalty 3457.425539 = -2377400.723640 nChanged 151 SP:Iteration 31Q (531.774317 sec): 3 clusters Score: Raw -2380871.536492 + Penalty 3457.425539 = -2377414.110953 nChanged 135 SP:Iteration 32Q (531.890989 sec): 3 clusters Score: Raw -2380882.362225 + Penalty 3457.425539 = -2377424.936686 nChanged 118 SP:Iteration 33Q (532.008065 sec): 3 clusters Score: Raw -2380890.739260 + Penalty 3457.425539 = -2377433.313722 nChanged 114 SP:Iteration 34Q (532.125622 sec): 3 clusters Score: Raw -2380898.066988 + Penalty 3457.425539 = -2377440.641449 nChanged 101 SP:Iteration 35Q (532.237056 sec): 3 clusters Score: Raw -2380903.838738 + Penalty 3457.425539 = -2377446.413199 nChanged 93 SP:Iteration 36Q (532.355723 sec): 3 clusters Score: Raw -2380909.875176 + Penalty 3457.425539 = -2377452.449637 nChanged 90 SP:Iteration 37Q (532.472917 sec): 3 clusters Score: Raw -2380915.977837 + Penalty 3457.425539 = -2377458.552298 nChanged 92 SP:Iteration 38Q (532.585913 sec): 3 clusters Score: Raw -2380921.861722 + Penalty 3457.425539 = -2377464.436183 nChanged 100 SP:Iteration 39Q (532.696247 sec): 3 clusters Score: Raw -2380929.132630 + Penalty 3457.425539 = -2377471.707091 nChanged 104 SP:Iteration 40F (532.815285 sec): 3 clusters Score: Raw -2380936.283016 + Penalty 3457.425539 = -2377478.857477 nChanged 109 SP:Iteration 41Q (532.924471 sec): 3 clusters Score: Raw -2380944.680710 + Penalty 3457.425539 = -2377487.255171 nChanged 115 SP:Iteration 42Q (533.038480 sec): 3 clusters Score: Raw -2380952.249862 + Penalty 3457.425539 = -2377494.824323 nChanged 113 SP:Iteration 43Q (533.146486 sec): 3 clusters Score: Raw -2380960.378556 + Penalty 3457.425539 = -2377502.953018 nChanged 115 SP:Iteration 44Q (533.255057 sec): 3 clusters Score: Raw -2380969.362171 + Penalty 3457.425539 = -2377511.936633 nChanged 120 SP:Iteration 45Q (533.376039 sec): 3 clusters Score: Raw -2380978.330789 + Penalty 3457.425539 = -2377520.905250 nChanged 116 SP:Iteration 46Q (533.490049 sec): 3 clusters Score: Raw -2380986.418397 + Penalty 3457.425539 = -2377528.992858 nChanged 112 SP:Iteration 47Q (533.608236 sec): 3 clusters Score: Raw -2380994.704571 + Penalty 3457.425539 = -2377537.279032 nChanged 124 SP:Iteration 48Q (533.716449 sec): 3 clusters Score: Raw -2381005.784890 + Penalty 3457.425539 = -2377548.359351 nChanged 149 SP:Iteration 49Q (533.828792 sec): 3 clusters Score: Raw -2381019.903506 + Penalty 3457.425539 = -2377562.477968 nChanged 167 SP:Iteration 50Q (533.935487 sec): 3 clusters Score: Raw -2381035.567666 + Penalty 3457.425539 = -2377578.142127 nChanged 174 SP:Iteration 51Q (534.055191 sec): 3 clusters Score: Raw -2381053.866441 + Penalty 3457.425539 = -2377596.440903 nChanged 181 SP:Iteration 52Q (534.169472 sec): 3 clusters Score: Raw -2381072.859532 + Penalty 3457.425539 = -2377615.433993 nChanged 197 SP:Iteration 53Q (534.275162 sec): 3 clusters Score: Raw -2381094.536514 + Penalty 3457.425539 = -2377637.110975 nChanged 208 SP:Iteration 54Q (534.383497 sec): 3 clusters Score: Raw -2381117.159246 + Penalty 3457.425539 = -2377659.733707 nChanged 249 SP:Iteration 55Q (534.511256 sec): 3 clusters Score: Raw -2381146.432537 + Penalty 3457.425539 = -2377689.006998 nChanged 253 SP:Iteration 56Q (534.637231 sec): 3 clusters Score: Raw -2381176.826841 + Penalty 3457.425539 = -2377719.401302 nChanged 252 SP:Iteration 57Q (534.756060 sec): 3 clusters Score: Raw -2381207.863861 + Penalty 3457.425539 = -2377750.438323 nChanged 272 SP:Iteration 58Q (534.863150 sec): 3 clusters Score: Raw -2381244.274413 + Penalty 3457.425539 = -2377786.848874 nChanged 314 SP:Iteration 59Q (534.979954 sec): 3 clusters Score: Raw -2381288.342701 + Penalty 3457.425539 = -2377830.917162 nChanged 323 SP:Iteration 60F (535.094382 sec): 3 clusters Score: Raw -2381337.372919 + Penalty 3457.425539 = -2377879.947380 nChanged 351 SP:Iteration 61Q (535.207216 sec): 3 clusters Score: Raw -2381394.124326 + Penalty 3457.425539 = -2377936.698787 nChanged 392 SP:Iteration 62Q (535.323883 sec): 3 clusters Score: Raw -2381466.192411 + Penalty 3457.425539 = -2378008.766873 nChanged 422 SP:Iteration 63Q (535.436102 sec): 3 clusters Score: Raw -2381550.388078 + Penalty 3457.425539 = -2378092.962539 nChanged 461 SP:Iteration 64Q (535.546207 sec): 3 clusters Score: Raw -2381650.902307 + Penalty 3457.425539 = -2378193.476769 nChanged 474 SP:Iteration 65Q (535.667233 sec): 3 clusters Score: Raw -2381760.251314 + Penalty 3457.425539 = -2378302.825776 nChanged 513 SP:Iteration 66Q (535.779078 sec): 3 clusters Score: Raw -2381882.894698 + Penalty 3457.425539 = -2378425.469160 nChanged 533 SP:Iteration 67Q (535.881058 sec): 3 clusters Score: Raw -2382020.369034 + Penalty 3457.425539 = -2378562.943496 nChanged 560 SP:Iteration 68Q (536.006395 sec): 3 clusters Score: Raw -2382178.140447 + Penalty 3457.425539 = -2378720.714908 nChanged 606 SP:Iteration 69Q (536.110108 sec): 3 clusters Score: Raw -2382370.294532 + Penalty 3457.425539 = -2378912.868993 nChanged 657 SP:Iteration 70Q (536.228928 sec): 3 clusters Score: Raw -2382588.955571 + Penalty 3457.425539 = -2379131.530033 nChanged 657 SP:Iteration 71Q (536.341878 sec): 3 clusters Score: Raw -2382829.108356 + Penalty 3457.425539 = -2379371.682817 nChanged 695 SP:Iteration 72Q (536.456890 sec): 3 clusters Score: Raw -2383118.175234 + Penalty 3457.425539 = -2379660.749696 nChanged 744 SP:Iteration 73Q (536.573664 sec): 3 clusters Score: Raw -2383480.036608 + Penalty 3457.425539 = -2380022.611070 nChanged 781 SP:Iteration 74Q (536.682814 sec): 3 clusters Score: Raw -2383896.262301 + Penalty 3457.425539 = -2380438.836762 nChanged 742 SP:Iteration 75Q (536.795706 sec): 3 clusters Score: Raw -2384334.445453 + Penalty 3457.425539 = -2380877.019915 nChanged 712 SP:Iteration 76Q (536.903400 sec): 3 clusters Score: Raw -2384760.372406 + Penalty 3457.425539 = -2381302.946868 nChanged 663 SP:Iteration 77Q (537.017663 sec): 3 clusters Score: Raw -2385124.396856 + Penalty 3457.425539 = -2381666.971317 nChanged 561 SP:Iteration 78Q (537.128736 sec): 3 clusters Score: Raw -2385409.480824 + Penalty 3457.425539 = -2381952.055285 nChanged 493 SP:Iteration 79Q (537.243222 sec): 3 clusters Score: Raw -2385637.626936 + Penalty 3457.425539 = -2382180.201397 nChanged 432 SP:Iteration 80F (537.357026 sec): 3 clusters Score: Raw -2385824.735393 + Penalty 3457.425539 = -2382367.309854 nChanged 397 SP:Iteration 81Q (537.464441 sec): 3 clusters Score: Raw -2385994.909390 + Penalty 3457.425539 = -2382537.483851 nChanged 357 SP:Iteration 82Q (537.569557 sec): 3 clusters Score: Raw -2386131.692356 + Penalty 3457.425539 = -2382674.266817 nChanged 273 SP:Iteration 83Q (537.681109 sec): 3 clusters Score: Raw -2386234.137226 + Penalty 3457.425539 = -2382776.711688 nChanged 245 SP:Iteration 84Q (537.786930 sec): 3 clusters Score: Raw -2386326.181185 + Penalty 3457.425539 = -2382868.755647 nChanged 210 SP:Iteration 85Q (537.890659 sec): 3 clusters Score: Raw -2386389.588319 + Penalty 3457.425539 = -2382932.162781 nChanged 160 SP:Iteration 86Q (537.986893 sec): 3 clusters Score: Raw -2386429.432070 + Penalty 3457.425539 = -2382972.006531 nChanged 109 SP:Iteration 87Q (538.100608 sec): 3 clusters Score: Raw -2386454.642445 + Penalty 3457.425539 = -2382997.216906 nChanged 100 SP:Iteration 88Q (538.204236 sec): 3 clusters Score: Raw -2386476.215526 + Penalty 3457.425539 = -2383018.789987 nChanged 75 SP:Iteration 89Q (538.311531 sec): 3 clusters Score: Raw -2386492.676307 + Penalty 3457.425539 = -2383035.250768 nChanged 62 SP:Iteration 90Q (538.406518 sec): 3 clusters Score: Raw -2386504.183435 + Penalty 3457.425539 = -2383046.757896 nChanged 63 SP:Iteration 91Q (538.508449 sec): 3 clusters Score: Raw -2386518.682230 + Penalty 3457.425539 = -2383061.256691 nChanged 57 SP:Iteration 92Q (538.614764 sec): 3 clusters Score: Raw -2386530.535713 + Penalty 3457.425539 = -2383073.110174 nChanged 62 SP:Iteration 93Q (538.718526 sec): 3 clusters Score: Raw -2386544.708286 + Penalty 3457.425539 = -2383087.282747 nChanged 47 SP:Iteration 94Q (538.823514 sec): 3 clusters Score: Raw -2386553.235880 + Penalty 3457.425539 = -2383095.810341 nChanged 28 SP:Iteration 95Q (538.922112 sec): 3 clusters Score: Raw -2386558.452327 + Penalty 3457.425539 = -2383101.026788 nChanged 29 SP:Iteration 96Q (539.024569 sec): 3 clusters Score: Raw -2386563.963240 + Penalty 3457.425539 = -2383106.537701 nChanged 27 SP:Iteration 97Q (539.127048 sec): 3 clusters Score: Raw -2386567.247999 + Penalty 3457.425539 = -2383109.822460 nChanged 15 SP:Iteration 98Q (539.231245 sec): 3 clusters Score: Raw -2386569.943836 + Penalty 3457.425539 = -2383112.518297 nChanged 16 SP:Iteration 99Q (539.333008 sec): 3 clusters Score: Raw -2386572.430299 + Penalty 3457.425539 = -2383115.004760 nChanged 18 SP:Iteration 100F (539.452076 sec): 3 clusters Score: Raw -2386575.522232 + Penalty 3457.425539 = -2383118.096694 nChanged 17 SP:Iteration 101Q (539.554732 sec): 3 clusters Score: Raw -2386578.077971 + Penalty 3457.425539 = -2383120.652433 nChanged 11 SP:Iteration 102Q (539.665688 sec): 3 clusters Score: Raw -2386579.928353 + Penalty 3457.425539 = -2383122.502814 nChanged 12 SP:Iteration 103Q (539.775999 sec): 3 clusters Score: Raw -2386581.319102 + Penalty 3457.425539 = -2383123.893563 nChanged 11 SP:Iteration 104Q (539.872460 sec): 3 clusters Score: Raw -2386582.931228 + Penalty 3457.425539 = -2383125.505690 nChanged 11 SP:Iteration 105Q (539.981194 sec): 3 clusters Score: Raw -2386584.842836 + Penalty 3457.425539 = -2383127.417298 nChanged 11 SP:Iteration 106Q (540.076618 sec): 3 clusters Score: Raw -2386586.817645 + Penalty 3457.425539 = -2383129.392106 nChanged 11 SP:Iteration 107Q (540.182350 sec): 3 clusters Score: Raw -2386588.784245 + Penalty 3457.425539 = -2383131.358706 nChanged 10 SP:Iteration 108Q (540.275086 sec): 3 clusters Score: Raw -2386590.093132 + Penalty 3457.425539 = -2383132.667593 nChanged 12 SP:Iteration 109Q (540.372863 sec): 3 clusters Score: Raw -2386592.304555 + Penalty 3457.425539 = -2383134.879016 nChanged 12 SP:Iteration 110Q (540.472753 sec): 3 clusters Score: Raw -2386593.901230 + Penalty 3457.425539 = -2383136.475692 nChanged 8 SP:Iteration 111Q (540.578435 sec): 3 clusters Score: Raw -2386595.215540 + Penalty 3457.425539 = -2383137.790002 nChanged 7 SP:Iteration 112Q (540.678768 sec): 3 clusters Score: Raw -2386596.480103 + Penalty 3457.425539 = -2383139.054564 nChanged 7 SP:Iteration 113Q (540.779136 sec): 3 clusters Score: Raw -2386597.769585 + Penalty 3457.425539 = -2383140.344047 nChanged 8 SP:Iteration 114Q (540.882343 sec): 3 clusters Score: Raw -2386599.083498 + Penalty 3457.425539 = -2383141.657959 nChanged 7 SP:Iteration 115Q (540.988408 sec): 3 clusters Score: Raw -2386600.133992 + Penalty 3457.425539 = -2383142.708453 nChanged 8 SP:Iteration 116Q (541.089218 sec): 3 clusters Score: Raw -2386601.451632 + Penalty 3457.425539 = -2383144.026093 nChanged 7 SP:Iteration 117Q (541.179543 sec): 3 clusters Score: Raw -2386602.999282 + Penalty 3457.425539 = -2383145.573744 nChanged 10 SP:Iteration 118Q (541.291584 sec): 3 clusters Score: Raw -2386605.204544 + Penalty 3457.425539 = -2383147.779005 nChanged 14 SP:Iteration 119Q (541.391444 sec): 3 clusters Score: Raw -2386607.620576 + Penalty 3457.425539 = -2383150.195038 nChanged 11 SP:Iteration 120F (541.508643 sec): 3 clusters Score: Raw -2386609.263013 + Penalty 3457.425539 = -2383151.837474 nChanged 14 SP:Iteration 121Q (541.613208 sec): 3 clusters Score: Raw -2386611.211684 + Penalty 3457.425539 = -2383153.786145 nChanged 10 SP:Iteration 122Q (541.716930 sec): 3 clusters Score: Raw -2386613.154260 + Penalty 3457.425539 = -2383155.728721 nChanged 10 SP:Iteration 123Q (541.815983 sec): 3 clusters Score: Raw -2386614.523660 + Penalty 3457.425539 = -2383157.098122 nChanged 7 SP:Iteration 124Q (541.915731 sec): 3 clusters Score: Raw -2386615.530902 + Penalty 3457.425539 = -2383158.105364 nChanged 6 SP:Iteration 125Q (542.018285 sec): 3 clusters Score: Raw -2386616.828394 + Penalty 3457.425539 = -2383159.402856 nChanged 10 SP:Iteration 126Q (542.117505 sec): 3 clusters Score: Raw -2386619.217583 + Penalty 3457.425539 = -2383161.792045 nChanged 11 SP:Iteration 127Q (542.226330 sec): 3 clusters Score: Raw -2386620.886972 + Penalty 3457.425539 = -2383163.461433 nChanged 6 SP:Iteration 128Q (542.328031 sec): 3 clusters Score: Raw -2386621.890922 + Penalty 3457.425539 = -2383164.465383 nChanged 4 SP:Iteration 129Q (542.433833 sec): 3 clusters Score: Raw -2386622.500707 + Penalty 3457.425539 = -2383165.075168 nChanged 2 SP:Iteration 130Q (542.532029 sec): 3 clusters Score: Raw -2386622.677868 + Penalty 3457.425539 = -2383165.252329 nChanged 1 SP:Iteration 131Q (542.643332 sec): 3 clusters Score: Raw -2386622.752780 + Penalty 3457.425539 = -2383165.327242 nChanged 0 SP:Iteration 132F (542.759181 sec): 3 clusters Score: Raw -2386622.752780 + Penalty 3457.425539 = -2383165.327242 nChanged 0 Trying to split cluster 13 (7713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (542.794581 sec): 2 clusters Score: Raw -445221.421983 + Penalty 1454.482656 = -443766.939328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (542.854708 sec): 3 clusters Score: Raw -440982.947233 + Penalty 2908.965311 = -438073.981922 nChanged 3297 SP:Iteration 1F (542.918687 sec): 3 clusters Score: Raw -442725.478202 + Penalty 2908.965311 = -439816.512891 nChanged 471 SP:Iteration 2F (542.970707 sec): 3 clusters Score: Raw -442929.605502 + Penalty 2908.965311 = -440020.640191 nChanged 390 SP:Iteration 3F (543.043597 sec): 3 clusters Score: Raw -443119.056662 + Penalty 2908.965311 = -440210.091351 nChanged 367 SP:Iteration 4Q (543.094592 sec): 3 clusters Score: Raw -443310.471757 + Penalty 2908.965311 = -440401.506446 nChanged 362 SP:Iteration 5Q (543.162520 sec): 3 clusters Score: Raw -443513.021591 + Penalty 2908.965311 = -440604.056280 nChanged 349 SP:Iteration 6Q (543.225440 sec): 3 clusters Score: Raw -443728.504810 + Penalty 2908.965311 = -440819.539499 nChanged 354 SP:Iteration 7Q (543.285699 sec): 3 clusters Score: Raw -443959.509197 + Penalty 2908.965311 = -441050.543885 nChanged 345 SP:Iteration 8Q (543.336707 sec): 3 clusters Score: Raw -444206.536360 + Penalty 2908.965311 = -441297.571048 nChanged 343 SP:Iteration 9Q (543.401138 sec): 3 clusters Score: Raw -444466.075428 + Penalty 2908.965311 = -441557.110116 nChanged 313 SP:Iteration 10Q (543.458121 sec): 3 clusters Score: Raw -444683.970881 + Penalty 2908.965311 = -441775.005569 nChanged 251 SP:Iteration 11Q (543.516625 sec): 3 clusters Score: Raw -444853.230776 + Penalty 2908.965311 = -441944.265465 nChanged 193 SP:Iteration 12Q (543.576208 sec): 3 clusters Score: Raw -444974.979300 + Penalty 2908.965311 = -442066.013989 nChanged 131 SP:Iteration 13Q (543.624127 sec): 3 clusters Score: Raw -445066.886235 + Penalty 2908.965311 = -442157.920923 nChanged 118 SP:Iteration 14Q (543.685716 sec): 3 clusters Score: Raw -445149.381040 + Penalty 2908.965311 = -442240.415729 nChanged 104 SP:Iteration 15Q (543.748506 sec): 3 clusters Score: Raw -445220.570507 + Penalty 2908.965311 = -442311.605196 nChanged 78 SP:Iteration 16Q (543.807050 sec): 3 clusters Score: Raw -445262.652136 + Penalty 2908.965311 = -442353.686825 nChanged 75 SP:Iteration 17Q (543.863596 sec): 3 clusters Score: Raw -445305.201044 + Penalty 2908.965311 = -442396.235733 nChanged 55 SP:Iteration 18Q (543.927221 sec): 3 clusters Score: Raw -445333.573676 + Penalty 2908.965311 = -442424.608365 nChanged 61 SP:Iteration 19Q (543.986995 sec): 3 clusters Score: Raw -445366.208150 + Penalty 2908.965311 = -442457.242838 nChanged 47 SP:Iteration 20F (544.036725 sec): 3 clusters Score: Raw -445390.425265 + Penalty 2908.965311 = -442481.459954 nChanged 43 SP:Iteration 21Q (544.107227 sec): 3 clusters Score: Raw -445413.781054 + Penalty 2908.965311 = -442504.815743 nChanged 45 SP:Iteration 22Q (544.166939 sec): 3 clusters Score: Raw -445438.518948 + Penalty 2908.965311 = -442529.553637 nChanged 38 SP:Iteration 23Q (544.212698 sec): 3 clusters Score: Raw -445461.984388 + Penalty 2908.965311 = -442553.019077 nChanged 25 SP:Iteration 24Q (544.282018 sec): 3 clusters Score: Raw -445472.153749 + Penalty 2908.965311 = -442563.188438 nChanged 19 SP:Iteration 25Q (544.339884 sec): 3 clusters Score: Raw -445480.264819 + Penalty 2908.965311 = -442571.299508 nChanged 15 SP:Iteration 26Q (544.395308 sec): 3 clusters Score: Raw -445488.650168 + Penalty 2908.965311 = -442579.684857 nChanged 15 SP:Iteration 27Q (544.443412 sec): 3 clusters Score: Raw -445497.486555 + Penalty 2908.965311 = -442588.521244 nChanged 14 SP:Iteration 28Q (544.503217 sec): 3 clusters Score: Raw -445504.325827 + Penalty 2908.965311 = -442595.360516 nChanged 6 SP:Iteration 29Q (544.569070 sec): 3 clusters Score: Raw -445506.301500 + Penalty 2908.965311 = -442597.336189 nChanged 4 SP:Iteration 30Q (544.628636 sec): 3 clusters Score: Raw -445507.797640 + Penalty 2908.965311 = -442598.832328 nChanged 1 SP:Iteration 31Q (544.673571 sec): 3 clusters Score: Raw -445508.304908 + Penalty 2908.965311 = -442599.339597 nChanged 1 SP:Iteration 32Q (544.741473 sec): 3 clusters Score: Raw -445508.889903 + Penalty 2908.965311 = -442599.924592 nChanged 2 SP:Iteration 33Q (544.800929 sec): 3 clusters Score: Raw -445509.687670 + Penalty 2908.965311 = -442600.722358 nChanged 2 SP:Iteration 34Q (544.855887 sec): 3 clusters Score: Raw -445510.029668 + Penalty 2908.965311 = -442601.064356 nChanged 2 SP:Iteration 35Q (544.919306 sec): 3 clusters Score: Raw -445510.437410 + Penalty 2908.965311 = -442601.472098 nChanged 2 SP:Iteration 36Q (544.966904 sec): 3 clusters Score: Raw -445510.921159 + Penalty 2908.965311 = -442601.955848 nChanged 2 SP:Iteration 37Q (545.024674 sec): 3 clusters Score: Raw -445511.539115 + Penalty 2908.965311 = -442602.573804 nChanged 1 SP:Iteration 38Q (545.091494 sec): 3 clusters Score: Raw -445511.864431 + Penalty 2908.965311 = -442602.899120 nChanged 1 SP:Iteration 39Q (545.140818 sec): 3 clusters Score: Raw -445512.221075 + Penalty 2908.965311 = -442603.255764 nChanged 0 SP:Iteration 40F (545.212799 sec): 3 clusters Score: Raw -445512.221075 + Penalty 2908.965311 = -442603.255764 nChanged 0 Trying to split cluster 14 (2148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (545.232156 sec): 2 clusters Score: Raw -101437.801527 + Penalty 1246.747524 = -100191.054003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (545.283024 sec): 3 clusters Score: Raw -100531.842015 + Penalty 2493.495048 = -98038.346967 nChanged 761 SP:Iteration 1F (545.327111 sec): 3 clusters Score: Raw -101129.311099 + Penalty 2493.495048 = -98635.816051 nChanged 198 SP:Iteration 2F (545.380412 sec): 3 clusters Score: Raw -101381.089049 + Penalty 2493.495048 = -98887.594001 nChanged 185 SP:Iteration 3F (545.422117 sec): 3 clusters Score: Raw -101594.774747 + Penalty 2493.495048 = -99101.279699 nChanged 130 SP:Iteration 4F (545.470262 sec): 3 clusters Score: Raw -101715.833489 + Penalty 2493.495048 = -99222.338441 nChanged 96 SP:Iteration 5Q (545.524747 sec): 3 clusters Score: Raw -101785.375635 + Penalty 2493.495048 = -99291.880587 nChanged 59 SP:Iteration 6Q (545.564892 sec): 3 clusters Score: Raw -101822.921165 + Penalty 2493.495048 = -99329.426117 nChanged 35 SP:Iteration 7Q (545.615512 sec): 3 clusters Score: Raw -101851.831794 + Penalty 2493.495048 = -99358.336746 nChanged 31 SP:Iteration 8Q (545.670941 sec): 3 clusters Score: Raw -101871.304229 + Penalty 2493.495048 = -99377.809181 nChanged 30 SP:Iteration 9Q (545.723536 sec): 3 clusters Score: Raw -101886.161199 + Penalty 2493.495048 = -99392.666151 nChanged 21 SP:Iteration 10Q (545.782790 sec): 3 clusters Score: Raw -101900.900532 + Penalty 2493.495048 = -99407.405484 nChanged 21 SP:Iteration 11Q (545.836284 sec): 3 clusters Score: Raw -101914.893032 + Penalty 2493.495048 = -99421.397984 nChanged 23 SP:Iteration 12Q (545.890137 sec): 3 clusters Score: Raw -101926.049836 + Penalty 2493.495048 = -99432.554788 nChanged 19 SP:Iteration 13Q (545.934279 sec): 3 clusters Score: Raw -101934.028688 + Penalty 2493.495048 = -99440.533640 nChanged 13 SP:Iteration 14Q (545.987961 sec): 3 clusters Score: Raw -101940.665134 + Penalty 2493.495048 = -99447.170086 nChanged 11 SP:Iteration 15Q (546.046360 sec): 3 clusters Score: Raw -101945.303105 + Penalty 2493.495048 = -99451.808057 nChanged 8 SP:Iteration 16Q (546.098939 sec): 3 clusters Score: Raw -101950.528820 + Penalty 2493.495048 = -99457.033772 nChanged 7 SP:Iteration 17Q (546.145001 sec): 3 clusters Score: Raw -101953.875305 + Penalty 2493.495048 = -99460.380257 nChanged 5 SP:Iteration 18Q (546.202890 sec): 3 clusters Score: Raw -101955.844287 + Penalty 2493.495048 = -99462.349239 nChanged 2 SP:Iteration 19Q (546.247049 sec): 3 clusters Score: Raw -101956.530879 + Penalty 2493.495048 = -99463.035831 nChanged 0 SP:Iteration 20F (546.301831 sec): 3 clusters Score: Raw -101956.530879 + Penalty 2493.495048 = -99463.035831 nChanged 0 Trying to split cluster 15 (7658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (546.337150 sec): 2 clusters Score: Raw -413288.388266 + Penalty 1453.319746 = -411835.068519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (546.387510 sec): 3 clusters Score: Raw -409055.900900 + Penalty 2906.639493 = -406149.261408 nChanged 3295 SP:Iteration 1F (546.449619 sec): 3 clusters Score: Raw -410822.125927 + Penalty 2906.639493 = -407915.486434 nChanged 500 SP:Iteration 2F (546.507274 sec): 3 clusters Score: Raw -411027.090870 + Penalty 2906.639493 = -408120.451377 nChanged 366 SP:Iteration 3Q (546.563884 sec): 3 clusters Score: Raw -411165.250176 + Penalty 2906.639493 = -408258.610683 nChanged 292 SP:Iteration 4Q (546.619079 sec): 3 clusters Score: Raw -411260.979373 + Penalty 2906.639493 = -408354.339880 nChanged 241 SP:Iteration 5Q (546.674102 sec): 3 clusters Score: Raw -411333.438808 + Penalty 2906.639493 = -408426.799315 nChanged 187 SP:Iteration 6Q (546.728390 sec): 3 clusters Score: Raw -411407.857071 + Penalty 2906.639493 = -408501.217578 nChanged 196 SP:Iteration 7Q (546.791435 sec): 3 clusters Score: Raw -411479.187561 + Penalty 2906.639493 = -408572.548068 nChanged 196 SP:Iteration 8Q (546.847945 sec): 3 clusters Score: Raw -411547.152505 + Penalty 2906.639493 = -408640.513012 nChanged 212 SP:Iteration 9Q (546.919903 sec): 3 clusters Score: Raw -411621.962968 + Penalty 2906.639493 = -408715.323475 nChanged 187 SP:Iteration 10Q (546.977875 sec): 3 clusters Score: Raw -411696.707374 + Penalty 2906.639493 = -408790.067881 nChanged 207 SP:Iteration 11Q (547.028635 sec): 3 clusters Score: Raw -411786.154674 + Penalty 2906.639493 = -408879.515181 nChanged 218 SP:Iteration 12Q (547.102752 sec): 3 clusters Score: Raw -411891.596983 + Penalty 2906.639493 = -408984.957490 nChanged 239 SP:Iteration 13Q (547.164344 sec): 3 clusters Score: Raw -412014.373076 + Penalty 2906.639493 = -409107.733583 nChanged 239 SP:Iteration 14Q (547.214267 sec): 3 clusters Score: Raw -412135.271619 + Penalty 2906.639493 = -409228.632126 nChanged 242 SP:Iteration 15Q (547.275438 sec): 3 clusters Score: Raw -412261.704026 + Penalty 2906.639493 = -409355.064533 nChanged 239 SP:Iteration 16Q (547.344237 sec): 3 clusters Score: Raw -412376.752635 + Penalty 2906.639493 = -409470.113142 nChanged 241 SP:Iteration 17Q (547.395937 sec): 3 clusters Score: Raw -412501.429731 + Penalty 2906.639493 = -409594.790238 nChanged 216 SP:Iteration 18Q (547.470022 sec): 3 clusters Score: Raw -412610.003194 + Penalty 2906.639493 = -409703.363701 nChanged 212 SP:Iteration 19Q (547.531636 sec): 3 clusters Score: Raw -412706.923333 + Penalty 2906.639493 = -409800.283841 nChanged 169 SP:Iteration 20F (547.591046 sec): 3 clusters Score: Raw -412768.680091 + Penalty 2906.639493 = -409862.040598 nChanged 133 SP:Iteration 21Q (547.642525 sec): 3 clusters Score: Raw -412820.068621 + Penalty 2906.639493 = -409913.429128 nChanged 113 SP:Iteration 22Q (547.703131 sec): 3 clusters Score: Raw -412865.611291 + Penalty 2906.639493 = -409958.971798 nChanged 114 SP:Iteration 23Q (547.758716 sec): 3 clusters Score: Raw -412897.718163 + Penalty 2906.639493 = -409991.078670 nChanged 85 SP:Iteration 24Q (547.823915 sec): 3 clusters Score: Raw -412922.067873 + Penalty 2906.639493 = -410015.428380 nChanged 73 SP:Iteration 25Q (547.873033 sec): 3 clusters Score: Raw -412938.769473 + Penalty 2906.639493 = -410032.129980 nChanged 55 SP:Iteration 26Q (547.945659 sec): 3 clusters Score: Raw -412956.046833 + Penalty 2906.639493 = -410049.407340 nChanged 52 SP:Iteration 27Q (548.006957 sec): 3 clusters Score: Raw -412975.889019 + Penalty 2906.639493 = -410069.249526 nChanged 64 SP:Iteration 28Q (548.062967 sec): 3 clusters Score: Raw -412997.327778 + Penalty 2906.639493 = -410090.688285 nChanged 57 SP:Iteration 29Q (548.113133 sec): 3 clusters Score: Raw -413015.858137 + Penalty 2906.639493 = -410109.218645 nChanged 65 SP:Iteration 30Q (548.176695 sec): 3 clusters Score: Raw -413033.943552 + Penalty 2906.639493 = -410127.304059 nChanged 53 SP:Iteration 31Q (548.229025 sec): 3 clusters Score: Raw -413049.455856 + Penalty 2906.639493 = -410142.816363 nChanged 59 SP:Iteration 32Q (548.290715 sec): 3 clusters Score: Raw -413069.191636 + Penalty 2906.639493 = -410162.552143 nChanged 56 SP:Iteration 33Q (548.352563 sec): 3 clusters Score: Raw -413087.883019 + Penalty 2906.639493 = -410181.243526 nChanged 57 SP:Iteration 34Q (548.407062 sec): 3 clusters Score: Raw -413104.789036 + Penalty 2906.639493 = -410198.149544 nChanged 53 SP:Iteration 35Q (548.477857 sec): 3 clusters Score: Raw -413120.684506 + Penalty 2906.639493 = -410214.045013 nChanged 57 SP:Iteration 36Q (548.538202 sec): 3 clusters Score: Raw -413138.673591 + Penalty 2906.639493 = -410232.034098 nChanged 58 SP:Iteration 37Q (548.593127 sec): 3 clusters Score: Raw -413153.473330 + Penalty 2906.639493 = -410246.833837 nChanged 44 SP:Iteration 38Q (548.655519 sec): 3 clusters Score: Raw -413167.110303 + Penalty 2906.639493 = -410260.470810 nChanged 46 SP:Iteration 39Q (548.704488 sec): 3 clusters Score: Raw -413178.728861 + Penalty 2906.639493 = -410272.089368 nChanged 46 SP:Iteration 40F (548.766885 sec): 3 clusters Score: Raw -413194.337678 + Penalty 2906.639493 = -410287.698185 nChanged 50 SP:Iteration 41Q (548.819620 sec): 3 clusters Score: Raw -413209.364404 + Penalty 2906.639493 = -410302.724912 nChanged 36 SP:Iteration 42Q (548.878207 sec): 3 clusters Score: Raw -413217.356709 + Penalty 2906.639493 = -410310.717216 nChanged 37 SP:Iteration 43Q (548.945602 sec): 3 clusters Score: Raw -413225.869437 + Penalty 2906.639493 = -410319.229944 nChanged 32 SP:Iteration 44Q (549.009467 sec): 3 clusters Score: Raw -413234.416583 + Penalty 2906.639493 = -410327.777090 nChanged 32 SP:Iteration 45Q (549.065139 sec): 3 clusters Score: Raw -413244.124334 + Penalty 2906.639493 = -410337.484841 nChanged 31 SP:Iteration 46Q (549.115467 sec): 3 clusters Score: Raw -413254.292085 + Penalty 2906.639493 = -410347.652593 nChanged 43 SP:Iteration 47Q (549.168489 sec): 3 clusters Score: Raw -413270.975324 + Penalty 2906.639493 = -410364.335831 nChanged 44 SP:Iteration 48Q (549.226875 sec): 3 clusters Score: Raw -413286.546832 + Penalty 2906.639493 = -410379.907339 nChanged 49 SP:Iteration 49Q (549.285458 sec): 3 clusters Score: Raw -413305.880054 + Penalty 2906.639493 = -410399.240561 nChanged 48 SP:Iteration 50Q (549.353143 sec): 3 clusters Score: Raw -413330.635197 + Penalty 2906.639493 = -410423.995704 nChanged 54 SP:Iteration 51Q (549.405493 sec): 3 clusters Score: Raw -413349.971219 + Penalty 2906.639493 = -410443.331726 nChanged 44 SP:Iteration 52Q (549.466091 sec): 3 clusters Score: Raw -413363.311867 + Penalty 2906.639493 = -410456.672374 nChanged 40 SP:Iteration 53Q (549.514108 sec): 3 clusters Score: Raw -413374.597518 + Penalty 2906.639493 = -410467.958026 nChanged 38 SP:Iteration 54Q (549.574688 sec): 3 clusters Score: Raw -413385.304010 + Penalty 2906.639493 = -410478.664518 nChanged 32 SP:Iteration 55Q (549.636309 sec): 3 clusters Score: Raw -413394.108832 + Penalty 2906.639493 = -410487.469339 nChanged 34 SP:Iteration 56Q (549.697804 sec): 3 clusters Score: Raw -413404.616261 + Penalty 2906.639493 = -410497.976768 nChanged 41 SP:Iteration 57Q (549.767883 sec): 3 clusters Score: Raw -413418.598738 + Penalty 2906.639493 = -410511.959245 nChanged 42 SP:Iteration 58Q (549.827408 sec): 3 clusters Score: Raw -413433.654336 + Penalty 2906.639493 = -410527.014843 nChanged 40 SP:Iteration 59Q (549.887799 sec): 3 clusters Score: Raw -413443.645110 + Penalty 2906.639493 = -410537.005617 nChanged 29 SP:Iteration 60F (549.946553 sec): 3 clusters Score: Raw -413450.778561 + Penalty 2906.639493 = -410544.139069 nChanged 28 SP:Iteration 61Q (549.994315 sec): 3 clusters Score: Raw -413457.493444 + Penalty 2906.639493 = -410550.853951 nChanged 23 SP:Iteration 62Q (550.062385 sec): 3 clusters Score: Raw -413463.222825 + Penalty 2906.639493 = -410556.583332 nChanged 16 SP:Iteration 63Q (550.121630 sec): 3 clusters Score: Raw -413466.490119 + Penalty 2906.639493 = -410559.850626 nChanged 15 SP:Iteration 64Q (550.183134 sec): 3 clusters Score: Raw -413469.763749 + Penalty 2906.639493 = -410563.124257 nChanged 15 SP:Iteration 65Q (550.232083 sec): 3 clusters Score: Raw -413473.192577 + Penalty 2906.639493 = -410566.553084 nChanged 12 SP:Iteration 66Q (550.291085 sec): 3 clusters Score: Raw -413475.512016 + Penalty 2906.639493 = -410568.872523 nChanged 12 SP:Iteration 67Q (550.347607 sec): 3 clusters Score: Raw -413478.986315 + Penalty 2906.639493 = -410572.346822 nChanged 15 SP:Iteration 68Q (550.402859 sec): 3 clusters Score: Raw -413483.457224 + Penalty 2906.639493 = -410576.817731 nChanged 14 SP:Iteration 69Q (550.456627 sec): 3 clusters Score: Raw -413488.009438 + Penalty 2906.639493 = -410581.369945 nChanged 15 SP:Iteration 70Q (550.520872 sec): 3 clusters Score: Raw -413493.513651 + Penalty 2906.639493 = -410586.874158 nChanged 19 SP:Iteration 71Q (550.577996 sec): 3 clusters Score: Raw -413498.934124 + Penalty 2906.639493 = -410592.294631 nChanged 19 SP:Iteration 72Q (550.635106 sec): 3 clusters Score: Raw -413504.460322 + Penalty 2906.639493 = -410597.820829 nChanged 21 SP:Iteration 73Q (550.688443 sec): 3 clusters Score: Raw -413509.147436 + Penalty 2906.639493 = -410602.507943 nChanged 16 SP:Iteration 74Q (550.749912 sec): 3 clusters Score: Raw -413513.664946 + Penalty 2906.639493 = -410607.025453 nChanged 27 SP:Iteration 75Q (550.819096 sec): 3 clusters Score: Raw -413521.103167 + Penalty 2906.639493 = -410614.463674 nChanged 27 SP:Iteration 76Q (550.869648 sec): 3 clusters Score: Raw -413530.066428 + Penalty 2906.639493 = -410623.426935 nChanged 26 SP:Iteration 77Q (550.927266 sec): 3 clusters Score: Raw -413538.738534 + Penalty 2906.639493 = -410632.099041 nChanged 25 SP:Iteration 78Q (550.988145 sec): 3 clusters Score: Raw -413544.956131 + Penalty 2906.639493 = -410638.316638 nChanged 19 SP:Iteration 79Q (551.049623 sec): 3 clusters Score: Raw -413548.806344 + Penalty 2906.639493 = -410642.166851 nChanged 18 SP:Iteration 80F (551.113047 sec): 3 clusters Score: Raw -413553.506724 + Penalty 2906.639493 = -410646.867231 nChanged 15 SP:Iteration 81Q (551.156287 sec): 3 clusters Score: Raw -413556.478654 + Penalty 2906.639493 = -410649.839161 nChanged 10 SP:Iteration 82Q (551.223631 sec): 3 clusters Score: Raw -413559.544599 + Penalty 2906.639493 = -410652.905106 nChanged 10 SP:Iteration 83Q (551.274031 sec): 3 clusters Score: Raw -413561.777223 + Penalty 2906.639493 = -410655.137730 nChanged 9 SP:Iteration 84Q (551.329315 sec): 3 clusters Score: Raw -413563.667904 + Penalty 2906.639493 = -410657.028411 nChanged 5 SP:Iteration 85Q (551.397561 sec): 3 clusters Score: Raw -413564.756519 + Penalty 2906.639493 = -410658.117026 nChanged 3 SP:Iteration 86Q (551.449519 sec): 3 clusters Score: Raw -413565.096282 + Penalty 2906.639493 = -410658.456789 nChanged 3 SP:Iteration 87Q (551.510172 sec): 3 clusters Score: Raw -413565.818739 + Penalty 2906.639493 = -410659.179246 nChanged 2 SP:Iteration 88Q (551.572527 sec): 3 clusters Score: Raw -413566.173512 + Penalty 2906.639493 = -410659.534019 nChanged 1 SP:Iteration 89Q (551.633103 sec): 3 clusters Score: Raw -413566.352114 + Penalty 2906.639493 = -410659.712621 nChanged 0 SP:Iteration 90F (551.695748 sec): 3 clusters Score: Raw -413566.352114 + Penalty 2906.639493 = -410659.712621 nChanged 0 Trying to split cluster 16 (4373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (551.734342 sec): 2 clusters Score: Raw -277422.932009 + Penalty 1362.270740 = -276060.661269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (551.789426 sec): 3 clusters Score: Raw -275222.556645 + Penalty 2724.541479 = -272498.015165 nChanged 1741 SP:Iteration 1F (551.844737 sec): 3 clusters Score: Raw -276276.374002 + Penalty 2724.541479 = -273551.832523 nChanged 367 SP:Iteration 2F (551.890669 sec): 3 clusters Score: Raw -276599.489914 + Penalty 2724.541479 = -273874.948435 nChanged 330 SP:Iteration 3F (551.947403 sec): 3 clusters Score: Raw -277002.912798 + Penalty 2724.541479 = -274278.371319 nChanged 335 SP:Iteration 4F (552.000670 sec): 3 clusters Score: Raw -277341.535629 + Penalty 2724.541479 = -274616.994149 nChanged 270 SP:Iteration 5F (552.062067 sec): 3 clusters Score: Raw -277588.074504 + Penalty 2724.541479 = -274863.533025 nChanged 237 SP:Iteration 6F (552.109153 sec): 3 clusters Score: Raw -277799.036711 + Penalty 2724.541479 = -275074.495232 nChanged 174 SP:Iteration 7Q (552.170297 sec): 3 clusters Score: Raw -277940.095169 + Penalty 2724.541479 = -275215.553690 nChanged 122 SP:Iteration 8Q (552.223992 sec): 3 clusters Score: Raw -278036.014319 + Penalty 2724.541479 = -275311.472840 nChanged 82 SP:Iteration 9Q (552.282654 sec): 3 clusters Score: Raw -278097.668708 + Penalty 2724.541479 = -275373.127228 nChanged 65 SP:Iteration 10Q (552.338013 sec): 3 clusters Score: Raw -278144.243856 + Penalty 2724.541479 = -275419.702376 nChanged 47 SP:Iteration 11Q (552.386327 sec): 3 clusters Score: Raw -278178.909097 + Penalty 2724.541479 = -275454.367618 nChanged 35 SP:Iteration 12Q (552.452507 sec): 3 clusters Score: Raw -278203.441924 + Penalty 2724.541479 = -275478.900445 nChanged 27 SP:Iteration 13Q (552.497925 sec): 3 clusters Score: Raw -278221.982277 + Penalty 2724.541479 = -275497.440798 nChanged 17 SP:Iteration 14Q (552.554391 sec): 3 clusters Score: Raw -278231.451988 + Penalty 2724.541479 = -275506.910509 nChanged 15 SP:Iteration 15Q (552.608746 sec): 3 clusters Score: Raw -278239.400155 + Penalty 2724.541479 = -275514.858675 nChanged 10 SP:Iteration 16Q (552.670537 sec): 3 clusters Score: Raw -278246.918977 + Penalty 2724.541479 = -275522.377498 nChanged 9 SP:Iteration 17Q (552.729609 sec): 3 clusters Score: Raw -278252.347141 + Penalty 2724.541479 = -275527.805662 nChanged 4 SP:Iteration 18Q (552.770069 sec): 3 clusters Score: Raw -278256.561793 + Penalty 2724.541479 = -275532.020314 nChanged 7 SP:Iteration 19Q (552.828613 sec): 3 clusters Score: Raw -278261.617984 + Penalty 2724.541479 = -275537.076505 nChanged 8 SP:Iteration 20F (552.886199 sec): 3 clusters Score: Raw -278266.320584 + Penalty 2724.541479 = -275541.779104 nChanged 8 SP:Iteration 21Q (552.929716 sec): 3 clusters Score: Raw -278270.786191 + Penalty 2724.541479 = -275546.244712 nChanged 6 SP:Iteration 22Q (552.983003 sec): 3 clusters Score: Raw -278273.050022 + Penalty 2724.541479 = -275548.508542 nChanged 4 SP:Iteration 23Q (553.043747 sec): 3 clusters Score: Raw -278277.174964 + Penalty 2724.541479 = -275552.633485 nChanged 6 SP:Iteration 24Q (553.100208 sec): 3 clusters Score: Raw -278280.608107 + Penalty 2724.541479 = -275556.066628 nChanged 5 SP:Iteration 25Q (553.150929 sec): 3 clusters Score: Raw -278283.853685 + Penalty 2724.541479 = -275559.312205 nChanged 4 SP:Iteration 26Q (553.208061 sec): 3 clusters Score: Raw -278286.016508 + Penalty 2724.541479 = -275561.475029 nChanged 3 SP:Iteration 27Q (553.257406 sec): 3 clusters Score: Raw -278287.240657 + Penalty 2724.541479 = -275562.699177 nChanged 2 SP:Iteration 28Q (553.314650 sec): 3 clusters Score: Raw -278287.782779 + Penalty 2724.541479 = -275563.241300 nChanged 0 SP:Iteration 29F (553.366460 sec): 3 clusters Score: Raw -278287.782779 + Penalty 2724.541479 = -275563.241300 nChanged 0 Trying to split cluster 17 (2087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.394289 sec): 2 clusters Score: Raw -115969.134295 + Penalty 1242.065972 = -114727.068322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.435215 sec): 3 clusters Score: Raw -115044.599944 + Penalty 2484.131945 = -112560.467999 nChanged 770 SP:Iteration 1F (553.498268 sec): 3 clusters Score: Raw -115544.229763 + Penalty 2484.131945 = -113060.097819 nChanged 180 SP:Iteration 2F (553.542793 sec): 3 clusters Score: Raw -115675.651063 + Penalty 2484.131945 = -113191.519119 nChanged 117 SP:Iteration 3F (553.600014 sec): 3 clusters Score: Raw -115759.766614 + Penalty 2484.131945 = -113275.634669 nChanged 80 SP:Iteration 4Q (553.641844 sec): 3 clusters Score: Raw -115809.867139 + Penalty 2484.131945 = -113325.735194 nChanged 58 SP:Iteration 5Q (553.695040 sec): 3 clusters Score: Raw -115841.997202 + Penalty 2484.131945 = -113357.865257 nChanged 44 SP:Iteration 6Q (553.745297 sec): 3 clusters Score: Raw -115872.439494 + Penalty 2484.131945 = -113388.307549 nChanged 37 SP:Iteration 7Q (553.789715 sec): 3 clusters Score: Raw -115892.024675 + Penalty 2484.131945 = -113407.892730 nChanged 33 SP:Iteration 8Q (553.840762 sec): 3 clusters Score: Raw -115915.204528 + Penalty 2484.131945 = -113431.072583 nChanged 35 SP:Iteration 9Q (553.896714 sec): 3 clusters Score: Raw -115942.108286 + Penalty 2484.131945 = -113457.976342 nChanged 32 SP:Iteration 10Q (553.941599 sec): 3 clusters Score: Raw -115959.826839 + Penalty 2484.131945 = -113475.694894 nChanged 22 SP:Iteration 11Q (553.997661 sec): 3 clusters Score: Raw -115970.965258 + Penalty 2484.131945 = -113486.833313 nChanged 21 SP:Iteration 12Q (554.053360 sec): 3 clusters Score: Raw -115981.268514 + Penalty 2484.131945 = -113497.136570 nChanged 16 SP:Iteration 13Q (554.104016 sec): 3 clusters Score: Raw -115988.609897 + Penalty 2484.131945 = -113504.477953 nChanged 11 SP:Iteration 14Q (554.140955 sec): 3 clusters Score: Raw -115992.150178 + Penalty 2484.131945 = -113508.018233 nChanged 3 SP:Iteration 15Q (554.191433 sec): 3 clusters Score: Raw -115993.816608 + Penalty 2484.131945 = -113509.684663 nChanged 5 SP:Iteration 16Q (554.244971 sec): 3 clusters Score: Raw -115996.997080 + Penalty 2484.131945 = -113512.865136 nChanged 6 SP:Iteration 17Q (554.284572 sec): 3 clusters Score: Raw -115998.768464 + Penalty 2484.131945 = -113514.636520 nChanged 4 SP:Iteration 18Q (554.332538 sec): 3 clusters Score: Raw -116000.570522 + Penalty 2484.131945 = -113516.438577 nChanged 3 SP:Iteration 19Q (554.371949 sec): 3 clusters Score: Raw -116002.236136 + Penalty 2484.131945 = -113518.104191 nChanged 4 SP:Iteration 20F (554.425092 sec): 3 clusters Score: Raw -116005.721252 + Penalty 2484.131945 = -113521.589307 nChanged 5 SP:Iteration 21Q (554.462568 sec): 3 clusters Score: Raw -116007.749300 + Penalty 2484.131945 = -113523.617356 nChanged 2 SP:Iteration 22Q (554.514020 sec): 3 clusters Score: Raw -116009.086084 + Penalty 2484.131945 = -113524.954139 nChanged 5 SP:Iteration 23Q (554.558536 sec): 3 clusters Score: Raw -116012.161272 + Penalty 2484.131945 = -113528.029327 nChanged 9 SP:Iteration 24Q (554.606529 sec): 3 clusters Score: Raw -116018.111306 + Penalty 2484.131945 = -113533.979361 nChanged 5 SP:Iteration 25Q (554.646362 sec): 3 clusters Score: Raw -116021.855277 + Penalty 2484.131945 = -113537.723332 nChanged 7 SP:Iteration 26Q (554.697778 sec): 3 clusters Score: Raw -116026.244380 + Penalty 2484.131945 = -113542.112435 nChanged 9 SP:Iteration 27Q (554.746766 sec): 3 clusters Score: Raw -116031.695123 + Penalty 2484.131945 = -113547.563178 nChanged 8 SP:Iteration 28Q (554.779632 sec): 3 clusters Score: Raw -116039.251813 + Penalty 2484.131945 = -113555.119868 nChanged 8 SP:Iteration 29Q (554.822227 sec): 3 clusters Score: Raw -116045.575363 + Penalty 2484.131945 = -113561.443419 nChanged 8 SP:Iteration 30Q (554.870236 sec): 3 clusters Score: Raw -116049.420930 + Penalty 2484.131945 = -113565.288985 nChanged 5 SP:Iteration 31Q (554.918234 sec): 3 clusters Score: Raw -116052.568225 + Penalty 2484.131945 = -113568.436280 nChanged 4 SP:Iteration 32Q (554.957314 sec): 3 clusters Score: Raw -116055.112800 + Penalty 2484.131945 = -113570.980855 nChanged 4 SP:Iteration 33Q (555.008839 sec): 3 clusters Score: Raw -116057.145870 + Penalty 2484.131945 = -113573.013926 nChanged 6 SP:Iteration 34Q (555.053376 sec): 3 clusters Score: Raw -116060.394735 + Penalty 2484.131945 = -113576.262790 nChanged 10 SP:Iteration 35Q (555.102813 sec): 3 clusters Score: Raw -116065.754376 + Penalty 2484.131945 = -113581.622432 nChanged 7 SP:Iteration 36Q (555.159980 sec): 3 clusters Score: Raw -116069.449310 + Penalty 2484.131945 = -113585.317365 nChanged 4 SP:Iteration 37Q (555.205289 sec): 3 clusters Score: Raw -116070.691302 + Penalty 2484.131945 = -113586.559357 nChanged 0 SP:Iteration 38F (555.245256 sec): 3 clusters Score: Raw -116070.691302 + Penalty 2484.131945 = -113586.559357 nChanged 0 Trying to split cluster 18 (14603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (555.298681 sec): 2 clusters Score: Raw -908974.194254 + Penalty 1558.209618 = -907415.984636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (555.364575 sec): 3 clusters Score: Raw -900378.497319 + Penalty 3116.419236 = -897262.078083 nChanged 6537 SP:Iteration 1F (555.439618 sec): 3 clusters Score: Raw -903987.118368 + Penalty 3116.419236 = -900870.699132 nChanged 954 SP:Iteration 2F (555.519163 sec): 3 clusters Score: Raw -904527.235541 + Penalty 3116.419236 = -901410.816304 nChanged 975 SP:Iteration 3F (555.580737 sec): 3 clusters Score: Raw -905160.342582 + Penalty 3116.419236 = -902043.923346 nChanged 980 SP:Iteration 4F (555.653362 sec): 3 clusters Score: Raw -905809.523448 + Penalty 3116.419236 = -902693.104211 nChanged 907 SP:Iteration 5F (555.726089 sec): 3 clusters Score: Raw -906492.169783 + Penalty 3116.419236 = -903375.750546 nChanged 851 SP:Iteration 6F (555.805948 sec): 3 clusters Score: Raw -907145.649797 + Penalty 3116.419236 = -904029.230561 nChanged 757 SP:Iteration 7F (555.869455 sec): 3 clusters Score: Raw -907623.731659 + Penalty 3116.419236 = -904507.312423 nChanged 536 SP:Iteration 8Q (555.951224 sec): 3 clusters Score: Raw -907909.100604 + Penalty 3116.419236 = -904792.681367 nChanged 371 SP:Iteration 9Q (556.023404 sec): 3 clusters Score: Raw -908082.333405 + Penalty 3116.419236 = -904965.914169 nChanged 309 SP:Iteration 10Q (556.093854 sec): 3 clusters Score: Raw -908217.690578 + Penalty 3116.419236 = -905101.271341 nChanged 248 SP:Iteration 11Q (556.165101 sec): 3 clusters Score: Raw -908320.722278 + Penalty 3116.419236 = -905204.303042 nChanged 231 SP:Iteration 12Q (556.232826 sec): 3 clusters Score: Raw -908417.465353 + Penalty 3116.419236 = -905301.046117 nChanged 207 SP:Iteration 13Q (556.302413 sec): 3 clusters Score: Raw -908502.208009 + Penalty 3116.419236 = -905385.788772 nChanged 199 SP:Iteration 14Q (556.364961 sec): 3 clusters Score: Raw -908572.464924 + Penalty 3116.419236 = -905456.045688 nChanged 189 SP:Iteration 15Q (556.446172 sec): 3 clusters Score: Raw -908645.518866 + Penalty 3116.419236 = -905529.099629 nChanged 171 SP:Iteration 16Q (556.516383 sec): 3 clusters Score: Raw -908718.844129 + Penalty 3116.419236 = -905602.424892 nChanged 154 SP:Iteration 17Q (556.586077 sec): 3 clusters Score: Raw -908773.123852 + Penalty 3116.419236 = -905656.704616 nChanged 136 SP:Iteration 18Q (556.655324 sec): 3 clusters Score: Raw -908814.827241 + Penalty 3116.419236 = -905698.408005 nChanged 123 SP:Iteration 19Q (556.728545 sec): 3 clusters Score: Raw -908850.618571 + Penalty 3116.419236 = -905734.199334 nChanged 102 SP:Iteration 20F (556.799003 sec): 3 clusters Score: Raw -908876.575342 + Penalty 3116.419236 = -905760.156106 nChanged 88 SP:Iteration 21Q (556.869189 sec): 3 clusters Score: Raw -908895.260698 + Penalty 3116.419236 = -905778.841461 nChanged 65 SP:Iteration 22Q (556.936668 sec): 3 clusters Score: Raw -908909.115108 + Penalty 3116.419236 = -905792.695871 nChanged 59 SP:Iteration 23Q (557.008548 sec): 3 clusters Score: Raw -908922.572247 + Penalty 3116.419236 = -905806.153010 nChanged 58 SP:Iteration 24Q (557.070409 sec): 3 clusters Score: Raw -908932.539568 + Penalty 3116.419236 = -905816.120331 nChanged 47 SP:Iteration 25Q (557.152182 sec): 3 clusters Score: Raw -908940.475074 + Penalty 3116.419236 = -905824.055838 nChanged 54 SP:Iteration 26Q (557.223627 sec): 3 clusters Score: Raw -908948.790697 + Penalty 3116.419236 = -905832.371461 nChanged 42 SP:Iteration 27Q (557.294503 sec): 3 clusters Score: Raw -908955.081906 + Penalty 3116.419236 = -905838.662670 nChanged 31 SP:Iteration 28Q (557.366054 sec): 3 clusters Score: Raw -908959.356730 + Penalty 3116.419236 = -905842.937494 nChanged 30 SP:Iteration 29Q (557.424523 sec): 3 clusters Score: Raw -908963.736869 + Penalty 3116.419236 = -905847.317632 nChanged 26 SP:Iteration 30Q (557.505094 sec): 3 clusters Score: Raw -908967.732139 + Penalty 3116.419236 = -905851.312903 nChanged 26 SP:Iteration 31Q (557.575750 sec): 3 clusters Score: Raw -908972.184335 + Penalty 3116.419236 = -905855.765099 nChanged 33 SP:Iteration 32Q (557.643211 sec): 3 clusters Score: Raw -908977.229612 + Penalty 3116.419236 = -905860.810376 nChanged 24 SP:Iteration 33Q (557.718284 sec): 3 clusters Score: Raw -908980.367423 + Penalty 3116.419236 = -905863.948187 nChanged 15 SP:Iteration 34Q (557.789096 sec): 3 clusters Score: Raw -908982.617642 + Penalty 3116.419236 = -905866.198405 nChanged 17 SP:Iteration 35Q (557.857635 sec): 3 clusters Score: Raw -908984.244983 + Penalty 3116.419236 = -905867.825747 nChanged 14 SP:Iteration 36Q (557.928679 sec): 3 clusters Score: Raw -908985.760253 + Penalty 3116.419236 = -905869.341016 nChanged 11 SP:Iteration 37Q (557.991187 sec): 3 clusters Score: Raw -908986.683411 + Penalty 3116.419236 = -905870.264174 nChanged 5 SP:Iteration 38Q (558.073659 sec): 3 clusters Score: Raw -908987.007173 + Penalty 3116.419236 = -905870.587936 nChanged 2 SP:Iteration 39Q (558.139041 sec): 3 clusters Score: Raw -908987.259207 + Penalty 3116.419236 = -905870.839971 nChanged 2 SP:Iteration 40F (558.216046 sec): 3 clusters Score: Raw -908987.410381 + Penalty 3116.419236 = -905870.991145 nChanged 5 SP:Iteration 41Q (558.277988 sec): 3 clusters Score: Raw -908987.691869 + Penalty 3116.419236 = -905871.272633 nChanged 2 SP:Iteration 42Q (558.350466 sec): 3 clusters Score: Raw -908987.773443 + Penalty 3116.419236 = -905871.354207 nChanged 2 SP:Iteration 43Q (558.434238 sec): 3 clusters Score: Raw -908987.886244 + Penalty 3116.419236 = -905871.467007 nChanged 2 SP:Iteration 44Q (558.504772 sec): 3 clusters Score: Raw -908987.998787 + Penalty 3116.419236 = -905871.579551 nChanged 2 SP:Iteration 45Q (558.576380 sec): 3 clusters Score: Raw -908988.105886 + Penalty 3116.419236 = -905871.686650 nChanged 2 SP:Iteration 46Q (558.646420 sec): 3 clusters Score: Raw -908988.339583 + Penalty 3116.419236 = -905871.920347 nChanged 2 SP:Iteration 47Q (558.718163 sec): 3 clusters Score: Raw -908988.475401 + Penalty 3116.419236 = -905872.056165 nChanged 2 SP:Iteration 48Q (558.789992 sec): 3 clusters Score: Raw -908988.697395 + Penalty 3116.419236 = -905872.278159 nChanged 1 SP:Iteration 49Q (558.850338 sec): 3 clusters Score: Raw -908988.730550 + Penalty 3116.419236 = -905872.311314 nChanged 1 SP:Iteration 50Q (558.921030 sec): 3 clusters Score: Raw -908988.745342 + Penalty 3116.419236 = -905872.326105 nChanged 0 SP:Iteration 51F (558.993673 sec): 3 clusters Score: Raw -908988.745342 + Penalty 3116.419236 = -905872.326105 nChanged 0 Trying to split cluster 19 (3326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (559.023112 sec): 2 clusters Score: Raw -193169.565227 + Penalty 1317.797920 = -191851.767307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (559.077031 sec): 3 clusters Score: Raw -191619.142236 + Penalty 2635.595839 = -188983.546397 nChanged 1270 SP:Iteration 1F (559.137399 sec): 3 clusters Score: Raw -192579.303132 + Penalty 2635.595839 = -189943.707293 nChanged 332 SP:Iteration 2F (559.195615 sec): 3 clusters Score: Raw -192986.623632 + Penalty 2635.595839 = -190351.027793 nChanged 260 SP:Iteration 3F (559.242543 sec): 3 clusters Score: Raw -193294.125729 + Penalty 2635.595839 = -190658.529890 nChanged 220 SP:Iteration 4F (559.302045 sec): 3 clusters Score: Raw -193491.958812 + Penalty 2635.595839 = -190856.362972 nChanged 153 SP:Iteration 5Q (559.357036 sec): 3 clusters Score: Raw -193612.203608 + Penalty 2635.595839 = -190976.607769 nChanged 122 SP:Iteration 6Q (559.410072 sec): 3 clusters Score: Raw -193694.530825 + Penalty 2635.595839 = -191058.934986 nChanged 78 SP:Iteration 7Q (559.452700 sec): 3 clusters Score: Raw -193745.971848 + Penalty 2635.595839 = -191110.376008 nChanged 67 SP:Iteration 8Q (559.519224 sec): 3 clusters Score: Raw -193794.205419 + Penalty 2635.595839 = -191158.609580 nChanged 54 SP:Iteration 9Q (559.572325 sec): 3 clusters Score: Raw -193834.933462 + Penalty 2635.595839 = -191199.337623 nChanged 47 SP:Iteration 10Q (559.621470 sec): 3 clusters Score: Raw -193873.056756 + Penalty 2635.595839 = -191237.460917 nChanged 40 SP:Iteration 11Q (559.677866 sec): 3 clusters Score: Raw -193910.776618 + Penalty 2635.595839 = -191275.180779 nChanged 48 SP:Iteration 12Q (559.721901 sec): 3 clusters Score: Raw -193963.928504 + Penalty 2635.595839 = -191328.332665 nChanged 53 SP:Iteration 13Q (559.763409 sec): 3 clusters Score: Raw -194024.263195 + Penalty 2635.595839 = -191388.667356 nChanged 49 SP:Iteration 14Q (559.814911 sec): 3 clusters Score: Raw -194070.532308 + Penalty 2635.595839 = -191434.936468 nChanged 40 SP:Iteration 15Q (559.865119 sec): 3 clusters Score: Raw -194116.806971 + Penalty 2635.595839 = -191481.211131 nChanged 33 SP:Iteration 16Q (559.926450 sec): 3 clusters Score: Raw -194142.779245 + Penalty 2635.595839 = -191507.183405 nChanged 20 SP:Iteration 17Q (559.973486 sec): 3 clusters Score: Raw -194155.838660 + Penalty 2635.595839 = -191520.242820 nChanged 10 SP:Iteration 18Q (560.036224 sec): 3 clusters Score: Raw -194160.715793 + Penalty 2635.595839 = -191525.119954 nChanged 4 SP:Iteration 19Q (560.074160 sec): 3 clusters Score: Raw -194162.363783 + Penalty 2635.595839 = -191526.767944 nChanged 2 SP:Iteration 20F (560.136390 sec): 3 clusters Score: Raw -194164.069014 + Penalty 2635.595839 = -191528.473175 nChanged 2 SP:Iteration 21Q (560.189874 sec): 3 clusters Score: Raw -194164.852365 + Penalty 2635.595839 = -191529.256525 nChanged 2 SP:Iteration 22Q (560.242027 sec): 3 clusters Score: Raw -194165.779883 + Penalty 2635.595839 = -191530.184044 nChanged 3 SP:Iteration 23Q (560.291978 sec): 3 clusters Score: Raw -194166.777887 + Penalty 2635.595839 = -191531.182047 nChanged 2 SP:Iteration 24Q (560.331877 sec): 3 clusters Score: Raw -194167.392441 + Penalty 2635.595839 = -191531.796601 nChanged 0 SP:Iteration 25F (560.392535 sec): 3 clusters Score: Raw -194167.392441 + Penalty 2635.595839 = -191531.796601 nChanged 0 Trying to split cluster 20 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (560.413402 sec): 2 clusters Score: Raw -29486.089465 + Penalty 1030.021538 = -28456.067927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (560.458058 sec): 3 clusters Score: Raw -29376.717438 + Penalty 2060.043075 = -27316.674362 nChanged 132 SP:Iteration 1F (560.506464 sec): 3 clusters Score: Raw -29533.699361 + Penalty 2060.043075 = -27473.656286 nChanged 31 SP:Iteration 2F (560.551501 sec): 3 clusters Score: Raw -29581.883040 + Penalty 2060.043075 = -27521.839964 nChanged 14 SP:Iteration 3Q (560.601908 sec): 3 clusters Score: Raw -29611.335701 + Penalty 2060.043075 = -27551.292626 nChanged 15 SP:Iteration 4Q (560.638190 sec): 3 clusters Score: Raw -29641.962058 + Penalty 2060.043075 = -27581.918982 nChanged 15 SP:Iteration 5Q (560.677690 sec): 3 clusters Score: Raw -29668.910351 + Penalty 2060.043075 = -27608.867275 nChanged 10 SP:Iteration 6Q (560.718848 sec): 3 clusters Score: Raw -29684.409103 + Penalty 2060.043075 = -27624.366028 nChanged 10 SP:Iteration 7Q (560.764311 sec): 3 clusters Score: Raw -29699.878282 + Penalty 2060.043075 = -27639.835207 nChanged 8 SP:Iteration 8Q (560.810985 sec): 3 clusters Score: Raw -29708.940769 + Penalty 2060.043075 = -27648.897693 nChanged 6 SP:Iteration 9Q (560.852784 sec): 3 clusters Score: Raw -29726.737280 + Penalty 2060.043075 = -27666.694204 nChanged 7 SP:Iteration 10Q (560.889377 sec): 3 clusters Score: Raw -29737.220793 + Penalty 2060.043075 = -27677.177718 nChanged 4 SP:Iteration 11Q (560.941805 sec): 3 clusters Score: Raw -29740.903577 + Penalty 2060.043075 = -27680.860501 nChanged 2 SP:Iteration 12Q (560.974726 sec): 3 clusters Score: Raw -29742.336044 + Penalty 2060.043075 = -27682.292969 nChanged 1 SP:Iteration 13Q (561.016436 sec): 3 clusters Score: Raw -29743.184187 + Penalty 2060.043075 = -27683.141112 nChanged 1 SP:Iteration 14Q (561.063440 sec): 3 clusters Score: Raw -29744.855052 + Penalty 2060.043075 = -27684.811977 nChanged 0 SP:Iteration 15F (561.109595 sec): 3 clusters Score: Raw -29744.855052 + Penalty 2060.043075 = -27684.811977 nChanged 0 Trying to split cluster 21 (5474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (561.138634 sec): 2 clusters Score: Raw -342011.953359 + Penalty 1398.761795 = -340613.191564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (561.183735 sec): 3 clusters Score: Raw -339147.331241 + Penalty 2797.523589 = -336349.807652 nChanged 2217 SP:Iteration 1F (561.237961 sec): 3 clusters Score: Raw -340371.167322 + Penalty 2797.523589 = -337573.643733 nChanged 320 SP:Iteration 2F (561.303864 sec): 3 clusters Score: Raw -340498.724058 + Penalty 2797.523589 = -337701.200469 nChanged 215 SP:Iteration 3Q (561.349942 sec): 3 clusters Score: Raw -340583.388890 + Penalty 2797.523589 = -337785.865301 nChanged 177 SP:Iteration 4Q (561.415070 sec): 3 clusters Score: Raw -340651.546138 + Penalty 2797.523589 = -337854.022549 nChanged 161 SP:Iteration 5Q (561.458479 sec): 3 clusters Score: Raw -340726.913543 + Penalty 2797.523589 = -337929.389954 nChanged 138 SP:Iteration 6Q (561.521883 sec): 3 clusters Score: Raw -340789.482701 + Penalty 2797.523589 = -337991.959112 nChanged 153 SP:Iteration 7Q (561.572395 sec): 3 clusters Score: Raw -340864.646910 + Penalty 2797.523589 = -338067.123321 nChanged 159 SP:Iteration 8Q (561.623994 sec): 3 clusters Score: Raw -340963.845616 + Penalty 2797.523589 = -338166.322027 nChanged 162 SP:Iteration 9Q (561.689284 sec): 3 clusters Score: Raw -341071.395438 + Penalty 2797.523589 = -338273.871849 nChanged 162 SP:Iteration 10Q (561.745785 sec): 3 clusters Score: Raw -341158.437284 + Penalty 2797.523589 = -338360.913695 nChanged 156 SP:Iteration 11Q (561.800601 sec): 3 clusters Score: Raw -341253.232118 + Penalty 2797.523589 = -338455.708529 nChanged 152 SP:Iteration 12Q (561.846168 sec): 3 clusters Score: Raw -341343.161653 + Penalty 2797.523589 = -338545.638064 nChanged 160 SP:Iteration 13Q (561.906095 sec): 3 clusters Score: Raw -341447.352606 + Penalty 2797.523589 = -338649.829017 nChanged 152 SP:Iteration 14Q (561.957166 sec): 3 clusters Score: Raw -341538.211290 + Penalty 2797.523589 = -338740.687701 nChanged 155 SP:Iteration 15Q (562.004798 sec): 3 clusters Score: Raw -341628.711059 + Penalty 2797.523589 = -338831.187470 nChanged 133 SP:Iteration 16Q (562.065705 sec): 3 clusters Score: Raw -341694.573146 + Penalty 2797.523589 = -338897.049557 nChanged 106 SP:Iteration 17Q (562.110731 sec): 3 clusters Score: Raw -341750.195409 + Penalty 2797.523589 = -338952.671820 nChanged 93 SP:Iteration 18Q (562.168019 sec): 3 clusters Score: Raw -341796.932051 + Penalty 2797.523589 = -338999.408462 nChanged 94 SP:Iteration 19Q (562.228961 sec): 3 clusters Score: Raw -341832.957468 + Penalty 2797.523589 = -339035.433878 nChanged 75 SP:Iteration 20F (562.282654 sec): 3 clusters Score: Raw -341860.241170 + Penalty 2797.523589 = -339062.717581 nChanged 62 SP:Iteration 21Q (562.339517 sec): 3 clusters Score: Raw -341888.080895 + Penalty 2797.523589 = -339090.557306 nChanged 66 SP:Iteration 22Q (562.394736 sec): 3 clusters Score: Raw -341911.708543 + Penalty 2797.523589 = -339114.184954 nChanged 38 SP:Iteration 23Q (562.450405 sec): 3 clusters Score: Raw -341925.044128 + Penalty 2797.523589 = -339127.520539 nChanged 41 SP:Iteration 24Q (562.493907 sec): 3 clusters Score: Raw -341937.026664 + Penalty 2797.523589 = -339139.503075 nChanged 34 SP:Iteration 25Q (562.554415 sec): 3 clusters Score: Raw -341946.830558 + Penalty 2797.523589 = -339149.306969 nChanged 29 SP:Iteration 26Q (562.600387 sec): 3 clusters Score: Raw -341954.448487 + Penalty 2797.523589 = -339156.924898 nChanged 25 SP:Iteration 27Q (562.662601 sec): 3 clusters Score: Raw -341962.031254 + Penalty 2797.523589 = -339164.507665 nChanged 27 SP:Iteration 28Q (562.712682 sec): 3 clusters Score: Raw -341972.603890 + Penalty 2797.523589 = -339175.080300 nChanged 23 SP:Iteration 29Q (562.776364 sec): 3 clusters Score: Raw -341979.488174 + Penalty 2797.523589 = -339181.964585 nChanged 22 SP:Iteration 30Q (562.829829 sec): 3 clusters Score: Raw -341984.833416 + Penalty 2797.523589 = -339187.309827 nChanged 15 SP:Iteration 31Q (562.884559 sec): 3 clusters Score: Raw -341989.808110 + Penalty 2797.523589 = -339192.284521 nChanged 11 SP:Iteration 32Q (562.941301 sec): 3 clusters Score: Raw -341993.126606 + Penalty 2797.523589 = -339195.603017 nChanged 11 SP:Iteration 33Q (562.994148 sec): 3 clusters Score: Raw -341995.658827 + Penalty 2797.523589 = -339198.135238 nChanged 16 SP:Iteration 34Q (563.050944 sec): 3 clusters Score: Raw -342001.148978 + Penalty 2797.523589 = -339203.625388 nChanged 10 SP:Iteration 35Q (563.102235 sec): 3 clusters Score: Raw -342003.957628 + Penalty 2797.523589 = -339206.434039 nChanged 11 SP:Iteration 36Q (563.148755 sec): 3 clusters Score: Raw -342006.252146 + Penalty 2797.523589 = -339208.728557 nChanged 11 SP:Iteration 37Q (563.210536 sec): 3 clusters Score: Raw -342009.039439 + Penalty 2797.523589 = -339211.515850 nChanged 10 SP:Iteration 38Q (563.257140 sec): 3 clusters Score: Raw -342011.316042 + Penalty 2797.523589 = -339213.792453 nChanged 11 SP:Iteration 39Q (563.315391 sec): 3 clusters Score: Raw -342014.459437 + Penalty 2797.523589 = -339216.935848 nChanged 15 SP:Iteration 40F (563.364177 sec): 3 clusters Score: Raw -342019.200860 + Penalty 2797.523589 = -339221.677271 nChanged 22 SP:Iteration 41Q (563.425904 sec): 3 clusters Score: Raw -342024.492121 + Penalty 2797.523589 = -339226.968532 nChanged 15 SP:Iteration 42Q (563.468078 sec): 3 clusters Score: Raw -342027.507427 + Penalty 2797.523589 = -339229.983838 nChanged 14 SP:Iteration 43Q (563.524608 sec): 3 clusters Score: Raw -342030.814936 + Penalty 2797.523589 = -339233.291347 nChanged 14 SP:Iteration 44Q (563.588057 sec): 3 clusters Score: Raw -342034.292771 + Penalty 2797.523589 = -339236.769182 nChanged 18 SP:Iteration 45Q (563.637369 sec): 3 clusters Score: Raw -342038.754532 + Penalty 2797.523589 = -339241.230943 nChanged 14 SP:Iteration 46Q (563.684605 sec): 3 clusters Score: Raw -342042.368941 + Penalty 2797.523589 = -339244.845352 nChanged 16 SP:Iteration 47Q (563.742818 sec): 3 clusters Score: Raw -342045.958908 + Penalty 2797.523589 = -339248.435319 nChanged 8 SP:Iteration 48Q (563.789110 sec): 3 clusters Score: Raw -342047.740810 + Penalty 2797.523589 = -339250.217221 nChanged 7 SP:Iteration 49Q (563.839204 sec): 3 clusters Score: Raw -342048.826559 + Penalty 2797.523589 = -339251.302970 nChanged 6 SP:Iteration 50Q (563.890235 sec): 3 clusters Score: Raw -342050.016709 + Penalty 2797.523589 = -339252.493119 nChanged 5 SP:Iteration 51Q (563.952052 sec): 3 clusters Score: Raw -342050.896289 + Penalty 2797.523589 = -339253.372700 nChanged 3 SP:Iteration 52Q (564.003863 sec): 3 clusters Score: Raw -342051.340484 + Penalty 2797.523589 = -339253.816895 nChanged 6 SP:Iteration 53Q (564.048928 sec): 3 clusters Score: Raw -342052.250622 + Penalty 2797.523589 = -339254.727033 nChanged 9 SP:Iteration 54Q (564.103344 sec): 3 clusters Score: Raw -342054.454763 + Penalty 2797.523589 = -339256.931174 nChanged 14 SP:Iteration 55Q (564.158495 sec): 3 clusters Score: Raw -342058.850280 + Penalty 2797.523589 = -339261.326691 nChanged 14 SP:Iteration 56Q (564.212002 sec): 3 clusters Score: Raw -342064.304159 + Penalty 2797.523589 = -339266.780570 nChanged 11 SP:Iteration 57Q (564.272069 sec): 3 clusters Score: Raw -342066.153100 + Penalty 2797.523589 = -339268.629511 nChanged 7 SP:Iteration 58Q (564.317222 sec): 3 clusters Score: Raw -342067.347462 + Penalty 2797.523589 = -339269.823873 nChanged 5 SP:Iteration 59Q (564.368000 sec): 3 clusters Score: Raw -342068.494684 + Penalty 2797.523589 = -339270.971095 nChanged 5 SP:Iteration 60F (564.431415 sec): 3 clusters Score: Raw -342069.587881 + Penalty 2797.523589 = -339272.064292 nChanged 4 SP:Iteration 61Q (564.481501 sec): 3 clusters Score: Raw -342070.344472 + Penalty 2797.523589 = -339272.820883 nChanged 2 SP:Iteration 62Q (564.537724 sec): 3 clusters Score: Raw -342071.042633 + Penalty 2797.523589 = -339273.519044 nChanged 2 SP:Iteration 63Q (564.585476 sec): 3 clusters Score: Raw -342071.407338 + Penalty 2797.523589 = -339273.883749 nChanged 1 SP:Iteration 64Q (564.651685 sec): 3 clusters Score: Raw -342071.779951 + Penalty 2797.523589 = -339274.256362 nChanged 2 SP:Iteration 65Q (564.709595 sec): 3 clusters Score: Raw -342072.048507 + Penalty 2797.523589 = -339274.524918 nChanged 1 SP:Iteration 66Q (564.763486 sec): 3 clusters Score: Raw -342072.161165 + Penalty 2797.523589 = -339274.637576 nChanged 0 SP:Iteration 67F (564.811254 sec): 3 clusters Score: Raw -342072.161165 + Penalty 2797.523589 = -339274.637576 nChanged 0 Iteration 139Q (566.440194 sec): 22 clusters Score: Raw -15314388.008426 + Penalty 42613.800458 = -15271774.207968 nChanged 15 Iteration 140F (570.206082 sec): 22 clusters Score: Raw -15314388.484570 + Penalty 42613.800458 = -15271774.684112 nChanged 13 Iteration 141Q (571.801455 sec): 22 clusters Score: Raw -15314388.971689 + Penalty 42613.800458 = -15271775.171230 nChanged 13 Iteration 142Q (573.409520 sec): 22 clusters Score: Raw -15314389.569980 + Penalty 42613.800458 = -15271775.769522 nChanged 13 Iteration 143Q (575.201863 sec): 22 clusters Score: Raw -15314390.137451 + Penalty 42613.800458 = -15271776.336993 nChanged 10 Iteration 144Q (576.795370 sec): 22 clusters Score: Raw -15314390.372783 + Penalty 42613.800458 = -15271776.572325 nChanged 5 Iteration 145Q (578.536805 sec): 22 clusters Score: Raw -15314390.471618 + Penalty 42613.800458 = -15271776.671160 nChanged 8 Iteration 146Q (580.277705 sec): 22 clusters Score: Raw -15314390.588738 + Penalty 42613.800458 = -15271776.788280 nChanged 3 Iteration 147Q (581.869710 sec): 22 clusters Score: Raw -15314390.657088 + Penalty 42613.800458 = -15271776.856630 nChanged 3 Iteration 148Q (583.472868 sec): 22 clusters Score: Raw -15314390.991955 + Penalty 42613.800458 = -15271777.191497 nChanged 3 Iteration 149Q (585.083223 sec): 22 clusters Score: Raw -15314391.112725 + Penalty 42613.800458 = -15271777.312267 nChanged 1 Iteration 150Q (586.748512 sec): 22 clusters Score: Raw -15314391.141180 + Penalty 42613.800458 = -15271777.340722 nChanged 2 Iteration 151Q (588.369260 sec): 22 clusters Score: Raw -15314391.206831 + Penalty 42613.800458 = -15271777.406373 nChanged 6 Iteration 152Q (590.055530 sec): 22 clusters Score: Raw -15314391.332770 + Penalty 42613.800458 = -15271777.532311 nChanged 6 Iteration 153Q (591.532758 sec): 22 clusters Score: Raw -15314391.513352 + Penalty 42613.800458 = -15271777.712894 nChanged 8 Iteration 154Q (593.188734 sec): 22 clusters Score: Raw -15314391.786152 + Penalty 42613.800458 = -15271777.985694 nChanged 4 Iteration 155Q (594.860883 sec): 22 clusters Score: Raw -15314391.876168 + Penalty 42613.800458 = -15271778.075710 nChanged 6 Iteration 156Q (596.298278 sec): 22 clusters Score: Raw -15314392.040447 + Penalty 42613.800458 = -15271778.239989 nChanged 4 Iteration 157Q (597.801564 sec): 22 clusters Score: Raw -15314392.135939 + Penalty 42613.800458 = -15271778.335481 nChanged 4 Iteration 158Q (599.404667 sec): 22 clusters Score: Raw -15314392.209165 + Penalty 42613.800458 = -15271778.408707 nChanged 5 Iteration 159Q (601.003014 sec): 22 clusters Score: Raw -15314392.298037 + Penalty 42613.800458 = -15271778.497579 nChanged 5 Iteration 160F (604.770073 sec): 22 clusters Score: Raw -15314392.417520 + Penalty 42613.800458 = -15271778.617061 nChanged 1 Iteration 161Q (606.405094 sec): 22 clusters Score: Raw -15314392.426057 + Penalty 42613.800458 = -15271778.625599 nChanged 1 Iteration 162Q (608.152111 sec): 22 clusters Score: Raw -15314392.433534 + Penalty 42613.800458 = -15271778.633076 nChanged 1 Iteration 163Q (609.628439 sec): 22 clusters Score: Raw -15314392.437914 + Penalty 42613.800458 = -15271778.637456 nChanged 0 Iteration 164F (613.381100 sec): 22 clusters Score: Raw -15314392.437914 + Penalty 42613.800458 = -15271778.637456 nChanged 0 Compute initial score before splitting: Score: Raw -15314392.437914 + Penalty 42613.800458 = -15271778.637456 Trying to split cluster 1 (68897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (613.548615 sec): 2 clusters Score: Raw -4179310.931274 + Penalty 1810.309786 = -4177500.621488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (613.706740 sec): 3 clusters Score: Raw -4135019.185059 + Penalty 3620.619572 = -4131398.565486 nChanged 32637 SP:Iteration 1F (613.865735 sec): 3 clusters Score: Raw -4154226.951743 + Penalty 3620.619572 = -4150606.332171 nChanged 3192 SP:Iteration 2Q (614.039785 sec): 3 clusters Score: Raw -4155410.759441 + Penalty 3620.619572 = -4151790.139869 nChanged 3581 SP:Iteration 3F (614.199639 sec): 3 clusters Score: Raw -4157091.145403 + Penalty 3620.619572 = -4153470.525831 nChanged 4141 SP:Iteration 4F (614.358050 sec): 3 clusters Score: Raw -4159464.817657 + Penalty 3620.619572 = -4155844.198085 nChanged 4739 SP:Iteration 5F (614.512785 sec): 3 clusters Score: Raw -4162836.983003 + Penalty 3620.619572 = -4159216.363430 nChanged 5145 SP:Iteration 6F (614.685569 sec): 3 clusters Score: Raw -4167126.492065 + Penalty 3620.619572 = -4163505.872493 nChanged 4823 SP:Iteration 7F (614.845656 sec): 3 clusters Score: Raw -4171401.726119 + Penalty 3620.619572 = -4167781.106546 nChanged 3755 SP:Iteration 8F (615.001550 sec): 3 clusters Score: Raw -4174816.527597 + Penalty 3620.619572 = -4171195.908024 nChanged 2553 SP:Iteration 9Q (615.160454 sec): 3 clusters Score: Raw -4177059.320649 + Penalty 3620.619572 = -4173438.701076 nChanged 1460 SP:Iteration 10Q (615.315054 sec): 3 clusters Score: Raw -4178268.001706 + Penalty 3620.619572 = -4174647.382133 nChanged 782 SP:Iteration 11Q (615.459186 sec): 3 clusters Score: Raw -4178870.778674 + Penalty 3620.619572 = -4175250.159102 nChanged 391 SP:Iteration 12Q (615.581239 sec): 3 clusters Score: Raw -4179193.482264 + Penalty 3620.619572 = -4175572.862692 nChanged 211 SP:Iteration 13Q (615.730640 sec): 3 clusters Score: Raw -4179377.323286 + Penalty 3620.619572 = -4175756.703714 nChanged 117 SP:Iteration 14Q (615.869559 sec): 3 clusters Score: Raw -4179474.989789 + Penalty 3620.619572 = -4175854.370217 nChanged 69 SP:Iteration 15Q (616.002071 sec): 3 clusters Score: Raw -4179534.364926 + Penalty 3620.619572 = -4175913.745354 nChanged 39 SP:Iteration 16Q (616.139760 sec): 3 clusters Score: Raw -4179579.226563 + Penalty 3620.619572 = -4175958.606991 nChanged 29 SP:Iteration 17Q (616.274787 sec): 3 clusters Score: Raw -4179616.067836 + Penalty 3620.619572 = -4175995.448264 nChanged 25 SP:Iteration 18Q (616.398844 sec): 3 clusters Score: Raw -4179635.991936 + Penalty 3620.619572 = -4176015.372363 nChanged 15 SP:Iteration 19Q (616.534549 sec): 3 clusters Score: Raw -4179644.952317 + Penalty 3620.619572 = -4176024.332744 nChanged 5 SP:Iteration 20F (616.697992 sec): 3 clusters Score: Raw -4179648.880826 + Penalty 3620.619572 = -4176028.261254 nChanged 5 SP:Iteration 21Q (616.820554 sec): 3 clusters Score: Raw -4179653.222209 + Penalty 3620.619572 = -4176032.602636 nChanged 3 SP:Iteration 22Q (616.955001 sec): 3 clusters Score: Raw -4179654.688558 + Penalty 3620.619572 = -4176034.068986 nChanged 3 SP:Iteration 23Q (617.090775 sec): 3 clusters Score: Raw -4179656.723585 + Penalty 3620.619572 = -4176036.104013 nChanged 3 SP:Iteration 24Q (617.212104 sec): 3 clusters Score: Raw -4179659.575483 + Penalty 3620.619572 = -4176038.955911 nChanged 4 SP:Iteration 25Q (617.350557 sec): 3 clusters Score: Raw -4179662.742879 + Penalty 3620.619572 = -4176042.123306 nChanged 2 SP:Iteration 26Q (617.483221 sec): 3 clusters Score: Raw -4179663.960750 + Penalty 3620.619572 = -4176043.341178 nChanged 1 SP:Iteration 27Q (617.608888 sec): 3 clusters Score: Raw -4179664.148333 + Penalty 3620.619572 = -4176043.528761 nChanged 0 SP:Iteration 28F (617.775430 sec): 3 clusters Score: Raw -4179664.148333 + Penalty 3620.619572 = -4176043.528761 nChanged 0 Trying to split cluster 2 (26455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (617.837627 sec): 2 clusters Score: Raw -1622798.143353 + Penalty 1654.770074 = -1621143.373279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (617.927910 sec): 3 clusters Score: Raw -1606739.831203 + Penalty 3309.540148 = -1603430.291055 nChanged 12091 SP:Iteration 1F (618.016602 sec): 3 clusters Score: Raw -1613379.634902 + Penalty 3309.540148 = -1610070.094754 nChanged 1215 SP:Iteration 2Q (618.110104 sec): 3 clusters Score: Raw -1613766.936081 + Penalty 3309.540148 = -1610457.395933 nChanged 1084 SP:Iteration 3Q (618.197740 sec): 3 clusters Score: Raw -1614157.848867 + Penalty 3309.540148 = -1610848.308719 nChanged 1121 SP:Iteration 4Q (618.284366 sec): 3 clusters Score: Raw -1614626.403577 + Penalty 3309.540148 = -1611316.863429 nChanged 1175 SP:Iteration 5Q (618.378370 sec): 3 clusters Score: Raw -1615230.166870 + Penalty 3309.540148 = -1611920.626722 nChanged 1296 SP:Iteration 6Q (618.473458 sec): 3 clusters Score: Raw -1616005.237769 + Penalty 3309.540148 = -1612695.697621 nChanged 1384 SP:Iteration 7F (618.573660 sec): 3 clusters Score: Raw -1616948.917528 + Penalty 3309.540148 = -1613639.377380 nChanged 1334 SP:Iteration 8F (618.661985 sec): 3 clusters Score: Raw -1617925.428146 + Penalty 3309.540148 = -1614615.887998 nChanged 1301 SP:Iteration 9Q (618.750932 sec): 3 clusters Score: Raw -1618900.957578 + Penalty 3309.540148 = -1615591.417430 nChanged 1166 SP:Iteration 10Q (618.835669 sec): 3 clusters Score: Raw -1619747.805123 + Penalty 3309.540148 = -1616438.264975 nChanged 1008 SP:Iteration 11Q (618.925369 sec): 3 clusters Score: Raw -1620487.555221 + Penalty 3309.540148 = -1617178.015073 nChanged 852 SP:Iteration 12Q (619.015452 sec): 3 clusters Score: Raw -1621096.803180 + Penalty 3309.540148 = -1617787.263032 nChanged 708 SP:Iteration 13Q (619.106510 sec): 3 clusters Score: Raw -1621562.811778 + Penalty 3309.540148 = -1618253.271630 nChanged 556 SP:Iteration 14Q (619.194868 sec): 3 clusters Score: Raw -1621923.184812 + Penalty 3309.540148 = -1618613.644664 nChanged 420 SP:Iteration 15Q (619.275496 sec): 3 clusters Score: Raw -1622185.340741 + Penalty 3309.540148 = -1618875.800593 nChanged 361 SP:Iteration 16Q (619.365963 sec): 3 clusters Score: Raw -1622403.811873 + Penalty 3309.540148 = -1619094.271725 nChanged 256 SP:Iteration 17Q (619.449776 sec): 3 clusters Score: Raw -1622563.515888 + Penalty 3309.540148 = -1619253.975740 nChanged 208 SP:Iteration 18Q (619.531487 sec): 3 clusters Score: Raw -1622676.733381 + Penalty 3309.540148 = -1619367.193233 nChanged 155 SP:Iteration 19Q (619.612741 sec): 3 clusters Score: Raw -1622756.735772 + Penalty 3309.540148 = -1619447.195624 nChanged 105 SP:Iteration 20F (619.700550 sec): 3 clusters Score: Raw -1622808.222137 + Penalty 3309.540148 = -1619498.681989 nChanged 83 SP:Iteration 21Q (619.767340 sec): 3 clusters Score: Raw -1622844.293978 + Penalty 3309.540148 = -1619534.753830 nChanged 66 SP:Iteration 22Q (619.842504 sec): 3 clusters Score: Raw -1622874.843913 + Penalty 3309.540148 = -1619565.303766 nChanged 62 SP:Iteration 23Q (619.929430 sec): 3 clusters Score: Raw -1622901.500121 + Penalty 3309.540148 = -1619591.959973 nChanged 51 SP:Iteration 24Q (620.013743 sec): 3 clusters Score: Raw -1622927.701218 + Penalty 3309.540148 = -1619618.161070 nChanged 49 SP:Iteration 25Q (620.083607 sec): 3 clusters Score: Raw -1622949.805611 + Penalty 3309.540148 = -1619640.265463 nChanged 39 SP:Iteration 26Q (620.163904 sec): 3 clusters Score: Raw -1622970.353094 + Penalty 3309.540148 = -1619660.812946 nChanged 33 SP:Iteration 27Q (620.257293 sec): 3 clusters Score: Raw -1622986.526617 + Penalty 3309.540148 = -1619676.986469 nChanged 29 SP:Iteration 28Q (620.342495 sec): 3 clusters Score: Raw -1622998.967902 + Penalty 3309.540148 = -1619689.427754 nChanged 16 SP:Iteration 29Q (620.420417 sec): 3 clusters Score: Raw -1623008.120511 + Penalty 3309.540148 = -1619698.580363 nChanged 16 SP:Iteration 30Q (620.506453 sec): 3 clusters Score: Raw -1623016.416657 + Penalty 3309.540148 = -1619706.876509 nChanged 12 SP:Iteration 31Q (620.589839 sec): 3 clusters Score: Raw -1623024.032476 + Penalty 3309.540148 = -1619714.492328 nChanged 14 SP:Iteration 32Q (620.672600 sec): 3 clusters Score: Raw -1623031.506271 + Penalty 3309.540148 = -1619721.966123 nChanged 8 SP:Iteration 33Q (620.754090 sec): 3 clusters Score: Raw -1623035.171883 + Penalty 3309.540148 = -1619725.631735 nChanged 10 SP:Iteration 34Q (620.825150 sec): 3 clusters Score: Raw -1623039.889634 + Penalty 3309.540148 = -1619730.349486 nChanged 10 SP:Iteration 35Q (620.910546 sec): 3 clusters Score: Raw -1623043.832074 + Penalty 3309.540148 = -1619734.291926 nChanged 7 SP:Iteration 36Q (620.993791 sec): 3 clusters Score: Raw -1623047.369168 + Penalty 3309.540148 = -1619737.829020 nChanged 3 SP:Iteration 37Q (621.076031 sec): 3 clusters Score: Raw -1623049.054549 + Penalty 3309.540148 = -1619739.514401 nChanged 6 SP:Iteration 38Q (621.171118 sec): 3 clusters Score: Raw -1623051.658376 + Penalty 3309.540148 = -1619742.118228 nChanged 3 SP:Iteration 39Q (621.238945 sec): 3 clusters Score: Raw -1623052.790921 + Penalty 3309.540148 = -1619743.250773 nChanged 4 SP:Iteration 40F (621.338946 sec): 3 clusters Score: Raw -1623056.537620 + Penalty 3309.540148 = -1619746.997472 nChanged 4 SP:Iteration 41Q (621.408008 sec): 3 clusters Score: Raw -1623058.072036 + Penalty 3309.540148 = -1619748.531888 nChanged 4 SP:Iteration 42Q (621.491033 sec): 3 clusters Score: Raw -1623061.199295 + Penalty 3309.540148 = -1619751.659147 nChanged 6 SP:Iteration 43Q (621.569662 sec): 3 clusters Score: Raw -1623064.351136 + Penalty 3309.540148 = -1619754.810988 nChanged 5 SP:Iteration 44Q (621.659709 sec): 3 clusters Score: Raw -1623066.123786 + Penalty 3309.540148 = -1619756.583638 nChanged 3 SP:Iteration 45Q (621.740836 sec): 3 clusters Score: Raw -1623067.754906 + Penalty 3309.540148 = -1619758.214758 nChanged 3 SP:Iteration 46Q (621.824536 sec): 3 clusters Score: Raw -1623068.967612 + Penalty 3309.540148 = -1619759.427464 nChanged 3 SP:Iteration 47Q (621.898961 sec): 3 clusters Score: Raw -1623070.449492 + Penalty 3309.540148 = -1619760.909344 nChanged 3 SP:Iteration 48Q (621.987677 sec): 3 clusters Score: Raw -1623073.010254 + Penalty 3309.540148 = -1619763.470106 nChanged 3 SP:Iteration 49Q (622.059799 sec): 3 clusters Score: Raw -1623074.055444 + Penalty 3309.540148 = -1619764.515297 nChanged 0 SP:Iteration 50F (622.153712 sec): 3 clusters Score: Raw -1623074.055444 + Penalty 3309.540148 = -1619764.515297 nChanged 0 Trying to split cluster 3 (4796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (622.184713 sec): 2 clusters Score: Raw -298850.827987 + Penalty 1377.274846 = -297473.553141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (622.244496 sec): 3 clusters Score: Raw -296457.592041 + Penalty 2754.549693 = -293703.042349 nChanged 1909 SP:Iteration 1F (622.293059 sec): 3 clusters Score: Raw -297512.666082 + Penalty 2754.549693 = -294758.116390 nChanged 334 SP:Iteration 2F (622.347858 sec): 3 clusters Score: Raw -297702.522962 + Penalty 2754.549693 = -294947.973269 nChanged 261 SP:Iteration 3F (622.404540 sec): 3 clusters Score: Raw -297840.533846 + Penalty 2754.549693 = -295085.984153 nChanged 202 SP:Iteration 4Q (622.459232 sec): 3 clusters Score: Raw -297949.066840 + Penalty 2754.549693 = -295194.517147 nChanged 193 SP:Iteration 5Q (622.504010 sec): 3 clusters Score: Raw -298066.046628 + Penalty 2754.549693 = -295311.496935 nChanged 164 SP:Iteration 6Q (622.559730 sec): 3 clusters Score: Raw -298168.342638 + Penalty 2754.549693 = -295413.792946 nChanged 158 SP:Iteration 7Q (622.602180 sec): 3 clusters Score: Raw -298269.182406 + Penalty 2754.549693 = -295514.632713 nChanged 144 SP:Iteration 8Q (622.663319 sec): 3 clusters Score: Raw -298370.809466 + Penalty 2754.549693 = -295616.259773 nChanged 145 SP:Iteration 9Q (622.723633 sec): 3 clusters Score: Raw -298483.746312 + Penalty 2754.549693 = -295729.196619 nChanged 136 SP:Iteration 10Q (622.774050 sec): 3 clusters Score: Raw -298601.511162 + Penalty 2754.549693 = -295846.961470 nChanged 110 SP:Iteration 11Q (622.831794 sec): 3 clusters Score: Raw -298696.855931 + Penalty 2754.549693 = -295942.306238 nChanged 89 SP:Iteration 12Q (622.873081 sec): 3 clusters Score: Raw -298772.494603 + Penalty 2754.549693 = -296017.944910 nChanged 56 SP:Iteration 13Q (622.931544 sec): 3 clusters Score: Raw -298822.454255 + Penalty 2754.549693 = -296067.904562 nChanged 47 SP:Iteration 14Q (622.992289 sec): 3 clusters Score: Raw -298865.934852 + Penalty 2754.549693 = -296111.385160 nChanged 33 SP:Iteration 15Q (623.044145 sec): 3 clusters Score: Raw -298893.493224 + Penalty 2754.549693 = -296138.943531 nChanged 33 SP:Iteration 16Q (623.089974 sec): 3 clusters Score: Raw -298922.967205 + Penalty 2754.549693 = -296168.417513 nChanged 21 SP:Iteration 17Q (623.153897 sec): 3 clusters Score: Raw -298939.675696 + Penalty 2754.549693 = -296185.126003 nChanged 25 SP:Iteration 18Q (623.206600 sec): 3 clusters Score: Raw -298956.645679 + Penalty 2754.549693 = -296202.095986 nChanged 14 SP:Iteration 19Q (623.247674 sec): 3 clusters Score: Raw -298970.625823 + Penalty 2754.549693 = -296216.076131 nChanged 16 SP:Iteration 20F (623.316654 sec): 3 clusters Score: Raw -298986.509270 + Penalty 2754.549693 = -296231.959577 nChanged 16 SP:Iteration 21Q (623.364535 sec): 3 clusters Score: Raw -299004.111203 + Penalty 2754.549693 = -296249.561510 nChanged 9 SP:Iteration 22Q (623.414460 sec): 3 clusters Score: Raw -299011.331573 + Penalty 2754.549693 = -296256.781880 nChanged 8 SP:Iteration 23Q (623.476763 sec): 3 clusters Score: Raw -299017.373512 + Penalty 2754.549693 = -296262.823819 nChanged 5 SP:Iteration 24Q (623.521603 sec): 3 clusters Score: Raw -299020.158452 + Penalty 2754.549693 = -296265.608759 nChanged 2 SP:Iteration 25Q (623.584754 sec): 3 clusters Score: Raw -299021.214696 + Penalty 2754.549693 = -296266.665003 nChanged 2 SP:Iteration 26Q (623.642109 sec): 3 clusters Score: Raw -299021.650312 + Penalty 2754.549693 = -296267.100620 nChanged 2 SP:Iteration 27Q (623.690539 sec): 3 clusters Score: Raw -299022.557706 + Penalty 2754.549693 = -296268.008014 nChanged 1 SP:Iteration 28Q (623.751843 sec): 3 clusters Score: Raw -299022.718770 + Penalty 2754.549693 = -296268.169077 nChanged 0 SP:Iteration 29F (623.794901 sec): 3 clusters Score: Raw -299022.718770 + Penalty 2754.549693 = -296268.169077 nChanged 0 Trying to split cluster 4 (10366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (623.836985 sec): 2 clusters Score: Raw -645318.880953 + Penalty 1502.521556 = -643816.359397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (623.901414 sec): 3 clusters Score: Raw -639465.721517 + Penalty 3005.043112 = -636460.678405 nChanged 4496 SP:Iteration 1F (623.952339 sec): 3 clusters Score: Raw -641830.540795 + Penalty 3005.043112 = -638825.497683 nChanged 629 SP:Iteration 2F (624.012793 sec): 3 clusters Score: Raw -642089.035713 + Penalty 3005.043112 = -639083.992601 nChanged 514 SP:Iteration 3Q (624.073332 sec): 3 clusters Score: Raw -642318.364797 + Penalty 3005.043112 = -639313.321685 nChanged 493 SP:Iteration 4Q (624.133894 sec): 3 clusters Score: Raw -642574.229551 + Penalty 3005.043112 = -639569.186439 nChanged 503 SP:Iteration 5Q (624.194834 sec): 3 clusters Score: Raw -642844.264487 + Penalty 3005.043112 = -639839.221375 nChanged 485 SP:Iteration 6Q (624.254518 sec): 3 clusters Score: Raw -643115.175127 + Penalty 3005.043112 = -640110.132015 nChanged 469 SP:Iteration 7Q (624.316889 sec): 3 clusters Score: Raw -643365.681250 + Penalty 3005.043112 = -640360.638137 nChanged 437 SP:Iteration 8Q (624.376798 sec): 3 clusters Score: Raw -643609.919639 + Penalty 3005.043112 = -640604.876527 nChanged 454 SP:Iteration 9Q (624.439915 sec): 3 clusters Score: Raw -643880.396579 + Penalty 3005.043112 = -640875.353467 nChanged 431 SP:Iteration 10Q (624.518297 sec): 3 clusters Score: Raw -644137.235552 + Penalty 3005.043112 = -641132.192440 nChanged 400 SP:Iteration 11Q (624.571017 sec): 3 clusters Score: Raw -644365.860918 + Penalty 3005.043112 = -641360.817806 nChanged 363 SP:Iteration 12Q (624.639737 sec): 3 clusters Score: Raw -644559.689444 + Penalty 3005.043112 = -641554.646332 nChanged 303 SP:Iteration 13Q (624.703394 sec): 3 clusters Score: Raw -644718.363657 + Penalty 3005.043112 = -641713.320545 nChanged 264 SP:Iteration 14Q (624.779296 sec): 3 clusters Score: Raw -644829.671555 + Penalty 3005.043112 = -641824.628443 nChanged 204 SP:Iteration 15Q (624.835049 sec): 3 clusters Score: Raw -644907.979290 + Penalty 3005.043112 = -641902.936178 nChanged 156 SP:Iteration 16Q (624.902403 sec): 3 clusters Score: Raw -644957.505840 + Penalty 3005.043112 = -641952.462728 nChanged 119 SP:Iteration 17Q (624.974902 sec): 3 clusters Score: Raw -644992.148054 + Penalty 3005.043112 = -641987.104942 nChanged 98 SP:Iteration 18Q (625.029937 sec): 3 clusters Score: Raw -645013.915978 + Penalty 3005.043112 = -642008.872865 nChanged 64 SP:Iteration 19Q (625.096106 sec): 3 clusters Score: Raw -645025.329973 + Penalty 3005.043112 = -642020.286861 nChanged 49 SP:Iteration 20F (625.163420 sec): 3 clusters Score: Raw -645034.564222 + Penalty 3005.043112 = -642029.521110 nChanged 48 SP:Iteration 21Q (625.221767 sec): 3 clusters Score: Raw -645042.371986 + Penalty 3005.043112 = -642037.328874 nChanged 41 SP:Iteration 22Q (625.288235 sec): 3 clusters Score: Raw -645048.850289 + Penalty 3005.043112 = -642043.807177 nChanged 33 SP:Iteration 23Q (625.340762 sec): 3 clusters Score: Raw -645052.882492 + Penalty 3005.043112 = -642047.839380 nChanged 19 SP:Iteration 24Q (625.405871 sec): 3 clusters Score: Raw -645054.981783 + Penalty 3005.043112 = -642049.938671 nChanged 18 SP:Iteration 25Q (625.471814 sec): 3 clusters Score: Raw -645057.896026 + Penalty 3005.043112 = -642052.852913 nChanged 16 SP:Iteration 26Q (625.545010 sec): 3 clusters Score: Raw -645059.672389 + Penalty 3005.043112 = -642054.629276 nChanged 11 SP:Iteration 27Q (625.598885 sec): 3 clusters Score: Raw -645061.924024 + Penalty 3005.043112 = -642056.880911 nChanged 13 SP:Iteration 28Q (625.661558 sec): 3 clusters Score: Raw -645064.161065 + Penalty 3005.043112 = -642059.117953 nChanged 18 SP:Iteration 29Q (625.735092 sec): 3 clusters Score: Raw -645066.470829 + Penalty 3005.043112 = -642061.427717 nChanged 17 SP:Iteration 30Q (625.799800 sec): 3 clusters Score: Raw -645068.547024 + Penalty 3005.043112 = -642063.503912 nChanged 13 SP:Iteration 31Q (625.851176 sec): 3 clusters Score: Raw -645070.353325 + Penalty 3005.043112 = -642065.310213 nChanged 19 SP:Iteration 32Q (625.916047 sec): 3 clusters Score: Raw -645072.916194 + Penalty 3005.043112 = -642067.873082 nChanged 9 SP:Iteration 33Q (625.978830 sec): 3 clusters Score: Raw -645073.515900 + Penalty 3005.043112 = -642068.472788 nChanged 5 SP:Iteration 34Q (626.038897 sec): 3 clusters Score: Raw -645074.073924 + Penalty 3005.043112 = -642069.030812 nChanged 1 SP:Iteration 35Q (626.108430 sec): 3 clusters Score: Raw -645074.485135 + Penalty 3005.043112 = -642069.442023 nChanged 3 SP:Iteration 36Q (626.160935 sec): 3 clusters Score: Raw -645074.648536 + Penalty 3005.043112 = -642069.605424 nChanged 1 SP:Iteration 37Q (626.231420 sec): 3 clusters Score: Raw -645074.725557 + Penalty 3005.043112 = -642069.682445 nChanged 0 SP:Iteration 38F (626.300438 sec): 3 clusters Score: Raw -645074.725557 + Penalty 3005.043112 = -642069.682445 nChanged 0 Trying to split cluster 5 (2735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (626.329304 sec): 2 clusters Score: Raw -148310.586714 + Penalty 1286.006591 = -147024.580123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (626.382434 sec): 3 clusters Score: Raw -147036.092405 + Penalty 2572.013182 = -144464.079223 nChanged 1043 SP:Iteration 1F (626.430239 sec): 3 clusters Score: Raw -147670.859935 + Penalty 2572.013182 = -145098.846753 nChanged 207 SP:Iteration 2F (626.474078 sec): 3 clusters Score: Raw -147829.388667 + Penalty 2572.013182 = -145257.375485 nChanged 153 SP:Iteration 3F (626.515592 sec): 3 clusters Score: Raw -147929.217771 + Penalty 2572.013182 = -145357.204589 nChanged 126 SP:Iteration 4Q (626.577063 sec): 3 clusters Score: Raw -148017.850692 + Penalty 2572.013182 = -145445.837510 nChanged 116 SP:Iteration 5Q (626.617942 sec): 3 clusters Score: Raw -148090.616218 + Penalty 2572.013182 = -145518.603035 nChanged 104 SP:Iteration 6Q (626.671928 sec): 3 clusters Score: Raw -148155.470496 + Penalty 2572.013182 = -145583.457314 nChanged 92 SP:Iteration 7Q (626.711770 sec): 3 clusters Score: Raw -148206.657871 + Penalty 2572.013182 = -145634.644689 nChanged 73 SP:Iteration 8Q (626.766462 sec): 3 clusters Score: Raw -148248.332294 + Penalty 2572.013182 = -145676.319111 nChanged 69 SP:Iteration 9Q (626.807841 sec): 3 clusters Score: Raw -148285.538254 + Penalty 2572.013182 = -145713.525071 nChanged 51 SP:Iteration 10Q (626.862336 sec): 3 clusters Score: Raw -148320.612446 + Penalty 2572.013182 = -145748.599263 nChanged 59 SP:Iteration 11Q (626.903405 sec): 3 clusters Score: Raw -148362.961165 + Penalty 2572.013182 = -145790.947983 nChanged 62 SP:Iteration 12Q (626.958390 sec): 3 clusters Score: Raw -148398.682809 + Penalty 2572.013182 = -145826.669627 nChanged 51 SP:Iteration 13Q (626.999174 sec): 3 clusters Score: Raw -148426.682826 + Penalty 2572.013182 = -145854.669644 nChanged 60 SP:Iteration 14Q (627.053521 sec): 3 clusters Score: Raw -148467.664445 + Penalty 2572.013182 = -145895.651262 nChanged 55 SP:Iteration 15Q (627.098826 sec): 3 clusters Score: Raw -148502.310420 + Penalty 2572.013182 = -145930.297238 nChanged 46 SP:Iteration 16Q (627.138827 sec): 3 clusters Score: Raw -148530.928520 + Penalty 2572.013182 = -145958.915338 nChanged 46 SP:Iteration 17Q (627.193002 sec): 3 clusters Score: Raw -148560.521303 + Penalty 2572.013182 = -145988.508121 nChanged 44 SP:Iteration 18Q (627.246753 sec): 3 clusters Score: Raw -148583.502871 + Penalty 2572.013182 = -146011.489688 nChanged 33 SP:Iteration 19Q (627.282148 sec): 3 clusters Score: Raw -148597.128104 + Penalty 2572.013182 = -146025.114922 nChanged 21 SP:Iteration 20F (627.343605 sec): 3 clusters Score: Raw -148607.073777 + Penalty 2572.013182 = -146035.060594 nChanged 19 SP:Iteration 21Q (627.404685 sec): 3 clusters Score: Raw -148613.980761 + Penalty 2572.013182 = -146041.967578 nChanged 23 SP:Iteration 22Q (627.454971 sec): 3 clusters Score: Raw -148623.969113 + Penalty 2572.013182 = -146051.955931 nChanged 12 SP:Iteration 23Q (627.502879 sec): 3 clusters Score: Raw -148628.941291 + Penalty 2572.013182 = -146056.928109 nChanged 12 SP:Iteration 24Q (627.546297 sec): 3 clusters Score: Raw -148633.929976 + Penalty 2572.013182 = -146061.916794 nChanged 6 SP:Iteration 25Q (627.602160 sec): 3 clusters Score: Raw -148636.012413 + Penalty 2572.013182 = -146063.999231 nChanged 6 SP:Iteration 26Q (627.650040 sec): 3 clusters Score: Raw -148639.496261 + Penalty 2572.013182 = -146067.483079 nChanged 9 SP:Iteration 27Q (627.698129 sec): 3 clusters Score: Raw -148642.799032 + Penalty 2572.013182 = -146070.785850 nChanged 5 SP:Iteration 28Q (627.760432 sec): 3 clusters Score: Raw -148644.798757 + Penalty 2572.013182 = -146072.785574 nChanged 6 SP:Iteration 29Q (627.805518 sec): 3 clusters Score: Raw -148647.088437 + Penalty 2572.013182 = -146075.075255 nChanged 5 SP:Iteration 30Q (627.853098 sec): 3 clusters Score: Raw -148649.316537 + Penalty 2572.013182 = -146077.303355 nChanged 7 SP:Iteration 31Q (627.906738 sec): 3 clusters Score: Raw -148653.041197 + Penalty 2572.013182 = -146081.028015 nChanged 8 SP:Iteration 32Q (627.946061 sec): 3 clusters Score: Raw -148655.848418 + Penalty 2572.013182 = -146083.835235 nChanged 5 SP:Iteration 33Q (627.993950 sec): 3 clusters Score: Raw -148658.963708 + Penalty 2572.013182 = -146086.950526 nChanged 8 SP:Iteration 34Q (628.046178 sec): 3 clusters Score: Raw -148663.973906 + Penalty 2572.013182 = -146091.960724 nChanged 13 SP:Iteration 35Q (628.098577 sec): 3 clusters Score: Raw -148669.283043 + Penalty 2572.013182 = -146097.269861 nChanged 13 SP:Iteration 36Q (628.146862 sec): 3 clusters Score: Raw -148674.116352 + Penalty 2572.013182 = -146102.103169 nChanged 14 SP:Iteration 37Q (628.191352 sec): 3 clusters Score: Raw -148679.943289 + Penalty 2572.013182 = -146107.930107 nChanged 11 SP:Iteration 38Q (628.242380 sec): 3 clusters Score: Raw -148685.820098 + Penalty 2572.013182 = -146113.806915 nChanged 14 SP:Iteration 39Q (628.282732 sec): 3 clusters Score: Raw -148694.675353 + Penalty 2572.013182 = -146122.662171 nChanged 14 SP:Iteration 40F (628.336456 sec): 3 clusters Score: Raw -148703.537842 + Penalty 2572.013182 = -146131.524660 nChanged 12 SP:Iteration 41Q (628.394838 sec): 3 clusters Score: Raw -148710.005008 + Penalty 2572.013182 = -146137.991826 nChanged 10 SP:Iteration 42Q (628.453838 sec): 3 clusters Score: Raw -148717.022897 + Penalty 2572.013182 = -146145.009715 nChanged 8 SP:Iteration 43Q (628.509761 sec): 3 clusters Score: Raw -148725.249092 + Penalty 2572.013182 = -146153.235909 nChanged 10 SP:Iteration 44Q (628.562759 sec): 3 clusters Score: Raw -148733.781011 + Penalty 2572.013182 = -146161.767829 nChanged 11 SP:Iteration 45Q (628.603380 sec): 3 clusters Score: Raw -148740.701610 + Penalty 2572.013182 = -146168.688428 nChanged 12 SP:Iteration 46Q (628.667479 sec): 3 clusters Score: Raw -148749.164970 + Penalty 2572.013182 = -146177.151788 nChanged 7 SP:Iteration 47Q (628.715138 sec): 3 clusters Score: Raw -148752.835800 + Penalty 2572.013182 = -146180.822618 nChanged 7 SP:Iteration 48Q (628.760602 sec): 3 clusters Score: Raw -148757.107364 + Penalty 2572.013182 = -146185.094181 nChanged 8 SP:Iteration 49Q (628.812163 sec): 3 clusters Score: Raw -148762.846166 + Penalty 2572.013182 = -146190.832983 nChanged 7 SP:Iteration 50Q (628.858858 sec): 3 clusters Score: Raw -148767.099796 + Penalty 2572.013182 = -146195.086614 nChanged 5 SP:Iteration 51Q (628.912506 sec): 3 clusters Score: Raw -148770.659966 + Penalty 2572.013182 = -146198.646784 nChanged 2 SP:Iteration 52Q (628.975100 sec): 3 clusters Score: Raw -148772.437437 + Penalty 2572.013182 = -146200.424255 nChanged 2 SP:Iteration 53Q (629.024593 sec): 3 clusters Score: Raw -148773.282556 + Penalty 2572.013182 = -146201.269374 nChanged 2 SP:Iteration 54Q (629.071001 sec): 3 clusters Score: Raw -148773.930443 + Penalty 2572.013182 = -146201.917261 nChanged 1 SP:Iteration 55Q (629.137204 sec): 3 clusters Score: Raw -148774.479572 + Penalty 2572.013182 = -146202.466389 nChanged 0 SP:Iteration 56F (629.190906 sec): 3 clusters Score: Raw -148774.479572 + Penalty 2572.013182 = -146202.466389 nChanged 0 Trying to split cluster 6 (4145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (629.221890 sec): 2 clusters Score: Raw -223680.727184 + Penalty 1353.569436 = -222327.157748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (629.278147 sec): 3 clusters Score: Raw -221577.669837 + Penalty 2707.138872 = -218870.530965 nChanged 1627 SP:Iteration 1F (629.322575 sec): 3 clusters Score: Raw -222461.257077 + Penalty 2707.138872 = -219754.118205 nChanged 344 SP:Iteration 2F (629.378492 sec): 3 clusters Score: Raw -222646.760452 + Penalty 2707.138872 = -219939.621580 nChanged 204 SP:Iteration 3Q (629.434768 sec): 3 clusters Score: Raw -222748.469722 + Penalty 2707.138872 = -220041.330850 nChanged 161 SP:Iteration 4Q (629.493441 sec): 3 clusters Score: Raw -222818.711031 + Penalty 2707.138872 = -220111.572159 nChanged 113 SP:Iteration 5Q (629.554317 sec): 3 clusters Score: Raw -222860.004842 + Penalty 2707.138872 = -220152.865970 nChanged 92 SP:Iteration 6Q (629.602446 sec): 3 clusters Score: Raw -222891.489190 + Penalty 2707.138872 = -220184.350318 nChanged 73 SP:Iteration 7Q (629.668984 sec): 3 clusters Score: Raw -222916.173074 + Penalty 2707.138872 = -220209.034202 nChanged 76 SP:Iteration 8Q (629.713748 sec): 3 clusters Score: Raw -222947.686961 + Penalty 2707.138872 = -220240.548089 nChanged 74 SP:Iteration 9Q (629.771259 sec): 3 clusters Score: Raw -222975.133250 + Penalty 2707.138872 = -220267.994378 nChanged 57 SP:Iteration 10Q (629.831354 sec): 3 clusters Score: Raw -222995.698389 + Penalty 2707.138872 = -220288.559517 nChanged 64 SP:Iteration 11Q (629.887541 sec): 3 clusters Score: Raw -223017.959628 + Penalty 2707.138872 = -220310.820756 nChanged 47 SP:Iteration 12Q (629.940105 sec): 3 clusters Score: Raw -223033.941711 + Penalty 2707.138872 = -220326.802839 nChanged 48 SP:Iteration 13Q (629.991622 sec): 3 clusters Score: Raw -223053.645135 + Penalty 2707.138872 = -220346.506263 nChanged 45 SP:Iteration 14Q (630.050189 sec): 3 clusters Score: Raw -223071.932537 + Penalty 2707.138872 = -220364.793665 nChanged 52 SP:Iteration 15Q (630.101299 sec): 3 clusters Score: Raw -223091.687639 + Penalty 2707.138872 = -220384.548767 nChanged 43 SP:Iteration 16Q (630.156306 sec): 3 clusters Score: Raw -223106.560801 + Penalty 2707.138872 = -220399.421929 nChanged 45 SP:Iteration 17Q (630.212223 sec): 3 clusters Score: Raw -223123.775928 + Penalty 2707.138872 = -220416.637057 nChanged 44 SP:Iteration 18Q (630.269252 sec): 3 clusters Score: Raw -223140.368869 + Penalty 2707.138872 = -220433.229997 nChanged 45 SP:Iteration 19Q (630.313826 sec): 3 clusters Score: Raw -223155.332017 + Penalty 2707.138872 = -220448.193145 nChanged 50 SP:Iteration 20F (630.377938 sec): 3 clusters Score: Raw -223175.328672 + Penalty 2707.138872 = -220468.189800 nChanged 43 SP:Iteration 21Q (630.437185 sec): 3 clusters Score: Raw -223189.647648 + Penalty 2707.138872 = -220482.508776 nChanged 42 SP:Iteration 22Q (630.482730 sec): 3 clusters Score: Raw -223203.218160 + Penalty 2707.138872 = -220496.079288 nChanged 31 SP:Iteration 23Q (630.536020 sec): 3 clusters Score: Raw -223216.169304 + Penalty 2707.138872 = -220509.030432 nChanged 38 SP:Iteration 24Q (630.598948 sec): 3 clusters Score: Raw -223227.904345 + Penalty 2707.138872 = -220520.765473 nChanged 34 SP:Iteration 25Q (630.649139 sec): 3 clusters Score: Raw -223238.995545 + Penalty 2707.138872 = -220531.856673 nChanged 35 SP:Iteration 26Q (630.705095 sec): 3 clusters Score: Raw -223251.708690 + Penalty 2707.138872 = -220544.569818 nChanged 36 SP:Iteration 27Q (630.761123 sec): 3 clusters Score: Raw -223269.025420 + Penalty 2707.138872 = -220561.886548 nChanged 56 SP:Iteration 28Q (630.824541 sec): 3 clusters Score: Raw -223299.249767 + Penalty 2707.138872 = -220592.110895 nChanged 66 SP:Iteration 29Q (630.885436 sec): 3 clusters Score: Raw -223334.283548 + Penalty 2707.138872 = -220627.144676 nChanged 64 SP:Iteration 30Q (630.925681 sec): 3 clusters Score: Raw -223374.927619 + Penalty 2707.138872 = -220667.788747 nChanged 74 SP:Iteration 31Q (630.990632 sec): 3 clusters Score: Raw -223410.046442 + Penalty 2707.138872 = -220702.907570 nChanged 80 SP:Iteration 32Q (631.045469 sec): 3 clusters Score: Raw -223456.777908 + Penalty 2707.138872 = -220749.639036 nChanged 72 SP:Iteration 33Q (631.091158 sec): 3 clusters Score: Raw -223500.166647 + Penalty 2707.138872 = -220793.027775 nChanged 75 SP:Iteration 34Q (631.151934 sec): 3 clusters Score: Raw -223549.171973 + Penalty 2707.138872 = -220842.033101 nChanged 83 SP:Iteration 35Q (631.208272 sec): 3 clusters Score: Raw -223590.845595 + Penalty 2707.138872 = -220883.706723 nChanged 69 SP:Iteration 36Q (631.252444 sec): 3 clusters Score: Raw -223623.341037 + Penalty 2707.138872 = -220916.202165 nChanged 65 SP:Iteration 37Q (631.317232 sec): 3 clusters Score: Raw -223657.290777 + Penalty 2707.138872 = -220950.151905 nChanged 52 SP:Iteration 38Q (631.357781 sec): 3 clusters Score: Raw -223678.532112 + Penalty 2707.138872 = -220971.393240 nChanged 48 SP:Iteration 39Q (631.420546 sec): 3 clusters Score: Raw -223695.684688 + Penalty 2707.138872 = -220988.545816 nChanged 37 SP:Iteration 40F (631.473534 sec): 3 clusters Score: Raw -223707.106834 + Penalty 2707.138872 = -220999.967963 nChanged 22 SP:Iteration 41Q (631.530211 sec): 3 clusters Score: Raw -223713.401341 + Penalty 2707.138872 = -221006.262469 nChanged 19 SP:Iteration 42Q (631.587971 sec): 3 clusters Score: Raw -223718.741217 + Penalty 2707.138872 = -221011.602345 nChanged 17 SP:Iteration 43Q (631.647125 sec): 3 clusters Score: Raw -223722.338466 + Penalty 2707.138872 = -221015.199594 nChanged 14 SP:Iteration 44Q (631.691366 sec): 3 clusters Score: Raw -223726.984069 + Penalty 2707.138872 = -221019.845197 nChanged 20 SP:Iteration 45Q (631.750948 sec): 3 clusters Score: Raw -223730.990709 + Penalty 2707.138872 = -221023.851837 nChanged 8 SP:Iteration 46Q (631.794937 sec): 3 clusters Score: Raw -223733.859509 + Penalty 2707.138872 = -221026.720637 nChanged 12 SP:Iteration 47Q (631.844254 sec): 3 clusters Score: Raw -223738.166660 + Penalty 2707.138872 = -221031.027788 nChanged 15 SP:Iteration 48Q (631.899016 sec): 3 clusters Score: Raw -223741.564460 + Penalty 2707.138872 = -221034.425588 nChanged 11 SP:Iteration 49Q (631.956178 sec): 3 clusters Score: Raw -223744.960838 + Penalty 2707.138872 = -221037.821966 nChanged 8 SP:Iteration 50Q (632.003818 sec): 3 clusters Score: Raw -223747.316388 + Penalty 2707.138872 = -221040.177516 nChanged 11 SP:Iteration 51Q (632.061510 sec): 3 clusters Score: Raw -223750.848006 + Penalty 2707.138872 = -221043.709134 nChanged 7 SP:Iteration 52Q (632.116500 sec): 3 clusters Score: Raw -223752.295198 + Penalty 2707.138872 = -221045.156326 nChanged 6 SP:Iteration 53Q (632.163744 sec): 3 clusters Score: Raw -223753.375579 + Penalty 2707.138872 = -221046.236707 nChanged 8 SP:Iteration 54Q (632.219866 sec): 3 clusters Score: Raw -223754.653743 + Penalty 2707.138872 = -221047.514871 nChanged 5 SP:Iteration 55Q (632.263933 sec): 3 clusters Score: Raw -223755.361408 + Penalty 2707.138872 = -221048.222536 nChanged 2 SP:Iteration 56Q (632.328250 sec): 3 clusters Score: Raw -223756.341049 + Penalty 2707.138872 = -221049.202177 nChanged 3 SP:Iteration 57Q (632.382006 sec): 3 clusters Score: Raw -223757.250249 + Penalty 2707.138872 = -221050.111377 nChanged 5 SP:Iteration 58Q (632.420516 sec): 3 clusters Score: Raw -223758.409905 + Penalty 2707.138872 = -221051.271033 nChanged 4 SP:Iteration 59Q (632.485529 sec): 3 clusters Score: Raw -223759.261210 + Penalty 2707.138872 = -221052.122338 nChanged 1 SP:Iteration 60F (632.542720 sec): 3 clusters Score: Raw -223759.460878 + Penalty 2707.138872 = -221052.322006 nChanged 2 SP:Iteration 61Q (632.600510 sec): 3 clusters Score: Raw -223760.050156 + Penalty 2707.138872 = -221052.911284 nChanged 1 SP:Iteration 62Q (632.644958 sec): 3 clusters Score: Raw -223760.522731 + Penalty 2707.138872 = -221053.383859 nChanged 2 SP:Iteration 63Q (632.704186 sec): 3 clusters Score: Raw -223760.873588 + Penalty 2707.138872 = -221053.734716 nChanged 5 SP:Iteration 64Q (632.753670 sec): 3 clusters Score: Raw -223763.009702 + Penalty 2707.138872 = -221055.870830 nChanged 11 SP:Iteration 65Q (632.814097 sec): 3 clusters Score: Raw -223766.857862 + Penalty 2707.138872 = -221059.718990 nChanged 7 SP:Iteration 66Q (632.869368 sec): 3 clusters Score: Raw -223768.549976 + Penalty 2707.138872 = -221061.411104 nChanged 5 SP:Iteration 67Q (632.925454 sec): 3 clusters Score: Raw -223769.751471 + Penalty 2707.138872 = -221062.612599 nChanged 6 SP:Iteration 68Q (632.973163 sec): 3 clusters Score: Raw -223772.616818 + Penalty 2707.138872 = -221065.477946 nChanged 11 SP:Iteration 69Q (633.025944 sec): 3 clusters Score: Raw -223776.886106 + Penalty 2707.138872 = -221069.747234 nChanged 15 SP:Iteration 70Q (633.090818 sec): 3 clusters Score: Raw -223780.856394 + Penalty 2707.138872 = -221073.717522 nChanged 10 SP:Iteration 71Q (633.143582 sec): 3 clusters Score: Raw -223783.251213 + Penalty 2707.138872 = -221076.112341 nChanged 8 SP:Iteration 72Q (633.199355 sec): 3 clusters Score: Raw -223785.189844 + Penalty 2707.138872 = -221078.050972 nChanged 6 SP:Iteration 73Q (633.256912 sec): 3 clusters Score: Raw -223786.455806 + Penalty 2707.138872 = -221079.316934 nChanged 8 SP:Iteration 74Q (633.300139 sec): 3 clusters Score: Raw -223789.459161 + Penalty 2707.138872 = -221082.320289 nChanged 13 SP:Iteration 75Q (633.356630 sec): 3 clusters Score: Raw -223792.753627 + Penalty 2707.138872 = -221085.614755 nChanged 9 SP:Iteration 76Q (633.420271 sec): 3 clusters Score: Raw -223794.159150 + Penalty 2707.138872 = -221087.020278 nChanged 5 SP:Iteration 77Q (633.470115 sec): 3 clusters Score: Raw -223794.857541 + Penalty 2707.138872 = -221087.718669 nChanged 6 SP:Iteration 78Q (633.520713 sec): 3 clusters Score: Raw -223796.506793 + Penalty 2707.138872 = -221089.367921 nChanged 5 SP:Iteration 79Q (633.582574 sec): 3 clusters Score: Raw -223797.412574 + Penalty 2707.138872 = -221090.273702 nChanged 5 SP:Iteration 80F (633.630346 sec): 3 clusters Score: Raw -223799.029340 + Penalty 2707.138872 = -221091.890468 nChanged 6 SP:Iteration 81Q (633.686198 sec): 3 clusters Score: Raw -223800.331234 + Penalty 2707.138872 = -221093.192362 nChanged 6 SP:Iteration 82Q (633.750487 sec): 3 clusters Score: Raw -223802.528259 + Penalty 2707.138872 = -221095.389388 nChanged 13 SP:Iteration 83Q (633.805099 sec): 3 clusters Score: Raw -223806.427720 + Penalty 2707.138872 = -221099.288848 nChanged 11 SP:Iteration 84Q (633.853011 sec): 3 clusters Score: Raw -223810.168673 + Penalty 2707.138872 = -221103.029801 nChanged 12 SP:Iteration 85Q (633.899368 sec): 3 clusters Score: Raw -223813.156233 + Penalty 2707.138872 = -221106.017362 nChanged 12 SP:Iteration 86Q (633.947630 sec): 3 clusters Score: Raw -223816.429279 + Penalty 2707.138872 = -221109.290407 nChanged 12 SP:Iteration 87Q (633.998603 sec): 3 clusters Score: Raw -223819.720711 + Penalty 2707.138872 = -221112.581839 nChanged 15 SP:Iteration 88Q (634.059644 sec): 3 clusters Score: Raw -223824.989475 + Penalty 2707.138872 = -221117.850603 nChanged 19 SP:Iteration 89Q (634.103977 sec): 3 clusters Score: Raw -223831.170397 + Penalty 2707.138872 = -221124.031525 nChanged 18 SP:Iteration 90Q (634.163746 sec): 3 clusters Score: Raw -223836.892673 + Penalty 2707.138872 = -221129.753801 nChanged 22 SP:Iteration 91Q (634.220750 sec): 3 clusters Score: Raw -223847.386984 + Penalty 2707.138872 = -221140.248112 nChanged 29 SP:Iteration 92Q (634.276502 sec): 3 clusters Score: Raw -223856.850343 + Penalty 2707.138872 = -221149.711471 nChanged 25 SP:Iteration 93Q (634.329788 sec): 3 clusters Score: Raw -223864.753368 + Penalty 2707.138872 = -221157.614496 nChanged 21 SP:Iteration 94Q (634.380514 sec): 3 clusters Score: Raw -223872.720278 + Penalty 2707.138872 = -221165.581406 nChanged 21 SP:Iteration 95Q (634.424649 sec): 3 clusters Score: Raw -223879.426939 + Penalty 2707.138872 = -221172.288067 nChanged 23 SP:Iteration 96Q (634.488234 sec): 3 clusters Score: Raw -223887.466965 + Penalty 2707.138872 = -221180.328093 nChanged 20 SP:Iteration 97Q (634.530788 sec): 3 clusters Score: Raw -223894.521978 + Penalty 2707.138872 = -221187.383106 nChanged 11 SP:Iteration 98Q (634.588467 sec): 3 clusters Score: Raw -223897.809634 + Penalty 2707.138872 = -221190.670762 nChanged 9 SP:Iteration 99Q (634.654865 sec): 3 clusters Score: Raw -223900.239953 + Penalty 2707.138872 = -221193.101081 nChanged 8 SP:Iteration 100F (634.709127 sec): 3 clusters Score: Raw -223903.901816 + Penalty 2707.138872 = -221196.762944 nChanged 12 SP:Iteration 101Q (634.764555 sec): 3 clusters Score: Raw -223908.451340 + Penalty 2707.138872 = -221201.312468 nChanged 11 SP:Iteration 102Q (634.816336 sec): 3 clusters Score: Raw -223911.619466 + Penalty 2707.138872 = -221204.480594 nChanged 5 SP:Iteration 103Q (634.870813 sec): 3 clusters Score: Raw -223913.652926 + Penalty 2707.138872 = -221206.514054 nChanged 3 SP:Iteration 104Q (634.926410 sec): 3 clusters Score: Raw -223915.236871 + Penalty 2707.138872 = -221208.097999 nChanged 4 SP:Iteration 105Q (634.977094 sec): 3 clusters Score: Raw -223916.207659 + Penalty 2707.138872 = -221209.068787 nChanged 2 SP:Iteration 106Q (635.037016 sec): 3 clusters Score: Raw -223916.957462 + Penalty 2707.138872 = -221209.818590 nChanged 1 SP:Iteration 107Q (635.088835 sec): 3 clusters Score: Raw -223917.547263 + Penalty 2707.138872 = -221210.408391 nChanged 2 SP:Iteration 108Q (635.135467 sec): 3 clusters Score: Raw -223918.088093 + Penalty 2707.138872 = -221210.949221 nChanged 0 SP:Iteration 109F (635.190833 sec): 3 clusters Score: Raw -223918.088093 + Penalty 2707.138872 = -221210.949221 nChanged 0 Trying to split cluster 7 (25246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (635.255503 sec): 2 clusters Score: Raw -1594246.205529 + Penalty 1647.168739 = -1592599.036790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (635.345730 sec): 3 clusters Score: Raw -1578962.771113 + Penalty 3294.337477 = -1575668.433636 nChanged 11467 SP:Iteration 1F (635.430757 sec): 3 clusters Score: Raw -1585142.327356 + Penalty 3294.337477 = -1581847.989879 nChanged 1286 SP:Iteration 2F (635.521917 sec): 3 clusters Score: Raw -1585636.046521 + Penalty 3294.337477 = -1582341.709044 nChanged 1220 SP:Iteration 3Q (635.603684 sec): 3 clusters Score: Raw -1586204.239310 + Penalty 3294.337477 = -1582909.901833 nChanged 1322 SP:Iteration 4F (635.702772 sec): 3 clusters Score: Raw -1586926.068831 + Penalty 3294.337477 = -1583631.731354 nChanged 1506 SP:Iteration 5F (635.789945 sec): 3 clusters Score: Raw -1587913.730105 + Penalty 3294.337477 = -1584619.392628 nChanged 1713 SP:Iteration 6F (635.880749 sec): 3 clusters Score: Raw -1589184.108799 + Penalty 3294.337477 = -1585889.771321 nChanged 1810 SP:Iteration 7F (635.967113 sec): 3 clusters Score: Raw -1590690.615504 + Penalty 3294.337477 = -1587396.278027 nChanged 1661 SP:Iteration 8F (636.049504 sec): 3 clusters Score: Raw -1592148.127318 + Penalty 3294.337477 = -1588853.789841 nChanged 1173 SP:Iteration 9Q (636.145559 sec): 3 clusters Score: Raw -1593195.911650 + Penalty 3294.337477 = -1589901.574173 nChanged 686 SP:Iteration 10Q (636.239300 sec): 3 clusters Score: Raw -1593788.472426 + Penalty 3294.337477 = -1590494.134949 nChanged 387 SP:Iteration 11Q (636.325968 sec): 3 clusters Score: Raw -1594124.700355 + Penalty 3294.337477 = -1590830.362878 nChanged 186 SP:Iteration 12Q (636.410019 sec): 3 clusters Score: Raw -1594280.686388 + Penalty 3294.337477 = -1590986.348911 nChanged 101 SP:Iteration 13Q (636.491409 sec): 3 clusters Score: Raw -1594372.694958 + Penalty 3294.337477 = -1591078.357481 nChanged 61 SP:Iteration 14Q (636.572320 sec): 3 clusters Score: Raw -1594431.802679 + Penalty 3294.337477 = -1591137.465202 nChanged 42 SP:Iteration 15Q (636.644153 sec): 3 clusters Score: Raw -1594469.478529 + Penalty 3294.337477 = -1591175.141052 nChanged 17 SP:Iteration 16Q (636.724610 sec): 3 clusters Score: Raw -1594487.247498 + Penalty 3294.337477 = -1591192.910021 nChanged 12 SP:Iteration 17Q (636.803587 sec): 3 clusters Score: Raw -1594499.522628 + Penalty 3294.337477 = -1591205.185151 nChanged 11 SP:Iteration 18Q (636.884969 sec): 3 clusters Score: Raw -1594507.072884 + Penalty 3294.337477 = -1591212.735407 nChanged 8 SP:Iteration 19Q (636.964066 sec): 3 clusters Score: Raw -1594517.934523 + Penalty 3294.337477 = -1591223.597046 nChanged 4 SP:Iteration 20F (637.053654 sec): 3 clusters Score: Raw -1594522.054674 + Penalty 3294.337477 = -1591227.717197 nChanged 3 SP:Iteration 21Q (637.132744 sec): 3 clusters Score: Raw -1594524.005288 + Penalty 3294.337477 = -1591229.667811 nChanged 1 SP:Iteration 22Q (637.213620 sec): 3 clusters Score: Raw -1594524.626261 + Penalty 3294.337477 = -1591230.288784 nChanged 1 SP:Iteration 23Q (637.292976 sec): 3 clusters Score: Raw -1594526.344270 + Penalty 3294.337477 = -1591232.006793 nChanged 0 SP:Iteration 24F (637.381747 sec): 3 clusters Score: Raw -1594526.344270 + Penalty 3294.337477 = -1591232.006793 nChanged 0 Trying to split cluster 8 (23121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (637.430690 sec): 2 clusters Score: Raw -1447781.439285 + Penalty 1632.880693 = -1446148.558592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (637.515691 sec): 3 clusters Score: Raw -1433851.880988 + Penalty 3265.761387 = -1430586.119601 nChanged 10441 SP:Iteration 1F (637.595067 sec): 3 clusters Score: Raw -1439757.598713 + Penalty 3265.761387 = -1436491.837327 nChanged 1316 SP:Iteration 2F (637.693097 sec): 3 clusters Score: Raw -1440378.587851 + Penalty 3265.761387 = -1437112.826465 nChanged 1463 SP:Iteration 3F (637.780763 sec): 3 clusters Score: Raw -1441182.482426 + Penalty 3265.761387 = -1437916.721039 nChanged 1569 SP:Iteration 4F (637.867096 sec): 3 clusters Score: Raw -1442203.043687 + Penalty 3265.761387 = -1438937.282301 nChanged 1652 SP:Iteration 5F (637.954858 sec): 3 clusters Score: Raw -1443438.012571 + Penalty 3265.761387 = -1440172.251184 nChanged 1546 SP:Iteration 6F (638.042886 sec): 3 clusters Score: Raw -1444639.465486 + Penalty 3265.761387 = -1441373.704099 nChanged 1292 SP:Iteration 7F (638.131070 sec): 3 clusters Score: Raw -1445668.117791 + Penalty 3265.761387 = -1442402.356404 nChanged 960 SP:Iteration 8Q (638.215600 sec): 3 clusters Score: Raw -1446418.319103 + Penalty 3265.761387 = -1443152.557716 nChanged 705 SP:Iteration 9Q (638.307474 sec): 3 clusters Score: Raw -1446985.596998 + Penalty 3265.761387 = -1443719.835611 nChanged 494 SP:Iteration 10Q (638.394791 sec): 3 clusters Score: Raw -1447408.041632 + Penalty 3265.761387 = -1444142.280245 nChanged 338 SP:Iteration 11Q (638.479308 sec): 3 clusters Score: Raw -1447683.442678 + Penalty 3265.761387 = -1444417.681291 nChanged 266 SP:Iteration 12Q (638.565640 sec): 3 clusters Score: Raw -1447865.917963 + Penalty 3265.761387 = -1444600.156576 nChanged 193 SP:Iteration 13Q (638.648343 sec): 3 clusters Score: Raw -1447990.560259 + Penalty 3265.761387 = -1444724.798872 nChanged 173 SP:Iteration 14Q (638.730301 sec): 3 clusters Score: Raw -1448080.485173 + Penalty 3265.761387 = -1444814.723786 nChanged 107 SP:Iteration 15Q (638.798311 sec): 3 clusters Score: Raw -1448128.892072 + Penalty 3265.761387 = -1444863.130686 nChanged 88 SP:Iteration 16Q (638.883548 sec): 3 clusters Score: Raw -1448166.550345 + Penalty 3265.761387 = -1444900.788958 nChanged 68 SP:Iteration 17Q (638.961015 sec): 3 clusters Score: Raw -1448200.030189 + Penalty 3265.761387 = -1444934.268802 nChanged 65 SP:Iteration 18Q (639.028235 sec): 3 clusters Score: Raw -1448225.581598 + Penalty 3265.761387 = -1444959.820211 nChanged 55 SP:Iteration 19Q (639.105493 sec): 3 clusters Score: Raw -1448249.820497 + Penalty 3265.761387 = -1444984.059111 nChanged 60 SP:Iteration 20F (639.199954 sec): 3 clusters Score: Raw -1448271.702611 + Penalty 3265.761387 = -1445005.941225 nChanged 48 SP:Iteration 21Q (639.269437 sec): 3 clusters Score: Raw -1448290.859620 + Penalty 3265.761387 = -1445025.098234 nChanged 36 SP:Iteration 22Q (639.358257 sec): 3 clusters Score: Raw -1448303.049023 + Penalty 3265.761387 = -1445037.287637 nChanged 32 SP:Iteration 23Q (639.437841 sec): 3 clusters Score: Raw -1448312.540891 + Penalty 3265.761387 = -1445046.779505 nChanged 21 SP:Iteration 24Q (639.515907 sec): 3 clusters Score: Raw -1448317.719878 + Penalty 3265.761387 = -1445051.958492 nChanged 22 SP:Iteration 25Q (639.594360 sec): 3 clusters Score: Raw -1448321.865165 + Penalty 3265.761387 = -1445056.103778 nChanged 10 SP:Iteration 26Q (639.672002 sec): 3 clusters Score: Raw -1448323.813316 + Penalty 3265.761387 = -1445058.051929 nChanged 9 SP:Iteration 27Q (639.752534 sec): 3 clusters Score: Raw -1448326.210110 + Penalty 3265.761387 = -1445060.448723 nChanged 5 SP:Iteration 28Q (639.830516 sec): 3 clusters Score: Raw -1448328.095347 + Penalty 3265.761387 = -1445062.333960 nChanged 9 SP:Iteration 29Q (639.908844 sec): 3 clusters Score: Raw -1448330.106829 + Penalty 3265.761387 = -1445064.345442 nChanged 8 SP:Iteration 30Q (639.989101 sec): 3 clusters Score: Raw -1448331.573951 + Penalty 3265.761387 = -1445065.812564 nChanged 10 SP:Iteration 31Q (640.066518 sec): 3 clusters Score: Raw -1448333.972574 + Penalty 3265.761387 = -1445068.211187 nChanged 12 SP:Iteration 32Q (640.132065 sec): 3 clusters Score: Raw -1448338.265325 + Penalty 3265.761387 = -1445072.503939 nChanged 17 SP:Iteration 33Q (640.217969 sec): 3 clusters Score: Raw -1448343.200618 + Penalty 3265.761387 = -1445077.439232 nChanged 15 SP:Iteration 34Q (640.286263 sec): 3 clusters Score: Raw -1448346.760649 + Penalty 3265.761387 = -1445080.999262 nChanged 18 SP:Iteration 35Q (640.374112 sec): 3 clusters Score: Raw -1448350.166880 + Penalty 3265.761387 = -1445084.405494 nChanged 11 SP:Iteration 36Q (640.453244 sec): 3 clusters Score: Raw -1448352.116751 + Penalty 3265.761387 = -1445086.355364 nChanged 8 SP:Iteration 37Q (640.530395 sec): 3 clusters Score: Raw -1448353.553708 + Penalty 3265.761387 = -1445087.792322 nChanged 11 SP:Iteration 38Q (640.608610 sec): 3 clusters Score: Raw -1448355.618190 + Penalty 3265.761387 = -1445089.856803 nChanged 6 SP:Iteration 39Q (640.690383 sec): 3 clusters Score: Raw -1448356.497176 + Penalty 3265.761387 = -1445090.735789 nChanged 4 SP:Iteration 40F (640.780852 sec): 3 clusters Score: Raw -1448357.774896 + Penalty 3265.761387 = -1445092.013509 nChanged 4 SP:Iteration 41Q (640.860476 sec): 3 clusters Score: Raw -1448358.422605 + Penalty 3265.761387 = -1445092.661218 nChanged 3 SP:Iteration 42Q (640.941744 sec): 3 clusters Score: Raw -1448358.858931 + Penalty 3265.761387 = -1445093.097544 nChanged 2 SP:Iteration 43Q (641.020311 sec): 3 clusters Score: Raw -1448359.234124 + Penalty 3265.761387 = -1445093.472737 nChanged 2 SP:Iteration 44Q (641.102510 sec): 3 clusters Score: Raw -1448359.545233 + Penalty 3265.761387 = -1445093.783846 nChanged 0 SP:Iteration 45F (641.191446 sec): 3 clusters Score: Raw -1448359.545233 + Penalty 3265.761387 = -1445093.783846 nChanged 0 Trying to split cluster 9 (2885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (641.220724 sec): 2 clusters Score: Raw -175479.735645 + Penalty 1294.683029 = -174185.052616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (641.275586 sec): 3 clusters Score: Raw -174136.169440 + Penalty 2589.366058 = -171546.803382 nChanged 1051 SP:Iteration 1F (641.329493 sec): 3 clusters Score: Raw -174773.909400 + Penalty 2589.366058 = -172184.543342 nChanged 249 SP:Iteration 2F (641.380895 sec): 3 clusters Score: Raw -174982.370298 + Penalty 2589.366058 = -172393.004240 nChanged 202 SP:Iteration 3F (641.435659 sec): 3 clusters Score: Raw -175141.306899 + Penalty 2589.366058 = -172551.940841 nChanged 160 SP:Iteration 4F (641.480039 sec): 3 clusters Score: Raw -175268.327046 + Penalty 2589.366058 = -172678.960988 nChanged 137 SP:Iteration 5Q (641.542819 sec): 3 clusters Score: Raw -175396.039134 + Penalty 2589.366058 = -172806.673075 nChanged 128 SP:Iteration 6Q (641.583942 sec): 3 clusters Score: Raw -175504.365359 + Penalty 2589.366058 = -172914.999301 nChanged 116 SP:Iteration 7Q (641.632596 sec): 3 clusters Score: Raw -175604.282123 + Penalty 2589.366058 = -173014.916064 nChanged 83 SP:Iteration 8Q (641.686512 sec): 3 clusters Score: Raw -175668.457127 + Penalty 2589.366058 = -173079.091069 nChanged 76 SP:Iteration 9Q (641.734308 sec): 3 clusters Score: Raw -175735.454987 + Penalty 2589.366058 = -173146.088929 nChanged 91 SP:Iteration 10Q (641.793374 sec): 3 clusters Score: Raw -175831.095528 + Penalty 2589.366058 = -173241.729469 nChanged 77 SP:Iteration 11Q (641.841102 sec): 3 clusters Score: Raw -175895.191680 + Penalty 2589.366058 = -173305.825622 nChanged 57 SP:Iteration 12Q (641.898572 sec): 3 clusters Score: Raw -175940.163159 + Penalty 2589.366058 = -173350.797101 nChanged 44 SP:Iteration 13Q (641.952263 sec): 3 clusters Score: Raw -175964.749065 + Penalty 2589.366058 = -173375.383007 nChanged 36 SP:Iteration 14Q (641.995132 sec): 3 clusters Score: Raw -175984.681502 + Penalty 2589.366058 = -173395.315444 nChanged 25 SP:Iteration 15Q (642.051693 sec): 3 clusters Score: Raw -175996.807582 + Penalty 2589.366058 = -173407.441523 nChanged 17 SP:Iteration 16Q (642.106844 sec): 3 clusters Score: Raw -176005.929526 + Penalty 2589.366058 = -173416.563468 nChanged 16 SP:Iteration 17Q (642.154735 sec): 3 clusters Score: Raw -176011.442367 + Penalty 2589.366058 = -173422.076309 nChanged 15 SP:Iteration 18Q (642.207837 sec): 3 clusters Score: Raw -176021.445556 + Penalty 2589.366058 = -173432.079498 nChanged 21 SP:Iteration 19Q (642.253791 sec): 3 clusters Score: Raw -176031.551206 + Penalty 2589.366058 = -173442.185147 nChanged 9 SP:Iteration 20F (642.314127 sec): 3 clusters Score: Raw -176035.154476 + Penalty 2589.366058 = -173445.788418 nChanged 12 SP:Iteration 21Q (642.362508 sec): 3 clusters Score: Raw -176038.218699 + Penalty 2589.366058 = -173448.852641 nChanged 5 SP:Iteration 22Q (642.415114 sec): 3 clusters Score: Raw -176040.963739 + Penalty 2589.366058 = -173451.597681 nChanged 4 SP:Iteration 23Q (642.464497 sec): 3 clusters Score: Raw -176042.935757 + Penalty 2589.366058 = -173453.569699 nChanged 4 SP:Iteration 24Q (642.524181 sec): 3 clusters Score: Raw -176043.908976 + Penalty 2589.366058 = -173454.542918 nChanged 4 SP:Iteration 25Q (642.578319 sec): 3 clusters Score: Raw -176045.381003 + Penalty 2589.366058 = -173456.014945 nChanged 5 SP:Iteration 26Q (642.630841 sec): 3 clusters Score: Raw -176047.281875 + Penalty 2589.366058 = -173457.915817 nChanged 4 SP:Iteration 27Q (642.683897 sec): 3 clusters Score: Raw -176048.181796 + Penalty 2589.366058 = -173458.815737 nChanged 1 SP:Iteration 28Q (642.737309 sec): 3 clusters Score: Raw -176048.499040 + Penalty 2589.366058 = -173459.132982 nChanged 1 SP:Iteration 29Q (642.785326 sec): 3 clusters Score: Raw -176048.765490 + Penalty 2589.366058 = -173459.399431 nChanged 2 SP:Iteration 30Q (642.842122 sec): 3 clusters Score: Raw -176049.439603 + Penalty 2589.366058 = -173460.073545 nChanged 3 SP:Iteration 31Q (642.895018 sec): 3 clusters Score: Raw -176050.092176 + Penalty 2589.366058 = -173460.726118 nChanged 1 SP:Iteration 32Q (642.936404 sec): 3 clusters Score: Raw -176050.212114 + Penalty 2589.366058 = -173460.846055 nChanged 0 SP:Iteration 33F (642.999797 sec): 3 clusters Score: Raw -176050.212114 + Penalty 2589.366058 = -173460.846055 nChanged 0 Trying to split cluster 10 (1569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (643.019937 sec): 2 clusters Score: Raw -95255.471797 + Penalty 1195.706485 = -94059.765312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (643.068927 sec): 3 clusters Score: Raw -94629.833594 + Penalty 2391.412970 = -92238.420624 nChanged 492 SP:Iteration 1F (643.119990 sec): 3 clusters Score: Raw -94983.942344 + Penalty 2391.412970 = -92592.529375 nChanged 119 SP:Iteration 2F (643.177389 sec): 3 clusters Score: Raw -95088.725309 + Penalty 2391.412970 = -92697.312339 nChanged 71 SP:Iteration 3Q (643.220519 sec): 3 clusters Score: Raw -95156.213365 + Penalty 2391.412970 = -92764.800395 nChanged 51 SP:Iteration 4Q (643.273476 sec): 3 clusters Score: Raw -95206.091120 + Penalty 2391.412970 = -92814.678150 nChanged 47 SP:Iteration 5Q (643.326991 sec): 3 clusters Score: Raw -95257.149362 + Penalty 2391.412970 = -92865.736393 nChanged 56 SP:Iteration 6Q (643.380063 sec): 3 clusters Score: Raw -95312.096529 + Penalty 2391.412970 = -92920.683560 nChanged 53 SP:Iteration 7Q (643.430596 sec): 3 clusters Score: Raw -95362.161012 + Penalty 2391.412970 = -92970.748042 nChanged 43 SP:Iteration 8Q (643.468275 sec): 3 clusters Score: Raw -95392.895031 + Penalty 2391.412970 = -93001.482062 nChanged 30 SP:Iteration 9Q (643.519647 sec): 3 clusters Score: Raw -95418.184081 + Penalty 2391.412970 = -93026.771111 nChanged 32 SP:Iteration 10Q (643.579284 sec): 3 clusters Score: Raw -95444.563887 + Penalty 2391.412970 = -93053.150917 nChanged 30 SP:Iteration 11Q (643.628642 sec): 3 clusters Score: Raw -95462.630458 + Penalty 2391.412970 = -93071.217489 nChanged 19 SP:Iteration 12Q (643.672233 sec): 3 clusters Score: Raw -95475.629720 + Penalty 2391.412970 = -93084.216751 nChanged 23 SP:Iteration 13Q (643.714520 sec): 3 clusters Score: Raw -95496.231136 + Penalty 2391.412970 = -93104.818166 nChanged 24 SP:Iteration 14Q (643.774668 sec): 3 clusters Score: Raw -95515.179782 + Penalty 2391.412970 = -93123.766812 nChanged 23 SP:Iteration 15Q (643.823393 sec): 3 clusters Score: Raw -95528.098117 + Penalty 2391.412970 = -93136.685147 nChanged 15 SP:Iteration 16Q (643.879608 sec): 3 clusters Score: Raw -95536.549775 + Penalty 2391.412970 = -93145.136806 nChanged 16 SP:Iteration 17Q (643.920774 sec): 3 clusters Score: Raw -95547.917509 + Penalty 2391.412970 = -93156.504539 nChanged 12 SP:Iteration 18Q (643.969888 sec): 3 clusters Score: Raw -95554.706739 + Penalty 2391.412970 = -93163.293769 nChanged 9 SP:Iteration 19Q (644.021477 sec): 3 clusters Score: Raw -95560.818480 + Penalty 2391.412970 = -93169.405510 nChanged 12 SP:Iteration 20F (644.071785 sec): 3 clusters Score: Raw -95569.747983 + Penalty 2391.412970 = -93178.335014 nChanged 13 SP:Iteration 21Q (644.127931 sec): 3 clusters Score: Raw -95590.635656 + Penalty 2391.412970 = -93199.222686 nChanged 21 SP:Iteration 22Q (644.174635 sec): 3 clusters Score: Raw -95609.018275 + Penalty 2391.412970 = -93217.605306 nChanged 19 SP:Iteration 23Q (644.223840 sec): 3 clusters Score: Raw -95623.366084 + Penalty 2391.412970 = -93231.953114 nChanged 20 SP:Iteration 24Q (644.270901 sec): 3 clusters Score: Raw -95633.824719 + Penalty 2391.412970 = -93242.411750 nChanged 10 SP:Iteration 25Q (644.333211 sec): 3 clusters Score: Raw -95643.037286 + Penalty 2391.412970 = -93251.624317 nChanged 12 SP:Iteration 26Q (644.379754 sec): 3 clusters Score: Raw -95651.209871 + Penalty 2391.412970 = -93259.796901 nChanged 10 SP:Iteration 27Q (644.421671 sec): 3 clusters Score: Raw -95655.426044 + Penalty 2391.412970 = -93264.013075 nChanged 6 SP:Iteration 28Q (644.469021 sec): 3 clusters Score: Raw -95658.495668 + Penalty 2391.412970 = -93267.082698 nChanged 4 SP:Iteration 29Q (644.527930 sec): 3 clusters Score: Raw -95662.763115 + Penalty 2391.412970 = -93271.350145 nChanged 1 SP:Iteration 30Q (644.575527 sec): 3 clusters Score: Raw -95663.154620 + Penalty 2391.412970 = -93271.741651 nChanged 0 SP:Iteration 31F (644.617311 sec): 3 clusters Score: Raw -95663.154620 + Penalty 2391.412970 = -93271.741651 nChanged 0 Trying to split cluster 11 (5081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (644.648473 sec): 2 clusters Score: Raw -310911.247051 + Penalty 1386.655298 = -309524.591753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (644.698793 sec): 3 clusters Score: Raw -308244.063602 + Penalty 2773.310596 = -305470.753006 nChanged 2059 SP:Iteration 1F (644.754066 sec): 3 clusters Score: Raw -309371.746208 + Penalty 2773.310596 = -306598.435612 nChanged 339 SP:Iteration 2F (644.796658 sec): 3 clusters Score: Raw -309564.175804 + Penalty 2773.310596 = -306790.865208 nChanged 309 SP:Iteration 3F (644.855152 sec): 3 clusters Score: Raw -309750.499365 + Penalty 2773.310596 = -306977.188769 nChanged 260 SP:Iteration 4F (644.910635 sec): 3 clusters Score: Raw -309928.751520 + Penalty 2773.310596 = -307155.440924 nChanged 236 SP:Iteration 5Q (644.957256 sec): 3 clusters Score: Raw -310091.747691 + Penalty 2773.310596 = -307318.437095 nChanged 243 SP:Iteration 6Q (645.020019 sec): 3 clusters Score: Raw -310264.141326 + Penalty 2773.310596 = -307490.830730 nChanged 239 SP:Iteration 7Q (645.076648 sec): 3 clusters Score: Raw -310444.092006 + Penalty 2773.310596 = -307670.781410 nChanged 249 SP:Iteration 8Q (645.121305 sec): 3 clusters Score: Raw -310651.530517 + Penalty 2773.310596 = -307878.219921 nChanged 234 SP:Iteration 9Q (645.189702 sec): 3 clusters Score: Raw -310845.139140 + Penalty 2773.310596 = -308071.828545 nChanged 221 SP:Iteration 10Q (645.245176 sec): 3 clusters Score: Raw -311030.111451 + Penalty 2773.310596 = -308256.800855 nChanged 184 SP:Iteration 11Q (645.287705 sec): 3 clusters Score: Raw -311170.067501 + Penalty 2773.310596 = -308396.756905 nChanged 130 SP:Iteration 12Q (645.341441 sec): 3 clusters Score: Raw -311248.937901 + Penalty 2773.310596 = -308475.627305 nChanged 88 SP:Iteration 13Q (645.394450 sec): 3 clusters Score: Raw -311295.106129 + Penalty 2773.310596 = -308521.795533 nChanged 53 SP:Iteration 14Q (645.439850 sec): 3 clusters Score: Raw -311316.729253 + Penalty 2773.310596 = -308543.418657 nChanged 32 SP:Iteration 15Q (645.491395 sec): 3 clusters Score: Raw -311325.972878 + Penalty 2773.310596 = -308552.662282 nChanged 16 SP:Iteration 16Q (645.547320 sec): 3 clusters Score: Raw -311330.483469 + Penalty 2773.310596 = -308557.172873 nChanged 17 SP:Iteration 17Q (645.606977 sec): 3 clusters Score: Raw -311336.526872 + Penalty 2773.310596 = -308563.216276 nChanged 17 SP:Iteration 18Q (645.656912 sec): 3 clusters Score: Raw -311341.841771 + Penalty 2773.310596 = -308568.531175 nChanged 15 SP:Iteration 19Q (645.713237 sec): 3 clusters Score: Raw -311345.657573 + Penalty 2773.310596 = -308572.346978 nChanged 10 SP:Iteration 20F (645.773390 sec): 3 clusters Score: Raw -311348.669775 + Penalty 2773.310596 = -308575.359179 nChanged 9 SP:Iteration 21Q (645.820692 sec): 3 clusters Score: Raw -311351.400945 + Penalty 2773.310596 = -308578.090349 nChanged 9 SP:Iteration 22Q (645.872285 sec): 3 clusters Score: Raw -311355.508189 + Penalty 2773.310596 = -308582.197594 nChanged 5 SP:Iteration 23Q (645.922700 sec): 3 clusters Score: Raw -311357.263160 + Penalty 2773.310596 = -308583.952564 nChanged 7 SP:Iteration 24Q (645.977261 sec): 3 clusters Score: Raw -311358.385478 + Penalty 2773.310596 = -308585.074882 nChanged 6 SP:Iteration 25Q (646.035560 sec): 3 clusters Score: Raw -311359.841145 + Penalty 2773.310596 = -308586.530549 nChanged 5 SP:Iteration 26Q (646.093628 sec): 3 clusters Score: Raw -311361.435995 + Penalty 2773.310596 = -308588.125399 nChanged 5 SP:Iteration 27Q (646.135892 sec): 3 clusters Score: Raw -311362.363096 + Penalty 2773.310596 = -308589.052500 nChanged 1 SP:Iteration 28Q (646.188414 sec): 3 clusters Score: Raw -311362.460990 + Penalty 2773.310596 = -308589.150394 nChanged 1 SP:Iteration 29Q (646.256224 sec): 3 clusters Score: Raw -311362.628977 + Penalty 2773.310596 = -308589.318381 nChanged 2 SP:Iteration 30Q (646.307819 sec): 3 clusters Score: Raw -311362.960696 + Penalty 2773.310596 = -308589.650101 nChanged 1 SP:Iteration 31Q (646.371071 sec): 3 clusters Score: Raw -311363.115546 + Penalty 2773.310596 = -308589.804950 nChanged 0 SP:Iteration 32F (646.425392 sec): 3 clusters Score: Raw -311363.115546 + Penalty 2773.310596 = -308589.804950 nChanged 0 Trying to split cluster 12 (41716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (646.506149 sec): 2 clusters Score: Raw -2386787.813185 + Penalty 1728.779004 = -2385059.034181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (646.623125 sec): 3 clusters Score: Raw -2360518.572199 + Penalty 3457.558009 = -2357061.014190 nChanged 19515 SP:Iteration 1F (646.742077 sec): 3 clusters Score: Raw -2371639.553423 + Penalty 3457.558009 = -2368181.995414 nChanged 1835 SP:Iteration 2Q (646.855957 sec): 3 clusters Score: Raw -2372283.514810 + Penalty 3457.558009 = -2368825.956801 nChanged 1937 SP:Iteration 3Q (646.983634 sec): 3 clusters Score: Raw -2373070.785513 + Penalty 3457.558009 = -2369613.227504 nChanged 2124 SP:Iteration 4F (647.099010 sec): 3 clusters Score: Raw -2374136.163011 + Penalty 3457.558009 = -2370678.605002 nChanged 2286 SP:Iteration 5F (647.211454 sec): 3 clusters Score: Raw -2375507.737873 + Penalty 3457.558009 = -2372050.179864 nChanged 2506 SP:Iteration 6F (647.325619 sec): 3 clusters Score: Raw -2377340.278583 + Penalty 3457.558009 = -2373882.720574 nChanged 2643 SP:Iteration 7F (647.444510 sec): 3 clusters Score: Raw -2379284.052125 + Penalty 3457.558009 = -2375826.494116 nChanged 2465 SP:Iteration 8F (647.556455 sec): 3 clusters Score: Raw -2380860.073888 + Penalty 3457.558009 = -2377402.515880 nChanged 1964 SP:Iteration 9Q (647.679809 sec): 3 clusters Score: Raw -2381856.680274 + Penalty 3457.558009 = -2378399.122265 nChanged 1422 SP:Iteration 10Q (647.789702 sec): 3 clusters Score: Raw -2382474.528066 + Penalty 3457.558009 = -2379016.970057 nChanged 1096 SP:Iteration 11Q (647.903925 sec): 3 clusters Score: Raw -2382901.032666 + Penalty 3457.558009 = -2379443.474657 nChanged 968 SP:Iteration 12Q (648.016399 sec): 3 clusters Score: Raw -2383229.337006 + Penalty 3457.558009 = -2379771.778998 nChanged 778 SP:Iteration 13Q (648.129307 sec): 3 clusters Score: Raw -2383495.469653 + Penalty 3457.558009 = -2380037.911644 nChanged 732 SP:Iteration 14Q (648.238516 sec): 3 clusters Score: Raw -2383753.726424 + Penalty 3457.558009 = -2380296.168415 nChanged 718 SP:Iteration 15Q (648.344795 sec): 3 clusters Score: Raw -2384023.457396 + Penalty 3457.558009 = -2380565.899387 nChanged 742 SP:Iteration 16Q (648.463873 sec): 3 clusters Score: Raw -2384332.335059 + Penalty 3457.558009 = -2380874.777050 nChanged 680 SP:Iteration 17Q (648.567478 sec): 3 clusters Score: Raw -2384634.261992 + Penalty 3457.558009 = -2381176.703984 nChanged 646 SP:Iteration 18Q (648.678094 sec): 3 clusters Score: Raw -2384946.760753 + Penalty 3457.558009 = -2381489.202744 nChanged 643 SP:Iteration 19Q (648.790696 sec): 3 clusters Score: Raw -2385247.573043 + Penalty 3457.558009 = -2381790.015035 nChanged 632 SP:Iteration 20F (648.900983 sec): 3 clusters Score: Raw -2385541.663900 + Penalty 3457.558009 = -2382084.105891 nChanged 582 SP:Iteration 21Q (649.008038 sec): 3 clusters Score: Raw -2385815.240016 + Penalty 3457.558009 = -2382357.682007 nChanged 565 SP:Iteration 22Q (649.119068 sec): 3 clusters Score: Raw -2386076.198298 + Penalty 3457.558009 = -2382618.640289 nChanged 518 SP:Iteration 23Q (649.228848 sec): 3 clusters Score: Raw -2386321.991701 + Penalty 3457.558009 = -2382864.433692 nChanged 474 SP:Iteration 24Q (649.335213 sec): 3 clusters Score: Raw -2386543.953308 + Penalty 3457.558009 = -2383086.395299 nChanged 417 SP:Iteration 25Q (649.427134 sec): 3 clusters Score: Raw -2386731.057594 + Penalty 3457.558009 = -2383273.499585 nChanged 387 SP:Iteration 26Q (649.535489 sec): 3 clusters Score: Raw -2386893.756780 + Penalty 3457.558009 = -2383436.198772 nChanged 321 SP:Iteration 27Q (649.634094 sec): 3 clusters Score: Raw -2387016.571076 + Penalty 3457.558009 = -2383559.013067 nChanged 259 SP:Iteration 28Q (649.737205 sec): 3 clusters Score: Raw -2387104.661025 + Penalty 3457.558009 = -2383647.103016 nChanged 246 SP:Iteration 29Q (649.838471 sec): 3 clusters Score: Raw -2387183.393625 + Penalty 3457.558009 = -2383725.835616 nChanged 188 SP:Iteration 30Q (649.946747 sec): 3 clusters Score: Raw -2387238.500520 + Penalty 3457.558009 = -2383780.942511 nChanged 150 SP:Iteration 31Q (650.047880 sec): 3 clusters Score: Raw -2387272.495762 + Penalty 3457.558009 = -2383814.937753 nChanged 117 SP:Iteration 32Q (650.158967 sec): 3 clusters Score: Raw -2387300.413317 + Penalty 3457.558009 = -2383842.855308 nChanged 113 SP:Iteration 33Q (650.263329 sec): 3 clusters Score: Raw -2387328.294288 + Penalty 3457.558009 = -2383870.736279 nChanged 106 SP:Iteration 34Q (650.368823 sec): 3 clusters Score: Raw -2387352.529784 + Penalty 3457.558009 = -2383894.971775 nChanged 95 SP:Iteration 35Q (650.471836 sec): 3 clusters Score: Raw -2387373.099216 + Penalty 3457.558009 = -2383915.541207 nChanged 72 SP:Iteration 36Q (650.571059 sec): 3 clusters Score: Raw -2387390.438883 + Penalty 3457.558009 = -2383932.880874 nChanged 78 SP:Iteration 37Q (650.667599 sec): 3 clusters Score: Raw -2387411.457012 + Penalty 3457.558009 = -2383953.899003 nChanged 66 SP:Iteration 38Q (650.756986 sec): 3 clusters Score: Raw -2387425.806596 + Penalty 3457.558009 = -2383968.248587 nChanged 60 SP:Iteration 39Q (650.858561 sec): 3 clusters Score: Raw -2387436.878709 + Penalty 3457.558009 = -2383979.320701 nChanged 43 SP:Iteration 40F (650.972409 sec): 3 clusters Score: Raw -2387445.483857 + Penalty 3457.558009 = -2383987.925848 nChanged 46 SP:Iteration 41Q (651.057171 sec): 3 clusters Score: Raw -2387453.815729 + Penalty 3457.558009 = -2383996.257720 nChanged 41 SP:Iteration 42Q (651.160210 sec): 3 clusters Score: Raw -2387462.926277 + Penalty 3457.558009 = -2384005.368269 nChanged 46 SP:Iteration 43Q (651.260999 sec): 3 clusters Score: Raw -2387474.792131 + Penalty 3457.558009 = -2384017.234122 nChanged 49 SP:Iteration 44Q (651.356729 sec): 3 clusters Score: Raw -2387488.882583 + Penalty 3457.558009 = -2384031.324575 nChanged 56 SP:Iteration 45Q (651.458264 sec): 3 clusters Score: Raw -2387503.247740 + Penalty 3457.558009 = -2384045.689731 nChanged 52 SP:Iteration 46Q (651.557070 sec): 3 clusters Score: Raw -2387512.944021 + Penalty 3457.558009 = -2384055.386012 nChanged 38 SP:Iteration 47Q (651.659567 sec): 3 clusters Score: Raw -2387519.209415 + Penalty 3457.558009 = -2384061.651406 nChanged 29 SP:Iteration 48Q (651.776113 sec): 3 clusters Score: Raw -2387524.582711 + Penalty 3457.558009 = -2384067.024702 nChanged 28 SP:Iteration 49Q (651.875738 sec): 3 clusters Score: Raw -2387528.705826 + Penalty 3457.558009 = -2384071.147818 nChanged 22 SP:Iteration 50Q (651.982460 sec): 3 clusters Score: Raw -2387533.295241 + Penalty 3457.558009 = -2384075.737232 nChanged 23 SP:Iteration 51Q (652.071739 sec): 3 clusters Score: Raw -2387538.330315 + Penalty 3457.558009 = -2384080.772306 nChanged 27 SP:Iteration 52Q (652.182785 sec): 3 clusters Score: Raw -2387543.003780 + Penalty 3457.558009 = -2384085.445772 nChanged 20 SP:Iteration 53Q (652.289445 sec): 3 clusters Score: Raw -2387546.020518 + Penalty 3457.558009 = -2384088.462509 nChanged 15 SP:Iteration 54Q (652.392642 sec): 3 clusters Score: Raw -2387549.070652 + Penalty 3457.558009 = -2384091.512643 nChanged 20 SP:Iteration 55Q (652.496989 sec): 3 clusters Score: Raw -2387553.480735 + Penalty 3457.558009 = -2384095.922726 nChanged 24 SP:Iteration 56Q (652.601339 sec): 3 clusters Score: Raw -2387557.239422 + Penalty 3457.558009 = -2384099.681413 nChanged 12 SP:Iteration 57Q (652.703293 sec): 3 clusters Score: Raw -2387558.705441 + Penalty 3457.558009 = -2384101.147432 nChanged 9 SP:Iteration 58Q (652.809193 sec): 3 clusters Score: Raw -2387560.206561 + Penalty 3457.558009 = -2384102.648552 nChanged 9 SP:Iteration 59Q (652.911209 sec): 3 clusters Score: Raw -2387561.745710 + Penalty 3457.558009 = -2384104.187702 nChanged 4 SP:Iteration 60F (653.024540 sec): 3 clusters Score: Raw -2387562.380072 + Penalty 3457.558009 = -2384104.822063 nChanged 0 Trying to split cluster 13 (7713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (653.064824 sec): 2 clusters Score: Raw -445221.421983 + Penalty 1454.482656 = -443766.939328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (653.117712 sec): 3 clusters Score: Raw -441001.056923 + Penalty 2908.965311 = -438092.091612 nChanged 3245 SP:Iteration 1F (653.179800 sec): 3 clusters Score: Raw -442746.741958 + Penalty 2908.965311 = -439837.776647 nChanged 533 SP:Iteration 2F (653.230581 sec): 3 clusters Score: Raw -443034.754057 + Penalty 2908.965311 = -440125.788746 nChanged 478 SP:Iteration 3F (653.295125 sec): 3 clusters Score: Raw -443347.029988 + Penalty 2908.965311 = -440438.064676 nChanged 466 SP:Iteration 4F (653.360963 sec): 3 clusters Score: Raw -443639.674210 + Penalty 2908.965311 = -440730.708899 nChanged 431 SP:Iteration 5F (653.411568 sec): 3 clusters Score: Raw -443906.431504 + Penalty 2908.965311 = -440997.466193 nChanged 400 SP:Iteration 6F (653.484895 sec): 3 clusters Score: Raw -444173.597908 + Penalty 2908.965311 = -441264.632597 nChanged 379 SP:Iteration 7Q (653.539886 sec): 3 clusters Score: Raw -444415.895951 + Penalty 2908.965311 = -441506.930640 nChanged 319 SP:Iteration 8Q (653.602975 sec): 3 clusters Score: Raw -444607.431839 + Penalty 2908.965311 = -441698.466527 nChanged 288 SP:Iteration 9Q (653.662362 sec): 3 clusters Score: Raw -444794.658870 + Penalty 2908.965311 = -441885.693558 nChanged 242 SP:Iteration 10Q (653.719086 sec): 3 clusters Score: Raw -444926.368778 + Penalty 2908.965311 = -442017.403467 nChanged 183 SP:Iteration 11Q (653.776609 sec): 3 clusters Score: Raw -445007.619469 + Penalty 2908.965311 = -442098.654157 nChanged 136 SP:Iteration 12Q (653.836627 sec): 3 clusters Score: Raw -445064.723487 + Penalty 2908.965311 = -442155.758176 nChanged 100 SP:Iteration 13Q (653.900038 sec): 3 clusters Score: Raw -445099.672431 + Penalty 2908.965311 = -442190.707119 nChanged 93 SP:Iteration 14Q (653.963314 sec): 3 clusters Score: Raw -445129.996336 + Penalty 2908.965311 = -442221.031025 nChanged 84 SP:Iteration 15Q (654.016677 sec): 3 clusters Score: Raw -445161.076561 + Penalty 2908.965311 = -442252.111250 nChanged 77 SP:Iteration 16Q (654.073398 sec): 3 clusters Score: Raw -445184.557852 + Penalty 2908.965311 = -442275.592541 nChanged 70 SP:Iteration 17Q (654.144495 sec): 3 clusters Score: Raw -445205.977856 + Penalty 2908.965311 = -442297.012545 nChanged 68 SP:Iteration 18Q (654.207647 sec): 3 clusters Score: Raw -445226.078990 + Penalty 2908.965311 = -442317.113679 nChanged 51 SP:Iteration 19Q (654.256211 sec): 3 clusters Score: Raw -445238.491513 + Penalty 2908.965311 = -442329.526202 nChanged 53 SP:Iteration 20F (654.320265 sec): 3 clusters Score: Raw -445253.361016 + Penalty 2908.965311 = -442344.395704 nChanged 77 SP:Iteration 21Q (654.386165 sec): 3 clusters Score: Raw -445276.561097 + Penalty 2908.965311 = -442367.595786 nChanged 76 SP:Iteration 22Q (654.435156 sec): 3 clusters Score: Raw -445297.745821 + Penalty 2908.965311 = -442388.780510 nChanged 63 SP:Iteration 23Q (654.499706 sec): 3 clusters Score: Raw -445317.473992 + Penalty 2908.965311 = -442408.508681 nChanged 62 SP:Iteration 24Q (654.563428 sec): 3 clusters Score: Raw -445338.099433 + Penalty 2908.965311 = -442429.134122 nChanged 69 SP:Iteration 25Q (654.626071 sec): 3 clusters Score: Raw -445362.408912 + Penalty 2908.965311 = -442453.443601 nChanged 71 SP:Iteration 26Q (654.680168 sec): 3 clusters Score: Raw -445389.748224 + Penalty 2908.965311 = -442480.782913 nChanged 69 SP:Iteration 27Q (654.740707 sec): 3 clusters Score: Raw -445415.389222 + Penalty 2908.965311 = -442506.423911 nChanged 67 SP:Iteration 28Q (654.796359 sec): 3 clusters Score: Raw -445442.198392 + Penalty 2908.965311 = -442533.233081 nChanged 65 SP:Iteration 29Q (654.847200 sec): 3 clusters Score: Raw -445460.920476 + Penalty 2908.965311 = -442551.955165 nChanged 50 SP:Iteration 30Q (654.908977 sec): 3 clusters Score: Raw -445475.481248 + Penalty 2908.965311 = -442566.515937 nChanged 43 SP:Iteration 31Q (654.966402 sec): 3 clusters Score: Raw -445492.072088 + Penalty 2908.965311 = -442583.106777 nChanged 44 SP:Iteration 32Q (655.012179 sec): 3 clusters Score: Raw -445506.062660 + Penalty 2908.965311 = -442597.097349 nChanged 41 SP:Iteration 33Q (655.073560 sec): 3 clusters Score: Raw -445517.202744 + Penalty 2908.965311 = -442608.237433 nChanged 27 SP:Iteration 34Q (655.118391 sec): 3 clusters Score: Raw -445523.930024 + Penalty 2908.965311 = -442614.964712 nChanged 23 SP:Iteration 35Q (655.173630 sec): 3 clusters Score: Raw -445530.567891 + Penalty 2908.965311 = -442621.602580 nChanged 15 SP:Iteration 36Q (655.234468 sec): 3 clusters Score: Raw -445534.757304 + Penalty 2908.965311 = -442625.791993 nChanged 19 SP:Iteration 37Q (655.291667 sec): 3 clusters Score: Raw -445539.544871 + Penalty 2908.965311 = -442630.579560 nChanged 24 SP:Iteration 38Q (655.353221 sec): 3 clusters Score: Raw -445545.696020 + Penalty 2908.965311 = -442636.730709 nChanged 22 SP:Iteration 39Q (655.410762 sec): 3 clusters Score: Raw -445550.717777 + Penalty 2908.965311 = -442641.752466 nChanged 17 SP:Iteration 40F (655.465904 sec): 3 clusters Score: Raw -445555.909964 + Penalty 2908.965311 = -442646.944652 nChanged 16 SP:Iteration 41Q (655.512312 sec): 3 clusters Score: Raw -445559.445939 + Penalty 2908.965311 = -442650.480628 nChanged 20 SP:Iteration 42Q (655.576098 sec): 3 clusters Score: Raw -445563.010619 + Penalty 2908.965311 = -442654.045308 nChanged 12 SP:Iteration 43Q (655.643474 sec): 3 clusters Score: Raw -445565.636974 + Penalty 2908.965311 = -442656.671662 nChanged 12 SP:Iteration 44Q (655.702031 sec): 3 clusters Score: Raw -445568.143105 + Penalty 2908.965311 = -442659.177793 nChanged 9 SP:Iteration 45Q (655.762447 sec): 3 clusters Score: Raw -445570.248750 + Penalty 2908.965311 = -442661.283438 nChanged 11 SP:Iteration 46Q (655.819449 sec): 3 clusters Score: Raw -445573.535679 + Penalty 2908.965311 = -442664.570368 nChanged 8 SP:Iteration 47Q (655.873883 sec): 3 clusters Score: Raw -445575.650665 + Penalty 2908.965311 = -442666.685353 nChanged 12 SP:Iteration 48Q (655.934135 sec): 3 clusters Score: Raw -445579.114529 + Penalty 2908.965311 = -442670.149218 nChanged 19 SP:Iteration 49Q (656.000225 sec): 3 clusters Score: Raw -445586.144090 + Penalty 2908.965311 = -442677.178779 nChanged 18 SP:Iteration 50Q (656.048651 sec): 3 clusters Score: Raw -445591.907382 + Penalty 2908.965311 = -442682.942071 nChanged 14 SP:Iteration 51Q (656.115635 sec): 3 clusters Score: Raw -445595.541971 + Penalty 2908.965311 = -442686.576660 nChanged 16 SP:Iteration 52Q (656.171476 sec): 3 clusters Score: Raw -445599.448885 + Penalty 2908.965311 = -442690.483574 nChanged 7 SP:Iteration 53Q (656.235236 sec): 3 clusters Score: Raw -445602.270033 + Penalty 2908.965311 = -442693.304722 nChanged 13 SP:Iteration 54Q (656.278983 sec): 3 clusters Score: Raw -445606.735198 + Penalty 2908.965311 = -442697.769887 nChanged 15 SP:Iteration 55Q (656.332435 sec): 3 clusters Score: Raw -445611.932066 + Penalty 2908.965311 = -442702.966755 nChanged 18 SP:Iteration 56Q (656.392495 sec): 3 clusters Score: Raw -445618.420677 + Penalty 2908.965311 = -442709.455365 nChanged 25 SP:Iteration 57Q (656.452188 sec): 3 clusters Score: Raw -445626.516040 + Penalty 2908.965311 = -442717.550728 nChanged 22 SP:Iteration 58Q (656.509912 sec): 3 clusters Score: Raw -445634.597718 + Penalty 2908.965311 = -442725.632407 nChanged 24 SP:Iteration 59Q (656.564771 sec): 3 clusters Score: Raw -445643.275996 + Penalty 2908.965311 = -442734.310685 nChanged 25 SP:Iteration 60F (656.615606 sec): 3 clusters Score: Raw -445653.636490 + Penalty 2908.965311 = -442744.671179 nChanged 26 SP:Iteration 61Q (656.676172 sec): 3 clusters Score: Raw -445665.223040 + Penalty 2908.965311 = -442756.257729 nChanged 21 SP:Iteration 62Q (656.731794 sec): 3 clusters Score: Raw -445674.573120 + Penalty 2908.965311 = -442765.607809 nChanged 19 SP:Iteration 63Q (656.798005 sec): 3 clusters Score: Raw -445681.536437 + Penalty 2908.965311 = -442772.571126 nChanged 18 SP:Iteration 64Q (656.856550 sec): 3 clusters Score: Raw -445687.515278 + Penalty 2908.965311 = -442778.549966 nChanged 8 SP:Iteration 65Q (656.903190 sec): 3 clusters Score: Raw -445689.928681 + Penalty 2908.965311 = -442780.963369 nChanged 11 SP:Iteration 66Q (656.966970 sec): 3 clusters Score: Raw -445693.296486 + Penalty 2908.965311 = -442784.331174 nChanged 5 SP:Iteration 67Q (657.027644 sec): 3 clusters Score: Raw -445694.165340 + Penalty 2908.965311 = -442785.200029 nChanged 6 SP:Iteration 68Q (657.075793 sec): 3 clusters Score: Raw -445695.745854 + Penalty 2908.965311 = -442786.780543 nChanged 3 SP:Iteration 69Q (657.131892 sec): 3 clusters Score: Raw -445696.949076 + Penalty 2908.965311 = -442787.983765 nChanged 9 SP:Iteration 70Q (657.185409 sec): 3 clusters Score: Raw -445699.435119 + Penalty 2908.965311 = -442790.469808 nChanged 5 SP:Iteration 71Q (657.256107 sec): 3 clusters Score: Raw -445701.281441 + Penalty 2908.965311 = -442792.316130 nChanged 7 SP:Iteration 72Q (657.305376 sec): 3 clusters Score: Raw -445703.813423 + Penalty 2908.965311 = -442794.848112 nChanged 5 SP:Iteration 73Q (657.370672 sec): 3 clusters Score: Raw -445705.184004 + Penalty 2908.965311 = -442796.218692 nChanged 5 SP:Iteration 74Q (657.426446 sec): 3 clusters Score: Raw -445706.803138 + Penalty 2908.965311 = -442797.837827 nChanged 7 SP:Iteration 75Q (657.470712 sec): 3 clusters Score: Raw -445708.481194 + Penalty 2908.965311 = -442799.515883 nChanged 6 SP:Iteration 76Q (657.542346 sec): 3 clusters Score: Raw -445709.482173 + Penalty 2908.965311 = -442800.516861 nChanged 3 SP:Iteration 77Q (657.590463 sec): 3 clusters Score: Raw -445710.496089 + Penalty 2908.965311 = -442801.530778 nChanged 6 SP:Iteration 78Q (657.660711 sec): 3 clusters Score: Raw -445712.357730 + Penalty 2908.965311 = -442803.392419 nChanged 5 SP:Iteration 79Q (657.708265 sec): 3 clusters Score: Raw -445713.891543 + Penalty 2908.965311 = -442804.926232 nChanged 6 SP:Iteration 80F (657.771081 sec): 3 clusters Score: Raw -445715.833337 + Penalty 2908.965311 = -442806.868025 nChanged 9 SP:Iteration 81Q (657.833016 sec): 3 clusters Score: Raw -445718.149389 + Penalty 2908.965311 = -442809.184078 nChanged 5 SP:Iteration 82Q (657.886481 sec): 3 clusters Score: Raw -445719.466753 + Penalty 2908.965311 = -442810.501442 nChanged 4 SP:Iteration 83Q (657.958260 sec): 3 clusters Score: Raw -445720.667530 + Penalty 2908.965311 = -442811.702219 nChanged 2 SP:Iteration 84Q (658.012036 sec): 3 clusters Score: Raw -445720.843345 + Penalty 2908.965311 = -442811.878033 nChanged 0 SP:Iteration 85F (658.065614 sec): 3 clusters Score: Raw -445720.843345 + Penalty 2908.965311 = -442811.878033 nChanged 0 Trying to split cluster 14 (2148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (658.100840 sec): 2 clusters Score: Raw -101437.801527 + Penalty 1246.747524 = -100191.054003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (658.153421 sec): 3 clusters Score: Raw -100544.924312 + Penalty 2493.495048 = -98051.429264 nChanged 779 SP:Iteration 1F (658.192671 sec): 3 clusters Score: Raw -101202.206961 + Penalty 2493.495048 = -98708.711913 nChanged 213 SP:Iteration 2F (658.253023 sec): 3 clusters Score: Raw -101440.199204 + Penalty 2493.495048 = -98946.704156 nChanged 145 SP:Iteration 3F (658.306483 sec): 3 clusters Score: Raw -101614.010766 + Penalty 2493.495048 = -99120.515718 nChanged 121 SP:Iteration 4F (658.353903 sec): 3 clusters Score: Raw -101799.037683 + Penalty 2493.495048 = -99305.542635 nChanged 118 SP:Iteration 5F (658.396342 sec): 3 clusters Score: Raw -101950.775656 + Penalty 2493.495048 = -99457.280608 nChanged 93 SP:Iteration 6Q (658.447408 sec): 3 clusters Score: Raw -102052.744741 + Penalty 2493.495048 = -99559.249693 nChanged 81 SP:Iteration 7Q (658.505651 sec): 3 clusters Score: Raw -102141.476943 + Penalty 2493.495048 = -99647.981895 nChanged 62 SP:Iteration 8Q (658.550450 sec): 3 clusters Score: Raw -102203.074460 + Penalty 2493.495048 = -99709.579412 nChanged 38 SP:Iteration 9Q (658.604098 sec): 3 clusters Score: Raw -102241.158067 + Penalty 2493.495048 = -99747.663019 nChanged 45 SP:Iteration 10Q (658.648597 sec): 3 clusters Score: Raw -102295.225011 + Penalty 2493.495048 = -99801.729962 nChanged 30 SP:Iteration 11Q (658.698558 sec): 3 clusters Score: Raw -102325.215713 + Penalty 2493.495048 = -99831.720665 nChanged 27 SP:Iteration 12Q (658.748237 sec): 3 clusters Score: Raw -102354.363989 + Penalty 2493.495048 = -99860.868941 nChanged 22 SP:Iteration 13Q (658.801223 sec): 3 clusters Score: Raw -102383.259447 + Penalty 2493.495048 = -99889.764399 nChanged 33 SP:Iteration 14Q (658.841417 sec): 3 clusters Score: Raw -102429.318712 + Penalty 2493.495048 = -99935.823664 nChanged 29 SP:Iteration 15Q (658.898888 sec): 3 clusters Score: Raw -102464.318970 + Penalty 2493.495048 = -99970.823922 nChanged 21 SP:Iteration 16Q (658.945908 sec): 3 clusters Score: Raw -102492.175949 + Penalty 2493.495048 = -99998.680901 nChanged 13 SP:Iteration 17Q (658.984925 sec): 3 clusters Score: Raw -102524.240715 + Penalty 2493.495048 = -100030.745667 nChanged 19 SP:Iteration 18Q (659.030518 sec): 3 clusters Score: Raw -102561.628870 + Penalty 2493.495048 = -100068.133822 nChanged 18 SP:Iteration 19Q (659.080778 sec): 3 clusters Score: Raw -102588.716771 + Penalty 2493.495048 = -100095.221722 nChanged 11 SP:Iteration 20F (659.130836 sec): 3 clusters Score: Raw -102613.353163 + Penalty 2493.495048 = -100119.858115 nChanged 10 SP:Iteration 21Q (659.187818 sec): 3 clusters Score: Raw -102629.179958 + Penalty 2493.495048 = -100135.684910 nChanged 8 SP:Iteration 22Q (659.239976 sec): 3 clusters Score: Raw -102644.539391 + Penalty 2493.495048 = -100151.044343 nChanged 6 SP:Iteration 23Q (659.288990 sec): 3 clusters Score: Raw -102660.419168 + Penalty 2493.495048 = -100166.924120 nChanged 8 SP:Iteration 24Q (659.328458 sec): 3 clusters Score: Raw -102673.048412 + Penalty 2493.495048 = -100179.553364 nChanged 3 SP:Iteration 25Q (659.384843 sec): 3 clusters Score: Raw -102678.098488 + Penalty 2493.495048 = -100184.603440 nChanged 1 SP:Iteration 26Q (659.431565 sec): 3 clusters Score: Raw -102679.372444 + Penalty 2493.495048 = -100185.877396 nChanged 1 SP:Iteration 27Q (659.470861 sec): 3 clusters Score: Raw -102681.038076 + Penalty 2493.495048 = -100187.543028 nChanged 3 SP:Iteration 28Q (659.515694 sec): 3 clusters Score: Raw -102685.569672 + Penalty 2493.495048 = -100192.074624 nChanged 4 SP:Iteration 29Q (659.558490 sec): 3 clusters Score: Raw -102694.576587 + Penalty 2493.495048 = -100201.081539 nChanged 4 SP:Iteration 30Q (659.609700 sec): 3 clusters Score: Raw -102702.706574 + Penalty 2493.495048 = -100209.211526 nChanged 3 SP:Iteration 31Q (659.647859 sec): 3 clusters Score: Raw -102708.638997 + Penalty 2493.495048 = -100215.143949 nChanged 4 SP:Iteration 32Q (659.702572 sec): 3 clusters Score: Raw -102718.016466 + Penalty 2493.495048 = -100224.521418 nChanged 8 SP:Iteration 33Q (659.748188 sec): 3 clusters Score: Raw -102731.164402 + Penalty 2493.495048 = -100237.669354 nChanged 7 SP:Iteration 34Q (659.808904 sec): 3 clusters Score: Raw -102741.052864 + Penalty 2493.495048 = -100247.557816 nChanged 6 SP:Iteration 35Q (659.861523 sec): 3 clusters Score: Raw -102762.749965 + Penalty 2493.495048 = -100269.254917 nChanged 8 SP:Iteration 36Q (659.899249 sec): 3 clusters Score: Raw -102785.521964 + Penalty 2493.495048 = -100292.026916 nChanged 13 SP:Iteration 37Q (659.948645 sec): 3 clusters Score: Raw -102818.563986 + Penalty 2493.495048 = -100325.068938 nChanged 5 SP:Iteration 38Q (659.998110 sec): 3 clusters Score: Raw -102830.210653 + Penalty 2493.495048 = -100336.715605 nChanged 2 SP:Iteration 39Q (660.045194 sec): 3 clusters Score: Raw -102833.260971 + Penalty 2493.495048 = -100339.765923 nChanged 1 SP:Iteration 40F (660.089751 sec): 3 clusters Score: Raw -102836.328048 + Penalty 2493.495048 = -100342.833000 nChanged 1 SP:Iteration 41Q (660.136315 sec): 3 clusters Score: Raw -102838.538720 + Penalty 2493.495048 = -100345.043672 nChanged 0 SP:Iteration 42F (660.185028 sec): 3 clusters Score: Raw -102838.538720 + Penalty 2493.495048 = -100345.043672 nChanged 0 Score: Raw -15315793.175107 + Penalty 44643.029051 = -15271150.146056 Splitting cluster 14 changes total score from -15271778.637456 to -15271150.146056 So it's not getting split. Trying to split cluster 15 (7658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (664.184334 sec): 2 clusters Score: Raw -413288.388266 + Penalty 1453.319746 = -411835.068519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (664.250638 sec): 3 clusters Score: Raw -409115.150998 + Penalty 2906.639493 = -406208.511505 nChanged 3239 SP:Iteration 1F (664.301935 sec): 3 clusters Score: Raw -410927.163587 + Penalty 2906.639493 = -408020.524094 nChanged 588 SP:Iteration 2F (664.362687 sec): 3 clusters Score: Raw -411289.063051 + Penalty 2906.639493 = -408382.423558 nChanged 498 SP:Iteration 3F (664.414200 sec): 3 clusters Score: Raw -411606.773346 + Penalty 2906.639493 = -408700.133853 nChanged 463 SP:Iteration 4F (664.476920 sec): 3 clusters Score: Raw -411900.033910 + Penalty 2906.639493 = -408993.394418 nChanged 420 SP:Iteration 5F (664.531125 sec): 3 clusters Score: Raw -412194.674387 + Penalty 2906.639493 = -409288.034894 nChanged 365 SP:Iteration 6Q (664.599660 sec): 3 clusters Score: Raw -412452.130505 + Penalty 2906.639493 = -409545.491012 nChanged 319 SP:Iteration 7Q (664.660319 sec): 3 clusters Score: Raw -412675.092547 + Penalty 2906.639493 = -409768.453054 nChanged 263 SP:Iteration 8Q (664.713983 sec): 3 clusters Score: Raw -412849.925409 + Penalty 2906.639493 = -409943.285916 nChanged 200 SP:Iteration 9Q (664.774982 sec): 3 clusters Score: Raw -412975.192149 + Penalty 2906.639493 = -410068.552656 nChanged 159 SP:Iteration 10Q (664.821878 sec): 3 clusters Score: Raw -413060.147924 + Penalty 2906.639493 = -410153.508431 nChanged 121 SP:Iteration 11Q (664.880183 sec): 3 clusters Score: Raw -413131.692250 + Penalty 2906.639493 = -410225.052757 nChanged 100 SP:Iteration 12Q (664.938919 sec): 3 clusters Score: Raw -413188.468581 + Penalty 2906.639493 = -410281.829088 nChanged 72 SP:Iteration 13Q (665.006698 sec): 3 clusters Score: Raw -413229.855757 + Penalty 2906.639493 = -410323.216264 nChanged 74 SP:Iteration 14Q (665.054895 sec): 3 clusters Score: Raw -413261.147116 + Penalty 2906.639493 = -410354.507623 nChanged 40 SP:Iteration 15Q (665.118156 sec): 3 clusters Score: Raw -413280.494144 + Penalty 2906.639493 = -410373.854651 nChanged 43 SP:Iteration 16Q (665.171822 sec): 3 clusters Score: Raw -413304.048837 + Penalty 2906.639493 = -410397.409344 nChanged 41 SP:Iteration 17Q (665.222170 sec): 3 clusters Score: Raw -413326.827022 + Penalty 2906.639493 = -410420.187529 nChanged 39 SP:Iteration 18Q (665.283125 sec): 3 clusters Score: Raw -413346.803631 + Penalty 2906.639493 = -410440.164138 nChanged 43 SP:Iteration 19Q (665.338675 sec): 3 clusters Score: Raw -413364.252494 + Penalty 2906.639493 = -410457.613001 nChanged 29 SP:Iteration 20F (665.388355 sec): 3 clusters Score: Raw -413380.219504 + Penalty 2906.639493 = -410473.580011 nChanged 33 SP:Iteration 21Q (665.450070 sec): 3 clusters Score: Raw -413396.072941 + Penalty 2906.639493 = -410489.433448 nChanged 28 SP:Iteration 22Q (665.510296 sec): 3 clusters Score: Raw -413408.287516 + Penalty 2906.639493 = -410501.648023 nChanged 20 SP:Iteration 23Q (665.569207 sec): 3 clusters Score: Raw -413418.547070 + Penalty 2906.639493 = -410511.907577 nChanged 21 SP:Iteration 24Q (665.618064 sec): 3 clusters Score: Raw -413431.949423 + Penalty 2906.639493 = -410525.309931 nChanged 20 SP:Iteration 25Q (665.681044 sec): 3 clusters Score: Raw -413440.430818 + Penalty 2906.639493 = -410533.791325 nChanged 12 SP:Iteration 26Q (665.727056 sec): 3 clusters Score: Raw -413446.162798 + Penalty 2906.639493 = -410539.523305 nChanged 14 SP:Iteration 27Q (665.790205 sec): 3 clusters Score: Raw -413453.843812 + Penalty 2906.639493 = -410547.204319 nChanged 11 SP:Iteration 28Q (665.843797 sec): 3 clusters Score: Raw -413459.794340 + Penalty 2906.639493 = -410553.154847 nChanged 13 SP:Iteration 29Q (665.907823 sec): 3 clusters Score: Raw -413465.121437 + Penalty 2906.639493 = -410558.481944 nChanged 12 SP:Iteration 30Q (665.951328 sec): 3 clusters Score: Raw -413469.562091 + Penalty 2906.639493 = -410562.922598 nChanged 6 SP:Iteration 31Q (666.018309 sec): 3 clusters Score: Raw -413471.450664 + Penalty 2906.639493 = -410564.811171 nChanged 10 SP:Iteration 32Q (666.060848 sec): 3 clusters Score: Raw -413475.543536 + Penalty 2906.639493 = -410568.904043 nChanged 8 SP:Iteration 33Q (666.129517 sec): 3 clusters Score: Raw -413478.160049 + Penalty 2906.639493 = -410571.520556 nChanged 9 SP:Iteration 34Q (666.186976 sec): 3 clusters Score: Raw -413480.981257 + Penalty 2906.639493 = -410574.341764 nChanged 3 SP:Iteration 35Q (666.246757 sec): 3 clusters Score: Raw -413481.817392 + Penalty 2906.639493 = -410575.177899 nChanged 2 SP:Iteration 36Q (666.305971 sec): 3 clusters Score: Raw -413482.522160 + Penalty 2906.639493 = -410575.882667 nChanged 2 SP:Iteration 37Q (666.362493 sec): 3 clusters Score: Raw -413484.115122 + Penalty 2906.639493 = -410577.475629 nChanged 4 SP:Iteration 38Q (666.409896 sec): 3 clusters Score: Raw -413486.133231 + Penalty 2906.639493 = -410579.493739 nChanged 9 SP:Iteration 39Q (666.463767 sec): 3 clusters Score: Raw -413489.421047 + Penalty 2906.639493 = -410582.781554 nChanged 6 SP:Iteration 40F (666.520922 sec): 3 clusters Score: Raw -413490.902456 + Penalty 2906.639493 = -410584.262963 nChanged 2 SP:Iteration 41Q (666.587760 sec): 3 clusters Score: Raw -413491.605475 + Penalty 2906.639493 = -410584.965982 nChanged 1 SP:Iteration 42Q (666.649172 sec): 3 clusters Score: Raw -413491.916652 + Penalty 2906.639493 = -410585.277159 nChanged 1 SP:Iteration 43Q (666.699873 sec): 3 clusters Score: Raw -413491.973823 + Penalty 2906.639493 = -410585.334330 nChanged 0 SP:Iteration 44F (666.763125 sec): 3 clusters Score: Raw -413491.973823 + Penalty 2906.639493 = -410585.334330 nChanged 0 Trying to split cluster 16 (4375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (666.796266 sec): 2 clusters Score: Raw -277549.470583 + Penalty 1362.345042 = -276187.125541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (666.848398 sec): 3 clusters Score: Raw -275296.488599 + Penalty 2724.690085 = -272571.798514 nChanged 1720 SP:Iteration 1F (666.891503 sec): 3 clusters Score: Raw -276321.942315 + Penalty 2724.690085 = -273597.252231 nChanged 346 SP:Iteration 2F (666.928850 sec): 3 clusters Score: Raw -276613.709018 + Penalty 2724.690085 = -273889.018933 nChanged 306 SP:Iteration 3F (666.990442 sec): 3 clusters Score: Raw -276923.481703 + Penalty 2724.690085 = -274198.791618 nChanged 298 SP:Iteration 4F (667.038581 sec): 3 clusters Score: Raw -277135.369269 + Penalty 2724.690085 = -274410.679185 nChanged 245 SP:Iteration 5F (667.101988 sec): 3 clusters Score: Raw -277296.013860 + Penalty 2724.690085 = -274571.323775 nChanged 236 SP:Iteration 6F (667.157766 sec): 3 clusters Score: Raw -277450.264772 + Penalty 2724.690085 = -274725.574687 nChanged 213 SP:Iteration 7Q (667.209399 sec): 3 clusters Score: Raw -277587.246904 + Penalty 2724.690085 = -274862.556820 nChanged 200 SP:Iteration 8Q (667.249662 sec): 3 clusters Score: Raw -277723.903794 + Penalty 2724.690085 = -274999.213710 nChanged 184 SP:Iteration 9Q (667.306190 sec): 3 clusters Score: Raw -277851.324851 + Penalty 2724.690085 = -275126.634766 nChanged 166 SP:Iteration 10Q (667.357664 sec): 3 clusters Score: Raw -277979.671929 + Penalty 2724.690085 = -275254.981844 nChanged 130 SP:Iteration 11Q (667.411902 sec): 3 clusters Score: Raw -278089.356933 + Penalty 2724.690085 = -275364.666849 nChanged 109 SP:Iteration 12Q (667.467105 sec): 3 clusters Score: Raw -278161.079278 + Penalty 2724.690085 = -275436.389193 nChanged 79 SP:Iteration 13Q (667.511150 sec): 3 clusters Score: Raw -278211.326279 + Penalty 2724.690085 = -275486.636194 nChanged 51 SP:Iteration 14Q (667.566291 sec): 3 clusters Score: Raw -278243.225886 + Penalty 2724.690085 = -275518.535802 nChanged 51 SP:Iteration 15Q (667.614576 sec): 3 clusters Score: Raw -278271.703443 + Penalty 2724.690085 = -275547.013358 nChanged 37 SP:Iteration 16Q (667.672794 sec): 3 clusters Score: Raw -278290.949232 + Penalty 2724.690085 = -275566.259148 nChanged 38 SP:Iteration 17Q (667.718891 sec): 3 clusters Score: Raw -278308.096217 + Penalty 2724.690085 = -275583.406132 nChanged 28 SP:Iteration 18Q (667.777081 sec): 3 clusters Score: Raw -278319.068912 + Penalty 2724.690085 = -275594.378827 nChanged 24 SP:Iteration 19Q (667.830855 sec): 3 clusters Score: Raw -278328.928746 + Penalty 2724.690085 = -275604.238662 nChanged 21 SP:Iteration 20F (667.885545 sec): 3 clusters Score: Raw -278337.295760 + Penalty 2724.690085 = -275612.605676 nChanged 20 SP:Iteration 21Q (667.942704 sec): 3 clusters Score: Raw -278343.375816 + Penalty 2724.690085 = -275618.685731 nChanged 16 SP:Iteration 22Q (667.994801 sec): 3 clusters Score: Raw -278348.704387 + Penalty 2724.690085 = -275624.014303 nChanged 13 SP:Iteration 23Q (668.046347 sec): 3 clusters Score: Raw -278354.407283 + Penalty 2724.690085 = -275629.717198 nChanged 12 SP:Iteration 24Q (668.091363 sec): 3 clusters Score: Raw -278357.526850 + Penalty 2724.690085 = -275632.836766 nChanged 13 SP:Iteration 25Q (668.139464 sec): 3 clusters Score: Raw -278363.254176 + Penalty 2724.690085 = -275638.564091 nChanged 13 SP:Iteration 26Q (668.195643 sec): 3 clusters Score: Raw -278369.092881 + Penalty 2724.690085 = -275644.402796 nChanged 10 SP:Iteration 27Q (668.261624 sec): 3 clusters Score: Raw -278371.710077 + Penalty 2724.690085 = -275647.019992 nChanged 6 SP:Iteration 28Q (668.318905 sec): 3 clusters Score: Raw -278373.329126 + Penalty 2724.690085 = -275648.639042 nChanged 2 SP:Iteration 29Q (668.365131 sec): 3 clusters Score: Raw -278374.287341 + Penalty 2724.690085 = -275649.597257 nChanged 8 SP:Iteration 30Q (668.409963 sec): 3 clusters Score: Raw -278377.528906 + Penalty 2724.690085 = -275652.838821 nChanged 7 SP:Iteration 31Q (668.461521 sec): 3 clusters Score: Raw -278380.723792 + Penalty 2724.690085 = -275656.033707 nChanged 7 SP:Iteration 32Q (668.512051 sec): 3 clusters Score: Raw -278382.570747 + Penalty 2724.690085 = -275657.880663 nChanged 4 SP:Iteration 33Q (668.576125 sec): 3 clusters Score: Raw -278383.471731 + Penalty 2724.690085 = -275658.781646 nChanged 2 SP:Iteration 34Q (668.623764 sec): 3 clusters Score: Raw -278383.910500 + Penalty 2724.690085 = -275659.220416 nChanged 2 SP:Iteration 35Q (668.670660 sec): 3 clusters Score: Raw -278384.163706 + Penalty 2724.690085 = -275659.473622 nChanged 2 SP:Iteration 36Q (668.725800 sec): 3 clusters Score: Raw -278384.789268 + Penalty 2724.690085 = -275660.099184 nChanged 1 SP:Iteration 37Q (668.790950 sec): 3 clusters Score: Raw -278385.151373 + Penalty 2724.690085 = -275660.461288 nChanged 2 SP:Iteration 38Q (668.845928 sec): 3 clusters Score: Raw -278385.835683 + Penalty 2724.690085 = -275661.145598 nChanged 2 SP:Iteration 39Q (668.897453 sec): 3 clusters Score: Raw -278386.323780 + Penalty 2724.690085 = -275661.633695 nChanged 0 SP:Iteration 40F (668.942833 sec): 3 clusters Score: Raw -278386.323780 + Penalty 2724.690085 = -275661.633695 nChanged 0 Trying to split cluster 17 (2087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.970040 sec): 2 clusters Score: Raw -115969.134295 + Penalty 1242.065972 = -114727.068322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (669.028347 sec): 3 clusters Score: Raw -115078.470630 + Penalty 2484.131945 = -112594.338685 nChanged 770 SP:Iteration 1F (669.077162 sec): 3 clusters Score: Raw -115572.701498 + Penalty 2484.131945 = -113088.569554 nChanged 169 SP:Iteration 2F (669.127289 sec): 3 clusters Score: Raw -115716.268870 + Penalty 2484.131945 = -113232.136926 nChanged 107 SP:Iteration 3F (669.164501 sec): 3 clusters Score: Raw -115792.233416 + Penalty 2484.131945 = -113308.101471 nChanged 72 SP:Iteration 4Q (669.223173 sec): 3 clusters Score: Raw -115844.270820 + Penalty 2484.131945 = -113360.138875 nChanged 65 SP:Iteration 5Q (669.260948 sec): 3 clusters Score: Raw -115889.145104 + Penalty 2484.131945 = -113405.013159 nChanged 56 SP:Iteration 6Q (669.311031 sec): 3 clusters Score: Raw -115920.135414 + Penalty 2484.131945 = -113436.003470 nChanged 39 SP:Iteration 7Q (669.350121 sec): 3 clusters Score: Raw -115945.156936 + Penalty 2484.131945 = -113461.024991 nChanged 31 SP:Iteration 8Q (669.398786 sec): 3 clusters Score: Raw -115967.867172 + Penalty 2484.131945 = -113483.735227 nChanged 33 SP:Iteration 9Q (669.449963 sec): 3 clusters Score: Raw -115993.589605 + Penalty 2484.131945 = -113509.457660 nChanged 33 SP:Iteration 10Q (669.506274 sec): 3 clusters Score: Raw -116013.619616 + Penalty 2484.131945 = -113529.487671 nChanged 22 SP:Iteration 11Q (669.555962 sec): 3 clusters Score: Raw -116027.099111 + Penalty 2484.131945 = -113542.967166 nChanged 22 SP:Iteration 12Q (669.614733 sec): 3 clusters Score: Raw -116040.634549 + Penalty 2484.131945 = -113556.502604 nChanged 23 SP:Iteration 13Q (669.658692 sec): 3 clusters Score: Raw -116049.781713 + Penalty 2484.131945 = -113565.649768 nChanged 16 SP:Iteration 14Q (669.697833 sec): 3 clusters Score: Raw -116055.936772 + Penalty 2484.131945 = -113571.804827 nChanged 13 SP:Iteration 15Q (669.742723 sec): 3 clusters Score: Raw -116063.732074 + Penalty 2484.131945 = -113579.600129 nChanged 15 SP:Iteration 16Q (669.790772 sec): 3 clusters Score: Raw -116072.385828 + Penalty 2484.131945 = -113588.253884 nChanged 17 SP:Iteration 17Q (669.839027 sec): 3 clusters Score: Raw -116079.871454 + Penalty 2484.131945 = -113595.739510 nChanged 13 SP:Iteration 18Q (669.900241 sec): 3 clusters Score: Raw -116084.540356 + Penalty 2484.131945 = -113600.408411 nChanged 15 SP:Iteration 19Q (669.940488 sec): 3 clusters Score: Raw -116092.904000 + Penalty 2484.131945 = -113608.772056 nChanged 13 SP:Iteration 20F (669.993678 sec): 3 clusters Score: Raw -116100.699941 + Penalty 2484.131945 = -113616.567996 nChanged 14 SP:Iteration 21Q (670.034942 sec): 3 clusters Score: Raw -116112.458879 + Penalty 2484.131945 = -113628.326934 nChanged 16 SP:Iteration 22Q (670.093564 sec): 3 clusters Score: Raw -116124.231838 + Penalty 2484.131945 = -113640.099893 nChanged 15 SP:Iteration 23Q (670.143943 sec): 3 clusters Score: Raw -116136.282363 + Penalty 2484.131945 = -113652.150418 nChanged 18 SP:Iteration 24Q (670.190233 sec): 3 clusters Score: Raw -116147.376898 + Penalty 2484.131945 = -113663.244953 nChanged 17 SP:Iteration 25Q (670.236386 sec): 3 clusters Score: Raw -116157.749688 + Penalty 2484.131945 = -113673.617744 nChanged 16 SP:Iteration 26Q (670.284083 sec): 3 clusters Score: Raw -116166.881789 + Penalty 2484.131945 = -113682.749844 nChanged 14 SP:Iteration 27Q (670.330642 sec): 3 clusters Score: Raw -116172.781828 + Penalty 2484.131945 = -113688.649883 nChanged 11 SP:Iteration 28Q (670.376848 sec): 3 clusters Score: Raw -116178.843364 + Penalty 2484.131945 = -113694.711420 nChanged 9 SP:Iteration 29Q (670.428519 sec): 3 clusters Score: Raw -116184.485895 + Penalty 2484.131945 = -113700.353950 nChanged 7 SP:Iteration 30Q (670.479464 sec): 3 clusters Score: Raw -116187.593048 + Penalty 2484.131945 = -113703.461103 nChanged 6 SP:Iteration 31Q (670.524200 sec): 3 clusters Score: Raw -116191.649947 + Penalty 2484.131945 = -113707.518002 nChanged 11 SP:Iteration 32Q (670.573869 sec): 3 clusters Score: Raw -116197.766969 + Penalty 2484.131945 = -113713.635025 nChanged 10 SP:Iteration 33Q (670.617799 sec): 3 clusters Score: Raw -116203.016161 + Penalty 2484.131945 = -113718.884216 nChanged 14 SP:Iteration 34Q (670.661065 sec): 3 clusters Score: Raw -116209.170048 + Penalty 2484.131945 = -113725.038103 nChanged 11 SP:Iteration 35Q (670.710868 sec): 3 clusters Score: Raw -116213.486895 + Penalty 2484.131945 = -113729.354950 nChanged 8 SP:Iteration 36Q (670.756688 sec): 3 clusters Score: Raw -116216.369086 + Penalty 2484.131945 = -113732.237141 nChanged 6 SP:Iteration 37Q (670.808836 sec): 3 clusters Score: Raw -116218.349553 + Penalty 2484.131945 = -113734.217609 nChanged 9 SP:Iteration 38Q (670.864240 sec): 3 clusters Score: Raw -116221.746598 + Penalty 2484.131945 = -113737.614653 nChanged 4 SP:Iteration 39Q (670.913233 sec): 3 clusters Score: Raw -116223.147453 + Penalty 2484.131945 = -113739.015508 nChanged 3 SP:Iteration 40F (670.955168 sec): 3 clusters Score: Raw -116224.596445 + Penalty 2484.131945 = -113740.464500 nChanged 3 SP:Iteration 41Q (671.013510 sec): 3 clusters Score: Raw -116225.910538 + Penalty 2484.131945 = -113741.778593 nChanged 1 SP:Iteration 42Q (671.058422 sec): 3 clusters Score: Raw -116226.218944 + Penalty 2484.131945 = -113742.086999 nChanged 0 SP:Iteration 43F (671.107238 sec): 3 clusters Score: Raw -116226.218944 + Penalty 2484.131945 = -113742.086999 nChanged 0 Trying to split cluster 18 (14660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (671.155350 sec): 2 clusters Score: Raw -912486.265187 + Penalty 1558.842671 = -910927.422516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (671.229173 sec): 3 clusters Score: Raw -903903.172269 + Penalty 3117.685342 = -900785.486927 nChanged 6512 SP:Iteration 1F (671.288301 sec): 3 clusters Score: Raw -907510.325916 + Penalty 3117.685342 = -904392.640574 nChanged 790 SP:Iteration 2F (671.356960 sec): 3 clusters Score: Raw -907822.110915 + Penalty 3117.685342 = -904704.425573 nChanged 699 SP:Iteration 3Q (671.430677 sec): 3 clusters Score: Raw -908093.467282 + Penalty 3117.685342 = -904975.781940 nChanged 652 SP:Iteration 4Q (671.510335 sec): 3 clusters Score: Raw -908368.266720 + Penalty 3117.685342 = -905250.581378 nChanged 644 SP:Iteration 5Q (671.582826 sec): 3 clusters Score: Raw -908690.128338 + Penalty 3117.685342 = -905572.442996 nChanged 690 SP:Iteration 6Q (671.646111 sec): 3 clusters Score: Raw -909062.784866 + Penalty 3117.685342 = -905945.099524 nChanged 725 SP:Iteration 7Q (671.734230 sec): 3 clusters Score: Raw -909483.113498 + Penalty 3117.685342 = -906365.428156 nChanged 753 SP:Iteration 8F (671.804781 sec): 3 clusters Score: Raw -909969.263556 + Penalty 3117.685342 = -906851.578214 nChanged 790 SP:Iteration 9F (671.868271 sec): 3 clusters Score: Raw -910537.986217 + Penalty 3117.685342 = -907420.300875 nChanged 732 SP:Iteration 10Q (671.941958 sec): 3 clusters Score: Raw -911103.019819 + Penalty 3117.685342 = -907985.334477 nChanged 635 SP:Iteration 11Q (672.018051 sec): 3 clusters Score: Raw -911606.545373 + Penalty 3117.685342 = -908488.860031 nChanged 505 SP:Iteration 12Q (672.086758 sec): 3 clusters Score: Raw -912000.488520 + Penalty 3117.685342 = -908882.803178 nChanged 330 SP:Iteration 13Q (672.157173 sec): 3 clusters Score: Raw -912269.971669 + Penalty 3117.685342 = -909152.286327 nChanged 210 SP:Iteration 14Q (672.230670 sec): 3 clusters Score: Raw -912439.923954 + Penalty 3117.685342 = -909322.238612 nChanged 121 SP:Iteration 15Q (672.302686 sec): 3 clusters Score: Raw -912536.911292 + Penalty 3117.685342 = -909419.225950 nChanged 85 SP:Iteration 16Q (672.372348 sec): 3 clusters Score: Raw -912598.722751 + Penalty 3117.685342 = -909481.037409 nChanged 57 SP:Iteration 17Q (672.438666 sec): 3 clusters Score: Raw -912635.823331 + Penalty 3117.685342 = -909518.137989 nChanged 34 SP:Iteration 18Q (672.505067 sec): 3 clusters Score: Raw -912659.921408 + Penalty 3117.685342 = -909542.236066 nChanged 26 SP:Iteration 19Q (672.558683 sec): 3 clusters Score: Raw -912676.799504 + Penalty 3117.685342 = -909559.114162 nChanged 12 SP:Iteration 20F (672.627352 sec): 3 clusters Score: Raw -912684.315562 + Penalty 3117.685342 = -909566.630220 nChanged 12 SP:Iteration 21Q (672.696700 sec): 3 clusters Score: Raw -912693.364553 + Penalty 3117.685342 = -909575.679211 nChanged 8 SP:Iteration 22Q (672.754987 sec): 3 clusters Score: Raw -912699.093739 + Penalty 3117.685342 = -909581.408397 nChanged 4 SP:Iteration 23Q (672.829253 sec): 3 clusters Score: Raw -912703.743520 + Penalty 3117.685342 = -909586.058178 nChanged 7 SP:Iteration 24Q (672.886430 sec): 3 clusters Score: Raw -912707.263072 + Penalty 3117.685342 = -909589.577730 nChanged 5 SP:Iteration 25Q (672.955836 sec): 3 clusters Score: Raw -912709.553385 + Penalty 3117.685342 = -909591.868043 nChanged 3 SP:Iteration 26Q (673.023506 sec): 3 clusters Score: Raw -912712.325645 + Penalty 3117.685342 = -909594.640303 nChanged 6 SP:Iteration 27Q (673.092423 sec): 3 clusters Score: Raw -912718.155048 + Penalty 3117.685342 = -909600.469706 nChanged 4 SP:Iteration 28Q (673.146103 sec): 3 clusters Score: Raw -912721.084290 + Penalty 3117.685342 = -909603.398948 nChanged 2 SP:Iteration 29Q (673.223237 sec): 3 clusters Score: Raw -912722.286946 + Penalty 3117.685342 = -909604.601604 nChanged 1 SP:Iteration 30Q (673.295676 sec): 3 clusters Score: Raw -912722.530272 + Penalty 3117.685342 = -909604.844930 nChanged 0 SP:Iteration 31F (673.361243 sec): 3 clusters Score: Raw -912722.530272 + Penalty 3117.685342 = -909604.844930 nChanged 0 Trying to split cluster 19 (3326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (673.396306 sec): 2 clusters Score: Raw -193169.565227 + Penalty 1317.797920 = -191851.767307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (673.437874 sec): 3 clusters Score: Raw -191577.496465 + Penalty 2635.595839 = -188941.900626 nChanged 1310 SP:Iteration 1F (673.497825 sec): 3 clusters Score: Raw -192364.076282 + Penalty 2635.595839 = -189728.480442 nChanged 297 SP:Iteration 2F (673.553581 sec): 3 clusters Score: Raw -192692.168181 + Penalty 2635.595839 = -190056.572342 nChanged 266 SP:Iteration 3F (673.606869 sec): 3 clusters Score: Raw -192970.320633 + Penalty 2635.595839 = -190334.724793 nChanged 229 SP:Iteration 4F (673.663409 sec): 3 clusters Score: Raw -193162.655379 + Penalty 2635.595839 = -190527.059540 nChanged 191 SP:Iteration 5F (673.713688 sec): 3 clusters Score: Raw -193299.928729 + Penalty 2635.595839 = -190664.332889 nChanged 147 SP:Iteration 6Q (673.760000 sec): 3 clusters Score: Raw -193414.294313 + Penalty 2635.595839 = -190778.698474 nChanged 120 SP:Iteration 7Q (673.810126 sec): 3 clusters Score: Raw -193499.683250 + Penalty 2635.595839 = -190864.087411 nChanged 99 SP:Iteration 8Q (673.862850 sec): 3 clusters Score: Raw -193577.137214 + Penalty 2635.595839 = -190941.541375 nChanged 79 SP:Iteration 9Q (673.914457 sec): 3 clusters Score: Raw -193647.941938 + Penalty 2635.595839 = -191012.346099 nChanged 79 SP:Iteration 10Q (673.970391 sec): 3 clusters Score: Raw -193710.485830 + Penalty 2635.595839 = -191074.889991 nChanged 77 SP:Iteration 11Q (674.032874 sec): 3 clusters Score: Raw -193775.185522 + Penalty 2635.595839 = -191139.589683 nChanged 75 SP:Iteration 12Q (674.077605 sec): 3 clusters Score: Raw -193847.198117 + Penalty 2635.595839 = -191211.602277 nChanged 77 SP:Iteration 13Q (674.126402 sec): 3 clusters Score: Raw -193936.482301 + Penalty 2635.595839 = -191300.886462 nChanged 70 SP:Iteration 14Q (674.180448 sec): 3 clusters Score: Raw -194014.461217 + Penalty 2635.595839 = -191378.865378 nChanged 55 SP:Iteration 15Q (674.237745 sec): 3 clusters Score: Raw -194078.706154 + Penalty 2635.595839 = -191443.110315 nChanged 48 SP:Iteration 16Q (674.290184 sec): 3 clusters Score: Raw -194127.778635 + Penalty 2635.595839 = -191492.182796 nChanged 25 SP:Iteration 17Q (674.345369 sec): 3 clusters Score: Raw -194148.602644 + Penalty 2635.595839 = -191513.006805 nChanged 17 SP:Iteration 18Q (674.395255 sec): 3 clusters Score: Raw -194158.259404 + Penalty 2635.595839 = -191522.663565 nChanged 8 SP:Iteration 19Q (674.443132 sec): 3 clusters Score: Raw -194162.860760 + Penalty 2635.595839 = -191527.264921 nChanged 4 SP:Iteration 20F (674.502632 sec): 3 clusters Score: Raw -194164.044058 + Penalty 2635.595839 = -191528.448219 nChanged 1 SP:Iteration 21Q (674.557080 sec): 3 clusters Score: Raw -194164.195546 + Penalty 2635.595839 = -191528.599707 nChanged 0 SP:Iteration 22F (674.613738 sec): 3 clusters Score: Raw -194164.195546 + Penalty 2635.595839 = -191528.599707 nChanged 0 Trying to split cluster 20 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (674.641078 sec): 2 clusters Score: Raw -29486.089465 + Penalty 1030.021538 = -28456.067927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (674.689125 sec): 3 clusters Score: Raw -29371.163793 + Penalty 2060.043075 = -27311.120718 nChanged 138 SP:Iteration 1F (674.732962 sec): 3 clusters Score: Raw -29551.258207 + Penalty 2060.043075 = -27491.215132 nChanged 34 SP:Iteration 2F (674.770211 sec): 3 clusters Score: Raw -29611.632651 + Penalty 2060.043075 = -27551.589575 nChanged 29 SP:Iteration 3F (674.820959 sec): 3 clusters Score: Raw -29666.949882 + Penalty 2060.043075 = -27606.906807 nChanged 19 SP:Iteration 4Q (674.871762 sec): 3 clusters Score: Raw -29707.709153 + Penalty 2060.043075 = -27647.666078 nChanged 12 SP:Iteration 5Q (674.934719 sec): 3 clusters Score: Raw -29729.339456 + Penalty 2060.043075 = -27669.296381 nChanged 6 SP:Iteration 6Q (674.977269 sec): 3 clusters Score: Raw -29736.784690 + Penalty 2060.043075 = -27676.741615 nChanged 4 SP:Iteration 7Q (675.026197 sec): 3 clusters Score: Raw -29740.856889 + Penalty 2060.043075 = -27680.813814 nChanged 2 SP:Iteration 8Q (675.079676 sec): 3 clusters Score: Raw -29744.853376 + Penalty 2060.043075 = -27684.810301 nChanged 2 SP:Iteration 9Q (675.133533 sec): 3 clusters Score: Raw -29747.132004 + Penalty 2060.043075 = -27687.088928 nChanged 3 SP:Iteration 10Q (675.170885 sec): 3 clusters Score: Raw -29750.651382 + Penalty 2060.043075 = -27690.608306 nChanged 0 SP:Iteration 11F (675.226553 sec): 3 clusters Score: Raw -29750.651382 + Penalty 2060.043075 = -27690.608306 nChanged 0 Trying to split cluster 21 (5474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (675.250280 sec): 2 clusters Score: Raw -342011.953359 + Penalty 1398.761795 = -340613.191564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (675.301035 sec): 3 clusters Score: Raw -339068.328293 + Penalty 2797.523589 = -336270.804704 nChanged 2239 SP:Iteration 1F (675.364236 sec): 3 clusters Score: Raw -340337.021243 + Penalty 2797.523589 = -337539.497654 nChanged 400 SP:Iteration 2F (675.418132 sec): 3 clusters Score: Raw -340564.697367 + Penalty 2797.523589 = -337767.173778 nChanged 319 SP:Iteration 3F (675.473365 sec): 3 clusters Score: Raw -340735.234992 + Penalty 2797.523589 = -337937.711403 nChanged 252 SP:Iteration 4Q (675.527127 sec): 3 clusters Score: Raw -340874.180473 + Penalty 2797.523589 = -338076.656883 nChanged 221 SP:Iteration 5Q (675.572292 sec): 3 clusters Score: Raw -341007.494646 + Penalty 2797.523589 = -338209.971057 nChanged 235 SP:Iteration 6Q (675.624121 sec): 3 clusters Score: Raw -341159.252923 + Penalty 2797.523589 = -338361.729334 nChanged 218 SP:Iteration 7Q (675.676038 sec): 3 clusters Score: Raw -341304.460864 + Penalty 2797.523589 = -338506.937275 nChanged 207 SP:Iteration 8Q (675.741741 sec): 3 clusters Score: Raw -341423.504286 + Penalty 2797.523589 = -338625.980697 nChanged 198 SP:Iteration 9Q (675.786069 sec): 3 clusters Score: Raw -341562.475834 + Penalty 2797.523589 = -338764.952244 nChanged 189 SP:Iteration 10Q (675.843234 sec): 3 clusters Score: Raw -341679.920831 + Penalty 2797.523589 = -338882.397242 nChanged 155 SP:Iteration 11Q (675.903855 sec): 3 clusters Score: Raw -341757.821996 + Penalty 2797.523589 = -338960.298407 nChanged 115 SP:Iteration 12Q (675.948645 sec): 3 clusters Score: Raw -341808.313176 + Penalty 2797.523589 = -339010.789587 nChanged 92 SP:Iteration 13Q (676.002291 sec): 3 clusters Score: Raw -341849.783219 + Penalty 2797.523589 = -339052.259630 nChanged 75 SP:Iteration 14Q (676.054072 sec): 3 clusters Score: Raw -341879.839860 + Penalty 2797.523589 = -339082.316271 nChanged 66 SP:Iteration 15Q (676.106027 sec): 3 clusters Score: Raw -341903.213818 + Penalty 2797.523589 = -339105.690229 nChanged 59 SP:Iteration 16Q (676.156084 sec): 3 clusters Score: Raw -341923.085056 + Penalty 2797.523589 = -339125.561466 nChanged 52 SP:Iteration 17Q (676.207807 sec): 3 clusters Score: Raw -341939.656012 + Penalty 2797.523589 = -339142.132423 nChanged 41 SP:Iteration 18Q (676.265923 sec): 3 clusters Score: Raw -341952.221374 + Penalty 2797.523589 = -339154.697785 nChanged 31 SP:Iteration 19Q (676.312253 sec): 3 clusters Score: Raw -341958.939346 + Penalty 2797.523589 = -339161.415757 nChanged 29 SP:Iteration 20F (676.381752 sec): 3 clusters Score: Raw -341965.426562 + Penalty 2797.523589 = -339167.902973 nChanged 21 SP:Iteration 21Q (676.427304 sec): 3 clusters Score: Raw -341970.296582 + Penalty 2797.523589 = -339172.772992 nChanged 21 SP:Iteration 22Q (676.496041 sec): 3 clusters Score: Raw -341974.907173 + Penalty 2797.523589 = -339177.383584 nChanged 16 SP:Iteration 23Q (676.550613 sec): 3 clusters Score: Raw -341978.437513 + Penalty 2797.523589 = -339180.913924 nChanged 10 SP:Iteration 24Q (676.610676 sec): 3 clusters Score: Raw -341979.957399 + Penalty 2797.523589 = -339182.433809 nChanged 12 SP:Iteration 25Q (676.658928 sec): 3 clusters Score: Raw -341982.448267 + Penalty 2797.523589 = -339184.924678 nChanged 12 SP:Iteration 26Q (676.713122 sec): 3 clusters Score: Raw -341984.894568 + Penalty 2797.523589 = -339187.370979 nChanged 8 SP:Iteration 27Q (676.769684 sec): 3 clusters Score: Raw -341986.494991 + Penalty 2797.523589 = -339188.971402 nChanged 10 SP:Iteration 28Q (676.839419 sec): 3 clusters Score: Raw -341988.070516 + Penalty 2797.523589 = -339190.546927 nChanged 9 SP:Iteration 29Q (676.890676 sec): 3 clusters Score: Raw -341990.025585 + Penalty 2797.523589 = -339192.501996 nChanged 10 SP:Iteration 30Q (676.944111 sec): 3 clusters Score: Raw -341991.313726 + Penalty 2797.523589 = -339193.790137 nChanged 4 SP:Iteration 31Q (676.996858 sec): 3 clusters Score: Raw -341992.029690 + Penalty 2797.523589 = -339194.506100 nChanged 9 SP:Iteration 32Q (677.054993 sec): 3 clusters Score: Raw -341993.435496 + Penalty 2797.523589 = -339195.911907 nChanged 9 SP:Iteration 33Q (677.111853 sec): 3 clusters Score: Raw -341995.728009 + Penalty 2797.523589 = -339198.204420 nChanged 8 SP:Iteration 34Q (677.172215 sec): 3 clusters Score: Raw -341997.000031 + Penalty 2797.523589 = -339199.476442 nChanged 6 SP:Iteration 35Q (677.223811 sec): 3 clusters Score: Raw -341997.890926 + Penalty 2797.523589 = -339200.367337 nChanged 6 SP:Iteration 36Q (677.279615 sec): 3 clusters Score: Raw -341998.991017 + Penalty 2797.523589 = -339201.467428 nChanged 3 SP:Iteration 37Q (677.339547 sec): 3 clusters Score: Raw -341999.292932 + Penalty 2797.523589 = -339201.769343 nChanged 1 SP:Iteration 38Q (677.391306 sec): 3 clusters Score: Raw -341999.456183 + Penalty 2797.523589 = -339201.932594 nChanged 3 SP:Iteration 39Q (677.448762 sec): 3 clusters Score: Raw -341999.756356 + Penalty 2797.523589 = -339202.232767 nChanged 2 SP:Iteration 40F (677.498590 sec): 3 clusters Score: Raw -342000.121401 + Penalty 2797.523589 = -339202.597812 nChanged 3 SP:Iteration 41Q (677.549790 sec): 3 clusters Score: Raw -342000.699261 + Penalty 2797.523589 = -339203.175672 nChanged 3 SP:Iteration 42Q (677.615987 sec): 3 clusters Score: Raw -342001.546250 + Penalty 2797.523589 = -339204.022661 nChanged 2 SP:Iteration 43Q (677.672473 sec): 3 clusters Score: Raw -342001.935167 + Penalty 2797.523589 = -339204.411578 nChanged 3 SP:Iteration 44Q (677.721263 sec): 3 clusters Score: Raw -342002.520527 + Penalty 2797.523589 = -339204.996938 nChanged 1 SP:Iteration 45Q (677.778633 sec): 3 clusters Score: Raw -342002.838573 + Penalty 2797.523589 = -339205.314984 nChanged 1 SP:Iteration 46Q (677.839238 sec): 3 clusters Score: Raw -342003.042703 + Penalty 2797.523589 = -339205.519113 nChanged 3 SP:Iteration 47Q (677.903887 sec): 3 clusters Score: Raw -342003.555420 + Penalty 2797.523589 = -339206.031831 nChanged 1 SP:Iteration 48Q (677.960912 sec): 3 clusters Score: Raw -342003.717996 + Penalty 2797.523589 = -339206.194406 nChanged 1 SP:Iteration 49Q (678.007889 sec): 3 clusters Score: Raw -342003.790766 + Penalty 2797.523589 = -339206.267177 nChanged 1 SP:Iteration 50Q (678.073468 sec): 3 clusters Score: Raw -342003.967620 + Penalty 2797.523589 = -339206.444031 nChanged 1 SP:Iteration 51Q (678.132240 sec): 3 clusters Score: Raw -342004.104148 + Penalty 2797.523589 = -339206.580559 nChanged 0 SP:Iteration 52F (678.173296 sec): 3 clusters Score: Raw -342004.104148 + Penalty 2797.523589 = -339206.580559 nChanged 0 Time taken for this iteration:674.949620 seconds. 20->22 Clusters: Score -15271778.637456, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 265020 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 8 (7094 points): Lose 428.392687 but Gain 2029.228593 Iteration 0F (681.870949 sec): 20 clusters Score: Raw -13779385.012490 + Penalty 38555.343272 = -13740829.669218 nChanged 248266 Iteration 1F (685.363802 sec): 20 clusters Score: Raw -14558797.025853 + Penalty 38555.343272 = -14520241.682581 nChanged 96026 Iteration 2F (688.855597 sec): 20 clusters Score: Raw -14802365.300735 + Penalty 38555.343272 = -14763809.957464 nChanged 71073 Iteration 3F (692.297040 sec): 20 clusters Score: Raw -14921978.431846 + Penalty 38555.343272 = -14883423.088575 nChanged 50045 Deleting Class 14 (1357 points): Lose 1470.633117 but Gain 2029.228593 Iteration 4F (695.731087 sec): 19 clusters Score: Raw -14993326.657949 + Penalty 36526.114678 = -14956800.543271 nChanged 42745 Deleting Class 9 (1499 points): Lose 1816.402109 but Gain 2029.228593 Iteration 5F (699.030782 sec): 18 clusters Score: Raw -15052371.011902 + Penalty 34496.886085 = -15017874.125816 nChanged 37724 Iteration 6F (702.086271 sec): 18 clusters Score: Raw -15105039.618982 + Penalty 34496.886085 = -15070542.732896 nChanged 32368 Iteration 7F (705.194485 sec): 18 clusters Score: Raw -15146542.507007 + Penalty 34496.886085 = -15112045.620921 nChanged 29310 Deleting Class 19 (1316 points): Lose 1927.247895 but Gain 2029.228593 Iteration 8F (708.247376 sec): 17 clusters Score: Raw -15181283.540489 + Penalty 32467.657492 = -15148815.882997 nChanged 24236 Iteration 9F (711.159988 sec): 17 clusters Score: Raw -15221658.068668 + Penalty 32467.657492 = -15189190.411176 nChanged 18077 Iteration 10F (714.058137 sec): 17 clusters Score: Raw -15238315.426167 + Penalty 32467.657492 = -15205847.768675 nChanged 15133 Iteration 11F (716.944395 sec): 17 clusters Score: Raw -15250637.874466 + Penalty 32467.657492 = -15218170.216974 nChanged 12107 Iteration 12Q (718.406669 sec): 17 clusters Score: Raw -15259738.153533 + Penalty 32467.657492 = -15227270.496041 nChanged 9152 Iteration 13Q (719.832919 sec): 17 clusters Score: Raw -15266219.946861 + Penalty 32467.657492 = -15233752.289369 nChanged 6758 Iteration 14Q (721.210350 sec): 17 clusters Score: Raw -15270847.579266 + Penalty 32467.657492 = -15238379.921774 nChanged 5289 Iteration 15Q (722.514919 sec): 17 clusters Score: Raw -15273967.872882 + Penalty 32467.657492 = -15241500.215390 nChanged 4045 Iteration 16Q (723.761338 sec): 17 clusters Score: Raw -15275955.964017 + Penalty 32467.657492 = -15243488.306525 nChanged 3167 Iteration 17Q (725.082517 sec): 17 clusters Score: Raw -15277250.930303 + Penalty 32467.657492 = -15244783.272811 nChanged 2372 Iteration 18Q (726.511256 sec): 17 clusters Score: Raw -15278074.977260 + Penalty 32467.657492 = -15245607.319768 nChanged 1905 Iteration 19Q (727.827521 sec): 17 clusters Score: Raw -15278742.349688 + Penalty 32467.657492 = -15246274.692196 nChanged 1608 Writing temp clu file Because OldScore, -15245607.319768, is greater than current (better) Score,-15246274.692196 Compute initial score before splitting: Score: Raw -15278742.349688 + Penalty 32467.657492 = -15246274.692196 Trying to split cluster 1 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (727.938034 sec): 2 clusters Score: Raw -38854.770168 + Penalty 1070.923920 = -37783.846248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (727.975484 sec): 3 clusters Score: Raw -38648.541219 + Penalty 2141.847841 = -36506.693378 nChanged 198 SP:Iteration 1F (728.028214 sec): 3 clusters Score: Raw -38867.510178 + Penalty 2141.847841 = -36725.662338 nChanged 52 SP:Iteration 2F (728.077726 sec): 3 clusters Score: Raw -38948.111464 + Penalty 2141.847841 = -36806.263624 nChanged 36 SP:Iteration 3Q (728.118891 sec): 3 clusters Score: Raw -39003.078006 + Penalty 2141.847841 = -36861.230165 nChanged 22 SP:Iteration 4Q (728.162638 sec): 3 clusters Score: Raw -39032.380384 + Penalty 2141.847841 = -36890.532544 nChanged 20 SP:Iteration 5Q (728.213276 sec): 3 clusters Score: Raw -39060.429041 + Penalty 2141.847841 = -36918.581200 nChanged 16 SP:Iteration 6Q (728.256734 sec): 3 clusters Score: Raw -39084.609424 + Penalty 2141.847841 = -36942.761583 nChanged 14 SP:Iteration 7Q (728.313556 sec): 3 clusters Score: Raw -39103.255168 + Penalty 2141.847841 = -36961.407327 nChanged 8 SP:Iteration 8Q (728.360110 sec): 3 clusters Score: Raw -39121.309841 + Penalty 2141.847841 = -36979.462000 nChanged 10 SP:Iteration 9Q (728.408428 sec): 3 clusters Score: Raw -39141.053390 + Penalty 2141.847841 = -36999.205549 nChanged 7 SP:Iteration 10Q (728.452453 sec): 3 clusters Score: Raw -39152.578897 + Penalty 2141.847841 = -37010.731057 nChanged 8 SP:Iteration 11Q (728.493939 sec): 3 clusters Score: Raw -39167.528004 + Penalty 2141.847841 = -37025.680163 nChanged 6 SP:Iteration 12Q (728.543536 sec): 3 clusters Score: Raw -39176.466238 + Penalty 2141.847841 = -37034.618398 nChanged 4 SP:Iteration 13Q (728.580932 sec): 3 clusters Score: Raw -39181.145037 + Penalty 2141.847841 = -37039.297196 nChanged 1 SP:Iteration 14Q (728.621633 sec): 3 clusters Score: Raw -39182.280781 + Penalty 2141.847841 = -37040.432940 nChanged 2 SP:Iteration 15Q (728.669457 sec): 3 clusters Score: Raw -39184.066757 + Penalty 2141.847841 = -37042.218916 nChanged 2 SP:Iteration 16Q (728.718792 sec): 3 clusters Score: Raw -39187.267638 + Penalty 2141.847841 = -37045.419798 nChanged 2 SP:Iteration 17Q (728.776576 sec): 3 clusters Score: Raw -39190.633288 + Penalty 2141.847841 = -37048.785448 nChanged 2 SP:Iteration 18Q (728.820302 sec): 3 clusters Score: Raw -39193.323731 + Penalty 2141.847841 = -37051.475890 nChanged 4 SP:Iteration 19Q (728.874346 sec): 3 clusters Score: Raw -39197.850121 + Penalty 2141.847841 = -37056.002280 nChanged 3 SP:Iteration 20F (728.923705 sec): 3 clusters Score: Raw -39200.851874 + Penalty 2141.847841 = -37059.004033 nChanged 1 SP:Iteration 21Q (728.962881 sec): 3 clusters Score: Raw -39201.600853 + Penalty 2141.847841 = -37059.753012 nChanged 1 SP:Iteration 22Q (729.018042 sec): 3 clusters Score: Raw -39203.014145 + Penalty 2141.847841 = -37061.166304 nChanged 1 SP:Iteration 23Q (729.063379 sec): 3 clusters Score: Raw -39205.809527 + Penalty 2141.847841 = -37063.961687 nChanged 2 SP:Iteration 24Q (729.112251 sec): 3 clusters Score: Raw -39206.815233 + Penalty 2141.847841 = -37064.967393 nChanged 2 SP:Iteration 25Q (729.158377 sec): 3 clusters Score: Raw -39210.673413 + Penalty 2141.847841 = -37068.825572 nChanged 2 SP:Iteration 26Q (729.208651 sec): 3 clusters Score: Raw -39214.173078 + Penalty 2141.847841 = -37072.325237 nChanged 3 SP:Iteration 27Q (729.257369 sec): 3 clusters Score: Raw -39221.302258 + Penalty 2141.847841 = -37079.454418 nChanged 3 SP:Iteration 28Q (729.304987 sec): 3 clusters Score: Raw -39223.360891 + Penalty 2141.847841 = -37081.513050 nChanged 0 SP:Iteration 29F (729.342694 sec): 3 clusters Score: Raw -39223.360891 + Penalty 2141.847841 = -37081.513050 nChanged 0 Trying to split cluster 2 (2743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (729.368072 sec): 2 clusters Score: Raw -142848.984471 + Penalty 1286.481217 = -141562.503254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (729.437001 sec): 3 clusters Score: Raw -141564.041781 + Penalty 2572.962435 = -138991.079347 nChanged 1024 SP:Iteration 1F (729.484934 sec): 3 clusters Score: Raw -142249.670737 + Penalty 2572.962435 = -139676.708303 nChanged 265 SP:Iteration 2F (729.522470 sec): 3 clusters Score: Raw -142548.186244 + Penalty 2572.962435 = -139975.223809 nChanged 229 SP:Iteration 3F (729.568676 sec): 3 clusters Score: Raw -142841.497808 + Penalty 2572.962435 = -140268.535373 nChanged 220 SP:Iteration 4F (729.616687 sec): 3 clusters Score: Raw -143190.691419 + Penalty 2572.962435 = -140617.728985 nChanged 226 SP:Iteration 5F (729.660441 sec): 3 clusters Score: Raw -143668.522207 + Penalty 2572.962435 = -141095.559772 nChanged 199 SP:Iteration 6F (729.710311 sec): 3 clusters Score: Raw -144093.419601 + Penalty 2572.962435 = -141520.457167 nChanged 122 SP:Iteration 7Q (729.760659 sec): 3 clusters Score: Raw -144295.910155 + Penalty 2572.962435 = -141722.947721 nChanged 59 SP:Iteration 8Q (729.803494 sec): 3 clusters Score: Raw -144352.466569 + Penalty 2572.962435 = -141779.504134 nChanged 38 SP:Iteration 9Q (729.847070 sec): 3 clusters Score: Raw -144375.479211 + Penalty 2572.962435 = -141802.516776 nChanged 30 SP:Iteration 10Q (729.902340 sec): 3 clusters Score: Raw -144396.032343 + Penalty 2572.962435 = -141823.069909 nChanged 16 SP:Iteration 11Q (729.953785 sec): 3 clusters Score: Raw -144402.824708 + Penalty 2572.962435 = -141829.862273 nChanged 8 SP:Iteration 12Q (729.994096 sec): 3 clusters Score: Raw -144406.662292 + Penalty 2572.962435 = -141833.699858 nChanged 8 SP:Iteration 13Q (730.046021 sec): 3 clusters Score: Raw -144409.363493 + Penalty 2572.962435 = -141836.401059 nChanged 7 SP:Iteration 14Q (730.098684 sec): 3 clusters Score: Raw -144412.071460 + Penalty 2572.962435 = -141839.109025 nChanged 5 SP:Iteration 15Q (730.150112 sec): 3 clusters Score: Raw -144413.865616 + Penalty 2572.962435 = -141840.903181 nChanged 6 SP:Iteration 16Q (730.201251 sec): 3 clusters Score: Raw -144419.238277 + Penalty 2572.962435 = -141846.275843 nChanged 16 SP:Iteration 17Q (730.248428 sec): 3 clusters Score: Raw -144431.541411 + Penalty 2572.962435 = -141858.578976 nChanged 15 SP:Iteration 18Q (730.302106 sec): 3 clusters Score: Raw -144443.753969 + Penalty 2572.962435 = -141870.791534 nChanged 17 SP:Iteration 19Q (730.349050 sec): 3 clusters Score: Raw -144458.438364 + Penalty 2572.962435 = -141885.475930 nChanged 26 SP:Iteration 20F (730.393270 sec): 3 clusters Score: Raw -144485.928621 + Penalty 2572.962435 = -141912.966186 nChanged 36 SP:Iteration 21Q (730.442589 sec): 3 clusters Score: Raw -144526.000174 + Penalty 2572.962435 = -141953.037739 nChanged 28 SP:Iteration 22Q (730.489619 sec): 3 clusters Score: Raw -144555.720916 + Penalty 2572.962435 = -141982.758482 nChanged 29 SP:Iteration 23Q (730.536955 sec): 3 clusters Score: Raw -144581.960484 + Penalty 2572.962435 = -142008.998049 nChanged 26 SP:Iteration 24Q (730.573538 sec): 3 clusters Score: Raw -144599.372304 + Penalty 2572.962435 = -142026.409869 nChanged 14 SP:Iteration 25Q (730.627357 sec): 3 clusters Score: Raw -144609.111777 + Penalty 2572.962435 = -142036.149343 nChanged 12 SP:Iteration 26Q (730.667387 sec): 3 clusters Score: Raw -144621.948318 + Penalty 2572.962435 = -142048.985883 nChanged 17 SP:Iteration 27Q (730.720491 sec): 3 clusters Score: Raw -144644.935596 + Penalty 2572.962435 = -142071.973161 nChanged 29 SP:Iteration 28Q (730.758012 sec): 3 clusters Score: Raw -144690.817157 + Penalty 2572.962435 = -142117.854722 nChanged 30 SP:Iteration 29Q (730.807746 sec): 3 clusters Score: Raw -144762.611070 + Penalty 2572.962435 = -142189.648635 nChanged 37 SP:Iteration 30Q (730.861843 sec): 3 clusters Score: Raw -144830.828228 + Penalty 2572.962435 = -142257.865793 nChanged 25 SP:Iteration 31Q (730.914233 sec): 3 clusters Score: Raw -144865.405797 + Penalty 2572.962435 = -142292.443363 nChanged 11 SP:Iteration 32Q (730.971209 sec): 3 clusters Score: Raw -144882.704463 + Penalty 2572.962435 = -142309.742029 nChanged 10 SP:Iteration 33Q (731.007670 sec): 3 clusters Score: Raw -144898.988337 + Penalty 2572.962435 = -142326.025902 nChanged 11 SP:Iteration 34Q (731.067300 sec): 3 clusters Score: Raw -144932.491127 + Penalty 2572.962435 = -142359.528692 nChanged 10 SP:Iteration 35Q (731.119460 sec): 3 clusters Score: Raw -144975.466501 + Penalty 2572.962435 = -142402.504066 nChanged 7 SP:Iteration 36Q (731.171481 sec): 3 clusters Score: Raw -145017.047866 + Penalty 2572.962435 = -142444.085431 nChanged 8 SP:Iteration 37Q (731.210984 sec): 3 clusters Score: Raw -145097.358325 + Penalty 2572.962435 = -142524.395890 nChanged 5 SP:Iteration 38Q (731.269450 sec): 3 clusters Score: Raw -145183.183676 + Penalty 2572.962435 = -142610.221241 nChanged 7 SP:Iteration 39Q (731.317778 sec): 3 clusters Score: Raw -145197.635442 + Penalty 2572.962435 = -142624.673007 nChanged 4 SP:Iteration 40F (731.366016 sec): 3 clusters Score: Raw -145199.998221 + Penalty 2572.962435 = -142627.035787 nChanged 4 SP:Iteration 41Q (731.420440 sec): 3 clusters Score: Raw -145203.786787 + Penalty 2572.962435 = -142630.824353 nChanged 3 SP:Iteration 42Q (731.460249 sec): 3 clusters Score: Raw -145205.644585 + Penalty 2572.962435 = -142632.682150 nChanged 0 SP:Iteration 43F (731.523523 sec): 3 clusters Score: Raw -145205.644585 + Penalty 2572.962435 = -142632.682150 nChanged 0 Score: Raw -15281471.404777 + Penalty 34496.886085 = -15246974.518691 Splitting cluster 2 changes total score from -15246274.692196 to -15246974.518691 So it's getting split into cluster 8. Trying to split cluster 3 (2075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (734.642260 sec): 2 clusters Score: Raw -122732.241527 + Penalty 1241.128920 = -121491.112607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (734.699944 sec): 3 clusters Score: Raw -121835.713661 + Penalty 2482.257841 = -119353.455820 nChanged 735 SP:Iteration 1F (734.746938 sec): 3 clusters Score: Raw -122311.515534 + Penalty 2482.257841 = -119829.257693 nChanged 170 SP:Iteration 2F (734.805896 sec): 3 clusters Score: Raw -122436.383040 + Penalty 2482.257841 = -119954.125200 nChanged 92 SP:Iteration 3Q (734.858501 sec): 3 clusters Score: Raw -122494.512492 + Penalty 2482.257841 = -120012.254651 nChanged 60 SP:Iteration 4Q (734.913011 sec): 3 clusters Score: Raw -122530.161691 + Penalty 2482.257841 = -120047.903850 nChanged 43 SP:Iteration 5Q (734.961263 sec): 3 clusters Score: Raw -122558.868839 + Penalty 2482.257841 = -120076.610998 nChanged 34 SP:Iteration 6Q (735.011129 sec): 3 clusters Score: Raw -122576.135370 + Penalty 2482.257841 = -120093.877529 nChanged 23 SP:Iteration 7Q (735.065302 sec): 3 clusters Score: Raw -122587.496900 + Penalty 2482.257841 = -120105.239060 nChanged 24 SP:Iteration 8Q (735.105417 sec): 3 clusters Score: Raw -122599.736844 + Penalty 2482.257841 = -120117.479003 nChanged 24 SP:Iteration 9Q (735.154927 sec): 3 clusters Score: Raw -122610.938756 + Penalty 2482.257841 = -120128.680916 nChanged 14 SP:Iteration 10Q (735.198051 sec): 3 clusters Score: Raw -122617.239865 + Penalty 2482.257841 = -120134.982025 nChanged 12 SP:Iteration 11Q (735.250374 sec): 3 clusters Score: Raw -122623.267968 + Penalty 2482.257841 = -120141.010128 nChanged 12 SP:Iteration 12Q (735.303628 sec): 3 clusters Score: Raw -122627.620013 + Penalty 2482.257841 = -120145.362172 nChanged 11 SP:Iteration 13Q (735.350033 sec): 3 clusters Score: Raw -122631.607538 + Penalty 2482.257841 = -120149.349697 nChanged 8 SP:Iteration 14Q (735.396446 sec): 3 clusters Score: Raw -122634.088573 + Penalty 2482.257841 = -120151.830733 nChanged 7 SP:Iteration 15Q (735.442894 sec): 3 clusters Score: Raw -122637.249443 + Penalty 2482.257841 = -120154.991602 nChanged 8 SP:Iteration 16Q (735.489513 sec): 3 clusters Score: Raw -122641.611361 + Penalty 2482.257841 = -120159.353520 nChanged 10 SP:Iteration 17Q (735.536146 sec): 3 clusters Score: Raw -122644.866963 + Penalty 2482.257841 = -120162.609122 nChanged 9 SP:Iteration 18Q (735.583158 sec): 3 clusters Score: Raw -122649.923673 + Penalty 2482.257841 = -120167.665832 nChanged 6 SP:Iteration 19Q (735.630088 sec): 3 clusters Score: Raw -122653.001249 + Penalty 2482.257841 = -120170.743408 nChanged 5 SP:Iteration 20F (735.677537 sec): 3 clusters Score: Raw -122654.943497 + Penalty 2482.257841 = -120172.685656 nChanged 7 SP:Iteration 21Q (735.724643 sec): 3 clusters Score: Raw -122658.094865 + Penalty 2482.257841 = -120175.837025 nChanged 7 SP:Iteration 22Q (735.758748 sec): 3 clusters Score: Raw -122661.695402 + Penalty 2482.257841 = -120179.437561 nChanged 8 SP:Iteration 23Q (735.822733 sec): 3 clusters Score: Raw -122665.502081 + Penalty 2482.257841 = -120183.244241 nChanged 6 SP:Iteration 24Q (735.871697 sec): 3 clusters Score: Raw -122668.460588 + Penalty 2482.257841 = -120186.202747 nChanged 6 SP:Iteration 25Q (735.917854 sec): 3 clusters Score: Raw -122671.064973 + Penalty 2482.257841 = -120188.807133 nChanged 3 SP:Iteration 26Q (735.974817 sec): 3 clusters Score: Raw -122672.314308 + Penalty 2482.257841 = -120190.056467 nChanged 6 SP:Iteration 27Q (736.014507 sec): 3 clusters Score: Raw -122674.557042 + Penalty 2482.257841 = -120192.299201 nChanged 4 SP:Iteration 28Q (736.074043 sec): 3 clusters Score: Raw -122676.955454 + Penalty 2482.257841 = -120194.697614 nChanged 5 SP:Iteration 29Q (736.119686 sec): 3 clusters Score: Raw -122679.576349 + Penalty 2482.257841 = -120197.318509 nChanged 6 SP:Iteration 30Q (736.178150 sec): 3 clusters Score: Raw -122681.642921 + Penalty 2482.257841 = -120199.385080 nChanged 1 SP:Iteration 31Q (736.226026 sec): 3 clusters Score: Raw -122682.040198 + Penalty 2482.257841 = -120199.782358 nChanged 2 SP:Iteration 32Q (736.271906 sec): 3 clusters Score: Raw -122682.859409 + Penalty 2482.257841 = -120200.601568 nChanged 3 SP:Iteration 33Q (736.332983 sec): 3 clusters Score: Raw -122684.049040 + Penalty 2482.257841 = -120201.791199 nChanged 0 SP:Iteration 34F (736.383360 sec): 3 clusters Score: Raw -122684.049040 + Penalty 2482.257841 = -120201.791199 nChanged 0 Trying to split cluster 4 (2599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (736.415329 sec): 2 clusters Score: Raw -144843.095392 + Penalty 1277.718331 = -143565.377061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.458685 sec): 3 clusters Score: Raw -143652.590087 + Penalty 2555.436661 = -141097.153426 nChanged 960 SP:Iteration 1F (736.521698 sec): 3 clusters Score: Raw -144247.547487 + Penalty 2555.436661 = -141692.110826 nChanged 221 SP:Iteration 2F (736.565733 sec): 3 clusters Score: Raw -144417.295510 + Penalty 2555.436661 = -141861.858849 nChanged 156 SP:Iteration 3F (736.610909 sec): 3 clusters Score: Raw -144522.725999 + Penalty 2555.436661 = -141967.289337 nChanged 108 SP:Iteration 4Q (736.658916 sec): 3 clusters Score: Raw -144602.250497 + Penalty 2555.436661 = -142046.813836 nChanged 94 SP:Iteration 5Q (736.706587 sec): 3 clusters Score: Raw -144662.095262 + Penalty 2555.436661 = -142106.658601 nChanged 84 SP:Iteration 6Q (736.758212 sec): 3 clusters Score: Raw -144711.533043 + Penalty 2555.436661 = -142156.096382 nChanged 71 SP:Iteration 7Q (736.806210 sec): 3 clusters Score: Raw -144751.633191 + Penalty 2555.436661 = -142196.196530 nChanged 57 SP:Iteration 8Q (736.847190 sec): 3 clusters Score: Raw -144786.477470 + Penalty 2555.436661 = -142231.040808 nChanged 55 SP:Iteration 9Q (736.898876 sec): 3 clusters Score: Raw -144821.334487 + Penalty 2555.436661 = -142265.897826 nChanged 50 SP:Iteration 10Q (736.939698 sec): 3 clusters Score: Raw -144856.939146 + Penalty 2555.436661 = -142301.502485 nChanged 51 SP:Iteration 11Q (736.988539 sec): 3 clusters Score: Raw -144893.910915 + Penalty 2555.436661 = -142338.474254 nChanged 54 SP:Iteration 12Q (737.034763 sec): 3 clusters Score: Raw -144924.753282 + Penalty 2555.436661 = -142369.316620 nChanged 44 SP:Iteration 13Q (737.087823 sec): 3 clusters Score: Raw -144957.705248 + Penalty 2555.436661 = -142402.268587 nChanged 47 SP:Iteration 14Q (737.138129 sec): 3 clusters Score: Raw -144990.725380 + Penalty 2555.436661 = -142435.288719 nChanged 55 SP:Iteration 15Q (737.184315 sec): 3 clusters Score: Raw -145037.452830 + Penalty 2555.436661 = -142482.016169 nChanged 54 SP:Iteration 16Q (737.230797 sec): 3 clusters Score: Raw -145070.831512 + Penalty 2555.436661 = -142515.394851 nChanged 41 SP:Iteration 17Q (737.278870 sec): 3 clusters Score: Raw -145098.111158 + Penalty 2555.436661 = -142542.674497 nChanged 51 SP:Iteration 18Q (737.325824 sec): 3 clusters Score: Raw -145138.824503 + Penalty 2555.436661 = -142583.387842 nChanged 64 SP:Iteration 19Q (737.373752 sec): 3 clusters Score: Raw -145197.387399 + Penalty 2555.436661 = -142641.950737 nChanged 68 SP:Iteration 20F (737.421759 sec): 3 clusters Score: Raw -145294.631209 + Penalty 2555.436661 = -142739.194547 nChanged 86 SP:Iteration 21Q (737.469580 sec): 3 clusters Score: Raw -145495.988226 + Penalty 2555.436661 = -142940.551565 nChanged 107 SP:Iteration 22Q (737.517507 sec): 3 clusters Score: Raw -145921.299851 + Penalty 2555.436661 = -143365.863190 nChanged 79 SP:Iteration 23Q (737.553322 sec): 3 clusters Score: Raw -146120.739531 + Penalty 2555.436661 = -143565.302870 nChanged 45 SP:Iteration 24Q (737.600714 sec): 3 clusters Score: Raw -146156.811548 + Penalty 2555.436661 = -143601.374887 nChanged 18 SP:Iteration 25Q (737.647620 sec): 3 clusters Score: Raw -146164.985766 + Penalty 2555.436661 = -143609.549105 nChanged 11 SP:Iteration 26Q (737.697425 sec): 3 clusters Score: Raw -146171.224305 + Penalty 2555.436661 = -143615.787644 nChanged 7 SP:Iteration 27Q (737.741243 sec): 3 clusters Score: Raw -146174.953811 + Penalty 2555.436661 = -143619.517150 nChanged 3 SP:Iteration 28Q (737.791568 sec): 3 clusters Score: Raw -146175.850721 + Penalty 2555.436661 = -143620.414060 nChanged 0 SP:Iteration 29F (737.836941 sec): 3 clusters Score: Raw -146175.850721 + Penalty 2555.436661 = -143620.414060 nChanged 0 Score: Raw -15282804.160106 + Penalty 36526.114678 = -15246278.045428 Splitting cluster 4 changes total score from -15246274.692196 to -15246278.045428 So it's getting split into cluster 9. Trying to split cluster 5 (9649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (741.142302 sec): 2 clusters Score: Raw -571309.360153 + Penalty 1490.874054 = -569818.486099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (741.202518 sec): 3 clusters Score: Raw -565856.131928 + Penalty 2981.748108 = -562874.383821 nChanged 4125 SP:Iteration 1F (741.265850 sec): 3 clusters Score: Raw -568193.245124 + Penalty 2981.748108 = -565211.497017 nChanged 653 SP:Iteration 2F (741.331312 sec): 3 clusters Score: Raw -568578.469147 + Penalty 2981.748108 = -565596.721039 nChanged 600 SP:Iteration 3F (741.396819 sec): 3 clusters Score: Raw -569059.827415 + Penalty 2981.748108 = -566078.079307 nChanged 628 SP:Iteration 4F (741.446322 sec): 3 clusters Score: Raw -569646.919775 + Penalty 2981.748108 = -566665.171668 nChanged 684 SP:Iteration 5F (741.508232 sec): 3 clusters Score: Raw -570257.530872 + Penalty 2981.748108 = -567275.782764 nChanged 709 SP:Iteration 6F (741.572321 sec): 3 clusters Score: Raw -570903.903529 + Penalty 2981.748108 = -567922.155422 nChanged 652 SP:Iteration 7F (741.645842 sec): 3 clusters Score: Raw -571505.694032 + Penalty 2981.748108 = -568523.945924 nChanged 558 SP:Iteration 8F (741.711354 sec): 3 clusters Score: Raw -572036.851593 + Penalty 2981.748108 = -569055.103485 nChanged 478 SP:Iteration 9Q (741.774642 sec): 3 clusters Score: Raw -572533.002220 + Penalty 2981.748108 = -569551.254112 nChanged 362 SP:Iteration 10Q (741.828480 sec): 3 clusters Score: Raw -572892.948827 + Penalty 2981.748108 = -569911.200719 nChanged 318 SP:Iteration 11Q (741.893263 sec): 3 clusters Score: Raw -573238.961072 + Penalty 2981.748108 = -570257.212965 nChanged 230 SP:Iteration 12Q (741.950325 sec): 3 clusters Score: Raw -573490.882745 + Penalty 2981.748108 = -570509.134637 nChanged 211 SP:Iteration 13Q (742.015555 sec): 3 clusters Score: Raw -573706.436166 + Penalty 2981.748108 = -570724.688059 nChanged 187 SP:Iteration 14Q (742.068903 sec): 3 clusters Score: Raw -573871.564586 + Penalty 2981.748108 = -570889.816478 nChanged 177 SP:Iteration 15Q (742.127316 sec): 3 clusters Score: Raw -573992.640539 + Penalty 2981.748108 = -571010.892431 nChanged 156 SP:Iteration 16Q (742.188940 sec): 3 clusters Score: Raw -574092.662839 + Penalty 2981.748108 = -571110.914731 nChanged 134 SP:Iteration 17Q (742.246223 sec): 3 clusters Score: Raw -574175.618332 + Penalty 2981.748108 = -571193.870224 nChanged 134 SP:Iteration 18Q (742.306159 sec): 3 clusters Score: Raw -574276.216731 + Penalty 2981.748108 = -571294.468623 nChanged 143 SP:Iteration 19Q (742.366234 sec): 3 clusters Score: Raw -574390.238695 + Penalty 2981.748108 = -571408.490588 nChanged 142 SP:Iteration 20F (742.428956 sec): 3 clusters Score: Raw -574507.315237 + Penalty 2981.748108 = -571525.567130 nChanged 141 SP:Iteration 21Q (742.502090 sec): 3 clusters Score: Raw -574595.872498 + Penalty 2981.748108 = -571614.124391 nChanged 117 SP:Iteration 22Q (742.562675 sec): 3 clusters Score: Raw -574671.634842 + Penalty 2981.748108 = -571689.886735 nChanged 132 SP:Iteration 23Q (742.618302 sec): 3 clusters Score: Raw -574751.999175 + Penalty 2981.748108 = -571770.251068 nChanged 121 SP:Iteration 24Q (742.679321 sec): 3 clusters Score: Raw -574816.709069 + Penalty 2981.748108 = -571834.960961 nChanged 103 SP:Iteration 25Q (742.741887 sec): 3 clusters Score: Raw -574865.115659 + Penalty 2981.748108 = -571883.367552 nChanged 85 SP:Iteration 26Q (742.799440 sec): 3 clusters Score: Raw -574902.421645 + Penalty 2981.748108 = -571920.673537 nChanged 82 SP:Iteration 27Q (742.863448 sec): 3 clusters Score: Raw -574929.837037 + Penalty 2981.748108 = -571948.088930 nChanged 58 SP:Iteration 28Q (742.928104 sec): 3 clusters Score: Raw -574949.032382 + Penalty 2981.748108 = -571967.284274 nChanged 48 SP:Iteration 29Q (742.992704 sec): 3 clusters Score: Raw -574965.339375 + Penalty 2981.748108 = -571983.591267 nChanged 44 SP:Iteration 30Q (743.047503 sec): 3 clusters Score: Raw -574978.974176 + Penalty 2981.748108 = -571997.226068 nChanged 33 SP:Iteration 31Q (743.116837 sec): 3 clusters Score: Raw -574988.306626 + Penalty 2981.748108 = -572006.558519 nChanged 33 SP:Iteration 32Q (743.170381 sec): 3 clusters Score: Raw -574994.710067 + Penalty 2981.748108 = -572012.961960 nChanged 24 SP:Iteration 33Q (743.240705 sec): 3 clusters Score: Raw -574998.879490 + Penalty 2981.748108 = -572017.131383 nChanged 19 SP:Iteration 34Q (743.300911 sec): 3 clusters Score: Raw -575001.999086 + Penalty 2981.748108 = -572020.250978 nChanged 19 SP:Iteration 35Q (743.362864 sec): 3 clusters Score: Raw -575005.395813 + Penalty 2981.748108 = -572023.647706 nChanged 22 SP:Iteration 36Q (743.420777 sec): 3 clusters Score: Raw -575009.665634 + Penalty 2981.748108 = -572027.917526 nChanged 19 SP:Iteration 37Q (743.480653 sec): 3 clusters Score: Raw -575012.854677 + Penalty 2981.748108 = -572031.106570 nChanged 14 SP:Iteration 38Q (743.541364 sec): 3 clusters Score: Raw -575014.434914 + Penalty 2981.748108 = -572032.686807 nChanged 6 SP:Iteration 39Q (743.590360 sec): 3 clusters Score: Raw -575014.990948 + Penalty 2981.748108 = -572033.242841 nChanged 2 SP:Iteration 40F (743.667453 sec): 3 clusters Score: Raw -575016.522488 + Penalty 2981.748108 = -572034.774381 nChanged 3 SP:Iteration 41Q (743.727008 sec): 3 clusters Score: Raw -575016.903378 + Penalty 2981.748108 = -572035.155270 nChanged 5 SP:Iteration 42Q (743.779528 sec): 3 clusters Score: Raw -575017.705383 + Penalty 2981.748108 = -572035.957276 nChanged 8 SP:Iteration 43Q (743.847090 sec): 3 clusters Score: Raw -575019.072788 + Penalty 2981.748108 = -572037.324680 nChanged 8 SP:Iteration 44Q (743.913408 sec): 3 clusters Score: Raw -575020.825375 + Penalty 2981.748108 = -572039.077267 nChanged 12 SP:Iteration 45Q (743.964921 sec): 3 clusters Score: Raw -575022.303597 + Penalty 2981.748108 = -572040.555489 nChanged 7 SP:Iteration 46Q (744.033901 sec): 3 clusters Score: Raw -575023.060129 + Penalty 2981.748108 = -572041.312022 nChanged 7 SP:Iteration 47Q (744.081665 sec): 3 clusters Score: Raw -575023.802594 + Penalty 2981.748108 = -572042.054486 nChanged 5 SP:Iteration 48Q (744.139122 sec): 3 clusters Score: Raw -575024.782709 + Penalty 2981.748108 = -572043.034601 nChanged 5 SP:Iteration 49Q (744.203308 sec): 3 clusters Score: Raw -575025.344388 + Penalty 2981.748108 = -572043.596281 nChanged 6 SP:Iteration 50Q (744.254476 sec): 3 clusters Score: Raw -575026.318685 + Penalty 2981.748108 = -572044.570578 nChanged 6 SP:Iteration 51Q (744.319507 sec): 3 clusters Score: Raw -575026.967161 + Penalty 2981.748108 = -572045.219053 nChanged 7 SP:Iteration 52Q (744.379810 sec): 3 clusters Score: Raw -575027.614682 + Penalty 2981.748108 = -572045.866574 nChanged 4 SP:Iteration 53Q (744.429646 sec): 3 clusters Score: Raw -575028.167166 + Penalty 2981.748108 = -572046.419058 nChanged 5 SP:Iteration 54Q (744.489996 sec): 3 clusters Score: Raw -575028.665672 + Penalty 2981.748108 = -572046.917565 nChanged 4 SP:Iteration 55Q (744.552023 sec): 3 clusters Score: Raw -575029.042831 + Penalty 2981.748108 = -572047.294724 nChanged 7 SP:Iteration 56Q (744.614543 sec): 3 clusters Score: Raw -575029.730995 + Penalty 2981.748108 = -572047.982887 nChanged 10 SP:Iteration 57Q (744.674020 sec): 3 clusters Score: Raw -575031.340764 + Penalty 2981.748108 = -572049.592656 nChanged 12 SP:Iteration 58Q (744.734762 sec): 3 clusters Score: Raw -575032.835791 + Penalty 2981.748108 = -572051.087683 nChanged 15 SP:Iteration 59Q (744.790150 sec): 3 clusters Score: Raw -575035.276037 + Penalty 2981.748108 = -572053.527929 nChanged 18 SP:Iteration 60F (744.863985 sec): 3 clusters Score: Raw -575038.292645 + Penalty 2981.748108 = -572056.544537 nChanged 14 SP:Iteration 61Q (744.920533 sec): 3 clusters Score: Raw -575041.065117 + Penalty 2981.748108 = -572059.317009 nChanged 13 SP:Iteration 62Q (744.985606 sec): 3 clusters Score: Raw -575043.282945 + Penalty 2981.748108 = -572061.534838 nChanged 8 SP:Iteration 63Q (745.048018 sec): 3 clusters Score: Raw -575044.581237 + Penalty 2981.748108 = -572062.833129 nChanged 10 SP:Iteration 64Q (745.089622 sec): 3 clusters Score: Raw -575046.196177 + Penalty 2981.748108 = -572064.448069 nChanged 14 SP:Iteration 65Q (745.160766 sec): 3 clusters Score: Raw -575048.470405 + Penalty 2981.748108 = -572066.722297 nChanged 18 SP:Iteration 66Q (745.223667 sec): 3 clusters Score: Raw -575051.562647 + Penalty 2981.748108 = -572069.814539 nChanged 21 SP:Iteration 67Q (745.289170 sec): 3 clusters Score: Raw -575055.146513 + Penalty 2981.748108 = -572073.398406 nChanged 27 SP:Iteration 68Q (745.348343 sec): 3 clusters Score: Raw -575059.355052 + Penalty 2981.748108 = -572077.606944 nChanged 21 SP:Iteration 69Q (745.396931 sec): 3 clusters Score: Raw -575063.080616 + Penalty 2981.748108 = -572081.332508 nChanged 12 SP:Iteration 70Q (745.457071 sec): 3 clusters Score: Raw -575064.795813 + Penalty 2981.748108 = -572083.047706 nChanged 13 SP:Iteration 71Q (745.517963 sec): 3 clusters Score: Raw -575066.325964 + Penalty 2981.748108 = -572084.577857 nChanged 4 SP:Iteration 72Q (745.590452 sec): 3 clusters Score: Raw -575066.680732 + Penalty 2981.748108 = -572084.932624 nChanged 6 SP:Iteration 73Q (745.645951 sec): 3 clusters Score: Raw -575067.451748 + Penalty 2981.748108 = -572085.703641 nChanged 6 SP:Iteration 74Q (745.712556 sec): 3 clusters Score: Raw -575067.905007 + Penalty 2981.748108 = -572086.156899 nChanged 1 SP:Iteration 75Q (745.767855 sec): 3 clusters Score: Raw -575067.948120 + Penalty 2981.748108 = -572086.200013 nChanged 1 SP:Iteration 76Q (745.826804 sec): 3 clusters Score: Raw -575068.000832 + Penalty 2981.748108 = -572086.252724 nChanged 1 SP:Iteration 77Q (745.892484 sec): 3 clusters Score: Raw -575068.058562 + Penalty 2981.748108 = -572086.310454 nChanged 3 SP:Iteration 78Q (745.954933 sec): 3 clusters Score: Raw -575068.266686 + Penalty 2981.748108 = -572086.518578 nChanged 4 SP:Iteration 79Q (746.003909 sec): 3 clusters Score: Raw -575068.804905 + Penalty 2981.748108 = -572087.056798 nChanged 4 SP:Iteration 80F (746.073736 sec): 3 clusters Score: Raw -575069.326536 + Penalty 2981.748108 = -572087.578428 nChanged 3 SP:Iteration 81Q (746.131800 sec): 3 clusters Score: Raw -575069.540879 + Penalty 2981.748108 = -572087.792771 nChanged 2 SP:Iteration 82Q (746.195664 sec): 3 clusters Score: Raw -575069.875880 + Penalty 2981.748108 = -572088.127772 nChanged 1 SP:Iteration 83Q (746.250895 sec): 3 clusters Score: Raw -575069.943150 + Penalty 2981.748108 = -572088.195043 nChanged 0 SP:Iteration 84F (746.322473 sec): 3 clusters Score: Raw -575069.943150 + Penalty 2981.748108 = -572088.195043 nChanged 0 Score: Raw -15286564.743104 + Penalty 38555.343272 = -15248009.399832 Splitting cluster 5 changes total score from -15246274.692196 to -15248009.399832 So it's getting split into cluster 14. Trying to split cluster 6 (26952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (749.791979 sec): 2 clusters Score: Raw -1689111.611240 + Penalty 1657.794578 = -1687453.816662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (749.872245 sec): 3 clusters Score: Raw -1672563.569881 + Penalty 3315.589155 = -1669247.980726 nChanged 12363 SP:Iteration 1F (749.973838 sec): 3 clusters Score: Raw -1679561.609430 + Penalty 3315.589155 = -1676246.020274 nChanged 1358 SP:Iteration 2F (750.058773 sec): 3 clusters Score: Raw -1680125.731746 + Penalty 3315.589155 = -1676810.142591 nChanged 1403 SP:Iteration 3F (750.154877 sec): 3 clusters Score: Raw -1680781.929161 + Penalty 3315.589155 = -1677466.340006 nChanged 1566 SP:Iteration 4F (750.251644 sec): 3 clusters Score: Raw -1681653.086643 + Penalty 3315.589155 = -1678337.497487 nChanged 1720 SP:Iteration 5F (750.346377 sec): 3 clusters Score: Raw -1682831.019173 + Penalty 3315.589155 = -1679515.430018 nChanged 2077 SP:Iteration 6F (750.428229 sec): 3 clusters Score: Raw -1684520.181978 + Penalty 3315.589155 = -1681204.592823 nChanged 2073 SP:Iteration 7F (750.525007 sec): 3 clusters Score: Raw -1686343.038299 + Penalty 3315.589155 = -1683027.449144 nChanged 1902 SP:Iteration 8F (750.617655 sec): 3 clusters Score: Raw -1688081.362683 + Penalty 3315.589155 = -1684765.773528 nChanged 1460 SP:Iteration 9F (750.700453 sec): 3 clusters Score: Raw -1689249.196463 + Penalty 3315.589155 = -1685933.607308 nChanged 1004 SP:Iteration 10Q (750.788724 sec): 3 clusters Score: Raw -1689808.448880 + Penalty 3315.589155 = -1686492.859724 nChanged 598 SP:Iteration 11Q (750.888441 sec): 3 clusters Score: Raw -1690085.999401 + Penalty 3315.589155 = -1686770.410246 nChanged 401 SP:Iteration 12Q (750.965807 sec): 3 clusters Score: Raw -1690263.646979 + Penalty 3315.589155 = -1686948.057824 nChanged 300 SP:Iteration 13Q (751.057709 sec): 3 clusters Score: Raw -1690393.897385 + Penalty 3315.589155 = -1687078.308230 nChanged 225 SP:Iteration 14Q (751.139580 sec): 3 clusters Score: Raw -1690485.541712 + Penalty 3315.589155 = -1687169.952557 nChanged 186 SP:Iteration 15Q (751.231748 sec): 3 clusters Score: Raw -1690564.931776 + Penalty 3315.589155 = -1687249.342620 nChanged 157 SP:Iteration 16Q (751.317957 sec): 3 clusters Score: Raw -1690626.221182 + Penalty 3315.589155 = -1687310.632027 nChanged 130 SP:Iteration 17Q (751.406374 sec): 3 clusters Score: Raw -1690668.361512 + Penalty 3315.589155 = -1687352.772357 nChanged 110 SP:Iteration 18Q (751.490611 sec): 3 clusters Score: Raw -1690707.119177 + Penalty 3315.589155 = -1687391.530022 nChanged 104 SP:Iteration 19Q (751.575245 sec): 3 clusters Score: Raw -1690737.703131 + Penalty 3315.589155 = -1687422.113976 nChanged 81 SP:Iteration 20F (751.677120 sec): 3 clusters Score: Raw -1690756.694749 + Penalty 3315.589155 = -1687441.105594 nChanged 67 SP:Iteration 21Q (751.762763 sec): 3 clusters Score: Raw -1690770.505282 + Penalty 3315.589155 = -1687454.916127 nChanged 61 SP:Iteration 22Q (751.847707 sec): 3 clusters Score: Raw -1690783.435366 + Penalty 3315.589155 = -1687467.846210 nChanged 64 SP:Iteration 23Q (751.939749 sec): 3 clusters Score: Raw -1690798.055874 + Penalty 3315.589155 = -1687482.466719 nChanged 51 SP:Iteration 24Q (752.022282 sec): 3 clusters Score: Raw -1690810.007385 + Penalty 3315.589155 = -1687494.418229 nChanged 52 SP:Iteration 25Q (752.112925 sec): 3 clusters Score: Raw -1690822.601253 + Penalty 3315.589155 = -1687507.012098 nChanged 50 SP:Iteration 26Q (752.197605 sec): 3 clusters Score: Raw -1690832.757511 + Penalty 3315.589155 = -1687517.168355 nChanged 34 SP:Iteration 27Q (752.275256 sec): 3 clusters Score: Raw -1690839.785009 + Penalty 3315.589155 = -1687524.195854 nChanged 30 SP:Iteration 28Q (752.358954 sec): 3 clusters Score: Raw -1690843.998822 + Penalty 3315.589155 = -1687528.409667 nChanged 23 SP:Iteration 29Q (752.456876 sec): 3 clusters Score: Raw -1690847.097461 + Penalty 3315.589155 = -1687531.508306 nChanged 17 SP:Iteration 30Q (752.551020 sec): 3 clusters Score: Raw -1690849.179647 + Penalty 3315.589155 = -1687533.590491 nChanged 23 SP:Iteration 31Q (752.641449 sec): 3 clusters Score: Raw -1690852.677933 + Penalty 3315.589155 = -1687537.088778 nChanged 15 SP:Iteration 32Q (752.729323 sec): 3 clusters Score: Raw -1690854.967389 + Penalty 3315.589155 = -1687539.378234 nChanged 8 SP:Iteration 33Q (752.821179 sec): 3 clusters Score: Raw -1690855.686189 + Penalty 3315.589155 = -1687540.097034 nChanged 5 SP:Iteration 34Q (752.894064 sec): 3 clusters Score: Raw -1690855.982787 + Penalty 3315.589155 = -1687540.393632 nChanged 5 SP:Iteration 35Q (752.994253 sec): 3 clusters Score: Raw -1690856.287163 + Penalty 3315.589155 = -1687540.698008 nChanged 5 SP:Iteration 36Q (753.081782 sec): 3 clusters Score: Raw -1690856.837324 + Penalty 3315.589155 = -1687541.248169 nChanged 5 SP:Iteration 37Q (753.161711 sec): 3 clusters Score: Raw -1690857.444161 + Penalty 3315.589155 = -1687541.855006 nChanged 6 SP:Iteration 38Q (753.262030 sec): 3 clusters Score: Raw -1690857.973047 + Penalty 3315.589155 = -1687542.383892 nChanged 2 SP:Iteration 39Q (753.349772 sec): 3 clusters Score: Raw -1690858.218862 + Penalty 3315.589155 = -1687542.629707 nChanged 4 SP:Iteration 40F (753.440694 sec): 3 clusters Score: Raw -1690858.829132 + Penalty 3315.589155 = -1687543.239977 nChanged 6 SP:Iteration 41Q (753.528007 sec): 3 clusters Score: Raw -1690859.380137 + Penalty 3315.589155 = -1687543.790981 nChanged 3 SP:Iteration 42Q (753.609742 sec): 3 clusters Score: Raw -1690859.626058 + Penalty 3315.589155 = -1687544.036903 nChanged 2 SP:Iteration 43Q (753.693214 sec): 3 clusters Score: Raw -1690859.770342 + Penalty 3315.589155 = -1687544.181187 nChanged 1 SP:Iteration 44Q (753.767573 sec): 3 clusters Score: Raw -1690859.831954 + Penalty 3315.589155 = -1687544.242799 nChanged 1 SP:Iteration 45Q (753.862344 sec): 3 clusters Score: Raw -1690859.875002 + Penalty 3315.589155 = -1687544.285847 nChanged 0 SP:Iteration 46F (753.955819 sec): 3 clusters Score: Raw -1690859.875002 + Penalty 3315.589155 = -1687544.285847 nChanged 0 Score: Raw -15288313.006865 + Penalty 40584.571865 = -15247728.435001 Splitting cluster 6 changes total score from -15246274.692196 to -15247728.435001 So it's getting split into cluster 19. Trying to split cluster 7 (5887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (757.508142 sec): 2 clusters Score: Raw -367082.791098 + Penalty 1410.581544 = -365672.209554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (757.564149 sec): 3 clusters Score: Raw -364006.510320 + Penalty 2821.163088 = -361185.347232 nChanged 2469 SP:Iteration 1F (757.609406 sec): 3 clusters Score: Raw -365958.303483 + Penalty 2821.163088 = -363137.140395 nChanged 597 SP:Iteration 2F (757.678966 sec): 3 clusters Score: Raw -366573.193248 + Penalty 2821.163088 = -363752.030160 nChanged 549 SP:Iteration 3F (757.733605 sec): 3 clusters Score: Raw -367195.936818 + Penalty 2821.163088 = -364374.773730 nChanged 486 SP:Iteration 4F (757.790780 sec): 3 clusters Score: Raw -367752.090991 + Penalty 2821.163088 = -364930.927903 nChanged 405 SP:Iteration 5F (757.850539 sec): 3 clusters Score: Raw -368264.946313 + Penalty 2821.163088 = -365443.783225 nChanged 291 SP:Iteration 6Q (757.902781 sec): 3 clusters Score: Raw -368655.907126 + Penalty 2821.163088 = -365834.744038 nChanged 231 SP:Iteration 7Q (757.951964 sec): 3 clusters Score: Raw -368971.906253 + Penalty 2821.163088 = -366150.743166 nChanged 185 SP:Iteration 8Q (758.008274 sec): 3 clusters Score: Raw -369220.032261 + Penalty 2821.163088 = -366398.869173 nChanged 136 SP:Iteration 9Q (758.075855 sec): 3 clusters Score: Raw -369374.209808 + Penalty 2821.163088 = -366553.046720 nChanged 88 SP:Iteration 10Q (758.130809 sec): 3 clusters Score: Raw -369448.779418 + Penalty 2821.163088 = -366627.616330 nChanged 44 SP:Iteration 11Q (758.192651 sec): 3 clusters Score: Raw -369472.257837 + Penalty 2821.163088 = -366651.094749 nChanged 16 SP:Iteration 12Q (758.239808 sec): 3 clusters Score: Raw -369478.292391 + Penalty 2821.163088 = -366657.129303 nChanged 3 SP:Iteration 13Q (758.301796 sec): 3 clusters Score: Raw -369479.112935 + Penalty 2821.163088 = -366657.949847 nChanged 3 SP:Iteration 14Q (758.346894 sec): 3 clusters Score: Raw -369479.828159 + Penalty 2821.163088 = -366658.665071 nChanged 4 SP:Iteration 15Q (758.403623 sec): 3 clusters Score: Raw -369481.503370 + Penalty 2821.163088 = -366660.340282 nChanged 3 SP:Iteration 16Q (758.472418 sec): 3 clusters Score: Raw -369482.593505 + Penalty 2821.163088 = -366661.430417 nChanged 4 SP:Iteration 17Q (758.530027 sec): 3 clusters Score: Raw -369483.863812 + Penalty 2821.163088 = -366662.700724 nChanged 6 SP:Iteration 18Q (758.583073 sec): 3 clusters Score: Raw -369485.747838 + Penalty 2821.163088 = -366664.584750 nChanged 2 SP:Iteration 19Q (758.637287 sec): 3 clusters Score: Raw -369486.345007 + Penalty 2821.163088 = -366665.181919 nChanged 0 SP:Iteration 20F (758.688300 sec): 3 clusters Score: Raw -369486.345007 + Penalty 2821.163088 = -366665.181919 nChanged 0 Score: Raw -15290716.560774 + Penalty 42613.800458 = -15248102.760316 Splitting cluster 7 changes total score from -15246274.692196 to -15248102.760316 So it's getting split into cluster 21. Trying to split cluster 10 (2878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (762.576775 sec): 2 clusters Score: Raw -169723.018527 + Penalty 1294.288269 = -168428.730258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (762.633360 sec): 3 clusters Score: Raw -168358.444214 + Penalty 2588.576538 = -165769.867675 nChanged 1112 SP:Iteration 1F (762.681204 sec): 3 clusters Score: Raw -169133.793542 + Penalty 2588.576538 = -166545.217004 nChanged 281 SP:Iteration 2F (762.738567 sec): 3 clusters Score: Raw -169532.284629 + Penalty 2588.576538 = -166943.708091 nChanged 233 SP:Iteration 3F (762.794374 sec): 3 clusters Score: Raw -169849.597104 + Penalty 2588.576538 = -167261.020566 nChanged 206 SP:Iteration 4F (762.840738 sec): 3 clusters Score: Raw -170045.062986 + Penalty 2588.576538 = -167456.486447 nChanged 152 SP:Iteration 5F (762.887654 sec): 3 clusters Score: Raw -170169.311227 + Penalty 2588.576538 = -167580.734689 nChanged 120 SP:Iteration 6Q (762.927166 sec): 3 clusters Score: Raw -170249.146872 + Penalty 2588.576538 = -167660.570333 nChanged 79 SP:Iteration 7Q (762.991239 sec): 3 clusters Score: Raw -170304.177120 + Penalty 2588.576538 = -167715.600581 nChanged 56 SP:Iteration 8Q (763.042150 sec): 3 clusters Score: Raw -170342.917468 + Penalty 2588.576538 = -167754.340929 nChanged 47 SP:Iteration 9Q (763.087284 sec): 3 clusters Score: Raw -170371.851491 + Penalty 2588.576538 = -167783.274953 nChanged 24 SP:Iteration 10Q (763.139629 sec): 3 clusters Score: Raw -170386.330195 + Penalty 2588.576538 = -167797.753656 nChanged 19 SP:Iteration 11Q (763.192043 sec): 3 clusters Score: Raw -170395.567489 + Penalty 2588.576538 = -167806.990951 nChanged 8 SP:Iteration 12Q (763.240969 sec): 3 clusters Score: Raw -170399.865861 + Penalty 2588.576538 = -167811.289322 nChanged 7 SP:Iteration 13Q (763.283257 sec): 3 clusters Score: Raw -170403.161582 + Penalty 2588.576538 = -167814.585044 nChanged 7 SP:Iteration 14Q (763.342262 sec): 3 clusters Score: Raw -170406.529641 + Penalty 2588.576538 = -167817.953102 nChanged 7 SP:Iteration 15Q (763.390519 sec): 3 clusters Score: Raw -170409.875389 + Penalty 2588.576538 = -167821.298850 nChanged 6 SP:Iteration 16Q (763.438877 sec): 3 clusters Score: Raw -170412.032847 + Penalty 2588.576538 = -167823.456308 nChanged 3 SP:Iteration 17Q (763.486803 sec): 3 clusters Score: Raw -170413.438808 + Penalty 2588.576538 = -167824.862270 nChanged 1 SP:Iteration 18Q (763.529141 sec): 3 clusters Score: Raw -170413.771938 + Penalty 2588.576538 = -167825.195400 nChanged 3 SP:Iteration 19Q (763.577590 sec): 3 clusters Score: Raw -170415.161452 + Penalty 2588.576538 = -167826.584913 nChanged 2 SP:Iteration 20F (763.632325 sec): 3 clusters Score: Raw -170415.795341 + Penalty 2588.576538 = -167827.218802 nChanged 2 SP:Iteration 21Q (763.668683 sec): 3 clusters Score: Raw -170416.494030 + Penalty 2588.576538 = -167827.917491 nChanged 2 SP:Iteration 22Q (763.726471 sec): 3 clusters Score: Raw -170417.500020 + Penalty 2588.576538 = -167828.923481 nChanged 4 SP:Iteration 23Q (763.774729 sec): 3 clusters Score: Raw -170419.222868 + Penalty 2588.576538 = -167830.646330 nChanged 3 SP:Iteration 24Q (763.812497 sec): 3 clusters Score: Raw -170420.298345 + Penalty 2588.576538 = -167831.721807 nChanged 3 SP:Iteration 25Q (763.866061 sec): 3 clusters Score: Raw -170421.609578 + Penalty 2588.576538 = -167833.033040 nChanged 2 SP:Iteration 26Q (763.905550 sec): 3 clusters Score: Raw -170422.123800 + Penalty 2588.576538 = -167833.547261 nChanged 0 SP:Iteration 27F (763.956338 sec): 3 clusters Score: Raw -170422.123800 + Penalty 2588.576538 = -167833.547261 nChanged 0 Trying to split cluster 11 (3421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (763.989278 sec): 2 clusters Score: Raw -219609.729727 + Penalty 1322.374330 = -218287.355397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (764.032028 sec): 3 clusters Score: Raw -217964.339895 + Penalty 2644.748660 = -215319.591235 nChanged 1323 SP:Iteration 1F (764.085158 sec): 3 clusters Score: Raw -218665.108387 + Penalty 2644.748660 = -216020.359727 nChanged 229 SP:Iteration 2F (764.131414 sec): 3 clusters Score: Raw -218804.508869 + Penalty 2644.748660 = -216159.760209 nChanged 164 SP:Iteration 3Q (764.181263 sec): 3 clusters Score: Raw -218899.679623 + Penalty 2644.748660 = -216254.930963 nChanged 133 SP:Iteration 4Q (764.242758 sec): 3 clusters Score: Raw -218983.310720 + Penalty 2644.748660 = -216338.562060 nChanged 138 SP:Iteration 5Q (764.293932 sec): 3 clusters Score: Raw -219080.377316 + Penalty 2644.748660 = -216435.628656 nChanged 113 SP:Iteration 6Q (764.354760 sec): 3 clusters Score: Raw -219149.768403 + Penalty 2644.748660 = -216505.019743 nChanged 102 SP:Iteration 7Q (764.408193 sec): 3 clusters Score: Raw -219208.239604 + Penalty 2644.748660 = -216563.490943 nChanged 77 SP:Iteration 8Q (764.460940 sec): 3 clusters Score: Raw -219249.456282 + Penalty 2644.748660 = -216604.707622 nChanged 75 SP:Iteration 9Q (764.513380 sec): 3 clusters Score: Raw -219289.527772 + Penalty 2644.748660 = -216644.779112 nChanged 70 SP:Iteration 10Q (764.567068 sec): 3 clusters Score: Raw -219331.401157 + Penalty 2644.748660 = -216686.652497 nChanged 79 SP:Iteration 11Q (764.606837 sec): 3 clusters Score: Raw -219370.779396 + Penalty 2644.748660 = -216726.030735 nChanged 72 SP:Iteration 12Q (764.665482 sec): 3 clusters Score: Raw -219407.269835 + Penalty 2644.748660 = -216762.521175 nChanged 67 SP:Iteration 13Q (764.717626 sec): 3 clusters Score: Raw -219440.222627 + Penalty 2644.748660 = -216795.473967 nChanged 67 SP:Iteration 14Q (764.773174 sec): 3 clusters Score: Raw -219473.298476 + Penalty 2644.748660 = -216828.549816 nChanged 52 SP:Iteration 15Q (764.830052 sec): 3 clusters Score: Raw -219503.911574 + Penalty 2644.748660 = -216859.162914 nChanged 58 SP:Iteration 16Q (764.881555 sec): 3 clusters Score: Raw -219538.162663 + Penalty 2644.748660 = -216893.414003 nChanged 56 SP:Iteration 17Q (764.940501 sec): 3 clusters Score: Raw -219578.146727 + Penalty 2644.748660 = -216933.398067 nChanged 77 SP:Iteration 18Q (765.000505 sec): 3 clusters Score: Raw -219619.221884 + Penalty 2644.748660 = -216974.473224 nChanged 60 SP:Iteration 19Q (765.041689 sec): 3 clusters Score: Raw -219651.405752 + Penalty 2644.748660 = -217006.657092 nChanged 64 SP:Iteration 20F (765.103182 sec): 3 clusters Score: Raw -219686.306007 + Penalty 2644.748660 = -217041.557347 nChanged 61 SP:Iteration 21Q (765.146517 sec): 3 clusters Score: Raw -219725.099713 + Penalty 2644.748660 = -217080.351053 nChanged 53 SP:Iteration 22Q (765.205183 sec): 3 clusters Score: Raw -219752.806364 + Penalty 2644.748660 = -217108.057704 nChanged 44 SP:Iteration 23Q (765.255904 sec): 3 clusters Score: Raw -219772.645067 + Penalty 2644.748660 = -217127.896407 nChanged 42 SP:Iteration 24Q (765.299730 sec): 3 clusters Score: Raw -219794.706832 + Penalty 2644.748660 = -217149.958171 nChanged 41 SP:Iteration 25Q (765.349681 sec): 3 clusters Score: Raw -219813.163525 + Penalty 2644.748660 = -217168.414865 nChanged 30 SP:Iteration 26Q (765.405855 sec): 3 clusters Score: Raw -219823.837803 + Penalty 2644.748660 = -217179.089143 nChanged 23 SP:Iteration 27Q (765.449704 sec): 3 clusters Score: Raw -219831.064223 + Penalty 2644.748660 = -217186.315563 nChanged 18 SP:Iteration 28Q (765.501792 sec): 3 clusters Score: Raw -219836.697096 + Penalty 2644.748660 = -217191.948436 nChanged 20 SP:Iteration 29Q (765.555233 sec): 3 clusters Score: Raw -219845.215733 + Penalty 2644.748660 = -217200.467073 nChanged 21 SP:Iteration 30Q (765.602904 sec): 3 clusters Score: Raw -219852.685849 + Penalty 2644.748660 = -217207.937189 nChanged 14 SP:Iteration 31Q (765.652455 sec): 3 clusters Score: Raw -219857.276714 + Penalty 2644.748660 = -217212.528053 nChanged 10 SP:Iteration 32Q (765.702780 sec): 3 clusters Score: Raw -219860.577762 + Penalty 2644.748660 = -217215.829102 nChanged 8 SP:Iteration 33Q (765.755268 sec): 3 clusters Score: Raw -219862.605267 + Penalty 2644.748660 = -217217.856607 nChanged 12 SP:Iteration 34Q (765.807820 sec): 3 clusters Score: Raw -219865.953134 + Penalty 2644.748660 = -217221.204474 nChanged 5 SP:Iteration 35Q (765.856623 sec): 3 clusters Score: Raw -219866.854286 + Penalty 2644.748660 = -217222.105626 nChanged 4 SP:Iteration 36Q (765.909150 sec): 3 clusters Score: Raw -219867.506114 + Penalty 2644.748660 = -217222.757454 nChanged 4 SP:Iteration 37Q (765.960468 sec): 3 clusters Score: Raw -219868.371629 + Penalty 2644.748660 = -217223.622969 nChanged 4 SP:Iteration 38Q (766.017127 sec): 3 clusters Score: Raw -219869.446743 + Penalty 2644.748660 = -217224.698083 nChanged 8 SP:Iteration 39Q (766.060142 sec): 3 clusters Score: Raw -219871.810429 + Penalty 2644.748660 = -217227.061769 nChanged 9 SP:Iteration 40F (766.114126 sec): 3 clusters Score: Raw -219874.543654 + Penalty 2644.748660 = -217229.794994 nChanged 8 SP:Iteration 41Q (766.178366 sec): 3 clusters Score: Raw -219876.840357 + Penalty 2644.748660 = -217232.091696 nChanged 8 SP:Iteration 42Q (766.235155 sec): 3 clusters Score: Raw -219880.169866 + Penalty 2644.748660 = -217235.421206 nChanged 11 SP:Iteration 43Q (766.292044 sec): 3 clusters Score: Raw -219884.488155 + Penalty 2644.748660 = -217239.739495 nChanged 14 SP:Iteration 44Q (766.332819 sec): 3 clusters Score: Raw -219889.849340 + Penalty 2644.748660 = -217245.100680 nChanged 21 SP:Iteration 45Q (766.394983 sec): 3 clusters Score: Raw -219897.691383 + Penalty 2644.748660 = -217252.942722 nChanged 20 SP:Iteration 46Q (766.447806 sec): 3 clusters Score: Raw -219904.484202 + Penalty 2644.748660 = -217259.735541 nChanged 15 SP:Iteration 47Q (766.493638 sec): 3 clusters Score: Raw -219911.678265 + Penalty 2644.748660 = -217266.929605 nChanged 14 SP:Iteration 48Q (766.546903 sec): 3 clusters Score: Raw -219916.858797 + Penalty 2644.748660 = -217272.110137 nChanged 17 SP:Iteration 49Q (766.594446 sec): 3 clusters Score: Raw -219922.370847 + Penalty 2644.748660 = -217277.622187 nChanged 14 SP:Iteration 50Q (766.655675 sec): 3 clusters Score: Raw -219927.148910 + Penalty 2644.748660 = -217282.400250 nChanged 12 SP:Iteration 51Q (766.698535 sec): 3 clusters Score: Raw -219930.505694 + Penalty 2644.748660 = -217285.757034 nChanged 17 SP:Iteration 52Q (766.756691 sec): 3 clusters Score: Raw -219937.156722 + Penalty 2644.748660 = -217292.408062 nChanged 14 SP:Iteration 53Q (766.798508 sec): 3 clusters Score: Raw -219942.348432 + Penalty 2644.748660 = -217297.599772 nChanged 12 SP:Iteration 54Q (766.855278 sec): 3 clusters Score: Raw -219946.336088 + Penalty 2644.748660 = -217301.587428 nChanged 15 SP:Iteration 55Q (766.911129 sec): 3 clusters Score: Raw -219949.669750 + Penalty 2644.748660 = -217304.921089 nChanged 14 SP:Iteration 56Q (766.949132 sec): 3 clusters Score: Raw -219954.755007 + Penalty 2644.748660 = -217310.006347 nChanged 11 SP:Iteration 57Q (767.002525 sec): 3 clusters Score: Raw -219958.891481 + Penalty 2644.748660 = -217314.142821 nChanged 12 SP:Iteration 58Q (767.056796 sec): 3 clusters Score: Raw -219963.480276 + Penalty 2644.748660 = -217318.731615 nChanged 13 SP:Iteration 59Q (767.099148 sec): 3 clusters Score: Raw -219967.630902 + Penalty 2644.748660 = -217322.882242 nChanged 10 SP:Iteration 60F (767.150754 sec): 3 clusters Score: Raw -219970.721081 + Penalty 2644.748660 = -217325.972421 nChanged 8 SP:Iteration 61Q (767.204726 sec): 3 clusters Score: Raw -219972.979952 + Penalty 2644.748660 = -217328.231292 nChanged 6 SP:Iteration 62Q (767.249434 sec): 3 clusters Score: Raw -219974.744726 + Penalty 2644.748660 = -217329.996066 nChanged 7 SP:Iteration 63Q (767.299735 sec): 3 clusters Score: Raw -219977.206051 + Penalty 2644.748660 = -217332.457390 nChanged 11 SP:Iteration 64Q (767.350580 sec): 3 clusters Score: Raw -219980.344275 + Penalty 2644.748660 = -217335.595615 nChanged 8 SP:Iteration 65Q (767.403152 sec): 3 clusters Score: Raw -219982.594227 + Penalty 2644.748660 = -217337.845567 nChanged 7 SP:Iteration 66Q (767.452940 sec): 3 clusters Score: Raw -219984.626940 + Penalty 2644.748660 = -217339.878280 nChanged 3 SP:Iteration 67Q (767.518025 sec): 3 clusters Score: Raw -219985.181910 + Penalty 2644.748660 = -217340.433250 nChanged 0 SP:Iteration 68F (767.568424 sec): 3 clusters Score: Raw -219985.181910 + Penalty 2644.748660 = -217340.433250 nChanged 0 Trying to split cluster 12 (5086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (767.597498 sec): 2 clusters Score: Raw -250416.006220 + Penalty 1386.815129 = -249029.191091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (767.655326 sec): 3 clusters Score: Raw -247826.537345 + Penalty 2773.630257 = -245052.907088 nChanged 2062 SP:Iteration 1F (767.709748 sec): 3 clusters Score: Raw -249110.106838 + Penalty 2773.630257 = -246336.476580 nChanged 441 SP:Iteration 2F (767.752960 sec): 3 clusters Score: Raw -249454.109424 + Penalty 2773.630257 = -246680.479167 nChanged 418 SP:Iteration 3F (767.816026 sec): 3 clusters Score: Raw -249814.659217 + Penalty 2773.630257 = -247041.028960 nChanged 397 SP:Iteration 4F (767.858572 sec): 3 clusters Score: Raw -250180.450778 + Penalty 2773.630257 = -247406.820521 nChanged 360 SP:Iteration 5F (767.908263 sec): 3 clusters Score: Raw -250534.506645 + Penalty 2773.630257 = -247760.876388 nChanged 298 SP:Iteration 6F (767.969316 sec): 3 clusters Score: Raw -250867.331944 + Penalty 2773.630257 = -248093.701686 nChanged 247 SP:Iteration 7Q (768.020152 sec): 3 clusters Score: Raw -251132.807891 + Penalty 2773.630257 = -248359.177633 nChanged 177 SP:Iteration 8Q (768.078533 sec): 3 clusters Score: Raw -251298.006710 + Penalty 2773.630257 = -248524.376453 nChanged 142 SP:Iteration 9Q (768.118814 sec): 3 clusters Score: Raw -251426.951509 + Penalty 2773.630257 = -248653.321251 nChanged 96 SP:Iteration 10Q (768.172993 sec): 3 clusters Score: Raw -251492.717000 + Penalty 2773.630257 = -248719.086743 nChanged 52 SP:Iteration 11Q (768.226019 sec): 3 clusters Score: Raw -251531.926031 + Penalty 2773.630257 = -248758.295773 nChanged 47 SP:Iteration 12Q (768.288078 sec): 3 clusters Score: Raw -251577.125725 + Penalty 2773.630257 = -248803.495468 nChanged 34 SP:Iteration 13Q (768.338047 sec): 3 clusters Score: Raw -251597.570150 + Penalty 2773.630257 = -248823.939893 nChanged 27 SP:Iteration 14Q (768.397249 sec): 3 clusters Score: Raw -251609.354420 + Penalty 2773.630257 = -248835.724163 nChanged 17 SP:Iteration 15Q (768.438298 sec): 3 clusters Score: Raw -251616.424932 + Penalty 2773.630257 = -248842.794674 nChanged 14 SP:Iteration 16Q (768.495145 sec): 3 clusters Score: Raw -251622.278713 + Penalty 2773.630257 = -248848.648456 nChanged 10 SP:Iteration 17Q (768.552735 sec): 3 clusters Score: Raw -251625.295363 + Penalty 2773.630257 = -248851.665105 nChanged 6 SP:Iteration 18Q (768.607271 sec): 3 clusters Score: Raw -251628.732690 + Penalty 2773.630257 = -248855.102433 nChanged 4 SP:Iteration 19Q (768.653711 sec): 3 clusters Score: Raw -251630.038066 + Penalty 2773.630257 = -248856.407808 nChanged 2 SP:Iteration 20F (768.704933 sec): 3 clusters Score: Raw -251630.571778 + Penalty 2773.630257 = -248856.941520 nChanged 1 SP:Iteration 21Q (768.752597 sec): 3 clusters Score: Raw -251630.808894 + Penalty 2773.630257 = -248857.178636 nChanged 1 SP:Iteration 22Q (768.811604 sec): 3 clusters Score: Raw -251631.388170 + Penalty 2773.630257 = -248857.757913 nChanged 1 SP:Iteration 23Q (768.858667 sec): 3 clusters Score: Raw -251632.069681 + Penalty 2773.630257 = -248858.439424 nChanged 2 SP:Iteration 24Q (768.917236 sec): 3 clusters Score: Raw -251633.574669 + Penalty 2773.630257 = -248859.944412 nChanged 4 SP:Iteration 25Q (768.964747 sec): 3 clusters Score: Raw -251635.003169 + Penalty 2773.630257 = -248861.372911 nChanged 6 SP:Iteration 26Q (769.013180 sec): 3 clusters Score: Raw -251636.927917 + Penalty 2773.630257 = -248863.297660 nChanged 4 SP:Iteration 27Q (769.064377 sec): 3 clusters Score: Raw -251638.779488 + Penalty 2773.630257 = -248865.149231 nChanged 5 SP:Iteration 28Q (769.126797 sec): 3 clusters Score: Raw -251641.286103 + Penalty 2773.630257 = -248867.655845 nChanged 7 SP:Iteration 29Q (769.167886 sec): 3 clusters Score: Raw -251644.780293 + Penalty 2773.630257 = -248871.150036 nChanged 5 SP:Iteration 30Q (769.232804 sec): 3 clusters Score: Raw -251646.115851 + Penalty 2773.630257 = -248872.485593 nChanged 3 SP:Iteration 31Q (769.291096 sec): 3 clusters Score: Raw -251646.773401 + Penalty 2773.630257 = -248873.143144 nChanged 0 SP:Iteration 32F (769.333057 sec): 3 clusters Score: Raw -251646.773401 + Penalty 2773.630257 = -248873.143144 nChanged 0 Trying to split cluster 13 (22971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (769.400226 sec): 2 clusters Score: Raw -1438241.688150 + Penalty 1631.823022 = -1436609.865128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (769.485210 sec): 3 clusters Score: Raw -1424308.006486 + Penalty 3263.646045 = -1421044.360442 nChanged 10458 SP:Iteration 1F (769.572650 sec): 3 clusters Score: Raw -1430227.771173 + Penalty 3263.646045 = -1426964.125128 nChanged 1335 SP:Iteration 2F (769.659608 sec): 3 clusters Score: Raw -1430815.158903 + Penalty 3263.646045 = -1427551.512858 nChanged 1332 SP:Iteration 3F (769.729348 sec): 3 clusters Score: Raw -1431502.241994 + Penalty 3263.646045 = -1428238.595950 nChanged 1432 SP:Iteration 4F (769.821512 sec): 3 clusters Score: Raw -1432352.930117 + Penalty 3263.646045 = -1429089.284072 nChanged 1480 SP:Iteration 5F (769.904488 sec): 3 clusters Score: Raw -1433264.028913 + Penalty 3263.646045 = -1430000.382869 nChanged 1396 SP:Iteration 6F (769.991071 sec): 3 clusters Score: Raw -1434074.393921 + Penalty 3263.646045 = -1430810.747877 nChanged 1269 SP:Iteration 7F (770.082031 sec): 3 clusters Score: Raw -1434772.513959 + Penalty 3263.646045 = -1431508.867915 nChanged 1072 SP:Iteration 8Q (770.157903 sec): 3 clusters Score: Raw -1435311.280185 + Penalty 3263.646045 = -1432047.634140 nChanged 869 SP:Iteration 9Q (770.250129 sec): 3 clusters Score: Raw -1435711.865307 + Penalty 3263.646045 = -1432448.219262 nChanged 727 SP:Iteration 10Q (770.327477 sec): 3 clusters Score: Raw -1436041.817554 + Penalty 3263.646045 = -1432778.171510 nChanged 597 SP:Iteration 11Q (770.425460 sec): 3 clusters Score: Raw -1436344.606291 + Penalty 3263.646045 = -1433080.960247 nChanged 507 SP:Iteration 12Q (770.510047 sec): 3 clusters Score: Raw -1436588.602175 + Penalty 3263.646045 = -1433324.956130 nChanged 449 SP:Iteration 13Q (770.600210 sec): 3 clusters Score: Raw -1436817.860079 + Penalty 3263.646045 = -1433554.214035 nChanged 428 SP:Iteration 14Q (770.679043 sec): 3 clusters Score: Raw -1437049.412284 + Penalty 3263.646045 = -1433785.766240 nChanged 390 SP:Iteration 15Q (770.768336 sec): 3 clusters Score: Raw -1437250.038670 + Penalty 3263.646045 = -1433986.392625 nChanged 358 SP:Iteration 16Q (770.851730 sec): 3 clusters Score: Raw -1437436.275683 + Penalty 3263.646045 = -1434172.629639 nChanged 343 SP:Iteration 17Q (770.922742 sec): 3 clusters Score: Raw -1437595.366653 + Penalty 3263.646045 = -1434331.720609 nChanged 304 SP:Iteration 18Q (771.021680 sec): 3 clusters Score: Raw -1437729.584074 + Penalty 3263.646045 = -1434465.938030 nChanged 272 SP:Iteration 19Q (771.103670 sec): 3 clusters Score: Raw -1437847.029271 + Penalty 3263.646045 = -1434583.383227 nChanged 227 SP:Iteration 20F (771.194194 sec): 3 clusters Score: Raw -1437933.180850 + Penalty 3263.646045 = -1434669.534805 nChanged 199 SP:Iteration 21Q (771.279452 sec): 3 clusters Score: Raw -1438012.115086 + Penalty 3263.646045 = -1434748.469041 nChanged 175 SP:Iteration 22Q (771.365639 sec): 3 clusters Score: Raw -1438088.867142 + Penalty 3263.646045 = -1434825.221097 nChanged 176 SP:Iteration 23Q (771.448273 sec): 3 clusters Score: Raw -1438167.924938 + Penalty 3263.646045 = -1434904.278893 nChanged 152 SP:Iteration 24Q (771.530812 sec): 3 clusters Score: Raw -1438233.278697 + Penalty 3263.646045 = -1434969.632652 nChanged 147 SP:Iteration 25Q (771.612985 sec): 3 clusters Score: Raw -1438295.673131 + Penalty 3263.646045 = -1435032.027086 nChanged 132 SP:Iteration 26Q (771.696337 sec): 3 clusters Score: Raw -1438354.936215 + Penalty 3263.646045 = -1435091.290171 nChanged 139 SP:Iteration 27Q (771.775456 sec): 3 clusters Score: Raw -1438415.407998 + Penalty 3263.646045 = -1435151.761953 nChanged 140 SP:Iteration 28Q (771.846689 sec): 3 clusters Score: Raw -1438479.361989 + Penalty 3263.646045 = -1435215.715945 nChanged 129 SP:Iteration 29Q (771.935325 sec): 3 clusters Score: Raw -1438535.277357 + Penalty 3263.646045 = -1435271.631313 nChanged 111 SP:Iteration 30Q (772.003924 sec): 3 clusters Score: Raw -1438575.995151 + Penalty 3263.646045 = -1435312.349106 nChanged 100 SP:Iteration 31Q (772.092693 sec): 3 clusters Score: Raw -1438610.565837 + Penalty 3263.646045 = -1435346.919793 nChanged 82 SP:Iteration 32Q (772.168257 sec): 3 clusters Score: Raw -1438636.928488 + Penalty 3263.646045 = -1435373.282444 nChanged 72 SP:Iteration 33Q (772.254952 sec): 3 clusters Score: Raw -1438660.418505 + Penalty 3263.646045 = -1435396.772461 nChanged 65 SP:Iteration 34Q (772.334210 sec): 3 clusters Score: Raw -1438677.797411 + Penalty 3263.646045 = -1435414.151366 nChanged 57 SP:Iteration 35Q (772.399723 sec): 3 clusters Score: Raw -1438689.350433 + Penalty 3263.646045 = -1435425.704389 nChanged 53 SP:Iteration 36Q (772.480502 sec): 3 clusters Score: Raw -1438701.085164 + Penalty 3263.646045 = -1435437.439119 nChanged 46 SP:Iteration 37Q (772.551237 sec): 3 clusters Score: Raw -1438709.062206 + Penalty 3263.646045 = -1435445.416161 nChanged 34 SP:Iteration 38Q (772.640205 sec): 3 clusters Score: Raw -1438715.386850 + Penalty 3263.646045 = -1435451.740805 nChanged 35 SP:Iteration 39Q (772.709237 sec): 3 clusters Score: Raw -1438722.908364 + Penalty 3263.646045 = -1435459.262320 nChanged 31 SP:Iteration 40F (772.790164 sec): 3 clusters Score: Raw -1438729.560406 + Penalty 3263.646045 = -1435465.914361 nChanged 34 SP:Iteration 41Q (772.875108 sec): 3 clusters Score: Raw -1438736.098150 + Penalty 3263.646045 = -1435472.452106 nChanged 30 SP:Iteration 42Q (772.960752 sec): 3 clusters Score: Raw -1438741.552929 + Penalty 3263.646045 = -1435477.906884 nChanged 25 SP:Iteration 43Q (773.036335 sec): 3 clusters Score: Raw -1438745.765453 + Penalty 3263.646045 = -1435482.119408 nChanged 24 SP:Iteration 44Q (773.106170 sec): 3 clusters Score: Raw -1438749.424850 + Penalty 3263.646045 = -1435485.778806 nChanged 22 SP:Iteration 45Q (773.194234 sec): 3 clusters Score: Raw -1438753.093779 + Penalty 3263.646045 = -1435489.447734 nChanged 22 SP:Iteration 46Q (773.273780 sec): 3 clusters Score: Raw -1438756.770662 + Penalty 3263.646045 = -1435493.124617 nChanged 23 SP:Iteration 47Q (773.352517 sec): 3 clusters Score: Raw -1438761.003663 + Penalty 3263.646045 = -1435497.357618 nChanged 22 SP:Iteration 48Q (773.427307 sec): 3 clusters Score: Raw -1438764.652143 + Penalty 3263.646045 = -1435501.006098 nChanged 22 SP:Iteration 49Q (773.505913 sec): 3 clusters Score: Raw -1438767.418200 + Penalty 3263.646045 = -1435503.772155 nChanged 16 SP:Iteration 50Q (773.593601 sec): 3 clusters Score: Raw -1438769.807729 + Penalty 3263.646045 = -1435506.161684 nChanged 10 SP:Iteration 51Q (773.673418 sec): 3 clusters Score: Raw -1438771.682404 + Penalty 3263.646045 = -1435508.036359 nChanged 16 SP:Iteration 52Q (773.755495 sec): 3 clusters Score: Raw -1438774.489852 + Penalty 3263.646045 = -1435510.843807 nChanged 12 SP:Iteration 53Q (773.836502 sec): 3 clusters Score: Raw -1438776.316503 + Penalty 3263.646045 = -1435512.670458 nChanged 4 SP:Iteration 54Q (773.903504 sec): 3 clusters Score: Raw -1438776.866872 + Penalty 3263.646045 = -1435513.220827 nChanged 4 SP:Iteration 55Q (773.991312 sec): 3 clusters Score: Raw -1438777.236903 + Penalty 3263.646045 = -1435513.590859 nChanged 3 SP:Iteration 56Q (774.069027 sec): 3 clusters Score: Raw -1438777.434865 + Penalty 3263.646045 = -1435513.788820 nChanged 2 SP:Iteration 57Q (774.130100 sec): 3 clusters Score: Raw -1438777.628911 + Penalty 3263.646045 = -1435513.982866 nChanged 2 SP:Iteration 58Q (774.220765 sec): 3 clusters Score: Raw -1438777.938659 + Penalty 3263.646045 = -1435514.292614 nChanged 2 SP:Iteration 59Q (774.300524 sec): 3 clusters Score: Raw -1438778.564442 + Penalty 3263.646045 = -1435514.918398 nChanged 4 SP:Iteration 60F (774.382705 sec): 3 clusters Score: Raw -1438779.275776 + Penalty 3263.646045 = -1435515.629731 nChanged 5 SP:Iteration 61Q (774.456353 sec): 3 clusters Score: Raw -1438780.048777 + Penalty 3263.646045 = -1435516.402732 nChanged 6 SP:Iteration 62Q (774.534095 sec): 3 clusters Score: Raw -1438780.582541 + Penalty 3263.646045 = -1435516.936496 nChanged 4 SP:Iteration 63Q (774.612035 sec): 3 clusters Score: Raw -1438780.963006 + Penalty 3263.646045 = -1435517.316961 nChanged 2 SP:Iteration 64Q (774.676799 sec): 3 clusters Score: Raw -1438781.129400 + Penalty 3263.646045 = -1435517.483355 nChanged 3 SP:Iteration 65Q (774.765028 sec): 3 clusters Score: Raw -1438781.794790 + Penalty 3263.646045 = -1435518.148745 nChanged 6 SP:Iteration 66Q (774.846115 sec): 3 clusters Score: Raw -1438782.630289 + Penalty 3263.646045 = -1435518.984244 nChanged 6 SP:Iteration 67Q (774.924471 sec): 3 clusters Score: Raw -1438783.318739 + Penalty 3263.646045 = -1435519.672694 nChanged 2 SP:Iteration 68Q (775.005928 sec): 3 clusters Score: Raw -1438783.809989 + Penalty 3263.646045 = -1435520.163944 nChanged 3 SP:Iteration 69Q (775.092023 sec): 3 clusters Score: Raw -1438784.085707 + Penalty 3263.646045 = -1435520.439662 nChanged 1 SP:Iteration 70Q (775.171095 sec): 3 clusters Score: Raw -1438784.180253 + Penalty 3263.646045 = -1435520.534208 nChanged 1 SP:Iteration 71Q (775.245843 sec): 3 clusters Score: Raw -1438784.218343 + Penalty 3263.646045 = -1435520.572298 nChanged 1 SP:Iteration 72Q (775.325178 sec): 3 clusters Score: Raw -1438784.279349 + Penalty 3263.646045 = -1435520.633304 nChanged 1 SP:Iteration 73Q (775.404093 sec): 3 clusters Score: Raw -1438784.335150 + Penalty 3263.646045 = -1435520.689106 nChanged 2 SP:Iteration 74Q (775.483898 sec): 3 clusters Score: Raw -1438784.474508 + Penalty 3263.646045 = -1435520.828464 nChanged 1 SP:Iteration 75Q (775.561402 sec): 3 clusters Score: Raw -1438784.583183 + Penalty 3263.646045 = -1435520.937138 nChanged 2 SP:Iteration 76Q (775.643979 sec): 3 clusters Score: Raw -1438784.706094 + Penalty 3263.646045 = -1435521.060050 nChanged 1 SP:Iteration 77Q (775.720242 sec): 3 clusters Score: Raw -1438784.885028 + Penalty 3263.646045 = -1435521.238983 nChanged 0 SP:Iteration 78F (775.800595 sec): 3 clusters Score: Raw -1438784.885028 + Penalty 3263.646045 = -1435521.238983 nChanged 0 Trying to split cluster 15 (6904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.842756 sec): 2 clusters Score: Raw -379560.163405 + Penalty 1436.476638 = -378123.686768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.890313 sec): 3 clusters Score: Raw -375853.167151 + Penalty 2872.953276 = -372980.213876 nChanged 2846 SP:Iteration 1F (775.948116 sec): 3 clusters Score: Raw -377325.009710 + Penalty 2872.953276 = -374452.056434 nChanged 423 SP:Iteration 2F (776.014345 sec): 3 clusters Score: Raw -377510.526449 + Penalty 2872.953276 = -374637.573174 nChanged 321 SP:Iteration 3Q (776.066967 sec): 3 clusters Score: Raw -377663.957498 + Penalty 2872.953276 = -374791.004223 nChanged 294 SP:Iteration 4Q (776.130303 sec): 3 clusters Score: Raw -377810.231831 + Penalty 2872.953276 = -374937.278555 nChanged 292 SP:Iteration 5Q (776.193822 sec): 3 clusters Score: Raw -377955.004655 + Penalty 2872.953276 = -375082.051379 nChanged 292 SP:Iteration 6Q (776.243152 sec): 3 clusters Score: Raw -378126.114482 + Penalty 2872.953276 = -375253.161207 nChanged 295 SP:Iteration 7Q (776.303820 sec): 3 clusters Score: Raw -378341.511443 + Penalty 2872.953276 = -375468.558167 nChanged 335 SP:Iteration 8Q (776.372242 sec): 3 clusters Score: Raw -378590.494738 + Penalty 2872.953276 = -375717.541462 nChanged 304 SP:Iteration 9Q (776.422530 sec): 3 clusters Score: Raw -378837.727878 + Penalty 2872.953276 = -375964.774602 nChanged 289 SP:Iteration 10Q (776.488359 sec): 3 clusters Score: Raw -379069.183080 + Penalty 2872.953276 = -376196.229805 nChanged 222 SP:Iteration 11Q (776.554464 sec): 3 clusters Score: Raw -379255.481155 + Penalty 2872.953276 = -376382.527880 nChanged 186 SP:Iteration 12Q (776.604113 sec): 3 clusters Score: Raw -379430.090373 + Penalty 2872.953276 = -376557.137097 nChanged 122 SP:Iteration 13Q (776.662700 sec): 3 clusters Score: Raw -379548.389667 + Penalty 2872.953276 = -376675.436391 nChanged 89 SP:Iteration 14Q (776.724007 sec): 3 clusters Score: Raw -379630.173793 + Penalty 2872.953276 = -376757.220517 nChanged 44 SP:Iteration 15Q (776.780820 sec): 3 clusters Score: Raw -379673.654655 + Penalty 2872.953276 = -376800.701380 nChanged 35 SP:Iteration 16Q (776.832513 sec): 3 clusters Score: Raw -379697.806724 + Penalty 2872.953276 = -376824.853448 nChanged 19 SP:Iteration 17Q (776.898173 sec): 3 clusters Score: Raw -379716.281769 + Penalty 2872.953276 = -376843.328493 nChanged 23 SP:Iteration 18Q (776.946394 sec): 3 clusters Score: Raw -379738.254474 + Penalty 2872.953276 = -376865.301198 nChanged 16 SP:Iteration 19Q (777.006305 sec): 3 clusters Score: Raw -379755.232589 + Penalty 2872.953276 = -376882.279314 nChanged 6 SP:Iteration 20F (777.062607 sec): 3 clusters Score: Raw -379765.578856 + Penalty 2872.953276 = -376892.625580 nChanged 8 SP:Iteration 21Q (777.120880 sec): 3 clusters Score: Raw -379776.268102 + Penalty 2872.953276 = -376903.314826 nChanged 3 SP:Iteration 22Q (777.189164 sec): 3 clusters Score: Raw -379782.762698 + Penalty 2872.953276 = -376909.809422 nChanged 3 SP:Iteration 23Q (777.243947 sec): 3 clusters Score: Raw -379785.476694 + Penalty 2872.953276 = -376912.523418 nChanged 4 SP:Iteration 24Q (777.306729 sec): 3 clusters Score: Raw -379791.318257 + Penalty 2872.953276 = -376918.364981 nChanged 4 SP:Iteration 25Q (777.362767 sec): 3 clusters Score: Raw -379794.021466 + Penalty 2872.953276 = -376921.068190 nChanged 2 SP:Iteration 26Q (777.420675 sec): 3 clusters Score: Raw -379795.458096 + Penalty 2872.953276 = -376922.504820 nChanged 0 SP:Iteration 27F (777.488195 sec): 3 clusters Score: Raw -379795.458096 + Penalty 2872.953276 = -376922.504820 nChanged 0 Trying to split cluster 16 (92409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (777.641375 sec): 2 clusters Score: Raw -5551590.503563 + Penalty 1858.021694 = -5549732.481869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (777.849086 sec): 3 clusters Score: Raw -5491663.629710 + Penalty 3716.043388 = -5487947.586322 nChanged 44077 SP:Iteration 1F (778.036035 sec): 3 clusters Score: Raw -5518365.912004 + Penalty 3716.043388 = -5514649.868616 nChanged 4827 SP:Iteration 2F (778.232989 sec): 3 clusters Score: Raw -5520553.598435 + Penalty 3716.043388 = -5516837.555047 nChanged 5873 SP:Iteration 3F (778.440264 sec): 3 clusters Score: Raw -5523993.512639 + Penalty 3716.043388 = -5520277.469251 nChanged 7105 SP:Iteration 4F (778.634665 sec): 3 clusters Score: Raw -5529334.941305 + Penalty 3716.043388 = -5525618.897917 nChanged 7774 SP:Iteration 5F (778.829186 sec): 3 clusters Score: Raw -5536421.755667 + Penalty 3716.043388 = -5532705.712279 nChanged 7145 SP:Iteration 6F (779.024359 sec): 3 clusters Score: Raw -5543496.658787 + Penalty 3716.043388 = -5539780.615399 nChanged 4741 SP:Iteration 7F (779.221692 sec): 3 clusters Score: Raw -5548165.834527 + Penalty 3716.043388 = -5544449.791139 nChanged 2359 SP:Iteration 8Q (779.406804 sec): 3 clusters Score: Raw -5550359.825243 + Penalty 3716.043388 = -5546643.781855 nChanged 964 SP:Iteration 9Q (779.572803 sec): 3 clusters Score: Raw -5551240.101588 + Penalty 3716.043388 = -5547524.058200 nChanged 360 SP:Iteration 10Q (779.741016 sec): 3 clusters Score: Raw -5551562.343420 + Penalty 3716.043388 = -5547846.300032 nChanged 134 SP:Iteration 11Q (779.892932 sec): 3 clusters Score: Raw -5551687.896021 + Penalty 3716.043388 = -5547971.852633 nChanged 69 SP:Iteration 12Q (780.076336 sec): 3 clusters Score: Raw -5551754.012478 + Penalty 3716.043388 = -5548037.969090 nChanged 41 SP:Iteration 13Q (780.243340 sec): 3 clusters Score: Raw -5551789.726435 + Penalty 3716.043388 = -5548073.683047 nChanged 23 SP:Iteration 14Q (780.412387 sec): 3 clusters Score: Raw -5551817.614500 + Penalty 3716.043388 = -5548101.571112 nChanged 24 SP:Iteration 15Q (780.569979 sec): 3 clusters Score: Raw -5551852.370446 + Penalty 3716.043388 = -5548136.327058 nChanged 17 SP:Iteration 16Q (780.730294 sec): 3 clusters Score: Raw -5551875.311357 + Penalty 3716.043388 = -5548159.267969 nChanged 16 SP:Iteration 17Q (780.883171 sec): 3 clusters Score: Raw -5551887.675557 + Penalty 3716.043388 = -5548171.632169 nChanged 11 SP:Iteration 18Q (781.039046 sec): 3 clusters Score: Raw -5551896.340274 + Penalty 3716.043388 = -5548180.296886 nChanged 3 SP:Iteration 19Q (781.185643 sec): 3 clusters Score: Raw -5551898.154970 + Penalty 3716.043388 = -5548182.111582 nChanged 3 SP:Iteration 20F (781.376122 sec): 3 clusters Score: Raw -5551899.826661 + Penalty 3716.043388 = -5548183.783273 nChanged 8 SP:Iteration 21Q (781.539426 sec): 3 clusters Score: Raw -5551906.326157 + Penalty 3716.043388 = -5548190.282769 nChanged 8 SP:Iteration 22Q (781.694222 sec): 3 clusters Score: Raw -5551915.674345 + Penalty 3716.043388 = -5548199.630957 nChanged 4 SP:Iteration 23Q (781.853079 sec): 3 clusters Score: Raw -5551919.682515 + Penalty 3716.043388 = -5548203.639127 nChanged 1 SP:Iteration 24Q (782.001886 sec): 3 clusters Score: Raw -5551919.990088 + Penalty 3716.043388 = -5548203.946700 nChanged 0 SP:Iteration 25F (782.202104 sec): 3 clusters Score: Raw -5551919.990088 + Penalty 3716.043388 = -5548203.946700 nChanged 0 Trying to split cluster 17 (2817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (782.239447 sec): 2 clusters Score: Raw -168287.241580 + Penalty 1290.807012 = -166996.434568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (782.287149 sec): 3 clusters Score: Raw -166968.775692 + Penalty 2581.614025 = -164387.161668 nChanged 1034 SP:Iteration 1F (782.341406 sec): 3 clusters Score: Raw -167599.298582 + Penalty 2581.614025 = -165017.684558 nChanged 215 SP:Iteration 2F (782.393736 sec): 3 clusters Score: Raw -167714.560312 + Penalty 2581.614025 = -165132.946288 nChanged 112 SP:Iteration 3Q (782.436841 sec): 3 clusters Score: Raw -167772.053593 + Penalty 2581.614025 = -165190.439568 nChanged 88 SP:Iteration 4Q (782.489855 sec): 3 clusters Score: Raw -167826.507494 + Penalty 2581.614025 = -165244.893469 nChanged 75 SP:Iteration 5Q (782.542859 sec): 3 clusters Score: Raw -167870.842277 + Penalty 2581.614025 = -165289.228252 nChanged 78 SP:Iteration 6Q (782.591985 sec): 3 clusters Score: Raw -167916.753138 + Penalty 2581.614025 = -165335.139113 nChanged 69 SP:Iteration 7Q (782.643479 sec): 3 clusters Score: Raw -167949.417433 + Penalty 2581.614025 = -165367.803408 nChanged 57 SP:Iteration 8Q (782.693937 sec): 3 clusters Score: Raw -167979.622436 + Penalty 2581.614025 = -165398.008411 nChanged 56 SP:Iteration 9Q (782.745861 sec): 3 clusters Score: Raw -168010.635558 + Penalty 2581.614025 = -165429.021533 nChanged 59 SP:Iteration 10Q (782.789219 sec): 3 clusters Score: Raw -168045.224429 + Penalty 2581.614025 = -165463.610404 nChanged 61 SP:Iteration 11Q (782.847920 sec): 3 clusters Score: Raw -168081.206182 + Penalty 2581.614025 = -165499.592157 nChanged 54 SP:Iteration 12Q (782.899623 sec): 3 clusters Score: Raw -168111.789807 + Penalty 2581.614025 = -165530.175782 nChanged 55 SP:Iteration 13Q (782.948250 sec): 3 clusters Score: Raw -168148.575510 + Penalty 2581.614025 = -165566.961485 nChanged 59 SP:Iteration 14Q (782.998985 sec): 3 clusters Score: Raw -168201.360672 + Penalty 2581.614025 = -165619.746648 nChanged 73 SP:Iteration 15Q (783.053878 sec): 3 clusters Score: Raw -168265.736716 + Penalty 2581.614025 = -165684.122691 nChanged 84 SP:Iteration 16Q (783.094863 sec): 3 clusters Score: Raw -168353.970833 + Penalty 2581.614025 = -165772.356808 nChanged 107 SP:Iteration 17Q (783.144372 sec): 3 clusters Score: Raw -168469.911757 + Penalty 2581.614025 = -165888.297732 nChanged 115 SP:Iteration 18Q (783.198094 sec): 3 clusters Score: Raw -168612.705638 + Penalty 2581.614025 = -166031.091614 nChanged 124 SP:Iteration 19Q (783.245688 sec): 3 clusters Score: Raw -168774.540962 + Penalty 2581.614025 = -166192.926938 nChanged 134 SP:Iteration 20F (783.294217 sec): 3 clusters Score: Raw -168931.792486 + Penalty 2581.614025 = -166350.178461 nChanged 134 SP:Iteration 21Q (783.348723 sec): 3 clusters Score: Raw -169112.988833 + Penalty 2581.614025 = -166531.374809 nChanged 105 SP:Iteration 22Q (783.398347 sec): 3 clusters Score: Raw -169253.195733 + Penalty 2581.614025 = -166671.581709 nChanged 94 SP:Iteration 23Q (783.458594 sec): 3 clusters Score: Raw -169380.287908 + Penalty 2581.614025 = -166798.673883 nChanged 66 SP:Iteration 24Q (783.517586 sec): 3 clusters Score: Raw -169461.487721 + Penalty 2581.614025 = -166879.873697 nChanged 57 SP:Iteration 25Q (783.560978 sec): 3 clusters Score: Raw -169516.263292 + Penalty 2581.614025 = -166934.649267 nChanged 32 SP:Iteration 26Q (783.625682 sec): 3 clusters Score: Raw -169537.342908 + Penalty 2581.614025 = -166955.728884 nChanged 15 SP:Iteration 27Q (783.679072 sec): 3 clusters Score: Raw -169545.997678 + Penalty 2581.614025 = -166964.383654 nChanged 12 SP:Iteration 28Q (783.720405 sec): 3 clusters Score: Raw -169553.809159 + Penalty 2581.614025 = -166972.195135 nChanged 7 SP:Iteration 29Q (783.771787 sec): 3 clusters Score: Raw -169557.791499 + Penalty 2581.614025 = -166976.177475 nChanged 6 SP:Iteration 30Q (783.816005 sec): 3 clusters Score: Raw -169560.027588 + Penalty 2581.614025 = -166978.413564 nChanged 4 SP:Iteration 31Q (783.867202 sec): 3 clusters Score: Raw -169561.300066 + Penalty 2581.614025 = -166979.686042 nChanged 3 SP:Iteration 32Q (783.923532 sec): 3 clusters Score: Raw -169562.342348 + Penalty 2581.614025 = -166980.728324 nChanged 3 SP:Iteration 33Q (783.978594 sec): 3 clusters Score: Raw -169563.230950 + Penalty 2581.614025 = -166981.616925 nChanged 4 SP:Iteration 34Q (784.032813 sec): 3 clusters Score: Raw -169565.058843 + Penalty 2581.614025 = -166983.444818 nChanged 4 SP:Iteration 35Q (784.077484 sec): 3 clusters Score: Raw -169566.898591 + Penalty 2581.614025 = -166985.284566 nChanged 5 SP:Iteration 36Q (784.141533 sec): 3 clusters Score: Raw -169569.523134 + Penalty 2581.614025 = -166987.909110 nChanged 6 SP:Iteration 37Q (784.183342 sec): 3 clusters Score: Raw -169572.250340 + Penalty 2581.614025 = -166990.636315 nChanged 7 SP:Iteration 38Q (784.236637 sec): 3 clusters Score: Raw -169574.891066 + Penalty 2581.614025 = -166993.277041 nChanged 4 SP:Iteration 39Q (784.290724 sec): 3 clusters Score: Raw -169576.828647 + Penalty 2581.614025 = -166995.214623 nChanged 2 SP:Iteration 40F (784.334668 sec): 3 clusters Score: Raw -169577.389980 + Penalty 2581.614025 = -166995.775955 nChanged 1 SP:Iteration 41Q (784.394705 sec): 3 clusters Score: Raw -169577.630885 + Penalty 2581.614025 = -166996.016861 nChanged 1 SP:Iteration 42Q (784.448093 sec): 3 clusters Score: Raw -169578.662980 + Penalty 2581.614025 = -166997.048956 nChanged 0 SP:Iteration 43F (784.492861 sec): 3 clusters Score: Raw -169578.662980 + Penalty 2581.614025 = -166997.048956 nChanged 0 Score: Raw -15292007.982174 + Penalty 44643.029051 = -15247364.953123 Splitting cluster 17 changes total score from -15246274.692196 to -15247364.953123 So it's getting split into cluster 22. Trying to split cluster 18 (46980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (788.513371 sec): 2 clusters Score: Raw -2825925.481766 + Penalty 1748.090054 = -2824177.391711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (788.629787 sec): 3 clusters Score: Raw -2796371.029315 + Penalty 3496.180109 = -2792874.849206 nChanged 22046 SP:Iteration 1F (788.755502 sec): 3 clusters Score: Raw -2809759.167007 + Penalty 3496.180109 = -2806262.986898 nChanged 2824 SP:Iteration 2F (788.889914 sec): 3 clusters Score: Raw -2811554.596272 + Penalty 3496.180109 = -2808058.416163 nChanged 3376 SP:Iteration 3F (789.014614 sec): 3 clusters Score: Raw -2814288.121321 + Penalty 3496.180109 = -2810791.941212 nChanged 3734 SP:Iteration 4F (789.136509 sec): 3 clusters Score: Raw -2817712.421656 + Penalty 3496.180109 = -2814216.241547 nChanged 3675 SP:Iteration 5F (789.255615 sec): 3 clusters Score: Raw -2821031.030569 + Penalty 3496.180109 = -2817534.850460 nChanged 3000 SP:Iteration 6F (789.375334 sec): 3 clusters Score: Raw -2823495.034482 + Penalty 3496.180109 = -2819998.854373 nChanged 2179 SP:Iteration 7Q (789.494509 sec): 3 clusters Score: Raw -2824784.638177 + Penalty 3496.180109 = -2821288.458068 nChanged 1464 SP:Iteration 8Q (789.625331 sec): 3 clusters Score: Raw -2825319.029739 + Penalty 3496.180109 = -2821822.849630 nChanged 983 SP:Iteration 9Q (789.748383 sec): 3 clusters Score: Raw -2825565.441881 + Penalty 3496.180109 = -2822069.261772 nChanged 671 SP:Iteration 10Q (789.866678 sec): 3 clusters Score: Raw -2825703.862767 + Penalty 3496.180109 = -2822207.682658 nChanged 492 SP:Iteration 11Q (789.983387 sec): 3 clusters Score: Raw -2825794.973862 + Penalty 3496.180109 = -2822298.793753 nChanged 386 SP:Iteration 12Q (790.105855 sec): 3 clusters Score: Raw -2825860.485916 + Penalty 3496.180109 = -2822364.305807 nChanged 331 SP:Iteration 13Q (790.227640 sec): 3 clusters Score: Raw -2825913.966851 + Penalty 3496.180109 = -2822417.786742 nChanged 305 SP:Iteration 14Q (790.345135 sec): 3 clusters Score: Raw -2825963.319058 + Penalty 3496.180109 = -2822467.138949 nChanged 298 SP:Iteration 15Q (790.468974 sec): 3 clusters Score: Raw -2826009.090583 + Penalty 3496.180109 = -2822512.910474 nChanged 290 SP:Iteration 16Q (790.593557 sec): 3 clusters Score: Raw -2826056.429374 + Penalty 3496.180109 = -2822560.249265 nChanged 288 SP:Iteration 17Q (790.715505 sec): 3 clusters Score: Raw -2826102.502467 + Penalty 3496.180109 = -2822606.322358 nChanged 289 SP:Iteration 18Q (790.834811 sec): 3 clusters Score: Raw -2826151.778206 + Penalty 3496.180109 = -2822655.598097 nChanged 302 SP:Iteration 19Q (790.961075 sec): 3 clusters Score: Raw -2826206.981821 + Penalty 3496.180109 = -2822710.801712 nChanged 316 SP:Iteration 20F (791.076268 sec): 3 clusters Score: Raw -2826275.214640 + Penalty 3496.180109 = -2822779.034531 nChanged 352 SP:Iteration 21Q (791.200155 sec): 3 clusters Score: Raw -2826388.674200 + Penalty 3496.180109 = -2822892.494091 nChanged 395 SP:Iteration 22Q (791.311024 sec): 3 clusters Score: Raw -2826532.800871 + Penalty 3496.180109 = -2823036.620762 nChanged 432 SP:Iteration 23Q (791.428090 sec): 3 clusters Score: Raw -2826683.235071 + Penalty 3496.180109 = -2823187.054962 nChanged 400 SP:Iteration 24Q (791.546174 sec): 3 clusters Score: Raw -2826812.480576 + Penalty 3496.180109 = -2823316.300467 nChanged 390 SP:Iteration 25Q (791.668169 sec): 3 clusters Score: Raw -2826918.201415 + Penalty 3496.180109 = -2823422.021306 nChanged 332 SP:Iteration 26Q (791.789701 sec): 3 clusters Score: Raw -2826992.526618 + Penalty 3496.180109 = -2823496.346509 nChanged 304 SP:Iteration 27Q (791.907695 sec): 3 clusters Score: Raw -2827059.074575 + Penalty 3496.180109 = -2823562.894466 nChanged 265 SP:Iteration 28Q (792.039161 sec): 3 clusters Score: Raw -2827107.120561 + Penalty 3496.180109 = -2823610.940452 nChanged 217 SP:Iteration 29Q (792.158310 sec): 3 clusters Score: Raw -2827136.811814 + Penalty 3496.180109 = -2823640.631705 nChanged 168 SP:Iteration 30Q (792.282435 sec): 3 clusters Score: Raw -2827154.955736 + Penalty 3496.180109 = -2823658.775627 nChanged 144 SP:Iteration 31Q (792.408475 sec): 3 clusters Score: Raw -2827169.449261 + Penalty 3496.180109 = -2823673.269153 nChanged 111 SP:Iteration 32Q (792.531036 sec): 3 clusters Score: Raw -2827178.713205 + Penalty 3496.180109 = -2823682.533096 nChanged 77 SP:Iteration 33Q (792.652005 sec): 3 clusters Score: Raw -2827183.994893 + Penalty 3496.180109 = -2823687.814785 nChanged 59 SP:Iteration 34Q (792.776323 sec): 3 clusters Score: Raw -2827187.652720 + Penalty 3496.180109 = -2823691.472611 nChanged 46 SP:Iteration 35Q (792.904438 sec): 3 clusters Score: Raw -2827189.496525 + Penalty 3496.180109 = -2823693.316417 nChanged 33 SP:Iteration 36Q (793.025226 sec): 3 clusters Score: Raw -2827190.958042 + Penalty 3496.180109 = -2823694.777933 nChanged 30 SP:Iteration 37Q (793.159317 sec): 3 clusters Score: Raw -2827192.485714 + Penalty 3496.180109 = -2823696.305605 nChanged 37 SP:Iteration 38Q (793.283269 sec): 3 clusters Score: Raw -2827194.804713 + Penalty 3496.180109 = -2823698.624604 nChanged 37 SP:Iteration 39Q (793.406204 sec): 3 clusters Score: Raw -2827197.028377 + Penalty 3496.180109 = -2823700.848268 nChanged 35 SP:Iteration 40F (793.528264 sec): 3 clusters Score: Raw -2827198.842844 + Penalty 3496.180109 = -2823702.662735 nChanged 24 SP:Iteration 41Q (793.651174 sec): 3 clusters Score: Raw -2827199.948123 + Penalty 3496.180109 = -2823703.768015 nChanged 19 SP:Iteration 42Q (793.782837 sec): 3 clusters Score: Raw -2827200.608708 + Penalty 3496.180109 = -2823704.428599 nChanged 19 SP:Iteration 43Q (793.907284 sec): 3 clusters Score: Raw -2827201.151167 + Penalty 3496.180109 = -2823704.971058 nChanged 15 SP:Iteration 44Q (794.028711 sec): 3 clusters Score: Raw -2827201.493027 + Penalty 3496.180109 = -2823705.312918 nChanged 12 SP:Iteration 45Q (794.149940 sec): 3 clusters Score: Raw -2827201.726628 + Penalty 3496.180109 = -2823705.546519 nChanged 5 SP:Iteration 46Q (794.277915 sec): 3 clusters Score: Raw -2827201.833305 + Penalty 3496.180109 = -2823705.653196 nChanged 3 SP:Iteration 47Q (794.398506 sec): 3 clusters Score: Raw -2827201.955022 + Penalty 3496.180109 = -2823705.774913 nChanged 8 SP:Iteration 48Q (794.513023 sec): 3 clusters Score: Raw -2827202.164399 + Penalty 3496.180109 = -2823705.984290 nChanged 8 SP:Iteration 49Q (794.636606 sec): 3 clusters Score: Raw -2827202.371483 + Penalty 3496.180109 = -2823706.191374 nChanged 4 SP:Iteration 50Q (794.758526 sec): 3 clusters Score: Raw -2827202.454484 + Penalty 3496.180109 = -2823706.274375 nChanged 1 SP:Iteration 51Q (794.872907 sec): 3 clusters Score: Raw -2827202.466413 + Penalty 3496.180109 = -2823706.286304 nChanged 1 SP:Iteration 52Q (794.981684 sec): 3 clusters Score: Raw -2827202.496646 + Penalty 3496.180109 = -2823706.316537 nChanged 1 SP:Iteration 53Q (795.108416 sec): 3 clusters Score: Raw -2827202.574804 + Penalty 3496.180109 = -2823706.394695 nChanged 1 SP:Iteration 54Q (795.221457 sec): 3 clusters Score: Raw -2827202.617453 + Penalty 3496.180109 = -2823706.437344 nChanged 2 SP:Iteration 55Q (795.352319 sec): 3 clusters Score: Raw -2827202.657613 + Penalty 3496.180109 = -2823706.477504 nChanged 0 SP:Iteration 56F (795.471356 sec): 3 clusters Score: Raw -2827202.657613 + Penalty 3496.180109 = -2823706.477504 nChanged 0 Trying to split cluster 20 (30919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (795.545422 sec): 2 clusters Score: Raw -1741116.644458 + Penalty 1680.108001 = -1739436.536457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (795.641833 sec): 3 clusters Score: Raw -1722001.065900 + Penalty 3360.216002 = -1718640.849898 nChanged 14239 SP:Iteration 1F (795.737380 sec): 3 clusters Score: Raw -1730063.086378 + Penalty 3360.216002 = -1726702.870376 nChanged 1570 SP:Iteration 2F (795.841724 sec): 3 clusters Score: Raw -1730652.483795 + Penalty 3360.216002 = -1727292.267793 nChanged 1567 SP:Iteration 3F (795.943665 sec): 3 clusters Score: Raw -1731319.501175 + Penalty 3360.216002 = -1727959.285173 nChanged 1611 SP:Iteration 4F (796.040887 sec): 3 clusters Score: Raw -1732130.994406 + Penalty 3360.216002 = -1728770.778403 nChanged 1751 SP:Iteration 5F (796.142498 sec): 3 clusters Score: Raw -1733191.088645 + Penalty 3360.216002 = -1729830.872643 nChanged 1945 SP:Iteration 6F (796.239031 sec): 3 clusters Score: Raw -1734576.102488 + Penalty 3360.216002 = -1731215.886485 nChanged 2032 SP:Iteration 7F (796.332946 sec): 3 clusters Score: Raw -1736149.845196 + Penalty 3360.216002 = -1732789.629194 nChanged 1825 SP:Iteration 8F (796.439157 sec): 3 clusters Score: Raw -1737623.149005 + Penalty 3360.216002 = -1734262.933003 nChanged 1521 SP:Iteration 9Q (796.523887 sec): 3 clusters Score: Raw -1738852.182296 + Penalty 3360.216002 = -1735491.966294 nChanged 1174 SP:Iteration 10Q (796.630267 sec): 3 clusters Score: Raw -1739730.092257 + Penalty 3360.216002 = -1736369.876254 nChanged 793 SP:Iteration 11Q (796.731067 sec): 3 clusters Score: Raw -1740275.321814 + Penalty 3360.216002 = -1736915.105812 nChanged 591 SP:Iteration 12Q (796.829245 sec): 3 clusters Score: Raw -1740706.622760 + Penalty 3360.216002 = -1737346.406758 nChanged 515 SP:Iteration 13Q (796.915771 sec): 3 clusters Score: Raw -1741123.802563 + Penalty 3360.216002 = -1737763.586561 nChanged 400 SP:Iteration 14Q (797.019248 sec): 3 clusters Score: Raw -1741417.860849 + Penalty 3360.216002 = -1738057.644847 nChanged 337 SP:Iteration 15Q (797.112407 sec): 3 clusters Score: Raw -1741627.588479 + Penalty 3360.216002 = -1738267.372477 nChanged 278 SP:Iteration 16Q (797.202256 sec): 3 clusters Score: Raw -1741761.478027 + Penalty 3360.216002 = -1738401.262024 nChanged 213 SP:Iteration 17Q (797.301341 sec): 3 clusters Score: Raw -1741847.866169 + Penalty 3360.216002 = -1738487.650167 nChanged 155 SP:Iteration 18Q (797.393556 sec): 3 clusters Score: Raw -1741901.726114 + Penalty 3360.216002 = -1738541.510111 nChanged 120 SP:Iteration 19Q (797.480916 sec): 3 clusters Score: Raw -1741932.302750 + Penalty 3360.216002 = -1738572.086747 nChanged 86 SP:Iteration 20F (797.576211 sec): 3 clusters Score: Raw -1741952.728890 + Penalty 3360.216002 = -1738592.512888 nChanged 68 SP:Iteration 21Q (797.665485 sec): 3 clusters Score: Raw -1741967.416352 + Penalty 3360.216002 = -1738607.200350 nChanged 51 SP:Iteration 22Q (797.758475 sec): 3 clusters Score: Raw -1741979.720550 + Penalty 3360.216002 = -1738619.504548 nChanged 53 SP:Iteration 23Q (797.838727 sec): 3 clusters Score: Raw -1741989.996353 + Penalty 3360.216002 = -1738629.780351 nChanged 44 SP:Iteration 24Q (797.931147 sec): 3 clusters Score: Raw -1741996.599752 + Penalty 3360.216002 = -1738636.383750 nChanged 29 SP:Iteration 25Q (798.024004 sec): 3 clusters Score: Raw -1742000.484068 + Penalty 3360.216002 = -1738640.268066 nChanged 21 SP:Iteration 26Q (798.116461 sec): 3 clusters Score: Raw -1742003.248186 + Penalty 3360.216002 = -1738643.032184 nChanged 20 SP:Iteration 27Q (798.197000 sec): 3 clusters Score: Raw -1742005.487141 + Penalty 3360.216002 = -1738645.271139 nChanged 20 SP:Iteration 28Q (798.299532 sec): 3 clusters Score: Raw -1742008.052627 + Penalty 3360.216002 = -1738647.836625 nChanged 15 SP:Iteration 29Q (798.386271 sec): 3 clusters Score: Raw -1742009.770933 + Penalty 3360.216002 = -1738649.554930 nChanged 14 SP:Iteration 30Q (798.467363 sec): 3 clusters Score: Raw -1742011.358804 + Penalty 3360.216002 = -1738651.142802 nChanged 12 SP:Iteration 31Q (798.558469 sec): 3 clusters Score: Raw -1742012.651655 + Penalty 3360.216002 = -1738652.435653 nChanged 14 SP:Iteration 32Q (798.650831 sec): 3 clusters Score: Raw -1742014.070450 + Penalty 3360.216002 = -1738653.854448 nChanged 13 SP:Iteration 33Q (798.740745 sec): 3 clusters Score: Raw -1742015.404004 + Penalty 3360.216002 = -1738655.188002 nChanged 14 SP:Iteration 34Q (798.822252 sec): 3 clusters Score: Raw -1742016.591102 + Penalty 3360.216002 = -1738656.375100 nChanged 12 SP:Iteration 35Q (798.918049 sec): 3 clusters Score: Raw -1742017.663502 + Penalty 3360.216002 = -1738657.447500 nChanged 10 SP:Iteration 36Q (799.010400 sec): 3 clusters Score: Raw -1742018.570678 + Penalty 3360.216002 = -1738658.354676 nChanged 5 SP:Iteration 37Q (799.104362 sec): 3 clusters Score: Raw -1742019.193009 + Penalty 3360.216002 = -1738658.977007 nChanged 5 SP:Iteration 38Q (799.194151 sec): 3 clusters Score: Raw -1742019.598297 + Penalty 3360.216002 = -1738659.382294 nChanged 5 SP:Iteration 39Q (799.289073 sec): 3 clusters Score: Raw -1742020.144778 + Penalty 3360.216002 = -1738659.928776 nChanged 7 SP:Iteration 40F (799.390520 sec): 3 clusters Score: Raw -1742020.810100 + Penalty 3360.216002 = -1738660.594098 nChanged 5 SP:Iteration 41Q (799.473704 sec): 3 clusters Score: Raw -1742020.946396 + Penalty 3360.216002 = -1738660.730393 nChanged 0 SP:Iteration 42F (799.579699 sec): 3 clusters Score: Raw -1742020.946396 + Penalty 3360.216002 = -1738660.730393 nChanged 0 Iteration 20F (803.598805 sec): 23 clusters Score: Raw -15294941.520891 + Penalty 44643.029051 = -15250298.491839 nChanged 4213 Iteration 21Q (805.477019 sec): 23 clusters Score: Raw -15297786.303453 + Penalty 44643.029051 = -15253143.274402 nChanged 2778 Iteration 22Q (807.141710 sec): 23 clusters Score: Raw -15299543.856316 + Penalty 44643.029051 = -15254900.827264 nChanged 2436 Iteration 23Q (808.834252 sec): 23 clusters Score: Raw -15300886.241331 + Penalty 44643.029051 = -15256243.212280 nChanged 2211 Iteration 24Q (810.521964 sec): 23 clusters Score: Raw -15301972.303352 + Penalty 44643.029051 = -15257329.274301 nChanged 2006 Iteration 25Q (812.365378 sec): 23 clusters Score: Raw -15302797.867308 + Penalty 44643.029051 = -15258154.838257 nChanged 1812 Iteration 26Q (814.055085 sec): 23 clusters Score: Raw -15303422.690281 + Penalty 44643.029051 = -15258779.661229 nChanged 1569 Iteration 27Q (815.823164 sec): 23 clusters Score: Raw -15303898.158484 + Penalty 44643.029051 = -15259255.129433 nChanged 1354 Iteration 28Q (817.509468 sec): 23 clusters Score: Raw -15304286.824388 + Penalty 44643.029051 = -15259643.795337 nChanged 1263 Iteration 29Q (819.145059 sec): 23 clusters Score: Raw -15304607.830969 + Penalty 44643.029051 = -15259964.801917 nChanged 1128 Iteration 30Q (820.821604 sec): 23 clusters Score: Raw -15304864.729567 + Penalty 44643.029051 = -15260221.700516 nChanged 996 Iteration 31Q (822.569653 sec): 23 clusters Score: Raw -15305061.865289 + Penalty 44643.029051 = -15260418.836237 nChanged 881 Iteration 32Q (824.161572 sec): 23 clusters Score: Raw -15305231.906273 + Penalty 44643.029051 = -15260588.877221 nChanged 783 Iteration 33Q (825.811322 sec): 23 clusters Score: Raw -15305373.506101 + Penalty 44643.029051 = -15260730.477050 nChanged 750 Iteration 34Q (827.395355 sec): 23 clusters Score: Raw -15305493.530909 + Penalty 44643.029051 = -15260850.501858 nChanged 696 Iteration 35Q (828.973708 sec): 23 clusters Score: Raw -15305608.937411 + Penalty 44643.029051 = -15260965.908359 nChanged 630 Iteration 36Q (830.732849 sec): 23 clusters Score: Raw -15305696.907096 + Penalty 44643.029051 = -15261053.878045 nChanged 529 Iteration 37Q (832.221776 sec): 23 clusters Score: Raw -15305766.998719 + Penalty 44643.029051 = -15261123.969667 nChanged 457 Iteration 38Q (833.655697 sec): 23 clusters Score: Raw -15305824.712453 + Penalty 44643.029051 = -15261181.683402 nChanged 417 Iteration 39Q (835.245744 sec): 23 clusters Score: Raw -15305876.636235 + Penalty 44643.029051 = -15261233.607184 nChanged 378 Iteration 40F (839.206792 sec): 23 clusters Score: Raw -15306316.864639 + Penalty 44643.029051 = -15261673.835588 nChanged 769 Iteration 41Q (840.956865 sec): 23 clusters Score: Raw -15306625.600510 + Penalty 44643.029051 = -15261982.571459 nChanged 827 Iteration 42Q (842.654268 sec): 23 clusters Score: Raw -15306841.674784 + Penalty 44643.029051 = -15262198.645732 nChanged 773 Iteration 43Q (844.361811 sec): 23 clusters Score: Raw -15307005.280681 + Penalty 44643.029051 = -15262362.251630 nChanged 719 Iteration 44Q (845.910572 sec): 23 clusters Score: Raw -15307139.765982 + Penalty 44643.029051 = -15262496.736930 nChanged 687 Iteration 45Q (847.633669 sec): 23 clusters Score: Raw -15307252.489814 + Penalty 44643.029051 = -15262609.460763 nChanged 625 Iteration 46Q (849.373254 sec): 23 clusters Score: Raw -15307353.244407 + Penalty 44643.029051 = -15262710.215356 nChanged 586 Iteration 47Q (851.150467 sec): 23 clusters Score: Raw -15307437.050430 + Penalty 44643.029051 = -15262794.021379 nChanged 487 Iteration 48Q (852.620374 sec): 23 clusters Score: Raw -15307503.784174 + Penalty 44643.029051 = -15262860.755123 nChanged 439 Iteration 49Q (854.347749 sec): 23 clusters Score: Raw -15307561.140643 + Penalty 44643.029051 = -15262918.111591 nChanged 407 Iteration 50Q (855.941630 sec): 23 clusters Score: Raw -15307616.767490 + Penalty 44643.029051 = -15262973.738438 nChanged 353 Iteration 51Q (857.561415 sec): 23 clusters Score: Raw -15307661.982302 + Penalty 44643.029051 = -15263018.953251 nChanged 365 Iteration 52Q (859.213521 sec): 23 clusters Score: Raw -15307710.822661 + Penalty 44643.029051 = -15263067.793609 nChanged 334 Iteration 53Q (860.797402 sec): 23 clusters Score: Raw -15307757.218653 + Penalty 44643.029051 = -15263114.189602 nChanged 318 Iteration 54Q (862.467598 sec): 23 clusters Score: Raw -15307803.274086 + Penalty 44643.029051 = -15263160.245034 nChanged 338 Iteration 55Q (864.035292 sec): 23 clusters Score: Raw -15307846.079554 + Penalty 44643.029051 = -15263203.050503 nChanged 315 Iteration 56Q (865.607327 sec): 23 clusters Score: Raw -15307881.378688 + Penalty 44643.029051 = -15263238.349637 nChanged 295 Iteration 57Q (867.378783 sec): 23 clusters Score: Raw -15307911.362181 + Penalty 44643.029051 = -15263268.333129 nChanged 252 Iteration 58Q (869.057327 sec): 23 clusters Score: Raw -15307936.896871 + Penalty 44643.029051 = -15263293.867820 nChanged 234 Writing temp clu file Because OldScore, -15263268.333129, is greater than current (better) Score,-15263293.867820 Compute initial score before splitting: Score: Raw -15307936.896871 + Penalty 44643.029051 = -15263293.867820 Trying to split cluster 1 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (869.170604 sec): 2 clusters Score: Raw -32354.481321 + Penalty 1042.718996 = -31311.762325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (869.214188 sec): 3 clusters Score: Raw -32214.894529 + Penalty 2085.437992 = -30129.456538 nChanged 155 SP:Iteration 1F (869.250016 sec): 3 clusters Score: Raw -32415.304222 + Penalty 2085.437992 = -30329.866230 nChanged 40 SP:Iteration 2F (869.294635 sec): 3 clusters Score: Raw -32468.467254 + Penalty 2085.437992 = -30383.029262 nChanged 17 SP:Iteration 3Q (869.350793 sec): 3 clusters Score: Raw -32492.759545 + Penalty 2085.437992 = -30407.321553 nChanged 13 SP:Iteration 4Q (869.394518 sec): 3 clusters Score: Raw -32510.937574 + Penalty 2085.437992 = -30425.499582 nChanged 9 SP:Iteration 5Q (869.444939 sec): 3 clusters Score: Raw -32528.749763 + Penalty 2085.437992 = -30443.311771 nChanged 5 SP:Iteration 6Q (869.491488 sec): 3 clusters Score: Raw -32536.128973 + Penalty 2085.437992 = -30450.690981 nChanged 1 SP:Iteration 7Q (869.531762 sec): 3 clusters Score: Raw -32536.707054 + Penalty 2085.437992 = -30451.269062 nChanged 0 SP:Iteration 8F (869.585931 sec): 3 clusters Score: Raw -32536.707054 + Penalty 2085.437992 = -30451.269062 nChanged 0 Trying to split cluster 2 (1442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (869.611992 sec): 2 clusters Score: Raw -76353.603454 + Penalty 1181.990277 = -75171.613177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (869.660035 sec): 3 clusters Score: Raw -75825.064126 + Penalty 2363.980553 = -73461.083573 nChanged 479 SP:Iteration 1F (869.709872 sec): 3 clusters Score: Raw -76285.243922 + Penalty 2363.980553 = -73921.263369 nChanged 123 SP:Iteration 2F (869.751803 sec): 3 clusters Score: Raw -76406.058642 + Penalty 2363.980553 = -74042.078089 nChanged 79 SP:Iteration 3F (869.801365 sec): 3 clusters Score: Raw -76498.600176 + Penalty 2363.980553 = -74134.619623 nChanged 69 SP:Iteration 4Q (869.849035 sec): 3 clusters Score: Raw -76581.315414 + Penalty 2363.980553 = -74217.334861 nChanged 55 SP:Iteration 5Q (869.912243 sec): 3 clusters Score: Raw -76636.382039 + Penalty 2363.980553 = -74272.401485 nChanged 36 SP:Iteration 6Q (869.948138 sec): 3 clusters Score: Raw -76668.088370 + Penalty 2363.980553 = -74304.107817 nChanged 29 SP:Iteration 7Q (870.004777 sec): 3 clusters Score: Raw -76695.800181 + Penalty 2363.980553 = -74331.819628 nChanged 28 SP:Iteration 8Q (870.054281 sec): 3 clusters Score: Raw -76719.175668 + Penalty 2363.980553 = -74355.195114 nChanged 27 SP:Iteration 9Q (870.094707 sec): 3 clusters Score: Raw -76741.102561 + Penalty 2363.980553 = -74377.122008 nChanged 25 SP:Iteration 10Q (870.154930 sec): 3 clusters Score: Raw -76760.911739 + Penalty 2363.980553 = -74396.931186 nChanged 17 SP:Iteration 11Q (870.204098 sec): 3 clusters Score: Raw -76772.636710 + Penalty 2363.980553 = -74408.656157 nChanged 11 SP:Iteration 12Q (870.248089 sec): 3 clusters Score: Raw -76777.945694 + Penalty 2363.980553 = -74413.965140 nChanged 8 SP:Iteration 13Q (870.308092 sec): 3 clusters Score: Raw -76783.598679 + Penalty 2363.980553 = -74419.618126 nChanged 8 SP:Iteration 14Q (870.360671 sec): 3 clusters Score: Raw -76789.689505 + Penalty 2363.980553 = -74425.708952 nChanged 11 SP:Iteration 15Q (870.408730 sec): 3 clusters Score: Raw -76796.295272 + Penalty 2363.980553 = -74432.314719 nChanged 5 SP:Iteration 16Q (870.460341 sec): 3 clusters Score: Raw -76800.194178 + Penalty 2363.980553 = -74436.213624 nChanged 6 SP:Iteration 17Q (870.506966 sec): 3 clusters Score: Raw -76803.077940 + Penalty 2363.980553 = -74439.097386 nChanged 4 SP:Iteration 18Q (870.558074 sec): 3 clusters Score: Raw -76806.072775 + Penalty 2363.980553 = -74442.092221 nChanged 2 SP:Iteration 19Q (870.605991 sec): 3 clusters Score: Raw -76807.033699 + Penalty 2363.980553 = -74443.053145 nChanged 1 SP:Iteration 20F (870.653561 sec): 3 clusters Score: Raw -76807.724035 + Penalty 2363.980553 = -74443.743482 nChanged 0 Trying to split cluster 3 (2715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (870.682552 sec): 2 clusters Score: Raw -161518.762933 + Penalty 1284.813925 = -160233.949007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (870.742007 sec): 3 clusters Score: Raw -160253.417642 + Penalty 2569.627851 = -157683.789792 nChanged 998 SP:Iteration 1F (870.790444 sec): 3 clusters Score: Raw -160813.718237 + Penalty 2569.627851 = -158244.090387 nChanged 177 SP:Iteration 2F (870.844258 sec): 3 clusters Score: Raw -160914.544905 + Penalty 2569.627851 = -158344.917055 nChanged 126 SP:Iteration 3Q (870.882089 sec): 3 clusters Score: Raw -160977.714233 + Penalty 2569.627851 = -158408.086382 nChanged 89 SP:Iteration 4Q (870.930675 sec): 3 clusters Score: Raw -161024.026823 + Penalty 2569.627851 = -158454.398972 nChanged 78 SP:Iteration 5Q (870.986006 sec): 3 clusters Score: Raw -161065.884735 + Penalty 2569.627851 = -158496.256885 nChanged 60 SP:Iteration 6Q (871.027442 sec): 3 clusters Score: Raw -161096.760741 + Penalty 2569.627851 = -158527.132890 nChanged 66 SP:Iteration 7Q (871.084150 sec): 3 clusters Score: Raw -161131.828848 + Penalty 2569.627851 = -158562.200997 nChanged 46 SP:Iteration 8Q (871.131208 sec): 3 clusters Score: Raw -161149.613621 + Penalty 2569.627851 = -158579.985771 nChanged 36 SP:Iteration 9Q (871.179846 sec): 3 clusters Score: Raw -161166.000037 + Penalty 2569.627851 = -158596.372187 nChanged 28 SP:Iteration 10Q (871.245868 sec): 3 clusters Score: Raw -161178.169137 + Penalty 2569.627851 = -158608.541287 nChanged 23 SP:Iteration 11Q (871.298000 sec): 3 clusters Score: Raw -161189.016692 + Penalty 2569.627851 = -158619.388841 nChanged 24 SP:Iteration 12Q (871.350956 sec): 3 clusters Score: Raw -161196.977601 + Penalty 2569.627851 = -158627.349750 nChanged 15 SP:Iteration 13Q (871.406765 sec): 3 clusters Score: Raw -161205.364874 + Penalty 2569.627851 = -158635.737024 nChanged 13 SP:Iteration 14Q (871.450204 sec): 3 clusters Score: Raw -161211.667050 + Penalty 2569.627851 = -158642.039199 nChanged 17 SP:Iteration 15Q (871.497909 sec): 3 clusters Score: Raw -161216.491301 + Penalty 2569.627851 = -158646.863450 nChanged 11 SP:Iteration 16Q (871.549757 sec): 3 clusters Score: Raw -161220.751345 + Penalty 2569.627851 = -158651.123495 nChanged 15 SP:Iteration 17Q (871.602091 sec): 3 clusters Score: Raw -161226.026599 + Penalty 2569.627851 = -158656.398749 nChanged 8 SP:Iteration 18Q (871.656171 sec): 3 clusters Score: Raw -161228.986995 + Penalty 2569.627851 = -158659.359145 nChanged 9 SP:Iteration 19Q (871.716009 sec): 3 clusters Score: Raw -161231.861775 + Penalty 2569.627851 = -158662.233924 nChanged 11 SP:Iteration 20F (871.763829 sec): 3 clusters Score: Raw -161235.074092 + Penalty 2569.627851 = -158665.446242 nChanged 6 SP:Iteration 21Q (871.821105 sec): 3 clusters Score: Raw -161237.326088 + Penalty 2569.627851 = -158667.698237 nChanged 9 SP:Iteration 22Q (871.858056 sec): 3 clusters Score: Raw -161240.329095 + Penalty 2569.627851 = -158670.701245 nChanged 8 SP:Iteration 23Q (871.919737 sec): 3 clusters Score: Raw -161243.046328 + Penalty 2569.627851 = -158673.418477 nChanged 6 SP:Iteration 24Q (871.971776 sec): 3 clusters Score: Raw -161245.868186 + Penalty 2569.627851 = -158676.240336 nChanged 8 SP:Iteration 25Q (872.019781 sec): 3 clusters Score: Raw -161247.892790 + Penalty 2569.627851 = -158678.264939 nChanged 6 SP:Iteration 26Q (872.076296 sec): 3 clusters Score: Raw -161249.567072 + Penalty 2569.627851 = -158679.939221 nChanged 6 SP:Iteration 27Q (872.128696 sec): 3 clusters Score: Raw -161250.919170 + Penalty 2569.627851 = -158681.291319 nChanged 4 SP:Iteration 28Q (872.179778 sec): 3 clusters Score: Raw -161251.975405 + Penalty 2569.627851 = -158682.347555 nChanged 1 SP:Iteration 29Q (872.231244 sec): 3 clusters Score: Raw -161252.259444 + Penalty 2569.627851 = -158682.631593 nChanged 1 SP:Iteration 30Q (872.286695 sec): 3 clusters Score: Raw -161252.366160 + Penalty 2569.627851 = -158682.738309 nChanged 0 SP:Iteration 31F (872.331555 sec): 3 clusters Score: Raw -161252.366160 + Penalty 2569.627851 = -158682.738309 nChanged 0 Trying to split cluster 4 (1083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (872.360794 sec): 2 clusters Score: Raw -58804.557534 + Penalty 1135.467165 = -57669.090368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (872.398922 sec): 3 clusters Score: Raw -58430.121842 + Penalty 2270.934330 = -56159.187511 nChanged 314 SP:Iteration 1F (872.441345 sec): 3 clusters Score: Raw -58659.483042 + Penalty 2270.934330 = -56388.548712 nChanged 69 SP:Iteration 2F (872.496057 sec): 3 clusters Score: Raw -58719.409967 + Penalty 2270.934330 = -56448.475637 nChanged 33 SP:Iteration 3Q (872.535418 sec): 3 clusters Score: Raw -58751.921360 + Penalty 2270.934330 = -56480.987030 nChanged 33 SP:Iteration 4Q (872.582486 sec): 3 clusters Score: Raw -58778.316675 + Penalty 2270.934330 = -56507.382344 nChanged 25 SP:Iteration 5Q (872.630883 sec): 3 clusters Score: Raw -58797.913892 + Penalty 2270.934330 = -56526.979562 nChanged 22 SP:Iteration 6Q (872.677427 sec): 3 clusters Score: Raw -58817.403602 + Penalty 2270.934330 = -56546.469272 nChanged 13 SP:Iteration 7Q (872.718291 sec): 3 clusters Score: Raw -58829.122609 + Penalty 2270.934330 = -56558.188279 nChanged 11 SP:Iteration 8Q (872.759343 sec): 3 clusters Score: Raw -58838.538018 + Penalty 2270.934330 = -56567.603688 nChanged 9 SP:Iteration 9Q (872.814458 sec): 3 clusters Score: Raw -58843.514234 + Penalty 2270.934330 = -56572.579904 nChanged 8 SP:Iteration 10Q (872.855301 sec): 3 clusters Score: Raw -58846.919655 + Penalty 2270.934330 = -56575.985325 nChanged 4 SP:Iteration 11Q (872.896393 sec): 3 clusters Score: Raw -58849.793218 + Penalty 2270.934330 = -56578.858888 nChanged 4 SP:Iteration 12Q (872.937492 sec): 3 clusters Score: Raw -58852.085177 + Penalty 2270.934330 = -56581.150846 nChanged 1 SP:Iteration 13Q (872.987089 sec): 3 clusters Score: Raw -58852.531612 + Penalty 2270.934330 = -56581.597281 nChanged 1 SP:Iteration 14Q (873.033648 sec): 3 clusters Score: Raw -58852.918786 + Penalty 2270.934330 = -56581.984456 nChanged 0 SP:Iteration 15F (873.079282 sec): 3 clusters Score: Raw -58852.918786 + Penalty 2270.934330 = -56581.984456 nChanged 0 Trying to split cluster 5 (3841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (873.109457 sec): 2 clusters Score: Raw -232297.358523 + Penalty 1341.191805 = -230956.166718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (873.161247 sec): 3 clusters Score: Raw -230393.719544 + Penalty 2682.383609 = -227711.335934 nChanged 1525 SP:Iteration 1F (873.212086 sec): 3 clusters Score: Raw -231329.257034 + Penalty 2682.383609 = -228646.873424 nChanged 321 SP:Iteration 2F (873.255663 sec): 3 clusters Score: Raw -231553.280416 + Penalty 2682.383609 = -228870.896807 nChanged 251 SP:Iteration 3F (873.308222 sec): 3 clusters Score: Raw -231711.505639 + Penalty 2682.383609 = -229029.122029 nChanged 189 SP:Iteration 4Q (873.361209 sec): 3 clusters Score: Raw -231846.066189 + Penalty 2682.383609 = -229163.682579 nChanged 172 SP:Iteration 5Q (873.413572 sec): 3 clusters Score: Raw -231957.629207 + Penalty 2682.383609 = -229275.245597 nChanged 148 SP:Iteration 6Q (873.470534 sec): 3 clusters Score: Raw -232048.668025 + Penalty 2682.383609 = -229366.284416 nChanged 125 SP:Iteration 7Q (873.524552 sec): 3 clusters Score: Raw -232137.864815 + Penalty 2682.383609 = -229455.481206 nChanged 109 SP:Iteration 8Q (873.576381 sec): 3 clusters Score: Raw -232215.935866 + Penalty 2682.383609 = -229533.552257 nChanged 97 SP:Iteration 9Q (873.626701 sec): 3 clusters Score: Raw -232287.890039 + Penalty 2682.383609 = -229605.506430 nChanged 84 SP:Iteration 10Q (873.676114 sec): 3 clusters Score: Raw -232355.589853 + Penalty 2682.383609 = -229673.206244 nChanged 77 SP:Iteration 11Q (873.732279 sec): 3 clusters Score: Raw -232417.542314 + Penalty 2682.383609 = -229735.158705 nChanged 62 SP:Iteration 12Q (873.787645 sec): 3 clusters Score: Raw -232470.622240 + Penalty 2682.383609 = -229788.238631 nChanged 52 SP:Iteration 13Q (873.842549 sec): 3 clusters Score: Raw -232510.547015 + Penalty 2682.383609 = -229828.163406 nChanged 32 SP:Iteration 14Q (873.886899 sec): 3 clusters Score: Raw -232534.791782 + Penalty 2682.383609 = -229852.408173 nChanged 26 SP:Iteration 15Q (873.944300 sec): 3 clusters Score: Raw -232554.792353 + Penalty 2682.383609 = -229872.408744 nChanged 22 SP:Iteration 16Q (873.995884 sec): 3 clusters Score: Raw -232573.476356 + Penalty 2682.383609 = -229891.092747 nChanged 22 SP:Iteration 17Q (874.057909 sec): 3 clusters Score: Raw -232599.333902 + Penalty 2682.383609 = -229916.950292 nChanged 26 SP:Iteration 18Q (874.102084 sec): 3 clusters Score: Raw -232637.748807 + Penalty 2682.383609 = -229955.365198 nChanged 28 SP:Iteration 19Q (874.154395 sec): 3 clusters Score: Raw -232679.006125 + Penalty 2682.383609 = -229996.622516 nChanged 25 SP:Iteration 20F (874.210339 sec): 3 clusters Score: Raw -232705.311664 + Penalty 2682.383609 = -230022.928054 nChanged 17 SP:Iteration 21Q (874.258841 sec): 3 clusters Score: Raw -232722.547879 + Penalty 2682.383609 = -230040.164270 nChanged 19 SP:Iteration 22Q (874.315264 sec): 3 clusters Score: Raw -232741.315966 + Penalty 2682.383609 = -230058.932357 nChanged 16 SP:Iteration 23Q (874.357564 sec): 3 clusters Score: Raw -232759.104655 + Penalty 2682.383609 = -230076.721046 nChanged 16 SP:Iteration 24Q (874.416748 sec): 3 clusters Score: Raw -232772.688763 + Penalty 2682.383609 = -230090.305154 nChanged 14 SP:Iteration 25Q (874.460868 sec): 3 clusters Score: Raw -232787.654491 + Penalty 2682.383609 = -230105.270882 nChanged 11 SP:Iteration 26Q (874.511870 sec): 3 clusters Score: Raw -232796.888884 + Penalty 2682.383609 = -230114.505274 nChanged 6 SP:Iteration 27Q (874.557802 sec): 3 clusters Score: Raw -232806.635644 + Penalty 2682.383609 = -230124.252035 nChanged 4 SP:Iteration 28Q (874.614968 sec): 3 clusters Score: Raw -232809.788391 + Penalty 2682.383609 = -230127.404782 nChanged 3 SP:Iteration 29Q (874.669533 sec): 3 clusters Score: Raw -232811.197763 + Penalty 2682.383609 = -230128.814154 nChanged 3 SP:Iteration 30Q (874.712477 sec): 3 clusters Score: Raw -232814.985242 + Penalty 2682.383609 = -230132.601633 nChanged 3 SP:Iteration 31Q (874.770383 sec): 3 clusters Score: Raw -232817.062859 + Penalty 2682.383609 = -230134.679250 nChanged 0 SP:Iteration 32F (874.825029 sec): 3 clusters Score: Raw -232817.062859 + Penalty 2682.383609 = -230134.679250 nChanged 0 Trying to split cluster 6 (2733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (874.853346 sec): 2 clusters Score: Raw -165710.720663 + Penalty 1285.887718 = -164424.832946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (874.907406 sec): 3 clusters Score: Raw -164441.760482 + Penalty 2571.775435 = -161869.985046 nChanged 1037 SP:Iteration 1F (874.959115 sec): 3 clusters Score: Raw -165068.859613 + Penalty 2571.775435 = -162497.084177 nChanged 215 SP:Iteration 2F (875.011623 sec): 3 clusters Score: Raw -165209.759121 + Penalty 2571.775435 = -162637.983685 nChanged 146 SP:Iteration 3F (875.064509 sec): 3 clusters Score: Raw -165310.432591 + Penalty 2571.775435 = -162738.657155 nChanged 108 SP:Iteration 4Q (875.115648 sec): 3 clusters Score: Raw -165367.804929 + Penalty 2571.775435 = -162796.029493 nChanged 83 SP:Iteration 5Q (875.173300 sec): 3 clusters Score: Raw -165414.440142 + Penalty 2571.775435 = -162842.664707 nChanged 71 SP:Iteration 6Q (875.224130 sec): 3 clusters Score: Raw -165458.332520 + Penalty 2571.775435 = -162886.557084 nChanged 68 SP:Iteration 7Q (875.275262 sec): 3 clusters Score: Raw -165506.167971 + Penalty 2571.775435 = -162934.392536 nChanged 58 SP:Iteration 8Q (875.324642 sec): 3 clusters Score: Raw -165540.679311 + Penalty 2571.775435 = -162968.903876 nChanged 64 SP:Iteration 9Q (875.381882 sec): 3 clusters Score: Raw -165576.286069 + Penalty 2571.775435 = -163004.510634 nChanged 44 SP:Iteration 10Q (875.442839 sec): 3 clusters Score: Raw -165605.009539 + Penalty 2571.775435 = -163033.234104 nChanged 45 SP:Iteration 11Q (875.487692 sec): 3 clusters Score: Raw -165628.263061 + Penalty 2571.775435 = -163056.487626 nChanged 38 SP:Iteration 12Q (875.546957 sec): 3 clusters Score: Raw -165650.788880 + Penalty 2571.775435 = -163079.013444 nChanged 40 SP:Iteration 13Q (875.596510 sec): 3 clusters Score: Raw -165668.555176 + Penalty 2571.775435 = -163096.779740 nChanged 34 SP:Iteration 14Q (875.645983 sec): 3 clusters Score: Raw -165687.167440 + Penalty 2571.775435 = -163115.392005 nChanged 24 SP:Iteration 15Q (875.694621 sec): 3 clusters Score: Raw -165700.035154 + Penalty 2571.775435 = -163128.259719 nChanged 27 SP:Iteration 16Q (875.748136 sec): 3 clusters Score: Raw -165713.906595 + Penalty 2571.775435 = -163142.131160 nChanged 16 SP:Iteration 17Q (875.802416 sec): 3 clusters Score: Raw -165720.678493 + Penalty 2571.775435 = -163148.903058 nChanged 12 SP:Iteration 18Q (875.858643 sec): 3 clusters Score: Raw -165726.185583 + Penalty 2571.775435 = -163154.410148 nChanged 12 SP:Iteration 19Q (875.912316 sec): 3 clusters Score: Raw -165731.062395 + Penalty 2571.775435 = -163159.286959 nChanged 11 SP:Iteration 20F (875.964662 sec): 3 clusters Score: Raw -165735.379340 + Penalty 2571.775435 = -163163.603904 nChanged 10 SP:Iteration 21Q (876.008001 sec): 3 clusters Score: Raw -165738.838019 + Penalty 2571.775435 = -163167.062584 nChanged 9 SP:Iteration 22Q (876.064266 sec): 3 clusters Score: Raw -165743.161981 + Penalty 2571.775435 = -163171.386545 nChanged 6 SP:Iteration 23Q (876.113579 sec): 3 clusters Score: Raw -165747.233265 + Penalty 2571.775435 = -163175.457829 nChanged 7 SP:Iteration 24Q (876.163598 sec): 3 clusters Score: Raw -165750.704886 + Penalty 2571.775435 = -163178.929451 nChanged 10 SP:Iteration 25Q (876.215539 sec): 3 clusters Score: Raw -165757.306811 + Penalty 2571.775435 = -163185.531375 nChanged 14 SP:Iteration 26Q (876.264636 sec): 3 clusters Score: Raw -165767.258405 + Penalty 2571.775435 = -163195.482970 nChanged 13 SP:Iteration 27Q (876.317253 sec): 3 clusters Score: Raw -165772.784503 + Penalty 2571.775435 = -163201.009068 nChanged 13 SP:Iteration 28Q (876.365053 sec): 3 clusters Score: Raw -165780.290827 + Penalty 2571.775435 = -163208.515392 nChanged 16 SP:Iteration 29Q (876.413109 sec): 3 clusters Score: Raw -165788.604837 + Penalty 2571.775435 = -163216.829402 nChanged 14 SP:Iteration 30Q (876.460941 sec): 3 clusters Score: Raw -165797.381934 + Penalty 2571.775435 = -163225.606499 nChanged 17 SP:Iteration 31Q (876.509117 sec): 3 clusters Score: Raw -165804.982772 + Penalty 2571.775435 = -163233.207337 nChanged 8 SP:Iteration 32Q (876.557039 sec): 3 clusters Score: Raw -165810.795761 + Penalty 2571.775435 = -163239.020326 nChanged 21 SP:Iteration 33Q (876.608875 sec): 3 clusters Score: Raw -165825.060415 + Penalty 2571.775435 = -163253.284979 nChanged 20 SP:Iteration 34Q (876.660790 sec): 3 clusters Score: Raw -165836.079478 + Penalty 2571.775435 = -163264.304043 nChanged 16 SP:Iteration 35Q (876.713154 sec): 3 clusters Score: Raw -165844.367467 + Penalty 2571.775435 = -163272.592032 nChanged 13 SP:Iteration 36Q (876.756209 sec): 3 clusters Score: Raw -165853.373475 + Penalty 2571.775435 = -163281.598039 nChanged 11 SP:Iteration 37Q (876.811001 sec): 3 clusters Score: Raw -165861.158816 + Penalty 2571.775435 = -163289.383380 nChanged 11 SP:Iteration 38Q (876.859152 sec): 3 clusters Score: Raw -165867.035671 + Penalty 2571.775435 = -163295.260235 nChanged 7 SP:Iteration 39Q (876.907265 sec): 3 clusters Score: Raw -165871.597996 + Penalty 2571.775435 = -163299.822560 nChanged 6 SP:Iteration 40F (876.942836 sec): 3 clusters Score: Raw -165874.729422 + Penalty 2571.775435 = -163302.953986 nChanged 6 SP:Iteration 41Q (876.989037 sec): 3 clusters Score: Raw -165877.712388 + Penalty 2571.775435 = -163305.936952 nChanged 7 SP:Iteration 42Q (877.036865 sec): 3 clusters Score: Raw -165880.684186 + Penalty 2571.775435 = -163308.908751 nChanged 3 SP:Iteration 43Q (877.088347 sec): 3 clusters Score: Raw -165882.278472 + Penalty 2571.775435 = -163310.503036 nChanged 3 SP:Iteration 44Q (877.129215 sec): 3 clusters Score: Raw -165884.064857 + Penalty 2571.775435 = -163312.289421 nChanged 6 SP:Iteration 45Q (877.177280 sec): 3 clusters Score: Raw -165887.031233 + Penalty 2571.775435 = -163315.255798 nChanged 5 SP:Iteration 46Q (877.225052 sec): 3 clusters Score: Raw -165889.558275 + Penalty 2571.775435 = -163317.782840 nChanged 3 SP:Iteration 47Q (877.272953 sec): 3 clusters Score: Raw -165890.432798 + Penalty 2571.775435 = -163318.657363 nChanged 1 SP:Iteration 48Q (877.319323 sec): 3 clusters Score: Raw -165890.809403 + Penalty 2571.775435 = -163319.033967 nChanged 1 SP:Iteration 49Q (877.369508 sec): 3 clusters Score: Raw -165891.607809 + Penalty 2571.775435 = -163319.832374 nChanged 1 SP:Iteration 50Q (877.413487 sec): 3 clusters Score: Raw -165892.226098 + Penalty 2571.775435 = -163320.450662 nChanged 1 SP:Iteration 51Q (877.461401 sec): 3 clusters Score: Raw -165892.670261 + Penalty 2571.775435 = -163320.894825 nChanged 0 SP:Iteration 52F (877.511203 sec): 3 clusters Score: Raw -165892.670261 + Penalty 2571.775435 = -163320.894825 nChanged 0 Trying to split cluster 7 (13699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (877.563123 sec): 2 clusters Score: Raw -854613.511932 + Penalty 1547.825194 = -853065.686738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (877.634754 sec): 3 clusters Score: Raw -846614.415461 + Penalty 3095.650388 = -843518.765074 nChanged 5982 SP:Iteration 1F (877.694613 sec): 3 clusters Score: Raw -849930.443537 + Penalty 3095.650388 = -846834.793149 nChanged 776 SP:Iteration 2F (877.769961 sec): 3 clusters Score: Raw -850257.321834 + Penalty 3095.650388 = -847161.671446 nChanged 693 SP:Iteration 3F (877.847129 sec): 3 clusters Score: Raw -850542.433376 + Penalty 3095.650388 = -847446.782988 nChanged 628 SP:Iteration 4Q (877.919670 sec): 3 clusters Score: Raw -850790.987847 + Penalty 3095.650388 = -847695.337459 nChanged 572 SP:Iteration 5Q (877.990434 sec): 3 clusters Score: Raw -851012.659064 + Penalty 3095.650388 = -847917.008676 nChanged 556 SP:Iteration 6Q (878.052526 sec): 3 clusters Score: Raw -851254.567733 + Penalty 3095.650388 = -848158.917346 nChanged 577 SP:Iteration 7Q (878.124676 sec): 3 clusters Score: Raw -851560.278146 + Penalty 3095.650388 = -848464.627758 nChanged 607 SP:Iteration 8Q (878.205396 sec): 3 clusters Score: Raw -851940.230909 + Penalty 3095.650388 = -848844.580522 nChanged 638 SP:Iteration 9Q (878.274051 sec): 3 clusters Score: Raw -852382.794297 + Penalty 3095.650388 = -849287.143909 nChanged 639 SP:Iteration 10Q (878.342343 sec): 3 clusters Score: Raw -852838.076701 + Penalty 3095.650388 = -849742.426313 nChanged 560 SP:Iteration 11Q (878.404143 sec): 3 clusters Score: Raw -853236.381225 + Penalty 3095.650388 = -850140.730837 nChanged 478 SP:Iteration 12Q (878.481676 sec): 3 clusters Score: Raw -853578.061332 + Penalty 3095.650388 = -850482.410944 nChanged 389 SP:Iteration 13Q (878.544681 sec): 3 clusters Score: Raw -853866.664705 + Penalty 3095.650388 = -850771.014317 nChanged 313 SP:Iteration 14Q (878.614398 sec): 3 clusters Score: Raw -854087.471948 + Penalty 3095.650388 = -850991.821560 nChanged 258 SP:Iteration 15Q (878.685958 sec): 3 clusters Score: Raw -854272.133731 + Penalty 3095.650388 = -851176.483344 nChanged 219 SP:Iteration 16Q (878.741858 sec): 3 clusters Score: Raw -854428.094133 + Penalty 3095.650388 = -851332.443745 nChanged 177 SP:Iteration 17Q (878.818473 sec): 3 clusters Score: Raw -854539.419187 + Penalty 3095.650388 = -851443.768799 nChanged 136 SP:Iteration 18Q (878.874565 sec): 3 clusters Score: Raw -854625.752862 + Penalty 3095.650388 = -851530.102474 nChanged 101 SP:Iteration 19Q (878.951133 sec): 3 clusters Score: Raw -854683.973438 + Penalty 3095.650388 = -851588.323051 nChanged 88 SP:Iteration 20F (879.022549 sec): 3 clusters Score: Raw -854730.183740 + Penalty 3095.650388 = -851634.533352 nChanged 66 SP:Iteration 21Q (879.074279 sec): 3 clusters Score: Raw -854769.123932 + Penalty 3095.650388 = -851673.473544 nChanged 61 SP:Iteration 22Q (879.149574 sec): 3 clusters Score: Raw -854802.482583 + Penalty 3095.650388 = -851706.832195 nChanged 52 SP:Iteration 23Q (879.218034 sec): 3 clusters Score: Raw -854832.326855 + Penalty 3095.650388 = -851736.676467 nChanged 44 SP:Iteration 24Q (879.281918 sec): 3 clusters Score: Raw -854856.921234 + Penalty 3095.650388 = -851761.270846 nChanged 35 SP:Iteration 25Q (879.346921 sec): 3 clusters Score: Raw -854872.321702 + Penalty 3095.650388 = -851776.671314 nChanged 28 SP:Iteration 26Q (879.411350 sec): 3 clusters Score: Raw -854886.162475 + Penalty 3095.650388 = -851790.512087 nChanged 40 SP:Iteration 27Q (879.468332 sec): 3 clusters Score: Raw -854905.106476 + Penalty 3095.650388 = -851809.456088 nChanged 37 SP:Iteration 28Q (879.526445 sec): 3 clusters Score: Raw -854923.931642 + Penalty 3095.650388 = -851828.281254 nChanged 28 SP:Iteration 29Q (879.591268 sec): 3 clusters Score: Raw -854936.223787 + Penalty 3095.650388 = -851840.573399 nChanged 23 SP:Iteration 30Q (879.655218 sec): 3 clusters Score: Raw -854945.324214 + Penalty 3095.650388 = -851849.673826 nChanged 16 SP:Iteration 31Q (879.725284 sec): 3 clusters Score: Raw -854951.410696 + Penalty 3095.650388 = -851855.760308 nChanged 10 SP:Iteration 32Q (879.792116 sec): 3 clusters Score: Raw -854954.717485 + Penalty 3095.650388 = -851859.067097 nChanged 5 SP:Iteration 33Q (879.847360 sec): 3 clusters Score: Raw -854955.785818 + Penalty 3095.650388 = -851860.135430 nChanged 3 SP:Iteration 34Q (879.925504 sec): 3 clusters Score: Raw -854957.259235 + Penalty 3095.650388 = -851861.608847 nChanged 4 SP:Iteration 35Q (879.984668 sec): 3 clusters Score: Raw -854958.696612 + Penalty 3095.650388 = -851863.046224 nChanged 4 SP:Iteration 36Q (880.051349 sec): 3 clusters Score: Raw -854960.721444 + Penalty 3095.650388 = -851865.071056 nChanged 3 SP:Iteration 37Q (880.118677 sec): 3 clusters Score: Raw -854961.614897 + Penalty 3095.650388 = -851865.964509 nChanged 3 SP:Iteration 38Q (880.182261 sec): 3 clusters Score: Raw -854963.368473 + Penalty 3095.650388 = -851867.718085 nChanged 5 SP:Iteration 39Q (880.249930 sec): 3 clusters Score: Raw -854964.472335 + Penalty 3095.650388 = -851868.821947 nChanged 1 SP:Iteration 40F (880.320239 sec): 3 clusters Score: Raw -854964.683709 + Penalty 3095.650388 = -851869.033321 nChanged 1 SP:Iteration 41Q (880.377685 sec): 3 clusters Score: Raw -854964.835716 + Penalty 3095.650388 = -851869.185328 nChanged 0 SP:Iteration 42F (880.446602 sec): 3 clusters Score: Raw -854964.835716 + Penalty 3095.650388 = -851869.185328 nChanged 0 Trying to split cluster 8 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (880.478906 sec): 2 clusters Score: Raw -56003.549823 + Penalty 1119.227293 = -54884.322530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (880.523198 sec): 3 clusters Score: Raw -55734.284107 + Penalty 2238.454586 = -53495.829522 nChanged 289 SP:Iteration 1F (880.575185 sec): 3 clusters Score: Raw -56006.583013 + Penalty 2238.454586 = -53768.128427 nChanged 66 SP:Iteration 2F (880.633281 sec): 3 clusters Score: Raw -56079.051071 + Penalty 2238.454586 = -53840.596485 nChanged 30 SP:Iteration 3Q (880.682019 sec): 3 clusters Score: Raw -56110.414990 + Penalty 2238.454586 = -53871.960404 nChanged 25 SP:Iteration 4Q (880.726366 sec): 3 clusters Score: Raw -56145.663179 + Penalty 2238.454586 = -53907.208593 nChanged 22 SP:Iteration 5Q (880.772350 sec): 3 clusters Score: Raw -56173.716284 + Penalty 2238.454586 = -53935.261698 nChanged 23 SP:Iteration 6Q (880.810751 sec): 3 clusters Score: Raw -56209.898987 + Penalty 2238.454586 = -53971.444401 nChanged 20 SP:Iteration 7Q (880.853578 sec): 3 clusters Score: Raw -56246.927086 + Penalty 2238.454586 = -54008.472500 nChanged 25 SP:Iteration 8Q (880.898274 sec): 3 clusters Score: Raw -56284.053578 + Penalty 2238.454586 = -54045.598992 nChanged 12 SP:Iteration 9Q (880.943131 sec): 3 clusters Score: Raw -56296.012719 + Penalty 2238.454586 = -54057.558133 nChanged 4 SP:Iteration 10Q (880.995240 sec): 3 clusters Score: Raw -56302.383743 + Penalty 2238.454586 = -54063.929157 nChanged 5 SP:Iteration 11Q (881.043614 sec): 3 clusters Score: Raw -56306.399117 + Penalty 2238.454586 = -54067.944531 nChanged 2 SP:Iteration 12Q (881.092203 sec): 3 clusters Score: Raw -56310.418323 + Penalty 2238.454586 = -54071.963737 nChanged 3 SP:Iteration 13Q (881.137752 sec): 3 clusters Score: Raw -56313.050132 + Penalty 2238.454586 = -54074.595546 nChanged 2 SP:Iteration 14Q (881.174712 sec): 3 clusters Score: Raw -56314.593220 + Penalty 2238.454586 = -54076.138634 nChanged 3 SP:Iteration 15Q (881.215294 sec): 3 clusters Score: Raw -56317.444776 + Penalty 2238.454586 = -54078.990190 nChanged 2 SP:Iteration 16Q (881.263234 sec): 3 clusters Score: Raw -56320.520145 + Penalty 2238.454586 = -54082.065559 nChanged 0 SP:Iteration 17F (881.308834 sec): 3 clusters Score: Raw -56320.520145 + Penalty 2238.454586 = -54082.065559 nChanged 0 Trying to split cluster 9 (7506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (881.349903 sec): 2 clusters Score: Raw -433805.975192 + Penalty 1450.061922 = -432355.913270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (881.403808 sec): 3 clusters Score: Raw -429647.753223 + Penalty 2900.123843 = -426747.629379 nChanged 3192 SP:Iteration 1F (881.462000 sec): 3 clusters Score: Raw -431472.104051 + Penalty 2900.123843 = -428571.980207 nChanged 552 SP:Iteration 2F (881.516686 sec): 3 clusters Score: Raw -431788.076018 + Penalty 2900.123843 = -428887.952175 nChanged 435 SP:Iteration 3F (881.576797 sec): 3 clusters Score: Raw -432039.008111 + Penalty 2900.123843 = -429138.884267 nChanged 400 SP:Iteration 4F (881.647210 sec): 3 clusters Score: Raw -432291.885181 + Penalty 2900.123843 = -429391.761338 nChanged 400 SP:Iteration 5F (881.695783 sec): 3 clusters Score: Raw -432556.307715 + Penalty 2900.123843 = -429656.183872 nChanged 392 SP:Iteration 6F (881.754555 sec): 3 clusters Score: Raw -432802.040407 + Penalty 2900.123843 = -429901.916564 nChanged 363 SP:Iteration 7Q (881.805091 sec): 3 clusters Score: Raw -433028.288363 + Penalty 2900.123843 = -430128.164519 nChanged 336 SP:Iteration 8Q (881.864142 sec): 3 clusters Score: Raw -433208.450468 + Penalty 2900.123843 = -430308.326625 nChanged 266 SP:Iteration 9Q (881.932882 sec): 3 clusters Score: Raw -433329.460106 + Penalty 2900.123843 = -430429.336263 nChanged 209 SP:Iteration 10Q (881.981008 sec): 3 clusters Score: Raw -433404.181923 + Penalty 2900.123843 = -430504.058079 nChanged 144 SP:Iteration 11Q (882.049651 sec): 3 clusters Score: Raw -433467.057698 + Penalty 2900.123843 = -430566.933855 nChanged 126 SP:Iteration 12Q (882.110491 sec): 3 clusters Score: Raw -433514.783048 + Penalty 2900.123843 = -430614.659205 nChanged 107 SP:Iteration 13Q (882.161892 sec): 3 clusters Score: Raw -433569.166255 + Penalty 2900.123843 = -430669.042412 nChanged 105 SP:Iteration 14Q (882.228140 sec): 3 clusters Score: Raw -433631.843942 + Penalty 2900.123843 = -430731.720099 nChanged 95 SP:Iteration 15Q (882.281770 sec): 3 clusters Score: Raw -433681.618330 + Penalty 2900.123843 = -430781.494486 nChanged 82 SP:Iteration 16Q (882.350568 sec): 3 clusters Score: Raw -433720.172488 + Penalty 2900.123843 = -430820.048644 nChanged 75 SP:Iteration 17Q (882.409098 sec): 3 clusters Score: Raw -433754.889194 + Penalty 2900.123843 = -430854.765351 nChanged 79 SP:Iteration 18Q (882.463207 sec): 3 clusters Score: Raw -433799.135079 + Penalty 2900.123843 = -430899.011236 nChanged 64 SP:Iteration 19Q (882.525659 sec): 3 clusters Score: Raw -433831.415777 + Penalty 2900.123843 = -430931.291934 nChanged 54 SP:Iteration 20F (882.580293 sec): 3 clusters Score: Raw -433855.670376 + Penalty 2900.123843 = -430955.546532 nChanged 58 SP:Iteration 21Q (882.633472 sec): 3 clusters Score: Raw -433875.000671 + Penalty 2900.123843 = -430974.876828 nChanged 53 SP:Iteration 22Q (882.703801 sec): 3 clusters Score: Raw -433897.825366 + Penalty 2900.123843 = -430997.701522 nChanged 49 SP:Iteration 23Q (882.760475 sec): 3 clusters Score: Raw -433908.804031 + Penalty 2900.123843 = -431008.680188 nChanged 24 SP:Iteration 24Q (882.811005 sec): 3 clusters Score: Raw -433913.030378 + Penalty 2900.123843 = -431012.906534 nChanged 16 SP:Iteration 25Q (882.872182 sec): 3 clusters Score: Raw -433916.131334 + Penalty 2900.123843 = -431016.007491 nChanged 15 SP:Iteration 26Q (882.932569 sec): 3 clusters Score: Raw -433918.150474 + Penalty 2900.123843 = -431018.026630 nChanged 9 SP:Iteration 27Q (882.999541 sec): 3 clusters Score: Raw -433919.821317 + Penalty 2900.123843 = -431019.697474 nChanged 14 SP:Iteration 28Q (883.045014 sec): 3 clusters Score: Raw -433922.090301 + Penalty 2900.123843 = -431021.966458 nChanged 10 SP:Iteration 29Q (883.109769 sec): 3 clusters Score: Raw -433923.690623 + Penalty 2900.123843 = -431023.566780 nChanged 12 SP:Iteration 30Q (883.162870 sec): 3 clusters Score: Raw -433925.320908 + Penalty 2900.123843 = -431025.197065 nChanged 12 SP:Iteration 31Q (883.215715 sec): 3 clusters Score: Raw -433927.778664 + Penalty 2900.123843 = -431027.654820 nChanged 10 SP:Iteration 32Q (883.275258 sec): 3 clusters Score: Raw -433930.076957 + Penalty 2900.123843 = -431029.953114 nChanged 20 SP:Iteration 33Q (883.347405 sec): 3 clusters Score: Raw -433933.209052 + Penalty 2900.123843 = -431033.085208 nChanged 11 SP:Iteration 34Q (883.406340 sec): 3 clusters Score: Raw -433934.648203 + Penalty 2900.123843 = -431034.524360 nChanged 7 SP:Iteration 35Q (883.461733 sec): 3 clusters Score: Raw -433935.648376 + Penalty 2900.123843 = -431035.524533 nChanged 6 SP:Iteration 36Q (883.528461 sec): 3 clusters Score: Raw -433936.538964 + Penalty 2900.123843 = -431036.415121 nChanged 5 SP:Iteration 37Q (883.586045 sec): 3 clusters Score: Raw -433937.029967 + Penalty 2900.123843 = -431036.906124 nChanged 3 SP:Iteration 38Q (883.631020 sec): 3 clusters Score: Raw -433937.454540 + Penalty 2900.123843 = -431037.330697 nChanged 1 SP:Iteration 39Q (883.698942 sec): 3 clusters Score: Raw -433937.509846 + Penalty 2900.123843 = -431037.386002 nChanged 1 SP:Iteration 40F (883.750986 sec): 3 clusters Score: Raw -433937.565292 + Penalty 2900.123843 = -431037.441449 nChanged 1 SP:Iteration 41Q (883.811052 sec): 3 clusters Score: Raw -433937.664854 + Penalty 2900.123843 = -431037.541010 nChanged 1 SP:Iteration 42Q (883.873022 sec): 3 clusters Score: Raw -433937.978224 + Penalty 2900.123843 = -431037.854381 nChanged 3 SP:Iteration 43Q (883.935860 sec): 3 clusters Score: Raw -433938.251883 + Penalty 2900.123843 = -431038.128040 nChanged 3 SP:Iteration 44Q (883.997587 sec): 3 clusters Score: Raw -433938.699220 + Penalty 2900.123843 = -431038.575376 nChanged 2 SP:Iteration 45Q (884.057789 sec): 3 clusters Score: Raw -433938.904211 + Penalty 2900.123843 = -431038.780368 nChanged 1 SP:Iteration 46Q (884.103208 sec): 3 clusters Score: Raw -433938.997039 + Penalty 2900.123843 = -431038.873196 nChanged 2 SP:Iteration 47Q (884.166067 sec): 3 clusters Score: Raw -433939.257322 + Penalty 2900.123843 = -431039.133478 nChanged 0 SP:Iteration 48F (884.221954 sec): 3 clusters Score: Raw -433939.257322 + Penalty 2900.123843 = -431039.133478 nChanged 0 Trying to split cluster 10 (3268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (884.254290 sec): 2 clusters Score: Raw -199159.558525 + Penalty 1314.939187 = -197844.619338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (884.309596 sec): 3 clusters Score: Raw -197566.425396 + Penalty 2629.878373 = -194936.547022 nChanged 1228 SP:Iteration 1F (884.343410 sec): 3 clusters Score: Raw -198259.335871 + Penalty 2629.878373 = -195629.457498 nChanged 248 SP:Iteration 2F (884.405551 sec): 3 clusters Score: Raw -198424.926184 + Penalty 2629.878373 = -195795.047811 nChanged 168 SP:Iteration 3F (884.456050 sec): 3 clusters Score: Raw -198521.596327 + Penalty 2629.878373 = -195891.717954 nChanged 108 SP:Iteration 4Q (884.507691 sec): 3 clusters Score: Raw -198577.554714 + Penalty 2629.878373 = -195947.676341 nChanged 92 SP:Iteration 5Q (884.557124 sec): 3 clusters Score: Raw -198628.043709 + Penalty 2629.878373 = -195998.165336 nChanged 80 SP:Iteration 6Q (884.606393 sec): 3 clusters Score: Raw -198668.078140 + Penalty 2629.878373 = -196038.199767 nChanged 77 SP:Iteration 7Q (884.651812 sec): 3 clusters Score: Raw -198700.503520 + Penalty 2629.878373 = -196070.625147 nChanged 62 SP:Iteration 8Q (884.705334 sec): 3 clusters Score: Raw -198728.123905 + Penalty 2629.878373 = -196098.245532 nChanged 55 SP:Iteration 9Q (884.761329 sec): 3 clusters Score: Raw -198749.269956 + Penalty 2629.878373 = -196119.391582 nChanged 42 SP:Iteration 10Q (884.804025 sec): 3 clusters Score: Raw -198764.689760 + Penalty 2629.878373 = -196134.811387 nChanged 31 SP:Iteration 11Q (884.867007 sec): 3 clusters Score: Raw -198774.312133 + Penalty 2629.878373 = -196144.433760 nChanged 30 SP:Iteration 12Q (884.909335 sec): 3 clusters Score: Raw -198783.486754 + Penalty 2629.878373 = -196153.608381 nChanged 29 SP:Iteration 13Q (884.967395 sec): 3 clusters Score: Raw -198795.750423 + Penalty 2629.878373 = -196165.872050 nChanged 38 SP:Iteration 14Q (885.019855 sec): 3 clusters Score: Raw -198814.470165 + Penalty 2629.878373 = -196184.591791 nChanged 41 SP:Iteration 15Q (885.069778 sec): 3 clusters Score: Raw -198833.806063 + Penalty 2629.878373 = -196203.927690 nChanged 36 SP:Iteration 16Q (885.118744 sec): 3 clusters Score: Raw -198848.548145 + Penalty 2629.878373 = -196218.669772 nChanged 32 SP:Iteration 17Q (885.167963 sec): 3 clusters Score: Raw -198862.865317 + Penalty 2629.878373 = -196232.986944 nChanged 35 SP:Iteration 18Q (885.217149 sec): 3 clusters Score: Raw -198879.353804 + Penalty 2629.878373 = -196249.475431 nChanged 31 SP:Iteration 19Q (885.255702 sec): 3 clusters Score: Raw -198895.307685 + Penalty 2629.878373 = -196265.429312 nChanged 27 SP:Iteration 20F (885.304683 sec): 3 clusters Score: Raw -198905.232434 + Penalty 2629.878373 = -196275.354061 nChanged 21 SP:Iteration 21Q (885.353945 sec): 3 clusters Score: Raw -198913.050327 + Penalty 2629.878373 = -196283.171954 nChanged 30 SP:Iteration 22Q (885.402089 sec): 3 clusters Score: Raw -198926.880869 + Penalty 2629.878373 = -196297.002496 nChanged 29 SP:Iteration 23Q (885.452418 sec): 3 clusters Score: Raw -198941.944989 + Penalty 2629.878373 = -196312.066616 nChanged 23 SP:Iteration 24Q (885.502836 sec): 3 clusters Score: Raw -198953.580523 + Penalty 2629.878373 = -196323.702150 nChanged 19 SP:Iteration 25Q (885.559449 sec): 3 clusters Score: Raw -198963.508136 + Penalty 2629.878373 = -196333.629763 nChanged 29 SP:Iteration 26Q (885.613047 sec): 3 clusters Score: Raw -198979.900704 + Penalty 2629.878373 = -196350.022331 nChanged 33 SP:Iteration 27Q (885.655509 sec): 3 clusters Score: Raw -198996.239098 + Penalty 2629.878373 = -196366.360725 nChanged 34 SP:Iteration 28Q (885.710370 sec): 3 clusters Score: Raw -199011.888854 + Penalty 2629.878373 = -196382.010480 nChanged 28 SP:Iteration 29Q (885.757281 sec): 3 clusters Score: Raw -199021.563997 + Penalty 2629.878373 = -196391.685624 nChanged 23 SP:Iteration 30Q (885.806816 sec): 3 clusters Score: Raw -199031.271711 + Penalty 2629.878373 = -196401.393338 nChanged 19 SP:Iteration 31Q (885.860753 sec): 3 clusters Score: Raw -199038.947194 + Penalty 2629.878373 = -196409.068821 nChanged 22 SP:Iteration 32Q (885.909531 sec): 3 clusters Score: Raw -199050.915783 + Penalty 2629.878373 = -196421.037410 nChanged 19 SP:Iteration 33Q (885.963821 sec): 3 clusters Score: Raw -199059.673473 + Penalty 2629.878373 = -196429.795100 nChanged 23 SP:Iteration 34Q (886.022943 sec): 3 clusters Score: Raw -199068.793456 + Penalty 2629.878373 = -196438.915083 nChanged 17 SP:Iteration 35Q (886.077351 sec): 3 clusters Score: Raw -199079.260819 + Penalty 2629.878373 = -196449.382446 nChanged 21 SP:Iteration 36Q (886.128821 sec): 3 clusters Score: Raw -199087.888034 + Penalty 2629.878373 = -196458.009661 nChanged 17 SP:Iteration 37Q (886.176108 sec): 3 clusters Score: Raw -199094.882528 + Penalty 2629.878373 = -196465.004155 nChanged 19 SP:Iteration 38Q (886.227348 sec): 3 clusters Score: Raw -199103.132003 + Penalty 2629.878373 = -196473.253630 nChanged 22 SP:Iteration 39Q (886.273361 sec): 3 clusters Score: Raw -199115.315872 + Penalty 2629.878373 = -196485.437499 nChanged 24 SP:Iteration 40F (886.337559 sec): 3 clusters Score: Raw -199129.577127 + Penalty 2629.878373 = -196499.698754 nChanged 23 SP:Iteration 41Q (886.389033 sec): 3 clusters Score: Raw -199143.466128 + Penalty 2629.878373 = -196513.587754 nChanged 23 SP:Iteration 42Q (886.439168 sec): 3 clusters Score: Raw -199160.361907 + Penalty 2629.878373 = -196530.483534 nChanged 24 SP:Iteration 43Q (886.485754 sec): 3 clusters Score: Raw -199176.316100 + Penalty 2629.878373 = -196546.437727 nChanged 16 SP:Iteration 44Q (886.527420 sec): 3 clusters Score: Raw -199185.099873 + Penalty 2629.878373 = -196555.221500 nChanged 9 SP:Iteration 45Q (886.576591 sec): 3 clusters Score: Raw -199188.744944 + Penalty 2629.878373 = -196558.866570 nChanged 4 SP:Iteration 46Q (886.625257 sec): 3 clusters Score: Raw -199189.998826 + Penalty 2629.878373 = -196560.120453 nChanged 4 SP:Iteration 47Q (886.668645 sec): 3 clusters Score: Raw -199191.958722 + Penalty 2629.878373 = -196562.080349 nChanged 8 SP:Iteration 48Q (886.724614 sec): 3 clusters Score: Raw -199195.934882 + Penalty 2629.878373 = -196566.056509 nChanged 7 SP:Iteration 49Q (886.773687 sec): 3 clusters Score: Raw -199199.424927 + Penalty 2629.878373 = -196569.546554 nChanged 5 SP:Iteration 50Q (886.823903 sec): 3 clusters Score: Raw -199201.818073 + Penalty 2629.878373 = -196571.939700 nChanged 5 SP:Iteration 51Q (886.880808 sec): 3 clusters Score: Raw -199203.959837 + Penalty 2629.878373 = -196574.081464 nChanged 7 SP:Iteration 52Q (886.930894 sec): 3 clusters Score: Raw -199209.006510 + Penalty 2629.878373 = -196579.128137 nChanged 8 SP:Iteration 53Q (886.967269 sec): 3 clusters Score: Raw -199213.422149 + Penalty 2629.878373 = -196583.543776 nChanged 6 SP:Iteration 54Q (887.029183 sec): 3 clusters Score: Raw -199215.910025 + Penalty 2629.878373 = -196586.031651 nChanged 3 SP:Iteration 55Q (887.081476 sec): 3 clusters Score: Raw -199216.777776 + Penalty 2629.878373 = -196586.899403 nChanged 2 SP:Iteration 56Q (887.119800 sec): 3 clusters Score: Raw -199217.454081 + Penalty 2629.878373 = -196587.575708 nChanged 1 SP:Iteration 57Q (887.179265 sec): 3 clusters Score: Raw -199218.184136 + Penalty 2629.878373 = -196588.305762 nChanged 4 SP:Iteration 58Q (887.231452 sec): 3 clusters Score: Raw -199220.860549 + Penalty 2629.878373 = -196590.982176 nChanged 3 SP:Iteration 59Q (887.282507 sec): 3 clusters Score: Raw -199222.497822 + Penalty 2629.878373 = -196592.619449 nChanged 5 SP:Iteration 60F (887.337251 sec): 3 clusters Score: Raw -199225.363526 + Penalty 2629.878373 = -196595.485153 nChanged 3 SP:Iteration 61Q (887.395145 sec): 3 clusters Score: Raw -199226.675896 + Penalty 2629.878373 = -196596.797523 nChanged 2 SP:Iteration 62Q (887.443301 sec): 3 clusters Score: Raw -199227.126286 + Penalty 2629.878373 = -196597.247912 nChanged 2 SP:Iteration 63Q (887.494466 sec): 3 clusters Score: Raw -199227.916975 + Penalty 2629.878373 = -196598.038601 nChanged 1 SP:Iteration 64Q (887.546400 sec): 3 clusters Score: Raw -199228.295668 + Penalty 2629.878373 = -196598.417295 nChanged 0 SP:Iteration 65F (887.601256 sec): 3 clusters Score: Raw -199228.295668 + Penalty 2629.878373 = -196598.417295 nChanged 0 Trying to split cluster 11 (3181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (887.631873 sec): 2 clusters Score: Raw -204726.596306 + Penalty 1310.554520 = -203416.041786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (887.679673 sec): 3 clusters Score: Raw -203222.039981 + Penalty 2621.109040 = -200600.930942 nChanged 1213 SP:Iteration 1F (887.737338 sec): 3 clusters Score: Raw -203917.950580 + Penalty 2621.109040 = -201296.841540 nChanged 226 SP:Iteration 2F (887.785446 sec): 3 clusters Score: Raw -204047.345748 + Penalty 2621.109040 = -201426.236708 nChanged 153 SP:Iteration 3Q (887.829499 sec): 3 clusters Score: Raw -204128.450050 + Penalty 2621.109040 = -201507.341011 nChanged 98 SP:Iteration 4Q (887.885910 sec): 3 clusters Score: Raw -204178.519295 + Penalty 2621.109040 = -201557.410255 nChanged 67 SP:Iteration 5Q (887.928706 sec): 3 clusters Score: Raw -204208.122240 + Penalty 2621.109040 = -201587.013200 nChanged 47 SP:Iteration 6Q (887.993032 sec): 3 clusters Score: Raw -204225.122106 + Penalty 2621.109040 = -201604.013066 nChanged 37 SP:Iteration 7Q (888.038191 sec): 3 clusters Score: Raw -204237.473592 + Penalty 2621.109040 = -201616.364553 nChanged 27 SP:Iteration 8Q (888.089283 sec): 3 clusters Score: Raw -204247.240198 + Penalty 2621.109040 = -201626.131158 nChanged 26 SP:Iteration 9Q (888.151220 sec): 3 clusters Score: Raw -204255.195490 + Penalty 2621.109040 = -201634.086450 nChanged 25 SP:Iteration 10Q (888.190816 sec): 3 clusters Score: Raw -204262.018244 + Penalty 2621.109040 = -201640.909204 nChanged 13 SP:Iteration 11Q (888.251154 sec): 3 clusters Score: Raw -204266.017285 + Penalty 2621.109040 = -201644.908245 nChanged 12 SP:Iteration 12Q (888.306964 sec): 3 clusters Score: Raw -204269.021544 + Penalty 2621.109040 = -201647.912504 nChanged 8 SP:Iteration 13Q (888.351855 sec): 3 clusters Score: Raw -204272.284574 + Penalty 2621.109040 = -201651.175534 nChanged 14 SP:Iteration 14Q (888.406233 sec): 3 clusters Score: Raw -204276.712842 + Penalty 2621.109040 = -201655.603802 nChanged 11 SP:Iteration 15Q (888.471988 sec): 3 clusters Score: Raw -204280.828848 + Penalty 2621.109040 = -201659.719808 nChanged 14 SP:Iteration 16Q (888.510832 sec): 3 clusters Score: Raw -204286.322156 + Penalty 2621.109040 = -201665.213116 nChanged 18 SP:Iteration 17Q (888.564676 sec): 3 clusters Score: Raw -204291.281563 + Penalty 2621.109040 = -201670.172523 nChanged 16 SP:Iteration 18Q (888.606023 sec): 3 clusters Score: Raw -204295.071406 + Penalty 2621.109040 = -201673.962366 nChanged 14 SP:Iteration 19Q (888.660940 sec): 3 clusters Score: Raw -204298.406134 + Penalty 2621.109040 = -201677.297094 nChanged 9 SP:Iteration 20F (888.713076 sec): 3 clusters Score: Raw -204301.216478 + Penalty 2621.109040 = -201680.107438 nChanged 16 SP:Iteration 21Q (888.765366 sec): 3 clusters Score: Raw -204307.671650 + Penalty 2621.109040 = -201686.562610 nChanged 21 SP:Iteration 22Q (888.810407 sec): 3 clusters Score: Raw -204314.009387 + Penalty 2621.109040 = -201692.900347 nChanged 17 SP:Iteration 23Q (888.863957 sec): 3 clusters Score: Raw -204319.489016 + Penalty 2621.109040 = -201698.379976 nChanged 21 SP:Iteration 24Q (888.919959 sec): 3 clusters Score: Raw -204326.181992 + Penalty 2621.109040 = -201705.072952 nChanged 26 SP:Iteration 25Q (888.964113 sec): 3 clusters Score: Raw -204338.052304 + Penalty 2621.109040 = -201716.943264 nChanged 32 SP:Iteration 26Q (889.008890 sec): 3 clusters Score: Raw -204351.713975 + Penalty 2621.109040 = -201730.604935 nChanged 30 SP:Iteration 27Q (889.068672 sec): 3 clusters Score: Raw -204365.382851 + Penalty 2621.109040 = -201744.273812 nChanged 39 SP:Iteration 28Q (889.111269 sec): 3 clusters Score: Raw -204380.295953 + Penalty 2621.109040 = -201759.186913 nChanged 39 SP:Iteration 29Q (889.175127 sec): 3 clusters Score: Raw -204394.390559 + Penalty 2621.109040 = -201773.281520 nChanged 33 SP:Iteration 30Q (889.227068 sec): 3 clusters Score: Raw -204406.240321 + Penalty 2621.109040 = -201785.131281 nChanged 39 SP:Iteration 31Q (889.270950 sec): 3 clusters Score: Raw -204422.162774 + Penalty 2621.109040 = -201801.053734 nChanged 37 SP:Iteration 32Q (889.314843 sec): 3 clusters Score: Raw -204437.231047 + Penalty 2621.109040 = -201816.122007 nChanged 38 SP:Iteration 33Q (889.365867 sec): 3 clusters Score: Raw -204451.897419 + Penalty 2621.109040 = -201830.788379 nChanged 29 SP:Iteration 34Q (889.425592 sec): 3 clusters Score: Raw -204463.365702 + Penalty 2621.109040 = -201842.256662 nChanged 35 SP:Iteration 35Q (889.472077 sec): 3 clusters Score: Raw -204478.449267 + Penalty 2621.109040 = -201857.340227 nChanged 33 SP:Iteration 36Q (889.530168 sec): 3 clusters Score: Raw -204493.292791 + Penalty 2621.109040 = -201872.183751 nChanged 42 SP:Iteration 37Q (889.572066 sec): 3 clusters Score: Raw -204514.923139 + Penalty 2621.109040 = -201893.814099 nChanged 44 SP:Iteration 38Q (889.634638 sec): 3 clusters Score: Raw -204535.415719 + Penalty 2621.109040 = -201914.306680 nChanged 45 SP:Iteration 39Q (889.684897 sec): 3 clusters Score: Raw -204559.849247 + Penalty 2621.109040 = -201938.740207 nChanged 45 SP:Iteration 40F (889.731288 sec): 3 clusters Score: Raw -204585.874145 + Penalty 2621.109040 = -201964.765105 nChanged 48 SP:Iteration 41Q (889.786611 sec): 3 clusters Score: Raw -204615.183714 + Penalty 2621.109040 = -201994.074674 nChanged 43 SP:Iteration 42Q (889.838379 sec): 3 clusters Score: Raw -204639.494641 + Penalty 2621.109040 = -202018.385602 nChanged 39 SP:Iteration 43Q (889.892461 sec): 3 clusters Score: Raw -204663.716978 + Penalty 2621.109040 = -202042.607938 nChanged 36 SP:Iteration 44Q (889.943904 sec): 3 clusters Score: Raw -204689.651592 + Penalty 2621.109040 = -202068.542552 nChanged 45 SP:Iteration 45Q (889.996612 sec): 3 clusters Score: Raw -204726.156160 + Penalty 2621.109040 = -202105.047121 nChanged 42 SP:Iteration 46Q (890.039594 sec): 3 clusters Score: Raw -204758.282178 + Penalty 2621.109040 = -202137.173139 nChanged 44 SP:Iteration 47Q (890.103508 sec): 3 clusters Score: Raw -204794.755031 + Penalty 2621.109040 = -202173.645991 nChanged 31 SP:Iteration 48Q (890.156931 sec): 3 clusters Score: Raw -204819.094899 + Penalty 2621.109040 = -202197.985860 nChanged 24 SP:Iteration 49Q (890.211313 sec): 3 clusters Score: Raw -204838.070408 + Penalty 2621.109040 = -202216.961368 nChanged 23 SP:Iteration 50Q (890.265277 sec): 3 clusters Score: Raw -204856.602841 + Penalty 2621.109040 = -202235.493801 nChanged 22 SP:Iteration 51Q (890.317403 sec): 3 clusters Score: Raw -204877.758101 + Penalty 2621.109040 = -202256.649061 nChanged 16 SP:Iteration 52Q (890.370569 sec): 3 clusters Score: Raw -204891.794844 + Penalty 2621.109040 = -202270.685804 nChanged 13 SP:Iteration 53Q (890.417479 sec): 3 clusters Score: Raw -204902.409633 + Penalty 2621.109040 = -202281.300594 nChanged 11 SP:Iteration 54Q (890.463582 sec): 3 clusters Score: Raw -204912.920080 + Penalty 2621.109040 = -202291.811041 nChanged 11 SP:Iteration 55Q (890.517331 sec): 3 clusters Score: Raw -204926.369295 + Penalty 2621.109040 = -202305.260256 nChanged 5 SP:Iteration 56Q (890.566484 sec): 3 clusters Score: Raw -204929.431009 + Penalty 2621.109040 = -202308.321969 nChanged 2 SP:Iteration 57Q (890.618685 sec): 3 clusters Score: Raw -204930.897773 + Penalty 2621.109040 = -202309.788733 nChanged 3 SP:Iteration 58Q (890.673188 sec): 3 clusters Score: Raw -204934.955175 + Penalty 2621.109040 = -202313.846135 nChanged 3 SP:Iteration 59Q (890.725074 sec): 3 clusters Score: Raw -204936.668500 + Penalty 2621.109040 = -202315.559460 nChanged 1 SP:Iteration 60F (890.763963 sec): 3 clusters Score: Raw -204937.009316 + Penalty 2621.109040 = -202315.900276 nChanged 0 Trying to split cluster 12 (4939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (890.795296 sec): 2 clusters Score: Raw -244615.416607 + Penalty 1382.049201 = -243233.367406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (890.851999 sec): 3 clusters Score: Raw -242105.760425 + Penalty 2764.098402 = -239341.662023 nChanged 1981 SP:Iteration 1F (890.906640 sec): 3 clusters Score: Raw -243210.820531 + Penalty 2764.098402 = -240446.722129 nChanged 390 SP:Iteration 2F (890.973323 sec): 3 clusters Score: Raw -243445.533306 + Penalty 2764.098402 = -240681.434904 nChanged 316 SP:Iteration 3F (891.020068 sec): 3 clusters Score: Raw -243689.653749 + Penalty 2764.098402 = -240925.555347 nChanged 296 SP:Iteration 4F (891.079819 sec): 3 clusters Score: Raw -243931.997569 + Penalty 2764.098402 = -241167.899167 nChanged 284 SP:Iteration 5F (891.138649 sec): 3 clusters Score: Raw -244121.845976 + Penalty 2764.098402 = -241357.747574 nChanged 267 SP:Iteration 6F (891.189448 sec): 3 clusters Score: Raw -244319.301852 + Penalty 2764.098402 = -241555.203449 nChanged 256 SP:Iteration 7F (891.246923 sec): 3 clusters Score: Raw -244520.212585 + Penalty 2764.098402 = -241756.114183 nChanged 287 SP:Iteration 8F (891.316268 sec): 3 clusters Score: Raw -244794.445258 + Penalty 2764.098402 = -242030.346855 nChanged 310 SP:Iteration 9F (891.373066 sec): 3 clusters Score: Raw -245110.369718 + Penalty 2764.098402 = -242346.271316 nChanged 260 SP:Iteration 10F (891.428686 sec): 3 clusters Score: Raw -245335.681150 + Penalty 2764.098402 = -242571.582748 nChanged 184 SP:Iteration 11Q (891.484825 sec): 3 clusters Score: Raw -245532.661592 + Penalty 2764.098402 = -242768.563190 nChanged 123 SP:Iteration 12Q (891.537885 sec): 3 clusters Score: Raw -245733.401774 + Penalty 2764.098402 = -242969.303372 nChanged 118 SP:Iteration 13Q (891.597820 sec): 3 clusters Score: Raw -245867.568449 + Penalty 2764.098402 = -243103.470047 nChanged 87 SP:Iteration 14Q (891.645516 sec): 3 clusters Score: Raw -245942.543962 + Penalty 2764.098402 = -243178.445560 nChanged 60 SP:Iteration 15Q (891.709505 sec): 3 clusters Score: Raw -245989.209812 + Penalty 2764.098402 = -243225.111409 nChanged 55 SP:Iteration 16Q (891.762403 sec): 3 clusters Score: Raw -246019.798383 + Penalty 2764.098402 = -243255.699981 nChanged 33 SP:Iteration 17Q (891.822286 sec): 3 clusters Score: Raw -246035.387341 + Penalty 2764.098402 = -243271.288939 nChanged 19 SP:Iteration 18Q (891.867913 sec): 3 clusters Score: Raw -246044.994067 + Penalty 2764.098402 = -243280.895665 nChanged 18 SP:Iteration 19Q (891.923490 sec): 3 clusters Score: Raw -246052.128864 + Penalty 2764.098402 = -243288.030461 nChanged 9 SP:Iteration 20F (891.983355 sec): 3 clusters Score: Raw -246055.534476 + Penalty 2764.098402 = -243291.436073 nChanged 9 SP:Iteration 21Q (892.040276 sec): 3 clusters Score: Raw -246057.763072 + Penalty 2764.098402 = -243293.664670 nChanged 3 SP:Iteration 22Q (892.096490 sec): 3 clusters Score: Raw -246058.761069 + Penalty 2764.098402 = -243294.662666 nChanged 1 SP:Iteration 23Q (892.152113 sec): 3 clusters Score: Raw -246058.970452 + Penalty 2764.098402 = -243294.872050 nChanged 0 SP:Iteration 24F (892.208175 sec): 3 clusters Score: Raw -246058.970452 + Penalty 2764.098402 = -243294.872050 nChanged 0 Score: Raw -15309400.303109 + Penalty 46672.257645 = -15262728.045465 Splitting cluster 12 changes total score from -15263293.867820 to -15262728.045465 So it's not getting split. Trying to split cluster 13 (22536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (896.334781 sec): 2 clusters Score: Raw -1414852.974617 + Penalty 1628.716263 = -1413224.258354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (896.426114 sec): 3 clusters Score: Raw -1401280.501948 + Penalty 3257.432526 = -1398023.069422 nChanged 10215 SP:Iteration 1F (896.509551 sec): 3 clusters Score: Raw -1406816.173615 + Penalty 3257.432526 = -1403558.741090 nChanged 1139 SP:Iteration 2F (896.592332 sec): 3 clusters Score: Raw -1407220.497021 + Penalty 3257.432526 = -1403963.064496 nChanged 1067 SP:Iteration 3Q (896.672280 sec): 3 clusters Score: Raw -1407651.741596 + Penalty 3257.432526 = -1404394.309071 nChanged 1140 SP:Iteration 4F (896.753521 sec): 3 clusters Score: Raw -1408210.212325 + Penalty 3257.432526 = -1404952.779800 nChanged 1282 SP:Iteration 5F (896.825401 sec): 3 clusters Score: Raw -1408993.693218 + Penalty 3257.432526 = -1405736.260693 nChanged 1475 SP:Iteration 6F (896.921793 sec): 3 clusters Score: Raw -1410052.941518 + Penalty 3257.432526 = -1406795.508993 nChanged 1551 SP:Iteration 7F (897.006536 sec): 3 clusters Score: Raw -1411344.736722 + Penalty 3257.432526 = -1408087.304197 nChanged 1408 SP:Iteration 8F (897.089144 sec): 3 clusters Score: Raw -1412575.605594 + Penalty 3257.432526 = -1409318.173069 nChanged 1106 SP:Iteration 9Q (897.173794 sec): 3 clusters Score: Raw -1413558.899427 + Penalty 3257.432526 = -1410301.466901 nChanged 771 SP:Iteration 10Q (897.260902 sec): 3 clusters Score: Raw -1414263.886121 + Penalty 3257.432526 = -1411006.453596 nChanged 439 SP:Iteration 11Q (897.339576 sec): 3 clusters Score: Raw -1414671.780891 + Penalty 3257.432526 = -1411414.348366 nChanged 218 SP:Iteration 12Q (897.417413 sec): 3 clusters Score: Raw -1414873.646348 + Penalty 3257.432526 = -1411616.213823 nChanged 100 SP:Iteration 13Q (897.498310 sec): 3 clusters Score: Raw -1414960.592958 + Penalty 3257.432526 = -1411703.160433 nChanged 47 SP:Iteration 14Q (897.576905 sec): 3 clusters Score: Raw -1415001.316136 + Penalty 3257.432526 = -1411743.883611 nChanged 22 SP:Iteration 15Q (897.644352 sec): 3 clusters Score: Raw -1415025.023125 + Penalty 3257.432526 = -1411767.590600 nChanged 19 SP:Iteration 16Q (897.731265 sec): 3 clusters Score: Raw -1415043.023886 + Penalty 3257.432526 = -1411785.591360 nChanged 15 SP:Iteration 17Q (897.812799 sec): 3 clusters Score: Raw -1415057.131796 + Penalty 3257.432526 = -1411799.699271 nChanged 10 SP:Iteration 18Q (897.890911 sec): 3 clusters Score: Raw -1415064.979489 + Penalty 3257.432526 = -1411807.546963 nChanged 5 SP:Iteration 19Q (897.966473 sec): 3 clusters Score: Raw -1415069.723966 + Penalty 3257.432526 = -1411812.291440 nChanged 3 SP:Iteration 20F (898.056094 sec): 3 clusters Score: Raw -1415072.381570 + Penalty 3257.432526 = -1411814.949044 nChanged 3 SP:Iteration 21Q (898.130364 sec): 3 clusters Score: Raw -1415074.659574 + Penalty 3257.432526 = -1411817.227048 nChanged 1 SP:Iteration 22Q (898.200025 sec): 3 clusters Score: Raw -1415075.342427 + Penalty 3257.432526 = -1411817.909901 nChanged 2 SP:Iteration 23Q (898.277138 sec): 3 clusters Score: Raw -1415076.642684 + Penalty 3257.432526 = -1411819.210159 nChanged 1 SP:Iteration 24Q (898.353282 sec): 3 clusters Score: Raw -1415077.479338 + Penalty 3257.432526 = -1411820.046812 nChanged 1 SP:Iteration 25Q (898.429644 sec): 3 clusters Score: Raw -1415078.169308 + Penalty 3257.432526 = -1411820.736783 nChanged 1 SP:Iteration 26Q (898.501788 sec): 3 clusters Score: Raw -1415078.668388 + Penalty 3257.432526 = -1411821.235863 nChanged 2 SP:Iteration 27Q (898.580453 sec): 3 clusters Score: Raw -1415080.536192 + Penalty 3257.432526 = -1411823.103666 nChanged 2 SP:Iteration 28Q (898.656736 sec): 3 clusters Score: Raw -1415083.903225 + Penalty 3257.432526 = -1411826.470699 nChanged 2 SP:Iteration 29Q (898.731337 sec): 3 clusters Score: Raw -1415086.948719 + Penalty 3257.432526 = -1411829.516193 nChanged 3 SP:Iteration 30Q (898.805536 sec): 3 clusters Score: Raw -1415089.271803 + Penalty 3257.432526 = -1411831.839277 nChanged 3 SP:Iteration 31Q (898.878631 sec): 3 clusters Score: Raw -1415093.407402 + Penalty 3257.432526 = -1411835.974876 nChanged 3 SP:Iteration 32Q (898.958720 sec): 3 clusters Score: Raw -1415095.695336 + Penalty 3257.432526 = -1411838.262811 nChanged 1 SP:Iteration 33Q (899.031283 sec): 3 clusters Score: Raw -1415096.841216 + Penalty 3257.432526 = -1411839.408691 nChanged 2 SP:Iteration 34Q (899.105617 sec): 3 clusters Score: Raw -1415099.402740 + Penalty 3257.432526 = -1411841.970215 nChanged 4 SP:Iteration 35Q (899.184217 sec): 3 clusters Score: Raw -1415102.304316 + Penalty 3257.432526 = -1411844.871790 nChanged 1 SP:Iteration 36Q (899.255038 sec): 3 clusters Score: Raw -1415102.841631 + Penalty 3257.432526 = -1411845.409106 nChanged 2 SP:Iteration 37Q (899.336125 sec): 3 clusters Score: Raw -1415104.547391 + Penalty 3257.432526 = -1411847.114866 nChanged 3 SP:Iteration 38Q (899.412799 sec): 3 clusters Score: Raw -1415109.259954 + Penalty 3257.432526 = -1411851.827428 nChanged 3 SP:Iteration 39Q (899.488191 sec): 3 clusters Score: Raw -1415115.050897 + Penalty 3257.432526 = -1411857.618371 nChanged 3 SP:Iteration 40F (899.573693 sec): 3 clusters Score: Raw -1415117.562185 + Penalty 3257.432526 = -1411860.129659 nChanged 1 SP:Iteration 41Q (899.649793 sec): 3 clusters Score: Raw -1415118.040169 + Penalty 3257.432526 = -1411860.607643 nChanged 2 SP:Iteration 42Q (899.720653 sec): 3 clusters Score: Raw -1415119.217209 + Penalty 3257.432526 = -1411861.784683 nChanged 1 SP:Iteration 43Q (899.795646 sec): 3 clusters Score: Raw -1415120.442283 + Penalty 3257.432526 = -1411863.009757 nChanged 1 SP:Iteration 44Q (899.870307 sec): 3 clusters Score: Raw -1415122.199308 + Penalty 3257.432526 = -1411864.766782 nChanged 1 SP:Iteration 45Q (899.945972 sec): 3 clusters Score: Raw -1415123.101048 + Penalty 3257.432526 = -1411865.668523 nChanged 0 SP:Iteration 46F (900.019411 sec): 3 clusters Score: Raw -1415123.101048 + Penalty 3257.432526 = -1411865.668523 nChanged 0 Trying to split cluster 14 (5731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (900.058194 sec): 2 clusters Score: Raw -346398.561126 + Penalty 1406.217364 = -344992.343763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (900.117386 sec): 3 clusters Score: Raw -343385.865178 + Penalty 2812.434727 = -340573.430450 nChanged 2354 SP:Iteration 1F (900.175859 sec): 3 clusters Score: Raw -344724.938202 + Penalty 2812.434727 = -341912.503475 nChanged 454 SP:Iteration 2F (900.228370 sec): 3 clusters Score: Raw -345039.359994 + Penalty 2812.434727 = -342226.925267 nChanged 413 SP:Iteration 3F (900.274919 sec): 3 clusters Score: Raw -345345.466950 + Penalty 2812.434727 = -342533.032223 nChanged 367 SP:Iteration 4F (900.333755 sec): 3 clusters Score: Raw -345680.277653 + Penalty 2812.434727 = -342867.842926 nChanged 374 SP:Iteration 5F (900.385189 sec): 3 clusters Score: Raw -346062.862985 + Penalty 2812.434727 = -343250.428258 nChanged 332 SP:Iteration 6F (900.443385 sec): 3 clusters Score: Raw -346393.204550 + Penalty 2812.434727 = -343580.769823 nChanged 292 SP:Iteration 7F (900.501022 sec): 3 clusters Score: Raw -346635.359428 + Penalty 2812.434727 = -343822.924701 nChanged 214 SP:Iteration 8Q (900.561260 sec): 3 clusters Score: Raw -346803.400860 + Penalty 2812.434727 = -343990.966133 nChanged 187 SP:Iteration 9Q (900.622111 sec): 3 clusters Score: Raw -346946.250515 + Penalty 2812.434727 = -344133.815787 nChanged 142 SP:Iteration 10Q (900.681545 sec): 3 clusters Score: Raw -347048.055276 + Penalty 2812.434727 = -344235.620549 nChanged 126 SP:Iteration 11Q (900.739548 sec): 3 clusters Score: Raw -347137.750492 + Penalty 2812.434727 = -344325.315765 nChanged 108 SP:Iteration 12Q (900.785972 sec): 3 clusters Score: Raw -347225.315402 + Penalty 2812.434727 = -344412.880674 nChanged 91 SP:Iteration 13Q (900.843287 sec): 3 clusters Score: Raw -347301.192878 + Penalty 2812.434727 = -344488.758151 nChanged 92 SP:Iteration 14Q (900.899648 sec): 3 clusters Score: Raw -347382.537560 + Penalty 2812.434727 = -344570.102833 nChanged 87 SP:Iteration 15Q (900.965406 sec): 3 clusters Score: Raw -347432.733688 + Penalty 2812.434727 = -344620.298961 nChanged 69 SP:Iteration 16Q (901.011851 sec): 3 clusters Score: Raw -347465.224062 + Penalty 2812.434727 = -344652.789335 nChanged 48 SP:Iteration 17Q (901.073667 sec): 3 clusters Score: Raw -347485.154061 + Penalty 2812.434727 = -344672.719334 nChanged 42 SP:Iteration 18Q (901.126875 sec): 3 clusters Score: Raw -347501.868642 + Penalty 2812.434727 = -344689.433915 nChanged 37 SP:Iteration 19Q (901.173429 sec): 3 clusters Score: Raw -347516.149580 + Penalty 2812.434727 = -344703.714853 nChanged 27 SP:Iteration 20F (901.225747 sec): 3 clusters Score: Raw -347524.196360 + Penalty 2812.434727 = -344711.761632 nChanged 28 SP:Iteration 21Q (901.282364 sec): 3 clusters Score: Raw -347531.744980 + Penalty 2812.434727 = -344719.310252 nChanged 16 SP:Iteration 22Q (901.326506 sec): 3 clusters Score: Raw -347536.077023 + Penalty 2812.434727 = -344723.642295 nChanged 17 SP:Iteration 23Q (901.389099 sec): 3 clusters Score: Raw -347541.860632 + Penalty 2812.434727 = -344729.425905 nChanged 20 SP:Iteration 24Q (901.443799 sec): 3 clusters Score: Raw -347547.724730 + Penalty 2812.434727 = -344735.290002 nChanged 11 SP:Iteration 25Q (901.488372 sec): 3 clusters Score: Raw -347551.469598 + Penalty 2812.434727 = -344739.034870 nChanged 15 SP:Iteration 26Q (901.552472 sec): 3 clusters Score: Raw -347555.789553 + Penalty 2812.434727 = -344743.354826 nChanged 16 SP:Iteration 27Q (901.594586 sec): 3 clusters Score: Raw -347560.064875 + Penalty 2812.434727 = -344747.630148 nChanged 14 SP:Iteration 28Q (901.662912 sec): 3 clusters Score: Raw -347563.427798 + Penalty 2812.434727 = -344750.993071 nChanged 17 SP:Iteration 29Q (901.704747 sec): 3 clusters Score: Raw -347569.170582 + Penalty 2812.434727 = -344756.735855 nChanged 22 SP:Iteration 30Q (901.762979 sec): 3 clusters Score: Raw -347578.198346 + Penalty 2812.434727 = -344765.763619 nChanged 25 SP:Iteration 31Q (901.822668 sec): 3 clusters Score: Raw -347587.082210 + Penalty 2812.434727 = -344774.647482 nChanged 17 SP:Iteration 32Q (901.874139 sec): 3 clusters Score: Raw -347591.938573 + Penalty 2812.434727 = -344779.503846 nChanged 17 SP:Iteration 33Q (901.941788 sec): 3 clusters Score: Raw -347595.811517 + Penalty 2812.434727 = -344783.376790 nChanged 11 SP:Iteration 34Q (901.995407 sec): 3 clusters Score: Raw -347599.427903 + Penalty 2812.434727 = -344786.993175 nChanged 11 SP:Iteration 35Q (902.041374 sec): 3 clusters Score: Raw -347602.497109 + Penalty 2812.434727 = -344790.062382 nChanged 9 SP:Iteration 36Q (902.109123 sec): 3 clusters Score: Raw -347604.898160 + Penalty 2812.434727 = -344792.463433 nChanged 6 SP:Iteration 37Q (902.159590 sec): 3 clusters Score: Raw -347607.039362 + Penalty 2812.434727 = -344794.604635 nChanged 11 SP:Iteration 38Q (902.218608 sec): 3 clusters Score: Raw -347609.637622 + Penalty 2812.434727 = -344797.202895 nChanged 8 SP:Iteration 39Q (902.264767 sec): 3 clusters Score: Raw -347612.200034 + Penalty 2812.434727 = -344799.765307 nChanged 9 SP:Iteration 40F (902.329286 sec): 3 clusters Score: Raw -347614.864253 + Penalty 2812.434727 = -344802.429526 nChanged 6 SP:Iteration 41Q (902.377852 sec): 3 clusters Score: Raw -347616.527557 + Penalty 2812.434727 = -344804.092830 nChanged 7 SP:Iteration 42Q (902.435485 sec): 3 clusters Score: Raw -347619.005193 + Penalty 2812.434727 = -344806.570466 nChanged 14 SP:Iteration 43Q (902.492226 sec): 3 clusters Score: Raw -347623.736593 + Penalty 2812.434727 = -344811.301866 nChanged 8 SP:Iteration 44Q (902.548518 sec): 3 clusters Score: Raw -347625.930475 + Penalty 2812.434727 = -344813.495747 nChanged 7 SP:Iteration 45Q (902.600394 sec): 3 clusters Score: Raw -347627.318112 + Penalty 2812.434727 = -344814.883385 nChanged 5 SP:Iteration 46Q (902.655352 sec): 3 clusters Score: Raw -347628.572424 + Penalty 2812.434727 = -344816.137697 nChanged 4 SP:Iteration 47Q (902.709923 sec): 3 clusters Score: Raw -347629.392769 + Penalty 2812.434727 = -344816.958041 nChanged 0 SP:Iteration 48F (902.761951 sec): 3 clusters Score: Raw -347629.392769 + Penalty 2812.434727 = -344816.958041 nChanged 0 Trying to split cluster 15 (4265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (902.792308 sec): 2 clusters Score: Raw -229390.190641 + Penalty 1358.207087 = -228031.983554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (902.834854 sec): 3 clusters Score: Raw -227253.503453 + Penalty 2716.414174 = -224537.089278 nChanged 1664 SP:Iteration 1F (902.900234 sec): 3 clusters Score: Raw -228203.309695 + Penalty 2716.414174 = -225486.895520 nChanged 320 SP:Iteration 2F (902.945422 sec): 3 clusters Score: Raw -228393.300969 + Penalty 2716.414174 = -225676.886795 nChanged 220 SP:Iteration 3F (903.004493 sec): 3 clusters Score: Raw -228515.703600 + Penalty 2716.414174 = -225799.289426 nChanged 173 SP:Iteration 4Q (903.051409 sec): 3 clusters Score: Raw -228602.181005 + Penalty 2716.414174 = -225885.766831 nChanged 146 SP:Iteration 5Q (903.111742 sec): 3 clusters Score: Raw -228664.079633 + Penalty 2716.414174 = -225947.665459 nChanged 102 SP:Iteration 6Q (903.148860 sec): 3 clusters Score: Raw -228713.547344 + Penalty 2716.414174 = -225997.133170 nChanged 109 SP:Iteration 7Q (903.206473 sec): 3 clusters Score: Raw -228787.956355 + Penalty 2716.414174 = -226071.542181 nChanged 118 SP:Iteration 8Q (903.262674 sec): 3 clusters Score: Raw -228902.349111 + Penalty 2716.414174 = -226185.934936 nChanged 124 SP:Iteration 9Q (903.316404 sec): 3 clusters Score: Raw -229034.355628 + Penalty 2716.414174 = -226317.941454 nChanged 137 SP:Iteration 10Q (903.359687 sec): 3 clusters Score: Raw -229184.762451 + Penalty 2716.414174 = -226468.348276 nChanged 160 SP:Iteration 11Q (903.412308 sec): 3 clusters Score: Raw -229324.033137 + Penalty 2716.414174 = -226607.618963 nChanged 135 SP:Iteration 12Q (903.472201 sec): 3 clusters Score: Raw -229394.711704 + Penalty 2716.414174 = -226678.297530 nChanged 110 SP:Iteration 13Q (903.527796 sec): 3 clusters Score: Raw -229450.595648 + Penalty 2716.414174 = -226734.181474 nChanged 85 SP:Iteration 14Q (903.574280 sec): 3 clusters Score: Raw -229482.184752 + Penalty 2716.414174 = -226765.770578 nChanged 63 SP:Iteration 15Q (903.631464 sec): 3 clusters Score: Raw -229501.115466 + Penalty 2716.414174 = -226784.701292 nChanged 37 SP:Iteration 16Q (903.686064 sec): 3 clusters Score: Raw -229514.273491 + Penalty 2716.414174 = -226797.859316 nChanged 42 SP:Iteration 17Q (903.733352 sec): 3 clusters Score: Raw -229526.433953 + Penalty 2716.414174 = -226810.019778 nChanged 27 SP:Iteration 18Q (903.780444 sec): 3 clusters Score: Raw -229535.557699 + Penalty 2716.414174 = -226819.143524 nChanged 31 SP:Iteration 19Q (903.838191 sec): 3 clusters Score: Raw -229543.976420 + Penalty 2716.414174 = -226827.562245 nChanged 25 SP:Iteration 20F (903.878952 sec): 3 clusters Score: Raw -229550.009203 + Penalty 2716.414174 = -226833.595029 nChanged 23 SP:Iteration 21Q (903.932565 sec): 3 clusters Score: Raw -229557.008645 + Penalty 2716.414174 = -226840.594471 nChanged 25 SP:Iteration 22Q (903.990055 sec): 3 clusters Score: Raw -229564.633347 + Penalty 2716.414174 = -226848.219173 nChanged 21 SP:Iteration 23Q (904.046595 sec): 3 clusters Score: Raw -229571.352530 + Penalty 2716.414174 = -226854.938355 nChanged 15 SP:Iteration 24Q (904.086243 sec): 3 clusters Score: Raw -229576.695342 + Penalty 2716.414174 = -226860.281168 nChanged 17 SP:Iteration 25Q (904.138109 sec): 3 clusters Score: Raw -229581.586472 + Penalty 2716.414174 = -226865.172297 nChanged 11 SP:Iteration 26Q (904.194950 sec): 3 clusters Score: Raw -229584.007149 + Penalty 2716.414174 = -226867.592975 nChanged 9 SP:Iteration 27Q (904.247343 sec): 3 clusters Score: Raw -229586.438906 + Penalty 2716.414174 = -226870.024731 nChanged 8 SP:Iteration 28Q (904.304001 sec): 3 clusters Score: Raw -229588.557812 + Penalty 2716.414174 = -226872.143637 nChanged 8 SP:Iteration 29Q (904.368774 sec): 3 clusters Score: Raw -229590.601536 + Penalty 2716.414174 = -226874.187362 nChanged 6 SP:Iteration 30Q (904.413471 sec): 3 clusters Score: Raw -229591.903775 + Penalty 2716.414174 = -226875.489601 nChanged 5 SP:Iteration 31Q (904.473393 sec): 3 clusters Score: Raw -229592.621930 + Penalty 2716.414174 = -226876.207755 nChanged 5 SP:Iteration 32Q (904.535186 sec): 3 clusters Score: Raw -229593.604112 + Penalty 2716.414174 = -226877.189938 nChanged 4 SP:Iteration 33Q (904.580434 sec): 3 clusters Score: Raw -229594.586839 + Penalty 2716.414174 = -226878.172664 nChanged 7 SP:Iteration 34Q (904.630899 sec): 3 clusters Score: Raw -229595.748046 + Penalty 2716.414174 = -226879.333872 nChanged 5 SP:Iteration 35Q (904.691888 sec): 3 clusters Score: Raw -229596.611075 + Penalty 2716.414174 = -226880.196901 nChanged 2 SP:Iteration 36Q (904.735678 sec): 3 clusters Score: Raw -229597.051035 + Penalty 2716.414174 = -226880.636861 nChanged 3 SP:Iteration 37Q (904.784711 sec): 3 clusters Score: Raw -229597.550888 + Penalty 2716.414174 = -226881.136713 nChanged 4 SP:Iteration 38Q (904.840743 sec): 3 clusters Score: Raw -229598.239801 + Penalty 2716.414174 = -226881.825627 nChanged 1 SP:Iteration 39Q (904.898776 sec): 3 clusters Score: Raw -229598.382289 + Penalty 2716.414174 = -226881.968115 nChanged 2 SP:Iteration 40F (904.954290 sec): 3 clusters Score: Raw -229598.765899 + Penalty 2716.414174 = -226882.351725 nChanged 5 SP:Iteration 41Q (904.989090 sec): 3 clusters Score: Raw -229599.774319 + Penalty 2716.414174 = -226883.360144 nChanged 4 SP:Iteration 42Q (905.037470 sec): 3 clusters Score: Raw -229600.502986 + Penalty 2716.414174 = -226884.088811 nChanged 3 SP:Iteration 43Q (905.105117 sec): 3 clusters Score: Raw -229600.946625 + Penalty 2716.414174 = -226884.532451 nChanged 1 SP:Iteration 44Q (905.160050 sec): 3 clusters Score: Raw -229601.062304 + Penalty 2716.414174 = -226884.648129 nChanged 1 SP:Iteration 45Q (905.206795 sec): 3 clusters Score: Raw -229601.464334 + Penalty 2716.414174 = -226885.050159 nChanged 4 SP:Iteration 46Q (905.264435 sec): 3 clusters Score: Raw -229602.290872 + Penalty 2716.414174 = -226885.876698 nChanged 1 SP:Iteration 47Q (905.314743 sec): 3 clusters Score: Raw -229602.544918 + Penalty 2716.414174 = -226886.130744 nChanged 3 SP:Iteration 48Q (905.358989 sec): 3 clusters Score: Raw -229603.229989 + Penalty 2716.414174 = -226886.815814 nChanged 2 SP:Iteration 49Q (905.420414 sec): 3 clusters Score: Raw -229603.753862 + Penalty 2716.414174 = -226887.339688 nChanged 3 SP:Iteration 50Q (905.471677 sec): 3 clusters Score: Raw -229604.362815 + Penalty 2716.414174 = -226887.948640 nChanged 1 SP:Iteration 51Q (905.525538 sec): 3 clusters Score: Raw -229604.526833 + Penalty 2716.414174 = -226888.112658 nChanged 3 SP:Iteration 52Q (905.577118 sec): 3 clusters Score: Raw -229604.929448 + Penalty 2716.414174 = -226888.515274 nChanged 0 SP:Iteration 53F (905.630717 sec): 3 clusters Score: Raw -229604.929448 + Penalty 2716.414174 = -226888.515274 nChanged 0 Trying to split cluster 16 (78565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (905.756349 sec): 2 clusters Score: Raw -4738463.902172 + Penalty 1831.648258 = -4736632.253914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (905.926949 sec): 3 clusters Score: Raw -4687962.670930 + Penalty 3663.296516 = -4684299.374414 nChanged 37171 SP:Iteration 1F (906.089623 sec): 3 clusters Score: Raw -4709980.599638 + Penalty 3663.296516 = -4706317.303123 nChanged 3109 SP:Iteration 2Q (906.266113 sec): 3 clusters Score: Raw -4710975.500865 + Penalty 3663.296516 = -4707312.204349 nChanged 3230 SP:Iteration 3Q (906.452465 sec): 3 clusters Score: Raw -4712109.359091 + Penalty 3663.296516 = -4708446.062575 nChanged 3420 SP:Iteration 4Q (906.628606 sec): 3 clusters Score: Raw -4713460.468757 + Penalty 3663.296516 = -4709797.172241 nChanged 3671 SP:Iteration 5Q (906.814694 sec): 3 clusters Score: Raw -4715108.953650 + Penalty 3663.296516 = -4711445.657134 nChanged 3919 SP:Iteration 6Q (906.983442 sec): 3 clusters Score: Raw -4717183.041198 + Penalty 3663.296516 = -4713519.744682 nChanged 4214 SP:Iteration 7F (907.161168 sec): 3 clusters Score: Raw -4719814.904139 + Penalty 3663.296516 = -4716151.607623 nChanged 4240 SP:Iteration 8F (907.341495 sec): 3 clusters Score: Raw -4722851.203471 + Penalty 3663.296516 = -4719187.906955 nChanged 4186 SP:Iteration 9F (907.509168 sec): 3 clusters Score: Raw -4725936.842197 + Penalty 3663.296516 = -4722273.545682 nChanged 3758 SP:Iteration 10Q (907.687675 sec): 3 clusters Score: Raw -4728360.209553 + Penalty 3663.296516 = -4724696.913037 nChanged 2874 SP:Iteration 11Q (907.856214 sec): 3 clusters Score: Raw -4729749.586501 + Penalty 3663.296516 = -4726086.289985 nChanged 2101 SP:Iteration 12Q (908.022079 sec): 3 clusters Score: Raw -4730568.884602 + Penalty 3663.296516 = -4726905.588086 nChanged 1654 SP:Iteration 13Q (908.189895 sec): 3 clusters Score: Raw -4731172.699939 + Penalty 3663.296516 = -4727509.403423 nChanged 1433 SP:Iteration 14Q (908.346004 sec): 3 clusters Score: Raw -4731692.944238 + Penalty 3663.296516 = -4728029.647722 nChanged 1388 SP:Iteration 15Q (908.518718 sec): 3 clusters Score: Raw -4732231.891916 + Penalty 3663.296516 = -4728568.595400 nChanged 1398 SP:Iteration 16Q (908.685152 sec): 3 clusters Score: Raw -4732821.362039 + Penalty 3663.296516 = -4729158.065523 nChanged 1479 SP:Iteration 17Q (908.849697 sec): 3 clusters Score: Raw -4733542.127582 + Penalty 3663.296516 = -4729878.831066 nChanged 1462 SP:Iteration 18Q (909.019773 sec): 3 clusters Score: Raw -4734326.259465 + Penalty 3663.296516 = -4730662.962949 nChanged 1545 SP:Iteration 19Q (909.178832 sec): 3 clusters Score: Raw -4735242.062363 + Penalty 3663.296516 = -4731578.765847 nChanged 1493 SP:Iteration 20F (909.352389 sec): 3 clusters Score: Raw -4736169.719764 + Penalty 3663.296516 = -4732506.423249 nChanged 1390 SP:Iteration 21Q (909.512114 sec): 3 clusters Score: Raw -4737030.903527 + Penalty 3663.296516 = -4733367.607012 nChanged 1284 SP:Iteration 22Q (909.681179 sec): 3 clusters Score: Raw -4737855.659474 + Penalty 3663.296516 = -4734192.362959 nChanged 1243 SP:Iteration 23Q (909.829871 sec): 3 clusters Score: Raw -4738625.283404 + Penalty 3663.296516 = -4734961.986888 nChanged 1161 SP:Iteration 24Q (909.986998 sec): 3 clusters Score: Raw -4739244.819081 + Penalty 3663.296516 = -4735581.522566 nChanged 984 SP:Iteration 25Q (910.143576 sec): 3 clusters Score: Raw -4739705.826681 + Penalty 3663.296516 = -4736042.530166 nChanged 826 SP:Iteration 26Q (910.295036 sec): 3 clusters Score: Raw -4740047.424323 + Penalty 3663.296516 = -4736384.127807 nChanged 723 SP:Iteration 27Q (910.453341 sec): 3 clusters Score: Raw -4740294.624329 + Penalty 3663.296516 = -4736631.327813 nChanged 581 SP:Iteration 28Q (910.604160 sec): 3 clusters Score: Raw -4740501.783887 + Penalty 3663.296516 = -4736838.487371 nChanged 537 SP:Iteration 29Q (910.750794 sec): 3 clusters Score: Raw -4740670.295173 + Penalty 3663.296516 = -4737006.998658 nChanged 420 SP:Iteration 30Q (910.903608 sec): 3 clusters Score: Raw -4740784.531069 + Penalty 3663.296516 = -4737121.234553 nChanged 369 SP:Iteration 31Q (911.049055 sec): 3 clusters Score: Raw -4740863.295171 + Penalty 3663.296516 = -4737199.998656 nChanged 246 SP:Iteration 32Q (911.196476 sec): 3 clusters Score: Raw -4740909.752638 + Penalty 3663.296516 = -4737246.456122 nChanged 196 SP:Iteration 33Q (911.350281 sec): 3 clusters Score: Raw -4740942.188309 + Penalty 3663.296516 = -4737278.891793 nChanged 166 SP:Iteration 34Q (911.494593 sec): 3 clusters Score: Raw -4740969.232427 + Penalty 3663.296516 = -4737305.935911 nChanged 147 SP:Iteration 35Q (911.650924 sec): 3 clusters Score: Raw -4740989.590770 + Penalty 3663.296516 = -4737326.294255 nChanged 120 SP:Iteration 36Q (911.803916 sec): 3 clusters Score: Raw -4741002.516938 + Penalty 3663.296516 = -4737339.220423 nChanged 105 SP:Iteration 37Q (911.949987 sec): 3 clusters Score: Raw -4741011.911902 + Penalty 3663.296516 = -4737348.615386 nChanged 97 SP:Iteration 38Q (912.097557 sec): 3 clusters Score: Raw -4741020.541501 + Penalty 3663.296516 = -4737357.244985 nChanged 85 SP:Iteration 39Q (912.241150 sec): 3 clusters Score: Raw -4741027.420907 + Penalty 3663.296516 = -4737364.124392 nChanged 75 SP:Iteration 40F (912.420153 sec): 3 clusters Score: Raw -4741037.760083 + Penalty 3663.296516 = -4737374.463567 nChanged 67 SP:Iteration 41Q (912.564593 sec): 3 clusters Score: Raw -4741041.958825 + Penalty 3663.296516 = -4737378.662309 nChanged 58 SP:Iteration 42Q (912.713072 sec): 3 clusters Score: Raw -4741045.194493 + Penalty 3663.296516 = -4737381.897977 nChanged 40 SP:Iteration 43Q (912.868020 sec): 3 clusters Score: Raw -4741047.199906 + Penalty 3663.296516 = -4737383.903391 nChanged 35 SP:Iteration 44Q (913.031180 sec): 3 clusters Score: Raw -4741049.084747 + Penalty 3663.296516 = -4737385.788232 nChanged 32 SP:Iteration 45Q (913.187127 sec): 3 clusters Score: Raw -4741050.756205 + Penalty 3663.296516 = -4737387.459689 nChanged 23 SP:Iteration 46Q (913.335505 sec): 3 clusters Score: Raw -4741051.566977 + Penalty 3663.296516 = -4737388.270462 nChanged 10 SP:Iteration 47Q (913.496696 sec): 3 clusters Score: Raw -4741051.879580 + Penalty 3663.296516 = -4737388.583064 nChanged 11 SP:Iteration 48Q (913.653416 sec): 3 clusters Score: Raw -4741052.215252 + Penalty 3663.296516 = -4737388.918737 nChanged 7 SP:Iteration 49Q (913.804363 sec): 3 clusters Score: Raw -4741052.488562 + Penalty 3663.296516 = -4737389.192047 nChanged 6 SP:Iteration 50Q (913.961921 sec): 3 clusters Score: Raw -4741052.734838 + Penalty 3663.296516 = -4737389.438322 nChanged 7 SP:Iteration 51Q (914.110220 sec): 3 clusters Score: Raw -4741052.956562 + Penalty 3663.296516 = -4737389.660046 nChanged 3 SP:Iteration 52Q (914.275179 sec): 3 clusters Score: Raw -4741053.050735 + Penalty 3663.296516 = -4737389.754219 nChanged 3 SP:Iteration 53Q (914.428011 sec): 3 clusters Score: Raw -4741053.162154 + Penalty 3663.296516 = -4737389.865638 nChanged 6 SP:Iteration 54Q (914.590310 sec): 3 clusters Score: Raw -4741053.342885 + Penalty 3663.296516 = -4737390.046369 nChanged 4 SP:Iteration 55Q (914.737061 sec): 3 clusters Score: Raw -4741053.472140 + Penalty 3663.296516 = -4737390.175624 nChanged 2 SP:Iteration 56Q (914.897730 sec): 3 clusters Score: Raw -4741053.529371 + Penalty 3663.296516 = -4737390.232855 nChanged 0 SP:Iteration 57F (915.071136 sec): 3 clusters Score: Raw -4741053.529371 + Penalty 3663.296516 = -4737390.232855 nChanged 0 Score: Raw -15310546.376464 + Penalty 46672.257645 = -15263874.118819 Splitting cluster 16 changes total score from -15263293.867820 to -15263874.118819 So it's getting split into cluster 23. Trying to split cluster 17 (3364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (919.239501 sec): 2 clusters Score: Raw -209912.696879 + Penalty 1319.643978 = -208593.052901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (919.289901 sec): 3 clusters Score: Raw -208265.229677 + Penalty 2639.287957 = -205625.941720 nChanged 1279 SP:Iteration 1F (919.336424 sec): 3 clusters Score: Raw -209014.654006 + Penalty 2639.287957 = -206375.366049 nChanged 244 SP:Iteration 2F (919.381534 sec): 3 clusters Score: Raw -209153.966379 + Penalty 2639.287957 = -206514.678422 nChanged 171 SP:Iteration 3F (919.439285 sec): 3 clusters Score: Raw -209253.298351 + Penalty 2639.287957 = -206614.010394 nChanged 117 SP:Iteration 4Q (919.482195 sec): 3 clusters Score: Raw -209315.518251 + Penalty 2639.287957 = -206676.230294 nChanged 113 SP:Iteration 5Q (919.546707 sec): 3 clusters Score: Raw -209378.989580 + Penalty 2639.287957 = -206739.701623 nChanged 120 SP:Iteration 6Q (919.598331 sec): 3 clusters Score: Raw -209456.328871 + Penalty 2639.287957 = -206817.040914 nChanged 112 SP:Iteration 7Q (919.650619 sec): 3 clusters Score: Raw -209527.221044 + Penalty 2639.287957 = -206887.933087 nChanged 101 SP:Iteration 8Q (919.705321 sec): 3 clusters Score: Raw -209586.853670 + Penalty 2639.287957 = -206947.565713 nChanged 86 SP:Iteration 9Q (919.747496 sec): 3 clusters Score: Raw -209641.909729 + Penalty 2639.287957 = -207002.621772 nChanged 102 SP:Iteration 10Q (919.805897 sec): 3 clusters Score: Raw -209720.185191 + Penalty 2639.287957 = -207080.897234 nChanged 99 SP:Iteration 11Q (919.861827 sec): 3 clusters Score: Raw -209800.662517 + Penalty 2639.287957 = -207161.374560 nChanged 98 SP:Iteration 12Q (919.911000 sec): 3 clusters Score: Raw -209875.109408 + Penalty 2639.287957 = -207235.821451 nChanged 86 SP:Iteration 13Q (919.950104 sec): 3 clusters Score: Raw -209938.320431 + Penalty 2639.287957 = -207299.032474 nChanged 74 SP:Iteration 14Q (919.997677 sec): 3 clusters Score: Raw -209991.399820 + Penalty 2639.287957 = -207352.111863 nChanged 63 SP:Iteration 15Q (920.049489 sec): 3 clusters Score: Raw -210032.106938 + Penalty 2639.287957 = -207392.818981 nChanged 40 SP:Iteration 16Q (920.093444 sec): 3 clusters Score: Raw -210053.525313 + Penalty 2639.287957 = -207414.237357 nChanged 40 SP:Iteration 17Q (920.141720 sec): 3 clusters Score: Raw -210078.586695 + Penalty 2639.287957 = -207439.298738 nChanged 36 SP:Iteration 18Q (920.192882 sec): 3 clusters Score: Raw -210098.300895 + Penalty 2639.287957 = -207459.012938 nChanged 34 SP:Iteration 19Q (920.237576 sec): 3 clusters Score: Raw -210116.523512 + Penalty 2639.287957 = -207477.235555 nChanged 23 SP:Iteration 20F (920.296095 sec): 3 clusters Score: Raw -210133.724707 + Penalty 2639.287957 = -207494.436750 nChanged 17 SP:Iteration 21Q (920.345346 sec): 3 clusters Score: Raw -210144.609122 + Penalty 2639.287957 = -207505.321165 nChanged 16 SP:Iteration 22Q (920.386193 sec): 3 clusters Score: Raw -210150.743053 + Penalty 2639.287957 = -207511.455096 nChanged 13 SP:Iteration 23Q (920.435456 sec): 3 clusters Score: Raw -210157.776204 + Penalty 2639.287957 = -207518.488247 nChanged 9 SP:Iteration 24Q (920.491691 sec): 3 clusters Score: Raw -210161.509494 + Penalty 2639.287957 = -207522.221537 nChanged 5 SP:Iteration 25Q (920.540260 sec): 3 clusters Score: Raw -210163.588200 + Penalty 2639.287957 = -207524.300243 nChanged 4 SP:Iteration 26Q (920.582778 sec): 3 clusters Score: Raw -210165.124581 + Penalty 2639.287957 = -207525.836624 nChanged 3 SP:Iteration 27Q (920.636601 sec): 3 clusters Score: Raw -210166.473216 + Penalty 2639.287957 = -207527.185259 nChanged 3 SP:Iteration 28Q (920.677518 sec): 3 clusters Score: Raw -210167.291454 + Penalty 2639.287957 = -207528.003497 nChanged 2 SP:Iteration 29Q (920.723041 sec): 3 clusters Score: Raw -210168.999737 + Penalty 2639.287957 = -207529.711780 nChanged 5 SP:Iteration 30Q (920.776181 sec): 3 clusters Score: Raw -210170.935092 + Penalty 2639.287957 = -207531.647135 nChanged 2 SP:Iteration 31Q (920.830909 sec): 3 clusters Score: Raw -210172.437352 + Penalty 2639.287957 = -207533.149395 nChanged 4 SP:Iteration 32Q (920.886412 sec): 3 clusters Score: Raw -210175.205814 + Penalty 2639.287957 = -207535.917857 nChanged 7 SP:Iteration 33Q (920.938086 sec): 3 clusters Score: Raw -210178.638965 + Penalty 2639.287957 = -207539.351008 nChanged 7 SP:Iteration 34Q (920.992308 sec): 3 clusters Score: Raw -210181.665798 + Penalty 2639.287957 = -207542.377842 nChanged 4 SP:Iteration 35Q (921.045391 sec): 3 clusters Score: Raw -210183.368030 + Penalty 2639.287957 = -207544.080073 nChanged 4 SP:Iteration 36Q (921.101577 sec): 3 clusters Score: Raw -210184.555647 + Penalty 2639.287957 = -207545.267691 nChanged 1 SP:Iteration 37Q (921.145645 sec): 3 clusters Score: Raw -210184.712782 + Penalty 2639.287957 = -207545.424825 nChanged 0 SP:Iteration 38F (921.190818 sec): 3 clusters Score: Raw -210184.712782 + Penalty 2639.287957 = -207545.424825 nChanged 0 Trying to split cluster 18 (42993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (921.275644 sec): 2 clusters Score: Raw -2602919.173860 + Penalty 1733.678796 = -2601185.495064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (921.398131 sec): 3 clusters Score: Raw -2575698.563848 + Penalty 3467.357592 = -2572231.206256 nChanged 20139 SP:Iteration 1F (921.512837 sec): 3 clusters Score: Raw -2586985.950285 + Penalty 3467.357592 = -2583518.592693 nChanged 2112 SP:Iteration 2Q (921.632851 sec): 3 clusters Score: Raw -2587824.612401 + Penalty 3467.357592 = -2584357.254809 nChanged 2198 SP:Iteration 3F (921.740790 sec): 3 clusters Score: Raw -2589045.082299 + Penalty 3467.357592 = -2585577.724707 nChanged 2506 SP:Iteration 4F (921.856177 sec): 3 clusters Score: Raw -2590710.066504 + Penalty 3467.357592 = -2587242.708912 nChanged 2713 SP:Iteration 5F (921.974162 sec): 3 clusters Score: Raw -2592567.160835 + Penalty 3467.357592 = -2589099.803243 nChanged 2761 SP:Iteration 6F (922.085537 sec): 3 clusters Score: Raw -2594390.635158 + Penalty 3467.357592 = -2590923.277566 nChanged 2661 SP:Iteration 7F (922.200916 sec): 3 clusters Score: Raw -2596177.159473 + Penalty 3467.357592 = -2592709.801881 nChanged 2491 SP:Iteration 8F (922.328500 sec): 3 clusters Score: Raw -2597882.284342 + Penalty 3467.357592 = -2594414.926750 nChanged 2147 SP:Iteration 9Q (922.447567 sec): 3 clusters Score: Raw -2599394.608859 + Penalty 3467.357592 = -2595927.251267 nChanged 1791 SP:Iteration 10Q (922.561997 sec): 3 clusters Score: Raw -2600634.444533 + Penalty 3467.357592 = -2597167.086941 nChanged 1489 SP:Iteration 11Q (922.678448 sec): 3 clusters Score: Raw -2601700.019944 + Penalty 3467.357592 = -2598232.662352 nChanged 1229 SP:Iteration 12Q (922.795526 sec): 3 clusters Score: Raw -2602624.471887 + Penalty 3467.357592 = -2599157.114295 nChanged 1060 SP:Iteration 13Q (922.912278 sec): 3 clusters Score: Raw -2603412.054176 + Penalty 3467.357592 = -2599944.696584 nChanged 971 SP:Iteration 14Q (923.020387 sec): 3 clusters Score: Raw -2604057.213612 + Penalty 3467.357592 = -2600589.856020 nChanged 850 SP:Iteration 15Q (923.143166 sec): 3 clusters Score: Raw -2604558.859251 + Penalty 3467.357592 = -2601091.501659 nChanged 726 SP:Iteration 16Q (923.264978 sec): 3 clusters Score: Raw -2604948.178074 + Penalty 3467.357592 = -2601480.820482 nChanged 641 SP:Iteration 17Q (923.371509 sec): 3 clusters Score: Raw -2605294.021524 + Penalty 3467.357592 = -2601826.663932 nChanged 602 SP:Iteration 18Q (923.480285 sec): 3 clusters Score: Raw -2605642.386178 + Penalty 3467.357592 = -2602175.028586 nChanged 562 SP:Iteration 19Q (923.597085 sec): 3 clusters Score: Raw -2605968.486910 + Penalty 3467.357592 = -2602501.129318 nChanged 498 SP:Iteration 20F (923.698705 sec): 3 clusters Score: Raw -2606239.832676 + Penalty 3467.357592 = -2602772.475084 nChanged 447 SP:Iteration 21Q (923.815581 sec): 3 clusters Score: Raw -2606433.768748 + Penalty 3467.357592 = -2602966.411156 nChanged 379 SP:Iteration 22Q (923.925524 sec): 3 clusters Score: Raw -2606565.826042 + Penalty 3467.357592 = -2603098.468450 nChanged 308 SP:Iteration 23Q (924.034421 sec): 3 clusters Score: Raw -2606646.126774 + Penalty 3467.357592 = -2603178.769182 nChanged 252 SP:Iteration 24Q (924.145504 sec): 3 clusters Score: Raw -2606703.122585 + Penalty 3467.357592 = -2603235.764993 nChanged 203 SP:Iteration 25Q (924.245792 sec): 3 clusters Score: Raw -2606741.157047 + Penalty 3467.357592 = -2603273.799455 nChanged 184 SP:Iteration 26Q (924.355187 sec): 3 clusters Score: Raw -2606776.050532 + Penalty 3467.357592 = -2603308.692940 nChanged 168 SP:Iteration 27Q (924.460316 sec): 3 clusters Score: Raw -2606802.694190 + Penalty 3467.357592 = -2603335.336598 nChanged 153 SP:Iteration 28Q (924.574111 sec): 3 clusters Score: Raw -2606824.075056 + Penalty 3467.357592 = -2603356.717464 nChanged 138 SP:Iteration 29Q (924.674513 sec): 3 clusters Score: Raw -2606841.009073 + Penalty 3467.357592 = -2603373.651481 nChanged 96 SP:Iteration 30Q (924.788533 sec): 3 clusters Score: Raw -2606850.769788 + Penalty 3467.357592 = -2603383.412196 nChanged 80 SP:Iteration 31Q (924.903091 sec): 3 clusters Score: Raw -2606858.138605 + Penalty 3467.357592 = -2603390.781013 nChanged 67 SP:Iteration 32Q (925.013325 sec): 3 clusters Score: Raw -2606864.172584 + Penalty 3467.357592 = -2603396.814992 nChanged 62 SP:Iteration 33Q (925.124257 sec): 3 clusters Score: Raw -2606868.948081 + Penalty 3467.357592 = -2603401.590489 nChanged 51 SP:Iteration 34Q (925.231778 sec): 3 clusters Score: Raw -2606873.123549 + Penalty 3467.357592 = -2603405.765957 nChanged 42 SP:Iteration 35Q (925.337298 sec): 3 clusters Score: Raw -2606876.295299 + Penalty 3467.357592 = -2603408.937707 nChanged 47 SP:Iteration 36Q (925.453306 sec): 3 clusters Score: Raw -2606880.543312 + Penalty 3467.357592 = -2603413.185720 nChanged 45 SP:Iteration 37Q (925.553500 sec): 3 clusters Score: Raw -2606884.324837 + Penalty 3467.357592 = -2603416.967245 nChanged 38 SP:Iteration 38Q (925.659307 sec): 3 clusters Score: Raw -2606887.708083 + Penalty 3467.357592 = -2603420.350491 nChanged 38 SP:Iteration 39Q (925.775960 sec): 3 clusters Score: Raw -2606890.659211 + Penalty 3467.357592 = -2603423.301619 nChanged 35 SP:Iteration 40F (925.892971 sec): 3 clusters Score: Raw -2606893.842799 + Penalty 3467.357592 = -2603426.485207 nChanged 33 SP:Iteration 41Q (926.005193 sec): 3 clusters Score: Raw -2606896.351912 + Penalty 3467.357592 = -2603428.994320 nChanged 25 SP:Iteration 42Q (926.105706 sec): 3 clusters Score: Raw -2606898.148947 + Penalty 3467.357592 = -2603430.791355 nChanged 30 SP:Iteration 43Q (926.207428 sec): 3 clusters Score: Raw -2606900.618805 + Penalty 3467.357592 = -2603433.261213 nChanged 27 SP:Iteration 44Q (926.322663 sec): 3 clusters Score: Raw -2606902.652860 + Penalty 3467.357592 = -2603435.295268 nChanged 25 SP:Iteration 45Q (926.430579 sec): 3 clusters Score: Raw -2606903.860237 + Penalty 3467.357592 = -2603436.502645 nChanged 15 SP:Iteration 46Q (926.543084 sec): 3 clusters Score: Raw -2606904.398432 + Penalty 3467.357592 = -2603437.040840 nChanged 14 SP:Iteration 47Q (926.645408 sec): 3 clusters Score: Raw -2606904.986803 + Penalty 3467.357592 = -2603437.629211 nChanged 11 SP:Iteration 48Q (926.752127 sec): 3 clusters Score: Raw -2606905.620699 + Penalty 3467.357592 = -2603438.263107 nChanged 16 SP:Iteration 49Q (926.861166 sec): 3 clusters Score: Raw -2606906.342321 + Penalty 3467.357592 = -2603438.984729 nChanged 8 SP:Iteration 50Q (926.963741 sec): 3 clusters Score: Raw -2606906.818278 + Penalty 3467.357592 = -2603439.460686 nChanged 10 SP:Iteration 51Q (927.068750 sec): 3 clusters Score: Raw -2606907.329051 + Penalty 3467.357592 = -2603439.971459 nChanged 9 SP:Iteration 52Q (927.178703 sec): 3 clusters Score: Raw -2606907.694925 + Penalty 3467.357592 = -2603440.337333 nChanged 4 SP:Iteration 53Q (927.294936 sec): 3 clusters Score: Raw -2606907.859404 + Penalty 3467.357592 = -2603440.501812 nChanged 4 SP:Iteration 54Q (927.403884 sec): 3 clusters Score: Raw -2606907.992404 + Penalty 3467.357592 = -2603440.634812 nChanged 4 SP:Iteration 55Q (927.512796 sec): 3 clusters Score: Raw -2606908.139854 + Penalty 3467.357592 = -2603440.782262 nChanged 2 SP:Iteration 56Q (927.626340 sec): 3 clusters Score: Raw -2606908.174635 + Penalty 3467.357592 = -2603440.817043 nChanged 3 SP:Iteration 57Q (927.729520 sec): 3 clusters Score: Raw -2606908.276401 + Penalty 3467.357592 = -2603440.918809 nChanged 3 SP:Iteration 58Q (927.850562 sec): 3 clusters Score: Raw -2606908.340335 + Penalty 3467.357592 = -2603440.982743 nChanged 2 SP:Iteration 59Q (927.945701 sec): 3 clusters Score: Raw -2606908.390261 + Penalty 3467.357592 = -2603441.032669 nChanged 1 SP:Iteration 60F (928.064637 sec): 3 clusters Score: Raw -2606908.423331 + Penalty 3467.357592 = -2603441.065739 nChanged 2 SP:Iteration 61Q (928.180881 sec): 3 clusters Score: Raw -2606908.467112 + Penalty 3467.357592 = -2603441.109520 nChanged 0 SP:Iteration 62F (928.296816 sec): 3 clusters Score: Raw -2606908.467112 + Penalty 3467.357592 = -2603441.109520 nChanged 0 Score: Raw -15314535.669716 + Penalty 48701.486238 = -15265834.183478 Splitting cluster 18 changes total score from -15263293.867820 to -15265834.183478 So it's getting split into cluster 24. Trying to split cluster 19 (24500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (932.670073 sec): 2 clusters Score: Raw -1549744.791355 + Penalty 1642.294614 = -1548102.496741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (932.761637 sec): 3 clusters Score: Raw -1534839.320239 + Penalty 3284.589229 = -1531554.731010 nChanged 11223 SP:Iteration 1F (932.849595 sec): 3 clusters Score: Raw -1541007.406403 + Penalty 3284.589229 = -1537722.817174 nChanged 1134 SP:Iteration 2Q (932.930057 sec): 3 clusters Score: Raw -1541350.810613 + Penalty 3284.589229 = -1538066.221385 nChanged 1032 SP:Iteration 3Q (933.023820 sec): 3 clusters Score: Raw -1541678.700435 + Penalty 3284.589229 = -1538394.111207 nChanged 986 SP:Iteration 4Q (933.111241 sec): 3 clusters Score: Raw -1541998.810117 + Penalty 3284.589229 = -1538714.220888 nChanged 921 SP:Iteration 5Q (933.197766 sec): 3 clusters Score: Raw -1542304.215624 + Penalty 3284.589229 = -1539019.626395 nChanged 913 SP:Iteration 6Q (933.289290 sec): 3 clusters Score: Raw -1542622.191254 + Penalty 3284.589229 = -1539337.602025 nChanged 959 SP:Iteration 7Q (933.367688 sec): 3 clusters Score: Raw -1542995.160536 + Penalty 3284.589229 = -1539710.571307 nChanged 1003 SP:Iteration 8Q (933.463128 sec): 3 clusters Score: Raw -1543426.425035 + Penalty 3284.589229 = -1540141.835806 nChanged 1012 SP:Iteration 9Q (933.547673 sec): 3 clusters Score: Raw -1543953.393057 + Penalty 3284.589229 = -1540668.803828 nChanged 1105 SP:Iteration 10Q (933.637902 sec): 3 clusters Score: Raw -1544596.905739 + Penalty 3284.589229 = -1541312.316510 nChanged 1123 SP:Iteration 11Q (933.715846 sec): 3 clusters Score: Raw -1545286.236941 + Penalty 3284.589229 = -1542001.647712 nChanged 1038 SP:Iteration 12Q (933.804288 sec): 3 clusters Score: Raw -1545829.510140 + Penalty 3284.589229 = -1542544.920911 nChanged 792 SP:Iteration 13Q (933.894349 sec): 3 clusters Score: Raw -1546162.465798 + Penalty 3284.589229 = -1542877.876569 nChanged 601 SP:Iteration 14Q (933.980835 sec): 3 clusters Score: Raw -1546384.346642 + Penalty 3284.589229 = -1543099.757413 nChanged 498 SP:Iteration 15Q (934.068415 sec): 3 clusters Score: Raw -1546574.145450 + Penalty 3284.589229 = -1543289.556221 nChanged 468 SP:Iteration 16Q (934.142392 sec): 3 clusters Score: Raw -1546762.896933 + Penalty 3284.589229 = -1543478.307704 nChanged 510 SP:Iteration 17Q (934.240912 sec): 3 clusters Score: Raw -1546983.789239 + Penalty 3284.589229 = -1543699.200010 nChanged 461 SP:Iteration 18Q (934.326060 sec): 3 clusters Score: Raw -1547179.311713 + Penalty 3284.589229 = -1543894.722484 nChanged 461 SP:Iteration 19Q (934.411326 sec): 3 clusters Score: Raw -1547387.012678 + Penalty 3284.589229 = -1544102.423449 nChanged 476 SP:Iteration 20F (934.509406 sec): 3 clusters Score: Raw -1547608.280728 + Penalty 3284.589229 = -1544323.691499 nChanged 489 SP:Iteration 21Q (934.596843 sec): 3 clusters Score: Raw -1547859.177149 + Penalty 3284.589229 = -1544574.587920 nChanged 478 SP:Iteration 22Q (934.685422 sec): 3 clusters Score: Raw -1548120.365250 + Penalty 3284.589229 = -1544835.776021 nChanged 439 SP:Iteration 23Q (934.770410 sec): 3 clusters Score: Raw -1548354.486198 + Penalty 3284.589229 = -1545069.896970 nChanged 389 SP:Iteration 24Q (934.843038 sec): 3 clusters Score: Raw -1548557.242501 + Penalty 3284.589229 = -1545272.653272 nChanged 338 SP:Iteration 25Q (934.932909 sec): 3 clusters Score: Raw -1548737.644871 + Penalty 3284.589229 = -1545453.055642 nChanged 313 SP:Iteration 26Q (935.000956 sec): 3 clusters Score: Raw -1548912.870565 + Penalty 3284.589229 = -1545628.281336 nChanged 298 SP:Iteration 27Q (935.080786 sec): 3 clusters Score: Raw -1549078.773756 + Penalty 3284.589229 = -1545794.184527 nChanged 286 SP:Iteration 28Q (935.173115 sec): 3 clusters Score: Raw -1549235.896336 + Penalty 3284.589229 = -1545951.307107 nChanged 206 SP:Iteration 29Q (935.254744 sec): 3 clusters Score: Raw -1549350.974972 + Penalty 3284.589229 = -1546066.385743 nChanged 203 SP:Iteration 30Q (935.337141 sec): 3 clusters Score: Raw -1549468.094301 + Penalty 3284.589229 = -1546183.505073 nChanged 157 SP:Iteration 31Q (935.417981 sec): 3 clusters Score: Raw -1549558.313996 + Penalty 3284.589229 = -1546273.724767 nChanged 141 SP:Iteration 32Q (935.495772 sec): 3 clusters Score: Raw -1549636.553991 + Penalty 3284.589229 = -1546351.964762 nChanged 121 SP:Iteration 33Q (935.564051 sec): 3 clusters Score: Raw -1549697.265172 + Penalty 3284.589229 = -1546412.675943 nChanged 115 SP:Iteration 34Q (935.636137 sec): 3 clusters Score: Raw -1549758.994397 + Penalty 3284.589229 = -1546474.405168 nChanged 98 SP:Iteration 35Q (935.722187 sec): 3 clusters Score: Raw -1549810.774602 + Penalty 3284.589229 = -1546526.185373 nChanged 95 SP:Iteration 36Q (935.797580 sec): 3 clusters Score: Raw -1549867.320037 + Penalty 3284.589229 = -1546582.730808 nChanged 77 SP:Iteration 37Q (935.876440 sec): 3 clusters Score: Raw -1549919.764250 + Penalty 3284.589229 = -1546635.175021 nChanged 65 SP:Iteration 38Q (935.955637 sec): 3 clusters Score: Raw -1549960.866972 + Penalty 3284.589229 = -1546676.277743 nChanged 52 SP:Iteration 39Q (936.034490 sec): 3 clusters Score: Raw -1549986.391087 + Penalty 3284.589229 = -1546701.801858 nChanged 45 SP:Iteration 40F (936.110641 sec): 3 clusters Score: Raw -1550006.550964 + Penalty 3284.589229 = -1546721.961735 nChanged 34 SP:Iteration 41Q (936.189724 sec): 3 clusters Score: Raw -1550020.698687 + Penalty 3284.589229 = -1546736.109458 nChanged 24 SP:Iteration 42Q (936.277593 sec): 3 clusters Score: Raw -1550030.437894 + Penalty 3284.589229 = -1546745.848665 nChanged 20 SP:Iteration 43Q (936.351789 sec): 3 clusters Score: Raw -1550037.981720 + Penalty 3284.589229 = -1546753.392491 nChanged 9 SP:Iteration 44Q (936.423781 sec): 3 clusters Score: Raw -1550040.818140 + Penalty 3284.589229 = -1546756.228911 nChanged 5 SP:Iteration 45Q (936.505289 sec): 3 clusters Score: Raw -1550042.579000 + Penalty 3284.589229 = -1546757.989771 nChanged 7 SP:Iteration 46Q (936.585153 sec): 3 clusters Score: Raw -1550045.350883 + Penalty 3284.589229 = -1546760.761654 nChanged 6 SP:Iteration 47Q (936.662547 sec): 3 clusters Score: Raw -1550047.016635 + Penalty 3284.589229 = -1546762.427406 nChanged 4 SP:Iteration 48Q (936.735564 sec): 3 clusters Score: Raw -1550047.848396 + Penalty 3284.589229 = -1546763.259167 nChanged 3 SP:Iteration 49Q (936.814843 sec): 3 clusters Score: Raw -1550049.281726 + Penalty 3284.589229 = -1546764.692497 nChanged 2 SP:Iteration 50Q (936.892809 sec): 3 clusters Score: Raw -1550050.254145 + Penalty 3284.589229 = -1546765.664916 nChanged 3 SP:Iteration 51Q (936.971362 sec): 3 clusters Score: Raw -1550051.135727 + Penalty 3284.589229 = -1546766.546498 nChanged 2 SP:Iteration 52Q (937.047135 sec): 3 clusters Score: Raw -1550051.897211 + Penalty 3284.589229 = -1546767.307982 nChanged 5 SP:Iteration 53Q (937.121033 sec): 3 clusters Score: Raw -1550053.491371 + Penalty 3284.589229 = -1546768.902142 nChanged 4 SP:Iteration 54Q (937.203264 sec): 3 clusters Score: Raw -1550055.043903 + Penalty 3284.589229 = -1546770.454674 nChanged 6 SP:Iteration 55Q (937.280567 sec): 3 clusters Score: Raw -1550056.512085 + Penalty 3284.589229 = -1546771.922856 nChanged 4 SP:Iteration 56Q (937.348226 sec): 3 clusters Score: Raw -1550058.432304 + Penalty 3284.589229 = -1546773.843075 nChanged 5 SP:Iteration 57Q (937.436562 sec): 3 clusters Score: Raw -1550059.945989 + Penalty 3284.589229 = -1546775.356760 nChanged 5 SP:Iteration 58Q (937.517003 sec): 3 clusters Score: Raw -1550062.479235 + Penalty 3284.589229 = -1546777.890006 nChanged 4 SP:Iteration 59Q (937.595572 sec): 3 clusters Score: Raw -1550063.191165 + Penalty 3284.589229 = -1546778.601936 nChanged 2 SP:Iteration 60F (937.672910 sec): 3 clusters Score: Raw -1550064.047892 + Penalty 3284.589229 = -1546779.458663 nChanged 5 SP:Iteration 61Q (937.768792 sec): 3 clusters Score: Raw -1550065.795006 + Penalty 3284.589229 = -1546781.205777 nChanged 3 SP:Iteration 62Q (937.843604 sec): 3 clusters Score: Raw -1550066.572967 + Penalty 3284.589229 = -1546781.983738 nChanged 1 SP:Iteration 63Q (937.918334 sec): 3 clusters Score: Raw -1550067.279288 + Penalty 3284.589229 = -1546782.690059 nChanged 4 SP:Iteration 64Q (937.998647 sec): 3 clusters Score: Raw -1550068.535211 + Penalty 3284.589229 = -1546783.945983 nChanged 3 SP:Iteration 65Q (938.076460 sec): 3 clusters Score: Raw -1550069.705743 + Penalty 3284.589229 = -1546785.116514 nChanged 3 SP:Iteration 66Q (938.150279 sec): 3 clusters Score: Raw -1550070.723598 + Penalty 3284.589229 = -1546786.134369 nChanged 1 SP:Iteration 67Q (938.221271 sec): 3 clusters Score: Raw -1550070.910614 + Penalty 3284.589229 = -1546786.321385 nChanged 1 SP:Iteration 68Q (938.300358 sec): 3 clusters Score: Raw -1550071.352328 + Penalty 3284.589229 = -1546786.763099 nChanged 2 SP:Iteration 69Q (938.378206 sec): 3 clusters Score: Raw -1550071.831083 + Penalty 3284.589229 = -1546787.241854 nChanged 3 SP:Iteration 70Q (938.450620 sec): 3 clusters Score: Raw -1550072.440219 + Penalty 3284.589229 = -1546787.850990 nChanged 3 SP:Iteration 71Q (938.530541 sec): 3 clusters Score: Raw -1550073.348993 + Penalty 3284.589229 = -1546788.759764 nChanged 2 SP:Iteration 72Q (938.605281 sec): 3 clusters Score: Raw -1550074.169626 + Penalty 3284.589229 = -1546789.580398 nChanged 4 SP:Iteration 73Q (938.674682 sec): 3 clusters Score: Raw -1550075.160777 + Penalty 3284.589229 = -1546790.571549 nChanged 2 SP:Iteration 74Q (938.757612 sec): 3 clusters Score: Raw -1550075.632776 + Penalty 3284.589229 = -1546791.043547 nChanged 0 SP:Iteration 75F (938.850590 sec): 3 clusters Score: Raw -1550075.632776 + Penalty 3284.589229 = -1546791.043547 nChanged 0 Trying to split cluster 20 (34149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (938.918909 sec): 2 clusters Score: Raw -1926241.365961 + Penalty 1696.254395 = -1924545.111566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (939.023072 sec): 3 clusters Score: Raw -1905096.833838 + Penalty 3392.508789 = -1901704.325049 nChanged 15781 SP:Iteration 1F (939.116291 sec): 3 clusters Score: Raw -1914181.773115 + Penalty 3392.508789 = -1910789.264326 nChanged 1897 SP:Iteration 2F (939.214738 sec): 3 clusters Score: Raw -1915095.695519 + Penalty 3392.508789 = -1911703.186730 nChanged 2122 SP:Iteration 3F (939.325362 sec): 3 clusters Score: Raw -1916374.460025 + Penalty 3392.508789 = -1912981.951236 nChanged 2449 SP:Iteration 4F (939.426335 sec): 3 clusters Score: Raw -1918098.407231 + Penalty 3392.508789 = -1914705.898442 nChanged 2659 SP:Iteration 5F (939.537374 sec): 3 clusters Score: Raw -1920255.289601 + Penalty 3392.508789 = -1916862.780811 nChanged 2556 SP:Iteration 6F (939.636546 sec): 3 clusters Score: Raw -1922608.290254 + Penalty 3392.508789 = -1919215.781464 nChanged 1959 SP:Iteration 7F (939.736321 sec): 3 clusters Score: Raw -1924443.795854 + Penalty 3392.508789 = -1921051.287065 nChanged 1276 SP:Iteration 8Q (939.847188 sec): 3 clusters Score: Raw -1925492.146224 + Penalty 3392.508789 = -1922099.637435 nChanged 770 SP:Iteration 9Q (939.945314 sec): 3 clusters Score: Raw -1926072.425887 + Penalty 3392.508789 = -1922679.917098 nChanged 534 SP:Iteration 10Q (940.036174 sec): 3 clusters Score: Raw -1926400.322763 + Penalty 3392.508789 = -1923007.813974 nChanged 421 SP:Iteration 11Q (940.146265 sec): 3 clusters Score: Raw -1926587.679311 + Penalty 3392.508789 = -1923195.170522 nChanged 328 SP:Iteration 12Q (940.242098 sec): 3 clusters Score: Raw -1926693.348737 + Penalty 3392.508789 = -1923300.839948 nChanged 243 SP:Iteration 13Q (940.342697 sec): 3 clusters Score: Raw -1926756.705925 + Penalty 3392.508789 = -1923364.197135 nChanged 200 SP:Iteration 14Q (940.441009 sec): 3 clusters Score: Raw -1926802.342336 + Penalty 3392.508789 = -1923409.833547 nChanged 157 SP:Iteration 15Q (940.535607 sec): 3 clusters Score: Raw -1926839.423590 + Penalty 3392.508789 = -1923446.914800 nChanged 152 SP:Iteration 16Q (940.637514 sec): 3 clusters Score: Raw -1926867.462068 + Penalty 3392.508789 = -1923474.953279 nChanged 135 SP:Iteration 17Q (940.724353 sec): 3 clusters Score: Raw -1926889.515413 + Penalty 3392.508789 = -1923497.006624 nChanged 106 SP:Iteration 18Q (940.831980 sec): 3 clusters Score: Raw -1926905.880452 + Penalty 3392.508789 = -1923513.371663 nChanged 95 SP:Iteration 19Q (940.923958 sec): 3 clusters Score: Raw -1926921.036070 + Penalty 3392.508789 = -1923528.527281 nChanged 88 SP:Iteration 20F (941.023129 sec): 3 clusters Score: Raw -1926932.948211 + Penalty 3392.508789 = -1923540.439422 nChanged 87 SP:Iteration 21Q (941.116082 sec): 3 clusters Score: Raw -1926943.845232 + Penalty 3392.508789 = -1923551.336443 nChanged 67 SP:Iteration 22Q (941.204992 sec): 3 clusters Score: Raw -1926951.909957 + Penalty 3392.508789 = -1923559.401168 nChanged 57 SP:Iteration 23Q (941.296238 sec): 3 clusters Score: Raw -1926957.956110 + Penalty 3392.508789 = -1923565.447321 nChanged 43 SP:Iteration 24Q (941.400646 sec): 3 clusters Score: Raw -1926961.441534 + Penalty 3392.508789 = -1923568.932745 nChanged 35 SP:Iteration 25Q (941.498388 sec): 3 clusters Score: Raw -1926964.708884 + Penalty 3392.508789 = -1923572.200094 nChanged 31 SP:Iteration 26Q (941.581938 sec): 3 clusters Score: Raw -1926967.317736 + Penalty 3392.508789 = -1923574.808947 nChanged 28 SP:Iteration 27Q (941.682287 sec): 3 clusters Score: Raw -1926969.639158 + Penalty 3392.508789 = -1923577.130369 nChanged 33 SP:Iteration 28Q (941.770284 sec): 3 clusters Score: Raw -1926973.013875 + Penalty 3392.508789 = -1923580.505085 nChanged 29 SP:Iteration 29Q (941.860236 sec): 3 clusters Score: Raw -1926975.680136 + Penalty 3392.508789 = -1923583.171347 nChanged 25 SP:Iteration 30Q (941.943346 sec): 3 clusters Score: Raw -1926978.113900 + Penalty 3392.508789 = -1923585.605111 nChanged 30 SP:Iteration 31Q (942.043496 sec): 3 clusters Score: Raw -1926980.689230 + Penalty 3392.508789 = -1923588.180441 nChanged 31 SP:Iteration 32Q (942.140087 sec): 3 clusters Score: Raw -1926983.697266 + Penalty 3392.508789 = -1923591.188477 nChanged 27 SP:Iteration 33Q (942.224444 sec): 3 clusters Score: Raw -1926986.948911 + Penalty 3392.508789 = -1923594.440121 nChanged 31 SP:Iteration 34Q (942.331032 sec): 3 clusters Score: Raw -1926991.031622 + Penalty 3392.508789 = -1923598.522832 nChanged 40 SP:Iteration 35Q (942.427114 sec): 3 clusters Score: Raw -1926995.590327 + Penalty 3392.508789 = -1923603.081538 nChanged 33 SP:Iteration 36Q (942.520479 sec): 3 clusters Score: Raw -1926998.493788 + Penalty 3392.508789 = -1923605.984998 nChanged 29 SP:Iteration 37Q (942.617064 sec): 3 clusters Score: Raw -1927001.429388 + Penalty 3392.508789 = -1923608.920599 nChanged 26 SP:Iteration 38Q (942.713548 sec): 3 clusters Score: Raw -1927004.369154 + Penalty 3392.508789 = -1923611.860365 nChanged 30 SP:Iteration 39Q (942.806394 sec): 3 clusters Score: Raw -1927008.334833 + Penalty 3392.508789 = -1923615.826044 nChanged 33 SP:Iteration 40F (942.909735 sec): 3 clusters Score: Raw -1927012.787319 + Penalty 3392.508789 = -1923620.278530 nChanged 38 SP:Iteration 41Q (942.994877 sec): 3 clusters Score: Raw -1927017.196903 + Penalty 3392.508789 = -1923624.688114 nChanged 23 SP:Iteration 42Q (943.103987 sec): 3 clusters Score: Raw -1927019.725990 + Penalty 3392.508789 = -1923627.217200 nChanged 24 SP:Iteration 43Q (943.190491 sec): 3 clusters Score: Raw -1927021.890073 + Penalty 3392.508789 = -1923629.381283 nChanged 23 SP:Iteration 44Q (943.296531 sec): 3 clusters Score: Raw -1927024.219148 + Penalty 3392.508789 = -1923631.710358 nChanged 32 SP:Iteration 45Q (943.385212 sec): 3 clusters Score: Raw -1927027.943951 + Penalty 3392.508789 = -1923635.435161 nChanged 36 SP:Iteration 46Q (943.486442 sec): 3 clusters Score: Raw -1927031.968779 + Penalty 3392.508789 = -1923639.459990 nChanged 35 SP:Iteration 47Q (943.570847 sec): 3 clusters Score: Raw -1927035.589636 + Penalty 3392.508789 = -1923643.080847 nChanged 25 SP:Iteration 48Q (943.675457 sec): 3 clusters Score: Raw -1927037.254118 + Penalty 3392.508789 = -1923644.745329 nChanged 22 SP:Iteration 49Q (943.770649 sec): 3 clusters Score: Raw -1927039.810492 + Penalty 3392.508789 = -1923647.301702 nChanged 30 SP:Iteration 50Q (943.865376 sec): 3 clusters Score: Raw -1927043.085230 + Penalty 3392.508789 = -1923650.576441 nChanged 27 SP:Iteration 51Q (943.961112 sec): 3 clusters Score: Raw -1927045.550252 + Penalty 3392.508789 = -1923653.041463 nChanged 23 SP:Iteration 52Q (944.050268 sec): 3 clusters Score: Raw -1927047.516757 + Penalty 3392.508789 = -1923655.007967 nChanged 21 SP:Iteration 53Q (944.150573 sec): 3 clusters Score: Raw -1927049.298994 + Penalty 3392.508789 = -1923656.790205 nChanged 18 SP:Iteration 54Q (944.246774 sec): 3 clusters Score: Raw -1927051.339818 + Penalty 3392.508789 = -1923658.831029 nChanged 16 SP:Iteration 55Q (944.336338 sec): 3 clusters Score: Raw -1927052.929902 + Penalty 3392.508789 = -1923660.421113 nChanged 22 SP:Iteration 56Q (944.429516 sec): 3 clusters Score: Raw -1927055.510676 + Penalty 3392.508789 = -1923663.001886 nChanged 20 SP:Iteration 57Q (944.520691 sec): 3 clusters Score: Raw -1927057.608371 + Penalty 3392.508789 = -1923665.099582 nChanged 26 SP:Iteration 58Q (944.604934 sec): 3 clusters Score: Raw -1927060.818460 + Penalty 3392.508789 = -1923668.309671 nChanged 32 SP:Iteration 59Q (944.701879 sec): 3 clusters Score: Raw -1927064.403523 + Penalty 3392.508789 = -1923671.894734 nChanged 33 SP:Iteration 60F (944.806228 sec): 3 clusters Score: Raw -1927068.679413 + Penalty 3392.508789 = -1923676.170624 nChanged 32 SP:Iteration 61Q (944.902011 sec): 3 clusters Score: Raw -1927072.369424 + Penalty 3392.508789 = -1923679.860635 nChanged 17 SP:Iteration 62Q (944.992716 sec): 3 clusters Score: Raw -1927073.794273 + Penalty 3392.508789 = -1923681.285484 nChanged 14 SP:Iteration 63Q (945.077883 sec): 3 clusters Score: Raw -1927075.145557 + Penalty 3392.508789 = -1923682.636768 nChanged 15 SP:Iteration 64Q (945.171229 sec): 3 clusters Score: Raw -1927076.435990 + Penalty 3392.508789 = -1923683.927201 nChanged 12 SP:Iteration 65Q (945.273025 sec): 3 clusters Score: Raw -1927077.447250 + Penalty 3392.508789 = -1923684.938461 nChanged 15 SP:Iteration 66Q (945.370516 sec): 3 clusters Score: Raw -1927078.705557 + Penalty 3392.508789 = -1923686.196768 nChanged 10 SP:Iteration 67Q (945.463520 sec): 3 clusters Score: Raw -1927080.060251 + Penalty 3392.508789 = -1923687.551462 nChanged 17 SP:Iteration 68Q (945.561171 sec): 3 clusters Score: Raw -1927081.801408 + Penalty 3392.508789 = -1923689.292619 nChanged 15 SP:Iteration 69Q (945.656652 sec): 3 clusters Score: Raw -1927083.607967 + Penalty 3392.508789 = -1923691.099178 nChanged 17 SP:Iteration 70Q (945.749959 sec): 3 clusters Score: Raw -1927085.499481 + Penalty 3392.508789 = -1923692.990692 nChanged 18 SP:Iteration 71Q (945.835514 sec): 3 clusters Score: Raw -1927086.944790 + Penalty 3392.508789 = -1923694.436001 nChanged 13 SP:Iteration 72Q (945.937045 sec): 3 clusters Score: Raw -1927087.947700 + Penalty 3392.508789 = -1923695.438911 nChanged 12 SP:Iteration 73Q (946.025313 sec): 3 clusters Score: Raw -1927089.376930 + Penalty 3392.508789 = -1923696.868140 nChanged 22 SP:Iteration 74Q (946.120165 sec): 3 clusters Score: Raw -1927091.037296 + Penalty 3392.508789 = -1923698.528507 nChanged 19 SP:Iteration 75Q (946.205106 sec): 3 clusters Score: Raw -1927092.858526 + Penalty 3392.508789 = -1923700.349736 nChanged 14 SP:Iteration 76Q (946.309611 sec): 3 clusters Score: Raw -1927094.372991 + Penalty 3392.508789 = -1923701.864202 nChanged 10 SP:Iteration 77Q (946.387784 sec): 3 clusters Score: Raw -1927095.657319 + Penalty 3392.508789 = -1923703.148530 nChanged 17 SP:Iteration 78Q (946.488610 sec): 3 clusters Score: Raw -1927097.501665 + Penalty 3392.508789 = -1923704.992876 nChanged 16 SP:Iteration 79Q (946.590262 sec): 3 clusters Score: Raw -1927099.379683 + Penalty 3392.508789 = -1923706.870894 nChanged 13 SP:Iteration 80F (946.695921 sec): 3 clusters Score: Raw -1927100.777622 + Penalty 3392.508789 = -1923708.268833 nChanged 20 SP:Iteration 81Q (946.786348 sec): 3 clusters Score: Raw -1927102.715136 + Penalty 3392.508789 = -1923710.206347 nChanged 14 SP:Iteration 82Q (946.883899 sec): 3 clusters Score: Raw -1927103.968494 + Penalty 3392.508789 = -1923711.459705 nChanged 15 SP:Iteration 83Q (946.980109 sec): 3 clusters Score: Raw -1927105.112110 + Penalty 3392.508789 = -1923712.603321 nChanged 11 SP:Iteration 84Q (947.071612 sec): 3 clusters Score: Raw -1927106.022637 + Penalty 3392.508789 = -1923713.513848 nChanged 14 SP:Iteration 85Q (947.164949 sec): 3 clusters Score: Raw -1927107.343240 + Penalty 3392.508789 = -1923714.834450 nChanged 14 SP:Iteration 86Q (947.258267 sec): 3 clusters Score: Raw -1927108.713523 + Penalty 3392.508789 = -1923716.204734 nChanged 10 SP:Iteration 87Q (947.347219 sec): 3 clusters Score: Raw -1927109.569599 + Penalty 3392.508789 = -1923717.060810 nChanged 10 SP:Iteration 88Q (947.444112 sec): 3 clusters Score: Raw -1927110.477407 + Penalty 3392.508789 = -1923717.968618 nChanged 7 SP:Iteration 89Q (947.538157 sec): 3 clusters Score: Raw -1927110.839523 + Penalty 3392.508789 = -1923718.330734 nChanged 1 SP:Iteration 90Q (947.630194 sec): 3 clusters Score: Raw -1927110.888341 + Penalty 3392.508789 = -1923718.379552 nChanged 0 SP:Iteration 91F (947.734301 sec): 3 clusters Score: Raw -1927110.888341 + Penalty 3392.508789 = -1923718.379552 nChanged 0 Trying to split cluster 21 (1239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (947.763893 sec): 2 clusters Score: Raw -78973.147927 + Penalty 1157.334731 = -77815.813196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (947.815872 sec): 3 clusters Score: Raw -78541.321614 + Penalty 2314.669462 = -76226.652153 nChanged 401 SP:Iteration 1F (947.867463 sec): 3 clusters Score: Raw -78863.750032 + Penalty 2314.669462 = -76549.080571 nChanged 94 SP:Iteration 2F (947.909194 sec): 3 clusters Score: Raw -78948.254770 + Penalty 2314.669462 = -76633.585308 nChanged 48 SP:Iteration 3Q (947.959177 sec): 3 clusters Score: Raw -78994.902806 + Penalty 2314.669462 = -76680.233345 nChanged 28 SP:Iteration 4Q (948.008362 sec): 3 clusters Score: Raw -79022.173119 + Penalty 2314.669462 = -76707.503657 nChanged 24 SP:Iteration 5Q (948.065713 sec): 3 clusters Score: Raw -79040.169272 + Penalty 2314.669462 = -76725.499810 nChanged 10 SP:Iteration 6Q (948.108805 sec): 3 clusters Score: Raw -79046.609752 + Penalty 2314.669462 = -76731.940290 nChanged 2 SP:Iteration 7Q (948.156568 sec): 3 clusters Score: Raw -79047.599141 + Penalty 2314.669462 = -76732.929680 nChanged 1 SP:Iteration 8Q (948.198415 sec): 3 clusters Score: Raw -79049.504696 + Penalty 2314.669462 = -76734.835234 nChanged 1 SP:Iteration 9Q (948.243839 sec): 3 clusters Score: Raw -79050.580688 + Penalty 2314.669462 = -76735.911226 nChanged 1 SP:Iteration 10Q (948.295768 sec): 3 clusters Score: Raw -79052.156111 + Penalty 2314.669462 = -76737.486649 nChanged 6 SP:Iteration 11Q (948.348285 sec): 3 clusters Score: Raw -79056.714302 + Penalty 2314.669462 = -76742.044841 nChanged 4 SP:Iteration 12Q (948.396982 sec): 3 clusters Score: Raw -79060.148471 + Penalty 2314.669462 = -76745.479009 nChanged 1 SP:Iteration 13Q (948.445732 sec): 3 clusters Score: Raw -79061.592863 + Penalty 2314.669462 = -76746.923402 nChanged 1 SP:Iteration 14Q (948.490507 sec): 3 clusters Score: Raw -79062.051408 + Penalty 2314.669462 = -76747.381946 nChanged 1 SP:Iteration 15Q (948.537412 sec): 3 clusters Score: Raw -79062.732386 + Penalty 2314.669462 = -76748.062925 nChanged 0 SP:Iteration 16F (948.582005 sec): 3 clusters Score: Raw -79062.732386 + Penalty 2314.669462 = -76748.062925 nChanged 0 Trying to split cluster 22 (1677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (948.610543 sec): 2 clusters Score: Raw -97404.073072 + Penalty 1206.523786 = -96197.549285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (948.662659 sec): 3 clusters Score: Raw -96721.592433 + Penalty 2413.047573 = -94308.544860 nChanged 591 SP:Iteration 1F (948.722176 sec): 3 clusters Score: Raw -97101.713852 + Penalty 2413.047573 = -94688.666279 nChanged 119 SP:Iteration 2F (948.769333 sec): 3 clusters Score: Raw -97175.287750 + Penalty 2413.047573 = -94762.240177 nChanged 60 SP:Iteration 3Q (948.825413 sec): 3 clusters Score: Raw -97214.676532 + Penalty 2413.047573 = -94801.628960 nChanged 33 SP:Iteration 4Q (948.862003 sec): 3 clusters Score: Raw -97234.806356 + Penalty 2413.047573 = -94821.758783 nChanged 25 SP:Iteration 5Q (948.913827 sec): 3 clusters Score: Raw -97249.964680 + Penalty 2413.047573 = -94836.917107 nChanged 23 SP:Iteration 6Q (948.965324 sec): 3 clusters Score: Raw -97266.931327 + Penalty 2413.047573 = -94853.883755 nChanged 27 SP:Iteration 7Q (949.021675 sec): 3 clusters Score: Raw -97286.378025 + Penalty 2413.047573 = -94873.330452 nChanged 34 SP:Iteration 8Q (949.064248 sec): 3 clusters Score: Raw -97308.679743 + Penalty 2413.047573 = -94895.632170 nChanged 21 SP:Iteration 9Q (949.125912 sec): 3 clusters Score: Raw -97320.376464 + Penalty 2413.047573 = -94907.328892 nChanged 16 SP:Iteration 10Q (949.173736 sec): 3 clusters Score: Raw -97330.620816 + Penalty 2413.047573 = -94917.573243 nChanged 23 SP:Iteration 11Q (949.230616 sec): 3 clusters Score: Raw -97345.544693 + Penalty 2413.047573 = -94932.497121 nChanged 18 SP:Iteration 12Q (949.283553 sec): 3 clusters Score: Raw -97357.622455 + Penalty 2413.047573 = -94944.574882 nChanged 11 SP:Iteration 13Q (949.332468 sec): 3 clusters Score: Raw -97364.288037 + Penalty 2413.047573 = -94951.240465 nChanged 12 SP:Iteration 14Q (949.382667 sec): 3 clusters Score: Raw -97369.778227 + Penalty 2413.047573 = -94956.730654 nChanged 6 SP:Iteration 15Q (949.423749 sec): 3 clusters Score: Raw -97374.550219 + Penalty 2413.047573 = -94961.502646 nChanged 6 SP:Iteration 16Q (949.469963 sec): 3 clusters Score: Raw -97378.615093 + Penalty 2413.047573 = -94965.567521 nChanged 9 SP:Iteration 17Q (949.523922 sec): 3 clusters Score: Raw -97382.897458 + Penalty 2413.047573 = -94969.849885 nChanged 5 SP:Iteration 18Q (949.572763 sec): 3 clusters Score: Raw -97385.546554 + Penalty 2413.047573 = -94972.498982 nChanged 2 SP:Iteration 19Q (949.609913 sec): 3 clusters Score: Raw -97386.131476 + Penalty 2413.047573 = -94973.083904 nChanged 1 SP:Iteration 20F (949.656892 sec): 3 clusters Score: Raw -97386.567118 + Penalty 2413.047573 = -94973.519546 nChanged 0 Iteration 59Q (952.241960 sec): 25 clusters Score: Raw -15315123.093584 + Penalty 48701.486238 = -15266421.607346 nChanged 1601 Iteration 60F (956.708071 sec): 25 clusters Score: Raw -15315562.755150 + Penalty 48701.486238 = -15266861.268912 nChanged 1852 Iteration 61Q (958.564999 sec): 25 clusters Score: Raw -15315809.218487 + Penalty 48701.486238 = -15267107.732249 nChanged 1155 Iteration 62Q (960.431032 sec): 25 clusters Score: Raw -15315949.253337 + Penalty 48701.486238 = -15267247.767099 nChanged 887 Iteration 63Q (962.321907 sec): 25 clusters Score: Raw -15316043.201182 + Penalty 48701.486238 = -15267341.714944 nChanged 713 Iteration 64Q (963.911124 sec): 25 clusters Score: Raw -15316110.411923 + Penalty 48701.486238 = -15267408.925685 nChanged 599 Iteration 65Q (965.769416 sec): 25 clusters Score: Raw -15316165.550637 + Penalty 48701.486238 = -15267464.064399 nChanged 544 Iteration 66Q (967.626242 sec): 25 clusters Score: Raw -15316215.375192 + Penalty 48701.486238 = -15267513.888954 nChanged 516 Iteration 67Q (969.533352 sec): 25 clusters Score: Raw -15316261.673903 + Penalty 48701.486238 = -15267560.187665 nChanged 467 Iteration 68Q (971.356582 sec): 25 clusters Score: Raw -15316299.465182 + Penalty 48701.486238 = -15267597.978944 nChanged 425 Iteration 69Q (973.200245 sec): 25 clusters Score: Raw -15316335.474445 + Penalty 48701.486238 = -15267633.988208 nChanged 404 Iteration 70Q (975.071245 sec): 25 clusters Score: Raw -15316367.315149 + Penalty 48701.486238 = -15267665.828911 nChanged 383 Iteration 71Q (976.853767 sec): 25 clusters Score: Raw -15316397.994940 + Penalty 48701.486238 = -15267696.508702 nChanged 366 Iteration 72Q (978.690292 sec): 25 clusters Score: Raw -15316428.200232 + Penalty 48701.486238 = -15267726.713994 nChanged 351 Iteration 73Q (980.601945 sec): 25 clusters Score: Raw -15316455.755335 + Penalty 48701.486238 = -15267754.269098 nChanged 341 Iteration 74Q (982.449674 sec): 25 clusters Score: Raw -15316481.952649 + Penalty 48701.486238 = -15267780.466411 nChanged 310 Iteration 75Q (984.253519 sec): 25 clusters Score: Raw -15316505.144040 + Penalty 48701.486238 = -15267803.657802 nChanged 309 Iteration 76Q (985.889269 sec): 25 clusters Score: Raw -15316527.091833 + Penalty 48701.486238 = -15267825.605595 nChanged 303 Iteration 77Q (987.752213 sec): 25 clusters Score: Raw -15316549.057947 + Penalty 48701.486238 = -15267847.571710 nChanged 286 Iteration 78Q (989.340994 sec): 25 clusters Score: Raw -15316570.028240 + Penalty 48701.486238 = -15267868.542002 nChanged 283 Iteration 79Q (991.197855 sec): 25 clusters Score: Raw -15316590.483195 + Penalty 48701.486238 = -15267888.996957 nChanged 288 Iteration 80F (995.511676 sec): 25 clusters Score: Raw -15316613.079902 + Penalty 48701.486238 = -15267911.593664 nChanged 279 Iteration 81Q (997.222818 sec): 25 clusters Score: Raw -15316634.308264 + Penalty 48701.486238 = -15267932.822026 nChanged 257 Iteration 82Q (998.894857 sec): 25 clusters Score: Raw -15316655.126317 + Penalty 48701.486238 = -15267953.640079 nChanged 250 Iteration 83Q (1000.743943 sec): 25 clusters Score: Raw -15316672.751713 + Penalty 48701.486238 = -15267971.265475 nChanged 242 Iteration 84Q (1002.550149 sec): 25 clusters Score: Raw -15316688.055485 + Penalty 48701.486238 = -15267986.569247 nChanged 225 Iteration 85Q (1004.392496 sec): 25 clusters Score: Raw -15316703.460992 + Penalty 48701.486238 = -15268001.974754 nChanged 232 Iteration 86Q (1006.213809 sec): 25 clusters Score: Raw -15316721.789388 + Penalty 48701.486238 = -15268020.303150 nChanged 219 Iteration 87Q (1008.130171 sec): 25 clusters Score: Raw -15316739.304016 + Penalty 48701.486238 = -15268037.817778 nChanged 223 Iteration 88Q (1010.029470 sec): 25 clusters Score: Raw -15316756.443788 + Penalty 48701.486238 = -15268054.957550 nChanged 204 Iteration 89Q (1011.758666 sec): 25 clusters Score: Raw -15316771.400968 + Penalty 48701.486238 = -15268069.914730 nChanged 195 Iteration 90Q (1013.579044 sec): 25 clusters Score: Raw -15316788.410141 + Penalty 48701.486238 = -15268086.923903 nChanged 198 Iteration 91Q (1015.113059 sec): 25 clusters Score: Raw -15316805.191322 + Penalty 48701.486238 = -15268103.705085 nChanged 185 Iteration 92Q (1016.812619 sec): 25 clusters Score: Raw -15316820.124953 + Penalty 48701.486238 = -15268118.638716 nChanged 184 Iteration 93Q (1018.668994 sec): 25 clusters Score: Raw -15316835.563831 + Penalty 48701.486238 = -15268134.077593 nChanged 177 Iteration 94Q (1020.423593 sec): 25 clusters Score: Raw -15316849.360369 + Penalty 48701.486238 = -15268147.874131 nChanged 172 Iteration 95Q (1022.006753 sec): 25 clusters Score: Raw -15316863.669859 + Penalty 48701.486238 = -15268162.183621 nChanged 170 Iteration 96Q (1023.665947 sec): 25 clusters Score: Raw -15316875.833737 + Penalty 48701.486238 = -15268174.347499 nChanged 166 Iteration 97Q (1025.620774 sec): 25 clusters Score: Raw -15316886.131790 + Penalty 48701.486238 = -15268184.645552 nChanged 165 Iteration 98Q (1027.368647 sec): 25 clusters Score: Raw -15316897.216165 + Penalty 48701.486238 = -15268195.729927 nChanged 139 Writing temp clu file Because OldScore, -15268184.645552, is greater than current (better) Score,-15268195.729927 Compute initial score before splitting: Score: Raw -15316897.216165 + Penalty 48701.486238 = -15268195.729927 Trying to split cluster 1 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1027.480409 sec): 2 clusters Score: Raw -31948.346462 + Penalty 1040.580807 = -30907.765655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1027.518665 sec): 3 clusters Score: Raw -31823.172192 + Penalty 2081.161614 = -29742.010578 nChanged 142 SP:Iteration 1F (1027.567769 sec): 3 clusters Score: Raw -31964.136050 + Penalty 2081.161614 = -29882.974436 nChanged 33 SP:Iteration 2F (1027.620580 sec): 3 clusters Score: Raw -32005.787167 + Penalty 2081.161614 = -29924.625553 nChanged 16 SP:Iteration 3Q (1027.675425 sec): 3 clusters Score: Raw -32027.071422 + Penalty 2081.161614 = -29945.909807 nChanged 12 SP:Iteration 4Q (1027.713054 sec): 3 clusters Score: Raw -32038.700847 + Penalty 2081.161614 = -29957.539233 nChanged 8 SP:Iteration 5Q (1027.764656 sec): 3 clusters Score: Raw -32048.689923 + Penalty 2081.161614 = -29967.528309 nChanged 7 SP:Iteration 6Q (1027.813275 sec): 3 clusters Score: Raw -32057.986963 + Penalty 2081.161614 = -29976.825349 nChanged 3 SP:Iteration 7Q (1027.866564 sec): 3 clusters Score: Raw -32061.846779 + Penalty 2081.161614 = -29980.685165 nChanged 1 SP:Iteration 8Q (1027.912076 sec): 3 clusters Score: Raw -32063.632841 + Penalty 2081.161614 = -29982.471227 nChanged 1 SP:Iteration 9Q (1027.965020 sec): 3 clusters Score: Raw -32065.012070 + Penalty 2081.161614 = -29983.850455 nChanged 1 SP:Iteration 10Q (1028.013704 sec): 3 clusters Score: Raw -32065.554004 + Penalty 2081.161614 = -29984.392389 nChanged 0 SP:Iteration 11F (1028.061890 sec): 3 clusters Score: Raw -32065.554004 + Penalty 2081.161614 = -29984.392389 nChanged 0 Trying to split cluster 2 (1441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1028.093665 sec): 2 clusters Score: Raw -76460.620814 + Penalty 1181.877547 = -75278.743267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1028.138324 sec): 3 clusters Score: Raw -75921.397011 + Penalty 2363.755094 = -73557.641917 nChanged 481 SP:Iteration 1F (1028.188809 sec): 3 clusters Score: Raw -76305.849912 + Penalty 2363.755094 = -73942.094818 nChanged 110 SP:Iteration 2F (1028.243066 sec): 3 clusters Score: Raw -76430.920911 + Penalty 2363.755094 = -74067.165817 nChanged 78 SP:Iteration 3F (1028.283558 sec): 3 clusters Score: Raw -76516.138945 + Penalty 2363.755094 = -74152.383851 nChanged 69 SP:Iteration 4Q (1028.342036 sec): 3 clusters Score: Raw -76579.182655 + Penalty 2363.755094 = -74215.427561 nChanged 38 SP:Iteration 5Q (1028.389747 sec): 3 clusters Score: Raw -76611.021510 + Penalty 2363.755094 = -74247.266416 nChanged 34 SP:Iteration 6Q (1028.442808 sec): 3 clusters Score: Raw -76643.189449 + Penalty 2363.755094 = -74279.434355 nChanged 34 SP:Iteration 7Q (1028.493293 sec): 3 clusters Score: Raw -76675.375824 + Penalty 2363.755094 = -74311.620730 nChanged 23 SP:Iteration 8Q (1028.534356 sec): 3 clusters Score: Raw -76702.121844 + Penalty 2363.755094 = -74338.366750 nChanged 26 SP:Iteration 9Q (1028.588141 sec): 3 clusters Score: Raw -76732.688298 + Penalty 2363.755094 = -74368.933204 nChanged 19 SP:Iteration 10Q (1028.642840 sec): 3 clusters Score: Raw -76751.576261 + Penalty 2363.755094 = -74387.821168 nChanged 21 SP:Iteration 11Q (1028.683736 sec): 3 clusters Score: Raw -76777.443044 + Penalty 2363.755094 = -74413.687950 nChanged 20 SP:Iteration 12Q (1028.733418 sec): 3 clusters Score: Raw -76803.260740 + Penalty 2363.755094 = -74439.505647 nChanged 23 SP:Iteration 13Q (1028.788962 sec): 3 clusters Score: Raw -76827.470655 + Penalty 2363.755094 = -74463.715561 nChanged 13 SP:Iteration 14Q (1028.832150 sec): 3 clusters Score: Raw -76847.429691 + Penalty 2363.755094 = -74483.674597 nChanged 20 SP:Iteration 15Q (1028.882972 sec): 3 clusters Score: Raw -76872.068216 + Penalty 2363.755094 = -74508.313123 nChanged 17 SP:Iteration 16Q (1028.936180 sec): 3 clusters Score: Raw -76890.095304 + Penalty 2363.755094 = -74526.340210 nChanged 15 SP:Iteration 17Q (1028.982276 sec): 3 clusters Score: Raw -76904.143030 + Penalty 2363.755094 = -74540.387936 nChanged 7 SP:Iteration 18Q (1029.040002 sec): 3 clusters Score: Raw -76912.497789 + Penalty 2363.755094 = -74548.742696 nChanged 10 SP:Iteration 19Q (1029.086772 sec): 3 clusters Score: Raw -76923.597253 + Penalty 2363.755094 = -74559.842159 nChanged 9 SP:Iteration 20F (1029.121454 sec): 3 clusters Score: Raw -76933.365376 + Penalty 2363.755094 = -74569.610282 nChanged 9 SP:Iteration 21Q (1029.166570 sec): 3 clusters Score: Raw -76944.389343 + Penalty 2363.755094 = -74580.634249 nChanged 9 SP:Iteration 22Q (1029.218377 sec): 3 clusters Score: Raw -76954.105134 + Penalty 2363.755094 = -74590.350040 nChanged 6 SP:Iteration 23Q (1029.263276 sec): 3 clusters Score: Raw -76959.568280 + Penalty 2363.755094 = -74595.813186 nChanged 6 SP:Iteration 24Q (1029.299699 sec): 3 clusters Score: Raw -76966.463362 + Penalty 2363.755094 = -74602.708268 nChanged 5 SP:Iteration 25Q (1029.344232 sec): 3 clusters Score: Raw -76968.375226 + Penalty 2363.755094 = -74604.620133 nChanged 5 SP:Iteration 26Q (1029.392204 sec): 3 clusters Score: Raw -76971.493326 + Penalty 2363.755094 = -74607.738232 nChanged 4 SP:Iteration 27Q (1029.440199 sec): 3 clusters Score: Raw -76975.369951 + Penalty 2363.755094 = -74611.614857 nChanged 6 SP:Iteration 28Q (1029.479982 sec): 3 clusters Score: Raw -76981.992961 + Penalty 2363.755094 = -74618.237867 nChanged 9 SP:Iteration 29Q (1029.525261 sec): 3 clusters Score: Raw -76991.012932 + Penalty 2363.755094 = -74627.257839 nChanged 5 SP:Iteration 30Q (1029.576428 sec): 3 clusters Score: Raw -76995.218509 + Penalty 2363.755094 = -74631.463416 nChanged 2 SP:Iteration 31Q (1029.613298 sec): 3 clusters Score: Raw -76996.277084 + Penalty 2363.755094 = -74632.521990 nChanged 0 SP:Iteration 32F (1029.664755 sec): 3 clusters Score: Raw -76996.277084 + Penalty 2363.755094 = -74632.521990 nChanged 0 Trying to split cluster 3 (2917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1029.690945 sec): 2 clusters Score: Raw -172695.808415 + Penalty 1296.475533 = -171399.332883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1029.739602 sec): 3 clusters Score: Raw -171317.630652 + Penalty 2592.951065 = -168724.679586 nChanged 1035 SP:Iteration 1F (1029.786062 sec): 3 clusters Score: Raw -171958.135446 + Penalty 2592.951065 = -169365.184381 nChanged 229 SP:Iteration 2F (1029.836573 sec): 3 clusters Score: Raw -172104.811335 + Penalty 2592.951065 = -169511.860270 nChanged 141 SP:Iteration 3Q (1029.897081 sec): 3 clusters Score: Raw -172198.856689 + Penalty 2592.951065 = -169605.905624 nChanged 119 SP:Iteration 4Q (1029.948197 sec): 3 clusters Score: Raw -172270.175908 + Penalty 2592.951065 = -169677.224843 nChanged 93 SP:Iteration 5Q (1029.991642 sec): 3 clusters Score: Raw -172327.242217 + Penalty 2592.951065 = -169734.291152 nChanged 76 SP:Iteration 6Q (1030.043300 sec): 3 clusters Score: Raw -172365.952098 + Penalty 2592.951065 = -169773.001032 nChanged 57 SP:Iteration 7Q (1030.099975 sec): 3 clusters Score: Raw -172396.077412 + Penalty 2592.951065 = -169803.126346 nChanged 51 SP:Iteration 8Q (1030.155824 sec): 3 clusters Score: Raw -172422.089854 + Penalty 2592.951065 = -169829.138788 nChanged 52 SP:Iteration 9Q (1030.205585 sec): 3 clusters Score: Raw -172449.375993 + Penalty 2592.951065 = -169856.424928 nChanged 45 SP:Iteration 10Q (1030.257272 sec): 3 clusters Score: Raw -172469.589062 + Penalty 2592.951065 = -169876.637997 nChanged 37 SP:Iteration 11Q (1030.309208 sec): 3 clusters Score: Raw -172487.706886 + Penalty 2592.951065 = -169894.755821 nChanged 41 SP:Iteration 12Q (1030.359499 sec): 3 clusters Score: Raw -172505.963275 + Penalty 2592.951065 = -169913.012210 nChanged 32 SP:Iteration 13Q (1030.410945 sec): 3 clusters Score: Raw -172522.272386 + Penalty 2592.951065 = -169929.321321 nChanged 32 SP:Iteration 14Q (1030.464366 sec): 3 clusters Score: Raw -172535.554381 + Penalty 2592.951065 = -169942.603315 nChanged 32 SP:Iteration 15Q (1030.518095 sec): 3 clusters Score: Raw -172551.836112 + Penalty 2592.951065 = -169958.885046 nChanged 28 SP:Iteration 16Q (1030.564543 sec): 3 clusters Score: Raw -172565.481299 + Penalty 2592.951065 = -169972.530234 nChanged 28 SP:Iteration 17Q (1030.617574 sec): 3 clusters Score: Raw -172577.956078 + Penalty 2592.951065 = -169985.005013 nChanged 26 SP:Iteration 18Q (1030.654957 sec): 3 clusters Score: Raw -172590.189498 + Penalty 2592.951065 = -169997.238432 nChanged 25 SP:Iteration 19Q (1030.703210 sec): 3 clusters Score: Raw -172603.141507 + Penalty 2592.951065 = -170010.190442 nChanged 26 SP:Iteration 20F (1030.756555 sec): 3 clusters Score: Raw -172616.171137 + Penalty 2592.951065 = -170023.220072 nChanged 19 SP:Iteration 21Q (1030.795444 sec): 3 clusters Score: Raw -172624.556970 + Penalty 2592.951065 = -170031.605905 nChanged 11 SP:Iteration 22Q (1030.849045 sec): 3 clusters Score: Raw -172629.903956 + Penalty 2592.951065 = -170036.952891 nChanged 11 SP:Iteration 23Q (1030.890439 sec): 3 clusters Score: Raw -172635.156068 + Penalty 2592.951065 = -170042.205003 nChanged 10 SP:Iteration 24Q (1030.941559 sec): 3 clusters Score: Raw -172638.760747 + Penalty 2592.951065 = -170045.809682 nChanged 9 SP:Iteration 25Q (1030.993183 sec): 3 clusters Score: Raw -172643.500011 + Penalty 2592.951065 = -170050.548946 nChanged 9 SP:Iteration 26Q (1031.049392 sec): 3 clusters Score: Raw -172647.094891 + Penalty 2592.951065 = -170054.143826 nChanged 6 SP:Iteration 27Q (1031.092426 sec): 3 clusters Score: Raw -172649.223012 + Penalty 2592.951065 = -170056.271947 nChanged 6 SP:Iteration 28Q (1031.155638 sec): 3 clusters Score: Raw -172651.505698 + Penalty 2592.951065 = -170058.554633 nChanged 6 SP:Iteration 29Q (1031.209438 sec): 3 clusters Score: Raw -172653.119510 + Penalty 2592.951065 = -170060.168445 nChanged 6 SP:Iteration 30Q (1031.252217 sec): 3 clusters Score: Raw -172655.692807 + Penalty 2592.951065 = -170062.741741 nChanged 9 SP:Iteration 31Q (1031.306629 sec): 3 clusters Score: Raw -172659.005790 + Penalty 2592.951065 = -170066.054725 nChanged 7 SP:Iteration 32Q (1031.352301 sec): 3 clusters Score: Raw -172661.082752 + Penalty 2592.951065 = -170068.131687 nChanged 6 SP:Iteration 33Q (1031.404352 sec): 3 clusters Score: Raw -172663.751769 + Penalty 2592.951065 = -170070.800704 nChanged 8 SP:Iteration 34Q (1031.456414 sec): 3 clusters Score: Raw -172667.187217 + Penalty 2592.951065 = -170074.236151 nChanged 8 SP:Iteration 35Q (1031.521329 sec): 3 clusters Score: Raw -172671.522249 + Penalty 2592.951065 = -170078.571184 nChanged 11 SP:Iteration 36Q (1031.572994 sec): 3 clusters Score: Raw -172676.764948 + Penalty 2592.951065 = -170083.813883 nChanged 4 SP:Iteration 37Q (1031.620066 sec): 3 clusters Score: Raw -172678.016837 + Penalty 2592.951065 = -170085.065772 nChanged 5 SP:Iteration 38Q (1031.668057 sec): 3 clusters Score: Raw -172679.587889 + Penalty 2592.951065 = -170086.636824 nChanged 5 SP:Iteration 39Q (1031.709412 sec): 3 clusters Score: Raw -172681.651254 + Penalty 2592.951065 = -170088.700188 nChanged 9 SP:Iteration 40F (1031.758341 sec): 3 clusters Score: Raw -172685.383061 + Penalty 2592.951065 = -170092.431996 nChanged 9 SP:Iteration 41Q (1031.806286 sec): 3 clusters Score: Raw -172688.441172 + Penalty 2592.951065 = -170095.490107 nChanged 6 SP:Iteration 42Q (1031.854226 sec): 3 clusters Score: Raw -172689.649276 + Penalty 2592.951065 = -170096.698210 nChanged 2 SP:Iteration 43Q (1031.902149 sec): 3 clusters Score: Raw -172690.095572 + Penalty 2592.951065 = -170097.144506 nChanged 4 SP:Iteration 44Q (1031.953612 sec): 3 clusters Score: Raw -172692.282582 + Penalty 2592.951065 = -170099.331517 nChanged 7 SP:Iteration 45Q (1032.000250 sec): 3 clusters Score: Raw -172694.040542 + Penalty 2592.951065 = -170101.089477 nChanged 5 SP:Iteration 46Q (1032.047738 sec): 3 clusters Score: Raw -172696.415023 + Penalty 2592.951065 = -170103.463958 nChanged 7 SP:Iteration 47Q (1032.085270 sec): 3 clusters Score: Raw -172699.480025 + Penalty 2592.951065 = -170106.528960 nChanged 3 SP:Iteration 48Q (1032.143871 sec): 3 clusters Score: Raw -172701.222784 + Penalty 2592.951065 = -170108.271719 nChanged 2 SP:Iteration 49Q (1032.183341 sec): 3 clusters Score: Raw -172702.323169 + Penalty 2592.951065 = -170109.372104 nChanged 2 SP:Iteration 50Q (1032.241524 sec): 3 clusters Score: Raw -172703.631485 + Penalty 2592.951065 = -170110.680419 nChanged 2 SP:Iteration 51Q (1032.290822 sec): 3 clusters Score: Raw -172704.613651 + Penalty 2592.951065 = -170111.662586 nChanged 3 SP:Iteration 52Q (1032.341247 sec): 3 clusters Score: Raw -172705.865918 + Penalty 2592.951065 = -170112.914853 nChanged 3 SP:Iteration 53Q (1032.397598 sec): 3 clusters Score: Raw -172707.059581 + Penalty 2592.951065 = -170114.108516 nChanged 5 SP:Iteration 54Q (1032.440665 sec): 3 clusters Score: Raw -172710.151041 + Penalty 2592.951065 = -170117.199975 nChanged 6 SP:Iteration 55Q (1032.496083 sec): 3 clusters Score: Raw -172712.401843 + Penalty 2592.951065 = -170119.450778 nChanged 4 SP:Iteration 56Q (1032.553032 sec): 3 clusters Score: Raw -172713.812986 + Penalty 2592.951065 = -170120.861921 nChanged 6 SP:Iteration 57Q (1032.595309 sec): 3 clusters Score: Raw -172715.831605 + Penalty 2592.951065 = -170122.880540 nChanged 7 SP:Iteration 58Q (1032.648769 sec): 3 clusters Score: Raw -172719.586781 + Penalty 2592.951065 = -170126.635716 nChanged 8 SP:Iteration 59Q (1032.689910 sec): 3 clusters Score: Raw -172723.166201 + Penalty 2592.951065 = -170130.215135 nChanged 5 SP:Iteration 60F (1032.737252 sec): 3 clusters Score: Raw -172726.096488 + Penalty 2592.951065 = -170133.145422 nChanged 6 SP:Iteration 61Q (1032.788633 sec): 3 clusters Score: Raw -172728.781936 + Penalty 2592.951065 = -170135.830871 nChanged 4 SP:Iteration 62Q (1032.840755 sec): 3 clusters Score: Raw -172730.441528 + Penalty 2592.951065 = -170137.490463 nChanged 3 SP:Iteration 63Q (1032.906257 sec): 3 clusters Score: Raw -172732.301920 + Penalty 2592.951065 = -170139.350855 nChanged 3 SP:Iteration 64Q (1032.958083 sec): 3 clusters Score: Raw -172733.678787 + Penalty 2592.951065 = -170140.727722 nChanged 3 SP:Iteration 65Q (1033.011127 sec): 3 clusters Score: Raw -172735.388110 + Penalty 2592.951065 = -170142.437045 nChanged 2 SP:Iteration 66Q (1033.053425 sec): 3 clusters Score: Raw -172736.298417 + Penalty 2592.951065 = -170143.347351 nChanged 4 SP:Iteration 67Q (1033.105643 sec): 3 clusters Score: Raw -172737.558229 + Penalty 2592.951065 = -170144.607164 nChanged 5 SP:Iteration 68Q (1033.162637 sec): 3 clusters Score: Raw -172739.541128 + Penalty 2592.951065 = -170146.590063 nChanged 4 SP:Iteration 69Q (1033.215291 sec): 3 clusters Score: Raw -172740.628972 + Penalty 2592.951065 = -170147.677907 nChanged 2 SP:Iteration 70Q (1033.273898 sec): 3 clusters Score: Raw -172740.965852 + Penalty 2592.951065 = -170148.014787 nChanged 1 SP:Iteration 71Q (1033.327831 sec): 3 clusters Score: Raw -172741.329063 + Penalty 2592.951065 = -170148.377998 nChanged 0 SP:Iteration 72F (1033.382234 sec): 3 clusters Score: Raw -172741.329063 + Penalty 2592.951065 = -170148.377998 nChanged 0 Trying to split cluster 4 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1033.409235 sec): 2 clusters Score: Raw -64104.665969 + Penalty 1149.543983 = -62955.121986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1033.451004 sec): 3 clusters Score: Raw -63686.013141 + Penalty 2299.087965 = -61386.925175 nChanged 373 SP:Iteration 1F (1033.506700 sec): 3 clusters Score: Raw -63977.447900 + Penalty 2299.087965 = -61678.359935 nChanged 66 SP:Iteration 2F (1033.555732 sec): 3 clusters Score: Raw -64035.139438 + Penalty 2299.087965 = -61736.051473 nChanged 45 SP:Iteration 3Q (1033.603310 sec): 3 clusters Score: Raw -64081.895540 + Penalty 2299.087965 = -61782.807574 nChanged 28 SP:Iteration 4Q (1033.658187 sec): 3 clusters Score: Raw -64109.274365 + Penalty 2299.087965 = -61810.186399 nChanged 27 SP:Iteration 5Q (1033.704254 sec): 3 clusters Score: Raw -64131.232105 + Penalty 2299.087965 = -61832.144140 nChanged 17 SP:Iteration 6Q (1033.743424 sec): 3 clusters Score: Raw -64145.254892 + Penalty 2299.087965 = -61846.166927 nChanged 13 SP:Iteration 7Q (1033.793450 sec): 3 clusters Score: Raw -64156.404858 + Penalty 2299.087965 = -61857.316893 nChanged 13 SP:Iteration 8Q (1033.841556 sec): 3 clusters Score: Raw -64166.803042 + Penalty 2299.087965 = -61867.715077 nChanged 13 SP:Iteration 9Q (1033.881006 sec): 3 clusters Score: Raw -64177.451893 + Penalty 2299.087965 = -61878.363928 nChanged 8 SP:Iteration 10Q (1033.927735 sec): 3 clusters Score: Raw -64185.446586 + Penalty 2299.087965 = -61886.358621 nChanged 7 SP:Iteration 11Q (1033.975587 sec): 3 clusters Score: Raw -64190.501405 + Penalty 2299.087965 = -61891.413440 nChanged 8 SP:Iteration 12Q (1034.019026 sec): 3 clusters Score: Raw -64197.006499 + Penalty 2299.087965 = -61897.918534 nChanged 8 SP:Iteration 13Q (1034.070538 sec): 3 clusters Score: Raw -64204.257759 + Penalty 2299.087965 = -61905.169794 nChanged 8 SP:Iteration 14Q (1034.122400 sec): 3 clusters Score: Raw -64209.726657 + Penalty 2299.087965 = -61910.638692 nChanged 2 SP:Iteration 15Q (1034.172381 sec): 3 clusters Score: Raw -64210.847336 + Penalty 2299.087965 = -61911.759370 nChanged 2 SP:Iteration 16Q (1034.222521 sec): 3 clusters Score: Raw -64214.203249 + Penalty 2299.087965 = -61915.115284 nChanged 1 SP:Iteration 17Q (1034.269865 sec): 3 clusters Score: Raw -64215.434478 + Penalty 2299.087965 = -61916.346513 nChanged 0 SP:Iteration 18F (1034.316467 sec): 3 clusters Score: Raw -64215.434478 + Penalty 2299.087965 = -61916.346513 nChanged 0 Trying to split cluster 5 (3826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1034.346879 sec): 2 clusters Score: Raw -231448.361601 + Penalty 1340.555962 = -230107.805639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1034.403134 sec): 3 clusters Score: Raw -229570.269167 + Penalty 2681.111924 = -226889.157243 nChanged 1502 SP:Iteration 1F (1034.461760 sec): 3 clusters Score: Raw -230491.341448 + Penalty 2681.111924 = -227810.229524 nChanged 333 SP:Iteration 2F (1034.507861 sec): 3 clusters Score: Raw -230756.632579 + Penalty 2681.111924 = -228075.520655 nChanged 268 SP:Iteration 3F (1034.553605 sec): 3 clusters Score: Raw -230945.285063 + Penalty 2681.111924 = -228264.173139 nChanged 201 SP:Iteration 4F (1034.609556 sec): 3 clusters Score: Raw -231092.389783 + Penalty 2681.111924 = -228411.277859 nChanged 191 SP:Iteration 5Q (1034.657924 sec): 3 clusters Score: Raw -231247.447032 + Penalty 2681.111924 = -228566.335109 nChanged 211 SP:Iteration 6F (1034.707950 sec): 3 clusters Score: Raw -231455.177623 + Penalty 2681.111924 = -228774.065699 nChanged 175 SP:Iteration 7Q (1034.749242 sec): 3 clusters Score: Raw -231612.143420 + Penalty 2681.111924 = -228931.031497 nChanged 149 SP:Iteration 8Q (1034.803302 sec): 3 clusters Score: Raw -231740.985799 + Penalty 2681.111924 = -229059.873875 nChanged 107 SP:Iteration 9Q (1034.866605 sec): 3 clusters Score: Raw -231828.594874 + Penalty 2681.111924 = -229147.482951 nChanged 112 SP:Iteration 10Q (1034.908731 sec): 3 clusters Score: Raw -231920.450791 + Penalty 2681.111924 = -229239.338867 nChanged 113 SP:Iteration 11Q (1034.972196 sec): 3 clusters Score: Raw -232009.992541 + Penalty 2681.111924 = -229328.880618 nChanged 94 SP:Iteration 12Q (1035.030601 sec): 3 clusters Score: Raw -232084.018552 + Penalty 2681.111924 = -229402.906629 nChanged 87 SP:Iteration 13Q (1035.077030 sec): 3 clusters Score: Raw -232136.125906 + Penalty 2681.111924 = -229455.013982 nChanged 58 SP:Iteration 14Q (1035.128455 sec): 3 clusters Score: Raw -232167.876790 + Penalty 2681.111924 = -229486.764867 nChanged 45 SP:Iteration 15Q (1035.178254 sec): 3 clusters Score: Raw -232190.408832 + Penalty 2681.111924 = -229509.296908 nChanged 35 SP:Iteration 16Q (1035.233019 sec): 3 clusters Score: Raw -232208.405359 + Penalty 2681.111924 = -229527.293435 nChanged 33 SP:Iteration 17Q (1035.286408 sec): 3 clusters Score: Raw -232226.279551 + Penalty 2681.111924 = -229545.167627 nChanged 30 SP:Iteration 18Q (1035.334520 sec): 3 clusters Score: Raw -232238.371839 + Penalty 2681.111924 = -229557.259915 nChanged 21 SP:Iteration 19Q (1035.391687 sec): 3 clusters Score: Raw -232245.273393 + Penalty 2681.111924 = -229564.161469 nChanged 17 SP:Iteration 20F (1035.442485 sec): 3 clusters Score: Raw -232252.982455 + Penalty 2681.111924 = -229571.870531 nChanged 10 SP:Iteration 21Q (1035.498772 sec): 3 clusters Score: Raw -232255.211134 + Penalty 2681.111924 = -229574.099210 nChanged 9 SP:Iteration 22Q (1035.559164 sec): 3 clusters Score: Raw -232257.111649 + Penalty 2681.111924 = -229575.999726 nChanged 6 SP:Iteration 23Q (1035.611056 sec): 3 clusters Score: Raw -232258.772768 + Penalty 2681.111924 = -229577.660844 nChanged 7 SP:Iteration 24Q (1035.659128 sec): 3 clusters Score: Raw -232260.055292 + Penalty 2681.111924 = -229578.943368 nChanged 4 SP:Iteration 25Q (1035.710983 sec): 3 clusters Score: Raw -232261.020747 + Penalty 2681.111924 = -229579.908823 nChanged 2 SP:Iteration 26Q (1035.760235 sec): 3 clusters Score: Raw -232261.216673 + Penalty 2681.111924 = -229580.104750 nChanged 1 SP:Iteration 27Q (1035.804408 sec): 3 clusters Score: Raw -232261.619747 + Penalty 2681.111924 = -229580.507823 nChanged 1 SP:Iteration 28Q (1035.866222 sec): 3 clusters Score: Raw -232262.356207 + Penalty 2681.111924 = -229581.244283 nChanged 2 SP:Iteration 29Q (1035.917631 sec): 3 clusters Score: Raw -232262.888930 + Penalty 2681.111924 = -229581.777006 nChanged 1 SP:Iteration 30Q (1035.958522 sec): 3 clusters Score: Raw -232263.075890 + Penalty 2681.111924 = -229581.963966 nChanged 2 SP:Iteration 31Q (1036.014557 sec): 3 clusters Score: Raw -232263.594466 + Penalty 2681.111924 = -229582.482543 nChanged 1 SP:Iteration 32Q (1036.062141 sec): 3 clusters Score: Raw -232263.970368 + Penalty 2681.111924 = -229582.858444 nChanged 1 SP:Iteration 33Q (1036.122500 sec): 3 clusters Score: Raw -232264.159015 + Penalty 2681.111924 = -229583.047092 nChanged 1 SP:Iteration 34Q (1036.171490 sec): 3 clusters Score: Raw -232264.330501 + Penalty 2681.111924 = -229583.218577 nChanged 2 SP:Iteration 35Q (1036.235887 sec): 3 clusters Score: Raw -232264.676977 + Penalty 2681.111924 = -229583.565053 nChanged 1 SP:Iteration 36Q (1036.282611 sec): 3 clusters Score: Raw -232265.105938 + Penalty 2681.111924 = -229583.994014 nChanged 7 SP:Iteration 37Q (1036.340857 sec): 3 clusters Score: Raw -232267.217777 + Penalty 2681.111924 = -229586.105854 nChanged 4 SP:Iteration 38Q (1036.393453 sec): 3 clusters Score: Raw -232268.369161 + Penalty 2681.111924 = -229587.257237 nChanged 3 SP:Iteration 39Q (1036.445051 sec): 3 clusters Score: Raw -232269.664438 + Penalty 2681.111924 = -229588.552514 nChanged 3 SP:Iteration 40F (1036.502986 sec): 3 clusters Score: Raw -232270.789034 + Penalty 2681.111924 = -229589.677110 nChanged 4 SP:Iteration 41Q (1036.554819 sec): 3 clusters Score: Raw -232271.905864 + Penalty 2681.111924 = -229590.793940 nChanged 4 SP:Iteration 42Q (1036.609144 sec): 3 clusters Score: Raw -232272.782909 + Penalty 2681.111924 = -229591.670985 nChanged 3 SP:Iteration 43Q (1036.668754 sec): 3 clusters Score: Raw -232273.600366 + Penalty 2681.111924 = -229592.488442 nChanged 3 SP:Iteration 44Q (1036.727454 sec): 3 clusters Score: Raw -232274.240916 + Penalty 2681.111924 = -229593.128992 nChanged 0 SP:Iteration 45F (1036.772898 sec): 3 clusters Score: Raw -232274.240916 + Penalty 2681.111924 = -229593.128992 nChanged 0 Trying to split cluster 6 (2730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1036.807913 sec): 2 clusters Score: Raw -165382.524580 + Penalty 1285.709244 = -164096.815335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1036.865751 sec): 3 clusters Score: Raw -164138.521265 + Penalty 2571.418489 = -161567.102776 nChanged 959 SP:Iteration 1F (1036.917809 sec): 3 clusters Score: Raw -164724.553175 + Penalty 2571.418489 = -162153.134686 nChanged 215 SP:Iteration 2F (1036.959224 sec): 3 clusters Score: Raw -164858.747097 + Penalty 2571.418489 = -162287.328608 nChanged 133 SP:Iteration 3Q (1037.015636 sec): 3 clusters Score: Raw -164941.772134 + Penalty 2571.418489 = -162370.353645 nChanged 107 SP:Iteration 4Q (1037.066566 sec): 3 clusters Score: Raw -164996.735688 + Penalty 2571.418489 = -162425.317199 nChanged 67 SP:Iteration 5Q (1037.121412 sec): 3 clusters Score: Raw -165029.760936 + Penalty 2571.418489 = -162458.342447 nChanged 43 SP:Iteration 6Q (1037.166798 sec): 3 clusters Score: Raw -165050.130886 + Penalty 2571.418489 = -162478.712397 nChanged 48 SP:Iteration 7Q (1037.223752 sec): 3 clusters Score: Raw -165072.430025 + Penalty 2571.418489 = -162501.011536 nChanged 29 SP:Iteration 8Q (1037.277488 sec): 3 clusters Score: Raw -165083.202489 + Penalty 2571.418489 = -162511.784000 nChanged 35 SP:Iteration 9Q (1037.327898 sec): 3 clusters Score: Raw -165099.763447 + Penalty 2571.418489 = -162528.344958 nChanged 29 SP:Iteration 10Q (1037.379590 sec): 3 clusters Score: Raw -165116.331149 + Penalty 2571.418489 = -162544.912660 nChanged 38 SP:Iteration 11Q (1037.427609 sec): 3 clusters Score: Raw -165133.957817 + Penalty 2571.418489 = -162562.539328 nChanged 28 SP:Iteration 12Q (1037.470218 sec): 3 clusters Score: Raw -165144.761320 + Penalty 2571.418489 = -162573.342831 nChanged 24 SP:Iteration 13Q (1037.511275 sec): 3 clusters Score: Raw -165151.496530 + Penalty 2571.418489 = -162580.078041 nChanged 12 SP:Iteration 14Q (1037.566052 sec): 3 clusters Score: Raw -165156.369281 + Penalty 2571.418489 = -162584.950793 nChanged 15 SP:Iteration 15Q (1037.606995 sec): 3 clusters Score: Raw -165163.661533 + Penalty 2571.418489 = -162592.243044 nChanged 17 SP:Iteration 16Q (1037.661093 sec): 3 clusters Score: Raw -165171.012101 + Penalty 2571.418489 = -162599.593612 nChanged 17 SP:Iteration 17Q (1037.701164 sec): 3 clusters Score: Raw -165177.115799 + Penalty 2571.418489 = -162605.697310 nChanged 17 SP:Iteration 18Q (1037.749007 sec): 3 clusters Score: Raw -165185.263492 + Penalty 2571.418489 = -162613.845004 nChanged 20 SP:Iteration 19Q (1037.796755 sec): 3 clusters Score: Raw -165193.875914 + Penalty 2571.418489 = -162622.457426 nChanged 16 SP:Iteration 20F (1037.854562 sec): 3 clusters Score: Raw -165202.214406 + Penalty 2571.418489 = -162630.795917 nChanged 20 SP:Iteration 21Q (1037.900383 sec): 3 clusters Score: Raw -165210.703076 + Penalty 2571.418489 = -162639.284587 nChanged 15 SP:Iteration 22Q (1037.947078 sec): 3 clusters Score: Raw -165214.740343 + Penalty 2571.418489 = -162643.321854 nChanged 12 SP:Iteration 23Q (1037.995855 sec): 3 clusters Score: Raw -165218.183973 + Penalty 2571.418489 = -162646.765484 nChanged 11 SP:Iteration 24Q (1038.043279 sec): 3 clusters Score: Raw -165221.219762 + Penalty 2571.418489 = -162649.801274 nChanged 11 SP:Iteration 25Q (1038.085848 sec): 3 clusters Score: Raw -165225.349006 + Penalty 2571.418489 = -162653.930518 nChanged 13 SP:Iteration 26Q (1038.145501 sec): 3 clusters Score: Raw -165229.754199 + Penalty 2571.418489 = -162658.335711 nChanged 13 SP:Iteration 27Q (1038.190693 sec): 3 clusters Score: Raw -165234.337432 + Penalty 2571.418489 = -162662.918944 nChanged 15 SP:Iteration 28Q (1038.241216 sec): 3 clusters Score: Raw -165239.478914 + Penalty 2571.418489 = -162668.060425 nChanged 20 SP:Iteration 29Q (1038.302362 sec): 3 clusters Score: Raw -165244.985578 + Penalty 2571.418489 = -162673.567089 nChanged 11 SP:Iteration 30Q (1038.348667 sec): 3 clusters Score: Raw -165247.530272 + Penalty 2571.418489 = -162676.111784 nChanged 7 SP:Iteration 31Q (1038.408824 sec): 3 clusters Score: Raw -165249.503402 + Penalty 2571.418489 = -162678.084913 nChanged 7 SP:Iteration 32Q (1038.463105 sec): 3 clusters Score: Raw -165251.528354 + Penalty 2571.418489 = -162680.109866 nChanged 3 SP:Iteration 33Q (1038.514538 sec): 3 clusters Score: Raw -165252.446013 + Penalty 2571.418489 = -162681.027525 nChanged 1 SP:Iteration 34Q (1038.553420 sec): 3 clusters Score: Raw -165252.653701 + Penalty 2571.418489 = -162681.235212 nChanged 3 SP:Iteration 35Q (1038.619319 sec): 3 clusters Score: Raw -165253.208363 + Penalty 2571.418489 = -162681.789874 nChanged 5 SP:Iteration 36Q (1038.664299 sec): 3 clusters Score: Raw -165254.357050 + Penalty 2571.418489 = -162682.938561 nChanged 4 SP:Iteration 37Q (1038.707976 sec): 3 clusters Score: Raw -165255.514417 + Penalty 2571.418489 = -162684.095929 nChanged 3 SP:Iteration 38Q (1038.765498 sec): 3 clusters Score: Raw -165256.298812 + Penalty 2571.418489 = -162684.880324 nChanged 3 SP:Iteration 39Q (1038.807943 sec): 3 clusters Score: Raw -165257.479582 + Penalty 2571.418489 = -162686.061093 nChanged 1 SP:Iteration 40F (1038.868989 sec): 3 clusters Score: Raw -165257.678622 + Penalty 2571.418489 = -162686.260133 nChanged 2 SP:Iteration 41Q (1038.918615 sec): 3 clusters Score: Raw -165258.010263 + Penalty 2571.418489 = -162686.591774 nChanged 0 SP:Iteration 42F (1038.972023 sec): 3 clusters Score: Raw -165258.010263 + Penalty 2571.418489 = -162686.591774 nChanged 0 Trying to split cluster 7 (13707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1039.017068 sec): 2 clusters Score: Raw -857562.235370 + Penalty 1547.920064 = -856014.315307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1039.083961 sec): 3 clusters Score: Raw -849531.171294 + Penalty 3095.840127 = -846435.331166 nChanged 6115 SP:Iteration 1F (1039.143816 sec): 3 clusters Score: Raw -852990.224840 + Penalty 3095.840127 = -849894.384713 nChanged 813 SP:Iteration 2F (1039.216513 sec): 3 clusters Score: Raw -853337.465464 + Penalty 3095.840127 = -850241.625337 nChanged 703 SP:Iteration 3F (1039.288246 sec): 3 clusters Score: Raw -853609.311338 + Penalty 3095.840127 = -850513.471210 nChanged 582 SP:Iteration 4Q (1039.367932 sec): 3 clusters Score: Raw -853860.918095 + Penalty 3095.840127 = -850765.077967 nChanged 571 SP:Iteration 5Q (1039.434302 sec): 3 clusters Score: Raw -854128.540830 + Penalty 3095.840127 = -851032.700702 nChanged 580 SP:Iteration 6Q (1039.501878 sec): 3 clusters Score: Raw -854441.097497 + Penalty 3095.840127 = -851345.257370 nChanged 583 SP:Iteration 7Q (1039.577749 sec): 3 clusters Score: Raw -854756.876906 + Penalty 3095.840127 = -851661.036779 nChanged 555 SP:Iteration 8Q (1039.635432 sec): 3 clusters Score: Raw -855089.218250 + Penalty 3095.840127 = -851993.378122 nChanged 534 SP:Iteration 9Q (1039.713055 sec): 3 clusters Score: Raw -855439.266124 + Penalty 3095.840127 = -852343.425996 nChanged 521 SP:Iteration 10Q (1039.787466 sec): 3 clusters Score: Raw -855763.789124 + Penalty 3095.840127 = -852667.948996 nChanged 444 SP:Iteration 11Q (1039.858208 sec): 3 clusters Score: Raw -856068.230720 + Penalty 3095.840127 = -852972.390593 nChanged 416 SP:Iteration 12Q (1039.920070 sec): 3 clusters Score: Raw -856346.018919 + Penalty 3095.840127 = -853250.178792 nChanged 355 SP:Iteration 13Q (1039.998240 sec): 3 clusters Score: Raw -856557.805965 + Penalty 3095.840127 = -853461.965838 nChanged 284 SP:Iteration 14Q (1040.064187 sec): 3 clusters Score: Raw -856712.458588 + Penalty 3095.840127 = -853616.618461 nChanged 228 SP:Iteration 15Q (1040.124682 sec): 3 clusters Score: Raw -856819.442524 + Penalty 3095.840127 = -853723.602396 nChanged 193 SP:Iteration 16Q (1040.189406 sec): 3 clusters Score: Raw -856909.975327 + Penalty 3095.840127 = -853814.135200 nChanged 178 SP:Iteration 17Q (1040.266815 sec): 3 clusters Score: Raw -856989.237618 + Penalty 3095.840127 = -853893.397491 nChanged 154 SP:Iteration 18Q (1040.326329 sec): 3 clusters Score: Raw -857070.319493 + Penalty 3095.840127 = -853974.479366 nChanged 154 SP:Iteration 19Q (1040.391579 sec): 3 clusters Score: Raw -857153.917401 + Penalty 3095.840127 = -854058.077274 nChanged 139 SP:Iteration 20F (1040.465948 sec): 3 clusters Score: Raw -857227.344164 + Penalty 3095.840127 = -854131.504037 nChanged 125 SP:Iteration 21Q (1040.527685 sec): 3 clusters Score: Raw -857298.216594 + Penalty 3095.840127 = -854202.376466 nChanged 119 SP:Iteration 22Q (1040.593270 sec): 3 clusters Score: Raw -857360.001191 + Penalty 3095.840127 = -854264.161064 nChanged 101 SP:Iteration 23Q (1040.671002 sec): 3 clusters Score: Raw -857417.235789 + Penalty 3095.840127 = -854321.395662 nChanged 83 SP:Iteration 24Q (1040.739269 sec): 3 clusters Score: Raw -857464.076572 + Penalty 3095.840127 = -854368.236445 nChanged 65 SP:Iteration 25Q (1040.801415 sec): 3 clusters Score: Raw -857503.221402 + Penalty 3095.840127 = -854407.381275 nChanged 67 SP:Iteration 26Q (1040.868681 sec): 3 clusters Score: Raw -857540.490126 + Penalty 3095.840127 = -854444.649999 nChanged 51 SP:Iteration 27Q (1040.928964 sec): 3 clusters Score: Raw -857566.351603 + Penalty 3095.840127 = -854470.511476 nChanged 47 SP:Iteration 28Q (1040.989334 sec): 3 clusters Score: Raw -857589.913338 + Penalty 3095.840127 = -854494.073211 nChanged 39 SP:Iteration 29Q (1041.048009 sec): 3 clusters Score: Raw -857609.890974 + Penalty 3095.840127 = -854514.050846 nChanged 39 SP:Iteration 30Q (1041.113559 sec): 3 clusters Score: Raw -857631.636678 + Penalty 3095.840127 = -854535.796551 nChanged 37 SP:Iteration 31Q (1041.192310 sec): 3 clusters Score: Raw -857652.307233 + Penalty 3095.840127 = -854556.467106 nChanged 30 SP:Iteration 32Q (1041.253139 sec): 3 clusters Score: Raw -857673.545756 + Penalty 3095.840127 = -854577.705629 nChanged 33 SP:Iteration 33Q (1041.320394 sec): 3 clusters Score: Raw -857693.267291 + Penalty 3095.840127 = -854597.427164 nChanged 30 SP:Iteration 34Q (1041.385011 sec): 3 clusters Score: Raw -857713.097962 + Penalty 3095.840127 = -854617.257834 nChanged 30 SP:Iteration 35Q (1041.448519 sec): 3 clusters Score: Raw -857734.523521 + Penalty 3095.840127 = -854638.683393 nChanged 25 SP:Iteration 36Q (1041.512832 sec): 3 clusters Score: Raw -857751.528327 + Penalty 3095.840127 = -854655.688200 nChanged 27 SP:Iteration 37Q (1041.567517 sec): 3 clusters Score: Raw -857770.242834 + Penalty 3095.840127 = -854674.402706 nChanged 18 SP:Iteration 38Q (1041.625695 sec): 3 clusters Score: Raw -857781.810085 + Penalty 3095.840127 = -854685.969958 nChanged 14 SP:Iteration 39Q (1041.684364 sec): 3 clusters Score: Raw -857792.120964 + Penalty 3095.840127 = -854696.280837 nChanged 15 SP:Iteration 40F (1041.754982 sec): 3 clusters Score: Raw -857802.291886 + Penalty 3095.840127 = -854706.451758 nChanged 15 SP:Iteration 41Q (1041.801752 sec): 3 clusters Score: Raw -857814.060149 + Penalty 3095.840127 = -854718.220022 nChanged 7 SP:Iteration 42Q (1041.871112 sec): 3 clusters Score: Raw -857819.014389 + Penalty 3095.840127 = -854723.174261 nChanged 5 SP:Iteration 43Q (1041.930533 sec): 3 clusters Score: Raw -857820.576284 + Penalty 3095.840127 = -854724.736157 nChanged 2 SP:Iteration 44Q (1041.996695 sec): 3 clusters Score: Raw -857821.721532 + Penalty 3095.840127 = -854725.881405 nChanged 2 SP:Iteration 45Q (1042.065615 sec): 3 clusters Score: Raw -857823.742175 + Penalty 3095.840127 = -854727.902048 nChanged 1 SP:Iteration 46Q (1042.124911 sec): 3 clusters Score: Raw -857824.631297 + Penalty 3095.840127 = -854728.791170 nChanged 2 SP:Iteration 47Q (1042.194984 sec): 3 clusters Score: Raw -857825.464864 + Penalty 3095.840127 = -854729.624737 nChanged 1 SP:Iteration 48Q (1042.267833 sec): 3 clusters Score: Raw -857825.782201 + Penalty 3095.840127 = -854729.942074 nChanged 0 SP:Iteration 49F (1042.335749 sec): 3 clusters Score: Raw -857825.782201 + Penalty 3095.840127 = -854729.942074 nChanged 0 Trying to split cluster 8 (989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1042.363797 sec): 2 clusters Score: Raw -56558.081093 + Penalty 1120.712829 = -55437.368264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1042.401899 sec): 3 clusters Score: Raw -56201.194259 + Penalty 2241.425658 = -53959.768601 nChanged 289 SP:Iteration 1F (1042.450631 sec): 3 clusters Score: Raw -56447.184725 + Penalty 2241.425658 = -54205.759068 nChanged 82 SP:Iteration 2F (1042.494336 sec): 3 clusters Score: Raw -56531.840622 + Penalty 2241.425658 = -54290.414964 nChanged 45 SP:Iteration 3Q (1042.539027 sec): 3 clusters Score: Raw -56593.270729 + Penalty 2241.425658 = -54351.845071 nChanged 40 SP:Iteration 4Q (1042.586852 sec): 3 clusters Score: Raw -56643.075835 + Penalty 2241.425658 = -54401.650177 nChanged 22 SP:Iteration 5Q (1042.637746 sec): 3 clusters Score: Raw -56668.007550 + Penalty 2241.425658 = -54426.581892 nChanged 19 SP:Iteration 6Q (1042.674541 sec): 3 clusters Score: Raw -56691.243138 + Penalty 2241.425658 = -54449.817481 nChanged 22 SP:Iteration 7Q (1042.722534 sec): 3 clusters Score: Raw -56727.450471 + Penalty 2241.425658 = -54486.024813 nChanged 21 SP:Iteration 8Q (1042.760095 sec): 3 clusters Score: Raw -56757.866899 + Penalty 2241.425658 = -54516.441242 nChanged 16 SP:Iteration 9Q (1042.803608 sec): 3 clusters Score: Raw -56772.969895 + Penalty 2241.425658 = -54531.544238 nChanged 10 SP:Iteration 10Q (1042.850282 sec): 3 clusters Score: Raw -56782.104355 + Penalty 2241.425658 = -54540.678698 nChanged 9 SP:Iteration 11Q (1042.897504 sec): 3 clusters Score: Raw -56789.094761 + Penalty 2241.425658 = -54547.669103 nChanged 8 SP:Iteration 12Q (1042.938475 sec): 3 clusters Score: Raw -56800.958319 + Penalty 2241.425658 = -54559.532661 nChanged 17 SP:Iteration 13Q (1042.986205 sec): 3 clusters Score: Raw -56820.142645 + Penalty 2241.425658 = -54578.716987 nChanged 10 SP:Iteration 14Q (1043.030677 sec): 3 clusters Score: Raw -56826.574779 + Penalty 2241.425658 = -54585.149121 nChanged 6 SP:Iteration 15Q (1043.073989 sec): 3 clusters Score: Raw -56831.115442 + Penalty 2241.425658 = -54589.689785 nChanged 8 SP:Iteration 16Q (1043.111432 sec): 3 clusters Score: Raw -56838.412896 + Penalty 2241.425658 = -54596.987238 nChanged 7 SP:Iteration 17Q (1043.161481 sec): 3 clusters Score: Raw -56844.860601 + Penalty 2241.425658 = -54603.434943 nChanged 5 SP:Iteration 18Q (1043.209375 sec): 3 clusters Score: Raw -56847.479641 + Penalty 2241.425658 = -54606.053983 nChanged 1 SP:Iteration 19Q (1043.243358 sec): 3 clusters Score: Raw -56847.726604 + Penalty 2241.425658 = -54606.300946 nChanged 0 SP:Iteration 20F (1043.292639 sec): 3 clusters Score: Raw -56847.726604 + Penalty 2241.425658 = -54606.300946 nChanged 0 Trying to split cluster 9 (7443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1043.318986 sec): 2 clusters Score: Raw -429556.649173 + Penalty 1448.692257 = -428107.956917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1043.388256 sec): 3 clusters Score: Raw -425496.977094 + Penalty 2897.384514 = -422599.592581 nChanged 3133 SP:Iteration 1F (1043.448813 sec): 3 clusters Score: Raw -427200.298154 + Penalty 2897.384514 = -424302.913640 nChanged 490 SP:Iteration 2F (1043.510957 sec): 3 clusters Score: Raw -427459.837045 + Penalty 2897.384514 = -424562.452532 nChanged 413 SP:Iteration 3F (1043.568460 sec): 3 clusters Score: Raw -427679.460071 + Penalty 2897.384514 = -424782.075558 nChanged 341 SP:Iteration 4Q (1043.628203 sec): 3 clusters Score: Raw -427853.572230 + Penalty 2897.384514 = -424956.187717 nChanged 326 SP:Iteration 5Q (1043.683604 sec): 3 clusters Score: Raw -428024.174635 + Penalty 2897.384514 = -425126.790122 nChanged 334 SP:Iteration 6Q (1043.746104 sec): 3 clusters Score: Raw -428211.089215 + Penalty 2897.384514 = -425313.704702 nChanged 301 SP:Iteration 7Q (1043.802912 sec): 3 clusters Score: Raw -428408.887576 + Penalty 2897.384514 = -425511.503062 nChanged 309 SP:Iteration 8Q (1043.861082 sec): 3 clusters Score: Raw -428617.553214 + Penalty 2897.384514 = -425720.168700 nChanged 286 SP:Iteration 9Q (1043.920257 sec): 3 clusters Score: Raw -428790.692478 + Penalty 2897.384514 = -425893.307965 nChanged 233 SP:Iteration 10Q (1043.987736 sec): 3 clusters Score: Raw -428919.645933 + Penalty 2897.384514 = -426022.261419 nChanged 187 SP:Iteration 11Q (1044.049009 sec): 3 clusters Score: Raw -429023.955626 + Penalty 2897.384514 = -426126.571112 nChanged 171 SP:Iteration 12Q (1044.103955 sec): 3 clusters Score: Raw -429120.658941 + Penalty 2897.384514 = -426223.274428 nChanged 164 SP:Iteration 13Q (1044.168246 sec): 3 clusters Score: Raw -429200.626376 + Penalty 2897.384514 = -426303.241863 nChanged 149 SP:Iteration 14Q (1044.214782 sec): 3 clusters Score: Raw -429276.999799 + Penalty 2897.384514 = -426379.615286 nChanged 109 SP:Iteration 15Q (1044.274959 sec): 3 clusters Score: Raw -429318.467536 + Penalty 2897.384514 = -426421.083022 nChanged 69 SP:Iteration 16Q (1044.330866 sec): 3 clusters Score: Raw -429337.873618 + Penalty 2897.384514 = -426440.489104 nChanged 55 SP:Iteration 17Q (1044.387019 sec): 3 clusters Score: Raw -429356.426080 + Penalty 2897.384514 = -426459.041566 nChanged 59 SP:Iteration 18Q (1044.457656 sec): 3 clusters Score: Raw -429374.444205 + Penalty 2897.384514 = -426477.059691 nChanged 42 SP:Iteration 19Q (1044.513959 sec): 3 clusters Score: Raw -429385.091563 + Penalty 2897.384514 = -426487.707050 nChanged 30 SP:Iteration 20F (1044.569340 sec): 3 clusters Score: Raw -429392.265699 + Penalty 2897.384514 = -426494.881186 nChanged 34 SP:Iteration 21Q (1044.633338 sec): 3 clusters Score: Raw -429400.737550 + Penalty 2897.384514 = -426503.353036 nChanged 25 SP:Iteration 22Q (1044.690252 sec): 3 clusters Score: Raw -429406.565119 + Penalty 2897.384514 = -426509.180606 nChanged 25 SP:Iteration 23Q (1044.745344 sec): 3 clusters Score: Raw -429413.745336 + Penalty 2897.384514 = -426516.360822 nChanged 35 SP:Iteration 24Q (1044.810279 sec): 3 clusters Score: Raw -429423.960495 + Penalty 2897.384514 = -426526.575981 nChanged 48 SP:Iteration 25Q (1044.874141 sec): 3 clusters Score: Raw -429437.655959 + Penalty 2897.384514 = -426540.271446 nChanged 40 SP:Iteration 26Q (1044.932621 sec): 3 clusters Score: Raw -429448.726019 + Penalty 2897.384514 = -426551.341505 nChanged 39 SP:Iteration 27Q (1044.989384 sec): 3 clusters Score: Raw -429460.071401 + Penalty 2897.384514 = -426562.686888 nChanged 34 SP:Iteration 28Q (1045.030944 sec): 3 clusters Score: Raw -429469.024927 + Penalty 2897.384514 = -426571.640414 nChanged 26 SP:Iteration 29Q (1045.097342 sec): 3 clusters Score: Raw -429477.106379 + Penalty 2897.384514 = -426579.721866 nChanged 24 SP:Iteration 30Q (1045.152531 sec): 3 clusters Score: Raw -429484.573243 + Penalty 2897.384514 = -426587.188729 nChanged 27 SP:Iteration 31Q (1045.215610 sec): 3 clusters Score: Raw -429493.145913 + Penalty 2897.384514 = -426595.761400 nChanged 29 SP:Iteration 32Q (1045.258968 sec): 3 clusters Score: Raw -429502.484354 + Penalty 2897.384514 = -426605.099840 nChanged 34 SP:Iteration 33Q (1045.322693 sec): 3 clusters Score: Raw -429512.916566 + Penalty 2897.384514 = -426615.532052 nChanged 36 SP:Iteration 34Q (1045.367534 sec): 3 clusters Score: Raw -429526.420079 + Penalty 2897.384514 = -426629.035565 nChanged 44 SP:Iteration 35Q (1045.428615 sec): 3 clusters Score: Raw -429543.967111 + Penalty 2897.384514 = -426646.582597 nChanged 39 SP:Iteration 36Q (1045.483651 sec): 3 clusters Score: Raw -429561.570793 + Penalty 2897.384514 = -426664.186279 nChanged 37 SP:Iteration 37Q (1045.550996 sec): 3 clusters Score: Raw -429576.837226 + Penalty 2897.384514 = -426679.452712 nChanged 41 SP:Iteration 38Q (1045.605134 sec): 3 clusters Score: Raw -429595.529213 + Penalty 2897.384514 = -426698.144699 nChanged 34 SP:Iteration 39Q (1045.657412 sec): 3 clusters Score: Raw -429608.028144 + Penalty 2897.384514 = -426710.643631 nChanged 31 SP:Iteration 40F (1045.727661 sec): 3 clusters Score: Raw -429619.516424 + Penalty 2897.384514 = -426722.131910 nChanged 32 SP:Iteration 41Q (1045.775291 sec): 3 clusters Score: Raw -429630.228786 + Penalty 2897.384514 = -426732.844273 nChanged 32 SP:Iteration 42Q (1045.845857 sec): 3 clusters Score: Raw -429642.667502 + Penalty 2897.384514 = -426745.282989 nChanged 35 SP:Iteration 43Q (1045.895495 sec): 3 clusters Score: Raw -429656.331522 + Penalty 2897.384514 = -426758.947008 nChanged 31 SP:Iteration 44Q (1045.954588 sec): 3 clusters Score: Raw -429669.531483 + Penalty 2897.384514 = -426772.146970 nChanged 26 SP:Iteration 45Q (1046.019154 sec): 3 clusters Score: Raw -429681.975008 + Penalty 2897.384514 = -426784.590494 nChanged 31 SP:Iteration 46Q (1046.074036 sec): 3 clusters Score: Raw -429695.607011 + Penalty 2897.384514 = -426798.222497 nChanged 29 SP:Iteration 47Q (1046.135622 sec): 3 clusters Score: Raw -429709.608269 + Penalty 2897.384514 = -426812.223756 nChanged 37 SP:Iteration 48Q (1046.191193 sec): 3 clusters Score: Raw -429726.304863 + Penalty 2897.384514 = -426828.920350 nChanged 33 SP:Iteration 49Q (1046.249868 sec): 3 clusters Score: Raw -429743.617659 + Penalty 2897.384514 = -426846.233146 nChanged 39 SP:Iteration 50Q (1046.299159 sec): 3 clusters Score: Raw -429768.199134 + Penalty 2897.384514 = -426870.814621 nChanged 38 SP:Iteration 51Q (1046.368493 sec): 3 clusters Score: Raw -429788.120449 + Penalty 2897.384514 = -426890.735935 nChanged 22 SP:Iteration 52Q (1046.415386 sec): 3 clusters Score: Raw -429798.093207 + Penalty 2897.384514 = -426900.708694 nChanged 20 SP:Iteration 53Q (1046.473885 sec): 3 clusters Score: Raw -429808.469267 + Penalty 2897.384514 = -426911.084753 nChanged 25 SP:Iteration 54Q (1046.535619 sec): 3 clusters Score: Raw -429822.368263 + Penalty 2897.384514 = -426924.983749 nChanged 28 SP:Iteration 55Q (1046.581710 sec): 3 clusters Score: Raw -429834.590488 + Penalty 2897.384514 = -426937.205974 nChanged 26 SP:Iteration 56Q (1046.631965 sec): 3 clusters Score: Raw -429845.178334 + Penalty 2897.384514 = -426947.793820 nChanged 16 SP:Iteration 57Q (1046.692626 sec): 3 clusters Score: Raw -429851.848478 + Penalty 2897.384514 = -426954.463965 nChanged 15 SP:Iteration 58Q (1046.752593 sec): 3 clusters Score: Raw -429860.390124 + Penalty 2897.384514 = -426963.005610 nChanged 18 SP:Iteration 59Q (1046.814957 sec): 3 clusters Score: Raw -429869.216086 + Penalty 2897.384514 = -426971.831573 nChanged 15 SP:Iteration 60F (1046.868542 sec): 3 clusters Score: Raw -429875.160243 + Penalty 2897.384514 = -426977.775730 nChanged 9 SP:Iteration 61Q (1046.931594 sec): 3 clusters Score: Raw -429878.183930 + Penalty 2897.384514 = -426980.799417 nChanged 5 SP:Iteration 62Q (1046.995242 sec): 3 clusters Score: Raw -429879.728299 + Penalty 2897.384514 = -426982.343785 nChanged 1 SP:Iteration 63Q (1047.039508 sec): 3 clusters Score: Raw -429880.269908 + Penalty 2897.384514 = -426982.885394 nChanged 2 SP:Iteration 64Q (1047.107285 sec): 3 clusters Score: Raw -429881.172164 + Penalty 2897.384514 = -426983.787651 nChanged 0 SP:Iteration 65F (1047.170631 sec): 3 clusters Score: Raw -429881.172164 + Penalty 2897.384514 = -426983.787651 nChanged 0 Trying to split cluster 10 (2819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1047.198375 sec): 2 clusters Score: Raw -172433.688211 + Penalty 1290.922342 = -171142.765869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1047.251600 sec): 3 clusters Score: Raw -171119.946416 + Penalty 2581.844685 = -168538.101731 nChanged 1041 SP:Iteration 1F (1047.298953 sec): 3 clusters Score: Raw -171813.498994 + Penalty 2581.844685 = -169231.654309 nChanged 224 SP:Iteration 2F (1047.345808 sec): 3 clusters Score: Raw -171960.430390 + Penalty 2581.844685 = -169378.585706 nChanged 138 SP:Iteration 3Q (1047.396243 sec): 3 clusters Score: Raw -172036.097178 + Penalty 2581.844685 = -169454.252493 nChanged 101 SP:Iteration 4Q (1047.458464 sec): 3 clusters Score: Raw -172085.702609 + Penalty 2581.844685 = -169503.857924 nChanged 62 SP:Iteration 5Q (1047.501970 sec): 3 clusters Score: Raw -172114.634844 + Penalty 2581.844685 = -169532.790159 nChanged 59 SP:Iteration 6Q (1047.564522 sec): 3 clusters Score: Raw -172140.095784 + Penalty 2581.844685 = -169558.251099 nChanged 40 SP:Iteration 7Q (1047.619023 sec): 3 clusters Score: Raw -172156.612821 + Penalty 2581.844685 = -169574.768136 nChanged 33 SP:Iteration 8Q (1047.665143 sec): 3 clusters Score: Raw -172171.247132 + Penalty 2581.844685 = -169589.402447 nChanged 30 SP:Iteration 9Q (1047.718987 sec): 3 clusters Score: Raw -172183.346889 + Penalty 2581.844685 = -169601.502204 nChanged 27 SP:Iteration 10Q (1047.772565 sec): 3 clusters Score: Raw -172197.260265 + Penalty 2581.844685 = -169615.415580 nChanged 29 SP:Iteration 11Q (1047.827372 sec): 3 clusters Score: Raw -172213.359720 + Penalty 2581.844685 = -169631.515035 nChanged 41 SP:Iteration 12Q (1047.876547 sec): 3 clusters Score: Raw -172234.524982 + Penalty 2581.844685 = -169652.680297 nChanged 43 SP:Iteration 13Q (1047.931311 sec): 3 clusters Score: Raw -172251.777378 + Penalty 2581.844685 = -169669.932694 nChanged 23 SP:Iteration 14Q (1047.978196 sec): 3 clusters Score: Raw -172263.474837 + Penalty 2581.844685 = -169681.630152 nChanged 26 SP:Iteration 15Q (1048.030011 sec): 3 clusters Score: Raw -172275.245612 + Penalty 2581.844685 = -169693.400928 nChanged 22 SP:Iteration 16Q (1048.078374 sec): 3 clusters Score: Raw -172283.702701 + Penalty 2581.844685 = -169701.858017 nChanged 15 SP:Iteration 17Q (1048.126175 sec): 3 clusters Score: Raw -172290.114307 + Penalty 2581.844685 = -169708.269622 nChanged 16 SP:Iteration 18Q (1048.177342 sec): 3 clusters Score: Raw -172297.137460 + Penalty 2581.844685 = -169715.292775 nChanged 19 SP:Iteration 19Q (1048.215166 sec): 3 clusters Score: Raw -172304.408314 + Penalty 2581.844685 = -169722.563629 nChanged 12 SP:Iteration 20F (1048.275349 sec): 3 clusters Score: Raw -172308.424310 + Penalty 2581.844685 = -169726.579626 nChanged 18 SP:Iteration 21Q (1048.314397 sec): 3 clusters Score: Raw -172314.627617 + Penalty 2581.844685 = -169732.782932 nChanged 18 SP:Iteration 22Q (1048.376647 sec): 3 clusters Score: Raw -172320.982311 + Penalty 2581.844685 = -169739.137626 nChanged 16 SP:Iteration 23Q (1048.421581 sec): 3 clusters Score: Raw -172327.287145 + Penalty 2581.844685 = -169745.442460 nChanged 12 SP:Iteration 24Q (1048.479726 sec): 3 clusters Score: Raw -172332.714536 + Penalty 2581.844685 = -169750.869851 nChanged 11 SP:Iteration 25Q (1048.527940 sec): 3 clusters Score: Raw -172337.512410 + Penalty 2581.844685 = -169755.667725 nChanged 15 SP:Iteration 26Q (1048.576522 sec): 3 clusters Score: Raw -172344.314912 + Penalty 2581.844685 = -169762.470228 nChanged 18 SP:Iteration 27Q (1048.623323 sec): 3 clusters Score: Raw -172353.712832 + Penalty 2581.844685 = -169771.868147 nChanged 23 SP:Iteration 28Q (1048.661207 sec): 3 clusters Score: Raw -172370.938060 + Penalty 2581.844685 = -169789.093375 nChanged 27 SP:Iteration 29Q (1048.708845 sec): 3 clusters Score: Raw -172385.709525 + Penalty 2581.844685 = -169803.864840 nChanged 37 SP:Iteration 30Q (1048.763725 sec): 3 clusters Score: Raw -172403.269577 + Penalty 2581.844685 = -169821.424893 nChanged 37 SP:Iteration 31Q (1048.811744 sec): 3 clusters Score: Raw -172420.972952 + Penalty 2581.844685 = -169839.128268 nChanged 35 SP:Iteration 32Q (1048.859263 sec): 3 clusters Score: Raw -172439.762677 + Penalty 2581.844685 = -169857.917992 nChanged 32 SP:Iteration 33Q (1048.908745 sec): 3 clusters Score: Raw -172455.854245 + Penalty 2581.844685 = -169874.009560 nChanged 28 SP:Iteration 34Q (1048.957163 sec): 3 clusters Score: Raw -172469.060413 + Penalty 2581.844685 = -169887.215728 nChanged 27 SP:Iteration 35Q (1049.003869 sec): 3 clusters Score: Raw -172482.415844 + Penalty 2581.844685 = -169900.571160 nChanged 23 SP:Iteration 36Q (1049.052026 sec): 3 clusters Score: Raw -172493.315309 + Penalty 2581.844685 = -169911.470624 nChanged 22 SP:Iteration 37Q (1049.100027 sec): 3 clusters Score: Raw -172501.392176 + Penalty 2581.844685 = -169919.547491 nChanged 16 SP:Iteration 38Q (1049.137619 sec): 3 clusters Score: Raw -172507.752399 + Penalty 2581.844685 = -169925.907715 nChanged 8 SP:Iteration 39Q (1049.185635 sec): 3 clusters Score: Raw -172510.769648 + Penalty 2581.844685 = -169928.924963 nChanged 9 SP:Iteration 40F (1049.234113 sec): 3 clusters Score: Raw -172514.756620 + Penalty 2581.844685 = -169932.911935 nChanged 7 SP:Iteration 41Q (1049.286087 sec): 3 clusters Score: Raw -172516.917876 + Penalty 2581.844685 = -169935.073191 nChanged 3 SP:Iteration 42Q (1049.330839 sec): 3 clusters Score: Raw -172518.065032 + Penalty 2581.844685 = -169936.220348 nChanged 4 SP:Iteration 43Q (1049.378042 sec): 3 clusters Score: Raw -172520.000654 + Penalty 2581.844685 = -169938.155969 nChanged 5 SP:Iteration 44Q (1049.440968 sec): 3 clusters Score: Raw -172522.634403 + Penalty 2581.844685 = -169940.789718 nChanged 9 SP:Iteration 45Q (1049.483959 sec): 3 clusters Score: Raw -172526.627237 + Penalty 2581.844685 = -169944.782553 nChanged 9 SP:Iteration 46Q (1049.539206 sec): 3 clusters Score: Raw -172531.160625 + Penalty 2581.844685 = -169949.315941 nChanged 10 SP:Iteration 47Q (1049.601300 sec): 3 clusters Score: Raw -172535.481121 + Penalty 2581.844685 = -169953.636437 nChanged 5 SP:Iteration 48Q (1049.642878 sec): 3 clusters Score: Raw -172538.205332 + Penalty 2581.844685 = -169956.360647 nChanged 5 SP:Iteration 49Q (1049.695001 sec): 3 clusters Score: Raw -172540.458440 + Penalty 2581.844685 = -169958.613755 nChanged 5 SP:Iteration 50Q (1049.753701 sec): 3 clusters Score: Raw -172541.889462 + Penalty 2581.844685 = -169960.044777 nChanged 2 SP:Iteration 51Q (1049.804175 sec): 3 clusters Score: Raw -172542.454318 + Penalty 2581.844685 = -169960.609633 nChanged 1 SP:Iteration 52Q (1049.853921 sec): 3 clusters Score: Raw -172542.865920 + Penalty 2581.844685 = -169961.021235 nChanged 1 SP:Iteration 53Q (1049.911373 sec): 3 clusters Score: Raw -172543.997911 + Penalty 2581.844685 = -169962.153227 nChanged 2 SP:Iteration 54Q (1049.961854 sec): 3 clusters Score: Raw -172545.460661 + Penalty 2581.844685 = -169963.615977 nChanged 3 SP:Iteration 55Q (1050.014097 sec): 3 clusters Score: Raw -172546.225368 + Penalty 2581.844685 = -169964.380683 nChanged 1 SP:Iteration 56Q (1050.058176 sec): 3 clusters Score: Raw -172546.558080 + Penalty 2581.844685 = -169964.713395 nChanged 0 SP:Iteration 57F (1050.122138 sec): 3 clusters Score: Raw -172546.558080 + Penalty 2581.844685 = -169964.713395 nChanged 0 Trying to split cluster 11 (3217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1050.150354 sec): 2 clusters Score: Raw -207008.925832 + Penalty 1312.383236 = -205696.542596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1050.200699 sec): 3 clusters Score: Raw -205457.301696 + Penalty 2624.766471 = -202832.535224 nChanged 1203 SP:Iteration 1F (1050.244909 sec): 3 clusters Score: Raw -206157.372750 + Penalty 2624.766471 = -203532.606279 nChanged 212 SP:Iteration 2F (1050.292873 sec): 3 clusters Score: Raw -206288.526427 + Penalty 2624.766471 = -203663.759955 nChanged 149 SP:Iteration 3Q (1050.346266 sec): 3 clusters Score: Raw -206370.256074 + Penalty 2624.766471 = -203745.489602 nChanged 125 SP:Iteration 4Q (1050.399076 sec): 3 clusters Score: Raw -206434.850716 + Penalty 2624.766471 = -203810.084245 nChanged 96 SP:Iteration 5Q (1050.449882 sec): 3 clusters Score: Raw -206485.099678 + Penalty 2624.766471 = -203860.333206 nChanged 88 SP:Iteration 6Q (1050.495449 sec): 3 clusters Score: Raw -206533.325625 + Penalty 2624.766471 = -203908.559154 nChanged 73 SP:Iteration 7Q (1050.537880 sec): 3 clusters Score: Raw -206569.257056 + Penalty 2624.766471 = -203944.490585 nChanged 66 SP:Iteration 8Q (1050.587386 sec): 3 clusters Score: Raw -206601.865866 + Penalty 2624.766471 = -203977.099395 nChanged 69 SP:Iteration 9Q (1050.636073 sec): 3 clusters Score: Raw -206637.220148 + Penalty 2624.766471 = -204012.453676 nChanged 64 SP:Iteration 10Q (1050.693667 sec): 3 clusters Score: Raw -206679.655773 + Penalty 2624.766471 = -204054.889301 nChanged 71 SP:Iteration 11Q (1050.743816 sec): 3 clusters Score: Raw -206724.799333 + Penalty 2624.766471 = -204100.032861 nChanged 73 SP:Iteration 12Q (1050.786002 sec): 3 clusters Score: Raw -206773.813784 + Penalty 2624.766471 = -204149.047312 nChanged 83 SP:Iteration 13Q (1050.842211 sec): 3 clusters Score: Raw -206826.874109 + Penalty 2624.766471 = -204202.107638 nChanged 64 SP:Iteration 14Q (1050.884245 sec): 3 clusters Score: Raw -206868.181838 + Penalty 2624.766471 = -204243.415366 nChanged 57 SP:Iteration 15Q (1050.936735 sec): 3 clusters Score: Raw -206914.517292 + Penalty 2624.766471 = -204289.750820 nChanged 65 SP:Iteration 16Q (1050.996881 sec): 3 clusters Score: Raw -206965.080464 + Penalty 2624.766471 = -204340.313992 nChanged 51 SP:Iteration 17Q (1051.048138 sec): 3 clusters Score: Raw -207004.405525 + Penalty 2624.766471 = -204379.639054 nChanged 47 SP:Iteration 18Q (1051.101149 sec): 3 clusters Score: Raw -207041.306033 + Penalty 2624.766471 = -204416.539561 nChanged 33 SP:Iteration 19Q (1051.140817 sec): 3 clusters Score: Raw -207067.795470 + Penalty 2624.766471 = -204443.028999 nChanged 25 SP:Iteration 20F (1051.201220 sec): 3 clusters Score: Raw -207087.698940 + Penalty 2624.766471 = -204462.932468 nChanged 19 SP:Iteration 21Q (1051.256066 sec): 3 clusters Score: Raw -207099.139598 + Penalty 2624.766471 = -204474.373127 nChanged 9 SP:Iteration 22Q (1051.293406 sec): 3 clusters Score: Raw -207105.725572 + Penalty 2624.766471 = -204480.959101 nChanged 7 SP:Iteration 23Q (1051.350506 sec): 3 clusters Score: Raw -207115.580372 + Penalty 2624.766471 = -204490.813901 nChanged 13 SP:Iteration 24Q (1051.408332 sec): 3 clusters Score: Raw -207128.425948 + Penalty 2624.766471 = -204503.659476 nChanged 10 SP:Iteration 25Q (1051.449080 sec): 3 clusters Score: Raw -207138.231267 + Penalty 2624.766471 = -204513.464795 nChanged 11 SP:Iteration 26Q (1051.498171 sec): 3 clusters Score: Raw -207156.144621 + Penalty 2624.766471 = -204531.378149 nChanged 13 SP:Iteration 27Q (1051.553142 sec): 3 clusters Score: Raw -207170.053540 + Penalty 2624.766471 = -204545.287068 nChanged 7 SP:Iteration 28Q (1051.596194 sec): 3 clusters Score: Raw -207178.866581 + Penalty 2624.766471 = -204554.100110 nChanged 8 SP:Iteration 29Q (1051.650756 sec): 3 clusters Score: Raw -207187.410056 + Penalty 2624.766471 = -204562.643584 nChanged 4 SP:Iteration 30Q (1051.705536 sec): 3 clusters Score: Raw -207190.013967 + Penalty 2624.766471 = -204565.247496 nChanged 3 SP:Iteration 31Q (1051.760925 sec): 3 clusters Score: Raw -207192.306177 + Penalty 2624.766471 = -204567.539706 nChanged 0 SP:Iteration 32F (1051.804110 sec): 3 clusters Score: Raw -207192.306177 + Penalty 2624.766471 = -204567.539706 nChanged 0 Trying to split cluster 12 (4727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1051.836730 sec): 2 clusters Score: Raw -234180.240940 + Penalty 1374.919980 = -232805.320960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1051.895868 sec): 3 clusters Score: Raw -231775.153524 + Penalty 2749.839960 = -229025.313564 nChanged 1951 SP:Iteration 1F (1051.955329 sec): 3 clusters Score: Raw -232980.682032 + Penalty 2749.839960 = -230230.842072 nChanged 454 SP:Iteration 2F (1052.008850 sec): 3 clusters Score: Raw -233482.952084 + Penalty 2749.839960 = -230733.112124 nChanged 486 SP:Iteration 3F (1052.060889 sec): 3 clusters Score: Raw -234075.693840 + Penalty 2749.839960 = -231325.853880 nChanged 434 SP:Iteration 4F (1052.109351 sec): 3 clusters Score: Raw -234590.311235 + Penalty 2749.839960 = -231840.471274 nChanged 395 SP:Iteration 5F (1052.167977 sec): 3 clusters Score: Raw -234973.251349 + Penalty 2749.839960 = -232223.411389 nChanged 278 SP:Iteration 6F (1052.215770 sec): 3 clusters Score: Raw -235203.762201 + Penalty 2749.839960 = -232453.922241 nChanged 180 SP:Iteration 7Q (1052.276115 sec): 3 clusters Score: Raw -235330.181368 + Penalty 2749.839960 = -232580.341408 nChanged 115 SP:Iteration 8Q (1052.331316 sec): 3 clusters Score: Raw -235399.324041 + Penalty 2749.839960 = -232649.484081 nChanged 66 SP:Iteration 9Q (1052.386282 sec): 3 clusters Score: Raw -235430.700749 + Penalty 2749.839960 = -232680.860789 nChanged 40 SP:Iteration 10Q (1052.442551 sec): 3 clusters Score: Raw -235446.146763 + Penalty 2749.839960 = -232696.306803 nChanged 45 SP:Iteration 11Q (1052.493643 sec): 3 clusters Score: Raw -235468.160896 + Penalty 2749.839960 = -232718.320936 nChanged 34 SP:Iteration 12Q (1052.544184 sec): 3 clusters Score: Raw -235481.590164 + Penalty 2749.839960 = -232731.750204 nChanged 19 SP:Iteration 13Q (1052.604043 sec): 3 clusters Score: Raw -235489.486152 + Penalty 2749.839960 = -232739.646192 nChanged 21 SP:Iteration 14Q (1052.666229 sec): 3 clusters Score: Raw -235496.998656 + Penalty 2749.839960 = -232747.158696 nChanged 9 SP:Iteration 15Q (1052.712871 sec): 3 clusters Score: Raw -235500.082394 + Penalty 2749.839960 = -232750.242434 nChanged 9 SP:Iteration 16Q (1052.768680 sec): 3 clusters Score: Raw -235503.135835 + Penalty 2749.839960 = -232753.295875 nChanged 9 SP:Iteration 17Q (1052.826505 sec): 3 clusters Score: Raw -235505.567496 + Penalty 2749.839960 = -232755.727536 nChanged 4 SP:Iteration 18Q (1052.870831 sec): 3 clusters Score: Raw -235507.152407 + Penalty 2749.839960 = -232757.312447 nChanged 3 SP:Iteration 19Q (1052.919517 sec): 3 clusters Score: Raw -235509.267860 + Penalty 2749.839960 = -232759.427900 nChanged 5 SP:Iteration 20F (1052.978155 sec): 3 clusters Score: Raw -235510.389847 + Penalty 2749.839960 = -232760.549887 nChanged 1 SP:Iteration 21Q (1053.031099 sec): 3 clusters Score: Raw -235510.544722 + Penalty 2749.839960 = -232760.704762 nChanged 0 SP:Iteration 22F (1053.092107 sec): 3 clusters Score: Raw -235510.544722 + Penalty 2749.839960 = -232760.704762 nChanged 0 Trying to split cluster 13 (22489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1053.153975 sec): 2 clusters Score: Raw -1412145.350315 + Penalty 1628.377007 = -1410516.973309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1053.240007 sec): 3 clusters Score: Raw -1398495.267145 + Penalty 3256.754013 = -1395238.513131 nChanged 10168 SP:Iteration 1F (1053.326572 sec): 3 clusters Score: Raw -1404197.507413 + Penalty 3256.754013 = -1400940.753400 nChanged 1093 SP:Iteration 2Q (1053.412119 sec): 3 clusters Score: Raw -1404603.268576 + Penalty 3256.754013 = -1401346.514563 nChanged 1034 SP:Iteration 3Q (1053.499896 sec): 3 clusters Score: Raw -1404991.111409 + Penalty 3256.754013 = -1401734.357396 nChanged 987 SP:Iteration 4Q (1053.583286 sec): 3 clusters Score: Raw -1405351.164183 + Penalty 3256.754013 = -1402094.410170 nChanged 939 SP:Iteration 5Q (1053.668908 sec): 3 clusters Score: Raw -1405713.253706 + Penalty 3256.754013 = -1402456.499692 nChanged 906 SP:Iteration 6Q (1053.754779 sec): 3 clusters Score: Raw -1406078.065132 + Penalty 3256.754013 = -1402821.311119 nChanged 916 SP:Iteration 7Q (1053.839601 sec): 3 clusters Score: Raw -1406447.844642 + Penalty 3256.754013 = -1403191.090629 nChanged 916 SP:Iteration 8Q (1053.922531 sec): 3 clusters Score: Raw -1406890.836012 + Penalty 3256.754013 = -1403634.081998 nChanged 941 SP:Iteration 9Q (1054.007975 sec): 3 clusters Score: Raw -1407387.070291 + Penalty 3256.754013 = -1404130.316278 nChanged 962 SP:Iteration 10Q (1054.096315 sec): 3 clusters Score: Raw -1407935.172562 + Penalty 3256.754013 = -1404678.418549 nChanged 956 SP:Iteration 11Q (1054.180023 sec): 3 clusters Score: Raw -1408530.104898 + Penalty 3256.754013 = -1405273.350885 nChanged 884 SP:Iteration 12Q (1054.267160 sec): 3 clusters Score: Raw -1409047.933001 + Penalty 3256.754013 = -1405791.178988 nChanged 716 SP:Iteration 13Q (1054.346412 sec): 3 clusters Score: Raw -1409383.006323 + Penalty 3256.754013 = -1406126.252310 nChanged 588 SP:Iteration 14Q (1054.429329 sec): 3 clusters Score: Raw -1409605.023075 + Penalty 3256.754013 = -1406348.269062 nChanged 438 SP:Iteration 15Q (1054.501594 sec): 3 clusters Score: Raw -1409780.116349 + Penalty 3256.754013 = -1406523.362336 nChanged 401 SP:Iteration 16Q (1054.597194 sec): 3 clusters Score: Raw -1409925.024823 + Penalty 3256.754013 = -1406668.270810 nChanged 374 SP:Iteration 17Q (1054.677602 sec): 3 clusters Score: Raw -1410064.827352 + Penalty 3256.754013 = -1406808.073339 nChanged 332 SP:Iteration 18Q (1054.759953 sec): 3 clusters Score: Raw -1410198.820237 + Penalty 3256.754013 = -1406942.066224 nChanged 352 SP:Iteration 19Q (1054.842987 sec): 3 clusters Score: Raw -1410341.790050 + Penalty 3256.754013 = -1407085.036036 nChanged 366 SP:Iteration 20F (1054.915063 sec): 3 clusters Score: Raw -1410482.294476 + Penalty 3256.754013 = -1407225.540462 nChanged 353 SP:Iteration 21Q (1054.998220 sec): 3 clusters Score: Raw -1410626.542808 + Penalty 3256.754013 = -1407369.788794 nChanged 339 SP:Iteration 22Q (1055.079932 sec): 3 clusters Score: Raw -1410756.556599 + Penalty 3256.754013 = -1407499.802586 nChanged 321 SP:Iteration 23Q (1055.162990 sec): 3 clusters Score: Raw -1410890.057134 + Penalty 3256.754013 = -1407633.303121 nChanged 320 SP:Iteration 24Q (1055.252317 sec): 3 clusters Score: Raw -1411021.446436 + Penalty 3256.754013 = -1407764.692422 nChanged 299 SP:Iteration 25Q (1055.331577 sec): 3 clusters Score: Raw -1411146.057355 + Penalty 3256.754013 = -1407889.303341 nChanged 315 SP:Iteration 26Q (1055.410233 sec): 3 clusters Score: Raw -1411292.134258 + Penalty 3256.754013 = -1408035.380244 nChanged 309 SP:Iteration 27Q (1055.490719 sec): 3 clusters Score: Raw -1411429.559861 + Penalty 3256.754013 = -1408172.805848 nChanged 276 SP:Iteration 28Q (1055.568600 sec): 3 clusters Score: Raw -1411542.171877 + Penalty 3256.754013 = -1408285.417863 nChanged 248 SP:Iteration 29Q (1055.646695 sec): 3 clusters Score: Raw -1411644.820787 + Penalty 3256.754013 = -1408388.066773 nChanged 243 SP:Iteration 30Q (1055.727644 sec): 3 clusters Score: Raw -1411745.936543 + Penalty 3256.754013 = -1408489.182529 nChanged 228 SP:Iteration 31Q (1055.803087 sec): 3 clusters Score: Raw -1411832.072627 + Penalty 3256.754013 = -1408575.318614 nChanged 190 SP:Iteration 32Q (1055.883044 sec): 3 clusters Score: Raw -1411897.604367 + Penalty 3256.754013 = -1408640.850354 nChanged 182 SP:Iteration 33Q (1055.970669 sec): 3 clusters Score: Raw -1411954.875262 + Penalty 3256.754013 = -1408698.121249 nChanged 170 SP:Iteration 34Q (1056.052186 sec): 3 clusters Score: Raw -1412012.547546 + Penalty 3256.754013 = -1408755.793532 nChanged 162 SP:Iteration 35Q (1056.132143 sec): 3 clusters Score: Raw -1412058.358217 + Penalty 3256.754013 = -1408801.604204 nChanged 124 SP:Iteration 36Q (1056.214254 sec): 3 clusters Score: Raw -1412090.621887 + Penalty 3256.754013 = -1408833.867873 nChanged 114 SP:Iteration 37Q (1056.287944 sec): 3 clusters Score: Raw -1412116.689878 + Penalty 3256.754013 = -1408859.935865 nChanged 94 SP:Iteration 38Q (1056.373163 sec): 3 clusters Score: Raw -1412139.792610 + Penalty 3256.754013 = -1408883.038597 nChanged 103 SP:Iteration 39Q (1056.451500 sec): 3 clusters Score: Raw -1412167.503465 + Penalty 3256.754013 = -1408910.749452 nChanged 83 SP:Iteration 40F (1056.524565 sec): 3 clusters Score: Raw -1412191.808268 + Penalty 3256.754013 = -1408935.054255 nChanged 82 SP:Iteration 41Q (1056.595802 sec): 3 clusters Score: Raw -1412207.223886 + Penalty 3256.754013 = -1408950.469873 nChanged 56 SP:Iteration 42Q (1056.673576 sec): 3 clusters Score: Raw -1412217.220372 + Penalty 3256.754013 = -1408960.466359 nChanged 59 SP:Iteration 43Q (1056.756573 sec): 3 clusters Score: Raw -1412227.288440 + Penalty 3256.754013 = -1408970.534427 nChanged 55 SP:Iteration 44Q (1056.832439 sec): 3 clusters Score: Raw -1412238.987360 + Penalty 3256.754013 = -1408982.233346 nChanged 54 SP:Iteration 45Q (1056.910183 sec): 3 clusters Score: Raw -1412247.865311 + Penalty 3256.754013 = -1408991.111297 nChanged 41 SP:Iteration 46Q (1056.982716 sec): 3 clusters Score: Raw -1412254.465383 + Penalty 3256.754013 = -1408997.711370 nChanged 41 SP:Iteration 47Q (1057.064192 sec): 3 clusters Score: Raw -1412261.758682 + Penalty 3256.754013 = -1409005.004668 nChanged 47 SP:Iteration 48Q (1057.142925 sec): 3 clusters Score: Raw -1412268.789693 + Penalty 3256.754013 = -1409012.035679 nChanged 35 SP:Iteration 49Q (1057.237103 sec): 3 clusters Score: Raw -1412275.816624 + Penalty 3256.754013 = -1409019.062611 nChanged 33 SP:Iteration 50Q (1057.313036 sec): 3 clusters Score: Raw -1412281.971773 + Penalty 3256.754013 = -1409025.217760 nChanged 25 SP:Iteration 51Q (1057.395992 sec): 3 clusters Score: Raw -1412286.634118 + Penalty 3256.754013 = -1409029.880105 nChanged 23 SP:Iteration 52Q (1057.463367 sec): 3 clusters Score: Raw -1412290.628517 + Penalty 3256.754013 = -1409033.874504 nChanged 32 SP:Iteration 53Q (1057.554399 sec): 3 clusters Score: Raw -1412295.225975 + Penalty 3256.754013 = -1409038.471962 nChanged 19 SP:Iteration 54Q (1057.634711 sec): 3 clusters Score: Raw -1412298.194344 + Penalty 3256.754013 = -1409041.440331 nChanged 28 SP:Iteration 55Q (1057.707308 sec): 3 clusters Score: Raw -1412302.902905 + Penalty 3256.754013 = -1409046.148891 nChanged 27 SP:Iteration 56Q (1057.782471 sec): 3 clusters Score: Raw -1412308.179410 + Penalty 3256.754013 = -1409051.425397 nChanged 29 SP:Iteration 57Q (1057.857814 sec): 3 clusters Score: Raw -1412312.989250 + Penalty 3256.754013 = -1409056.235237 nChanged 24 SP:Iteration 58Q (1057.940786 sec): 3 clusters Score: Raw -1412317.180798 + Penalty 3256.754013 = -1409060.426785 nChanged 31 SP:Iteration 59Q (1058.021195 sec): 3 clusters Score: Raw -1412323.734933 + Penalty 3256.754013 = -1409066.980920 nChanged 27 SP:Iteration 60F (1058.086945 sec): 3 clusters Score: Raw -1412328.480559 + Penalty 3256.754013 = -1409071.726546 nChanged 27 SP:Iteration 61Q (1058.178669 sec): 3 clusters Score: Raw -1412333.549134 + Penalty 3256.754013 = -1409076.795121 nChanged 31 SP:Iteration 62Q (1058.255106 sec): 3 clusters Score: Raw -1412340.238968 + Penalty 3256.754013 = -1409083.484955 nChanged 32 SP:Iteration 63Q (1058.332601 sec): 3 clusters Score: Raw -1412346.679571 + Penalty 3256.754013 = -1409089.925558 nChanged 21 SP:Iteration 64Q (1058.409734 sec): 3 clusters Score: Raw -1412349.460499 + Penalty 3256.754013 = -1409092.706485 nChanged 12 SP:Iteration 65Q (1058.481182 sec): 3 clusters Score: Raw -1412351.128868 + Penalty 3256.754013 = -1409094.374855 nChanged 10 SP:Iteration 66Q (1058.551272 sec): 3 clusters Score: Raw -1412352.640045 + Penalty 3256.754013 = -1409095.886032 nChanged 12 SP:Iteration 67Q (1058.639006 sec): 3 clusters Score: Raw -1412354.772465 + Penalty 3256.754013 = -1409098.018452 nChanged 16 SP:Iteration 68Q (1058.708041 sec): 3 clusters Score: Raw -1412357.451703 + Penalty 3256.754013 = -1409100.697690 nChanged 12 SP:Iteration 69Q (1058.795203 sec): 3 clusters Score: Raw -1412358.978427 + Penalty 3256.754013 = -1409102.224413 nChanged 12 SP:Iteration 70Q (1058.876869 sec): 3 clusters Score: Raw -1412360.486964 + Penalty 3256.754013 = -1409103.732950 nChanged 11 SP:Iteration 71Q (1058.955750 sec): 3 clusters Score: Raw -1412361.752625 + Penalty 3256.754013 = -1409104.998612 nChanged 13 SP:Iteration 72Q (1059.032610 sec): 3 clusters Score: Raw -1412363.338551 + Penalty 3256.754013 = -1409106.584538 nChanged 7 SP:Iteration 73Q (1059.112506 sec): 3 clusters Score: Raw -1412364.090378 + Penalty 3256.754013 = -1409107.336364 nChanged 6 SP:Iteration 74Q (1059.191546 sec): 3 clusters Score: Raw -1412364.953353 + Penalty 3256.754013 = -1409108.199339 nChanged 6 SP:Iteration 75Q (1059.260667 sec): 3 clusters Score: Raw -1412365.742251 + Penalty 3256.754013 = -1409108.988238 nChanged 5 SP:Iteration 76Q (1059.348063 sec): 3 clusters Score: Raw -1412366.758734 + Penalty 3256.754013 = -1409110.004720 nChanged 5 SP:Iteration 77Q (1059.426091 sec): 3 clusters Score: Raw -1412367.409836 + Penalty 3256.754013 = -1409110.655823 nChanged 4 SP:Iteration 78Q (1059.504444 sec): 3 clusters Score: Raw -1412367.781549 + Penalty 3256.754013 = -1409111.027535 nChanged 4 SP:Iteration 79Q (1059.581446 sec): 3 clusters Score: Raw -1412368.228427 + Penalty 3256.754013 = -1409111.474414 nChanged 3 SP:Iteration 80F (1059.665746 sec): 3 clusters Score: Raw -1412368.495391 + Penalty 3256.754013 = -1409111.741377 nChanged 6 SP:Iteration 81Q (1059.744764 sec): 3 clusters Score: Raw -1412369.352854 + Penalty 3256.754013 = -1409112.598841 nChanged 5 SP:Iteration 82Q (1059.822725 sec): 3 clusters Score: Raw -1412370.095024 + Penalty 3256.754013 = -1409113.341011 nChanged 4 SP:Iteration 83Q (1059.905501 sec): 3 clusters Score: Raw -1412370.877214 + Penalty 3256.754013 = -1409114.123201 nChanged 6 SP:Iteration 84Q (1059.983335 sec): 3 clusters Score: Raw -1412371.929483 + Penalty 3256.754013 = -1409115.175469 nChanged 6 SP:Iteration 85Q (1060.053295 sec): 3 clusters Score: Raw -1412372.949729 + Penalty 3256.754013 = -1409116.195716 nChanged 2 SP:Iteration 86Q (1060.132404 sec): 3 clusters Score: Raw -1412373.146174 + Penalty 3256.754013 = -1409116.392161 nChanged 2 SP:Iteration 87Q (1060.210124 sec): 3 clusters Score: Raw -1412373.456543 + Penalty 3256.754013 = -1409116.702530 nChanged 1 SP:Iteration 88Q (1060.279909 sec): 3 clusters Score: Raw -1412373.545632 + Penalty 3256.754013 = -1409116.791619 nChanged 0 SP:Iteration 89F (1060.363351 sec): 3 clusters Score: Raw -1412373.545632 + Penalty 3256.754013 = -1409116.791619 nChanged 0 Trying to split cluster 14 (5703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1060.404880 sec): 2 clusters Score: Raw -344909.384362 + Penalty 1405.421490 = -343503.962872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1060.454436 sec): 3 clusters Score: Raw -341887.713860 + Penalty 2810.842980 = -339076.870880 nChanged 2308 SP:Iteration 1F (1060.510472 sec): 3 clusters Score: Raw -343144.772608 + Penalty 2810.842980 = -340333.929627 nChanged 442 SP:Iteration 2F (1060.556411 sec): 3 clusters Score: Raw -343400.264012 + Penalty 2810.842980 = -340589.421032 nChanged 357 SP:Iteration 3F (1060.612663 sec): 3 clusters Score: Raw -343641.389587 + Penalty 2810.842980 = -340830.546607 nChanged 341 SP:Iteration 4F (1060.682719 sec): 3 clusters Score: Raw -343899.341556 + Penalty 2810.842980 = -341088.498576 nChanged 342 SP:Iteration 5F (1060.736746 sec): 3 clusters Score: Raw -344168.527020 + Penalty 2810.842980 = -341357.684040 nChanged 317 SP:Iteration 6F (1060.794125 sec): 3 clusters Score: Raw -344450.759055 + Penalty 2810.842980 = -341639.916075 nChanged 319 SP:Iteration 7F (1060.852386 sec): 3 clusters Score: Raw -344726.353570 + Penalty 2810.842980 = -341915.510590 nChanged 282 SP:Iteration 8Q (1060.910343 sec): 3 clusters Score: Raw -344934.434914 + Penalty 2810.842980 = -342123.591933 nChanged 205 SP:Iteration 9Q (1060.965104 sec): 3 clusters Score: Raw -345087.906857 + Penalty 2810.842980 = -342277.063877 nChanged 169 SP:Iteration 10Q (1061.012623 sec): 3 clusters Score: Raw -345189.870097 + Penalty 2810.842980 = -342379.027117 nChanged 129 SP:Iteration 11Q (1061.065449 sec): 3 clusters Score: Raw -345252.450908 + Penalty 2810.842980 = -342441.607928 nChanged 100 SP:Iteration 12Q (1061.122736 sec): 3 clusters Score: Raw -345295.564319 + Penalty 2810.842980 = -342484.721339 nChanged 73 SP:Iteration 13Q (1061.171415 sec): 3 clusters Score: Raw -345320.683418 + Penalty 2810.842980 = -342509.840438 nChanged 60 SP:Iteration 14Q (1061.238174 sec): 3 clusters Score: Raw -345337.815424 + Penalty 2810.842980 = -342526.972444 nChanged 26 SP:Iteration 15Q (1061.285467 sec): 3 clusters Score: Raw -345344.824813 + Penalty 2810.842980 = -342533.981833 nChanged 25 SP:Iteration 16Q (1061.344526 sec): 3 clusters Score: Raw -345353.028679 + Penalty 2810.842980 = -342542.185699 nChanged 22 SP:Iteration 17Q (1061.401478 sec): 3 clusters Score: Raw -345360.020403 + Penalty 2810.842980 = -342549.177423 nChanged 21 SP:Iteration 18Q (1061.471762 sec): 3 clusters Score: Raw -345365.813480 + Penalty 2810.842980 = -342554.970500 nChanged 15 SP:Iteration 19Q (1061.527383 sec): 3 clusters Score: Raw -345370.118114 + Penalty 2810.842980 = -342559.275134 nChanged 14 SP:Iteration 20F (1061.573791 sec): 3 clusters Score: Raw -345373.305973 + Penalty 2810.842980 = -342562.462992 nChanged 17 SP:Iteration 21Q (1061.645659 sec): 3 clusters Score: Raw -345378.012352 + Penalty 2810.842980 = -342567.169372 nChanged 16 SP:Iteration 22Q (1061.698511 sec): 3 clusters Score: Raw -345382.218954 + Penalty 2810.842980 = -342571.375974 nChanged 12 SP:Iteration 23Q (1061.756632 sec): 3 clusters Score: Raw -345384.718001 + Penalty 2810.842980 = -342573.875021 nChanged 6 SP:Iteration 24Q (1061.812567 sec): 3 clusters Score: Raw -345385.951505 + Penalty 2810.842980 = -342575.108524 nChanged 6 SP:Iteration 25Q (1061.869172 sec): 3 clusters Score: Raw -345387.239541 + Penalty 2810.842980 = -342576.396561 nChanged 6 SP:Iteration 26Q (1061.925455 sec): 3 clusters Score: Raw -345388.338823 + Penalty 2810.842980 = -342577.495843 nChanged 5 SP:Iteration 27Q (1061.979467 sec): 3 clusters Score: Raw -345389.171914 + Penalty 2810.842980 = -342578.328933 nChanged 5 SP:Iteration 28Q (1062.041683 sec): 3 clusters Score: Raw -345389.839636 + Penalty 2810.842980 = -342578.996656 nChanged 4 SP:Iteration 29Q (1062.082312 sec): 3 clusters Score: Raw -345391.369595 + Penalty 2810.842980 = -342580.526615 nChanged 10 SP:Iteration 30Q (1062.146405 sec): 3 clusters Score: Raw -345393.585961 + Penalty 2810.842980 = -342582.742980 nChanged 8 SP:Iteration 31Q (1062.205270 sec): 3 clusters Score: Raw -345395.745958 + Penalty 2810.842980 = -342584.902978 nChanged 9 SP:Iteration 32Q (1062.262276 sec): 3 clusters Score: Raw -345398.193278 + Penalty 2810.842980 = -342587.350298 nChanged 13 SP:Iteration 33Q (1062.319656 sec): 3 clusters Score: Raw -345400.716037 + Penalty 2810.842980 = -342589.873057 nChanged 10 SP:Iteration 34Q (1062.378273 sec): 3 clusters Score: Raw -345402.454056 + Penalty 2810.842980 = -342591.611076 nChanged 5 SP:Iteration 35Q (1062.431864 sec): 3 clusters Score: Raw -345403.303289 + Penalty 2810.842980 = -342592.460309 nChanged 3 SP:Iteration 36Q (1062.482396 sec): 3 clusters Score: Raw -345404.066935 + Penalty 2810.842980 = -342593.223955 nChanged 2 SP:Iteration 37Q (1062.526910 sec): 3 clusters Score: Raw -345404.689526 + Penalty 2810.842980 = -342593.846546 nChanged 2 SP:Iteration 38Q (1062.591643 sec): 3 clusters Score: Raw -345404.965635 + Penalty 2810.842980 = -342594.122655 nChanged 2 SP:Iteration 39Q (1062.645326 sec): 3 clusters Score: Raw -345405.346476 + Penalty 2810.842980 = -342594.503496 nChanged 3 SP:Iteration 40F (1062.689721 sec): 3 clusters Score: Raw -345405.789501 + Penalty 2810.842980 = -342594.946521 nChanged 2 SP:Iteration 41Q (1062.743705 sec): 3 clusters Score: Raw -345406.049238 + Penalty 2810.842980 = -342595.206257 nChanged 0 SP:Iteration 42F (1062.809003 sec): 3 clusters Score: Raw -345406.049238 + Penalty 2810.842980 = -342595.206257 nChanged 0 Trying to split cluster 15 (3999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1062.835286 sec): 2 clusters Score: Raw -213755.626398 + Penalty 1347.742436 = -212407.883962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1062.890996 sec): 3 clusters Score: Raw -211725.168454 + Penalty 2695.484873 = -209029.683581 nChanged 1564 SP:Iteration 1F (1062.948184 sec): 3 clusters Score: Raw -212743.065462 + Penalty 2695.484873 = -210047.580590 nChanged 346 SP:Iteration 2F (1063.001286 sec): 3 clusters Score: Raw -213034.544258 + Penalty 2695.484873 = -210339.059386 nChanged 278 SP:Iteration 3F (1063.055028 sec): 3 clusters Score: Raw -213307.374229 + Penalty 2695.484873 = -210611.889356 nChanged 238 SP:Iteration 4F (1063.113657 sec): 3 clusters Score: Raw -213547.802275 + Penalty 2695.484873 = -210852.317403 nChanged 237 SP:Iteration 5F (1063.164253 sec): 3 clusters Score: Raw -213728.434966 + Penalty 2695.484873 = -211032.950093 nChanged 176 SP:Iteration 6Q (1063.215223 sec): 3 clusters Score: Raw -213854.094692 + Penalty 2695.484873 = -211158.609819 nChanged 148 SP:Iteration 7Q (1063.267256 sec): 3 clusters Score: Raw -213942.271383 + Penalty 2695.484873 = -211246.786511 nChanged 127 SP:Iteration 8Q (1063.323889 sec): 3 clusters Score: Raw -214019.709921 + Penalty 2695.484873 = -211324.225048 nChanged 89 SP:Iteration 9Q (1063.372816 sec): 3 clusters Score: Raw -214059.273047 + Penalty 2695.484873 = -211363.788175 nChanged 52 SP:Iteration 10Q (1063.420888 sec): 3 clusters Score: Raw -214084.203437 + Penalty 2695.484873 = -211388.718565 nChanged 51 SP:Iteration 11Q (1063.479706 sec): 3 clusters Score: Raw -214106.170739 + Penalty 2695.484873 = -211410.685866 nChanged 39 SP:Iteration 12Q (1063.525220 sec): 3 clusters Score: Raw -214119.216899 + Penalty 2695.484873 = -211423.732026 nChanged 35 SP:Iteration 13Q (1063.580040 sec): 3 clusters Score: Raw -214132.393797 + Penalty 2695.484873 = -211436.908924 nChanged 33 SP:Iteration 14Q (1063.636313 sec): 3 clusters Score: Raw -214145.154003 + Penalty 2695.484873 = -211449.669130 nChanged 26 SP:Iteration 15Q (1063.683887 sec): 3 clusters Score: Raw -214152.695301 + Penalty 2695.484873 = -211457.210428 nChanged 23 SP:Iteration 16Q (1063.727379 sec): 3 clusters Score: Raw -214160.107801 + Penalty 2695.484873 = -211464.622928 nChanged 18 SP:Iteration 17Q (1063.784152 sec): 3 clusters Score: Raw -214165.945349 + Penalty 2695.484873 = -211470.460476 nChanged 14 SP:Iteration 18Q (1063.841493 sec): 3 clusters Score: Raw -214169.537105 + Penalty 2695.484873 = -211474.052232 nChanged 9 SP:Iteration 19Q (1063.889743 sec): 3 clusters Score: Raw -214172.350349 + Penalty 2695.484873 = -211476.865477 nChanged 8 SP:Iteration 20F (1063.929477 sec): 3 clusters Score: Raw -214175.837301 + Penalty 2695.484873 = -211480.352428 nChanged 12 SP:Iteration 21Q (1063.980351 sec): 3 clusters Score: Raw -214179.307716 + Penalty 2695.484873 = -211483.822843 nChanged 15 SP:Iteration 22Q (1064.036478 sec): 3 clusters Score: Raw -214182.966265 + Penalty 2695.484873 = -211487.481392 nChanged 5 SP:Iteration 23Q (1064.089278 sec): 3 clusters Score: Raw -214184.058513 + Penalty 2695.484873 = -211488.573640 nChanged 4 SP:Iteration 24Q (1064.142300 sec): 3 clusters Score: Raw -214185.032214 + Penalty 2695.484873 = -211489.547341 nChanged 5 SP:Iteration 25Q (1064.186368 sec): 3 clusters Score: Raw -214186.379793 + Penalty 2695.484873 = -211490.894920 nChanged 2 SP:Iteration 26Q (1064.233143 sec): 3 clusters Score: Raw -214187.273465 + Penalty 2695.484873 = -211491.788592 nChanged 6 SP:Iteration 27Q (1064.290723 sec): 3 clusters Score: Raw -214188.897312 + Penalty 2695.484873 = -211493.412439 nChanged 4 SP:Iteration 28Q (1064.345215 sec): 3 clusters Score: Raw -214190.102837 + Penalty 2695.484873 = -211494.617964 nChanged 2 SP:Iteration 29Q (1064.398400 sec): 3 clusters Score: Raw -214190.306188 + Penalty 2695.484873 = -211494.821315 nChanged 1 SP:Iteration 30Q (1064.440598 sec): 3 clusters Score: Raw -214190.501346 + Penalty 2695.484873 = -211495.016473 nChanged 1 SP:Iteration 31Q (1064.504336 sec): 3 clusters Score: Raw -214190.667076 + Penalty 2695.484873 = -211495.182203 nChanged 2 SP:Iteration 32Q (1064.556726 sec): 3 clusters Score: Raw -214191.370188 + Penalty 2695.484873 = -211495.885316 nChanged 3 SP:Iteration 33Q (1064.608793 sec): 3 clusters Score: Raw -214192.048994 + Penalty 2695.484873 = -211496.564121 nChanged 2 SP:Iteration 34Q (1064.661151 sec): 3 clusters Score: Raw -214192.322425 + Penalty 2695.484873 = -211496.837552 nChanged 0 SP:Iteration 35F (1064.704628 sec): 3 clusters Score: Raw -214192.322425 + Penalty 2695.484873 = -211496.837552 nChanged 0 Trying to split cluster 16 (12218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1064.755530 sec): 2 clusters Score: Raw -772174.448412 + Penalty 1529.233152 = -770645.215259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1064.827065 sec): 3 clusters Score: Raw -765065.086779 + Penalty 3058.466305 = -762006.620474 nChanged 5365 SP:Iteration 1F (1064.896714 sec): 3 clusters Score: Raw -767976.604333 + Penalty 3058.466305 = -764918.138028 nChanged 730 SP:Iteration 2F (1064.968468 sec): 3 clusters Score: Raw -768268.800553 + Penalty 3058.466305 = -765210.334248 nChanged 622 SP:Iteration 3F (1065.037978 sec): 3 clusters Score: Raw -768516.311120 + Penalty 3058.466305 = -765457.844816 nChanged 560 SP:Iteration 4Q (1065.110918 sec): 3 clusters Score: Raw -768756.057685 + Penalty 3058.466305 = -765697.591380 nChanged 528 SP:Iteration 5Q (1065.167641 sec): 3 clusters Score: Raw -768972.957282 + Penalty 3058.466305 = -765914.490977 nChanged 500 SP:Iteration 6Q (1065.236763 sec): 3 clusters Score: Raw -769212.491849 + Penalty 3058.466305 = -766154.025544 nChanged 539 SP:Iteration 7Q (1065.316229 sec): 3 clusters Score: Raw -769528.734322 + Penalty 3058.466305 = -766470.268017 nChanged 598 SP:Iteration 8Q (1065.376765 sec): 3 clusters Score: Raw -769934.293184 + Penalty 3058.466305 = -766875.826879 nChanged 629 SP:Iteration 9F (1065.454950 sec): 3 clusters Score: Raw -770360.351655 + Penalty 3058.466305 = -767301.885350 nChanged 611 SP:Iteration 10F (1065.523369 sec): 3 clusters Score: Raw -770773.124660 + Penalty 3058.466305 = -767714.658355 nChanged 547 SP:Iteration 11Q (1065.593634 sec): 3 clusters Score: Raw -771120.438822 + Penalty 3058.466305 = -768061.972517 nChanged 415 SP:Iteration 12Q (1065.661977 sec): 3 clusters Score: Raw -771341.910209 + Penalty 3058.466305 = -768283.443904 nChanged 316 SP:Iteration 13Q (1065.730562 sec): 3 clusters Score: Raw -771468.177959 + Penalty 3058.466305 = -768409.711654 nChanged 208 SP:Iteration 14Q (1065.796644 sec): 3 clusters Score: Raw -771538.162912 + Penalty 3058.466305 = -768479.696607 nChanged 156 SP:Iteration 15Q (1065.865194 sec): 3 clusters Score: Raw -771587.934053 + Penalty 3058.466305 = -768529.467749 nChanged 132 SP:Iteration 16Q (1065.927563 sec): 3 clusters Score: Raw -771629.247166 + Penalty 3058.466305 = -768570.780861 nChanged 128 SP:Iteration 17Q (1065.995256 sec): 3 clusters Score: Raw -771669.795319 + Penalty 3058.466305 = -768611.329014 nChanged 123 SP:Iteration 18Q (1066.060880 sec): 3 clusters Score: Raw -771708.545468 + Penalty 3058.466305 = -768650.079163 nChanged 115 SP:Iteration 19Q (1066.126439 sec): 3 clusters Score: Raw -771741.695270 + Penalty 3058.466305 = -768683.228966 nChanged 85 SP:Iteration 20F (1066.191802 sec): 3 clusters Score: Raw -771766.894001 + Penalty 3058.466305 = -768708.427696 nChanged 91 SP:Iteration 21Q (1066.244920 sec): 3 clusters Score: Raw -771796.213176 + Penalty 3058.466305 = -768737.746871 nChanged 94 SP:Iteration 22Q (1066.321626 sec): 3 clusters Score: Raw -771823.577734 + Penalty 3058.466305 = -768765.111429 nChanged 87 SP:Iteration 23Q (1066.382129 sec): 3 clusters Score: Raw -771846.673051 + Penalty 3058.466305 = -768788.206746 nChanged 81 SP:Iteration 24Q (1066.454621 sec): 3 clusters Score: Raw -771867.106067 + Penalty 3058.466305 = -768808.639762 nChanged 68 SP:Iteration 25Q (1066.513355 sec): 3 clusters Score: Raw -771885.612137 + Penalty 3058.466305 = -768827.145833 nChanged 79 SP:Iteration 26Q (1066.585274 sec): 3 clusters Score: Raw -771909.688198 + Penalty 3058.466305 = -768851.221893 nChanged 73 SP:Iteration 27Q (1066.664378 sec): 3 clusters Score: Raw -771930.374382 + Penalty 3058.466305 = -768871.908077 nChanged 82 SP:Iteration 28Q (1066.721215 sec): 3 clusters Score: Raw -771955.081064 + Penalty 3058.466305 = -768896.614759 nChanged 83 SP:Iteration 29Q (1066.791370 sec): 3 clusters Score: Raw -771975.683050 + Penalty 3058.466305 = -768917.216745 nChanged 78 SP:Iteration 30Q (1066.843841 sec): 3 clusters Score: Raw -771994.451901 + Penalty 3058.466305 = -768935.985596 nChanged 69 SP:Iteration 31Q (1066.914457 sec): 3 clusters Score: Raw -772010.635819 + Penalty 3058.466305 = -768952.169514 nChanged 73 SP:Iteration 32Q (1066.975166 sec): 3 clusters Score: Raw -772028.038403 + Penalty 3058.466305 = -768969.572098 nChanged 67 SP:Iteration 33Q (1067.039341 sec): 3 clusters Score: Raw -772045.632903 + Penalty 3058.466305 = -768987.166598 nChanged 76 SP:Iteration 34Q (1067.096780 sec): 3 clusters Score: Raw -772066.687553 + Penalty 3058.466305 = -769008.221248 nChanged 72 SP:Iteration 35Q (1067.172178 sec): 3 clusters Score: Raw -772085.810426 + Penalty 3058.466305 = -769027.344121 nChanged 67 SP:Iteration 36Q (1067.237786 sec): 3 clusters Score: Raw -772101.538082 + Penalty 3058.466305 = -769043.071777 nChanged 67 SP:Iteration 37Q (1067.303025 sec): 3 clusters Score: Raw -772118.191226 + Penalty 3058.466305 = -769059.724921 nChanged 64 SP:Iteration 38Q (1067.366160 sec): 3 clusters Score: Raw -772132.024452 + Penalty 3058.466305 = -769073.558147 nChanged 57 SP:Iteration 39Q (1067.424549 sec): 3 clusters Score: Raw -772144.724390 + Penalty 3058.466305 = -769086.258085 nChanged 43 SP:Iteration 40F (1067.503022 sec): 3 clusters Score: Raw -772152.318538 + Penalty 3058.466305 = -769093.852234 nChanged 38 SP:Iteration 41Q (1067.563432 sec): 3 clusters Score: Raw -772159.048906 + Penalty 3058.466305 = -769100.582601 nChanged 43 SP:Iteration 42Q (1067.633452 sec): 3 clusters Score: Raw -772167.910438 + Penalty 3058.466305 = -769109.444133 nChanged 36 SP:Iteration 43Q (1067.694052 sec): 3 clusters Score: Raw -772175.413419 + Penalty 3058.466305 = -769116.947114 nChanged 40 SP:Iteration 44Q (1067.744992 sec): 3 clusters Score: Raw -772185.733436 + Penalty 3058.466305 = -769127.267131 nChanged 51 SP:Iteration 45Q (1067.817448 sec): 3 clusters Score: Raw -772198.863212 + Penalty 3058.466305 = -769140.396907 nChanged 50 SP:Iteration 46Q (1067.884595 sec): 3 clusters Score: Raw -772210.906663 + Penalty 3058.466305 = -769152.440358 nChanged 52 SP:Iteration 47Q (1067.948502 sec): 3 clusters Score: Raw -772225.300242 + Penalty 3058.466305 = -769166.833938 nChanged 51 SP:Iteration 48Q (1068.011149 sec): 3 clusters Score: Raw -772239.998730 + Penalty 3058.466305 = -769181.532425 nChanged 53 SP:Iteration 49Q (1068.080268 sec): 3 clusters Score: Raw -772257.652268 + Penalty 3058.466305 = -769199.185963 nChanged 63 SP:Iteration 50Q (1068.132152 sec): 3 clusters Score: Raw -772275.170725 + Penalty 3058.466305 = -769216.704420 nChanged 46 SP:Iteration 51Q (1068.205380 sec): 3 clusters Score: Raw -772287.724849 + Penalty 3058.466305 = -769229.258544 nChanged 45 SP:Iteration 52Q (1068.264083 sec): 3 clusters Score: Raw -772298.614783 + Penalty 3058.466305 = -769240.148478 nChanged 34 SP:Iteration 53Q (1068.322093 sec): 3 clusters Score: Raw -772305.008824 + Penalty 3058.466305 = -769246.542520 nChanged 32 SP:Iteration 54Q (1068.396099 sec): 3 clusters Score: Raw -772314.361041 + Penalty 3058.466305 = -769255.894736 nChanged 47 SP:Iteration 55Q (1068.451330 sec): 3 clusters Score: Raw -772328.665826 + Penalty 3058.466305 = -769270.199521 nChanged 38 SP:Iteration 56Q (1068.524366 sec): 3 clusters Score: Raw -772339.999280 + Penalty 3058.466305 = -769281.532975 nChanged 37 SP:Iteration 57Q (1068.586069 sec): 3 clusters Score: Raw -772349.928827 + Penalty 3058.466305 = -769291.462523 nChanged 41 SP:Iteration 58Q (1068.647338 sec): 3 clusters Score: Raw -772359.779869 + Penalty 3058.466305 = -769301.313565 nChanged 27 SP:Iteration 59Q (1068.709717 sec): 3 clusters Score: Raw -772367.513084 + Penalty 3058.466305 = -769309.046779 nChanged 29 SP:Iteration 60F (1068.770711 sec): 3 clusters Score: Raw -772377.056884 + Penalty 3058.466305 = -769318.590580 nChanged 35 SP:Iteration 61Q (1068.849072 sec): 3 clusters Score: Raw -772386.556905 + Penalty 3058.466305 = -769328.090600 nChanged 34 SP:Iteration 62Q (1068.915960 sec): 3 clusters Score: Raw -772397.977411 + Penalty 3058.466305 = -769339.511106 nChanged 39 SP:Iteration 63Q (1068.969520 sec): 3 clusters Score: Raw -772410.918334 + Penalty 3058.466305 = -769352.452029 nChanged 37 SP:Iteration 64Q (1069.034819 sec): 3 clusters Score: Raw -772421.827417 + Penalty 3058.466305 = -769363.361113 nChanged 32 SP:Iteration 65Q (1069.108429 sec): 3 clusters Score: Raw -772432.077286 + Penalty 3058.466305 = -769373.610981 nChanged 34 SP:Iteration 66Q (1069.176711 sec): 3 clusters Score: Raw -772442.745488 + Penalty 3058.466305 = -769384.279183 nChanged 23 SP:Iteration 67Q (1069.243733 sec): 3 clusters Score: Raw -772451.194785 + Penalty 3058.466305 = -769392.728480 nChanged 22 SP:Iteration 68Q (1069.309877 sec): 3 clusters Score: Raw -772457.905789 + Penalty 3058.466305 = -769399.439484 nChanged 25 SP:Iteration 69Q (1069.373544 sec): 3 clusters Score: Raw -772466.008438 + Penalty 3058.466305 = -769407.542133 nChanged 23 SP:Iteration 70Q (1069.433416 sec): 3 clusters Score: Raw -772476.062777 + Penalty 3058.466305 = -769417.596472 nChanged 25 SP:Iteration 71Q (1069.488111 sec): 3 clusters Score: Raw -772484.779921 + Penalty 3058.466305 = -769426.313617 nChanged 21 SP:Iteration 72Q (1069.563108 sec): 3 clusters Score: Raw -772489.898563 + Penalty 3058.466305 = -769431.432258 nChanged 13 SP:Iteration 73Q (1069.625790 sec): 3 clusters Score: Raw -772493.568382 + Penalty 3058.466305 = -769435.102078 nChanged 17 SP:Iteration 74Q (1069.685287 sec): 3 clusters Score: Raw -772500.285768 + Penalty 3058.466305 = -769441.819463 nChanged 18 SP:Iteration 75Q (1069.749793 sec): 3 clusters Score: Raw -772507.062841 + Penalty 3058.466305 = -769448.596537 nChanged 17 SP:Iteration 76Q (1069.811134 sec): 3 clusters Score: Raw -772513.487915 + Penalty 3058.466305 = -769455.021611 nChanged 21 SP:Iteration 77Q (1069.890963 sec): 3 clusters Score: Raw -772520.242811 + Penalty 3058.466305 = -769461.776506 nChanged 17 SP:Iteration 78Q (1069.951730 sec): 3 clusters Score: Raw -772527.096729 + Penalty 3058.466305 = -769468.630425 nChanged 19 SP:Iteration 79Q (1070.005443 sec): 3 clusters Score: Raw -772535.133223 + Penalty 3058.466305 = -769476.666918 nChanged 18 SP:Iteration 80F (1070.072395 sec): 3 clusters Score: Raw -772542.042788 + Penalty 3058.466305 = -769483.576484 nChanged 16 SP:Iteration 81Q (1070.137213 sec): 3 clusters Score: Raw -772546.977319 + Penalty 3058.466305 = -769488.511015 nChanged 10 SP:Iteration 82Q (1070.203769 sec): 3 clusters Score: Raw -772550.398611 + Penalty 3058.466305 = -769491.932306 nChanged 8 SP:Iteration 83Q (1070.257699 sec): 3 clusters Score: Raw -772552.406809 + Penalty 3058.466305 = -769493.940504 nChanged 2 SP:Iteration 84Q (1070.314964 sec): 3 clusters Score: Raw -772552.860818 + Penalty 3058.466305 = -769494.394514 nChanged 1 SP:Iteration 85Q (1070.380867 sec): 3 clusters Score: Raw -772553.158139 + Penalty 3058.466305 = -769494.691835 nChanged 0 SP:Iteration 86F (1070.421573 sec): 3 clusters Score: Raw -772553.158139 + Penalty 3058.466305 = -769494.691835 nChanged 0 Trying to split cluster 17 (3506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1070.460845 sec): 2 clusters Score: Raw -219521.896502 + Penalty 1326.362548 = -218195.533954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1070.511824 sec): 3 clusters Score: Raw -217833.067018 + Penalty 2652.725096 = -215180.341921 nChanged 1294 SP:Iteration 1F (1070.551273 sec): 3 clusters Score: Raw -218595.114711 + Penalty 2652.725096 = -215942.389615 nChanged 249 SP:Iteration 2F (1070.613636 sec): 3 clusters Score: Raw -218743.204534 + Penalty 2652.725096 = -216090.479438 nChanged 188 SP:Iteration 3F (1070.664869 sec): 3 clusters Score: Raw -218853.951098 + Penalty 2652.725096 = -216201.226002 nChanged 140 SP:Iteration 4Q (1070.709120 sec): 3 clusters Score: Raw -218932.497466 + Penalty 2652.725096 = -216279.772370 nChanged 114 SP:Iteration 5Q (1070.770044 sec): 3 clusters Score: Raw -218998.953103 + Penalty 2652.725096 = -216346.228007 nChanged 111 SP:Iteration 6Q (1070.829573 sec): 3 clusters Score: Raw -219064.975521 + Penalty 2652.725096 = -216412.250425 nChanged 109 SP:Iteration 7Q (1070.882086 sec): 3 clusters Score: Raw -219136.668969 + Penalty 2652.725096 = -216483.943873 nChanged 111 SP:Iteration 8Q (1070.925105 sec): 3 clusters Score: Raw -219211.438057 + Penalty 2652.725096 = -216558.712961 nChanged 134 SP:Iteration 9Q (1070.987545 sec): 3 clusters Score: Raw -219308.311135 + Penalty 2652.725096 = -216655.586038 nChanged 119 SP:Iteration 10Q (1071.038726 sec): 3 clusters Score: Raw -219389.223129 + Penalty 2652.725096 = -216736.498032 nChanged 117 SP:Iteration 11Q (1071.089034 sec): 3 clusters Score: Raw -219476.394000 + Penalty 2652.725096 = -216823.668904 nChanged 112 SP:Iteration 12Q (1071.134464 sec): 3 clusters Score: Raw -219561.585383 + Penalty 2652.725096 = -216908.860286 nChanged 94 SP:Iteration 13Q (1071.180987 sec): 3 clusters Score: Raw -219625.241942 + Penalty 2652.725096 = -216972.516846 nChanged 73 SP:Iteration 14Q (1071.230918 sec): 3 clusters Score: Raw -219680.818361 + Penalty 2652.725096 = -217028.093265 nChanged 77 SP:Iteration 15Q (1071.293312 sec): 3 clusters Score: Raw -219723.436574 + Penalty 2652.725096 = -217070.711477 nChanged 64 SP:Iteration 16Q (1071.343106 sec): 3 clusters Score: Raw -219765.202657 + Penalty 2652.725096 = -217112.477560 nChanged 57 SP:Iteration 17Q (1071.396571 sec): 3 clusters Score: Raw -219798.427419 + Penalty 2652.725096 = -217145.702322 nChanged 55 SP:Iteration 18Q (1071.449891 sec): 3 clusters Score: Raw -219825.856672 + Penalty 2652.725096 = -217173.131576 nChanged 46 SP:Iteration 19Q (1071.501936 sec): 3 clusters Score: Raw -219848.686368 + Penalty 2652.725096 = -217195.961272 nChanged 28 SP:Iteration 20F (1071.553742 sec): 3 clusters Score: Raw -219861.913749 + Penalty 2652.725096 = -217209.188652 nChanged 35 SP:Iteration 21Q (1071.594411 sec): 3 clusters Score: Raw -219877.685352 + Penalty 2652.725096 = -217224.960256 nChanged 25 SP:Iteration 22Q (1071.645408 sec): 3 clusters Score: Raw -219887.395660 + Penalty 2652.725096 = -217234.670564 nChanged 20 SP:Iteration 23Q (1071.709619 sec): 3 clusters Score: Raw -219893.561598 + Penalty 2652.725096 = -217240.836502 nChanged 13 SP:Iteration 24Q (1071.756084 sec): 3 clusters Score: Raw -219898.846884 + Penalty 2652.725096 = -217246.121788 nChanged 11 SP:Iteration 25Q (1071.812763 sec): 3 clusters Score: Raw -219901.967600 + Penalty 2652.725096 = -217249.242503 nChanged 7 SP:Iteration 26Q (1071.855687 sec): 3 clusters Score: Raw -219904.119087 + Penalty 2652.725096 = -217251.393991 nChanged 4 SP:Iteration 27Q (1071.913951 sec): 3 clusters Score: Raw -219904.799062 + Penalty 2652.725096 = -217252.073966 nChanged 2 SP:Iteration 28Q (1071.958044 sec): 3 clusters Score: Raw -219905.151112 + Penalty 2652.725096 = -217252.426015 nChanged 1 SP:Iteration 29Q (1072.011398 sec): 3 clusters Score: Raw -219905.268793 + Penalty 2652.725096 = -217252.543697 nChanged 1 SP:Iteration 30Q (1072.064222 sec): 3 clusters Score: Raw -219905.601277 + Penalty 2652.725096 = -217252.876181 nChanged 2 SP:Iteration 31Q (1072.126817 sec): 3 clusters Score: Raw -219906.213554 + Penalty 2652.725096 = -217253.488458 nChanged 2 SP:Iteration 32Q (1072.178870 sec): 3 clusters Score: Raw -219906.428996 + Penalty 2652.725096 = -217253.703900 nChanged 0 SP:Iteration 33F (1072.235510 sec): 3 clusters Score: Raw -219906.428996 + Penalty 2652.725096 = -217253.703900 nChanged 0 Trying to split cluster 18 (35147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1072.316695 sec): 2 clusters Score: Raw -2136554.732420 + Penalty 1700.935364 = -2134853.797056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1072.420534 sec): 3 clusters Score: Raw -2114647.521766 + Penalty 3401.870727 = -2111245.651039 nChanged 16285 SP:Iteration 1F (1072.528487 sec): 3 clusters Score: Raw -2123798.521704 + Penalty 3401.870727 = -2120396.650977 nChanged 1556 SP:Iteration 2Q (1072.632939 sec): 3 clusters Score: Raw -2124333.972597 + Penalty 3401.870727 = -2120932.101870 nChanged 1632 SP:Iteration 3Q (1072.730414 sec): 3 clusters Score: Raw -2124966.660857 + Penalty 3401.870727 = -2121564.790130 nChanged 1774 SP:Iteration 4F (1072.842799 sec): 3 clusters Score: Raw -2125807.792601 + Penalty 3401.870727 = -2122405.921874 nChanged 2025 SP:Iteration 5F (1072.939042 sec): 3 clusters Score: Raw -2126980.792574 + Penalty 3401.870727 = -2123578.921847 nChanged 2251 SP:Iteration 6F (1073.045949 sec): 3 clusters Score: Raw -2128552.130471 + Penalty 3401.870727 = -2125150.259744 nChanged 2296 SP:Iteration 7F (1073.154321 sec): 3 clusters Score: Raw -2130257.051838 + Penalty 3401.870727 = -2126855.181111 nChanged 2066 SP:Iteration 8F (1073.257315 sec): 3 clusters Score: Raw -2131732.255807 + Penalty 3401.870727 = -2128330.385079 nChanged 1662 SP:Iteration 9Q (1073.357590 sec): 3 clusters Score: Raw -2132778.920872 + Penalty 3401.870727 = -2129377.050144 nChanged 1275 SP:Iteration 10Q (1073.473115 sec): 3 clusters Score: Raw -2133465.714229 + Penalty 3401.870727 = -2130063.843502 nChanged 930 SP:Iteration 11Q (1073.581734 sec): 3 clusters Score: Raw -2133860.675441 + Penalty 3401.870727 = -2130458.804714 nChanged 628 SP:Iteration 12Q (1073.678228 sec): 3 clusters Score: Raw -2134066.656817 + Penalty 3401.870727 = -2130664.786090 nChanged 472 SP:Iteration 13Q (1073.784884 sec): 3 clusters Score: Raw -2134202.127943 + Penalty 3401.870727 = -2130800.257216 nChanged 331 SP:Iteration 14Q (1073.870674 sec): 3 clusters Score: Raw -2134286.688686 + Penalty 3401.870727 = -2130884.817958 nChanged 273 SP:Iteration 15Q (1073.971839 sec): 3 clusters Score: Raw -2134357.512038 + Penalty 3401.870727 = -2130955.641311 nChanged 281 SP:Iteration 16Q (1074.080266 sec): 3 clusters Score: Raw -2134422.372122 + Penalty 3401.870727 = -2131020.501395 nChanged 253 SP:Iteration 17Q (1074.184571 sec): 3 clusters Score: Raw -2134479.941231 + Penalty 3401.870727 = -2131078.070504 nChanged 252 SP:Iteration 18Q (1074.288394 sec): 3 clusters Score: Raw -2134536.975388 + Penalty 3401.870727 = -2131135.104661 nChanged 234 SP:Iteration 19Q (1074.393946 sec): 3 clusters Score: Raw -2134584.658838 + Penalty 3401.870727 = -2131182.788110 nChanged 222 SP:Iteration 20F (1074.497250 sec): 3 clusters Score: Raw -2134632.939622 + Penalty 3401.870727 = -2131231.068895 nChanged 228 SP:Iteration 21Q (1074.585845 sec): 3 clusters Score: Raw -2134696.120393 + Penalty 3401.870727 = -2131294.249666 nChanged 279 SP:Iteration 22Q (1074.693888 sec): 3 clusters Score: Raw -2134777.465679 + Penalty 3401.870727 = -2131375.594952 nChanged 289 SP:Iteration 23Q (1074.809312 sec): 3 clusters Score: Raw -2134860.475241 + Penalty 3401.870727 = -2131458.604514 nChanged 265 SP:Iteration 24Q (1074.907899 sec): 3 clusters Score: Raw -2134936.661228 + Penalty 3401.870727 = -2131534.790501 nChanged 283 SP:Iteration 25Q (1075.006656 sec): 3 clusters Score: Raw -2135016.226883 + Penalty 3401.870727 = -2131614.356156 nChanged 253 SP:Iteration 26Q (1075.107628 sec): 3 clusters Score: Raw -2135085.146748 + Penalty 3401.870727 = -2131683.276021 nChanged 252 SP:Iteration 27Q (1075.211288 sec): 3 clusters Score: Raw -2135162.893435 + Penalty 3401.870727 = -2131761.022708 nChanged 268 SP:Iteration 28Q (1075.310553 sec): 3 clusters Score: Raw -2135249.891378 + Penalty 3401.870727 = -2131848.020651 nChanged 264 SP:Iteration 29Q (1075.421862 sec): 3 clusters Score: Raw -2135346.453408 + Penalty 3401.870727 = -2131944.582681 nChanged 308 SP:Iteration 30Q (1075.525978 sec): 3 clusters Score: Raw -2135471.804437 + Penalty 3401.870727 = -2132069.933710 nChanged 330 SP:Iteration 31Q (1075.629863 sec): 3 clusters Score: Raw -2135625.134001 + Penalty 3401.870727 = -2132223.263274 nChanged 341 SP:Iteration 32Q (1075.730286 sec): 3 clusters Score: Raw -2135799.427557 + Penalty 3401.870727 = -2132397.556830 nChanged 342 SP:Iteration 33Q (1075.836567 sec): 3 clusters Score: Raw -2135974.403227 + Penalty 3401.870727 = -2132572.532500 nChanged 312 SP:Iteration 34Q (1075.932123 sec): 3 clusters Score: Raw -2136131.473340 + Penalty 3401.870727 = -2132729.602613 nChanged 300 SP:Iteration 35Q (1076.022112 sec): 3 clusters Score: Raw -2136282.326841 + Penalty 3401.870727 = -2132880.456114 nChanged 317 SP:Iteration 36Q (1076.123277 sec): 3 clusters Score: Raw -2136425.070536 + Penalty 3401.870727 = -2133023.199809 nChanged 278 SP:Iteration 37Q (1076.221771 sec): 3 clusters Score: Raw -2136551.833678 + Penalty 3401.870727 = -2133149.962951 nChanged 261 SP:Iteration 38Q (1076.321461 sec): 3 clusters Score: Raw -2136652.556009 + Penalty 3401.870727 = -2133250.685281 nChanged 219 SP:Iteration 39Q (1076.417244 sec): 3 clusters Score: Raw -2136734.697380 + Penalty 3401.870727 = -2133332.826653 nChanged 183 SP:Iteration 40F (1076.520830 sec): 3 clusters Score: Raw -2136795.105978 + Penalty 3401.870727 = -2133393.235251 nChanged 157 SP:Iteration 41Q (1076.615925 sec): 3 clusters Score: Raw -2136841.466004 + Penalty 3401.870727 = -2133439.595277 nChanged 120 SP:Iteration 42Q (1076.709714 sec): 3 clusters Score: Raw -2136873.948775 + Penalty 3401.870727 = -2133472.078047 nChanged 126 SP:Iteration 43Q (1076.798226 sec): 3 clusters Score: Raw -2136905.605072 + Penalty 3401.870727 = -2133503.734345 nChanged 91 SP:Iteration 44Q (1076.898448 sec): 3 clusters Score: Raw -2136930.527254 + Penalty 3401.870727 = -2133528.656527 nChanged 91 SP:Iteration 45Q (1076.991674 sec): 3 clusters Score: Raw -2136952.087686 + Penalty 3401.870727 = -2133550.216959 nChanged 90 SP:Iteration 46Q (1077.095025 sec): 3 clusters Score: Raw -2136972.823085 + Penalty 3401.870727 = -2133570.952358 nChanged 72 SP:Iteration 47Q (1077.190462 sec): 3 clusters Score: Raw -2136989.569013 + Penalty 3401.870727 = -2133587.698286 nChanged 82 SP:Iteration 48Q (1077.293626 sec): 3 clusters Score: Raw -2137008.093059 + Penalty 3401.870727 = -2133606.222332 nChanged 73 SP:Iteration 49Q (1077.388947 sec): 3 clusters Score: Raw -2137025.033169 + Penalty 3401.870727 = -2133623.162442 nChanged 67 SP:Iteration 50Q (1077.486699 sec): 3 clusters Score: Raw -2137042.909102 + Penalty 3401.870727 = -2133641.038375 nChanged 74 SP:Iteration 51Q (1077.582597 sec): 3 clusters Score: Raw -2137062.260909 + Penalty 3401.870727 = -2133660.390182 nChanged 75 SP:Iteration 52Q (1077.666986 sec): 3 clusters Score: Raw -2137083.745049 + Penalty 3401.870727 = -2133681.874322 nChanged 61 SP:Iteration 53Q (1077.764655 sec): 3 clusters Score: Raw -2137099.137632 + Penalty 3401.870727 = -2133697.266905 nChanged 66 SP:Iteration 54Q (1077.861258 sec): 3 clusters Score: Raw -2137116.742672 + Penalty 3401.870727 = -2133714.871945 nChanged 51 SP:Iteration 55Q (1077.956530 sec): 3 clusters Score: Raw -2137129.630667 + Penalty 3401.870727 = -2133727.759940 nChanged 54 SP:Iteration 56Q (1078.048828 sec): 3 clusters Score: Raw -2137143.811140 + Penalty 3401.870727 = -2133741.940413 nChanged 45 SP:Iteration 57Q (1078.147768 sec): 3 clusters Score: Raw -2137156.283772 + Penalty 3401.870727 = -2133754.413045 nChanged 43 SP:Iteration 58Q (1078.235498 sec): 3 clusters Score: Raw -2137167.583521 + Penalty 3401.870727 = -2133765.712793 nChanged 42 SP:Iteration 59Q (1078.327782 sec): 3 clusters Score: Raw -2137177.837485 + Penalty 3401.870727 = -2133775.966758 nChanged 31 SP:Iteration 60F (1078.434291 sec): 3 clusters Score: Raw -2137184.874337 + Penalty 3401.870727 = -2133783.003610 nChanged 33 SP:Iteration 61Q (1078.533162 sec): 3 clusters Score: Raw -2137192.693632 + Penalty 3401.870727 = -2133790.822905 nChanged 32 SP:Iteration 62Q (1078.633708 sec): 3 clusters Score: Raw -2137199.250459 + Penalty 3401.870727 = -2133797.379732 nChanged 34 SP:Iteration 63Q (1078.715330 sec): 3 clusters Score: Raw -2137208.382104 + Penalty 3401.870727 = -2133806.511376 nChanged 39 SP:Iteration 64Q (1078.809800 sec): 3 clusters Score: Raw -2137217.807633 + Penalty 3401.870727 = -2133815.936905 nChanged 30 SP:Iteration 65Q (1078.903468 sec): 3 clusters Score: Raw -2137223.331758 + Penalty 3401.870727 = -2133821.461031 nChanged 17 SP:Iteration 66Q (1078.994058 sec): 3 clusters Score: Raw -2137227.185201 + Penalty 3401.870727 = -2133825.314473 nChanged 21 SP:Iteration 67Q (1079.085320 sec): 3 clusters Score: Raw -2137231.665721 + Penalty 3401.870727 = -2133829.794994 nChanged 20 SP:Iteration 68Q (1079.172057 sec): 3 clusters Score: Raw -2137235.450539 + Penalty 3401.870727 = -2133833.579812 nChanged 14 SP:Iteration 69Q (1079.257288 sec): 3 clusters Score: Raw -2137238.307911 + Penalty 3401.870727 = -2133836.437184 nChanged 14 SP:Iteration 70Q (1079.353115 sec): 3 clusters Score: Raw -2137241.573358 + Penalty 3401.870727 = -2133839.702631 nChanged 16 SP:Iteration 71Q (1079.449341 sec): 3 clusters Score: Raw -2137245.586550 + Penalty 3401.870727 = -2133843.715822 nChanged 16 SP:Iteration 72Q (1079.528440 sec): 3 clusters Score: Raw -2137248.628000 + Penalty 3401.870727 = -2133846.757273 nChanged 18 SP:Iteration 73Q (1079.623346 sec): 3 clusters Score: Raw -2137253.750113 + Penalty 3401.870727 = -2133851.879386 nChanged 13 SP:Iteration 74Q (1079.719172 sec): 3 clusters Score: Raw -2137256.920737 + Penalty 3401.870727 = -2133855.050010 nChanged 10 SP:Iteration 75Q (1079.807485 sec): 3 clusters Score: Raw -2137259.496759 + Penalty 3401.870727 = -2133857.626032 nChanged 13 SP:Iteration 76Q (1079.900150 sec): 3 clusters Score: Raw -2137262.539804 + Penalty 3401.870727 = -2133860.669077 nChanged 11 SP:Iteration 77Q (1079.997029 sec): 3 clusters Score: Raw -2137266.525702 + Penalty 3401.870727 = -2133864.654975 nChanged 19 SP:Iteration 78Q (1080.098534 sec): 3 clusters Score: Raw -2137271.365843 + Penalty 3401.870727 = -2133869.495115 nChanged 11 SP:Iteration 79Q (1080.201184 sec): 3 clusters Score: Raw -2137273.375626 + Penalty 3401.870727 = -2133871.504899 nChanged 10 SP:Iteration 80F (1080.309041 sec): 3 clusters Score: Raw -2137275.319735 + Penalty 3401.870727 = -2133873.449008 nChanged 3 SP:Iteration 81Q (1080.402711 sec): 3 clusters Score: Raw -2137275.959678 + Penalty 3401.870727 = -2133874.088950 nChanged 3 SP:Iteration 82Q (1080.494260 sec): 3 clusters Score: Raw -2137276.467824 + Penalty 3401.870727 = -2133874.597097 nChanged 3 SP:Iteration 83Q (1080.591600 sec): 3 clusters Score: Raw -2137277.146442 + Penalty 3401.870727 = -2133875.275715 nChanged 2 SP:Iteration 84Q (1080.685341 sec): 3 clusters Score: Raw -2137277.547233 + Penalty 3401.870727 = -2133875.676506 nChanged 2 SP:Iteration 85Q (1080.779416 sec): 3 clusters Score: Raw -2137277.948235 + Penalty 3401.870727 = -2133876.077508 nChanged 1 SP:Iteration 86Q (1080.856271 sec): 3 clusters Score: Raw -2137278.072114 + Penalty 3401.870727 = -2133876.201386 nChanged 1 SP:Iteration 87Q (1080.952285 sec): 3 clusters Score: Raw -2137278.391987 + Penalty 3401.870727 = -2133876.521260 nChanged 1 SP:Iteration 88Q (1081.040584 sec): 3 clusters Score: Raw -2137278.473851 + Penalty 3401.870727 = -2133876.603124 nChanged 0 SP:Iteration 89F (1081.142544 sec): 3 clusters Score: Raw -2137278.473851 + Penalty 3401.870727 = -2133876.603124 nChanged 0 Trying to split cluster 19 (24507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1081.208389 sec): 2 clusters Score: Raw -1550170.570519 + Penalty 1642.341036 = -1548528.229483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1081.295456 sec): 3 clusters Score: Raw -1535299.749712 + Penalty 3284.682073 = -1532015.067639 nChanged 11152 SP:Iteration 1F (1081.389259 sec): 3 clusters Score: Raw -1541239.434966 + Penalty 3284.682073 = -1537954.752893 nChanged 1077 SP:Iteration 2Q (1081.479774 sec): 3 clusters Score: Raw -1541571.654112 + Penalty 3284.682073 = -1538286.972040 nChanged 991 SP:Iteration 3Q (1081.556521 sec): 3 clusters Score: Raw -1541882.479813 + Penalty 3284.682073 = -1538597.797741 nChanged 919 SP:Iteration 4Q (1081.655382 sec): 3 clusters Score: Raw -1542182.070568 + Penalty 3284.682073 = -1538897.388495 nChanged 917 SP:Iteration 5Q (1081.749079 sec): 3 clusters Score: Raw -1542523.088591 + Penalty 3284.682073 = -1539238.406518 nChanged 997 SP:Iteration 6Q (1081.836464 sec): 3 clusters Score: Raw -1542939.964832 + Penalty 3284.682073 = -1539655.282760 nChanged 1103 SP:Iteration 7Q (1081.925736 sec): 3 clusters Score: Raw -1543476.995076 + Penalty 3284.682073 = -1540192.313003 nChanged 1203 SP:Iteration 8Q (1082.010997 sec): 3 clusters Score: Raw -1544126.590652 + Penalty 3284.682073 = -1540841.908579 nChanged 1273 SP:Iteration 9F (1082.094217 sec): 3 clusters Score: Raw -1544868.173372 + Penalty 3284.682073 = -1541583.491299 nChanged 1260 SP:Iteration 10F (1082.189291 sec): 3 clusters Score: Raw -1545655.220655 + Penalty 3284.682073 = -1542370.538582 nChanged 1173 SP:Iteration 11Q (1082.279403 sec): 3 clusters Score: Raw -1546413.843224 + Penalty 3284.682073 = -1543129.161151 nChanged 1003 SP:Iteration 12Q (1082.368002 sec): 3 clusters Score: Raw -1546995.519041 + Penalty 3284.682073 = -1543710.836968 nChanged 761 SP:Iteration 13Q (1082.458886 sec): 3 clusters Score: Raw -1547337.986685 + Penalty 3284.682073 = -1544053.304612 nChanged 535 SP:Iteration 14Q (1082.543605 sec): 3 clusters Score: Raw -1547515.046008 + Penalty 3284.682073 = -1544230.363935 nChanged 355 SP:Iteration 15Q (1082.623155 sec): 3 clusters Score: Raw -1547622.342900 + Penalty 3284.682073 = -1544337.660828 nChanged 324 SP:Iteration 16Q (1082.721174 sec): 3 clusters Score: Raw -1547714.452602 + Penalty 3284.682073 = -1544429.770529 nChanged 273 SP:Iteration 17Q (1082.799589 sec): 3 clusters Score: Raw -1547791.914398 + Penalty 3284.682073 = -1544507.232325 nChanged 260 SP:Iteration 18Q (1082.889153 sec): 3 clusters Score: Raw -1547861.435943 + Penalty 3284.682073 = -1544576.753871 nChanged 270 SP:Iteration 19Q (1082.977089 sec): 3 clusters Score: Raw -1547928.963915 + Penalty 3284.682073 = -1544644.281843 nChanged 272 SP:Iteration 20F (1083.062613 sec): 3 clusters Score: Raw -1547995.352997 + Penalty 3284.682073 = -1544710.670924 nChanged 236 SP:Iteration 21Q (1083.150061 sec): 3 clusters Score: Raw -1548055.247846 + Penalty 3284.682073 = -1544770.565773 nChanged 238 SP:Iteration 22Q (1083.235386 sec): 3 clusters Score: Raw -1548117.237609 + Penalty 3284.682073 = -1544832.555536 nChanged 234 SP:Iteration 23Q (1083.323736 sec): 3 clusters Score: Raw -1548174.304386 + Penalty 3284.682073 = -1544889.622313 nChanged 252 SP:Iteration 24Q (1083.406341 sec): 3 clusters Score: Raw -1548240.027082 + Penalty 3284.682073 = -1544955.345009 nChanged 256 SP:Iteration 25Q (1083.495273 sec): 3 clusters Score: Raw -1548307.780475 + Penalty 3284.682073 = -1545023.098402 nChanged 228 SP:Iteration 26Q (1083.585767 sec): 3 clusters Score: Raw -1548368.388235 + Penalty 3284.682073 = -1545083.706163 nChanged 240 SP:Iteration 27Q (1083.664527 sec): 3 clusters Score: Raw -1548429.801357 + Penalty 3284.682073 = -1545145.119285 nChanged 231 SP:Iteration 28Q (1083.745979 sec): 3 clusters Score: Raw -1548487.934557 + Penalty 3284.682073 = -1545203.252485 nChanged 219 SP:Iteration 29Q (1083.830849 sec): 3 clusters Score: Raw -1548544.496614 + Penalty 3284.682073 = -1545259.814542 nChanged 220 SP:Iteration 30Q (1083.917837 sec): 3 clusters Score: Raw -1548604.105771 + Penalty 3284.682073 = -1545319.423699 nChanged 210 SP:Iteration 31Q (1084.004140 sec): 3 clusters Score: Raw -1548664.631461 + Penalty 3284.682073 = -1545379.949388 nChanged 209 SP:Iteration 32Q (1084.091826 sec): 3 clusters Score: Raw -1548729.452337 + Penalty 3284.682073 = -1545444.770264 nChanged 232 SP:Iteration 33Q (1084.176651 sec): 3 clusters Score: Raw -1548816.797007 + Penalty 3284.682073 = -1545532.114934 nChanged 232 SP:Iteration 34Q (1084.251153 sec): 3 clusters Score: Raw -1548908.153473 + Penalty 3284.682073 = -1545623.471401 nChanged 247 SP:Iteration 35Q (1084.331136 sec): 3 clusters Score: Raw -1548999.045119 + Penalty 3284.682073 = -1545714.363046 nChanged 246 SP:Iteration 36Q (1084.415975 sec): 3 clusters Score: Raw -1549107.126988 + Penalty 3284.682073 = -1545822.444916 nChanged 262 SP:Iteration 37Q (1084.493701 sec): 3 clusters Score: Raw -1549231.748882 + Penalty 3284.682073 = -1545947.066809 nChanged 274 SP:Iteration 38Q (1084.585954 sec): 3 clusters Score: Raw -1549371.769994 + Penalty 3284.682073 = -1546087.087921 nChanged 279 SP:Iteration 39Q (1084.665514 sec): 3 clusters Score: Raw -1549521.702043 + Penalty 3284.682073 = -1546237.019971 nChanged 250 SP:Iteration 40F (1084.756948 sec): 3 clusters Score: Raw -1549645.631221 + Penalty 3284.682073 = -1546360.949148 nChanged 236 SP:Iteration 41Q (1084.823432 sec): 3 clusters Score: Raw -1549765.183964 + Penalty 3284.682073 = -1546480.501891 nChanged 205 SP:Iteration 42Q (1084.909921 sec): 3 clusters Score: Raw -1549865.055054 + Penalty 3284.682073 = -1546580.372982 nChanged 189 SP:Iteration 43Q (1084.995414 sec): 3 clusters Score: Raw -1549955.456736 + Penalty 3284.682073 = -1546670.774664 nChanged 170 SP:Iteration 44Q (1085.083662 sec): 3 clusters Score: Raw -1550032.763629 + Penalty 3284.682073 = -1546748.081556 nChanged 168 SP:Iteration 45Q (1085.155583 sec): 3 clusters Score: Raw -1550113.101511 + Penalty 3284.682073 = -1546828.419438 nChanged 144 SP:Iteration 46Q (1085.243097 sec): 3 clusters Score: Raw -1550175.990087 + Penalty 3284.682073 = -1546891.308014 nChanged 112 SP:Iteration 47Q (1085.320865 sec): 3 clusters Score: Raw -1550219.943451 + Penalty 3284.682073 = -1546935.261378 nChanged 101 SP:Iteration 48Q (1085.399864 sec): 3 clusters Score: Raw -1550259.323509 + Penalty 3284.682073 = -1546974.641436 nChanged 96 SP:Iteration 49Q (1085.481180 sec): 3 clusters Score: Raw -1550292.370854 + Penalty 3284.682073 = -1547007.688781 nChanged 75 SP:Iteration 50Q (1085.554799 sec): 3 clusters Score: Raw -1550316.036032 + Penalty 3284.682073 = -1547031.353959 nChanged 65 SP:Iteration 51Q (1085.640949 sec): 3 clusters Score: Raw -1550337.868556 + Penalty 3284.682073 = -1547053.186483 nChanged 61 SP:Iteration 52Q (1085.720580 sec): 3 clusters Score: Raw -1550359.937308 + Penalty 3284.682073 = -1547075.255235 nChanged 51 SP:Iteration 53Q (1085.799147 sec): 3 clusters Score: Raw -1550375.077752 + Penalty 3284.682073 = -1547090.395679 nChanged 39 SP:Iteration 54Q (1085.879088 sec): 3 clusters Score: Raw -1550386.385675 + Penalty 3284.682073 = -1547101.703602 nChanged 44 SP:Iteration 55Q (1085.957157 sec): 3 clusters Score: Raw -1550400.862759 + Penalty 3284.682073 = -1547116.180686 nChanged 45 SP:Iteration 56Q (1086.032087 sec): 3 clusters Score: Raw -1550414.329539 + Penalty 3284.682073 = -1547129.647466 nChanged 30 SP:Iteration 57Q (1086.111107 sec): 3 clusters Score: Raw -1550423.925480 + Penalty 3284.682073 = -1547139.243407 nChanged 31 SP:Iteration 58Q (1086.189319 sec): 3 clusters Score: Raw -1550432.689165 + Penalty 3284.682073 = -1547148.007093 nChanged 21 SP:Iteration 59Q (1086.264660 sec): 3 clusters Score: Raw -1550439.249391 + Penalty 3284.682073 = -1547154.567319 nChanged 20 SP:Iteration 60F (1086.350169 sec): 3 clusters Score: Raw -1550444.805937 + Penalty 3284.682073 = -1547160.123864 nChanged 22 SP:Iteration 61Q (1086.429615 sec): 3 clusters Score: Raw -1550450.639972 + Penalty 3284.682073 = -1547165.957899 nChanged 20 SP:Iteration 62Q (1086.508075 sec): 3 clusters Score: Raw -1550456.898241 + Penalty 3284.682073 = -1547172.216168 nChanged 20 SP:Iteration 63Q (1086.589436 sec): 3 clusters Score: Raw -1550462.256928 + Penalty 3284.682073 = -1547177.574855 nChanged 13 SP:Iteration 64Q (1086.655742 sec): 3 clusters Score: Raw -1550465.078767 + Penalty 3284.682073 = -1547180.396694 nChanged 12 SP:Iteration 65Q (1086.739747 sec): 3 clusters Score: Raw -1550468.395971 + Penalty 3284.682073 = -1547183.713898 nChanged 10 SP:Iteration 66Q (1086.819671 sec): 3 clusters Score: Raw -1550471.134438 + Penalty 3284.682073 = -1547186.452365 nChanged 14 SP:Iteration 67Q (1086.897173 sec): 3 clusters Score: Raw -1550474.530621 + Penalty 3284.682073 = -1547189.848548 nChanged 11 SP:Iteration 68Q (1086.978775 sec): 3 clusters Score: Raw -1550477.464783 + Penalty 3284.682073 = -1547192.782710 nChanged 14 SP:Iteration 69Q (1087.058363 sec): 3 clusters Score: Raw -1550481.390845 + Penalty 3284.682073 = -1547196.708772 nChanged 19 SP:Iteration 70Q (1087.127251 sec): 3 clusters Score: Raw -1550486.719711 + Penalty 3284.682073 = -1547202.037638 nChanged 13 SP:Iteration 71Q (1087.200695 sec): 3 clusters Score: Raw -1550490.140767 + Penalty 3284.682073 = -1547205.458694 nChanged 6 SP:Iteration 72Q (1087.289973 sec): 3 clusters Score: Raw -1550491.614820 + Penalty 3284.682073 = -1547206.932747 nChanged 12 SP:Iteration 73Q (1087.367956 sec): 3 clusters Score: Raw -1550494.199119 + Penalty 3284.682073 = -1547209.517047 nChanged 8 SP:Iteration 74Q (1087.444429 sec): 3 clusters Score: Raw -1550495.659841 + Penalty 3284.682073 = -1547210.977768 nChanged 12 SP:Iteration 75Q (1087.527420 sec): 3 clusters Score: Raw -1550498.973796 + Penalty 3284.682073 = -1547214.291724 nChanged 10 SP:Iteration 76Q (1087.599746 sec): 3 clusters Score: Raw -1550501.555296 + Penalty 3284.682073 = -1547216.873223 nChanged 9 SP:Iteration 77Q (1087.677362 sec): 3 clusters Score: Raw -1550504.200911 + Penalty 3284.682073 = -1547219.518838 nChanged 7 SP:Iteration 78Q (1087.773918 sec): 3 clusters Score: Raw -1550505.789484 + Penalty 3284.682073 = -1547221.107411 nChanged 1 SP:Iteration 79Q (1087.843585 sec): 3 clusters Score: Raw -1550506.019879 + Penalty 3284.682073 = -1547221.337806 nChanged 3 SP:Iteration 80F (1087.921689 sec): 3 clusters Score: Raw -1550506.598742 + Penalty 3284.682073 = -1547221.916669 nChanged 3 SP:Iteration 81Q (1088.007230 sec): 3 clusters Score: Raw -1550507.327356 + Penalty 3284.682073 = -1547222.645284 nChanged 2 SP:Iteration 82Q (1088.083442 sec): 3 clusters Score: Raw -1550508.006213 + Penalty 3284.682073 = -1547223.324140 nChanged 3 SP:Iteration 83Q (1088.173565 sec): 3 clusters Score: Raw -1550508.464066 + Penalty 3284.682073 = -1547223.781993 nChanged 3 SP:Iteration 84Q (1088.249481 sec): 3 clusters Score: Raw -1550509.099440 + Penalty 3284.682073 = -1547224.417367 nChanged 3 SP:Iteration 85Q (1088.319183 sec): 3 clusters Score: Raw -1550509.675073 + Penalty 3284.682073 = -1547224.993000 nChanged 1 SP:Iteration 86Q (1088.405740 sec): 3 clusters Score: Raw -1550509.936304 + Penalty 3284.682073 = -1547225.254231 nChanged 0 SP:Iteration 87F (1088.490518 sec): 3 clusters Score: Raw -1550509.936304 + Penalty 3284.682073 = -1547225.254231 nChanged 0 Trying to split cluster 20 (30693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1088.556120 sec): 2 clusters Score: Raw -1727576.829121 + Penalty 1678.915858 = -1725897.913263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1088.648778 sec): 3 clusters Score: Raw -1708637.430015 + Penalty 3357.831716 = -1705279.598300 nChanged 14067 SP:Iteration 1F (1088.751181 sec): 3 clusters Score: Raw -1716460.033504 + Penalty 3357.831716 = -1713102.201788 nChanged 1355 SP:Iteration 2Q (1088.839284 sec): 3 clusters Score: Raw -1716899.789398 + Penalty 3357.831716 = -1713541.957683 nChanged 1404 SP:Iteration 3Q (1088.944776 sec): 3 clusters Score: Raw -1717423.519617 + Penalty 3357.831716 = -1714065.687901 nChanged 1573 SP:Iteration 4F (1089.040294 sec): 3 clusters Score: Raw -1718177.662384 + Penalty 3357.831716 = -1714819.830668 nChanged 1826 SP:Iteration 5F (1089.134285 sec): 3 clusters Score: Raw -1719299.280276 + Penalty 3357.831716 = -1715941.448561 nChanged 2159 SP:Iteration 6F (1089.219898 sec): 3 clusters Score: Raw -1720795.650609 + Penalty 3357.831716 = -1717437.818893 nChanged 2145 SP:Iteration 7F (1089.323853 sec): 3 clusters Score: Raw -1722434.996221 + Penalty 3357.831716 = -1719077.164505 nChanged 1906 SP:Iteration 8F (1089.417645 sec): 3 clusters Score: Raw -1723908.782722 + Penalty 3357.831716 = -1720550.951006 nChanged 1446 SP:Iteration 9Q (1089.517929 sec): 3 clusters Score: Raw -1725111.331990 + Penalty 3357.831716 = -1721753.500274 nChanged 1001 SP:Iteration 10Q (1089.606009 sec): 3 clusters Score: Raw -1725994.565009 + Penalty 3357.831716 = -1722636.733293 nChanged 722 SP:Iteration 11Q (1089.703426 sec): 3 clusters Score: Raw -1726629.253243 + Penalty 3357.831716 = -1723271.421527 nChanged 498 SP:Iteration 12Q (1089.801560 sec): 3 clusters Score: Raw -1726980.394810 + Penalty 3357.831716 = -1723622.563095 nChanged 360 SP:Iteration 13Q (1089.891298 sec): 3 clusters Score: Raw -1727168.316589 + Penalty 3357.831716 = -1723810.484873 nChanged 253 SP:Iteration 14Q (1089.993997 sec): 3 clusters Score: Raw -1727274.228494 + Penalty 3357.831716 = -1723916.396778 nChanged 191 SP:Iteration 15Q (1090.083620 sec): 3 clusters Score: Raw -1727363.887157 + Penalty 3357.831716 = -1724006.055441 nChanged 160 SP:Iteration 16Q (1090.177587 sec): 3 clusters Score: Raw -1727430.754613 + Penalty 3357.831716 = -1724072.922897 nChanged 132 SP:Iteration 17Q (1090.272496 sec): 3 clusters Score: Raw -1727484.177654 + Penalty 3357.831716 = -1724126.345938 nChanged 124 SP:Iteration 18Q (1090.358441 sec): 3 clusters Score: Raw -1727540.358666 + Penalty 3357.831716 = -1724182.526950 nChanged 124 SP:Iteration 19Q (1090.434968 sec): 3 clusters Score: Raw -1727592.936863 + Penalty 3357.831716 = -1724235.105147 nChanged 113 SP:Iteration 20F (1090.540091 sec): 3 clusters Score: Raw -1727636.586706 + Penalty 3357.831716 = -1724278.754990 nChanged 99 SP:Iteration 21Q (1090.624499 sec): 3 clusters Score: Raw -1727673.427394 + Penalty 3357.831716 = -1724315.595678 nChanged 91 SP:Iteration 22Q (1090.710597 sec): 3 clusters Score: Raw -1727713.803287 + Penalty 3357.831716 = -1724355.971571 nChanged 103 SP:Iteration 23Q (1090.801494 sec): 3 clusters Score: Raw -1727760.565415 + Penalty 3357.831716 = -1724402.733699 nChanged 107 SP:Iteration 24Q (1090.884526 sec): 3 clusters Score: Raw -1727805.395106 + Penalty 3357.831716 = -1724447.563390 nChanged 91 SP:Iteration 25Q (1090.972780 sec): 3 clusters Score: Raw -1727841.683904 + Penalty 3357.831716 = -1724483.852189 nChanged 89 SP:Iteration 26Q (1091.057654 sec): 3 clusters Score: Raw -1727879.437733 + Penalty 3357.831716 = -1724521.606017 nChanged 97 SP:Iteration 27Q (1091.139508 sec): 3 clusters Score: Raw -1727927.304088 + Penalty 3357.831716 = -1724569.472373 nChanged 106 SP:Iteration 28Q (1091.218539 sec): 3 clusters Score: Raw -1727982.341888 + Penalty 3357.831716 = -1724624.510172 nChanged 100 SP:Iteration 29Q (1091.317726 sec): 3 clusters Score: Raw -1728039.190594 + Penalty 3357.831716 = -1724681.358879 nChanged 89 SP:Iteration 30Q (1091.402848 sec): 3 clusters Score: Raw -1728077.988334 + Penalty 3357.831716 = -1724720.156618 nChanged 78 SP:Iteration 31Q (1091.490459 sec): 3 clusters Score: Raw -1728108.404395 + Penalty 3357.831716 = -1724750.572680 nChanged 67 SP:Iteration 32Q (1091.580044 sec): 3 clusters Score: Raw -1728135.569476 + Penalty 3357.831716 = -1724777.737760 nChanged 55 SP:Iteration 33Q (1091.667136 sec): 3 clusters Score: Raw -1728153.523180 + Penalty 3357.831716 = -1724795.691464 nChanged 49 SP:Iteration 34Q (1091.754475 sec): 3 clusters Score: Raw -1728172.356229 + Penalty 3357.831716 = -1724814.524514 nChanged 50 SP:Iteration 35Q (1091.843268 sec): 3 clusters Score: Raw -1728187.682618 + Penalty 3357.831716 = -1724829.850903 nChanged 45 SP:Iteration 36Q (1091.934455 sec): 3 clusters Score: Raw -1728201.843829 + Penalty 3357.831716 = -1724844.012113 nChanged 39 SP:Iteration 37Q (1092.021142 sec): 3 clusters Score: Raw -1728212.741676 + Penalty 3357.831716 = -1724854.909960 nChanged 47 SP:Iteration 38Q (1092.107640 sec): 3 clusters Score: Raw -1728228.066123 + Penalty 3357.831716 = -1724870.234407 nChanged 43 SP:Iteration 39Q (1092.196227 sec): 3 clusters Score: Raw -1728242.950865 + Penalty 3357.831716 = -1724885.119150 nChanged 48 SP:Iteration 40F (1092.285035 sec): 3 clusters Score: Raw -1728261.195445 + Penalty 3357.831716 = -1724903.363730 nChanged 50 SP:Iteration 41Q (1092.367790 sec): 3 clusters Score: Raw -1728275.022079 + Penalty 3357.831716 = -1724917.190363 nChanged 44 SP:Iteration 42Q (1092.463409 sec): 3 clusters Score: Raw -1728287.139940 + Penalty 3357.831716 = -1724929.308224 nChanged 35 SP:Iteration 43Q (1092.550508 sec): 3 clusters Score: Raw -1728296.471776 + Penalty 3357.831716 = -1724938.640060 nChanged 36 SP:Iteration 44Q (1092.640425 sec): 3 clusters Score: Raw -1728305.529005 + Penalty 3357.831716 = -1724947.697290 nChanged 26 SP:Iteration 45Q (1092.729627 sec): 3 clusters Score: Raw -1728311.932446 + Penalty 3357.831716 = -1724954.100731 nChanged 27 SP:Iteration 46Q (1092.816449 sec): 3 clusters Score: Raw -1728318.156504 + Penalty 3357.831716 = -1724960.324788 nChanged 24 SP:Iteration 47Q (1092.899712 sec): 3 clusters Score: Raw -1728322.109546 + Penalty 3357.831716 = -1724964.277831 nChanged 20 SP:Iteration 48Q (1092.981575 sec): 3 clusters Score: Raw -1728325.389416 + Penalty 3357.831716 = -1724967.557700 nChanged 11 SP:Iteration 49Q (1093.054767 sec): 3 clusters Score: Raw -1728327.146944 + Penalty 3357.831716 = -1724969.315228 nChanged 14 SP:Iteration 50Q (1093.149509 sec): 3 clusters Score: Raw -1728329.380963 + Penalty 3357.831716 = -1724971.549248 nChanged 14 SP:Iteration 51Q (1093.236084 sec): 3 clusters Score: Raw -1728331.152716 + Penalty 3357.831716 = -1724973.321000 nChanged 12 SP:Iteration 52Q (1093.323271 sec): 3 clusters Score: Raw -1728332.970615 + Penalty 3357.831716 = -1724975.138899 nChanged 10 SP:Iteration 53Q (1093.417239 sec): 3 clusters Score: Raw -1728335.057176 + Penalty 3357.831716 = -1724977.225461 nChanged 10 SP:Iteration 54Q (1093.504175 sec): 3 clusters Score: Raw -1728337.085755 + Penalty 3357.831716 = -1724979.254039 nChanged 12 SP:Iteration 55Q (1093.583042 sec): 3 clusters Score: Raw -1728338.807865 + Penalty 3357.831716 = -1724980.976149 nChanged 2 SP:Iteration 56Q (1093.676165 sec): 3 clusters Score: Raw -1728339.018049 + Penalty 3357.831716 = -1724981.186333 nChanged 2 SP:Iteration 57Q (1093.758152 sec): 3 clusters Score: Raw -1728339.435733 + Penalty 3357.831716 = -1724981.604017 nChanged 4 SP:Iteration 58Q (1093.851855 sec): 3 clusters Score: Raw -1728340.152459 + Penalty 3357.831716 = -1724982.320744 nChanged 2 SP:Iteration 59Q (1093.942302 sec): 3 clusters Score: Raw -1728340.238244 + Penalty 3357.831716 = -1724982.406528 nChanged 1 SP:Iteration 60F (1094.040193 sec): 3 clusters Score: Raw -1728340.372839 + Penalty 3357.831716 = -1724982.541124 nChanged 1 SP:Iteration 61Q (1094.124996 sec): 3 clusters Score: Raw -1728340.474016 + Penalty 3357.831716 = -1724982.642301 nChanged 0 SP:Iteration 62F (1094.215303 sec): 3 clusters Score: Raw -1728340.474016 + Penalty 3357.831716 = -1724982.642301 nChanged 0 Trying to split cluster 21 (1205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1094.248893 sec): 2 clusters Score: Raw -76800.964009 + Penalty 1152.813162 = -75648.150847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1094.304043 sec): 3 clusters Score: Raw -76365.786173 + Penalty 2305.626325 = -74060.159848 nChanged 366 SP:Iteration 1F (1094.351681 sec): 3 clusters Score: Raw -76693.991379 + Penalty 2305.626325 = -74388.365054 nChanged 101 SP:Iteration 2F (1094.392385 sec): 3 clusters Score: Raw -76798.396647 + Penalty 2305.626325 = -74492.770322 nChanged 52 SP:Iteration 3Q (1094.441944 sec): 3 clusters Score: Raw -76844.091503 + Penalty 2305.626325 = -74538.465179 nChanged 26 SP:Iteration 4Q (1094.484822 sec): 3 clusters Score: Raw -76865.863123 + Penalty 2305.626325 = -74560.236798 nChanged 19 SP:Iteration 5Q (1094.528900 sec): 3 clusters Score: Raw -76881.536593 + Penalty 2305.626325 = -74575.910268 nChanged 12 SP:Iteration 6Q (1094.580949 sec): 3 clusters Score: Raw -76890.173639 + Penalty 2305.626325 = -74584.547314 nChanged 10 SP:Iteration 7Q (1094.625411 sec): 3 clusters Score: Raw -76897.490978 + Penalty 2305.626325 = -74591.864653 nChanged 12 SP:Iteration 8Q (1094.669533 sec): 3 clusters Score: Raw -76907.058853 + Penalty 2305.626325 = -74601.432528 nChanged 13 SP:Iteration 9Q (1094.731953 sec): 3 clusters Score: Raw -76919.241816 + Penalty 2305.626325 = -74613.615491 nChanged 12 SP:Iteration 10Q (1094.771664 sec): 3 clusters Score: Raw -76929.958169 + Penalty 2305.626325 = -74624.331844 nChanged 11 SP:Iteration 11Q (1094.820654 sec): 3 clusters Score: Raw -76938.911429 + Penalty 2305.626325 = -74633.285104 nChanged 10 SP:Iteration 12Q (1094.870741 sec): 3 clusters Score: Raw -76944.621531 + Penalty 2305.626325 = -74638.995206 nChanged 10 SP:Iteration 13Q (1094.920608 sec): 3 clusters Score: Raw -76952.767856 + Penalty 2305.626325 = -74647.141531 nChanged 6 SP:Iteration 14Q (1094.969634 sec): 3 clusters Score: Raw -76957.344406 + Penalty 2305.626325 = -74651.718081 nChanged 6 SP:Iteration 15Q (1095.017051 sec): 3 clusters Score: Raw -76959.778100 + Penalty 2305.626325 = -74654.151775 nChanged 5 SP:Iteration 16Q (1095.060647 sec): 3 clusters Score: Raw -76962.328929 + Penalty 2305.626325 = -74656.702604 nChanged 1 SP:Iteration 17Q (1095.112295 sec): 3 clusters Score: Raw -76962.955059 + Penalty 2305.626325 = -74657.328734 nChanged 3 SP:Iteration 18Q (1095.163282 sec): 3 clusters Score: Raw -76964.408496 + Penalty 2305.626325 = -74658.782171 nChanged 4 SP:Iteration 19Q (1095.209946 sec): 3 clusters Score: Raw -76966.124353 + Penalty 2305.626325 = -74660.498028 nChanged 4 SP:Iteration 20F (1095.263136 sec): 3 clusters Score: Raw -76969.206465 + Penalty 2305.626325 = -74663.580140 nChanged 1 SP:Iteration 21Q (1095.310482 sec): 3 clusters Score: Raw -76969.840777 + Penalty 2305.626325 = -74664.214452 nChanged 0 SP:Iteration 22F (1095.357112 sec): 3 clusters Score: Raw -76969.840777 + Penalty 2305.626325 = -74664.214452 nChanged 0 Trying to split cluster 22 (1699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1095.380313 sec): 2 clusters Score: Raw -98584.199645 + Penalty 1208.641707 = -97375.557938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1095.420998 sec): 3 clusters Score: Raw -97897.528598 + Penalty 2417.283415 = -95480.245183 nChanged 579 SP:Iteration 1F (1095.476818 sec): 3 clusters Score: Raw -98291.590957 + Penalty 2417.283415 = -95874.307543 nChanged 137 SP:Iteration 2F (1095.525413 sec): 3 clusters Score: Raw -98395.772735 + Penalty 2417.283415 = -95978.489321 nChanged 66 SP:Iteration 3Q (1095.575694 sec): 3 clusters Score: Raw -98436.035521 + Penalty 2417.283415 = -96018.752107 nChanged 40 SP:Iteration 4Q (1095.617883 sec): 3 clusters Score: Raw -98463.667220 + Penalty 2417.283415 = -96046.383805 nChanged 27 SP:Iteration 5Q (1095.675339 sec): 3 clusters Score: Raw -98482.459533 + Penalty 2417.283415 = -96065.176119 nChanged 16 SP:Iteration 6Q (1095.714421 sec): 3 clusters Score: Raw -98492.532218 + Penalty 2417.283415 = -96075.248803 nChanged 7 SP:Iteration 7Q (1095.769664 sec): 3 clusters Score: Raw -98495.917412 + Penalty 2417.283415 = -96078.633998 nChanged 5 SP:Iteration 8Q (1095.821153 sec): 3 clusters Score: Raw -98498.723131 + Penalty 2417.283415 = -96081.439716 nChanged 4 SP:Iteration 9Q (1095.873838 sec): 3 clusters Score: Raw -98499.749656 + Penalty 2417.283415 = -96082.466242 nChanged 1 SP:Iteration 10Q (1095.926896 sec): 3 clusters Score: Raw -98499.952053 + Penalty 2417.283415 = -96082.668638 nChanged 2 SP:Iteration 11Q (1095.969129 sec): 3 clusters Score: Raw -98500.634446 + Penalty 2417.283415 = -96083.351031 nChanged 1 SP:Iteration 12Q (1096.022817 sec): 3 clusters Score: Raw -98501.013805 + Penalty 2417.283415 = -96083.730391 nChanged 3 SP:Iteration 13Q (1096.064539 sec): 3 clusters Score: Raw -98503.092978 + Penalty 2417.283415 = -96085.809563 nChanged 2 SP:Iteration 14Q (1096.110042 sec): 3 clusters Score: Raw -98503.668712 + Penalty 2417.283415 = -96086.385297 nChanged 2 SP:Iteration 15Q (1096.153593 sec): 3 clusters Score: Raw -98504.368975 + Penalty 2417.283415 = -96087.085561 nChanged 2 SP:Iteration 16Q (1096.208288 sec): 3 clusters Score: Raw -98505.113944 + Penalty 2417.283415 = -96087.830530 nChanged 2 SP:Iteration 17Q (1096.246961 sec): 3 clusters Score: Raw -98505.919187 + Penalty 2417.283415 = -96088.635772 nChanged 3 SP:Iteration 18Q (1096.301160 sec): 3 clusters Score: Raw -98507.323764 + Penalty 2417.283415 = -96090.040350 nChanged 2 SP:Iteration 19Q (1096.354077 sec): 3 clusters Score: Raw -98509.757987 + Penalty 2417.283415 = -96092.474573 nChanged 8 SP:Iteration 20F (1096.400088 sec): 3 clusters Score: Raw -98515.959712 + Penalty 2417.283415 = -96098.676297 nChanged 9 SP:Iteration 21Q (1096.452804 sec): 3 clusters Score: Raw -98522.500449 + Penalty 2417.283415 = -96105.217034 nChanged 4 SP:Iteration 22Q (1096.502936 sec): 3 clusters Score: Raw -98524.490081 + Penalty 2417.283415 = -96107.206666 nChanged 3 SP:Iteration 23Q (1096.550389 sec): 3 clusters Score: Raw -98525.976960 + Penalty 2417.283415 = -96108.693546 nChanged 5 SP:Iteration 24Q (1096.601726 sec): 3 clusters Score: Raw -98528.257560 + Penalty 2417.283415 = -96110.974145 nChanged 5 SP:Iteration 25Q (1096.641680 sec): 3 clusters Score: Raw -98530.239437 + Penalty 2417.283415 = -96112.956023 nChanged 2 SP:Iteration 26Q (1096.698246 sec): 3 clusters Score: Raw -98531.752028 + Penalty 2417.283415 = -96114.468614 nChanged 3 SP:Iteration 27Q (1096.751009 sec): 3 clusters Score: Raw -98533.009498 + Penalty 2417.283415 = -96115.726083 nChanged 1 SP:Iteration 28Q (1096.786602 sec): 3 clusters Score: Raw -98533.279422 + Penalty 2417.283415 = -96115.996008 nChanged 0 SP:Iteration 29F (1096.838355 sec): 3 clusters Score: Raw -98533.279422 + Penalty 2417.283415 = -96115.996008 nChanged 0 Trying to split cluster 23 (70340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1096.957526 sec): 2 clusters Score: Raw -4226430.945905 + Penalty 1813.678085 = -4224617.267820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1097.116184 sec): 3 clusters Score: Raw -4181151.785805 + Penalty 3627.356169 = -4177524.429636 nChanged 33339 SP:Iteration 1F (1097.279108 sec): 3 clusters Score: Raw -4200850.767120 + Penalty 3627.356169 = -4197223.410950 nChanged 3084 SP:Iteration 2Q (1097.448026 sec): 3 clusters Score: Raw -4202095.609963 + Penalty 3627.356169 = -4198468.253793 nChanged 3366 SP:Iteration 3Q (1097.615990 sec): 3 clusters Score: Raw -4203593.069831 + Penalty 3627.356169 = -4199965.713661 nChanged 3688 SP:Iteration 4F (1097.772438 sec): 3 clusters Score: Raw -4205476.670785 + Penalty 3627.356169 = -4201849.314616 nChanged 3939 SP:Iteration 5F (1097.930066 sec): 3 clusters Score: Raw -4207822.864616 + Penalty 3627.356169 = -4204195.508446 nChanged 4331 SP:Iteration 6F (1098.095287 sec): 3 clusters Score: Raw -4210793.118196 + Penalty 3627.356169 = -4207165.762027 nChanged 4573 SP:Iteration 7F (1098.252211 sec): 3 clusters Score: Raw -4214345.896905 + Penalty 3627.356169 = -4210718.540736 nChanged 4495 SP:Iteration 8F (1098.419167 sec): 3 clusters Score: Raw -4218084.240557 + Penalty 3627.356169 = -4214456.884387 nChanged 3689 SP:Iteration 9F (1098.574090 sec): 3 clusters Score: Raw -4221244.342884 + Penalty 3627.356169 = -4217616.986714 nChanged 2590 SP:Iteration 10Q (1098.734963 sec): 3 clusters Score: Raw -4223442.575034 + Penalty 3627.356169 = -4219815.218864 nChanged 1729 SP:Iteration 11Q (1098.883544 sec): 3 clusters Score: Raw -4224815.253250 + Penalty 3627.356169 = -4221187.897080 nChanged 1018 SP:Iteration 12Q (1099.028038 sec): 3 clusters Score: Raw -4225571.683516 + Penalty 3627.356169 = -4221944.327347 nChanged 628 SP:Iteration 13Q (1099.164671 sec): 3 clusters Score: Raw -4225984.317454 + Penalty 3627.356169 = -4222356.961285 nChanged 413 SP:Iteration 14Q (1099.296657 sec): 3 clusters Score: Raw -4226243.662023 + Penalty 3627.356169 = -4222616.305853 nChanged 299 SP:Iteration 15Q (1099.421013 sec): 3 clusters Score: Raw -4226418.361116 + Penalty 3627.356169 = -4222791.004947 nChanged 219 SP:Iteration 16Q (1099.552694 sec): 3 clusters Score: Raw -4226536.384856 + Penalty 3627.356169 = -4222909.028686 nChanged 160 SP:Iteration 17Q (1099.702122 sec): 3 clusters Score: Raw -4226621.499635 + Penalty 3627.356169 = -4222994.143465 nChanged 117 SP:Iteration 18Q (1099.827867 sec): 3 clusters Score: Raw -4226680.287181 + Penalty 3627.356169 = -4223052.931011 nChanged 82 SP:Iteration 19Q (1099.966878 sec): 3 clusters Score: Raw -4226717.535817 + Penalty 3627.356169 = -4223090.179647 nChanged 65 SP:Iteration 20F (1100.120600 sec): 3 clusters Score: Raw -4226743.430679 + Penalty 3627.356169 = -4223116.074510 nChanged 37 SP:Iteration 21Q (1100.261378 sec): 3 clusters Score: Raw -4226757.703709 + Penalty 3627.356169 = -4223130.347539 nChanged 37 SP:Iteration 22Q (1100.396082 sec): 3 clusters Score: Raw -4226772.910610 + Penalty 3627.356169 = -4223145.554441 nChanged 36 SP:Iteration 23Q (1100.522899 sec): 3 clusters Score: Raw -4226785.987972 + Penalty 3627.356169 = -4223158.631802 nChanged 32 SP:Iteration 24Q (1100.656524 sec): 3 clusters Score: Raw -4226796.055262 + Penalty 3627.356169 = -4223168.699093 nChanged 18 SP:Iteration 25Q (1100.784572 sec): 3 clusters Score: Raw -4226802.157884 + Penalty 3627.356169 = -4223174.801714 nChanged 18 SP:Iteration 26Q (1100.916371 sec): 3 clusters Score: Raw -4226808.787916 + Penalty 3627.356169 = -4223181.431746 nChanged 14 SP:Iteration 27Q (1101.051509 sec): 3 clusters Score: Raw -4226816.270809 + Penalty 3627.356169 = -4223188.914639 nChanged 17 SP:Iteration 28Q (1101.184221 sec): 3 clusters Score: Raw -4226823.969025 + Penalty 3627.356169 = -4223196.612855 nChanged 23 SP:Iteration 29Q (1101.315648 sec): 3 clusters Score: Raw -4226832.228526 + Penalty 3627.356169 = -4223204.872356 nChanged 20 SP:Iteration 30Q (1101.451385 sec): 3 clusters Score: Raw -4226839.940736 + Penalty 3627.356169 = -4223212.584566 nChanged 18 SP:Iteration 31Q (1101.580788 sec): 3 clusters Score: Raw -4226846.072021 + Penalty 3627.356169 = -4223218.715851 nChanged 16 SP:Iteration 32Q (1101.705013 sec): 3 clusters Score: Raw -4226854.366890 + Penalty 3627.356169 = -4223227.010721 nChanged 25 SP:Iteration 33Q (1101.832259 sec): 3 clusters Score: Raw -4226866.785295 + Penalty 3627.356169 = -4223239.429125 nChanged 22 SP:Iteration 34Q (1101.969930 sec): 3 clusters Score: Raw -4226876.337343 + Penalty 3627.356169 = -4223248.981173 nChanged 24 SP:Iteration 35Q (1102.098028 sec): 3 clusters Score: Raw -4226887.243344 + Penalty 3627.356169 = -4223259.887175 nChanged 20 SP:Iteration 36Q (1102.233651 sec): 3 clusters Score: Raw -4226896.145712 + Penalty 3627.356169 = -4223268.789543 nChanged 18 SP:Iteration 37Q (1102.354803 sec): 3 clusters Score: Raw -4226903.596945 + Penalty 3627.356169 = -4223276.240775 nChanged 11 SP:Iteration 38Q (1102.486123 sec): 3 clusters Score: Raw -4226908.006133 + Penalty 3627.356169 = -4223280.649964 nChanged 6 SP:Iteration 39Q (1102.638788 sec): 3 clusters Score: Raw -4226909.491668 + Penalty 3627.356169 = -4223282.135498 nChanged 3 SP:Iteration 40F (1102.791479 sec): 3 clusters Score: Raw -4226910.527875 + Penalty 3627.356169 = -4223283.171705 nChanged 6 SP:Iteration 41Q (1102.941189 sec): 3 clusters Score: Raw -4226912.495931 + Penalty 3627.356169 = -4223285.139761 nChanged 2 SP:Iteration 42Q (1103.068051 sec): 3 clusters Score: Raw -4226912.922958 + Penalty 3627.356169 = -4223285.566788 nChanged 0 SP:Iteration 43F (1103.230886 sec): 3 clusters Score: Raw -4226912.922958 + Penalty 3627.356169 = -4223285.566788 nChanged 0 Trying to split cluster 24 (7911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1103.273232 sec): 2 clusters Score: Raw -495710.881704 + Penalty 1458.601540 = -494252.280165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1103.332897 sec): 3 clusters Score: Raw -491332.112584 + Penalty 2917.203079 = -488414.909505 nChanged 3354 SP:Iteration 1F (1103.390106 sec): 3 clusters Score: Raw -493129.968471 + Penalty 2917.203079 = -490212.765391 nChanged 536 SP:Iteration 2F (1103.455707 sec): 3 clusters Score: Raw -493384.184439 + Penalty 2917.203079 = -490466.981359 nChanged 429 SP:Iteration 3F (1103.515394 sec): 3 clusters Score: Raw -493582.298622 + Penalty 2917.203079 = -490665.095543 nChanged 344 SP:Iteration 4Q (1103.568680 sec): 3 clusters Score: Raw -493742.532321 + Penalty 2917.203079 = -490825.329242 nChanged 314 SP:Iteration 5Q (1103.628452 sec): 3 clusters Score: Raw -493890.320987 + Penalty 2917.203079 = -490973.117907 nChanged 298 SP:Iteration 6Q (1103.676937 sec): 3 clusters Score: Raw -494027.325189 + Penalty 2917.203079 = -491110.122110 nChanged 282 SP:Iteration 7Q (1103.744164 sec): 3 clusters Score: Raw -494174.905471 + Penalty 2917.203079 = -491257.702392 nChanged 245 SP:Iteration 8Q (1103.804220 sec): 3 clusters Score: Raw -494319.085634 + Penalty 2917.203079 = -491401.882554 nChanged 273 SP:Iteration 9Q (1103.825502 sec): 3 clusters Score: Raw -494488.880803 + Penalty 2917.203079 = -491571.677724 nChanged 305 SP:Iteration 10Q (1103.887845 sec): 3 clusters Score: Raw -494695.156251 + Penalty 2917.203079 = -491777.953171 nChanged 302 SP:Iteration 11Q (1103.954696 sec): 3 clusters Score: Raw -494880.306152 + Penalty 2917.203079 = -491963.103072 nChanged 257 SP:Iteration 12Q (1104.005032 sec): 3 clusters Score: Raw -495045.775669 + Penalty 2917.203079 = -492128.572589 nChanged 226 SP:Iteration 13Q (1104.056178 sec): 3 clusters Score: Raw -495173.157616 + Penalty 2917.203079 = -492255.954536 nChanged 197 SP:Iteration 14Q (1104.102847 sec): 3 clusters Score: Raw -495260.279110 + Penalty 2917.203079 = -492343.076030 nChanged 160 SP:Iteration 15Q (1104.174113 sec): 3 clusters Score: Raw -495331.084297 + Penalty 2917.203079 = -492413.881218 nChanged 133 SP:Iteration 16Q (1104.226407 sec): 3 clusters Score: Raw -495376.002132 + Penalty 2917.203079 = -492458.799052 nChanged 86 SP:Iteration 17Q (1104.282832 sec): 3 clusters Score: Raw -495405.922174 + Penalty 2917.203079 = -492488.719094 nChanged 70 SP:Iteration 18Q (1104.323854 sec): 3 clusters Score: Raw -495421.066776 + Penalty 2917.203079 = -492503.863697 nChanged 49 SP:Iteration 19Q (1104.389025 sec): 3 clusters Score: Raw -495430.867820 + Penalty 2917.203079 = -492513.664741 nChanged 41 SP:Iteration 20F (1104.437904 sec): 3 clusters Score: Raw -495438.197815 + Penalty 2917.203079 = -492520.994736 nChanged 32 SP:Iteration 21Q (1104.500379 sec): 3 clusters Score: Raw -495443.181806 + Penalty 2917.203079 = -492525.978726 nChanged 16 SP:Iteration 22Q (1104.566078 sec): 3 clusters Score: Raw -495445.016439 + Penalty 2917.203079 = -492527.813359 nChanged 11 SP:Iteration 23Q (1104.619070 sec): 3 clusters Score: Raw -495447.084973 + Penalty 2917.203079 = -492529.881894 nChanged 16 SP:Iteration 24Q (1104.682189 sec): 3 clusters Score: Raw -495449.872380 + Penalty 2917.203079 = -492532.669300 nChanged 17 SP:Iteration 25Q (1104.734717 sec): 3 clusters Score: Raw -495452.538941 + Penalty 2917.203079 = -492535.335861 nChanged 12 SP:Iteration 26Q (1104.800802 sec): 3 clusters Score: Raw -495454.031691 + Penalty 2917.203079 = -492536.828612 nChanged 8 SP:Iteration 27Q (1104.850245 sec): 3 clusters Score: Raw -495455.506976 + Penalty 2917.203079 = -492538.303897 nChanged 12 SP:Iteration 28Q (1104.918691 sec): 3 clusters Score: Raw -495457.579567 + Penalty 2917.203079 = -492540.376487 nChanged 18 SP:Iteration 29Q (1104.981059 sec): 3 clusters Score: Raw -495460.926864 + Penalty 2917.203079 = -492543.723785 nChanged 21 SP:Iteration 30Q (1105.043915 sec): 3 clusters Score: Raw -495464.745515 + Penalty 2917.203079 = -492547.542436 nChanged 18 SP:Iteration 31Q (1105.098367 sec): 3 clusters Score: Raw -495469.550248 + Penalty 2917.203079 = -492552.347168 nChanged 28 SP:Iteration 32Q (1105.162374 sec): 3 clusters Score: Raw -495475.232250 + Penalty 2917.203079 = -492558.029170 nChanged 25 SP:Iteration 33Q (1105.212784 sec): 3 clusters Score: Raw -495480.637102 + Penalty 2917.203079 = -492563.434023 nChanged 21 SP:Iteration 34Q (1105.285052 sec): 3 clusters Score: Raw -495484.857701 + Penalty 2917.203079 = -492567.654621 nChanged 12 SP:Iteration 35Q (1105.341623 sec): 3 clusters Score: Raw -495487.615534 + Penalty 2917.203079 = -492570.412455 nChanged 16 SP:Iteration 36Q (1105.401887 sec): 3 clusters Score: Raw -495492.104324 + Penalty 2917.203079 = -492574.901244 nChanged 26 SP:Iteration 37Q (1105.457215 sec): 3 clusters Score: Raw -495498.651375 + Penalty 2917.203079 = -492581.448295 nChanged 27 SP:Iteration 38Q (1105.521129 sec): 3 clusters Score: Raw -495504.866491 + Penalty 2917.203079 = -492587.663412 nChanged 29 SP:Iteration 39Q (1105.580616 sec): 3 clusters Score: Raw -495511.105495 + Penalty 2917.203079 = -492593.902416 nChanged 23 SP:Iteration 40F (1105.637516 sec): 3 clusters Score: Raw -495517.097328 + Penalty 2917.203079 = -492599.894248 nChanged 24 SP:Iteration 41Q (1105.705394 sec): 3 clusters Score: Raw -495520.960277 + Penalty 2917.203079 = -492603.757198 nChanged 15 SP:Iteration 42Q (1105.762700 sec): 3 clusters Score: Raw -495523.955571 + Penalty 2917.203079 = -492606.752491 nChanged 9 SP:Iteration 43Q (1105.816016 sec): 3 clusters Score: Raw -495525.714283 + Penalty 2917.203079 = -492608.511203 nChanged 8 SP:Iteration 44Q (1105.877806 sec): 3 clusters Score: Raw -495527.024404 + Penalty 2917.203079 = -492609.821325 nChanged 7 SP:Iteration 45Q (1105.932532 sec): 3 clusters Score: Raw -495528.106463 + Penalty 2917.203079 = -492610.903384 nChanged 9 SP:Iteration 46Q (1105.995878 sec): 3 clusters Score: Raw -495529.711882 + Penalty 2917.203079 = -492612.508803 nChanged 11 SP:Iteration 47Q (1106.046988 sec): 3 clusters Score: Raw -495531.426946 + Penalty 2917.203079 = -492614.223866 nChanged 7 SP:Iteration 48Q (1106.113655 sec): 3 clusters Score: Raw -495532.218571 + Penalty 2917.203079 = -492615.015492 nChanged 5 SP:Iteration 49Q (1106.172564 sec): 3 clusters Score: Raw -495532.874888 + Penalty 2917.203079 = -492615.671809 nChanged 5 SP:Iteration 50Q (1106.225805 sec): 3 clusters Score: Raw -495533.578066 + Penalty 2917.203079 = -492616.374986 nChanged 4 SP:Iteration 51Q (1106.283280 sec): 3 clusters Score: Raw -495533.978566 + Penalty 2917.203079 = -492616.775487 nChanged 2 SP:Iteration 52Q (1106.343419 sec): 3 clusters Score: Raw -495534.130628 + Penalty 2917.203079 = -492616.927548 nChanged 0 SP:Iteration 53F (1106.404415 sec): 3 clusters Score: Raw -495534.130628 + Penalty 2917.203079 = -492616.927548 nChanged 0 Iteration 99Q (1108.352528 sec): 25 clusters Score: Raw -15316906.666938 + Penalty 48701.486238 = -15268205.180700 nChanged 142 Iteration 100F (1112.748004 sec): 25 clusters Score: Raw -15316916.346798 + Penalty 48701.486238 = -15268214.860560 nChanged 125 Iteration 101Q (1114.637079 sec): 25 clusters Score: Raw -15316925.122035 + Penalty 48701.486238 = -15268223.635797 nChanged 110 Iteration 102Q (1116.493420 sec): 25 clusters Score: Raw -15316932.031022 + Penalty 48701.486238 = -15268230.544784 nChanged 112 Iteration 103Q (1118.404211 sec): 25 clusters Score: Raw -15316942.002861 + Penalty 48701.486238 = -15268240.516624 nChanged 107 Iteration 104Q (1120.331278 sec): 25 clusters Score: Raw -15316952.703283 + Penalty 48701.486238 = -15268251.217045 nChanged 118 Iteration 105Q (1121.973325 sec): 25 clusters Score: Raw -15316963.858958 + Penalty 48701.486238 = -15268262.372720 nChanged 121 Iteration 106Q (1123.591711 sec): 25 clusters Score: Raw -15316973.848100 + Penalty 48701.486238 = -15268272.361863 nChanged 112 Iteration 107Q (1125.211271 sec): 25 clusters Score: Raw -15316982.677889 + Penalty 48701.486238 = -15268281.191652 nChanged 116 Iteration 108Q (1127.105339 sec): 25 clusters Score: Raw -15316990.093412 + Penalty 48701.486238 = -15268288.607174 nChanged 102 Iteration 109Q (1128.974540 sec): 25 clusters Score: Raw -15316995.454811 + Penalty 48701.486238 = -15268293.968574 nChanged 89 Iteration 110Q (1130.832813 sec): 25 clusters Score: Raw -15316998.843468 + Penalty 48701.486238 = -15268297.357231 nChanged 85 Iteration 111Q (1132.760415 sec): 25 clusters Score: Raw -15317002.996761 + Penalty 48701.486238 = -15268301.510523 nChanged 88 Iteration 112Q (1134.680743 sec): 25 clusters Score: Raw -15317006.792419 + Penalty 48701.486238 = -15268305.306182 nChanged 103 Iteration 113Q (1136.483286 sec): 25 clusters Score: Raw -15317010.887845 + Penalty 48701.486238 = -15268309.401607 nChanged 89 Iteration 114Q (1138.379104 sec): 25 clusters Score: Raw -15317014.579490 + Penalty 48701.486238 = -15268313.093252 nChanged 82 Iteration 115Q (1140.247712 sec): 25 clusters Score: Raw -15317017.968377 + Penalty 48701.486238 = -15268316.482139 nChanged 78 Iteration 116Q (1142.137723 sec): 25 clusters Score: Raw -15317020.764439 + Penalty 48701.486238 = -15268319.278201 nChanged 66 Iteration 117Q (1144.003827 sec): 25 clusters Score: Raw -15317023.113042 + Penalty 48701.486238 = -15268321.626804 nChanged 68 Iteration 118Q (1145.674767 sec): 25 clusters Score: Raw -15317025.281283 + Penalty 48701.486238 = -15268323.795045 nChanged 50 Iteration 119Q (1147.472363 sec): 25 clusters Score: Raw -15317026.820058 + Penalty 48701.486238 = -15268325.333820 nChanged 47 Iteration 120F (1151.826713 sec): 25 clusters Score: Raw -15317028.219262 + Penalty 48701.486238 = -15268326.733024 nChanged 48 Iteration 121Q (1153.705716 sec): 25 clusters Score: Raw -15317030.207502 + Penalty 48701.486238 = -15268328.721264 nChanged 59 Iteration 122Q (1155.552849 sec): 25 clusters Score: Raw -15317032.508010 + Penalty 48701.486238 = -15268331.021772 nChanged 48 Iteration 123Q (1157.350815 sec): 25 clusters Score: Raw -15317034.843602 + Penalty 48701.486238 = -15268333.357364 nChanged 48 Iteration 124Q (1159.068282 sec): 25 clusters Score: Raw -15317036.813221 + Penalty 48701.486238 = -15268335.326983 nChanged 51 Iteration 125Q (1160.990932 sec): 25 clusters Score: Raw -15317038.990739 + Penalty 48701.486238 = -15268337.504502 nChanged 53 Iteration 126Q (1162.702770 sec): 25 clusters Score: Raw -15317040.705261 + Penalty 48701.486238 = -15268339.219023 nChanged 49 Iteration 127Q (1164.530286 sec): 25 clusters Score: Raw -15317042.430168 + Penalty 48701.486238 = -15268340.943930 nChanged 38 Iteration 128Q (1166.338109 sec): 25 clusters Score: Raw -15317043.700118 + Penalty 48701.486238 = -15268342.213880 nChanged 36 Iteration 129Q (1168.205068 sec): 25 clusters Score: Raw -15317044.835754 + Penalty 48701.486238 = -15268343.349516 nChanged 40 Iteration 130Q (1170.070305 sec): 25 clusters Score: Raw -15317045.932207 + Penalty 48701.486238 = -15268344.445969 nChanged 38 Iteration 131Q (1172.032826 sec): 25 clusters Score: Raw -15317046.881110 + Penalty 48701.486238 = -15268345.394872 nChanged 39 Iteration 132Q (1173.795157 sec): 25 clusters Score: Raw -15317047.910274 + Penalty 48701.486238 = -15268346.424036 nChanged 41 Iteration 133Q (1175.489122 sec): 25 clusters Score: Raw -15317048.908549 + Penalty 48701.486238 = -15268347.422312 nChanged 36 Iteration 134Q (1177.394018 sec): 25 clusters Score: Raw -15317049.836886 + Penalty 48701.486238 = -15268348.350648 nChanged 32 Iteration 135Q (1179.370846 sec): 25 clusters Score: Raw -15317050.697788 + Penalty 48701.486238 = -15268349.211550 nChanged 31 Iteration 136Q (1181.234578 sec): 25 clusters Score: Raw -15317051.537819 + Penalty 48701.486238 = -15268350.051581 nChanged 38 Iteration 137Q (1183.053041 sec): 25 clusters Score: Raw -15317052.765255 + Penalty 48701.486238 = -15268351.279017 nChanged 32 Iteration 138Q (1185.004353 sec): 25 clusters Score: Raw -15317053.719692 + Penalty 48701.486238 = -15268352.233454 nChanged 39 Writing temp clu file Because OldScore, -15268351.279017, is greater than current (better) Score,-15268352.233454 Compute initial score before splitting: Score: Raw -15317053.719692 + Penalty 48701.486238 = -15268352.233454 Trying to split cluster 1 (589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1185.117879 sec): 2 clusters Score: Raw -31196.569238 + Penalty 1036.494255 = -30160.074983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1185.173041 sec): 3 clusters Score: Raw -31092.719558 + Penalty 2072.988510 = -29019.731048 nChanged 144 SP:Iteration 1F (1185.208401 sec): 3 clusters Score: Raw -31280.903262 + Penalty 2072.988510 = -29207.914752 nChanged 38 SP:Iteration 2F (1185.260109 sec): 3 clusters Score: Raw -31339.488195 + Penalty 2072.988510 = -29266.499685 nChanged 19 SP:Iteration 3Q (1185.303343 sec): 3 clusters Score: Raw -31365.078924 + Penalty 2072.988510 = -29292.090414 nChanged 8 SP:Iteration 4Q (1185.350014 sec): 3 clusters Score: Raw -31381.790255 + Penalty 2072.988510 = -29308.801745 nChanged 9 SP:Iteration 5Q (1185.407116 sec): 3 clusters Score: Raw -31398.199149 + Penalty 2072.988510 = -29325.210639 nChanged 9 SP:Iteration 6Q (1185.444293 sec): 3 clusters Score: Raw -31415.901566 + Penalty 2072.988510 = -29342.913056 nChanged 5 SP:Iteration 7Q (1185.487988 sec): 3 clusters Score: Raw -31423.382664 + Penalty 2072.988510 = -29350.394154 nChanged 4 SP:Iteration 8Q (1185.533865 sec): 3 clusters Score: Raw -31427.774802 + Penalty 2072.988510 = -29354.786292 nChanged 5 SP:Iteration 9Q (1185.583726 sec): 3 clusters Score: Raw -31437.935173 + Penalty 2072.988510 = -29364.946664 nChanged 4 SP:Iteration 10Q (1185.636247 sec): 3 clusters Score: Raw -31444.388325 + Penalty 2072.988510 = -29371.399815 nChanged 4 SP:Iteration 11Q (1185.679613 sec): 3 clusters Score: Raw -31451.576163 + Penalty 2072.988510 = -29378.587653 nChanged 3 SP:Iteration 12Q (1185.729510 sec): 3 clusters Score: Raw -31454.422789 + Penalty 2072.988510 = -29381.434279 nChanged 2 SP:Iteration 13Q (1185.778636 sec): 3 clusters Score: Raw -31456.531991 + Penalty 2072.988510 = -29383.543482 nChanged 1 SP:Iteration 14Q (1185.829465 sec): 3 clusters Score: Raw -31457.288553 + Penalty 2072.988510 = -29384.300043 nChanged 1 SP:Iteration 15Q (1185.872615 sec): 3 clusters Score: Raw -31458.165413 + Penalty 2072.988510 = -29385.176903 nChanged 1 SP:Iteration 16Q (1185.933746 sec): 3 clusters Score: Raw -31459.526092 + Penalty 2072.988510 = -29386.537582 nChanged 2 SP:Iteration 17Q (1185.980192 sec): 3 clusters Score: Raw -31462.771992 + Penalty 2072.988510 = -29389.783482 nChanged 0 SP:Iteration 18F (1186.017100 sec): 3 clusters Score: Raw -31462.771992 + Penalty 2072.988510 = -29389.783482 nChanged 0 Trying to split cluster 2 (1440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1186.045675 sec): 2 clusters Score: Raw -76406.990386 + Penalty 1181.764739 = -75225.225647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1186.095243 sec): 3 clusters Score: Raw -75882.424280 + Penalty 2363.529478 = -73518.894803 nChanged 459 SP:Iteration 1F (1186.144275 sec): 3 clusters Score: Raw -76258.435476 + Penalty 2363.529478 = -73894.905998 nChanged 111 SP:Iteration 2F (1186.188786 sec): 3 clusters Score: Raw -76383.478303 + Penalty 2363.529478 = -74019.948825 nChanged 87 SP:Iteration 3F (1186.245613 sec): 3 clusters Score: Raw -76490.364846 + Penalty 2363.529478 = -74126.835369 nChanged 66 SP:Iteration 4Q (1186.291602 sec): 3 clusters Score: Raw -76565.231951 + Penalty 2363.529478 = -74201.702473 nChanged 57 SP:Iteration 5Q (1186.333886 sec): 3 clusters Score: Raw -76632.473925 + Penalty 2363.529478 = -74268.944448 nChanged 40 SP:Iteration 6Q (1186.380483 sec): 3 clusters Score: Raw -76675.904527 + Penalty 2363.529478 = -74312.375050 nChanged 37 SP:Iteration 7Q (1186.432838 sec): 3 clusters Score: Raw -76714.947267 + Penalty 2363.529478 = -74351.417790 nChanged 30 SP:Iteration 8Q (1186.483168 sec): 3 clusters Score: Raw -76741.866568 + Penalty 2363.529478 = -74378.337091 nChanged 30 SP:Iteration 9Q (1186.526538 sec): 3 clusters Score: Raw -76780.276919 + Penalty 2363.529478 = -74416.747441 nChanged 31 SP:Iteration 10Q (1186.570092 sec): 3 clusters Score: Raw -76811.484050 + Penalty 2363.529478 = -74447.954572 nChanged 17 SP:Iteration 11Q (1186.612850 sec): 3 clusters Score: Raw -76825.384803 + Penalty 2363.529478 = -74461.855326 nChanged 15 SP:Iteration 12Q (1186.657236 sec): 3 clusters Score: Raw -76835.240096 + Penalty 2363.529478 = -74471.710618 nChanged 6 SP:Iteration 13Q (1186.695337 sec): 3 clusters Score: Raw -76839.109916 + Penalty 2363.529478 = -74475.580438 nChanged 1 SP:Iteration 14Q (1186.741543 sec): 3 clusters Score: Raw -76839.451415 + Penalty 2363.529478 = -74475.921937 nChanged 0 SP:Iteration 15F (1186.793442 sec): 3 clusters Score: Raw -76839.451415 + Penalty 2363.529478 = -74475.921937 nChanged 0 Trying to split cluster 3 (2986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1186.821120 sec): 2 clusters Score: Raw -177033.095775 + Penalty 1300.274621 = -175732.821154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1186.884001 sec): 3 clusters Score: Raw -175603.831404 + Penalty 2600.549243 = -173003.282161 nChanged 1165 SP:Iteration 1F (1186.924681 sec): 3 clusters Score: Raw -176276.436075 + Penalty 2600.549243 = -173675.886832 nChanged 190 SP:Iteration 2F (1186.979476 sec): 3 clusters Score: Raw -176378.702866 + Penalty 2600.549243 = -173778.153624 nChanged 138 SP:Iteration 3Q (1187.025318 sec): 3 clusters Score: Raw -176461.643622 + Penalty 2600.549243 = -173861.094380 nChanged 121 SP:Iteration 4Q (1187.082056 sec): 3 clusters Score: Raw -176534.294209 + Penalty 2600.549243 = -173933.744966 nChanged 103 SP:Iteration 5Q (1187.139411 sec): 3 clusters Score: Raw -176585.356990 + Penalty 2600.549243 = -173984.807747 nChanged 76 SP:Iteration 6Q (1187.186270 sec): 3 clusters Score: Raw -176617.804565 + Penalty 2600.549243 = -174017.255322 nChanged 58 SP:Iteration 7Q (1187.238928 sec): 3 clusters Score: Raw -176641.602658 + Penalty 2600.549243 = -174041.053416 nChanged 46 SP:Iteration 8Q (1187.295890 sec): 3 clusters Score: Raw -176662.590830 + Penalty 2600.549243 = -174062.041587 nChanged 52 SP:Iteration 9Q (1187.350635 sec): 3 clusters Score: Raw -176680.083773 + Penalty 2600.549243 = -174079.534530 nChanged 42 SP:Iteration 10Q (1187.396033 sec): 3 clusters Score: Raw -176700.543426 + Penalty 2600.549243 = -174099.994184 nChanged 35 SP:Iteration 11Q (1187.448965 sec): 3 clusters Score: Raw -176713.455676 + Penalty 2600.549243 = -174112.906433 nChanged 28 SP:Iteration 12Q (1187.506431 sec): 3 clusters Score: Raw -176721.270137 + Penalty 2600.549243 = -174120.720895 nChanged 11 SP:Iteration 13Q (1187.554500 sec): 3 clusters Score: Raw -176723.509961 + Penalty 2600.549243 = -174122.960718 nChanged 5 SP:Iteration 14Q (1187.608541 sec): 3 clusters Score: Raw -176724.516523 + Penalty 2600.549243 = -174123.967280 nChanged 4 SP:Iteration 15Q (1187.653232 sec): 3 clusters Score: Raw -176726.010547 + Penalty 2600.549243 = -174125.461304 nChanged 4 SP:Iteration 16Q (1187.712593 sec): 3 clusters Score: Raw -176727.924362 + Penalty 2600.549243 = -174127.375119 nChanged 6 SP:Iteration 17Q (1187.764814 sec): 3 clusters Score: Raw -176729.983631 + Penalty 2600.549243 = -174129.434388 nChanged 9 SP:Iteration 18Q (1187.809278 sec): 3 clusters Score: Raw -176733.125481 + Penalty 2600.549243 = -174132.576238 nChanged 8 SP:Iteration 19Q (1187.850162 sec): 3 clusters Score: Raw -176735.818001 + Penalty 2600.549243 = -174135.268758 nChanged 6 SP:Iteration 20F (1187.902647 sec): 3 clusters Score: Raw -176738.069712 + Penalty 2600.549243 = -174137.520469 nChanged 2 SP:Iteration 21Q (1187.946123 sec): 3 clusters Score: Raw -176739.021051 + Penalty 2600.549243 = -174138.471808 nChanged 9 SP:Iteration 22Q (1187.994126 sec): 3 clusters Score: Raw -176741.541797 + Penalty 2600.549243 = -174140.992554 nChanged 8 SP:Iteration 23Q (1188.049203 sec): 3 clusters Score: Raw -176745.051434 + Penalty 2600.549243 = -174144.502191 nChanged 8 SP:Iteration 24Q (1188.090143 sec): 3 clusters Score: Raw -176747.799423 + Penalty 2600.549243 = -174147.250180 nChanged 9 SP:Iteration 25Q (1188.148576 sec): 3 clusters Score: Raw -176750.668433 + Penalty 2600.549243 = -174150.119191 nChanged 6 SP:Iteration 26Q (1188.197539 sec): 3 clusters Score: Raw -176752.599296 + Penalty 2600.549243 = -174152.050053 nChanged 8 SP:Iteration 27Q (1188.244630 sec): 3 clusters Score: Raw -176755.783645 + Penalty 2600.549243 = -174155.234402 nChanged 11 SP:Iteration 28Q (1188.291354 sec): 3 clusters Score: Raw -176759.963837 + Penalty 2600.549243 = -174159.414594 nChanged 14 SP:Iteration 29Q (1188.340337 sec): 3 clusters Score: Raw -176766.257538 + Penalty 2600.549243 = -174165.708295 nChanged 15 SP:Iteration 30Q (1188.389342 sec): 3 clusters Score: Raw -176772.422906 + Penalty 2600.549243 = -174171.873663 nChanged 16 SP:Iteration 31Q (1188.435538 sec): 3 clusters Score: Raw -176778.008200 + Penalty 2600.549243 = -174177.458957 nChanged 11 SP:Iteration 32Q (1188.483700 sec): 3 clusters Score: Raw -176781.624188 + Penalty 2600.549243 = -174181.074945 nChanged 11 SP:Iteration 33Q (1188.522016 sec): 3 clusters Score: Raw -176785.409298 + Penalty 2600.549243 = -174184.860056 nChanged 9 SP:Iteration 34Q (1188.570850 sec): 3 clusters Score: Raw -176788.589228 + Penalty 2600.549243 = -174188.039985 nChanged 4 SP:Iteration 35Q (1188.621549 sec): 3 clusters Score: Raw -176789.455115 + Penalty 2600.549243 = -174188.905872 nChanged 3 SP:Iteration 36Q (1188.666012 sec): 3 clusters Score: Raw -176790.296707 + Penalty 2600.549243 = -174189.747464 nChanged 2 SP:Iteration 37Q (1188.716490 sec): 3 clusters Score: Raw -176790.800489 + Penalty 2600.549243 = -174190.251246 nChanged 2 SP:Iteration 38Q (1188.762263 sec): 3 clusters Score: Raw -176791.241448 + Penalty 2600.549243 = -174190.692205 nChanged 5 SP:Iteration 39Q (1188.812417 sec): 3 clusters Score: Raw -176792.575469 + Penalty 2600.549243 = -174192.026226 nChanged 6 SP:Iteration 40F (1188.857480 sec): 3 clusters Score: Raw -176795.712439 + Penalty 2600.549243 = -174195.163196 nChanged 9 SP:Iteration 41Q (1188.912152 sec): 3 clusters Score: Raw -176798.925967 + Penalty 2600.549243 = -174198.376724 nChanged 10 SP:Iteration 42Q (1188.954064 sec): 3 clusters Score: Raw -176801.652197 + Penalty 2600.549243 = -174201.102954 nChanged 7 SP:Iteration 43Q (1189.009239 sec): 3 clusters Score: Raw -176804.236993 + Penalty 2600.549243 = -174203.687750 nChanged 9 SP:Iteration 44Q (1189.060489 sec): 3 clusters Score: Raw -176807.473568 + Penalty 2600.549243 = -174206.924325 nChanged 12 SP:Iteration 45Q (1189.107692 sec): 3 clusters Score: Raw -176811.441136 + Penalty 2600.549243 = -174210.891893 nChanged 10 SP:Iteration 46Q (1189.146449 sec): 3 clusters Score: Raw -176815.204740 + Penalty 2600.549243 = -174214.655497 nChanged 10 SP:Iteration 47Q (1189.203020 sec): 3 clusters Score: Raw -176819.622968 + Penalty 2600.549243 = -174219.073725 nChanged 11 SP:Iteration 48Q (1189.256881 sec): 3 clusters Score: Raw -176823.363136 + Penalty 2600.549243 = -174222.813893 nChanged 9 SP:Iteration 49Q (1189.306269 sec): 3 clusters Score: Raw -176825.419310 + Penalty 2600.549243 = -174224.870067 nChanged 4 SP:Iteration 50Q (1189.360397 sec): 3 clusters Score: Raw -176827.944709 + Penalty 2600.549243 = -174227.395466 nChanged 7 SP:Iteration 51Q (1189.411309 sec): 3 clusters Score: Raw -176829.750981 + Penalty 2600.549243 = -174229.201738 nChanged 8 SP:Iteration 52Q (1189.462548 sec): 3 clusters Score: Raw -176830.897017 + Penalty 2600.549243 = -174230.347774 nChanged 3 SP:Iteration 53Q (1189.513534 sec): 3 clusters Score: Raw -176831.438434 + Penalty 2600.549243 = -174230.889191 nChanged 3 SP:Iteration 54Q (1189.553559 sec): 3 clusters Score: Raw -176831.945295 + Penalty 2600.549243 = -174231.396052 nChanged 4 SP:Iteration 55Q (1189.605579 sec): 3 clusters Score: Raw -176832.929675 + Penalty 2600.549243 = -174232.380432 nChanged 4 SP:Iteration 56Q (1189.652895 sec): 3 clusters Score: Raw -176833.402166 + Penalty 2600.549243 = -174232.852923 nChanged 1 SP:Iteration 57Q (1189.704997 sec): 3 clusters Score: Raw -176833.533809 + Penalty 2600.549243 = -174232.984567 nChanged 1 SP:Iteration 58Q (1189.751527 sec): 3 clusters Score: Raw -176833.896668 + Penalty 2600.549243 = -174233.347425 nChanged 2 SP:Iteration 59Q (1189.813058 sec): 3 clusters Score: Raw -176834.409502 + Penalty 2600.549243 = -174233.860259 nChanged 2 SP:Iteration 60F (1189.858930 sec): 3 clusters Score: Raw -176834.836481 + Penalty 2600.549243 = -174234.287238 nChanged 1 SP:Iteration 61Q (1189.903145 sec): 3 clusters Score: Raw -176835.221519 + Penalty 2600.549243 = -174234.672276 nChanged 0 SP:Iteration 62F (1189.959008 sec): 3 clusters Score: Raw -176835.221519 + Penalty 2600.549243 = -174234.672276 nChanged 0 Trying to split cluster 4 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1189.974124 sec): 2 clusters Score: Raw -64328.021804 + Penalty 1149.956245 = -63178.065559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1190.025360 sec): 3 clusters Score: Raw -63913.976891 + Penalty 2299.912490 = -61614.064401 nChanged 352 SP:Iteration 1F (1190.076185 sec): 3 clusters Score: Raw -64192.274560 + Penalty 2299.912490 = -61892.362070 nChanged 86 SP:Iteration 2F (1190.132516 sec): 3 clusters Score: Raw -64269.126769 + Penalty 2299.912490 = -61969.214279 nChanged 42 SP:Iteration 3Q (1190.179178 sec): 3 clusters Score: Raw -64309.663346 + Penalty 2299.912490 = -62009.750856 nChanged 25 SP:Iteration 4Q (1190.229321 sec): 3 clusters Score: Raw -64332.755019 + Penalty 2299.912490 = -62032.842529 nChanged 19 SP:Iteration 5Q (1190.268329 sec): 3 clusters Score: Raw -64350.950349 + Penalty 2299.912490 = -62051.037859 nChanged 15 SP:Iteration 6Q (1190.323369 sec): 3 clusters Score: Raw -64369.616142 + Penalty 2299.912490 = -62069.703652 nChanged 18 SP:Iteration 7Q (1190.371442 sec): 3 clusters Score: Raw -64384.013748 + Penalty 2299.912490 = -62084.101258 nChanged 15 SP:Iteration 8Q (1190.418458 sec): 3 clusters Score: Raw -64398.324223 + Penalty 2299.912490 = -62098.411733 nChanged 16 SP:Iteration 9Q (1190.456534 sec): 3 clusters Score: Raw -64410.547706 + Penalty 2299.912490 = -62110.635216 nChanged 11 SP:Iteration 10Q (1190.506710 sec): 3 clusters Score: Raw -64421.045085 + Penalty 2299.912490 = -62121.132595 nChanged 9 SP:Iteration 11Q (1190.551387 sec): 3 clusters Score: Raw -64425.981707 + Penalty 2299.912490 = -62126.069217 nChanged 1 SP:Iteration 12Q (1190.603350 sec): 3 clusters Score: Raw -64427.070021 + Penalty 2299.912490 = -62127.157531 nChanged 2 SP:Iteration 13Q (1190.647063 sec): 3 clusters Score: Raw -64428.023686 + Penalty 2299.912490 = -62128.111196 nChanged 2 SP:Iteration 14Q (1190.695784 sec): 3 clusters Score: Raw -64428.841698 + Penalty 2299.912490 = -62128.929208 nChanged 1 SP:Iteration 15Q (1190.745985 sec): 3 clusters Score: Raw -64429.056021 + Penalty 2299.912490 = -62129.143531 nChanged 0 SP:Iteration 16F (1190.802297 sec): 3 clusters Score: Raw -64429.056021 + Penalty 2299.912490 = -62129.143531 nChanged 0 Trying to split cluster 5 (3830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1190.831414 sec): 2 clusters Score: Raw -231681.347552 + Penalty 1340.725763 = -230340.621788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1190.873709 sec): 3 clusters Score: Raw -229770.075333 + Penalty 2681.451527 = -227088.623807 nChanged 1524 SP:Iteration 1F (1190.930318 sec): 3 clusters Score: Raw -230593.900493 + Penalty 2681.451527 = -227912.448967 nChanged 267 SP:Iteration 2F (1190.976785 sec): 3 clusters Score: Raw -230732.845304 + Penalty 2681.451527 = -228051.393778 nChanged 181 SP:Iteration 3Q (1191.043099 sec): 3 clusters Score: Raw -230822.802460 + Penalty 2681.451527 = -228141.350933 nChanged 139 SP:Iteration 4Q (1191.087737 sec): 3 clusters Score: Raw -230895.411878 + Penalty 2681.451527 = -228213.960351 nChanged 131 SP:Iteration 5Q (1191.138880 sec): 3 clusters Score: Raw -230961.861959 + Penalty 2681.451527 = -228280.410433 nChanged 117 SP:Iteration 6Q (1191.203086 sec): 3 clusters Score: Raw -231024.779642 + Penalty 2681.451527 = -228343.328115 nChanged 107 SP:Iteration 7Q (1191.257709 sec): 3 clusters Score: Raw -231094.243550 + Penalty 2681.451527 = -228412.792023 nChanged 114 SP:Iteration 8Q (1191.305013 sec): 3 clusters Score: Raw -231164.341188 + Penalty 2681.451527 = -228482.889661 nChanged 94 SP:Iteration 9Q (1191.344698 sec): 3 clusters Score: Raw -231219.856736 + Penalty 2681.451527 = -228538.405209 nChanged 85 SP:Iteration 10Q (1191.406866 sec): 3 clusters Score: Raw -231276.055288 + Penalty 2681.451527 = -228594.603761 nChanged 83 SP:Iteration 11Q (1191.450481 sec): 3 clusters Score: Raw -231338.433674 + Penalty 2681.451527 = -228656.982147 nChanged 85 SP:Iteration 12Q (1191.512447 sec): 3 clusters Score: Raw -231405.730772 + Penalty 2681.451527 = -228724.279245 nChanged 82 SP:Iteration 13Q (1191.561128 sec): 3 clusters Score: Raw -231474.208080 + Penalty 2681.451527 = -228792.756553 nChanged 87 SP:Iteration 14Q (1191.617981 sec): 3 clusters Score: Raw -231535.363703 + Penalty 2681.451527 = -228853.912176 nChanged 79 SP:Iteration 15Q (1191.661426 sec): 3 clusters Score: Raw -231580.210589 + Penalty 2681.451527 = -228898.759063 nChanged 55 SP:Iteration 16Q (1191.720400 sec): 3 clusters Score: Raw -231617.685705 + Penalty 2681.451527 = -228936.234178 nChanged 49 SP:Iteration 17Q (1191.767207 sec): 3 clusters Score: Raw -231651.767587 + Penalty 2681.451527 = -228970.316060 nChanged 49 SP:Iteration 18Q (1191.820865 sec): 3 clusters Score: Raw -231680.624914 + Penalty 2681.451527 = -228999.173388 nChanged 34 SP:Iteration 19Q (1191.879968 sec): 3 clusters Score: Raw -231700.006640 + Penalty 2681.451527 = -229018.555113 nChanged 23 SP:Iteration 20F (1191.927596 sec): 3 clusters Score: Raw -231714.577979 + Penalty 2681.451527 = -229033.126452 nChanged 19 SP:Iteration 21Q (1191.986300 sec): 3 clusters Score: Raw -231723.958262 + Penalty 2681.451527 = -229042.506735 nChanged 18 SP:Iteration 22Q (1192.034101 sec): 3 clusters Score: Raw -231735.765135 + Penalty 2681.451527 = -229054.313608 nChanged 19 SP:Iteration 23Q (1192.088879 sec): 3 clusters Score: Raw -231746.916154 + Penalty 2681.451527 = -229065.464627 nChanged 14 SP:Iteration 24Q (1192.136095 sec): 3 clusters Score: Raw -231754.049816 + Penalty 2681.451527 = -229072.598289 nChanged 15 SP:Iteration 25Q (1192.184753 sec): 3 clusters Score: Raw -231760.805791 + Penalty 2681.451527 = -229079.354264 nChanged 14 SP:Iteration 26Q (1192.240876 sec): 3 clusters Score: Raw -231768.030477 + Penalty 2681.451527 = -229086.578951 nChanged 13 SP:Iteration 27Q (1192.295641 sec): 3 clusters Score: Raw -231777.919470 + Penalty 2681.451527 = -229096.467944 nChanged 13 SP:Iteration 28Q (1192.337511 sec): 3 clusters Score: Raw -231785.196129 + Penalty 2681.451527 = -229103.744602 nChanged 8 SP:Iteration 29Q (1192.387838 sec): 3 clusters Score: Raw -231788.154060 + Penalty 2681.451527 = -229106.702533 nChanged 9 SP:Iteration 30Q (1192.438338 sec): 3 clusters Score: Raw -231793.158840 + Penalty 2681.451527 = -229111.707313 nChanged 9 SP:Iteration 31Q (1192.483097 sec): 3 clusters Score: Raw -231798.526973 + Penalty 2681.451527 = -229117.075447 nChanged 10 SP:Iteration 32Q (1192.536278 sec): 3 clusters Score: Raw -231803.204606 + Penalty 2681.451527 = -229121.753080 nChanged 10 SP:Iteration 33Q (1192.593119 sec): 3 clusters Score: Raw -231809.717178 + Penalty 2681.451527 = -229128.265652 nChanged 7 SP:Iteration 34Q (1192.636128 sec): 3 clusters Score: Raw -231816.146045 + Penalty 2681.451527 = -229134.694518 nChanged 8 SP:Iteration 35Q (1192.690709 sec): 3 clusters Score: Raw -231820.034898 + Penalty 2681.451527 = -229138.583371 nChanged 6 SP:Iteration 36Q (1192.744317 sec): 3 clusters Score: Raw -231823.950617 + Penalty 2681.451527 = -229142.499090 nChanged 5 SP:Iteration 37Q (1192.783838 sec): 3 clusters Score: Raw -231828.642730 + Penalty 2681.451527 = -229147.191203 nChanged 8 SP:Iteration 38Q (1192.844815 sec): 3 clusters Score: Raw -231835.753551 + Penalty 2681.451527 = -229154.302024 nChanged 10 SP:Iteration 39Q (1192.897631 sec): 3 clusters Score: Raw -231841.388063 + Penalty 2681.451527 = -229159.936536 nChanged 8 SP:Iteration 40F (1192.947686 sec): 3 clusters Score: Raw -231845.770881 + Penalty 2681.451527 = -229164.319355 nChanged 6 SP:Iteration 41Q (1192.997326 sec): 3 clusters Score: Raw -231849.386159 + Penalty 2681.451527 = -229167.934632 nChanged 13 SP:Iteration 42Q (1193.049406 sec): 3 clusters Score: Raw -231858.565224 + Penalty 2681.451527 = -229177.113697 nChanged 8 SP:Iteration 43Q (1193.103204 sec): 3 clusters Score: Raw -231864.808636 + Penalty 2681.451527 = -229183.357109 nChanged 9 SP:Iteration 44Q (1193.158257 sec): 3 clusters Score: Raw -231870.479400 + Penalty 2681.451527 = -229189.027874 nChanged 5 SP:Iteration 45Q (1193.208715 sec): 3 clusters Score: Raw -231874.735613 + Penalty 2681.451527 = -229193.284086 nChanged 6 SP:Iteration 46Q (1193.258439 sec): 3 clusters Score: Raw -231877.956057 + Penalty 2681.451527 = -229196.504530 nChanged 6 SP:Iteration 47Q (1193.311756 sec): 3 clusters Score: Raw -231881.330051 + Penalty 2681.451527 = -229199.878524 nChanged 6 SP:Iteration 48Q (1193.362995 sec): 3 clusters Score: Raw -231885.274132 + Penalty 2681.451527 = -229203.822606 nChanged 6 SP:Iteration 49Q (1193.419363 sec): 3 clusters Score: Raw -231891.321021 + Penalty 2681.451527 = -229209.869494 nChanged 9 SP:Iteration 50Q (1193.462095 sec): 3 clusters Score: Raw -231901.166574 + Penalty 2681.451527 = -229219.715048 nChanged 13 SP:Iteration 51Q (1193.512464 sec): 3 clusters Score: Raw -231913.519848 + Penalty 2681.451527 = -229232.068321 nChanged 16 SP:Iteration 52Q (1193.562165 sec): 3 clusters Score: Raw -231925.186783 + Penalty 2681.451527 = -229243.735256 nChanged 12 SP:Iteration 53Q (1193.616920 sec): 3 clusters Score: Raw -231937.303110 + Penalty 2681.451527 = -229255.851584 nChanged 14 SP:Iteration 54Q (1193.666354 sec): 3 clusters Score: Raw -231947.767032 + Penalty 2681.451527 = -229266.315505 nChanged 13 SP:Iteration 55Q (1193.716215 sec): 3 clusters Score: Raw -231959.011026 + Penalty 2681.451527 = -229277.559500 nChanged 15 SP:Iteration 56Q (1193.772952 sec): 3 clusters Score: Raw -231969.581173 + Penalty 2681.451527 = -229288.129646 nChanged 9 SP:Iteration 57Q (1193.811394 sec): 3 clusters Score: Raw -231975.899418 + Penalty 2681.451527 = -229294.447891 nChanged 3 SP:Iteration 58Q (1193.870300 sec): 3 clusters Score: Raw -231978.188165 + Penalty 2681.451527 = -229296.736639 nChanged 0 SP:Iteration 59F (1193.919197 sec): 3 clusters Score: Raw -231978.188165 + Penalty 2681.451527 = -229296.736639 nChanged 0 Trying to split cluster 6 (2723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1193.949617 sec): 2 clusters Score: Raw -164927.685284 + Penalty 1285.292043 = -163642.393242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1193.995200 sec): 3 clusters Score: Raw -163656.128296 + Penalty 2570.584085 = -161085.544211 nChanged 1038 SP:Iteration 1F (1194.036861 sec): 3 clusters Score: Raw -164242.212059 + Penalty 2570.584085 = -161671.627974 nChanged 182 SP:Iteration 2F (1194.083865 sec): 3 clusters Score: Raw -164347.726859 + Penalty 2570.584085 = -161777.142774 nChanged 121 SP:Iteration 3Q (1194.139023 sec): 3 clusters Score: Raw -164415.650540 + Penalty 2570.584085 = -161845.066455 nChanged 98 SP:Iteration 4Q (1194.191163 sec): 3 clusters Score: Raw -164469.601783 + Penalty 2570.584085 = -161899.017698 nChanged 84 SP:Iteration 5Q (1194.239466 sec): 3 clusters Score: Raw -164520.606953 + Penalty 2570.584085 = -161950.022868 nChanged 66 SP:Iteration 6Q (1194.287670 sec): 3 clusters Score: Raw -164560.762522 + Penalty 2570.584085 = -161990.178437 nChanged 61 SP:Iteration 7Q (1194.335366 sec): 3 clusters Score: Raw -164593.207670 + Penalty 2570.584085 = -162022.623585 nChanged 61 SP:Iteration 8Q (1194.383655 sec): 3 clusters Score: Raw -164626.548284 + Penalty 2570.584085 = -162055.964198 nChanged 59 SP:Iteration 9Q (1194.421316 sec): 3 clusters Score: Raw -164655.508696 + Penalty 2570.584085 = -162084.924611 nChanged 54 SP:Iteration 10Q (1194.467493 sec): 3 clusters Score: Raw -164688.547305 + Penalty 2570.584085 = -162117.963220 nChanged 67 SP:Iteration 11Q (1194.515845 sec): 3 clusters Score: Raw -164736.761940 + Penalty 2570.584085 = -162166.177855 nChanged 58 SP:Iteration 12Q (1194.570964 sec): 3 clusters Score: Raw -164762.911804 + Penalty 2570.584085 = -162192.327718 nChanged 50 SP:Iteration 13Q (1194.619493 sec): 3 clusters Score: Raw -164789.612757 + Penalty 2570.584085 = -162219.028672 nChanged 40 SP:Iteration 14Q (1194.671502 sec): 3 clusters Score: Raw -164808.033165 + Penalty 2570.584085 = -162237.449080 nChanged 34 SP:Iteration 15Q (1194.719906 sec): 3 clusters Score: Raw -164824.840406 + Penalty 2570.584085 = -162254.256321 nChanged 32 SP:Iteration 16Q (1194.768408 sec): 3 clusters Score: Raw -164839.298868 + Penalty 2570.584085 = -162268.714783 nChanged 32 SP:Iteration 17Q (1194.816783 sec): 3 clusters Score: Raw -164853.014019 + Penalty 2570.584085 = -162282.429934 nChanged 26 SP:Iteration 18Q (1194.864801 sec): 3 clusters Score: Raw -164864.178650 + Penalty 2570.584085 = -162293.594565 nChanged 24 SP:Iteration 19Q (1194.913649 sec): 3 clusters Score: Raw -164875.655395 + Penalty 2570.584085 = -162305.071310 nChanged 26 SP:Iteration 20F (1194.962072 sec): 3 clusters Score: Raw -164887.971462 + Penalty 2570.584085 = -162317.387376 nChanged 22 SP:Iteration 21Q (1194.999604 sec): 3 clusters Score: Raw -164898.492942 + Penalty 2570.584085 = -162327.908857 nChanged 30 SP:Iteration 22Q (1195.048372 sec): 3 clusters Score: Raw -164913.657533 + Penalty 2570.584085 = -162343.073448 nChanged 21 SP:Iteration 23Q (1195.101279 sec): 3 clusters Score: Raw -164923.694603 + Penalty 2570.584085 = -162353.110518 nChanged 20 SP:Iteration 24Q (1195.149615 sec): 3 clusters Score: Raw -164932.320015 + Penalty 2570.584085 = -162361.735930 nChanged 17 SP:Iteration 25Q (1195.197167 sec): 3 clusters Score: Raw -164941.222220 + Penalty 2570.584085 = -162370.638135 nChanged 18 SP:Iteration 26Q (1195.241654 sec): 3 clusters Score: Raw -164949.480449 + Penalty 2570.584085 = -162378.896364 nChanged 22 SP:Iteration 27Q (1195.293095 sec): 3 clusters Score: Raw -164959.764075 + Penalty 2570.584085 = -162389.179990 nChanged 18 SP:Iteration 28Q (1195.344448 sec): 3 clusters Score: Raw -164969.391905 + Penalty 2570.584085 = -162398.807820 nChanged 19 SP:Iteration 29Q (1195.384923 sec): 3 clusters Score: Raw -164976.435924 + Penalty 2570.584085 = -162405.851839 nChanged 13 SP:Iteration 30Q (1195.440648 sec): 3 clusters Score: Raw -164981.984951 + Penalty 2570.584085 = -162411.400865 nChanged 13 SP:Iteration 31Q (1195.487252 sec): 3 clusters Score: Raw -164986.806133 + Penalty 2570.584085 = -162416.222048 nChanged 10 SP:Iteration 32Q (1195.535124 sec): 3 clusters Score: Raw -164990.609346 + Penalty 2570.584085 = -162420.025261 nChanged 8 SP:Iteration 33Q (1195.583000 sec): 3 clusters Score: Raw -164993.737827 + Penalty 2570.584085 = -162423.153742 nChanged 11 SP:Iteration 34Q (1195.631178 sec): 3 clusters Score: Raw -164998.171478 + Penalty 2570.584085 = -162427.587393 nChanged 8 SP:Iteration 35Q (1195.679422 sec): 3 clusters Score: Raw -165002.112584 + Penalty 2570.584085 = -162431.528499 nChanged 10 SP:Iteration 36Q (1195.716600 sec): 3 clusters Score: Raw -165006.436665 + Penalty 2570.584085 = -162435.852580 nChanged 8 SP:Iteration 37Q (1195.775358 sec): 3 clusters Score: Raw -165008.957449 + Penalty 2570.584085 = -162438.373364 nChanged 7 SP:Iteration 38Q (1195.822962 sec): 3 clusters Score: Raw -165011.534129 + Penalty 2570.584085 = -162440.950044 nChanged 6 SP:Iteration 39Q (1195.872321 sec): 3 clusters Score: Raw -165014.218699 + Penalty 2570.584085 = -162443.634614 nChanged 7 SP:Iteration 40F (1195.910307 sec): 3 clusters Score: Raw -165017.822544 + Penalty 2570.584085 = -162447.238459 nChanged 7 SP:Iteration 41Q (1195.969007 sec): 3 clusters Score: Raw -165020.651277 + Penalty 2570.584085 = -162450.067191 nChanged 4 SP:Iteration 42Q (1196.010185 sec): 3 clusters Score: Raw -165022.143305 + Penalty 2570.584085 = -162451.559220 nChanged 2 SP:Iteration 43Q (1196.069809 sec): 3 clusters Score: Raw -165023.071270 + Penalty 2570.584085 = -162452.487185 nChanged 4 SP:Iteration 44Q (1196.122353 sec): 3 clusters Score: Raw -165024.816371 + Penalty 2570.584085 = -162454.232286 nChanged 2 SP:Iteration 45Q (1196.167894 sec): 3 clusters Score: Raw -165025.223398 + Penalty 2570.584085 = -162454.639313 nChanged 0 SP:Iteration 46F (1196.225992 sec): 3 clusters Score: Raw -165025.223398 + Penalty 2570.584085 = -162454.639313 nChanged 0 Trying to split cluster 7 (13877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1196.268778 sec): 2 clusters Score: Raw -868633.488497 + Penalty 1549.923062 = -867083.565435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1196.335957 sec): 3 clusters Score: Raw -860467.411333 + Penalty 3099.846124 = -857367.565210 nChanged 6149 SP:Iteration 1F (1196.403524 sec): 3 clusters Score: Raw -863897.464938 + Penalty 3099.846124 = -860797.618814 nChanged 759 SP:Iteration 2F (1196.474942 sec): 3 clusters Score: Raw -864192.151773 + Penalty 3099.846124 = -861092.305649 nChanged 676 SP:Iteration 3Q (1196.534491 sec): 3 clusters Score: Raw -864469.123100 + Penalty 3099.846124 = -861369.276976 nChanged 610 SP:Iteration 4Q (1196.602166 sec): 3 clusters Score: Raw -864739.065552 + Penalty 3099.846124 = -861639.219429 nChanged 629 SP:Iteration 5Q (1196.667039 sec): 3 clusters Score: Raw -865016.507622 + Penalty 3099.846124 = -861916.661499 nChanged 664 SP:Iteration 6Q (1196.742702 sec): 3 clusters Score: Raw -865378.482485 + Penalty 3099.846124 = -862278.636361 nChanged 744 SP:Iteration 7F (1196.809452 sec): 3 clusters Score: Raw -865836.332701 + Penalty 3099.846124 = -862736.486578 nChanged 772 SP:Iteration 8F (1196.876520 sec): 3 clusters Score: Raw -866364.640528 + Penalty 3099.846124 = -863264.794405 nChanged 753 SP:Iteration 9F (1196.946160 sec): 3 clusters Score: Raw -866924.969302 + Penalty 3099.846124 = -863825.123178 nChanged 699 SP:Iteration 10F (1197.017574 sec): 3 clusters Score: Raw -867497.371029 + Penalty 3099.846124 = -864397.524905 nChanged 565 SP:Iteration 11Q (1197.091895 sec): 3 clusters Score: Raw -867995.260247 + Penalty 3099.846124 = -864895.414124 nChanged 411 SP:Iteration 12Q (1197.165505 sec): 3 clusters Score: Raw -868342.266859 + Penalty 3099.846124 = -865242.420735 nChanged 271 SP:Iteration 13Q (1197.234991 sec): 3 clusters Score: Raw -868542.282539 + Penalty 3099.846124 = -865442.436415 nChanged 159 SP:Iteration 14Q (1197.303191 sec): 3 clusters Score: Raw -868623.964604 + Penalty 3099.846124 = -865524.118481 nChanged 110 SP:Iteration 15Q (1197.359772 sec): 3 clusters Score: Raw -868674.247948 + Penalty 3099.846124 = -865574.401824 nChanged 80 SP:Iteration 16Q (1197.423496 sec): 3 clusters Score: Raw -868707.655748 + Penalty 3099.846124 = -865607.809624 nChanged 72 SP:Iteration 17Q (1197.491081 sec): 3 clusters Score: Raw -868741.689981 + Penalty 3099.846124 = -865641.843858 nChanged 59 SP:Iteration 18Q (1197.569124 sec): 3 clusters Score: Raw -868768.355607 + Penalty 3099.846124 = -865668.509484 nChanged 60 SP:Iteration 19Q (1197.635136 sec): 3 clusters Score: Raw -868795.123359 + Penalty 3099.846124 = -865695.277235 nChanged 55 SP:Iteration 20F (1197.705586 sec): 3 clusters Score: Raw -868819.715709 + Penalty 3099.846124 = -865719.869585 nChanged 49 SP:Iteration 21Q (1197.759761 sec): 3 clusters Score: Raw -868835.965382 + Penalty 3099.846124 = -865736.119258 nChanged 43 SP:Iteration 22Q (1197.830046 sec): 3 clusters Score: Raw -868851.280098 + Penalty 3099.846124 = -865751.433975 nChanged 45 SP:Iteration 23Q (1197.882469 sec): 3 clusters Score: Raw -868866.349492 + Penalty 3099.846124 = -865766.503368 nChanged 31 SP:Iteration 24Q (1197.948211 sec): 3 clusters Score: Raw -868875.839452 + Penalty 3099.846124 = -865775.993328 nChanged 22 SP:Iteration 25Q (1198.016302 sec): 3 clusters Score: Raw -868884.302621 + Penalty 3099.846124 = -865784.456498 nChanged 18 SP:Iteration 26Q (1198.073618 sec): 3 clusters Score: Raw -868890.333459 + Penalty 3099.846124 = -865790.487335 nChanged 21 SP:Iteration 27Q (1198.141089 sec): 3 clusters Score: Raw -868898.273349 + Penalty 3099.846124 = -865798.427226 nChanged 20 SP:Iteration 28Q (1198.215399 sec): 3 clusters Score: Raw -868905.056839 + Penalty 3099.846124 = -865805.210716 nChanged 21 SP:Iteration 29Q (1198.279219 sec): 3 clusters Score: Raw -868911.300267 + Penalty 3099.846124 = -865811.454143 nChanged 16 SP:Iteration 30Q (1198.344393 sec): 3 clusters Score: Raw -868915.343810 + Penalty 3099.846124 = -865815.497687 nChanged 13 SP:Iteration 31Q (1198.410114 sec): 3 clusters Score: Raw -868919.274768 + Penalty 3099.846124 = -865819.428644 nChanged 14 SP:Iteration 32Q (1198.475855 sec): 3 clusters Score: Raw -868923.442968 + Penalty 3099.846124 = -865823.596845 nChanged 17 SP:Iteration 33Q (1198.539416 sec): 3 clusters Score: Raw -868928.751596 + Penalty 3099.846124 = -865828.905472 nChanged 5 SP:Iteration 34Q (1198.595491 sec): 3 clusters Score: Raw -868930.034025 + Penalty 3099.846124 = -865830.187902 nChanged 2 SP:Iteration 35Q (1198.666032 sec): 3 clusters Score: Raw -868930.385352 + Penalty 3099.846124 = -865830.539229 nChanged 0 SP:Iteration 36F (1198.733772 sec): 3 clusters Score: Raw -868930.385352 + Penalty 3099.846124 = -865830.539229 nChanged 0 Trying to split cluster 8 (1002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1198.756670 sec): 2 clusters Score: Raw -57260.765258 + Penalty 1122.834908 = -56137.930350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1198.810097 sec): 3 clusters Score: Raw -56920.128084 + Penalty 2245.669817 = -54674.458267 nChanged 289 SP:Iteration 1F (1198.850220 sec): 3 clusters Score: Raw -57154.300402 + Penalty 2245.669817 = -54908.630586 nChanged 64 SP:Iteration 2F (1198.893639 sec): 3 clusters Score: Raw -57209.006728 + Penalty 2245.669817 = -54963.336912 nChanged 32 SP:Iteration 3Q (1198.943472 sec): 3 clusters Score: Raw -57236.747346 + Penalty 2245.669817 = -54991.077530 nChanged 22 SP:Iteration 4Q (1198.996529 sec): 3 clusters Score: Raw -57253.807389 + Penalty 2245.669817 = -55008.137572 nChanged 16 SP:Iteration 5Q (1199.046057 sec): 3 clusters Score: Raw -57272.142262 + Penalty 2245.669817 = -55026.472446 nChanged 19 SP:Iteration 6Q (1199.094485 sec): 3 clusters Score: Raw -57287.886719 + Penalty 2245.669817 = -55042.216903 nChanged 16 SP:Iteration 7Q (1199.142822 sec): 3 clusters Score: Raw -57303.188239 + Penalty 2245.669817 = -55057.518423 nChanged 16 SP:Iteration 8Q (1199.177009 sec): 3 clusters Score: Raw -57314.680812 + Penalty 2245.669817 = -55069.010996 nChanged 11 SP:Iteration 9Q (1199.231454 sec): 3 clusters Score: Raw -57323.911709 + Penalty 2245.669817 = -55078.241893 nChanged 9 SP:Iteration 10Q (1199.270248 sec): 3 clusters Score: Raw -57334.949328 + Penalty 2245.669817 = -55089.279512 nChanged 12 SP:Iteration 11Q (1199.323440 sec): 3 clusters Score: Raw -57346.137346 + Penalty 2245.669817 = -55100.467530 nChanged 7 SP:Iteration 12Q (1199.362462 sec): 3 clusters Score: Raw -57351.125588 + Penalty 2245.669817 = -55105.455772 nChanged 4 SP:Iteration 13Q (1199.408036 sec): 3 clusters Score: Raw -57352.864735 + Penalty 2245.669817 = -55107.194918 nChanged 3 SP:Iteration 14Q (1199.447095 sec): 3 clusters Score: Raw -57355.298563 + Penalty 2245.669817 = -55109.628746 nChanged 2 SP:Iteration 15Q (1199.507218 sec): 3 clusters Score: Raw -57356.672455 + Penalty 2245.669817 = -55111.002639 nChanged 1 SP:Iteration 16Q (1199.553283 sec): 3 clusters Score: Raw -57357.475011 + Penalty 2245.669817 = -55111.805195 nChanged 1 SP:Iteration 17Q (1199.600942 sec): 3 clusters Score: Raw -57358.222460 + Penalty 2245.669817 = -55112.552643 nChanged 3 SP:Iteration 18Q (1199.652340 sec): 3 clusters Score: Raw -57360.907720 + Penalty 2245.669817 = -55115.237903 nChanged 2 SP:Iteration 19Q (1199.694693 sec): 3 clusters Score: Raw -57362.247729 + Penalty 2245.669817 = -55116.577912 nChanged 1 SP:Iteration 20F (1199.735243 sec): 3 clusters Score: Raw -57362.786580 + Penalty 2245.669817 = -55117.116764 nChanged 0 Trying to split cluster 9 (7431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1199.775276 sec): 2 clusters Score: Raw -428867.187430 + Penalty 1448.430054 = -427418.757375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1199.834779 sec): 3 clusters Score: Raw -424854.932751 + Penalty 2896.860108 = -421958.072643 nChanged 3089 SP:Iteration 1F (1199.895234 sec): 3 clusters Score: Raw -426573.004870 + Penalty 2896.860108 = -423676.144762 nChanged 509 SP:Iteration 2F (1199.955131 sec): 3 clusters Score: Raw -426824.573608 + Penalty 2896.860108 = -423927.713499 nChanged 418 SP:Iteration 3F (1200.014288 sec): 3 clusters Score: Raw -427041.210135 + Penalty 2896.860108 = -424144.350027 nChanged 377 SP:Iteration 4F (1200.074561 sec): 3 clusters Score: Raw -427255.005103 + Penalty 2896.860108 = -424358.144995 nChanged 349 SP:Iteration 5Q (1200.129918 sec): 3 clusters Score: Raw -427475.187884 + Penalty 2896.860108 = -424578.327775 nChanged 373 SP:Iteration 6F (1200.185485 sec): 3 clusters Score: Raw -427741.163160 + Penalty 2896.860108 = -424844.303052 nChanged 394 SP:Iteration 7F (1200.247202 sec): 3 clusters Score: Raw -428026.545854 + Penalty 2896.860108 = -425129.685745 nChanged 382 SP:Iteration 8F (1200.292133 sec): 3 clusters Score: Raw -428298.614701 + Penalty 2896.860108 = -425401.754593 nChanged 320 SP:Iteration 9Q (1200.356211 sec): 3 clusters Score: Raw -428521.746653 + Penalty 2896.860108 = -425624.886545 nChanged 251 SP:Iteration 10Q (1200.416158 sec): 3 clusters Score: Raw -428687.795147 + Penalty 2896.860108 = -425790.935038 nChanged 195 SP:Iteration 11Q (1200.471481 sec): 3 clusters Score: Raw -428804.598566 + Penalty 2896.860108 = -425907.738457 nChanged 149 SP:Iteration 12Q (1200.529616 sec): 3 clusters Score: Raw -428902.563083 + Penalty 2896.860108 = -426005.702975 nChanged 130 SP:Iteration 13Q (1200.594641 sec): 3 clusters Score: Raw -428983.282661 + Penalty 2896.860108 = -426086.422552 nChanged 95 SP:Iteration 14Q (1200.653211 sec): 3 clusters Score: Raw -429039.889422 + Penalty 2896.860108 = -426143.029314 nChanged 66 SP:Iteration 15Q (1200.708868 sec): 3 clusters Score: Raw -429080.963659 + Penalty 2896.860108 = -426184.103550 nChanged 54 SP:Iteration 16Q (1200.766150 sec): 3 clusters Score: Raw -429105.490150 + Penalty 2896.860108 = -426208.630042 nChanged 46 SP:Iteration 17Q (1200.815320 sec): 3 clusters Score: Raw -429129.962232 + Penalty 2896.860108 = -426233.102124 nChanged 30 SP:Iteration 18Q (1200.880514 sec): 3 clusters Score: Raw -429148.078273 + Penalty 2896.860108 = -426251.218165 nChanged 33 SP:Iteration 19Q (1200.937382 sec): 3 clusters Score: Raw -429161.302289 + Penalty 2896.860108 = -426264.442181 nChanged 23 SP:Iteration 20F (1200.999108 sec): 3 clusters Score: Raw -429169.507028 + Penalty 2896.860108 = -426272.646919 nChanged 12 SP:Iteration 21Q (1201.054655 sec): 3 clusters Score: Raw -429176.081441 + Penalty 2896.860108 = -426279.221333 nChanged 11 SP:Iteration 22Q (1201.107696 sec): 3 clusters Score: Raw -429179.476962 + Penalty 2896.860108 = -426282.616853 nChanged 8 SP:Iteration 23Q (1201.170804 sec): 3 clusters Score: Raw -429181.614647 + Penalty 2896.860108 = -426284.754538 nChanged 6 SP:Iteration 24Q (1201.227975 sec): 3 clusters Score: Raw -429183.587742 + Penalty 2896.860108 = -426286.727633 nChanged 5 SP:Iteration 25Q (1201.280543 sec): 3 clusters Score: Raw -429185.123664 + Penalty 2896.860108 = -426288.263556 nChanged 7 SP:Iteration 26Q (1201.337332 sec): 3 clusters Score: Raw -429187.226760 + Penalty 2896.860108 = -426290.366651 nChanged 3 SP:Iteration 27Q (1201.395662 sec): 3 clusters Score: Raw -429188.504901 + Penalty 2896.860108 = -426291.644793 nChanged 4 SP:Iteration 28Q (1201.463512 sec): 3 clusters Score: Raw -429189.536671 + Penalty 2896.860108 = -426292.676563 nChanged 3 SP:Iteration 29Q (1201.526475 sec): 3 clusters Score: Raw -429190.043781 + Penalty 2896.860108 = -426293.183672 nChanged 2 SP:Iteration 30Q (1201.587090 sec): 3 clusters Score: Raw -429190.504974 + Penalty 2896.860108 = -426293.644866 nChanged 2 SP:Iteration 31Q (1201.648841 sec): 3 clusters Score: Raw -429191.495096 + Penalty 2896.860108 = -426294.634987 nChanged 2 SP:Iteration 32Q (1201.709982 sec): 3 clusters Score: Raw -429192.441794 + Penalty 2896.860108 = -426295.581686 nChanged 4 SP:Iteration 33Q (1201.758939 sec): 3 clusters Score: Raw -429193.326292 + Penalty 2896.860108 = -426296.466183 nChanged 4 SP:Iteration 34Q (1201.831367 sec): 3 clusters Score: Raw -429194.936466 + Penalty 2896.860108 = -426298.076357 nChanged 5 SP:Iteration 35Q (1201.882508 sec): 3 clusters Score: Raw -429196.704339 + Penalty 2896.860108 = -426299.844231 nChanged 3 SP:Iteration 36Q (1201.954032 sec): 3 clusters Score: Raw -429197.611676 + Penalty 2896.860108 = -426300.751568 nChanged 4 SP:Iteration 37Q (1202.010888 sec): 3 clusters Score: Raw -429198.444097 + Penalty 2896.860108 = -426301.583989 nChanged 3 SP:Iteration 38Q (1202.059291 sec): 3 clusters Score: Raw -429199.021439 + Penalty 2896.860108 = -426302.161331 nChanged 0 SP:Iteration 39F (1202.119197 sec): 3 clusters Score: Raw -429199.021439 + Penalty 2896.860108 = -426302.161331 nChanged 0 Trying to split cluster 10 (2733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1202.146638 sec): 2 clusters Score: Raw -167207.957936 + Penalty 1285.887718 = -165922.070218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1202.208598 sec): 3 clusters Score: Raw -165920.497077 + Penalty 2571.775435 = -163348.721642 nChanged 1031 SP:Iteration 1F (1202.254831 sec): 3 clusters Score: Raw -166544.605681 + Penalty 2571.775435 = -163972.830245 nChanged 178 SP:Iteration 2F (1202.307095 sec): 3 clusters Score: Raw -166652.858843 + Penalty 2571.775435 = -164081.083408 nChanged 119 SP:Iteration 3Q (1202.355757 sec): 3 clusters Score: Raw -166715.897927 + Penalty 2571.775435 = -164144.122492 nChanged 70 SP:Iteration 4Q (1202.402888 sec): 3 clusters Score: Raw -166757.140906 + Penalty 2571.775435 = -164185.365470 nChanged 61 SP:Iteration 5Q (1202.458105 sec): 3 clusters Score: Raw -166795.982640 + Penalty 2571.775435 = -164224.207204 nChanged 70 SP:Iteration 6Q (1202.516287 sec): 3 clusters Score: Raw -166838.423050 + Penalty 2571.775435 = -164266.647615 nChanged 58 SP:Iteration 7Q (1202.564123 sec): 3 clusters Score: Raw -166869.169480 + Penalty 2571.775435 = -164297.394044 nChanged 50 SP:Iteration 8Q (1202.616611 sec): 3 clusters Score: Raw -166892.043259 + Penalty 2571.775435 = -164320.267823 nChanged 50 SP:Iteration 9Q (1202.654437 sec): 3 clusters Score: Raw -166920.514322 + Penalty 2571.775435 = -164348.738886 nChanged 54 SP:Iteration 10Q (1202.719187 sec): 3 clusters Score: Raw -166945.901313 + Penalty 2571.775435 = -164374.125878 nChanged 42 SP:Iteration 11Q (1202.756935 sec): 3 clusters Score: Raw -166962.261647 + Penalty 2571.775435 = -164390.486212 nChanged 30 SP:Iteration 12Q (1202.812285 sec): 3 clusters Score: Raw -166978.099426 + Penalty 2571.775435 = -164406.323990 nChanged 31 SP:Iteration 13Q (1202.867205 sec): 3 clusters Score: Raw -166994.749693 + Penalty 2571.775435 = -164422.974258 nChanged 29 SP:Iteration 14Q (1202.920198 sec): 3 clusters Score: Raw -167007.184866 + Penalty 2571.775435 = -164435.409430 nChanged 27 SP:Iteration 15Q (1202.959860 sec): 3 clusters Score: Raw -167017.868851 + Penalty 2571.775435 = -164446.093416 nChanged 30 SP:Iteration 16Q (1203.014310 sec): 3 clusters Score: Raw -167030.485078 + Penalty 2571.775435 = -164458.709643 nChanged 21 SP:Iteration 17Q (1203.062894 sec): 3 clusters Score: Raw -167037.714811 + Penalty 2571.775435 = -164465.939375 nChanged 18 SP:Iteration 18Q (1203.104612 sec): 3 clusters Score: Raw -167044.825527 + Penalty 2571.775435 = -164473.050091 nChanged 21 SP:Iteration 19Q (1203.154673 sec): 3 clusters Score: Raw -167054.153607 + Penalty 2571.775435 = -164482.378171 nChanged 19 SP:Iteration 20F (1203.199321 sec): 3 clusters Score: Raw -167061.901295 + Penalty 2571.775435 = -164490.125860 nChanged 22 SP:Iteration 21Q (1203.250818 sec): 3 clusters Score: Raw -167070.742679 + Penalty 2571.775435 = -164498.967244 nChanged 19 SP:Iteration 22Q (1203.295746 sec): 3 clusters Score: Raw -167079.272169 + Penalty 2571.775435 = -164507.496733 nChanged 17 SP:Iteration 23Q (1203.346661 sec): 3 clusters Score: Raw -167087.711342 + Penalty 2571.775435 = -164515.935906 nChanged 25 SP:Iteration 24Q (1203.401928 sec): 3 clusters Score: Raw -167098.813894 + Penalty 2571.775435 = -164527.038459 nChanged 19 SP:Iteration 25Q (1203.449760 sec): 3 clusters Score: Raw -167106.339742 + Penalty 2571.775435 = -164534.564307 nChanged 19 SP:Iteration 26Q (1203.489339 sec): 3 clusters Score: Raw -167112.953374 + Penalty 2571.775435 = -164541.177939 nChanged 11 SP:Iteration 27Q (1203.550231 sec): 3 clusters Score: Raw -167115.643596 + Penalty 2571.775435 = -164543.868161 nChanged 7 SP:Iteration 28Q (1203.588719 sec): 3 clusters Score: Raw -167118.202019 + Penalty 2571.775435 = -164546.426584 nChanged 9 SP:Iteration 29Q (1203.647964 sec): 3 clusters Score: Raw -167121.410498 + Penalty 2571.775435 = -164549.635063 nChanged 11 SP:Iteration 30Q (1203.696531 sec): 3 clusters Score: Raw -167124.031969 + Penalty 2571.775435 = -164552.256533 nChanged 4 SP:Iteration 31Q (1203.744902 sec): 3 clusters Score: Raw -167126.315271 + Penalty 2571.775435 = -164554.539836 nChanged 5 SP:Iteration 32Q (1203.793358 sec): 3 clusters Score: Raw -167128.004247 + Penalty 2571.775435 = -164556.228812 nChanged 5 SP:Iteration 33Q (1203.843932 sec): 3 clusters Score: Raw -167129.928751 + Penalty 2571.775435 = -164558.153315 nChanged 6 SP:Iteration 34Q (1203.886253 sec): 3 clusters Score: Raw -167131.396726 + Penalty 2571.775435 = -164559.621291 nChanged 7 SP:Iteration 35Q (1203.935274 sec): 3 clusters Score: Raw -167134.248793 + Penalty 2571.775435 = -164562.473358 nChanged 6 SP:Iteration 36Q (1203.996126 sec): 3 clusters Score: Raw -167135.509265 + Penalty 2571.775435 = -164563.733830 nChanged 3 SP:Iteration 37Q (1204.050089 sec): 3 clusters Score: Raw -167136.045131 + Penalty 2571.775435 = -164564.269696 nChanged 5 SP:Iteration 38Q (1204.099345 sec): 3 clusters Score: Raw -167137.494371 + Penalty 2571.775435 = -164565.718936 nChanged 3 SP:Iteration 39Q (1204.154172 sec): 3 clusters Score: Raw -167138.007985 + Penalty 2571.775435 = -164566.232549 nChanged 2 SP:Iteration 40F (1204.204257 sec): 3 clusters Score: Raw -167139.244662 + Penalty 2571.775435 = -164567.469227 nChanged 3 SP:Iteration 41Q (1204.256420 sec): 3 clusters Score: Raw -167139.961173 + Penalty 2571.775435 = -164568.185738 nChanged 4 SP:Iteration 42Q (1204.314298 sec): 3 clusters Score: Raw -167142.592454 + Penalty 2571.775435 = -164570.817018 nChanged 5 SP:Iteration 43Q (1204.354442 sec): 3 clusters Score: Raw -167144.028725 + Penalty 2571.775435 = -164572.253289 nChanged 2 SP:Iteration 44Q (1204.406732 sec): 3 clusters Score: Raw -167144.883506 + Penalty 2571.775435 = -164573.108070 nChanged 4 SP:Iteration 45Q (1204.453462 sec): 3 clusters Score: Raw -167146.240415 + Penalty 2571.775435 = -164574.464980 nChanged 8 SP:Iteration 46Q (1204.506885 sec): 3 clusters Score: Raw -167149.710159 + Penalty 2571.775435 = -164577.934724 nChanged 13 SP:Iteration 47Q (1204.564196 sec): 3 clusters Score: Raw -167155.765657 + Penalty 2571.775435 = -164583.990222 nChanged 11 SP:Iteration 48Q (1204.614172 sec): 3 clusters Score: Raw -167159.852078 + Penalty 2571.775435 = -164588.076643 nChanged 17 SP:Iteration 49Q (1204.662609 sec): 3 clusters Score: Raw -167167.150764 + Penalty 2571.775435 = -164595.375329 nChanged 12 SP:Iteration 50Q (1204.718274 sec): 3 clusters Score: Raw -167171.375828 + Penalty 2571.775435 = -164599.600392 nChanged 13 SP:Iteration 51Q (1204.759545 sec): 3 clusters Score: Raw -167177.649579 + Penalty 2571.775435 = -164605.874143 nChanged 19 SP:Iteration 52Q (1204.818272 sec): 3 clusters Score: Raw -167185.292489 + Penalty 2571.775435 = -164613.517054 nChanged 14 SP:Iteration 53Q (1204.863229 sec): 3 clusters Score: Raw -167192.509847 + Penalty 2571.775435 = -164620.734412 nChanged 18 SP:Iteration 54Q (1204.924743 sec): 3 clusters Score: Raw -167201.165303 + Penalty 2571.775435 = -164629.389867 nChanged 13 SP:Iteration 55Q (1204.968816 sec): 3 clusters Score: Raw -167205.720603 + Penalty 2571.775435 = -164633.945168 nChanged 7 SP:Iteration 56Q (1205.019220 sec): 3 clusters Score: Raw -167207.868602 + Penalty 2571.775435 = -164636.093167 nChanged 9 SP:Iteration 57Q (1205.071434 sec): 3 clusters Score: Raw -167211.248856 + Penalty 2571.775435 = -164639.473420 nChanged 9 SP:Iteration 58Q (1205.119840 sec): 3 clusters Score: Raw -167214.972374 + Penalty 2571.775435 = -164643.196938 nChanged 11 SP:Iteration 59Q (1205.171246 sec): 3 clusters Score: Raw -167219.638467 + Penalty 2571.775435 = -164647.863032 nChanged 14 SP:Iteration 60F (1205.225890 sec): 3 clusters Score: Raw -167226.381286 + Penalty 2571.775435 = -164654.605850 nChanged 15 SP:Iteration 61Q (1205.266425 sec): 3 clusters Score: Raw -167232.867005 + Penalty 2571.775435 = -164661.091570 nChanged 14 SP:Iteration 62Q (1205.331995 sec): 3 clusters Score: Raw -167239.423307 + Penalty 2571.775435 = -164667.647872 nChanged 9 SP:Iteration 63Q (1205.374837 sec): 3 clusters Score: Raw -167244.179262 + Penalty 2571.775435 = -164672.403827 nChanged 8 SP:Iteration 64Q (1205.430964 sec): 3 clusters Score: Raw -167248.408101 + Penalty 2571.775435 = -164676.632666 nChanged 12 SP:Iteration 65Q (1205.473700 sec): 3 clusters Score: Raw -167255.056631 + Penalty 2571.775435 = -164683.281195 nChanged 16 SP:Iteration 66Q (1205.534940 sec): 3 clusters Score: Raw -167263.965483 + Penalty 2571.775435 = -164692.190048 nChanged 14 SP:Iteration 67Q (1205.574498 sec): 3 clusters Score: Raw -167271.015960 + Penalty 2571.775435 = -164699.240524 nChanged 11 SP:Iteration 68Q (1205.640360 sec): 3 clusters Score: Raw -167275.967913 + Penalty 2571.775435 = -164704.192478 nChanged 8 SP:Iteration 69Q (1205.681051 sec): 3 clusters Score: Raw -167278.833359 + Penalty 2571.775435 = -164707.057924 nChanged 6 SP:Iteration 70Q (1205.742600 sec): 3 clusters Score: Raw -167280.703041 + Penalty 2571.775435 = -164708.927606 nChanged 3 SP:Iteration 71Q (1205.782519 sec): 3 clusters Score: Raw -167281.962069 + Penalty 2571.775435 = -164710.186634 nChanged 3 SP:Iteration 72Q (1205.839544 sec): 3 clusters Score: Raw -167283.023256 + Penalty 2571.775435 = -164711.247821 nChanged 2 SP:Iteration 73Q (1205.884394 sec): 3 clusters Score: Raw -167284.159431 + Penalty 2571.775435 = -164712.383996 nChanged 0 SP:Iteration 74F (1205.943281 sec): 3 clusters Score: Raw -167284.159431 + Penalty 2571.775435 = -164712.383996 nChanged 0 Trying to split cluster 11 (3217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1205.967528 sec): 2 clusters Score: Raw -207021.852528 + Penalty 1312.383236 = -205709.469293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1206.017907 sec): 3 clusters Score: Raw -205487.372904 + Penalty 2624.766471 = -202862.606433 nChanged 1184 SP:Iteration 1F (1206.066656 sec): 3 clusters Score: Raw -206139.619240 + Penalty 2624.766471 = -203514.852768 nChanged 263 SP:Iteration 2F (1206.118003 sec): 3 clusters Score: Raw -206302.706626 + Penalty 2624.766471 = -203677.940155 nChanged 164 SP:Iteration 3F (1206.170725 sec): 3 clusters Score: Raw -206400.463435 + Penalty 2624.766471 = -203775.696964 nChanged 110 SP:Iteration 4Q (1206.217739 sec): 3 clusters Score: Raw -206452.764092 + Penalty 2624.766471 = -203827.997621 nChanged 91 SP:Iteration 5Q (1206.258774 sec): 3 clusters Score: Raw -206493.223704 + Penalty 2624.766471 = -203868.457232 nChanged 55 SP:Iteration 6Q (1206.323332 sec): 3 clusters Score: Raw -206513.597661 + Penalty 2624.766471 = -203888.831190 nChanged 46 SP:Iteration 7Q (1206.373062 sec): 3 clusters Score: Raw -206534.091958 + Penalty 2624.766471 = -203909.325486 nChanged 38 SP:Iteration 8Q (1206.429472 sec): 3 clusters Score: Raw -206548.458961 + Penalty 2624.766471 = -203923.692489 nChanged 40 SP:Iteration 9Q (1206.480528 sec): 3 clusters Score: Raw -206562.170354 + Penalty 2624.766471 = -203937.403882 nChanged 31 SP:Iteration 10Q (1206.537147 sec): 3 clusters Score: Raw -206572.699372 + Penalty 2624.766471 = -203947.932901 nChanged 22 SP:Iteration 11Q (1206.578395 sec): 3 clusters Score: Raw -206580.166854 + Penalty 2624.766471 = -203955.400382 nChanged 17 SP:Iteration 12Q (1206.633788 sec): 3 clusters Score: Raw -206588.291377 + Penalty 2624.766471 = -203963.524906 nChanged 22 SP:Iteration 13Q (1206.693082 sec): 3 clusters Score: Raw -206596.240879 + Penalty 2624.766471 = -203971.474408 nChanged 18 SP:Iteration 14Q (1206.745227 sec): 3 clusters Score: Raw -206602.982574 + Penalty 2624.766471 = -203978.216103 nChanged 17 SP:Iteration 15Q (1206.789994 sec): 3 clusters Score: Raw -206607.931839 + Penalty 2624.766471 = -203983.165368 nChanged 9 SP:Iteration 16Q (1206.839153 sec): 3 clusters Score: Raw -206611.698993 + Penalty 2624.766471 = -203986.932522 nChanged 15 SP:Iteration 17Q (1206.879956 sec): 3 clusters Score: Raw -206617.481547 + Penalty 2624.766471 = -203992.715075 nChanged 12 SP:Iteration 18Q (1206.926684 sec): 3 clusters Score: Raw -206621.108277 + Penalty 2624.766471 = -203996.341806 nChanged 8 SP:Iteration 19Q (1206.981193 sec): 3 clusters Score: Raw -206622.968116 + Penalty 2624.766471 = -203998.201645 nChanged 6 SP:Iteration 20F (1207.030833 sec): 3 clusters Score: Raw -206623.820556 + Penalty 2624.766471 = -203999.054084 nChanged 5 SP:Iteration 21Q (1207.080530 sec): 3 clusters Score: Raw -206624.301630 + Penalty 2624.766471 = -203999.535158 nChanged 2 SP:Iteration 22Q (1207.135347 sec): 3 clusters Score: Raw -206624.823340 + Penalty 2624.766471 = -204000.056869 nChanged 3 SP:Iteration 23Q (1207.178116 sec): 3 clusters Score: Raw -206625.789905 + Penalty 2624.766471 = -204001.023434 nChanged 5 SP:Iteration 24Q (1207.231958 sec): 3 clusters Score: Raw -206627.708945 + Penalty 2624.766471 = -204002.942474 nChanged 8 SP:Iteration 25Q (1207.298315 sec): 3 clusters Score: Raw -206631.087572 + Penalty 2624.766471 = -204006.321101 nChanged 10 SP:Iteration 26Q (1207.347128 sec): 3 clusters Score: Raw -206633.855369 + Penalty 2624.766471 = -204009.088897 nChanged 6 SP:Iteration 27Q (1207.399536 sec): 3 clusters Score: Raw -206636.013692 + Penalty 2624.766471 = -204011.247221 nChanged 8 SP:Iteration 28Q (1207.453021 sec): 3 clusters Score: Raw -206638.843563 + Penalty 2624.766471 = -204014.077092 nChanged 8 SP:Iteration 29Q (1207.500878 sec): 3 clusters Score: Raw -206641.142126 + Penalty 2624.766471 = -204016.375655 nChanged 7 SP:Iteration 30Q (1207.543244 sec): 3 clusters Score: Raw -206643.944263 + Penalty 2624.766471 = -204019.177792 nChanged 6 SP:Iteration 31Q (1207.607864 sec): 3 clusters Score: Raw -206644.872636 + Penalty 2624.766471 = -204020.106165 nChanged 5 SP:Iteration 32Q (1207.662469 sec): 3 clusters Score: Raw -206646.315258 + Penalty 2624.766471 = -204021.548786 nChanged 5 SP:Iteration 33Q (1207.715884 sec): 3 clusters Score: Raw -206647.731982 + Penalty 2624.766471 = -204022.965511 nChanged 5 SP:Iteration 34Q (1207.759880 sec): 3 clusters Score: Raw -206648.828663 + Penalty 2624.766471 = -204024.062192 nChanged 3 SP:Iteration 35Q (1207.813357 sec): 3 clusters Score: Raw -206649.186773 + Penalty 2624.766471 = -204024.420302 nChanged 3 SP:Iteration 36Q (1207.867927 sec): 3 clusters Score: Raw -206650.188621 + Penalty 2624.766471 = -204025.422149 nChanged 6 SP:Iteration 37Q (1207.920784 sec): 3 clusters Score: Raw -206651.485750 + Penalty 2624.766471 = -204026.719279 nChanged 1 SP:Iteration 38Q (1207.974850 sec): 3 clusters Score: Raw -206651.739080 + Penalty 2624.766471 = -204026.972609 nChanged 1 SP:Iteration 39Q (1208.029221 sec): 3 clusters Score: Raw -206651.904794 + Penalty 2624.766471 = -204027.138322 nChanged 0 SP:Iteration 40F (1208.078756 sec): 3 clusters Score: Raw -206651.904794 + Penalty 2624.766471 = -204027.138322 nChanged 0 Trying to split cluster 12 (4686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.111664 sec): 2 clusters Score: Raw -232051.602000 + Penalty 1373.504376 = -230678.097624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.162842 sec): 3 clusters Score: Raw -229628.832111 + Penalty 2747.008751 = -226881.823360 nChanged 1901 SP:Iteration 1F (1208.218923 sec): 3 clusters Score: Raw -230915.786543 + Penalty 2747.008751 = -228168.777791 nChanged 429 SP:Iteration 2F (1208.261848 sec): 3 clusters Score: Raw -231251.638484 + Penalty 2747.008751 = -228504.629733 nChanged 321 SP:Iteration 3F (1208.324035 sec): 3 clusters Score: Raw -231496.902651 + Penalty 2747.008751 = -228749.893900 nChanged 249 SP:Iteration 4F (1208.366866 sec): 3 clusters Score: Raw -231708.475039 + Penalty 2747.008751 = -228961.466288 nChanged 245 SP:Iteration 5F (1208.419421 sec): 3 clusters Score: Raw -231928.733341 + Penalty 2747.008751 = -229181.724589 nChanged 251 SP:Iteration 6F (1208.480162 sec): 3 clusters Score: Raw -232177.466607 + Penalty 2747.008751 = -229430.457856 nChanged 236 SP:Iteration 7F (1208.534516 sec): 3 clusters Score: Raw -232394.540288 + Penalty 2747.008751 = -229647.531537 nChanged 208 SP:Iteration 8Q (1208.581149 sec): 3 clusters Score: Raw -232566.845280 + Penalty 2747.008751 = -229819.836529 nChanged 179 SP:Iteration 9Q (1208.640333 sec): 3 clusters Score: Raw -232709.870854 + Penalty 2747.008751 = -229962.862103 nChanged 146 SP:Iteration 10Q (1208.693587 sec): 3 clusters Score: Raw -232812.501728 + Penalty 2747.008751 = -230065.492976 nChanged 126 SP:Iteration 11Q (1208.749086 sec): 3 clusters Score: Raw -232897.670465 + Penalty 2747.008751 = -230150.661713 nChanged 110 SP:Iteration 12Q (1208.799785 sec): 3 clusters Score: Raw -232976.185448 + Penalty 2747.008751 = -230229.176697 nChanged 116 SP:Iteration 13Q (1208.859661 sec): 3 clusters Score: Raw -233081.366721 + Penalty 2747.008751 = -230334.357970 nChanged 125 SP:Iteration 14Q (1208.911053 sec): 3 clusters Score: Raw -233201.720234 + Penalty 2747.008751 = -230454.711483 nChanged 105 SP:Iteration 15Q (1208.969037 sec): 3 clusters Score: Raw -233293.506970 + Penalty 2747.008751 = -230546.498219 nChanged 85 SP:Iteration 16Q (1209.023407 sec): 3 clusters Score: Raw -233362.991499 + Penalty 2747.008751 = -230615.982748 nChanged 63 SP:Iteration 17Q (1209.076436 sec): 3 clusters Score: Raw -233411.932062 + Penalty 2747.008751 = -230664.923311 nChanged 55 SP:Iteration 18Q (1209.127755 sec): 3 clusters Score: Raw -233460.011147 + Penalty 2747.008751 = -230713.002396 nChanged 48 SP:Iteration 19Q (1209.180489 sec): 3 clusters Score: Raw -233507.614897 + Penalty 2747.008751 = -230760.606146 nChanged 41 SP:Iteration 20F (1209.231012 sec): 3 clusters Score: Raw -233561.459725 + Penalty 2747.008751 = -230814.450973 nChanged 39 SP:Iteration 21Q (1209.291154 sec): 3 clusters Score: Raw -233614.433699 + Penalty 2747.008751 = -230867.424948 nChanged 29 SP:Iteration 22Q (1209.351791 sec): 3 clusters Score: Raw -233654.352742 + Penalty 2747.008751 = -230907.343991 nChanged 27 SP:Iteration 23Q (1209.402982 sec): 3 clusters Score: Raw -233693.601730 + Penalty 2747.008751 = -230946.592979 nChanged 24 SP:Iteration 24Q (1209.451818 sec): 3 clusters Score: Raw -233727.420059 + Penalty 2747.008751 = -230980.411308 nChanged 21 SP:Iteration 25Q (1209.511137 sec): 3 clusters Score: Raw -233753.857208 + Penalty 2747.008751 = -231006.848457 nChanged 14 SP:Iteration 26Q (1209.560306 sec): 3 clusters Score: Raw -233770.702432 + Penalty 2747.008751 = -231023.693680 nChanged 14 SP:Iteration 27Q (1209.621738 sec): 3 clusters Score: Raw -233790.640403 + Penalty 2747.008751 = -231043.631652 nChanged 15 SP:Iteration 28Q (1209.660083 sec): 3 clusters Score: Raw -233814.876167 + Penalty 2747.008751 = -231067.867415 nChanged 14 SP:Iteration 29Q (1209.723061 sec): 3 clusters Score: Raw -233834.943983 + Penalty 2747.008751 = -231087.935232 nChanged 9 SP:Iteration 30Q (1209.771095 sec): 3 clusters Score: Raw -233844.590414 + Penalty 2747.008751 = -231097.581663 nChanged 5 SP:Iteration 31Q (1209.825370 sec): 3 clusters Score: Raw -233852.381577 + Penalty 2747.008751 = -231105.372826 nChanged 7 SP:Iteration 32Q (1209.881103 sec): 3 clusters Score: Raw -233864.237183 + Penalty 2747.008751 = -231117.228431 nChanged 4 SP:Iteration 33Q (1209.937934 sec): 3 clusters Score: Raw -233868.261321 + Penalty 2747.008751 = -231121.252569 nChanged 5 SP:Iteration 34Q (1209.993865 sec): 3 clusters Score: Raw -233873.659979 + Penalty 2747.008751 = -231126.651228 nChanged 0 SP:Iteration 35F (1210.057348 sec): 3 clusters Score: Raw -233873.659979 + Penalty 2747.008751 = -231126.651228 nChanged 0 Score: Raw -15318876.913708 + Penalty 50730.714831 = -15268146.198876 Splitting cluster 12 changes total score from -15268352.233454 to -15268146.198876 So it's not getting split. Trying to split cluster 13 (22500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1214.546932 sec): 2 clusters Score: Raw -1412764.284893 + Penalty 1628.456471 = -1411135.828422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1214.631957 sec): 3 clusters Score: Raw -1399096.064596 + Penalty 3256.912941 = -1395839.151655 nChanged 10156 SP:Iteration 1F (1214.702028 sec): 3 clusters Score: Raw -1404705.575940 + Penalty 3256.912941 = -1401448.662999 nChanged 1144 SP:Iteration 2F (1214.790200 sec): 3 clusters Score: Raw -1405179.640067 + Penalty 3256.912941 = -1401922.727126 nChanged 1151 SP:Iteration 3F (1214.867399 sec): 3 clusters Score: Raw -1405660.744258 + Penalty 3256.912941 = -1402403.831317 nChanged 1107 SP:Iteration 4Q (1214.958182 sec): 3 clusters Score: Raw -1406193.129729 + Penalty 3256.912941 = -1402936.216788 nChanged 1167 SP:Iteration 5F (1215.042637 sec): 3 clusters Score: Raw -1406771.080226 + Penalty 3256.912941 = -1403514.167285 nChanged 1182 SP:Iteration 6F (1215.125301 sec): 3 clusters Score: Raw -1407350.616208 + Penalty 3256.912941 = -1404093.703267 nChanged 1123 SP:Iteration 7Q (1215.206055 sec): 3 clusters Score: Raw -1407907.680521 + Penalty 3256.912941 = -1404650.767580 nChanged 1052 SP:Iteration 8Q (1215.288358 sec): 3 clusters Score: Raw -1408400.954585 + Penalty 3256.912941 = -1405144.041644 nChanged 951 SP:Iteration 9Q (1215.375529 sec): 3 clusters Score: Raw -1408878.616723 + Penalty 3256.912941 = -1405621.703781 nChanged 957 SP:Iteration 10Q (1215.463025 sec): 3 clusters Score: Raw -1409339.696356 + Penalty 3256.912941 = -1406082.783415 nChanged 829 SP:Iteration 11Q (1215.549582 sec): 3 clusters Score: Raw -1409733.415138 + Penalty 3256.912941 = -1406476.502197 nChanged 762 SP:Iteration 12Q (1215.632625 sec): 3 clusters Score: Raw -1410107.925264 + Penalty 3256.912941 = -1406851.012323 nChanged 728 SP:Iteration 13Q (1215.717380 sec): 3 clusters Score: Raw -1410477.213660 + Penalty 3256.912941 = -1407220.300719 nChanged 632 SP:Iteration 14Q (1215.792904 sec): 3 clusters Score: Raw -1410772.414363 + Penalty 3256.912941 = -1407515.501422 nChanged 496 SP:Iteration 15Q (1215.890696 sec): 3 clusters Score: Raw -1410971.463638 + Penalty 3256.912941 = -1407714.550697 nChanged 419 SP:Iteration 16Q (1215.971260 sec): 3 clusters Score: Raw -1411122.151605 + Penalty 3256.912941 = -1407865.238664 nChanged 338 SP:Iteration 17Q (1216.055158 sec): 3 clusters Score: Raw -1411244.321971 + Penalty 3256.912941 = -1407987.409029 nChanged 322 SP:Iteration 18Q (1216.138833 sec): 3 clusters Score: Raw -1411348.970800 + Penalty 3256.912941 = -1408092.057859 nChanged 285 SP:Iteration 19Q (1216.208569 sec): 3 clusters Score: Raw -1411433.895984 + Penalty 3256.912941 = -1408176.983043 nChanged 251 SP:Iteration 20F (1216.280647 sec): 3 clusters Score: Raw -1411506.494144 + Penalty 3256.912941 = -1408249.581203 nChanged 233 SP:Iteration 21Q (1216.364680 sec): 3 clusters Score: Raw -1411565.188487 + Penalty 3256.912941 = -1408308.275546 nChanged 189 SP:Iteration 22Q (1216.459574 sec): 3 clusters Score: Raw -1411605.866148 + Penalty 3256.912941 = -1408348.953207 nChanged 173 SP:Iteration 23Q (1216.549348 sec): 3 clusters Score: Raw -1411641.756139 + Penalty 3256.912941 = -1408384.843198 nChanged 164 SP:Iteration 24Q (1216.633294 sec): 3 clusters Score: Raw -1411672.490787 + Penalty 3256.912941 = -1408415.577846 nChanged 151 SP:Iteration 25Q (1216.713624 sec): 3 clusters Score: Raw -1411698.877881 + Penalty 3256.912941 = -1408441.964939 nChanged 125 SP:Iteration 26Q (1216.786283 sec): 3 clusters Score: Raw -1411719.963783 + Penalty 3256.912941 = -1408463.050842 nChanged 114 SP:Iteration 27Q (1216.868968 sec): 3 clusters Score: Raw -1411735.791615 + Penalty 3256.912941 = -1408478.878673 nChanged 89 SP:Iteration 28Q (1216.963783 sec): 3 clusters Score: Raw -1411749.236858 + Penalty 3256.912941 = -1408492.323916 nChanged 98 SP:Iteration 29Q (1217.045752 sec): 3 clusters Score: Raw -1411764.782376 + Penalty 3256.912941 = -1408507.869435 nChanged 96 SP:Iteration 30Q (1217.123585 sec): 3 clusters Score: Raw -1411780.485703 + Penalty 3256.912941 = -1408523.572762 nChanged 96 SP:Iteration 31Q (1217.208528 sec): 3 clusters Score: Raw -1411795.724505 + Penalty 3256.912941 = -1408538.811563 nChanged 104 SP:Iteration 32Q (1217.284812 sec): 3 clusters Score: Raw -1411814.329592 + Penalty 3256.912941 = -1408557.416651 nChanged 104 SP:Iteration 33Q (1217.370402 sec): 3 clusters Score: Raw -1411834.848176 + Penalty 3256.912941 = -1408577.935234 nChanged 120 SP:Iteration 34Q (1217.457617 sec): 3 clusters Score: Raw -1411862.500139 + Penalty 3256.912941 = -1408605.587198 nChanged 120 SP:Iteration 35Q (1217.534693 sec): 3 clusters Score: Raw -1411893.536394 + Penalty 3256.912941 = -1408636.623453 nChanged 147 SP:Iteration 36Q (1217.615067 sec): 3 clusters Score: Raw -1411940.950152 + Penalty 3256.912941 = -1408684.037211 nChanged 164 SP:Iteration 37Q (1217.700470 sec): 3 clusters Score: Raw -1411993.416527 + Penalty 3256.912941 = -1408736.503586 nChanged 179 SP:Iteration 38Q (1217.769434 sec): 3 clusters Score: Raw -1412054.898477 + Penalty 3256.912941 = -1408797.985536 nChanged 194 SP:Iteration 39Q (1217.848091 sec): 3 clusters Score: Raw -1412143.174157 + Penalty 3256.912941 = -1408886.261216 nChanged 213 SP:Iteration 40F (1217.943697 sec): 3 clusters Score: Raw -1412233.278796 + Penalty 3256.912941 = -1408976.365855 nChanged 201 SP:Iteration 41Q (1218.010829 sec): 3 clusters Score: Raw -1412298.799174 + Penalty 3256.912941 = -1409041.886233 nChanged 177 SP:Iteration 42Q (1218.103897 sec): 3 clusters Score: Raw -1412351.517447 + Penalty 3256.912941 = -1409094.604506 nChanged 162 SP:Iteration 43Q (1218.173888 sec): 3 clusters Score: Raw -1412388.571911 + Penalty 3256.912941 = -1409131.658970 nChanged 130 SP:Iteration 44Q (1218.270714 sec): 3 clusters Score: Raw -1412410.319520 + Penalty 3256.912941 = -1409153.406578 nChanged 99 SP:Iteration 45Q (1218.356162 sec): 3 clusters Score: Raw -1412424.849893 + Penalty 3256.912941 = -1409167.936952 nChanged 83 SP:Iteration 46Q (1218.441701 sec): 3 clusters Score: Raw -1412436.894523 + Penalty 3256.912941 = -1409179.981582 nChanged 84 SP:Iteration 47Q (1218.514804 sec): 3 clusters Score: Raw -1412447.274793 + Penalty 3256.912941 = -1409190.361851 nChanged 57 SP:Iteration 48Q (1218.601489 sec): 3 clusters Score: Raw -1412453.386985 + Penalty 3256.912941 = -1409196.474044 nChanged 48 SP:Iteration 49Q (1218.686926 sec): 3 clusters Score: Raw -1412458.093665 + Penalty 3256.912941 = -1409201.180724 nChanged 41 SP:Iteration 50Q (1218.767470 sec): 3 clusters Score: Raw -1412462.113070 + Penalty 3256.912941 = -1409205.200128 nChanged 44 SP:Iteration 51Q (1218.846132 sec): 3 clusters Score: Raw -1412465.765968 + Penalty 3256.912941 = -1409208.853027 nChanged 35 SP:Iteration 52Q (1218.931421 sec): 3 clusters Score: Raw -1412469.126983 + Penalty 3256.912941 = -1409212.214042 nChanged 31 SP:Iteration 53Q (1219.008481 sec): 3 clusters Score: Raw -1412471.089099 + Penalty 3256.912941 = -1409214.176158 nChanged 18 SP:Iteration 54Q (1219.095580 sec): 3 clusters Score: Raw -1412471.894424 + Penalty 3256.912941 = -1409214.981482 nChanged 13 SP:Iteration 55Q (1219.176710 sec): 3 clusters Score: Raw -1412472.550055 + Penalty 3256.912941 = -1409215.637114 nChanged 8 SP:Iteration 56Q (1219.255963 sec): 3 clusters Score: Raw -1412472.936001 + Penalty 3256.912941 = -1409216.023060 nChanged 7 SP:Iteration 57Q (1219.334391 sec): 3 clusters Score: Raw -1412473.321800 + Penalty 3256.912941 = -1409216.408859 nChanged 7 SP:Iteration 58Q (1219.418579 sec): 3 clusters Score: Raw -1412473.637188 + Penalty 3256.912941 = -1409216.724247 nChanged 9 SP:Iteration 59Q (1219.501772 sec): 3 clusters Score: Raw -1412473.899744 + Penalty 3256.912941 = -1409216.986803 nChanged 5 SP:Iteration 60F (1219.580054 sec): 3 clusters Score: Raw -1412474.034013 + Penalty 3256.912941 = -1409217.121072 nChanged 4 SP:Iteration 61Q (1219.667208 sec): 3 clusters Score: Raw -1412474.202370 + Penalty 3256.912941 = -1409217.289429 nChanged 3 SP:Iteration 62Q (1219.746375 sec): 3 clusters Score: Raw -1412474.404927 + Penalty 3256.912941 = -1409217.491986 nChanged 5 SP:Iteration 63Q (1219.826229 sec): 3 clusters Score: Raw -1412474.742197 + Penalty 3256.912941 = -1409217.829256 nChanged 3 SP:Iteration 64Q (1219.912505 sec): 3 clusters Score: Raw -1412474.933439 + Penalty 3256.912941 = -1409218.020497 nChanged 4 SP:Iteration 65Q (1219.988350 sec): 3 clusters Score: Raw -1412475.312343 + Penalty 3256.912941 = -1409218.399402 nChanged 11 SP:Iteration 66Q (1220.076894 sec): 3 clusters Score: Raw -1412475.851781 + Penalty 3256.912941 = -1409218.938839 nChanged 10 SP:Iteration 67Q (1220.163725 sec): 3 clusters Score: Raw -1412476.526065 + Penalty 3256.912941 = -1409219.613124 nChanged 8 SP:Iteration 68Q (1220.242051 sec): 3 clusters Score: Raw -1412476.835304 + Penalty 3256.912941 = -1409219.922363 nChanged 8 SP:Iteration 69Q (1220.327105 sec): 3 clusters Score: Raw -1412477.232453 + Penalty 3256.912941 = -1409220.319512 nChanged 9 SP:Iteration 70Q (1220.412127 sec): 3 clusters Score: Raw -1412477.624210 + Penalty 3256.912941 = -1409220.711269 nChanged 7 SP:Iteration 71Q (1220.498773 sec): 3 clusters Score: Raw -1412478.038161 + Penalty 3256.912941 = -1409221.125220 nChanged 9 SP:Iteration 72Q (1220.570943 sec): 3 clusters Score: Raw -1412478.601658 + Penalty 3256.912941 = -1409221.688717 nChanged 9 SP:Iteration 73Q (1220.654187 sec): 3 clusters Score: Raw -1412479.052322 + Penalty 3256.912941 = -1409222.139381 nChanged 9 SP:Iteration 74Q (1220.752444 sec): 3 clusters Score: Raw -1412479.572951 + Penalty 3256.912941 = -1409222.660010 nChanged 8 SP:Iteration 75Q (1220.834795 sec): 3 clusters Score: Raw -1412480.192983 + Penalty 3256.912941 = -1409223.280042 nChanged 12 SP:Iteration 76Q (1220.916742 sec): 3 clusters Score: Raw -1412480.959168 + Penalty 3256.912941 = -1409224.046227 nChanged 11 SP:Iteration 77Q (1220.994536 sec): 3 clusters Score: Raw -1412481.816326 + Penalty 3256.912941 = -1409224.903385 nChanged 14 SP:Iteration 78Q (1221.081806 sec): 3 clusters Score: Raw -1412483.005356 + Penalty 3256.912941 = -1409226.092415 nChanged 24 SP:Iteration 79Q (1221.165305 sec): 3 clusters Score: Raw -1412485.147640 + Penalty 3256.912941 = -1409228.234699 nChanged 25 SP:Iteration 80F (1221.251243 sec): 3 clusters Score: Raw -1412488.169267 + Penalty 3256.912941 = -1409231.256326 nChanged 33 SP:Iteration 81Q (1221.332725 sec): 3 clusters Score: Raw -1412491.686847 + Penalty 3256.912941 = -1409234.773906 nChanged 25 SP:Iteration 82Q (1221.413911 sec): 3 clusters Score: Raw -1412493.548124 + Penalty 3256.912941 = -1409236.635183 nChanged 21 SP:Iteration 83Q (1221.494206 sec): 3 clusters Score: Raw -1412494.997321 + Penalty 3256.912941 = -1409238.084380 nChanged 22 SP:Iteration 84Q (1221.577869 sec): 3 clusters Score: Raw -1412496.641607 + Penalty 3256.912941 = -1409239.728666 nChanged 22 SP:Iteration 85Q (1221.664344 sec): 3 clusters Score: Raw -1412498.128239 + Penalty 3256.912941 = -1409241.215297 nChanged 16 SP:Iteration 86Q (1221.742728 sec): 3 clusters Score: Raw -1412499.137328 + Penalty 3256.912941 = -1409242.224387 nChanged 11 SP:Iteration 87Q (1221.841308 sec): 3 clusters Score: Raw -1412499.672326 + Penalty 3256.912941 = -1409242.759385 nChanged 9 SP:Iteration 88Q (1221.908531 sec): 3 clusters Score: Raw -1412500.228743 + Penalty 3256.912941 = -1409243.315801 nChanged 15 SP:Iteration 89Q (1221.991520 sec): 3 clusters Score: Raw -1412501.178391 + Penalty 3256.912941 = -1409244.265450 nChanged 10 SP:Iteration 90Q (1222.084695 sec): 3 clusters Score: Raw -1412501.736584 + Penalty 3256.912941 = -1409244.823643 nChanged 8 SP:Iteration 91Q (1222.171353 sec): 3 clusters Score: Raw -1412502.022405 + Penalty 3256.912941 = -1409245.109463 nChanged 5 SP:Iteration 92Q (1222.254648 sec): 3 clusters Score: Raw -1412502.250172 + Penalty 3256.912941 = -1409245.337231 nChanged 2 SP:Iteration 93Q (1222.324469 sec): 3 clusters Score: Raw -1412502.292444 + Penalty 3256.912941 = -1409245.379502 nChanged 0 SP:Iteration 94F (1222.418056 sec): 3 clusters Score: Raw -1412502.292444 + Penalty 3256.912941 = -1409245.379502 nChanged 0 Trying to split cluster 14 (5692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1222.450803 sec): 2 clusters Score: Raw -344287.747486 + Penalty 1405.107756 = -342882.639730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1222.511891 sec): 3 clusters Score: Raw -341218.092252 + Penalty 2810.215512 = -338407.876740 nChanged 2375 SP:Iteration 1F (1222.566638 sec): 3 clusters Score: Raw -342512.269199 + Penalty 2810.215512 = -339702.053687 nChanged 415 SP:Iteration 2F (1222.608895 sec): 3 clusters Score: Raw -342753.839720 + Penalty 2810.215512 = -339943.624208 nChanged 345 SP:Iteration 3F (1222.669538 sec): 3 clusters Score: Raw -342973.595543 + Penalty 2810.215512 = -340163.380031 nChanged 326 SP:Iteration 4F (1222.719416 sec): 3 clusters Score: Raw -343194.714409 + Penalty 2810.215512 = -340384.498897 nChanged 338 SP:Iteration 5F (1222.775780 sec): 3 clusters Score: Raw -343464.464566 + Penalty 2810.215512 = -340654.249054 nChanged 330 SP:Iteration 6F (1222.824520 sec): 3 clusters Score: Raw -343744.759938 + Penalty 2810.215512 = -340934.544426 nChanged 278 SP:Iteration 7Q (1222.893504 sec): 3 clusters Score: Raw -343953.196065 + Penalty 2810.215512 = -341142.980553 nChanged 206 SP:Iteration 8Q (1222.947849 sec): 3 clusters Score: Raw -344091.509705 + Penalty 2810.215512 = -341281.294194 nChanged 155 SP:Iteration 9Q (1223.006551 sec): 3 clusters Score: Raw -344205.619647 + Penalty 2810.215512 = -341395.404135 nChanged 132 SP:Iteration 10Q (1223.051163 sec): 3 clusters Score: Raw -344303.562460 + Penalty 2810.215512 = -341493.346948 nChanged 123 SP:Iteration 11Q (1223.103565 sec): 3 clusters Score: Raw -344398.014499 + Penalty 2810.215512 = -341587.798988 nChanged 89 SP:Iteration 12Q (1223.160657 sec): 3 clusters Score: Raw -344459.841176 + Penalty 2810.215512 = -341649.625664 nChanged 74 SP:Iteration 13Q (1223.222963 sec): 3 clusters Score: Raw -344502.349501 + Penalty 2810.215512 = -341692.133989 nChanged 77 SP:Iteration 14Q (1223.268808 sec): 3 clusters Score: Raw -344548.999980 + Penalty 2810.215512 = -341738.784468 nChanged 65 SP:Iteration 15Q (1223.332135 sec): 3 clusters Score: Raw -344586.575853 + Penalty 2810.215512 = -341776.360342 nChanged 79 SP:Iteration 16Q (1223.393461 sec): 3 clusters Score: Raw -344631.039837 + Penalty 2810.215512 = -341820.824326 nChanged 72 SP:Iteration 17Q (1223.447572 sec): 3 clusters Score: Raw -344677.024630 + Penalty 2810.215512 = -341866.809119 nChanged 68 SP:Iteration 18Q (1223.499739 sec): 3 clusters Score: Raw -344725.969568 + Penalty 2810.215512 = -341915.754056 nChanged 79 SP:Iteration 19Q (1223.560861 sec): 3 clusters Score: Raw -344788.453823 + Penalty 2810.215512 = -341978.238312 nChanged 90 SP:Iteration 20F (1223.620991 sec): 3 clusters Score: Raw -344857.580907 + Penalty 2810.215512 = -342047.365395 nChanged 84 SP:Iteration 21Q (1223.665584 sec): 3 clusters Score: Raw -344947.787644 + Penalty 2810.215512 = -342137.572132 nChanged 106 SP:Iteration 22Q (1223.734776 sec): 3 clusters Score: Raw -345070.197852 + Penalty 2810.215512 = -342259.982340 nChanged 113 SP:Iteration 23Q (1223.788739 sec): 3 clusters Score: Raw -345168.193131 + Penalty 2810.215512 = -342357.977619 nChanged 84 SP:Iteration 24Q (1223.842145 sec): 3 clusters Score: Raw -345231.267453 + Penalty 2810.215512 = -342421.051941 nChanged 62 SP:Iteration 25Q (1223.892279 sec): 3 clusters Score: Raw -345264.888707 + Penalty 2810.215512 = -342454.673195 nChanged 44 SP:Iteration 26Q (1223.944749 sec): 3 clusters Score: Raw -345286.992654 + Penalty 2810.215512 = -342476.777143 nChanged 38 SP:Iteration 27Q (1223.990053 sec): 3 clusters Score: Raw -345303.991331 + Penalty 2810.215512 = -342493.775819 nChanged 24 SP:Iteration 28Q (1224.043465 sec): 3 clusters Score: Raw -345313.885425 + Penalty 2810.215512 = -342503.669913 nChanged 16 SP:Iteration 29Q (1224.102203 sec): 3 clusters Score: Raw -345318.836840 + Penalty 2810.215512 = -342508.621328 nChanged 12 SP:Iteration 30Q (1224.156872 sec): 3 clusters Score: Raw -345322.823858 + Penalty 2810.215512 = -342512.608347 nChanged 7 SP:Iteration 31Q (1224.214762 sec): 3 clusters Score: Raw -345324.466225 + Penalty 2810.215512 = -342514.250713 nChanged 4 SP:Iteration 32Q (1224.268924 sec): 3 clusters Score: Raw -345325.258908 + Penalty 2810.215512 = -342515.043396 nChanged 2 SP:Iteration 33Q (1224.315190 sec): 3 clusters Score: Raw -345325.696122 + Penalty 2810.215512 = -342515.480610 nChanged 5 SP:Iteration 34Q (1224.378547 sec): 3 clusters Score: Raw -345327.048065 + Penalty 2810.215512 = -342516.832553 nChanged 4 SP:Iteration 35Q (1224.425068 sec): 3 clusters Score: Raw -345328.662238 + Penalty 2810.215512 = -342518.446727 nChanged 4 SP:Iteration 36Q (1224.482289 sec): 3 clusters Score: Raw -345329.797536 + Penalty 2810.215512 = -342519.582024 nChanged 2 SP:Iteration 37Q (1224.538298 sec): 3 clusters Score: Raw -345330.241347 + Penalty 2810.215512 = -342520.025835 nChanged 3 SP:Iteration 38Q (1224.600431 sec): 3 clusters Score: Raw -345330.905321 + Penalty 2810.215512 = -342520.689809 nChanged 2 SP:Iteration 39Q (1224.649930 sec): 3 clusters Score: Raw -345331.341857 + Penalty 2810.215512 = -342521.126345 nChanged 2 SP:Iteration 40F (1224.697557 sec): 3 clusters Score: Raw -345331.581949 + Penalty 2810.215512 = -342521.366438 nChanged 0 Trying to split cluster 15 (3978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1224.736156 sec): 2 clusters Score: Raw -212571.846991 + Penalty 1346.886850 = -211224.960142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1224.792327 sec): 3 clusters Score: Raw -210594.113670 + Penalty 2693.773699 = -207900.339971 nChanged 1561 SP:Iteration 1F (1224.835693 sec): 3 clusters Score: Raw -211517.551970 + Penalty 2693.773699 = -208823.778270 nChanged 302 SP:Iteration 2F (1224.892177 sec): 3 clusters Score: Raw -211710.240035 + Penalty 2693.773699 = -209016.466336 nChanged 224 SP:Iteration 3F (1224.944698 sec): 3 clusters Score: Raw -211867.364411 + Penalty 2693.773699 = -209173.590712 nChanged 197 SP:Iteration 4Q (1224.991988 sec): 3 clusters Score: Raw -212028.965844 + Penalty 2693.773699 = -209335.192145 nChanged 195 SP:Iteration 5Q (1225.049113 sec): 3 clusters Score: Raw -212196.326181 + Penalty 2693.773699 = -209502.552481 nChanged 182 SP:Iteration 6Q (1225.101982 sec): 3 clusters Score: Raw -212363.706479 + Penalty 2693.773699 = -209669.932780 nChanged 182 SP:Iteration 7Q (1225.157368 sec): 3 clusters Score: Raw -212521.240022 + Penalty 2693.773699 = -209827.466323 nChanged 172 SP:Iteration 8Q (1225.208909 sec): 3 clusters Score: Raw -212649.292538 + Penalty 2693.773699 = -209955.518839 nChanged 137 SP:Iteration 9Q (1225.263334 sec): 3 clusters Score: Raw -212757.429326 + Penalty 2693.773699 = -210063.655627 nChanged 138 SP:Iteration 10Q (1225.314289 sec): 3 clusters Score: Raw -212843.874733 + Penalty 2693.773699 = -210150.101034 nChanged 90 SP:Iteration 11Q (1225.374290 sec): 3 clusters Score: Raw -212897.654501 + Penalty 2693.773699 = -210203.880802 nChanged 79 SP:Iteration 12Q (1225.431158 sec): 3 clusters Score: Raw -212940.683170 + Penalty 2693.773699 = -210246.909471 nChanged 69 SP:Iteration 13Q (1225.485534 sec): 3 clusters Score: Raw -212973.309085 + Penalty 2693.773699 = -210279.535385 nChanged 38 SP:Iteration 14Q (1225.527423 sec): 3 clusters Score: Raw -212988.064639 + Penalty 2693.773699 = -210294.290940 nChanged 23 SP:Iteration 15Q (1225.590361 sec): 3 clusters Score: Raw -212996.446414 + Penalty 2693.773699 = -210302.672714 nChanged 19 SP:Iteration 16Q (1225.638666 sec): 3 clusters Score: Raw -213003.016687 + Penalty 2693.773699 = -210309.242988 nChanged 12 SP:Iteration 17Q (1225.692823 sec): 3 clusters Score: Raw -213007.357974 + Penalty 2693.773699 = -210313.584275 nChanged 12 SP:Iteration 18Q (1225.737281 sec): 3 clusters Score: Raw -213011.001983 + Penalty 2693.773699 = -210317.228283 nChanged 6 SP:Iteration 19Q (1225.790763 sec): 3 clusters Score: Raw -213012.633015 + Penalty 2693.773699 = -210318.859315 nChanged 6 SP:Iteration 20F (1225.843816 sec): 3 clusters Score: Raw -213014.106985 + Penalty 2693.773699 = -210320.333286 nChanged 8 SP:Iteration 21Q (1225.901216 sec): 3 clusters Score: Raw -213016.440074 + Penalty 2693.773699 = -210322.666375 nChanged 6 SP:Iteration 22Q (1225.952774 sec): 3 clusters Score: Raw -213017.558808 + Penalty 2693.773699 = -210323.785108 nChanged 2 SP:Iteration 23Q (1226.011848 sec): 3 clusters Score: Raw -213017.844685 + Penalty 2693.773699 = -210324.070985 nChanged 1 SP:Iteration 24Q (1226.070827 sec): 3 clusters Score: Raw -213018.151041 + Penalty 2693.773699 = -210324.377342 nChanged 1 SP:Iteration 25Q (1226.122571 sec): 3 clusters Score: Raw -213018.385167 + Penalty 2693.773699 = -210324.611468 nChanged 0 SP:Iteration 26F (1226.174731 sec): 3 clusters Score: Raw -213018.385167 + Penalty 2693.773699 = -210324.611468 nChanged 0 Trying to split cluster 16 (13346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1226.217529 sec): 2 clusters Score: Raw -842548.959458 + Penalty 1543.582949 = -841005.376509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1226.288288 sec): 3 clusters Score: Raw -834809.540582 + Penalty 3087.165898 = -831722.374684 nChanged 5840 SP:Iteration 1F (1226.360107 sec): 3 clusters Score: Raw -838070.721929 + Penalty 3087.165898 = -834983.556031 nChanged 798 SP:Iteration 2F (1226.430353 sec): 3 clusters Score: Raw -838440.219323 + Penalty 3087.165898 = -835353.053425 nChanged 687 SP:Iteration 3F (1226.498697 sec): 3 clusters Score: Raw -838774.460938 + Penalty 3087.165898 = -835687.295040 nChanged 594 SP:Iteration 4Q (1226.566336 sec): 3 clusters Score: Raw -839061.433281 + Penalty 3087.165898 = -835974.267383 nChanged 613 SP:Iteration 5Q (1226.641470 sec): 3 clusters Score: Raw -839396.076193 + Penalty 3087.165898 = -836308.910295 nChanged 639 SP:Iteration 6Q (1226.712575 sec): 3 clusters Score: Raw -839783.612532 + Penalty 3087.165898 = -836696.446634 nChanged 662 SP:Iteration 7Q (1226.783977 sec): 3 clusters Score: Raw -840204.447513 + Penalty 3087.165898 = -837117.281615 nChanged 637 SP:Iteration 8Q (1226.855290 sec): 3 clusters Score: Raw -840642.850522 + Penalty 3087.165898 = -837555.684624 nChanged 639 SP:Iteration 9Q (1226.918016 sec): 3 clusters Score: Raw -841129.632171 + Penalty 3087.165898 = -838042.466273 nChanged 591 SP:Iteration 10Q (1226.998653 sec): 3 clusters Score: Raw -841605.131408 + Penalty 3087.165898 = -838517.965510 nChanged 467 SP:Iteration 11Q (1227.070157 sec): 3 clusters Score: Raw -841980.321450 + Penalty 3087.165898 = -838893.155552 nChanged 327 SP:Iteration 12Q (1227.142215 sec): 3 clusters Score: Raw -842258.804005 + Penalty 3087.165898 = -839171.638107 nChanged 214 SP:Iteration 13Q (1227.211592 sec): 3 clusters Score: Raw -842453.403278 + Penalty 3087.165898 = -839366.237381 nChanged 123 SP:Iteration 14Q (1227.278916 sec): 3 clusters Score: Raw -842557.660315 + Penalty 3087.165898 = -839470.494417 nChanged 79 SP:Iteration 15Q (1227.343835 sec): 3 clusters Score: Raw -842624.447794 + Penalty 3087.165898 = -839537.281897 nChanged 60 SP:Iteration 16Q (1227.411911 sec): 3 clusters Score: Raw -842668.013163 + Penalty 3087.165898 = -839580.847265 nChanged 36 SP:Iteration 17Q (1227.479360 sec): 3 clusters Score: Raw -842693.553611 + Penalty 3087.165898 = -839606.387713 nChanged 16 SP:Iteration 18Q (1227.542518 sec): 3 clusters Score: Raw -842705.163568 + Penalty 3087.165898 = -839617.997670 nChanged 18 SP:Iteration 19Q (1227.603272 sec): 3 clusters Score: Raw -842716.675973 + Penalty 3087.165898 = -839629.510075 nChanged 9 SP:Iteration 20F (1227.667523 sec): 3 clusters Score: Raw -842728.506598 + Penalty 3087.165898 = -839641.340700 nChanged 12 SP:Iteration 21Q (1227.731362 sec): 3 clusters Score: Raw -842737.705687 + Penalty 3087.165898 = -839650.539790 nChanged 5 SP:Iteration 22Q (1227.803985 sec): 3 clusters Score: Raw -842743.656318 + Penalty 3087.165898 = -839656.490420 nChanged 9 SP:Iteration 23Q (1227.868038 sec): 3 clusters Score: Raw -842753.831045 + Penalty 3087.165898 = -839666.665147 nChanged 5 SP:Iteration 24Q (1227.934042 sec): 3 clusters Score: Raw -842757.645487 + Penalty 3087.165898 = -839670.479590 nChanged 2 SP:Iteration 25Q (1227.998958 sec): 3 clusters Score: Raw -842758.645489 + Penalty 3087.165898 = -839671.479591 nChanged 2 SP:Iteration 26Q (1228.062712 sec): 3 clusters Score: Raw -842760.745381 + Penalty 3087.165898 = -839673.579483 nChanged 1 SP:Iteration 27Q (1228.124672 sec): 3 clusters Score: Raw -842762.659056 + Penalty 3087.165898 = -839675.493158 nChanged 2 SP:Iteration 28Q (1228.189981 sec): 3 clusters Score: Raw -842763.384067 + Penalty 3087.165898 = -839676.218169 nChanged 2 SP:Iteration 29Q (1228.244817 sec): 3 clusters Score: Raw -842765.379570 + Penalty 3087.165898 = -839678.213672 nChanged 1 SP:Iteration 30Q (1228.305710 sec): 3 clusters Score: Raw -842765.759770 + Penalty 3087.165898 = -839678.593872 nChanged 0 SP:Iteration 31F (1228.374829 sec): 3 clusters Score: Raw -842765.759770 + Penalty 3087.165898 = -839678.593872 nChanged 0 Trying to split cluster 17 (3570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1228.409600 sec): 2 clusters Score: Raw -223542.400655 + Penalty 1329.302142 = -222213.098513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1228.448420 sec): 3 clusters Score: Raw -221800.661832 + Penalty 2658.604284 = -219142.057547 nChanged 1359 SP:Iteration 1F (1228.502947 sec): 3 clusters Score: Raw -222505.614337 + Penalty 2658.604284 = -219847.010053 nChanged 253 SP:Iteration 2F (1228.555700 sec): 3 clusters Score: Raw -222651.580067 + Penalty 2658.604284 = -219992.975783 nChanged 162 SP:Iteration 3Q (1228.610533 sec): 3 clusters Score: Raw -222746.141643 + Penalty 2658.604284 = -220087.537359 nChanged 153 SP:Iteration 4Q (1228.660744 sec): 3 clusters Score: Raw -222829.465951 + Penalty 2658.604284 = -220170.861667 nChanged 126 SP:Iteration 5Q (1228.713657 sec): 3 clusters Score: Raw -222892.836378 + Penalty 2658.604284 = -220234.232094 nChanged 92 SP:Iteration 6Q (1228.767807 sec): 3 clusters Score: Raw -222928.648976 + Penalty 2658.604284 = -220270.044692 nChanged 84 SP:Iteration 7Q (1228.810425 sec): 3 clusters Score: Raw -222968.863299 + Penalty 2658.604284 = -220310.259014 nChanged 88 SP:Iteration 8Q (1228.872528 sec): 3 clusters Score: Raw -223014.866157 + Penalty 2658.604284 = -220356.261872 nChanged 91 SP:Iteration 9Q (1228.922594 sec): 3 clusters Score: Raw -223070.241989 + Penalty 2658.604284 = -220411.637704 nChanged 101 SP:Iteration 10Q (1228.962155 sec): 3 clusters Score: Raw -223138.563069 + Penalty 2658.604284 = -220479.958785 nChanged 107 SP:Iteration 11Q (1229.015210 sec): 3 clusters Score: Raw -223207.097705 + Penalty 2658.604284 = -220548.493421 nChanged 91 SP:Iteration 12Q (1229.065342 sec): 3 clusters Score: Raw -223269.956592 + Penalty 2658.604284 = -220611.352308 nChanged 94 SP:Iteration 13Q (1229.122752 sec): 3 clusters Score: Raw -223344.234180 + Penalty 2658.604284 = -220685.629895 nChanged 114 SP:Iteration 14Q (1229.163404 sec): 3 clusters Score: Raw -223435.804959 + Penalty 2658.604284 = -220777.200674 nChanged 103 SP:Iteration 15Q (1229.213174 sec): 3 clusters Score: Raw -223519.853232 + Penalty 2658.604284 = -220861.248948 nChanged 80 SP:Iteration 16Q (1229.262929 sec): 3 clusters Score: Raw -223582.011587 + Penalty 2658.604284 = -220923.407303 nChanged 64 SP:Iteration 17Q (1229.320203 sec): 3 clusters Score: Raw -223628.103103 + Penalty 2658.604284 = -220969.498819 nChanged 47 SP:Iteration 18Q (1229.368842 sec): 3 clusters Score: Raw -223657.058494 + Penalty 2658.604284 = -220998.454209 nChanged 40 SP:Iteration 19Q (1229.417002 sec): 3 clusters Score: Raw -223675.579382 + Penalty 2658.604284 = -221016.975098 nChanged 25 SP:Iteration 20F (1229.467005 sec): 3 clusters Score: Raw -223692.181166 + Penalty 2658.604284 = -221033.576881 nChanged 34 SP:Iteration 21Q (1229.519032 sec): 3 clusters Score: Raw -223708.334820 + Penalty 2658.604284 = -221049.730535 nChanged 17 SP:Iteration 22Q (1229.559039 sec): 3 clusters Score: Raw -223719.205517 + Penalty 2658.604284 = -221060.601233 nChanged 19 SP:Iteration 23Q (1229.616413 sec): 3 clusters Score: Raw -223728.640433 + Penalty 2658.604284 = -221070.036149 nChanged 17 SP:Iteration 24Q (1229.672693 sec): 3 clusters Score: Raw -223742.799555 + Penalty 2658.604284 = -221084.195271 nChanged 20 SP:Iteration 25Q (1229.718374 sec): 3 clusters Score: Raw -223752.393227 + Penalty 2658.604284 = -221093.788943 nChanged 15 SP:Iteration 26Q (1229.760828 sec): 3 clusters Score: Raw -223760.233271 + Penalty 2658.604284 = -221101.628986 nChanged 23 SP:Iteration 27Q (1229.818211 sec): 3 clusters Score: Raw -223776.626859 + Penalty 2658.604284 = -221118.022575 nChanged 24 SP:Iteration 28Q (1229.875623 sec): 3 clusters Score: Raw -223794.537938 + Penalty 2658.604284 = -221135.933654 nChanged 26 SP:Iteration 29Q (1229.929615 sec): 3 clusters Score: Raw -223816.811150 + Penalty 2658.604284 = -221158.206866 nChanged 27 SP:Iteration 30Q (1229.978496 sec): 3 clusters Score: Raw -223835.753702 + Penalty 2658.604284 = -221177.149418 nChanged 23 SP:Iteration 31Q (1230.032045 sec): 3 clusters Score: Raw -223851.629269 + Penalty 2658.604284 = -221193.024985 nChanged 25 SP:Iteration 32Q (1230.086167 sec): 3 clusters Score: Raw -223870.533980 + Penalty 2658.604284 = -221211.929696 nChanged 22 SP:Iteration 33Q (1230.139163 sec): 3 clusters Score: Raw -223891.374853 + Penalty 2658.604284 = -221232.770569 nChanged 14 SP:Iteration 34Q (1230.186367 sec): 3 clusters Score: Raw -223900.414192 + Penalty 2658.604284 = -221241.809907 nChanged 10 SP:Iteration 35Q (1230.242133 sec): 3 clusters Score: Raw -223906.176055 + Penalty 2658.604284 = -221247.571771 nChanged 7 SP:Iteration 36Q (1230.292587 sec): 3 clusters Score: Raw -223910.301226 + Penalty 2658.604284 = -221251.696942 nChanged 3 SP:Iteration 37Q (1230.333480 sec): 3 clusters Score: Raw -223911.692768 + Penalty 2658.604284 = -221253.088484 nChanged 0 SP:Iteration 38F (1230.388101 sec): 3 clusters Score: Raw -223911.692768 + Penalty 2658.604284 = -221253.088484 nChanged 0 Trying to split cluster 18 (35163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1230.469320 sec): 2 clusters Score: Raw -2137408.071256 + Penalty 1701.009322 = -2135707.061934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1230.572616 sec): 3 clusters Score: Raw -2115438.286672 + Penalty 3402.018644 = -2112036.268028 nChanged 16324 SP:Iteration 1F (1230.676568 sec): 3 clusters Score: Raw -2124837.877051 + Penalty 3402.018644 = -2121435.858407 nChanged 1582 SP:Iteration 2Q (1230.774989 sec): 3 clusters Score: Raw -2125479.081771 + Penalty 3402.018644 = -2122077.063128 nChanged 1667 SP:Iteration 3Q (1230.889832 sec): 3 clusters Score: Raw -2126336.740958 + Penalty 3402.018644 = -2122934.722314 nChanged 1916 SP:Iteration 4F (1230.992086 sec): 3 clusters Score: Raw -2127424.803836 + Penalty 3402.018644 = -2124022.785193 nChanged 2048 SP:Iteration 5F (1231.085033 sec): 3 clusters Score: Raw -2128737.593662 + Penalty 3402.018644 = -2125335.575018 nChanged 2165 SP:Iteration 6F (1231.189595 sec): 3 clusters Score: Raw -2130272.153550 + Penalty 3402.018644 = -2126870.134906 nChanged 2277 SP:Iteration 7F (1231.292107 sec): 3 clusters Score: Raw -2131937.360274 + Penalty 3402.018644 = -2128535.341631 nChanged 2208 SP:Iteration 8F (1231.401040 sec): 3 clusters Score: Raw -2133494.113383 + Penalty 3402.018644 = -2130092.094739 nChanged 1891 SP:Iteration 9F (1231.501383 sec): 3 clusters Score: Raw -2134714.598976 + Penalty 3402.018644 = -2131312.580333 nChanged 1549 SP:Iteration 10Q (1231.606796 sec): 3 clusters Score: Raw -2135579.767391 + Penalty 3402.018644 = -2132177.748747 nChanged 1183 SP:Iteration 11Q (1231.707267 sec): 3 clusters Score: Raw -2136211.405679 + Penalty 3402.018644 = -2132809.387036 nChanged 960 SP:Iteration 12Q (1231.817284 sec): 3 clusters Score: Raw -2136688.195340 + Penalty 3402.018644 = -2133286.176697 nChanged 798 SP:Iteration 13Q (1231.918936 sec): 3 clusters Score: Raw -2137106.121488 + Penalty 3402.018644 = -2133704.102845 nChanged 739 SP:Iteration 14Q (1232.019611 sec): 3 clusters Score: Raw -2137498.948583 + Penalty 3402.018644 = -2134096.929939 nChanged 697 SP:Iteration 15Q (1232.121963 sec): 3 clusters Score: Raw -2137843.212926 + Penalty 3402.018644 = -2134441.194283 nChanged 638 SP:Iteration 16Q (1232.224208 sec): 3 clusters Score: Raw -2138131.717472 + Penalty 3402.018644 = -2134729.698828 nChanged 581 SP:Iteration 17Q (1232.328232 sec): 3 clusters Score: Raw -2138376.305537 + Penalty 3402.018644 = -2134974.286893 nChanged 515 SP:Iteration 18Q (1232.430293 sec): 3 clusters Score: Raw -2138585.566556 + Penalty 3402.018644 = -2135183.547913 nChanged 442 SP:Iteration 19Q (1232.535762 sec): 3 clusters Score: Raw -2138744.670386 + Penalty 3402.018644 = -2135342.651743 nChanged 397 SP:Iteration 20F (1232.647876 sec): 3 clusters Score: Raw -2138868.521528 + Penalty 3402.018644 = -2135466.502885 nChanged 367 SP:Iteration 21Q (1232.754402 sec): 3 clusters Score: Raw -2138966.852497 + Penalty 3402.018644 = -2135564.833853 nChanged 323 SP:Iteration 22Q (1232.864318 sec): 3 clusters Score: Raw -2139050.281523 + Penalty 3402.018644 = -2135648.262880 nChanged 265 SP:Iteration 23Q (1232.961692 sec): 3 clusters Score: Raw -2139108.632854 + Penalty 3402.018644 = -2135706.614211 nChanged 234 SP:Iteration 24Q (1233.066708 sec): 3 clusters Score: Raw -2139153.704087 + Penalty 3402.018644 = -2135751.685444 nChanged 206 SP:Iteration 25Q (1233.165954 sec): 3 clusters Score: Raw -2139185.156231 + Penalty 3402.018644 = -2135783.137587 nChanged 157 SP:Iteration 26Q (1233.272281 sec): 3 clusters Score: Raw -2139208.441002 + Penalty 3402.018644 = -2135806.422358 nChanged 150 SP:Iteration 27Q (1233.373102 sec): 3 clusters Score: Raw -2139229.707590 + Penalty 3402.018644 = -2135827.688946 nChanged 138 SP:Iteration 28Q (1233.467987 sec): 3 clusters Score: Raw -2139245.911450 + Penalty 3402.018644 = -2135843.892806 nChanged 123 SP:Iteration 29Q (1233.573481 sec): 3 clusters Score: Raw -2139259.071686 + Penalty 3402.018644 = -2135857.053043 nChanged 102 SP:Iteration 30Q (1233.671626 sec): 3 clusters Score: Raw -2139270.708631 + Penalty 3402.018644 = -2135868.689988 nChanged 98 SP:Iteration 31Q (1233.771926 sec): 3 clusters Score: Raw -2139281.056391 + Penalty 3402.018644 = -2135879.037748 nChanged 85 SP:Iteration 32Q (1233.877168 sec): 3 clusters Score: Raw -2139288.829479 + Penalty 3402.018644 = -2135886.810835 nChanged 79 SP:Iteration 33Q (1233.971317 sec): 3 clusters Score: Raw -2139296.202388 + Penalty 3402.018644 = -2135894.183744 nChanged 84 SP:Iteration 34Q (1234.073621 sec): 3 clusters Score: Raw -2139304.444483 + Penalty 3402.018644 = -2135902.425839 nChanged 75 SP:Iteration 35Q (1234.161604 sec): 3 clusters Score: Raw -2139312.035272 + Penalty 3402.018644 = -2135910.016628 nChanged 70 SP:Iteration 36Q (1234.260050 sec): 3 clusters Score: Raw -2139318.522221 + Penalty 3402.018644 = -2135916.503578 nChanged 67 SP:Iteration 37Q (1234.365738 sec): 3 clusters Score: Raw -2139324.184827 + Penalty 3402.018644 = -2135922.166184 nChanged 59 SP:Iteration 38Q (1234.471390 sec): 3 clusters Score: Raw -2139329.618194 + Penalty 3402.018644 = -2135927.599551 nChanged 46 SP:Iteration 39Q (1234.574401 sec): 3 clusters Score: Raw -2139332.740818 + Penalty 3402.018644 = -2135930.722174 nChanged 45 SP:Iteration 40F (1234.682847 sec): 3 clusters Score: Raw -2139335.060248 + Penalty 3402.018644 = -2135933.041605 nChanged 25 SP:Iteration 41Q (1234.784103 sec): 3 clusters Score: Raw -2139336.234939 + Penalty 3402.018644 = -2135934.216295 nChanged 22 SP:Iteration 42Q (1234.880025 sec): 3 clusters Score: Raw -2139337.451568 + Penalty 3402.018644 = -2135935.432924 nChanged 21 SP:Iteration 43Q (1234.985085 sec): 3 clusters Score: Raw -2139338.464819 + Penalty 3402.018644 = -2135936.446176 nChanged 23 SP:Iteration 44Q (1235.087502 sec): 3 clusters Score: Raw -2139339.701322 + Penalty 3402.018644 = -2135937.682678 nChanged 18 SP:Iteration 45Q (1235.188733 sec): 3 clusters Score: Raw -2139340.629371 + Penalty 3402.018644 = -2135938.610728 nChanged 19 SP:Iteration 46Q (1235.287055 sec): 3 clusters Score: Raw -2139341.687938 + Penalty 3402.018644 = -2135939.669294 nChanged 13 SP:Iteration 47Q (1235.387908 sec): 3 clusters Score: Raw -2139342.421733 + Penalty 3402.018644 = -2135940.403090 nChanged 13 SP:Iteration 48Q (1235.484653 sec): 3 clusters Score: Raw -2139343.114644 + Penalty 3402.018644 = -2135941.096001 nChanged 17 SP:Iteration 49Q (1235.590190 sec): 3 clusters Score: Raw -2139344.139300 + Penalty 3402.018644 = -2135942.120657 nChanged 13 SP:Iteration 50Q (1235.692692 sec): 3 clusters Score: Raw -2139344.826554 + Penalty 3402.018644 = -2135942.807910 nChanged 15 SP:Iteration 51Q (1235.790505 sec): 3 clusters Score: Raw -2139345.428120 + Penalty 3402.018644 = -2135943.409476 nChanged 7 SP:Iteration 52Q (1235.877934 sec): 3 clusters Score: Raw -2139345.696231 + Penalty 3402.018644 = -2135943.677588 nChanged 3 SP:Iteration 53Q (1235.983907 sec): 3 clusters Score: Raw -2139345.801711 + Penalty 3402.018644 = -2135943.783067 nChanged 4 SP:Iteration 54Q (1236.090035 sec): 3 clusters Score: Raw -2139345.936868 + Penalty 3402.018644 = -2135943.918224 nChanged 4 SP:Iteration 55Q (1236.196657 sec): 3 clusters Score: Raw -2139346.054170 + Penalty 3402.018644 = -2135944.035526 nChanged 2 SP:Iteration 56Q (1236.290252 sec): 3 clusters Score: Raw -2139346.129758 + Penalty 3402.018644 = -2135944.111114 nChanged 3 SP:Iteration 57Q (1236.391787 sec): 3 clusters Score: Raw -2139346.235349 + Penalty 3402.018644 = -2135944.216705 nChanged 1 SP:Iteration 58Q (1236.491531 sec): 3 clusters Score: Raw -2139346.270957 + Penalty 3402.018644 = -2135944.252314 nChanged 0 SP:Iteration 59F (1236.605343 sec): 3 clusters Score: Raw -2139346.270957 + Penalty 3402.018644 = -2135944.252314 nChanged 0 Score: Raw -15318993.055430 + Penalty 50730.714831 = -15268262.340599 Splitting cluster 18 changes total score from -15268352.233454 to -15268262.340599 So it's not getting split. Trying to split cluster 19 (24511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1241.127845 sec): 2 clusters Score: Raw -1550423.087972 + Penalty 1642.367557 = -1548780.720414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1241.207256 sec): 3 clusters Score: Raw -1535518.438514 + Penalty 3284.735114 = -1532233.703400 nChanged 11148 SP:Iteration 1F (1241.294011 sec): 3 clusters Score: Raw -1541866.143090 + Penalty 3284.735114 = -1538581.407976 nChanged 1298 SP:Iteration 2F (1241.374609 sec): 3 clusters Score: Raw -1542357.716458 + Penalty 3284.735114 = -1539072.981344 nChanged 1239 SP:Iteration 3F (1241.466349 sec): 3 clusters Score: Raw -1542871.443616 + Penalty 3284.735114 = -1539586.708502 nChanged 1290 SP:Iteration 4F (1241.564612 sec): 3 clusters Score: Raw -1543493.761170 + Penalty 3284.735114 = -1540209.026056 nChanged 1345 SP:Iteration 5F (1241.653890 sec): 3 clusters Score: Raw -1544213.167459 + Penalty 3284.735114 = -1540928.432345 nChanged 1359 SP:Iteration 6F (1241.723835 sec): 3 clusters Score: Raw -1545025.515617 + Penalty 3284.735114 = -1541740.780503 nChanged 1311 SP:Iteration 7F (1241.817379 sec): 3 clusters Score: Raw -1545825.397476 + Penalty 3284.735114 = -1542540.662362 nChanged 1172 SP:Iteration 8Q (1241.898687 sec): 3 clusters Score: Raw -1546569.262813 + Penalty 3284.735114 = -1543284.527699 nChanged 1049 SP:Iteration 9Q (1241.979430 sec): 3 clusters Score: Raw -1547248.724037 + Penalty 3284.735114 = -1543963.988923 nChanged 834 SP:Iteration 10Q (1242.069024 sec): 3 clusters Score: Raw -1547882.068775 + Penalty 3284.735114 = -1544597.333660 nChanged 750 SP:Iteration 11Q (1242.162555 sec): 3 clusters Score: Raw -1548431.534253 + Penalty 3284.735114 = -1545146.799139 nChanged 588 SP:Iteration 12Q (1242.242392 sec): 3 clusters Score: Raw -1548800.740770 + Penalty 3284.735114 = -1545516.005655 nChanged 463 SP:Iteration 13Q (1242.335145 sec): 3 clusters Score: Raw -1549061.230676 + Penalty 3284.735114 = -1545776.495562 nChanged 376 SP:Iteration 14Q (1242.409579 sec): 3 clusters Score: Raw -1549253.558994 + Penalty 3284.735114 = -1545968.823879 nChanged 323 SP:Iteration 15Q (1242.492402 sec): 3 clusters Score: Raw -1549424.194856 + Penalty 3284.735114 = -1546139.459742 nChanged 306 SP:Iteration 16Q (1242.581693 sec): 3 clusters Score: Raw -1549587.646767 + Penalty 3284.735114 = -1546302.911653 nChanged 300 SP:Iteration 17Q (1242.663586 sec): 3 clusters Score: Raw -1549756.025816 + Penalty 3284.735114 = -1546471.290702 nChanged 243 SP:Iteration 18Q (1242.743561 sec): 3 clusters Score: Raw -1549889.638895 + Penalty 3284.735114 = -1546604.903781 nChanged 224 SP:Iteration 19Q (1242.823069 sec): 3 clusters Score: Raw -1550035.711397 + Penalty 3284.735114 = -1546750.976282 nChanged 206 SP:Iteration 20F (1242.906609 sec): 3 clusters Score: Raw -1550164.341248 + Penalty 3284.735114 = -1546879.606134 nChanged 167 SP:Iteration 21Q (1242.984024 sec): 3 clusters Score: Raw -1550273.255633 + Penalty 3284.735114 = -1546988.520518 nChanged 156 SP:Iteration 22Q (1243.060056 sec): 3 clusters Score: Raw -1550378.882724 + Penalty 3284.735114 = -1547094.147609 nChanged 134 SP:Iteration 23Q (1243.141335 sec): 3 clusters Score: Raw -1550466.306102 + Penalty 3284.735114 = -1547181.570987 nChanged 129 SP:Iteration 24Q (1243.219793 sec): 3 clusters Score: Raw -1550549.498970 + Penalty 3284.735114 = -1547264.763856 nChanged 98 SP:Iteration 25Q (1243.295334 sec): 3 clusters Score: Raw -1550602.327034 + Penalty 3284.735114 = -1547317.591919 nChanged 78 SP:Iteration 26Q (1243.370470 sec): 3 clusters Score: Raw -1550636.180825 + Penalty 3284.735114 = -1547351.445710 nChanged 55 SP:Iteration 27Q (1243.448591 sec): 3 clusters Score: Raw -1550654.822342 + Penalty 3284.735114 = -1547370.087228 nChanged 49 SP:Iteration 28Q (1243.514477 sec): 3 clusters Score: Raw -1550671.068423 + Penalty 3284.735114 = -1547386.333308 nChanged 42 SP:Iteration 29Q (1243.595833 sec): 3 clusters Score: Raw -1550688.589107 + Penalty 3284.735114 = -1547403.853992 nChanged 35 SP:Iteration 30Q (1243.680205 sec): 3 clusters Score: Raw -1550703.436628 + Penalty 3284.735114 = -1547418.701514 nChanged 33 SP:Iteration 31Q (1243.757922 sec): 3 clusters Score: Raw -1550719.186001 + Penalty 3284.735114 = -1547434.450887 nChanged 37 SP:Iteration 32Q (1243.837585 sec): 3 clusters Score: Raw -1550732.751500 + Penalty 3284.735114 = -1547448.016385 nChanged 28 SP:Iteration 33Q (1243.917432 sec): 3 clusters Score: Raw -1550744.257411 + Penalty 3284.735114 = -1547459.522296 nChanged 22 SP:Iteration 34Q (1243.998286 sec): 3 clusters Score: Raw -1550751.332440 + Penalty 3284.735114 = -1547466.597326 nChanged 12 SP:Iteration 35Q (1244.078305 sec): 3 clusters Score: Raw -1550754.821200 + Penalty 3284.735114 = -1547470.086085 nChanged 6 SP:Iteration 36Q (1244.158579 sec): 3 clusters Score: Raw -1550756.514707 + Penalty 3284.735114 = -1547471.779593 nChanged 5 SP:Iteration 37Q (1244.240006 sec): 3 clusters Score: Raw -1550757.589888 + Penalty 3284.735114 = -1547472.854773 nChanged 3 SP:Iteration 38Q (1244.319975 sec): 3 clusters Score: Raw -1550759.130624 + Penalty 3284.735114 = -1547474.395510 nChanged 4 SP:Iteration 39Q (1244.394746 sec): 3 clusters Score: Raw -1550760.246205 + Penalty 3284.735114 = -1547475.511091 nChanged 4 SP:Iteration 40F (1244.480554 sec): 3 clusters Score: Raw -1550761.877859 + Penalty 3284.735114 = -1547477.142744 nChanged 6 SP:Iteration 41Q (1244.560608 sec): 3 clusters Score: Raw -1550763.443778 + Penalty 3284.735114 = -1547478.708663 nChanged 3 SP:Iteration 42Q (1244.636481 sec): 3 clusters Score: Raw -1550764.327954 + Penalty 3284.735114 = -1547479.592839 nChanged 1 SP:Iteration 43Q (1244.711366 sec): 3 clusters Score: Raw -1550764.800952 + Penalty 3284.735114 = -1547480.065838 nChanged 3 SP:Iteration 44Q (1244.792577 sec): 3 clusters Score: Raw -1550766.563306 + Penalty 3284.735114 = -1547481.828192 nChanged 4 SP:Iteration 45Q (1244.874106 sec): 3 clusters Score: Raw -1550767.862432 + Penalty 3284.735114 = -1547483.127318 nChanged 3 SP:Iteration 46Q (1244.948680 sec): 3 clusters Score: Raw -1550768.455052 + Penalty 3284.735114 = -1547483.719937 nChanged 2 SP:Iteration 47Q (1245.029302 sec): 3 clusters Score: Raw -1550769.050851 + Penalty 3284.735114 = -1547484.315737 nChanged 2 SP:Iteration 48Q (1245.106706 sec): 3 clusters Score: Raw -1550769.700925 + Penalty 3284.735114 = -1547484.965810 nChanged 2 SP:Iteration 49Q (1245.174828 sec): 3 clusters Score: Raw -1550770.465456 + Penalty 3284.735114 = -1547485.730341 nChanged 2 SP:Iteration 50Q (1245.253709 sec): 3 clusters Score: Raw -1550770.892112 + Penalty 3284.735114 = -1547486.156998 nChanged 0 SP:Iteration 51F (1245.351056 sec): 3 clusters Score: Raw -1550770.892112 + Penalty 3284.735114 = -1547486.156998 nChanged 0 Trying to split cluster 20 (30227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1245.419557 sec): 2 clusters Score: Raw -1700322.115393 + Penalty 1676.429762 = -1698645.685631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1245.509839 sec): 3 clusters Score: Raw -1681688.674241 + Penalty 3352.859524 = -1678335.814717 nChanged 13971 SP:Iteration 1F (1245.607240 sec): 3 clusters Score: Raw -1689568.574480 + Penalty 3352.859524 = -1686215.714956 nChanged 1623 SP:Iteration 2F (1245.705009 sec): 3 clusters Score: Raw -1690288.651654 + Penalty 3352.859524 = -1686935.792130 nChanged 1688 SP:Iteration 3F (1245.801279 sec): 3 clusters Score: Raw -1691138.525815 + Penalty 3352.859524 = -1687785.666291 nChanged 1860 SP:Iteration 4F (1245.895074 sec): 3 clusters Score: Raw -1692362.173285 + Penalty 3352.859524 = -1689009.313760 nChanged 2196 SP:Iteration 5F (1245.995070 sec): 3 clusters Score: Raw -1694054.300785 + Penalty 3352.859524 = -1690701.441261 nChanged 2211 SP:Iteration 6F (1246.088762 sec): 3 clusters Score: Raw -1695707.069523 + Penalty 3352.859524 = -1692354.209999 nChanged 1836 SP:Iteration 7F (1246.188411 sec): 3 clusters Score: Raw -1696832.963105 + Penalty 3352.859524 = -1693480.103581 nChanged 1358 SP:Iteration 8Q (1246.288836 sec): 3 clusters Score: Raw -1697472.562603 + Penalty 3352.859524 = -1694119.703079 nChanged 984 SP:Iteration 9Q (1246.373118 sec): 3 clusters Score: Raw -1697838.828937 + Penalty 3352.859524 = -1694485.969413 nChanged 714 SP:Iteration 10Q (1246.465830 sec): 3 clusters Score: Raw -1698049.594055 + Penalty 3352.859524 = -1694696.734531 nChanged 532 SP:Iteration 11Q (1246.572526 sec): 3 clusters Score: Raw -1698200.630006 + Penalty 3352.859524 = -1694847.770482 nChanged 431 SP:Iteration 12Q (1246.671667 sec): 3 clusters Score: Raw -1698318.645091 + Penalty 3352.859524 = -1694965.785567 nChanged 400 SP:Iteration 13Q (1246.769064 sec): 3 clusters Score: Raw -1698445.652443 + Penalty 3352.859524 = -1695092.792919 nChanged 440 SP:Iteration 14Q (1246.868990 sec): 3 clusters Score: Raw -1698599.982702 + Penalty 3352.859524 = -1695247.123178 nChanged 458 SP:Iteration 15Q (1246.968668 sec): 3 clusters Score: Raw -1698768.255329 + Penalty 3352.859524 = -1695415.395805 nChanged 451 SP:Iteration 16Q (1247.062312 sec): 3 clusters Score: Raw -1698940.724823 + Penalty 3352.859524 = -1695587.865299 nChanged 430 SP:Iteration 17Q (1247.154623 sec): 3 clusters Score: Raw -1699107.172228 + Penalty 3352.859524 = -1695754.312704 nChanged 423 SP:Iteration 18Q (1247.255874 sec): 3 clusters Score: Raw -1699280.037004 + Penalty 3352.859524 = -1695927.177480 nChanged 412 SP:Iteration 19Q (1247.360315 sec): 3 clusters Score: Raw -1699441.278056 + Penalty 3352.859524 = -1696088.418532 nChanged 382 SP:Iteration 20F (1247.463069 sec): 3 clusters Score: Raw -1699592.938082 + Penalty 3352.859524 = -1696240.078558 nChanged 382 SP:Iteration 21Q (1247.564530 sec): 3 clusters Score: Raw -1699752.508214 + Penalty 3352.859524 = -1696399.648689 nChanged 362 SP:Iteration 22Q (1247.660827 sec): 3 clusters Score: Raw -1699892.919617 + Penalty 3352.859524 = -1696540.060093 nChanged 324 SP:Iteration 23Q (1247.756849 sec): 3 clusters Score: Raw -1700036.456877 + Penalty 3352.859524 = -1696683.597353 nChanged 301 SP:Iteration 24Q (1247.849040 sec): 3 clusters Score: Raw -1700188.887610 + Penalty 3352.859524 = -1696836.028086 nChanged 284 SP:Iteration 25Q (1247.945354 sec): 3 clusters Score: Raw -1700349.708337 + Penalty 3352.859524 = -1696996.848813 nChanged 263 SP:Iteration 26Q (1248.030997 sec): 3 clusters Score: Raw -1700485.638245 + Penalty 3352.859524 = -1697132.778720 nChanged 240 SP:Iteration 27Q (1248.126433 sec): 3 clusters Score: Raw -1700583.560040 + Penalty 3352.859524 = -1697230.700515 nChanged 234 SP:Iteration 28Q (1248.218704 sec): 3 clusters Score: Raw -1700678.163392 + Penalty 3352.859524 = -1697325.303868 nChanged 217 SP:Iteration 29Q (1248.314365 sec): 3 clusters Score: Raw -1700752.718481 + Penalty 3352.859524 = -1697399.858957 nChanged 176 SP:Iteration 30Q (1248.408280 sec): 3 clusters Score: Raw -1700802.766831 + Penalty 3352.859524 = -1697449.907307 nChanged 135 SP:Iteration 31Q (1248.498362 sec): 3 clusters Score: Raw -1700841.222199 + Penalty 3352.859524 = -1697488.362675 nChanged 140 SP:Iteration 32Q (1248.579276 sec): 3 clusters Score: Raw -1700883.407875 + Penalty 3352.859524 = -1697530.548351 nChanged 120 SP:Iteration 33Q (1248.680292 sec): 3 clusters Score: Raw -1700915.896362 + Penalty 3352.859524 = -1697563.036838 nChanged 118 SP:Iteration 34Q (1248.773162 sec): 3 clusters Score: Raw -1700942.737788 + Penalty 3352.859524 = -1697589.878264 nChanged 86 SP:Iteration 35Q (1248.861915 sec): 3 clusters Score: Raw -1700959.302120 + Penalty 3352.859524 = -1697606.442596 nChanged 71 SP:Iteration 36Q (1248.938524 sec): 3 clusters Score: Raw -1700972.657468 + Penalty 3352.859524 = -1697619.797944 nChanged 60 SP:Iteration 37Q (1249.041665 sec): 3 clusters Score: Raw -1700983.481009 + Penalty 3352.859524 = -1697630.621485 nChanged 63 SP:Iteration 38Q (1249.130161 sec): 3 clusters Score: Raw -1700993.375996 + Penalty 3352.859524 = -1697640.516472 nChanged 50 SP:Iteration 39Q (1249.214792 sec): 3 clusters Score: Raw -1701000.139925 + Penalty 3352.859524 = -1697647.280401 nChanged 43 SP:Iteration 40F (1249.309745 sec): 3 clusters Score: Raw -1701006.283593 + Penalty 3352.859524 = -1697653.424068 nChanged 37 SP:Iteration 41Q (1249.396095 sec): 3 clusters Score: Raw -1701011.387664 + Penalty 3352.859524 = -1697658.528139 nChanged 40 SP:Iteration 42Q (1249.475400 sec): 3 clusters Score: Raw -1701018.390653 + Penalty 3352.859524 = -1697665.531129 nChanged 41 SP:Iteration 43Q (1249.574350 sec): 3 clusters Score: Raw -1701023.820105 + Penalty 3352.859524 = -1697670.960580 nChanged 40 SP:Iteration 44Q (1249.667337 sec): 3 clusters Score: Raw -1701029.162214 + Penalty 3352.859524 = -1697676.302689 nChanged 33 SP:Iteration 45Q (1249.757329 sec): 3 clusters Score: Raw -1701033.720960 + Penalty 3352.859524 = -1697680.861436 nChanged 32 SP:Iteration 46Q (1249.843103 sec): 3 clusters Score: Raw -1701037.247811 + Penalty 3352.859524 = -1697684.388287 nChanged 27 SP:Iteration 47Q (1249.920787 sec): 3 clusters Score: Raw -1701040.786289 + Penalty 3352.859524 = -1697687.926764 nChanged 35 SP:Iteration 48Q (1250.019484 sec): 3 clusters Score: Raw -1701045.945779 + Penalty 3352.859524 = -1697693.086254 nChanged 44 SP:Iteration 49Q (1250.107193 sec): 3 clusters Score: Raw -1701052.723954 + Penalty 3352.859524 = -1697699.864430 nChanged 41 SP:Iteration 50Q (1250.193478 sec): 3 clusters Score: Raw -1701059.128378 + Penalty 3352.859524 = -1697706.268853 nChanged 36 SP:Iteration 51Q (1250.283901 sec): 3 clusters Score: Raw -1701063.867201 + Penalty 3352.859524 = -1697711.007676 nChanged 37 SP:Iteration 52Q (1250.374524 sec): 3 clusters Score: Raw -1701069.014270 + Penalty 3352.859524 = -1697716.154746 nChanged 31 SP:Iteration 53Q (1250.462840 sec): 3 clusters Score: Raw -1701073.764293 + Penalty 3352.859524 = -1697720.904769 nChanged 41 SP:Iteration 54Q (1250.552850 sec): 3 clusters Score: Raw -1701080.303788 + Penalty 3352.859524 = -1697727.444264 nChanged 40 SP:Iteration 55Q (1250.644421 sec): 3 clusters Score: Raw -1701085.026577 + Penalty 3352.859524 = -1697732.167053 nChanged 36 SP:Iteration 56Q (1250.728536 sec): 3 clusters Score: Raw -1701089.631983 + Penalty 3352.859524 = -1697736.772459 nChanged 28 SP:Iteration 57Q (1250.829225 sec): 3 clusters Score: Raw -1701092.498724 + Penalty 3352.859524 = -1697739.639200 nChanged 33 SP:Iteration 58Q (1250.915593 sec): 3 clusters Score: Raw -1701096.652967 + Penalty 3352.859524 = -1697743.793442 nChanged 34 SP:Iteration 59Q (1251.013745 sec): 3 clusters Score: Raw -1701101.460895 + Penalty 3352.859524 = -1697748.601371 nChanged 25 SP:Iteration 60F (1251.107316 sec): 3 clusters Score: Raw -1701105.377478 + Penalty 3352.859524 = -1697752.517954 nChanged 34 SP:Iteration 61Q (1251.191583 sec): 3 clusters Score: Raw -1701109.740759 + Penalty 3352.859524 = -1697756.881235 nChanged 27 SP:Iteration 62Q (1251.290453 sec): 3 clusters Score: Raw -1701112.872209 + Penalty 3352.859524 = -1697760.012685 nChanged 22 SP:Iteration 63Q (1251.381380 sec): 3 clusters Score: Raw -1701115.391298 + Penalty 3352.859524 = -1697762.531774 nChanged 19 SP:Iteration 64Q (1251.467956 sec): 3 clusters Score: Raw -1701117.545795 + Penalty 3352.859524 = -1697764.686270 nChanged 15 SP:Iteration 65Q (1251.556112 sec): 3 clusters Score: Raw -1701118.975919 + Penalty 3352.859524 = -1697766.116395 nChanged 21 SP:Iteration 66Q (1251.646181 sec): 3 clusters Score: Raw -1701121.256972 + Penalty 3352.859524 = -1697768.397448 nChanged 18 SP:Iteration 67Q (1251.739985 sec): 3 clusters Score: Raw -1701123.468719 + Penalty 3352.859524 = -1697770.609194 nChanged 18 SP:Iteration 68Q (1251.830717 sec): 3 clusters Score: Raw -1701125.961160 + Penalty 3352.859524 = -1697773.101635 nChanged 13 SP:Iteration 69Q (1251.910859 sec): 3 clusters Score: Raw -1701127.319094 + Penalty 3352.859524 = -1697774.459570 nChanged 12 SP:Iteration 70Q (1252.012637 sec): 3 clusters Score: Raw -1701128.315812 + Penalty 3352.859524 = -1697775.456288 nChanged 11 SP:Iteration 71Q (1252.098422 sec): 3 clusters Score: Raw -1701129.130205 + Penalty 3352.859524 = -1697776.270681 nChanged 7 SP:Iteration 72Q (1252.188491 sec): 3 clusters Score: Raw -1701129.679814 + Penalty 3352.859524 = -1697776.820290 nChanged 6 SP:Iteration 73Q (1252.277279 sec): 3 clusters Score: Raw -1701130.178893 + Penalty 3352.859524 = -1697777.319369 nChanged 3 SP:Iteration 74Q (1252.371143 sec): 3 clusters Score: Raw -1701130.381540 + Penalty 3352.859524 = -1697777.522015 nChanged 1 SP:Iteration 75Q (1252.456325 sec): 3 clusters Score: Raw -1701130.410884 + Penalty 3352.859524 = -1697777.551360 nChanged 1 SP:Iteration 76Q (1252.550412 sec): 3 clusters Score: Raw -1701130.478979 + Penalty 3352.859524 = -1697777.619455 nChanged 1 SP:Iteration 77Q (1252.653231 sec): 3 clusters Score: Raw -1701130.517244 + Penalty 3352.859524 = -1697777.657720 nChanged 0 SP:Iteration 78F (1252.753014 sec): 3 clusters Score: Raw -1701130.517244 + Penalty 3352.859524 = -1697777.657720 nChanged 0 Trying to split cluster 21 (1202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1252.780795 sec): 2 clusters Score: Raw -76588.822623 + Penalty 1152.408094 = -75436.414529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1252.825368 sec): 3 clusters Score: Raw -76143.043802 + Penalty 2304.816187 = -73838.227614 nChanged 382 SP:Iteration 1F (1252.861905 sec): 3 clusters Score: Raw -76468.515662 + Penalty 2304.816187 = -74163.699474 nChanged 110 SP:Iteration 2F (1252.906430 sec): 3 clusters Score: Raw -76606.635924 + Penalty 2304.816187 = -74301.819737 nChanged 79 SP:Iteration 3F (1252.955387 sec): 3 clusters Score: Raw -76694.297019 + Penalty 2304.816187 = -74389.480832 nChanged 50 SP:Iteration 4Q (1253.003071 sec): 3 clusters Score: Raw -76748.889735 + Penalty 2304.816187 = -74444.073548 nChanged 29 SP:Iteration 5Q (1253.048668 sec): 3 clusters Score: Raw -76781.818534 + Penalty 2304.816187 = -74477.002346 nChanged 24 SP:Iteration 6Q (1253.103374 sec): 3 clusters Score: Raw -76806.179407 + Penalty 2304.816187 = -74501.363219 nChanged 16 SP:Iteration 7Q (1253.149315 sec): 3 clusters Score: Raw -76821.313479 + Penalty 2304.816187 = -74516.497292 nChanged 11 SP:Iteration 8Q (1253.205424 sec): 3 clusters Score: Raw -76828.256492 + Penalty 2304.816187 = -74523.440304 nChanged 3 SP:Iteration 9Q (1253.249684 sec): 3 clusters Score: Raw -76830.661163 + Penalty 2304.816187 = -74525.844976 nChanged 3 SP:Iteration 10Q (1253.307870 sec): 3 clusters Score: Raw -76831.319764 + Penalty 2304.816187 = -74526.503576 nChanged 0 SP:Iteration 11F (1253.353939 sec): 3 clusters Score: Raw -76831.319764 + Penalty 2304.816187 = -74526.503576 nChanged 0 Trying to split cluster 22 (1693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1253.370634 sec): 2 clusters Score: Raw -98224.469581 + Penalty 1208.066825 = -97016.402757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1253.425574 sec): 3 clusters Score: Raw -97551.532886 + Penalty 2416.133649 = -95135.399237 nChanged 560 SP:Iteration 1F (1253.478322 sec): 3 clusters Score: Raw -97962.322512 + Penalty 2416.133649 = -95546.188863 nChanged 130 SP:Iteration 2F (1253.531653 sec): 3 clusters Score: Raw -98075.456757 + Penalty 2416.133649 = -95659.323108 nChanged 80 SP:Iteration 3Q (1253.583358 sec): 3 clusters Score: Raw -98133.338315 + Penalty 2416.133649 = -95717.204666 nChanged 44 SP:Iteration 4Q (1253.633855 sec): 3 clusters Score: Raw -98162.025078 + Penalty 2416.133649 = -95745.891428 nChanged 37 SP:Iteration 5Q (1253.685977 sec): 3 clusters Score: Raw -98188.765607 + Penalty 2416.133649 = -95772.631958 nChanged 38 SP:Iteration 6Q (1253.733343 sec): 3 clusters Score: Raw -98212.686167 + Penalty 2416.133649 = -95796.552517 nChanged 21 SP:Iteration 7Q (1253.787376 sec): 3 clusters Score: Raw -98222.100305 + Penalty 2416.133649 = -95805.966655 nChanged 8 SP:Iteration 8Q (1253.840991 sec): 3 clusters Score: Raw -98226.263341 + Penalty 2416.133649 = -95810.129692 nChanged 10 SP:Iteration 9Q (1253.890474 sec): 3 clusters Score: Raw -98233.295269 + Penalty 2416.133649 = -95817.161620 nChanged 10 SP:Iteration 10Q (1253.935270 sec): 3 clusters Score: Raw -98238.954125 + Penalty 2416.133649 = -95822.820476 nChanged 10 SP:Iteration 11Q (1253.992159 sec): 3 clusters Score: Raw -98243.831918 + Penalty 2416.133649 = -95827.698268 nChanged 8 SP:Iteration 12Q (1254.035421 sec): 3 clusters Score: Raw -98247.269220 + Penalty 2416.133649 = -95831.135570 nChanged 4 SP:Iteration 13Q (1254.074957 sec): 3 clusters Score: Raw -98248.647889 + Penalty 2416.133649 = -95832.514240 nChanged 0 SP:Iteration 14F (1254.132120 sec): 3 clusters Score: Raw -98248.647889 + Penalty 2416.133649 = -95832.514240 nChanged 0 Trying to split cluster 23 (69525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1254.251778 sec): 2 clusters Score: Raw -4174389.808319 + Penalty 1811.784273 = -4172578.024046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1254.411125 sec): 3 clusters Score: Raw -4129755.170962 + Penalty 3623.568546 = -4126131.602417 nChanged 32865 SP:Iteration 1F (1254.558058 sec): 3 clusters Score: Raw -4148788.569587 + Penalty 3623.568546 = -4145165.001042 nChanged 2912 SP:Iteration 2Q (1254.726094 sec): 3 clusters Score: Raw -4149741.788699 + Penalty 3623.568546 = -4146118.220153 nChanged 3010 SP:Iteration 3Q (1254.893307 sec): 3 clusters Score: Raw -4150864.175570 + Penalty 3623.568546 = -4147240.607024 nChanged 3113 SP:Iteration 4Q (1255.060614 sec): 3 clusters Score: Raw -4152190.575813 + Penalty 3623.568546 = -4148567.007267 nChanged 3370 SP:Iteration 5Q (1255.221020 sec): 3 clusters Score: Raw -4153892.288055 + Penalty 3623.568546 = -4150268.719510 nChanged 3649 SP:Iteration 6F (1255.374391 sec): 3 clusters Score: Raw -4155972.309819 + Penalty 3623.568546 = -4152348.741274 nChanged 3942 SP:Iteration 7F (1255.540920 sec): 3 clusters Score: Raw -4158526.356084 + Penalty 3623.568546 = -4154902.787538 nChanged 3929 SP:Iteration 8F (1255.695367 sec): 3 clusters Score: Raw -4161024.373658 + Penalty 3623.568546 = -4157400.805112 nChanged 3625 SP:Iteration 9F (1255.861346 sec): 3 clusters Score: Raw -4163141.880739 + Penalty 3623.568546 = -4159518.312193 nChanged 2969 SP:Iteration 10Q (1256.020190 sec): 3 clusters Score: Raw -4164501.229346 + Penalty 3623.568546 = -4160877.660800 nChanged 2231 SP:Iteration 11Q (1256.181434 sec): 3 clusters Score: Raw -4165217.801163 + Penalty 3623.568546 = -4161594.232617 nChanged 1495 SP:Iteration 12Q (1256.338818 sec): 3 clusters Score: Raw -4165576.108053 + Penalty 3623.568546 = -4161952.539507 nChanged 1064 SP:Iteration 13Q (1256.488161 sec): 3 clusters Score: Raw -4165797.828163 + Penalty 3623.568546 = -4162174.259617 nChanged 858 SP:Iteration 14Q (1256.648073 sec): 3 clusters Score: Raw -4165960.709017 + Penalty 3623.568546 = -4162337.140472 nChanged 757 SP:Iteration 15Q (1256.797110 sec): 3 clusters Score: Raw -4166105.004030 + Penalty 3623.568546 = -4162481.435484 nChanged 762 SP:Iteration 16Q (1256.950741 sec): 3 clusters Score: Raw -4166252.990336 + Penalty 3623.568546 = -4162629.421790 nChanged 768 SP:Iteration 17Q (1257.103736 sec): 3 clusters Score: Raw -4166414.785378 + Penalty 3623.568546 = -4162791.216832 nChanged 837 SP:Iteration 18Q (1257.254276 sec): 3 clusters Score: Raw -4166604.990230 + Penalty 3623.568546 = -4162981.421684 nChanged 906 SP:Iteration 19Q (1257.409232 sec): 3 clusters Score: Raw -4166834.222938 + Penalty 3623.568546 = -4163210.654392 nChanged 993 SP:Iteration 20F (1257.571544 sec): 3 clusters Score: Raw -4167113.387401 + Penalty 3623.568546 = -4163489.818855 nChanged 1056 SP:Iteration 21Q (1257.721422 sec): 3 clusters Score: Raw -4167441.404549 + Penalty 3623.568546 = -4163817.836003 nChanged 1116 SP:Iteration 22Q (1257.892262 sec): 3 clusters Score: Raw -4167808.701412 + Penalty 3623.568546 = -4164185.132866 nChanged 1177 SP:Iteration 23Q (1258.056965 sec): 3 clusters Score: Raw -4168221.602433 + Penalty 3623.568546 = -4164598.033887 nChanged 1230 SP:Iteration 24Q (1258.217078 sec): 3 clusters Score: Raw -4168692.803038 + Penalty 3623.568546 = -4165069.234492 nChanged 1276 SP:Iteration 25Q (1258.377204 sec): 3 clusters Score: Raw -4169214.456692 + Penalty 3623.568546 = -4165590.888147 nChanged 1326 SP:Iteration 26Q (1258.530195 sec): 3 clusters Score: Raw -4169789.612706 + Penalty 3623.568546 = -4166166.044161 nChanged 1304 SP:Iteration 27Q (1258.669384 sec): 3 clusters Score: Raw -4170377.118646 + Penalty 3623.568546 = -4166753.550100 nChanged 1252 SP:Iteration 28Q (1258.813123 sec): 3 clusters Score: Raw -4170974.432624 + Penalty 3623.568546 = -4167350.864078 nChanged 1261 SP:Iteration 29Q (1258.960750 sec): 3 clusters Score: Raw -4171609.025932 + Penalty 3623.568546 = -4167985.457386 nChanged 1116 SP:Iteration 30Q (1259.101302 sec): 3 clusters Score: Raw -4172181.622761 + Penalty 3623.568546 = -4168558.054215 nChanged 994 SP:Iteration 31Q (1259.249185 sec): 3 clusters Score: Raw -4172692.436822 + Penalty 3623.568546 = -4169068.868277 nChanged 883 SP:Iteration 32Q (1259.386669 sec): 3 clusters Score: Raw -4173150.667380 + Penalty 3623.568546 = -4169527.098834 nChanged 730 SP:Iteration 33Q (1259.534180 sec): 3 clusters Score: Raw -4173536.158437 + Penalty 3623.568546 = -4169912.589892 nChanged 635 SP:Iteration 34Q (1259.668012 sec): 3 clusters Score: Raw -4173879.376671 + Penalty 3623.568546 = -4170255.808125 nChanged 473 SP:Iteration 35Q (1259.800463 sec): 3 clusters Score: Raw -4174132.179693 + Penalty 3623.568546 = -4170508.611147 nChanged 398 SP:Iteration 36Q (1259.936231 sec): 3 clusters Score: Raw -4174332.867004 + Penalty 3623.568546 = -4170709.298458 nChanged 289 SP:Iteration 37Q (1260.072927 sec): 3 clusters Score: Raw -4174456.357450 + Penalty 3623.568546 = -4170832.788904 nChanged 209 SP:Iteration 38Q (1260.201799 sec): 3 clusters Score: Raw -4174546.927619 + Penalty 3623.568546 = -4170923.359073 nChanged 164 SP:Iteration 39Q (1260.336394 sec): 3 clusters Score: Raw -4174617.146432 + Penalty 3623.568546 = -4170993.577886 nChanged 134 SP:Iteration 40F (1260.492080 sec): 3 clusters Score: Raw -4174678.156506 + Penalty 3623.568546 = -4171054.587960 nChanged 98 SP:Iteration 41Q (1260.632686 sec): 3 clusters Score: Raw -4174719.519066 + Penalty 3623.568546 = -4171095.950520 nChanged 72 SP:Iteration 42Q (1260.760232 sec): 3 clusters Score: Raw -4174746.874506 + Penalty 3623.568546 = -4171123.305960 nChanged 53 SP:Iteration 43Q (1260.884556 sec): 3 clusters Score: Raw -4174766.563705 + Penalty 3623.568546 = -4171142.995159 nChanged 39 SP:Iteration 44Q (1261.023412 sec): 3 clusters Score: Raw -4174781.032097 + Penalty 3623.568546 = -4171157.463551 nChanged 38 SP:Iteration 45Q (1261.147178 sec): 3 clusters Score: Raw -4174795.016103 + Penalty 3623.568546 = -4171171.447557 nChanged 30 SP:Iteration 46Q (1261.272481 sec): 3 clusters Score: Raw -4174806.172579 + Penalty 3623.568546 = -4171182.604033 nChanged 27 SP:Iteration 47Q (1261.398533 sec): 3 clusters Score: Raw -4174819.048970 + Penalty 3623.568546 = -4171195.480424 nChanged 31 SP:Iteration 48Q (1261.532486 sec): 3 clusters Score: Raw -4174832.473673 + Penalty 3623.568546 = -4171208.905127 nChanged 18 SP:Iteration 49Q (1261.672304 sec): 3 clusters Score: Raw -4174838.674738 + Penalty 3623.568546 = -4171215.106192 nChanged 16 SP:Iteration 50Q (1261.806169 sec): 3 clusters Score: Raw -4174845.584193 + Penalty 3623.568546 = -4171222.015648 nChanged 16 SP:Iteration 51Q (1261.944709 sec): 3 clusters Score: Raw -4174851.762204 + Penalty 3623.568546 = -4171228.193658 nChanged 18 SP:Iteration 52Q (1262.069262 sec): 3 clusters Score: Raw -4174859.318843 + Penalty 3623.568546 = -4171235.750298 nChanged 12 SP:Iteration 53Q (1262.211440 sec): 3 clusters Score: Raw -4174864.532668 + Penalty 3623.568546 = -4171240.964122 nChanged 16 SP:Iteration 54Q (1262.343899 sec): 3 clusters Score: Raw -4174870.876297 + Penalty 3623.568546 = -4171247.307751 nChanged 14 SP:Iteration 55Q (1262.477283 sec): 3 clusters Score: Raw -4174875.681622 + Penalty 3623.568546 = -4171252.113076 nChanged 10 SP:Iteration 56Q (1262.611954 sec): 3 clusters Score: Raw -4174879.718762 + Penalty 3623.568546 = -4171256.150216 nChanged 9 SP:Iteration 57Q (1262.752707 sec): 3 clusters Score: Raw -4174884.163136 + Penalty 3623.568546 = -4171260.594591 nChanged 10 SP:Iteration 58Q (1262.890937 sec): 3 clusters Score: Raw -4174887.597041 + Penalty 3623.568546 = -4171264.028495 nChanged 5 SP:Iteration 59Q (1263.023168 sec): 3 clusters Score: Raw -4174888.969397 + Penalty 3623.568546 = -4171265.400852 nChanged 9 SP:Iteration 60F (1263.187082 sec): 3 clusters Score: Raw -4174892.566011 + Penalty 3623.568546 = -4171268.997466 nChanged 6 SP:Iteration 61Q (1263.317979 sec): 3 clusters Score: Raw -4174895.879108 + Penalty 3623.568546 = -4171272.310562 nChanged 8 SP:Iteration 62Q (1263.452361 sec): 3 clusters Score: Raw -4174899.685863 + Penalty 3623.568546 = -4171276.117317 nChanged 7 SP:Iteration 63Q (1263.585443 sec): 3 clusters Score: Raw -4174901.484024 + Penalty 3623.568546 = -4171277.915478 nChanged 6 SP:Iteration 64Q (1263.717002 sec): 3 clusters Score: Raw -4174903.407744 + Penalty 3623.568546 = -4171279.839198 nChanged 2 SP:Iteration 65Q (1263.841937 sec): 3 clusters Score: Raw -4174903.854797 + Penalty 3623.568546 = -4171280.286252 nChanged 0 SP:Iteration 66F (1263.994298 sec): 3 clusters Score: Raw -4174903.854797 + Penalty 3623.568546 = -4171280.286252 nChanged 0 Trying to split cluster 24 (7913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1264.041846 sec): 2 clusters Score: Raw -495829.780077 + Penalty 1458.642617 = -494371.137460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1264.089442 sec): 3 clusters Score: Raw -491565.186027 + Penalty 2917.285233 = -488647.900794 nChanged 3305 SP:Iteration 1F (1264.147614 sec): 3 clusters Score: Raw -493257.739504 + Penalty 2917.285233 = -490340.454271 nChanged 461 SP:Iteration 2F (1264.220708 sec): 3 clusters Score: Raw -493455.770395 + Penalty 2917.285233 = -490538.485162 nChanged 357 SP:Iteration 3Q (1264.283218 sec): 3 clusters Score: Raw -493595.755155 + Penalty 2917.285233 = -490678.469922 nChanged 295 SP:Iteration 4Q (1264.343789 sec): 3 clusters Score: Raw -493709.730230 + Penalty 2917.285233 = -490792.444997 nChanged 279 SP:Iteration 5Q (1264.406837 sec): 3 clusters Score: Raw -493824.104252 + Penalty 2917.285233 = -490906.819019 nChanged 265 SP:Iteration 6Q (1264.466741 sec): 3 clusters Score: Raw -493953.922866 + Penalty 2917.285233 = -491036.637633 nChanged 287 SP:Iteration 7Q (1264.528325 sec): 3 clusters Score: Raw -494108.238060 + Penalty 2917.285233 = -491190.952827 nChanged 309 SP:Iteration 8Q (1264.588449 sec): 3 clusters Score: Raw -494275.924342 + Penalty 2917.285233 = -491358.639109 nChanged 355 SP:Iteration 9Q (1264.648269 sec): 3 clusters Score: Raw -494504.312775 + Penalty 2917.285233 = -491587.027542 nChanged 411 SP:Iteration 10F (1264.699555 sec): 3 clusters Score: Raw -494793.146602 + Penalty 2917.285233 = -491875.861369 nChanged 416 SP:Iteration 11F (1264.759427 sec): 3 clusters Score: Raw -495118.679812 + Penalty 2917.285233 = -492201.394579 nChanged 389 SP:Iteration 12Q (1264.820783 sec): 3 clusters Score: Raw -495416.554585 + Penalty 2917.285233 = -492499.269352 nChanged 278 SP:Iteration 13Q (1264.892720 sec): 3 clusters Score: Raw -495601.065408 + Penalty 2917.285233 = -492683.780175 nChanged 214 SP:Iteration 14Q (1264.950429 sec): 3 clusters Score: Raw -495714.876168 + Penalty 2917.285233 = -492797.590935 nChanged 141 SP:Iteration 15Q (1265.005553 sec): 3 clusters Score: Raw -495778.360153 + Penalty 2917.285233 = -492861.074920 nChanged 99 SP:Iteration 16Q (1265.055176 sec): 3 clusters Score: Raw -495821.027390 + Penalty 2917.285233 = -492903.742157 nChanged 100 SP:Iteration 17Q (1265.115040 sec): 3 clusters Score: Raw -495866.754260 + Penalty 2917.285233 = -492949.469026 nChanged 90 SP:Iteration 18Q (1265.180070 sec): 3 clusters Score: Raw -495909.996836 + Penalty 2917.285233 = -492992.711602 nChanged 75 SP:Iteration 19Q (1265.248059 sec): 3 clusters Score: Raw -495946.655842 + Penalty 2917.285233 = -493029.370609 nChanged 85 SP:Iteration 20F (1265.311270 sec): 3 clusters Score: Raw -495988.696666 + Penalty 2917.285233 = -493071.411433 nChanged 77 SP:Iteration 21Q (1265.373438 sec): 3 clusters Score: Raw -496021.124936 + Penalty 2917.285233 = -493103.839703 nChanged 46 SP:Iteration 22Q (1265.436169 sec): 3 clusters Score: Raw -496035.324081 + Penalty 2917.285233 = -493118.038848 nChanged 35 SP:Iteration 23Q (1265.498233 sec): 3 clusters Score: Raw -496046.622479 + Penalty 2917.285233 = -493129.337246 nChanged 28 SP:Iteration 24Q (1265.557293 sec): 3 clusters Score: Raw -496054.770827 + Penalty 2917.285233 = -493137.485594 nChanged 27 SP:Iteration 25Q (1265.616655 sec): 3 clusters Score: Raw -496062.688663 + Penalty 2917.285233 = -493145.403430 nChanged 21 SP:Iteration 26Q (1265.676791 sec): 3 clusters Score: Raw -496067.671374 + Penalty 2917.285233 = -493150.386141 nChanged 17 SP:Iteration 27Q (1265.726258 sec): 3 clusters Score: Raw -496073.372852 + Penalty 2917.285233 = -493156.087619 nChanged 17 SP:Iteration 28Q (1265.797006 sec): 3 clusters Score: Raw -496080.001363 + Penalty 2917.285233 = -493162.716130 nChanged 23 SP:Iteration 29Q (1265.847556 sec): 3 clusters Score: Raw -496088.271316 + Penalty 2917.285233 = -493170.986083 nChanged 18 SP:Iteration 30Q (1265.917779 sec): 3 clusters Score: Raw -496092.248190 + Penalty 2917.285233 = -493174.962957 nChanged 9 SP:Iteration 31Q (1265.964832 sec): 3 clusters Score: Raw -496094.516858 + Penalty 2917.285233 = -493177.231625 nChanged 8 SP:Iteration 32Q (1266.034668 sec): 3 clusters Score: Raw -496095.977515 + Penalty 2917.285233 = -493178.692282 nChanged 9 SP:Iteration 33Q (1266.083531 sec): 3 clusters Score: Raw -496098.103803 + Penalty 2917.285233 = -493180.818570 nChanged 12 SP:Iteration 34Q (1266.153363 sec): 3 clusters Score: Raw -496101.442067 + Penalty 2917.285233 = -493184.156834 nChanged 12 SP:Iteration 35Q (1266.213047 sec): 3 clusters Score: Raw -496103.845372 + Penalty 2917.285233 = -493186.560139 nChanged 13 SP:Iteration 36Q (1266.276618 sec): 3 clusters Score: Raw -496106.098304 + Penalty 2917.285233 = -493188.813071 nChanged 7 SP:Iteration 37Q (1266.335708 sec): 3 clusters Score: Raw -496108.082706 + Penalty 2917.285233 = -493190.797473 nChanged 10 SP:Iteration 38Q (1266.393699 sec): 3 clusters Score: Raw -496110.306787 + Penalty 2917.285233 = -493193.021554 nChanged 7 SP:Iteration 39Q (1266.454473 sec): 3 clusters Score: Raw -496111.700871 + Penalty 2917.285233 = -493194.415638 nChanged 6 SP:Iteration 40F (1266.510204 sec): 3 clusters Score: Raw -496113.104063 + Penalty 2917.285233 = -493195.818830 nChanged 7 SP:Iteration 41Q (1266.568432 sec): 3 clusters Score: Raw -496114.689437 + Penalty 2917.285233 = -493197.404204 nChanged 6 SP:Iteration 42Q (1266.624481 sec): 3 clusters Score: Raw -496116.136614 + Penalty 2917.285233 = -493198.851381 nChanged 3 SP:Iteration 43Q (1266.691266 sec): 3 clusters Score: Raw -496116.683132 + Penalty 2917.285233 = -493199.397899 nChanged 1 SP:Iteration 44Q (1266.750466 sec): 3 clusters Score: Raw -496116.771207 + Penalty 2917.285233 = -493199.485974 nChanged 1 SP:Iteration 45Q (1266.811935 sec): 3 clusters Score: Raw -496116.835946 + Penalty 2917.285233 = -493199.550713 nChanged 0 SP:Iteration 46F (1266.857744 sec): 3 clusters Score: Raw -496116.835946 + Penalty 2917.285233 = -493199.550713 nChanged 0 Iteration 139Q (1268.673588 sec): 25 clusters Score: Raw -15317055.093006 + Penalty 48701.486238 = -15268353.606768 nChanged 43 Iteration 140F (1273.060706 sec): 25 clusters Score: Raw -15317056.266723 + Penalty 48701.486238 = -15268354.780485 nChanged 38 Iteration 141Q (1274.945785 sec): 25 clusters Score: Raw -15317057.137445 + Penalty 48701.486238 = -15268355.651208 nChanged 32 Iteration 142Q (1276.902302 sec): 25 clusters Score: Raw -15317057.757243 + Penalty 48701.486238 = -15268356.271005 nChanged 22 Iteration 143Q (1278.762625 sec): 25 clusters Score: Raw -15317058.226418 + Penalty 48701.486238 = -15268356.740181 nChanged 27 Iteration 144Q (1280.581461 sec): 25 clusters Score: Raw -15317058.987733 + Penalty 48701.486238 = -15268357.501495 nChanged 27 Iteration 145Q (1282.462300 sec): 25 clusters Score: Raw -15317060.088526 + Penalty 48701.486238 = -15268358.602288 nChanged 29 Iteration 146Q (1284.383039 sec): 25 clusters Score: Raw -15317060.714510 + Penalty 48701.486238 = -15268359.228272 nChanged 21 Iteration 147Q (1286.112113 sec): 25 clusters Score: Raw -15317061.276124 + Penalty 48701.486238 = -15268359.789886 nChanged 15 Iteration 148Q (1287.960646 sec): 25 clusters Score: Raw -15317061.746160 + Penalty 48701.486238 = -15268360.259922 nChanged 13 Iteration 149Q (1289.783770 sec): 25 clusters Score: Raw -15317062.146594 + Penalty 48701.486238 = -15268360.660356 nChanged 15 Iteration 150Q (1291.683558 sec): 25 clusters Score: Raw -15317062.436728 + Penalty 48701.486238 = -15268360.950491 nChanged 15 Iteration 151Q (1293.505365 sec): 25 clusters Score: Raw -15317062.707231 + Penalty 48701.486238 = -15268361.220993 nChanged 11 Iteration 152Q (1295.162445 sec): 25 clusters Score: Raw -15317062.842584 + Penalty 48701.486238 = -15268361.356346 nChanged 7 Iteration 153Q (1296.961850 sec): 25 clusters Score: Raw -15317063.024258 + Penalty 48701.486238 = -15268361.538020 nChanged 6 Iteration 154Q (1298.586980 sec): 25 clusters Score: Raw -15317063.314214 + Penalty 48701.486238 = -15268361.827976 nChanged 7 Iteration 155Q (1300.467789 sec): 25 clusters Score: Raw -15317063.453943 + Penalty 48701.486238 = -15268361.967705 nChanged 6 Iteration 156Q (1302.360258 sec): 25 clusters Score: Raw -15317063.656787 + Penalty 48701.486238 = -15268362.170549 nChanged 6 Iteration 157Q (1304.158834 sec): 25 clusters Score: Raw -15317063.862623 + Penalty 48701.486238 = -15268362.376385 nChanged 9 Iteration 158Q (1305.955382 sec): 25 clusters Score: Raw -15317064.057213 + Penalty 48701.486238 = -15268362.570976 nChanged 9 Iteration 159Q (1307.786813 sec): 25 clusters Score: Raw -15317064.245648 + Penalty 48701.486238 = -15268362.759411 nChanged 9 Iteration 160F (1312.174696 sec): 25 clusters Score: Raw -15317064.441620 + Penalty 48701.486238 = -15268362.955382 nChanged 8 Iteration 161Q (1313.935424 sec): 25 clusters Score: Raw -15317064.635185 + Penalty 48701.486238 = -15268363.148947 nChanged 6 Iteration 162Q (1315.643339 sec): 25 clusters Score: Raw -15317064.753404 + Penalty 48701.486238 = -15268363.267166 nChanged 1 Iteration 163Q (1317.531069 sec): 25 clusters Score: Raw -15317064.767000 + Penalty 48701.486238 = -15268363.280762 nChanged 4 Iteration 164Q (1319.202760 sec): 25 clusters Score: Raw -15317064.830704 + Penalty 48701.486238 = -15268363.344466 nChanged 6 Iteration 165Q (1321.024466 sec): 25 clusters Score: Raw -15317064.971815 + Penalty 48701.486238 = -15268363.485577 nChanged 8 Iteration 166Q (1322.876339 sec): 25 clusters Score: Raw -15317065.199934 + Penalty 48701.486238 = -15268363.713696 nChanged 8 Iteration 167Q (1324.715969 sec): 25 clusters Score: Raw -15317065.497058 + Penalty 48701.486238 = -15268364.010820 nChanged 9 Iteration 168Q (1326.509439 sec): 25 clusters Score: Raw -15317065.870467 + Penalty 48701.486238 = -15268364.384229 nChanged 10 Iteration 169Q (1328.301778 sec): 25 clusters Score: Raw -15317066.110569 + Penalty 48701.486238 = -15268364.624332 nChanged 14 Iteration 170Q (1330.106903 sec): 25 clusters Score: Raw -15317066.421388 + Penalty 48701.486238 = -15268364.935151 nChanged 12 Iteration 171Q (1331.934987 sec): 25 clusters Score: Raw -15317066.714120 + Penalty 48701.486238 = -15268365.227882 nChanged 10 Iteration 172Q (1333.548811 sec): 25 clusters Score: Raw -15317067.107006 + Penalty 48701.486238 = -15268365.620768 nChanged 13 Iteration 173Q (1335.386686 sec): 25 clusters Score: Raw -15317067.779154 + Penalty 48701.486238 = -15268366.292916 nChanged 16 Iteration 174Q (1337.290340 sec): 25 clusters Score: Raw -15317068.455045 + Penalty 48701.486238 = -15268366.968807 nChanged 22 Iteration 175Q (1339.169688 sec): 25 clusters Score: Raw -15317069.427636 + Penalty 48701.486238 = -15268367.941399 nChanged 24 Iteration 176Q (1340.921391 sec): 25 clusters Score: Raw -15317070.169550 + Penalty 48701.486238 = -15268368.683312 nChanged 30 Iteration 177Q (1342.704958 sec): 25 clusters Score: Raw -15317070.959628 + Penalty 48701.486238 = -15268369.473390 nChanged 35 Iteration 178Q (1344.445199 sec): 25 clusters Score: Raw -15317072.159341 + Penalty 48701.486238 = -15268370.673103 nChanged 39 Writing temp clu file Because OldScore, -15268369.473390, is greater than current (better) Score,-15268370.673103 Compute initial score before splitting: Score: Raw -15317072.159341 + Penalty 48701.486238 = -15268370.673103 Trying to split cluster 1 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1344.557407 sec): 2 clusters Score: Raw -31307.320866 + Penalty 1037.045103 = -30270.275763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1344.610760 sec): 3 clusters Score: Raw -31209.299972 + Penalty 2074.090206 = -29135.209766 nChanged 128 SP:Iteration 1F (1344.657014 sec): 3 clusters Score: Raw -31359.134051 + Penalty 2074.090206 = -29285.043845 nChanged 32 SP:Iteration 2F (1344.692566 sec): 3 clusters Score: Raw -31404.224005 + Penalty 2074.090206 = -29330.133799 nChanged 13 SP:Iteration 3Q (1344.750949 sec): 3 clusters Score: Raw -31422.469933 + Penalty 2074.090206 = -29348.379727 nChanged 8 SP:Iteration 4Q (1344.788860 sec): 3 clusters Score: Raw -31430.713970 + Penalty 2074.090206 = -29356.623764 nChanged 3 SP:Iteration 5Q (1344.837604 sec): 3 clusters Score: Raw -31433.653137 + Penalty 2074.090206 = -29359.562931 nChanged 3 SP:Iteration 6Q (1344.876865 sec): 3 clusters Score: Raw -31436.437983 + Penalty 2074.090206 = -29362.347778 nChanged 0 SP:Iteration 7F (1344.930421 sec): 3 clusters Score: Raw -31436.437983 + Penalty 2074.090206 = -29362.347778 nChanged 0 Trying to split cluster 2 (1439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1344.952987 sec): 2 clusters Score: Raw -76356.098596 + Penalty 1181.651852 = -75174.446744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1344.997921 sec): 3 clusters Score: Raw -75824.771406 + Penalty 2363.303705 = -73461.467701 nChanged 472 SP:Iteration 1F (1345.045643 sec): 3 clusters Score: Raw -76230.683042 + Penalty 2363.303705 = -73867.379337 nChanged 119 SP:Iteration 2F (1345.087245 sec): 3 clusters Score: Raw -76377.183723 + Penalty 2363.303705 = -74013.880018 nChanged 79 SP:Iteration 3F (1345.138549 sec): 3 clusters Score: Raw -76474.858415 + Penalty 2363.303705 = -74111.554710 nChanged 64 SP:Iteration 4Q (1345.198625 sec): 3 clusters Score: Raw -76552.719894 + Penalty 2363.303705 = -74189.416190 nChanged 60 SP:Iteration 5Q (1345.248347 sec): 3 clusters Score: Raw -76618.688395 + Penalty 2363.303705 = -74255.384690 nChanged 46 SP:Iteration 6Q (1345.289863 sec): 3 clusters Score: Raw -76666.588162 + Penalty 2363.303705 = -74303.284457 nChanged 32 SP:Iteration 7Q (1345.352061 sec): 3 clusters Score: Raw -76708.183638 + Penalty 2363.303705 = -74344.879933 nChanged 29 SP:Iteration 8Q (1345.401617 sec): 3 clusters Score: Raw -76736.988005 + Penalty 2363.303705 = -74373.684300 nChanged 24 SP:Iteration 9Q (1345.454756 sec): 3 clusters Score: Raw -76759.018490 + Penalty 2363.303705 = -74395.714785 nChanged 23 SP:Iteration 10Q (1345.494896 sec): 3 clusters Score: Raw -76785.806958 + Penalty 2363.303705 = -74422.503253 nChanged 23 SP:Iteration 11Q (1345.546046 sec): 3 clusters Score: Raw -76806.887405 + Penalty 2363.303705 = -74443.583701 nChanged 19 SP:Iteration 12Q (1345.597184 sec): 3 clusters Score: Raw -76823.030737 + Penalty 2363.303705 = -74459.727032 nChanged 10 SP:Iteration 13Q (1345.642551 sec): 3 clusters Score: Raw -76831.689424 + Penalty 2363.303705 = -74468.385719 nChanged 7 SP:Iteration 14Q (1345.692263 sec): 3 clusters Score: Raw -76835.117835 + Penalty 2363.303705 = -74471.814130 nChanged 2 SP:Iteration 15Q (1345.733337 sec): 3 clusters Score: Raw -76835.704522 + Penalty 2363.303705 = -74472.400817 nChanged 0 SP:Iteration 16F (1345.790424 sec): 3 clusters Score: Raw -76835.704522 + Penalty 2363.303705 = -74472.400817 nChanged 0 Trying to split cluster 3 (2997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1345.815036 sec): 2 clusters Score: Raw -177664.558083 + Penalty 1300.872148 = -176363.685934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1345.867307 sec): 3 clusters Score: Raw -176248.291936 + Penalty 2601.744297 = -173646.547639 nChanged 1120 SP:Iteration 1F (1345.921462 sec): 3 clusters Score: Raw -176881.463499 + Penalty 2601.744297 = -174279.719202 nChanged 228 SP:Iteration 2F (1345.975412 sec): 3 clusters Score: Raw -177035.468660 + Penalty 2601.744297 = -174433.724363 nChanged 174 SP:Iteration 3F (1346.015570 sec): 3 clusters Score: Raw -177136.196997 + Penalty 2601.744297 = -174534.452700 nChanged 119 SP:Iteration 4Q (1346.064841 sec): 3 clusters Score: Raw -177187.573943 + Penalty 2601.744297 = -174585.829646 nChanged 79 SP:Iteration 5Q (1346.130088 sec): 3 clusters Score: Raw -177224.006950 + Penalty 2601.744297 = -174622.262653 nChanged 65 SP:Iteration 6Q (1346.181254 sec): 3 clusters Score: Raw -177254.154219 + Penalty 2601.744297 = -174652.409923 nChanged 47 SP:Iteration 7Q (1346.235933 sec): 3 clusters Score: Raw -177272.916354 + Penalty 2601.744297 = -174671.172057 nChanged 40 SP:Iteration 8Q (1346.284627 sec): 3 clusters Score: Raw -177288.717608 + Penalty 2601.744297 = -174686.973312 nChanged 36 SP:Iteration 9Q (1346.328080 sec): 3 clusters Score: Raw -177301.602423 + Penalty 2601.744297 = -174699.858126 nChanged 30 SP:Iteration 10Q (1346.385261 sec): 3 clusters Score: Raw -177316.104051 + Penalty 2601.744297 = -174714.359754 nChanged 41 SP:Iteration 11Q (1346.437782 sec): 3 clusters Score: Raw -177335.874932 + Penalty 2601.744297 = -174734.130636 nChanged 43 SP:Iteration 12Q (1346.477335 sec): 3 clusters Score: Raw -177357.031991 + Penalty 2601.744297 = -174755.287694 nChanged 35 SP:Iteration 13Q (1346.527931 sec): 3 clusters Score: Raw -177372.444633 + Penalty 2601.744297 = -174770.700336 nChanged 35 SP:Iteration 14Q (1346.576910 sec): 3 clusters Score: Raw -177389.547673 + Penalty 2601.744297 = -174787.803376 nChanged 41 SP:Iteration 15Q (1346.632259 sec): 3 clusters Score: Raw -177413.774749 + Penalty 2601.744297 = -174812.030452 nChanged 35 SP:Iteration 16Q (1346.681003 sec): 3 clusters Score: Raw -177432.571198 + Penalty 2601.744297 = -174830.826901 nChanged 32 SP:Iteration 17Q (1346.733290 sec): 3 clusters Score: Raw -177449.026596 + Penalty 2601.744297 = -174847.282299 nChanged 34 SP:Iteration 18Q (1346.782183 sec): 3 clusters Score: Raw -177467.817064 + Penalty 2601.744297 = -174866.072767 nChanged 35 SP:Iteration 19Q (1346.830848 sec): 3 clusters Score: Raw -177487.492739 + Penalty 2601.744297 = -174885.748442 nChanged 42 SP:Iteration 20F (1346.879974 sec): 3 clusters Score: Raw -177512.415160 + Penalty 2601.744297 = -174910.670863 nChanged 40 SP:Iteration 21Q (1346.927579 sec): 3 clusters Score: Raw -177536.757594 + Penalty 2601.744297 = -174935.013297 nChanged 34 SP:Iteration 22Q (1346.977887 sec): 3 clusters Score: Raw -177557.865300 + Penalty 2601.744297 = -174956.121003 nChanged 30 SP:Iteration 23Q (1347.020234 sec): 3 clusters Score: Raw -177578.692975 + Penalty 2601.744297 = -174976.948679 nChanged 28 SP:Iteration 24Q (1347.069332 sec): 3 clusters Score: Raw -177601.699077 + Penalty 2601.744297 = -174999.954780 nChanged 37 SP:Iteration 25Q (1347.127405 sec): 3 clusters Score: Raw -177625.327151 + Penalty 2601.744297 = -175023.582854 nChanged 34 SP:Iteration 26Q (1347.181354 sec): 3 clusters Score: Raw -177645.871633 + Penalty 2601.744297 = -175044.127336 nChanged 28 SP:Iteration 27Q (1347.223131 sec): 3 clusters Score: Raw -177665.869549 + Penalty 2601.744297 = -175064.125252 nChanged 29 SP:Iteration 28Q (1347.279653 sec): 3 clusters Score: Raw -177683.307912 + Penalty 2601.744297 = -175081.563615 nChanged 24 SP:Iteration 29Q (1347.322462 sec): 3 clusters Score: Raw -177699.576987 + Penalty 2601.744297 = -175097.832690 nChanged 25 SP:Iteration 30Q (1347.383977 sec): 3 clusters Score: Raw -177722.598240 + Penalty 2601.744297 = -175120.853943 nChanged 28 SP:Iteration 31Q (1347.427846 sec): 3 clusters Score: Raw -177742.861466 + Penalty 2601.744297 = -175141.117169 nChanged 18 SP:Iteration 32Q (1347.487034 sec): 3 clusters Score: Raw -177759.541591 + Penalty 2601.744297 = -175157.797294 nChanged 19 SP:Iteration 33Q (1347.538959 sec): 3 clusters Score: Raw -177776.069316 + Penalty 2601.744297 = -175174.325019 nChanged 18 SP:Iteration 34Q (1347.583802 sec): 3 clusters Score: Raw -177792.659052 + Penalty 2601.744297 = -175190.914755 nChanged 17 SP:Iteration 35Q (1347.643698 sec): 3 clusters Score: Raw -177804.402990 + Penalty 2601.744297 = -175202.658693 nChanged 11 SP:Iteration 36Q (1347.696489 sec): 3 clusters Score: Raw -177813.472868 + Penalty 2601.744297 = -175211.728571 nChanged 12 SP:Iteration 37Q (1347.744265 sec): 3 clusters Score: Raw -177822.426707 + Penalty 2601.744297 = -175220.682410 nChanged 11 SP:Iteration 38Q (1347.797034 sec): 3 clusters Score: Raw -177830.184783 + Penalty 2601.744297 = -175228.440486 nChanged 8 SP:Iteration 39Q (1347.839683 sec): 3 clusters Score: Raw -177836.593479 + Penalty 2601.744297 = -175234.849182 nChanged 11 SP:Iteration 40F (1347.901994 sec): 3 clusters Score: Raw -177846.452645 + Penalty 2601.744297 = -175244.708349 nChanged 9 SP:Iteration 41Q (1347.942816 sec): 3 clusters Score: Raw -177854.660827 + Penalty 2601.744297 = -175252.916530 nChanged 9 SP:Iteration 42Q (1348.002934 sec): 3 clusters Score: Raw -177863.959053 + Penalty 2601.744297 = -175262.214757 nChanged 7 SP:Iteration 43Q (1348.049789 sec): 3 clusters Score: Raw -177868.116137 + Penalty 2601.744297 = -175266.371840 nChanged 6 SP:Iteration 44Q (1348.100666 sec): 3 clusters Score: Raw -177873.984532 + Penalty 2601.744297 = -175272.240235 nChanged 1 SP:Iteration 45Q (1348.142221 sec): 3 clusters Score: Raw -177875.580712 + Penalty 2601.744297 = -175273.836415 nChanged 3 SP:Iteration 46Q (1348.195736 sec): 3 clusters Score: Raw -177878.438658 + Penalty 2601.744297 = -175276.694361 nChanged 4 SP:Iteration 47Q (1348.247345 sec): 3 clusters Score: Raw -177881.072124 + Penalty 2601.744297 = -175279.327827 nChanged 2 SP:Iteration 48Q (1348.303210 sec): 3 clusters Score: Raw -177883.003158 + Penalty 2601.744297 = -175281.258861 nChanged 1 SP:Iteration 49Q (1348.341264 sec): 3 clusters Score: Raw -177884.073675 + Penalty 2601.744297 = -175282.329378 nChanged 0 SP:Iteration 50F (1348.401348 sec): 3 clusters Score: Raw -177884.073675 + Penalty 2601.744297 = -175282.329378 nChanged 0 Trying to split cluster 4 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1348.425866 sec): 2 clusters Score: Raw -64318.971507 + Penalty 1149.956245 = -63169.015262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1348.470482 sec): 3 clusters Score: Raw -63886.581916 + Penalty 2299.912490 = -61586.669426 nChanged 390 SP:Iteration 1F (1348.512004 sec): 3 clusters Score: Raw -64173.783331 + Penalty 2299.912490 = -61873.870841 nChanged 84 SP:Iteration 2F (1348.563636 sec): 3 clusters Score: Raw -64254.094606 + Penalty 2299.912490 = -61954.182116 nChanged 42 SP:Iteration 3Q (1348.610221 sec): 3 clusters Score: Raw -64288.057265 + Penalty 2299.912490 = -61988.144775 nChanged 22 SP:Iteration 4Q (1348.655128 sec): 3 clusters Score: Raw -64306.360393 + Penalty 2299.912490 = -62006.447903 nChanged 16 SP:Iteration 5Q (1348.703734 sec): 3 clusters Score: Raw -64321.021464 + Penalty 2299.912490 = -62021.108974 nChanged 13 SP:Iteration 6Q (1348.750290 sec): 3 clusters Score: Raw -64332.904990 + Penalty 2299.912490 = -62032.992500 nChanged 12 SP:Iteration 7Q (1348.784581 sec): 3 clusters Score: Raw -64348.336396 + Penalty 2299.912490 = -62048.423906 nChanged 14 SP:Iteration 8Q (1348.830000 sec): 3 clusters Score: Raw -64359.638092 + Penalty 2299.912490 = -62059.725602 nChanged 11 SP:Iteration 9Q (1348.881598 sec): 3 clusters Score: Raw -64368.141925 + Penalty 2299.912490 = -62068.229435 nChanged 12 SP:Iteration 10Q (1348.922925 sec): 3 clusters Score: Raw -64376.738405 + Penalty 2299.912490 = -62076.825915 nChanged 4 SP:Iteration 11Q (1348.969804 sec): 3 clusters Score: Raw -64378.980847 + Penalty 2299.912490 = -62079.068357 nChanged 5 SP:Iteration 12Q (1349.004094 sec): 3 clusters Score: Raw -64381.356491 + Penalty 2299.912490 = -62081.444001 nChanged 2 SP:Iteration 13Q (1349.046071 sec): 3 clusters Score: Raw -64382.838323 + Penalty 2299.912490 = -62082.925833 nChanged 3 SP:Iteration 14Q (1349.091671 sec): 3 clusters Score: Raw -64383.937008 + Penalty 2299.912490 = -62084.024518 nChanged 2 SP:Iteration 15Q (1349.142653 sec): 3 clusters Score: Raw -64385.081398 + Penalty 2299.912490 = -62085.168908 nChanged 3 SP:Iteration 16Q (1349.175196 sec): 3 clusters Score: Raw -64386.353195 + Penalty 2299.912490 = -62086.440705 nChanged 0 SP:Iteration 17F (1349.226727 sec): 3 clusters Score: Raw -64386.353195 + Penalty 2299.912490 = -62086.440705 nChanged 0 Trying to split cluster 5 (3830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1349.257523 sec): 2 clusters Score: Raw -231681.347552 + Penalty 1340.725763 = -230340.621788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1349.308848 sec): 3 clusters Score: Raw -229789.855390 + Penalty 2681.451527 = -227108.403863 nChanged 1492 SP:Iteration 1F (1349.357443 sec): 3 clusters Score: Raw -230645.477990 + Penalty 2681.451527 = -227964.026463 nChanged 285 SP:Iteration 2F (1349.414196 sec): 3 clusters Score: Raw -230814.617937 + Penalty 2681.451527 = -228133.166410 nChanged 196 SP:Iteration 3F (1349.454519 sec): 3 clusters Score: Raw -230939.525664 + Penalty 2681.451527 = -228258.074138 nChanged 177 SP:Iteration 4Q (1349.511609 sec): 3 clusters Score: Raw -231052.740675 + Penalty 2681.451527 = -228371.289149 nChanged 169 SP:Iteration 5Q (1349.562019 sec): 3 clusters Score: Raw -231161.600890 + Penalty 2681.451527 = -228480.149364 nChanged 150 SP:Iteration 6Q (1349.601887 sec): 3 clusters Score: Raw -231262.881340 + Penalty 2681.451527 = -228581.429813 nChanged 162 SP:Iteration 7Q (1349.661553 sec): 3 clusters Score: Raw -231374.582481 + Penalty 2681.451527 = -228693.130955 nChanged 155 SP:Iteration 8Q (1349.714676 sec): 3 clusters Score: Raw -231491.437518 + Penalty 2681.451527 = -228809.985992 nChanged 152 SP:Iteration 9Q (1349.758147 sec): 3 clusters Score: Raw -231613.398378 + Penalty 2681.451527 = -228931.946851 nChanged 151 SP:Iteration 10Q (1349.811928 sec): 3 clusters Score: Raw -231735.930460 + Penalty 2681.451527 = -229054.478933 nChanged 127 SP:Iteration 11Q (1349.864226 sec): 3 clusters Score: Raw -231829.798897 + Penalty 2681.451527 = -229148.347370 nChanged 120 SP:Iteration 12Q (1349.917939 sec): 3 clusters Score: Raw -231915.843036 + Penalty 2681.451527 = -229234.391509 nChanged 98 SP:Iteration 13Q (1349.957105 sec): 3 clusters Score: Raw -231990.432738 + Penalty 2681.451527 = -229308.981211 nChanged 85 SP:Iteration 14Q (1350.021018 sec): 3 clusters Score: Raw -232057.767217 + Penalty 2681.451527 = -229376.315690 nChanged 70 SP:Iteration 15Q (1350.062059 sec): 3 clusters Score: Raw -232117.075474 + Penalty 2681.451527 = -229435.623947 nChanged 49 SP:Iteration 16Q (1350.119590 sec): 3 clusters Score: Raw -232155.814597 + Penalty 2681.451527 = -229474.363070 nChanged 42 SP:Iteration 17Q (1350.161375 sec): 3 clusters Score: Raw -232185.481472 + Penalty 2681.451527 = -229504.029946 nChanged 37 SP:Iteration 18Q (1350.213211 sec): 3 clusters Score: Raw -232214.323904 + Penalty 2681.451527 = -229532.872377 nChanged 31 SP:Iteration 19Q (1350.265670 sec): 3 clusters Score: Raw -232230.058644 + Penalty 2681.451527 = -229548.607118 nChanged 21 SP:Iteration 20F (1350.315083 sec): 3 clusters Score: Raw -232241.255896 + Penalty 2681.451527 = -229559.804369 nChanged 21 SP:Iteration 21Q (1350.357569 sec): 3 clusters Score: Raw -232250.368630 + Penalty 2681.451527 = -229568.917103 nChanged 15 SP:Iteration 22Q (1350.417918 sec): 3 clusters Score: Raw -232256.827056 + Penalty 2681.451527 = -229575.375529 nChanged 18 SP:Iteration 23Q (1350.471496 sec): 3 clusters Score: Raw -232267.604112 + Penalty 2681.451527 = -229586.152585 nChanged 22 SP:Iteration 24Q (1350.523560 sec): 3 clusters Score: Raw -232277.269416 + Penalty 2681.451527 = -229595.817889 nChanged 20 SP:Iteration 25Q (1350.563234 sec): 3 clusters Score: Raw -232287.514774 + Penalty 2681.451527 = -229606.063247 nChanged 16 SP:Iteration 26Q (1350.619762 sec): 3 clusters Score: Raw -232295.362851 + Penalty 2681.451527 = -229613.911325 nChanged 20 SP:Iteration 27Q (1350.659956 sec): 3 clusters Score: Raw -232305.850079 + Penalty 2681.451527 = -229624.398552 nChanged 16 SP:Iteration 28Q (1350.709594 sec): 3 clusters Score: Raw -232316.157532 + Penalty 2681.451527 = -229634.706005 nChanged 21 SP:Iteration 29Q (1350.775596 sec): 3 clusters Score: Raw -232324.986102 + Penalty 2681.451527 = -229643.534575 nChanged 21 SP:Iteration 30Q (1350.816814 sec): 3 clusters Score: Raw -232335.935499 + Penalty 2681.451527 = -229654.483972 nChanged 22 SP:Iteration 31Q (1350.867684 sec): 3 clusters Score: Raw -232346.910018 + Penalty 2681.451527 = -229665.458492 nChanged 14 SP:Iteration 32Q (1350.920891 sec): 3 clusters Score: Raw -232354.498157 + Penalty 2681.451527 = -229673.046631 nChanged 19 SP:Iteration 33Q (1350.980904 sec): 3 clusters Score: Raw -232368.150675 + Penalty 2681.451527 = -229686.699148 nChanged 24 SP:Iteration 34Q (1351.025562 sec): 3 clusters Score: Raw -232380.554320 + Penalty 2681.451527 = -229699.102794 nChanged 17 SP:Iteration 35Q (1351.086620 sec): 3 clusters Score: Raw -232387.791845 + Penalty 2681.451527 = -229706.340318 nChanged 13 SP:Iteration 36Q (1351.131515 sec): 3 clusters Score: Raw -232395.775105 + Penalty 2681.451527 = -229714.323578 nChanged 13 SP:Iteration 37Q (1351.196410 sec): 3 clusters Score: Raw -232406.305062 + Penalty 2681.451527 = -229724.853536 nChanged 16 SP:Iteration 38Q (1351.240266 sec): 3 clusters Score: Raw -232416.799746 + Penalty 2681.451527 = -229735.348219 nChanged 18 SP:Iteration 39Q (1351.298833 sec): 3 clusters Score: Raw -232428.157703 + Penalty 2681.451527 = -229746.706177 nChanged 10 SP:Iteration 40F (1351.344172 sec): 3 clusters Score: Raw -232435.525286 + Penalty 2681.451527 = -229754.073759 nChanged 16 SP:Iteration 41Q (1351.401238 sec): 3 clusters Score: Raw -232444.204157 + Penalty 2681.451527 = -229762.752630 nChanged 14 SP:Iteration 42Q (1351.456969 sec): 3 clusters Score: Raw -232454.165334 + Penalty 2681.451527 = -229772.713807 nChanged 19 SP:Iteration 43Q (1351.506423 sec): 3 clusters Score: Raw -232466.659648 + Penalty 2681.451527 = -229785.208122 nChanged 19 SP:Iteration 44Q (1351.552493 sec): 3 clusters Score: Raw -232481.311283 + Penalty 2681.451527 = -229799.859756 nChanged 23 SP:Iteration 45Q (1351.606798 sec): 3 clusters Score: Raw -232494.649232 + Penalty 2681.451527 = -229813.197705 nChanged 17 SP:Iteration 46Q (1351.652964 sec): 3 clusters Score: Raw -232503.320783 + Penalty 2681.451527 = -229821.869256 nChanged 13 SP:Iteration 47Q (1351.701108 sec): 3 clusters Score: Raw -232509.682896 + Penalty 2681.451527 = -229828.231370 nChanged 9 SP:Iteration 48Q (1351.750770 sec): 3 clusters Score: Raw -232514.054998 + Penalty 2681.451527 = -229832.603471 nChanged 6 SP:Iteration 49Q (1351.805657 sec): 3 clusters Score: Raw -232516.288756 + Penalty 2681.451527 = -229834.837230 nChanged 6 SP:Iteration 50Q (1351.849176 sec): 3 clusters Score: Raw -232518.588127 + Penalty 2681.451527 = -229837.136600 nChanged 1 SP:Iteration 51Q (1351.901462 sec): 3 clusters Score: Raw -232519.092461 + Penalty 2681.451527 = -229837.640934 nChanged 4 SP:Iteration 52Q (1351.950811 sec): 3 clusters Score: Raw -232520.581893 + Penalty 2681.451527 = -229839.130366 nChanged 4 SP:Iteration 53Q (1352.005073 sec): 3 clusters Score: Raw -232522.095260 + Penalty 2681.451527 = -229840.643734 nChanged 2 SP:Iteration 54Q (1352.058276 sec): 3 clusters Score: Raw -232522.774745 + Penalty 2681.451527 = -229841.323219 nChanged 2 SP:Iteration 55Q (1352.109031 sec): 3 clusters Score: Raw -232523.523929 + Penalty 2681.451527 = -229842.072402 nChanged 1 SP:Iteration 56Q (1352.158692 sec): 3 clusters Score: Raw -232524.201864 + Penalty 2681.451527 = -229842.750338 nChanged 1 SP:Iteration 57Q (1352.211859 sec): 3 clusters Score: Raw -232524.341043 + Penalty 2681.451527 = -229842.889517 nChanged 1 SP:Iteration 58Q (1352.270732 sec): 3 clusters Score: Raw -232524.865231 + Penalty 2681.451527 = -229843.413704 nChanged 0 SP:Iteration 59F (1352.319445 sec): 3 clusters Score: Raw -232524.865231 + Penalty 2681.451527 = -229843.413704 nChanged 0 Trying to split cluster 6 (2723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1352.347494 sec): 2 clusters Score: Raw -164927.685284 + Penalty 1285.292043 = -163642.393242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1352.393329 sec): 3 clusters Score: Raw -163661.859758 + Penalty 2570.584085 = -161091.275673 nChanged 996 SP:Iteration 1F (1352.439257 sec): 3 clusters Score: Raw -164245.143516 + Penalty 2570.584085 = -161674.559431 nChanged 188 SP:Iteration 2F (1352.492124 sec): 3 clusters Score: Raw -164375.180239 + Penalty 2570.584085 = -161804.596154 nChanged 130 SP:Iteration 3Q (1352.547401 sec): 3 clusters Score: Raw -164459.633283 + Penalty 2570.584085 = -161889.049198 nChanged 96 SP:Iteration 4Q (1352.592997 sec): 3 clusters Score: Raw -164516.845560 + Penalty 2570.584085 = -161946.261475 nChanged 78 SP:Iteration 5Q (1352.642295 sec): 3 clusters Score: Raw -164555.896790 + Penalty 2570.584085 = -161985.312705 nChanged 59 SP:Iteration 6Q (1352.695043 sec): 3 clusters Score: Raw -164582.862174 + Penalty 2570.584085 = -162012.278089 nChanged 52 SP:Iteration 7Q (1352.749033 sec): 3 clusters Score: Raw -164606.521804 + Penalty 2570.584085 = -162035.937719 nChanged 40 SP:Iteration 8Q (1352.795117 sec): 3 clusters Score: Raw -164628.362507 + Penalty 2570.584085 = -162057.778422 nChanged 40 SP:Iteration 9Q (1352.846782 sec): 3 clusters Score: Raw -164647.736175 + Penalty 2570.584085 = -162077.152090 nChanged 34 SP:Iteration 10Q (1352.893828 sec): 3 clusters Score: Raw -164665.262034 + Penalty 2570.584085 = -162094.677949 nChanged 38 SP:Iteration 11Q (1352.940495 sec): 3 clusters Score: Raw -164679.893258 + Penalty 2570.584085 = -162109.309173 nChanged 27 SP:Iteration 12Q (1352.996166 sec): 3 clusters Score: Raw -164691.337191 + Penalty 2570.584085 = -162120.753106 nChanged 22 SP:Iteration 13Q (1353.040843 sec): 3 clusters Score: Raw -164701.405958 + Penalty 2570.584085 = -162130.821873 nChanged 20 SP:Iteration 14Q (1353.092346 sec): 3 clusters Score: Raw -164708.822713 + Penalty 2570.584085 = -162138.238627 nChanged 14 SP:Iteration 15Q (1353.149005 sec): 3 clusters Score: Raw -164714.728349 + Penalty 2570.584085 = -162144.144264 nChanged 16 SP:Iteration 16Q (1353.203263 sec): 3 clusters Score: Raw -164721.794402 + Penalty 2570.584085 = -162151.210316 nChanged 17 SP:Iteration 17Q (1353.248599 sec): 3 clusters Score: Raw -164729.468583 + Penalty 2570.584085 = -162158.884498 nChanged 17 SP:Iteration 18Q (1353.304733 sec): 3 clusters Score: Raw -164734.482593 + Penalty 2570.584085 = -162163.898507 nChanged 10 SP:Iteration 19Q (1353.356363 sec): 3 clusters Score: Raw -164738.166658 + Penalty 2570.584085 = -162167.582572 nChanged 12 SP:Iteration 20F (1353.408173 sec): 3 clusters Score: Raw -164741.835226 + Penalty 2570.584085 = -162171.251141 nChanged 12 SP:Iteration 21Q (1353.456894 sec): 3 clusters Score: Raw -164744.749761 + Penalty 2570.584085 = -162174.165676 nChanged 10 SP:Iteration 22Q (1353.511420 sec): 3 clusters Score: Raw -164748.393403 + Penalty 2570.584085 = -162177.809318 nChanged 8 SP:Iteration 23Q (1353.565408 sec): 3 clusters Score: Raw -164751.055722 + Penalty 2570.584085 = -162180.471637 nChanged 5 SP:Iteration 24Q (1353.618123 sec): 3 clusters Score: Raw -164752.319766 + Penalty 2570.584085 = -162181.735681 nChanged 7 SP:Iteration 25Q (1353.671627 sec): 3 clusters Score: Raw -164754.256810 + Penalty 2570.584085 = -162183.672725 nChanged 7 SP:Iteration 26Q (1353.724775 sec): 3 clusters Score: Raw -164757.093332 + Penalty 2570.584085 = -162186.509247 nChanged 7 SP:Iteration 27Q (1353.777326 sec): 3 clusters Score: Raw -164759.807476 + Penalty 2570.584085 = -162189.223391 nChanged 7 SP:Iteration 28Q (1353.814578 sec): 3 clusters Score: Raw -164762.777402 + Penalty 2570.584085 = -162192.193317 nChanged 9 SP:Iteration 29Q (1353.867696 sec): 3 clusters Score: Raw -164766.314755 + Penalty 2570.584085 = -162195.730670 nChanged 8 SP:Iteration 30Q (1353.910784 sec): 3 clusters Score: Raw -164769.061918 + Penalty 2570.584085 = -162198.477833 nChanged 6 SP:Iteration 31Q (1353.960428 sec): 3 clusters Score: Raw -164771.559968 + Penalty 2570.584085 = -162200.975883 nChanged 5 SP:Iteration 32Q (1354.013318 sec): 3 clusters Score: Raw -164772.388188 + Penalty 2570.584085 = -162201.804103 nChanged 1 SP:Iteration 33Q (1354.065795 sec): 3 clusters Score: Raw -164772.751424 + Penalty 2570.584085 = -162202.167339 nChanged 2 SP:Iteration 34Q (1354.127365 sec): 3 clusters Score: Raw -164773.335475 + Penalty 2570.584085 = -162202.751390 nChanged 1 SP:Iteration 35Q (1354.172022 sec): 3 clusters Score: Raw -164773.452060 + Penalty 2570.584085 = -162202.867975 nChanged 0 SP:Iteration 36F (1354.212602 sec): 3 clusters Score: Raw -164773.452060 + Penalty 2570.584085 = -162202.867975 nChanged 0 Trying to split cluster 7 (13902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1354.268227 sec): 2 clusters Score: Raw -870241.780577 + Penalty 1550.215549 = -868691.565028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1354.330521 sec): 3 clusters Score: Raw -862137.254036 + Penalty 3100.431098 = -859036.822938 nChanged 6139 SP:Iteration 1F (1354.399423 sec): 3 clusters Score: Raw -865350.587550 + Penalty 3100.431098 = -862250.156453 nChanged 737 SP:Iteration 2F (1354.461987 sec): 3 clusters Score: Raw -865635.753548 + Penalty 3100.431098 = -862535.322450 nChanged 675 SP:Iteration 3Q (1354.537465 sec): 3 clusters Score: Raw -865901.304622 + Penalty 3100.431098 = -862800.873524 nChanged 613 SP:Iteration 4Q (1354.611143 sec): 3 clusters Score: Raw -866153.860020 + Penalty 3100.431098 = -863053.428922 nChanged 606 SP:Iteration 5Q (1354.684503 sec): 3 clusters Score: Raw -866438.911152 + Penalty 3100.431098 = -863338.480054 nChanged 607 SP:Iteration 6Q (1354.760686 sec): 3 clusters Score: Raw -866734.876017 + Penalty 3100.431098 = -863634.444919 nChanged 603 SP:Iteration 7Q (1354.831149 sec): 3 clusters Score: Raw -867069.441229 + Penalty 3100.431098 = -863969.010131 nChanged 667 SP:Iteration 8Q (1354.902444 sec): 3 clusters Score: Raw -867478.987416 + Penalty 3100.431098 = -864378.556318 nChanged 727 SP:Iteration 9F (1354.975068 sec): 3 clusters Score: Raw -867997.901262 + Penalty 3100.431098 = -864897.470164 nChanged 754 SP:Iteration 10F (1355.047071 sec): 3 clusters Score: Raw -868581.943807 + Penalty 3100.431098 = -865481.512709 nChanged 695 SP:Iteration 11Q (1355.117021 sec): 3 clusters Score: Raw -869153.952308 + Penalty 3100.431098 = -866053.521211 nChanged 523 SP:Iteration 12Q (1355.186224 sec): 3 clusters Score: Raw -869587.543015 + Penalty 3100.431098 = -866487.111917 nChanged 368 SP:Iteration 13Q (1355.247036 sec): 3 clusters Score: Raw -869917.236465 + Penalty 3100.431098 = -866816.805367 nChanged 222 SP:Iteration 14Q (1355.306127 sec): 3 clusters Score: Raw -870112.989445 + Penalty 3100.431098 = -867012.558347 nChanged 134 SP:Iteration 15Q (1355.370543 sec): 3 clusters Score: Raw -870227.017012 + Penalty 3100.431098 = -867126.585914 nChanged 87 SP:Iteration 16Q (1355.436472 sec): 3 clusters Score: Raw -870309.611083 + Penalty 3100.431098 = -867209.179985 nChanged 64 SP:Iteration 17Q (1355.507137 sec): 3 clusters Score: Raw -870373.038944 + Penalty 3100.431098 = -867272.607847 nChanged 43 SP:Iteration 18Q (1355.573169 sec): 3 clusters Score: Raw -870418.430993 + Penalty 3100.431098 = -867317.999895 nChanged 39 SP:Iteration 19Q (1355.642848 sec): 3 clusters Score: Raw -870451.185618 + Penalty 3100.431098 = -867350.754520 nChanged 28 SP:Iteration 20F (1355.699800 sec): 3 clusters Score: Raw -870470.960048 + Penalty 3100.431098 = -867370.528950 nChanged 15 SP:Iteration 21Q (1355.762954 sec): 3 clusters Score: Raw -870485.099349 + Penalty 3100.431098 = -867384.668251 nChanged 11 SP:Iteration 22Q (1355.834351 sec): 3 clusters Score: Raw -870494.953511 + Penalty 3100.431098 = -867394.522413 nChanged 8 SP:Iteration 23Q (1355.888185 sec): 3 clusters Score: Raw -870503.617364 + Penalty 3100.431098 = -867403.186266 nChanged 9 SP:Iteration 24Q (1355.958076 sec): 3 clusters Score: Raw -870511.752278 + Penalty 3100.431098 = -867411.321180 nChanged 7 SP:Iteration 25Q (1356.024652 sec): 3 clusters Score: Raw -870518.843331 + Penalty 3100.431098 = -867418.412233 nChanged 4 SP:Iteration 26Q (1356.079923 sec): 3 clusters Score: Raw -870523.708712 + Penalty 3100.431098 = -867423.277614 nChanged 3 SP:Iteration 27Q (1356.153121 sec): 3 clusters Score: Raw -870527.638778 + Penalty 3100.431098 = -867427.207680 nChanged 2 SP:Iteration 28Q (1356.212245 sec): 3 clusters Score: Raw -870528.805053 + Penalty 3100.431098 = -867428.373955 nChanged 0 SP:Iteration 29F (1356.277408 sec): 3 clusters Score: Raw -870528.805053 + Penalty 3100.431098 = -867428.373955 nChanged 0 Trying to split cluster 8 (1002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1356.300783 sec): 2 clusters Score: Raw -57260.765258 + Penalty 1122.834908 = -56137.930350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1356.354254 sec): 3 clusters Score: Raw -56923.976660 + Penalty 2245.669817 = -54678.306844 nChanged 298 SP:Iteration 1F (1356.396920 sec): 3 clusters Score: Raw -57183.407931 + Penalty 2245.669817 = -54937.738115 nChanged 82 SP:Iteration 2F (1356.438143 sec): 3 clusters Score: Raw -57264.880436 + Penalty 2245.669817 = -55019.210619 nChanged 37 SP:Iteration 3Q (1356.475723 sec): 3 clusters Score: Raw -57295.472143 + Penalty 2245.669817 = -55049.802327 nChanged 16 SP:Iteration 4Q (1356.525220 sec): 3 clusters Score: Raw -57310.869265 + Penalty 2245.669817 = -55065.199448 nChanged 14 SP:Iteration 5Q (1356.565449 sec): 3 clusters Score: Raw -57322.961961 + Penalty 2245.669817 = -55077.292144 nChanged 10 SP:Iteration 6Q (1356.623681 sec): 3 clusters Score: Raw -57331.627092 + Penalty 2245.669817 = -55085.957276 nChanged 8 SP:Iteration 7Q (1356.664296 sec): 3 clusters Score: Raw -57336.430406 + Penalty 2245.669817 = -55090.760590 nChanged 3 SP:Iteration 8Q (1356.712239 sec): 3 clusters Score: Raw -57337.917369 + Penalty 2245.669817 = -55092.247553 nChanged 2 SP:Iteration 9Q (1356.765855 sec): 3 clusters Score: Raw -57339.357192 + Penalty 2245.669817 = -55093.687375 nChanged 2 SP:Iteration 10Q (1356.810671 sec): 3 clusters Score: Raw -57340.511151 + Penalty 2245.669817 = -55094.841334 nChanged 3 SP:Iteration 11Q (1356.850119 sec): 3 clusters Score: Raw -57343.477805 + Penalty 2245.669817 = -55097.807988 nChanged 4 SP:Iteration 12Q (1356.899415 sec): 3 clusters Score: Raw -57345.560435 + Penalty 2245.669817 = -55099.890618 nChanged 2 SP:Iteration 13Q (1356.959209 sec): 3 clusters Score: Raw -57347.049683 + Penalty 2245.669817 = -55101.379867 nChanged 1 SP:Iteration 14Q (1357.012105 sec): 3 clusters Score: Raw -57348.063934 + Penalty 2245.669817 = -55102.394118 nChanged 3 SP:Iteration 15Q (1357.060507 sec): 3 clusters Score: Raw -57351.043443 + Penalty 2245.669817 = -55105.373627 nChanged 3 SP:Iteration 16Q (1357.107395 sec): 3 clusters Score: Raw -57352.491074 + Penalty 2245.669817 = -55106.821257 nChanged 2 SP:Iteration 17Q (1357.159641 sec): 3 clusters Score: Raw -57354.086032 + Penalty 2245.669817 = -55108.416216 nChanged 2 SP:Iteration 18Q (1357.214606 sec): 3 clusters Score: Raw -57355.760128 + Penalty 2245.669817 = -55110.090311 nChanged 0 SP:Iteration 19F (1357.261346 sec): 3 clusters Score: Raw -57355.760128 + Penalty 2245.669817 = -55110.090311 nChanged 0 Trying to split cluster 9 (7432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1357.298875 sec): 2 clusters Score: Raw -428928.409689 + Penalty 1448.451921 = -427479.957768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1357.360970 sec): 3 clusters Score: Raw -424794.938962 + Penalty 2896.903841 = -421898.035121 nChanged 3158 SP:Iteration 1F (1357.421250 sec): 3 clusters Score: Raw -426615.588366 + Penalty 2896.903841 = -423718.684525 nChanged 492 SP:Iteration 2F (1357.465128 sec): 3 clusters Score: Raw -426886.773956 + Penalty 2896.903841 = -423989.870115 nChanged 408 SP:Iteration 3F (1357.536008 sec): 3 clusters Score: Raw -427139.045151 + Penalty 2896.903841 = -424242.141310 nChanged 372 SP:Iteration 4F (1357.584571 sec): 3 clusters Score: Raw -427403.520249 + Penalty 2896.903841 = -424506.616407 nChanged 375 SP:Iteration 5F (1357.653450 sec): 3 clusters Score: Raw -427687.820702 + Penalty 2896.903841 = -424790.916861 nChanged 366 SP:Iteration 6Q (1357.707852 sec): 3 clusters Score: Raw -427927.175552 + Penalty 2896.903841 = -425030.271711 nChanged 315 SP:Iteration 7Q (1357.778936 sec): 3 clusters Score: Raw -428154.546683 + Penalty 2896.903841 = -425257.642842 nChanged 299 SP:Iteration 8Q (1357.840998 sec): 3 clusters Score: Raw -428343.303800 + Penalty 2896.903841 = -425446.399959 nChanged 240 SP:Iteration 9Q (1357.903398 sec): 3 clusters Score: Raw -428499.264945 + Penalty 2896.903841 = -425602.361104 nChanged 250 SP:Iteration 10Q (1357.962772 sec): 3 clusters Score: Raw -428636.603595 + Penalty 2896.903841 = -425739.699754 nChanged 191 SP:Iteration 11Q (1358.021577 sec): 3 clusters Score: Raw -428718.507230 + Penalty 2896.903841 = -425821.603389 nChanged 145 SP:Iteration 12Q (1358.077431 sec): 3 clusters Score: Raw -428778.611534 + Penalty 2896.903841 = -425881.707692 nChanged 122 SP:Iteration 13Q (1358.137019 sec): 3 clusters Score: Raw -428821.009237 + Penalty 2896.903841 = -425924.105395 nChanged 104 SP:Iteration 14Q (1358.195292 sec): 3 clusters Score: Raw -428858.263269 + Penalty 2896.903841 = -425961.359428 nChanged 89 SP:Iteration 15Q (1358.244216 sec): 3 clusters Score: Raw -428888.150391 + Penalty 2896.903841 = -425991.246550 nChanged 83 SP:Iteration 16Q (1358.310574 sec): 3 clusters Score: Raw -428915.279409 + Penalty 2896.903841 = -426018.375568 nChanged 73 SP:Iteration 17Q (1358.369515 sec): 3 clusters Score: Raw -428934.375875 + Penalty 2896.903841 = -426037.472034 nChanged 61 SP:Iteration 18Q (1358.427282 sec): 3 clusters Score: Raw -428951.086327 + Penalty 2896.903841 = -426054.182486 nChanged 49 SP:Iteration 19Q (1358.474563 sec): 3 clusters Score: Raw -428962.390879 + Penalty 2896.903841 = -426065.487038 nChanged 45 SP:Iteration 20F (1358.532478 sec): 3 clusters Score: Raw -428972.206533 + Penalty 2896.903841 = -426075.302692 nChanged 38 SP:Iteration 21Q (1358.586217 sec): 3 clusters Score: Raw -428981.094607 + Penalty 2896.903841 = -426084.190766 nChanged 44 SP:Iteration 22Q (1358.650561 sec): 3 clusters Score: Raw -428990.948666 + Penalty 2896.903841 = -426094.044825 nChanged 33 SP:Iteration 23Q (1358.709541 sec): 3 clusters Score: Raw -428997.376945 + Penalty 2896.903841 = -426100.473103 nChanged 30 SP:Iteration 24Q (1358.766420 sec): 3 clusters Score: Raw -429002.989134 + Penalty 2896.903841 = -426106.085293 nChanged 24 SP:Iteration 25Q (1358.828030 sec): 3 clusters Score: Raw -429008.073768 + Penalty 2896.903841 = -426111.169927 nChanged 24 SP:Iteration 26Q (1358.897197 sec): 3 clusters Score: Raw -429015.103958 + Penalty 2896.903841 = -426118.200117 nChanged 23 SP:Iteration 27Q (1358.954787 sec): 3 clusters Score: Raw -429020.551648 + Penalty 2896.903841 = -426123.647807 nChanged 22 SP:Iteration 28Q (1359.012203 sec): 3 clusters Score: Raw -429025.890057 + Penalty 2896.903841 = -426128.986216 nChanged 22 SP:Iteration 29Q (1359.072443 sec): 3 clusters Score: Raw -429031.411047 + Penalty 2896.903841 = -426134.507205 nChanged 25 SP:Iteration 30Q (1359.122670 sec): 3 clusters Score: Raw -429037.341528 + Penalty 2896.903841 = -426140.437687 nChanged 24 SP:Iteration 31Q (1359.176719 sec): 3 clusters Score: Raw -429043.841942 + Penalty 2896.903841 = -426146.938101 nChanged 24 SP:Iteration 32Q (1359.241127 sec): 3 clusters Score: Raw -429048.287998 + Penalty 2896.903841 = -426151.384156 nChanged 22 SP:Iteration 33Q (1359.293294 sec): 3 clusters Score: Raw -429053.711901 + Penalty 2896.903841 = -426156.808060 nChanged 18 SP:Iteration 34Q (1359.357319 sec): 3 clusters Score: Raw -429060.647728 + Penalty 2896.903841 = -426163.743886 nChanged 22 SP:Iteration 35Q (1359.407841 sec): 3 clusters Score: Raw -429066.733451 + Penalty 2896.903841 = -426169.829610 nChanged 28 SP:Iteration 36Q (1359.472832 sec): 3 clusters Score: Raw -429077.445952 + Penalty 2896.903841 = -426180.542110 nChanged 34 SP:Iteration 37Q (1359.527050 sec): 3 clusters Score: Raw -429089.919238 + Penalty 2896.903841 = -426193.015397 nChanged 33 SP:Iteration 38Q (1359.584363 sec): 3 clusters Score: Raw -429099.755572 + Penalty 2896.903841 = -426202.851730 nChanged 28 SP:Iteration 39Q (1359.638140 sec): 3 clusters Score: Raw -429108.430420 + Penalty 2896.903841 = -426211.526579 nChanged 35 SP:Iteration 40F (1359.703444 sec): 3 clusters Score: Raw -429120.309953 + Penalty 2896.903841 = -426223.406112 nChanged 27 SP:Iteration 41Q (1359.768956 sec): 3 clusters Score: Raw -429130.066651 + Penalty 2896.903841 = -426233.162810 nChanged 27 SP:Iteration 42Q (1359.830633 sec): 3 clusters Score: Raw -429139.480595 + Penalty 2896.903841 = -426242.576753 nChanged 23 SP:Iteration 43Q (1359.890764 sec): 3 clusters Score: Raw -429149.138827 + Penalty 2896.903841 = -426252.234985 nChanged 26 SP:Iteration 44Q (1359.950104 sec): 3 clusters Score: Raw -429158.321833 + Penalty 2896.903841 = -426261.417992 nChanged 27 SP:Iteration 45Q (1360.014177 sec): 3 clusters Score: Raw -429165.890448 + Penalty 2896.903841 = -426268.986607 nChanged 25 SP:Iteration 46Q (1360.062552 sec): 3 clusters Score: Raw -429173.806513 + Penalty 2896.903841 = -426276.902672 nChanged 23 SP:Iteration 47Q (1360.128563 sec): 3 clusters Score: Raw -429179.404155 + Penalty 2896.903841 = -426282.500314 nChanged 22 SP:Iteration 48Q (1360.183337 sec): 3 clusters Score: Raw -429185.194167 + Penalty 2896.903841 = -426288.290326 nChanged 21 SP:Iteration 49Q (1360.243515 sec): 3 clusters Score: Raw -429191.480223 + Penalty 2896.903841 = -426294.576382 nChanged 16 SP:Iteration 50Q (1360.307014 sec): 3 clusters Score: Raw -429196.943337 + Penalty 2896.903841 = -426300.039496 nChanged 19 SP:Iteration 51Q (1360.361967 sec): 3 clusters Score: Raw -429203.683295 + Penalty 2896.903841 = -426306.779454 nChanged 20 SP:Iteration 52Q (1360.419880 sec): 3 clusters Score: Raw -429211.380911 + Penalty 2896.903841 = -426314.477070 nChanged 24 SP:Iteration 53Q (1360.473699 sec): 3 clusters Score: Raw -429220.613318 + Penalty 2896.903841 = -426323.709477 nChanged 24 SP:Iteration 54Q (1360.525779 sec): 3 clusters Score: Raw -429228.302144 + Penalty 2896.903841 = -426331.398303 nChanged 17 SP:Iteration 55Q (1360.587885 sec): 3 clusters Score: Raw -429234.760639 + Penalty 2896.903841 = -426337.856798 nChanged 25 SP:Iteration 56Q (1360.634417 sec): 3 clusters Score: Raw -429243.795160 + Penalty 2896.903841 = -426346.891319 nChanged 28 SP:Iteration 57Q (1360.698304 sec): 3 clusters Score: Raw -429254.166504 + Penalty 2896.903841 = -426357.262663 nChanged 25 SP:Iteration 58Q (1360.752583 sec): 3 clusters Score: Raw -429262.985765 + Penalty 2896.903841 = -426366.081923 nChanged 22 SP:Iteration 59Q (1360.809848 sec): 3 clusters Score: Raw -429270.176991 + Penalty 2896.903841 = -426373.273150 nChanged 21 SP:Iteration 60F (1360.882011 sec): 3 clusters Score: Raw -429278.085331 + Penalty 2896.903841 = -426381.181490 nChanged 21 SP:Iteration 61Q (1360.941880 sec): 3 clusters Score: Raw -429288.161982 + Penalty 2896.903841 = -426391.258141 nChanged 18 SP:Iteration 62Q (1360.999109 sec): 3 clusters Score: Raw -429296.919665 + Penalty 2896.903841 = -426400.015824 nChanged 20 SP:Iteration 63Q (1361.055744 sec): 3 clusters Score: Raw -429304.698350 + Penalty 2896.903841 = -426407.794508 nChanged 18 SP:Iteration 64Q (1361.109845 sec): 3 clusters Score: Raw -429311.744152 + Penalty 2896.903841 = -426414.840310 nChanged 17 SP:Iteration 65Q (1361.179529 sec): 3 clusters Score: Raw -429318.149006 + Penalty 2896.903841 = -426421.245165 nChanged 6 SP:Iteration 66Q (1361.226872 sec): 3 clusters Score: Raw -429320.079518 + Penalty 2896.903841 = -426423.175677 nChanged 6 SP:Iteration 67Q (1361.290155 sec): 3 clusters Score: Raw -429322.200727 + Penalty 2896.903841 = -426425.296885 nChanged 4 SP:Iteration 68Q (1361.343235 sec): 3 clusters Score: Raw -429323.547189 + Penalty 2896.903841 = -426426.643348 nChanged 2 SP:Iteration 69Q (1361.409136 sec): 3 clusters Score: Raw -429324.274084 + Penalty 2896.903841 = -426427.370243 nChanged 2 SP:Iteration 70Q (1361.468999 sec): 3 clusters Score: Raw -429324.977629 + Penalty 2896.903841 = -426428.073787 nChanged 4 SP:Iteration 71Q (1361.519082 sec): 3 clusters Score: Raw -429327.162630 + Penalty 2896.903841 = -426430.258789 nChanged 5 SP:Iteration 72Q (1361.571191 sec): 3 clusters Score: Raw -429328.500272 + Penalty 2896.903841 = -426431.596431 nChanged 5 SP:Iteration 73Q (1361.633663 sec): 3 clusters Score: Raw -429330.315829 + Penalty 2896.903841 = -426433.411988 nChanged 3 SP:Iteration 74Q (1361.684466 sec): 3 clusters Score: Raw -429331.646219 + Penalty 2896.903841 = -426434.742378 nChanged 6 SP:Iteration 75Q (1361.742422 sec): 3 clusters Score: Raw -429334.367924 + Penalty 2896.903841 = -426437.464083 nChanged 6 SP:Iteration 76Q (1361.798227 sec): 3 clusters Score: Raw -429337.603362 + Penalty 2896.903841 = -426440.699521 nChanged 4 SP:Iteration 77Q (1361.861678 sec): 3 clusters Score: Raw -429339.295481 + Penalty 2896.903841 = -426442.391639 nChanged 2 SP:Iteration 78Q (1361.916135 sec): 3 clusters Score: Raw -429340.146119 + Penalty 2896.903841 = -426443.242278 nChanged 2 SP:Iteration 79Q (1361.970259 sec): 3 clusters Score: Raw -429341.363365 + Penalty 2896.903841 = -426444.459524 nChanged 2 SP:Iteration 80F (1362.021450 sec): 3 clusters Score: Raw -429341.858528 + Penalty 2896.903841 = -426444.954687 nChanged 1 SP:Iteration 81Q (1362.073867 sec): 3 clusters Score: Raw -429342.017907 + Penalty 2896.903841 = -426445.114066 nChanged 1 SP:Iteration 82Q (1362.140649 sec): 3 clusters Score: Raw -429342.209756 + Penalty 2896.903841 = -426445.305915 nChanged 0 SP:Iteration 83F (1362.187944 sec): 3 clusters Score: Raw -429342.209756 + Penalty 2896.903841 = -426445.305915 nChanged 0 Trying to split cluster 10 (2713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1362.219071 sec): 2 clusters Score: Raw -165986.765295 + Penalty 1284.694176 = -164702.071119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1362.276055 sec): 3 clusters Score: Raw -164687.966224 + Penalty 2569.388352 = -162118.577873 nChanged 999 SP:Iteration 1F (1362.333116 sec): 3 clusters Score: Raw -165293.116819 + Penalty 2569.388352 = -162723.728468 nChanged 209 SP:Iteration 2F (1362.386755 sec): 3 clusters Score: Raw -165428.958097 + Penalty 2569.388352 = -162859.569745 nChanged 138 SP:Iteration 3F (1362.436001 sec): 3 clusters Score: Raw -165500.784790 + Penalty 2569.388352 = -162931.396439 nChanged 91 SP:Iteration 4Q (1362.486192 sec): 3 clusters Score: Raw -165549.318144 + Penalty 2569.388352 = -162979.929793 nChanged 67 SP:Iteration 5Q (1362.525927 sec): 3 clusters Score: Raw -165579.353903 + Penalty 2569.388352 = -163009.965551 nChanged 42 SP:Iteration 6Q (1362.587691 sec): 3 clusters Score: Raw -165595.112207 + Penalty 2569.388352 = -163025.723855 nChanged 32 SP:Iteration 7Q (1362.640090 sec): 3 clusters Score: Raw -165610.491405 + Penalty 2569.388352 = -163041.103054 nChanged 34 SP:Iteration 8Q (1362.691321 sec): 3 clusters Score: Raw -165626.508569 + Penalty 2569.388352 = -163057.120217 nChanged 33 SP:Iteration 9Q (1362.743641 sec): 3 clusters Score: Raw -165638.979578 + Penalty 2569.388352 = -163069.591226 nChanged 35 SP:Iteration 10Q (1362.793837 sec): 3 clusters Score: Raw -165652.178773 + Penalty 2569.388352 = -163082.790422 nChanged 22 SP:Iteration 11Q (1362.838469 sec): 3 clusters Score: Raw -165661.617121 + Penalty 2569.388352 = -163092.228770 nChanged 22 SP:Iteration 12Q (1362.893347 sec): 3 clusters Score: Raw -165670.310533 + Penalty 2569.388352 = -163100.922181 nChanged 22 SP:Iteration 13Q (1362.949426 sec): 3 clusters Score: Raw -165680.372775 + Penalty 2569.388352 = -163110.984423 nChanged 24 SP:Iteration 14Q (1362.990710 sec): 3 clusters Score: Raw -165690.363796 + Penalty 2569.388352 = -163120.975445 nChanged 16 SP:Iteration 15Q (1363.040809 sec): 3 clusters Score: Raw -165696.642468 + Penalty 2569.388352 = -163127.254116 nChanged 15 SP:Iteration 16Q (1363.095484 sec): 3 clusters Score: Raw -165700.887124 + Penalty 2569.388352 = -163131.498773 nChanged 13 SP:Iteration 17Q (1363.146332 sec): 3 clusters Score: Raw -165704.669829 + Penalty 2569.388352 = -163135.281477 nChanged 14 SP:Iteration 18Q (1363.201786 sec): 3 clusters Score: Raw -165710.436683 + Penalty 2569.388352 = -163141.048331 nChanged 15 SP:Iteration 19Q (1363.251038 sec): 3 clusters Score: Raw -165715.398563 + Penalty 2569.388352 = -163146.010211 nChanged 13 SP:Iteration 20F (1363.304123 sec): 3 clusters Score: Raw -165718.426117 + Penalty 2569.388352 = -163149.037765 nChanged 6 SP:Iteration 21Q (1363.354029 sec): 3 clusters Score: Raw -165720.256973 + Penalty 2569.388352 = -163150.868621 nChanged 9 SP:Iteration 22Q (1363.404827 sec): 3 clusters Score: Raw -165723.959646 + Penalty 2569.388352 = -163154.571294 nChanged 10 SP:Iteration 23Q (1363.447081 sec): 3 clusters Score: Raw -165728.424844 + Penalty 2569.388352 = -163159.036492 nChanged 14 SP:Iteration 24Q (1363.498744 sec): 3 clusters Score: Raw -165734.436124 + Penalty 2569.388352 = -163165.047772 nChanged 11 SP:Iteration 25Q (1363.549135 sec): 3 clusters Score: Raw -165738.636757 + Penalty 2569.388352 = -163169.248406 nChanged 12 SP:Iteration 26Q (1363.610247 sec): 3 clusters Score: Raw -165741.887335 + Penalty 2569.388352 = -163172.498983 nChanged 12 SP:Iteration 27Q (1363.653975 sec): 3 clusters Score: Raw -165747.624827 + Penalty 2569.388352 = -163178.236475 nChanged 14 SP:Iteration 28Q (1363.708875 sec): 3 clusters Score: Raw -165753.311901 + Penalty 2569.388352 = -163183.923550 nChanged 14 SP:Iteration 29Q (1363.763614 sec): 3 clusters Score: Raw -165758.856637 + Penalty 2569.388352 = -163189.468285 nChanged 13 SP:Iteration 30Q (1363.814894 sec): 3 clusters Score: Raw -165763.734428 + Penalty 2569.388352 = -163194.346077 nChanged 8 SP:Iteration 31Q (1363.863375 sec): 3 clusters Score: Raw -165766.449938 + Penalty 2569.388352 = -163197.061586 nChanged 13 SP:Iteration 32Q (1363.911631 sec): 3 clusters Score: Raw -165772.412453 + Penalty 2569.388352 = -163203.024102 nChanged 11 SP:Iteration 33Q (1363.959945 sec): 3 clusters Score: Raw -165777.008432 + Penalty 2569.388352 = -163207.620080 nChanged 17 SP:Iteration 34Q (1364.008472 sec): 3 clusters Score: Raw -165786.604326 + Penalty 2569.388352 = -163217.215974 nChanged 21 SP:Iteration 35Q (1364.058814 sec): 3 clusters Score: Raw -165793.945104 + Penalty 2569.388352 = -163224.556752 nChanged 11 SP:Iteration 36Q (1364.107184 sec): 3 clusters Score: Raw -165800.240473 + Penalty 2569.388352 = -163230.852121 nChanged 17 SP:Iteration 37Q (1364.155504 sec): 3 clusters Score: Raw -165807.061653 + Penalty 2569.388352 = -163237.673301 nChanged 21 SP:Iteration 38Q (1364.192961 sec): 3 clusters Score: Raw -165814.379317 + Penalty 2569.388352 = -163244.990965 nChanged 19 SP:Iteration 39Q (1364.242467 sec): 3 clusters Score: Raw -165822.979282 + Penalty 2569.388352 = -163253.590930 nChanged 18 SP:Iteration 40F (1364.296009 sec): 3 clusters Score: Raw -165831.162413 + Penalty 2569.388352 = -163261.774062 nChanged 16 SP:Iteration 41Q (1364.344889 sec): 3 clusters Score: Raw -165837.790946 + Penalty 2569.388352 = -163268.402595 nChanged 11 SP:Iteration 42Q (1364.391238 sec): 3 clusters Score: Raw -165842.831187 + Penalty 2569.388352 = -163273.442835 nChanged 15 SP:Iteration 43Q (1364.436356 sec): 3 clusters Score: Raw -165848.485716 + Penalty 2569.388352 = -163279.097365 nChanged 12 SP:Iteration 44Q (1364.491348 sec): 3 clusters Score: Raw -165853.538620 + Penalty 2569.388352 = -163284.150268 nChanged 13 SP:Iteration 45Q (1364.532736 sec): 3 clusters Score: Raw -165858.853661 + Penalty 2569.388352 = -163289.465310 nChanged 12 SP:Iteration 46Q (1364.586107 sec): 3 clusters Score: Raw -165862.115214 + Penalty 2569.388352 = -163292.726862 nChanged 7 SP:Iteration 47Q (1364.638493 sec): 3 clusters Score: Raw -165863.934025 + Penalty 2569.388352 = -163294.545674 nChanged 7 SP:Iteration 48Q (1364.685672 sec): 3 clusters Score: Raw -165867.094363 + Penalty 2569.388352 = -163297.706011 nChanged 8 SP:Iteration 49Q (1364.738942 sec): 3 clusters Score: Raw -165870.522242 + Penalty 2569.388352 = -163301.133890 nChanged 9 SP:Iteration 50Q (1364.791010 sec): 3 clusters Score: Raw -165875.204915 + Penalty 2569.388352 = -163305.816563 nChanged 11 SP:Iteration 51Q (1364.827438 sec): 3 clusters Score: Raw -165879.811228 + Penalty 2569.388352 = -163310.422876 nChanged 17 SP:Iteration 52Q (1364.886395 sec): 3 clusters Score: Raw -165887.195018 + Penalty 2569.388352 = -163317.806667 nChanged 15 SP:Iteration 53Q (1364.935071 sec): 3 clusters Score: Raw -165893.964928 + Penalty 2569.388352 = -163324.576577 nChanged 15 SP:Iteration 54Q (1364.982710 sec): 3 clusters Score: Raw -165899.246860 + Penalty 2569.388352 = -163329.858509 nChanged 20 SP:Iteration 55Q (1365.029345 sec): 3 clusters Score: Raw -165907.151390 + Penalty 2569.388352 = -163337.763039 nChanged 19 SP:Iteration 56Q (1365.070829 sec): 3 clusters Score: Raw -165916.104802 + Penalty 2569.388352 = -163346.716450 nChanged 13 SP:Iteration 57Q (1365.131059 sec): 3 clusters Score: Raw -165922.504390 + Penalty 2569.388352 = -163353.116039 nChanged 13 SP:Iteration 58Q (1365.177826 sec): 3 clusters Score: Raw -165927.293773 + Penalty 2569.388352 = -163357.905422 nChanged 11 SP:Iteration 59Q (1365.223964 sec): 3 clusters Score: Raw -165933.589407 + Penalty 2569.388352 = -163364.201056 nChanged 15 SP:Iteration 60F (1365.275059 sec): 3 clusters Score: Raw -165939.657062 + Penalty 2569.388352 = -163370.268711 nChanged 10 SP:Iteration 61Q (1365.317383 sec): 3 clusters Score: Raw -165944.711571 + Penalty 2569.388352 = -163375.323219 nChanged 14 SP:Iteration 62Q (1365.372832 sec): 3 clusters Score: Raw -165949.938827 + Penalty 2569.388352 = -163380.550475 nChanged 16 SP:Iteration 63Q (1365.413668 sec): 3 clusters Score: Raw -165955.241769 + Penalty 2569.388352 = -163385.853417 nChanged 11 SP:Iteration 64Q (1365.467805 sec): 3 clusters Score: Raw -165960.167179 + Penalty 2569.388352 = -163390.778827 nChanged 9 SP:Iteration 65Q (1365.509399 sec): 3 clusters Score: Raw -165962.797670 + Penalty 2569.388352 = -163393.409318 nChanged 5 SP:Iteration 66Q (1365.563177 sec): 3 clusters Score: Raw -165965.498123 + Penalty 2569.388352 = -163396.109771 nChanged 7 SP:Iteration 67Q (1365.614629 sec): 3 clusters Score: Raw -165969.009613 + Penalty 2569.388352 = -163399.621261 nChanged 8 SP:Iteration 68Q (1365.662811 sec): 3 clusters Score: Raw -165971.432942 + Penalty 2569.388352 = -163402.044590 nChanged 6 SP:Iteration 69Q (1365.711192 sec): 3 clusters Score: Raw -165973.373577 + Penalty 2569.388352 = -163403.985225 nChanged 4 SP:Iteration 70Q (1365.759609 sec): 3 clusters Score: Raw -165975.217297 + Penalty 2569.388352 = -163405.828946 nChanged 3 SP:Iteration 71Q (1365.797377 sec): 3 clusters Score: Raw -165976.705970 + Penalty 2569.388352 = -163407.317618 nChanged 3 SP:Iteration 72Q (1365.846608 sec): 3 clusters Score: Raw -165977.649414 + Penalty 2569.388352 = -163408.261063 nChanged 2 SP:Iteration 73Q (1365.898341 sec): 3 clusters Score: Raw -165978.405785 + Penalty 2569.388352 = -163409.017433 nChanged 1 SP:Iteration 74Q (1365.948665 sec): 3 clusters Score: Raw -165978.819160 + Penalty 2569.388352 = -163409.430808 nChanged 0 SP:Iteration 75F (1366.000304 sec): 3 clusters Score: Raw -165978.819160 + Penalty 2569.388352 = -163409.430808 nChanged 0 Trying to split cluster 11 (3217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1366.028083 sec): 2 clusters Score: Raw -207021.852528 + Penalty 1312.383236 = -205709.469293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1366.067028 sec): 3 clusters Score: Raw -205467.008948 + Penalty 2624.766471 = -202842.242477 nChanged 1263 SP:Iteration 1F (1366.116449 sec): 3 clusters Score: Raw -206240.144962 + Penalty 2624.766471 = -203615.378491 nChanged 234 SP:Iteration 2F (1366.173655 sec): 3 clusters Score: Raw -206375.980341 + Penalty 2624.766471 = -203751.213869 nChanged 144 SP:Iteration 3Q (1366.219957 sec): 3 clusters Score: Raw -206457.123830 + Penalty 2624.766471 = -203832.357358 nChanged 109 SP:Iteration 4Q (1366.282140 sec): 3 clusters Score: Raw -206512.165673 + Penalty 2624.766471 = -203887.399201 nChanged 84 SP:Iteration 5Q (1366.320801 sec): 3 clusters Score: Raw -206554.828349 + Penalty 2624.766471 = -203930.061877 nChanged 68 SP:Iteration 6Q (1366.372240 sec): 3 clusters Score: Raw -206577.902458 + Penalty 2624.766471 = -203953.135987 nChanged 40 SP:Iteration 7Q (1366.435626 sec): 3 clusters Score: Raw -206593.135864 + Penalty 2624.766471 = -203968.369393 nChanged 38 SP:Iteration 8Q (1366.487490 sec): 3 clusters Score: Raw -206605.973295 + Penalty 2624.766471 = -203981.206824 nChanged 24 SP:Iteration 9Q (1366.530219 sec): 3 clusters Score: Raw -206614.967792 + Penalty 2624.766471 = -203990.201321 nChanged 29 SP:Iteration 10Q (1366.585085 sec): 3 clusters Score: Raw -206621.896849 + Penalty 2624.766471 = -203997.130378 nChanged 12 SP:Iteration 11Q (1366.633174 sec): 3 clusters Score: Raw -206625.277753 + Penalty 2624.766471 = -204000.511281 nChanged 17 SP:Iteration 12Q (1366.672405 sec): 3 clusters Score: Raw -206630.640770 + Penalty 2624.766471 = -204005.874299 nChanged 15 SP:Iteration 13Q (1366.737778 sec): 3 clusters Score: Raw -206634.507040 + Penalty 2624.766471 = -204009.740568 nChanged 9 SP:Iteration 14Q (1366.778753 sec): 3 clusters Score: Raw -206636.987246 + Penalty 2624.766471 = -204012.220774 nChanged 7 SP:Iteration 15Q (1366.831832 sec): 3 clusters Score: Raw -206639.104448 + Penalty 2624.766471 = -204014.337977 nChanged 11 SP:Iteration 16Q (1366.890145 sec): 3 clusters Score: Raw -206641.685182 + Penalty 2624.766471 = -204016.918711 nChanged 10 SP:Iteration 17Q (1366.936917 sec): 3 clusters Score: Raw -206645.469248 + Penalty 2624.766471 = -204020.702776 nChanged 11 SP:Iteration 18Q (1366.987022 sec): 3 clusters Score: Raw -206648.461635 + Penalty 2624.766471 = -204023.695164 nChanged 13 SP:Iteration 19Q (1367.042081 sec): 3 clusters Score: Raw -206652.735045 + Penalty 2624.766471 = -204027.968574 nChanged 9 SP:Iteration 20F (1367.086816 sec): 3 clusters Score: Raw -206656.133644 + Penalty 2624.766471 = -204031.367173 nChanged 13 SP:Iteration 21Q (1367.140577 sec): 3 clusters Score: Raw -206659.860697 + Penalty 2624.766471 = -204035.094226 nChanged 9 SP:Iteration 22Q (1367.197639 sec): 3 clusters Score: Raw -206662.490977 + Penalty 2624.766471 = -204037.724506 nChanged 8 SP:Iteration 23Q (1367.247782 sec): 3 clusters Score: Raw -206665.077422 + Penalty 2624.766471 = -204040.310951 nChanged 10 SP:Iteration 24Q (1367.306537 sec): 3 clusters Score: Raw -206668.876089 + Penalty 2624.766471 = -204044.109618 nChanged 6 SP:Iteration 25Q (1367.348141 sec): 3 clusters Score: Raw -206670.409724 + Penalty 2624.766471 = -204045.643253 nChanged 6 SP:Iteration 26Q (1367.407497 sec): 3 clusters Score: Raw -206671.642204 + Penalty 2624.766471 = -204046.875733 nChanged 8 SP:Iteration 27Q (1367.453089 sec): 3 clusters Score: Raw -206673.939929 + Penalty 2624.766471 = -204049.173458 nChanged 8 SP:Iteration 28Q (1367.510289 sec): 3 clusters Score: Raw -206676.498728 + Penalty 2624.766471 = -204051.732256 nChanged 5 SP:Iteration 29Q (1367.554801 sec): 3 clusters Score: Raw -206678.208973 + Penalty 2624.766471 = -204053.442502 nChanged 8 SP:Iteration 30Q (1367.610249 sec): 3 clusters Score: Raw -206680.767270 + Penalty 2624.766471 = -204056.000799 nChanged 7 SP:Iteration 31Q (1367.663013 sec): 3 clusters Score: Raw -206681.922897 + Penalty 2624.766471 = -204057.156426 nChanged 4 SP:Iteration 32Q (1367.711027 sec): 3 clusters Score: Raw -206682.512200 + Penalty 2624.766471 = -204057.745728 nChanged 1 SP:Iteration 33Q (1367.764733 sec): 3 clusters Score: Raw -206682.616117 + Penalty 2624.766471 = -204057.849646 nChanged 0 SP:Iteration 34F (1367.825176 sec): 3 clusters Score: Raw -206682.616117 + Penalty 2624.766471 = -204057.849646 nChanged 0 Trying to split cluster 12 (4649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1367.852495 sec): 2 clusters Score: Raw -230128.355360 + Penalty 1372.216206 = -228756.139154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1367.902408 sec): 3 clusters Score: Raw -227765.286864 + Penalty 2744.432412 = -225020.854452 nChanged 1891 SP:Iteration 1F (1367.961539 sec): 3 clusters Score: Raw -229206.501572 + Penalty 2744.432412 = -226462.069160 nChanged 612 SP:Iteration 2F (1368.009900 sec): 3 clusters Score: Raw -230108.581629 + Penalty 2744.432412 = -227364.149217 nChanged 544 SP:Iteration 3F (1368.066190 sec): 3 clusters Score: Raw -230777.433844 + Penalty 2744.432412 = -228033.001432 nChanged 345 SP:Iteration 4F (1368.120793 sec): 3 clusters Score: Raw -231111.073077 + Penalty 2744.432412 = -228366.640665 nChanged 216 SP:Iteration 5Q (1368.182390 sec): 3 clusters Score: Raw -231275.574675 + Penalty 2744.432412 = -228531.142263 nChanged 125 SP:Iteration 6Q (1368.225048 sec): 3 clusters Score: Raw -231353.344984 + Penalty 2744.432412 = -228608.912572 nChanged 82 SP:Iteration 7Q (1368.285172 sec): 3 clusters Score: Raw -231392.215685 + Penalty 2744.432412 = -228647.783273 nChanged 40 SP:Iteration 8Q (1368.342707 sec): 3 clusters Score: Raw -231408.182251 + Penalty 2744.432412 = -228663.749839 nChanged 30 SP:Iteration 9Q (1368.381006 sec): 3 clusters Score: Raw -231419.024312 + Penalty 2744.432412 = -228674.591900 nChanged 11 SP:Iteration 10Q (1368.435815 sec): 3 clusters Score: Raw -231421.873231 + Penalty 2744.432412 = -228677.440819 nChanged 4 SP:Iteration 11Q (1368.493285 sec): 3 clusters Score: Raw -231422.946546 + Penalty 2744.432412 = -228678.514134 nChanged 3 SP:Iteration 12Q (1368.551889 sec): 3 clusters Score: Raw -231423.773623 + Penalty 2744.432412 = -228679.341210 nChanged 3 SP:Iteration 13Q (1368.609191 sec): 3 clusters Score: Raw -231424.177321 + Penalty 2744.432412 = -228679.744909 nChanged 0 SP:Iteration 14F (1368.651482 sec): 3 clusters Score: Raw -231424.177321 + Penalty 2744.432412 = -228679.744909 nChanged 0 Trying to split cluster 13 (22499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1368.709991 sec): 2 clusters Score: Raw -1412704.562197 + Penalty 1628.449248 = -1411076.112949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1368.788557 sec): 3 clusters Score: Raw -1399181.298367 + Penalty 3256.898496 = -1395924.399871 nChanged 10223 SP:Iteration 1F (1368.876934 sec): 3 clusters Score: Raw -1404943.469220 + Penalty 3256.898496 = -1401686.570724 nChanged 1139 SP:Iteration 2F (1368.954274 sec): 3 clusters Score: Raw -1405370.737814 + Penalty 3256.898496 = -1402113.839317 nChanged 1132 SP:Iteration 3F (1369.035009 sec): 3 clusters Score: Raw -1405857.331374 + Penalty 3256.898496 = -1402600.432877 nChanged 1154 SP:Iteration 4F (1369.120089 sec): 3 clusters Score: Raw -1406453.545355 + Penalty 3256.898496 = -1403196.646858 nChanged 1265 SP:Iteration 5F (1369.214587 sec): 3 clusters Score: Raw -1407294.234614 + Penalty 3256.898496 = -1404037.336117 nChanged 1439 SP:Iteration 6F (1369.290975 sec): 3 clusters Score: Raw -1408330.824789 + Penalty 3256.898496 = -1405073.926293 nChanged 1344 SP:Iteration 7F (1369.382649 sec): 3 clusters Score: Raw -1409342.749440 + Penalty 3256.898496 = -1406085.850943 nChanged 1237 SP:Iteration 8F (1369.469166 sec): 3 clusters Score: Raw -1410271.828330 + Penalty 3256.898496 = -1407014.929833 nChanged 1012 SP:Iteration 9Q (1369.543301 sec): 3 clusters Score: Raw -1410941.039806 + Penalty 3256.898496 = -1407684.141309 nChanged 739 SP:Iteration 10Q (1369.639400 sec): 3 clusters Score: Raw -1411366.491693 + Penalty 3256.898496 = -1408109.593197 nChanged 564 SP:Iteration 11Q (1369.717329 sec): 3 clusters Score: Raw -1411622.493028 + Penalty 3256.898496 = -1408365.594532 nChanged 398 SP:Iteration 12Q (1369.803296 sec): 3 clusters Score: Raw -1411782.946307 + Penalty 3256.898496 = -1408526.047811 nChanged 319 SP:Iteration 13Q (1369.878335 sec): 3 clusters Score: Raw -1411905.950740 + Penalty 3256.898496 = -1408649.052244 nChanged 290 SP:Iteration 14Q (1369.966302 sec): 3 clusters Score: Raw -1412003.511523 + Penalty 3256.898496 = -1408746.613027 nChanged 233 SP:Iteration 15Q (1370.046098 sec): 3 clusters Score: Raw -1412074.730674 + Penalty 3256.898496 = -1408817.832178 nChanged 206 SP:Iteration 16Q (1370.130227 sec): 3 clusters Score: Raw -1412129.594530 + Penalty 3256.898496 = -1408872.696033 nChanged 168 SP:Iteration 17Q (1370.210606 sec): 3 clusters Score: Raw -1412174.322281 + Penalty 3256.898496 = -1408917.423785 nChanged 149 SP:Iteration 18Q (1370.291328 sec): 3 clusters Score: Raw -1412209.401458 + Penalty 3256.898496 = -1408952.502961 nChanged 115 SP:Iteration 19Q (1370.362059 sec): 3 clusters Score: Raw -1412235.554108 + Penalty 3256.898496 = -1408978.655612 nChanged 105 SP:Iteration 20F (1370.459561 sec): 3 clusters Score: Raw -1412258.702284 + Penalty 3256.898496 = -1409001.803787 nChanged 107 SP:Iteration 21Q (1370.541609 sec): 3 clusters Score: Raw -1412285.144245 + Penalty 3256.898496 = -1409028.245748 nChanged 120 SP:Iteration 22Q (1370.626617 sec): 3 clusters Score: Raw -1412315.902435 + Penalty 3256.898496 = -1409059.003939 nChanged 113 SP:Iteration 23Q (1370.705894 sec): 3 clusters Score: Raw -1412345.393435 + Penalty 3256.898496 = -1409088.494939 nChanged 116 SP:Iteration 24Q (1370.790710 sec): 3 clusters Score: Raw -1412379.459580 + Penalty 3256.898496 = -1409122.561084 nChanged 129 SP:Iteration 25Q (1370.866906 sec): 3 clusters Score: Raw -1412426.249543 + Penalty 3256.898496 = -1409169.351047 nChanged 152 SP:Iteration 26Q (1370.948881 sec): 3 clusters Score: Raw -1412477.589907 + Penalty 3256.898496 = -1409220.691410 nChanged 157 SP:Iteration 27Q (1371.031021 sec): 3 clusters Score: Raw -1412539.646838 + Penalty 3256.898496 = -1409282.748342 nChanged 167 SP:Iteration 28Q (1371.114233 sec): 3 clusters Score: Raw -1412608.135191 + Penalty 3256.898496 = -1409351.236695 nChanged 164 SP:Iteration 29Q (1371.198702 sec): 3 clusters Score: Raw -1412673.991915 + Penalty 3256.898496 = -1409417.093419 nChanged 159 SP:Iteration 30Q (1371.282819 sec): 3 clusters Score: Raw -1412734.333907 + Penalty 3256.898496 = -1409477.435411 nChanged 154 SP:Iteration 31Q (1371.364259 sec): 3 clusters Score: Raw -1412795.538778 + Penalty 3256.898496 = -1409538.640282 nChanged 146 SP:Iteration 32Q (1371.440453 sec): 3 clusters Score: Raw -1412858.100238 + Penalty 3256.898496 = -1409601.201742 nChanged 148 SP:Iteration 33Q (1371.525257 sec): 3 clusters Score: Raw -1412922.574348 + Penalty 3256.898496 = -1409665.675852 nChanged 124 SP:Iteration 34Q (1371.607964 sec): 3 clusters Score: Raw -1412974.064020 + Penalty 3256.898496 = -1409717.165523 nChanged 109 SP:Iteration 35Q (1371.686945 sec): 3 clusters Score: Raw -1413014.183567 + Penalty 3256.898496 = -1409757.285071 nChanged 93 SP:Iteration 36Q (1371.767572 sec): 3 clusters Score: Raw -1413038.275725 + Penalty 3256.898496 = -1409781.377228 nChanged 75 SP:Iteration 37Q (1371.846943 sec): 3 clusters Score: Raw -1413056.234038 + Penalty 3256.898496 = -1409799.335541 nChanged 68 SP:Iteration 38Q (1371.921045 sec): 3 clusters Score: Raw -1413071.917221 + Penalty 3256.898496 = -1409815.018724 nChanged 58 SP:Iteration 39Q (1371.996800 sec): 3 clusters Score: Raw -1413085.271895 + Penalty 3256.898496 = -1409828.373399 nChanged 45 SP:Iteration 40F (1372.080673 sec): 3 clusters Score: Raw -1413095.866876 + Penalty 3256.898496 = -1409838.968380 nChanged 57 SP:Iteration 41Q (1372.170111 sec): 3 clusters Score: Raw -1413107.773305 + Penalty 3256.898496 = -1409850.874808 nChanged 49 SP:Iteration 42Q (1372.245572 sec): 3 clusters Score: Raw -1413118.479205 + Penalty 3256.898496 = -1409861.580709 nChanged 45 SP:Iteration 43Q (1372.329011 sec): 3 clusters Score: Raw -1413126.714256 + Penalty 3256.898496 = -1409869.815759 nChanged 30 SP:Iteration 44Q (1372.409163 sec): 3 clusters Score: Raw -1413131.435342 + Penalty 3256.898496 = -1409874.536845 nChanged 31 SP:Iteration 45Q (1372.486009 sec): 3 clusters Score: Raw -1413137.553103 + Penalty 3256.898496 = -1409880.654607 nChanged 43 SP:Iteration 46Q (1372.558380 sec): 3 clusters Score: Raw -1413145.956113 + Penalty 3256.898496 = -1409889.057616 nChanged 46 SP:Iteration 47Q (1372.647111 sec): 3 clusters Score: Raw -1413156.142849 + Penalty 3256.898496 = -1409899.244352 nChanged 48 SP:Iteration 48Q (1372.726171 sec): 3 clusters Score: Raw -1413166.439668 + Penalty 3256.898496 = -1409909.541172 nChanged 47 SP:Iteration 49Q (1372.803740 sec): 3 clusters Score: Raw -1413175.317865 + Penalty 3256.898496 = -1409918.419369 nChanged 38 SP:Iteration 50Q (1372.877777 sec): 3 clusters Score: Raw -1413182.184757 + Penalty 3256.898496 = -1409925.286261 nChanged 26 SP:Iteration 51Q (1372.953664 sec): 3 clusters Score: Raw -1413186.885693 + Penalty 3256.898496 = -1409929.987197 nChanged 29 SP:Iteration 52Q (1373.043919 sec): 3 clusters Score: Raw -1413192.741403 + Penalty 3256.898496 = -1409935.842907 nChanged 25 SP:Iteration 53Q (1373.121713 sec): 3 clusters Score: Raw -1413196.813613 + Penalty 3256.898496 = -1409939.915117 nChanged 17 SP:Iteration 54Q (1373.200874 sec): 3 clusters Score: Raw -1413198.885780 + Penalty 3256.898496 = -1409941.987283 nChanged 9 SP:Iteration 55Q (1373.278091 sec): 3 clusters Score: Raw -1413200.356910 + Penalty 3256.898496 = -1409943.458413 nChanged 9 SP:Iteration 56Q (1373.359123 sec): 3 clusters Score: Raw -1413201.437757 + Penalty 3256.898496 = -1409944.539261 nChanged 10 SP:Iteration 57Q (1373.435154 sec): 3 clusters Score: Raw -1413202.859825 + Penalty 3256.898496 = -1409945.961328 nChanged 14 SP:Iteration 58Q (1373.513468 sec): 3 clusters Score: Raw -1413205.287229 + Penalty 3256.898496 = -1409948.388733 nChanged 12 SP:Iteration 59Q (1373.598220 sec): 3 clusters Score: Raw -1413206.969704 + Penalty 3256.898496 = -1409950.071207 nChanged 13 SP:Iteration 60F (1373.680124 sec): 3 clusters Score: Raw -1413208.869008 + Penalty 3256.898496 = -1409951.970512 nChanged 17 SP:Iteration 61Q (1373.753745 sec): 3 clusters Score: Raw -1413211.377274 + Penalty 3256.898496 = -1409954.478778 nChanged 19 SP:Iteration 62Q (1373.832413 sec): 3 clusters Score: Raw -1413214.015822 + Penalty 3256.898496 = -1409957.117325 nChanged 21 SP:Iteration 63Q (1373.913221 sec): 3 clusters Score: Raw -1413216.652239 + Penalty 3256.898496 = -1409959.753742 nChanged 14 SP:Iteration 64Q (1373.987079 sec): 3 clusters Score: Raw -1413218.508275 + Penalty 3256.898496 = -1409961.609779 nChanged 8 SP:Iteration 65Q (1374.059210 sec): 3 clusters Score: Raw -1413219.610504 + Penalty 3256.898496 = -1409962.712008 nChanged 7 SP:Iteration 66Q (1374.147323 sec): 3 clusters Score: Raw -1413220.416491 + Penalty 3256.898496 = -1409963.517995 nChanged 5 SP:Iteration 67Q (1374.216053 sec): 3 clusters Score: Raw -1413221.231798 + Penalty 3256.898496 = -1409964.333301 nChanged 3 SP:Iteration 68Q (1374.291628 sec): 3 clusters Score: Raw -1413221.907403 + Penalty 3256.898496 = -1409965.008907 nChanged 4 SP:Iteration 69Q (1374.378199 sec): 3 clusters Score: Raw -1413222.344659 + Penalty 3256.898496 = -1409965.446163 nChanged 3 SP:Iteration 70Q (1374.458298 sec): 3 clusters Score: Raw -1413222.798193 + Penalty 3256.898496 = -1409965.899696 nChanged 2 SP:Iteration 71Q (1374.532149 sec): 3 clusters Score: Raw -1413222.973986 + Penalty 3256.898496 = -1409966.075489 nChanged 5 SP:Iteration 72Q (1374.605014 sec): 3 clusters Score: Raw -1413223.736410 + Penalty 3256.898496 = -1409966.837913 nChanged 4 SP:Iteration 73Q (1374.685013 sec): 3 clusters Score: Raw -1413224.158386 + Penalty 3256.898496 = -1409967.259890 nChanged 5 SP:Iteration 74Q (1374.777588 sec): 3 clusters Score: Raw -1413224.949572 + Penalty 3256.898496 = -1409968.051075 nChanged 7 SP:Iteration 75Q (1374.855069 sec): 3 clusters Score: Raw -1413226.116962 + Penalty 3256.898496 = -1409969.218466 nChanged 12 SP:Iteration 76Q (1374.931957 sec): 3 clusters Score: Raw -1413228.227852 + Penalty 3256.898496 = -1409971.329355 nChanged 13 SP:Iteration 77Q (1375.017015 sec): 3 clusters Score: Raw -1413230.465404 + Penalty 3256.898496 = -1409973.566908 nChanged 10 SP:Iteration 78Q (1375.097565 sec): 3 clusters Score: Raw -1413231.602693 + Penalty 3256.898496 = -1409974.704197 nChanged 7 SP:Iteration 79Q (1375.167662 sec): 3 clusters Score: Raw -1413232.335024 + Penalty 3256.898496 = -1409975.436527 nChanged 3 SP:Iteration 80F (1375.248088 sec): 3 clusters Score: Raw -1413232.672627 + Penalty 3256.898496 = -1409975.774130 nChanged 4 SP:Iteration 81Q (1375.329615 sec): 3 clusters Score: Raw -1413233.571104 + Penalty 3256.898496 = -1409976.672607 nChanged 7 SP:Iteration 82Q (1375.411988 sec): 3 clusters Score: Raw -1413235.184618 + Penalty 3256.898496 = -1409978.286122 nChanged 8 SP:Iteration 83Q (1375.484307 sec): 3 clusters Score: Raw -1413237.047049 + Penalty 3256.898496 = -1409980.148553 nChanged 15 SP:Iteration 84Q (1375.565251 sec): 3 clusters Score: Raw -1413240.226367 + Penalty 3256.898496 = -1409983.327871 nChanged 12 SP:Iteration 85Q (1375.638440 sec): 3 clusters Score: Raw -1413242.215949 + Penalty 3256.898496 = -1409985.317453 nChanged 11 SP:Iteration 86Q (1375.719796 sec): 3 clusters Score: Raw -1413244.606346 + Penalty 3256.898496 = -1409987.707849 nChanged 12 SP:Iteration 87Q (1375.802462 sec): 3 clusters Score: Raw -1413246.590009 + Penalty 3256.898496 = -1409989.691512 nChanged 7 SP:Iteration 88Q (1375.875992 sec): 3 clusters Score: Raw -1413247.673993 + Penalty 3256.898496 = -1409990.775496 nChanged 9 SP:Iteration 89Q (1375.945851 sec): 3 clusters Score: Raw -1413249.680336 + Penalty 3256.898496 = -1409992.781839 nChanged 8 SP:Iteration 90Q (1376.021358 sec): 3 clusters Score: Raw -1413250.881073 + Penalty 3256.898496 = -1409993.982576 nChanged 2 SP:Iteration 91Q (1376.097615 sec): 3 clusters Score: Raw -1413251.256535 + Penalty 3256.898496 = -1409994.358039 nChanged 3 SP:Iteration 92Q (1376.170518 sec): 3 clusters Score: Raw -1413251.476333 + Penalty 3256.898496 = -1409994.577837 nChanged 0 SP:Iteration 93F (1376.255028 sec): 3 clusters Score: Raw -1413251.476333 + Penalty 3256.898496 = -1409994.577837 nChanged 0 Trying to split cluster 14 (5692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1376.297212 sec): 2 clusters Score: Raw -344287.747486 + Penalty 1405.107756 = -342882.639730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1376.350015 sec): 3 clusters Score: Raw -341287.073506 + Penalty 2810.215512 = -338476.857994 nChanged 2321 SP:Iteration 1F (1376.395261 sec): 3 clusters Score: Raw -342717.497929 + Penalty 2810.215512 = -339907.282417 nChanged 433 SP:Iteration 2F (1376.450063 sec): 3 clusters Score: Raw -342995.675725 + Penalty 2810.215512 = -340185.460213 nChanged 370 SP:Iteration 3F (1376.505754 sec): 3 clusters Score: Raw -343247.879493 + Penalty 2810.215512 = -340437.663982 nChanged 322 SP:Iteration 4F (1376.562738 sec): 3 clusters Score: Raw -343478.330592 + Penalty 2810.215512 = -340668.115080 nChanged 316 SP:Iteration 5F (1376.619641 sec): 3 clusters Score: Raw -343734.271382 + Penalty 2810.215512 = -340924.055870 nChanged 298 SP:Iteration 6F (1376.672390 sec): 3 clusters Score: Raw -343994.283426 + Penalty 2810.215512 = -341184.067914 nChanged 269 SP:Iteration 7Q (1376.729389 sec): 3 clusters Score: Raw -344216.982334 + Penalty 2810.215512 = -341406.766822 nChanged 225 SP:Iteration 8Q (1376.793377 sec): 3 clusters Score: Raw -344427.430476 + Penalty 2810.215512 = -341617.214964 nChanged 215 SP:Iteration 9Q (1376.847503 sec): 3 clusters Score: Raw -344644.604932 + Penalty 2810.215512 = -341834.389420 nChanged 201 SP:Iteration 10Q (1376.893156 sec): 3 clusters Score: Raw -344826.050077 + Penalty 2810.215512 = -342015.834565 nChanged 161 SP:Iteration 11Q (1376.957747 sec): 3 clusters Score: Raw -344970.342238 + Penalty 2810.215512 = -342160.126726 nChanged 110 SP:Iteration 12Q (1377.004727 sec): 3 clusters Score: Raw -345056.292509 + Penalty 2810.215512 = -342246.076997 nChanged 104 SP:Iteration 13Q (1377.068191 sec): 3 clusters Score: Raw -345133.997864 + Penalty 2810.215512 = -342323.782353 nChanged 85 SP:Iteration 14Q (1377.125364 sec): 3 clusters Score: Raw -345192.764711 + Penalty 2810.215512 = -342382.549200 nChanged 75 SP:Iteration 15Q (1377.178243 sec): 3 clusters Score: Raw -345249.933172 + Penalty 2810.215512 = -342439.717660 nChanged 60 SP:Iteration 16Q (1377.234961 sec): 3 clusters Score: Raw -345295.606802 + Penalty 2810.215512 = -342485.391291 nChanged 60 SP:Iteration 17Q (1377.291565 sec): 3 clusters Score: Raw -345346.780639 + Penalty 2810.215512 = -342536.565128 nChanged 51 SP:Iteration 18Q (1377.345233 sec): 3 clusters Score: Raw -345374.599117 + Penalty 2810.215512 = -342564.383605 nChanged 36 SP:Iteration 19Q (1377.399190 sec): 3 clusters Score: Raw -345396.850017 + Penalty 2810.215512 = -342586.634505 nChanged 43 SP:Iteration 20F (1377.446642 sec): 3 clusters Score: Raw -345422.535975 + Penalty 2810.215512 = -342612.320463 nChanged 34 SP:Iteration 21Q (1377.508169 sec): 3 clusters Score: Raw -345442.512279 + Penalty 2810.215512 = -342632.296767 nChanged 33 SP:Iteration 22Q (1377.562090 sec): 3 clusters Score: Raw -345458.284264 + Penalty 2810.215512 = -342648.068752 nChanged 26 SP:Iteration 23Q (1377.611650 sec): 3 clusters Score: Raw -345468.292571 + Penalty 2810.215512 = -342658.077059 nChanged 30 SP:Iteration 24Q (1377.665972 sec): 3 clusters Score: Raw -345479.558583 + Penalty 2810.215512 = -342669.343071 nChanged 21 SP:Iteration 25Q (1377.727913 sec): 3 clusters Score: Raw -345487.074926 + Penalty 2810.215512 = -342676.859414 nChanged 13 SP:Iteration 26Q (1377.774991 sec): 3 clusters Score: Raw -345491.889533 + Penalty 2810.215512 = -342681.674021 nChanged 17 SP:Iteration 27Q (1377.823640 sec): 3 clusters Score: Raw -345496.594215 + Penalty 2810.215512 = -342686.378703 nChanged 14 SP:Iteration 28Q (1377.871327 sec): 3 clusters Score: Raw -345500.899960 + Penalty 2810.215512 = -342690.684448 nChanged 14 SP:Iteration 29Q (1377.933262 sec): 3 clusters Score: Raw -345504.475549 + Penalty 2810.215512 = -342694.260037 nChanged 13 SP:Iteration 30Q (1377.976049 sec): 3 clusters Score: Raw -345508.247695 + Penalty 2810.215512 = -342698.032183 nChanged 14 SP:Iteration 31Q (1378.030790 sec): 3 clusters Score: Raw -345512.306528 + Penalty 2810.215512 = -342702.091017 nChanged 10 SP:Iteration 32Q (1378.085763 sec): 3 clusters Score: Raw -345514.773251 + Penalty 2810.215512 = -342704.557739 nChanged 8 SP:Iteration 33Q (1378.146499 sec): 3 clusters Score: Raw -345516.930277 + Penalty 2810.215512 = -342706.714766 nChanged 7 SP:Iteration 34Q (1378.197340 sec): 3 clusters Score: Raw -345518.176964 + Penalty 2810.215512 = -342707.961452 nChanged 7 SP:Iteration 35Q (1378.249460 sec): 3 clusters Score: Raw -345519.491616 + Penalty 2810.215512 = -342709.276104 nChanged 4 SP:Iteration 36Q (1378.308619 sec): 3 clusters Score: Raw -345519.984582 + Penalty 2810.215512 = -342709.769070 nChanged 3 SP:Iteration 37Q (1378.368405 sec): 3 clusters Score: Raw -345520.192681 + Penalty 2810.215512 = -342709.977170 nChanged 1 SP:Iteration 38Q (1378.422061 sec): 3 clusters Score: Raw -345520.355425 + Penalty 2810.215512 = -342710.139914 nChanged 1 SP:Iteration 39Q (1378.480400 sec): 3 clusters Score: Raw -345520.471868 + Penalty 2810.215512 = -342710.256357 nChanged 0 SP:Iteration 40F (1378.536948 sec): 3 clusters Score: Raw -345520.471868 + Penalty 2810.215512 = -342710.256357 nChanged 0 Trying to split cluster 15 (3992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1378.567405 sec): 2 clusters Score: Raw -213275.686381 + Penalty 1347.457741 = -211928.228640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1378.621586 sec): 3 clusters Score: Raw -211278.484256 + Penalty 2694.915482 = -208583.568774 nChanged 1545 SP:Iteration 1F (1378.678147 sec): 3 clusters Score: Raw -212147.615981 + Penalty 2694.915482 = -209452.700499 nChanged 271 SP:Iteration 2F (1378.728159 sec): 3 clusters Score: Raw -212294.160677 + Penalty 2694.915482 = -209599.245195 nChanged 197 SP:Iteration 3Q (1378.779562 sec): 3 clusters Score: Raw -212419.254970 + Penalty 2694.915482 = -209724.339487 nChanged 173 SP:Iteration 4Q (1378.835255 sec): 3 clusters Score: Raw -212522.761752 + Penalty 2694.915482 = -209827.846270 nChanged 155 SP:Iteration 5Q (1378.882150 sec): 3 clusters Score: Raw -212609.687124 + Penalty 2694.915482 = -209914.771641 nChanged 130 SP:Iteration 6Q (1378.940345 sec): 3 clusters Score: Raw -212679.365605 + Penalty 2694.915482 = -209984.450123 nChanged 108 SP:Iteration 7Q (1378.989218 sec): 3 clusters Score: Raw -212746.875429 + Penalty 2694.915482 = -210051.959947 nChanged 127 SP:Iteration 8Q (1379.046069 sec): 3 clusters Score: Raw -212856.043153 + Penalty 2694.915482 = -210161.127671 nChanged 140 SP:Iteration 9Q (1379.088470 sec): 3 clusters Score: Raw -212956.013024 + Penalty 2694.915482 = -210261.097542 nChanged 114 SP:Iteration 10Q (1379.142601 sec): 3 clusters Score: Raw -213034.828269 + Penalty 2694.915482 = -210339.912787 nChanged 106 SP:Iteration 11Q (1379.195373 sec): 3 clusters Score: Raw -213109.901644 + Penalty 2694.915482 = -210414.986162 nChanged 84 SP:Iteration 12Q (1379.256678 sec): 3 clusters Score: Raw -213149.718004 + Penalty 2694.915482 = -210454.802522 nChanged 64 SP:Iteration 13Q (1379.311964 sec): 3 clusters Score: Raw -213180.753471 + Penalty 2694.915482 = -210485.837989 nChanged 54 SP:Iteration 14Q (1379.362406 sec): 3 clusters Score: Raw -213207.629864 + Penalty 2694.915482 = -210512.714382 nChanged 60 SP:Iteration 15Q (1379.409639 sec): 3 clusters Score: Raw -213229.650625 + Penalty 2694.915482 = -210534.735142 nChanged 46 SP:Iteration 16Q (1379.459147 sec): 3 clusters Score: Raw -213248.136803 + Penalty 2694.915482 = -210553.221320 nChanged 27 SP:Iteration 17Q (1379.505030 sec): 3 clusters Score: Raw -213257.367657 + Penalty 2694.915482 = -210562.452175 nChanged 25 SP:Iteration 18Q (1379.558463 sec): 3 clusters Score: Raw -213265.389448 + Penalty 2694.915482 = -210570.473966 nChanged 17 SP:Iteration 19Q (1379.624750 sec): 3 clusters Score: Raw -213270.890225 + Penalty 2694.915482 = -210575.974743 nChanged 12 SP:Iteration 20F (1379.678810 sec): 3 clusters Score: Raw -213275.064099 + Penalty 2694.915482 = -210580.148617 nChanged 15 SP:Iteration 21Q (1379.726287 sec): 3 clusters Score: Raw -213280.370281 + Penalty 2694.915482 = -210585.454799 nChanged 16 SP:Iteration 22Q (1379.784473 sec): 3 clusters Score: Raw -213282.935098 + Penalty 2694.915482 = -210588.019616 nChanged 8 SP:Iteration 23Q (1379.824482 sec): 3 clusters Score: Raw -213285.475182 + Penalty 2694.915482 = -210590.559700 nChanged 13 SP:Iteration 24Q (1379.885792 sec): 3 clusters Score: Raw -213291.145911 + Penalty 2694.915482 = -210596.230428 nChanged 21 SP:Iteration 25Q (1379.934171 sec): 3 clusters Score: Raw -213299.172054 + Penalty 2694.915482 = -210604.256572 nChanged 17 SP:Iteration 26Q (1379.994851 sec): 3 clusters Score: Raw -213303.243099 + Penalty 2694.915482 = -210608.327617 nChanged 13 SP:Iteration 27Q (1380.045845 sec): 3 clusters Score: Raw -213307.982252 + Penalty 2694.915482 = -210613.066770 nChanged 14 SP:Iteration 28Q (1380.097933 sec): 3 clusters Score: Raw -213312.875113 + Penalty 2694.915482 = -210617.959631 nChanged 15 SP:Iteration 29Q (1380.139633 sec): 3 clusters Score: Raw -213316.878908 + Penalty 2694.915482 = -210621.963425 nChanged 15 SP:Iteration 30Q (1380.192267 sec): 3 clusters Score: Raw -213321.775124 + Penalty 2694.915482 = -210626.859642 nChanged 13 SP:Iteration 31Q (1380.244726 sec): 3 clusters Score: Raw -213326.874655 + Penalty 2694.915482 = -210631.959172 nChanged 10 SP:Iteration 32Q (1380.296820 sec): 3 clusters Score: Raw -213328.371086 + Penalty 2694.915482 = -210633.455604 nChanged 3 SP:Iteration 33Q (1380.349672 sec): 3 clusters Score: Raw -213328.980464 + Penalty 2694.915482 = -210634.064982 nChanged 2 SP:Iteration 34Q (1380.401209 sec): 3 clusters Score: Raw -213329.274907 + Penalty 2694.915482 = -210634.359425 nChanged 3 SP:Iteration 35Q (1380.462540 sec): 3 clusters Score: Raw -213329.886184 + Penalty 2694.915482 = -210634.970702 nChanged 2 SP:Iteration 36Q (1380.503294 sec): 3 clusters Score: Raw -213330.285065 + Penalty 2694.915482 = -210635.369583 nChanged 1 SP:Iteration 37Q (1380.554417 sec): 3 clusters Score: Raw -213330.649735 + Penalty 2694.915482 = -210635.734253 nChanged 3 SP:Iteration 38Q (1380.615499 sec): 3 clusters Score: Raw -213331.416537 + Penalty 2694.915482 = -210636.501055 nChanged 4 SP:Iteration 39Q (1380.658274 sec): 3 clusters Score: Raw -213332.839288 + Penalty 2694.915482 = -210637.923806 nChanged 3 SP:Iteration 40F (1380.723995 sec): 3 clusters Score: Raw -213333.335698 + Penalty 2694.915482 = -210638.420216 nChanged 1 SP:Iteration 41Q (1380.773595 sec): 3 clusters Score: Raw -213333.483077 + Penalty 2694.915482 = -210638.567595 nChanged 1 SP:Iteration 42Q (1380.818093 sec): 3 clusters Score: Raw -213333.635106 + Penalty 2694.915482 = -210638.719624 nChanged 0 SP:Iteration 43F (1380.869962 sec): 3 clusters Score: Raw -213333.635106 + Penalty 2694.915482 = -210638.719624 nChanged 0 Trying to split cluster 16 (13613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1380.922481 sec): 2 clusters Score: Raw -859161.640446 + Penalty 1546.801831 = -857614.838615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1380.988482 sec): 3 clusters Score: Raw -851187.975131 + Penalty 3093.603662 = -848094.371470 nChanged 6038 SP:Iteration 1F (1381.062462 sec): 3 clusters Score: Raw -854720.051754 + Penalty 3093.603662 = -851626.448093 nChanged 880 SP:Iteration 2F (1381.119045 sec): 3 clusters Score: Raw -855140.698795 + Penalty 3093.603662 = -852047.095134 nChanged 790 SP:Iteration 3F (1381.186353 sec): 3 clusters Score: Raw -855535.597095 + Penalty 3093.603662 = -852441.993433 nChanged 712 SP:Iteration 4F (1381.262065 sec): 3 clusters Score: Raw -855944.311801 + Penalty 3093.603662 = -852850.708140 nChanged 687 SP:Iteration 5F (1381.336371 sec): 3 clusters Score: Raw -856371.024441 + Penalty 3093.603662 = -853277.420779 nChanged 662 SP:Iteration 6Q (1381.410190 sec): 3 clusters Score: Raw -856817.281138 + Penalty 3093.603662 = -853723.677476 nChanged 633 SP:Iteration 7Q (1381.479617 sec): 3 clusters Score: Raw -857218.104491 + Penalty 3093.603662 = -854124.500829 nChanged 553 SP:Iteration 8Q (1381.549570 sec): 3 clusters Score: Raw -857536.698439 + Penalty 3093.603662 = -854443.094777 nChanged 449 SP:Iteration 9Q (1381.622047 sec): 3 clusters Score: Raw -857748.292957 + Penalty 3093.603662 = -854654.689295 nChanged 340 SP:Iteration 10Q (1381.685887 sec): 3 clusters Score: Raw -857897.144354 + Penalty 3093.603662 = -854803.540693 nChanged 278 SP:Iteration 11Q (1381.750251 sec): 3 clusters Score: Raw -857982.889646 + Penalty 3093.603662 = -854889.285984 nChanged 217 SP:Iteration 12Q (1381.805790 sec): 3 clusters Score: Raw -858045.426729 + Penalty 3093.603662 = -854951.823067 nChanged 165 SP:Iteration 13Q (1381.881810 sec): 3 clusters Score: Raw -858092.912625 + Penalty 3093.603662 = -854999.308964 nChanged 140 SP:Iteration 14Q (1381.937788 sec): 3 clusters Score: Raw -858130.841662 + Penalty 3093.603662 = -855037.238000 nChanged 106 SP:Iteration 15Q (1382.016788 sec): 3 clusters Score: Raw -858157.472761 + Penalty 3093.603662 = -855063.869099 nChanged 96 SP:Iteration 16Q (1382.087369 sec): 3 clusters Score: Raw -858180.258693 + Penalty 3093.603662 = -855086.655031 nChanged 92 SP:Iteration 17Q (1382.153913 sec): 3 clusters Score: Raw -858200.793451 + Penalty 3093.603662 = -855107.189790 nChanged 77 SP:Iteration 18Q (1382.215010 sec): 3 clusters Score: Raw -858217.433859 + Penalty 3093.603662 = -855123.830198 nChanged 79 SP:Iteration 19Q (1382.284484 sec): 3 clusters Score: Raw -858235.215147 + Penalty 3093.603662 = -855141.611485 nChanged 83 SP:Iteration 20F (1382.354739 sec): 3 clusters Score: Raw -858255.347386 + Penalty 3093.603662 = -855161.743725 nChanged 89 SP:Iteration 21Q (1382.433859 sec): 3 clusters Score: Raw -858276.153497 + Penalty 3093.603662 = -855182.549835 nChanged 94 SP:Iteration 22Q (1382.508699 sec): 3 clusters Score: Raw -858298.819628 + Penalty 3093.603662 = -855205.215966 nChanged 70 SP:Iteration 23Q (1382.574795 sec): 3 clusters Score: Raw -858313.090769 + Penalty 3093.603662 = -855219.487107 nChanged 72 SP:Iteration 24Q (1382.631904 sec): 3 clusters Score: Raw -858327.501535 + Penalty 3093.603662 = -855233.897873 nChanged 63 SP:Iteration 25Q (1382.711130 sec): 3 clusters Score: Raw -858343.013946 + Penalty 3093.603662 = -855249.410285 nChanged 69 SP:Iteration 26Q (1382.781002 sec): 3 clusters Score: Raw -858359.941761 + Penalty 3093.603662 = -855266.338099 nChanged 69 SP:Iteration 27Q (1382.841776 sec): 3 clusters Score: Raw -858378.198388 + Penalty 3093.603662 = -855284.594726 nChanged 92 SP:Iteration 28Q (1382.910074 sec): 3 clusters Score: Raw -858399.362390 + Penalty 3093.603662 = -855305.758729 nChanged 81 SP:Iteration 29Q (1382.978513 sec): 3 clusters Score: Raw -858416.765447 + Penalty 3093.603662 = -855323.161786 nChanged 78 SP:Iteration 30Q (1383.047995 sec): 3 clusters Score: Raw -858435.558806 + Penalty 3093.603662 = -855341.955145 nChanged 76 SP:Iteration 31Q (1383.113326 sec): 3 clusters Score: Raw -858455.353181 + Penalty 3093.603662 = -855361.749520 nChanged 71 SP:Iteration 32Q (1383.183451 sec): 3 clusters Score: Raw -858472.926486 + Penalty 3093.603662 = -855379.322824 nChanged 67 SP:Iteration 33Q (1383.253368 sec): 3 clusters Score: Raw -858486.984946 + Penalty 3093.603662 = -855393.381285 nChanged 59 SP:Iteration 34Q (1383.322373 sec): 3 clusters Score: Raw -858501.025321 + Penalty 3093.603662 = -855407.421659 nChanged 74 SP:Iteration 35Q (1383.378151 sec): 3 clusters Score: Raw -858518.557636 + Penalty 3093.603662 = -855424.953975 nChanged 82 SP:Iteration 36Q (1383.450319 sec): 3 clusters Score: Raw -858535.938467 + Penalty 3093.603662 = -855442.334805 nChanged 68 SP:Iteration 37Q (1383.521695 sec): 3 clusters Score: Raw -858551.203346 + Penalty 3093.603662 = -855457.599684 nChanged 71 SP:Iteration 38Q (1383.580321 sec): 3 clusters Score: Raw -858569.681664 + Penalty 3093.603662 = -855476.078003 nChanged 73 SP:Iteration 39Q (1383.646012 sec): 3 clusters Score: Raw -858587.768348 + Penalty 3093.603662 = -855494.164686 nChanged 58 SP:Iteration 40F (1383.716730 sec): 3 clusters Score: Raw -858599.744677 + Penalty 3093.603662 = -855506.141015 nChanged 53 SP:Iteration 41Q (1383.778090 sec): 3 clusters Score: Raw -858613.022970 + Penalty 3093.603662 = -855519.419308 nChanged 62 SP:Iteration 42Q (1383.841906 sec): 3 clusters Score: Raw -858633.591118 + Penalty 3093.603662 = -855539.987457 nChanged 78 SP:Iteration 43Q (1383.922995 sec): 3 clusters Score: Raw -858658.357760 + Penalty 3093.603662 = -855564.754098 nChanged 84 SP:Iteration 44Q (1383.989409 sec): 3 clusters Score: Raw -858681.325995 + Penalty 3093.603662 = -855587.722333 nChanged 75 SP:Iteration 45Q (1384.044233 sec): 3 clusters Score: Raw -858703.526013 + Penalty 3093.603662 = -855609.922352 nChanged 71 SP:Iteration 46Q (1384.104119 sec): 3 clusters Score: Raw -858722.157838 + Penalty 3093.603662 = -855628.554176 nChanged 74 SP:Iteration 47Q (1384.170822 sec): 3 clusters Score: Raw -858739.657134 + Penalty 3093.603662 = -855646.053472 nChanged 61 SP:Iteration 48Q (1384.245972 sec): 3 clusters Score: Raw -858754.155492 + Penalty 3093.603662 = -855660.551830 nChanged 53 SP:Iteration 49Q (1384.314380 sec): 3 clusters Score: Raw -858766.699494 + Penalty 3093.603662 = -855673.095832 nChanged 49 SP:Iteration 50Q (1384.383990 sec): 3 clusters Score: Raw -858781.516612 + Penalty 3093.603662 = -855687.912950 nChanged 45 SP:Iteration 51Q (1384.446602 sec): 3 clusters Score: Raw -858790.344437 + Penalty 3093.603662 = -855696.740775 nChanged 39 SP:Iteration 52Q (1384.513735 sec): 3 clusters Score: Raw -858799.513364 + Penalty 3093.603662 = -855705.909702 nChanged 47 SP:Iteration 53Q (1384.582884 sec): 3 clusters Score: Raw -858810.708448 + Penalty 3093.603662 = -855717.104786 nChanged 48 SP:Iteration 54Q (1384.646807 sec): 3 clusters Score: Raw -858823.761426 + Penalty 3093.603662 = -855730.157764 nChanged 48 SP:Iteration 55Q (1384.714066 sec): 3 clusters Score: Raw -858836.096805 + Penalty 3093.603662 = -855742.493143 nChanged 56 SP:Iteration 56Q (1384.776999 sec): 3 clusters Score: Raw -858853.612998 + Penalty 3093.603662 = -855760.009337 nChanged 71 SP:Iteration 57Q (1384.842387 sec): 3 clusters Score: Raw -858874.442662 + Penalty 3093.603662 = -855780.839001 nChanged 52 SP:Iteration 58Q (1384.909683 sec): 3 clusters Score: Raw -858889.177187 + Penalty 3093.603662 = -855795.573526 nChanged 51 SP:Iteration 59Q (1384.979033 sec): 3 clusters Score: Raw -858905.802306 + Penalty 3093.603662 = -855812.198645 nChanged 57 SP:Iteration 60F (1385.043508 sec): 3 clusters Score: Raw -858924.083073 + Penalty 3093.603662 = -855830.479411 nChanged 57 SP:Iteration 61Q (1385.110239 sec): 3 clusters Score: Raw -858946.306347 + Penalty 3093.603662 = -855852.702685 nChanged 70 SP:Iteration 62Q (1385.177592 sec): 3 clusters Score: Raw -858975.932849 + Penalty 3093.603662 = -855882.329187 nChanged 90 SP:Iteration 63Q (1385.247021 sec): 3 clusters Score: Raw -859007.605351 + Penalty 3093.603662 = -855914.001689 nChanged 68 SP:Iteration 64Q (1385.316417 sec): 3 clusters Score: Raw -859032.272259 + Penalty 3093.603662 = -855938.668597 nChanged 61 SP:Iteration 65Q (1385.375919 sec): 3 clusters Score: Raw -859056.901922 + Penalty 3093.603662 = -855963.298260 nChanged 57 SP:Iteration 66Q (1385.453075 sec): 3 clusters Score: Raw -859075.937989 + Penalty 3093.603662 = -855982.334328 nChanged 62 SP:Iteration 67Q (1385.518209 sec): 3 clusters Score: Raw -859095.960007 + Penalty 3093.603662 = -856002.356346 nChanged 53 SP:Iteration 68Q (1385.584077 sec): 3 clusters Score: Raw -859112.198673 + Penalty 3093.603662 = -856018.595011 nChanged 41 SP:Iteration 69Q (1385.628842 sec): 3 clusters Score: Raw -859126.110658 + Penalty 3093.603662 = -856032.506997 nChanged 42 SP:Iteration 70Q (1385.694460 sec): 3 clusters Score: Raw -859141.023869 + Penalty 3093.603662 = -856047.420208 nChanged 45 SP:Iteration 71Q (1385.762190 sec): 3 clusters Score: Raw -859156.327308 + Penalty 3093.603662 = -856062.723646 nChanged 35 SP:Iteration 72Q (1385.829860 sec): 3 clusters Score: Raw -859168.757299 + Penalty 3093.603662 = -856075.153637 nChanged 26 SP:Iteration 73Q (1385.907828 sec): 3 clusters Score: Raw -859180.472091 + Penalty 3093.603662 = -856086.868429 nChanged 38 SP:Iteration 74Q (1385.978120 sec): 3 clusters Score: Raw -859194.272397 + Penalty 3093.603662 = -856100.668735 nChanged 37 SP:Iteration 75Q (1386.046481 sec): 3 clusters Score: Raw -859206.467547 + Penalty 3093.603662 = -856112.863886 nChanged 34 SP:Iteration 76Q (1386.116069 sec): 3 clusters Score: Raw -859217.278945 + Penalty 3093.603662 = -856123.675284 nChanged 34 SP:Iteration 77Q (1386.168132 sec): 3 clusters Score: Raw -859228.449188 + Penalty 3093.603662 = -856134.845526 nChanged 30 SP:Iteration 78Q (1386.245912 sec): 3 clusters Score: Raw -859239.486217 + Penalty 3093.603662 = -856145.882556 nChanged 26 SP:Iteration 79Q (1386.304623 sec): 3 clusters Score: Raw -859247.055701 + Penalty 3093.603662 = -856153.452039 nChanged 21 SP:Iteration 80F (1386.370026 sec): 3 clusters Score: Raw -859253.844779 + Penalty 3093.603662 = -856160.241117 nChanged 19 SP:Iteration 81Q (1386.435271 sec): 3 clusters Score: Raw -859259.778501 + Penalty 3093.603662 = -856166.174839 nChanged 19 SP:Iteration 82Q (1386.512912 sec): 3 clusters Score: Raw -859266.307402 + Penalty 3093.603662 = -856172.703740 nChanged 23 SP:Iteration 83Q (1386.580453 sec): 3 clusters Score: Raw -859276.154689 + Penalty 3093.603662 = -856182.551027 nChanged 32 SP:Iteration 84Q (1386.647109 sec): 3 clusters Score: Raw -859291.419390 + Penalty 3093.603662 = -856197.815729 nChanged 36 SP:Iteration 85Q (1386.711460 sec): 3 clusters Score: Raw -859309.000659 + Penalty 3093.603662 = -856215.396997 nChanged 29 SP:Iteration 86Q (1386.764783 sec): 3 clusters Score: Raw -859323.861450 + Penalty 3093.603662 = -856230.257789 nChanged 29 SP:Iteration 87Q (1386.826173 sec): 3 clusters Score: Raw -859337.832907 + Penalty 3093.603662 = -856244.229245 nChanged 27 SP:Iteration 88Q (1386.895452 sec): 3 clusters Score: Raw -859350.969215 + Penalty 3093.603662 = -856257.365553 nChanged 27 SP:Iteration 89Q (1386.960825 sec): 3 clusters Score: Raw -859363.923429 + Penalty 3093.603662 = -856270.319767 nChanged 25 SP:Iteration 90Q (1387.027378 sec): 3 clusters Score: Raw -859374.021977 + Penalty 3093.603662 = -856280.418316 nChanged 16 SP:Iteration 91Q (1387.085328 sec): 3 clusters Score: Raw -859379.096802 + Penalty 3093.603662 = -856285.493141 nChanged 9 SP:Iteration 92Q (1387.138773 sec): 3 clusters Score: Raw -859382.855490 + Penalty 3093.603662 = -856289.251828 nChanged 17 SP:Iteration 93Q (1387.205855 sec): 3 clusters Score: Raw -859389.212358 + Penalty 3093.603662 = -856295.608696 nChanged 12 SP:Iteration 94Q (1387.272723 sec): 3 clusters Score: Raw -859393.911390 + Penalty 3093.603662 = -856300.307728 nChanged 7 SP:Iteration 95Q (1387.332604 sec): 3 clusters Score: Raw -859397.083636 + Penalty 3093.603662 = -856303.479974 nChanged 5 SP:Iteration 96Q (1387.393866 sec): 3 clusters Score: Raw -859398.691378 + Penalty 3093.603662 = -856305.087716 nChanged 4 SP:Iteration 97Q (1387.469576 sec): 3 clusters Score: Raw -859400.190920 + Penalty 3093.603662 = -856306.587259 nChanged 3 SP:Iteration 98Q (1387.533663 sec): 3 clusters Score: Raw -859401.395925 + Penalty 3093.603662 = -856307.792263 nChanged 3 SP:Iteration 99Q (1387.586126 sec): 3 clusters Score: Raw -859402.351041 + Penalty 3093.603662 = -856308.747379 nChanged 2 SP:Iteration 100F (1387.668947 sec): 3 clusters Score: Raw -859402.783686 + Penalty 3093.603662 = -856309.180025 nChanged 2 SP:Iteration 101Q (1387.735582 sec): 3 clusters Score: Raw -859403.703790 + Penalty 3093.603662 = -856310.100129 nChanged 1 SP:Iteration 102Q (1387.803536 sec): 3 clusters Score: Raw -859404.294367 + Penalty 3093.603662 = -856310.690705 nChanged 4 SP:Iteration 103Q (1387.869417 sec): 3 clusters Score: Raw -859405.680171 + Penalty 3093.603662 = -856312.076509 nChanged 0 SP:Iteration 104F (1387.940870 sec): 3 clusters Score: Raw -859405.680171 + Penalty 3093.603662 = -856312.076509 nChanged 0 Trying to split cluster 17 (3570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1387.968954 sec): 2 clusters Score: Raw -223542.400655 + Penalty 1329.302142 = -222213.098513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1388.023932 sec): 3 clusters Score: Raw -221773.109199 + Penalty 2658.604284 = -219114.504914 nChanged 1406 SP:Iteration 1F (1388.077259 sec): 3 clusters Score: Raw -222608.452275 + Penalty 2658.604284 = -219949.847991 nChanged 292 SP:Iteration 2F (1388.133083 sec): 3 clusters Score: Raw -222801.509344 + Penalty 2658.604284 = -220142.905060 nChanged 208 SP:Iteration 3F (1388.189266 sec): 3 clusters Score: Raw -222923.847556 + Penalty 2658.604284 = -220265.243271 nChanged 146 SP:Iteration 4Q (1388.232071 sec): 3 clusters Score: Raw -223001.884312 + Penalty 2658.604284 = -220343.280028 nChanged 107 SP:Iteration 5Q (1388.294251 sec): 3 clusters Score: Raw -223055.298695 + Penalty 2658.604284 = -220396.694411 nChanged 98 SP:Iteration 6Q (1388.347515 sec): 3 clusters Score: Raw -223103.225191 + Penalty 2658.604284 = -220444.620907 nChanged 77 SP:Iteration 7Q (1388.399307 sec): 3 clusters Score: Raw -223151.156076 + Penalty 2658.604284 = -220492.551791 nChanged 84 SP:Iteration 8Q (1388.457577 sec): 3 clusters Score: Raw -223212.505121 + Penalty 2658.604284 = -220553.900837 nChanged 84 SP:Iteration 9Q (1388.505337 sec): 3 clusters Score: Raw -223260.234281 + Penalty 2658.604284 = -220601.629996 nChanged 78 SP:Iteration 10Q (1388.551459 sec): 3 clusters Score: Raw -223307.291374 + Penalty 2658.604284 = -220648.687090 nChanged 76 SP:Iteration 11Q (1388.601955 sec): 3 clusters Score: Raw -223361.733252 + Penalty 2658.604284 = -220703.128968 nChanged 72 SP:Iteration 12Q (1388.658203 sec): 3 clusters Score: Raw -223402.975425 + Penalty 2658.604284 = -220744.371141 nChanged 64 SP:Iteration 13Q (1388.712809 sec): 3 clusters Score: Raw -223433.973529 + Penalty 2658.604284 = -220775.369245 nChanged 49 SP:Iteration 14Q (1388.764053 sec): 3 clusters Score: Raw -223462.750418 + Penalty 2658.604284 = -220804.146133 nChanged 48 SP:Iteration 15Q (1388.814665 sec): 3 clusters Score: Raw -223490.214698 + Penalty 2658.604284 = -220831.610414 nChanged 40 SP:Iteration 16Q (1388.865948 sec): 3 clusters Score: Raw -223512.160497 + Penalty 2658.604284 = -220853.556213 nChanged 36 SP:Iteration 17Q (1388.915222 sec): 3 clusters Score: Raw -223529.998161 + Penalty 2658.604284 = -220871.393877 nChanged 24 SP:Iteration 18Q (1388.954160 sec): 3 clusters Score: Raw -223541.104840 + Penalty 2658.604284 = -220882.500555 nChanged 14 SP:Iteration 19Q (1389.003852 sec): 3 clusters Score: Raw -223550.507142 + Penalty 2658.604284 = -220891.902857 nChanged 25 SP:Iteration 20F (1389.062510 sec): 3 clusters Score: Raw -223568.855717 + Penalty 2658.604284 = -220910.251433 nChanged 25 SP:Iteration 21Q (1389.113635 sec): 3 clusters Score: Raw -223588.952160 + Penalty 2658.604284 = -220930.347876 nChanged 25 SP:Iteration 22Q (1389.164168 sec): 3 clusters Score: Raw -223603.770761 + Penalty 2658.604284 = -220945.166477 nChanged 16 SP:Iteration 23Q (1389.213703 sec): 3 clusters Score: Raw -223610.800960 + Penalty 2658.604284 = -220952.196675 nChanged 18 SP:Iteration 24Q (1389.269327 sec): 3 clusters Score: Raw -223618.707980 + Penalty 2658.604284 = -220960.103696 nChanged 15 SP:Iteration 25Q (1389.317546 sec): 3 clusters Score: Raw -223624.925498 + Penalty 2658.604284 = -220966.321213 nChanged 6 SP:Iteration 26Q (1389.366860 sec): 3 clusters Score: Raw -223628.597386 + Penalty 2658.604284 = -220969.993101 nChanged 9 SP:Iteration 27Q (1389.405802 sec): 3 clusters Score: Raw -223633.968419 + Penalty 2658.604284 = -220975.364135 nChanged 14 SP:Iteration 28Q (1389.467162 sec): 3 clusters Score: Raw -223640.750467 + Penalty 2658.604284 = -220982.146182 nChanged 11 SP:Iteration 29Q (1389.515796 sec): 3 clusters Score: Raw -223645.112383 + Penalty 2658.604284 = -220986.508099 nChanged 6 SP:Iteration 30Q (1389.559524 sec): 3 clusters Score: Raw -223647.562565 + Penalty 2658.604284 = -220988.958281 nChanged 4 SP:Iteration 31Q (1389.603313 sec): 3 clusters Score: Raw -223650.038755 + Penalty 2658.604284 = -220991.434470 nChanged 5 SP:Iteration 32Q (1389.666342 sec): 3 clusters Score: Raw -223652.116383 + Penalty 2658.604284 = -220993.512098 nChanged 3 SP:Iteration 33Q (1389.720132 sec): 3 clusters Score: Raw -223653.114231 + Penalty 2658.604284 = -220994.509947 nChanged 4 SP:Iteration 34Q (1389.759095 sec): 3 clusters Score: Raw -223654.188821 + Penalty 2658.604284 = -220995.584537 nChanged 1 SP:Iteration 35Q (1389.825657 sec): 3 clusters Score: Raw -223654.736316 + Penalty 2658.604284 = -220996.132032 nChanged 2 SP:Iteration 36Q (1389.866152 sec): 3 clusters Score: Raw -223656.075718 + Penalty 2658.604284 = -220997.471434 nChanged 3 SP:Iteration 37Q (1389.918479 sec): 3 clusters Score: Raw -223659.061200 + Penalty 2658.604284 = -221000.456915 nChanged 8 SP:Iteration 38Q (1389.971348 sec): 3 clusters Score: Raw -223662.702415 + Penalty 2658.604284 = -221004.098131 nChanged 5 SP:Iteration 39Q (1390.022041 sec): 3 clusters Score: Raw -223664.775639 + Penalty 2658.604284 = -221006.171354 nChanged 2 SP:Iteration 40F (1390.077322 sec): 3 clusters Score: Raw -223665.829411 + Penalty 2658.604284 = -221007.225127 nChanged 3 SP:Iteration 41Q (1390.122681 sec): 3 clusters Score: Raw -223667.905993 + Penalty 2658.604284 = -221009.301708 nChanged 5 SP:Iteration 42Q (1390.166373 sec): 3 clusters Score: Raw -223670.399138 + Penalty 2658.604284 = -221011.794854 nChanged 8 SP:Iteration 43Q (1390.213708 sec): 3 clusters Score: Raw -223674.378663 + Penalty 2658.604284 = -221015.774379 nChanged 3 SP:Iteration 44Q (1390.268454 sec): 3 clusters Score: Raw -223677.047968 + Penalty 2658.604284 = -221018.443683 nChanged 2 SP:Iteration 45Q (1390.317361 sec): 3 clusters Score: Raw -223678.004996 + Penalty 2658.604284 = -221019.400712 nChanged 0 SP:Iteration 46F (1390.372044 sec): 3 clusters Score: Raw -223678.004996 + Penalty 2658.604284 = -221019.400712 nChanged 0 Trying to split cluster 18 (35159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1390.449773 sec): 2 clusters Score: Raw -2137174.211551 + Penalty 1700.990835 = -2135473.220715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1390.554056 sec): 3 clusters Score: Raw -2115385.067858 + Penalty 3401.981671 = -2111983.086187 nChanged 16303 SP:Iteration 1F (1390.659159 sec): 3 clusters Score: Raw -2124716.477339 + Penalty 3401.981671 = -2121314.495668 nChanged 1819 SP:Iteration 2F (1390.767455 sec): 3 clusters Score: Raw -2125547.302550 + Penalty 3401.981671 = -2122145.320880 nChanged 1967 SP:Iteration 3F (1390.870300 sec): 3 clusters Score: Raw -2126601.970933 + Penalty 3401.981671 = -2123199.989263 nChanged 2182 SP:Iteration 4F (1390.966313 sec): 3 clusters Score: Raw -2128040.254398 + Penalty 3401.981671 = -2124638.272727 nChanged 2363 SP:Iteration 5F (1391.079889 sec): 3 clusters Score: Raw -2129887.708188 + Penalty 3401.981671 = -2126485.726517 nChanged 2339 SP:Iteration 6F (1391.181687 sec): 3 clusters Score: Raw -2131965.570762 + Penalty 3401.981671 = -2128563.589091 nChanged 2123 SP:Iteration 7F (1391.278147 sec): 3 clusters Score: Raw -2133944.923631 + Penalty 3401.981671 = -2130542.941960 nChanged 1641 SP:Iteration 8Q (1391.389861 sec): 3 clusters Score: Raw -2135222.459908 + Penalty 3401.981671 = -2131820.478237 nChanged 1165 SP:Iteration 9Q (1391.499615 sec): 3 clusters Score: Raw -2135991.889955 + Penalty 3401.981671 = -2132589.908284 nChanged 845 SP:Iteration 10Q (1391.612119 sec): 3 clusters Score: Raw -2136555.291681 + Penalty 3401.981671 = -2133153.310010 nChanged 658 SP:Iteration 11Q (1391.706053 sec): 3 clusters Score: Raw -2136928.077383 + Penalty 3401.981671 = -2133526.095712 nChanged 561 SP:Iteration 12Q (1391.809375 sec): 3 clusters Score: Raw -2137228.820634 + Penalty 3401.981671 = -2133826.838963 nChanged 487 SP:Iteration 13Q (1391.907621 sec): 3 clusters Score: Raw -2137464.474271 + Penalty 3401.981671 = -2134062.492601 nChanged 415 SP:Iteration 14Q (1392.010077 sec): 3 clusters Score: Raw -2137658.537608 + Penalty 3401.981671 = -2134256.555938 nChanged 373 SP:Iteration 15Q (1392.115790 sec): 3 clusters Score: Raw -2137814.073184 + Penalty 3401.981671 = -2134412.091513 nChanged 315 SP:Iteration 16Q (1392.215926 sec): 3 clusters Score: Raw -2137917.675375 + Penalty 3401.981671 = -2134515.693705 nChanged 267 SP:Iteration 17Q (1392.297915 sec): 3 clusters Score: Raw -2138004.091736 + Penalty 3401.981671 = -2134602.110065 nChanged 232 SP:Iteration 18Q (1392.404888 sec): 3 clusters Score: Raw -2138079.669914 + Penalty 3401.981671 = -2134677.688244 nChanged 219 SP:Iteration 19Q (1392.500521 sec): 3 clusters Score: Raw -2138148.575922 + Penalty 3401.981671 = -2134746.594251 nChanged 218 SP:Iteration 20F (1392.605524 sec): 3 clusters Score: Raw -2138206.813423 + Penalty 3401.981671 = -2134804.831753 nChanged 168 SP:Iteration 21Q (1392.699172 sec): 3 clusters Score: Raw -2138246.872238 + Penalty 3401.981671 = -2134844.890567 nChanged 147 SP:Iteration 22Q (1392.803479 sec): 3 clusters Score: Raw -2138280.826008 + Penalty 3401.981671 = -2134878.844337 nChanged 145 SP:Iteration 23Q (1392.894622 sec): 3 clusters Score: Raw -2138313.373831 + Penalty 3401.981671 = -2134911.392161 nChanged 121 SP:Iteration 24Q (1393.000908 sec): 3 clusters Score: Raw -2138342.267266 + Penalty 3401.981671 = -2134940.285595 nChanged 114 SP:Iteration 25Q (1393.098822 sec): 3 clusters Score: Raw -2138367.471175 + Penalty 3401.981671 = -2134965.489505 nChanged 85 SP:Iteration 26Q (1393.187100 sec): 3 clusters Score: Raw -2138387.196399 + Penalty 3401.981671 = -2134985.214729 nChanged 95 SP:Iteration 27Q (1393.282057 sec): 3 clusters Score: Raw -2138414.345921 + Penalty 3401.981671 = -2135012.364250 nChanged 113 SP:Iteration 28Q (1393.389976 sec): 3 clusters Score: Raw -2138442.735601 + Penalty 3401.981671 = -2135040.753930 nChanged 107 SP:Iteration 29Q (1393.481664 sec): 3 clusters Score: Raw -2138471.697043 + Penalty 3401.981671 = -2135069.715372 nChanged 115 SP:Iteration 30Q (1393.566473 sec): 3 clusters Score: Raw -2138512.495971 + Penalty 3401.981671 = -2135110.514300 nChanged 125 SP:Iteration 31Q (1393.658202 sec): 3 clusters Score: Raw -2138559.792075 + Penalty 3401.981671 = -2135157.810404 nChanged 137 SP:Iteration 32Q (1393.765266 sec): 3 clusters Score: Raw -2138622.459961 + Penalty 3401.981671 = -2135220.478290 nChanged 129 SP:Iteration 33Q (1393.852038 sec): 3 clusters Score: Raw -2138680.269938 + Penalty 3401.981671 = -2135278.288267 nChanged 134 SP:Iteration 34Q (1393.948412 sec): 3 clusters Score: Raw -2138735.272058 + Penalty 3401.981671 = -2135333.290387 nChanged 110 SP:Iteration 35Q (1394.054422 sec): 3 clusters Score: Raw -2138763.717876 + Penalty 3401.981671 = -2135361.736205 nChanged 90 SP:Iteration 36Q (1394.140150 sec): 3 clusters Score: Raw -2138779.721324 + Penalty 3401.981671 = -2135377.739653 nChanged 77 SP:Iteration 37Q (1394.242537 sec): 3 clusters Score: Raw -2138792.054600 + Penalty 3401.981671 = -2135390.072929 nChanged 57 SP:Iteration 38Q (1394.332325 sec): 3 clusters Score: Raw -2138801.345622 + Penalty 3401.981671 = -2135399.363951 nChanged 54 SP:Iteration 39Q (1394.433265 sec): 3 clusters Score: Raw -2138809.338935 + Penalty 3401.981671 = -2135407.357264 nChanged 54 SP:Iteration 40F (1394.538713 sec): 3 clusters Score: Raw -2138816.424095 + Penalty 3401.981671 = -2135414.442424 nChanged 48 SP:Iteration 41Q (1394.624191 sec): 3 clusters Score: Raw -2138823.311525 + Penalty 3401.981671 = -2135421.329854 nChanged 55 SP:Iteration 42Q (1394.720867 sec): 3 clusters Score: Raw -2138830.298513 + Penalty 3401.981671 = -2135428.316843 nChanged 41 SP:Iteration 43Q (1394.817325 sec): 3 clusters Score: Raw -2138835.846949 + Penalty 3401.981671 = -2135433.865278 nChanged 43 SP:Iteration 44Q (1394.905134 sec): 3 clusters Score: Raw -2138841.519951 + Penalty 3401.981671 = -2135439.538280 nChanged 42 SP:Iteration 45Q (1395.008672 sec): 3 clusters Score: Raw -2138846.269808 + Penalty 3401.981671 = -2135444.288137 nChanged 39 SP:Iteration 46Q (1395.105900 sec): 3 clusters Score: Raw -2138851.886237 + Penalty 3401.981671 = -2135449.904566 nChanged 28 SP:Iteration 47Q (1395.200842 sec): 3 clusters Score: Raw -2138855.720051 + Penalty 3401.981671 = -2135453.738381 nChanged 26 SP:Iteration 48Q (1395.293948 sec): 3 clusters Score: Raw -2138858.675594 + Penalty 3401.981671 = -2135456.693923 nChanged 28 SP:Iteration 49Q (1395.398329 sec): 3 clusters Score: Raw -2138861.544213 + Penalty 3401.981671 = -2135459.562542 nChanged 23 SP:Iteration 50Q (1395.494199 sec): 3 clusters Score: Raw -2138864.120088 + Penalty 3401.981671 = -2135462.138417 nChanged 22 SP:Iteration 51Q (1395.588739 sec): 3 clusters Score: Raw -2138866.972551 + Penalty 3401.981671 = -2135464.990880 nChanged 26 SP:Iteration 52Q (1395.682452 sec): 3 clusters Score: Raw -2138870.282439 + Penalty 3401.981671 = -2135468.300768 nChanged 28 SP:Iteration 53Q (1395.772749 sec): 3 clusters Score: Raw -2138873.586451 + Penalty 3401.981671 = -2135471.604781 nChanged 26 SP:Iteration 54Q (1395.856329 sec): 3 clusters Score: Raw -2138876.209402 + Penalty 3401.981671 = -2135474.227731 nChanged 18 SP:Iteration 55Q (1395.961408 sec): 3 clusters Score: Raw -2138878.060733 + Penalty 3401.981671 = -2135476.079063 nChanged 19 SP:Iteration 56Q (1396.047591 sec): 3 clusters Score: Raw -2138879.492442 + Penalty 3401.981671 = -2135477.510771 nChanged 13 SP:Iteration 57Q (1396.140774 sec): 3 clusters Score: Raw -2138880.277935 + Penalty 3401.981671 = -2135478.296264 nChanged 9 SP:Iteration 58Q (1396.242643 sec): 3 clusters Score: Raw -2138881.045286 + Penalty 3401.981671 = -2135479.063615 nChanged 6 SP:Iteration 59Q (1396.341999 sec): 3 clusters Score: Raw -2138881.505856 + Penalty 3401.981671 = -2135479.524185 nChanged 6 SP:Iteration 60F (1396.446660 sec): 3 clusters Score: Raw -2138882.181299 + Penalty 3401.981671 = -2135480.199629 nChanged 9 SP:Iteration 61Q (1396.533922 sec): 3 clusters Score: Raw -2138882.841442 + Penalty 3401.981671 = -2135480.859771 nChanged 2 SP:Iteration 62Q (1396.623972 sec): 3 clusters Score: Raw -2138883.007932 + Penalty 3401.981671 = -2135481.026261 nChanged 4 SP:Iteration 63Q (1396.719885 sec): 3 clusters Score: Raw -2138883.199023 + Penalty 3401.981671 = -2135481.217352 nChanged 2 SP:Iteration 64Q (1396.813272 sec): 3 clusters Score: Raw -2138883.264717 + Penalty 3401.981671 = -2135481.283047 nChanged 3 SP:Iteration 65Q (1396.908869 sec): 3 clusters Score: Raw -2138883.419556 + Penalty 3401.981671 = -2135481.437886 nChanged 2 SP:Iteration 66Q (1397.006746 sec): 3 clusters Score: Raw -2138883.562814 + Penalty 3401.981671 = -2135481.581144 nChanged 0 SP:Iteration 67F (1397.110046 sec): 3 clusters Score: Raw -2138883.562814 + Penalty 3401.981671 = -2135481.581144 nChanged 0 Score: Raw -15318782.423805 + Penalty 50730.714831 = -15268051.708974 Splitting cluster 18 changes total score from -15268370.673103 to -15268051.708974 So it's not getting split. Trying to split cluster 19 (24511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1401.666700 sec): 2 clusters Score: Raw -1550423.087972 + Penalty 1642.367557 = -1548780.720414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1401.756066 sec): 3 clusters Score: Raw -1535495.256455 + Penalty 3284.735114 = -1532210.521341 nChanged 11207 SP:Iteration 1F (1401.845607 sec): 3 clusters Score: Raw -1541664.815374 + Penalty 3284.735114 = -1538380.080260 nChanged 1251 SP:Iteration 2F (1401.932817 sec): 3 clusters Score: Raw -1542127.856182 + Penalty 3284.735114 = -1538843.121068 nChanged 1212 SP:Iteration 3Q (1402.017180 sec): 3 clusters Score: Raw -1542612.816782 + Penalty 3284.735114 = -1539328.081667 nChanged 1297 SP:Iteration 4F (1402.109232 sec): 3 clusters Score: Raw -1543189.860591 + Penalty 3284.735114 = -1539905.125476 nChanged 1385 SP:Iteration 5F (1402.188745 sec): 3 clusters Score: Raw -1543914.471552 + Penalty 3284.735114 = -1540629.736437 nChanged 1503 SP:Iteration 6F (1402.269795 sec): 3 clusters Score: Raw -1544837.530987 + Penalty 3284.735114 = -1541552.795873 nChanged 1623 SP:Iteration 7F (1402.362168 sec): 3 clusters Score: Raw -1545935.674570 + Penalty 3284.735114 = -1542650.939455 nChanged 1501 SP:Iteration 8F (1402.441189 sec): 3 clusters Score: Raw -1547071.233423 + Penalty 3284.735114 = -1543786.498308 nChanged 1350 SP:Iteration 9F (1402.521526 sec): 3 clusters Score: Raw -1548165.288575 + Penalty 3284.735114 = -1544880.553460 nChanged 1026 SP:Iteration 10Q (1402.610824 sec): 3 clusters Score: Raw -1548977.122902 + Penalty 3284.735114 = -1545692.387787 nChanged 719 SP:Iteration 11Q (1402.699214 sec): 3 clusters Score: Raw -1549499.050279 + Penalty 3284.735114 = -1546214.315164 nChanged 494 SP:Iteration 12Q (1402.780796 sec): 3 clusters Score: Raw -1549848.283283 + Penalty 3284.735114 = -1546563.548169 nChanged 359 SP:Iteration 13Q (1402.864208 sec): 3 clusters Score: Raw -1550106.186927 + Penalty 3284.735114 = -1546821.451812 nChanged 240 SP:Iteration 14Q (1402.958569 sec): 3 clusters Score: Raw -1550281.467820 + Penalty 3284.735114 = -1546996.732705 nChanged 155 SP:Iteration 15Q (1403.039631 sec): 3 clusters Score: Raw -1550397.143859 + Penalty 3284.735114 = -1547112.408745 nChanged 102 SP:Iteration 16Q (1403.122300 sec): 3 clusters Score: Raw -1550473.819974 + Penalty 3284.735114 = -1547189.084860 nChanged 70 SP:Iteration 17Q (1403.203210 sec): 3 clusters Score: Raw -1550535.944435 + Penalty 3284.735114 = -1547251.209320 nChanged 60 SP:Iteration 18Q (1403.278625 sec): 3 clusters Score: Raw -1550589.276243 + Penalty 3284.735114 = -1547304.541128 nChanged 47 SP:Iteration 19Q (1403.351828 sec): 3 clusters Score: Raw -1550631.975215 + Penalty 3284.735114 = -1547347.240100 nChanged 40 SP:Iteration 20F (1403.442657 sec): 3 clusters Score: Raw -1550661.934219 + Penalty 3284.735114 = -1547377.199104 nChanged 29 SP:Iteration 21Q (1403.515875 sec): 3 clusters Score: Raw -1550688.056672 + Penalty 3284.735114 = -1547403.321557 nChanged 22 SP:Iteration 22Q (1403.594066 sec): 3 clusters Score: Raw -1550711.533240 + Penalty 3284.735114 = -1547426.798125 nChanged 28 SP:Iteration 23Q (1403.663950 sec): 3 clusters Score: Raw -1550737.682559 + Penalty 3284.735114 = -1547452.947444 nChanged 27 SP:Iteration 24Q (1403.742012 sec): 3 clusters Score: Raw -1550753.777726 + Penalty 3284.735114 = -1547469.042611 nChanged 15 SP:Iteration 25Q (1403.816559 sec): 3 clusters Score: Raw -1550762.972162 + Penalty 3284.735114 = -1547478.237047 nChanged 9 SP:Iteration 26Q (1403.903715 sec): 3 clusters Score: Raw -1550769.876896 + Penalty 3284.735114 = -1547485.141782 nChanged 8 SP:Iteration 27Q (1403.980502 sec): 3 clusters Score: Raw -1550774.414551 + Penalty 3284.735114 = -1547489.679437 nChanged 4 SP:Iteration 28Q (1404.046399 sec): 3 clusters Score: Raw -1550778.966684 + Penalty 3284.735114 = -1547494.231570 nChanged 5 SP:Iteration 29Q (1404.130330 sec): 3 clusters Score: Raw -1550781.881495 + Penalty 3284.735114 = -1547497.146380 nChanged 2 SP:Iteration 30Q (1404.209845 sec): 3 clusters Score: Raw -1550783.742906 + Penalty 3284.735114 = -1547499.007792 nChanged 2 SP:Iteration 31Q (1404.282220 sec): 3 clusters Score: Raw -1550784.459486 + Penalty 3284.735114 = -1547499.724372 nChanged 2 SP:Iteration 32Q (1404.358146 sec): 3 clusters Score: Raw -1550785.239986 + Penalty 3284.735114 = -1547500.504871 nChanged 1 SP:Iteration 33Q (1404.430745 sec): 3 clusters Score: Raw -1550785.580830 + Penalty 3284.735114 = -1547500.845716 nChanged 2 SP:Iteration 34Q (1404.512626 sec): 3 clusters Score: Raw -1550786.121165 + Penalty 3284.735114 = -1547501.386051 nChanged 0 SP:Iteration 35F (1404.596582 sec): 3 clusters Score: Raw -1550786.121165 + Penalty 3284.735114 = -1547501.386051 nChanged 0 Trying to split cluster 20 (30047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1404.649497 sec): 2 clusters Score: Raw -1689810.942859 + Penalty 1675.459191 = -1688135.483667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1404.749465 sec): 3 clusters Score: Raw -1671345.877130 + Penalty 3350.918383 = -1667994.958747 nChanged 13873 SP:Iteration 1F (1404.853175 sec): 3 clusters Score: Raw -1679025.649001 + Penalty 3350.918383 = -1675674.730618 nChanged 1350 SP:Iteration 2Q (1404.951646 sec): 3 clusters Score: Raw -1679462.135579 + Penalty 3350.918383 = -1676111.217196 nChanged 1326 SP:Iteration 3Q (1405.046991 sec): 3 clusters Score: Raw -1679962.065892 + Penalty 3350.918383 = -1676611.147509 nChanged 1493 SP:Iteration 4Q (1405.145260 sec): 3 clusters Score: Raw -1680676.660184 + Penalty 3350.918383 = -1677325.741801 nChanged 1884 SP:Iteration 5F (1405.242845 sec): 3 clusters Score: Raw -1681814.862415 + Penalty 3350.918383 = -1678463.944032 nChanged 2138 SP:Iteration 6F (1405.341324 sec): 3 clusters Score: Raw -1683428.915510 + Penalty 3350.918383 = -1680077.997127 nChanged 2290 SP:Iteration 7F (1405.440427 sec): 3 clusters Score: Raw -1685394.318994 + Penalty 3350.918383 = -1682043.400611 nChanged 1904 SP:Iteration 8F (1405.536457 sec): 3 clusters Score: Raw -1687157.589957 + Penalty 3350.918383 = -1683806.671574 nChanged 1316 SP:Iteration 9Q (1405.638748 sec): 3 clusters Score: Raw -1688546.524608 + Penalty 3350.918383 = -1685195.606225 nChanged 787 SP:Iteration 10Q (1405.734881 sec): 3 clusters Score: Raw -1689537.738582 + Penalty 3350.918383 = -1686186.820199 nChanged 532 SP:Iteration 11Q (1405.821375 sec): 3 clusters Score: Raw -1690072.091992 + Penalty 3350.918383 = -1686721.173609 nChanged 339 SP:Iteration 12Q (1405.912229 sec): 3 clusters Score: Raw -1690284.469717 + Penalty 3350.918383 = -1686933.551334 nChanged 214 SP:Iteration 13Q (1406.004556 sec): 3 clusters Score: Raw -1690396.957467 + Penalty 3350.918383 = -1687046.039084 nChanged 155 SP:Iteration 14Q (1406.077591 sec): 3 clusters Score: Raw -1690467.573882 + Penalty 3350.918383 = -1687116.655499 nChanged 131 SP:Iteration 15Q (1406.161011 sec): 3 clusters Score: Raw -1690523.055344 + Penalty 3350.918383 = -1687172.136961 nChanged 108 SP:Iteration 16Q (1406.259641 sec): 3 clusters Score: Raw -1690562.201053 + Penalty 3350.918383 = -1687211.282670 nChanged 89 SP:Iteration 17Q (1406.344001 sec): 3 clusters Score: Raw -1690585.518125 + Penalty 3350.918383 = -1687234.599742 nChanged 59 SP:Iteration 18Q (1406.428126 sec): 3 clusters Score: Raw -1690597.548389 + Penalty 3350.918383 = -1687246.630006 nChanged 33 SP:Iteration 19Q (1406.510563 sec): 3 clusters Score: Raw -1690601.653736 + Penalty 3350.918383 = -1687250.735353 nChanged 20 SP:Iteration 20F (1406.604462 sec): 3 clusters Score: Raw -1690603.998329 + Penalty 3350.918383 = -1687253.079946 nChanged 10 SP:Iteration 21Q (1406.702945 sec): 3 clusters Score: Raw -1690604.967739 + Penalty 3350.918383 = -1687254.049356 nChanged 7 SP:Iteration 22Q (1406.788295 sec): 3 clusters Score: Raw -1690605.552908 + Penalty 3350.918383 = -1687254.634525 nChanged 7 SP:Iteration 23Q (1406.878420 sec): 3 clusters Score: Raw -1690606.198274 + Penalty 3350.918383 = -1687255.279891 nChanged 6 SP:Iteration 24Q (1406.964133 sec): 3 clusters Score: Raw -1690606.723314 + Penalty 3350.918383 = -1687255.804931 nChanged 2 SP:Iteration 25Q (1407.051858 sec): 3 clusters Score: Raw -1690606.909298 + Penalty 3350.918383 = -1687255.990915 nChanged 2 SP:Iteration 26Q (1407.140099 sec): 3 clusters Score: Raw -1690607.079282 + Penalty 3350.918383 = -1687256.160899 nChanged 1 SP:Iteration 27Q (1407.229181 sec): 3 clusters Score: Raw -1690607.144472 + Penalty 3350.918383 = -1687256.226089 nChanged 3 SP:Iteration 28Q (1407.315653 sec): 3 clusters Score: Raw -1690607.379267 + Penalty 3350.918383 = -1687256.460884 nChanged 1 SP:Iteration 29Q (1407.402696 sec): 3 clusters Score: Raw -1690607.426394 + Penalty 3350.918383 = -1687256.508011 nChanged 1 SP:Iteration 30Q (1407.486819 sec): 3 clusters Score: Raw -1690607.448910 + Penalty 3350.918383 = -1687256.530527 nChanged 0 SP:Iteration 31F (1407.585786 sec): 3 clusters Score: Raw -1690607.448910 + Penalty 3350.918383 = -1687256.530527 nChanged 0 Trying to split cluster 21 (1202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1407.606698 sec): 2 clusters Score: Raw -76588.822623 + Penalty 1152.408094 = -75436.414529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1407.650757 sec): 3 clusters Score: Raw -76143.958915 + Penalty 2304.816187 = -73839.142728 nChanged 384 SP:Iteration 1F (1407.705951 sec): 3 clusters Score: Raw -76446.625483 + Penalty 2304.816187 = -74141.809295 nChanged 95 SP:Iteration 2F (1407.749887 sec): 3 clusters Score: Raw -76554.313626 + Penalty 2304.816187 = -74249.497439 nChanged 60 SP:Iteration 3Q (1407.801639 sec): 3 clusters Score: Raw -76612.509475 + Penalty 2304.816187 = -74307.693288 nChanged 37 SP:Iteration 4Q (1407.839424 sec): 3 clusters Score: Raw -76645.221898 + Penalty 2304.816187 = -74340.405711 nChanged 26 SP:Iteration 5Q (1407.889797 sec): 3 clusters Score: Raw -76663.848518 + Penalty 2304.816187 = -74359.032330 nChanged 22 SP:Iteration 6Q (1407.944592 sec): 3 clusters Score: Raw -76694.058727 + Penalty 2304.816187 = -74389.242539 nChanged 31 SP:Iteration 7Q (1407.992109 sec): 3 clusters Score: Raw -76737.531939 + Penalty 2304.816187 = -74432.715751 nChanged 37 SP:Iteration 8Q (1408.039849 sec): 3 clusters Score: Raw -76776.655222 + Penalty 2304.816187 = -74471.839035 nChanged 29 SP:Iteration 9Q (1408.090570 sec): 3 clusters Score: Raw -76807.853808 + Penalty 2304.816187 = -74503.037620 nChanged 22 SP:Iteration 10Q (1408.124738 sec): 3 clusters Score: Raw -76830.082037 + Penalty 2304.816187 = -74525.265850 nChanged 22 SP:Iteration 11Q (1408.169054 sec): 3 clusters Score: Raw -76850.576048 + Penalty 2304.816187 = -74545.759860 nChanged 16 SP:Iteration 12Q (1408.220436 sec): 3 clusters Score: Raw -76862.795589 + Penalty 2304.816187 = -74557.979401 nChanged 8 SP:Iteration 13Q (1408.268575 sec): 3 clusters Score: Raw -76868.818940 + Penalty 2304.816187 = -74564.002753 nChanged 7 SP:Iteration 14Q (1408.303702 sec): 3 clusters Score: Raw -76872.729560 + Penalty 2304.816187 = -74567.913372 nChanged 4 SP:Iteration 15Q (1408.344043 sec): 3 clusters Score: Raw -76876.461839 + Penalty 2304.816187 = -74571.645652 nChanged 1 SP:Iteration 16Q (1408.391875 sec): 3 clusters Score: Raw -76877.429177 + Penalty 2304.816187 = -74572.612990 nChanged 1 SP:Iteration 17Q (1408.440085 sec): 3 clusters Score: Raw -76877.730309 + Penalty 2304.816187 = -74572.914121 nChanged 0 SP:Iteration 18F (1408.478005 sec): 3 clusters Score: Raw -76877.730309 + Penalty 2304.816187 = -74572.914121 nChanged 0 Trying to split cluster 22 (1693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1408.507133 sec): 2 clusters Score: Raw -98224.469581 + Penalty 1208.066825 = -97016.402757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1408.556477 sec): 3 clusters Score: Raw -97550.767273 + Penalty 2416.133649 = -95134.633624 nChanged 558 SP:Iteration 1F (1408.604513 sec): 3 clusters Score: Raw -97920.679950 + Penalty 2416.133649 = -95504.546301 nChanged 111 SP:Iteration 2F (1408.641833 sec): 3 clusters Score: Raw -98011.628862 + Penalty 2416.133649 = -95595.495213 nChanged 76 SP:Iteration 3Q (1408.697010 sec): 3 clusters Score: Raw -98070.746639 + Penalty 2416.133649 = -95654.612990 nChanged 58 SP:Iteration 4Q (1408.750994 sec): 3 clusters Score: Raw -98111.649866 + Penalty 2416.133649 = -95695.516217 nChanged 37 SP:Iteration 5Q (1408.796821 sec): 3 clusters Score: Raw -98134.612427 + Penalty 2416.133649 = -95718.478777 nChanged 26 SP:Iteration 6Q (1408.846052 sec): 3 clusters Score: Raw -98150.618534 + Penalty 2416.133649 = -95734.484884 nChanged 19 SP:Iteration 7Q (1408.879488 sec): 3 clusters Score: Raw -98162.203659 + Penalty 2416.133649 = -95746.070010 nChanged 22 SP:Iteration 8Q (1408.925509 sec): 3 clusters Score: Raw -98175.517824 + Penalty 2416.133649 = -95759.384175 nChanged 15 SP:Iteration 9Q (1408.978948 sec): 3 clusters Score: Raw -98183.180612 + Penalty 2416.133649 = -95767.046963 nChanged 9 SP:Iteration 10Q (1409.017054 sec): 3 clusters Score: Raw -98187.808683 + Penalty 2416.133649 = -95771.675034 nChanged 5 SP:Iteration 11Q (1409.071629 sec): 3 clusters Score: Raw -98191.394409 + Penalty 2416.133649 = -95775.260759 nChanged 5 SP:Iteration 12Q (1409.112797 sec): 3 clusters Score: Raw -98194.624691 + Penalty 2416.133649 = -95778.491042 nChanged 5 SP:Iteration 13Q (1409.160704 sec): 3 clusters Score: Raw -98197.081740 + Penalty 2416.133649 = -95780.948091 nChanged 6 SP:Iteration 14Q (1409.199486 sec): 3 clusters Score: Raw -98199.645826 + Penalty 2416.133649 = -95783.512176 nChanged 6 SP:Iteration 15Q (1409.252580 sec): 3 clusters Score: Raw -98201.822549 + Penalty 2416.133649 = -95785.688900 nChanged 3 SP:Iteration 16Q (1409.291849 sec): 3 clusters Score: Raw -98203.777377 + Penalty 2416.133649 = -95787.643728 nChanged 2 SP:Iteration 17Q (1409.341582 sec): 3 clusters Score: Raw -98204.652550 + Penalty 2416.133649 = -95788.518900 nChanged 1 SP:Iteration 18Q (1409.384610 sec): 3 clusters Score: Raw -98204.883239 + Penalty 2416.133649 = -95788.749590 nChanged 3 SP:Iteration 19Q (1409.424680 sec): 3 clusters Score: Raw -98205.677677 + Penalty 2416.133649 = -95789.544028 nChanged 2 SP:Iteration 20F (1409.476271 sec): 3 clusters Score: Raw -98206.353034 + Penalty 2416.133649 = -95790.219385 nChanged 1 SP:Iteration 21Q (1409.513616 sec): 3 clusters Score: Raw -98206.673875 + Penalty 2416.133649 = -95790.540226 nChanged 1 SP:Iteration 22Q (1409.561588 sec): 3 clusters Score: Raw -98206.951241 + Penalty 2416.133649 = -95790.817592 nChanged 1 SP:Iteration 23Q (1409.608896 sec): 3 clusters Score: Raw -98207.527364 + Penalty 2416.133649 = -95791.393715 nChanged 0 SP:Iteration 24F (1409.661104 sec): 3 clusters Score: Raw -98207.527364 + Penalty 2416.133649 = -95791.393715 nChanged 0 Trying to split cluster 23 (69446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1409.775181 sec): 2 clusters Score: Raw -4168803.162203 + Penalty 1811.599522 = -4166991.562681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1409.940837 sec): 3 clusters Score: Raw -4124377.363323 + Penalty 3623.199044 = -4120754.164279 nChanged 32950 SP:Iteration 1F (1410.099928 sec): 3 clusters Score: Raw -4143258.359211 + Penalty 3623.199044 = -4139635.160167 nChanged 2673 SP:Iteration 2Q (1410.261101 sec): 3 clusters Score: Raw -4143998.024875 + Penalty 3623.199044 = -4140374.825830 nChanged 2736 SP:Iteration 3Q (1410.423796 sec): 3 clusters Score: Raw -4144868.748718 + Penalty 3623.199044 = -4141245.549674 nChanged 2855 SP:Iteration 4Q (1410.585630 sec): 3 clusters Score: Raw -4145936.342741 + Penalty 3623.199044 = -4142313.143697 nChanged 3119 SP:Iteration 5Q (1410.748123 sec): 3 clusters Score: Raw -4147250.507504 + Penalty 3623.199044 = -4143627.308460 nChanged 3302 SP:Iteration 6Q (1410.915925 sec): 3 clusters Score: Raw -4148913.916560 + Penalty 3623.199044 = -4145290.717516 nChanged 3694 SP:Iteration 7F (1411.082888 sec): 3 clusters Score: Raw -4151100.148056 + Penalty 3623.199044 = -4147476.949012 nChanged 3911 SP:Iteration 8F (1411.250574 sec): 3 clusters Score: Raw -4153525.375130 + Penalty 3623.199044 = -4149902.176086 nChanged 3732 SP:Iteration 9F (1411.409099 sec): 3 clusters Score: Raw -4155701.141158 + Penalty 3623.199044 = -4152077.942114 nChanged 3155 SP:Iteration 10Q (1411.575031 sec): 3 clusters Score: Raw -4157155.862780 + Penalty 3623.199044 = -4153532.663735 nChanged 2313 SP:Iteration 11Q (1411.745866 sec): 3 clusters Score: Raw -4157908.278449 + Penalty 3623.199044 = -4154285.079405 nChanged 1586 SP:Iteration 12Q (1411.901152 sec): 3 clusters Score: Raw -4158299.527841 + Penalty 3623.199044 = -4154676.328797 nChanged 1159 SP:Iteration 13Q (1412.054402 sec): 3 clusters Score: Raw -4158574.798473 + Penalty 3623.199044 = -4154951.599429 nChanged 998 SP:Iteration 14Q (1412.204620 sec): 3 clusters Score: Raw -4158819.762962 + Penalty 3623.199044 = -4155196.563918 nChanged 998 SP:Iteration 15Q (1412.360616 sec): 3 clusters Score: Raw -4159070.801901 + Penalty 3623.199044 = -4155447.602857 nChanged 1003 SP:Iteration 16Q (1412.529159 sec): 3 clusters Score: Raw -4159337.430226 + Penalty 3623.199044 = -4155714.231182 nChanged 1069 SP:Iteration 17Q (1412.674286 sec): 3 clusters Score: Raw -4159639.990096 + Penalty 3623.199044 = -4156016.791052 nChanged 1183 SP:Iteration 18Q (1412.829462 sec): 3 clusters Score: Raw -4160027.797923 + Penalty 3623.199044 = -4156404.598879 nChanged 1275 SP:Iteration 19Q (1412.988521 sec): 3 clusters Score: Raw -4160475.700145 + Penalty 3623.199044 = -4156852.501101 nChanged 1343 SP:Iteration 20F (1413.142891 sec): 3 clusters Score: Raw -4160970.887997 + Penalty 3623.199044 = -4157347.688953 nChanged 1398 SP:Iteration 21Q (1413.300819 sec): 3 clusters Score: Raw -4161526.209154 + Penalty 3623.199044 = -4157903.010110 nChanged 1460 SP:Iteration 22Q (1413.457274 sec): 3 clusters Score: Raw -4162159.633350 + Penalty 3623.199044 = -4158536.434306 nChanged 1462 SP:Iteration 23Q (1413.605591 sec): 3 clusters Score: Raw -4162861.765180 + Penalty 3623.199044 = -4159238.566136 nChanged 1520 SP:Iteration 24Q (1413.755166 sec): 3 clusters Score: Raw -4163625.552301 + Penalty 3623.199044 = -4160002.353257 nChanged 1438 SP:Iteration 25Q (1413.902267 sec): 3 clusters Score: Raw -4164368.063143 + Penalty 3623.199044 = -4160744.864099 nChanged 1398 SP:Iteration 26Q (1414.052228 sec): 3 clusters Score: Raw -4165135.124603 + Penalty 3623.199044 = -4161511.925559 nChanged 1333 SP:Iteration 27Q (1414.195078 sec): 3 clusters Score: Raw -4165916.262399 + Penalty 3623.199044 = -4162293.063355 nChanged 1162 SP:Iteration 28Q (1414.333833 sec): 3 clusters Score: Raw -4166610.313680 + Penalty 3623.199044 = -4162987.114636 nChanged 983 SP:Iteration 29Q (1414.476385 sec): 3 clusters Score: Raw -4167195.997133 + Penalty 3623.199044 = -4163572.798089 nChanged 820 SP:Iteration 30Q (1414.616068 sec): 3 clusters Score: Raw -4167688.641379 + Penalty 3623.199044 = -4164065.442335 nChanged 639 SP:Iteration 31Q (1414.743301 sec): 3 clusters Score: Raw -4168044.250195 + Penalty 3623.199044 = -4164421.051150 nChanged 479 SP:Iteration 32Q (1414.865410 sec): 3 clusters Score: Raw -4168313.498164 + Penalty 3623.199044 = -4164690.299120 nChanged 394 SP:Iteration 33Q (1415.007353 sec): 3 clusters Score: Raw -4168548.661586 + Penalty 3623.199044 = -4164925.462542 nChanged 304 SP:Iteration 34Q (1415.137034 sec): 3 clusters Score: Raw -4168737.245374 + Penalty 3623.199044 = -4165114.046329 nChanged 211 SP:Iteration 35Q (1415.264224 sec): 3 clusters Score: Raw -4168871.671803 + Penalty 3623.199044 = -4165248.472759 nChanged 176 SP:Iteration 36Q (1415.391471 sec): 3 clusters Score: Raw -4168978.918365 + Penalty 3623.199044 = -4165355.719321 nChanged 123 SP:Iteration 37Q (1415.519070 sec): 3 clusters Score: Raw -4169049.437679 + Penalty 3623.199044 = -4165426.238634 nChanged 87 SP:Iteration 38Q (1415.649067 sec): 3 clusters Score: Raw -4169104.434138 + Penalty 3623.199044 = -4165481.235094 nChanged 62 SP:Iteration 39Q (1415.776084 sec): 3 clusters Score: Raw -4169152.825752 + Penalty 3623.199044 = -4165529.626708 nChanged 51 SP:Iteration 40F (1415.936002 sec): 3 clusters Score: Raw -4169186.738588 + Penalty 3623.199044 = -4165563.539544 nChanged 48 SP:Iteration 41Q (1416.063930 sec): 3 clusters Score: Raw -4169223.047181 + Penalty 3623.199044 = -4165599.848137 nChanged 53 SP:Iteration 42Q (1416.181961 sec): 3 clusters Score: Raw -4169260.432611 + Penalty 3623.199044 = -4165637.233567 nChanged 36 SP:Iteration 43Q (1416.306144 sec): 3 clusters Score: Raw -4169289.147157 + Penalty 3623.199044 = -4165665.948113 nChanged 43 SP:Iteration 44Q (1416.442502 sec): 3 clusters Score: Raw -4169334.584141 + Penalty 3623.199044 = -4165711.385097 nChanged 51 SP:Iteration 45Q (1416.569381 sec): 3 clusters Score: Raw -4169373.303419 + Penalty 3623.199044 = -4165750.104375 nChanged 57 SP:Iteration 46Q (1416.697295 sec): 3 clusters Score: Raw -4169412.171529 + Penalty 3623.199044 = -4165788.972484 nChanged 56 SP:Iteration 47Q (1416.837721 sec): 3 clusters Score: Raw -4169447.076980 + Penalty 3623.199044 = -4165823.877936 nChanged 42 SP:Iteration 48Q (1416.962025 sec): 3 clusters Score: Raw -4169475.956330 + Penalty 3623.199044 = -4165852.757285 nChanged 38 SP:Iteration 49Q (1417.098443 sec): 3 clusters Score: Raw -4169493.734977 + Penalty 3623.199044 = -4165870.535933 nChanged 23 SP:Iteration 50Q (1417.229135 sec): 3 clusters Score: Raw -4169502.041935 + Penalty 3623.199044 = -4165878.842891 nChanged 14 SP:Iteration 51Q (1417.365880 sec): 3 clusters Score: Raw -4169506.726618 + Penalty 3623.199044 = -4165883.527574 nChanged 8 SP:Iteration 52Q (1417.492780 sec): 3 clusters Score: Raw -4169511.769882 + Penalty 3623.199044 = -4165888.570838 nChanged 10 SP:Iteration 53Q (1417.622381 sec): 3 clusters Score: Raw -4169517.040493 + Penalty 3623.199044 = -4165893.841449 nChanged 13 SP:Iteration 54Q (1417.752148 sec): 3 clusters Score: Raw -4169524.099434 + Penalty 3623.199044 = -4165900.900390 nChanged 19 SP:Iteration 55Q (1417.875333 sec): 3 clusters Score: Raw -4169532.187647 + Penalty 3623.199044 = -4165908.988602 nChanged 17 SP:Iteration 56Q (1417.995152 sec): 3 clusters Score: Raw -4169539.371446 + Penalty 3623.199044 = -4165916.172402 nChanged 14 SP:Iteration 57Q (1418.127543 sec): 3 clusters Score: Raw -4169543.523878 + Penalty 3623.199044 = -4165920.324834 nChanged 11 SP:Iteration 58Q (1418.255081 sec): 3 clusters Score: Raw -4169546.640010 + Penalty 3623.199044 = -4165923.440966 nChanged 5 SP:Iteration 59Q (1418.388782 sec): 3 clusters Score: Raw -4169548.230437 + Penalty 3623.199044 = -4165925.031393 nChanged 7 SP:Iteration 60F (1418.544617 sec): 3 clusters Score: Raw -4169550.366021 + Penalty 3623.199044 = -4165927.166977 nChanged 8 SP:Iteration 61Q (1418.670234 sec): 3 clusters Score: Raw -4169553.662856 + Penalty 3623.199044 = -4165930.463812 nChanged 10 SP:Iteration 62Q (1418.799656 sec): 3 clusters Score: Raw -4169557.731584 + Penalty 3623.199044 = -4165934.532539 nChanged 14 SP:Iteration 63Q (1418.926358 sec): 3 clusters Score: Raw -4169562.431883 + Penalty 3623.199044 = -4165939.232838 nChanged 12 SP:Iteration 64Q (1419.041751 sec): 3 clusters Score: Raw -4169566.244944 + Penalty 3623.199044 = -4165943.045900 nChanged 6 SP:Iteration 65Q (1419.177940 sec): 3 clusters Score: Raw -4169567.779526 + Penalty 3623.199044 = -4165944.580482 nChanged 4 SP:Iteration 66Q (1419.296964 sec): 3 clusters Score: Raw -4169568.952965 + Penalty 3623.199044 = -4165945.753921 nChanged 5 SP:Iteration 67Q (1419.422591 sec): 3 clusters Score: Raw -4169570.257809 + Penalty 3623.199044 = -4165947.058765 nChanged 5 SP:Iteration 68Q (1419.552588 sec): 3 clusters Score: Raw -4169571.962228 + Penalty 3623.199044 = -4165948.763183 nChanged 3 SP:Iteration 69Q (1419.693583 sec): 3 clusters Score: Raw -4169573.107444 + Penalty 3623.199044 = -4165949.908400 nChanged 5 SP:Iteration 70Q (1419.818644 sec): 3 clusters Score: Raw -4169574.121141 + Penalty 3623.199044 = -4165950.922097 nChanged 2 SP:Iteration 71Q (1419.935054 sec): 3 clusters Score: Raw -4169574.810175 + Penalty 3623.199044 = -4165951.611131 nChanged 2 SP:Iteration 72Q (1420.077816 sec): 3 clusters Score: Raw -4169575.143996 + Penalty 3623.199044 = -4165951.944952 nChanged 3 SP:Iteration 73Q (1420.210096 sec): 3 clusters Score: Raw -4169576.733231 + Penalty 3623.199044 = -4165953.534187 nChanged 2 SP:Iteration 74Q (1420.342843 sec): 3 clusters Score: Raw -4169577.268786 + Penalty 3623.199044 = -4165954.069742 nChanged 0 SP:Iteration 75F (1420.501639 sec): 3 clusters Score: Raw -4169577.268786 + Penalty 3623.199044 = -4165954.069742 nChanged 0 Trying to split cluster 24 (7915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1420.545169 sec): 2 clusters Score: Raw -495961.586408 + Penalty 1458.683683 = -494502.902725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1420.608207 sec): 3 clusters Score: Raw -491609.013411 + Penalty 2917.367366 = -488691.646045 nChanged 3355 SP:Iteration 1F (1420.668550 sec): 3 clusters Score: Raw -493467.807048 + Penalty 2917.367366 = -490550.439682 nChanged 499 SP:Iteration 2F (1420.718901 sec): 3 clusters Score: Raw -493705.470369 + Penalty 2917.367366 = -490788.103003 nChanged 419 SP:Iteration 3F (1420.776145 sec): 3 clusters Score: Raw -493889.688068 + Penalty 2917.367366 = -490972.320702 nChanged 344 SP:Iteration 4Q (1420.833070 sec): 3 clusters Score: Raw -494051.542257 + Penalty 2917.367366 = -491134.174891 nChanged 335 SP:Iteration 5Q (1420.892488 sec): 3 clusters Score: Raw -494214.009719 + Penalty 2917.367366 = -491296.642353 nChanged 334 SP:Iteration 6Q (1420.949357 sec): 3 clusters Score: Raw -494411.450309 + Penalty 2917.367366 = -491494.082943 nChanged 359 SP:Iteration 7Q (1421.017191 sec): 3 clusters Score: Raw -494642.184803 + Penalty 2917.367366 = -491724.817437 nChanged 367 SP:Iteration 8Q (1421.080594 sec): 3 clusters Score: Raw -494885.977555 + Penalty 2917.367366 = -491968.610189 nChanged 343 SP:Iteration 9Q (1421.131459 sec): 3 clusters Score: Raw -495131.919290 + Penalty 2917.367366 = -492214.551924 nChanged 312 SP:Iteration 10Q (1421.205495 sec): 3 clusters Score: Raw -495377.844705 + Penalty 2917.367366 = -492460.477339 nChanged 256 SP:Iteration 11Q (1421.256782 sec): 3 clusters Score: Raw -495586.220395 + Penalty 2917.367366 = -492668.853029 nChanged 212 SP:Iteration 12Q (1421.323891 sec): 3 clusters Score: Raw -495747.636541 + Penalty 2917.367366 = -492830.269175 nChanged 165 SP:Iteration 13Q (1421.376059 sec): 3 clusters Score: Raw -495890.919427 + Penalty 2917.367366 = -492973.552061 nChanged 110 SP:Iteration 14Q (1421.447328 sec): 3 clusters Score: Raw -495998.411381 + Penalty 2917.367366 = -493081.044015 nChanged 67 SP:Iteration 15Q (1421.509532 sec): 3 clusters Score: Raw -496062.148133 + Penalty 2917.367366 = -493144.780767 nChanged 37 SP:Iteration 16Q (1421.558437 sec): 3 clusters Score: Raw -496098.541018 + Penalty 2917.367366 = -493181.173652 nChanged 36 SP:Iteration 17Q (1421.621362 sec): 3 clusters Score: Raw -496138.692617 + Penalty 2917.367366 = -493221.325251 nChanged 17 SP:Iteration 18Q (1421.682594 sec): 3 clusters Score: Raw -496158.746134 + Penalty 2917.367366 = -493241.378768 nChanged 12 SP:Iteration 19Q (1421.742534 sec): 3 clusters Score: Raw -496169.523293 + Penalty 2917.367366 = -493252.155927 nChanged 6 SP:Iteration 20F (1421.803081 sec): 3 clusters Score: Raw -496174.863368 + Penalty 2917.367366 = -493257.496002 nChanged 6 SP:Iteration 21Q (1421.863137 sec): 3 clusters Score: Raw -496178.234080 + Penalty 2917.367366 = -493260.866714 nChanged 4 SP:Iteration 22Q (1421.918003 sec): 3 clusters Score: Raw -496185.175418 + Penalty 2917.367366 = -493267.808052 nChanged 10 SP:Iteration 23Q (1421.972480 sec): 3 clusters Score: Raw -496198.403834 + Penalty 2917.367366 = -493281.036468 nChanged 4 SP:Iteration 24Q (1422.029104 sec): 3 clusters Score: Raw -496201.127491 + Penalty 2917.367366 = -493283.760125 nChanged 2 SP:Iteration 25Q (1422.081339 sec): 3 clusters Score: Raw -496202.473953 + Penalty 2917.367366 = -493285.106587 nChanged 1 SP:Iteration 26Q (1422.137161 sec): 3 clusters Score: Raw -496203.303088 + Penalty 2917.367366 = -493285.935722 nChanged 2 SP:Iteration 27Q (1422.197769 sec): 3 clusters Score: Raw -496207.217424 + Penalty 2917.367366 = -493289.850058 nChanged 3 SP:Iteration 28Q (1422.247603 sec): 3 clusters Score: Raw -496212.399935 + Penalty 2917.367366 = -493295.032569 nChanged 1 SP:Iteration 29Q (1422.310745 sec): 3 clusters Score: Raw -496213.478074 + Penalty 2917.367366 = -493296.110708 nChanged 1 SP:Iteration 30Q (1422.359131 sec): 3 clusters Score: Raw -496217.556506 + Penalty 2917.367366 = -493300.189140 nChanged 2 SP:Iteration 31Q (1422.417576 sec): 3 clusters Score: Raw -496221.389114 + Penalty 2917.367366 = -493304.021748 nChanged 0 SP:Iteration 32F (1422.482027 sec): 3 clusters Score: Raw -496221.389114 + Penalty 2917.367366 = -493304.021748 nChanged 0 Iteration 179Q (1424.174005 sec): 25 clusters Score: Raw -15317073.179620 + Penalty 48701.486238 = -15268371.693382 nChanged 34 Iteration 180F (1428.466976 sec): 25 clusters Score: Raw -15317074.078487 + Penalty 48701.486238 = -15268372.592249 nChanged 36 Iteration 181Q (1430.225959 sec): 25 clusters Score: Raw -15317075.380032 + Penalty 48701.486238 = -15268373.893794 nChanged 30 Iteration 182Q (1432.142233 sec): 25 clusters Score: Raw -15317076.212927 + Penalty 48701.486238 = -15268374.726689 nChanged 22 Iteration 183Q (1433.712002 sec): 25 clusters Score: Raw -15317076.775310 + Penalty 48701.486238 = -15268375.289072 nChanged 22 Iteration 184Q (1435.388180 sec): 25 clusters Score: Raw -15317077.695720 + Penalty 48701.486238 = -15268376.209483 nChanged 20 Iteration 185Q (1437.262853 sec): 25 clusters Score: Raw -15317079.623916 + Penalty 48701.486238 = -15268378.137678 nChanged 20 Iteration 186Q (1439.173774 sec): 25 clusters Score: Raw -15317080.424309 + Penalty 48701.486238 = -15268378.938071 nChanged 17 Iteration 187Q (1440.948353 sec): 25 clusters Score: Raw -15317080.868081 + Penalty 48701.486238 = -15268379.381843 nChanged 20 Iteration 188Q (1442.812960 sec): 25 clusters Score: Raw -15317081.306002 + Penalty 48701.486238 = -15268379.819764 nChanged 25 Iteration 189Q (1444.706819 sec): 25 clusters Score: Raw -15317082.253297 + Penalty 48701.486238 = -15268380.767060 nChanged 34 Iteration 190Q (1446.461300 sec): 25 clusters Score: Raw -15317083.330854 + Penalty 48701.486238 = -15268381.844616 nChanged 41 Iteration 191Q (1448.261446 sec): 25 clusters Score: Raw -15317084.530807 + Penalty 48701.486238 = -15268383.044569 nChanged 43 Iteration 192Q (1450.076665 sec): 25 clusters Score: Raw -15317085.785915 + Penalty 48701.486238 = -15268384.299678 nChanged 37 Iteration 193Q (1451.929599 sec): 25 clusters Score: Raw -15317086.799647 + Penalty 48701.486238 = -15268385.313409 nChanged 32 Iteration 194Q (1453.778981 sec): 25 clusters Score: Raw -15317087.730448 + Penalty 48701.486238 = -15268386.244210 nChanged 25 Iteration 195Q (1455.687935 sec): 25 clusters Score: Raw -15317088.178207 + Penalty 48701.486238 = -15268386.691969 nChanged 38 Iteration 196Q (1457.552741 sec): 25 clusters Score: Raw -15317089.067798 + Penalty 48701.486238 = -15268387.581560 nChanged 32 Iteration 197Q (1459.363211 sec): 25 clusters Score: Raw -15317089.825331 + Penalty 48701.486238 = -15268388.339094 nChanged 25 Iteration 198Q (1461.175640 sec): 25 clusters Score: Raw -15317090.368009 + Penalty 48701.486238 = -15268388.881771 nChanged 17 Iteration 199Q (1462.947557 sec): 25 clusters Score: Raw -15317091.237012 + Penalty 48701.486238 = -15268389.750774 nChanged 23 Iteration 200F (1467.238969 sec): 25 clusters Score: Raw -15317092.771751 + Penalty 48701.486238 = -15268391.285513 nChanged 29 Iteration 201Q (1469.144459 sec): 25 clusters Score: Raw -15317094.060840 + Penalty 48701.486238 = -15268392.574602 nChanged 31 Iteration 202Q (1470.905358 sec): 25 clusters Score: Raw -15317095.277260 + Penalty 48701.486238 = -15268393.791022 nChanged 30 Iteration 203Q (1472.859085 sec): 25 clusters Score: Raw -15317096.846885 + Penalty 48701.486238 = -15268395.360647 nChanged 37 Iteration 204Q (1474.851857 sec): 25 clusters Score: Raw -15317098.680625 + Penalty 48701.486238 = -15268397.194387 nChanged 31 Iteration 205Q (1476.778299 sec): 25 clusters Score: Raw -15317099.831346 + Penalty 48701.486238 = -15268398.345108 nChanged 29 Iteration 206Q (1478.581009 sec): 25 clusters Score: Raw -15317100.955177 + Penalty 48701.486238 = -15268399.468939 nChanged 22 Iteration 207Q (1480.406180 sec): 25 clusters Score: Raw -15317102.499187 + Penalty 48701.486238 = -15268401.012950 nChanged 25 Iteration 208Q (1482.247768 sec): 25 clusters Score: Raw -15317104.209865 + Penalty 48701.486238 = -15268402.723627 nChanged 20 Iteration 209Q (1484.003561 sec): 25 clusters Score: Raw -15317105.090826 + Penalty 48701.486238 = -15268403.604589 nChanged 35 Iteration 210Q (1485.955409 sec): 25 clusters Score: Raw -15317106.745142 + Penalty 48701.486238 = -15268405.258904 nChanged 35 Iteration 211Q (1487.765601 sec): 25 clusters Score: Raw -15317108.266250 + Penalty 48701.486238 = -15268406.780012 nChanged 30 Iteration 212Q (1489.764222 sec): 25 clusters Score: Raw -15317109.428548 + Penalty 48701.486238 = -15268407.942310 nChanged 34 Iteration 213Q (1491.591236 sec): 25 clusters Score: Raw -15317110.457332 + Penalty 48701.486238 = -15268408.971094 nChanged 34 Iteration 214Q (1493.519432 sec): 25 clusters Score: Raw -15317111.780746 + Penalty 48701.486238 = -15268410.294508 nChanged 31 Iteration 215Q (1495.353371 sec): 25 clusters Score: Raw -15317113.256541 + Penalty 48701.486238 = -15268411.770304 nChanged 43 Iteration 216Q (1497.054609 sec): 25 clusters Score: Raw -15317114.816719 + Penalty 48701.486238 = -15268413.330481 nChanged 46 Iteration 217Q (1498.933685 sec): 25 clusters Score: Raw -15317116.786418 + Penalty 48701.486238 = -15268415.300180 nChanged 55 Iteration 218Q (1500.789557 sec): 25 clusters Score: Raw -15317118.671689 + Penalty 48701.486238 = -15268417.185451 nChanged 58 Writing temp clu file Because OldScore, -15268415.300180, is greater than current (better) Score,-15268417.185451 Compute initial score before splitting: Score: Raw -15317118.671689 + Penalty 48701.486238 = -15268417.185451 Trying to split cluster 1 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1500.904792 sec): 2 clusters Score: Raw -31254.254463 + Penalty 1036.769912 = -30217.484550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1500.953786 sec): 3 clusters Score: Raw -31103.032060 + Penalty 2073.539824 = -29029.492236 nChanged 147 SP:Iteration 1F (1500.996926 sec): 3 clusters Score: Raw -31285.639363 + Penalty 2073.539824 = -29212.099538 nChanged 39 SP:Iteration 2F (1501.042239 sec): 3 clusters Score: Raw -31340.589076 + Penalty 2073.539824 = -29267.049252 nChanged 24 SP:Iteration 3Q (1501.091922 sec): 3 clusters Score: Raw -31376.127519 + Penalty 2073.539824 = -29302.587695 nChanged 13 SP:Iteration 4Q (1501.140224 sec): 3 clusters Score: Raw -31398.107458 + Penalty 2073.539824 = -29324.567633 nChanged 15 SP:Iteration 5Q (1501.180843 sec): 3 clusters Score: Raw -31424.697443 + Penalty 2073.539824 = -29351.157618 nChanged 4 SP:Iteration 6Q (1501.224290 sec): 3 clusters Score: Raw -31432.045255 + Penalty 2073.539824 = -29358.505431 nChanged 3 SP:Iteration 7Q (1501.274780 sec): 3 clusters Score: Raw -31436.225850 + Penalty 2073.539824 = -29362.686025 nChanged 1 SP:Iteration 8Q (1501.313158 sec): 3 clusters Score: Raw -31437.239225 + Penalty 2073.539824 = -29363.699401 nChanged 1 SP:Iteration 9Q (1501.345945 sec): 3 clusters Score: Raw -31438.460121 + Penalty 2073.539824 = -29364.920296 nChanged 0 SP:Iteration 10F (1501.400233 sec): 3 clusters Score: Raw -31438.460121 + Penalty 2073.539824 = -29364.920296 nChanged 0 Trying to split cluster 2 (1441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1501.427096 sec): 2 clusters Score: Raw -76459.753615 + Penalty 1181.877547 = -75277.876068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1501.478499 sec): 3 clusters Score: Raw -75903.071400 + Penalty 2363.755094 = -73539.316306 nChanged 462 SP:Iteration 1F (1501.525338 sec): 3 clusters Score: Raw -76271.748555 + Penalty 2363.755094 = -73907.993461 nChanged 126 SP:Iteration 2F (1501.566074 sec): 3 clusters Score: Raw -76391.846171 + Penalty 2363.755094 = -74028.091077 nChanged 74 SP:Iteration 3F (1501.616929 sec): 3 clusters Score: Raw -76467.078639 + Penalty 2363.755094 = -74103.323545 nChanged 52 SP:Iteration 4Q (1501.668696 sec): 3 clusters Score: Raw -76530.440302 + Penalty 2363.755094 = -74166.685208 nChanged 44 SP:Iteration 5Q (1501.728639 sec): 3 clusters Score: Raw -76590.877777 + Penalty 2363.755094 = -74227.122683 nChanged 35 SP:Iteration 6Q (1501.768733 sec): 3 clusters Score: Raw -76632.912739 + Penalty 2363.755094 = -74269.157646 nChanged 24 SP:Iteration 7Q (1501.822745 sec): 3 clusters Score: Raw -76661.095514 + Penalty 2363.755094 = -74297.340420 nChanged 22 SP:Iteration 8Q (1501.879065 sec): 3 clusters Score: Raw -76677.237699 + Penalty 2363.755094 = -74313.482605 nChanged 16 SP:Iteration 9Q (1501.931701 sec): 3 clusters Score: Raw -76687.951384 + Penalty 2363.755094 = -74324.196290 nChanged 14 SP:Iteration 10Q (1501.979814 sec): 3 clusters Score: Raw -76701.409705 + Penalty 2363.755094 = -74337.654611 nChanged 13 SP:Iteration 11Q (1502.031140 sec): 3 clusters Score: Raw -76712.312191 + Penalty 2363.755094 = -74348.557097 nChanged 17 SP:Iteration 12Q (1502.073453 sec): 3 clusters Score: Raw -76732.902020 + Penalty 2363.755094 = -74369.146927 nChanged 19 SP:Iteration 13Q (1502.124603 sec): 3 clusters Score: Raw -76755.535326 + Penalty 2363.755094 = -74391.780232 nChanged 22 SP:Iteration 14Q (1502.171506 sec): 3 clusters Score: Raw -76779.456199 + Penalty 2363.755094 = -74415.701106 nChanged 16 SP:Iteration 15Q (1502.217798 sec): 3 clusters Score: Raw -76803.797504 + Penalty 2363.755094 = -74440.042410 nChanged 22 SP:Iteration 16Q (1502.275556 sec): 3 clusters Score: Raw -76833.433442 + Penalty 2363.755094 = -74469.678348 nChanged 25 SP:Iteration 17Q (1502.327786 sec): 3 clusters Score: Raw -76855.651841 + Penalty 2363.755094 = -74491.896747 nChanged 17 SP:Iteration 18Q (1502.370312 sec): 3 clusters Score: Raw -76876.237859 + Penalty 2363.755094 = -74512.482766 nChanged 16 SP:Iteration 19Q (1502.408662 sec): 3 clusters Score: Raw -76887.862741 + Penalty 2363.755094 = -74524.107647 nChanged 16 SP:Iteration 20F (1502.455938 sec): 3 clusters Score: Raw -76900.194620 + Penalty 2363.755094 = -74536.439527 nChanged 9 SP:Iteration 21Q (1502.498012 sec): 3 clusters Score: Raw -76909.353872 + Penalty 2363.755094 = -74545.598778 nChanged 4 SP:Iteration 22Q (1502.552274 sec): 3 clusters Score: Raw -76911.654636 + Penalty 2363.755094 = -74547.899542 nChanged 5 SP:Iteration 23Q (1502.596376 sec): 3 clusters Score: Raw -76916.096175 + Penalty 2363.755094 = -74552.341081 nChanged 6 SP:Iteration 24Q (1502.638394 sec): 3 clusters Score: Raw -76924.758440 + Penalty 2363.755094 = -74561.003346 nChanged 9 SP:Iteration 25Q (1502.683704 sec): 3 clusters Score: Raw -76932.504503 + Penalty 2363.755094 = -74568.749410 nChanged 9 SP:Iteration 26Q (1502.722051 sec): 3 clusters Score: Raw -76937.236882 + Penalty 2363.755094 = -74573.481789 nChanged 9 SP:Iteration 27Q (1502.767158 sec): 3 clusters Score: Raw -76943.463956 + Penalty 2363.755094 = -74579.708862 nChanged 6 SP:Iteration 28Q (1502.812349 sec): 3 clusters Score: Raw -76949.518580 + Penalty 2363.755094 = -74585.763487 nChanged 7 SP:Iteration 29Q (1502.860323 sec): 3 clusters Score: Raw -76953.651858 + Penalty 2363.755094 = -74589.896764 nChanged 4 SP:Iteration 30Q (1502.907214 sec): 3 clusters Score: Raw -76957.341236 + Penalty 2363.755094 = -74593.586142 nChanged 4 SP:Iteration 31Q (1502.956311 sec): 3 clusters Score: Raw -76960.376279 + Penalty 2363.755094 = -74596.621185 nChanged 6 SP:Iteration 32Q (1502.994693 sec): 3 clusters Score: Raw -76965.961330 + Penalty 2363.755094 = -74602.206236 nChanged 6 SP:Iteration 33Q (1503.040905 sec): 3 clusters Score: Raw -76973.562547 + Penalty 2363.755094 = -74609.807454 nChanged 5 SP:Iteration 34Q (1503.091722 sec): 3 clusters Score: Raw -76978.694722 + Penalty 2363.755094 = -74614.939629 nChanged 6 SP:Iteration 35Q (1503.124285 sec): 3 clusters Score: Raw -76981.754507 + Penalty 2363.755094 = -74617.999413 nChanged 5 SP:Iteration 36Q (1503.176722 sec): 3 clusters Score: Raw -76985.148434 + Penalty 2363.755094 = -74621.393341 nChanged 5 SP:Iteration 37Q (1503.216661 sec): 3 clusters Score: Raw -76988.947758 + Penalty 2363.755094 = -74625.192664 nChanged 5 SP:Iteration 38Q (1503.261330 sec): 3 clusters Score: Raw -76991.543139 + Penalty 2363.755094 = -74627.788045 nChanged 4 SP:Iteration 39Q (1503.307220 sec): 3 clusters Score: Raw -76994.851722 + Penalty 2363.755094 = -74631.096628 nChanged 4 SP:Iteration 40F (1503.354401 sec): 3 clusters Score: Raw -76996.682878 + Penalty 2363.755094 = -74632.927785 nChanged 1 SP:Iteration 41Q (1503.400325 sec): 3 clusters Score: Raw -76997.879261 + Penalty 2363.755094 = -74634.124167 nChanged 3 SP:Iteration 42Q (1503.435281 sec): 3 clusters Score: Raw -77000.295630 + Penalty 2363.755094 = -74636.540536 nChanged 2 SP:Iteration 43Q (1503.481606 sec): 3 clusters Score: Raw -77002.487554 + Penalty 2363.755094 = -74638.732461 nChanged 2 SP:Iteration 44Q (1503.531134 sec): 3 clusters Score: Raw -77003.251671 + Penalty 2363.755094 = -74639.496577 nChanged 3 SP:Iteration 45Q (1503.581481 sec): 3 clusters Score: Raw -77004.924326 + Penalty 2363.755094 = -74641.169232 nChanged 0 SP:Iteration 46F (1503.622572 sec): 3 clusters Score: Raw -77004.924326 + Penalty 2363.755094 = -74641.169232 nChanged 0 Trying to split cluster 3 (3092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1503.653005 sec): 2 clusters Score: Raw -182962.124476 + Penalty 1305.943179 = -181656.181297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1503.696212 sec): 3 clusters Score: Raw -181461.780888 + Penalty 2611.886358 = -178849.894529 nChanged 1192 SP:Iteration 1F (1503.760448 sec): 3 clusters Score: Raw -182078.700064 + Penalty 2611.886358 = -179466.813706 nChanged 205 SP:Iteration 2F (1503.807176 sec): 3 clusters Score: Raw -182194.154904 + Penalty 2611.886358 = -179582.268546 nChanged 154 SP:Iteration 3Q (1503.867121 sec): 3 clusters Score: Raw -182275.747314 + Penalty 2611.886358 = -179663.860956 nChanged 111 SP:Iteration 4Q (1503.914543 sec): 3 clusters Score: Raw -182327.165746 + Penalty 2611.886358 = -179715.279387 nChanged 86 SP:Iteration 5Q (1503.971870 sec): 3 clusters Score: Raw -182371.424809 + Penalty 2611.886358 = -179759.538451 nChanged 72 SP:Iteration 6Q (1504.023247 sec): 3 clusters Score: Raw -182405.987890 + Penalty 2611.886358 = -179794.101531 nChanged 61 SP:Iteration 7Q (1504.076915 sec): 3 clusters Score: Raw -182429.694276 + Penalty 2611.886358 = -179817.807918 nChanged 46 SP:Iteration 8Q (1504.133110 sec): 3 clusters Score: Raw -182448.125953 + Penalty 2611.886358 = -179836.239595 nChanged 40 SP:Iteration 9Q (1504.184279 sec): 3 clusters Score: Raw -182463.949533 + Penalty 2611.886358 = -179852.063175 nChanged 42 SP:Iteration 10Q (1504.234760 sec): 3 clusters Score: Raw -182482.932161 + Penalty 2611.886358 = -179871.045802 nChanged 37 SP:Iteration 11Q (1504.286871 sec): 3 clusters Score: Raw -182496.204053 + Penalty 2611.886358 = -179884.317695 nChanged 28 SP:Iteration 12Q (1504.348680 sec): 3 clusters Score: Raw -182506.218226 + Penalty 2611.886358 = -179894.331867 nChanged 19 SP:Iteration 13Q (1504.379173 sec): 3 clusters Score: Raw -182513.096677 + Penalty 2611.886358 = -179901.210319 nChanged 20 SP:Iteration 14Q (1504.444710 sec): 3 clusters Score: Raw -182521.320869 + Penalty 2611.886358 = -179909.434511 nChanged 23 SP:Iteration 15Q (1504.494276 sec): 3 clusters Score: Raw -182529.558212 + Penalty 2611.886358 = -179917.671854 nChanged 24 SP:Iteration 16Q (1504.542941 sec): 3 clusters Score: Raw -182540.025176 + Penalty 2611.886358 = -179928.138818 nChanged 26 SP:Iteration 17Q (1504.599625 sec): 3 clusters Score: Raw -182550.054308 + Penalty 2611.886358 = -179938.167950 nChanged 27 SP:Iteration 18Q (1504.643693 sec): 3 clusters Score: Raw -182561.298045 + Penalty 2611.886358 = -179949.411686 nChanged 26 SP:Iteration 19Q (1504.701478 sec): 3 clusters Score: Raw -182572.655915 + Penalty 2611.886358 = -179960.769557 nChanged 25 SP:Iteration 20F (1504.755687 sec): 3 clusters Score: Raw -182581.822155 + Penalty 2611.886358 = -179969.935797 nChanged 28 SP:Iteration 21Q (1504.795065 sec): 3 clusters Score: Raw -182591.757410 + Penalty 2611.886358 = -179979.871052 nChanged 27 SP:Iteration 22Q (1504.841389 sec): 3 clusters Score: Raw -182600.038941 + Penalty 2611.886358 = -179988.152583 nChanged 25 SP:Iteration 23Q (1504.901110 sec): 3 clusters Score: Raw -182608.678824 + Penalty 2611.886358 = -179996.792466 nChanged 23 SP:Iteration 24Q (1504.952697 sec): 3 clusters Score: Raw -182616.144987 + Penalty 2611.886358 = -180004.258629 nChanged 18 SP:Iteration 25Q (1504.988913 sec): 3 clusters Score: Raw -182620.893975 + Penalty 2611.886358 = -180009.007617 nChanged 11 SP:Iteration 26Q (1505.056999 sec): 3 clusters Score: Raw -182623.912048 + Penalty 2611.886358 = -180012.025690 nChanged 9 SP:Iteration 27Q (1505.102584 sec): 3 clusters Score: Raw -182626.868431 + Penalty 2611.886358 = -180014.982073 nChanged 10 SP:Iteration 28Q (1505.160222 sec): 3 clusters Score: Raw -182629.912683 + Penalty 2611.886358 = -180018.026325 nChanged 7 SP:Iteration 29Q (1505.213060 sec): 3 clusters Score: Raw -182632.389749 + Penalty 2611.886358 = -180020.503391 nChanged 7 SP:Iteration 30Q (1505.260162 sec): 3 clusters Score: Raw -182634.572384 + Penalty 2611.886358 = -180022.686026 nChanged 10 SP:Iteration 31Q (1505.310219 sec): 3 clusters Score: Raw -182637.965986 + Penalty 2611.886358 = -180026.079628 nChanged 10 SP:Iteration 32Q (1505.350508 sec): 3 clusters Score: Raw -182640.738794 + Penalty 2611.886358 = -180028.852436 nChanged 4 SP:Iteration 33Q (1505.413807 sec): 3 clusters Score: Raw -182641.810359 + Penalty 2611.886358 = -180029.924001 nChanged 1 SP:Iteration 34Q (1505.465653 sec): 3 clusters Score: Raw -182641.901311 + Penalty 2611.886358 = -180030.014953 nChanged 0 SP:Iteration 35F (1505.517136 sec): 3 clusters Score: Raw -182641.901311 + Penalty 2611.886358 = -180030.014953 nChanged 0 Trying to split cluster 4 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1505.542995 sec): 2 clusters Score: Raw -64318.971507 + Penalty 1149.956245 = -63169.015262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1505.590518 sec): 3 clusters Score: Raw -63904.583206 + Penalty 2299.912490 = -61604.670716 nChanged 413 SP:Iteration 1F (1505.628138 sec): 3 clusters Score: Raw -64175.739287 + Penalty 2299.912490 = -61875.826797 nChanged 72 SP:Iteration 2F (1505.680583 sec): 3 clusters Score: Raw -64238.232252 + Penalty 2299.912490 = -61938.319762 nChanged 46 SP:Iteration 3Q (1505.716975 sec): 3 clusters Score: Raw -64281.416812 + Penalty 2299.912490 = -61981.504322 nChanged 37 SP:Iteration 4Q (1505.760585 sec): 3 clusters Score: Raw -64311.361507 + Penalty 2299.912490 = -62011.449017 nChanged 25 SP:Iteration 5Q (1505.816377 sec): 3 clusters Score: Raw -64333.614784 + Penalty 2299.912490 = -62033.702294 nChanged 19 SP:Iteration 6Q (1505.868749 sec): 3 clusters Score: Raw -64349.615612 + Penalty 2299.912490 = -62049.703122 nChanged 14 SP:Iteration 7Q (1505.906747 sec): 3 clusters Score: Raw -64363.135315 + Penalty 2299.912490 = -62063.222825 nChanged 17 SP:Iteration 8Q (1505.967606 sec): 3 clusters Score: Raw -64376.404398 + Penalty 2299.912490 = -62076.491908 nChanged 7 SP:Iteration 9Q (1506.018885 sec): 3 clusters Score: Raw -64382.567799 + Penalty 2299.912490 = -62082.655309 nChanged 4 SP:Iteration 10Q (1506.068869 sec): 3 clusters Score: Raw -64384.529636 + Penalty 2299.912490 = -62084.617146 nChanged 2 SP:Iteration 11Q (1506.118852 sec): 3 clusters Score: Raw -64385.138012 + Penalty 2299.912490 = -62085.225522 nChanged 0 SP:Iteration 12F (1506.165816 sec): 3 clusters Score: Raw -64385.138012 + Penalty 2299.912490 = -62085.225522 nChanged 0 Trying to split cluster 5 (3829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1506.193290 sec): 2 clusters Score: Raw -231625.480510 + Penalty 1340.683330 = -230284.797180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1506.246348 sec): 3 clusters Score: Raw -229773.502439 + Penalty 2681.366659 = -227092.135780 nChanged 1456 SP:Iteration 1F (1506.299920 sec): 3 clusters Score: Raw -230611.853292 + Penalty 2681.366659 = -227930.486633 nChanged 295 SP:Iteration 2F (1506.349247 sec): 3 clusters Score: Raw -230774.794696 + Penalty 2681.366659 = -228093.428037 nChanged 169 SP:Iteration 3Q (1506.414273 sec): 3 clusters Score: Raw -230857.959321 + Penalty 2681.366659 = -228176.592662 nChanged 142 SP:Iteration 4Q (1506.469139 sec): 3 clusters Score: Raw -230926.279862 + Penalty 2681.366659 = -228244.913202 nChanged 123 SP:Iteration 5Q (1506.510485 sec): 3 clusters Score: Raw -230988.892053 + Penalty 2681.366659 = -228307.525393 nChanged 95 SP:Iteration 6Q (1506.564710 sec): 3 clusters Score: Raw -231032.850718 + Penalty 2681.366659 = -228351.484059 nChanged 86 SP:Iteration 7Q (1506.618587 sec): 3 clusters Score: Raw -231071.361566 + Penalty 2681.366659 = -228389.994907 nChanged 81 SP:Iteration 8Q (1506.670131 sec): 3 clusters Score: Raw -231107.175315 + Penalty 2681.366659 = -228425.808656 nChanged 77 SP:Iteration 9Q (1506.728955 sec): 3 clusters Score: Raw -231144.645687 + Penalty 2681.366659 = -228463.279027 nChanged 89 SP:Iteration 10Q (1506.785286 sec): 3 clusters Score: Raw -231189.898996 + Penalty 2681.366659 = -228508.532336 nChanged 93 SP:Iteration 11Q (1506.827394 sec): 3 clusters Score: Raw -231242.095630 + Penalty 2681.366659 = -228560.728970 nChanged 109 SP:Iteration 12Q (1506.883784 sec): 3 clusters Score: Raw -231310.554772 + Penalty 2681.366659 = -228629.188113 nChanged 133 SP:Iteration 13Q (1506.938586 sec): 3 clusters Score: Raw -231407.594461 + Penalty 2681.366659 = -228726.227802 nChanged 137 SP:Iteration 14Q (1506.993815 sec): 3 clusters Score: Raw -231508.856578 + Penalty 2681.366659 = -228827.489919 nChanged 117 SP:Iteration 15Q (1507.049446 sec): 3 clusters Score: Raw -231604.612508 + Penalty 2681.366659 = -228923.245849 nChanged 103 SP:Iteration 16Q (1507.110425 sec): 3 clusters Score: Raw -231679.821726 + Penalty 2681.366659 = -228998.455067 nChanged 82 SP:Iteration 17Q (1507.162460 sec): 3 clusters Score: Raw -231740.227451 + Penalty 2681.366659 = -229058.860792 nChanged 65 SP:Iteration 18Q (1507.213174 sec): 3 clusters Score: Raw -231790.045579 + Penalty 2681.366659 = -229108.678920 nChanged 50 SP:Iteration 19Q (1507.268161 sec): 3 clusters Score: Raw -231836.570820 + Penalty 2681.366659 = -229155.204161 nChanged 44 SP:Iteration 20F (1507.311109 sec): 3 clusters Score: Raw -231884.921336 + Penalty 2681.366659 = -229203.554677 nChanged 54 SP:Iteration 21Q (1507.373367 sec): 3 clusters Score: Raw -231941.090165 + Penalty 2681.366659 = -229259.723506 nChanged 46 SP:Iteration 22Q (1507.430049 sec): 3 clusters Score: Raw -231991.315396 + Penalty 2681.366659 = -229309.948736 nChanged 32 SP:Iteration 23Q (1507.484263 sec): 3 clusters Score: Raw -232023.279044 + Penalty 2681.366659 = -229341.912385 nChanged 28 SP:Iteration 24Q (1507.540471 sec): 3 clusters Score: Raw -232056.159692 + Penalty 2681.366659 = -229374.793033 nChanged 17 SP:Iteration 25Q (1507.592913 sec): 3 clusters Score: Raw -232072.974204 + Penalty 2681.366659 = -229391.607545 nChanged 14 SP:Iteration 26Q (1507.638986 sec): 3 clusters Score: Raw -232080.311994 + Penalty 2681.366659 = -229398.945335 nChanged 8 SP:Iteration 27Q (1507.696088 sec): 3 clusters Score: Raw -232084.257494 + Penalty 2681.366659 = -229402.890835 nChanged 4 SP:Iteration 28Q (1507.748707 sec): 3 clusters Score: Raw -232085.960316 + Penalty 2681.366659 = -229404.593657 nChanged 1 SP:Iteration 29Q (1507.798814 sec): 3 clusters Score: Raw -232086.095980 + Penalty 2681.366659 = -229404.729321 nChanged 0 SP:Iteration 30F (1507.849861 sec): 3 clusters Score: Raw -232086.095980 + Penalty 2681.366659 = -229404.729321 nChanged 0 Trying to split cluster 6 (2725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1507.881812 sec): 2 clusters Score: Raw -165044.603269 + Penalty 1285.411352 = -163759.191917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1507.932724 sec): 3 clusters Score: Raw -163805.513388 + Penalty 2570.822705 = -161234.690683 nChanged 974 SP:Iteration 1F (1507.989359 sec): 3 clusters Score: Raw -164402.501050 + Penalty 2570.822705 = -161831.678345 nChanged 214 SP:Iteration 2F (1508.045615 sec): 3 clusters Score: Raw -164536.594157 + Penalty 2570.822705 = -161965.771452 nChanged 124 SP:Iteration 3Q (1508.091266 sec): 3 clusters Score: Raw -164609.925093 + Penalty 2570.822705 = -162039.102388 nChanged 69 SP:Iteration 4Q (1508.145871 sec): 3 clusters Score: Raw -164649.516170 + Penalty 2570.822705 = -162078.693465 nChanged 62 SP:Iteration 5Q (1508.204348 sec): 3 clusters Score: Raw -164675.144011 + Penalty 2570.822705 = -162104.321306 nChanged 46 SP:Iteration 6Q (1508.253267 sec): 3 clusters Score: Raw -164696.417392 + Penalty 2570.822705 = -162125.594688 nChanged 27 SP:Iteration 7Q (1508.294743 sec): 3 clusters Score: Raw -164710.621119 + Penalty 2570.822705 = -162139.798414 nChanged 35 SP:Iteration 8Q (1508.349997 sec): 3 clusters Score: Raw -164728.491384 + Penalty 2570.822705 = -162157.668679 nChanged 37 SP:Iteration 9Q (1508.398330 sec): 3 clusters Score: Raw -164746.381286 + Penalty 2570.822705 = -162175.558581 nChanged 39 SP:Iteration 10Q (1508.446573 sec): 3 clusters Score: Raw -164767.288134 + Penalty 2570.822705 = -162196.465429 nChanged 43 SP:Iteration 11Q (1508.495146 sec): 3 clusters Score: Raw -164789.811239 + Penalty 2570.822705 = -162218.988535 nChanged 35 SP:Iteration 12Q (1508.533056 sec): 3 clusters Score: Raw -164808.183997 + Penalty 2570.822705 = -162237.361292 nChanged 37 SP:Iteration 13Q (1508.581495 sec): 3 clusters Score: Raw -164827.861874 + Penalty 2570.822705 = -162257.039170 nChanged 34 SP:Iteration 14Q (1508.634489 sec): 3 clusters Score: Raw -164848.624528 + Penalty 2570.822705 = -162277.801823 nChanged 40 SP:Iteration 15Q (1508.684492 sec): 3 clusters Score: Raw -164867.722199 + Penalty 2570.822705 = -162296.899494 nChanged 35 SP:Iteration 16Q (1508.732457 sec): 3 clusters Score: Raw -164883.325117 + Penalty 2570.822705 = -162312.502412 nChanged 26 SP:Iteration 17Q (1508.773469 sec): 3 clusters Score: Raw -164895.891960 + Penalty 2570.822705 = -162325.069255 nChanged 26 SP:Iteration 18Q (1508.828704 sec): 3 clusters Score: Raw -164909.107364 + Penalty 2570.822705 = -162338.284659 nChanged 27 SP:Iteration 19Q (1508.866610 sec): 3 clusters Score: Raw -164922.015888 + Penalty 2570.822705 = -162351.193183 nChanged 28 SP:Iteration 20F (1508.924744 sec): 3 clusters Score: Raw -164935.303344 + Penalty 2570.822705 = -162364.480639 nChanged 22 SP:Iteration 21Q (1508.973191 sec): 3 clusters Score: Raw -164947.574155 + Penalty 2570.822705 = -162376.751450 nChanged 20 SP:Iteration 22Q (1509.021725 sec): 3 clusters Score: Raw -164957.804674 + Penalty 2570.822705 = -162386.981969 nChanged 20 SP:Iteration 23Q (1509.069961 sec): 3 clusters Score: Raw -164968.370657 + Penalty 2570.822705 = -162397.547952 nChanged 18 SP:Iteration 24Q (1509.118118 sec): 3 clusters Score: Raw -164976.435587 + Penalty 2570.822705 = -162405.612882 nChanged 13 SP:Iteration 25Q (1509.166073 sec): 3 clusters Score: Raw -164981.586557 + Penalty 2570.822705 = -162410.763852 nChanged 12 SP:Iteration 26Q (1509.204739 sec): 3 clusters Score: Raw -164986.175583 + Penalty 2570.822705 = -162415.352879 nChanged 10 SP:Iteration 27Q (1509.251434 sec): 3 clusters Score: Raw -164990.379602 + Penalty 2570.822705 = -162419.556898 nChanged 9 SP:Iteration 28Q (1509.299857 sec): 3 clusters Score: Raw -164997.057432 + Penalty 2570.822705 = -162426.234728 nChanged 14 SP:Iteration 29Q (1509.351292 sec): 3 clusters Score: Raw -165005.928919 + Penalty 2570.822705 = -162435.106214 nChanged 15 SP:Iteration 30Q (1509.408129 sec): 3 clusters Score: Raw -165013.859381 + Penalty 2570.822705 = -162443.036676 nChanged 12 SP:Iteration 31Q (1509.457924 sec): 3 clusters Score: Raw -165020.155097 + Penalty 2570.822705 = -162449.332392 nChanged 4 SP:Iteration 32Q (1509.497359 sec): 3 clusters Score: Raw -165022.168489 + Penalty 2570.822705 = -162451.345784 nChanged 6 SP:Iteration 33Q (1509.557864 sec): 3 clusters Score: Raw -165024.247294 + Penalty 2570.822705 = -162453.424589 nChanged 6 SP:Iteration 34Q (1509.609132 sec): 3 clusters Score: Raw -165026.275163 + Penalty 2570.822705 = -162455.452458 nChanged 9 SP:Iteration 35Q (1509.656011 sec): 3 clusters Score: Raw -165031.084620 + Penalty 2570.822705 = -162460.261915 nChanged 14 SP:Iteration 36Q (1509.693320 sec): 3 clusters Score: Raw -165039.615756 + Penalty 2570.822705 = -162468.793051 nChanged 12 SP:Iteration 37Q (1509.748125 sec): 3 clusters Score: Raw -165046.178666 + Penalty 2570.822705 = -162475.355961 nChanged 6 SP:Iteration 38Q (1509.795530 sec): 3 clusters Score: Raw -165051.800884 + Penalty 2570.822705 = -162480.978179 nChanged 11 SP:Iteration 39Q (1509.841914 sec): 3 clusters Score: Raw -165058.233770 + Penalty 2570.822705 = -162487.411065 nChanged 11 SP:Iteration 40F (1509.890456 sec): 3 clusters Score: Raw -165063.756645 + Penalty 2570.822705 = -162492.933941 nChanged 9 SP:Iteration 41Q (1509.942137 sec): 3 clusters Score: Raw -165069.793579 + Penalty 2570.822705 = -162498.970874 nChanged 14 SP:Iteration 42Q (1509.989519 sec): 3 clusters Score: Raw -165080.675939 + Penalty 2570.822705 = -162509.853234 nChanged 14 SP:Iteration 43Q (1510.034334 sec): 3 clusters Score: Raw -165087.228574 + Penalty 2570.822705 = -162516.405870 nChanged 8 SP:Iteration 44Q (1510.082854 sec): 3 clusters Score: Raw -165091.290393 + Penalty 2570.822705 = -162520.467689 nChanged 6 SP:Iteration 45Q (1510.133788 sec): 3 clusters Score: Raw -165095.281639 + Penalty 2570.822705 = -162524.458934 nChanged 7 SP:Iteration 46Q (1510.176011 sec): 3 clusters Score: Raw -165098.614633 + Penalty 2570.822705 = -162527.791928 nChanged 7 SP:Iteration 47Q (1510.227415 sec): 3 clusters Score: Raw -165102.093045 + Penalty 2570.822705 = -162531.270341 nChanged 7 SP:Iteration 48Q (1510.272053 sec): 3 clusters Score: Raw -165105.663472 + Penalty 2570.822705 = -162534.840767 nChanged 2 SP:Iteration 49Q (1510.325312 sec): 3 clusters Score: Raw -165106.875485 + Penalty 2570.822705 = -162536.052780 nChanged 5 SP:Iteration 50Q (1510.364374 sec): 3 clusters Score: Raw -165109.771605 + Penalty 2570.822705 = -162538.948900 nChanged 7 SP:Iteration 51Q (1510.414382 sec): 3 clusters Score: Raw -165114.174444 + Penalty 2570.822705 = -162543.351739 nChanged 8 SP:Iteration 52Q (1510.458552 sec): 3 clusters Score: Raw -165119.921396 + Penalty 2570.822705 = -162549.098692 nChanged 9 SP:Iteration 53Q (1510.510365 sec): 3 clusters Score: Raw -165124.818928 + Penalty 2570.822705 = -162553.996223 nChanged 4 SP:Iteration 54Q (1510.561477 sec): 3 clusters Score: Raw -165127.645763 + Penalty 2570.822705 = -162556.823058 nChanged 6 SP:Iteration 55Q (1510.602297 sec): 3 clusters Score: Raw -165132.181063 + Penalty 2570.822705 = -162561.358358 nChanged 3 SP:Iteration 56Q (1510.650229 sec): 3 clusters Score: Raw -165133.438801 + Penalty 2570.822705 = -162562.616097 nChanged 0 SP:Iteration 57F (1510.698430 sec): 3 clusters Score: Raw -165133.438801 + Penalty 2570.822705 = -162562.616097 nChanged 0 Trying to split cluster 7 (13939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1510.754152 sec): 2 clusters Score: Raw -872648.216005 + Penalty 1550.647466 = -871097.568539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1510.810926 sec): 3 clusters Score: Raw -864564.159971 + Penalty 3101.294932 = -861462.865038 nChanged 6073 SP:Iteration 1F (1510.895100 sec): 3 clusters Score: Raw -867782.131038 + Penalty 3101.294932 = -864680.836106 nChanged 780 SP:Iteration 2F (1510.962425 sec): 3 clusters Score: Raw -868075.039044 + Penalty 3101.294932 = -864973.744111 nChanged 735 SP:Iteration 3F (1511.027844 sec): 3 clusters Score: Raw -868369.868605 + Penalty 3101.294932 = -865268.573673 nChanged 716 SP:Iteration 4F (1511.109467 sec): 3 clusters Score: Raw -868726.016629 + Penalty 3101.294932 = -865624.721697 nChanged 776 SP:Iteration 5F (1511.169805 sec): 3 clusters Score: Raw -869184.557876 + Penalty 3101.294932 = -866083.262943 nChanged 884 SP:Iteration 6F (1511.233601 sec): 3 clusters Score: Raw -869831.052405 + Penalty 3101.294932 = -866729.757472 nChanged 923 SP:Iteration 7F (1511.310878 sec): 3 clusters Score: Raw -870595.635472 + Penalty 3101.294932 = -867494.340539 nChanged 861 SP:Iteration 8F (1511.385114 sec): 3 clusters Score: Raw -871382.899924 + Penalty 3101.294932 = -868281.604992 nChanged 671 SP:Iteration 9Q (1511.454592 sec): 3 clusters Score: Raw -872027.685768 + Penalty 3101.294932 = -868926.390836 nChanged 438 SP:Iteration 10Q (1511.528421 sec): 3 clusters Score: Raw -872402.707702 + Penalty 3101.294932 = -869301.412770 nChanged 260 SP:Iteration 11Q (1511.595515 sec): 3 clusters Score: Raw -872598.548667 + Penalty 3101.294932 = -869497.253735 nChanged 191 SP:Iteration 12Q (1511.668569 sec): 3 clusters Score: Raw -872726.470231 + Penalty 3101.294932 = -869625.175299 nChanged 132 SP:Iteration 13Q (1511.734249 sec): 3 clusters Score: Raw -872799.602432 + Penalty 3101.294932 = -869698.307500 nChanged 84 SP:Iteration 14Q (1511.793170 sec): 3 clusters Score: Raw -872845.994258 + Penalty 3101.294932 = -869744.699326 nChanged 55 SP:Iteration 15Q (1511.868256 sec): 3 clusters Score: Raw -872868.145325 + Penalty 3101.294932 = -869766.850393 nChanged 34 SP:Iteration 16Q (1511.938414 sec): 3 clusters Score: Raw -872879.076604 + Penalty 3101.294932 = -869777.781672 nChanged 23 SP:Iteration 17Q (1512.003912 sec): 3 clusters Score: Raw -872885.828862 + Penalty 3101.294932 = -869784.533930 nChanged 17 SP:Iteration 18Q (1512.065942 sec): 3 clusters Score: Raw -872892.345668 + Penalty 3101.294932 = -869791.050736 nChanged 14 SP:Iteration 19Q (1512.129727 sec): 3 clusters Score: Raw -872896.810472 + Penalty 3101.294932 = -869795.515540 nChanged 14 SP:Iteration 20F (1512.201244 sec): 3 clusters Score: Raw -872902.729253 + Penalty 3101.294932 = -869801.434320 nChanged 18 SP:Iteration 21Q (1512.267381 sec): 3 clusters Score: Raw -872909.756634 + Penalty 3101.294932 = -869808.461702 nChanged 21 SP:Iteration 22Q (1512.330725 sec): 3 clusters Score: Raw -872916.296419 + Penalty 3101.294932 = -869815.001486 nChanged 16 SP:Iteration 23Q (1512.397144 sec): 3 clusters Score: Raw -872920.959098 + Penalty 3101.294932 = -869819.664166 nChanged 12 SP:Iteration 24Q (1512.456481 sec): 3 clusters Score: Raw -872925.193256 + Penalty 3101.294932 = -869823.898324 nChanged 9 SP:Iteration 25Q (1512.518318 sec): 3 clusters Score: Raw -872928.065553 + Penalty 3101.294932 = -869826.770620 nChanged 15 SP:Iteration 26Q (1512.593313 sec): 3 clusters Score: Raw -872931.917017 + Penalty 3101.294932 = -869830.622084 nChanged 6 SP:Iteration 27Q (1512.651928 sec): 3 clusters Score: Raw -872933.414560 + Penalty 3101.294932 = -869832.119627 nChanged 7 SP:Iteration 28Q (1512.725541 sec): 3 clusters Score: Raw -872936.057355 + Penalty 3101.294932 = -869834.762423 nChanged 10 SP:Iteration 29Q (1512.784887 sec): 3 clusters Score: Raw -872938.479652 + Penalty 3101.294932 = -869837.184719 nChanged 10 SP:Iteration 30Q (1512.853767 sec): 3 clusters Score: Raw -872941.368805 + Penalty 3101.294932 = -869840.073873 nChanged 5 SP:Iteration 31Q (1512.916643 sec): 3 clusters Score: Raw -872942.339519 + Penalty 3101.294932 = -869841.044586 nChanged 1 SP:Iteration 32Q (1512.982260 sec): 3 clusters Score: Raw -872942.464951 + Penalty 3101.294932 = -869841.170019 nChanged 1 SP:Iteration 33Q (1513.033696 sec): 3 clusters Score: Raw -872942.521234 + Penalty 3101.294932 = -869841.226301 nChanged 0 SP:Iteration 34F (1513.110249 sec): 3 clusters Score: Raw -872942.521234 + Penalty 3101.294932 = -869841.226301 nChanged 0 Trying to split cluster 8 (1003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1513.132246 sec): 2 clusters Score: Raw -57305.900500 + Penalty 1122.997003 = -56182.903497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1513.174452 sec): 3 clusters Score: Raw -56978.724966 + Penalty 2245.994006 = -54732.730960 nChanged 290 SP:Iteration 1F (1513.227912 sec): 3 clusters Score: Raw -57240.814165 + Penalty 2245.994006 = -54994.820159 nChanged 74 SP:Iteration 2F (1513.276916 sec): 3 clusters Score: Raw -57326.355876 + Penalty 2245.994006 = -55080.361870 nChanged 48 SP:Iteration 3Q (1513.322308 sec): 3 clusters Score: Raw -57384.541542 + Penalty 2245.994006 = -55138.547536 nChanged 39 SP:Iteration 4Q (1513.359414 sec): 3 clusters Score: Raw -57437.304066 + Penalty 2245.994006 = -55191.310060 nChanged 30 SP:Iteration 5Q (1513.404812 sec): 3 clusters Score: Raw -57472.067106 + Penalty 2245.994006 = -55226.073100 nChanged 21 SP:Iteration 6Q (1513.457810 sec): 3 clusters Score: Raw -57492.462861 + Penalty 2245.994006 = -55246.468855 nChanged 20 SP:Iteration 7Q (1513.506752 sec): 3 clusters Score: Raw -57524.520890 + Penalty 2245.994006 = -55278.526884 nChanged 28 SP:Iteration 8Q (1513.551267 sec): 3 clusters Score: Raw -57554.183227 + Penalty 2245.994006 = -55308.189221 nChanged 19 SP:Iteration 9Q (1513.598093 sec): 3 clusters Score: Raw -57580.683946 + Penalty 2245.994006 = -55334.689940 nChanged 21 SP:Iteration 10Q (1513.650770 sec): 3 clusters Score: Raw -57604.375836 + Penalty 2245.994006 = -55358.381830 nChanged 16 SP:Iteration 11Q (1513.701317 sec): 3 clusters Score: Raw -57626.413209 + Penalty 2245.994006 = -55380.419203 nChanged 15 SP:Iteration 12Q (1513.753225 sec): 3 clusters Score: Raw -57643.441526 + Penalty 2245.994006 = -55397.447520 nChanged 11 SP:Iteration 13Q (1513.801672 sec): 3 clusters Score: Raw -57654.499948 + Penalty 2245.994006 = -55408.505942 nChanged 9 SP:Iteration 14Q (1513.851565 sec): 3 clusters Score: Raw -57667.187074 + Penalty 2245.994006 = -55421.193067 nChanged 7 SP:Iteration 15Q (1513.900605 sec): 3 clusters Score: Raw -57673.716930 + Penalty 2245.994006 = -55427.722924 nChanged 10 SP:Iteration 16Q (1513.948017 sec): 3 clusters Score: Raw -57681.729400 + Penalty 2245.994006 = -55435.735394 nChanged 4 SP:Iteration 17Q (1513.990237 sec): 3 clusters Score: Raw -57688.067181 + Penalty 2245.994006 = -55442.073175 nChanged 7 SP:Iteration 18Q (1514.038242 sec): 3 clusters Score: Raw -57694.571536 + Penalty 2245.994006 = -55448.577530 nChanged 4 SP:Iteration 19Q (1514.085406 sec): 3 clusters Score: Raw -57697.084395 + Penalty 2245.994006 = -55451.090389 nChanged 1 SP:Iteration 20F (1514.131224 sec): 3 clusters Score: Raw -57698.054907 + Penalty 2245.994006 = -55452.060901 nChanged 1 SP:Iteration 21Q (1514.178056 sec): 3 clusters Score: Raw -57698.507463 + Penalty 2245.994006 = -55452.513457 nChanged 0 SP:Iteration 22F (1514.229111 sec): 3 clusters Score: Raw -57698.507463 + Penalty 2245.994006 = -55452.513457 nChanged 0 Trying to split cluster 9 (7433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1514.274011 sec): 2 clusters Score: Raw -428985.335659 + Penalty 1448.473784 = -427536.861875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1514.333870 sec): 3 clusters Score: Raw -424860.281740 + Penalty 2896.947568 = -421963.334172 nChanged 3144 SP:Iteration 1F (1514.380032 sec): 3 clusters Score: Raw -426602.458815 + Penalty 2896.947568 = -423705.511247 nChanged 518 SP:Iteration 2F (1514.447099 sec): 3 clusters Score: Raw -426886.448187 + Penalty 2896.947568 = -423989.500619 nChanged 458 SP:Iteration 3F (1514.500515 sec): 3 clusters Score: Raw -427168.247031 + Penalty 2896.947568 = -424271.299463 nChanged 420 SP:Iteration 4F (1514.558933 sec): 3 clusters Score: Raw -427464.954189 + Penalty 2896.947568 = -424568.006621 nChanged 417 SP:Iteration 5F (1514.616312 sec): 3 clusters Score: Raw -427751.484445 + Penalty 2896.947568 = -424854.536877 nChanged 403 SP:Iteration 6F (1514.671409 sec): 3 clusters Score: Raw -428047.640312 + Penalty 2896.947568 = -425150.692744 nChanged 388 SP:Iteration 7F (1514.737225 sec): 3 clusters Score: Raw -428314.433145 + Penalty 2896.947568 = -425417.485576 nChanged 368 SP:Iteration 8Q (1514.789902 sec): 3 clusters Score: Raw -428552.038814 + Penalty 2896.947568 = -425655.091246 nChanged 298 SP:Iteration 9Q (1514.855809 sec): 3 clusters Score: Raw -428709.463221 + Penalty 2896.947568 = -425812.515653 nChanged 216 SP:Iteration 10Q (1514.911813 sec): 3 clusters Score: Raw -428809.454003 + Penalty 2896.947568 = -425912.506435 nChanged 170 SP:Iteration 11Q (1514.975685 sec): 3 clusters Score: Raw -428868.079223 + Penalty 2896.947568 = -425971.131655 nChanged 110 SP:Iteration 12Q (1515.035366 sec): 3 clusters Score: Raw -428901.936633 + Penalty 2896.947568 = -426004.989065 nChanged 88 SP:Iteration 13Q (1515.093617 sec): 3 clusters Score: Raw -428922.636304 + Penalty 2896.947568 = -426025.688736 nChanged 62 SP:Iteration 14Q (1515.152587 sec): 3 clusters Score: Raw -428937.300955 + Penalty 2896.947568 = -426040.353387 nChanged 58 SP:Iteration 15Q (1515.211431 sec): 3 clusters Score: Raw -428950.841060 + Penalty 2896.947568 = -426053.893492 nChanged 54 SP:Iteration 16Q (1515.257538 sec): 3 clusters Score: Raw -428964.115875 + Penalty 2896.947568 = -426067.168307 nChanged 41 SP:Iteration 17Q (1515.318869 sec): 3 clusters Score: Raw -428973.222866 + Penalty 2896.947568 = -426076.275298 nChanged 34 SP:Iteration 18Q (1515.383142 sec): 3 clusters Score: Raw -428980.448200 + Penalty 2896.947568 = -426083.500632 nChanged 40 SP:Iteration 19Q (1515.442390 sec): 3 clusters Score: Raw -428988.185351 + Penalty 2896.947568 = -426091.237783 nChanged 32 SP:Iteration 20F (1515.491895 sec): 3 clusters Score: Raw -428995.232520 + Penalty 2896.947568 = -426098.284952 nChanged 28 SP:Iteration 21Q (1515.546594 sec): 3 clusters Score: Raw -429000.121051 + Penalty 2896.947568 = -426103.173483 nChanged 28 SP:Iteration 22Q (1515.611913 sec): 3 clusters Score: Raw -429004.533210 + Penalty 2896.947568 = -426107.585642 nChanged 20 SP:Iteration 23Q (1515.668548 sec): 3 clusters Score: Raw -429007.406593 + Penalty 2896.947568 = -426110.459024 nChanged 19 SP:Iteration 24Q (1515.727714 sec): 3 clusters Score: Raw -429010.124750 + Penalty 2896.947568 = -426113.177182 nChanged 19 SP:Iteration 25Q (1515.778412 sec): 3 clusters Score: Raw -429012.825285 + Penalty 2896.947568 = -426115.877717 nChanged 19 SP:Iteration 26Q (1515.846801 sec): 3 clusters Score: Raw -429015.867404 + Penalty 2896.947568 = -426118.919836 nChanged 16 SP:Iteration 27Q (1515.897681 sec): 3 clusters Score: Raw -429018.504500 + Penalty 2896.947568 = -426121.556932 nChanged 17 SP:Iteration 28Q (1515.955382 sec): 3 clusters Score: Raw -429021.389265 + Penalty 2896.947568 = -426124.441697 nChanged 16 SP:Iteration 29Q (1516.014854 sec): 3 clusters Score: Raw -429024.311922 + Penalty 2896.947568 = -426127.364354 nChanged 10 SP:Iteration 30Q (1516.075457 sec): 3 clusters Score: Raw -429025.453949 + Penalty 2896.947568 = -426128.506381 nChanged 10 SP:Iteration 31Q (1516.138732 sec): 3 clusters Score: Raw -429026.792155 + Penalty 2896.947568 = -426129.844587 nChanged 12 SP:Iteration 32Q (1516.195685 sec): 3 clusters Score: Raw -429028.338814 + Penalty 2896.947568 = -426131.391246 nChanged 18 SP:Iteration 33Q (1516.256081 sec): 3 clusters Score: Raw -429031.219957 + Penalty 2896.947568 = -426134.272389 nChanged 16 SP:Iteration 34Q (1516.304172 sec): 3 clusters Score: Raw -429033.709590 + Penalty 2896.947568 = -426136.762022 nChanged 9 SP:Iteration 35Q (1516.372139 sec): 3 clusters Score: Raw -429034.926827 + Penalty 2896.947568 = -426137.979259 nChanged 13 SP:Iteration 36Q (1516.428664 sec): 3 clusters Score: Raw -429036.183021 + Penalty 2896.947568 = -426139.235453 nChanged 10 SP:Iteration 37Q (1516.473757 sec): 3 clusters Score: Raw -429037.356555 + Penalty 2896.947568 = -426140.408987 nChanged 9 SP:Iteration 38Q (1516.532974 sec): 3 clusters Score: Raw -429038.755953 + Penalty 2896.947568 = -426141.808385 nChanged 8 SP:Iteration 39Q (1516.580525 sec): 3 clusters Score: Raw -429039.923374 + Penalty 2896.947568 = -426142.975806 nChanged 8 SP:Iteration 40F (1516.650077 sec): 3 clusters Score: Raw -429040.615251 + Penalty 2896.947568 = -426143.667683 nChanged 2 SP:Iteration 41Q (1516.708176 sec): 3 clusters Score: Raw -429040.711049 + Penalty 2896.947568 = -426143.763481 nChanged 0 SP:Iteration 42F (1516.760043 sec): 3 clusters Score: Raw -429040.711049 + Penalty 2896.947568 = -426143.763481 nChanged 0 Trying to split cluster 10 (2673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1516.782903 sec): 2 clusters Score: Raw -163489.954794 + Penalty 1282.280466 = -162207.674327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1516.842220 sec): 3 clusters Score: Raw -162231.185887 + Penalty 2564.560933 = -159666.624954 nChanged 962 SP:Iteration 1F (1516.896047 sec): 3 clusters Score: Raw -162789.001587 + Penalty 2564.560933 = -160224.440654 nChanged 193 SP:Iteration 2F (1516.945779 sec): 3 clusters Score: Raw -162913.771101 + Penalty 2564.560933 = -160349.210168 nChanged 148 SP:Iteration 3F (1516.987267 sec): 3 clusters Score: Raw -162997.979359 + Penalty 2564.560933 = -160433.418426 nChanged 99 SP:Iteration 4Q (1517.038078 sec): 3 clusters Score: Raw -163052.753957 + Penalty 2564.560933 = -160488.193025 nChanged 81 SP:Iteration 5Q (1517.088356 sec): 3 clusters Score: Raw -163092.304386 + Penalty 2564.560933 = -160527.743453 nChanged 47 SP:Iteration 6Q (1517.137728 sec): 3 clusters Score: Raw -163117.206113 + Penalty 2564.560933 = -160552.645180 nChanged 44 SP:Iteration 7Q (1517.190998 sec): 3 clusters Score: Raw -163137.076741 + Penalty 2564.560933 = -160572.515808 nChanged 37 SP:Iteration 8Q (1517.246747 sec): 3 clusters Score: Raw -163152.084188 + Penalty 2564.560933 = -160587.523255 nChanged 26 SP:Iteration 9Q (1517.301633 sec): 3 clusters Score: Raw -163164.808496 + Penalty 2564.560933 = -160600.247563 nChanged 34 SP:Iteration 10Q (1517.354198 sec): 3 clusters Score: Raw -163178.167701 + Penalty 2564.560933 = -160613.606768 nChanged 20 SP:Iteration 11Q (1517.410014 sec): 3 clusters Score: Raw -163188.306517 + Penalty 2564.560933 = -160623.745584 nChanged 26 SP:Iteration 12Q (1517.462625 sec): 3 clusters Score: Raw -163196.263711 + Penalty 2564.560933 = -160631.702778 nChanged 16 SP:Iteration 13Q (1517.524282 sec): 3 clusters Score: Raw -163201.742261 + Penalty 2564.560933 = -160637.181328 nChanged 14 SP:Iteration 14Q (1517.564881 sec): 3 clusters Score: Raw -163206.734193 + Penalty 2564.560933 = -160642.173260 nChanged 12 SP:Iteration 15Q (1517.622746 sec): 3 clusters Score: Raw -163212.923925 + Penalty 2564.560933 = -160648.362992 nChanged 13 SP:Iteration 16Q (1517.669151 sec): 3 clusters Score: Raw -163218.048188 + Penalty 2564.560933 = -160653.487256 nChanged 9 SP:Iteration 17Q (1517.724729 sec): 3 clusters Score: Raw -163222.003831 + Penalty 2564.560933 = -160657.442898 nChanged 11 SP:Iteration 18Q (1517.781471 sec): 3 clusters Score: Raw -163225.773746 + Penalty 2564.560933 = -160661.212813 nChanged 6 SP:Iteration 19Q (1517.832983 sec): 3 clusters Score: Raw -163227.486254 + Penalty 2564.560933 = -160662.925322 nChanged 7 SP:Iteration 20F (1517.887564 sec): 3 clusters Score: Raw -163228.859272 + Penalty 2564.560933 = -160664.298340 nChanged 3 SP:Iteration 21Q (1517.939430 sec): 3 clusters Score: Raw -163229.877917 + Penalty 2564.560933 = -160665.316985 nChanged 3 SP:Iteration 22Q (1517.991885 sec): 3 clusters Score: Raw -163231.050278 + Penalty 2564.560933 = -160666.489346 nChanged 1 SP:Iteration 23Q (1518.047059 sec): 3 clusters Score: Raw -163231.206256 + Penalty 2564.560933 = -160666.645323 nChanged 1 SP:Iteration 24Q (1518.098400 sec): 3 clusters Score: Raw -163231.524390 + Penalty 2564.560933 = -160666.963457 nChanged 1 SP:Iteration 25Q (1518.148649 sec): 3 clusters Score: Raw -163231.693468 + Penalty 2564.560933 = -160667.132536 nChanged 1 SP:Iteration 26Q (1518.198594 sec): 3 clusters Score: Raw -163231.785708 + Penalty 2564.560933 = -160667.224776 nChanged 0 SP:Iteration 27F (1518.240589 sec): 3 clusters Score: Raw -163231.785708 + Penalty 2564.560933 = -160667.224776 nChanged 0 Trying to split cluster 11 (3216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1518.281742 sec): 2 clusters Score: Raw -206956.857832 + Penalty 1312.332715 = -205644.525117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1518.334196 sec): 3 clusters Score: Raw -205427.728339 + Penalty 2624.665430 = -202803.062909 nChanged 1206 SP:Iteration 1F (1518.385714 sec): 3 clusters Score: Raw -206131.172785 + Penalty 2624.665430 = -203506.507355 nChanged 246 SP:Iteration 2F (1518.433248 sec): 3 clusters Score: Raw -206263.355083 + Penalty 2624.665430 = -203638.689654 nChanged 140 SP:Iteration 3Q (1518.489577 sec): 3 clusters Score: Raw -206328.828455 + Penalty 2624.665430 = -203704.163025 nChanged 104 SP:Iteration 4Q (1518.543009 sec): 3 clusters Score: Raw -206376.329657 + Penalty 2624.665430 = -203751.664227 nChanged 77 SP:Iteration 5Q (1518.587176 sec): 3 clusters Score: Raw -206407.465442 + Penalty 2624.665430 = -203782.800012 nChanged 50 SP:Iteration 6Q (1518.645816 sec): 3 clusters Score: Raw -206425.351676 + Penalty 2624.665430 = -203800.686246 nChanged 37 SP:Iteration 7Q (1518.688284 sec): 3 clusters Score: Raw -206435.596453 + Penalty 2624.665430 = -203810.931023 nChanged 25 SP:Iteration 8Q (1518.745746 sec): 3 clusters Score: Raw -206445.160488 + Penalty 2624.665430 = -203820.495058 nChanged 22 SP:Iteration 9Q (1518.790681 sec): 3 clusters Score: Raw -206452.240913 + Penalty 2624.665430 = -203827.575483 nChanged 19 SP:Iteration 10Q (1518.838987 sec): 3 clusters Score: Raw -206457.845010 + Penalty 2624.665430 = -203833.179580 nChanged 17 SP:Iteration 11Q (1518.892546 sec): 3 clusters Score: Raw -206462.788424 + Penalty 2624.665430 = -203838.122994 nChanged 13 SP:Iteration 12Q (1518.955009 sec): 3 clusters Score: Raw -206468.698974 + Penalty 2624.665430 = -203844.033544 nChanged 15 SP:Iteration 13Q (1519.010165 sec): 3 clusters Score: Raw -206472.894961 + Penalty 2624.665430 = -203848.229531 nChanged 14 SP:Iteration 14Q (1519.055917 sec): 3 clusters Score: Raw -206476.457217 + Penalty 2624.665430 = -203851.791787 nChanged 12 SP:Iteration 15Q (1519.097997 sec): 3 clusters Score: Raw -206479.645437 + Penalty 2624.665430 = -203854.980007 nChanged 10 SP:Iteration 16Q (1519.154243 sec): 3 clusters Score: Raw -206483.808279 + Penalty 2624.665430 = -203859.142849 nChanged 15 SP:Iteration 17Q (1519.202610 sec): 3 clusters Score: Raw -206487.963599 + Penalty 2624.665430 = -203863.298169 nChanged 17 SP:Iteration 18Q (1519.242229 sec): 3 clusters Score: Raw -206493.481331 + Penalty 2624.665430 = -203868.815902 nChanged 21 SP:Iteration 19Q (1519.293581 sec): 3 clusters Score: Raw -206502.149259 + Penalty 2624.665430 = -203877.483829 nChanged 14 SP:Iteration 20F (1519.343664 sec): 3 clusters Score: Raw -206507.824110 + Penalty 2624.665430 = -203883.158680 nChanged 19 SP:Iteration 21Q (1519.386902 sec): 3 clusters Score: Raw -206515.760750 + Penalty 2624.665430 = -203891.095320 nChanged 22 SP:Iteration 22Q (1519.438843 sec): 3 clusters Score: Raw -206523.378339 + Penalty 2624.665430 = -203898.712909 nChanged 28 SP:Iteration 23Q (1519.490158 sec): 3 clusters Score: Raw -206535.340719 + Penalty 2624.665430 = -203910.675289 nChanged 28 SP:Iteration 24Q (1519.539622 sec): 3 clusters Score: Raw -206545.983887 + Penalty 2624.665430 = -203921.318457 nChanged 32 SP:Iteration 25Q (1519.594331 sec): 3 clusters Score: Raw -206554.601190 + Penalty 2624.665430 = -203929.935760 nChanged 22 SP:Iteration 26Q (1519.646298 sec): 3 clusters Score: Raw -206562.605623 + Penalty 2624.665430 = -203937.940193 nChanged 21 SP:Iteration 27Q (1519.693439 sec): 3 clusters Score: Raw -206567.787733 + Penalty 2624.665430 = -203943.122303 nChanged 19 SP:Iteration 28Q (1519.742951 sec): 3 clusters Score: Raw -206573.595857 + Penalty 2624.665430 = -203948.930427 nChanged 22 SP:Iteration 29Q (1519.791922 sec): 3 clusters Score: Raw -206579.974775 + Penalty 2624.665430 = -203955.309345 nChanged 17 SP:Iteration 30Q (1519.835925 sec): 3 clusters Score: Raw -206583.941306 + Penalty 2624.665430 = -203959.275876 nChanged 12 SP:Iteration 31Q (1519.889263 sec): 3 clusters Score: Raw -206587.422663 + Penalty 2624.665430 = -203962.757233 nChanged 10 SP:Iteration 32Q (1519.940765 sec): 3 clusters Score: Raw -206591.867469 + Penalty 2624.665430 = -203967.202039 nChanged 12 SP:Iteration 33Q (1519.990606 sec): 3 clusters Score: Raw -206595.334116 + Penalty 2624.665430 = -203970.668686 nChanged 12 SP:Iteration 34Q (1520.042907 sec): 3 clusters Score: Raw -206598.809883 + Penalty 2624.665430 = -203974.144453 nChanged 10 SP:Iteration 35Q (1520.088646 sec): 3 clusters Score: Raw -206601.166270 + Penalty 2624.665430 = -203976.500840 nChanged 8 SP:Iteration 36Q (1520.140299 sec): 3 clusters Score: Raw -206603.981370 + Penalty 2624.665430 = -203979.315940 nChanged 8 SP:Iteration 37Q (1520.182864 sec): 3 clusters Score: Raw -206605.705408 + Penalty 2624.665430 = -203981.039978 nChanged 14 SP:Iteration 38Q (1520.234564 sec): 3 clusters Score: Raw -206610.166220 + Penalty 2624.665430 = -203985.500790 nChanged 15 SP:Iteration 39Q (1520.290727 sec): 3 clusters Score: Raw -206615.506472 + Penalty 2624.665430 = -203990.841042 nChanged 17 SP:Iteration 40F (1520.353096 sec): 3 clusters Score: Raw -206622.452743 + Penalty 2624.665430 = -203997.787313 nChanged 19 SP:Iteration 41Q (1520.395614 sec): 3 clusters Score: Raw -206629.037761 + Penalty 2624.665430 = -204004.372331 nChanged 21 SP:Iteration 42Q (1520.450222 sec): 3 clusters Score: Raw -206636.691346 + Penalty 2624.665430 = -204012.025916 nChanged 22 SP:Iteration 43Q (1520.503826 sec): 3 clusters Score: Raw -206644.106160 + Penalty 2624.665430 = -204019.440730 nChanged 22 SP:Iteration 44Q (1520.555874 sec): 3 clusters Score: Raw -206653.380412 + Penalty 2624.665430 = -204028.714982 nChanged 28 SP:Iteration 45Q (1520.614415 sec): 3 clusters Score: Raw -206663.794319 + Penalty 2624.665430 = -204039.128889 nChanged 31 SP:Iteration 46Q (1520.674466 sec): 3 clusters Score: Raw -206675.348723 + Penalty 2624.665430 = -204050.683293 nChanged 33 SP:Iteration 47Q (1520.711690 sec): 3 clusters Score: Raw -206687.179618 + Penalty 2624.665430 = -204062.514188 nChanged 32 SP:Iteration 48Q (1520.772373 sec): 3 clusters Score: Raw -206698.709220 + Penalty 2624.665430 = -204074.043790 nChanged 31 SP:Iteration 49Q (1520.827501 sec): 3 clusters Score: Raw -206709.854478 + Penalty 2624.665430 = -204085.189048 nChanged 25 SP:Iteration 50Q (1520.882622 sec): 3 clusters Score: Raw -206719.651559 + Penalty 2624.665430 = -204094.986129 nChanged 19 SP:Iteration 51Q (1520.928425 sec): 3 clusters Score: Raw -206727.968758 + Penalty 2624.665430 = -204103.303329 nChanged 24 SP:Iteration 52Q (1520.989143 sec): 3 clusters Score: Raw -206737.439999 + Penalty 2624.665430 = -204112.774569 nChanged 29 SP:Iteration 53Q (1521.046628 sec): 3 clusters Score: Raw -206748.781982 + Penalty 2624.665430 = -204124.116552 nChanged 20 SP:Iteration 54Q (1521.101896 sec): 3 clusters Score: Raw -206755.874052 + Penalty 2624.665430 = -204131.208622 nChanged 19 SP:Iteration 55Q (1521.153262 sec): 3 clusters Score: Raw -206760.876124 + Penalty 2624.665430 = -204136.210694 nChanged 16 SP:Iteration 56Q (1521.204409 sec): 3 clusters Score: Raw -206766.103279 + Penalty 2624.665430 = -204141.437849 nChanged 16 SP:Iteration 57Q (1521.255941 sec): 3 clusters Score: Raw -206771.672288 + Penalty 2624.665430 = -204147.006858 nChanged 18 SP:Iteration 58Q (1521.308492 sec): 3 clusters Score: Raw -206779.259345 + Penalty 2624.665430 = -204154.593916 nChanged 21 SP:Iteration 59Q (1521.359813 sec): 3 clusters Score: Raw -206785.768485 + Penalty 2624.665430 = -204161.103055 nChanged 13 SP:Iteration 60F (1521.412165 sec): 3 clusters Score: Raw -206789.750073 + Penalty 2624.665430 = -204165.084643 nChanged 11 SP:Iteration 61Q (1521.468930 sec): 3 clusters Score: Raw -206792.111645 + Penalty 2624.665430 = -204167.446216 nChanged 7 SP:Iteration 62Q (1521.519178 sec): 3 clusters Score: Raw -206794.141660 + Penalty 2624.665430 = -204169.476230 nChanged 5 SP:Iteration 63Q (1521.569158 sec): 3 clusters Score: Raw -206796.715494 + Penalty 2624.665430 = -204172.050064 nChanged 6 SP:Iteration 64Q (1521.614232 sec): 3 clusters Score: Raw -206798.770048 + Penalty 2624.665430 = -204174.104618 nChanged 4 SP:Iteration 65Q (1521.669440 sec): 3 clusters Score: Raw -206799.841476 + Penalty 2624.665430 = -204175.176046 nChanged 9 SP:Iteration 66Q (1521.731285 sec): 3 clusters Score: Raw -206802.277998 + Penalty 2624.665430 = -204177.612569 nChanged 4 SP:Iteration 67Q (1521.779387 sec): 3 clusters Score: Raw -206803.925945 + Penalty 2624.665430 = -204179.260515 nChanged 6 SP:Iteration 68Q (1521.825524 sec): 3 clusters Score: Raw -206805.602068 + Penalty 2624.665430 = -204180.936639 nChanged 5 SP:Iteration 69Q (1521.882425 sec): 3 clusters Score: Raw -206806.711307 + Penalty 2624.665430 = -204182.045877 nChanged 4 SP:Iteration 70Q (1521.937179 sec): 3 clusters Score: Raw -206808.287870 + Penalty 2624.665430 = -204183.622440 nChanged 6 SP:Iteration 71Q (1521.991717 sec): 3 clusters Score: Raw -206809.815458 + Penalty 2624.665430 = -204185.150028 nChanged 3 SP:Iteration 72Q (1522.041770 sec): 3 clusters Score: Raw -206810.384998 + Penalty 2624.665430 = -204185.719568 nChanged 2 SP:Iteration 73Q (1522.091941 sec): 3 clusters Score: Raw -206810.901572 + Penalty 2624.665430 = -204186.236142 nChanged 2 SP:Iteration 74Q (1522.150923 sec): 3 clusters Score: Raw -206811.323501 + Penalty 2624.665430 = -204186.658071 nChanged 1 SP:Iteration 75Q (1522.207682 sec): 3 clusters Score: Raw -206811.438892 + Penalty 2624.665430 = -204186.773462 nChanged 0 SP:Iteration 76F (1522.261303 sec): 3 clusters Score: Raw -206811.438892 + Penalty 2624.665430 = -204186.773462 nChanged 0 Trying to split cluster 12 (4627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1522.279890 sec): 2 clusters Score: Raw -228979.913105 + Penalty 1371.445398 = -227608.467707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1522.345976 sec): 3 clusters Score: Raw -226608.536258 + Penalty 2742.890796 = -223865.645462 nChanged 1868 SP:Iteration 1F (1522.398115 sec): 3 clusters Score: Raw -227778.681779 + Penalty 2742.890796 = -225035.790982 nChanged 418 SP:Iteration 2F (1522.453783 sec): 3 clusters Score: Raw -228131.062341 + Penalty 2742.890796 = -225388.171545 nChanged 357 SP:Iteration 3F (1522.511962 sec): 3 clusters Score: Raw -228484.325871 + Penalty 2742.890796 = -225741.435075 nChanged 402 SP:Iteration 4F (1522.567508 sec): 3 clusters Score: Raw -228957.250824 + Penalty 2742.890796 = -226214.360027 nChanged 410 SP:Iteration 5F (1522.611713 sec): 3 clusters Score: Raw -229406.100217 + Penalty 2742.890796 = -226663.209420 nChanged 364 SP:Iteration 6F (1522.678026 sec): 3 clusters Score: Raw -229778.562959 + Penalty 2742.890796 = -227035.672163 nChanged 260 SP:Iteration 7F (1522.735153 sec): 3 clusters Score: Raw -229991.691872 + Penalty 2742.890796 = -227248.801075 nChanged 163 SP:Iteration 8Q (1522.779380 sec): 3 clusters Score: Raw -230110.740525 + Penalty 2742.890796 = -227367.849729 nChanged 107 SP:Iteration 9Q (1522.840303 sec): 3 clusters Score: Raw -230171.741368 + Penalty 2742.890796 = -227428.850571 nChanged 69 SP:Iteration 10Q (1522.892273 sec): 3 clusters Score: Raw -230202.594340 + Penalty 2742.890796 = -227459.703544 nChanged 41 SP:Iteration 11Q (1522.944486 sec): 3 clusters Score: Raw -230223.219457 + Penalty 2742.890796 = -227480.328661 nChanged 29 SP:Iteration 12Q (1522.996151 sec): 3 clusters Score: Raw -230235.031355 + Penalty 2742.890796 = -227492.140558 nChanged 21 SP:Iteration 13Q (1523.058579 sec): 3 clusters Score: Raw -230242.637997 + Penalty 2742.890796 = -227499.747200 nChanged 13 SP:Iteration 14Q (1523.107702 sec): 3 clusters Score: Raw -230246.036493 + Penalty 2742.890796 = -227503.145696 nChanged 10 SP:Iteration 15Q (1523.164125 sec): 3 clusters Score: Raw -230248.398433 + Penalty 2742.890796 = -227505.507636 nChanged 8 SP:Iteration 16Q (1523.217592 sec): 3 clusters Score: Raw -230250.842753 + Penalty 2742.890796 = -227507.951956 nChanged 6 SP:Iteration 17Q (1523.273484 sec): 3 clusters Score: Raw -230253.044056 + Penalty 2742.890796 = -227510.153259 nChanged 2 SP:Iteration 18Q (1523.315967 sec): 3 clusters Score: Raw -230253.894319 + Penalty 2742.890796 = -227511.003523 nChanged 3 SP:Iteration 19Q (1523.375916 sec): 3 clusters Score: Raw -230255.113442 + Penalty 2742.890796 = -227512.222646 nChanged 3 SP:Iteration 20F (1523.431448 sec): 3 clusters Score: Raw -230255.909494 + Penalty 2742.890796 = -227513.018697 nChanged 3 SP:Iteration 21Q (1523.484634 sec): 3 clusters Score: Raw -230256.851403 + Penalty 2742.890796 = -227513.960606 nChanged 0 SP:Iteration 22F (1523.540299 sec): 3 clusters Score: Raw -230256.851403 + Penalty 2742.890796 = -227513.960606 nChanged 0 Trying to split cluster 13 (22499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1523.595961 sec): 2 clusters Score: Raw -1412697.676400 + Penalty 1628.449248 = -1411069.227152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1523.682120 sec): 3 clusters Score: Raw -1399097.675202 + Penalty 3256.898496 = -1395840.776706 nChanged 10197 SP:Iteration 1F (1523.768283 sec): 3 clusters Score: Raw -1404731.363655 + Penalty 3256.898496 = -1401474.465159 nChanged 1155 SP:Iteration 2F (1523.850672 sec): 3 clusters Score: Raw -1405168.047919 + Penalty 3256.898496 = -1401911.149422 nChanged 1087 SP:Iteration 3Q (1523.937519 sec): 3 clusters Score: Raw -1405612.046324 + Penalty 3256.898496 = -1402355.147827 nChanged 1140 SP:Iteration 4F (1524.021324 sec): 3 clusters Score: Raw -1406138.908916 + Penalty 3256.898496 = -1402882.010420 nChanged 1135 SP:Iteration 5F (1524.115010 sec): 3 clusters Score: Raw -1406703.877001 + Penalty 3256.898496 = -1403446.978505 nChanged 1116 SP:Iteration 6Q (1524.203198 sec): 3 clusters Score: Raw -1407336.360527 + Penalty 3256.898496 = -1404079.462031 nChanged 1154 SP:Iteration 7F (1524.278167 sec): 3 clusters Score: Raw -1408076.083946 + Penalty 3256.898496 = -1404819.185450 nChanged 1125 SP:Iteration 8F (1524.373907 sec): 3 clusters Score: Raw -1408807.749811 + Penalty 3256.898496 = -1405550.851315 nChanged 965 SP:Iteration 9Q (1524.457926 sec): 3 clusters Score: Raw -1409400.647117 + Penalty 3256.898496 = -1406143.748621 nChanged 741 SP:Iteration 10Q (1524.542647 sec): 3 clusters Score: Raw -1409747.850534 + Penalty 3256.898496 = -1406490.952038 nChanged 552 SP:Iteration 11Q (1524.630080 sec): 3 clusters Score: Raw -1409963.832531 + Penalty 3256.898496 = -1406706.934034 nChanged 434 SP:Iteration 12Q (1524.701289 sec): 3 clusters Score: Raw -1410120.940100 + Penalty 3256.898496 = -1406864.041603 nChanged 425 SP:Iteration 13Q (1524.786131 sec): 3 clusters Score: Raw -1410291.730736 + Penalty 3256.898496 = -1407034.832239 nChanged 437 SP:Iteration 14Q (1524.880062 sec): 3 clusters Score: Raw -1410468.527965 + Penalty 3256.898496 = -1407211.629469 nChanged 410 SP:Iteration 15Q (1524.957257 sec): 3 clusters Score: Raw -1410622.224916 + Penalty 3256.898496 = -1407365.326420 nChanged 377 SP:Iteration 16Q (1525.050749 sec): 3 clusters Score: Raw -1410768.868590 + Penalty 3256.898496 = -1407511.970093 nChanged 371 SP:Iteration 17Q (1525.127804 sec): 3 clusters Score: Raw -1410922.164304 + Penalty 3256.898496 = -1407665.265807 nChanged 364 SP:Iteration 18Q (1525.220053 sec): 3 clusters Score: Raw -1411093.134297 + Penalty 3256.898496 = -1407836.235800 nChanged 363 SP:Iteration 19Q (1525.303107 sec): 3 clusters Score: Raw -1411266.990403 + Penalty 3256.898496 = -1408010.091907 nChanged 350 SP:Iteration 20F (1525.375897 sec): 3 clusters Score: Raw -1411436.313673 + Penalty 3256.898496 = -1408179.415177 nChanged 318 SP:Iteration 21Q (1525.462062 sec): 3 clusters Score: Raw -1411594.079961 + Penalty 3256.898496 = -1408337.181464 nChanged 305 SP:Iteration 22Q (1525.536603 sec): 3 clusters Score: Raw -1411750.387664 + Penalty 3256.898496 = -1408493.489168 nChanged 264 SP:Iteration 23Q (1525.618603 sec): 3 clusters Score: Raw -1411916.068750 + Penalty 3256.898496 = -1408659.170254 nChanged 273 SP:Iteration 24Q (1525.706486 sec): 3 clusters Score: Raw -1412109.623841 + Penalty 3256.898496 = -1408852.725345 nChanged 244 SP:Iteration 25Q (1525.786143 sec): 3 clusters Score: Raw -1412263.263186 + Penalty 3256.898496 = -1409006.364690 nChanged 180 SP:Iteration 26Q (1525.856999 sec): 3 clusters Score: Raw -1412374.893811 + Penalty 3256.898496 = -1409117.995315 nChanged 147 SP:Iteration 27Q (1525.937879 sec): 3 clusters Score: Raw -1412466.314479 + Penalty 3256.898496 = -1409209.415983 nChanged 125 SP:Iteration 28Q (1526.014774 sec): 3 clusters Score: Raw -1412532.300159 + Penalty 3256.898496 = -1409275.401662 nChanged 104 SP:Iteration 29Q (1526.079560 sec): 3 clusters Score: Raw -1412587.117813 + Penalty 3256.898496 = -1409330.219316 nChanged 99 SP:Iteration 30Q (1526.152016 sec): 3 clusters Score: Raw -1412630.816377 + Penalty 3256.898496 = -1409373.917880 nChanged 85 SP:Iteration 31Q (1526.237516 sec): 3 clusters Score: Raw -1412670.283855 + Penalty 3256.898496 = -1409413.385359 nChanged 75 SP:Iteration 32Q (1526.318236 sec): 3 clusters Score: Raw -1412709.236109 + Penalty 3256.898496 = -1409452.337613 nChanged 65 SP:Iteration 33Q (1526.397660 sec): 3 clusters Score: Raw -1412737.291255 + Penalty 3256.898496 = -1409480.392759 nChanged 54 SP:Iteration 34Q (1526.472909 sec): 3 clusters Score: Raw -1412756.369859 + Penalty 3256.898496 = -1409499.471363 nChanged 44 SP:Iteration 35Q (1526.544947 sec): 3 clusters Score: Raw -1412769.247374 + Penalty 3256.898496 = -1409512.348877 nChanged 35 SP:Iteration 36Q (1526.623334 sec): 3 clusters Score: Raw -1412781.314997 + Penalty 3256.898496 = -1409524.416501 nChanged 35 SP:Iteration 37Q (1526.703126 sec): 3 clusters Score: Raw -1412790.754296 + Penalty 3256.898496 = -1409533.855799 nChanged 27 SP:Iteration 38Q (1526.780737 sec): 3 clusters Score: Raw -1412800.302300 + Penalty 3256.898496 = -1409543.403803 nChanged 25 SP:Iteration 39Q (1526.857727 sec): 3 clusters Score: Raw -1412808.433716 + Penalty 3256.898496 = -1409551.535219 nChanged 19 SP:Iteration 40F (1526.937850 sec): 3 clusters Score: Raw -1412813.403636 + Penalty 3256.898496 = -1409556.505140 nChanged 21 SP:Iteration 41Q (1527.010557 sec): 3 clusters Score: Raw -1412819.030290 + Penalty 3256.898496 = -1409562.131793 nChanged 21 SP:Iteration 42Q (1527.094085 sec): 3 clusters Score: Raw -1412824.953769 + Penalty 3256.898496 = -1409568.055273 nChanged 14 SP:Iteration 43Q (1527.171232 sec): 3 clusters Score: Raw -1412830.244615 + Penalty 3256.898496 = -1409573.346119 nChanged 16 SP:Iteration 44Q (1527.251955 sec): 3 clusters Score: Raw -1412834.932855 + Penalty 3256.898496 = -1409578.034358 nChanged 14 SP:Iteration 45Q (1527.329864 sec): 3 clusters Score: Raw -1412838.807904 + Penalty 3256.898496 = -1409581.909407 nChanged 15 SP:Iteration 46Q (1527.408781 sec): 3 clusters Score: Raw -1412842.343621 + Penalty 3256.898496 = -1409585.445124 nChanged 5 SP:Iteration 47Q (1527.482195 sec): 3 clusters Score: Raw -1412843.639895 + Penalty 3256.898496 = -1409586.741398 nChanged 5 SP:Iteration 48Q (1527.562407 sec): 3 clusters Score: Raw -1412844.936880 + Penalty 3256.898496 = -1409588.038384 nChanged 6 SP:Iteration 49Q (1527.641618 sec): 3 clusters Score: Raw -1412846.222976 + Penalty 3256.898496 = -1409589.324480 nChanged 3 SP:Iteration 50Q (1527.707196 sec): 3 clusters Score: Raw -1412846.921207 + Penalty 3256.898496 = -1409590.022711 nChanged 5 SP:Iteration 51Q (1527.791458 sec): 3 clusters Score: Raw -1412848.282386 + Penalty 3256.898496 = -1409591.383889 nChanged 5 SP:Iteration 52Q (1527.865852 sec): 3 clusters Score: Raw -1412849.708287 + Penalty 3256.898496 = -1409592.809791 nChanged 5 SP:Iteration 53Q (1527.944081 sec): 3 clusters Score: Raw -1412851.105738 + Penalty 3256.898496 = -1409594.207241 nChanged 3 SP:Iteration 54Q (1528.023001 sec): 3 clusters Score: Raw -1412852.084540 + Penalty 3256.898496 = -1409595.186043 nChanged 1 SP:Iteration 55Q (1528.102296 sec): 3 clusters Score: Raw -1412852.235481 + Penalty 3256.898496 = -1409595.336984 nChanged 2 SP:Iteration 56Q (1528.174582 sec): 3 clusters Score: Raw -1412852.869150 + Penalty 3256.898496 = -1409595.970654 nChanged 2 SP:Iteration 57Q (1528.252456 sec): 3 clusters Score: Raw -1412853.297950 + Penalty 3256.898496 = -1409596.399453 nChanged 3 SP:Iteration 58Q (1528.335366 sec): 3 clusters Score: Raw -1412853.908148 + Penalty 3256.898496 = -1409597.009652 nChanged 0 SP:Iteration 59F (1528.404391 sec): 3 clusters Score: Raw -1412853.908148 + Penalty 3256.898496 = -1409597.009652 nChanged 0 Trying to split cluster 14 (5695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1528.443708 sec): 2 clusters Score: Raw -344463.174122 + Penalty 1405.193380 = -343057.980742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1528.493234 sec): 3 clusters Score: Raw -341460.293832 + Penalty 2810.386760 = -338649.907072 nChanged 2270 SP:Iteration 1F (1528.554838 sec): 3 clusters Score: Raw -342759.423677 + Penalty 2810.386760 = -339949.036917 nChanged 407 SP:Iteration 2F (1528.613151 sec): 3 clusters Score: Raw -343019.137370 + Penalty 2810.386760 = -340208.750611 nChanged 358 SP:Iteration 3F (1528.658419 sec): 3 clusters Score: Raw -343272.597263 + Penalty 2810.386760 = -340462.210503 nChanged 339 SP:Iteration 4F (1528.717230 sec): 3 clusters Score: Raw -343516.291156 + Penalty 2810.386760 = -340705.904397 nChanged 329 SP:Iteration 5F (1528.774598 sec): 3 clusters Score: Raw -343786.044121 + Penalty 2810.386760 = -340975.657362 nChanged 325 SP:Iteration 6F (1528.829941 sec): 3 clusters Score: Raw -344078.693650 + Penalty 2810.386760 = -341268.306890 nChanged 304 SP:Iteration 7F (1528.881995 sec): 3 clusters Score: Raw -344304.814814 + Penalty 2810.386760 = -341494.428055 nChanged 252 SP:Iteration 8Q (1528.925629 sec): 3 clusters Score: Raw -344466.667496 + Penalty 2810.386760 = -341656.280736 nChanged 192 SP:Iteration 9Q (1528.988543 sec): 3 clusters Score: Raw -344568.784560 + Penalty 2810.386760 = -341758.397801 nChanged 143 SP:Iteration 10Q (1529.032612 sec): 3 clusters Score: Raw -344635.144111 + Penalty 2810.386760 = -341824.757352 nChanged 102 SP:Iteration 11Q (1529.087959 sec): 3 clusters Score: Raw -344674.509206 + Penalty 2810.386760 = -341864.122446 nChanged 60 SP:Iteration 12Q (1529.146044 sec): 3 clusters Score: Raw -344694.627208 + Penalty 2810.386760 = -341884.240448 nChanged 55 SP:Iteration 13Q (1529.202718 sec): 3 clusters Score: Raw -344712.578710 + Penalty 2810.386760 = -341902.191951 nChanged 50 SP:Iteration 14Q (1529.269621 sec): 3 clusters Score: Raw -344726.992722 + Penalty 2810.386760 = -341916.605963 nChanged 36 SP:Iteration 15Q (1529.326330 sec): 3 clusters Score: Raw -344734.353701 + Penalty 2810.386760 = -341923.966941 nChanged 18 SP:Iteration 16Q (1529.381036 sec): 3 clusters Score: Raw -344737.811210 + Penalty 2810.386760 = -341927.424451 nChanged 18 SP:Iteration 17Q (1529.432446 sec): 3 clusters Score: Raw -344741.890672 + Penalty 2810.386760 = -341931.503912 nChanged 17 SP:Iteration 18Q (1529.490931 sec): 3 clusters Score: Raw -344746.080029 + Penalty 2810.386760 = -341935.693269 nChanged 14 SP:Iteration 19Q (1529.533836 sec): 3 clusters Score: Raw -344748.744377 + Penalty 2810.386760 = -341938.357617 nChanged 9 SP:Iteration 20F (1529.593069 sec): 3 clusters Score: Raw -344750.445114 + Penalty 2810.386760 = -341940.058354 nChanged 7 SP:Iteration 21Q (1529.651498 sec): 3 clusters Score: Raw -344751.830816 + Penalty 2810.386760 = -341941.444056 nChanged 6 SP:Iteration 22Q (1529.708206 sec): 3 clusters Score: Raw -344753.158805 + Penalty 2810.386760 = -341942.772045 nChanged 4 SP:Iteration 23Q (1529.759182 sec): 3 clusters Score: Raw -344753.969789 + Penalty 2810.386760 = -341943.583029 nChanged 10 SP:Iteration 24Q (1529.825061 sec): 3 clusters Score: Raw -344756.492580 + Penalty 2810.386760 = -341946.105820 nChanged 14 SP:Iteration 25Q (1529.879737 sec): 3 clusters Score: Raw -344759.148203 + Penalty 2810.386760 = -341948.761443 nChanged 12 SP:Iteration 26Q (1529.941842 sec): 3 clusters Score: Raw -344761.325935 + Penalty 2810.386760 = -341950.939176 nChanged 12 SP:Iteration 27Q (1530.000377 sec): 3 clusters Score: Raw -344764.057780 + Penalty 2810.386760 = -341953.671020 nChanged 6 SP:Iteration 28Q (1530.057120 sec): 3 clusters Score: Raw -344766.283639 + Penalty 2810.386760 = -341955.896879 nChanged 12 SP:Iteration 29Q (1530.108417 sec): 3 clusters Score: Raw -344772.214793 + Penalty 2810.386760 = -341961.828033 nChanged 23 SP:Iteration 30Q (1530.160762 sec): 3 clusters Score: Raw -344780.659461 + Penalty 2810.386760 = -341970.272701 nChanged 27 SP:Iteration 31Q (1530.219763 sec): 3 clusters Score: Raw -344790.089036 + Penalty 2810.386760 = -341979.702276 nChanged 26 SP:Iteration 32Q (1530.278584 sec): 3 clusters Score: Raw -344799.305894 + Penalty 2810.386760 = -341988.919134 nChanged 31 SP:Iteration 33Q (1530.325364 sec): 3 clusters Score: Raw -344809.360641 + Penalty 2810.386760 = -341998.973881 nChanged 31 SP:Iteration 34Q (1530.386076 sec): 3 clusters Score: Raw -344819.733809 + Penalty 2810.386760 = -342009.347050 nChanged 39 SP:Iteration 35Q (1530.443281 sec): 3 clusters Score: Raw -344834.931394 + Penalty 2810.386760 = -342024.544634 nChanged 46 SP:Iteration 36Q (1530.496328 sec): 3 clusters Score: Raw -344851.672032 + Penalty 2810.386760 = -342041.285273 nChanged 52 SP:Iteration 37Q (1530.551748 sec): 3 clusters Score: Raw -344870.012732 + Penalty 2810.386760 = -342059.625973 nChanged 31 SP:Iteration 38Q (1530.600589 sec): 3 clusters Score: Raw -344879.551388 + Penalty 2810.386760 = -342069.164629 nChanged 40 SP:Iteration 39Q (1530.669438 sec): 3 clusters Score: Raw -344890.056324 + Penalty 2810.386760 = -342079.669564 nChanged 23 SP:Iteration 40F (1530.721800 sec): 3 clusters Score: Raw -344894.886283 + Penalty 2810.386760 = -342084.499524 nChanged 11 SP:Iteration 41Q (1530.783531 sec): 3 clusters Score: Raw -344897.062309 + Penalty 2810.386760 = -342086.675550 nChanged 11 SP:Iteration 42Q (1530.833074 sec): 3 clusters Score: Raw -344899.131667 + Penalty 2810.386760 = -342088.744908 nChanged 11 SP:Iteration 43Q (1530.897732 sec): 3 clusters Score: Raw -344902.034900 + Penalty 2810.386760 = -342091.648140 nChanged 12 SP:Iteration 44Q (1530.944955 sec): 3 clusters Score: Raw -344905.387801 + Penalty 2810.386760 = -342095.001042 nChanged 13 SP:Iteration 45Q (1531.009597 sec): 3 clusters Score: Raw -344907.473528 + Penalty 2810.386760 = -342097.086768 nChanged 4 SP:Iteration 46Q (1531.057454 sec): 3 clusters Score: Raw -344908.161776 + Penalty 2810.386760 = -342097.775016 nChanged 6 SP:Iteration 47Q (1531.118593 sec): 3 clusters Score: Raw -344908.801546 + Penalty 2810.386760 = -342098.414786 nChanged 4 SP:Iteration 48Q (1531.168207 sec): 3 clusters Score: Raw -344909.221081 + Penalty 2810.386760 = -342098.834322 nChanged 5 SP:Iteration 49Q (1531.230644 sec): 3 clusters Score: Raw -344910.568729 + Penalty 2810.386760 = -342100.181969 nChanged 5 SP:Iteration 50Q (1531.283073 sec): 3 clusters Score: Raw -344911.669458 + Penalty 2810.386760 = -342101.282699 nChanged 3 SP:Iteration 51Q (1531.338385 sec): 3 clusters Score: Raw -344912.481307 + Penalty 2810.386760 = -342102.094547 nChanged 4 SP:Iteration 52Q (1531.390576 sec): 3 clusters Score: Raw -344913.394836 + Penalty 2810.386760 = -342103.008077 nChanged 5 SP:Iteration 53Q (1531.449621 sec): 3 clusters Score: Raw -344914.882317 + Penalty 2810.386760 = -342104.495558 nChanged 8 SP:Iteration 54Q (1531.507979 sec): 3 clusters Score: Raw -344916.568337 + Penalty 2810.386760 = -342106.181577 nChanged 11 SP:Iteration 55Q (1531.552370 sec): 3 clusters Score: Raw -344918.891109 + Penalty 2810.386760 = -342108.504349 nChanged 8 SP:Iteration 56Q (1531.613757 sec): 3 clusters Score: Raw -344921.206635 + Penalty 2810.386760 = -342110.819876 nChanged 11 SP:Iteration 57Q (1531.671015 sec): 3 clusters Score: Raw -344923.032745 + Penalty 2810.386760 = -342112.645985 nChanged 9 SP:Iteration 58Q (1531.724721 sec): 3 clusters Score: Raw -344925.043375 + Penalty 2810.386760 = -342114.656615 nChanged 10 SP:Iteration 59Q (1531.786631 sec): 3 clusters Score: Raw -344928.018809 + Penalty 2810.386760 = -342117.632049 nChanged 14 SP:Iteration 60F (1531.848507 sec): 3 clusters Score: Raw -344932.257235 + Penalty 2810.386760 = -342121.870475 nChanged 10 SP:Iteration 61Q (1531.901688 sec): 3 clusters Score: Raw -344934.361172 + Penalty 2810.386760 = -342123.974412 nChanged 12 SP:Iteration 62Q (1531.959041 sec): 3 clusters Score: Raw -344936.668898 + Penalty 2810.386760 = -342126.282139 nChanged 7 SP:Iteration 63Q (1532.010662 sec): 3 clusters Score: Raw -344938.124017 + Penalty 2810.386760 = -342127.737257 nChanged 5 SP:Iteration 64Q (1532.071196 sec): 3 clusters Score: Raw -344938.979179 + Penalty 2810.386760 = -342128.592419 nChanged 3 SP:Iteration 65Q (1532.119106 sec): 3 clusters Score: Raw -344939.513583 + Penalty 2810.386760 = -342129.126823 nChanged 3 SP:Iteration 66Q (1532.170955 sec): 3 clusters Score: Raw -344939.833118 + Penalty 2810.386760 = -342129.446358 nChanged 0 SP:Iteration 67F (1532.234534 sec): 3 clusters Score: Raw -344939.833118 + Penalty 2810.386760 = -342129.446358 nChanged 0 Trying to split cluster 15 (3975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1532.259950 sec): 2 clusters Score: Raw -212321.675674 + Penalty 1346.764254 = -210974.911419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1532.315578 sec): 3 clusters Score: Raw -210305.166742 + Penalty 2693.528509 = -207611.638233 nChanged 1590 SP:Iteration 1F (1532.364746 sec): 3 clusters Score: Raw -211173.309816 + Penalty 2693.528509 = -208479.781308 nChanged 300 SP:Iteration 2F (1532.411472 sec): 3 clusters Score: Raw -211347.679947 + Penalty 2693.528509 = -208654.151438 nChanged 192 SP:Iteration 3Q (1532.468653 sec): 3 clusters Score: Raw -211446.941298 + Penalty 2693.528509 = -208753.412789 nChanged 140 SP:Iteration 4Q (1532.528951 sec): 3 clusters Score: Raw -211519.163910 + Penalty 2693.528509 = -208825.635401 nChanged 135 SP:Iteration 5Q (1532.576160 sec): 3 clusters Score: Raw -211583.532768 + Penalty 2693.528509 = -208890.004259 nChanged 117 SP:Iteration 6Q (1532.638785 sec): 3 clusters Score: Raw -211645.460604 + Penalty 2693.528509 = -208951.932096 nChanged 117 SP:Iteration 7Q (1532.683695 sec): 3 clusters Score: Raw -211695.520131 + Penalty 2693.528509 = -209001.991622 nChanged 100 SP:Iteration 8Q (1532.746013 sec): 3 clusters Score: Raw -211741.817490 + Penalty 2693.528509 = -209048.288981 nChanged 89 SP:Iteration 9Q (1532.787927 sec): 3 clusters Score: Raw -211787.269087 + Penalty 2693.528509 = -209093.740578 nChanged 106 SP:Iteration 10Q (1532.845051 sec): 3 clusters Score: Raw -211839.793192 + Penalty 2693.528509 = -209146.264683 nChanged 95 SP:Iteration 11Q (1532.903897 sec): 3 clusters Score: Raw -211884.677158 + Penalty 2693.528509 = -209191.148649 nChanged 81 SP:Iteration 12Q (1532.955175 sec): 3 clusters Score: Raw -211931.182600 + Penalty 2693.528509 = -209237.654092 nChanged 91 SP:Iteration 13Q (1533.004337 sec): 3 clusters Score: Raw -211991.441217 + Penalty 2693.528509 = -209297.912709 nChanged 88 SP:Iteration 14Q (1533.058527 sec): 3 clusters Score: Raw -212062.636650 + Penalty 2693.528509 = -209369.108141 nChanged 115 SP:Iteration 15Q (1533.113067 sec): 3 clusters Score: Raw -212174.514142 + Penalty 2693.528509 = -209480.985633 nChanged 116 SP:Iteration 16Q (1533.166423 sec): 3 clusters Score: Raw -212291.489802 + Penalty 2693.528509 = -209597.961293 nChanged 118 SP:Iteration 17Q (1533.213594 sec): 3 clusters Score: Raw -212410.191565 + Penalty 2693.528509 = -209716.663057 nChanged 115 SP:Iteration 18Q (1533.256921 sec): 3 clusters Score: Raw -212482.552252 + Penalty 2693.528509 = -209789.023743 nChanged 61 SP:Iteration 19Q (1533.314552 sec): 3 clusters Score: Raw -212509.614045 + Penalty 2693.528509 = -209816.085536 nChanged 35 SP:Iteration 20F (1533.357693 sec): 3 clusters Score: Raw -212521.113044 + Penalty 2693.528509 = -209827.584535 nChanged 20 SP:Iteration 21Q (1533.415529 sec): 3 clusters Score: Raw -212526.316574 + Penalty 2693.528509 = -209832.788065 nChanged 14 SP:Iteration 22Q (1533.459171 sec): 3 clusters Score: Raw -212530.186101 + Penalty 2693.528509 = -209836.657592 nChanged 15 SP:Iteration 23Q (1533.516086 sec): 3 clusters Score: Raw -212535.106396 + Penalty 2693.528509 = -209841.577887 nChanged 12 SP:Iteration 24Q (1533.569978 sec): 3 clusters Score: Raw -212538.392294 + Penalty 2693.528509 = -209844.863785 nChanged 6 SP:Iteration 25Q (1533.624223 sec): 3 clusters Score: Raw -212539.672526 + Penalty 2693.528509 = -209846.144017 nChanged 4 SP:Iteration 26Q (1533.666260 sec): 3 clusters Score: Raw -212540.418815 + Penalty 2693.528509 = -209846.890306 nChanged 5 SP:Iteration 27Q (1533.720599 sec): 3 clusters Score: Raw -212541.432772 + Penalty 2693.528509 = -209847.904264 nChanged 7 SP:Iteration 28Q (1533.774270 sec): 3 clusters Score: Raw -212542.866213 + Penalty 2693.528509 = -209849.337704 nChanged 1 SP:Iteration 29Q (1533.824588 sec): 3 clusters Score: Raw -212542.969397 + Penalty 2693.528509 = -209849.440888 nChanged 0 SP:Iteration 30F (1533.871220 sec): 3 clusters Score: Raw -212542.969397 + Penalty 2693.528509 = -209849.440888 nChanged 0 Trying to split cluster 16 (14009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1533.922492 sec): 2 clusters Score: Raw -883970.916906 + Penalty 1551.461480 = -882419.455426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1533.992428 sec): 3 clusters Score: Raw -875823.134877 + Penalty 3102.922959 = -872720.211917 nChanged 6181 SP:Iteration 1F (1534.065256 sec): 3 clusters Score: Raw -879213.238195 + Penalty 3102.922959 = -876110.315236 nChanged 914 SP:Iteration 2F (1534.135808 sec): 3 clusters Score: Raw -879654.897531 + Penalty 3102.922959 = -876551.974572 nChanged 884 SP:Iteration 3F (1534.205388 sec): 3 clusters Score: Raw -880091.263612 + Penalty 3102.922959 = -876988.340652 nChanged 779 SP:Iteration 4F (1534.274644 sec): 3 clusters Score: Raw -880530.235273 + Penalty 3102.922959 = -877427.312314 nChanged 804 SP:Iteration 5F (1534.339627 sec): 3 clusters Score: Raw -881052.466211 + Penalty 3102.922959 = -877949.543252 nChanged 820 SP:Iteration 6F (1534.412048 sec): 3 clusters Score: Raw -881659.125122 + Penalty 3102.922959 = -878556.202163 nChanged 767 SP:Iteration 7F (1534.482144 sec): 3 clusters Score: Raw -882260.940982 + Penalty 3102.922959 = -879158.018022 nChanged 678 SP:Iteration 8Q (1534.543345 sec): 3 clusters Score: Raw -882802.461251 + Penalty 3102.922959 = -879699.538292 nChanged 552 SP:Iteration 9Q (1534.624670 sec): 3 clusters Score: Raw -883227.130034 + Penalty 3102.922959 = -880124.207075 nChanged 427 SP:Iteration 10Q (1534.695280 sec): 3 clusters Score: Raw -883553.406539 + Penalty 3102.922959 = -880450.483579 nChanged 306 SP:Iteration 11Q (1534.764847 sec): 3 clusters Score: Raw -883770.501822 + Penalty 3102.922959 = -880667.578862 nChanged 224 SP:Iteration 12Q (1534.830074 sec): 3 clusters Score: Raw -883897.091007 + Penalty 3102.922959 = -880794.168047 nChanged 155 SP:Iteration 13Q (1534.899057 sec): 3 clusters Score: Raw -883977.733145 + Penalty 3102.922959 = -880874.810186 nChanged 145 SP:Iteration 14Q (1534.956598 sec): 3 clusters Score: Raw -884053.620947 + Penalty 3102.922959 = -880950.697988 nChanged 127 SP:Iteration 15Q (1535.021993 sec): 3 clusters Score: Raw -884119.029412 + Penalty 3102.922959 = -881016.106452 nChanged 101 SP:Iteration 16Q (1535.101003 sec): 3 clusters Score: Raw -884167.160424 + Penalty 3102.922959 = -881064.237465 nChanged 75 SP:Iteration 17Q (1535.165979 sec): 3 clusters Score: Raw -884193.346604 + Penalty 3102.922959 = -881090.423645 nChanged 54 SP:Iteration 18Q (1535.232535 sec): 3 clusters Score: Raw -884211.423079 + Penalty 3102.922959 = -881108.500119 nChanged 47 SP:Iteration 19Q (1535.296127 sec): 3 clusters Score: Raw -884227.814998 + Penalty 3102.922959 = -881124.892038 nChanged 50 SP:Iteration 20F (1535.368439 sec): 3 clusters Score: Raw -884243.354394 + Penalty 3102.922959 = -881140.431435 nChanged 34 SP:Iteration 21Q (1535.429199 sec): 3 clusters Score: Raw -884255.409643 + Penalty 3102.922959 = -881152.486684 nChanged 32 SP:Iteration 22Q (1535.498790 sec): 3 clusters Score: Raw -884266.256264 + Penalty 3102.922959 = -881163.333304 nChanged 31 SP:Iteration 23Q (1535.551817 sec): 3 clusters Score: Raw -884277.300910 + Penalty 3102.922959 = -881174.377951 nChanged 29 SP:Iteration 24Q (1535.613501 sec): 3 clusters Score: Raw -884290.044423 + Penalty 3102.922959 = -881187.121464 nChanged 38 SP:Iteration 25Q (1535.674817 sec): 3 clusters Score: Raw -884305.718278 + Penalty 3102.922959 = -881202.795319 nChanged 38 SP:Iteration 26Q (1535.741411 sec): 3 clusters Score: Raw -884317.331321 + Penalty 3102.922959 = -881214.408362 nChanged 30 SP:Iteration 27Q (1535.804094 sec): 3 clusters Score: Raw -884326.478618 + Penalty 3102.922959 = -881223.555659 nChanged 30 SP:Iteration 28Q (1535.867627 sec): 3 clusters Score: Raw -884335.624179 + Penalty 3102.922959 = -881232.701220 nChanged 23 SP:Iteration 29Q (1535.943842 sec): 3 clusters Score: Raw -884343.850432 + Penalty 3102.922959 = -881240.927473 nChanged 27 SP:Iteration 30Q (1536.002626 sec): 3 clusters Score: Raw -884351.835793 + Penalty 3102.922959 = -881248.912834 nChanged 26 SP:Iteration 31Q (1536.060137 sec): 3 clusters Score: Raw -884360.258761 + Penalty 3102.922959 = -881257.335802 nChanged 33 SP:Iteration 32Q (1536.133189 sec): 3 clusters Score: Raw -884371.628200 + Penalty 3102.922959 = -881268.705241 nChanged 25 SP:Iteration 33Q (1536.202333 sec): 3 clusters Score: Raw -884378.871625 + Penalty 3102.922959 = -881275.948666 nChanged 28 SP:Iteration 34Q (1536.271030 sec): 3 clusters Score: Raw -884388.949637 + Penalty 3102.922959 = -881286.026678 nChanged 28 SP:Iteration 35Q (1536.329629 sec): 3 clusters Score: Raw -884397.928289 + Penalty 3102.922959 = -881295.005330 nChanged 16 SP:Iteration 36Q (1536.399518 sec): 3 clusters Score: Raw -884402.959854 + Penalty 3102.922959 = -881300.036895 nChanged 19 SP:Iteration 37Q (1536.465311 sec): 3 clusters Score: Raw -884407.707274 + Penalty 3102.922959 = -881304.784315 nChanged 16 SP:Iteration 38Q (1536.524255 sec): 3 clusters Score: Raw -884411.982276 + Penalty 3102.922959 = -881309.059317 nChanged 9 SP:Iteration 39Q (1536.591005 sec): 3 clusters Score: Raw -884414.845290 + Penalty 3102.922959 = -881311.922331 nChanged 8 SP:Iteration 40F (1536.653907 sec): 3 clusters Score: Raw -884418.013493 + Penalty 3102.922959 = -881315.090533 nChanged 9 SP:Iteration 41Q (1536.733011 sec): 3 clusters Score: Raw -884421.016273 + Penalty 3102.922959 = -881318.093314 nChanged 5 SP:Iteration 42Q (1536.798590 sec): 3 clusters Score: Raw -884423.857213 + Penalty 3102.922959 = -881320.934254 nChanged 7 SP:Iteration 43Q (1536.856031 sec): 3 clusters Score: Raw -884425.979590 + Penalty 3102.922959 = -881323.056631 nChanged 6 SP:Iteration 44Q (1536.915848 sec): 3 clusters Score: Raw -884428.595669 + Penalty 3102.922959 = -881325.672710 nChanged 5 SP:Iteration 45Q (1536.992386 sec): 3 clusters Score: Raw -884430.335461 + Penalty 3102.922959 = -881327.412502 nChanged 7 SP:Iteration 46Q (1537.055866 sec): 3 clusters Score: Raw -884431.926304 + Penalty 3102.922959 = -881329.003344 nChanged 5 SP:Iteration 47Q (1537.112295 sec): 3 clusters Score: Raw -884433.319371 + Penalty 3102.922959 = -881330.396412 nChanged 5 SP:Iteration 48Q (1537.181198 sec): 3 clusters Score: Raw -884434.834330 + Penalty 3102.922959 = -881331.911371 nChanged 6 SP:Iteration 49Q (1537.254660 sec): 3 clusters Score: Raw -884436.206659 + Penalty 3102.922959 = -881333.283700 nChanged 6 SP:Iteration 50Q (1537.320413 sec): 3 clusters Score: Raw -884437.481409 + Penalty 3102.922959 = -881334.558450 nChanged 5 SP:Iteration 51Q (1537.382725 sec): 3 clusters Score: Raw -884438.699798 + Penalty 3102.922959 = -881335.776839 nChanged 5 SP:Iteration 52Q (1537.443788 sec): 3 clusters Score: Raw -884439.258347 + Penalty 3102.922959 = -881336.335387 nChanged 1 SP:Iteration 53Q (1537.508633 sec): 3 clusters Score: Raw -884439.389297 + Penalty 3102.922959 = -881336.466338 nChanged 0 SP:Iteration 54F (1537.578307 sec): 3 clusters Score: Raw -884439.389297 + Penalty 3102.922959 = -881336.466338 nChanged 0 Trying to split cluster 17 (3582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1537.602114 sec): 2 clusters Score: Raw -224329.724233 + Penalty 1329.847445 = -222999.876788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1537.662907 sec): 3 clusters Score: Raw -222527.256406 + Penalty 2659.694889 = -219867.561516 nChanged 1415 SP:Iteration 1F (1537.710754 sec): 3 clusters Score: Raw -223322.439751 + Penalty 2659.694889 = -220662.744862 nChanged 281 SP:Iteration 2F (1537.749783 sec): 3 clusters Score: Raw -223480.780604 + Penalty 2659.694889 = -220821.085715 nChanged 202 SP:Iteration 3F (1537.799983 sec): 3 clusters Score: Raw -223604.552480 + Penalty 2659.694889 = -220944.857591 nChanged 164 SP:Iteration 4Q (1537.861656 sec): 3 clusters Score: Raw -223703.226690 + Penalty 2659.694889 = -221043.531801 nChanged 142 SP:Iteration 5Q (1537.911328 sec): 3 clusters Score: Raw -223798.729672 + Penalty 2659.694889 = -221139.034783 nChanged 147 SP:Iteration 6Q (1537.960058 sec): 3 clusters Score: Raw -223907.485193 + Penalty 2659.694889 = -221247.790304 nChanged 143 SP:Iteration 7Q (1538.013543 sec): 3 clusters Score: Raw -224011.816785 + Penalty 2659.694889 = -221352.121895 nChanged 126 SP:Iteration 8Q (1538.072509 sec): 3 clusters Score: Raw -224117.626095 + Penalty 2659.694889 = -221457.931206 nChanged 121 SP:Iteration 9Q (1538.117157 sec): 3 clusters Score: Raw -224227.396627 + Penalty 2659.694889 = -221567.701737 nChanged 129 SP:Iteration 10Q (1538.168667 sec): 3 clusters Score: Raw -224326.403373 + Penalty 2659.694889 = -221666.708483 nChanged 100 SP:Iteration 11Q (1538.228775 sec): 3 clusters Score: Raw -224400.276655 + Penalty 2659.694889 = -221740.581766 nChanged 79 SP:Iteration 12Q (1538.268448 sec): 3 clusters Score: Raw -224449.468679 + Penalty 2659.694889 = -221789.773789 nChanged 70 SP:Iteration 13Q (1538.318661 sec): 3 clusters Score: Raw -224490.127300 + Penalty 2659.694889 = -221830.432411 nChanged 60 SP:Iteration 14Q (1538.383228 sec): 3 clusters Score: Raw -224527.726110 + Penalty 2659.694889 = -221868.031221 nChanged 51 SP:Iteration 15Q (1538.419235 sec): 3 clusters Score: Raw -224557.122815 + Penalty 2659.694889 = -221897.427925 nChanged 50 SP:Iteration 16Q (1538.471183 sec): 3 clusters Score: Raw -224577.579270 + Penalty 2659.694889 = -221917.884381 nChanged 49 SP:Iteration 17Q (1538.526214 sec): 3 clusters Score: Raw -224601.185558 + Penalty 2659.694889 = -221941.490669 nChanged 35 SP:Iteration 18Q (1538.575305 sec): 3 clusters Score: Raw -224620.062055 + Penalty 2659.694889 = -221960.367165 nChanged 37 SP:Iteration 19Q (1538.630113 sec): 3 clusters Score: Raw -224637.075996 + Penalty 2659.694889 = -221977.381107 nChanged 31 SP:Iteration 20F (1538.669809 sec): 3 clusters Score: Raw -224652.645894 + Penalty 2659.694889 = -221992.951005 nChanged 27 SP:Iteration 21Q (1538.717760 sec): 3 clusters Score: Raw -224661.213372 + Penalty 2659.694889 = -222001.518482 nChanged 18 SP:Iteration 22Q (1538.771609 sec): 3 clusters Score: Raw -224666.679998 + Penalty 2659.694889 = -222006.985109 nChanged 12 SP:Iteration 23Q (1538.814119 sec): 3 clusters Score: Raw -224670.582131 + Penalty 2659.694889 = -222010.887242 nChanged 9 SP:Iteration 24Q (1538.865012 sec): 3 clusters Score: Raw -224673.673163 + Penalty 2659.694889 = -222013.978274 nChanged 8 SP:Iteration 25Q (1538.921132 sec): 3 clusters Score: Raw -224676.150984 + Penalty 2659.694889 = -222016.456095 nChanged 6 SP:Iteration 26Q (1538.970526 sec): 3 clusters Score: Raw -224678.354541 + Penalty 2659.694889 = -222018.659652 nChanged 8 SP:Iteration 27Q (1539.026094 sec): 3 clusters Score: Raw -224679.809711 + Penalty 2659.694889 = -222020.114821 nChanged 4 SP:Iteration 28Q (1539.078945 sec): 3 clusters Score: Raw -224680.803240 + Penalty 2659.694889 = -222021.108351 nChanged 5 SP:Iteration 29Q (1539.131288 sec): 3 clusters Score: Raw -224682.653068 + Penalty 2659.694889 = -222022.958178 nChanged 7 SP:Iteration 30Q (1539.185186 sec): 3 clusters Score: Raw -224684.730899 + Penalty 2659.694889 = -222025.036010 nChanged 3 SP:Iteration 31Q (1539.233419 sec): 3 clusters Score: Raw -224685.730761 + Penalty 2659.694889 = -222026.035871 nChanged 3 SP:Iteration 32Q (1539.291238 sec): 3 clusters Score: Raw -224686.295600 + Penalty 2659.694889 = -222026.600711 nChanged 2 SP:Iteration 33Q (1539.345098 sec): 3 clusters Score: Raw -224686.686644 + Penalty 2659.694889 = -222026.991755 nChanged 4 SP:Iteration 34Q (1539.384515 sec): 3 clusters Score: Raw -224688.278940 + Penalty 2659.694889 = -222028.584051 nChanged 4 SP:Iteration 35Q (1539.436767 sec): 3 clusters Score: Raw -224689.070472 + Penalty 2659.694889 = -222029.375582 nChanged 2 SP:Iteration 36Q (1539.485614 sec): 3 clusters Score: Raw -224689.547759 + Penalty 2659.694889 = -222029.852870 nChanged 1 SP:Iteration 37Q (1539.544291 sec): 3 clusters Score: Raw -224689.742424 + Penalty 2659.694889 = -222030.047535 nChanged 0 SP:Iteration 38F (1539.590383 sec): 3 clusters Score: Raw -224689.742424 + Penalty 2659.694889 = -222030.047535 nChanged 0 Trying to split cluster 18 (35158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1539.671625 sec): 2 clusters Score: Raw -2137118.555049 + Penalty 1700.986213 = -2135417.568835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1539.776113 sec): 3 clusters Score: Raw -2115152.076909 + Penalty 3401.972427 = -2111750.104482 nChanged 16432 SP:Iteration 1F (1539.875289 sec): 3 clusters Score: Raw -2125318.751170 + Penalty 3401.972427 = -2121916.778743 nChanged 2182 SP:Iteration 2F (1539.969799 sec): 3 clusters Score: Raw -2126793.714214 + Penalty 3401.972427 = -2123391.741787 nChanged 2460 SP:Iteration 3F (1540.085194 sec): 3 clusters Score: Raw -2128692.387096 + Penalty 3401.972427 = -2125290.414669 nChanged 2536 SP:Iteration 4F (1540.183943 sec): 3 clusters Score: Raw -2130694.873153 + Penalty 3401.972427 = -2127292.900726 nChanged 2506 SP:Iteration 5F (1540.293426 sec): 3 clusters Score: Raw -2132585.019763 + Penalty 3401.972427 = -2129183.047336 nChanged 2232 SP:Iteration 6F (1540.397817 sec): 3 clusters Score: Raw -2134100.139411 + Penalty 3401.972427 = -2130698.166984 nChanged 1857 SP:Iteration 7F (1540.502875 sec): 3 clusters Score: Raw -2135306.294000 + Penalty 3401.972427 = -2131904.321573 nChanged 1488 SP:Iteration 8Q (1540.609054 sec): 3 clusters Score: Raw -2136345.839319 + Penalty 3401.972427 = -2132943.866892 nChanged 1216 SP:Iteration 9Q (1540.709076 sec): 3 clusters Score: Raw -2137161.962409 + Penalty 3401.972427 = -2133759.989982 nChanged 961 SP:Iteration 10Q (1540.810273 sec): 3 clusters Score: Raw -2137730.160320 + Penalty 3401.972427 = -2134328.187893 nChanged 778 SP:Iteration 11Q (1540.916235 sec): 3 clusters Score: Raw -2138095.333100 + Penalty 3401.972427 = -2134693.360674 nChanged 606 SP:Iteration 12Q (1541.007085 sec): 3 clusters Score: Raw -2138311.682481 + Penalty 3401.972427 = -2134909.710054 nChanged 464 SP:Iteration 13Q (1541.115049 sec): 3 clusters Score: Raw -2138462.932681 + Penalty 3401.972427 = -2135060.960254 nChanged 429 SP:Iteration 14Q (1541.218806 sec): 3 clusters Score: Raw -2138597.245868 + Penalty 3401.972427 = -2135195.273441 nChanged 372 SP:Iteration 15Q (1541.320673 sec): 3 clusters Score: Raw -2138698.109808 + Penalty 3401.972427 = -2135296.137381 nChanged 299 SP:Iteration 16Q (1541.421151 sec): 3 clusters Score: Raw -2138765.016409 + Penalty 3401.972427 = -2135363.043982 nChanged 245 SP:Iteration 17Q (1541.522369 sec): 3 clusters Score: Raw -2138813.445815 + Penalty 3401.972427 = -2135411.473388 nChanged 212 SP:Iteration 18Q (1541.613649 sec): 3 clusters Score: Raw -2138849.044686 + Penalty 3401.972427 = -2135447.072259 nChanged 169 SP:Iteration 19Q (1541.700274 sec): 3 clusters Score: Raw -2138876.533499 + Penalty 3401.972427 = -2135474.561072 nChanged 163 SP:Iteration 20F (1541.810137 sec): 3 clusters Score: Raw -2138898.705894 + Penalty 3401.972427 = -2135496.733467 nChanged 125 SP:Iteration 21Q (1541.914044 sec): 3 clusters Score: Raw -2138914.992423 + Penalty 3401.972427 = -2135513.019996 nChanged 116 SP:Iteration 22Q (1542.017084 sec): 3 clusters Score: Raw -2138927.435635 + Penalty 3401.972427 = -2135525.463208 nChanged 113 SP:Iteration 23Q (1542.125922 sec): 3 clusters Score: Raw -2138938.906061 + Penalty 3401.972427 = -2135536.933634 nChanged 109 SP:Iteration 24Q (1542.219147 sec): 3 clusters Score: Raw -2138951.195966 + Penalty 3401.972427 = -2135549.223539 nChanged 107 SP:Iteration 25Q (1542.325387 sec): 3 clusters Score: Raw -2138963.916700 + Penalty 3401.972427 = -2135561.944273 nChanged 109 SP:Iteration 26Q (1542.428790 sec): 3 clusters Score: Raw -2138976.038383 + Penalty 3401.972427 = -2135574.065957 nChanged 97 SP:Iteration 27Q (1542.525347 sec): 3 clusters Score: Raw -2138985.536646 + Penalty 3401.972427 = -2135583.564219 nChanged 97 SP:Iteration 28Q (1542.619360 sec): 3 clusters Score: Raw -2138996.083578 + Penalty 3401.972427 = -2135594.111151 nChanged 90 SP:Iteration 29Q (1542.733320 sec): 3 clusters Score: Raw -2139005.955829 + Penalty 3401.972427 = -2135603.983402 nChanged 95 SP:Iteration 30Q (1542.828730 sec): 3 clusters Score: Raw -2139016.265018 + Penalty 3401.972427 = -2135614.292591 nChanged 86 SP:Iteration 31Q (1542.937202 sec): 3 clusters Score: Raw -2139023.788173 + Penalty 3401.972427 = -2135621.815746 nChanged 70 SP:Iteration 32Q (1543.044297 sec): 3 clusters Score: Raw -2139030.270251 + Penalty 3401.972427 = -2135628.297824 nChanged 63 SP:Iteration 33Q (1543.142282 sec): 3 clusters Score: Raw -2139035.843918 + Penalty 3401.972427 = -2135633.871491 nChanged 63 SP:Iteration 34Q (1543.231370 sec): 3 clusters Score: Raw -2139041.020448 + Penalty 3401.972427 = -2135639.048021 nChanged 48 SP:Iteration 35Q (1543.332452 sec): 3 clusters Score: Raw -2139043.829410 + Penalty 3401.972427 = -2135641.856983 nChanged 30 SP:Iteration 36Q (1543.438746 sec): 3 clusters Score: Raw -2139045.478135 + Penalty 3401.972427 = -2135643.505708 nChanged 24 SP:Iteration 37Q (1543.541161 sec): 3 clusters Score: Raw -2139046.653634 + Penalty 3401.972427 = -2135644.681207 nChanged 18 SP:Iteration 38Q (1543.636491 sec): 3 clusters Score: Raw -2139047.663042 + Penalty 3401.972427 = -2135645.690615 nChanged 20 SP:Iteration 39Q (1543.729023 sec): 3 clusters Score: Raw -2139048.532414 + Penalty 3401.972427 = -2135646.559987 nChanged 17 SP:Iteration 40F (1543.841056 sec): 3 clusters Score: Raw -2139049.361363 + Penalty 3401.972427 = -2135647.388936 nChanged 21 SP:Iteration 41Q (1543.940574 sec): 3 clusters Score: Raw -2139050.546636 + Penalty 3401.972427 = -2135648.574209 nChanged 17 SP:Iteration 42Q (1544.041430 sec): 3 clusters Score: Raw -2139051.361655 + Penalty 3401.972427 = -2135649.389228 nChanged 13 SP:Iteration 43Q (1544.138683 sec): 3 clusters Score: Raw -2139051.987639 + Penalty 3401.972427 = -2135650.015212 nChanged 21 SP:Iteration 44Q (1544.241335 sec): 3 clusters Score: Raw -2139053.216395 + Penalty 3401.972427 = -2135651.243968 nChanged 19 SP:Iteration 45Q (1544.339913 sec): 3 clusters Score: Raw -2139054.182854 + Penalty 3401.972427 = -2135652.210427 nChanged 10 SP:Iteration 46Q (1544.439551 sec): 3 clusters Score: Raw -2139054.511772 + Penalty 3401.972427 = -2135652.539345 nChanged 8 SP:Iteration 47Q (1544.537063 sec): 3 clusters Score: Raw -2139054.916728 + Penalty 3401.972427 = -2135652.944301 nChanged 11 SP:Iteration 48Q (1544.632676 sec): 3 clusters Score: Raw -2139055.399366 + Penalty 3401.972427 = -2135653.426939 nChanged 16 SP:Iteration 49Q (1544.735122 sec): 3 clusters Score: Raw -2139055.963596 + Penalty 3401.972427 = -2135653.991169 nChanged 9 SP:Iteration 50Q (1544.829496 sec): 3 clusters Score: Raw -2139056.233158 + Penalty 3401.972427 = -2135654.260731 nChanged 6 SP:Iteration 51Q (1544.928127 sec): 3 clusters Score: Raw -2139056.483952 + Penalty 3401.972427 = -2135654.511525 nChanged 3 SP:Iteration 52Q (1545.031079 sec): 3 clusters Score: Raw -2139056.632984 + Penalty 3401.972427 = -2135654.660557 nChanged 4 SP:Iteration 53Q (1545.126514 sec): 3 clusters Score: Raw -2139056.788051 + Penalty 3401.972427 = -2135654.815625 nChanged 3 SP:Iteration 54Q (1545.225700 sec): 3 clusters Score: Raw -2139056.883601 + Penalty 3401.972427 = -2135654.911174 nChanged 2 SP:Iteration 55Q (1545.321085 sec): 3 clusters Score: Raw -2139056.927082 + Penalty 3401.972427 = -2135654.954655 nChanged 1 SP:Iteration 56Q (1545.417532 sec): 3 clusters Score: Raw -2139056.974637 + Penalty 3401.972427 = -2135655.002210 nChanged 0 SP:Iteration 57F (1545.518360 sec): 3 clusters Score: Raw -2139056.974637 + Penalty 3401.972427 = -2135655.002210 nChanged 0 Score: Raw -15319058.637670 + Penalty 50730.714831 = -15268327.922839 Splitting cluster 18 changes total score from -15268417.185451 to -15268327.922839 So it's not getting split. Trying to split cluster 19 (24510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1550.065612 sec): 2 clusters Score: Raw -1550371.248655 + Penalty 1642.360927 = -1548728.887727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1550.155905 sec): 3 clusters Score: Raw -1535403.460827 + Penalty 3284.721855 = -1532118.738972 nChanged 11168 SP:Iteration 1F (1550.244632 sec): 3 clusters Score: Raw -1541505.124081 + Penalty 3284.721855 = -1538220.402226 nChanged 1143 SP:Iteration 2Q (1550.332586 sec): 3 clusters Score: Raw -1541912.500815 + Penalty 3284.721855 = -1538627.778960 nChanged 1223 SP:Iteration 3Q (1550.422991 sec): 3 clusters Score: Raw -1542427.665431 + Penalty 3284.721855 = -1539142.943576 nChanged 1365 SP:Iteration 4F (1550.510890 sec): 3 clusters Score: Raw -1543131.856629 + Penalty 3284.721855 = -1539847.134774 nChanged 1621 SP:Iteration 5F (1550.599578 sec): 3 clusters Score: Raw -1544215.679319 + Penalty 3284.721855 = -1540930.957464 nChanged 1792 SP:Iteration 6F (1550.687919 sec): 3 clusters Score: Raw -1545571.763016 + Penalty 3284.721855 = -1542287.041161 nChanged 1712 SP:Iteration 7F (1550.776382 sec): 3 clusters Score: Raw -1547046.634624 + Penalty 3284.721855 = -1543761.912769 nChanged 1486 SP:Iteration 8F (1550.864841 sec): 3 clusters Score: Raw -1548400.466042 + Penalty 3284.721855 = -1545115.744187 nChanged 1076 SP:Iteration 9Q (1550.954301 sec): 3 clusters Score: Raw -1549369.780622 + Penalty 3284.721855 = -1546085.058767 nChanged 666 SP:Iteration 10Q (1551.041091 sec): 3 clusters Score: Raw -1549965.028865 + Penalty 3284.721855 = -1546680.307011 nChanged 352 SP:Iteration 11Q (1551.126912 sec): 3 clusters Score: Raw -1550270.306989 + Penalty 3284.721855 = -1546985.585134 nChanged 176 SP:Iteration 12Q (1551.208362 sec): 3 clusters Score: Raw -1550422.058448 + Penalty 3284.721855 = -1547137.336593 nChanged 93 SP:Iteration 13Q (1551.290252 sec): 3 clusters Score: Raw -1550495.506085 + Penalty 3284.721855 = -1547210.784230 nChanged 43 SP:Iteration 14Q (1551.371024 sec): 3 clusters Score: Raw -1550538.994654 + Penalty 3284.721855 = -1547254.272799 nChanged 26 SP:Iteration 15Q (1551.450944 sec): 3 clusters Score: Raw -1550570.712783 + Penalty 3284.721855 = -1547285.990928 nChanged 22 SP:Iteration 16Q (1551.528851 sec): 3 clusters Score: Raw -1550588.937075 + Penalty 3284.721855 = -1547304.215220 nChanged 16 SP:Iteration 17Q (1551.608558 sec): 3 clusters Score: Raw -1550605.877914 + Penalty 3284.721855 = -1547321.156059 nChanged 13 SP:Iteration 18Q (1551.681445 sec): 3 clusters Score: Raw -1550615.828560 + Penalty 3284.721855 = -1547331.106706 nChanged 6 SP:Iteration 19Q (1551.768857 sec): 3 clusters Score: Raw -1550624.469548 + Penalty 3284.721855 = -1547339.747693 nChanged 8 SP:Iteration 20F (1551.846837 sec): 3 clusters Score: Raw -1550636.255233 + Penalty 3284.721855 = -1547351.533378 nChanged 7 SP:Iteration 21Q (1551.933937 sec): 3 clusters Score: Raw -1550641.234188 + Penalty 3284.721855 = -1547356.512333 nChanged 2 SP:Iteration 22Q (1552.006796 sec): 3 clusters Score: Raw -1550642.261790 + Penalty 3284.721855 = -1547357.539935 nChanged 1 SP:Iteration 23Q (1552.092523 sec): 3 clusters Score: Raw -1550642.770718 + Penalty 3284.721855 = -1547358.048863 nChanged 2 SP:Iteration 24Q (1552.172161 sec): 3 clusters Score: Raw -1550646.435961 + Penalty 3284.721855 = -1547361.714106 nChanged 3 SP:Iteration 25Q (1552.242457 sec): 3 clusters Score: Raw -1550649.138127 + Penalty 3284.721855 = -1547364.416273 nChanged 0 SP:Iteration 26F (1552.329784 sec): 3 clusters Score: Raw -1550649.138127 + Penalty 3284.721855 = -1547364.416273 nChanged 0 Trying to split cluster 20 (29596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1552.391988 sec): 2 clusters Score: Raw -1663963.775972 + Penalty 1673.001606 = -1662290.774366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1552.489791 sec): 3 clusters Score: Raw -1645712.451337 + Penalty 3346.003211 = -1642366.448125 nChanged 13675 SP:Iteration 1F (1552.585700 sec): 3 clusters Score: Raw -1653291.792950 + Penalty 3346.003211 = -1649945.789739 nChanged 1392 SP:Iteration 2Q (1552.691475 sec): 3 clusters Score: Raw -1653793.397628 + Penalty 3346.003211 = -1650447.394417 nChanged 1429 SP:Iteration 3Q (1552.788614 sec): 3 clusters Score: Raw -1654428.539284 + Penalty 3346.003211 = -1651082.536073 nChanged 1683 SP:Iteration 4F (1552.875872 sec): 3 clusters Score: Raw -1655374.180741 + Penalty 3346.003211 = -1652028.177529 nChanged 1897 SP:Iteration 5F (1552.980899 sec): 3 clusters Score: Raw -1656717.064233 + Penalty 3346.003211 = -1653371.061022 nChanged 2094 SP:Iteration 6F (1553.080374 sec): 3 clusters Score: Raw -1658436.523403 + Penalty 3346.003211 = -1655090.520192 nChanged 2070 SP:Iteration 7F (1553.178969 sec): 3 clusters Score: Raw -1660417.324715 + Penalty 3346.003211 = -1657071.321503 nChanged 1655 SP:Iteration 8F (1553.271795 sec): 3 clusters Score: Raw -1662040.146351 + Penalty 3346.003211 = -1658694.143140 nChanged 1018 SP:Iteration 9Q (1553.370389 sec): 3 clusters Score: Raw -1662984.637899 + Penalty 3346.003211 = -1659638.634688 nChanged 587 SP:Iteration 10Q (1553.459352 sec): 3 clusters Score: Raw -1663502.990128 + Penalty 3346.003211 = -1660156.986917 nChanged 357 SP:Iteration 11Q (1553.548208 sec): 3 clusters Score: Raw -1663822.170231 + Penalty 3346.003211 = -1660476.167020 nChanged 235 SP:Iteration 12Q (1553.633652 sec): 3 clusters Score: Raw -1664023.877497 + Penalty 3346.003211 = -1660677.874286 nChanged 175 SP:Iteration 13Q (1553.722475 sec): 3 clusters Score: Raw -1664152.984860 + Penalty 3346.003211 = -1660806.981649 nChanged 118 SP:Iteration 14Q (1553.803807 sec): 3 clusters Score: Raw -1664231.396272 + Penalty 3346.003211 = -1660885.393061 nChanged 68 SP:Iteration 15Q (1553.888473 sec): 3 clusters Score: Raw -1664275.096295 + Penalty 3346.003211 = -1660929.093084 nChanged 53 SP:Iteration 16Q (1553.969857 sec): 3 clusters Score: Raw -1664307.964595 + Penalty 3346.003211 = -1660961.961384 nChanged 44 SP:Iteration 17Q (1554.051488 sec): 3 clusters Score: Raw -1664333.265951 + Penalty 3346.003211 = -1660987.262740 nChanged 32 SP:Iteration 18Q (1554.133889 sec): 3 clusters Score: Raw -1664353.988723 + Penalty 3346.003211 = -1661007.985512 nChanged 30 SP:Iteration 19Q (1554.217947 sec): 3 clusters Score: Raw -1664370.599909 + Penalty 3346.003211 = -1661024.596698 nChanged 16 SP:Iteration 20F (1554.314545 sec): 3 clusters Score: Raw -1664377.655098 + Penalty 3346.003211 = -1661031.651887 nChanged 14 SP:Iteration 21Q (1554.402176 sec): 3 clusters Score: Raw -1664387.883887 + Penalty 3346.003211 = -1661041.880675 nChanged 18 SP:Iteration 22Q (1554.486511 sec): 3 clusters Score: Raw -1664397.170546 + Penalty 3346.003211 = -1661051.167335 nChanged 14 SP:Iteration 23Q (1554.576006 sec): 3 clusters Score: Raw -1664402.803428 + Penalty 3346.003211 = -1661056.800216 nChanged 14 SP:Iteration 24Q (1554.660636 sec): 3 clusters Score: Raw -1664410.146175 + Penalty 3346.003211 = -1661064.142963 nChanged 21 SP:Iteration 25Q (1554.743911 sec): 3 clusters Score: Raw -1664420.402849 + Penalty 3346.003211 = -1661074.399638 nChanged 15 SP:Iteration 26Q (1554.827835 sec): 3 clusters Score: Raw -1664429.042361 + Penalty 3346.003211 = -1661083.039150 nChanged 16 SP:Iteration 27Q (1554.906903 sec): 3 clusters Score: Raw -1664436.413764 + Penalty 3346.003211 = -1661090.410553 nChanged 14 SP:Iteration 28Q (1554.991559 sec): 3 clusters Score: Raw -1664441.268241 + Penalty 3346.003211 = -1661095.265029 nChanged 5 SP:Iteration 29Q (1555.076997 sec): 3 clusters Score: Raw -1664442.911337 + Penalty 3346.003211 = -1661096.908126 nChanged 2 SP:Iteration 30Q (1555.164732 sec): 3 clusters Score: Raw -1664443.769157 + Penalty 3346.003211 = -1661097.765946 nChanged 2 SP:Iteration 31Q (1555.249968 sec): 3 clusters Score: Raw -1664445.016515 + Penalty 3346.003211 = -1661099.013304 nChanged 2 SP:Iteration 32Q (1555.335462 sec): 3 clusters Score: Raw -1664445.710011 + Penalty 3346.003211 = -1661099.706800 nChanged 1 SP:Iteration 33Q (1555.423077 sec): 3 clusters Score: Raw -1664446.031880 + Penalty 3346.003211 = -1661100.028669 nChanged 0 SP:Iteration 34F (1555.519691 sec): 3 clusters Score: Raw -1664446.031880 + Penalty 3346.003211 = -1661100.028669 nChanged 0 Trying to split cluster 21 (1201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1555.548300 sec): 2 clusters Score: Raw -76526.733787 + Penalty 1152.272846 = -75374.460941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1555.586498 sec): 3 clusters Score: Raw -76068.099478 + Penalty 2304.545692 = -73763.553786 nChanged 399 SP:Iteration 1F (1555.634203 sec): 3 clusters Score: Raw -76376.339555 + Penalty 2304.545692 = -74071.793862 nChanged 84 SP:Iteration 2F (1555.679927 sec): 3 clusters Score: Raw -76448.307566 + Penalty 2304.545692 = -74143.761874 nChanged 40 SP:Iteration 3Q (1555.726161 sec): 3 clusters Score: Raw -76492.704062 + Penalty 2304.545692 = -74188.158370 nChanged 36 SP:Iteration 4Q (1555.777858 sec): 3 clusters Score: Raw -76529.943194 + Penalty 2304.545692 = -74225.397502 nChanged 18 SP:Iteration 5Q (1555.821808 sec): 3 clusters Score: Raw -76540.945327 + Penalty 2304.545692 = -74236.399635 nChanged 16 SP:Iteration 6Q (1555.872075 sec): 3 clusters Score: Raw -76559.235841 + Penalty 2304.545692 = -74254.690149 nChanged 14 SP:Iteration 7Q (1555.925077 sec): 3 clusters Score: Raw -76571.604751 + Penalty 2304.545692 = -74267.059059 nChanged 18 SP:Iteration 8Q (1555.971842 sec): 3 clusters Score: Raw -76589.269835 + Penalty 2304.545692 = -74284.724142 nChanged 15 SP:Iteration 9Q (1556.020365 sec): 3 clusters Score: Raw -76602.210250 + Penalty 2304.545692 = -74297.664557 nChanged 14 SP:Iteration 10Q (1556.067668 sec): 3 clusters Score: Raw -76610.601601 + Penalty 2304.545692 = -74306.055909 nChanged 9 SP:Iteration 11Q (1556.105473 sec): 3 clusters Score: Raw -76615.522622 + Penalty 2304.545692 = -74310.976930 nChanged 7 SP:Iteration 12Q (1556.160850 sec): 3 clusters Score: Raw -76619.514805 + Penalty 2304.545692 = -74314.969113 nChanged 7 SP:Iteration 13Q (1556.192543 sec): 3 clusters Score: Raw -76623.895439 + Penalty 2304.545692 = -74319.349747 nChanged 6 SP:Iteration 14Q (1556.242490 sec): 3 clusters Score: Raw -76627.816776 + Penalty 2304.545692 = -74323.271084 nChanged 6 SP:Iteration 15Q (1556.300093 sec): 3 clusters Score: Raw -76633.245712 + Penalty 2304.545692 = -74328.700020 nChanged 7 SP:Iteration 16Q (1556.352758 sec): 3 clusters Score: Raw -76637.010168 + Penalty 2304.545692 = -74332.464476 nChanged 3 SP:Iteration 17Q (1556.396915 sec): 3 clusters Score: Raw -76638.598102 + Penalty 2304.545692 = -74334.052410 nChanged 4 SP:Iteration 18Q (1556.436767 sec): 3 clusters Score: Raw -76641.200857 + Penalty 2304.545692 = -74336.655164 nChanged 5 SP:Iteration 19Q (1556.486738 sec): 3 clusters Score: Raw -76644.808771 + Penalty 2304.545692 = -74340.263079 nChanged 3 SP:Iteration 20F (1556.535699 sec): 3 clusters Score: Raw -76647.323924 + Penalty 2304.545692 = -74342.778232 nChanged 1 SP:Iteration 21Q (1556.579381 sec): 3 clusters Score: Raw -76647.516868 + Penalty 2304.545692 = -74342.971175 nChanged 0 SP:Iteration 22F (1556.617444 sec): 3 clusters Score: Raw -76647.516868 + Penalty 2304.545692 = -74342.971175 nChanged 0 Trying to split cluster 22 (1694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1556.639054 sec): 2 clusters Score: Raw -98283.575454 + Penalty 1208.162780 = -97075.412674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1556.688809 sec): 3 clusters Score: Raw -97612.710122 + Penalty 2416.325559 = -95196.384562 nChanged 537 SP:Iteration 1F (1556.737033 sec): 3 clusters Score: Raw -97963.167454 + Penalty 2416.325559 = -95546.841894 nChanged 128 SP:Iteration 2F (1556.784465 sec): 3 clusters Score: Raw -98058.840179 + Penalty 2416.325559 = -95642.514619 nChanged 69 SP:Iteration 3Q (1556.833062 sec): 3 clusters Score: Raw -98111.675692 + Penalty 2416.325559 = -95695.350133 nChanged 65 SP:Iteration 4Q (1556.875358 sec): 3 clusters Score: Raw -98164.657386 + Penalty 2416.325559 = -95748.331826 nChanged 49 SP:Iteration 5Q (1556.918036 sec): 3 clusters Score: Raw -98199.034716 + Penalty 2416.325559 = -95782.709157 nChanged 29 SP:Iteration 6Q (1556.965470 sec): 3 clusters Score: Raw -98215.492912 + Penalty 2416.325559 = -95799.167352 nChanged 19 SP:Iteration 7Q (1557.008055 sec): 3 clusters Score: Raw -98224.585555 + Penalty 2416.325559 = -95808.259996 nChanged 14 SP:Iteration 8Q (1557.045394 sec): 3 clusters Score: Raw -98230.765560 + Penalty 2416.325559 = -95814.440000 nChanged 11 SP:Iteration 9Q (1557.099085 sec): 3 clusters Score: Raw -98235.501119 + Penalty 2416.325559 = -95819.175560 nChanged 10 SP:Iteration 10Q (1557.140554 sec): 3 clusters Score: Raw -98238.360815 + Penalty 2416.325559 = -95822.035255 nChanged 5 SP:Iteration 11Q (1557.198711 sec): 3 clusters Score: Raw -98241.628495 + Penalty 2416.325559 = -95825.302935 nChanged 5 SP:Iteration 12Q (1557.235768 sec): 3 clusters Score: Raw -98245.302919 + Penalty 2416.325559 = -95828.977360 nChanged 8 SP:Iteration 13Q (1557.294682 sec): 3 clusters Score: Raw -98249.914387 + Penalty 2416.325559 = -95833.588827 nChanged 10 SP:Iteration 14Q (1557.345208 sec): 3 clusters Score: Raw -98255.919681 + Penalty 2416.325559 = -95839.594122 nChanged 10 SP:Iteration 15Q (1557.395341 sec): 3 clusters Score: Raw -98260.587483 + Penalty 2416.325559 = -95844.261923 nChanged 11 SP:Iteration 16Q (1557.450748 sec): 3 clusters Score: Raw -98266.383580 + Penalty 2416.325559 = -95850.058020 nChanged 8 SP:Iteration 17Q (1557.501305 sec): 3 clusters Score: Raw -98271.888794 + Penalty 2416.325559 = -95855.563235 nChanged 6 SP:Iteration 18Q (1557.549632 sec): 3 clusters Score: Raw -98274.482491 + Penalty 2416.325559 = -95858.156931 nChanged 4 SP:Iteration 19Q (1557.598060 sec): 3 clusters Score: Raw -98276.650667 + Penalty 2416.325559 = -95860.325108 nChanged 8 SP:Iteration 20F (1557.644489 sec): 3 clusters Score: Raw -98281.040854 + Penalty 2416.325559 = -95864.715295 nChanged 5 SP:Iteration 21Q (1557.704895 sec): 3 clusters Score: Raw -98284.303299 + Penalty 2416.325559 = -95867.977740 nChanged 7 SP:Iteration 22Q (1557.745106 sec): 3 clusters Score: Raw -98287.616771 + Penalty 2416.325559 = -95871.291212 nChanged 4 SP:Iteration 23Q (1557.800379 sec): 3 clusters Score: Raw -98289.025407 + Penalty 2416.325559 = -95872.699848 nChanged 1 SP:Iteration 24Q (1557.852797 sec): 3 clusters Score: Raw -98289.844588 + Penalty 2416.325559 = -95873.519029 nChanged 1 SP:Iteration 25Q (1557.907089 sec): 3 clusters Score: Raw -98291.139705 + Penalty 2416.325559 = -95874.814146 nChanged 2 SP:Iteration 26Q (1557.960216 sec): 3 clusters Score: Raw -98292.251972 + Penalty 2416.325559 = -95875.926413 nChanged 2 SP:Iteration 27Q (1558.012233 sec): 3 clusters Score: Raw -98293.289255 + Penalty 2416.325559 = -95876.963695 nChanged 1 SP:Iteration 28Q (1558.065589 sec): 3 clusters Score: Raw -98293.716644 + Penalty 2416.325559 = -95877.391084 nChanged 1 SP:Iteration 29Q (1558.116906 sec): 3 clusters Score: Raw -98294.222526 + Penalty 2416.325559 = -95877.896967 nChanged 1 SP:Iteration 30Q (1558.170146 sec): 3 clusters Score: Raw -98294.717105 + Penalty 2416.325559 = -95878.391546 nChanged 2 SP:Iteration 31Q (1558.219768 sec): 3 clusters Score: Raw -98295.661885 + Penalty 2416.325559 = -95879.336325 nChanged 1 SP:Iteration 32Q (1558.277311 sec): 3 clusters Score: Raw -98296.022223 + Penalty 2416.325559 = -95879.696663 nChanged 2 SP:Iteration 33Q (1558.329742 sec): 3 clusters Score: Raw -98296.862599 + Penalty 2416.325559 = -95880.537039 nChanged 2 SP:Iteration 34Q (1558.368698 sec): 3 clusters Score: Raw -98298.280123 + Penalty 2416.325559 = -95881.954563 nChanged 5 SP:Iteration 35Q (1558.431285 sec): 3 clusters Score: Raw -98300.999282 + Penalty 2416.325559 = -95884.673722 nChanged 5 SP:Iteration 36Q (1558.481154 sec): 3 clusters Score: Raw -98303.975651 + Penalty 2416.325559 = -95887.650092 nChanged 3 SP:Iteration 37Q (1558.533388 sec): 3 clusters Score: Raw -98305.637743 + Penalty 2416.325559 = -95889.312184 nChanged 4 SP:Iteration 38Q (1558.577954 sec): 3 clusters Score: Raw -98307.804815 + Penalty 2416.325559 = -95891.479255 nChanged 3 SP:Iteration 39Q (1558.632345 sec): 3 clusters Score: Raw -98310.348624 + Penalty 2416.325559 = -95894.023064 nChanged 1 SP:Iteration 40F (1558.677216 sec): 3 clusters Score: Raw -98311.878888 + Penalty 2416.325559 = -95895.553328 nChanged 4 SP:Iteration 41Q (1558.719357 sec): 3 clusters Score: Raw -98315.887817 + Penalty 2416.325559 = -95899.562258 nChanged 5 SP:Iteration 42Q (1558.779477 sec): 3 clusters Score: Raw -98318.700039 + Penalty 2416.325559 = -95902.374479 nChanged 2 SP:Iteration 43Q (1558.825014 sec): 3 clusters Score: Raw -98319.384077 + Penalty 2416.325559 = -95903.058517 nChanged 0 SP:Iteration 44F (1558.874094 sec): 3 clusters Score: Raw -98319.384077 + Penalty 2416.325559 = -95903.058517 nChanged 0 Trying to split cluster 23 (69432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1558.993667 sec): 2 clusters Score: Raw -4166217.136408 + Penalty 1811.566759 = -4164405.569649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1559.147041 sec): 3 clusters Score: Raw -4121767.281340 + Penalty 3623.133519 = -4118144.147821 nChanged 32749 SP:Iteration 1F (1559.308273 sec): 3 clusters Score: Raw -4140834.713853 + Penalty 3623.133519 = -4137211.580334 nChanged 2871 SP:Iteration 2Q (1559.471158 sec): 3 clusters Score: Raw -4141849.523445 + Penalty 3623.133519 = -4138226.389926 nChanged 3290 SP:Iteration 3Q (1559.634951 sec): 3 clusters Score: Raw -4143266.437752 + Penalty 3623.133519 = -4139643.304233 nChanged 3749 SP:Iteration 4F (1559.791838 sec): 3 clusters Score: Raw -4145247.855690 + Penalty 3623.133519 = -4141624.722171 nChanged 4243 SP:Iteration 5F (1559.955413 sec): 3 clusters Score: Raw -4147919.778599 + Penalty 3623.133519 = -4144296.645080 nChanged 4606 SP:Iteration 6F (1560.119596 sec): 3 clusters Score: Raw -4151185.992819 + Penalty 3623.133519 = -4147562.859300 nChanged 4437 SP:Iteration 7F (1560.289378 sec): 3 clusters Score: Raw -4154495.011028 + Penalty 3623.133519 = -4150871.877509 nChanged 3762 SP:Iteration 8F (1560.450767 sec): 3 clusters Score: Raw -4157134.056066 + Penalty 3623.133519 = -4153510.922547 nChanged 2759 SP:Iteration 9Q (1560.607739 sec): 3 clusters Score: Raw -4158633.536169 + Penalty 3623.133519 = -4155010.402650 nChanged 1962 SP:Iteration 10Q (1560.771389 sec): 3 clusters Score: Raw -4159498.226657 + Penalty 3623.133519 = -4155875.093138 nChanged 1580 SP:Iteration 11Q (1560.930749 sec): 3 clusters Score: Raw -4160152.439786 + Penalty 3623.133519 = -4156529.306267 nChanged 1468 SP:Iteration 12Q (1561.083622 sec): 3 clusters Score: Raw -4160788.625677 + Penalty 3623.133519 = -4157165.492158 nChanged 1442 SP:Iteration 13Q (1561.234417 sec): 3 clusters Score: Raw -4161417.891628 + Penalty 3623.133519 = -4157794.758109 nChanged 1365 SP:Iteration 14Q (1561.386232 sec): 3 clusters Score: Raw -4162021.334686 + Penalty 3623.133519 = -4158398.201167 nChanged 1318 SP:Iteration 15Q (1561.529257 sec): 3 clusters Score: Raw -4162643.128794 + Penalty 3623.133519 = -4159019.995275 nChanged 1241 SP:Iteration 16Q (1561.669170 sec): 3 clusters Score: Raw -4163242.242574 + Penalty 3623.133519 = -4159619.109055 nChanged 1142 SP:Iteration 17Q (1561.819647 sec): 3 clusters Score: Raw -4163784.070465 + Penalty 3623.133519 = -4160160.936946 nChanged 971 SP:Iteration 18Q (1561.964165 sec): 3 clusters Score: Raw -4164265.066817 + Penalty 3623.133519 = -4160641.933298 nChanged 897 SP:Iteration 19Q (1562.104325 sec): 3 clusters Score: Raw -4164721.063484 + Penalty 3623.133519 = -4161097.929965 nChanged 765 SP:Iteration 20F (1562.265951 sec): 3 clusters Score: Raw -4165105.899490 + Penalty 3623.133519 = -4161482.765971 nChanged 676 SP:Iteration 21Q (1562.421816 sec): 3 clusters Score: Raw -4165450.034063 + Penalty 3623.133519 = -4161826.900544 nChanged 528 SP:Iteration 22Q (1562.551513 sec): 3 clusters Score: Raw -4165704.026211 + Penalty 3623.133519 = -4162080.892692 nChanged 419 SP:Iteration 23Q (1562.692092 sec): 3 clusters Score: Raw -4165893.094164 + Penalty 3623.133519 = -4162269.960645 nChanged 351 SP:Iteration 24Q (1562.823009 sec): 3 clusters Score: Raw -4166055.593257 + Penalty 3623.133519 = -4162432.459738 nChanged 274 SP:Iteration 25Q (1562.952791 sec): 3 clusters Score: Raw -4166188.543184 + Penalty 3623.133519 = -4162565.409666 nChanged 220 SP:Iteration 26Q (1563.088320 sec): 3 clusters Score: Raw -4166292.612680 + Penalty 3623.133519 = -4162669.479161 nChanged 157 SP:Iteration 27Q (1563.215164 sec): 3 clusters Score: Raw -4166363.821406 + Penalty 3623.133519 = -4162740.687887 nChanged 121 SP:Iteration 28Q (1563.355378 sec): 3 clusters Score: Raw -4166413.960859 + Penalty 3623.133519 = -4162790.827340 nChanged 95 SP:Iteration 29Q (1563.480364 sec): 3 clusters Score: Raw -4166452.687012 + Penalty 3623.133519 = -4162829.553493 nChanged 79 SP:Iteration 30Q (1563.626328 sec): 3 clusters Score: Raw -4166481.897250 + Penalty 3623.133519 = -4162858.763731 nChanged 61 SP:Iteration 31Q (1563.754865 sec): 3 clusters Score: Raw -4166502.875662 + Penalty 3623.133519 = -4162879.742143 nChanged 40 SP:Iteration 32Q (1563.886374 sec): 3 clusters Score: Raw -4166517.137623 + Penalty 3623.133519 = -4162894.004104 nChanged 45 SP:Iteration 33Q (1564.026869 sec): 3 clusters Score: Raw -4166530.914600 + Penalty 3623.133519 = -4162907.781081 nChanged 25 SP:Iteration 34Q (1564.170127 sec): 3 clusters Score: Raw -4166540.482336 + Penalty 3623.133519 = -4162917.348817 nChanged 26 SP:Iteration 35Q (1564.292957 sec): 3 clusters Score: Raw -4166549.099853 + Penalty 3623.133519 = -4162925.966334 nChanged 20 SP:Iteration 36Q (1564.431475 sec): 3 clusters Score: Raw -4166555.410901 + Penalty 3623.133519 = -4162932.277382 nChanged 18 SP:Iteration 37Q (1564.560109 sec): 3 clusters Score: Raw -4166562.647744 + Penalty 3623.133519 = -4162939.514225 nChanged 15 SP:Iteration 38Q (1564.704475 sec): 3 clusters Score: Raw -4166567.089469 + Penalty 3623.133519 = -4162943.955950 nChanged 13 SP:Iteration 39Q (1564.833778 sec): 3 clusters Score: Raw -4166571.364614 + Penalty 3623.133519 = -4162948.231095 nChanged 8 SP:Iteration 40F (1564.994816 sec): 3 clusters Score: Raw -4166573.923862 + Penalty 3623.133519 = -4162950.790343 nChanged 11 SP:Iteration 41Q (1565.130764 sec): 3 clusters Score: Raw -4166577.412232 + Penalty 3623.133519 = -4162954.278713 nChanged 7 SP:Iteration 42Q (1565.267293 sec): 3 clusters Score: Raw -4166579.861599 + Penalty 3623.133519 = -4162956.728080 nChanged 8 SP:Iteration 43Q (1565.400936 sec): 3 clusters Score: Raw -4166582.124631 + Penalty 3623.133519 = -4162958.991112 nChanged 11 SP:Iteration 44Q (1565.533228 sec): 3 clusters Score: Raw -4166585.304537 + Penalty 3623.133519 = -4162962.171018 nChanged 10 SP:Iteration 45Q (1565.660947 sec): 3 clusters Score: Raw -4166588.027759 + Penalty 3623.133519 = -4162964.894240 nChanged 6 SP:Iteration 46Q (1565.788342 sec): 3 clusters Score: Raw -4166589.555550 + Penalty 3623.133519 = -4162966.422031 nChanged 3 SP:Iteration 47Q (1565.918661 sec): 3 clusters Score: Raw -4166590.473686 + Penalty 3623.133519 = -4162967.340167 nChanged 3 SP:Iteration 48Q (1566.048254 sec): 3 clusters Score: Raw -4166591.349866 + Penalty 3623.133519 = -4162968.216347 nChanged 4 SP:Iteration 49Q (1566.184623 sec): 3 clusters Score: Raw -4166592.744483 + Penalty 3623.133519 = -4162969.610964 nChanged 5 SP:Iteration 50Q (1566.319652 sec): 3 clusters Score: Raw -4166593.937544 + Penalty 3623.133519 = -4162970.804025 nChanged 5 SP:Iteration 51Q (1566.452044 sec): 3 clusters Score: Raw -4166594.795532 + Penalty 3623.133519 = -4162971.662013 nChanged 2 SP:Iteration 52Q (1566.588227 sec): 3 clusters Score: Raw -4166595.102062 + Penalty 3623.133519 = -4162971.968543 nChanged 0 SP:Iteration 53F (1566.749161 sec): 3 clusters Score: Raw -4166595.102062 + Penalty 3623.133519 = -4162971.968543 nChanged 0 Trying to split cluster 24 (7915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1566.794512 sec): 2 clusters Score: Raw -495961.586408 + Penalty 1458.683683 = -494502.902725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1566.855383 sec): 3 clusters Score: Raw -491557.293132 + Penalty 2917.367366 = -488639.925766 nChanged 3434 SP:Iteration 1F (1566.917240 sec): 3 clusters Score: Raw -493401.191942 + Penalty 2917.367366 = -490483.824576 nChanged 479 SP:Iteration 2F (1566.977963 sec): 3 clusters Score: Raw -493611.803750 + Penalty 2917.367366 = -490694.436384 nChanged 374 SP:Iteration 3Q (1567.037769 sec): 3 clusters Score: Raw -493788.804830 + Penalty 2917.367366 = -490871.437464 nChanged 335 SP:Iteration 4Q (1567.099256 sec): 3 clusters Score: Raw -493955.562395 + Penalty 2917.367366 = -491038.195029 nChanged 361 SP:Iteration 5Q (1567.160697 sec): 3 clusters Score: Raw -494137.189414 + Penalty 2917.367366 = -491219.822048 nChanged 373 SP:Iteration 6Q (1567.218600 sec): 3 clusters Score: Raw -494330.209799 + Penalty 2917.367366 = -491412.842433 nChanged 345 SP:Iteration 7Q (1567.282153 sec): 3 clusters Score: Raw -494529.640115 + Penalty 2917.367366 = -491612.272749 nChanged 357 SP:Iteration 8Q (1567.341746 sec): 3 clusters Score: Raw -494749.898553 + Penalty 2917.367366 = -491832.531187 nChanged 375 SP:Iteration 9Q (1567.389104 sec): 3 clusters Score: Raw -495012.096012 + Penalty 2917.367366 = -492094.728646 nChanged 357 SP:Iteration 10Q (1567.448182 sec): 3 clusters Score: Raw -495260.781039 + Penalty 2917.367366 = -492343.413673 nChanged 340 SP:Iteration 11Q (1567.518569 sec): 3 clusters Score: Raw -495492.007956 + Penalty 2917.367366 = -492574.640590 nChanged 281 SP:Iteration 12Q (1567.583116 sec): 3 clusters Score: Raw -495644.579489 + Penalty 2917.367366 = -492727.212123 nChanged 205 SP:Iteration 13Q (1567.641997 sec): 3 clusters Score: Raw -495741.587234 + Penalty 2917.367366 = -492824.219868 nChanged 154 SP:Iteration 14Q (1567.706528 sec): 3 clusters Score: Raw -495813.875404 + Penalty 2917.367366 = -492896.508038 nChanged 108 SP:Iteration 15Q (1567.769485 sec): 3 clusters Score: Raw -495856.009158 + Penalty 2917.367366 = -492938.641792 nChanged 94 SP:Iteration 16Q (1567.832156 sec): 3 clusters Score: Raw -495886.637057 + Penalty 2917.367366 = -492969.269691 nChanged 71 SP:Iteration 17Q (1567.880640 sec): 3 clusters Score: Raw -495906.126764 + Penalty 2917.367366 = -492988.759398 nChanged 54 SP:Iteration 18Q (1567.938617 sec): 3 clusters Score: Raw -495920.666438 + Penalty 2917.367366 = -493003.299072 nChanged 38 SP:Iteration 19Q (1567.999233 sec): 3 clusters Score: Raw -495931.802538 + Penalty 2917.367366 = -493014.435172 nChanged 38 SP:Iteration 20F (1568.072536 sec): 3 clusters Score: Raw -495943.520360 + Penalty 2917.367366 = -493026.152994 nChanged 36 SP:Iteration 21Q (1568.126418 sec): 3 clusters Score: Raw -495952.888336 + Penalty 2917.367366 = -493035.520970 nChanged 35 SP:Iteration 22Q (1568.184894 sec): 3 clusters Score: Raw -495962.434446 + Penalty 2917.367366 = -493045.067080 nChanged 39 SP:Iteration 23Q (1568.250359 sec): 3 clusters Score: Raw -495971.415606 + Penalty 2917.367366 = -493054.048240 nChanged 35 SP:Iteration 24Q (1568.307287 sec): 3 clusters Score: Raw -495980.127095 + Penalty 2917.367366 = -493062.759729 nChanged 35 SP:Iteration 25Q (1568.363438 sec): 3 clusters Score: Raw -495988.586416 + Penalty 2917.367366 = -493071.219050 nChanged 22 SP:Iteration 26Q (1568.419820 sec): 3 clusters Score: Raw -495992.622732 + Penalty 2917.367366 = -493075.255366 nChanged 26 SP:Iteration 27Q (1568.483111 sec): 3 clusters Score: Raw -495997.526364 + Penalty 2917.367366 = -493080.158998 nChanged 25 SP:Iteration 28Q (1568.536897 sec): 3 clusters Score: Raw -496003.688968 + Penalty 2917.367366 = -493086.321602 nChanged 26 SP:Iteration 29Q (1568.606710 sec): 3 clusters Score: Raw -496007.994017 + Penalty 2917.367366 = -493090.626651 nChanged 14 SP:Iteration 30Q (1568.669503 sec): 3 clusters Score: Raw -496010.784033 + Penalty 2917.367366 = -493093.416667 nChanged 23 SP:Iteration 31Q (1568.729867 sec): 3 clusters Score: Raw -496017.606368 + Penalty 2917.367366 = -493100.239002 nChanged 22 SP:Iteration 32Q (1568.790945 sec): 3 clusters Score: Raw -496024.849087 + Penalty 2917.367366 = -493107.481721 nChanged 26 SP:Iteration 33Q (1568.842777 sec): 3 clusters Score: Raw -496032.560200 + Penalty 2917.367366 = -493115.192834 nChanged 28 SP:Iteration 34Q (1568.911713 sec): 3 clusters Score: Raw -496038.180807 + Penalty 2917.367366 = -493120.813441 nChanged 19 SP:Iteration 35Q (1568.960364 sec): 3 clusters Score: Raw -496041.479636 + Penalty 2917.367366 = -493124.112270 nChanged 20 SP:Iteration 36Q (1569.023026 sec): 3 clusters Score: Raw -496045.775429 + Penalty 2917.367366 = -493128.408063 nChanged 23 SP:Iteration 37Q (1569.098846 sec): 3 clusters Score: Raw -496050.284668 + Penalty 2917.367366 = -493132.917302 nChanged 24 SP:Iteration 38Q (1569.162539 sec): 3 clusters Score: Raw -496055.187348 + Penalty 2917.367366 = -493137.819982 nChanged 20 SP:Iteration 39Q (1569.217701 sec): 3 clusters Score: Raw -496059.871043 + Penalty 2917.367366 = -493142.503677 nChanged 20 SP:Iteration 40F (1569.282511 sec): 3 clusters Score: Raw -496064.649154 + Penalty 2917.367366 = -493147.281788 nChanged 21 SP:Iteration 41Q (1569.334954 sec): 3 clusters Score: Raw -496068.279508 + Penalty 2917.367366 = -493150.912142 nChanged 16 SP:Iteration 42Q (1569.396094 sec): 3 clusters Score: Raw -496071.735852 + Penalty 2917.367366 = -493154.368486 nChanged 17 SP:Iteration 43Q (1569.450166 sec): 3 clusters Score: Raw -496075.519154 + Penalty 2917.367366 = -493158.151788 nChanged 17 SP:Iteration 44Q (1569.518115 sec): 3 clusters Score: Raw -496079.070115 + Penalty 2917.367366 = -493161.702749 nChanged 21 SP:Iteration 45Q (1569.578780 sec): 3 clusters Score: Raw -496083.160446 + Penalty 2917.367366 = -493165.793080 nChanged 18 SP:Iteration 46Q (1569.627927 sec): 3 clusters Score: Raw -496087.349169 + Penalty 2917.367366 = -493169.981803 nChanged 16 SP:Iteration 47Q (1569.685459 sec): 3 clusters Score: Raw -496090.546646 + Penalty 2917.367366 = -493173.179280 nChanged 17 SP:Iteration 48Q (1569.738605 sec): 3 clusters Score: Raw -496095.092110 + Penalty 2917.367366 = -493177.724744 nChanged 20 SP:Iteration 49Q (1569.797439 sec): 3 clusters Score: Raw -496100.085648 + Penalty 2917.367366 = -493182.718282 nChanged 23 SP:Iteration 50Q (1569.852116 sec): 3 clusters Score: Raw -496106.200900 + Penalty 2917.367366 = -493188.833534 nChanged 20 SP:Iteration 51Q (1569.901278 sec): 3 clusters Score: Raw -496111.563890 + Penalty 2917.367366 = -493194.196524 nChanged 21 SP:Iteration 52Q (1569.972317 sec): 3 clusters Score: Raw -496115.697029 + Penalty 2917.367366 = -493198.329663 nChanged 17 SP:Iteration 53Q (1570.031994 sec): 3 clusters Score: Raw -496120.141864 + Penalty 2917.367366 = -493202.774498 nChanged 20 SP:Iteration 54Q (1570.093365 sec): 3 clusters Score: Raw -496125.491340 + Penalty 2917.367366 = -493208.123974 nChanged 20 SP:Iteration 55Q (1570.154634 sec): 3 clusters Score: Raw -496131.249730 + Penalty 2917.367366 = -493213.882364 nChanged 20 SP:Iteration 56Q (1570.216592 sec): 3 clusters Score: Raw -496136.432891 + Penalty 2917.367366 = -493219.065525 nChanged 16 SP:Iteration 57Q (1570.274059 sec): 3 clusters Score: Raw -496142.075914 + Penalty 2917.367366 = -493224.708548 nChanged 20 SP:Iteration 58Q (1570.337083 sec): 3 clusters Score: Raw -496147.793052 + Penalty 2917.367366 = -493230.425686 nChanged 28 SP:Iteration 59Q (1570.398057 sec): 3 clusters Score: Raw -496154.765249 + Penalty 2917.367366 = -493237.397883 nChanged 17 SP:Iteration 60F (1570.446997 sec): 3 clusters Score: Raw -496159.535569 + Penalty 2917.367366 = -493242.168203 nChanged 19 SP:Iteration 61Q (1570.517070 sec): 3 clusters Score: Raw -496163.106536 + Penalty 2917.367366 = -493245.739170 nChanged 15 SP:Iteration 62Q (1570.578736 sec): 3 clusters Score: Raw -496165.868640 + Penalty 2917.367366 = -493248.501274 nChanged 16 SP:Iteration 63Q (1570.640356 sec): 3 clusters Score: Raw -496169.428490 + Penalty 2917.367366 = -493252.061124 nChanged 13 SP:Iteration 64Q (1570.693319 sec): 3 clusters Score: Raw -496172.848992 + Penalty 2917.367366 = -493255.481626 nChanged 13 SP:Iteration 65Q (1570.750516 sec): 3 clusters Score: Raw -496175.393369 + Penalty 2917.367366 = -493258.026003 nChanged 12 SP:Iteration 66Q (1570.809164 sec): 3 clusters Score: Raw -496178.193864 + Penalty 2917.367366 = -493260.826498 nChanged 10 SP:Iteration 67Q (1570.871049 sec): 3 clusters Score: Raw -496180.994978 + Penalty 2917.367366 = -493263.627612 nChanged 13 SP:Iteration 68Q (1570.933459 sec): 3 clusters Score: Raw -496184.135109 + Penalty 2917.367366 = -493266.767743 nChanged 11 SP:Iteration 69Q (1570.994272 sec): 3 clusters Score: Raw -496188.126505 + Penalty 2917.367366 = -493270.759139 nChanged 18 SP:Iteration 70Q (1571.052984 sec): 3 clusters Score: Raw -496195.738362 + Penalty 2917.367366 = -493278.370996 nChanged 21 SP:Iteration 71Q (1571.108109 sec): 3 clusters Score: Raw -496203.834117 + Penalty 2917.367366 = -493286.466751 nChanged 24 SP:Iteration 72Q (1571.161326 sec): 3 clusters Score: Raw -496210.904759 + Penalty 2917.367366 = -493293.537393 nChanged 21 SP:Iteration 73Q (1571.216312 sec): 3 clusters Score: Raw -496216.530074 + Penalty 2917.367366 = -493299.162708 nChanged 11 SP:Iteration 74Q (1571.282671 sec): 3 clusters Score: Raw -496219.337456 + Penalty 2917.367366 = -493301.970090 nChanged 12 SP:Iteration 75Q (1571.347417 sec): 3 clusters Score: Raw -496222.389572 + Penalty 2917.367366 = -493305.022206 nChanged 11 SP:Iteration 76Q (1571.398029 sec): 3 clusters Score: Raw -496225.123787 + Penalty 2917.367366 = -493307.756421 nChanged 12 SP:Iteration 77Q (1571.449702 sec): 3 clusters Score: Raw -496227.096970 + Penalty 2917.367366 = -493309.729604 nChanged 7 SP:Iteration 78Q (1571.519605 sec): 3 clusters Score: Raw -496228.235796 + Penalty 2917.367366 = -493310.868430 nChanged 3 SP:Iteration 79Q (1571.571365 sec): 3 clusters Score: Raw -496228.811958 + Penalty 2917.367366 = -493311.444592 nChanged 1 SP:Iteration 80F (1571.624443 sec): 3 clusters Score: Raw -496229.201713 + Penalty 2917.367366 = -493311.834347 nChanged 3 SP:Iteration 81Q (1571.687867 sec): 3 clusters Score: Raw -496229.898940 + Penalty 2917.367366 = -493312.531574 nChanged 4 SP:Iteration 82Q (1571.743485 sec): 3 clusters Score: Raw -496231.570244 + Penalty 2917.367366 = -493314.202878 nChanged 5 SP:Iteration 83Q (1571.809398 sec): 3 clusters Score: Raw -496232.334480 + Penalty 2917.367366 = -493314.967114 nChanged 1 SP:Iteration 84Q (1571.869944 sec): 3 clusters Score: Raw -496232.409431 + Penalty 2917.367366 = -493315.042065 nChanged 2 SP:Iteration 85Q (1571.929942 sec): 3 clusters Score: Raw -496232.905749 + Penalty 2917.367366 = -493315.538383 nChanged 3 SP:Iteration 86Q (1571.988353 sec): 3 clusters Score: Raw -496233.711288 + Penalty 2917.367366 = -493316.343922 nChanged 6 SP:Iteration 87Q (1572.050654 sec): 3 clusters Score: Raw -496235.334805 + Penalty 2917.367366 = -493317.967439 nChanged 11 SP:Iteration 88Q (1572.114649 sec): 3 clusters Score: Raw -496238.002531 + Penalty 2917.367366 = -493320.635165 nChanged 12 SP:Iteration 89Q (1572.170698 sec): 3 clusters Score: Raw -496241.124973 + Penalty 2917.367366 = -493323.757607 nChanged 10 SP:Iteration 90Q (1572.231125 sec): 3 clusters Score: Raw -496243.434294 + Penalty 2917.367366 = -493326.066928 nChanged 11 SP:Iteration 91Q (1572.292836 sec): 3 clusters Score: Raw -496246.028180 + Penalty 2917.367366 = -493328.660814 nChanged 11 SP:Iteration 92Q (1572.354341 sec): 3 clusters Score: Raw -496248.130645 + Penalty 2917.367366 = -493330.763279 nChanged 11 SP:Iteration 93Q (1572.411579 sec): 3 clusters Score: Raw -496249.931519 + Penalty 2917.367366 = -493332.564153 nChanged 5 SP:Iteration 94Q (1572.472565 sec): 3 clusters Score: Raw -496250.736042 + Penalty 2917.367366 = -493333.368676 nChanged 5 SP:Iteration 95Q (1572.517738 sec): 3 clusters Score: Raw -496251.530892 + Penalty 2917.367366 = -493334.163525 nChanged 5 SP:Iteration 96Q (1572.573909 sec): 3 clusters Score: Raw -496252.421893 + Penalty 2917.367366 = -493335.054527 nChanged 4 SP:Iteration 97Q (1572.646919 sec): 3 clusters Score: Raw -496253.131138 + Penalty 2917.367366 = -493335.763772 nChanged 4 SP:Iteration 98Q (1572.695438 sec): 3 clusters Score: Raw -496254.017506 + Penalty 2917.367366 = -493336.650140 nChanged 2 SP:Iteration 99Q (1572.758870 sec): 3 clusters Score: Raw -496254.697533 + Penalty 2917.367366 = -493337.330167 nChanged 3 SP:Iteration 100F (1572.821916 sec): 3 clusters Score: Raw -496255.218139 + Penalty 2917.367366 = -493337.850773 nChanged 2 SP:Iteration 101Q (1572.879109 sec): 3 clusters Score: Raw -496255.659340 + Penalty 2917.367366 = -493338.291974 nChanged 3 SP:Iteration 102Q (1572.937050 sec): 3 clusters Score: Raw -496256.219983 + Penalty 2917.367366 = -493338.852617 nChanged 3 SP:Iteration 103Q (1572.986043 sec): 3 clusters Score: Raw -496256.807781 + Penalty 2917.367366 = -493339.440415 nChanged 3 SP:Iteration 104Q (1573.057791 sec): 3 clusters Score: Raw -496257.516583 + Penalty 2917.367366 = -493340.149217 nChanged 5 SP:Iteration 105Q (1573.114415 sec): 3 clusters Score: Raw -496259.026166 + Penalty 2917.367366 = -493341.658800 nChanged 6 SP:Iteration 106Q (1573.176979 sec): 3 clusters Score: Raw -496260.858883 + Penalty 2917.367366 = -493343.491517 nChanged 9 SP:Iteration 107Q (1573.234535 sec): 3 clusters Score: Raw -496263.429863 + Penalty 2917.367366 = -493346.062497 nChanged 8 SP:Iteration 108Q (1573.286458 sec): 3 clusters Score: Raw -496265.983802 + Penalty 2917.367366 = -493348.616436 nChanged 10 SP:Iteration 109Q (1573.344008 sec): 3 clusters Score: Raw -496269.236817 + Penalty 2917.367366 = -493351.869451 nChanged 14 SP:Iteration 110Q (1573.403694 sec): 3 clusters Score: Raw -496273.888646 + Penalty 2917.367366 = -493356.521280 nChanged 6 SP:Iteration 111Q (1573.467022 sec): 3 clusters Score: Raw -496275.664471 + Penalty 2917.367366 = -493358.297105 nChanged 5 SP:Iteration 112Q (1573.516975 sec): 3 clusters Score: Raw -496276.666519 + Penalty 2917.367366 = -493359.299153 nChanged 4 SP:Iteration 113Q (1573.578471 sec): 3 clusters Score: Raw -496277.716703 + Penalty 2917.367366 = -493360.349337 nChanged 6 SP:Iteration 114Q (1573.647789 sec): 3 clusters Score: Raw -496278.933934 + Penalty 2917.367366 = -493361.566568 nChanged 4 SP:Iteration 115Q (1573.706541 sec): 3 clusters Score: Raw -496279.906440 + Penalty 2917.367366 = -493362.539074 nChanged 6 SP:Iteration 116Q (1573.767077 sec): 3 clusters Score: Raw -496281.087720 + Penalty 2917.367366 = -493363.720354 nChanged 4 SP:Iteration 117Q (1573.828698 sec): 3 clusters Score: Raw -496282.282089 + Penalty 2917.367366 = -493364.914723 nChanged 3 SP:Iteration 118Q (1573.890833 sec): 3 clusters Score: Raw -496283.143264 + Penalty 2917.367366 = -493365.775898 nChanged 6 SP:Iteration 119Q (1573.953525 sec): 3 clusters Score: Raw -496284.446415 + Penalty 2917.367366 = -493367.079049 nChanged 6 SP:Iteration 120F (1574.011489 sec): 3 clusters Score: Raw -496287.010533 + Penalty 2917.367366 = -493369.643167 nChanged 7 SP:Iteration 121Q (1574.066309 sec): 3 clusters Score: Raw -496289.198121 + Penalty 2917.367366 = -493371.830755 nChanged 3 SP:Iteration 122Q (1574.137401 sec): 3 clusters Score: Raw -496289.861166 + Penalty 2917.367366 = -493372.493800 nChanged 4 SP:Iteration 123Q (1574.197695 sec): 3 clusters Score: Raw -496290.851576 + Penalty 2917.367366 = -493373.484210 nChanged 0 SP:Iteration 124F (1574.260227 sec): 3 clusters Score: Raw -496290.851576 + Penalty 2917.367366 = -493373.484210 nChanged 0 Iteration 219Q (1576.012844 sec): 25 clusters Score: Raw -15317120.809412 + Penalty 48701.486238 = -15268419.323174 nChanged 55 Iteration 220F (1580.387926 sec): 25 clusters Score: Raw -15317123.304785 + Penalty 48701.486238 = -15268421.818547 nChanged 57 Iteration 221Q (1582.217797 sec): 25 clusters Score: Raw -15317126.171812 + Penalty 48701.486238 = -15268424.685574 nChanged 54 Iteration 222Q (1584.044239 sec): 25 clusters Score: Raw -15317128.599296 + Penalty 48701.486238 = -15268427.113058 nChanged 47 Iteration 223Q (1585.965964 sec): 25 clusters Score: Raw -15317130.057382 + Penalty 48701.486238 = -15268428.571144 nChanged 51 Iteration 224Q (1587.854752 sec): 25 clusters Score: Raw -15317132.211890 + Penalty 48701.486238 = -15268430.725652 nChanged 51 Iteration 225Q (1589.623942 sec): 25 clusters Score: Raw -15317133.943582 + Penalty 48701.486238 = -15268432.457344 nChanged 48 Iteration 226Q (1591.510435 sec): 25 clusters Score: Raw -15317135.458853 + Penalty 48701.486238 = -15268433.972615 nChanged 42 Iteration 227Q (1593.415820 sec): 25 clusters Score: Raw -15317136.776145 + Penalty 48701.486238 = -15268435.289907 nChanged 35 Iteration 228Q (1595.256291 sec): 25 clusters Score: Raw -15317137.955547 + Penalty 48701.486238 = -15268436.469309 nChanged 38 Iteration 229Q (1596.945003 sec): 25 clusters Score: Raw -15317139.387464 + Penalty 48701.486238 = -15268437.901226 nChanged 31 Iteration 230Q (1598.750625 sec): 25 clusters Score: Raw -15317140.680450 + Penalty 48701.486238 = -15268439.194212 nChanged 38 Iteration 231Q (1600.601532 sec): 25 clusters Score: Raw -15317142.346855 + Penalty 48701.486238 = -15268440.860617 nChanged 40 Iteration 232Q (1602.430719 sec): 25 clusters Score: Raw -15317143.944365 + Penalty 48701.486238 = -15268442.458127 nChanged 33 Iteration 233Q (1604.166904 sec): 25 clusters Score: Raw -15317145.198445 + Penalty 48701.486238 = -15268443.712207 nChanged 26 Iteration 234Q (1606.063918 sec): 25 clusters Score: Raw -15317146.124328 + Penalty 48701.486238 = -15268444.638090 nChanged 20 Iteration 235Q (1607.694609 sec): 25 clusters Score: Raw -15317146.714455 + Penalty 48701.486238 = -15268445.228217 nChanged 25 Iteration 236Q (1609.573707 sec): 25 clusters Score: Raw -15317147.227149 + Penalty 48701.486238 = -15268445.740911 nChanged 25 Iteration 237Q (1611.359755 sec): 25 clusters Score: Raw -15317147.809126 + Penalty 48701.486238 = -15268446.322888 nChanged 23 Iteration 238Q (1613.191400 sec): 25 clusters Score: Raw -15317148.319310 + Penalty 48701.486238 = -15268446.833072 nChanged 17 Iteration 239Q (1615.072725 sec): 25 clusters Score: Raw -15317148.751497 + Penalty 48701.486238 = -15268447.265259 nChanged 17 Iteration 240F (1619.445493 sec): 25 clusters Score: Raw -15317149.177844 + Penalty 48701.486238 = -15268447.691606 nChanged 13 Iteration 241Q (1621.299207 sec): 25 clusters Score: Raw -15317149.970975 + Penalty 48701.486238 = -15268448.484737 nChanged 13 Iteration 242Q (1623.232037 sec): 25 clusters Score: Raw -15317150.414296 + Penalty 48701.486238 = -15268448.928058 nChanged 14 Iteration 243Q (1625.046155 sec): 25 clusters Score: Raw -15317150.864427 + Penalty 48701.486238 = -15268449.378189 nChanged 9 Iteration 244Q (1626.868776 sec): 25 clusters Score: Raw -15317151.054392 + Penalty 48701.486238 = -15268449.568154 nChanged 11 Iteration 245Q (1628.707005 sec): 25 clusters Score: Raw -15317151.208461 + Penalty 48701.486238 = -15268449.722224 nChanged 7 Iteration 246Q (1630.522661 sec): 25 clusters Score: Raw -15317151.501214 + Penalty 48701.486238 = -15268450.014976 nChanged 13 Iteration 247Q (1632.306864 sec): 25 clusters Score: Raw -15317152.120871 + Penalty 48701.486238 = -15268450.634633 nChanged 6 Iteration 248Q (1633.922214 sec): 25 clusters Score: Raw -15317152.585303 + Penalty 48701.486238 = -15268451.099065 nChanged 16 Iteration 249Q (1635.812484 sec): 25 clusters Score: Raw -15317153.710078 + Penalty 48701.486238 = -15268452.223840 nChanged 27 Iteration 250Q (1637.687072 sec): 25 clusters Score: Raw -15317154.935586 + Penalty 48701.486238 = -15268453.449349 nChanged 27 Iteration 251Q (1639.356385 sec): 25 clusters Score: Raw -15317156.110517 + Penalty 48701.486238 = -15268454.624280 nChanged 36 Iteration 252Q (1641.159351 sec): 25 clusters Score: Raw -15317157.213317 + Penalty 48701.486238 = -15268455.727079 nChanged 27 Iteration 253Q (1642.962502 sec): 25 clusters Score: Raw -15317158.035548 + Penalty 48701.486238 = -15268456.549310 nChanged 33 Iteration 254Q (1644.909120 sec): 25 clusters Score: Raw -15317158.955422 + Penalty 48701.486238 = -15268457.469184 nChanged 33 Iteration 255Q (1646.524188 sec): 25 clusters Score: Raw -15317159.727030 + Penalty 48701.486238 = -15268458.240792 nChanged 31 Iteration 256Q (1648.295765 sec): 25 clusters Score: Raw -15317160.709725 + Penalty 48701.486238 = -15268459.223487 nChanged 38 Iteration 257Q (1650.290916 sec): 25 clusters Score: Raw -15317161.817637 + Penalty 48701.486238 = -15268460.331399 nChanged 33 Iteration 258Q (1651.941989 sec): 25 clusters Score: Raw -15317162.645800 + Penalty 48701.486238 = -15268461.159563 nChanged 33 Writing temp clu file Because OldScore, -15268460.331399, is greater than current (better) Score,-15268461.159563 Compute initial score before splitting: Score: Raw -15317162.645800 + Penalty 48701.486238 = -15268461.159563 Trying to split cluster 1 (589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1652.056319 sec): 2 clusters Score: Raw -31196.745829 + Penalty 1036.494255 = -30160.251574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1652.092662 sec): 3 clusters Score: Raw -31086.786529 + Penalty 2072.988510 = -29013.798019 nChanged 138 SP:Iteration 1F (1652.151818 sec): 3 clusters Score: Raw -31266.948797 + Penalty 2072.988510 = -29193.960287 nChanged 27 SP:Iteration 2Q (1652.199498 sec): 3 clusters Score: Raw -31305.427901 + Penalty 2072.988510 = -29232.439392 nChanged 11 SP:Iteration 3Q (1652.243778 sec): 3 clusters Score: Raw -31321.282862 + Penalty 2072.988510 = -29248.294353 nChanged 9 SP:Iteration 4Q (1652.301831 sec): 3 clusters Score: Raw -31333.928137 + Penalty 2072.988510 = -29260.939627 nChanged 7 SP:Iteration 5Q (1652.339425 sec): 3 clusters Score: Raw -31347.797736 + Penalty 2072.988510 = -29274.809226 nChanged 4 SP:Iteration 6Q (1652.401929 sec): 3 clusters Score: Raw -31351.878092 + Penalty 2072.988510 = -29278.889583 nChanged 1 SP:Iteration 7Q (1652.444240 sec): 3 clusters Score: Raw -31353.011149 + Penalty 2072.988510 = -29280.022639 nChanged 1 SP:Iteration 8Q (1652.481628 sec): 3 clusters Score: Raw -31353.732968 + Penalty 2072.988510 = -29280.744459 nChanged 1 SP:Iteration 9Q (1652.527572 sec): 3 clusters Score: Raw -31354.565774 + Penalty 2072.988510 = -29281.577265 nChanged 1 SP:Iteration 10Q (1652.586451 sec): 3 clusters Score: Raw -31355.625543 + Penalty 2072.988510 = -29282.637034 nChanged 0 SP:Iteration 11F (1652.628279 sec): 3 clusters Score: Raw -31355.625543 + Penalty 2072.988510 = -29282.637034 nChanged 0 Trying to split cluster 2 (1440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1652.646558 sec): 2 clusters Score: Raw -76403.464214 + Penalty 1181.764739 = -75221.699475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1652.702113 sec): 3 clusters Score: Raw -75873.054182 + Penalty 2363.529478 = -73509.524704 nChanged 464 SP:Iteration 1F (1652.743977 sec): 3 clusters Score: Raw -76222.494688 + Penalty 2363.529478 = -73858.965210 nChanged 99 SP:Iteration 2F (1652.792747 sec): 3 clusters Score: Raw -76308.297278 + Penalty 2363.529478 = -73944.767800 nChanged 73 SP:Iteration 3F (1652.837982 sec): 3 clusters Score: Raw -76378.550662 + Penalty 2363.529478 = -74015.021184 nChanged 66 SP:Iteration 4Q (1652.883407 sec): 3 clusters Score: Raw -76436.136911 + Penalty 2363.529478 = -74072.607434 nChanged 53 SP:Iteration 5Q (1652.921768 sec): 3 clusters Score: Raw -76479.708726 + Penalty 2363.529478 = -74116.179248 nChanged 48 SP:Iteration 6Q (1652.965886 sec): 3 clusters Score: Raw -76522.758583 + Penalty 2363.529478 = -74159.229106 nChanged 43 SP:Iteration 7Q (1653.015977 sec): 3 clusters Score: Raw -76565.268943 + Penalty 2363.529478 = -74201.739465 nChanged 39 SP:Iteration 8Q (1653.051115 sec): 3 clusters Score: Raw -76604.347647 + Penalty 2363.529478 = -74240.818170 nChanged 45 SP:Iteration 9Q (1653.105719 sec): 3 clusters Score: Raw -76647.002596 + Penalty 2363.529478 = -74283.473119 nChanged 41 SP:Iteration 10Q (1653.151147 sec): 3 clusters Score: Raw -76694.724911 + Penalty 2363.529478 = -74331.195434 nChanged 33 SP:Iteration 11Q (1653.196709 sec): 3 clusters Score: Raw -76721.588491 + Penalty 2363.529478 = -74358.059013 nChanged 23 SP:Iteration 12Q (1653.238669 sec): 3 clusters Score: Raw -76747.193903 + Penalty 2363.529478 = -74383.664426 nChanged 21 SP:Iteration 13Q (1653.277375 sec): 3 clusters Score: Raw -76761.864734 + Penalty 2363.529478 = -74398.335256 nChanged 24 SP:Iteration 14Q (1653.329604 sec): 3 clusters Score: Raw -76776.239955 + Penalty 2363.529478 = -74412.710477 nChanged 12 SP:Iteration 15Q (1653.387635 sec): 3 clusters Score: Raw -76785.035707 + Penalty 2363.529478 = -74421.506229 nChanged 8 SP:Iteration 16Q (1653.428726 sec): 3 clusters Score: Raw -76792.168215 + Penalty 2363.529478 = -74428.638737 nChanged 8 SP:Iteration 17Q (1653.470059 sec): 3 clusters Score: Raw -76802.716491 + Penalty 2363.529478 = -74439.187013 nChanged 14 SP:Iteration 18Q (1653.514357 sec): 3 clusters Score: Raw -76815.573839 + Penalty 2363.529478 = -74452.044362 nChanged 11 SP:Iteration 19Q (1653.569543 sec): 3 clusters Score: Raw -76824.814944 + Penalty 2363.529478 = -74461.285466 nChanged 9 SP:Iteration 20F (1653.610209 sec): 3 clusters Score: Raw -76829.726293 + Penalty 2363.529478 = -74466.196816 nChanged 5 SP:Iteration 21Q (1653.647814 sec): 3 clusters Score: Raw -76833.263760 + Penalty 2363.529478 = -74469.734282 nChanged 8 SP:Iteration 22Q (1653.693523 sec): 3 clusters Score: Raw -76842.263076 + Penalty 2363.529478 = -74478.733598 nChanged 9 SP:Iteration 23Q (1653.743797 sec): 3 clusters Score: Raw -76851.515036 + Penalty 2363.529478 = -74487.985558 nChanged 6 SP:Iteration 24Q (1653.785861 sec): 3 clusters Score: Raw -76861.185242 + Penalty 2363.529478 = -74497.655764 nChanged 14 SP:Iteration 25Q (1653.822818 sec): 3 clusters Score: Raw -76872.250082 + Penalty 2363.529478 = -74508.720605 nChanged 10 SP:Iteration 26Q (1653.874322 sec): 3 clusters Score: Raw -76879.466599 + Penalty 2363.529478 = -74515.937122 nChanged 7 SP:Iteration 27Q (1653.922594 sec): 3 clusters Score: Raw -76885.828279 + Penalty 2363.529478 = -74522.298801 nChanged 5 SP:Iteration 28Q (1653.963232 sec): 3 clusters Score: Raw -76889.709842 + Penalty 2363.529478 = -74526.180365 nChanged 4 SP:Iteration 29Q (1654.001826 sec): 3 clusters Score: Raw -76894.482536 + Penalty 2363.529478 = -74530.953059 nChanged 7 SP:Iteration 30Q (1654.053490 sec): 3 clusters Score: Raw -76899.247574 + Penalty 2363.529478 = -74535.718096 nChanged 3 SP:Iteration 31Q (1654.095513 sec): 3 clusters Score: Raw -76901.591906 + Penalty 2363.529478 = -74538.062429 nChanged 2 SP:Iteration 32Q (1654.143164 sec): 3 clusters Score: Raw -76902.757176 + Penalty 2363.529478 = -74539.227699 nChanged 1 SP:Iteration 33Q (1654.180721 sec): 3 clusters Score: Raw -76903.270988 + Penalty 2363.529478 = -74539.741510 nChanged 0 SP:Iteration 34F (1654.220614 sec): 3 clusters Score: Raw -76903.270988 + Penalty 2363.529478 = -74539.741510 nChanged 0 Trying to split cluster 3 (3095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1654.241173 sec): 2 clusters Score: Raw -183061.989104 + Penalty 1306.100768 = -181755.888337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1654.290250 sec): 3 clusters Score: Raw -181545.779934 + Penalty 2612.201535 = -178933.578398 nChanged 1174 SP:Iteration 1F (1654.338928 sec): 3 clusters Score: Raw -182209.925796 + Penalty 2612.201535 = -179597.724260 nChanged 225 SP:Iteration 2F (1654.386744 sec): 3 clusters Score: Raw -182335.824991 + Penalty 2612.201535 = -179723.623456 nChanged 155 SP:Iteration 3F (1654.441881 sec): 3 clusters Score: Raw -182419.367017 + Penalty 2612.201535 = -179807.165482 nChanged 112 SP:Iteration 4Q (1654.482737 sec): 3 clusters Score: Raw -182472.119198 + Penalty 2612.201535 = -179859.917663 nChanged 80 SP:Iteration 5Q (1654.537717 sec): 3 clusters Score: Raw -182510.745597 + Penalty 2612.201535 = -179898.544061 nChanged 63 SP:Iteration 6Q (1654.580062 sec): 3 clusters Score: Raw -182539.239491 + Penalty 2612.201535 = -179927.037955 nChanged 59 SP:Iteration 7Q (1654.633731 sec): 3 clusters Score: Raw -182564.458109 + Penalty 2612.201535 = -179952.256574 nChanged 57 SP:Iteration 8Q (1654.676141 sec): 3 clusters Score: Raw -182596.935234 + Penalty 2612.201535 = -179984.733698 nChanged 59 SP:Iteration 9Q (1654.735813 sec): 3 clusters Score: Raw -182628.928922 + Penalty 2612.201535 = -180016.727387 nChanged 50 SP:Iteration 10Q (1654.777771 sec): 3 clusters Score: Raw -182652.769289 + Penalty 2612.201535 = -180040.567754 nChanged 57 SP:Iteration 11Q (1654.833337 sec): 3 clusters Score: Raw -182676.346199 + Penalty 2612.201535 = -180064.144664 nChanged 46 SP:Iteration 12Q (1654.882033 sec): 3 clusters Score: Raw -182693.996500 + Penalty 2612.201535 = -180081.794965 nChanged 37 SP:Iteration 13Q (1654.930918 sec): 3 clusters Score: Raw -182713.587088 + Penalty 2612.201535 = -180101.385553 nChanged 46 SP:Iteration 14Q (1654.980175 sec): 3 clusters Score: Raw -182734.869424 + Penalty 2612.201535 = -180122.667889 nChanged 35 SP:Iteration 15Q (1655.018714 sec): 3 clusters Score: Raw -182745.144111 + Penalty 2612.201535 = -180132.942576 nChanged 20 SP:Iteration 16Q (1655.066287 sec): 3 clusters Score: Raw -182753.310171 + Penalty 2612.201535 = -180141.108636 nChanged 27 SP:Iteration 17Q (1655.121030 sec): 3 clusters Score: Raw -182761.951204 + Penalty 2612.201535 = -180149.749669 nChanged 20 SP:Iteration 18Q (1655.162786 sec): 3 clusters Score: Raw -182767.942956 + Penalty 2612.201535 = -180155.741421 nChanged 18 SP:Iteration 19Q (1655.218377 sec): 3 clusters Score: Raw -182774.340958 + Penalty 2612.201535 = -180162.139423 nChanged 19 SP:Iteration 20F (1655.274219 sec): 3 clusters Score: Raw -182781.470838 + Penalty 2612.201535 = -180169.269303 nChanged 16 SP:Iteration 21Q (1655.334546 sec): 3 clusters Score: Raw -182787.877842 + Penalty 2612.201535 = -180175.676306 nChanged 18 SP:Iteration 22Q (1655.387830 sec): 3 clusters Score: Raw -182795.986471 + Penalty 2612.201535 = -180183.784936 nChanged 16 SP:Iteration 23Q (1655.436855 sec): 3 clusters Score: Raw -182801.813372 + Penalty 2612.201535 = -180189.611837 nChanged 11 SP:Iteration 24Q (1655.489863 sec): 3 clusters Score: Raw -182806.808233 + Penalty 2612.201535 = -180194.606697 nChanged 10 SP:Iteration 25Q (1655.538655 sec): 3 clusters Score: Raw -182810.414581 + Penalty 2612.201535 = -180198.213046 nChanged 9 SP:Iteration 26Q (1655.577220 sec): 3 clusters Score: Raw -182814.180404 + Penalty 2612.201535 = -180201.978868 nChanged 16 SP:Iteration 27Q (1655.627104 sec): 3 clusters Score: Raw -182819.404129 + Penalty 2612.201535 = -180207.202594 nChanged 11 SP:Iteration 28Q (1655.686290 sec): 3 clusters Score: Raw -182823.000664 + Penalty 2612.201535 = -180210.799129 nChanged 10 SP:Iteration 29Q (1655.743039 sec): 3 clusters Score: Raw -182825.495474 + Penalty 2612.201535 = -180213.293939 nChanged 9 SP:Iteration 30Q (1655.792593 sec): 3 clusters Score: Raw -182827.471697 + Penalty 2612.201535 = -180215.270161 nChanged 9 SP:Iteration 31Q (1655.834544 sec): 3 clusters Score: Raw -182830.931902 + Penalty 2612.201535 = -180218.730367 nChanged 10 SP:Iteration 32Q (1655.883609 sec): 3 clusters Score: Raw -182833.932450 + Penalty 2612.201535 = -180221.730915 nChanged 10 SP:Iteration 33Q (1655.936149 sec): 3 clusters Score: Raw -182836.570235 + Penalty 2612.201535 = -180224.368700 nChanged 8 SP:Iteration 34Q (1656.001752 sec): 3 clusters Score: Raw -182838.571647 + Penalty 2612.201535 = -180226.370112 nChanged 12 SP:Iteration 35Q (1656.051474 sec): 3 clusters Score: Raw -182843.424802 + Penalty 2612.201535 = -180231.223267 nChanged 11 SP:Iteration 36Q (1656.096470 sec): 3 clusters Score: Raw -182847.620349 + Penalty 2612.201535 = -180235.418814 nChanged 13 SP:Iteration 37Q (1656.149101 sec): 3 clusters Score: Raw -182851.580978 + Penalty 2612.201535 = -180239.379443 nChanged 12 SP:Iteration 38Q (1656.201431 sec): 3 clusters Score: Raw -182857.624802 + Penalty 2612.201535 = -180245.423267 nChanged 18 SP:Iteration 39Q (1656.243606 sec): 3 clusters Score: Raw -182864.912139 + Penalty 2612.201535 = -180252.710604 nChanged 13 SP:Iteration 40F (1656.294182 sec): 3 clusters Score: Raw -182869.114424 + Penalty 2612.201535 = -180256.912889 nChanged 10 SP:Iteration 41Q (1656.338812 sec): 3 clusters Score: Raw -182873.046244 + Penalty 2612.201535 = -180260.844709 nChanged 13 SP:Iteration 42Q (1656.393544 sec): 3 clusters Score: Raw -182878.249801 + Penalty 2612.201535 = -180266.048266 nChanged 19 SP:Iteration 43Q (1656.450508 sec): 3 clusters Score: Raw -182886.091131 + Penalty 2612.201535 = -180273.889596 nChanged 17 SP:Iteration 44Q (1656.499570 sec): 3 clusters Score: Raw -182891.574582 + Penalty 2612.201535 = -180279.373047 nChanged 12 SP:Iteration 45Q (1656.538235 sec): 3 clusters Score: Raw -182894.995763 + Penalty 2612.201535 = -180282.794227 nChanged 10 SP:Iteration 46Q (1656.590899 sec): 3 clusters Score: Raw -182898.198780 + Penalty 2612.201535 = -180285.997245 nChanged 8 SP:Iteration 47Q (1656.644986 sec): 3 clusters Score: Raw -182900.764259 + Penalty 2612.201535 = -180288.562724 nChanged 11 SP:Iteration 48Q (1656.695436 sec): 3 clusters Score: Raw -182903.933312 + Penalty 2612.201535 = -180291.731777 nChanged 6 SP:Iteration 49Q (1656.749979 sec): 3 clusters Score: Raw -182905.237542 + Penalty 2612.201535 = -180293.036007 nChanged 3 SP:Iteration 50Q (1656.804737 sec): 3 clusters Score: Raw -182905.916525 + Penalty 2612.201535 = -180293.714990 nChanged 3 SP:Iteration 51Q (1656.854572 sec): 3 clusters Score: Raw -182907.055058 + Penalty 2612.201535 = -180294.853523 nChanged 3 SP:Iteration 52Q (1656.914552 sec): 3 clusters Score: Raw -182907.541254 + Penalty 2612.201535 = -180295.339719 nChanged 3 SP:Iteration 53Q (1656.957183 sec): 3 clusters Score: Raw -182908.172242 + Penalty 2612.201535 = -180295.970706 nChanged 2 SP:Iteration 54Q (1657.017051 sec): 3 clusters Score: Raw -182909.335379 + Penalty 2612.201535 = -180297.133843 nChanged 7 SP:Iteration 55Q (1657.072199 sec): 3 clusters Score: Raw -182911.831201 + Penalty 2612.201535 = -180299.629666 nChanged 3 SP:Iteration 56Q (1657.125630 sec): 3 clusters Score: Raw -182912.648958 + Penalty 2612.201535 = -180300.447423 nChanged 4 SP:Iteration 57Q (1657.180241 sec): 3 clusters Score: Raw -182913.716730 + Penalty 2612.201535 = -180301.515195 nChanged 4 SP:Iteration 58Q (1657.236271 sec): 3 clusters Score: Raw -182914.540497 + Penalty 2612.201535 = -180302.338962 nChanged 5 SP:Iteration 59Q (1657.283786 sec): 3 clusters Score: Raw -182915.566614 + Penalty 2612.201535 = -180303.365079 nChanged 0 SP:Iteration 60F (1657.320277 sec): 3 clusters Score: Raw -182915.566614 + Penalty 2612.201535 = -180303.365079 nChanged 0 Trying to split cluster 4 (1185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1657.347134 sec): 2 clusters Score: Raw -64375.332794 + Penalty 1150.093434 = -63225.239361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1657.402725 sec): 3 clusters Score: Raw -63925.455105 + Penalty 2300.186867 = -61625.268238 nChanged 374 SP:Iteration 1F (1657.449897 sec): 3 clusters Score: Raw -64171.535619 + Penalty 2300.186867 = -61871.348752 nChanged 87 SP:Iteration 2F (1657.500337 sec): 3 clusters Score: Raw -64253.115807 + Penalty 2300.186867 = -61952.928940 nChanged 51 SP:Iteration 3Q (1657.550728 sec): 3 clusters Score: Raw -64293.718482 + Penalty 2300.186867 = -61993.531615 nChanged 36 SP:Iteration 4Q (1657.602535 sec): 3 clusters Score: Raw -64328.502831 + Penalty 2300.186867 = -62028.315964 nChanged 21 SP:Iteration 5Q (1657.651602 sec): 3 clusters Score: Raw -64345.424998 + Penalty 2300.186867 = -62045.238130 nChanged 20 SP:Iteration 6Q (1657.700715 sec): 3 clusters Score: Raw -64360.108097 + Penalty 2300.186867 = -62059.921230 nChanged 12 SP:Iteration 7Q (1657.749267 sec): 3 clusters Score: Raw -64365.585602 + Penalty 2300.186867 = -62065.398735 nChanged 8 SP:Iteration 8Q (1657.803876 sec): 3 clusters Score: Raw -64370.790276 + Penalty 2300.186867 = -62070.603409 nChanged 6 SP:Iteration 9Q (1657.848417 sec): 3 clusters Score: Raw -64376.700801 + Penalty 2300.186867 = -62076.513933 nChanged 6 SP:Iteration 10Q (1657.887802 sec): 3 clusters Score: Raw -64380.746020 + Penalty 2300.186867 = -62080.559153 nChanged 4 SP:Iteration 11Q (1657.945005 sec): 3 clusters Score: Raw -64383.821878 + Penalty 2300.186867 = -62083.635011 nChanged 8 SP:Iteration 12Q (1657.996943 sec): 3 clusters Score: Raw -64391.542076 + Penalty 2300.186867 = -62091.355208 nChanged 6 SP:Iteration 13Q (1658.049509 sec): 3 clusters Score: Raw -64396.799428 + Penalty 2300.186867 = -62096.612561 nChanged 6 SP:Iteration 14Q (1658.098352 sec): 3 clusters Score: Raw -64400.187807 + Penalty 2300.186867 = -62100.000939 nChanged 5 SP:Iteration 15Q (1658.144669 sec): 3 clusters Score: Raw -64404.811070 + Penalty 2300.186867 = -62104.624203 nChanged 4 SP:Iteration 16Q (1658.199229 sec): 3 clusters Score: Raw -64407.007076 + Penalty 2300.186867 = -62106.820208 nChanged 3 SP:Iteration 17Q (1658.239421 sec): 3 clusters Score: Raw -64409.875226 + Penalty 2300.186867 = -62109.688358 nChanged 6 SP:Iteration 18Q (1658.298994 sec): 3 clusters Score: Raw -64412.824534 + Penalty 2300.186867 = -62112.637666 nChanged 5 SP:Iteration 19Q (1658.348344 sec): 3 clusters Score: Raw -64419.026547 + Penalty 2300.186867 = -62118.839680 nChanged 5 SP:Iteration 20F (1658.401962 sec): 3 clusters Score: Raw -64421.975784 + Penalty 2300.186867 = -62121.788917 nChanged 3 SP:Iteration 21Q (1658.452723 sec): 3 clusters Score: Raw -64424.034074 + Penalty 2300.186867 = -62123.847206 nChanged 3 SP:Iteration 22Q (1658.499157 sec): 3 clusters Score: Raw -64426.095186 + Penalty 2300.186867 = -62125.908318 nChanged 2 SP:Iteration 23Q (1658.538464 sec): 3 clusters Score: Raw -64427.550484 + Penalty 2300.186867 = -62127.363617 nChanged 2 SP:Iteration 24Q (1658.597162 sec): 3 clusters Score: Raw -64429.406174 + Penalty 2300.186867 = -62129.219307 nChanged 1 SP:Iteration 25Q (1658.649331 sec): 3 clusters Score: Raw -64430.688241 + Penalty 2300.186867 = -62130.501374 nChanged 2 SP:Iteration 26Q (1658.693895 sec): 3 clusters Score: Raw -64431.713496 + Penalty 2300.186867 = -62131.526629 nChanged 2 SP:Iteration 27Q (1658.751582 sec): 3 clusters Score: Raw -64432.571277 + Penalty 2300.186867 = -62132.384410 nChanged 1 SP:Iteration 28Q (1658.794343 sec): 3 clusters Score: Raw -64433.098819 + Penalty 2300.186867 = -62132.911952 nChanged 1 SP:Iteration 29Q (1658.843977 sec): 3 clusters Score: Raw -64433.447600 + Penalty 2300.186867 = -62133.260732 nChanged 0 SP:Iteration 30F (1658.899868 sec): 3 clusters Score: Raw -64433.447600 + Penalty 2300.186867 = -62133.260732 nChanged 0 Trying to split cluster 5 (3829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1658.932263 sec): 2 clusters Score: Raw -231625.480510 + Penalty 1340.683330 = -230284.797180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1658.977714 sec): 3 clusters Score: Raw -229716.506664 + Penalty 2681.366659 = -227035.140005 nChanged 1484 SP:Iteration 1F (1659.029754 sec): 3 clusters Score: Raw -230532.477820 + Penalty 2681.366659 = -227851.111161 nChanged 294 SP:Iteration 2F (1659.093480 sec): 3 clusters Score: Raw -230720.335855 + Penalty 2681.366659 = -228038.969196 nChanged 227 SP:Iteration 3F (1659.148661 sec): 3 clusters Score: Raw -230865.223204 + Penalty 2681.366659 = -228183.856544 nChanged 186 SP:Iteration 4Q (1659.198397 sec): 3 clusters Score: Raw -230982.470372 + Penalty 2681.366659 = -228301.103713 nChanged 155 SP:Iteration 5Q (1659.261289 sec): 3 clusters Score: Raw -231098.046393 + Penalty 2681.366659 = -228416.679734 nChanged 146 SP:Iteration 6Q (1659.303478 sec): 3 clusters Score: Raw -231201.168266 + Penalty 2681.366659 = -228519.801607 nChanged 150 SP:Iteration 7Q (1659.359039 sec): 3 clusters Score: Raw -231299.270055 + Penalty 2681.366659 = -228617.903395 nChanged 134 SP:Iteration 8Q (1659.424695 sec): 3 clusters Score: Raw -231381.842718 + Penalty 2681.366659 = -228700.476059 nChanged 109 SP:Iteration 9Q (1659.477787 sec): 3 clusters Score: Raw -231451.113240 + Penalty 2681.366659 = -228769.746580 nChanged 96 SP:Iteration 10Q (1659.524353 sec): 3 clusters Score: Raw -231513.386739 + Penalty 2681.366659 = -228832.020080 nChanged 105 SP:Iteration 11Q (1659.589060 sec): 3 clusters Score: Raw -231604.236003 + Penalty 2681.366659 = -228922.869343 nChanged 122 SP:Iteration 12Q (1659.637057 sec): 3 clusters Score: Raw -231719.220873 + Penalty 2681.366659 = -229037.854214 nChanged 131 SP:Iteration 13Q (1659.688756 sec): 3 clusters Score: Raw -231835.896546 + Penalty 2681.366659 = -229154.529887 nChanged 134 SP:Iteration 14Q (1659.730333 sec): 3 clusters Score: Raw -231954.240103 + Penalty 2681.366659 = -229272.873444 nChanged 105 SP:Iteration 15Q (1659.789613 sec): 3 clusters Score: Raw -232032.160507 + Penalty 2681.366659 = -229350.793848 nChanged 84 SP:Iteration 16Q (1659.843879 sec): 3 clusters Score: Raw -232095.193278 + Penalty 2681.366659 = -229413.826619 nChanged 78 SP:Iteration 17Q (1659.894527 sec): 3 clusters Score: Raw -232139.535805 + Penalty 2681.366659 = -229458.169146 nChanged 74 SP:Iteration 18Q (1659.948838 sec): 3 clusters Score: Raw -232187.078881 + Penalty 2681.366659 = -229505.712222 nChanged 65 SP:Iteration 19Q (1660.002610 sec): 3 clusters Score: Raw -232221.803767 + Penalty 2681.366659 = -229540.437108 nChanged 53 SP:Iteration 20F (1660.053590 sec): 3 clusters Score: Raw -232248.849383 + Penalty 2681.366659 = -229567.482724 nChanged 44 SP:Iteration 21Q (1660.104988 sec): 3 clusters Score: Raw -232273.002997 + Penalty 2681.366659 = -229591.636338 nChanged 35 SP:Iteration 22Q (1660.162182 sec): 3 clusters Score: Raw -232293.469667 + Penalty 2681.366659 = -229612.103007 nChanged 42 SP:Iteration 23Q (1660.216521 sec): 3 clusters Score: Raw -232313.054109 + Penalty 2681.366659 = -229631.687449 nChanged 33 SP:Iteration 24Q (1660.263501 sec): 3 clusters Score: Raw -232329.524666 + Penalty 2681.366659 = -229648.158007 nChanged 31 SP:Iteration 25Q (1660.314997 sec): 3 clusters Score: Raw -232345.050199 + Penalty 2681.366659 = -229663.683539 nChanged 37 SP:Iteration 26Q (1660.364624 sec): 3 clusters Score: Raw -232361.338284 + Penalty 2681.366659 = -229679.971625 nChanged 25 SP:Iteration 27Q (1660.416198 sec): 3 clusters Score: Raw -232372.175649 + Penalty 2681.366659 = -229690.808989 nChanged 25 SP:Iteration 28Q (1660.469250 sec): 3 clusters Score: Raw -232385.089667 + Penalty 2681.366659 = -229703.723008 nChanged 31 SP:Iteration 29Q (1660.522635 sec): 3 clusters Score: Raw -232399.591909 + Penalty 2681.366659 = -229718.225249 nChanged 26 SP:Iteration 30Q (1660.572336 sec): 3 clusters Score: Raw -232410.920837 + Penalty 2681.366659 = -229729.554178 nChanged 18 SP:Iteration 31Q (1660.619200 sec): 3 clusters Score: Raw -232419.275908 + Penalty 2681.366659 = -229737.909249 nChanged 15 SP:Iteration 32Q (1660.665484 sec): 3 clusters Score: Raw -232424.176365 + Penalty 2681.366659 = -229742.809706 nChanged 14 SP:Iteration 33Q (1660.720527 sec): 3 clusters Score: Raw -232430.424118 + Penalty 2681.366659 = -229749.057459 nChanged 14 SP:Iteration 34Q (1660.770150 sec): 3 clusters Score: Raw -232435.702796 + Penalty 2681.366659 = -229754.336136 nChanged 15 SP:Iteration 35Q (1660.824529 sec): 3 clusters Score: Raw -232441.333249 + Penalty 2681.366659 = -229759.966590 nChanged 19 SP:Iteration 36Q (1660.870030 sec): 3 clusters Score: Raw -232450.363528 + Penalty 2681.366659 = -229768.996869 nChanged 20 SP:Iteration 37Q (1660.924946 sec): 3 clusters Score: Raw -232461.377634 + Penalty 2681.366659 = -229780.010975 nChanged 22 SP:Iteration 38Q (1660.980000 sec): 3 clusters Score: Raw -232472.598477 + Penalty 2681.366659 = -229791.231818 nChanged 22 SP:Iteration 39Q (1661.030297 sec): 3 clusters Score: Raw -232481.198129 + Penalty 2681.366659 = -229799.831470 nChanged 14 SP:Iteration 40F (1661.087163 sec): 3 clusters Score: Raw -232486.381679 + Penalty 2681.366659 = -229805.015020 nChanged 7 SP:Iteration 41Q (1661.130149 sec): 3 clusters Score: Raw -232488.721813 + Penalty 2681.366659 = -229807.355154 nChanged 6 SP:Iteration 42Q (1661.189615 sec): 3 clusters Score: Raw -232490.645250 + Penalty 2681.366659 = -229809.278591 nChanged 5 SP:Iteration 43Q (1661.243438 sec): 3 clusters Score: Raw -232491.811965 + Penalty 2681.366659 = -229810.445306 nChanged 3 SP:Iteration 44Q (1661.292809 sec): 3 clusters Score: Raw -232493.049024 + Penalty 2681.366659 = -229811.682365 nChanged 5 SP:Iteration 45Q (1661.339000 sec): 3 clusters Score: Raw -232494.447365 + Penalty 2681.366659 = -229813.080706 nChanged 8 SP:Iteration 46Q (1661.381537 sec): 3 clusters Score: Raw -232496.421724 + Penalty 2681.366659 = -229815.055064 nChanged 7 SP:Iteration 47Q (1661.451448 sec): 3 clusters Score: Raw -232498.355740 + Penalty 2681.366659 = -229816.989081 nChanged 7 SP:Iteration 48Q (1661.503280 sec): 3 clusters Score: Raw -232500.894281 + Penalty 2681.366659 = -229819.527621 nChanged 3 SP:Iteration 49Q (1661.555413 sec): 3 clusters Score: Raw -232501.784345 + Penalty 2681.366659 = -229820.417686 nChanged 5 SP:Iteration 50Q (1661.602982 sec): 3 clusters Score: Raw -232502.757449 + Penalty 2681.366659 = -229821.390789 nChanged 3 SP:Iteration 51Q (1661.651087 sec): 3 clusters Score: Raw -232503.508426 + Penalty 2681.366659 = -229822.141766 nChanged 4 SP:Iteration 52Q (1661.704792 sec): 3 clusters Score: Raw -232504.621654 + Penalty 2681.366659 = -229823.254995 nChanged 7 SP:Iteration 53Q (1661.756791 sec): 3 clusters Score: Raw -232506.961033 + Penalty 2681.366659 = -229825.594374 nChanged 5 SP:Iteration 54Q (1661.812851 sec): 3 clusters Score: Raw -232508.612132 + Penalty 2681.366659 = -229827.245472 nChanged 2 SP:Iteration 55Q (1661.863157 sec): 3 clusters Score: Raw -232508.924229 + Penalty 2681.366659 = -229827.557570 nChanged 1 SP:Iteration 56Q (1661.914761 sec): 3 clusters Score: Raw -232509.512305 + Penalty 2681.366659 = -229828.145645 nChanged 3 SP:Iteration 57Q (1661.973360 sec): 3 clusters Score: Raw -232510.746668 + Penalty 2681.366659 = -229829.380009 nChanged 1 SP:Iteration 58Q (1662.013832 sec): 3 clusters Score: Raw -232510.944778 + Penalty 2681.366659 = -229829.578119 nChanged 0 SP:Iteration 59F (1662.066157 sec): 3 clusters Score: Raw -232510.944778 + Penalty 2681.366659 = -229829.578119 nChanged 0 Trying to split cluster 6 (2725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1662.094341 sec): 2 clusters Score: Raw -165044.603269 + Penalty 1285.411352 = -163759.191917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1662.156438 sec): 3 clusters Score: Raw -163772.546152 + Penalty 2570.822705 = -161201.723448 nChanged 1002 SP:Iteration 1F (1662.211030 sec): 3 clusters Score: Raw -164361.455684 + Penalty 2570.822705 = -161790.632979 nChanged 220 SP:Iteration 2F (1662.258142 sec): 3 clusters Score: Raw -164501.123414 + Penalty 2570.822705 = -161930.300709 nChanged 120 SP:Iteration 3Q (1662.304819 sec): 3 clusters Score: Raw -164582.730516 + Penalty 2570.822705 = -162011.907811 nChanged 100 SP:Iteration 4Q (1662.368787 sec): 3 clusters Score: Raw -164651.472905 + Penalty 2570.822705 = -162080.650200 nChanged 95 SP:Iteration 5Q (1662.414345 sec): 3 clusters Score: Raw -164707.703429 + Penalty 2570.822705 = -162136.880725 nChanged 79 SP:Iteration 6Q (1662.470535 sec): 3 clusters Score: Raw -164752.123136 + Penalty 2570.822705 = -162181.300431 nChanged 61 SP:Iteration 7Q (1662.516717 sec): 3 clusters Score: Raw -164784.517898 + Penalty 2570.822705 = -162213.695193 nChanged 53 SP:Iteration 8Q (1662.557416 sec): 3 clusters Score: Raw -164808.011075 + Penalty 2570.822705 = -162237.188370 nChanged 46 SP:Iteration 9Q (1662.619896 sec): 3 clusters Score: Raw -164831.094774 + Penalty 2570.822705 = -162260.272070 nChanged 44 SP:Iteration 10Q (1662.675228 sec): 3 clusters Score: Raw -164853.576347 + Penalty 2570.822705 = -162282.753643 nChanged 40 SP:Iteration 11Q (1662.726769 sec): 3 clusters Score: Raw -164872.299493 + Penalty 2570.822705 = -162301.476788 nChanged 34 SP:Iteration 12Q (1662.769143 sec): 3 clusters Score: Raw -164890.411841 + Penalty 2570.822705 = -162319.589136 nChanged 30 SP:Iteration 13Q (1662.815463 sec): 3 clusters Score: Raw -164910.681247 + Penalty 2570.822705 = -162339.858542 nChanged 33 SP:Iteration 14Q (1662.863007 sec): 3 clusters Score: Raw -164929.125871 + Penalty 2570.822705 = -162358.303167 nChanged 29 SP:Iteration 15Q (1662.918004 sec): 3 clusters Score: Raw -164944.638517 + Penalty 2570.822705 = -162373.815812 nChanged 31 SP:Iteration 16Q (1662.960751 sec): 3 clusters Score: Raw -164960.985240 + Penalty 2570.822705 = -162390.162535 nChanged 29 SP:Iteration 17Q (1663.015538 sec): 3 clusters Score: Raw -164976.780017 + Penalty 2570.822705 = -162405.957312 nChanged 30 SP:Iteration 18Q (1663.059926 sec): 3 clusters Score: Raw -164993.977026 + Penalty 2570.822705 = -162423.154321 nChanged 23 SP:Iteration 19Q (1663.113630 sec): 3 clusters Score: Raw -165005.863809 + Penalty 2570.822705 = -162435.041105 nChanged 19 SP:Iteration 20F (1663.164801 sec): 3 clusters Score: Raw -165013.585434 + Penalty 2570.822705 = -162442.762729 nChanged 11 SP:Iteration 21Q (1663.215032 sec): 3 clusters Score: Raw -165018.102760 + Penalty 2570.822705 = -162447.280056 nChanged 10 SP:Iteration 22Q (1663.263596 sec): 3 clusters Score: Raw -165023.530221 + Penalty 2570.822705 = -162452.707516 nChanged 11 SP:Iteration 23Q (1663.305501 sec): 3 clusters Score: Raw -165027.936948 + Penalty 2570.822705 = -162457.114243 nChanged 10 SP:Iteration 24Q (1663.356792 sec): 3 clusters Score: Raw -165031.813286 + Penalty 2570.822705 = -162460.990581 nChanged 8 SP:Iteration 25Q (1663.415792 sec): 3 clusters Score: Raw -165034.851737 + Penalty 2570.822705 = -162464.029033 nChanged 6 SP:Iteration 26Q (1663.465511 sec): 3 clusters Score: Raw -165037.604280 + Penalty 2570.822705 = -162466.781576 nChanged 11 SP:Iteration 27Q (1663.513275 sec): 3 clusters Score: Raw -165045.810994 + Penalty 2570.822705 = -162474.988289 nChanged 9 SP:Iteration 28Q (1663.573705 sec): 3 clusters Score: Raw -165049.796001 + Penalty 2570.822705 = -162478.973296 nChanged 9 SP:Iteration 29Q (1663.614884 sec): 3 clusters Score: Raw -165053.195479 + Penalty 2570.822705 = -162482.372774 nChanged 8 SP:Iteration 30Q (1663.653987 sec): 3 clusters Score: Raw -165056.898024 + Penalty 2570.822705 = -162486.075320 nChanged 12 SP:Iteration 31Q (1663.714180 sec): 3 clusters Score: Raw -165062.463260 + Penalty 2570.822705 = -162491.640556 nChanged 16 SP:Iteration 32Q (1663.764390 sec): 3 clusters Score: Raw -165070.027184 + Penalty 2570.822705 = -162499.204479 nChanged 12 SP:Iteration 33Q (1663.803486 sec): 3 clusters Score: Raw -165075.090280 + Penalty 2570.822705 = -162504.267575 nChanged 9 SP:Iteration 34Q (1663.862509 sec): 3 clusters Score: Raw -165079.475687 + Penalty 2570.822705 = -162508.652982 nChanged 12 SP:Iteration 35Q (1663.907971 sec): 3 clusters Score: Raw -165084.955537 + Penalty 2570.822705 = -162514.132832 nChanged 9 SP:Iteration 36Q (1663.952858 sec): 3 clusters Score: Raw -165089.930488 + Penalty 2570.822705 = -162519.107783 nChanged 16 SP:Iteration 37Q (1664.011214 sec): 3 clusters Score: Raw -165099.305810 + Penalty 2570.822705 = -162528.483105 nChanged 16 SP:Iteration 38Q (1664.058017 sec): 3 clusters Score: Raw -165106.933419 + Penalty 2570.822705 = -162536.110715 nChanged 8 SP:Iteration 39Q (1664.114240 sec): 3 clusters Score: Raw -165110.677947 + Penalty 2570.822705 = -162539.855242 nChanged 8 SP:Iteration 40F (1664.164566 sec): 3 clusters Score: Raw -165115.098433 + Penalty 2570.822705 = -162544.275728 nChanged 8 SP:Iteration 41Q (1664.214579 sec): 3 clusters Score: Raw -165118.258645 + Penalty 2570.822705 = -162547.435941 nChanged 5 SP:Iteration 42Q (1664.267317 sec): 3 clusters Score: Raw -165120.987194 + Penalty 2570.822705 = -162550.164489 nChanged 10 SP:Iteration 43Q (1664.320689 sec): 3 clusters Score: Raw -165125.997871 + Penalty 2570.822705 = -162555.175166 nChanged 12 SP:Iteration 44Q (1664.378013 sec): 3 clusters Score: Raw -165132.598556 + Penalty 2570.822705 = -162561.775851 nChanged 8 SP:Iteration 45Q (1664.428479 sec): 3 clusters Score: Raw -165139.663737 + Penalty 2570.822705 = -162568.841033 nChanged 13 SP:Iteration 46Q (1664.481300 sec): 3 clusters Score: Raw -165147.366819 + Penalty 2570.822705 = -162576.544114 nChanged 10 SP:Iteration 47Q (1664.532642 sec): 3 clusters Score: Raw -165154.116610 + Penalty 2570.822705 = -162583.293905 nChanged 8 SP:Iteration 48Q (1664.572847 sec): 3 clusters Score: Raw -165157.436908 + Penalty 2570.822705 = -162586.614203 nChanged 6 SP:Iteration 49Q (1664.624622 sec): 3 clusters Score: Raw -165161.081421 + Penalty 2570.822705 = -162590.258716 nChanged 5 SP:Iteration 50Q (1664.690202 sec): 3 clusters Score: Raw -165163.653824 + Penalty 2570.822705 = -162592.831120 nChanged 7 SP:Iteration 51Q (1664.744046 sec): 3 clusters Score: Raw -165167.270105 + Penalty 2570.822705 = -162596.447401 nChanged 6 SP:Iteration 52Q (1664.795768 sec): 3 clusters Score: Raw -165170.359425 + Penalty 2570.822705 = -162599.536720 nChanged 7 SP:Iteration 53Q (1664.835272 sec): 3 clusters Score: Raw -165173.748022 + Penalty 2570.822705 = -162602.925317 nChanged 4 SP:Iteration 54Q (1664.888039 sec): 3 clusters Score: Raw -165175.984111 + Penalty 2570.822705 = -162605.161406 nChanged 8 SP:Iteration 55Q (1664.937534 sec): 3 clusters Score: Raw -165182.305201 + Penalty 2570.822705 = -162611.482496 nChanged 6 SP:Iteration 56Q (1664.990227 sec): 3 clusters Score: Raw -165186.141837 + Penalty 2570.822705 = -162615.319132 nChanged 8 SP:Iteration 57Q (1665.041656 sec): 3 clusters Score: Raw -165190.657592 + Penalty 2570.822705 = -162619.834888 nChanged 4 SP:Iteration 58Q (1665.084885 sec): 3 clusters Score: Raw -165193.169274 + Penalty 2570.822705 = -162622.346569 nChanged 4 SP:Iteration 59Q (1665.142717 sec): 3 clusters Score: Raw -165195.824659 + Penalty 2570.822705 = -162625.001954 nChanged 8 SP:Iteration 60F (1665.181441 sec): 3 clusters Score: Raw -165199.709622 + Penalty 2570.822705 = -162628.886918 nChanged 7 SP:Iteration 61Q (1665.233132 sec): 3 clusters Score: Raw -165205.841087 + Penalty 2570.822705 = -162635.018382 nChanged 8 SP:Iteration 62Q (1665.294725 sec): 3 clusters Score: Raw -165214.853835 + Penalty 2570.822705 = -162644.031131 nChanged 7 SP:Iteration 63Q (1665.345049 sec): 3 clusters Score: Raw -165219.411850 + Penalty 2570.822705 = -162648.589145 nChanged 4 SP:Iteration 64Q (1665.397533 sec): 3 clusters Score: Raw -165221.497652 + Penalty 2570.822705 = -162650.674948 nChanged 5 SP:Iteration 65Q (1665.441848 sec): 3 clusters Score: Raw -165225.176438 + Penalty 2570.822705 = -162654.353734 nChanged 6 SP:Iteration 66Q (1665.499900 sec): 3 clusters Score: Raw -165228.991737 + Penalty 2570.822705 = -162658.169033 nChanged 7 SP:Iteration 67Q (1665.553308 sec): 3 clusters Score: Raw -165233.355329 + Penalty 2570.822705 = -162662.532624 nChanged 6 SP:Iteration 68Q (1665.602735 sec): 3 clusters Score: Raw -165236.368779 + Penalty 2570.822705 = -162665.546074 nChanged 3 SP:Iteration 69Q (1665.649066 sec): 3 clusters Score: Raw -165237.953893 + Penalty 2570.822705 = -162667.131188 nChanged 2 SP:Iteration 70Q (1665.699300 sec): 3 clusters Score: Raw -165238.883068 + Penalty 2570.822705 = -162668.060363 nChanged 0 SP:Iteration 71F (1665.744728 sec): 3 clusters Score: Raw -165238.883068 + Penalty 2570.822705 = -162668.060363 nChanged 0 Trying to split cluster 7 (13990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1665.796203 sec): 2 clusters Score: Raw -875875.676556 + Penalty 1551.240936 = -874324.435620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1665.863650 sec): 3 clusters Score: Raw -867724.901105 + Penalty 3102.481872 = -864622.419233 nChanged 6181 SP:Iteration 1F (1665.933274 sec): 3 clusters Score: Raw -871083.684350 + Penalty 3102.481872 = -867981.202478 nChanged 807 SP:Iteration 2F (1666.003542 sec): 3 clusters Score: Raw -871460.718979 + Penalty 3102.481872 = -868358.237107 nChanged 838 SP:Iteration 3F (1666.062875 sec): 3 clusters Score: Raw -871886.018835 + Penalty 3102.481872 = -868783.536963 nChanged 805 SP:Iteration 4F (1666.144363 sec): 3 clusters Score: Raw -872371.805810 + Penalty 3102.481872 = -869269.323938 nChanged 888 SP:Iteration 5F (1666.201995 sec): 3 clusters Score: Raw -873036.989058 + Penalty 3102.481872 = -869934.507186 nChanged 954 SP:Iteration 6F (1666.275068 sec): 3 clusters Score: Raw -873780.847507 + Penalty 3102.481872 = -870678.365635 nChanged 826 SP:Iteration 7F (1666.346899 sec): 3 clusters Score: Raw -874498.101355 + Penalty 3102.481872 = -871395.619483 nChanged 661 SP:Iteration 8Q (1666.418879 sec): 3 clusters Score: Raw -875076.624266 + Penalty 3102.481872 = -871974.142394 nChanged 440 SP:Iteration 9Q (1666.483953 sec): 3 clusters Score: Raw -875436.096021 + Penalty 3102.481872 = -872333.614149 nChanged 311 SP:Iteration 10Q (1666.561353 sec): 3 clusters Score: Raw -875672.813017 + Penalty 3102.481872 = -872570.331145 nChanged 200 SP:Iteration 11Q (1666.621644 sec): 3 clusters Score: Raw -875798.324829 + Penalty 3102.481872 = -872695.842957 nChanged 137 SP:Iteration 12Q (1666.697708 sec): 3 clusters Score: Raw -875876.990427 + Penalty 3102.481872 = -872774.508555 nChanged 108 SP:Iteration 13Q (1666.756799 sec): 3 clusters Score: Raw -875931.467438 + Penalty 3102.481872 = -872828.985566 nChanged 89 SP:Iteration 14Q (1666.830897 sec): 3 clusters Score: Raw -875975.221083 + Penalty 3102.481872 = -872872.739211 nChanged 66 SP:Iteration 15Q (1666.901734 sec): 3 clusters Score: Raw -876008.834317 + Penalty 3102.481872 = -872906.352445 nChanged 69 SP:Iteration 16Q (1666.977612 sec): 3 clusters Score: Raw -876042.939001 + Penalty 3102.481872 = -872940.457129 nChanged 53 SP:Iteration 17Q (1667.044981 sec): 3 clusters Score: Raw -876068.662529 + Penalty 3102.481872 = -872966.180657 nChanged 46 SP:Iteration 18Q (1667.106171 sec): 3 clusters Score: Raw -876085.707803 + Penalty 3102.481872 = -872983.225931 nChanged 33 SP:Iteration 19Q (1667.180147 sec): 3 clusters Score: Raw -876097.768464 + Penalty 3102.481872 = -872995.286592 nChanged 22 SP:Iteration 20F (1667.244496 sec): 3 clusters Score: Raw -876105.983449 + Penalty 3102.481872 = -873003.501577 nChanged 18 SP:Iteration 21Q (1667.301406 sec): 3 clusters Score: Raw -876111.346338 + Penalty 3102.481872 = -873008.864466 nChanged 15 SP:Iteration 22Q (1667.362183 sec): 3 clusters Score: Raw -876117.139209 + Penalty 3102.481872 = -873014.657337 nChanged 14 SP:Iteration 23Q (1667.424904 sec): 3 clusters Score: Raw -876122.451662 + Penalty 3102.481872 = -873019.969790 nChanged 21 SP:Iteration 24Q (1667.497515 sec): 3 clusters Score: Raw -876131.857713 + Penalty 3102.481872 = -873029.375841 nChanged 23 SP:Iteration 25Q (1667.562701 sec): 3 clusters Score: Raw -876140.853938 + Penalty 3102.481872 = -873038.372066 nChanged 16 SP:Iteration 26Q (1667.635722 sec): 3 clusters Score: Raw -876150.790619 + Penalty 3102.481872 = -873048.308747 nChanged 20 SP:Iteration 27Q (1667.704367 sec): 3 clusters Score: Raw -876159.646268 + Penalty 3102.481872 = -873057.164396 nChanged 10 SP:Iteration 28Q (1667.773582 sec): 3 clusters Score: Raw -876162.980984 + Penalty 3102.481872 = -873060.499112 nChanged 7 SP:Iteration 29Q (1667.841479 sec): 3 clusters Score: Raw -876164.711163 + Penalty 3102.481872 = -873062.229291 nChanged 3 SP:Iteration 30Q (1667.908321 sec): 3 clusters Score: Raw -876166.053036 + Penalty 3102.481872 = -873063.571164 nChanged 4 SP:Iteration 31Q (1667.970710 sec): 3 clusters Score: Raw -876167.055359 + Penalty 3102.481872 = -873064.573487 nChanged 1 SP:Iteration 32Q (1668.043433 sec): 3 clusters Score: Raw -876167.314448 + Penalty 3102.481872 = -873064.832576 nChanged 1 SP:Iteration 33Q (1668.114637 sec): 3 clusters Score: Raw -876167.429768 + Penalty 3102.481872 = -873064.947896 nChanged 0 SP:Iteration 34F (1668.189262 sec): 3 clusters Score: Raw -876167.429768 + Penalty 3102.481872 = -873064.947896 nChanged 0 Trying to split cluster 8 (1003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1668.217228 sec): 2 clusters Score: Raw -57305.900500 + Penalty 1122.997003 = -56182.903497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1668.266210 sec): 3 clusters Score: Raw -56997.447992 + Penalty 2245.994006 = -54751.453986 nChanged 298 SP:Iteration 1F (1668.303675 sec): 3 clusters Score: Raw -57274.682410 + Penalty 2245.994006 = -55028.688404 nChanged 72 SP:Iteration 2F (1668.354373 sec): 3 clusters Score: Raw -57348.609325 + Penalty 2245.994006 = -55102.615318 nChanged 40 SP:Iteration 3Q (1668.396213 sec): 3 clusters Score: Raw -57393.534379 + Penalty 2245.994006 = -55147.540373 nChanged 30 SP:Iteration 4Q (1668.442407 sec): 3 clusters Score: Raw -57430.920504 + Penalty 2245.994006 = -55184.926497 nChanged 22 SP:Iteration 5Q (1668.496502 sec): 3 clusters Score: Raw -57460.065596 + Penalty 2245.994006 = -55214.071590 nChanged 22 SP:Iteration 6Q (1668.546642 sec): 3 clusters Score: Raw -57478.444507 + Penalty 2245.994006 = -55232.450501 nChanged 13 SP:Iteration 7Q (1668.581462 sec): 3 clusters Score: Raw -57491.556775 + Penalty 2245.994006 = -55245.562769 nChanged 8 SP:Iteration 8Q (1668.632131 sec): 3 clusters Score: Raw -57500.997370 + Penalty 2245.994006 = -55255.003364 nChanged 9 SP:Iteration 9Q (1668.683150 sec): 3 clusters Score: Raw -57508.085308 + Penalty 2245.994006 = -55262.091302 nChanged 8 SP:Iteration 10Q (1668.733299 sec): 3 clusters Score: Raw -57516.018161 + Penalty 2245.994006 = -55270.024155 nChanged 10 SP:Iteration 11Q (1668.784703 sec): 3 clusters Score: Raw -57526.733826 + Penalty 2245.994006 = -55280.739820 nChanged 6 SP:Iteration 12Q (1668.827306 sec): 3 clusters Score: Raw -57532.539602 + Penalty 2245.994006 = -55286.545596 nChanged 8 SP:Iteration 13Q (1668.869634 sec): 3 clusters Score: Raw -57545.362449 + Penalty 2245.994006 = -55299.368442 nChanged 8 SP:Iteration 14Q (1668.924843 sec): 3 clusters Score: Raw -57555.461516 + Penalty 2245.994006 = -55309.467510 nChanged 7 SP:Iteration 15Q (1668.971828 sec): 3 clusters Score: Raw -57562.715191 + Penalty 2245.994006 = -55316.721185 nChanged 6 SP:Iteration 16Q (1669.024222 sec): 3 clusters Score: Raw -57572.971277 + Penalty 2245.994006 = -55326.977271 nChanged 12 SP:Iteration 17Q (1669.067855 sec): 3 clusters Score: Raw -57586.806298 + Penalty 2245.994006 = -55340.812292 nChanged 9 SP:Iteration 18Q (1669.107427 sec): 3 clusters Score: Raw -57593.788358 + Penalty 2245.994006 = -55347.794352 nChanged 6 SP:Iteration 19Q (1669.153928 sec): 3 clusters Score: Raw -57599.886308 + Penalty 2245.994006 = -55353.892302 nChanged 9 SP:Iteration 20F (1669.210469 sec): 3 clusters Score: Raw -57610.441719 + Penalty 2245.994006 = -55364.447713 nChanged 8 SP:Iteration 21Q (1669.255625 sec): 3 clusters Score: Raw -57617.575829 + Penalty 2245.994006 = -55371.581823 nChanged 7 SP:Iteration 22Q (1669.301819 sec): 3 clusters Score: Raw -57623.238983 + Penalty 2245.994006 = -55377.244977 nChanged 6 SP:Iteration 23Q (1669.341214 sec): 3 clusters Score: Raw -57632.307839 + Penalty 2245.994006 = -55386.313833 nChanged 6 SP:Iteration 24Q (1669.385903 sec): 3 clusters Score: Raw -57640.374335 + Penalty 2245.994006 = -55394.380329 nChanged 6 SP:Iteration 25Q (1669.429086 sec): 3 clusters Score: Raw -57646.105482 + Penalty 2245.994006 = -55400.111476 nChanged 3 SP:Iteration 26Q (1669.475877 sec): 3 clusters Score: Raw -57648.145500 + Penalty 2245.994006 = -55402.151494 nChanged 1 SP:Iteration 27Q (1669.523288 sec): 3 clusters Score: Raw -57648.505621 + Penalty 2245.994006 = -55402.511615 nChanged 0 SP:Iteration 28F (1669.578380 sec): 3 clusters Score: Raw -57648.505621 + Penalty 2245.994006 = -55402.511615 nChanged 0 Trying to split cluster 9 (7433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1669.614134 sec): 2 clusters Score: Raw -428985.335659 + Penalty 1448.473784 = -427536.861875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1669.672212 sec): 3 clusters Score: Raw -424920.534253 + Penalty 2896.947568 = -422023.586685 nChanged 3092 SP:Iteration 1F (1669.734242 sec): 3 clusters Score: Raw -426607.626309 + Penalty 2896.947568 = -423710.678741 nChanged 530 SP:Iteration 2F (1669.790089 sec): 3 clusters Score: Raw -426897.507659 + Penalty 2896.947568 = -424000.560091 nChanged 471 SP:Iteration 3F (1669.838143 sec): 3 clusters Score: Raw -427178.536496 + Penalty 2896.947568 = -424281.588928 nChanged 452 SP:Iteration 4F (1669.906052 sec): 3 clusters Score: Raw -427476.649740 + Penalty 2896.947568 = -424579.702172 nChanged 431 SP:Iteration 5F (1669.969193 sec): 3 clusters Score: Raw -427766.187562 + Penalty 2896.947568 = -424869.239993 nChanged 358 SP:Iteration 6Q (1670.019431 sec): 3 clusters Score: Raw -428013.466820 + Penalty 2896.947568 = -425116.519252 nChanged 321 SP:Iteration 7Q (1670.082108 sec): 3 clusters Score: Raw -428216.896715 + Penalty 2896.947568 = -425319.949147 nChanged 311 SP:Iteration 8Q (1670.151676 sec): 3 clusters Score: Raw -428426.020793 + Penalty 2896.947568 = -425529.073225 nChanged 273 SP:Iteration 9Q (1670.204861 sec): 3 clusters Score: Raw -428584.713231 + Penalty 2896.947568 = -425687.765663 nChanged 203 SP:Iteration 10Q (1670.264273 sec): 3 clusters Score: Raw -428690.567805 + Penalty 2896.947568 = -425793.620237 nChanged 173 SP:Iteration 11Q (1670.323756 sec): 3 clusters Score: Raw -428772.033065 + Penalty 2896.947568 = -425875.085497 nChanged 145 SP:Iteration 12Q (1670.387239 sec): 3 clusters Score: Raw -428836.988878 + Penalty 2896.947568 = -425940.041310 nChanged 136 SP:Iteration 13Q (1670.441774 sec): 3 clusters Score: Raw -428900.453485 + Penalty 2896.947568 = -426003.505917 nChanged 124 SP:Iteration 14Q (1670.509139 sec): 3 clusters Score: Raw -428958.295773 + Penalty 2896.947568 = -426061.348205 nChanged 110 SP:Iteration 15Q (1670.566305 sec): 3 clusters Score: Raw -429008.150636 + Penalty 2896.947568 = -426111.203068 nChanged 87 SP:Iteration 16Q (1670.627726 sec): 3 clusters Score: Raw -429044.286890 + Penalty 2896.947568 = -426147.339322 nChanged 84 SP:Iteration 17Q (1670.689122 sec): 3 clusters Score: Raw -429078.469095 + Penalty 2896.947568 = -426181.521527 nChanged 76 SP:Iteration 18Q (1670.738507 sec): 3 clusters Score: Raw -429110.736238 + Penalty 2896.947568 = -426213.788670 nChanged 66 SP:Iteration 19Q (1670.807672 sec): 3 clusters Score: Raw -429137.822834 + Penalty 2896.947568 = -426240.875266 nChanged 50 SP:Iteration 20F (1670.869946 sec): 3 clusters Score: Raw -429160.626053 + Penalty 2896.947568 = -426263.678485 nChanged 48 SP:Iteration 21Q (1670.925420 sec): 3 clusters Score: Raw -429181.638729 + Penalty 2896.947568 = -426284.691161 nChanged 38 SP:Iteration 22Q (1670.986581 sec): 3 clusters Score: Raw -429198.000938 + Penalty 2896.947568 = -426301.053370 nChanged 43 SP:Iteration 23Q (1671.051143 sec): 3 clusters Score: Raw -429213.887824 + Penalty 2896.947568 = -426316.940256 nChanged 29 SP:Iteration 24Q (1671.101646 sec): 3 clusters Score: Raw -429224.485858 + Penalty 2896.947568 = -426327.538290 nChanged 22 SP:Iteration 25Q (1671.159044 sec): 3 clusters Score: Raw -429231.202639 + Penalty 2896.947568 = -426334.255071 nChanged 22 SP:Iteration 26Q (1671.218347 sec): 3 clusters Score: Raw -429236.428254 + Penalty 2896.947568 = -426339.480686 nChanged 25 SP:Iteration 27Q (1671.280676 sec): 3 clusters Score: Raw -429242.241276 + Penalty 2896.947568 = -426345.293708 nChanged 20 SP:Iteration 28Q (1671.334339 sec): 3 clusters Score: Raw -429247.323479 + Penalty 2896.947568 = -426350.375911 nChanged 16 SP:Iteration 29Q (1671.387678 sec): 3 clusters Score: Raw -429251.741636 + Penalty 2896.947568 = -426354.794068 nChanged 14 SP:Iteration 30Q (1671.456207 sec): 3 clusters Score: Raw -429256.605629 + Penalty 2896.947568 = -426359.658061 nChanged 18 SP:Iteration 31Q (1671.518858 sec): 3 clusters Score: Raw -429262.108790 + Penalty 2896.947568 = -426365.161222 nChanged 14 SP:Iteration 32Q (1671.575218 sec): 3 clusters Score: Raw -429266.767017 + Penalty 2896.947568 = -426369.819449 nChanged 14 SP:Iteration 33Q (1671.629964 sec): 3 clusters Score: Raw -429270.665684 + Penalty 2896.947568 = -426373.718116 nChanged 10 SP:Iteration 34Q (1671.697830 sec): 3 clusters Score: Raw -429273.510099 + Penalty 2896.947568 = -426376.562531 nChanged 13 SP:Iteration 35Q (1671.746292 sec): 3 clusters Score: Raw -429276.331645 + Penalty 2896.947568 = -426379.384077 nChanged 7 SP:Iteration 36Q (1671.800711 sec): 3 clusters Score: Raw -429278.366296 + Penalty 2896.947568 = -426381.418728 nChanged 7 SP:Iteration 37Q (1671.856686 sec): 3 clusters Score: Raw -429280.948181 + Penalty 2896.947568 = -426384.000613 nChanged 8 SP:Iteration 38Q (1671.921100 sec): 3 clusters Score: Raw -429283.389801 + Penalty 2896.947568 = -426386.442233 nChanged 13 SP:Iteration 39Q (1671.967869 sec): 3 clusters Score: Raw -429287.294693 + Penalty 2896.947568 = -426390.347125 nChanged 6 SP:Iteration 40F (1672.033363 sec): 3 clusters Score: Raw -429289.067029 + Penalty 2896.947568 = -426392.119461 nChanged 10 SP:Iteration 41Q (1672.079147 sec): 3 clusters Score: Raw -429292.556457 + Penalty 2896.947568 = -426395.608889 nChanged 9 SP:Iteration 42Q (1672.135494 sec): 3 clusters Score: Raw -429296.321811 + Penalty 2896.947568 = -426399.374243 nChanged 10 SP:Iteration 43Q (1672.200311 sec): 3 clusters Score: Raw -429300.000129 + Penalty 2896.947568 = -426403.052561 nChanged 8 SP:Iteration 44Q (1672.246828 sec): 3 clusters Score: Raw -429302.580965 + Penalty 2896.947568 = -426405.633397 nChanged 3 SP:Iteration 45Q (1672.310886 sec): 3 clusters Score: Raw -429303.324343 + Penalty 2896.947568 = -426406.376775 nChanged 4 SP:Iteration 46Q (1672.371253 sec): 3 clusters Score: Raw -429303.996559 + Penalty 2896.947568 = -426407.048991 nChanged 4 SP:Iteration 47Q (1672.427063 sec): 3 clusters Score: Raw -429304.791290 + Penalty 2896.947568 = -426407.843722 nChanged 1 SP:Iteration 48Q (1672.484229 sec): 3 clusters Score: Raw -429304.985496 + Penalty 2896.947568 = -426408.037928 nChanged 0 SP:Iteration 49F (1672.540821 sec): 3 clusters Score: Raw -429304.985496 + Penalty 2896.947568 = -426408.037928 nChanged 0 Trying to split cluster 10 (2610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1672.568655 sec): 2 clusters Score: Raw -159658.122241 + Penalty 1278.404644 = -158379.717597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1672.614083 sec): 3 clusters Score: Raw -158463.067683 + Penalty 2556.809288 = -155906.258395 nChanged 952 SP:Iteration 1F (1672.659940 sec): 3 clusters Score: Raw -159055.416922 + Penalty 2556.809288 = -156498.607634 nChanged 201 SP:Iteration 2F (1672.723544 sec): 3 clusters Score: Raw -159191.799370 + Penalty 2556.809288 = -156634.990083 nChanged 122 SP:Iteration 3Q (1672.760658 sec): 3 clusters Score: Raw -159272.517672 + Penalty 2556.809288 = -156715.708384 nChanged 82 SP:Iteration 4Q (1672.820466 sec): 3 clusters Score: Raw -159318.911848 + Penalty 2556.809288 = -156762.102561 nChanged 60 SP:Iteration 5Q (1672.868271 sec): 3 clusters Score: Raw -159344.916201 + Penalty 2556.809288 = -156788.106913 nChanged 41 SP:Iteration 6Q (1672.912249 sec): 3 clusters Score: Raw -159366.093811 + Penalty 2556.809288 = -156809.284524 nChanged 32 SP:Iteration 7Q (1672.963008 sec): 3 clusters Score: Raw -159379.475274 + Penalty 2556.809288 = -156822.665986 nChanged 35 SP:Iteration 8Q (1673.022109 sec): 3 clusters Score: Raw -159394.381541 + Penalty 2556.809288 = -156837.572253 nChanged 33 SP:Iteration 9Q (1673.070345 sec): 3 clusters Score: Raw -159413.216557 + Penalty 2556.809288 = -156856.407270 nChanged 36 SP:Iteration 10Q (1673.121816 sec): 3 clusters Score: Raw -159433.337045 + Penalty 2556.809288 = -156876.527758 nChanged 38 SP:Iteration 11Q (1673.169749 sec): 3 clusters Score: Raw -159453.339937 + Penalty 2556.809288 = -156896.530650 nChanged 33 SP:Iteration 12Q (1673.217704 sec): 3 clusters Score: Raw -159467.180290 + Penalty 2556.809288 = -156910.371003 nChanged 20 SP:Iteration 13Q (1673.265630 sec): 3 clusters Score: Raw -159476.500471 + Penalty 2556.809288 = -156919.691183 nChanged 24 SP:Iteration 14Q (1673.313297 sec): 3 clusters Score: Raw -159487.562221 + Penalty 2556.809288 = -156930.752933 nChanged 18 SP:Iteration 15Q (1673.363306 sec): 3 clusters Score: Raw -159494.691525 + Penalty 2556.809288 = -156937.882238 nChanged 19 SP:Iteration 16Q (1673.415504 sec): 3 clusters Score: Raw -159505.270664 + Penalty 2556.809288 = -156948.461376 nChanged 22 SP:Iteration 17Q (1673.457344 sec): 3 clusters Score: Raw -159515.126443 + Penalty 2556.809288 = -156958.317156 nChanged 21 SP:Iteration 18Q (1673.515467 sec): 3 clusters Score: Raw -159525.200171 + Penalty 2556.809288 = -156968.390884 nChanged 22 SP:Iteration 19Q (1673.562278 sec): 3 clusters Score: Raw -159536.757750 + Penalty 2556.809288 = -156979.948462 nChanged 29 SP:Iteration 20F (1673.604027 sec): 3 clusters Score: Raw -159552.459509 + Penalty 2556.809288 = -156995.650221 nChanged 26 SP:Iteration 21Q (1673.661203 sec): 3 clusters Score: Raw -159567.476941 + Penalty 2556.809288 = -157010.667654 nChanged 29 SP:Iteration 22Q (1673.719539 sec): 3 clusters Score: Raw -159584.076115 + Penalty 2556.809288 = -157027.266827 nChanged 26 SP:Iteration 23Q (1673.759165 sec): 3 clusters Score: Raw -159599.198774 + Penalty 2556.809288 = -157042.389486 nChanged 19 SP:Iteration 24Q (1673.822539 sec): 3 clusters Score: Raw -159609.773691 + Penalty 2556.809288 = -157052.964403 nChanged 19 SP:Iteration 25Q (1673.862304 sec): 3 clusters Score: Raw -159621.295865 + Penalty 2556.809288 = -157064.486577 nChanged 21 SP:Iteration 26Q (1673.925484 sec): 3 clusters Score: Raw -159635.950398 + Penalty 2556.809288 = -157079.141111 nChanged 21 SP:Iteration 27Q (1673.977040 sec): 3 clusters Score: Raw -159648.771073 + Penalty 2556.809288 = -157091.961785 nChanged 23 SP:Iteration 28Q (1674.022781 sec): 3 clusters Score: Raw -159665.801085 + Penalty 2556.809288 = -157108.991798 nChanged 22 SP:Iteration 29Q (1674.071226 sec): 3 clusters Score: Raw -159677.670940 + Penalty 2556.809288 = -157120.861652 nChanged 16 SP:Iteration 30Q (1674.125139 sec): 3 clusters Score: Raw -159684.079975 + Penalty 2556.809288 = -157127.270687 nChanged 15 SP:Iteration 31Q (1674.173785 sec): 3 clusters Score: Raw -159694.419345 + Penalty 2556.809288 = -157137.610058 nChanged 19 SP:Iteration 32Q (1674.225268 sec): 3 clusters Score: Raw -159703.456049 + Penalty 2556.809288 = -157146.646762 nChanged 12 SP:Iteration 33Q (1674.277233 sec): 3 clusters Score: Raw -159710.832776 + Penalty 2556.809288 = -157154.023488 nChanged 8 SP:Iteration 34Q (1674.325924 sec): 3 clusters Score: Raw -159714.674154 + Penalty 2556.809288 = -157157.864867 nChanged 3 SP:Iteration 35Q (1674.364772 sec): 3 clusters Score: Raw -159715.889361 + Penalty 2556.809288 = -157159.080073 nChanged 5 SP:Iteration 36Q (1674.428911 sec): 3 clusters Score: Raw -159717.576862 + Penalty 2556.809288 = -157160.767574 nChanged 3 SP:Iteration 37Q (1674.482167 sec): 3 clusters Score: Raw -159718.887486 + Penalty 2556.809288 = -157162.078199 nChanged 3 SP:Iteration 38Q (1674.532673 sec): 3 clusters Score: Raw -159720.028890 + Penalty 2556.809288 = -157163.219602 nChanged 4 SP:Iteration 39Q (1674.584953 sec): 3 clusters Score: Raw -159721.738888 + Penalty 2556.809288 = -157164.929601 nChanged 6 SP:Iteration 40F (1674.633172 sec): 3 clusters Score: Raw -159724.285485 + Penalty 2556.809288 = -157167.476197 nChanged 5 SP:Iteration 41Q (1674.684769 sec): 3 clusters Score: Raw -159727.734125 + Penalty 2556.809288 = -157170.924838 nChanged 5 SP:Iteration 42Q (1674.736214 sec): 3 clusters Score: Raw -159729.969367 + Penalty 2556.809288 = -157173.160079 nChanged 4 SP:Iteration 43Q (1674.783628 sec): 3 clusters Score: Raw -159733.665790 + Penalty 2556.809288 = -157176.856502 nChanged 9 SP:Iteration 44Q (1674.840166 sec): 3 clusters Score: Raw -159739.786023 + Penalty 2556.809288 = -157182.976736 nChanged 8 SP:Iteration 45Q (1674.888658 sec): 3 clusters Score: Raw -159745.639028 + Penalty 2556.809288 = -157188.829740 nChanged 11 SP:Iteration 46Q (1674.933710 sec): 3 clusters Score: Raw -159753.770842 + Penalty 2556.809288 = -157196.961554 nChanged 4 SP:Iteration 47Q (1674.990468 sec): 3 clusters Score: Raw -159756.440306 + Penalty 2556.809288 = -157199.631018 nChanged 9 SP:Iteration 48Q (1675.031059 sec): 3 clusters Score: Raw -159759.763546 + Penalty 2556.809288 = -157202.954258 nChanged 5 SP:Iteration 49Q (1675.082923 sec): 3 clusters Score: Raw -159760.834614 + Penalty 2556.809288 = -157204.025327 nChanged 0 SP:Iteration 50F (1675.138171 sec): 3 clusters Score: Raw -159760.834614 + Penalty 2556.809288 = -157204.025327 nChanged 0 Trying to split cluster 11 (3216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1675.169903 sec): 2 clusters Score: Raw -206956.857832 + Penalty 1312.332715 = -205644.525117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1675.214397 sec): 3 clusters Score: Raw -205394.445002 + Penalty 2624.665430 = -202769.779572 nChanged 1270 SP:Iteration 1F (1675.273394 sec): 3 clusters Score: Raw -206146.665480 + Penalty 2624.665430 = -203522.000050 nChanged 225 SP:Iteration 2F (1675.316148 sec): 3 clusters Score: Raw -206254.322783 + Penalty 2624.665430 = -203629.657353 nChanged 125 SP:Iteration 3Q (1675.374650 sec): 3 clusters Score: Raw -206305.518422 + Penalty 2624.665430 = -203680.852993 nChanged 76 SP:Iteration 4Q (1675.420495 sec): 3 clusters Score: Raw -206336.991613 + Penalty 2624.665430 = -203712.326183 nChanged 53 SP:Iteration 5Q (1675.483835 sec): 3 clusters Score: Raw -206360.485173 + Penalty 2624.665430 = -203735.819743 nChanged 40 SP:Iteration 6Q (1675.536742 sec): 3 clusters Score: Raw -206374.829230 + Penalty 2624.665430 = -203750.163800 nChanged 40 SP:Iteration 7Q (1675.579053 sec): 3 clusters Score: Raw -206388.972907 + Penalty 2624.665430 = -203764.307477 nChanged 34 SP:Iteration 8Q (1675.635561 sec): 3 clusters Score: Raw -206403.720358 + Penalty 2624.665430 = -203779.054928 nChanged 34 SP:Iteration 9Q (1675.692656 sec): 3 clusters Score: Raw -206418.436707 + Penalty 2624.665430 = -203793.771277 nChanged 32 SP:Iteration 10Q (1675.742492 sec): 3 clusters Score: Raw -206430.506815 + Penalty 2624.665430 = -203805.841385 nChanged 27 SP:Iteration 11Q (1675.781008 sec): 3 clusters Score: Raw -206440.763611 + Penalty 2624.665430 = -203816.098181 nChanged 19 SP:Iteration 12Q (1675.830847 sec): 3 clusters Score: Raw -206449.604387 + Penalty 2624.665430 = -203824.938957 nChanged 28 SP:Iteration 13Q (1675.887733 sec): 3 clusters Score: Raw -206461.771275 + Penalty 2624.665430 = -203837.105845 nChanged 37 SP:Iteration 14Q (1675.936007 sec): 3 clusters Score: Raw -206478.645087 + Penalty 2624.665430 = -203853.979657 nChanged 45 SP:Iteration 15Q (1675.974842 sec): 3 clusters Score: Raw -206501.301478 + Penalty 2624.665430 = -203876.636048 nChanged 39 SP:Iteration 16Q (1676.023007 sec): 3 clusters Score: Raw -206519.825265 + Penalty 2624.665430 = -203895.159835 nChanged 37 SP:Iteration 17Q (1676.074002 sec): 3 clusters Score: Raw -206540.874073 + Penalty 2624.665430 = -203916.208643 nChanged 40 SP:Iteration 18Q (1676.121396 sec): 3 clusters Score: Raw -206562.183522 + Penalty 2624.665430 = -203937.518092 nChanged 48 SP:Iteration 19Q (1676.184288 sec): 3 clusters Score: Raw -206588.812244 + Penalty 2624.665430 = -203964.146814 nChanged 48 SP:Iteration 20F (1676.229130 sec): 3 clusters Score: Raw -206613.002250 + Penalty 2624.665430 = -203988.336820 nChanged 57 SP:Iteration 21Q (1676.285373 sec): 3 clusters Score: Raw -206644.574561 + Penalty 2624.665430 = -204019.909131 nChanged 48 SP:Iteration 22Q (1676.334338 sec): 3 clusters Score: Raw -206667.177284 + Penalty 2624.665430 = -204042.511854 nChanged 49 SP:Iteration 23Q (1676.384274 sec): 3 clusters Score: Raw -206687.425703 + Penalty 2624.665430 = -204062.760273 nChanged 34 SP:Iteration 24Q (1676.437016 sec): 3 clusters Score: Raw -206701.884124 + Penalty 2624.665430 = -204077.218695 nChanged 26 SP:Iteration 25Q (1676.490287 sec): 3 clusters Score: Raw -206713.807323 + Penalty 2624.665430 = -204089.141893 nChanged 17 SP:Iteration 26Q (1676.542904 sec): 3 clusters Score: Raw -206721.341316 + Penalty 2624.665430 = -204096.675886 nChanged 14 SP:Iteration 27Q (1676.590998 sec): 3 clusters Score: Raw -206726.787498 + Penalty 2624.665430 = -204102.122068 nChanged 11 SP:Iteration 28Q (1676.634386 sec): 3 clusters Score: Raw -206730.917682 + Penalty 2624.665430 = -204106.252252 nChanged 9 SP:Iteration 29Q (1676.687485 sec): 3 clusters Score: Raw -206734.879596 + Penalty 2624.665430 = -204110.214166 nChanged 10 SP:Iteration 30Q (1676.740506 sec): 3 clusters Score: Raw -206738.176469 + Penalty 2624.665430 = -204113.511039 nChanged 9 SP:Iteration 31Q (1676.789396 sec): 3 clusters Score: Raw -206741.005341 + Penalty 2624.665430 = -204116.339911 nChanged 6 SP:Iteration 32Q (1676.827690 sec): 3 clusters Score: Raw -206742.599917 + Penalty 2624.665430 = -204117.934487 nChanged 6 SP:Iteration 33Q (1676.884541 sec): 3 clusters Score: Raw -206744.579716 + Penalty 2624.665430 = -204119.914286 nChanged 2 SP:Iteration 34Q (1676.933584 sec): 3 clusters Score: Raw -206745.611344 + Penalty 2624.665430 = -204120.945914 nChanged 3 SP:Iteration 35Q (1676.994541 sec): 3 clusters Score: Raw -206746.198951 + Penalty 2624.665430 = -204121.533521 nChanged 1 SP:Iteration 36Q (1677.048475 sec): 3 clusters Score: Raw -206746.342675 + Penalty 2624.665430 = -204121.677245 nChanged 1 SP:Iteration 37Q (1677.104615 sec): 3 clusters Score: Raw -206746.505763 + Penalty 2624.665430 = -204121.840334 nChanged 0 SP:Iteration 38F (1677.153670 sec): 3 clusters Score: Raw -206746.505763 + Penalty 2624.665430 = -204121.840334 nChanged 0 Trying to split cluster 12 (4602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1677.189749 sec): 2 clusters Score: Raw -227681.377900 + Penalty 1370.565019 = -226310.812881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1677.248694 sec): 3 clusters Score: Raw -225335.800690 + Penalty 2741.130038 = -222594.670652 nChanged 1855 SP:Iteration 1F (1677.295961 sec): 3 clusters Score: Raw -226472.178965 + Penalty 2741.130038 = -223731.048927 nChanged 332 SP:Iteration 2F (1677.354446 sec): 3 clusters Score: Raw -226691.077332 + Penalty 2741.130038 = -223949.947294 nChanged 247 SP:Iteration 3F (1677.399119 sec): 3 clusters Score: Raw -226834.407319 + Penalty 2741.130038 = -224093.277281 nChanged 209 SP:Iteration 4Q (1677.457160 sec): 3 clusters Score: Raw -226947.306128 + Penalty 2741.130038 = -224206.176090 nChanged 162 SP:Iteration 5Q (1677.502937 sec): 3 clusters Score: Raw -227030.249557 + Penalty 2741.130038 = -224289.119519 nChanged 163 SP:Iteration 6Q (1677.570445 sec): 3 clusters Score: Raw -227122.297874 + Penalty 2741.130038 = -224381.167836 nChanged 149 SP:Iteration 7Q (1677.623271 sec): 3 clusters Score: Raw -227211.084095 + Penalty 2741.130038 = -224469.954057 nChanged 145 SP:Iteration 8Q (1677.679587 sec): 3 clusters Score: Raw -227285.121661 + Penalty 2741.130038 = -224543.991623 nChanged 153 SP:Iteration 9Q (1677.735208 sec): 3 clusters Score: Raw -227372.392645 + Penalty 2741.130038 = -224631.262607 nChanged 149 SP:Iteration 10Q (1677.784143 sec): 3 clusters Score: Raw -227468.192260 + Penalty 2741.130038 = -224727.062222 nChanged 178 SP:Iteration 11Q (1677.836232 sec): 3 clusters Score: Raw -227595.328615 + Penalty 2741.130038 = -224854.198577 nChanged 190 SP:Iteration 12Q (1677.891537 sec): 3 clusters Score: Raw -227764.985248 + Penalty 2741.130038 = -225023.855210 nChanged 221 SP:Iteration 13Q (1677.939283 sec): 3 clusters Score: Raw -227977.201494 + Penalty 2741.130038 = -225236.071456 nChanged 229 SP:Iteration 14Q (1677.997405 sec): 3 clusters Score: Raw -228212.274689 + Penalty 2741.130038 = -225471.144651 nChanged 197 SP:Iteration 15Q (1678.051766 sec): 3 clusters Score: Raw -228428.033621 + Penalty 2741.130038 = -225686.903583 nChanged 155 SP:Iteration 16Q (1678.104179 sec): 3 clusters Score: Raw -228610.354669 + Penalty 2741.130038 = -225869.224631 nChanged 112 SP:Iteration 17Q (1678.154528 sec): 3 clusters Score: Raw -228735.023928 + Penalty 2741.130038 = -225993.893890 nChanged 76 SP:Iteration 18Q (1678.202135 sec): 3 clusters Score: Raw -228833.936191 + Penalty 2741.130038 = -226092.806154 nChanged 47 SP:Iteration 19Q (1678.262236 sec): 3 clusters Score: Raw -228896.971933 + Penalty 2741.130038 = -226155.841895 nChanged 31 SP:Iteration 20F (1678.311716 sec): 3 clusters Score: Raw -228943.405063 + Penalty 2741.130038 = -226202.275025 nChanged 22 SP:Iteration 21Q (1678.362424 sec): 3 clusters Score: Raw -228982.283321 + Penalty 2741.130038 = -226241.153283 nChanged 25 SP:Iteration 22Q (1678.420727 sec): 3 clusters Score: Raw -229029.968381 + Penalty 2741.130038 = -226288.838343 nChanged 20 SP:Iteration 23Q (1678.472451 sec): 3 clusters Score: Raw -229170.674582 + Penalty 2741.130038 = -226429.544544 nChanged 26 SP:Iteration 24Q (1678.522953 sec): 3 clusters Score: Raw -229280.895660 + Penalty 2741.130038 = -226539.765622 nChanged 22 SP:Iteration 25Q (1678.564462 sec): 3 clusters Score: Raw -229358.784165 + Penalty 2741.130038 = -226617.654127 nChanged 22 SP:Iteration 26Q (1678.621261 sec): 3 clusters Score: Raw -229410.925544 + Penalty 2741.130038 = -226669.795506 nChanged 15 SP:Iteration 27Q (1678.668836 sec): 3 clusters Score: Raw -229442.943371 + Penalty 2741.130038 = -226701.813333 nChanged 10 SP:Iteration 28Q (1678.729788 sec): 3 clusters Score: Raw -229470.350337 + Penalty 2741.130038 = -226729.220299 nChanged 8 SP:Iteration 29Q (1678.776545 sec): 3 clusters Score: Raw -229484.307251 + Penalty 2741.130038 = -226743.177213 nChanged 4 SP:Iteration 30Q (1678.830298 sec): 3 clusters Score: Raw -229490.980368 + Penalty 2741.130038 = -226749.850330 nChanged 3 SP:Iteration 31Q (1678.880735 sec): 3 clusters Score: Raw -229496.934458 + Penalty 2741.130038 = -226755.804421 nChanged 2 SP:Iteration 32Q (1678.933135 sec): 3 clusters Score: Raw -229498.586275 + Penalty 2741.130038 = -226757.456237 nChanged 0 SP:Iteration 33F (1678.981021 sec): 3 clusters Score: Raw -229498.586275 + Penalty 2741.130038 = -226757.456237 nChanged 0 Score: Raw -15318980.527420 + Penalty 50730.714831 = -15268249.812589 Splitting cluster 12 changes total score from -15268461.159563 to -15268249.812589 So it's not getting split. Trying to split cluster 13 (22502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1683.472070 sec): 2 clusters Score: Raw -1412872.341523 + Penalty 1628.470914 = -1411243.870609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1683.561317 sec): 3 clusters Score: Raw -1399153.372121 + Penalty 3256.941829 = -1395896.430292 nChanged 10299 SP:Iteration 1F (1683.649581 sec): 3 clusters Score: Raw -1404844.813081 + Penalty 3256.941829 = -1401587.871252 nChanged 1141 SP:Iteration 2F (1683.736694 sec): 3 clusters Score: Raw -1405234.785308 + Penalty 3256.941829 = -1401977.843479 nChanged 1012 SP:Iteration 3Q (1683.827027 sec): 3 clusters Score: Raw -1405601.950149 + Penalty 3256.941829 = -1402345.008320 nChanged 997 SP:Iteration 4Q (1683.915113 sec): 3 clusters Score: Raw -1405957.694744 + Penalty 3256.941829 = -1402700.752915 nChanged 929 SP:Iteration 5Q (1684.003763 sec): 3 clusters Score: Raw -1406303.177620 + Penalty 3256.941829 = -1403046.235792 nChanged 916 SP:Iteration 6Q (1684.092968 sec): 3 clusters Score: Raw -1406672.941849 + Penalty 3256.941829 = -1403416.000020 nChanged 911 SP:Iteration 7Q (1684.180496 sec): 3 clusters Score: Raw -1407083.336864 + Penalty 3256.941829 = -1403826.395035 nChanged 979 SP:Iteration 8Q (1684.262487 sec): 3 clusters Score: Raw -1407599.857577 + Penalty 3256.941829 = -1404342.915748 nChanged 1069 SP:Iteration 9Q (1684.348422 sec): 3 clusters Score: Raw -1408229.142152 + Penalty 3256.941829 = -1404972.200323 nChanged 1134 SP:Iteration 10F (1684.433143 sec): 3 clusters Score: Raw -1408987.151372 + Penalty 3256.941829 = -1405730.209544 nChanged 1178 SP:Iteration 11F (1684.520743 sec): 3 clusters Score: Raw -1409843.367946 + Penalty 3256.941829 = -1406586.426118 nChanged 1169 SP:Iteration 12F (1684.608679 sec): 3 clusters Score: Raw -1410671.524164 + Penalty 3256.941829 = -1407414.582335 nChanged 1028 SP:Iteration 13Q (1684.694323 sec): 3 clusters Score: Raw -1411278.700568 + Penalty 3256.941829 = -1408021.758739 nChanged 736 SP:Iteration 14Q (1684.767119 sec): 3 clusters Score: Raw -1411616.429849 + Penalty 3256.941829 = -1408359.488020 nChanged 559 SP:Iteration 15Q (1684.857193 sec): 3 clusters Score: Raw -1411833.326311 + Penalty 3256.941829 = -1408576.384483 nChanged 404 SP:Iteration 16Q (1684.943335 sec): 3 clusters Score: Raw -1411973.092629 + Penalty 3256.941829 = -1408716.150800 nChanged 347 SP:Iteration 17Q (1685.026887 sec): 3 clusters Score: Raw -1412088.491730 + Penalty 3256.941829 = -1408831.549901 nChanged 303 SP:Iteration 18Q (1685.114121 sec): 3 clusters Score: Raw -1412182.408638 + Penalty 3256.941829 = -1408925.466809 nChanged 294 SP:Iteration 19Q (1685.201055 sec): 3 clusters Score: Raw -1412268.056352 + Penalty 3256.941829 = -1409011.114523 nChanged 227 SP:Iteration 20F (1685.284822 sec): 3 clusters Score: Raw -1412326.840148 + Penalty 3256.941829 = -1409069.898320 nChanged 208 SP:Iteration 21Q (1685.370182 sec): 3 clusters Score: Raw -1412375.737143 + Penalty 3256.941829 = -1409118.795314 nChanged 189 SP:Iteration 22Q (1685.452951 sec): 3 clusters Score: Raw -1412419.143151 + Penalty 3256.941829 = -1409162.201322 nChanged 177 SP:Iteration 23Q (1685.540496 sec): 3 clusters Score: Raw -1412453.372200 + Penalty 3256.941829 = -1409196.430371 nChanged 138 SP:Iteration 24Q (1685.622641 sec): 3 clusters Score: Raw -1412476.843443 + Penalty 3256.941829 = -1409219.901615 nChanged 115 SP:Iteration 25Q (1685.710511 sec): 3 clusters Score: Raw -1412495.982996 + Penalty 3256.941829 = -1409239.041167 nChanged 115 SP:Iteration 26Q (1685.797451 sec): 3 clusters Score: Raw -1412514.466317 + Penalty 3256.941829 = -1409257.524488 nChanged 122 SP:Iteration 27Q (1685.884348 sec): 3 clusters Score: Raw -1412534.018042 + Penalty 3256.941829 = -1409277.076213 nChanged 111 SP:Iteration 28Q (1685.974288 sec): 3 clusters Score: Raw -1412549.825689 + Penalty 3256.941829 = -1409292.883860 nChanged 91 SP:Iteration 29Q (1686.048835 sec): 3 clusters Score: Raw -1412563.226056 + Penalty 3256.941829 = -1409306.284228 nChanged 88 SP:Iteration 30Q (1686.145617 sec): 3 clusters Score: Raw -1412574.840198 + Penalty 3256.941829 = -1409317.898369 nChanged 83 SP:Iteration 31Q (1686.225323 sec): 3 clusters Score: Raw -1412584.085869 + Penalty 3256.941829 = -1409327.144041 nChanged 66 SP:Iteration 32Q (1686.313130 sec): 3 clusters Score: Raw -1412589.335874 + Penalty 3256.941829 = -1409332.394046 nChanged 40 SP:Iteration 33Q (1686.399414 sec): 3 clusters Score: Raw -1412592.711703 + Penalty 3256.941829 = -1409335.769874 nChanged 39 SP:Iteration 34Q (1686.472860 sec): 3 clusters Score: Raw -1412595.873699 + Penalty 3256.941829 = -1409338.931870 nChanged 49 SP:Iteration 35Q (1686.562475 sec): 3 clusters Score: Raw -1412600.259198 + Penalty 3256.941829 = -1409343.317370 nChanged 48 SP:Iteration 36Q (1686.651787 sec): 3 clusters Score: Raw -1412604.317333 + Penalty 3256.941829 = -1409347.375504 nChanged 43 SP:Iteration 37Q (1686.737795 sec): 3 clusters Score: Raw -1412608.109809 + Penalty 3256.941829 = -1409351.167980 nChanged 36 SP:Iteration 38Q (1686.816733 sec): 3 clusters Score: Raw -1412610.900434 + Penalty 3256.941829 = -1409353.958606 nChanged 32 SP:Iteration 39Q (1686.903975 sec): 3 clusters Score: Raw -1412613.225408 + Penalty 3256.941829 = -1409356.283580 nChanged 29 SP:Iteration 40F (1686.984742 sec): 3 clusters Score: Raw -1412615.202770 + Penalty 3256.941829 = -1409358.260941 nChanged 24 SP:Iteration 41Q (1687.071560 sec): 3 clusters Score: Raw -1412616.716843 + Penalty 3256.941829 = -1409359.775014 nChanged 20 SP:Iteration 42Q (1687.159039 sec): 3 clusters Score: Raw -1412618.200598 + Penalty 3256.941829 = -1409361.258770 nChanged 14 SP:Iteration 43Q (1687.244878 sec): 3 clusters Score: Raw -1412618.966022 + Penalty 3256.941829 = -1409362.024193 nChanged 14 SP:Iteration 44Q (1687.328448 sec): 3 clusters Score: Raw -1412619.668129 + Penalty 3256.941829 = -1409362.726300 nChanged 10 SP:Iteration 45Q (1687.411644 sec): 3 clusters Score: Raw -1412620.213345 + Penalty 3256.941829 = -1409363.271516 nChanged 14 SP:Iteration 46Q (1687.494691 sec): 3 clusters Score: Raw -1412621.040701 + Penalty 3256.941829 = -1409364.098872 nChanged 13 SP:Iteration 47Q (1687.568012 sec): 3 clusters Score: Raw -1412621.714622 + Penalty 3256.941829 = -1409364.772793 nChanged 10 SP:Iteration 48Q (1687.655756 sec): 3 clusters Score: Raw -1412622.373673 + Penalty 3256.941829 = -1409365.431844 nChanged 11 SP:Iteration 49Q (1687.742386 sec): 3 clusters Score: Raw -1412622.993796 + Penalty 3256.941829 = -1409366.051967 nChanged 10 SP:Iteration 50Q (1687.827598 sec): 3 clusters Score: Raw -1412623.454813 + Penalty 3256.941829 = -1409366.512984 nChanged 7 SP:Iteration 51Q (1687.912603 sec): 3 clusters Score: Raw -1412623.987806 + Penalty 3256.941829 = -1409367.045978 nChanged 7 SP:Iteration 52Q (1687.994918 sec): 3 clusters Score: Raw -1412624.271547 + Penalty 3256.941829 = -1409367.329718 nChanged 4 SP:Iteration 53Q (1688.078112 sec): 3 clusters Score: Raw -1412624.407863 + Penalty 3256.941829 = -1409367.466034 nChanged 3 SP:Iteration 54Q (1688.163180 sec): 3 clusters Score: Raw -1412624.565355 + Penalty 3256.941829 = -1409367.623526 nChanged 6 SP:Iteration 55Q (1688.244076 sec): 3 clusters Score: Raw -1412624.786513 + Penalty 3256.941829 = -1409367.844684 nChanged 4 SP:Iteration 56Q (1688.337072 sec): 3 clusters Score: Raw -1412625.048377 + Penalty 3256.941829 = -1409368.106549 nChanged 5 SP:Iteration 57Q (1688.422871 sec): 3 clusters Score: Raw -1412625.267970 + Penalty 3256.941829 = -1409368.326141 nChanged 3 SP:Iteration 58Q (1688.503956 sec): 3 clusters Score: Raw -1412625.379425 + Penalty 3256.941829 = -1409368.437596 nChanged 2 SP:Iteration 59Q (1688.579050 sec): 3 clusters Score: Raw -1412625.463287 + Penalty 3256.941829 = -1409368.521458 nChanged 2 SP:Iteration 60F (1688.671451 sec): 3 clusters Score: Raw -1412625.542328 + Penalty 3256.941829 = -1409368.600499 nChanged 1 SP:Iteration 61Q (1688.756557 sec): 3 clusters Score: Raw -1412625.593363 + Penalty 3256.941829 = -1409368.651535 nChanged 2 SP:Iteration 62Q (1688.841691 sec): 3 clusters Score: Raw -1412625.665267 + Penalty 3256.941829 = -1409368.723438 nChanged 1 SP:Iteration 63Q (1688.924787 sec): 3 clusters Score: Raw -1412625.706559 + Penalty 3256.941829 = -1409368.764730 nChanged 1 SP:Iteration 64Q (1689.007203 sec): 3 clusters Score: Raw -1412625.730690 + Penalty 3256.941829 = -1409368.788861 nChanged 4 SP:Iteration 65Q (1689.095527 sec): 3 clusters Score: Raw -1412625.876561 + Penalty 3256.941829 = -1409368.934732 nChanged 1 SP:Iteration 66Q (1689.183279 sec): 3 clusters Score: Raw -1412625.908153 + Penalty 3256.941829 = -1409368.966324 nChanged 0 SP:Iteration 67F (1689.256568 sec): 3 clusters Score: Raw -1412625.908153 + Penalty 3256.941829 = -1409368.966324 nChanged 0 Trying to split cluster 14 (5698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1689.298218 sec): 2 clusters Score: Raw -344634.372816 + Penalty 1405.278959 = -343229.093858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1689.357879 sec): 3 clusters Score: Raw -341588.321633 + Penalty 2810.557917 = -338777.763716 nChanged 2367 SP:Iteration 1F (1689.413943 sec): 3 clusters Score: Raw -342881.069146 + Penalty 2810.557917 = -340070.511229 nChanged 439 SP:Iteration 2F (1689.466521 sec): 3 clusters Score: Raw -343108.618507 + Penalty 2810.557917 = -340298.060590 nChanged 303 SP:Iteration 3F (1689.523996 sec): 3 clusters Score: Raw -343254.128692 + Penalty 2810.557917 = -340443.570774 nChanged 227 SP:Iteration 4Q (1689.582552 sec): 3 clusters Score: Raw -343350.672977 + Penalty 2810.557917 = -340540.115060 nChanged 195 SP:Iteration 5Q (1689.641453 sec): 3 clusters Score: Raw -343438.058773 + Penalty 2810.557917 = -340627.500855 nChanged 200 SP:Iteration 6Q (1689.710717 sec): 3 clusters Score: Raw -343542.024715 + Penalty 2810.557917 = -340731.466797 nChanged 190 SP:Iteration 7Q (1689.766462 sec): 3 clusters Score: Raw -343641.136188 + Penalty 2810.557917 = -340830.578270 nChanged 191 SP:Iteration 8Q (1689.824866 sec): 3 clusters Score: Raw -343735.980517 + Penalty 2810.557917 = -340925.422600 nChanged 171 SP:Iteration 9Q (1689.867738 sec): 3 clusters Score: Raw -343827.613335 + Penalty 2810.557917 = -341017.055418 nChanged 179 SP:Iteration 10Q (1689.926643 sec): 3 clusters Score: Raw -343924.953293 + Penalty 2810.557917 = -341114.395375 nChanged 172 SP:Iteration 11Q (1689.991662 sec): 3 clusters Score: Raw -344017.659597 + Penalty 2810.557917 = -341207.101680 nChanged 155 SP:Iteration 12Q (1690.048392 sec): 3 clusters Score: Raw -344117.385672 + Penalty 2810.557917 = -341306.827754 nChanged 160 SP:Iteration 13Q (1690.110599 sec): 3 clusters Score: Raw -344213.505685 + Penalty 2810.557917 = -341402.947767 nChanged 154 SP:Iteration 14Q (1690.165060 sec): 3 clusters Score: Raw -344309.469040 + Penalty 2810.557917 = -341498.911123 nChanged 149 SP:Iteration 15Q (1690.216735 sec): 3 clusters Score: Raw -344418.748772 + Penalty 2810.557917 = -341608.190854 nChanged 150 SP:Iteration 16Q (1690.267116 sec): 3 clusters Score: Raw -344532.793570 + Penalty 2810.557917 = -341722.235652 nChanged 128 SP:Iteration 17Q (1690.318728 sec): 3 clusters Score: Raw -344639.123748 + Penalty 2810.557917 = -341828.565830 nChanged 140 SP:Iteration 18Q (1690.376888 sec): 3 clusters Score: Raw -344779.695946 + Penalty 2810.557917 = -341969.138029 nChanged 147 SP:Iteration 19Q (1690.435278 sec): 3 clusters Score: Raw -344914.297774 + Penalty 2810.557917 = -342103.739856 nChanged 128 SP:Iteration 20F (1690.498978 sec): 3 clusters Score: Raw -345018.385367 + Penalty 2810.557917 = -342207.827449 nChanged 120 SP:Iteration 21Q (1690.545815 sec): 3 clusters Score: Raw -345108.588789 + Penalty 2810.557917 = -342298.030872 nChanged 100 SP:Iteration 22Q (1690.599977 sec): 3 clusters Score: Raw -345169.641546 + Penalty 2810.557917 = -342359.083629 nChanged 105 SP:Iteration 23Q (1690.666266 sec): 3 clusters Score: Raw -345237.315135 + Penalty 2810.557917 = -342426.757218 nChanged 99 SP:Iteration 24Q (1690.725552 sec): 3 clusters Score: Raw -345295.231843 + Penalty 2810.557917 = -342484.673926 nChanged 102 SP:Iteration 25Q (1690.770980 sec): 3 clusters Score: Raw -345353.765783 + Penalty 2810.557917 = -342543.207866 nChanged 90 SP:Iteration 26Q (1690.838282 sec): 3 clusters Score: Raw -345407.568603 + Penalty 2810.557917 = -342597.010686 nChanged 89 SP:Iteration 27Q (1690.897142 sec): 3 clusters Score: Raw -345455.112895 + Penalty 2810.557917 = -342644.554977 nChanged 70 SP:Iteration 28Q (1690.949504 sec): 3 clusters Score: Raw -345490.460664 + Penalty 2810.557917 = -342679.902747 nChanged 58 SP:Iteration 29Q (1691.010775 sec): 3 clusters Score: Raw -345516.553018 + Penalty 2810.557917 = -342705.995100 nChanged 57 SP:Iteration 30Q (1691.065778 sec): 3 clusters Score: Raw -345540.452608 + Penalty 2810.557917 = -342729.894690 nChanged 46 SP:Iteration 31Q (1691.123483 sec): 3 clusters Score: Raw -345556.938295 + Penalty 2810.557917 = -342746.380377 nChanged 46 SP:Iteration 32Q (1691.183333 sec): 3 clusters Score: Raw -345575.356855 + Penalty 2810.557917 = -342764.798937 nChanged 35 SP:Iteration 33Q (1691.229311 sec): 3 clusters Score: Raw -345586.947246 + Penalty 2810.557917 = -342776.389328 nChanged 25 SP:Iteration 34Q (1691.287249 sec): 3 clusters Score: Raw -345595.609305 + Penalty 2810.557917 = -342785.051388 nChanged 28 SP:Iteration 35Q (1691.350446 sec): 3 clusters Score: Raw -345605.442216 + Penalty 2810.557917 = -342794.884299 nChanged 28 SP:Iteration 36Q (1691.395083 sec): 3 clusters Score: Raw -345613.731392 + Penalty 2810.557917 = -342803.173474 nChanged 30 SP:Iteration 37Q (1691.462221 sec): 3 clusters Score: Raw -345624.566259 + Penalty 2810.557917 = -342814.008341 nChanged 29 SP:Iteration 38Q (1691.514864 sec): 3 clusters Score: Raw -345634.357915 + Penalty 2810.557917 = -342823.799998 nChanged 26 SP:Iteration 39Q (1691.568911 sec): 3 clusters Score: Raw -345642.550277 + Penalty 2810.557917 = -342831.992360 nChanged 22 SP:Iteration 40F (1691.629397 sec): 3 clusters Score: Raw -345659.830018 + Penalty 2810.557917 = -342849.272101 nChanged 20 SP:Iteration 41Q (1691.687830 sec): 3 clusters Score: Raw -345669.113204 + Penalty 2810.557917 = -342858.555287 nChanged 19 SP:Iteration 42Q (1691.742571 sec): 3 clusters Score: Raw -345676.165356 + Penalty 2810.557917 = -342865.607439 nChanged 18 SP:Iteration 43Q (1691.790852 sec): 3 clusters Score: Raw -345681.042940 + Penalty 2810.557917 = -342870.485023 nChanged 16 SP:Iteration 44Q (1691.846382 sec): 3 clusters Score: Raw -345685.512667 + Penalty 2810.557917 = -342874.954750 nChanged 15 SP:Iteration 45Q (1691.908658 sec): 3 clusters Score: Raw -345690.749206 + Penalty 2810.557917 = -342880.191289 nChanged 17 SP:Iteration 46Q (1691.966449 sec): 3 clusters Score: Raw -345696.841551 + Penalty 2810.557917 = -342886.283634 nChanged 12 SP:Iteration 47Q (1692.019200 sec): 3 clusters Score: Raw -345700.156985 + Penalty 2810.557917 = -342889.599068 nChanged 9 SP:Iteration 48Q (1692.077638 sec): 3 clusters Score: Raw -345702.090532 + Penalty 2810.557917 = -342891.532615 nChanged 8 SP:Iteration 49Q (1692.133799 sec): 3 clusters Score: Raw -345703.931546 + Penalty 2810.557917 = -342893.373629 nChanged 9 SP:Iteration 50Q (1692.191989 sec): 3 clusters Score: Raw -345705.578001 + Penalty 2810.557917 = -342895.020084 nChanged 5 SP:Iteration 51Q (1692.247565 sec): 3 clusters Score: Raw -345706.782664 + Penalty 2810.557917 = -342896.224746 nChanged 5 SP:Iteration 52Q (1692.300876 sec): 3 clusters Score: Raw -345708.187379 + Penalty 2810.557917 = -342897.629462 nChanged 6 SP:Iteration 53Q (1692.343436 sec): 3 clusters Score: Raw -345709.190176 + Penalty 2810.557917 = -342898.632259 nChanged 5 SP:Iteration 54Q (1692.396950 sec): 3 clusters Score: Raw -345710.264141 + Penalty 2810.557917 = -342899.706224 nChanged 2 SP:Iteration 55Q (1692.447518 sec): 3 clusters Score: Raw -345710.649890 + Penalty 2810.557917 = -342900.091973 nChanged 4 SP:Iteration 56Q (1692.502845 sec): 3 clusters Score: Raw -345711.504850 + Penalty 2810.557917 = -342900.946933 nChanged 4 SP:Iteration 57Q (1692.557147 sec): 3 clusters Score: Raw -345712.358540 + Penalty 2810.557917 = -342901.800623 nChanged 0 SP:Iteration 58F (1692.612875 sec): 3 clusters Score: Raw -345712.358540 + Penalty 2810.557917 = -342901.800623 nChanged 0 Trying to split cluster 15 (3975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1692.654461 sec): 2 clusters Score: Raw -212284.215020 + Penalty 1346.764254 = -210937.450766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1692.715183 sec): 3 clusters Score: Raw -210329.511788 + Penalty 2693.528509 = -207635.983279 nChanged 1567 SP:Iteration 1F (1692.758843 sec): 3 clusters Score: Raw -211231.239725 + Penalty 2693.528509 = -208537.711216 nChanged 322 SP:Iteration 2F (1692.823447 sec): 3 clusters Score: Raw -211445.672846 + Penalty 2693.528509 = -208752.144337 nChanged 250 SP:Iteration 3F (1692.880900 sec): 3 clusters Score: Raw -211613.911363 + Penalty 2693.528509 = -208920.382854 nChanged 190 SP:Iteration 4Q (1692.935344 sec): 3 clusters Score: Raw -211739.240883 + Penalty 2693.528509 = -209045.712375 nChanged 190 SP:Iteration 5Q (1692.976709 sec): 3 clusters Score: Raw -211880.769553 + Penalty 2693.528509 = -209187.241044 nChanged 188 SP:Iteration 6Q (1693.041183 sec): 3 clusters Score: Raw -212029.807273 + Penalty 2693.528509 = -209336.278764 nChanged 201 SP:Iteration 7F (1693.082912 sec): 3 clusters Score: Raw -212182.357961 + Penalty 2693.528509 = -209488.829453 nChanged 177 SP:Iteration 8Q (1693.133976 sec): 3 clusters Score: Raw -212301.620523 + Penalty 2693.528509 = -209608.092014 nChanged 142 SP:Iteration 9Q (1693.187296 sec): 3 clusters Score: Raw -212401.083663 + Penalty 2693.528509 = -209707.555154 nChanged 117 SP:Iteration 10Q (1693.239480 sec): 3 clusters Score: Raw -212476.809704 + Penalty 2693.528509 = -209783.281195 nChanged 94 SP:Iteration 11Q (1693.305251 sec): 3 clusters Score: Raw -212525.555690 + Penalty 2693.528509 = -209832.027181 nChanged 52 SP:Iteration 12Q (1693.359644 sec): 3 clusters Score: Raw -212552.726576 + Penalty 2693.528509 = -209859.198068 nChanged 52 SP:Iteration 13Q (1693.408784 sec): 3 clusters Score: Raw -212592.866982 + Penalty 2693.528509 = -209899.338473 nChanged 44 SP:Iteration 14Q (1693.456570 sec): 3 clusters Score: Raw -212619.090924 + Penalty 2693.528509 = -209925.562415 nChanged 36 SP:Iteration 15Q (1693.515404 sec): 3 clusters Score: Raw -212637.297752 + Penalty 2693.528509 = -209943.769243 nChanged 26 SP:Iteration 16Q (1693.571009 sec): 3 clusters Score: Raw -212650.529459 + Penalty 2693.528509 = -209957.000951 nChanged 31 SP:Iteration 17Q (1693.628823 sec): 3 clusters Score: Raw -212665.035877 + Penalty 2693.528509 = -209971.507368 nChanged 25 SP:Iteration 18Q (1693.687539 sec): 3 clusters Score: Raw -212676.395922 + Penalty 2693.528509 = -209982.867413 nChanged 19 SP:Iteration 19Q (1693.734892 sec): 3 clusters Score: Raw -212683.982089 + Penalty 2693.528509 = -209990.453581 nChanged 11 SP:Iteration 20F (1693.778340 sec): 3 clusters Score: Raw -212689.153018 + Penalty 2693.528509 = -209995.624509 nChanged 5 SP:Iteration 21Q (1693.833854 sec): 3 clusters Score: Raw -212692.292425 + Penalty 2693.528509 = -209998.763916 nChanged 9 SP:Iteration 22Q (1693.893939 sec): 3 clusters Score: Raw -212697.028235 + Penalty 2693.528509 = -210003.499726 nChanged 12 SP:Iteration 23Q (1693.954032 sec): 3 clusters Score: Raw -212702.037808 + Penalty 2693.528509 = -210008.509300 nChanged 13 SP:Iteration 24Q (1694.009020 sec): 3 clusters Score: Raw -212708.900817 + Penalty 2693.528509 = -210015.372308 nChanged 11 SP:Iteration 25Q (1694.059548 sec): 3 clusters Score: Raw -212714.295361 + Penalty 2693.528509 = -210020.766852 nChanged 11 SP:Iteration 26Q (1694.114616 sec): 3 clusters Score: Raw -212719.014788 + Penalty 2693.528509 = -210025.486279 nChanged 9 SP:Iteration 27Q (1694.156195 sec): 3 clusters Score: Raw -212721.897304 + Penalty 2693.528509 = -210028.368795 nChanged 6 SP:Iteration 28Q (1694.211239 sec): 3 clusters Score: Raw -212723.235823 + Penalty 2693.528509 = -210029.707314 nChanged 1 SP:Iteration 29Q (1694.259998 sec): 3 clusters Score: Raw -212723.420937 + Penalty 2693.528509 = -210029.892428 nChanged 0 SP:Iteration 30F (1694.313641 sec): 3 clusters Score: Raw -212723.420937 + Penalty 2693.528509 = -210029.892428 nChanged 0 Trying to split cluster 16 (14481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1694.365747 sec): 2 clusters Score: Raw -913170.198536 + Penalty 1556.846318 = -911613.352218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1694.436400 sec): 3 clusters Score: Raw -904650.551950 + Penalty 3113.692635 = -901536.859314 nChanged 6404 SP:Iteration 1F (1694.493827 sec): 3 clusters Score: Raw -908205.325288 + Penalty 3113.692635 = -905091.632653 nChanged 863 SP:Iteration 2F (1694.569495 sec): 3 clusters Score: Raw -908621.983750 + Penalty 3113.692635 = -905508.291115 nChanged 773 SP:Iteration 3F (1694.638109 sec): 3 clusters Score: Raw -908984.907687 + Penalty 3113.692635 = -905871.215051 nChanged 747 SP:Iteration 4F (1694.709655 sec): 3 clusters Score: Raw -909354.825622 + Penalty 3113.692635 = -906241.132987 nChanged 684 SP:Iteration 5Q (1694.790875 sec): 3 clusters Score: Raw -909736.484273 + Penalty 3113.692635 = -906622.791638 nChanged 677 SP:Iteration 6Q (1694.863680 sec): 3 clusters Score: Raw -910125.179410 + Penalty 3113.692635 = -907011.486775 nChanged 676 SP:Iteration 7Q (1694.937824 sec): 3 clusters Score: Raw -910542.419561 + Penalty 3113.692635 = -907428.726926 nChanged 643 SP:Iteration 8Q (1695.007611 sec): 3 clusters Score: Raw -910914.639738 + Penalty 3113.692635 = -907800.947102 nChanged 606 SP:Iteration 9Q (1695.067507 sec): 3 clusters Score: Raw -911233.853656 + Penalty 3113.692635 = -908120.161021 nChanged 504 SP:Iteration 10Q (1695.142186 sec): 3 clusters Score: Raw -911495.353088 + Penalty 3113.692635 = -908381.660452 nChanged 419 SP:Iteration 11Q (1695.210596 sec): 3 clusters Score: Raw -911698.030806 + Penalty 3113.692635 = -908584.338170 nChanged 346 SP:Iteration 12Q (1695.284395 sec): 3 clusters Score: Raw -911861.717543 + Penalty 3113.692635 = -908748.024908 nChanged 308 SP:Iteration 13Q (1695.356430 sec): 3 clusters Score: Raw -912000.647305 + Penalty 3113.692635 = -908886.954669 nChanged 278 SP:Iteration 14Q (1695.427168 sec): 3 clusters Score: Raw -912120.145953 + Penalty 3113.692635 = -909006.453317 nChanged 241 SP:Iteration 15Q (1695.493570 sec): 3 clusters Score: Raw -912211.258868 + Penalty 3113.692635 = -909097.566232 nChanged 200 SP:Iteration 16Q (1695.573481 sec): 3 clusters Score: Raw -912294.719575 + Penalty 3113.692635 = -909181.026940 nChanged 180 SP:Iteration 17Q (1695.643863 sec): 3 clusters Score: Raw -912369.376968 + Penalty 3113.692635 = -909255.684333 nChanged 185 SP:Iteration 18Q (1695.705546 sec): 3 clusters Score: Raw -912452.085239 + Penalty 3113.692635 = -909338.392604 nChanged 173 SP:Iteration 19Q (1695.764958 sec): 3 clusters Score: Raw -912525.753590 + Penalty 3113.692635 = -909412.060955 nChanged 160 SP:Iteration 20F (1695.843077 sec): 3 clusters Score: Raw -912589.857302 + Penalty 3113.692635 = -909476.164667 nChanged 141 SP:Iteration 21Q (1695.910384 sec): 3 clusters Score: Raw -912643.505529 + Penalty 3113.692635 = -909529.812893 nChanged 114 SP:Iteration 22Q (1695.965161 sec): 3 clusters Score: Raw -912689.629752 + Penalty 3113.692635 = -909575.937116 nChanged 139 SP:Iteration 23Q (1696.039534 sec): 3 clusters Score: Raw -912744.949708 + Penalty 3113.692635 = -909631.257072 nChanged 125 SP:Iteration 24Q (1696.112121 sec): 3 clusters Score: Raw -912790.946344 + Penalty 3113.692635 = -909677.253708 nChanged 106 SP:Iteration 25Q (1696.180283 sec): 3 clusters Score: Raw -912835.182895 + Penalty 3113.692635 = -909721.490260 nChanged 109 SP:Iteration 26Q (1696.248058 sec): 3 clusters Score: Raw -912883.481203 + Penalty 3113.692635 = -909769.788568 nChanged 97 SP:Iteration 27Q (1696.319283 sec): 3 clusters Score: Raw -912927.223516 + Penalty 3113.692635 = -909813.530880 nChanged 98 SP:Iteration 28Q (1696.388930 sec): 3 clusters Score: Raw -912974.927900 + Penalty 3113.692635 = -909861.235265 nChanged 84 SP:Iteration 29Q (1696.460053 sec): 3 clusters Score: Raw -913014.040770 + Penalty 3113.692635 = -909900.348134 nChanged 90 SP:Iteration 30Q (1696.529406 sec): 3 clusters Score: Raw -913059.176676 + Penalty 3113.692635 = -909945.484040 nChanged 78 SP:Iteration 31Q (1696.598714 sec): 3 clusters Score: Raw -913095.262026 + Penalty 3113.692635 = -909981.569391 nChanged 72 SP:Iteration 32Q (1696.665395 sec): 3 clusters Score: Raw -913136.354158 + Penalty 3113.692635 = -910022.661523 nChanged 80 SP:Iteration 33Q (1696.728210 sec): 3 clusters Score: Raw -913184.190311 + Penalty 3113.692635 = -910070.497675 nChanged 81 SP:Iteration 34Q (1696.800027 sec): 3 clusters Score: Raw -913225.208135 + Penalty 3113.692635 = -910111.515499 nChanged 64 SP:Iteration 35Q (1696.863821 sec): 3 clusters Score: Raw -913258.926331 + Penalty 3113.692635 = -910145.233695 nChanged 44 SP:Iteration 36Q (1696.922332 sec): 3 clusters Score: Raw -913281.097877 + Penalty 3113.692635 = -910167.405241 nChanged 32 SP:Iteration 37Q (1696.991997 sec): 3 clusters Score: Raw -913295.775202 + Penalty 3113.692635 = -910182.082566 nChanged 21 SP:Iteration 38Q (1697.047916 sec): 3 clusters Score: Raw -913306.662777 + Penalty 3113.692635 = -910192.970141 nChanged 25 SP:Iteration 39Q (1697.124022 sec): 3 clusters Score: Raw -913320.428322 + Penalty 3113.692635 = -910206.735687 nChanged 22 SP:Iteration 40F (1697.195194 sec): 3 clusters Score: Raw -913332.481650 + Penalty 3113.692635 = -910218.789014 nChanged 18 SP:Iteration 41Q (1697.260336 sec): 3 clusters Score: Raw -913341.719836 + Penalty 3113.692635 = -910228.027200 nChanged 19 SP:Iteration 42Q (1697.322479 sec): 3 clusters Score: Raw -913351.686482 + Penalty 3113.692635 = -910237.993847 nChanged 17 SP:Iteration 43Q (1697.388491 sec): 3 clusters Score: Raw -913363.284984 + Penalty 3113.692635 = -910249.592348 nChanged 16 SP:Iteration 44Q (1697.452787 sec): 3 clusters Score: Raw -913375.182342 + Penalty 3113.692635 = -910261.489707 nChanged 13 SP:Iteration 45Q (1697.520270 sec): 3 clusters Score: Raw -913383.895786 + Penalty 3113.692635 = -910270.203151 nChanged 11 SP:Iteration 46Q (1697.587059 sec): 3 clusters Score: Raw -913389.338432 + Penalty 3113.692635 = -910275.645797 nChanged 4 SP:Iteration 47Q (1697.651320 sec): 3 clusters Score: Raw -913390.984005 + Penalty 3113.692635 = -910277.291369 nChanged 5 SP:Iteration 48Q (1697.716346 sec): 3 clusters Score: Raw -913394.430624 + Penalty 3113.692635 = -910280.737989 nChanged 3 SP:Iteration 49Q (1697.784497 sec): 3 clusters Score: Raw -913396.285957 + Penalty 3113.692635 = -910282.593322 nChanged 7 SP:Iteration 50Q (1697.848576 sec): 3 clusters Score: Raw -913400.572287 + Penalty 3113.692635 = -910286.879652 nChanged 10 SP:Iteration 51Q (1697.911630 sec): 3 clusters Score: Raw -913406.758924 + Penalty 3113.692635 = -910293.066288 nChanged 8 SP:Iteration 52Q (1697.978317 sec): 3 clusters Score: Raw -913410.047091 + Penalty 3113.692635 = -910296.354456 nChanged 7 SP:Iteration 53Q (1698.039104 sec): 3 clusters Score: Raw -913412.564886 + Penalty 3113.692635 = -910298.872250 nChanged 2 SP:Iteration 54Q (1698.102074 sec): 3 clusters Score: Raw -913413.296803 + Penalty 3113.692635 = -910299.604167 nChanged 3 SP:Iteration 55Q (1698.167099 sec): 3 clusters Score: Raw -913414.587308 + Penalty 3113.692635 = -910300.894673 nChanged 3 SP:Iteration 56Q (1698.236277 sec): 3 clusters Score: Raw -913416.021061 + Penalty 3113.692635 = -910302.328426 nChanged 5 SP:Iteration 57Q (1698.305600 sec): 3 clusters Score: Raw -913417.740276 + Penalty 3113.692635 = -910304.047641 nChanged 2 SP:Iteration 58Q (1698.369115 sec): 3 clusters Score: Raw -913418.495502 + Penalty 3113.692635 = -910304.802867 nChanged 0 SP:Iteration 59F (1698.441856 sec): 3 clusters Score: Raw -913418.495502 + Penalty 3113.692635 = -910304.802867 nChanged 0 Trying to split cluster 17 (3613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1698.460005 sec): 2 clusters Score: Raw -226256.675781 + Penalty 1331.247731 = -224925.428050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1698.518909 sec): 3 clusters Score: Raw -224512.970438 + Penalty 2662.495463 = -221850.474975 nChanged 1380 SP:Iteration 1F (1698.575341 sec): 3 clusters Score: Raw -225313.295787 + Penalty 2662.495463 = -222650.800325 nChanged 272 SP:Iteration 2F (1698.621187 sec): 3 clusters Score: Raw -225475.083804 + Penalty 2662.495463 = -222812.588341 nChanged 160 SP:Iteration 3Q (1698.665448 sec): 3 clusters Score: Raw -225578.301029 + Penalty 2662.495463 = -222915.805567 nChanged 147 SP:Iteration 4Q (1698.716936 sec): 3 clusters Score: Raw -225674.491553 + Penalty 2662.495463 = -223011.996090 nChanged 121 SP:Iteration 5Q (1698.772523 sec): 3 clusters Score: Raw -225758.348365 + Penalty 2662.495463 = -223095.852903 nChanged 132 SP:Iteration 6Q (1698.819329 sec): 3 clusters Score: Raw -225860.784812 + Penalty 2662.495463 = -223198.289350 nChanged 131 SP:Iteration 7Q (1698.866454 sec): 3 clusters Score: Raw -225957.966100 + Penalty 2662.495463 = -223295.470638 nChanged 122 SP:Iteration 8Q (1698.926182 sec): 3 clusters Score: Raw -226047.557279 + Penalty 2662.495463 = -223385.061816 nChanged 108 SP:Iteration 9Q (1698.979607 sec): 3 clusters Score: Raw -226123.322466 + Penalty 2662.495463 = -223460.827003 nChanged 107 SP:Iteration 10Q (1699.031084 sec): 3 clusters Score: Raw -226205.983669 + Penalty 2662.495463 = -223543.488207 nChanged 105 SP:Iteration 11Q (1699.081299 sec): 3 clusters Score: Raw -226275.312948 + Penalty 2662.495463 = -223612.817486 nChanged 91 SP:Iteration 12Q (1699.127638 sec): 3 clusters Score: Raw -226341.995116 + Penalty 2662.495463 = -223679.499653 nChanged 87 SP:Iteration 13Q (1699.178654 sec): 3 clusters Score: Raw -226397.821979 + Penalty 2662.495463 = -223735.326516 nChanged 69 SP:Iteration 14Q (1699.234383 sec): 3 clusters Score: Raw -226434.955393 + Penalty 2662.495463 = -223772.459931 nChanged 57 SP:Iteration 15Q (1699.288327 sec): 3 clusters Score: Raw -226470.037040 + Penalty 2662.495463 = -223807.541578 nChanged 52 SP:Iteration 16Q (1699.331491 sec): 3 clusters Score: Raw -226498.587504 + Penalty 2662.495463 = -223836.092041 nChanged 61 SP:Iteration 17Q (1699.380634 sec): 3 clusters Score: Raw -226537.887258 + Penalty 2662.495463 = -223875.391795 nChanged 56 SP:Iteration 18Q (1699.441488 sec): 3 clusters Score: Raw -226571.920717 + Penalty 2662.495463 = -223909.425254 nChanged 52 SP:Iteration 19Q (1699.483105 sec): 3 clusters Score: Raw -226598.372138 + Penalty 2662.495463 = -223935.876676 nChanged 33 SP:Iteration 20F (1699.543451 sec): 3 clusters Score: Raw -226612.471382 + Penalty 2662.495463 = -223949.975919 nChanged 24 SP:Iteration 21Q (1699.588526 sec): 3 clusters Score: Raw -226621.800948 + Penalty 2662.495463 = -223959.305485 nChanged 26 SP:Iteration 22Q (1699.631535 sec): 3 clusters Score: Raw -226634.276312 + Penalty 2662.495463 = -223971.780849 nChanged 20 SP:Iteration 23Q (1699.691851 sec): 3 clusters Score: Raw -226643.123267 + Penalty 2662.495463 = -223980.627804 nChanged 20 SP:Iteration 24Q (1699.733261 sec): 3 clusters Score: Raw -226651.662891 + Penalty 2662.495463 = -223989.167429 nChanged 16 SP:Iteration 25Q (1699.788742 sec): 3 clusters Score: Raw -226657.382753 + Penalty 2662.495463 = -223994.887290 nChanged 16 SP:Iteration 26Q (1699.833133 sec): 3 clusters Score: Raw -226663.684883 + Penalty 2662.495463 = -224001.189420 nChanged 11 SP:Iteration 27Q (1699.889971 sec): 3 clusters Score: Raw -226666.584397 + Penalty 2662.495463 = -224004.088934 nChanged 4 SP:Iteration 28Q (1699.944341 sec): 3 clusters Score: Raw -226668.242529 + Penalty 2662.495463 = -224005.747066 nChanged 5 SP:Iteration 29Q (1699.999929 sec): 3 clusters Score: Raw -226669.832214 + Penalty 2662.495463 = -224007.336752 nChanged 4 SP:Iteration 30Q (1700.051386 sec): 3 clusters Score: Raw -226671.197786 + Penalty 2662.495463 = -224008.702324 nChanged 4 SP:Iteration 31Q (1700.102549 sec): 3 clusters Score: Raw -226672.359460 + Penalty 2662.495463 = -224009.863997 nChanged 7 SP:Iteration 32Q (1700.155255 sec): 3 clusters Score: Raw -226675.194460 + Penalty 2662.495463 = -224012.698998 nChanged 5 SP:Iteration 33Q (1700.198151 sec): 3 clusters Score: Raw -226677.057689 + Penalty 2662.495463 = -224014.562227 nChanged 10 SP:Iteration 34Q (1700.251053 sec): 3 clusters Score: Raw -226680.778358 + Penalty 2662.495463 = -224018.282896 nChanged 11 SP:Iteration 35Q (1700.304602 sec): 3 clusters Score: Raw -226684.718384 + Penalty 2662.495463 = -224022.222921 nChanged 7 SP:Iteration 36Q (1700.361587 sec): 3 clusters Score: Raw -226687.662691 + Penalty 2662.495463 = -224025.167228 nChanged 11 SP:Iteration 37Q (1700.418927 sec): 3 clusters Score: Raw -226690.329462 + Penalty 2662.495463 = -224027.833999 nChanged 7 SP:Iteration 38Q (1700.472921 sec): 3 clusters Score: Raw -226692.569669 + Penalty 2662.495463 = -224030.074207 nChanged 1 SP:Iteration 39Q (1700.526034 sec): 3 clusters Score: Raw -226692.651283 + Penalty 2662.495463 = -224030.155820 nChanged 1 SP:Iteration 40F (1700.580161 sec): 3 clusters Score: Raw -226692.791122 + Penalty 2662.495463 = -224030.295660 nChanged 0 Trying to split cluster 18 (35158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1700.650980 sec): 2 clusters Score: Raw -2137118.555049 + Penalty 1700.986213 = -2135417.568835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1700.755182 sec): 3 clusters Score: Raw -2115261.461964 + Penalty 3401.972427 = -2111859.489537 nChanged 16166 SP:Iteration 1F (1700.861303 sec): 3 clusters Score: Raw -2124427.632114 + Penalty 3401.972427 = -2121025.659687 nChanged 1795 SP:Iteration 2F (1700.957577 sec): 3 clusters Score: Raw -2125226.593282 + Penalty 3401.972427 = -2121824.620855 nChanged 1989 SP:Iteration 3F (1701.065071 sec): 3 clusters Score: Raw -2126439.560195 + Penalty 3401.972427 = -2123037.587769 nChanged 2323 SP:Iteration 4F (1701.176293 sec): 3 clusters Score: Raw -2128287.186325 + Penalty 3401.972427 = -2124885.213898 nChanged 2648 SP:Iteration 5F (1701.280941 sec): 3 clusters Score: Raw -2130568.572869 + Penalty 3401.972427 = -2127166.600442 nChanged 2676 SP:Iteration 6F (1701.385332 sec): 3 clusters Score: Raw -2132851.612987 + Penalty 3401.972427 = -2129449.640560 nChanged 2340 SP:Iteration 7F (1701.490169 sec): 3 clusters Score: Raw -2134521.008757 + Penalty 3401.972427 = -2131119.036330 nChanged 1816 SP:Iteration 8F (1701.581394 sec): 3 clusters Score: Raw -2135704.424977 + Penalty 3401.972427 = -2132302.452550 nChanged 1472 SP:Iteration 9Q (1701.695426 sec): 3 clusters Score: Raw -2136633.445442 + Penalty 3401.972427 = -2133231.473015 nChanged 1123 SP:Iteration 10Q (1701.801382 sec): 3 clusters Score: Raw -2137395.912007 + Penalty 3401.972427 = -2133993.939581 nChanged 912 SP:Iteration 11Q (1701.905616 sec): 3 clusters Score: Raw -2137889.230132 + Penalty 3401.972427 = -2134487.257705 nChanged 701 SP:Iteration 12Q (1702.005155 sec): 3 clusters Score: Raw -2138169.104185 + Penalty 3401.972427 = -2134767.131758 nChanged 559 SP:Iteration 13Q (1702.105235 sec): 3 clusters Score: Raw -2138351.062138 + Penalty 3401.972427 = -2134949.089711 nChanged 473 SP:Iteration 14Q (1702.198541 sec): 3 clusters Score: Raw -2138492.199200 + Penalty 3401.972427 = -2135090.226774 nChanged 426 SP:Iteration 15Q (1702.307986 sec): 3 clusters Score: Raw -2138604.562858 + Penalty 3401.972427 = -2135202.590431 nChanged 340 SP:Iteration 16Q (1702.413841 sec): 3 clusters Score: Raw -2138683.247579 + Penalty 3401.972427 = -2135281.275152 nChanged 279 SP:Iteration 17Q (1702.516444 sec): 3 clusters Score: Raw -2138739.669117 + Penalty 3401.972427 = -2135337.696690 nChanged 259 SP:Iteration 18Q (1702.618411 sec): 3 clusters Score: Raw -2138793.880635 + Penalty 3401.972427 = -2135391.908208 nChanged 223 SP:Iteration 19Q (1702.719814 sec): 3 clusters Score: Raw -2138836.968660 + Penalty 3401.972427 = -2135434.996234 nChanged 216 SP:Iteration 20F (1702.825809 sec): 3 clusters Score: Raw -2138873.588280 + Penalty 3401.972427 = -2135471.615853 nChanged 192 SP:Iteration 21Q (1702.929306 sec): 3 clusters Score: Raw -2138899.642021 + Penalty 3401.972427 = -2135497.669595 nChanged 141 SP:Iteration 22Q (1703.033881 sec): 3 clusters Score: Raw -2138917.465978 + Penalty 3401.972427 = -2135515.493551 nChanged 134 SP:Iteration 23Q (1703.123022 sec): 3 clusters Score: Raw -2138932.556835 + Penalty 3401.972427 = -2135530.584408 nChanged 115 SP:Iteration 24Q (1703.219915 sec): 3 clusters Score: Raw -2138944.581310 + Penalty 3401.972427 = -2135542.608883 nChanged 116 SP:Iteration 25Q (1703.324448 sec): 3 clusters Score: Raw -2138957.882013 + Penalty 3401.972427 = -2135555.909586 nChanged 102 SP:Iteration 26Q (1703.423741 sec): 3 clusters Score: Raw -2138969.002146 + Penalty 3401.972427 = -2135567.029719 nChanged 94 SP:Iteration 27Q (1703.530893 sec): 3 clusters Score: Raw -2138978.053789 + Penalty 3401.972427 = -2135576.081363 nChanged 81 SP:Iteration 28Q (1703.630010 sec): 3 clusters Score: Raw -2138988.318695 + Penalty 3401.972427 = -2135586.346268 nChanged 95 SP:Iteration 29Q (1703.719356 sec): 3 clusters Score: Raw -2138998.132466 + Penalty 3401.972427 = -2135596.160039 nChanged 85 SP:Iteration 30Q (1703.826576 sec): 3 clusters Score: Raw -2139006.473400 + Penalty 3401.972427 = -2135604.500973 nChanged 87 SP:Iteration 31Q (1703.923601 sec): 3 clusters Score: Raw -2139015.605240 + Penalty 3401.972427 = -2135613.632813 nChanged 83 SP:Iteration 32Q (1704.021567 sec): 3 clusters Score: Raw -2139023.067160 + Penalty 3401.972427 = -2135621.094734 nChanged 71 SP:Iteration 33Q (1704.122188 sec): 3 clusters Score: Raw -2139029.340137 + Penalty 3401.972427 = -2135627.367711 nChanged 61 SP:Iteration 34Q (1704.220921 sec): 3 clusters Score: Raw -2139034.655430 + Penalty 3401.972427 = -2135632.683003 nChanged 53 SP:Iteration 35Q (1704.321214 sec): 3 clusters Score: Raw -2139039.265007 + Penalty 3401.972427 = -2135637.292580 nChanged 50 SP:Iteration 36Q (1704.412137 sec): 3 clusters Score: Raw -2139042.770791 + Penalty 3401.972427 = -2135640.798364 nChanged 36 SP:Iteration 37Q (1704.507543 sec): 3 clusters Score: Raw -2139044.770081 + Penalty 3401.972427 = -2135642.797655 nChanged 32 SP:Iteration 38Q (1704.610729 sec): 3 clusters Score: Raw -2139046.222993 + Penalty 3401.972427 = -2135644.250566 nChanged 23 SP:Iteration 39Q (1704.711988 sec): 3 clusters Score: Raw -2139047.441758 + Penalty 3401.972427 = -2135645.469331 nChanged 19 SP:Iteration 40F (1704.820872 sec): 3 clusters Score: Raw -2139048.549970 + Penalty 3401.972427 = -2135646.577543 nChanged 21 SP:Iteration 41Q (1704.914835 sec): 3 clusters Score: Raw -2139049.650777 + Penalty 3401.972427 = -2135647.678350 nChanged 15 SP:Iteration 42Q (1705.026384 sec): 3 clusters Score: Raw -2139050.344094 + Penalty 3401.972427 = -2135648.371667 nChanged 14 SP:Iteration 43Q (1705.109837 sec): 3 clusters Score: Raw -2139050.983312 + Penalty 3401.972427 = -2135649.010885 nChanged 8 SP:Iteration 44Q (1705.211312 sec): 3 clusters Score: Raw -2139051.424944 + Penalty 3401.972427 = -2135649.452517 nChanged 12 SP:Iteration 45Q (1705.317055 sec): 3 clusters Score: Raw -2139052.023940 + Penalty 3401.972427 = -2135650.051513 nChanged 18 SP:Iteration 46Q (1705.407484 sec): 3 clusters Score: Raw -2139053.095727 + Penalty 3401.972427 = -2135651.123300 nChanged 22 SP:Iteration 47Q (1705.502319 sec): 3 clusters Score: Raw -2139054.220053 + Penalty 3401.972427 = -2135652.247626 nChanged 17 SP:Iteration 48Q (1705.604742 sec): 3 clusters Score: Raw -2139055.054934 + Penalty 3401.972427 = -2135653.082507 nChanged 13 SP:Iteration 49Q (1705.706164 sec): 3 clusters Score: Raw -2139055.611527 + Penalty 3401.972427 = -2135653.639100 nChanged 12 SP:Iteration 50Q (1705.803081 sec): 3 clusters Score: Raw -2139056.018895 + Penalty 3401.972427 = -2135654.046468 nChanged 2 SP:Iteration 51Q (1705.907819 sec): 3 clusters Score: Raw -2139056.073113 + Penalty 3401.972427 = -2135654.100686 nChanged 2 SP:Iteration 52Q (1706.008948 sec): 3 clusters Score: Raw -2139056.158688 + Penalty 3401.972427 = -2135654.186261 nChanged 2 SP:Iteration 53Q (1706.104255 sec): 3 clusters Score: Raw -2139056.200448 + Penalty 3401.972427 = -2135654.228022 nChanged 1 SP:Iteration 54Q (1706.201786 sec): 3 clusters Score: Raw -2139056.218647 + Penalty 3401.972427 = -2135654.246220 nChanged 0 SP:Iteration 55F (1706.305448 sec): 3 clusters Score: Raw -2139056.218647 + Penalty 3401.972427 = -2135654.246220 nChanged 0 Score: Raw -15319100.982643 + Penalty 50730.714831 = -15268370.267812 Splitting cluster 18 changes total score from -15268461.159563 to -15268370.267812 So it's not getting split. Trying to split cluster 19 (24510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1710.821082 sec): 2 clusters Score: Raw -1550371.248655 + Penalty 1642.360927 = -1548728.887727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1710.908635 sec): 3 clusters Score: Raw -1535470.152510 + Penalty 3284.721855 = -1532185.430656 nChanged 11144 SP:Iteration 1F (1710.995843 sec): 3 clusters Score: Raw -1541658.206701 + Penalty 3284.721855 = -1538373.484846 nChanged 1205 SP:Iteration 2Q (1711.078523 sec): 3 clusters Score: Raw -1542110.211285 + Penalty 3284.721855 = -1538825.489430 nChanged 1151 SP:Iteration 3Q (1711.161828 sec): 3 clusters Score: Raw -1542626.694189 + Penalty 3284.721855 = -1539341.972334 nChanged 1175 SP:Iteration 4Q (1711.262974 sec): 3 clusters Score: Raw -1543217.479837 + Penalty 3284.721855 = -1539932.757982 nChanged 1268 SP:Iteration 5F (1711.347245 sec): 3 clusters Score: Raw -1543956.842072 + Penalty 3284.721855 = -1540672.120217 nChanged 1316 SP:Iteration 6F (1711.435608 sec): 3 clusters Score: Raw -1544795.649122 + Penalty 3284.721855 = -1541510.927267 nChanged 1422 SP:Iteration 7F (1711.516841 sec): 3 clusters Score: Raw -1545825.745809 + Penalty 3284.721855 = -1542541.023954 nChanged 1478 SP:Iteration 8F (1711.603256 sec): 3 clusters Score: Raw -1547011.666349 + Penalty 3284.721855 = -1543726.944494 nChanged 1346 SP:Iteration 9F (1711.698701 sec): 3 clusters Score: Raw -1548149.944757 + Penalty 3284.721855 = -1544865.222902 nChanged 1078 SP:Iteration 10Q (1711.775949 sec): 3 clusters Score: Raw -1549068.766206 + Penalty 3284.721855 = -1545784.044351 nChanged 765 SP:Iteration 11Q (1711.867594 sec): 3 clusters Score: Raw -1549728.464517 + Penalty 3284.721855 = -1546443.742662 nChanged 446 SP:Iteration 12Q (1711.950064 sec): 3 clusters Score: Raw -1550112.657519 + Penalty 3284.721855 = -1546827.935665 nChanged 253 SP:Iteration 13Q (1712.026540 sec): 3 clusters Score: Raw -1550356.720731 + Penalty 3284.721855 = -1547071.998876 nChanged 136 SP:Iteration 14Q (1712.110237 sec): 3 clusters Score: Raw -1550483.529964 + Penalty 3284.721855 = -1547198.808109 nChanged 54 SP:Iteration 15Q (1712.185885 sec): 3 clusters Score: Raw -1550534.565343 + Penalty 3284.721855 = -1547249.843488 nChanged 37 SP:Iteration 16Q (1712.257737 sec): 3 clusters Score: Raw -1550570.810284 + Penalty 3284.721855 = -1547286.088429 nChanged 15 SP:Iteration 17Q (1712.332925 sec): 3 clusters Score: Raw -1550589.908585 + Penalty 3284.721855 = -1547305.186731 nChanged 14 SP:Iteration 18Q (1712.405444 sec): 3 clusters Score: Raw -1550603.795441 + Penalty 3284.721855 = -1547319.073586 nChanged 4 SP:Iteration 19Q (1712.482916 sec): 3 clusters Score: Raw -1550609.660589 + Penalty 3284.721855 = -1547324.938734 nChanged 6 SP:Iteration 20F (1712.580393 sec): 3 clusters Score: Raw -1550617.108033 + Penalty 3284.721855 = -1547332.386179 nChanged 6 SP:Iteration 21Q (1712.657535 sec): 3 clusters Score: Raw -1550624.092965 + Penalty 3284.721855 = -1547339.371110 nChanged 5 SP:Iteration 22Q (1712.737244 sec): 3 clusters Score: Raw -1550628.143486 + Penalty 3284.721855 = -1547343.421631 nChanged 3 SP:Iteration 23Q (1712.813548 sec): 3 clusters Score: Raw -1550630.970836 + Penalty 3284.721855 = -1547346.248982 nChanged 1 SP:Iteration 24Q (1712.895027 sec): 3 clusters Score: Raw -1550631.746827 + Penalty 3284.721855 = -1547347.024972 nChanged 0 SP:Iteration 25F (1712.974323 sec): 3 clusters Score: Raw -1550631.746827 + Penalty 3284.721855 = -1547347.024972 nChanged 0 Trying to split cluster 20 (29256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1713.039332 sec): 2 clusters Score: Raw -1644504.849696 + Penalty 1671.123993 = -1642833.725703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1713.131928 sec): 3 clusters Score: Raw -1626496.266216 + Penalty 3342.247987 = -1623154.018229 nChanged 13357 SP:Iteration 1F (1713.224697 sec): 3 clusters Score: Raw -1634095.075525 + Penalty 3342.247987 = -1630752.827538 nChanged 1503 SP:Iteration 2F (1713.316480 sec): 3 clusters Score: Raw -1634775.914445 + Penalty 3342.247987 = -1631433.666458 nChanged 1552 SP:Iteration 3F (1713.411512 sec): 3 clusters Score: Raw -1635579.093897 + Penalty 3342.247987 = -1632236.845910 nChanged 1643 SP:Iteration 4F (1713.502359 sec): 3 clusters Score: Raw -1636598.829148 + Penalty 3342.247987 = -1633256.581162 nChanged 1763 SP:Iteration 5F (1713.595862 sec): 3 clusters Score: Raw -1637903.873485 + Penalty 3342.247987 = -1634561.625498 nChanged 1830 SP:Iteration 6F (1713.690289 sec): 3 clusters Score: Raw -1639251.985003 + Penalty 3342.247987 = -1635909.737016 nChanged 1733 SP:Iteration 7F (1713.779072 sec): 3 clusters Score: Raw -1640381.401328 + Penalty 3342.247987 = -1637039.153341 nChanged 1464 SP:Iteration 8F (1713.879295 sec): 3 clusters Score: Raw -1641163.047555 + Penalty 3342.247987 = -1637820.799568 nChanged 1123 SP:Iteration 9Q (1713.963887 sec): 3 clusters Score: Raw -1641605.251769 + Penalty 3342.247987 = -1638263.003782 nChanged 805 SP:Iteration 10Q (1714.057382 sec): 3 clusters Score: Raw -1641854.668538 + Penalty 3342.247987 = -1638512.420551 nChanged 547 SP:Iteration 11Q (1714.161122 sec): 3 clusters Score: Raw -1642001.826345 + Penalty 3342.247987 = -1638659.578358 nChanged 454 SP:Iteration 12Q (1714.255519 sec): 3 clusters Score: Raw -1642115.516171 + Penalty 3342.247987 = -1638773.268184 nChanged 387 SP:Iteration 13Q (1714.348079 sec): 3 clusters Score: Raw -1642218.606729 + Penalty 3342.247987 = -1638876.358742 nChanged 405 SP:Iteration 14Q (1714.441013 sec): 3 clusters Score: Raw -1642335.870472 + Penalty 3342.247987 = -1638993.622485 nChanged 393 SP:Iteration 15Q (1714.532889 sec): 3 clusters Score: Raw -1642449.206311 + Penalty 3342.247987 = -1639106.958324 nChanged 379 SP:Iteration 16Q (1714.616210 sec): 3 clusters Score: Raw -1642557.528853 + Penalty 3342.247987 = -1639215.280866 nChanged 343 SP:Iteration 17Q (1714.711022 sec): 3 clusters Score: Raw -1642649.554545 + Penalty 3342.247987 = -1639307.306558 nChanged 312 SP:Iteration 18Q (1714.805244 sec): 3 clusters Score: Raw -1642720.954627 + Penalty 3342.247987 = -1639378.706640 nChanged 295 SP:Iteration 19Q (1714.897936 sec): 3 clusters Score: Raw -1642783.522493 + Penalty 3342.247987 = -1639441.274506 nChanged 260 SP:Iteration 20F (1714.991086 sec): 3 clusters Score: Raw -1642839.297350 + Penalty 3342.247987 = -1639497.049363 nChanged 276 SP:Iteration 21Q (1715.083057 sec): 3 clusters Score: Raw -1642897.640962 + Penalty 3342.247987 = -1639555.392975 nChanged 240 SP:Iteration 22Q (1715.170718 sec): 3 clusters Score: Raw -1642943.717019 + Penalty 3342.247987 = -1639601.469032 nChanged 221 SP:Iteration 23Q (1715.265110 sec): 3 clusters Score: Raw -1642980.169949 + Penalty 3342.247987 = -1639637.921962 nChanged 212 SP:Iteration 24Q (1715.361367 sec): 3 clusters Score: Raw -1643017.199052 + Penalty 3342.247987 = -1639674.951065 nChanged 179 SP:Iteration 25Q (1715.446230 sec): 3 clusters Score: Raw -1643046.824868 + Penalty 3342.247987 = -1639704.576881 nChanged 160 SP:Iteration 26Q (1715.554228 sec): 3 clusters Score: Raw -1643073.768853 + Penalty 3342.247987 = -1639731.520866 nChanged 168 SP:Iteration 27Q (1715.651510 sec): 3 clusters Score: Raw -1643103.036428 + Penalty 3342.247987 = -1639760.788441 nChanged 169 SP:Iteration 28Q (1715.743608 sec): 3 clusters Score: Raw -1643128.266629 + Penalty 3342.247987 = -1639786.018642 nChanged 161 SP:Iteration 29Q (1715.845561 sec): 3 clusters Score: Raw -1643155.494344 + Penalty 3342.247987 = -1639813.246357 nChanged 150 SP:Iteration 30Q (1715.940650 sec): 3 clusters Score: Raw -1643178.716224 + Penalty 3342.247987 = -1639836.468237 nChanged 133 SP:Iteration 31Q (1716.037738 sec): 3 clusters Score: Raw -1643200.344604 + Penalty 3342.247987 = -1639858.096617 nChanged 138 SP:Iteration 32Q (1716.130717 sec): 3 clusters Score: Raw -1643221.450004 + Penalty 3342.247987 = -1639879.202017 nChanged 130 SP:Iteration 33Q (1716.220510 sec): 3 clusters Score: Raw -1643241.151034 + Penalty 3342.247987 = -1639898.903047 nChanged 116 SP:Iteration 34Q (1716.316294 sec): 3 clusters Score: Raw -1643258.584140 + Penalty 3342.247987 = -1639916.336153 nChanged 123 SP:Iteration 35Q (1716.409822 sec): 3 clusters Score: Raw -1643275.570258 + Penalty 3342.247987 = -1639933.322271 nChanged 123 SP:Iteration 36Q (1716.502615 sec): 3 clusters Score: Raw -1643293.951678 + Penalty 3342.247987 = -1639951.703691 nChanged 121 SP:Iteration 37Q (1716.586870 sec): 3 clusters Score: Raw -1643312.209833 + Penalty 3342.247987 = -1639969.961847 nChanged 110 SP:Iteration 38Q (1716.683362 sec): 3 clusters Score: Raw -1643328.573363 + Penalty 3342.247987 = -1639986.325376 nChanged 115 SP:Iteration 39Q (1716.774839 sec): 3 clusters Score: Raw -1643344.038949 + Penalty 3342.247987 = -1640001.790963 nChanged 107 SP:Iteration 40F (1716.871701 sec): 3 clusters Score: Raw -1643358.556571 + Penalty 3342.247987 = -1640016.308584 nChanged 121 SP:Iteration 41Q (1716.963384 sec): 3 clusters Score: Raw -1643377.235728 + Penalty 3342.247987 = -1640034.987741 nChanged 127 SP:Iteration 42Q (1717.052541 sec): 3 clusters Score: Raw -1643398.976003 + Penalty 3342.247987 = -1640056.728016 nChanged 125 SP:Iteration 43Q (1717.144352 sec): 3 clusters Score: Raw -1643420.126781 + Penalty 3342.247987 = -1640077.878794 nChanged 130 SP:Iteration 44Q (1717.231494 sec): 3 clusters Score: Raw -1643441.319790 + Penalty 3342.247987 = -1640099.071803 nChanged 143 SP:Iteration 45Q (1717.325338 sec): 3 clusters Score: Raw -1643466.916107 + Penalty 3342.247987 = -1640124.668120 nChanged 142 SP:Iteration 46Q (1717.406954 sec): 3 clusters Score: Raw -1643494.961767 + Penalty 3342.247987 = -1640152.713780 nChanged 150 SP:Iteration 47Q (1717.501647 sec): 3 clusters Score: Raw -1643524.204627 + Penalty 3342.247987 = -1640181.956640 nChanged 154 SP:Iteration 48Q (1717.592716 sec): 3 clusters Score: Raw -1643554.770452 + Penalty 3342.247987 = -1640212.522465 nChanged 145 SP:Iteration 49Q (1717.676059 sec): 3 clusters Score: Raw -1643590.457085 + Penalty 3342.247987 = -1640248.209098 nChanged 165 SP:Iteration 50Q (1717.776313 sec): 3 clusters Score: Raw -1643634.314191 + Penalty 3342.247987 = -1640292.066204 nChanged 179 SP:Iteration 51Q (1717.865728 sec): 3 clusters Score: Raw -1643679.472715 + Penalty 3342.247987 = -1640337.224728 nChanged 164 SP:Iteration 52Q (1717.949007 sec): 3 clusters Score: Raw -1643719.412142 + Penalty 3342.247987 = -1640377.164155 nChanged 169 SP:Iteration 53Q (1718.038887 sec): 3 clusters Score: Raw -1643764.659039 + Penalty 3342.247987 = -1640422.411052 nChanged 190 SP:Iteration 54Q (1718.122789 sec): 3 clusters Score: Raw -1643820.558200 + Penalty 3342.247987 = -1640478.310213 nChanged 206 SP:Iteration 55Q (1718.217666 sec): 3 clusters Score: Raw -1643881.184606 + Penalty 3342.247987 = -1640538.936619 nChanged 202 SP:Iteration 56Q (1718.310651 sec): 3 clusters Score: Raw -1643948.122501 + Penalty 3342.247987 = -1640605.874514 nChanged 204 SP:Iteration 57Q (1718.401536 sec): 3 clusters Score: Raw -1644009.622517 + Penalty 3342.247987 = -1640667.374530 nChanged 174 SP:Iteration 58Q (1718.486014 sec): 3 clusters Score: Raw -1644065.864548 + Penalty 3342.247987 = -1640723.616561 nChanged 149 SP:Iteration 59Q (1718.574100 sec): 3 clusters Score: Raw -1644115.437446 + Penalty 3342.247987 = -1640773.189459 nChanged 145 SP:Iteration 60F (1718.668431 sec): 3 clusters Score: Raw -1644160.294365 + Penalty 3342.247987 = -1640818.046378 nChanged 139 SP:Iteration 61Q (1718.752960 sec): 3 clusters Score: Raw -1644204.561692 + Penalty 3342.247987 = -1640862.313705 nChanged 143 SP:Iteration 62Q (1718.840401 sec): 3 clusters Score: Raw -1644255.104544 + Penalty 3342.247987 = -1640912.856557 nChanged 149 SP:Iteration 63Q (1718.926103 sec): 3 clusters Score: Raw -1644309.469024 + Penalty 3342.247987 = -1640967.221037 nChanged 111 SP:Iteration 64Q (1719.008943 sec): 3 clusters Score: Raw -1644349.874045 + Penalty 3342.247987 = -1641007.626058 nChanged 123 SP:Iteration 65Q (1719.092255 sec): 3 clusters Score: Raw -1644393.903972 + Penalty 3342.247987 = -1641051.655985 nChanged 102 SP:Iteration 66Q (1719.173062 sec): 3 clusters Score: Raw -1644431.686305 + Penalty 3342.247987 = -1641089.438318 nChanged 91 SP:Iteration 67Q (1719.246877 sec): 3 clusters Score: Raw -1644463.918365 + Penalty 3342.247987 = -1641121.670378 nChanged 68 SP:Iteration 68Q (1719.331137 sec): 3 clusters Score: Raw -1644490.734566 + Penalty 3342.247987 = -1641148.486579 nChanged 79 SP:Iteration 69Q (1719.425555 sec): 3 clusters Score: Raw -1644529.905809 + Penalty 3342.247987 = -1641187.657822 nChanged 80 SP:Iteration 70Q (1719.510886 sec): 3 clusters Score: Raw -1644579.692169 + Penalty 3342.247987 = -1641237.444183 nChanged 81 SP:Iteration 71Q (1719.585564 sec): 3 clusters Score: Raw -1644620.233270 + Penalty 3342.247987 = -1641277.985283 nChanged 71 SP:Iteration 72Q (1719.675041 sec): 3 clusters Score: Raw -1644650.324862 + Penalty 3342.247987 = -1641308.076875 nChanged 54 SP:Iteration 73Q (1719.758115 sec): 3 clusters Score: Raw -1644671.454012 + Penalty 3342.247987 = -1641329.206025 nChanged 40 SP:Iteration 74Q (1719.840951 sec): 3 clusters Score: Raw -1644689.225654 + Penalty 3342.247987 = -1641346.977667 nChanged 35 SP:Iteration 75Q (1719.926359 sec): 3 clusters Score: Raw -1644702.258303 + Penalty 3342.247987 = -1641360.010316 nChanged 32 SP:Iteration 76Q (1720.008689 sec): 3 clusters Score: Raw -1644715.441942 + Penalty 3342.247987 = -1641373.193955 nChanged 32 SP:Iteration 77Q (1720.087035 sec): 3 clusters Score: Raw -1644726.369149 + Penalty 3342.247987 = -1641384.121162 nChanged 22 SP:Iteration 78Q (1720.184850 sec): 3 clusters Score: Raw -1644734.110308 + Penalty 3342.247987 = -1641391.862321 nChanged 17 SP:Iteration 79Q (1720.266740 sec): 3 clusters Score: Raw -1644740.621667 + Penalty 3342.247987 = -1641398.373680 nChanged 13 SP:Iteration 80F (1720.351510 sec): 3 clusters Score: Raw -1644746.175752 + Penalty 3342.247987 = -1641403.927765 nChanged 9 SP:Iteration 81Q (1720.427516 sec): 3 clusters Score: Raw -1644751.076452 + Penalty 3342.247987 = -1641408.828465 nChanged 9 SP:Iteration 82Q (1720.526710 sec): 3 clusters Score: Raw -1644753.968813 + Penalty 3342.247987 = -1641411.720826 nChanged 6 SP:Iteration 83Q (1720.615128 sec): 3 clusters Score: Raw -1644755.889939 + Penalty 3342.247987 = -1641413.641952 nChanged 7 SP:Iteration 84Q (1720.701192 sec): 3 clusters Score: Raw -1644758.358644 + Penalty 3342.247987 = -1641416.110657 nChanged 7 SP:Iteration 85Q (1720.784421 sec): 3 clusters Score: Raw -1644761.416120 + Penalty 3342.247987 = -1641419.168133 nChanged 9 SP:Iteration 86Q (1720.866501 sec): 3 clusters Score: Raw -1644764.421530 + Penalty 3342.247987 = -1641422.173543 nChanged 5 SP:Iteration 87Q (1720.953220 sec): 3 clusters Score: Raw -1644765.527850 + Penalty 3342.247987 = -1641423.279863 nChanged 1 SP:Iteration 88Q (1721.037088 sec): 3 clusters Score: Raw -1644765.828522 + Penalty 3342.247987 = -1641423.580535 nChanged 4 SP:Iteration 89Q (1721.119021 sec): 3 clusters Score: Raw -1644766.970967 + Penalty 3342.247987 = -1641424.722980 nChanged 6 SP:Iteration 90Q (1721.205732 sec): 3 clusters Score: Raw -1644769.577610 + Penalty 3342.247987 = -1641427.329623 nChanged 11 SP:Iteration 91Q (1721.296722 sec): 3 clusters Score: Raw -1644773.805139 + Penalty 3342.247987 = -1641431.557152 nChanged 7 SP:Iteration 92Q (1721.382399 sec): 3 clusters Score: Raw -1644775.949405 + Penalty 3342.247987 = -1641433.701418 nChanged 7 SP:Iteration 93Q (1721.466775 sec): 3 clusters Score: Raw -1644778.552105 + Penalty 3342.247987 = -1641436.304118 nChanged 11 SP:Iteration 94Q (1721.549041 sec): 3 clusters Score: Raw -1644783.562439 + Penalty 3342.247987 = -1641441.314452 nChanged 12 SP:Iteration 95Q (1721.630772 sec): 3 clusters Score: Raw -1644787.996684 + Penalty 3342.247987 = -1641445.748697 nChanged 11 SP:Iteration 96Q (1721.699016 sec): 3 clusters Score: Raw -1644794.479637 + Penalty 3342.247987 = -1641452.231650 nChanged 9 SP:Iteration 97Q (1721.786289 sec): 3 clusters Score: Raw -1644798.923046 + Penalty 3342.247987 = -1641456.675059 nChanged 7 SP:Iteration 98Q (1721.880228 sec): 3 clusters Score: Raw -1644801.722554 + Penalty 3342.247987 = -1641459.474567 nChanged 7 SP:Iteration 99Q (1721.964766 sec): 3 clusters Score: Raw -1644805.916119 + Penalty 3342.247987 = -1641463.668132 nChanged 8 SP:Iteration 100F (1722.062039 sec): 3 clusters Score: Raw -1644809.967837 + Penalty 3342.247987 = -1641467.719850 nChanged 5 SP:Iteration 101Q (1722.147321 sec): 3 clusters Score: Raw -1644812.717954 + Penalty 3342.247987 = -1641470.469967 nChanged 6 SP:Iteration 102Q (1722.236629 sec): 3 clusters Score: Raw -1644814.654708 + Penalty 3342.247987 = -1641472.406721 nChanged 4 SP:Iteration 103Q (1722.323577 sec): 3 clusters Score: Raw -1644816.070040 + Penalty 3342.247987 = -1641473.822053 nChanged 1 SP:Iteration 104Q (1722.413730 sec): 3 clusters Score: Raw -1644816.586644 + Penalty 3342.247987 = -1641474.338657 nChanged 1 SP:Iteration 105Q (1722.496911 sec): 3 clusters Score: Raw -1644817.020089 + Penalty 3342.247987 = -1641474.772102 nChanged 1 SP:Iteration 106Q (1722.579527 sec): 3 clusters Score: Raw -1644817.174389 + Penalty 3342.247987 = -1641474.926402 nChanged 0 SP:Iteration 107F (1722.666133 sec): 3 clusters Score: Raw -1644817.174389 + Penalty 3342.247987 = -1641474.926402 nChanged 0 Trying to split cluster 21 (1201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1722.696795 sec): 2 clusters Score: Raw -76526.733787 + Penalty 1152.272846 = -75374.460941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1722.746513 sec): 3 clusters Score: Raw -76130.102314 + Penalty 2304.545692 = -73825.556622 nChanged 349 SP:Iteration 1F (1722.799935 sec): 3 clusters Score: Raw -76403.004456 + Penalty 2304.545692 = -74098.458764 nChanged 90 SP:Iteration 2F (1722.853191 sec): 3 clusters Score: Raw -76483.334847 + Penalty 2304.545692 = -74178.789155 nChanged 56 SP:Iteration 3Q (1722.890579 sec): 3 clusters Score: Raw -76524.591724 + Penalty 2304.545692 = -74220.046032 nChanged 23 SP:Iteration 4Q (1722.946985 sec): 3 clusters Score: Raw -76549.362445 + Penalty 2304.545692 = -74244.816753 nChanged 26 SP:Iteration 5Q (1722.991070 sec): 3 clusters Score: Raw -76569.101631 + Penalty 2304.545692 = -74264.555938 nChanged 18 SP:Iteration 6Q (1723.041525 sec): 3 clusters Score: Raw -76582.812269 + Penalty 2304.545692 = -74278.266577 nChanged 12 SP:Iteration 7Q (1723.083979 sec): 3 clusters Score: Raw -76589.136761 + Penalty 2304.545692 = -74284.591069 nChanged 7 SP:Iteration 8Q (1723.143952 sec): 3 clusters Score: Raw -76594.612242 + Penalty 2304.545692 = -74290.066550 nChanged 7 SP:Iteration 9Q (1723.190822 sec): 3 clusters Score: Raw -76599.619238 + Penalty 2304.545692 = -74295.073546 nChanged 3 SP:Iteration 10Q (1723.237573 sec): 3 clusters Score: Raw -76601.813777 + Penalty 2304.545692 = -74297.268085 nChanged 3 SP:Iteration 11Q (1723.284165 sec): 3 clusters Score: Raw -76606.452942 + Penalty 2304.545692 = -74301.907250 nChanged 5 SP:Iteration 12Q (1723.336687 sec): 3 clusters Score: Raw -76610.085759 + Penalty 2304.545692 = -74305.540067 nChanged 3 SP:Iteration 13Q (1723.385386 sec): 3 clusters Score: Raw -76611.965027 + Penalty 2304.545692 = -74307.419334 nChanged 2 SP:Iteration 14Q (1723.429271 sec): 3 clusters Score: Raw -76613.680782 + Penalty 2304.545692 = -74309.135090 nChanged 0 SP:Iteration 15F (1723.485425 sec): 3 clusters Score: Raw -76613.680782 + Penalty 2304.545692 = -74309.135090 nChanged 0 Trying to split cluster 22 (1694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1723.513693 sec): 2 clusters Score: Raw -98283.575454 + Penalty 1208.162780 = -97075.412674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1723.558290 sec): 3 clusters Score: Raw -97580.424869 + Penalty 2416.325559 = -95164.099310 nChanged 608 SP:Iteration 1F (1723.616946 sec): 3 clusters Score: Raw -98003.293914 + Penalty 2416.325559 = -95586.968355 nChanged 113 SP:Iteration 2F (1723.666693 sec): 3 clusters Score: Raw -98077.353451 + Penalty 2416.325559 = -95661.027891 nChanged 68 SP:Iteration 3Q (1723.721495 sec): 3 clusters Score: Raw -98123.337494 + Penalty 2416.325559 = -95707.011935 nChanged 43 SP:Iteration 4Q (1723.771807 sec): 3 clusters Score: Raw -98157.195086 + Penalty 2416.325559 = -95740.869526 nChanged 31 SP:Iteration 5Q (1723.813210 sec): 3 clusters Score: Raw -98180.920136 + Penalty 2416.325559 = -95764.594576 nChanged 27 SP:Iteration 6Q (1723.870612 sec): 3 clusters Score: Raw -98195.775281 + Penalty 2416.325559 = -95779.449721 nChanged 19 SP:Iteration 7Q (1723.923648 sec): 3 clusters Score: Raw -98205.918222 + Penalty 2416.325559 = -95789.592663 nChanged 17 SP:Iteration 8Q (1723.967229 sec): 3 clusters Score: Raw -98218.469908 + Penalty 2416.325559 = -95802.144348 nChanged 14 SP:Iteration 9Q (1724.015236 sec): 3 clusters Score: Raw -98225.430924 + Penalty 2416.325559 = -95809.105364 nChanged 11 SP:Iteration 10Q (1724.068694 sec): 3 clusters Score: Raw -98230.529975 + Penalty 2416.325559 = -95814.204415 nChanged 11 SP:Iteration 11Q (1724.118027 sec): 3 clusters Score: Raw -98238.540106 + Penalty 2416.325559 = -95822.214546 nChanged 11 SP:Iteration 12Q (1724.166424 sec): 3 clusters Score: Raw -98244.562703 + Penalty 2416.325559 = -95828.237144 nChanged 7 SP:Iteration 13Q (1724.216065 sec): 3 clusters Score: Raw -98247.793638 + Penalty 2416.325559 = -95831.468079 nChanged 3 SP:Iteration 14Q (1724.257913 sec): 3 clusters Score: Raw -98249.239751 + Penalty 2416.325559 = -95832.914191 nChanged 4 SP:Iteration 15Q (1724.303940 sec): 3 clusters Score: Raw -98251.108513 + Penalty 2416.325559 = -95834.782954 nChanged 5 SP:Iteration 16Q (1724.358081 sec): 3 clusters Score: Raw -98255.814945 + Penalty 2416.325559 = -95839.489385 nChanged 5 SP:Iteration 17Q (1724.398816 sec): 3 clusters Score: Raw -98257.833507 + Penalty 2416.325559 = -95841.507947 nChanged 3 SP:Iteration 18Q (1724.443964 sec): 3 clusters Score: Raw -98259.168550 + Penalty 2416.325559 = -95842.842991 nChanged 0 SP:Iteration 19F (1724.489627 sec): 3 clusters Score: Raw -98259.168550 + Penalty 2416.325559 = -95842.842991 nChanged 0 Trying to split cluster 23 (69298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1724.612757 sec): 2 clusters Score: Raw -4156516.111483 + Penalty 1811.252840 = -4154704.858643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1724.768428 sec): 3 clusters Score: Raw -4112000.237663 + Penalty 3622.505681 = -4108377.731982 nChanged 32865 SP:Iteration 1F (1724.921994 sec): 3 clusters Score: Raw -4131202.105952 + Penalty 3622.505681 = -4127579.600272 nChanged 3024 SP:Iteration 2Q (1725.085493 sec): 3 clusters Score: Raw -4132246.676598 + Penalty 3622.505681 = -4128624.170918 nChanged 3381 SP:Iteration 3Q (1725.252114 sec): 3 clusters Score: Raw -4133671.081541 + Penalty 3622.505681 = -4130048.575861 nChanged 3961 SP:Iteration 4F (1725.405520 sec): 3 clusters Score: Raw -4135759.917997 + Penalty 3622.505681 = -4132137.412317 nChanged 4608 SP:Iteration 5F (1725.568256 sec): 3 clusters Score: Raw -4138834.158635 + Penalty 3622.505681 = -4135211.652954 nChanged 5129 SP:Iteration 6F (1725.721236 sec): 3 clusters Score: Raw -4142889.278183 + Penalty 3622.505681 = -4139266.772503 nChanged 5252 SP:Iteration 7F (1725.882142 sec): 3 clusters Score: Raw -4147607.102612 + Penalty 3622.505681 = -4143984.596931 nChanged 4468 SP:Iteration 8F (1726.034179 sec): 3 clusters Score: Raw -4151854.107433 + Penalty 3622.505681 = -4148231.601752 nChanged 2843 SP:Iteration 9Q (1726.193468 sec): 3 clusters Score: Raw -4154476.298070 + Penalty 3622.505681 = -4150853.792389 nChanged 1451 SP:Iteration 10Q (1726.343128 sec): 3 clusters Score: Raw -4155784.555190 + Penalty 3622.505681 = -4152162.049510 nChanged 618 SP:Iteration 11Q (1726.484711 sec): 3 clusters Score: Raw -4156372.577859 + Penalty 3622.505681 = -4152750.072179 nChanged 253 SP:Iteration 12Q (1726.628034 sec): 3 clusters Score: Raw -4156659.441650 + Penalty 3622.505681 = -4153036.935969 nChanged 159 SP:Iteration 13Q (1726.779453 sec): 3 clusters Score: Raw -4156851.088814 + Penalty 3622.505681 = -4153228.583133 nChanged 106 SP:Iteration 14Q (1726.901938 sec): 3 clusters Score: Raw -4156947.727539 + Penalty 3622.505681 = -4153325.221858 nChanged 77 SP:Iteration 15Q (1727.042007 sec): 3 clusters Score: Raw -4157007.028274 + Penalty 3622.505681 = -4153384.522594 nChanged 60 SP:Iteration 16Q (1727.166952 sec): 3 clusters Score: Raw -4157047.984337 + Penalty 3622.505681 = -4153425.478656 nChanged 46 SP:Iteration 17Q (1727.309711 sec): 3 clusters Score: Raw -4157078.434620 + Penalty 3622.505681 = -4153455.928940 nChanged 51 SP:Iteration 18Q (1727.436786 sec): 3 clusters Score: Raw -4157110.247428 + Penalty 3622.505681 = -4153487.741748 nChanged 43 SP:Iteration 19Q (1727.567974 sec): 3 clusters Score: Raw -4157138.383531 + Penalty 3622.505681 = -4153515.877851 nChanged 33 SP:Iteration 20F (1727.721133 sec): 3 clusters Score: Raw -4157155.063862 + Penalty 3622.505681 = -4153532.558182 nChanged 29 SP:Iteration 21Q (1727.849114 sec): 3 clusters Score: Raw -4157167.825042 + Penalty 3622.505681 = -4153545.319361 nChanged 22 SP:Iteration 22Q (1727.967587 sec): 3 clusters Score: Raw -4157176.763454 + Penalty 3622.505681 = -4153554.257773 nChanged 18 SP:Iteration 23Q (1728.107514 sec): 3 clusters Score: Raw -4157183.870847 + Penalty 3622.505681 = -4153561.365166 nChanged 13 SP:Iteration 24Q (1728.227644 sec): 3 clusters Score: Raw -4157189.225760 + Penalty 3622.505681 = -4153566.720080 nChanged 11 SP:Iteration 25Q (1728.372020 sec): 3 clusters Score: Raw -4157192.025852 + Penalty 3622.505681 = -4153569.520172 nChanged 3 SP:Iteration 26Q (1728.493325 sec): 3 clusters Score: Raw -4157193.331127 + Penalty 3622.505681 = -4153570.825446 nChanged 4 SP:Iteration 27Q (1728.622890 sec): 3 clusters Score: Raw -4157194.803903 + Penalty 3622.505681 = -4153572.298223 nChanged 6 SP:Iteration 28Q (1728.752223 sec): 3 clusters Score: Raw -4157196.742094 + Penalty 3622.505681 = -4153574.236413 nChanged 4 SP:Iteration 29Q (1728.884817 sec): 3 clusters Score: Raw -4157197.414081 + Penalty 3622.505681 = -4153574.908400 nChanged 2 SP:Iteration 30Q (1729.016080 sec): 3 clusters Score: Raw -4157197.757689 + Penalty 3622.505681 = -4153575.252008 nChanged 1 SP:Iteration 31Q (1729.150474 sec): 3 clusters Score: Raw -4157197.886161 + Penalty 3622.505681 = -4153575.380480 nChanged 1 SP:Iteration 32Q (1729.290113 sec): 3 clusters Score: Raw -4157198.094457 + Penalty 3622.505681 = -4153575.588776 nChanged 2 SP:Iteration 33Q (1729.417397 sec): 3 clusters Score: Raw -4157198.585012 + Penalty 3622.505681 = -4153576.079331 nChanged 4 SP:Iteration 34Q (1729.538434 sec): 3 clusters Score: Raw -4157199.309644 + Penalty 3622.505681 = -4153576.803963 nChanged 2 SP:Iteration 35Q (1729.676775 sec): 3 clusters Score: Raw -4157199.957280 + Penalty 3622.505681 = -4153577.451600 nChanged 3 SP:Iteration 36Q (1729.806866 sec): 3 clusters Score: Raw -4157200.772904 + Penalty 3622.505681 = -4153578.267224 nChanged 3 SP:Iteration 37Q (1729.931479 sec): 3 clusters Score: Raw -4157202.333323 + Penalty 3622.505681 = -4153579.827642 nChanged 6 SP:Iteration 38Q (1730.070326 sec): 3 clusters Score: Raw -4157204.725867 + Penalty 3622.505681 = -4153582.220187 nChanged 11 SP:Iteration 39Q (1730.202917 sec): 3 clusters Score: Raw -4157209.577911 + Penalty 3622.505681 = -4153587.072230 nChanged 15 SP:Iteration 40F (1730.356064 sec): 3 clusters Score: Raw -4157214.728005 + Penalty 3622.505681 = -4153592.222324 nChanged 11 SP:Iteration 41Q (1730.494926 sec): 3 clusters Score: Raw -4157219.998663 + Penalty 3622.505681 = -4153597.492982 nChanged 12 SP:Iteration 42Q (1730.633196 sec): 3 clusters Score: Raw -4157224.779290 + Penalty 3622.505681 = -4153602.273610 nChanged 11 SP:Iteration 43Q (1730.752779 sec): 3 clusters Score: Raw -4157230.045863 + Penalty 3622.505681 = -4153607.540182 nChanged 11 SP:Iteration 44Q (1730.884409 sec): 3 clusters Score: Raw -4157233.571003 + Penalty 3622.505681 = -4153611.065323 nChanged 9 SP:Iteration 45Q (1731.028335 sec): 3 clusters Score: Raw -4157237.192930 + Penalty 3622.505681 = -4153614.687249 nChanged 11 SP:Iteration 46Q (1731.159405 sec): 3 clusters Score: Raw -4157240.597838 + Penalty 3622.505681 = -4153618.092157 nChanged 6 SP:Iteration 47Q (1731.280132 sec): 3 clusters Score: Raw -4157243.334685 + Penalty 3622.505681 = -4153620.829005 nChanged 7 SP:Iteration 48Q (1731.416223 sec): 3 clusters Score: Raw -4157246.504043 + Penalty 3622.505681 = -4153623.998362 nChanged 7 SP:Iteration 49Q (1731.541018 sec): 3 clusters Score: Raw -4157249.324831 + Penalty 3622.505681 = -4153626.819150 nChanged 7 SP:Iteration 50Q (1731.683231 sec): 3 clusters Score: Raw -4157251.923581 + Penalty 3622.505681 = -4153629.417900 nChanged 1 SP:Iteration 51Q (1731.815077 sec): 3 clusters Score: Raw -4157252.174740 + Penalty 3622.505681 = -4153629.669060 nChanged 1 SP:Iteration 52Q (1731.952572 sec): 3 clusters Score: Raw -4157252.493610 + Penalty 3622.505681 = -4153629.987930 nChanged 1 SP:Iteration 53Q (1732.082585 sec): 3 clusters Score: Raw -4157252.651422 + Penalty 3622.505681 = -4153630.145742 nChanged 0 SP:Iteration 54F (1732.254096 sec): 3 clusters Score: Raw -4157252.651422 + Penalty 3622.505681 = -4153630.145742 nChanged 0 Trying to split cluster 24 (7915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1732.296532 sec): 2 clusters Score: Raw -495961.586408 + Penalty 1458.683683 = -494502.902725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1732.357827 sec): 3 clusters Score: Raw -491525.445901 + Penalty 2917.367366 = -488608.078535 nChanged 3393 SP:Iteration 1F (1732.405311 sec): 3 clusters Score: Raw -493380.079001 + Penalty 2917.367366 = -490462.711635 nChanged 548 SP:Iteration 2F (1732.463918 sec): 3 clusters Score: Raw -493703.655072 + Penalty 2917.367366 = -490786.287706 nChanged 478 SP:Iteration 3F (1732.524522 sec): 3 clusters Score: Raw -493978.168565 + Penalty 2917.367366 = -491060.801199 nChanged 407 SP:Iteration 4F (1732.586607 sec): 3 clusters Score: Raw -494208.015374 + Penalty 2917.367366 = -491290.648008 nChanged 394 SP:Iteration 5Q (1732.654851 sec): 3 clusters Score: Raw -494416.014736 + Penalty 2917.367366 = -491498.647370 nChanged 352 SP:Iteration 6Q (1732.706292 sec): 3 clusters Score: Raw -494595.039911 + Penalty 2917.367366 = -491677.672545 nChanged 348 SP:Iteration 7Q (1732.768432 sec): 3 clusters Score: Raw -494793.733123 + Penalty 2917.367366 = -491876.365757 nChanged 357 SP:Iteration 8Q (1732.831214 sec): 3 clusters Score: Raw -495033.554954 + Penalty 2917.367366 = -492116.187588 nChanged 354 SP:Iteration 9Q (1732.897313 sec): 3 clusters Score: Raw -495283.736682 + Penalty 2917.367366 = -492366.369316 nChanged 325 SP:Iteration 10Q (1732.961936 sec): 3 clusters Score: Raw -495495.799341 + Penalty 2917.367366 = -492578.431975 nChanged 264 SP:Iteration 11Q (1733.025307 sec): 3 clusters Score: Raw -495650.223290 + Penalty 2917.367366 = -492732.855924 nChanged 202 SP:Iteration 12Q (1733.077744 sec): 3 clusters Score: Raw -495742.141726 + Penalty 2917.367366 = -492824.774360 nChanged 124 SP:Iteration 13Q (1733.137516 sec): 3 clusters Score: Raw -495780.531654 + Penalty 2917.367366 = -492863.164288 nChanged 85 SP:Iteration 14Q (1733.187510 sec): 3 clusters Score: Raw -495803.673521 + Penalty 2917.367366 = -492886.306155 nChanged 66 SP:Iteration 15Q (1733.257521 sec): 3 clusters Score: Raw -495821.810081 + Penalty 2917.367366 = -492904.442715 nChanged 60 SP:Iteration 16Q (1733.318715 sec): 3 clusters Score: Raw -495836.885910 + Penalty 2917.367366 = -492919.518544 nChanged 49 SP:Iteration 17Q (1733.366491 sec): 3 clusters Score: Raw -495849.466160 + Penalty 2917.367366 = -492932.098794 nChanged 47 SP:Iteration 18Q (1733.434901 sec): 3 clusters Score: Raw -495859.362088 + Penalty 2917.367366 = -492941.994722 nChanged 54 SP:Iteration 19Q (1733.484181 sec): 3 clusters Score: Raw -495872.184442 + Penalty 2917.367366 = -492954.817076 nChanged 48 SP:Iteration 20F (1733.544311 sec): 3 clusters Score: Raw -495883.887833 + Penalty 2917.367366 = -492966.520467 nChanged 39 SP:Iteration 21Q (1733.607471 sec): 3 clusters Score: Raw -495893.428082 + Penalty 2917.367366 = -492976.060716 nChanged 34 SP:Iteration 22Q (1733.668214 sec): 3 clusters Score: Raw -495899.485565 + Penalty 2917.367366 = -492982.118199 nChanged 33 SP:Iteration 23Q (1733.725357 sec): 3 clusters Score: Raw -495906.667274 + Penalty 2917.367366 = -492989.299908 nChanged 38 SP:Iteration 24Q (1733.789065 sec): 3 clusters Score: Raw -495918.246895 + Penalty 2917.367366 = -493000.879529 nChanged 41 SP:Iteration 25Q (1733.843374 sec): 3 clusters Score: Raw -495930.394316 + Penalty 2917.367366 = -493013.026950 nChanged 40 SP:Iteration 26Q (1733.908498 sec): 3 clusters Score: Raw -495942.247603 + Penalty 2917.367366 = -493024.880237 nChanged 45 SP:Iteration 27Q (1733.969811 sec): 3 clusters Score: Raw -495954.634828 + Penalty 2917.367366 = -493037.267462 nChanged 38 SP:Iteration 28Q (1734.029092 sec): 3 clusters Score: Raw -495964.296559 + Penalty 2917.367366 = -493046.929192 nChanged 32 SP:Iteration 29Q (1734.078848 sec): 3 clusters Score: Raw -495972.408108 + Penalty 2917.367366 = -493055.040742 nChanged 33 SP:Iteration 30Q (1734.145465 sec): 3 clusters Score: Raw -495981.700550 + Penalty 2917.367366 = -493064.333184 nChanged 35 SP:Iteration 31Q (1734.205861 sec): 3 clusters Score: Raw -495991.454281 + Penalty 2917.367366 = -493074.086915 nChanged 35 SP:Iteration 32Q (1734.262531 sec): 3 clusters Score: Raw -495999.892662 + Penalty 2917.367366 = -493082.525296 nChanged 30 SP:Iteration 33Q (1734.320304 sec): 3 clusters Score: Raw -496006.747032 + Penalty 2917.367366 = -493089.379665 nChanged 27 SP:Iteration 34Q (1734.377378 sec): 3 clusters Score: Raw -496012.897113 + Penalty 2917.367366 = -493095.529747 nChanged 25 SP:Iteration 35Q (1734.427373 sec): 3 clusters Score: Raw -496018.918638 + Penalty 2917.367366 = -493101.551272 nChanged 33 SP:Iteration 36Q (1734.484748 sec): 3 clusters Score: Raw -496028.974633 + Penalty 2917.367366 = -493111.607267 nChanged 40 SP:Iteration 37Q (1734.545236 sec): 3 clusters Score: Raw -496041.909723 + Penalty 2917.367366 = -493124.542357 nChanged 35 SP:Iteration 38Q (1734.606727 sec): 3 clusters Score: Raw -496052.386388 + Penalty 2917.367366 = -493135.019022 nChanged 34 SP:Iteration 39Q (1734.672201 sec): 3 clusters Score: Raw -496062.115261 + Penalty 2917.367366 = -493144.747895 nChanged 37 SP:Iteration 40F (1734.732958 sec): 3 clusters Score: Raw -496073.986817 + Penalty 2917.367366 = -493156.619451 nChanged 35 SP:Iteration 41Q (1734.785993 sec): 3 clusters Score: Raw -496084.486714 + Penalty 2917.367366 = -493167.119348 nChanged 38 SP:Iteration 42Q (1734.839995 sec): 3 clusters Score: Raw -496097.951041 + Penalty 2917.367366 = -493180.583675 nChanged 46 SP:Iteration 43Q (1734.909409 sec): 3 clusters Score: Raw -496112.870225 + Penalty 2917.367366 = -493195.502859 nChanged 37 SP:Iteration 44Q (1734.969794 sec): 3 clusters Score: Raw -496123.259808 + Penalty 2917.367366 = -493205.892442 nChanged 38 SP:Iteration 45Q (1735.026679 sec): 3 clusters Score: Raw -496136.352939 + Penalty 2917.367366 = -493218.985573 nChanged 33 SP:Iteration 46Q (1735.088429 sec): 3 clusters Score: Raw -496146.678143 + Penalty 2917.367366 = -493229.310777 nChanged 28 SP:Iteration 47Q (1735.149707 sec): 3 clusters Score: Raw -496155.610827 + Penalty 2917.367366 = -493238.243461 nChanged 23 SP:Iteration 48Q (1735.209850 sec): 3 clusters Score: Raw -496161.374664 + Penalty 2917.367366 = -493244.007298 nChanged 17 SP:Iteration 49Q (1735.266885 sec): 3 clusters Score: Raw -496166.153940 + Penalty 2917.367366 = -493248.786574 nChanged 10 SP:Iteration 50Q (1735.323625 sec): 3 clusters Score: Raw -496168.112027 + Penalty 2917.367366 = -493250.744661 nChanged 10 SP:Iteration 51Q (1735.385096 sec): 3 clusters Score: Raw -496169.842579 + Penalty 2917.367366 = -493252.475213 nChanged 9 SP:Iteration 52Q (1735.439499 sec): 3 clusters Score: Raw -496172.093502 + Penalty 2917.367366 = -493254.726136 nChanged 8 SP:Iteration 53Q (1735.487671 sec): 3 clusters Score: Raw -496173.814478 + Penalty 2917.367366 = -493256.447112 nChanged 8 SP:Iteration 54Q (1735.554639 sec): 3 clusters Score: Raw -496177.013385 + Penalty 2917.367366 = -493259.646019 nChanged 16 SP:Iteration 55Q (1735.616223 sec): 3 clusters Score: Raw -496181.881574 + Penalty 2917.367366 = -493264.514208 nChanged 22 SP:Iteration 56Q (1735.665471 sec): 3 clusters Score: Raw -496192.943401 + Penalty 2917.367366 = -493275.576035 nChanged 28 SP:Iteration 57Q (1735.725895 sec): 3 clusters Score: Raw -496205.098927 + Penalty 2917.367366 = -493287.731561 nChanged 27 SP:Iteration 58Q (1735.783891 sec): 3 clusters Score: Raw -496214.923139 + Penalty 2917.367366 = -493297.555773 nChanged 26 SP:Iteration 59Q (1735.842474 sec): 3 clusters Score: Raw -496224.034887 + Penalty 2917.367366 = -493306.667521 nChanged 24 SP:Iteration 60F (1735.908055 sec): 3 clusters Score: Raw -496230.572384 + Penalty 2917.367366 = -493313.205018 nChanged 25 SP:Iteration 61Q (1735.963921 sec): 3 clusters Score: Raw -496237.991988 + Penalty 2917.367366 = -493320.624622 nChanged 30 SP:Iteration 62Q (1736.030085 sec): 3 clusters Score: Raw -496247.011669 + Penalty 2917.367366 = -493329.644303 nChanged 27 SP:Iteration 63Q (1736.087411 sec): 3 clusters Score: Raw -496255.276288 + Penalty 2917.367366 = -493337.908922 nChanged 15 SP:Iteration 64Q (1736.144683 sec): 3 clusters Score: Raw -496259.577100 + Penalty 2917.367366 = -493342.209734 nChanged 14 SP:Iteration 65Q (1736.192441 sec): 3 clusters Score: Raw -496264.267481 + Penalty 2917.367366 = -493346.900115 nChanged 16 SP:Iteration 66Q (1736.259512 sec): 3 clusters Score: Raw -496268.194305 + Penalty 2917.367366 = -493350.826939 nChanged 13 SP:Iteration 67Q (1736.314403 sec): 3 clusters Score: Raw -496273.410113 + Penalty 2917.367366 = -493356.042747 nChanged 15 SP:Iteration 68Q (1736.380135 sec): 3 clusters Score: Raw -496278.199355 + Penalty 2917.367366 = -493360.831989 nChanged 12 SP:Iteration 69Q (1736.423784 sec): 3 clusters Score: Raw -496284.631355 + Penalty 2917.367366 = -493367.263989 nChanged 11 SP:Iteration 70Q (1736.494326 sec): 3 clusters Score: Raw -496288.303765 + Penalty 2917.367366 = -493370.936399 nChanged 9 SP:Iteration 71Q (1736.553430 sec): 3 clusters Score: Raw -496291.176395 + Penalty 2917.367366 = -493373.809029 nChanged 8 SP:Iteration 72Q (1736.614750 sec): 3 clusters Score: Raw -496292.839030 + Penalty 2917.367366 = -493375.471664 nChanged 8 SP:Iteration 73Q (1736.674244 sec): 3 clusters Score: Raw -496294.665383 + Penalty 2917.367366 = -493377.298017 nChanged 6 SP:Iteration 74Q (1736.733084 sec): 3 clusters Score: Raw -496296.520982 + Penalty 2917.367366 = -493379.153616 nChanged 6 SP:Iteration 75Q (1736.793006 sec): 3 clusters Score: Raw -496297.513157 + Penalty 2917.367366 = -493380.145791 nChanged 4 SP:Iteration 76Q (1736.841608 sec): 3 clusters Score: Raw -496298.455228 + Penalty 2917.367366 = -493381.087862 nChanged 4 SP:Iteration 77Q (1736.898751 sec): 3 clusters Score: Raw -496299.217799 + Penalty 2917.367366 = -493381.850433 nChanged 4 SP:Iteration 78Q (1736.946736 sec): 3 clusters Score: Raw -496300.368664 + Penalty 2917.367366 = -493383.001298 nChanged 4 SP:Iteration 79Q (1737.004406 sec): 3 clusters Score: Raw -496301.459425 + Penalty 2917.367366 = -493384.092059 nChanged 2 SP:Iteration 80F (1737.064127 sec): 3 clusters Score: Raw -496302.332756 + Penalty 2917.367366 = -493384.965390 nChanged 4 SP:Iteration 81Q (1737.119940 sec): 3 clusters Score: Raw -496303.902707 + Penalty 2917.367366 = -493386.535341 nChanged 2 SP:Iteration 82Q (1737.175800 sec): 3 clusters Score: Raw -496304.295321 + Penalty 2917.367366 = -493386.927955 nChanged 2 SP:Iteration 83Q (1737.234116 sec): 3 clusters Score: Raw -496304.662252 + Penalty 2917.367366 = -493387.294886 nChanged 2 SP:Iteration 84Q (1737.301252 sec): 3 clusters Score: Raw -496304.974783 + Penalty 2917.367366 = -493387.607417 nChanged 0 SP:Iteration 85F (1737.356444 sec): 3 clusters Score: Raw -496304.974783 + Penalty 2917.367366 = -493387.607417 nChanged 0 Iteration 259Q (1739.315435 sec): 25 clusters Score: Raw -15317163.586011 + Penalty 48701.486238 = -15268462.099773 nChanged 38 Iteration 260F (1743.687516 sec): 25 clusters Score: Raw -15317164.760689 + Penalty 48701.486238 = -15268463.274451 nChanged 37 Iteration 261Q (1745.568295 sec): 25 clusters Score: Raw -15317165.786769 + Penalty 48701.486238 = -15268464.300531 nChanged 33 Iteration 262Q (1747.518628 sec): 25 clusters Score: Raw -15317166.758758 + Penalty 48701.486238 = -15268465.272520 nChanged 34 Iteration 263Q (1749.413074 sec): 25 clusters Score: Raw -15317167.712442 + Penalty 48701.486238 = -15268466.226205 nChanged 27 Iteration 264Q (1751.435412 sec): 25 clusters Score: Raw -15317168.430213 + Penalty 48701.486238 = -15268466.943975 nChanged 26 Iteration 265Q (1753.311508 sec): 25 clusters Score: Raw -15317169.332625 + Penalty 48701.486238 = -15268467.846387 nChanged 29 Iteration 266Q (1755.146609 sec): 25 clusters Score: Raw -15317170.187670 + Penalty 48701.486238 = -15268468.701432 nChanged 32 Iteration 267Q (1757.012941 sec): 25 clusters Score: Raw -15317171.233536 + Penalty 48701.486238 = -15268469.747298 nChanged 29 Iteration 268Q (1758.895482 sec): 25 clusters Score: Raw -15317171.847279 + Penalty 48701.486238 = -15268470.361041 nChanged 23 Iteration 269Q (1760.781078 sec): 25 clusters Score: Raw -15317172.359419 + Penalty 48701.486238 = -15268470.873181 nChanged 15 Iteration 270Q (1762.573968 sec): 25 clusters Score: Raw -15317172.826113 + Penalty 48701.486238 = -15268471.339876 nChanged 15 Iteration 271Q (1764.386906 sec): 25 clusters Score: Raw -15317173.187161 + Penalty 48701.486238 = -15268471.700923 nChanged 15 Iteration 272Q (1766.161683 sec): 25 clusters Score: Raw -15317173.537014 + Penalty 48701.486238 = -15268472.050776 nChanged 14 Iteration 273Q (1768.016284 sec): 25 clusters Score: Raw -15317174.047071 + Penalty 48701.486238 = -15268472.560833 nChanged 8 Iteration 274Q (1769.934750 sec): 25 clusters Score: Raw -15317174.422757 + Penalty 48701.486238 = -15268472.936519 nChanged 12 Iteration 275Q (1771.742948 sec): 25 clusters Score: Raw -15317174.873917 + Penalty 48701.486238 = -15268473.387679 nChanged 15 Iteration 276Q (1773.551513 sec): 25 clusters Score: Raw -15317175.327382 + Penalty 48701.486238 = -15268473.841144 nChanged 19 Iteration 277Q (1775.419409 sec): 25 clusters Score: Raw -15317176.045265 + Penalty 48701.486238 = -15268474.559027 nChanged 10 Iteration 278Q (1777.145096 sec): 25 clusters Score: Raw -15317176.470003 + Penalty 48701.486238 = -15268474.983765 nChanged 11 Iteration 279Q (1778.935843 sec): 25 clusters Score: Raw -15317176.883690 + Penalty 48701.486238 = -15268475.397452 nChanged 12 Iteration 280F (1783.305246 sec): 25 clusters Score: Raw -15317177.482214 + Penalty 48701.486238 = -15268475.995976 nChanged 17 Iteration 281Q (1785.066843 sec): 25 clusters Score: Raw -15317177.876311 + Penalty 48701.486238 = -15268476.390073 nChanged 19 Iteration 282Q (1786.830428 sec): 25 clusters Score: Raw -15317178.219413 + Penalty 48701.486238 = -15268476.733175 nChanged 12 Iteration 283Q (1788.521358 sec): 25 clusters Score: Raw -15317178.465260 + Penalty 48701.486238 = -15268476.979022 nChanged 17 Iteration 284Q (1790.497931 sec): 25 clusters Score: Raw -15317178.781507 + Penalty 48701.486238 = -15268477.295270 nChanged 11 Iteration 285Q (1792.303617 sec): 25 clusters Score: Raw -15317178.926374 + Penalty 48701.486238 = -15268477.440136 nChanged 11 Iteration 286Q (1793.986451 sec): 25 clusters Score: Raw -15317179.076286 + Penalty 48701.486238 = -15268477.590048 nChanged 7 Iteration 287Q (1795.888940 sec): 25 clusters Score: Raw -15317179.152528 + Penalty 48701.486238 = -15268477.666290 nChanged 5 Iteration 288Q (1797.706768 sec): 25 clusters Score: Raw -15317179.221232 + Penalty 48701.486238 = -15268477.734994 nChanged 2 Iteration 289Q (1799.581262 sec): 25 clusters Score: Raw -15317179.254721 + Penalty 48701.486238 = -15268477.768483 nChanged 3 Iteration 290Q (1801.352741 sec): 25 clusters Score: Raw -15317179.287901 + Penalty 48701.486238 = -15268477.801663 nChanged 1 Iteration 291Q (1803.368663 sec): 25 clusters Score: Raw -15317179.300577 + Penalty 48701.486238 = -15268477.814339 nChanged 2 Iteration 292Q (1805.340524 sec): 25 clusters Score: Raw -15317179.319349 + Penalty 48701.486238 = -15268477.833111 nChanged 3 Iteration 293Q (1807.123266 sec): 25 clusters Score: Raw -15317179.390153 + Penalty 48701.486238 = -15268477.903916 nChanged 3 Iteration 294Q (1808.949586 sec): 25 clusters Score: Raw -15317179.564345 + Penalty 48701.486238 = -15268478.078107 nChanged 6 Iteration 295Q (1810.791629 sec): 25 clusters Score: Raw -15317179.697474 + Penalty 48701.486238 = -15268478.211236 nChanged 2 Iteration 296Q (1812.606177 sec): 25 clusters Score: Raw -15317179.714602 + Penalty 48701.486238 = -15268478.228364 nChanged 0 Iteration 297F (1816.960689 sec): 25 clusters Score: Raw -15317179.714602 + Penalty 48701.486238 = -15268478.228364 nChanged 0 Compute initial score before splitting: Score: Raw -15317179.714602 + Penalty 48701.486238 = -15268478.228364 Trying to split cluster 1 (589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1817.030387 sec): 2 clusters Score: Raw -31196.745829 + Penalty 1036.494255 = -30160.251574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1817.069298 sec): 3 clusters Score: Raw -31075.968937 + Penalty 2072.988510 = -29002.980427 nChanged 142 SP:Iteration 1F (1817.120764 sec): 3 clusters Score: Raw -31237.306331 + Penalty 2072.988510 = -29164.317821 nChanged 35 SP:Iteration 2F (1817.166022 sec): 3 clusters Score: Raw -31287.592318 + Penalty 2072.988510 = -29214.603808 nChanged 13 SP:Iteration 3Q (1817.212881 sec): 3 clusters Score: Raw -31305.385668 + Penalty 2072.988510 = -29232.397158 nChanged 10 SP:Iteration 4Q (1817.261286 sec): 3 clusters Score: Raw -31320.177316 + Penalty 2072.988510 = -29247.188806 nChanged 5 SP:Iteration 5Q (1817.304714 sec): 3 clusters Score: Raw -31324.733079 + Penalty 2072.988510 = -29251.744569 nChanged 2 SP:Iteration 6Q (1817.350110 sec): 3 clusters Score: Raw -31326.284037 + Penalty 2072.988510 = -29253.295527 nChanged 0 SP:Iteration 7F (1817.406842 sec): 3 clusters Score: Raw -31326.284037 + Penalty 2072.988510 = -29253.295527 nChanged 0 Trying to split cluster 2 (1439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1817.432546 sec): 2 clusters Score: Raw -76346.079693 + Penalty 1181.651852 = -75164.427840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1817.487771 sec): 3 clusters Score: Raw -75795.433741 + Penalty 2363.303705 = -73432.130037 nChanged 481 SP:Iteration 1F (1817.533402 sec): 3 clusters Score: Raw -76192.614503 + Penalty 2363.303705 = -73829.310798 nChanged 110 SP:Iteration 2F (1817.570527 sec): 3 clusters Score: Raw -76322.159610 + Penalty 2363.303705 = -73958.855906 nChanged 78 SP:Iteration 3F (1817.619300 sec): 3 clusters Score: Raw -76416.165263 + Penalty 2363.303705 = -74052.861558 nChanged 51 SP:Iteration 4Q (1817.664814 sec): 3 clusters Score: Raw -76480.253176 + Penalty 2363.303705 = -74116.949471 nChanged 34 SP:Iteration 5Q (1817.707387 sec): 3 clusters Score: Raw -76527.695988 + Penalty 2363.303705 = -74164.392283 nChanged 35 SP:Iteration 6Q (1817.756872 sec): 3 clusters Score: Raw -76566.377110 + Penalty 2363.303705 = -74203.073405 nChanged 23 SP:Iteration 7Q (1817.805768 sec): 3 clusters Score: Raw -76586.981751 + Penalty 2363.303705 = -74223.678046 nChanged 21 SP:Iteration 8Q (1817.855952 sec): 3 clusters Score: Raw -76605.473834 + Penalty 2363.303705 = -74242.170129 nChanged 22 SP:Iteration 9Q (1817.904441 sec): 3 clusters Score: Raw -76635.269029 + Penalty 2363.303705 = -74271.965325 nChanged 28 SP:Iteration 10Q (1817.948863 sec): 3 clusters Score: Raw -76665.286969 + Penalty 2363.303705 = -74301.983264 nChanged 20 SP:Iteration 11Q (1817.994258 sec): 3 clusters Score: Raw -76683.225831 + Penalty 2363.303705 = -74319.922126 nChanged 15 SP:Iteration 12Q (1818.043076 sec): 3 clusters Score: Raw -76696.986237 + Penalty 2363.303705 = -74333.682532 nChanged 10 SP:Iteration 13Q (1818.087970 sec): 3 clusters Score: Raw -76704.967035 + Penalty 2363.303705 = -74341.663330 nChanged 10 SP:Iteration 14Q (1818.141403 sec): 3 clusters Score: Raw -76714.999645 + Penalty 2363.303705 = -74351.695940 nChanged 10 SP:Iteration 15Q (1818.183650 sec): 3 clusters Score: Raw -76722.868780 + Penalty 2363.303705 = -74359.565076 nChanged 6 SP:Iteration 16Q (1818.221838 sec): 3 clusters Score: Raw -76727.752725 + Penalty 2363.303705 = -74364.449020 nChanged 4 SP:Iteration 17Q (1818.281258 sec): 3 clusters Score: Raw -76729.205200 + Penalty 2363.303705 = -74365.901495 nChanged 2 SP:Iteration 18Q (1818.317044 sec): 3 clusters Score: Raw -76731.674152 + Penalty 2363.303705 = -74368.370448 nChanged 2 SP:Iteration 19Q (1818.367322 sec): 3 clusters Score: Raw -76733.072166 + Penalty 2363.303705 = -74369.768462 nChanged 3 SP:Iteration 20F (1818.414325 sec): 3 clusters Score: Raw -76736.566045 + Penalty 2363.303705 = -74373.262340 nChanged 3 SP:Iteration 21Q (1818.473075 sec): 3 clusters Score: Raw -76738.302588 + Penalty 2363.303705 = -74374.998883 nChanged 1 SP:Iteration 22Q (1818.514149 sec): 3 clusters Score: Raw -76739.558059 + Penalty 2363.303705 = -74376.254355 nChanged 2 SP:Iteration 23Q (1818.564556 sec): 3 clusters Score: Raw -76741.614591 + Penalty 2363.303705 = -74378.310886 nChanged 4 SP:Iteration 24Q (1818.613877 sec): 3 clusters Score: Raw -76743.873741 + Penalty 2363.303705 = -74380.570036 nChanged 1 SP:Iteration 25Q (1818.670967 sec): 3 clusters Score: Raw -76744.437516 + Penalty 2363.303705 = -74381.133811 nChanged 1 SP:Iteration 26Q (1818.716320 sec): 3 clusters Score: Raw -76745.156546 + Penalty 2363.303705 = -74381.852841 nChanged 4 SP:Iteration 27Q (1818.770585 sec): 3 clusters Score: Raw -76747.421994 + Penalty 2363.303705 = -74384.118289 nChanged 5 SP:Iteration 28Q (1818.812044 sec): 3 clusters Score: Raw -76749.347364 + Penalty 2363.303705 = -74386.043659 nChanged 1 SP:Iteration 29Q (1818.863084 sec): 3 clusters Score: Raw -76750.517770 + Penalty 2363.303705 = -74387.214066 nChanged 4 SP:Iteration 30Q (1818.913634 sec): 3 clusters Score: Raw -76752.662220 + Penalty 2363.303705 = -74389.358515 nChanged 2 SP:Iteration 31Q (1818.957939 sec): 3 clusters Score: Raw -76755.991690 + Penalty 2363.303705 = -74392.687985 nChanged 5 SP:Iteration 32Q (1819.004719 sec): 3 clusters Score: Raw -76764.398000 + Penalty 2363.303705 = -74401.094295 nChanged 12 SP:Iteration 33Q (1819.059285 sec): 3 clusters Score: Raw -76783.391425 + Penalty 2363.303705 = -74420.087721 nChanged 13 SP:Iteration 34Q (1819.113997 sec): 3 clusters Score: Raw -76795.118069 + Penalty 2363.303705 = -74431.814364 nChanged 4 SP:Iteration 35Q (1819.158527 sec): 3 clusters Score: Raw -76797.077924 + Penalty 2363.303705 = -74433.774219 nChanged 3 SP:Iteration 36Q (1819.201116 sec): 3 clusters Score: Raw -76799.036735 + Penalty 2363.303705 = -74435.733030 nChanged 3 SP:Iteration 37Q (1819.251926 sec): 3 clusters Score: Raw -76800.823634 + Penalty 2363.303705 = -74437.519929 nChanged 5 SP:Iteration 38Q (1819.304484 sec): 3 clusters Score: Raw -76806.286236 + Penalty 2363.303705 = -74442.982531 nChanged 4 SP:Iteration 39Q (1819.340628 sec): 3 clusters Score: Raw -76809.227253 + Penalty 2363.303705 = -74445.923548 nChanged 3 SP:Iteration 40F (1819.392640 sec): 3 clusters Score: Raw -76812.037051 + Penalty 2363.303705 = -74448.733347 nChanged 3 SP:Iteration 41Q (1819.429442 sec): 3 clusters Score: Raw -76815.327290 + Penalty 2363.303705 = -74452.023585 nChanged 1 SP:Iteration 42Q (1819.476315 sec): 3 clusters Score: Raw -76815.524429 + Penalty 2363.303705 = -74452.220725 nChanged 0 SP:Iteration 43F (1819.530205 sec): 3 clusters Score: Raw -76815.524429 + Penalty 2363.303705 = -74452.220725 nChanged 0 Trying to split cluster 3 (3095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1819.553837 sec): 2 clusters Score: Raw -183037.276217 + Penalty 1306.100768 = -181731.175450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1819.607074 sec): 3 clusters Score: Raw -181573.074584 + Penalty 2612.201535 = -178960.873048 nChanged 1180 SP:Iteration 1F (1819.656914 sec): 3 clusters Score: Raw -182255.945717 + Penalty 2612.201535 = -179643.744182 nChanged 232 SP:Iteration 2F (1819.711360 sec): 3 clusters Score: Raw -182391.580364 + Penalty 2612.201535 = -179779.378829 nChanged 135 SP:Iteration 3Q (1819.764899 sec): 3 clusters Score: Raw -182456.206763 + Penalty 2612.201535 = -179844.005228 nChanged 96 SP:Iteration 4Q (1819.818530 sec): 3 clusters Score: Raw -182500.300930 + Penalty 2612.201535 = -179888.099395 nChanged 80 SP:Iteration 5Q (1819.880697 sec): 3 clusters Score: Raw -182532.881217 + Penalty 2612.201535 = -179920.679682 nChanged 55 SP:Iteration 6Q (1819.933908 sec): 3 clusters Score: Raw -182554.072424 + Penalty 2612.201535 = -179941.870888 nChanged 35 SP:Iteration 7Q (1819.986972 sec): 3 clusters Score: Raw -182568.204529 + Penalty 2612.201535 = -179956.002994 nChanged 33 SP:Iteration 8Q (1820.039287 sec): 3 clusters Score: Raw -182577.962157 + Penalty 2612.201535 = -179965.760621 nChanged 29 SP:Iteration 9Q (1820.090798 sec): 3 clusters Score: Raw -182586.656333 + Penalty 2612.201535 = -179974.454798 nChanged 20 SP:Iteration 10Q (1820.144432 sec): 3 clusters Score: Raw -182593.931946 + Penalty 2612.201535 = -179981.730411 nChanged 20 SP:Iteration 11Q (1820.189564 sec): 3 clusters Score: Raw -182599.600839 + Penalty 2612.201535 = -179987.399304 nChanged 20 SP:Iteration 12Q (1820.243517 sec): 3 clusters Score: Raw -182605.062206 + Penalty 2612.201535 = -179992.860670 nChanged 10 SP:Iteration 13Q (1820.300104 sec): 3 clusters Score: Raw -182608.529755 + Penalty 2612.201535 = -179996.328220 nChanged 12 SP:Iteration 14Q (1820.344744 sec): 3 clusters Score: Raw -182612.597561 + Penalty 2612.201535 = -180000.396026 nChanged 14 SP:Iteration 15Q (1820.401893 sec): 3 clusters Score: Raw -182617.554677 + Penalty 2612.201535 = -180005.353142 nChanged 13 SP:Iteration 16Q (1820.456500 sec): 3 clusters Score: Raw -182622.344851 + Penalty 2612.201535 = -180010.143316 nChanged 11 SP:Iteration 17Q (1820.505752 sec): 3 clusters Score: Raw -182625.621575 + Penalty 2612.201535 = -180013.420040 nChanged 8 SP:Iteration 18Q (1820.560105 sec): 3 clusters Score: Raw -182627.778728 + Penalty 2612.201535 = -180015.577193 nChanged 12 SP:Iteration 19Q (1820.619768 sec): 3 clusters Score: Raw -182629.875975 + Penalty 2612.201535 = -180017.674440 nChanged 8 SP:Iteration 20F (1820.666718 sec): 3 clusters Score: Raw -182632.332063 + Penalty 2612.201535 = -180020.130528 nChanged 11 SP:Iteration 21Q (1820.726131 sec): 3 clusters Score: Raw -182636.035510 + Penalty 2612.201535 = -180023.833975 nChanged 9 SP:Iteration 22Q (1820.768404 sec): 3 clusters Score: Raw -182638.580482 + Penalty 2612.201535 = -180026.378947 nChanged 8 SP:Iteration 23Q (1820.826977 sec): 3 clusters Score: Raw -182640.283861 + Penalty 2612.201535 = -180028.082326 nChanged 6 SP:Iteration 24Q (1820.872466 sec): 3 clusters Score: Raw -182641.815203 + Penalty 2612.201535 = -180029.613668 nChanged 4 SP:Iteration 25Q (1820.930576 sec): 3 clusters Score: Raw -182643.175447 + Penalty 2612.201535 = -180030.973911 nChanged 3 SP:Iteration 26Q (1820.984072 sec): 3 clusters Score: Raw -182643.692884 + Penalty 2612.201535 = -180031.491349 nChanged 4 SP:Iteration 27Q (1821.033825 sec): 3 clusters Score: Raw -182644.434528 + Penalty 2612.201535 = -180032.232993 nChanged 3 SP:Iteration 28Q (1821.093530 sec): 3 clusters Score: Raw -182646.069574 + Penalty 2612.201535 = -180033.868038 nChanged 6 SP:Iteration 29Q (1821.137784 sec): 3 clusters Score: Raw -182647.635918 + Penalty 2612.201535 = -180035.434383 nChanged 4 SP:Iteration 30Q (1821.190817 sec): 3 clusters Score: Raw -182648.367233 + Penalty 2612.201535 = -180036.165698 nChanged 5 SP:Iteration 31Q (1821.245116 sec): 3 clusters Score: Raw -182649.583218 + Penalty 2612.201535 = -180037.381682 nChanged 5 SP:Iteration 32Q (1821.304940 sec): 3 clusters Score: Raw -182650.377875 + Penalty 2612.201535 = -180038.176340 nChanged 4 SP:Iteration 33Q (1821.343308 sec): 3 clusters Score: Raw -182651.174208 + Penalty 2612.201535 = -180038.972673 nChanged 2 SP:Iteration 34Q (1821.399576 sec): 3 clusters Score: Raw -182651.749133 + Penalty 2612.201535 = -180039.547598 nChanged 1 SP:Iteration 35Q (1821.448042 sec): 3 clusters Score: Raw -182652.031944 + Penalty 2612.201535 = -180039.830409 nChanged 0 SP:Iteration 36F (1821.489649 sec): 3 clusters Score: Raw -182652.031944 + Penalty 2612.201535 = -180039.830409 nChanged 0 Trying to split cluster 4 (1183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1821.524668 sec): 2 clusters Score: Raw -64269.430808 + Penalty 1149.818940 = -63119.611868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1821.567895 sec): 3 clusters Score: Raw -63873.488987 + Penalty 2299.637881 = -61573.851107 nChanged 356 SP:Iteration 1F (1821.605673 sec): 3 clusters Score: Raw -64116.346721 + Penalty 2299.637881 = -61816.708840 nChanged 69 SP:Iteration 2F (1821.653702 sec): 3 clusters Score: Raw -64177.343285 + Penalty 2299.637881 = -61877.705404 nChanged 43 SP:Iteration 3Q (1821.701832 sec): 3 clusters Score: Raw -64206.984874 + Penalty 2299.637881 = -61907.346994 nChanged 24 SP:Iteration 4Q (1821.739843 sec): 3 clusters Score: Raw -64227.161330 + Penalty 2299.637881 = -61927.523449 nChanged 17 SP:Iteration 5Q (1821.783624 sec): 3 clusters Score: Raw -64245.324698 + Penalty 2299.637881 = -61945.686817 nChanged 24 SP:Iteration 6Q (1821.833510 sec): 3 clusters Score: Raw -64269.169563 + Penalty 2299.637881 = -61969.531682 nChanged 22 SP:Iteration 7Q (1821.888612 sec): 3 clusters Score: Raw -64287.841119 + Penalty 2299.637881 = -61988.203238 nChanged 16 SP:Iteration 8Q (1821.938965 sec): 3 clusters Score: Raw -64299.213902 + Penalty 2299.637881 = -61999.576021 nChanged 9 SP:Iteration 9Q (1821.983736 sec): 3 clusters Score: Raw -64307.956031 + Penalty 2299.637881 = -62008.318150 nChanged 11 SP:Iteration 10Q (1822.037043 sec): 3 clusters Score: Raw -64316.301359 + Penalty 2299.637881 = -62016.663478 nChanged 9 SP:Iteration 11Q (1822.074220 sec): 3 clusters Score: Raw -64324.305726 + Penalty 2299.637881 = -62024.667845 nChanged 7 SP:Iteration 12Q (1822.130655 sec): 3 clusters Score: Raw -64328.062631 + Penalty 2299.637881 = -62028.424750 nChanged 1 SP:Iteration 13Q (1822.176929 sec): 3 clusters Score: Raw -64328.718510 + Penalty 2299.637881 = -62029.080629 nChanged 2 SP:Iteration 14Q (1822.227618 sec): 3 clusters Score: Raw -64329.380256 + Penalty 2299.637881 = -62029.742375 nChanged 2 SP:Iteration 15Q (1822.278001 sec): 3 clusters Score: Raw -64330.755793 + Penalty 2299.637881 = -62031.117912 nChanged 4 SP:Iteration 16Q (1822.319768 sec): 3 clusters Score: Raw -64333.826783 + Penalty 2299.637881 = -62034.188902 nChanged 4 SP:Iteration 17Q (1822.372421 sec): 3 clusters Score: Raw -64335.818267 + Penalty 2299.637881 = -62036.180386 nChanged 3 SP:Iteration 18Q (1822.428253 sec): 3 clusters Score: Raw -64337.695449 + Penalty 2299.637881 = -62038.057568 nChanged 6 SP:Iteration 19Q (1822.473734 sec): 3 clusters Score: Raw -64340.079694 + Penalty 2299.637881 = -62040.441813 nChanged 5 SP:Iteration 20F (1822.514641 sec): 3 clusters Score: Raw -64348.253386 + Penalty 2299.637881 = -62048.615505 nChanged 7 SP:Iteration 21Q (1822.566456 sec): 3 clusters Score: Raw -64355.470911 + Penalty 2299.637881 = -62055.833031 nChanged 6 SP:Iteration 22Q (1822.626470 sec): 3 clusters Score: Raw -64361.790469 + Penalty 2299.637881 = -62062.152588 nChanged 5 SP:Iteration 23Q (1822.667287 sec): 3 clusters Score: Raw -64371.350524 + Penalty 2299.637881 = -62071.712644 nChanged 8 SP:Iteration 24Q (1822.712802 sec): 3 clusters Score: Raw -64376.369854 + Penalty 2299.637881 = -62076.731974 nChanged 7 SP:Iteration 25Q (1822.763695 sec): 3 clusters Score: Raw -64379.630625 + Penalty 2299.637881 = -62079.992744 nChanged 6 SP:Iteration 26Q (1822.813929 sec): 3 clusters Score: Raw -64385.624832 + Penalty 2299.637881 = -62085.986951 nChanged 5 SP:Iteration 27Q (1822.864885 sec): 3 clusters Score: Raw -64388.794545 + Penalty 2299.637881 = -62089.156664 nChanged 7 SP:Iteration 28Q (1822.916453 sec): 3 clusters Score: Raw -64394.029371 + Penalty 2299.637881 = -62094.391490 nChanged 7 SP:Iteration 29Q (1822.967076 sec): 3 clusters Score: Raw -64397.619433 + Penalty 2299.637881 = -62097.981553 nChanged 5 SP:Iteration 30Q (1823.017468 sec): 3 clusters Score: Raw -64401.095255 + Penalty 2299.637881 = -62101.457374 nChanged 3 SP:Iteration 31Q (1823.068748 sec): 3 clusters Score: Raw -64403.401401 + Penalty 2299.637881 = -62103.763521 nChanged 4 SP:Iteration 32Q (1823.118876 sec): 3 clusters Score: Raw -64405.427578 + Penalty 2299.637881 = -62105.789697 nChanged 3 SP:Iteration 33Q (1823.176070 sec): 3 clusters Score: Raw -64407.941849 + Penalty 2299.637881 = -62108.303968 nChanged 3 SP:Iteration 34Q (1823.222635 sec): 3 clusters Score: Raw -64410.743752 + Penalty 2299.637881 = -62111.105871 nChanged 5 SP:Iteration 35Q (1823.261637 sec): 3 clusters Score: Raw -64414.497485 + Penalty 2299.637881 = -62114.859604 nChanged 3 SP:Iteration 36Q (1823.305925 sec): 3 clusters Score: Raw -64415.593341 + Penalty 2299.637881 = -62115.955460 nChanged 0 SP:Iteration 37F (1823.352564 sec): 3 clusters Score: Raw -64415.593341 + Penalty 2299.637881 = -62115.955460 nChanged 0 Trying to split cluster 5 (3829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1823.379289 sec): 2 clusters Score: Raw -231625.480510 + Penalty 1340.683330 = -230284.797180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1823.425196 sec): 3 clusters Score: Raw -229760.721447 + Penalty 2681.366659 = -227079.354787 nChanged 1492 SP:Iteration 1F (1823.485494 sec): 3 clusters Score: Raw -230697.126337 + Penalty 2681.366659 = -228015.759678 nChanged 335 SP:Iteration 2F (1823.525350 sec): 3 clusters Score: Raw -230986.858064 + Penalty 2681.366659 = -228305.491405 nChanged 267 SP:Iteration 3F (1823.572937 sec): 3 clusters Score: Raw -231219.414606 + Penalty 2681.366659 = -228538.047947 nChanged 224 SP:Iteration 4F (1823.626032 sec): 3 clusters Score: Raw -231438.483226 + Penalty 2681.366659 = -228757.116567 nChanged 218 SP:Iteration 5F (1823.681543 sec): 3 clusters Score: Raw -231663.215727 + Penalty 2681.366659 = -228981.849068 nChanged 197 SP:Iteration 6F (1823.734701 sec): 3 clusters Score: Raw -231850.021623 + Penalty 2681.366659 = -229168.654963 nChanged 174 SP:Iteration 7Q (1823.786508 sec): 3 clusters Score: Raw -232027.448177 + Penalty 2681.366659 = -229346.081518 nChanged 158 SP:Iteration 8Q (1823.825249 sec): 3 clusters Score: Raw -232162.616273 + Penalty 2681.366659 = -229481.249614 nChanged 121 SP:Iteration 9Q (1823.873961 sec): 3 clusters Score: Raw -232257.856036 + Penalty 2681.366659 = -229576.489377 nChanged 93 SP:Iteration 10Q (1823.934726 sec): 3 clusters Score: Raw -232326.192980 + Penalty 2681.366659 = -229644.826321 nChanged 71 SP:Iteration 11Q (1823.989737 sec): 3 clusters Score: Raw -232380.617635 + Penalty 2681.366659 = -229699.250976 nChanged 63 SP:Iteration 12Q (1824.044897 sec): 3 clusters Score: Raw -232423.544312 + Penalty 2681.366659 = -229742.177653 nChanged 49 SP:Iteration 13Q (1824.097646 sec): 3 clusters Score: Raw -232451.130097 + Penalty 2681.366659 = -229769.763437 nChanged 52 SP:Iteration 14Q (1824.138541 sec): 3 clusters Score: Raw -232478.454638 + Penalty 2681.366659 = -229797.087979 nChanged 39 SP:Iteration 15Q (1824.194568 sec): 3 clusters Score: Raw -232497.974297 + Penalty 2681.366659 = -229816.607638 nChanged 21 SP:Iteration 16Q (1824.240550 sec): 3 clusters Score: Raw -232510.073667 + Penalty 2681.366659 = -229828.707008 nChanged 18 SP:Iteration 17Q (1824.294159 sec): 3 clusters Score: Raw -232520.292426 + Penalty 2681.366659 = -229838.925767 nChanged 20 SP:Iteration 18Q (1824.344190 sec): 3 clusters Score: Raw -232528.359743 + Penalty 2681.366659 = -229846.993084 nChanged 12 SP:Iteration 19Q (1824.404416 sec): 3 clusters Score: Raw -232531.568180 + Penalty 2681.366659 = -229850.201520 nChanged 6 SP:Iteration 20F (1824.449817 sec): 3 clusters Score: Raw -232533.178374 + Penalty 2681.366659 = -229851.811715 nChanged 5 SP:Iteration 21Q (1824.512114 sec): 3 clusters Score: Raw -232534.771135 + Penalty 2681.366659 = -229853.404476 nChanged 5 SP:Iteration 22Q (1824.566200 sec): 3 clusters Score: Raw -232536.322618 + Penalty 2681.366659 = -229854.955959 nChanged 4 SP:Iteration 23Q (1824.618095 sec): 3 clusters Score: Raw -232537.789013 + Penalty 2681.366659 = -229856.422354 nChanged 4 SP:Iteration 24Q (1824.677514 sec): 3 clusters Score: Raw -232538.288284 + Penalty 2681.366659 = -229856.921625 nChanged 1 SP:Iteration 25Q (1824.730787 sec): 3 clusters Score: Raw -232538.490190 + Penalty 2681.366659 = -229857.123530 nChanged 2 SP:Iteration 26Q (1824.782093 sec): 3 clusters Score: Raw -232539.374579 + Penalty 2681.366659 = -229858.007919 nChanged 2 SP:Iteration 27Q (1824.824816 sec): 3 clusters Score: Raw -232539.970238 + Penalty 2681.366659 = -229858.603578 nChanged 2 SP:Iteration 28Q (1824.888275 sec): 3 clusters Score: Raw -232540.559053 + Penalty 2681.366659 = -229859.192394 nChanged 3 SP:Iteration 29Q (1824.939268 sec): 3 clusters Score: Raw -232541.880418 + Penalty 2681.366659 = -229860.513759 nChanged 3 SP:Iteration 30Q (1824.982715 sec): 3 clusters Score: Raw -232543.081777 + Penalty 2681.366659 = -229861.715118 nChanged 2 SP:Iteration 31Q (1825.037254 sec): 3 clusters Score: Raw -232543.871850 + Penalty 2681.366659 = -229862.505191 nChanged 1 SP:Iteration 32Q (1825.097810 sec): 3 clusters Score: Raw -232544.030812 + Penalty 2681.366659 = -229862.664152 nChanged 0 SP:Iteration 33F (1825.144072 sec): 3 clusters Score: Raw -232544.030812 + Penalty 2681.366659 = -229862.664152 nChanged 0 Trying to split cluster 6 (2725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1825.180279 sec): 2 clusters Score: Raw -165044.603269 + Penalty 1285.411352 = -163759.191917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1825.236365 sec): 3 clusters Score: Raw -163766.767316 + Penalty 2570.822705 = -161195.944611 nChanged 1021 SP:Iteration 1F (1825.288407 sec): 3 clusters Score: Raw -164361.485372 + Penalty 2570.822705 = -161790.662667 nChanged 206 SP:Iteration 2F (1825.336525 sec): 3 clusters Score: Raw -164513.950295 + Penalty 2570.822705 = -161943.127590 nChanged 151 SP:Iteration 3F (1825.384768 sec): 3 clusters Score: Raw -164623.293634 + Penalty 2570.822705 = -162052.470930 nChanged 123 SP:Iteration 4Q (1825.432127 sec): 3 clusters Score: Raw -164708.441796 + Penalty 2570.822705 = -162137.619092 nChanged 102 SP:Iteration 5Q (1825.482317 sec): 3 clusters Score: Raw -164769.370921 + Penalty 2570.822705 = -162198.548216 nChanged 64 SP:Iteration 6Q (1825.532680 sec): 3 clusters Score: Raw -164802.727989 + Penalty 2570.822705 = -162231.905284 nChanged 56 SP:Iteration 7Q (1825.583559 sec): 3 clusters Score: Raw -164828.566769 + Penalty 2570.822705 = -162257.744064 nChanged 39 SP:Iteration 8Q (1825.622085 sec): 3 clusters Score: Raw -164843.846336 + Penalty 2570.822705 = -162273.023631 nChanged 26 SP:Iteration 9Q (1825.683799 sec): 3 clusters Score: Raw -164854.418241 + Penalty 2570.822705 = -162283.595536 nChanged 26 SP:Iteration 10Q (1825.733317 sec): 3 clusters Score: Raw -164865.226015 + Penalty 2570.822705 = -162294.403310 nChanged 22 SP:Iteration 11Q (1825.785249 sec): 3 clusters Score: Raw -164876.102864 + Penalty 2570.822705 = -162305.280159 nChanged 23 SP:Iteration 12Q (1825.831175 sec): 3 clusters Score: Raw -164888.121007 + Penalty 2570.822705 = -162317.298302 nChanged 19 SP:Iteration 13Q (1825.887920 sec): 3 clusters Score: Raw -164894.300222 + Penalty 2570.822705 = -162323.477518 nChanged 8 SP:Iteration 14Q (1825.942178 sec): 3 clusters Score: Raw -164896.196494 + Penalty 2570.822705 = -162325.373790 nChanged 8 SP:Iteration 15Q (1825.997831 sec): 3 clusters Score: Raw -164898.489468 + Penalty 2570.822705 = -162327.666763 nChanged 10 SP:Iteration 16Q (1826.041102 sec): 3 clusters Score: Raw -164901.685567 + Penalty 2570.822705 = -162330.862862 nChanged 7 SP:Iteration 17Q (1826.093785 sec): 3 clusters Score: Raw -164905.268285 + Penalty 2570.822705 = -162334.445580 nChanged 16 SP:Iteration 18Q (1826.139936 sec): 3 clusters Score: Raw -164911.370091 + Penalty 2570.822705 = -162340.547386 nChanged 13 SP:Iteration 19Q (1826.194801 sec): 3 clusters Score: Raw -164916.065832 + Penalty 2570.822705 = -162345.243127 nChanged 15 SP:Iteration 20F (1826.260873 sec): 3 clusters Score: Raw -164922.369337 + Penalty 2570.822705 = -162351.546632 nChanged 15 SP:Iteration 21Q (1826.312163 sec): 3 clusters Score: Raw -164926.595040 + Penalty 2570.822705 = -162355.772335 nChanged 5 SP:Iteration 22Q (1826.357734 sec): 3 clusters Score: Raw -164928.013428 + Penalty 2570.822705 = -162357.190723 nChanged 5 SP:Iteration 23Q (1826.401108 sec): 3 clusters Score: Raw -164929.531860 + Penalty 2570.822705 = -162358.709155 nChanged 3 SP:Iteration 24Q (1826.464022 sec): 3 clusters Score: Raw -164930.236950 + Penalty 2570.822705 = -162359.414245 nChanged 2 SP:Iteration 25Q (1826.506233 sec): 3 clusters Score: Raw -164931.115077 + Penalty 2570.822705 = -162360.292372 nChanged 6 SP:Iteration 26Q (1826.566267 sec): 3 clusters Score: Raw -164933.577680 + Penalty 2570.822705 = -162362.754975 nChanged 7 SP:Iteration 27Q (1826.622525 sec): 3 clusters Score: Raw -164934.954392 + Penalty 2570.822705 = -162364.131688 nChanged 5 SP:Iteration 28Q (1826.678708 sec): 3 clusters Score: Raw -164936.632737 + Penalty 2570.822705 = -162365.810032 nChanged 4 SP:Iteration 29Q (1826.729966 sec): 3 clusters Score: Raw -164937.461153 + Penalty 2570.822705 = -162366.638448 nChanged 5 SP:Iteration 30Q (1826.772550 sec): 3 clusters Score: Raw -164939.567513 + Penalty 2570.822705 = -162368.744809 nChanged 5 SP:Iteration 31Q (1826.830461 sec): 3 clusters Score: Raw -164941.403838 + Penalty 2570.822705 = -162370.581133 nChanged 9 SP:Iteration 32Q (1826.879902 sec): 3 clusters Score: Raw -164945.046828 + Penalty 2570.822705 = -162374.224123 nChanged 5 SP:Iteration 33Q (1826.933995 sec): 3 clusters Score: Raw -164946.435528 + Penalty 2570.822705 = -162375.612824 nChanged 5 SP:Iteration 34Q (1826.985047 sec): 3 clusters Score: Raw -164947.558354 + Penalty 2570.822705 = -162376.735649 nChanged 5 SP:Iteration 35Q (1827.041443 sec): 3 clusters Score: Raw -164948.608828 + Penalty 2570.822705 = -162377.786123 nChanged 5 SP:Iteration 36Q (1827.084555 sec): 3 clusters Score: Raw -164950.587238 + Penalty 2570.822705 = -162379.764533 nChanged 5 SP:Iteration 37Q (1827.145191 sec): 3 clusters Score: Raw -164952.291731 + Penalty 2570.822705 = -162381.469026 nChanged 6 SP:Iteration 38Q (1827.201744 sec): 3 clusters Score: Raw -164955.776789 + Penalty 2570.822705 = -162384.954084 nChanged 8 SP:Iteration 39Q (1827.256651 sec): 3 clusters Score: Raw -164959.022891 + Penalty 2570.822705 = -162388.200186 nChanged 8 SP:Iteration 40F (1827.298978 sec): 3 clusters Score: Raw -164961.886181 + Penalty 2570.822705 = -162391.063476 nChanged 7 SP:Iteration 41Q (1827.341772 sec): 3 clusters Score: Raw -164965.435259 + Penalty 2570.822705 = -162394.612554 nChanged 11 SP:Iteration 42Q (1827.405005 sec): 3 clusters Score: Raw -164969.720731 + Penalty 2570.822705 = -162398.898026 nChanged 13 SP:Iteration 43Q (1827.454523 sec): 3 clusters Score: Raw -164975.258110 + Penalty 2570.822705 = -162404.435405 nChanged 8 SP:Iteration 44Q (1827.493863 sec): 3 clusters Score: Raw -164978.055486 + Penalty 2570.822705 = -162407.232781 nChanged 9 SP:Iteration 45Q (1827.556706 sec): 3 clusters Score: Raw -164981.877502 + Penalty 2570.822705 = -162411.054797 nChanged 10 SP:Iteration 46Q (1827.611030 sec): 3 clusters Score: Raw -164984.604981 + Penalty 2570.822705 = -162413.782276 nChanged 4 SP:Iteration 47Q (1827.658334 sec): 3 clusters Score: Raw -164985.735186 + Penalty 2570.822705 = -162414.912481 nChanged 3 SP:Iteration 48Q (1827.701929 sec): 3 clusters Score: Raw -164988.595811 + Penalty 2570.822705 = -162417.773107 nChanged 8 SP:Iteration 49Q (1827.756880 sec): 3 clusters Score: Raw -164992.348625 + Penalty 2570.822705 = -162421.525920 nChanged 6 SP:Iteration 50Q (1827.810099 sec): 3 clusters Score: Raw -164994.541562 + Penalty 2570.822705 = -162423.718857 nChanged 5 SP:Iteration 51Q (1827.863124 sec): 3 clusters Score: Raw -164997.133900 + Penalty 2570.822705 = -162426.311195 nChanged 1 SP:Iteration 52Q (1827.916195 sec): 3 clusters Score: Raw -164997.480242 + Penalty 2570.822705 = -162426.657538 nChanged 0 SP:Iteration 53F (1827.968469 sec): 3 clusters Score: Raw -164997.480242 + Penalty 2570.822705 = -162426.657538 nChanged 0 Trying to split cluster 7 (14059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1828.019391 sec): 2 clusters Score: Raw -880168.757517 + Penalty 1552.040431 = -878616.717085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1828.092064 sec): 3 clusters Score: Raw -871931.982196 + Penalty 3104.080863 = -868827.901333 nChanged 6210 SP:Iteration 1F (1828.165423 sec): 3 clusters Score: Raw -875247.157764 + Penalty 3104.080863 = -872143.076901 nChanged 785 SP:Iteration 2F (1828.236569 sec): 3 clusters Score: Raw -875575.431581 + Penalty 3104.080863 = -872471.350718 nChanged 722 SP:Iteration 3F (1828.308032 sec): 3 clusters Score: Raw -875871.884818 + Penalty 3104.080863 = -872767.803955 nChanged 623 SP:Iteration 4Q (1828.378663 sec): 3 clusters Score: Raw -876120.592794 + Penalty 3104.080863 = -873016.511932 nChanged 560 SP:Iteration 5Q (1828.449766 sec): 3 clusters Score: Raw -876345.768025 + Penalty 3104.080863 = -873241.687163 nChanged 568 SP:Iteration 6Q (1828.521743 sec): 3 clusters Score: Raw -876598.946373 + Penalty 3104.080863 = -873494.865510 nChanged 574 SP:Iteration 7Q (1828.593276 sec): 3 clusters Score: Raw -876889.748989 + Penalty 3104.080863 = -873785.668126 nChanged 554 SP:Iteration 8Q (1828.665814 sec): 3 clusters Score: Raw -877196.846633 + Penalty 3104.080863 = -874092.765770 nChanged 574 SP:Iteration 9Q (1828.733702 sec): 3 clusters Score: Raw -877550.538988 + Penalty 3104.080863 = -874446.458126 nChanged 563 SP:Iteration 10Q (1828.810588 sec): 3 clusters Score: Raw -877941.959294 + Penalty 3104.080863 = -874837.878431 nChanged 546 SP:Iteration 11Q (1828.881027 sec): 3 clusters Score: Raw -878351.376946 + Penalty 3104.080863 = -875247.296083 nChanged 498 SP:Iteration 12Q (1828.950178 sec): 3 clusters Score: Raw -878681.894686 + Penalty 3104.080863 = -875577.813823 nChanged 418 SP:Iteration 13Q (1829.019473 sec): 3 clusters Score: Raw -878930.966242 + Penalty 3104.080863 = -875826.885379 nChanged 353 SP:Iteration 14Q (1829.089064 sec): 3 clusters Score: Raw -879140.469112 + Penalty 3104.080863 = -876036.388250 nChanged 280 SP:Iteration 15Q (1829.161138 sec): 3 clusters Score: Raw -879309.350327 + Penalty 3104.080863 = -876205.269464 nChanged 266 SP:Iteration 16Q (1829.219789 sec): 3 clusters Score: Raw -879477.014365 + Penalty 3104.080863 = -876372.933503 nChanged 232 SP:Iteration 17Q (1829.300650 sec): 3 clusters Score: Raw -879623.341867 + Penalty 3104.080863 = -876519.261005 nChanged 198 SP:Iteration 18Q (1829.369430 sec): 3 clusters Score: Raw -879733.561023 + Penalty 3104.080863 = -876629.480161 nChanged 175 SP:Iteration 19Q (1829.437985 sec): 3 clusters Score: Raw -879828.588160 + Penalty 3104.080863 = -876724.507297 nChanged 141 SP:Iteration 20F (1829.512910 sec): 3 clusters Score: Raw -879909.437009 + Penalty 3104.080863 = -876805.356146 nChanged 121 SP:Iteration 21Q (1829.577998 sec): 3 clusters Score: Raw -879976.122362 + Penalty 3104.080863 = -876872.041500 nChanged 119 SP:Iteration 22Q (1829.647013 sec): 3 clusters Score: Raw -880042.949890 + Penalty 3104.080863 = -876938.869027 nChanged 116 SP:Iteration 23Q (1829.714630 sec): 3 clusters Score: Raw -880108.397835 + Penalty 3104.080863 = -877004.316973 nChanged 92 SP:Iteration 24Q (1829.772195 sec): 3 clusters Score: Raw -880167.196008 + Penalty 3104.080863 = -877063.115145 nChanged 78 SP:Iteration 25Q (1829.838870 sec): 3 clusters Score: Raw -880218.315761 + Penalty 3104.080863 = -877114.234899 nChanged 74 SP:Iteration 26Q (1829.918028 sec): 3 clusters Score: Raw -880261.631468 + Penalty 3104.080863 = -877157.550606 nChanged 55 SP:Iteration 27Q (1829.988494 sec): 3 clusters Score: Raw -880291.981061 + Penalty 3104.080863 = -877187.900199 nChanged 43 SP:Iteration 28Q (1830.055850 sec): 3 clusters Score: Raw -880312.668241 + Penalty 3104.080863 = -877208.587378 nChanged 35 SP:Iteration 29Q (1830.117668 sec): 3 clusters Score: Raw -880331.759907 + Penalty 3104.080863 = -877227.679044 nChanged 30 SP:Iteration 30Q (1830.187582 sec): 3 clusters Score: Raw -880346.949704 + Penalty 3104.080863 = -877242.868842 nChanged 27 SP:Iteration 31Q (1830.248701 sec): 3 clusters Score: Raw -880363.516713 + Penalty 3104.080863 = -877259.435850 nChanged 24 SP:Iteration 32Q (1830.302429 sec): 3 clusters Score: Raw -880377.883349 + Penalty 3104.080863 = -877273.802486 nChanged 17 SP:Iteration 33Q (1830.367140 sec): 3 clusters Score: Raw -880388.588736 + Penalty 3104.080863 = -877284.507874 nChanged 14 SP:Iteration 34Q (1830.438991 sec): 3 clusters Score: Raw -880394.694109 + Penalty 3104.080863 = -877290.613247 nChanged 10 SP:Iteration 35Q (1830.503172 sec): 3 clusters Score: Raw -880401.445852 + Penalty 3104.080863 = -877297.364989 nChanged 15 SP:Iteration 36Q (1830.567756 sec): 3 clusters Score: Raw -880409.629174 + Penalty 3104.080863 = -877305.548311 nChanged 6 SP:Iteration 37Q (1830.635072 sec): 3 clusters Score: Raw -880412.205548 + Penalty 3104.080863 = -877308.124685 nChanged 4 SP:Iteration 38Q (1830.703472 sec): 3 clusters Score: Raw -880413.845399 + Penalty 3104.080863 = -877309.764536 nChanged 3 SP:Iteration 39Q (1830.769494 sec): 3 clusters Score: Raw -880415.001264 + Penalty 3104.080863 = -877310.920402 nChanged 2 SP:Iteration 40F (1830.825243 sec): 3 clusters Score: Raw -880415.646624 + Penalty 3104.080863 = -877311.565761 nChanged 0 Trying to split cluster 8 (1003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1830.863667 sec): 2 clusters Score: Raw -57305.900500 + Penalty 1122.997003 = -56182.903497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1830.898824 sec): 3 clusters Score: Raw -56960.530796 + Penalty 2245.994006 = -54714.536790 nChanged 316 SP:Iteration 1F (1830.951940 sec): 3 clusters Score: Raw -57241.104253 + Penalty 2245.994006 = -54995.110247 nChanged 79 SP:Iteration 2F (1830.997855 sec): 3 clusters Score: Raw -57334.369249 + Penalty 2245.994006 = -55088.375243 nChanged 49 SP:Iteration 3Q (1831.040896 sec): 3 clusters Score: Raw -57390.067885 + Penalty 2245.994006 = -55144.073879 nChanged 35 SP:Iteration 4Q (1831.078688 sec): 3 clusters Score: Raw -57428.585644 + Penalty 2245.994006 = -55182.591638 nChanged 22 SP:Iteration 5Q (1831.129250 sec): 3 clusters Score: Raw -57446.032772 + Penalty 2245.994006 = -55200.038766 nChanged 13 SP:Iteration 6Q (1831.177252 sec): 3 clusters Score: Raw -57462.077187 + Penalty 2245.994006 = -55216.083181 nChanged 18 SP:Iteration 7Q (1831.228368 sec): 3 clusters Score: Raw -57481.399114 + Penalty 2245.994006 = -55235.405107 nChanged 16 SP:Iteration 8Q (1831.280443 sec): 3 clusters Score: Raw -57494.336612 + Penalty 2245.994006 = -55248.342605 nChanged 7 SP:Iteration 9Q (1831.330428 sec): 3 clusters Score: Raw -57499.255507 + Penalty 2245.994006 = -55253.261501 nChanged 5 SP:Iteration 10Q (1831.380486 sec): 3 clusters Score: Raw -57503.882687 + Penalty 2245.994006 = -55257.888681 nChanged 1 SP:Iteration 11Q (1831.436437 sec): 3 clusters Score: Raw -57505.500596 + Penalty 2245.994006 = -55259.506590 nChanged 5 SP:Iteration 12Q (1831.481285 sec): 3 clusters Score: Raw -57509.787366 + Penalty 2245.994006 = -55263.793360 nChanged 4 SP:Iteration 13Q (1831.533521 sec): 3 clusters Score: Raw -57511.521952 + Penalty 2245.994006 = -55265.527946 nChanged 5 SP:Iteration 14Q (1831.581092 sec): 3 clusters Score: Raw -57515.673893 + Penalty 2245.994006 = -55269.679887 nChanged 5 SP:Iteration 15Q (1831.623789 sec): 3 clusters Score: Raw -57519.165610 + Penalty 2245.994006 = -55273.171604 nChanged 3 SP:Iteration 16Q (1831.675022 sec): 3 clusters Score: Raw -57521.288533 + Penalty 2245.994006 = -55275.294527 nChanged 3 SP:Iteration 17Q (1831.717638 sec): 3 clusters Score: Raw -57523.054736 + Penalty 2245.994006 = -55277.060729 nChanged 2 SP:Iteration 18Q (1831.762469 sec): 3 clusters Score: Raw -57525.514631 + Penalty 2245.994006 = -55279.520625 nChanged 2 SP:Iteration 19Q (1831.810278 sec): 3 clusters Score: Raw -57528.320929 + Penalty 2245.994006 = -55282.326923 nChanged 1 SP:Iteration 20F (1831.859950 sec): 3 clusters Score: Raw -57528.825489 + Penalty 2245.994006 = -55282.831483 nChanged 0 Trying to split cluster 9 (7435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1831.887305 sec): 2 clusters Score: Raw -429094.435955 + Penalty 1448.517502 = -427645.918453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1831.946348 sec): 3 clusters Score: Raw -425015.464880 + Penalty 2897.035004 = -422118.429876 nChanged 3094 SP:Iteration 1F (1832.021012 sec): 3 clusters Score: Raw -426855.314560 + Penalty 2897.035004 = -423958.279556 nChanged 564 SP:Iteration 2F (1832.077247 sec): 3 clusters Score: Raw -427243.724628 + Penalty 2897.035004 = -424346.689624 nChanged 555 SP:Iteration 3F (1832.138491 sec): 3 clusters Score: Raw -427657.292199 + Penalty 2897.035004 = -424760.257195 nChanged 505 SP:Iteration 4F (1832.199840 sec): 3 clusters Score: Raw -428042.881962 + Penalty 2897.035004 = -425145.846957 nChanged 434 SP:Iteration 5F (1832.260254 sec): 3 clusters Score: Raw -428377.600609 + Penalty 2897.035004 = -425480.565605 nChanged 366 SP:Iteration 6Q (1832.308411 sec): 3 clusters Score: Raw -428636.253492 + Penalty 2897.035004 = -425739.218488 nChanged 266 SP:Iteration 7Q (1832.371604 sec): 3 clusters Score: Raw -428818.833891 + Penalty 2897.035004 = -425921.798887 nChanged 199 SP:Iteration 8Q (1832.427921 sec): 3 clusters Score: Raw -428948.140131 + Penalty 2897.035004 = -426051.105127 nChanged 126 SP:Iteration 9Q (1832.483434 sec): 3 clusters Score: Raw -429034.578732 + Penalty 2897.035004 = -426137.543728 nChanged 102 SP:Iteration 10Q (1832.540181 sec): 3 clusters Score: Raw -429106.261807 + Penalty 2897.035004 = -426209.226802 nChanged 78 SP:Iteration 11Q (1832.597739 sec): 3 clusters Score: Raw -429158.915176 + Penalty 2897.035004 = -426261.880172 nChanged 65 SP:Iteration 12Q (1832.653763 sec): 3 clusters Score: Raw -429196.594638 + Penalty 2897.035004 = -426299.559634 nChanged 50 SP:Iteration 13Q (1832.708235 sec): 3 clusters Score: Raw -429229.072158 + Penalty 2897.035004 = -426332.037154 nChanged 38 SP:Iteration 14Q (1832.773284 sec): 3 clusters Score: Raw -429248.892658 + Penalty 2897.035004 = -426351.857654 nChanged 37 SP:Iteration 15Q (1832.830296 sec): 3 clusters Score: Raw -429266.314645 + Penalty 2897.035004 = -426369.279640 nChanged 33 SP:Iteration 16Q (1832.887959 sec): 3 clusters Score: Raw -429277.761928 + Penalty 2897.035004 = -426380.726924 nChanged 20 SP:Iteration 17Q (1832.946218 sec): 3 clusters Score: Raw -429283.633651 + Penalty 2897.035004 = -426386.598647 nChanged 14 SP:Iteration 18Q (1832.997063 sec): 3 clusters Score: Raw -429287.471206 + Penalty 2897.035004 = -426390.436202 nChanged 11 SP:Iteration 19Q (1833.063113 sec): 3 clusters Score: Raw -429290.380518 + Penalty 2897.035004 = -426393.345514 nChanged 10 SP:Iteration 20F (1833.115267 sec): 3 clusters Score: Raw -429294.628136 + Penalty 2897.035004 = -426397.593132 nChanged 11 SP:Iteration 21Q (1833.173949 sec): 3 clusters Score: Raw -429297.458885 + Penalty 2897.035004 = -426400.423880 nChanged 10 SP:Iteration 22Q (1833.232703 sec): 3 clusters Score: Raw -429299.942270 + Penalty 2897.035004 = -426402.907266 nChanged 8 SP:Iteration 23Q (1833.300854 sec): 3 clusters Score: Raw -429302.289865 + Penalty 2897.035004 = -426405.254861 nChanged 9 SP:Iteration 24Q (1833.355882 sec): 3 clusters Score: Raw -429304.735072 + Penalty 2897.035004 = -426407.700067 nChanged 9 SP:Iteration 25Q (1833.405472 sec): 3 clusters Score: Raw -429306.945705 + Penalty 2897.035004 = -426409.910701 nChanged 8 SP:Iteration 26Q (1833.467583 sec): 3 clusters Score: Raw -429309.660306 + Penalty 2897.035004 = -426412.625301 nChanged 14 SP:Iteration 27Q (1833.525157 sec): 3 clusters Score: Raw -429314.283673 + Penalty 2897.035004 = -426417.248668 nChanged 10 SP:Iteration 28Q (1833.578398 sec): 3 clusters Score: Raw -429316.561516 + Penalty 2897.035004 = -426419.526511 nChanged 9 SP:Iteration 29Q (1833.636269 sec): 3 clusters Score: Raw -429319.858136 + Penalty 2897.035004 = -426422.823131 nChanged 8 SP:Iteration 30Q (1833.694598 sec): 3 clusters Score: Raw -429322.746963 + Penalty 2897.035004 = -426425.711959 nChanged 8 SP:Iteration 31Q (1833.763365 sec): 3 clusters Score: Raw -429325.518345 + Penalty 2897.035004 = -426428.483341 nChanged 7 SP:Iteration 32Q (1833.811229 sec): 3 clusters Score: Raw -429327.465529 + Penalty 2897.035004 = -426430.430525 nChanged 6 SP:Iteration 33Q (1833.879343 sec): 3 clusters Score: Raw -429328.557178 + Penalty 2897.035004 = -426431.522174 nChanged 2 SP:Iteration 34Q (1833.931478 sec): 3 clusters Score: Raw -429328.897055 + Penalty 2897.035004 = -426431.862051 nChanged 1 SP:Iteration 35Q (1833.989704 sec): 3 clusters Score: Raw -429329.050905 + Penalty 2897.035004 = -426432.015901 nChanged 1 SP:Iteration 36Q (1834.062280 sec): 3 clusters Score: Raw -429329.448957 + Penalty 2897.035004 = -426432.413953 nChanged 2 SP:Iteration 37Q (1834.122600 sec): 3 clusters Score: Raw -429329.708498 + Penalty 2897.035004 = -426432.673494 nChanged 0 SP:Iteration 38F (1834.184665 sec): 3 clusters Score: Raw -429329.708498 + Penalty 2897.035004 = -426432.673494 nChanged 0 Trying to split cluster 10 (2598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1834.213396 sec): 2 clusters Score: Raw -158904.129897 + Penalty 1277.655795 = -157626.474102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1834.264835 sec): 3 clusters Score: Raw -157710.398952 + Penalty 2555.311589 = -155155.087363 nChanged 954 SP:Iteration 1F (1834.305454 sec): 3 clusters Score: Raw -158271.873880 + Penalty 2555.311589 = -155716.562291 nChanged 213 SP:Iteration 2F (1834.363211 sec): 3 clusters Score: Raw -158398.061667 + Penalty 2555.311589 = -155842.750078 nChanged 125 SP:Iteration 3Q (1834.409462 sec): 3 clusters Score: Raw -158470.894275 + Penalty 2555.311589 = -155915.582686 nChanged 93 SP:Iteration 4Q (1834.461883 sec): 3 clusters Score: Raw -158514.939377 + Penalty 2555.311589 = -155959.627788 nChanged 62 SP:Iteration 5Q (1834.512007 sec): 3 clusters Score: Raw -158547.519126 + Penalty 2555.311589 = -155992.207536 nChanged 50 SP:Iteration 6Q (1834.560241 sec): 3 clusters Score: Raw -158573.407052 + Penalty 2555.311589 = -156018.095463 nChanged 46 SP:Iteration 7Q (1834.608495 sec): 3 clusters Score: Raw -158597.195212 + Penalty 2555.311589 = -156041.883623 nChanged 45 SP:Iteration 8Q (1834.661569 sec): 3 clusters Score: Raw -158618.757858 + Penalty 2555.311589 = -156063.446269 nChanged 37 SP:Iteration 9Q (1834.709545 sec): 3 clusters Score: Raw -158634.051209 + Penalty 2555.311589 = -156078.739619 nChanged 35 SP:Iteration 10Q (1834.757541 sec): 3 clusters Score: Raw -158649.813744 + Penalty 2555.311589 = -156094.502155 nChanged 35 SP:Iteration 11Q (1834.795839 sec): 3 clusters Score: Raw -158669.750723 + Penalty 2555.311589 = -156114.439134 nChanged 38 SP:Iteration 12Q (1834.849558 sec): 3 clusters Score: Raw -158690.065689 + Penalty 2555.311589 = -156134.754100 nChanged 30 SP:Iteration 13Q (1834.893500 sec): 3 clusters Score: Raw -158700.454558 + Penalty 2555.311589 = -156145.142969 nChanged 30 SP:Iteration 14Q (1834.951894 sec): 3 clusters Score: Raw -158711.824781 + Penalty 2555.311589 = -156156.513192 nChanged 27 SP:Iteration 15Q (1835.003726 sec): 3 clusters Score: Raw -158720.980301 + Penalty 2555.311589 = -156165.668711 nChanged 19 SP:Iteration 16Q (1835.043653 sec): 3 clusters Score: Raw -158728.544294 + Penalty 2555.311589 = -156173.232704 nChanged 23 SP:Iteration 17Q (1835.104621 sec): 3 clusters Score: Raw -158735.047222 + Penalty 2555.311589 = -156179.735633 nChanged 10 SP:Iteration 18Q (1835.156445 sec): 3 clusters Score: Raw -158738.046467 + Penalty 2555.311589 = -156182.734878 nChanged 6 SP:Iteration 19Q (1835.203074 sec): 3 clusters Score: Raw -158740.220853 + Penalty 2555.311589 = -156184.909264 nChanged 4 SP:Iteration 20F (1835.243141 sec): 3 clusters Score: Raw -158741.576388 + Penalty 2555.311589 = -156186.264799 nChanged 4 SP:Iteration 21Q (1835.299883 sec): 3 clusters Score: Raw -158742.499658 + Penalty 2555.311589 = -156187.188069 nChanged 1 SP:Iteration 22Q (1835.354230 sec): 3 clusters Score: Raw -158742.814154 + Penalty 2555.311589 = -156187.502565 nChanged 1 SP:Iteration 23Q (1835.404233 sec): 3 clusters Score: Raw -158743.292735 + Penalty 2555.311589 = -156187.981146 nChanged 3 SP:Iteration 24Q (1835.449027 sec): 3 clusters Score: Raw -158744.260839 + Penalty 2555.311589 = -156188.949250 nChanged 2 SP:Iteration 25Q (1835.507119 sec): 3 clusters Score: Raw -158744.656519 + Penalty 2555.311589 = -156189.344930 nChanged 1 SP:Iteration 26Q (1835.562062 sec): 3 clusters Score: Raw -158744.853555 + Penalty 2555.311589 = -156189.541966 nChanged 0 SP:Iteration 27F (1835.606373 sec): 3 clusters Score: Raw -158744.853555 + Penalty 2555.311589 = -156189.541966 nChanged 0 Trying to split cluster 11 (3215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1835.634492 sec): 2 clusters Score: Raw -206892.410958 + Penalty 1312.282178 = -205580.128779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1835.687506 sec): 3 clusters Score: Raw -205365.582642 + Penalty 2624.564357 = -202741.018285 nChanged 1233 SP:Iteration 1F (1835.740416 sec): 3 clusters Score: Raw -206076.925504 + Penalty 2624.564357 = -203452.361147 nChanged 242 SP:Iteration 2F (1835.796166 sec): 3 clusters Score: Raw -206198.550235 + Penalty 2624.564357 = -203573.985878 nChanged 138 SP:Iteration 3Q (1835.846782 sec): 3 clusters Score: Raw -206262.801561 + Penalty 2624.564357 = -203638.237204 nChanged 93 SP:Iteration 4Q (1835.898124 sec): 3 clusters Score: Raw -206301.293793 + Penalty 2624.564357 = -203676.729436 nChanged 75 SP:Iteration 5Q (1835.948091 sec): 3 clusters Score: Raw -206328.264143 + Penalty 2624.564357 = -203703.699786 nChanged 58 SP:Iteration 6Q (1835.991009 sec): 3 clusters Score: Raw -206352.181404 + Penalty 2624.564357 = -203727.617047 nChanged 52 SP:Iteration 7Q (1836.036360 sec): 3 clusters Score: Raw -206373.449934 + Penalty 2624.564357 = -203748.885577 nChanged 47 SP:Iteration 8Q (1836.085594 sec): 3 clusters Score: Raw -206392.239303 + Penalty 2624.564357 = -203767.674946 nChanged 31 SP:Iteration 9Q (1836.136608 sec): 3 clusters Score: Raw -206403.077863 + Penalty 2624.564357 = -203778.513506 nChanged 32 SP:Iteration 10Q (1836.198926 sec): 3 clusters Score: Raw -206413.051353 + Penalty 2624.564357 = -203788.486996 nChanged 30 SP:Iteration 11Q (1836.248184 sec): 3 clusters Score: Raw -206423.293550 + Penalty 2624.564357 = -203798.729193 nChanged 25 SP:Iteration 12Q (1836.287020 sec): 3 clusters Score: Raw -206431.284676 + Penalty 2624.564357 = -203806.720319 nChanged 25 SP:Iteration 13Q (1836.340007 sec): 3 clusters Score: Raw -206438.799716 + Penalty 2624.564357 = -203814.235359 nChanged 19 SP:Iteration 14Q (1836.389160 sec): 3 clusters Score: Raw -206445.316817 + Penalty 2624.564357 = -203820.752460 nChanged 25 SP:Iteration 15Q (1836.440255 sec): 3 clusters Score: Raw -206453.054283 + Penalty 2624.564357 = -203828.489926 nChanged 17 SP:Iteration 16Q (1836.492609 sec): 3 clusters Score: Raw -206458.701221 + Penalty 2624.564357 = -203834.136865 nChanged 19 SP:Iteration 17Q (1836.543351 sec): 3 clusters Score: Raw -206465.984377 + Penalty 2624.564357 = -203841.420020 nChanged 25 SP:Iteration 18Q (1836.606268 sec): 3 clusters Score: Raw -206473.040124 + Penalty 2624.564357 = -203848.475767 nChanged 9 SP:Iteration 19Q (1836.657189 sec): 3 clusters Score: Raw -206476.554297 + Penalty 2624.564357 = -203851.989940 nChanged 7 SP:Iteration 20F (1836.712487 sec): 3 clusters Score: Raw -206478.144514 + Penalty 2624.564357 = -203853.580157 nChanged 6 SP:Iteration 21Q (1836.764224 sec): 3 clusters Score: Raw -206479.356219 + Penalty 2624.564357 = -203854.791862 nChanged 4 SP:Iteration 22Q (1836.815196 sec): 3 clusters Score: Raw -206480.702927 + Penalty 2624.564357 = -203856.138570 nChanged 3 SP:Iteration 23Q (1836.857133 sec): 3 clusters Score: Raw -206481.253505 + Penalty 2624.564357 = -203856.689148 nChanged 2 SP:Iteration 24Q (1836.922530 sec): 3 clusters Score: Raw -206481.725042 + Penalty 2624.564357 = -203857.160685 nChanged 4 SP:Iteration 25Q (1836.967391 sec): 3 clusters Score: Raw -206482.546811 + Penalty 2624.564357 = -203857.982454 nChanged 5 SP:Iteration 26Q (1837.014196 sec): 3 clusters Score: Raw -206483.291815 + Penalty 2624.564357 = -203858.727458 nChanged 2 SP:Iteration 27Q (1837.063129 sec): 3 clusters Score: Raw -206483.961199 + Penalty 2624.564357 = -203859.396842 nChanged 4 SP:Iteration 28Q (1837.121274 sec): 3 clusters Score: Raw -206485.784536 + Penalty 2624.564357 = -203861.220179 nChanged 6 SP:Iteration 29Q (1837.176612 sec): 3 clusters Score: Raw -206487.684467 + Penalty 2624.564357 = -203863.120110 nChanged 5 SP:Iteration 30Q (1837.218524 sec): 3 clusters Score: Raw -206489.094487 + Penalty 2624.564357 = -203864.530130 nChanged 5 SP:Iteration 31Q (1837.271618 sec): 3 clusters Score: Raw -206490.665459 + Penalty 2624.564357 = -203866.101102 nChanged 4 SP:Iteration 32Q (1837.321240 sec): 3 clusters Score: Raw -206491.438295 + Penalty 2624.564357 = -203866.873938 nChanged 4 SP:Iteration 33Q (1837.369749 sec): 3 clusters Score: Raw -206492.589000 + Penalty 2624.564357 = -203868.024643 nChanged 5 SP:Iteration 34Q (1837.431262 sec): 3 clusters Score: Raw -206493.753902 + Penalty 2624.564357 = -203869.189545 nChanged 4 SP:Iteration 35Q (1837.480768 sec): 3 clusters Score: Raw -206494.580112 + Penalty 2624.564357 = -203870.015756 nChanged 2 SP:Iteration 36Q (1837.538182 sec): 3 clusters Score: Raw -206495.082002 + Penalty 2624.564357 = -203870.517645 nChanged 4 SP:Iteration 37Q (1837.592370 sec): 3 clusters Score: Raw -206496.270789 + Penalty 2624.564357 = -203871.706432 nChanged 6 SP:Iteration 38Q (1837.645335 sec): 3 clusters Score: Raw -206498.096061 + Penalty 2624.564357 = -203873.531704 nChanged 6 SP:Iteration 39Q (1837.688006 sec): 3 clusters Score: Raw -206499.399452 + Penalty 2624.564357 = -203874.835095 nChanged 1 SP:Iteration 40F (1837.738248 sec): 3 clusters Score: Raw -206500.175486 + Penalty 2624.564357 = -203875.611129 nChanged 6 SP:Iteration 41Q (1837.783697 sec): 3 clusters Score: Raw -206502.213658 + Penalty 2624.564357 = -203877.649301 nChanged 5 SP:Iteration 42Q (1837.839265 sec): 3 clusters Score: Raw -206503.979737 + Penalty 2624.564357 = -203879.415380 nChanged 2 SP:Iteration 43Q (1837.883004 sec): 3 clusters Score: Raw -206504.577798 + Penalty 2624.564357 = -203880.013441 nChanged 3 SP:Iteration 44Q (1837.936032 sec): 3 clusters Score: Raw -206505.306511 + Penalty 2624.564357 = -203880.742154 nChanged 1 SP:Iteration 45Q (1837.988411 sec): 3 clusters Score: Raw -206505.411503 + Penalty 2624.564357 = -203880.847146 nChanged 0 SP:Iteration 46F (1838.043945 sec): 3 clusters Score: Raw -206505.411503 + Penalty 2624.564357 = -203880.847146 nChanged 0 Trying to split cluster 12 (4592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1838.069169 sec): 2 clusters Score: Raw -227176.911775 + Penalty 1370.211527 = -225806.700248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1838.135652 sec): 3 clusters Score: Raw -224884.714107 + Penalty 2740.423055 = -222144.291052 nChanged 1888 SP:Iteration 1F (1838.183877 sec): 3 clusters Score: Raw -226224.372435 + Penalty 2740.423055 = -223483.949380 nChanged 404 SP:Iteration 2F (1838.239703 sec): 3 clusters Score: Raw -226537.766088 + Penalty 2740.423055 = -223797.343033 nChanged 294 SP:Iteration 3F (1838.296329 sec): 3 clusters Score: Raw -226755.800214 + Penalty 2740.423055 = -224015.377159 nChanged 257 SP:Iteration 4F (1838.352796 sec): 3 clusters Score: Raw -226942.576693 + Penalty 2740.423055 = -224202.153638 nChanged 218 SP:Iteration 5Q (1838.420938 sec): 3 clusters Score: Raw -227104.305070 + Penalty 2740.423055 = -224363.882015 nChanged 200 SP:Iteration 6Q (1838.477003 sec): 3 clusters Score: Raw -227252.760673 + Penalty 2740.423055 = -224512.337618 nChanged 199 SP:Iteration 7Q (1838.530272 sec): 3 clusters Score: Raw -227407.774079 + Penalty 2740.423055 = -224667.351024 nChanged 184 SP:Iteration 8Q (1838.579596 sec): 3 clusters Score: Raw -227543.036298 + Penalty 2740.423055 = -224802.613243 nChanged 166 SP:Iteration 9Q (1838.639600 sec): 3 clusters Score: Raw -227673.012762 + Penalty 2740.423055 = -224932.589707 nChanged 148 SP:Iteration 10Q (1838.691179 sec): 3 clusters Score: Raw -227775.916605 + Penalty 2740.423055 = -225035.493550 nChanged 133 SP:Iteration 11Q (1838.739008 sec): 3 clusters Score: Raw -227879.678182 + Penalty 2740.423055 = -225139.255127 nChanged 128 SP:Iteration 12Q (1838.787971 sec): 3 clusters Score: Raw -227973.506970 + Penalty 2740.423055 = -225233.083915 nChanged 106 SP:Iteration 13Q (1838.843173 sec): 3 clusters Score: Raw -228070.839092 + Penalty 2740.423055 = -225330.416037 nChanged 108 SP:Iteration 14Q (1838.906380 sec): 3 clusters Score: Raw -228186.458569 + Penalty 2740.423055 = -225446.035514 nChanged 83 SP:Iteration 15Q (1838.959360 sec): 3 clusters Score: Raw -228274.066066 + Penalty 2740.423055 = -225533.643011 nChanged 61 SP:Iteration 16Q (1839.009929 sec): 3 clusters Score: Raw -228332.801014 + Penalty 2740.423055 = -225592.377959 nChanged 34 SP:Iteration 17Q (1839.063317 sec): 3 clusters Score: Raw -228376.813272 + Penalty 2740.423055 = -225636.390217 nChanged 30 SP:Iteration 18Q (1839.111503 sec): 3 clusters Score: Raw -228433.740609 + Penalty 2740.423055 = -225693.317554 nChanged 29 SP:Iteration 19Q (1839.168154 sec): 3 clusters Score: Raw -228478.744466 + Penalty 2740.423055 = -225738.321411 nChanged 27 SP:Iteration 20F (1839.212119 sec): 3 clusters Score: Raw -228540.094671 + Penalty 2740.423055 = -225799.671616 nChanged 29 SP:Iteration 21Q (1839.274000 sec): 3 clusters Score: Raw -228608.906496 + Penalty 2740.423055 = -225868.483441 nChanged 45 SP:Iteration 22Q (1839.327646 sec): 3 clusters Score: Raw -228692.871514 + Penalty 2740.423055 = -225952.448460 nChanged 37 SP:Iteration 23Q (1839.380266 sec): 3 clusters Score: Raw -228763.277102 + Penalty 2740.423055 = -226022.854047 nChanged 28 SP:Iteration 24Q (1839.424075 sec): 3 clusters Score: Raw -228815.292549 + Penalty 2740.423055 = -226074.869494 nChanged 23 SP:Iteration 25Q (1839.487407 sec): 3 clusters Score: Raw -228851.935297 + Penalty 2740.423055 = -226111.512242 nChanged 19 SP:Iteration 26Q (1839.535656 sec): 3 clusters Score: Raw -228888.042399 + Penalty 2740.423055 = -226147.619344 nChanged 24 SP:Iteration 27Q (1839.592552 sec): 3 clusters Score: Raw -228942.519323 + Penalty 2740.423055 = -226202.096268 nChanged 12 SP:Iteration 28Q (1839.647444 sec): 3 clusters Score: Raw -228969.799739 + Penalty 2740.423055 = -226229.376685 nChanged 3 SP:Iteration 29Q (1839.699856 sec): 3 clusters Score: Raw -228972.863285 + Penalty 2740.423055 = -226232.440231 nChanged 1 SP:Iteration 30Q (1839.754131 sec): 3 clusters Score: Raw -228973.245278 + Penalty 2740.423055 = -226232.822223 nChanged 0 SP:Iteration 31F (1839.807055 sec): 3 clusters Score: Raw -228973.245278 + Penalty 2740.423055 = -226232.822223 nChanged 0 Score: Raw -15318976.048104 + Penalty 50730.714831 = -15268245.333273 Splitting cluster 12 changes total score from -15268478.228364 to -15268245.333273 So it's not getting split. Trying to split cluster 13 (22500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1844.370996 sec): 2 clusters Score: Raw -1412763.042500 + Penalty 1628.456471 = -1411134.586029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1844.456266 sec): 3 clusters Score: Raw -1399179.658007 + Penalty 3256.912941 = -1395922.745066 nChanged 10377 SP:Iteration 1F (1844.537309 sec): 3 clusters Score: Raw -1405056.195019 + Penalty 3256.912941 = -1401799.282078 nChanged 1253 SP:Iteration 2F (1844.618036 sec): 3 clusters Score: Raw -1405569.060930 + Penalty 3256.912941 = -1402312.147989 nChanged 1215 SP:Iteration 3F (1844.697472 sec): 3 clusters Score: Raw -1406074.563778 + Penalty 3256.912941 = -1402817.650837 nChanged 1181 SP:Iteration 4F (1844.770309 sec): 3 clusters Score: Raw -1406575.686148 + Penalty 3256.912941 = -1403318.773207 nChanged 1138 SP:Iteration 5F (1844.856256 sec): 3 clusters Score: Raw -1407084.538191 + Penalty 3256.912941 = -1403827.625250 nChanged 1140 SP:Iteration 6F (1844.940185 sec): 3 clusters Score: Raw -1407628.422567 + Penalty 3256.912941 = -1404371.509626 nChanged 1048 SP:Iteration 7Q (1845.036158 sec): 3 clusters Score: Raw -1408113.318818 + Penalty 3256.912941 = -1404856.405877 nChanged 918 SP:Iteration 8Q (1845.120701 sec): 3 clusters Score: Raw -1408569.825353 + Penalty 3256.912941 = -1405312.912412 nChanged 923 SP:Iteration 9Q (1845.213362 sec): 3 clusters Score: Raw -1409028.725656 + Penalty 3256.912941 = -1405771.812715 nChanged 780 SP:Iteration 10Q (1845.293556 sec): 3 clusters Score: Raw -1409430.518496 + Penalty 3256.912941 = -1406173.605554 nChanged 736 SP:Iteration 11Q (1845.379030 sec): 3 clusters Score: Raw -1409841.898121 + Penalty 3256.912941 = -1406584.985179 nChanged 696 SP:Iteration 12Q (1845.465529 sec): 3 clusters Score: Raw -1410304.616920 + Penalty 3256.912941 = -1407047.703979 nChanged 654 SP:Iteration 13Q (1845.550226 sec): 3 clusters Score: Raw -1410792.456499 + Penalty 3256.912941 = -1407535.543558 nChanged 567 SP:Iteration 14Q (1845.642634 sec): 3 clusters Score: Raw -1411253.105540 + Penalty 3256.912941 = -1407996.192599 nChanged 507 SP:Iteration 15Q (1845.726795 sec): 3 clusters Score: Raw -1411660.436223 + Penalty 3256.912941 = -1408403.523282 nChanged 411 SP:Iteration 16Q (1845.810119 sec): 3 clusters Score: Raw -1411962.262234 + Penalty 3256.912941 = -1408705.349292 nChanged 343 SP:Iteration 17Q (1845.888178 sec): 3 clusters Score: Raw -1412161.495495 + Penalty 3256.912941 = -1408904.582553 nChanged 254 SP:Iteration 18Q (1845.968839 sec): 3 clusters Score: Raw -1412295.293870 + Penalty 3256.912941 = -1409038.380929 nChanged 196 SP:Iteration 19Q (1846.053527 sec): 3 clusters Score: Raw -1412383.213586 + Penalty 3256.912941 = -1409126.300645 nChanged 152 SP:Iteration 20F (1846.135324 sec): 3 clusters Score: Raw -1412462.355335 + Penalty 3256.912941 = -1409205.442393 nChanged 140 SP:Iteration 21Q (1846.206032 sec): 3 clusters Score: Raw -1412526.772776 + Penalty 3256.912941 = -1409269.859834 nChanged 106 SP:Iteration 22Q (1846.279732 sec): 3 clusters Score: Raw -1412568.582866 + Penalty 3256.912941 = -1409311.669925 nChanged 94 SP:Iteration 23Q (1846.357350 sec): 3 clusters Score: Raw -1412606.156469 + Penalty 3256.912941 = -1409349.243527 nChanged 97 SP:Iteration 24Q (1846.430593 sec): 3 clusters Score: Raw -1412642.088541 + Penalty 3256.912941 = -1409385.175600 nChanged 87 SP:Iteration 25Q (1846.506092 sec): 3 clusters Score: Raw -1412673.826061 + Penalty 3256.912941 = -1409416.913120 nChanged 80 SP:Iteration 26Q (1846.579253 sec): 3 clusters Score: Raw -1412699.417953 + Penalty 3256.912941 = -1409442.505012 nChanged 68 SP:Iteration 27Q (1846.663984 sec): 3 clusters Score: Raw -1412719.682159 + Penalty 3256.912941 = -1409462.769218 nChanged 56 SP:Iteration 28Q (1846.745342 sec): 3 clusters Score: Raw -1412737.889648 + Penalty 3256.912941 = -1409480.976707 nChanged 44 SP:Iteration 29Q (1846.821381 sec): 3 clusters Score: Raw -1412750.844011 + Penalty 3256.912941 = -1409493.931070 nChanged 42 SP:Iteration 30Q (1846.897368 sec): 3 clusters Score: Raw -1412763.591137 + Penalty 3256.912941 = -1409506.678196 nChanged 40 SP:Iteration 31Q (1846.977148 sec): 3 clusters Score: Raw -1412772.831683 + Penalty 3256.912941 = -1409515.918742 nChanged 31 SP:Iteration 32Q (1847.049655 sec): 3 clusters Score: Raw -1412780.543250 + Penalty 3256.912941 = -1409523.630308 nChanged 29 SP:Iteration 33Q (1847.126967 sec): 3 clusters Score: Raw -1412788.848878 + Penalty 3256.912941 = -1409531.935937 nChanged 33 SP:Iteration 34Q (1847.192476 sec): 3 clusters Score: Raw -1412799.365096 + Penalty 3256.912941 = -1409542.452154 nChanged 32 SP:Iteration 35Q (1847.281405 sec): 3 clusters Score: Raw -1412807.349966 + Penalty 3256.912941 = -1409550.437025 nChanged 25 SP:Iteration 36Q (1847.357525 sec): 3 clusters Score: Raw -1412812.418524 + Penalty 3256.912941 = -1409555.505582 nChanged 18 SP:Iteration 37Q (1847.434611 sec): 3 clusters Score: Raw -1412816.890591 + Penalty 3256.912941 = -1409559.977650 nChanged 17 SP:Iteration 38Q (1847.501347 sec): 3 clusters Score: Raw -1412822.192270 + Penalty 3256.912941 = -1409565.279329 nChanged 19 SP:Iteration 39Q (1847.578678 sec): 3 clusters Score: Raw -1412829.138671 + Penalty 3256.912941 = -1409572.225730 nChanged 22 SP:Iteration 40F (1847.658966 sec): 3 clusters Score: Raw -1412835.352660 + Penalty 3256.912941 = -1409578.439719 nChanged 22 SP:Iteration 41Q (1847.742262 sec): 3 clusters Score: Raw -1412840.016950 + Penalty 3256.912941 = -1409583.104009 nChanged 15 SP:Iteration 42Q (1847.823389 sec): 3 clusters Score: Raw -1412843.762405 + Penalty 3256.912941 = -1409586.849464 nChanged 21 SP:Iteration 43Q (1847.905323 sec): 3 clusters Score: Raw -1412849.530068 + Penalty 3256.912941 = -1409592.617126 nChanged 19 SP:Iteration 44Q (1847.978131 sec): 3 clusters Score: Raw -1412853.935234 + Penalty 3256.912941 = -1409597.022293 nChanged 11 SP:Iteration 45Q (1848.060901 sec): 3 clusters Score: Raw -1412856.954377 + Penalty 3256.912941 = -1409600.041436 nChanged 13 SP:Iteration 46Q (1848.137685 sec): 3 clusters Score: Raw -1412859.644078 + Penalty 3256.912941 = -1409602.731137 nChanged 12 SP:Iteration 47Q (1848.210720 sec): 3 clusters Score: Raw -1412863.351531 + Penalty 3256.912941 = -1409606.438590 nChanged 17 SP:Iteration 48Q (1848.290988 sec): 3 clusters Score: Raw -1412867.275701 + Penalty 3256.912941 = -1409610.362760 nChanged 13 SP:Iteration 49Q (1848.369980 sec): 3 clusters Score: Raw -1412870.971101 + Penalty 3256.912941 = -1409614.058160 nChanged 14 SP:Iteration 50Q (1848.437734 sec): 3 clusters Score: Raw -1412874.315380 + Penalty 3256.912941 = -1409617.402438 nChanged 9 SP:Iteration 51Q (1848.515277 sec): 3 clusters Score: Raw -1412876.754519 + Penalty 3256.912941 = -1409619.841578 nChanged 6 SP:Iteration 52Q (1848.592467 sec): 3 clusters Score: Raw -1412878.547675 + Penalty 3256.912941 = -1409621.634734 nChanged 9 SP:Iteration 53Q (1848.666184 sec): 3 clusters Score: Raw -1412880.715450 + Penalty 3256.912941 = -1409623.802508 nChanged 4 SP:Iteration 54Q (1848.747525 sec): 3 clusters Score: Raw -1412881.634663 + Penalty 3256.912941 = -1409624.721722 nChanged 3 SP:Iteration 55Q (1848.823230 sec): 3 clusters Score: Raw -1412882.182446 + Penalty 3256.912941 = -1409625.269505 nChanged 2 SP:Iteration 56Q (1848.893447 sec): 3 clusters Score: Raw -1412882.520138 + Penalty 3256.912941 = -1409625.607197 nChanged 2 SP:Iteration 57Q (1848.969492 sec): 3 clusters Score: Raw -1412882.902653 + Penalty 3256.912941 = -1409625.989712 nChanged 1 SP:Iteration 58Q (1849.047747 sec): 3 clusters Score: Raw -1412883.014744 + Penalty 3256.912941 = -1409626.101803 nChanged 0 SP:Iteration 59F (1849.129983 sec): 3 clusters Score: Raw -1412883.014744 + Penalty 3256.912941 = -1409626.101803 nChanged 0 Trying to split cluster 14 (5698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1849.158318 sec): 2 clusters Score: Raw -344631.025570 + Penalty 1405.278959 = -343225.746611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1849.216677 sec): 3 clusters Score: Raw -341590.665809 + Penalty 2810.557917 = -338780.107892 nChanged 2359 SP:Iteration 1F (1849.274008 sec): 3 clusters Score: Raw -342863.496571 + Penalty 2810.557917 = -340052.938654 nChanged 377 SP:Iteration 2F (1849.332931 sec): 3 clusters Score: Raw -343037.586969 + Penalty 2810.557917 = -340227.029052 nChanged 280 SP:Iteration 3Q (1849.391133 sec): 3 clusters Score: Raw -343164.503212 + Penalty 2810.557917 = -340353.945295 nChanged 237 SP:Iteration 4Q (1849.444593 sec): 3 clusters Score: Raw -343264.719292 + Penalty 2810.557917 = -340454.161374 nChanged 192 SP:Iteration 5Q (1849.505771 sec): 3 clusters Score: Raw -343355.473719 + Penalty 2810.557917 = -340544.915801 nChanged 155 SP:Iteration 6Q (1849.565567 sec): 3 clusters Score: Raw -343422.401553 + Penalty 2810.557917 = -340611.843635 nChanged 150 SP:Iteration 7Q (1849.610288 sec): 3 clusters Score: Raw -343490.029833 + Penalty 2810.557917 = -340679.471916 nChanged 137 SP:Iteration 8Q (1849.664993 sec): 3 clusters Score: Raw -343549.955167 + Penalty 2810.557917 = -340739.397249 nChanged 124 SP:Iteration 9Q (1849.719326 sec): 3 clusters Score: Raw -343606.745552 + Penalty 2810.557917 = -340796.187635 nChanged 133 SP:Iteration 10Q (1849.779280 sec): 3 clusters Score: Raw -343658.818219 + Penalty 2810.557917 = -340848.260301 nChanged 119 SP:Iteration 11Q (1849.840163 sec): 3 clusters Score: Raw -343709.094115 + Penalty 2810.557917 = -340898.536197 nChanged 119 SP:Iteration 12Q (1849.892303 sec): 3 clusters Score: Raw -343774.555012 + Penalty 2810.557917 = -340963.997095 nChanged 126 SP:Iteration 13Q (1849.944727 sec): 3 clusters Score: Raw -343845.532962 + Penalty 2810.557917 = -341034.975044 nChanged 143 SP:Iteration 14Q (1849.995474 sec): 3 clusters Score: Raw -343927.439320 + Penalty 2810.557917 = -341116.881402 nChanged 127 SP:Iteration 15Q (1850.054078 sec): 3 clusters Score: Raw -344015.421867 + Penalty 2810.557917 = -341204.863949 nChanged 147 SP:Iteration 16Q (1850.114944 sec): 3 clusters Score: Raw -344114.576650 + Penalty 2810.557917 = -341304.018733 nChanged 153 SP:Iteration 17Q (1850.167951 sec): 3 clusters Score: Raw -344209.035586 + Penalty 2810.557917 = -341398.477669 nChanged 138 SP:Iteration 18Q (1850.206512 sec): 3 clusters Score: Raw -344292.635910 + Penalty 2810.557917 = -341482.077993 nChanged 118 SP:Iteration 19Q (1850.265627 sec): 3 clusters Score: Raw -344359.598994 + Penalty 2810.557917 = -341549.041077 nChanged 111 SP:Iteration 20F (1850.316049 sec): 3 clusters Score: Raw -344435.297656 + Penalty 2810.557917 = -341624.739738 nChanged 102 SP:Iteration 21Q (1850.369708 sec): 3 clusters Score: Raw -344490.066184 + Penalty 2810.557917 = -341679.508266 nChanged 82 SP:Iteration 22Q (1850.425121 sec): 3 clusters Score: Raw -344525.378920 + Penalty 2810.557917 = -341714.821003 nChanged 67 SP:Iteration 23Q (1850.472810 sec): 3 clusters Score: Raw -344557.485444 + Penalty 2810.557917 = -341746.927527 nChanged 58 SP:Iteration 24Q (1850.536495 sec): 3 clusters Score: Raw -344589.041392 + Penalty 2810.557917 = -341778.483474 nChanged 56 SP:Iteration 25Q (1850.582309 sec): 3 clusters Score: Raw -344628.722049 + Penalty 2810.557917 = -341818.164132 nChanged 64 SP:Iteration 26Q (1850.636037 sec): 3 clusters Score: Raw -344668.121979 + Penalty 2810.557917 = -341857.564062 nChanged 46 SP:Iteration 27Q (1850.702006 sec): 3 clusters Score: Raw -344693.555237 + Penalty 2810.557917 = -341882.997320 nChanged 48 SP:Iteration 28Q (1850.755942 sec): 3 clusters Score: Raw -344722.268188 + Penalty 2810.557917 = -341911.710271 nChanged 38 SP:Iteration 29Q (1850.811367 sec): 3 clusters Score: Raw -344742.364892 + Penalty 2810.557917 = -341931.806975 nChanged 34 SP:Iteration 30Q (1850.861786 sec): 3 clusters Score: Raw -344755.994980 + Penalty 2810.557917 = -341945.437063 nChanged 27 SP:Iteration 31Q (1850.911701 sec): 3 clusters Score: Raw -344766.228970 + Penalty 2810.557917 = -341955.671052 nChanged 27 SP:Iteration 32Q (1850.962244 sec): 3 clusters Score: Raw -344776.788255 + Penalty 2810.557917 = -341966.230338 nChanged 20 SP:Iteration 33Q (1851.029229 sec): 3 clusters Score: Raw -344784.041851 + Penalty 2810.557917 = -341973.483934 nChanged 14 SP:Iteration 34Q (1851.072067 sec): 3 clusters Score: Raw -344789.184148 + Penalty 2810.557917 = -341978.626231 nChanged 13 SP:Iteration 35Q (1851.135865 sec): 3 clusters Score: Raw -344793.019172 + Penalty 2810.557917 = -341982.461255 nChanged 12 SP:Iteration 36Q (1851.188271 sec): 3 clusters Score: Raw -344799.240299 + Penalty 2810.557917 = -341988.682381 nChanged 16 SP:Iteration 37Q (1851.250049 sec): 3 clusters Score: Raw -344808.228851 + Penalty 2810.557917 = -341997.670933 nChanged 16 SP:Iteration 38Q (1851.299438 sec): 3 clusters Score: Raw -344814.586788 + Penalty 2810.557917 = -342004.028870 nChanged 12 SP:Iteration 39Q (1851.362137 sec): 3 clusters Score: Raw -344818.846954 + Penalty 2810.557917 = -342008.289037 nChanged 12 SP:Iteration 40F (1851.411209 sec): 3 clusters Score: Raw -344822.584366 + Penalty 2810.557917 = -342012.026449 nChanged 8 SP:Iteration 41Q (1851.468882 sec): 3 clusters Score: Raw -344824.623365 + Penalty 2810.557917 = -342014.065448 nChanged 2 SP:Iteration 42Q (1851.517015 sec): 3 clusters Score: Raw -344825.185297 + Penalty 2810.557917 = -342014.627379 nChanged 1 SP:Iteration 43Q (1851.569689 sec): 3 clusters Score: Raw -344825.430083 + Penalty 2810.557917 = -342014.872166 nChanged 0 SP:Iteration 44F (1851.633016 sec): 3 clusters Score: Raw -344825.430083 + Penalty 2810.557917 = -342014.872166 nChanged 0 Trying to split cluster 15 (3959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1851.664101 sec): 2 clusters Score: Raw -211384.287688 + Penalty 1346.108846 = -210038.178842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1851.721721 sec): 3 clusters Score: Raw -209395.142690 + Penalty 2692.217693 = -206702.924997 nChanged 1579 SP:Iteration 1F (1851.768267 sec): 3 clusters Score: Raw -210243.506696 + Penalty 2692.217693 = -207551.289003 nChanged 287 SP:Iteration 2F (1851.825949 sec): 3 clusters Score: Raw -210396.671861 + Penalty 2692.217693 = -207704.454168 nChanged 191 SP:Iteration 3Q (1851.868263 sec): 3 clusters Score: Raw -210495.088619 + Penalty 2692.217693 = -207802.870926 nChanged 158 SP:Iteration 4Q (1851.927967 sec): 3 clusters Score: Raw -210585.476717 + Penalty 2692.217693 = -207893.259024 nChanged 126 SP:Iteration 5Q (1851.972222 sec): 3 clusters Score: Raw -210649.144410 + Penalty 2692.217693 = -207956.926717 nChanged 115 SP:Iteration 6Q (1852.028583 sec): 3 clusters Score: Raw -210712.895270 + Penalty 2692.217693 = -208020.677577 nChanged 125 SP:Iteration 7Q (1852.084244 sec): 3 clusters Score: Raw -210777.512467 + Penalty 2692.217693 = -208085.294774 nChanged 115 SP:Iteration 8Q (1852.135199 sec): 3 clusters Score: Raw -210830.434998 + Penalty 2692.217693 = -208138.217305 nChanged 105 SP:Iteration 9Q (1852.184043 sec): 3 clusters Score: Raw -210880.371762 + Penalty 2692.217693 = -208188.154069 nChanged 95 SP:Iteration 10Q (1852.234931 sec): 3 clusters Score: Raw -210933.506458 + Penalty 2692.217693 = -208241.288765 nChanged 110 SP:Iteration 11Q (1852.285620 sec): 3 clusters Score: Raw -210996.043106 + Penalty 2692.217693 = -208303.825413 nChanged 120 SP:Iteration 12Q (1852.330673 sec): 3 clusters Score: Raw -211074.972936 + Penalty 2692.217693 = -208382.755243 nChanged 129 SP:Iteration 13Q (1852.383435 sec): 3 clusters Score: Raw -211158.910611 + Penalty 2692.217693 = -208466.692919 nChanged 124 SP:Iteration 14Q (1852.433351 sec): 3 clusters Score: Raw -211238.645067 + Penalty 2692.217693 = -208546.427374 nChanged 100 SP:Iteration 15Q (1852.485773 sec): 3 clusters Score: Raw -211303.767065 + Penalty 2692.217693 = -208611.549372 nChanged 95 SP:Iteration 16Q (1852.540944 sec): 3 clusters Score: Raw -211368.159573 + Penalty 2692.217693 = -208675.941880 nChanged 87 SP:Iteration 17Q (1852.597746 sec): 3 clusters Score: Raw -211421.012288 + Penalty 2692.217693 = -208728.794595 nChanged 64 SP:Iteration 18Q (1852.656326 sec): 3 clusters Score: Raw -211462.132486 + Penalty 2692.217693 = -208769.914793 nChanged 52 SP:Iteration 19Q (1852.706023 sec): 3 clusters Score: Raw -211495.566187 + Penalty 2692.217693 = -208803.348494 nChanged 58 SP:Iteration 20F (1852.766431 sec): 3 clusters Score: Raw -211548.754296 + Penalty 2692.217693 = -208856.536603 nChanged 63 SP:Iteration 21Q (1852.818598 sec): 3 clusters Score: Raw -211599.561059 + Penalty 2692.217693 = -208907.343366 nChanged 61 SP:Iteration 22Q (1852.861669 sec): 3 clusters Score: Raw -211649.167864 + Penalty 2692.217693 = -208956.950172 nChanged 61 SP:Iteration 23Q (1852.907145 sec): 3 clusters Score: Raw -211698.694654 + Penalty 2692.217693 = -209006.476961 nChanged 55 SP:Iteration 24Q (1852.962870 sec): 3 clusters Score: Raw -211740.015255 + Penalty 2692.217693 = -209047.797562 nChanged 37 SP:Iteration 25Q (1853.025387 sec): 3 clusters Score: Raw -211758.999553 + Penalty 2692.217693 = -209066.781860 nChanged 23 SP:Iteration 26Q (1853.065862 sec): 3 clusters Score: Raw -211766.460173 + Penalty 2692.217693 = -209074.242480 nChanged 7 SP:Iteration 27Q (1853.125866 sec): 3 clusters Score: Raw -211768.928805 + Penalty 2692.217693 = -209076.711112 nChanged 4 SP:Iteration 28Q (1853.172133 sec): 3 clusters Score: Raw -211770.618750 + Penalty 2692.217693 = -209078.401057 nChanged 5 SP:Iteration 29Q (1853.225002 sec): 3 clusters Score: Raw -211771.998811 + Penalty 2692.217693 = -209079.781119 nChanged 4 SP:Iteration 30Q (1853.280099 sec): 3 clusters Score: Raw -211773.453417 + Penalty 2692.217693 = -209081.235724 nChanged 2 SP:Iteration 31Q (1853.340896 sec): 3 clusters Score: Raw -211774.154091 + Penalty 2692.217693 = -209081.936398 nChanged 3 SP:Iteration 32Q (1853.382340 sec): 3 clusters Score: Raw -211775.025259 + Penalty 2692.217693 = -209082.807566 nChanged 2 SP:Iteration 33Q (1853.434309 sec): 3 clusters Score: Raw -211775.488223 + Penalty 2692.217693 = -209083.270531 nChanged 0 SP:Iteration 34F (1853.490761 sec): 3 clusters Score: Raw -211775.488223 + Penalty 2692.217693 = -209083.270531 nChanged 0 Trying to split cluster 16 (14718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1853.540698 sec): 2 clusters Score: Raw -927795.139580 + Penalty 1559.484308 = -926235.655272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1853.610880 sec): 3 clusters Score: Raw -919127.189852 + Penalty 3118.968617 = -916008.221235 nChanged 6526 SP:Iteration 1F (1853.682273 sec): 3 clusters Score: Raw -922633.031253 + Penalty 3118.968617 = -919514.062636 nChanged 785 SP:Iteration 2F (1853.744661 sec): 3 clusters Score: Raw -922941.893340 + Penalty 3118.968617 = -919822.924723 nChanged 726 SP:Iteration 3Q (1853.821917 sec): 3 clusters Score: Raw -923231.547579 + Penalty 3118.968617 = -920112.578962 nChanged 684 SP:Iteration 4Q (1853.896180 sec): 3 clusters Score: Raw -923507.115741 + Penalty 3118.968617 = -920388.147124 nChanged 607 SP:Iteration 5Q (1853.960593 sec): 3 clusters Score: Raw -923777.824059 + Penalty 3118.968617 = -920658.855442 nChanged 626 SP:Iteration 6Q (1854.043173 sec): 3 clusters Score: Raw -924059.752841 + Penalty 3118.968617 = -920940.784224 nChanged 583 SP:Iteration 7Q (1854.118306 sec): 3 clusters Score: Raw -924326.202135 + Penalty 3118.968617 = -921207.233518 nChanged 598 SP:Iteration 8Q (1854.178262 sec): 3 clusters Score: Raw -924628.968250 + Penalty 3118.968617 = -921509.999633 nChanged 626 SP:Iteration 9Q (1854.249020 sec): 3 clusters Score: Raw -924957.551368 + Penalty 3118.968617 = -921838.582752 nChanged 605 SP:Iteration 10Q (1854.319323 sec): 3 clusters Score: Raw -925305.175183 + Penalty 3118.968617 = -922186.206567 nChanged 629 SP:Iteration 11Q (1854.392294 sec): 3 clusters Score: Raw -925687.575136 + Penalty 3118.968617 = -922568.606519 nChanged 607 SP:Iteration 12Q (1854.454225 sec): 3 clusters Score: Raw -926079.045507 + Penalty 3118.968617 = -922960.076890 nChanged 571 SP:Iteration 13Q (1854.536257 sec): 3 clusters Score: Raw -926458.518999 + Penalty 3118.968617 = -923339.550382 nChanged 477 SP:Iteration 14Q (1854.597633 sec): 3 clusters Score: Raw -926763.761915 + Penalty 3118.968617 = -923644.793298 nChanged 383 SP:Iteration 15Q (1854.667374 sec): 3 clusters Score: Raw -926998.439119 + Penalty 3118.968617 = -923879.470502 nChanged 297 SP:Iteration 16Q (1854.738218 sec): 3 clusters Score: Raw -927176.268169 + Penalty 3118.968617 = -924057.299552 nChanged 290 SP:Iteration 17Q (1854.799198 sec): 3 clusters Score: Raw -927347.051740 + Penalty 3118.968617 = -924228.083123 nChanged 206 SP:Iteration 18Q (1854.863622 sec): 3 clusters Score: Raw -927474.565963 + Penalty 3118.968617 = -924355.597346 nChanged 192 SP:Iteration 19Q (1854.941847 sec): 3 clusters Score: Raw -927589.424821 + Penalty 3118.968617 = -924470.456204 nChanged 150 SP:Iteration 20F (1855.011658 sec): 3 clusters Score: Raw -927679.595980 + Penalty 3118.968617 = -924560.627363 nChanged 120 SP:Iteration 21Q (1855.069962 sec): 3 clusters Score: Raw -927739.922425 + Penalty 3118.968617 = -924620.953808 nChanged 96 SP:Iteration 22Q (1855.148362 sec): 3 clusters Score: Raw -927789.584819 + Penalty 3118.968617 = -924670.616202 nChanged 86 SP:Iteration 23Q (1855.214785 sec): 3 clusters Score: Raw -927834.970925 + Penalty 3118.968617 = -924716.002308 nChanged 72 SP:Iteration 24Q (1855.271888 sec): 3 clusters Score: Raw -927869.358247 + Penalty 3118.968617 = -924750.389630 nChanged 58 SP:Iteration 25Q (1855.344714 sec): 3 clusters Score: Raw -927901.959182 + Penalty 3118.968617 = -924782.990565 nChanged 48 SP:Iteration 26Q (1855.408757 sec): 3 clusters Score: Raw -927931.599771 + Penalty 3118.968617 = -924812.631154 nChanged 53 SP:Iteration 27Q (1855.476472 sec): 3 clusters Score: Raw -927961.095200 + Penalty 3118.968617 = -924842.126583 nChanged 53 SP:Iteration 28Q (1855.539244 sec): 3 clusters Score: Raw -927988.399690 + Penalty 3118.968617 = -924869.431073 nChanged 42 SP:Iteration 29Q (1855.608162 sec): 3 clusters Score: Raw -928009.037952 + Penalty 3118.968617 = -924890.069335 nChanged 38 SP:Iteration 30Q (1855.666263 sec): 3 clusters Score: Raw -928028.142778 + Penalty 3118.968617 = -924909.174161 nChanged 26 SP:Iteration 31Q (1855.738633 sec): 3 clusters Score: Raw -928041.746368 + Penalty 3118.968617 = -924922.777751 nChanged 22 SP:Iteration 32Q (1855.813538 sec): 3 clusters Score: Raw -928053.156509 + Penalty 3118.968617 = -924934.187892 nChanged 21 SP:Iteration 33Q (1855.871942 sec): 3 clusters Score: Raw -928065.033981 + Penalty 3118.968617 = -924946.065364 nChanged 23 SP:Iteration 34Q (1855.943981 sec): 3 clusters Score: Raw -928079.266392 + Penalty 3118.968617 = -924960.297775 nChanged 17 SP:Iteration 35Q (1856.013827 sec): 3 clusters Score: Raw -928088.748021 + Penalty 3118.968617 = -924969.779404 nChanged 14 SP:Iteration 36Q (1856.077317 sec): 3 clusters Score: Raw -928097.445207 + Penalty 3118.968617 = -924978.476590 nChanged 16 SP:Iteration 37Q (1856.141031 sec): 3 clusters Score: Raw -928106.652252 + Penalty 3118.968617 = -924987.683635 nChanged 13 SP:Iteration 38Q (1856.201968 sec): 3 clusters Score: Raw -928112.328273 + Penalty 3118.968617 = -924993.359657 nChanged 11 SP:Iteration 39Q (1856.280796 sec): 3 clusters Score: Raw -928116.108101 + Penalty 3118.968617 = -924997.139484 nChanged 2 SP:Iteration 40F (1856.352724 sec): 3 clusters Score: Raw -928116.907558 + Penalty 3118.968617 = -924997.938941 nChanged 4 SP:Iteration 41Q (1856.418150 sec): 3 clusters Score: Raw -928117.929778 + Penalty 3118.968617 = -924998.961161 nChanged 1 SP:Iteration 42Q (1856.473894 sec): 3 clusters Score: Raw -928118.523163 + Penalty 3118.968617 = -924999.554546 nChanged 2 SP:Iteration 43Q (1856.541586 sec): 3 clusters Score: Raw -928119.358628 + Penalty 3118.968617 = -925000.390011 nChanged 0 SP:Iteration 44F (1856.616760 sec): 3 clusters Score: Raw -928119.358628 + Penalty 3118.968617 = -925000.390011 nChanged 0 Trying to split cluster 17 (3648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1856.647382 sec): 2 clusters Score: Raw -228467.958221 + Penalty 1332.814332 = -227135.143889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1856.698846 sec): 3 clusters Score: Raw -226634.378934 + Penalty 2665.628664 = -223968.750270 nChanged 1412 SP:Iteration 1F (1856.753493 sec): 3 clusters Score: Raw -227452.424063 + Penalty 2665.628664 = -224786.795399 nChanged 294 SP:Iteration 2F (1856.795282 sec): 3 clusters Score: Raw -227630.019215 + Penalty 2665.628664 = -224964.390551 nChanged 183 SP:Iteration 3F (1856.854074 sec): 3 clusters Score: Raw -227719.588757 + Penalty 2665.628664 = -225053.960093 nChanged 135 SP:Iteration 4Q (1856.895717 sec): 3 clusters Score: Raw -227773.093772 + Penalty 2665.628664 = -225107.465108 nChanged 92 SP:Iteration 5Q (1856.948044 sec): 3 clusters Score: Raw -227813.514391 + Penalty 2665.628664 = -225147.885727 nChanged 75 SP:Iteration 6Q (1857.002317 sec): 3 clusters Score: Raw -227845.948228 + Penalty 2665.628664 = -225180.319564 nChanged 66 SP:Iteration 7Q (1857.048414 sec): 3 clusters Score: Raw -227869.954720 + Penalty 2665.628664 = -225204.326056 nChanged 49 SP:Iteration 8Q (1857.102969 sec): 3 clusters Score: Raw -227888.107863 + Penalty 2665.628664 = -225222.479199 nChanged 44 SP:Iteration 9Q (1857.155379 sec): 3 clusters Score: Raw -227903.329334 + Penalty 2665.628664 = -225237.700670 nChanged 36 SP:Iteration 10Q (1857.214153 sec): 3 clusters Score: Raw -227918.341694 + Penalty 2665.628664 = -225252.713030 nChanged 39 SP:Iteration 11Q (1857.261091 sec): 3 clusters Score: Raw -227934.212873 + Penalty 2665.628664 = -225268.584209 nChanged 34 SP:Iteration 12Q (1857.326490 sec): 3 clusters Score: Raw -227945.867767 + Penalty 2665.628664 = -225280.239103 nChanged 39 SP:Iteration 13Q (1857.369328 sec): 3 clusters Score: Raw -227961.640614 + Penalty 2665.628664 = -225296.011950 nChanged 42 SP:Iteration 14Q (1857.430420 sec): 3 clusters Score: Raw -227976.625216 + Penalty 2665.628664 = -225310.996551 nChanged 40 SP:Iteration 15Q (1857.472325 sec): 3 clusters Score: Raw -227992.579562 + Penalty 2665.628664 = -225326.950898 nChanged 30 SP:Iteration 16Q (1857.527133 sec): 3 clusters Score: Raw -228001.806932 + Penalty 2665.628664 = -225336.178268 nChanged 30 SP:Iteration 17Q (1857.584721 sec): 3 clusters Score: Raw -228011.401710 + Penalty 2665.628664 = -225345.773046 nChanged 28 SP:Iteration 18Q (1857.638251 sec): 3 clusters Score: Raw -228021.562017 + Penalty 2665.628664 = -225355.933353 nChanged 23 SP:Iteration 19Q (1857.691132 sec): 3 clusters Score: Raw -228029.377952 + Penalty 2665.628664 = -225363.749288 nChanged 25 SP:Iteration 20F (1857.741504 sec): 3 clusters Score: Raw -228038.977636 + Penalty 2665.628664 = -225373.348972 nChanged 31 SP:Iteration 21Q (1857.794036 sec): 3 clusters Score: Raw -228045.914394 + Penalty 2665.628664 = -225380.285730 nChanged 19 SP:Iteration 22Q (1857.845364 sec): 3 clusters Score: Raw -228052.117470 + Penalty 2665.628664 = -225386.488806 nChanged 18 SP:Iteration 23Q (1857.895919 sec): 3 clusters Score: Raw -228059.299171 + Penalty 2665.628664 = -225393.670506 nChanged 22 SP:Iteration 24Q (1857.940769 sec): 3 clusters Score: Raw -228066.590336 + Penalty 2665.628664 = -225400.961672 nChanged 31 SP:Iteration 25Q (1857.999189 sec): 3 clusters Score: Raw -228080.918021 + Penalty 2665.628664 = -225415.289357 nChanged 30 SP:Iteration 26Q (1858.052211 sec): 3 clusters Score: Raw -228091.780929 + Penalty 2665.628664 = -225426.152265 nChanged 28 SP:Iteration 27Q (1858.099341 sec): 3 clusters Score: Raw -228101.643796 + Penalty 2665.628664 = -225436.015132 nChanged 26 SP:Iteration 28Q (1858.163050 sec): 3 clusters Score: Raw -228109.664465 + Penalty 2665.628664 = -225444.035801 nChanged 26 SP:Iteration 29Q (1858.222602 sec): 3 clusters Score: Raw -228120.519455 + Penalty 2665.628664 = -225454.890791 nChanged 31 SP:Iteration 30Q (1858.268864 sec): 3 clusters Score: Raw -228133.009636 + Penalty 2665.628664 = -225467.380972 nChanged 31 SP:Iteration 31Q (1858.319652 sec): 3 clusters Score: Raw -228150.258106 + Penalty 2665.628664 = -225484.629442 nChanged 26 SP:Iteration 32Q (1858.376240 sec): 3 clusters Score: Raw -228162.166583 + Penalty 2665.628664 = -225496.537919 nChanged 33 SP:Iteration 33Q (1858.428253 sec): 3 clusters Score: Raw -228174.067376 + Penalty 2665.628664 = -225508.438712 nChanged 27 SP:Iteration 34Q (1858.475352 sec): 3 clusters Score: Raw -228185.175149 + Penalty 2665.628664 = -225519.546485 nChanged 25 SP:Iteration 35Q (1858.523039 sec): 3 clusters Score: Raw -228198.759061 + Penalty 2665.628664 = -225533.130397 nChanged 26 SP:Iteration 36Q (1858.575077 sec): 3 clusters Score: Raw -228210.816946 + Penalty 2665.628664 = -225545.188282 nChanged 29 SP:Iteration 37Q (1858.632721 sec): 3 clusters Score: Raw -228223.812512 + Penalty 2665.628664 = -225558.183848 nChanged 24 SP:Iteration 38Q (1858.684967 sec): 3 clusters Score: Raw -228233.153232 + Penalty 2665.628664 = -225567.524567 nChanged 23 SP:Iteration 39Q (1858.739376 sec): 3 clusters Score: Raw -228242.256286 + Penalty 2665.628664 = -225576.627622 nChanged 28 SP:Iteration 40F (1858.788534 sec): 3 clusters Score: Raw -228255.247819 + Penalty 2665.628664 = -225589.619155 nChanged 26 SP:Iteration 41Q (1858.844514 sec): 3 clusters Score: Raw -228267.560318 + Penalty 2665.628664 = -225601.931654 nChanged 33 SP:Iteration 42Q (1858.888327 sec): 3 clusters Score: Raw -228282.073496 + Penalty 2665.628664 = -225616.444832 nChanged 22 SP:Iteration 43Q (1858.954968 sec): 3 clusters Score: Raw -228292.456490 + Penalty 2665.628664 = -225626.827826 nChanged 21 SP:Iteration 44Q (1859.006476 sec): 3 clusters Score: Raw -228300.718231 + Penalty 2665.628664 = -225635.089567 nChanged 21 SP:Iteration 45Q (1859.057730 sec): 3 clusters Score: Raw -228311.262349 + Penalty 2665.628664 = -225645.633684 nChanged 23 SP:Iteration 46Q (1859.110409 sec): 3 clusters Score: Raw -228325.620570 + Penalty 2665.628664 = -225659.991906 nChanged 32 SP:Iteration 47Q (1859.158620 sec): 3 clusters Score: Raw -228343.737634 + Penalty 2665.628664 = -225678.108970 nChanged 30 SP:Iteration 48Q (1859.209878 sec): 3 clusters Score: Raw -228359.929969 + Penalty 2665.628664 = -225694.301305 nChanged 24 SP:Iteration 49Q (1859.267713 sec): 3 clusters Score: Raw -228375.408894 + Penalty 2665.628664 = -225709.780230 nChanged 26 SP:Iteration 50Q (1859.316588 sec): 3 clusters Score: Raw -228392.660894 + Penalty 2665.628664 = -225727.032230 nChanged 35 SP:Iteration 51Q (1859.370087 sec): 3 clusters Score: Raw -228418.950638 + Penalty 2665.628664 = -225753.321974 nChanged 31 SP:Iteration 52Q (1859.421464 sec): 3 clusters Score: Raw -228441.034510 + Penalty 2665.628664 = -225775.405846 nChanged 29 SP:Iteration 53Q (1859.480023 sec): 3 clusters Score: Raw -228458.265280 + Penalty 2665.628664 = -225792.636616 nChanged 29 SP:Iteration 54Q (1859.522776 sec): 3 clusters Score: Raw -228476.307532 + Penalty 2665.628664 = -225810.678868 nChanged 38 SP:Iteration 55Q (1859.587915 sec): 3 clusters Score: Raw -228500.286086 + Penalty 2665.628664 = -225834.657422 nChanged 37 SP:Iteration 56Q (1859.644305 sec): 3 clusters Score: Raw -228522.267000 + Penalty 2665.628664 = -225856.638336 nChanged 28 SP:Iteration 57Q (1859.695137 sec): 3 clusters Score: Raw -228538.501735 + Penalty 2665.628664 = -225872.873071 nChanged 21 SP:Iteration 58Q (1859.744680 sec): 3 clusters Score: Raw -228549.545584 + Penalty 2665.628664 = -225883.916920 nChanged 23 SP:Iteration 59Q (1859.800469 sec): 3 clusters Score: Raw -228562.113124 + Penalty 2665.628664 = -225896.484460 nChanged 21 SP:Iteration 60F (1859.859599 sec): 3 clusters Score: Raw -228572.792658 + Penalty 2665.628664 = -225907.163994 nChanged 18 SP:Iteration 61Q (1859.913072 sec): 3 clusters Score: Raw -228580.620914 + Penalty 2665.628664 = -225914.992250 nChanged 15 SP:Iteration 62Q (1859.966864 sec): 3 clusters Score: Raw -228590.315469 + Penalty 2665.628664 = -225924.686804 nChanged 11 SP:Iteration 63Q (1860.005405 sec): 3 clusters Score: Raw -228595.894394 + Penalty 2665.628664 = -225930.265730 nChanged 11 SP:Iteration 64Q (1860.063903 sec): 3 clusters Score: Raw -228600.056377 + Penalty 2665.628664 = -225934.427713 nChanged 8 SP:Iteration 65Q (1860.110519 sec): 3 clusters Score: Raw -228604.354342 + Penalty 2665.628664 = -225938.725678 nChanged 8 SP:Iteration 66Q (1860.172357 sec): 3 clusters Score: Raw -228609.138236 + Penalty 2665.628664 = -225943.509572 nChanged 7 SP:Iteration 67Q (1860.221283 sec): 3 clusters Score: Raw -228614.102750 + Penalty 2665.628664 = -225948.474086 nChanged 7 SP:Iteration 68Q (1860.277210 sec): 3 clusters Score: Raw -228617.170303 + Penalty 2665.628664 = -225951.541638 nChanged 3 SP:Iteration 69Q (1860.323833 sec): 3 clusters Score: Raw -228617.673174 + Penalty 2665.628664 = -225952.044510 nChanged 0 SP:Iteration 70F (1860.373161 sec): 3 clusters Score: Raw -228617.673174 + Penalty 2665.628664 = -225952.044510 nChanged 0 Trying to split cluster 18 (35159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1860.454169 sec): 2 clusters Score: Raw -2137167.352216 + Penalty 1700.990835 = -2135466.361381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1860.558336 sec): 3 clusters Score: Raw -2115255.353763 + Penalty 3401.981671 = -2111853.372093 nChanged 16190 SP:Iteration 1F (1860.670526 sec): 3 clusters Score: Raw -2124189.468922 + Penalty 3401.981671 = -2120787.487251 nChanged 1594 SP:Iteration 2Q (1860.777571 sec): 3 clusters Score: Raw -2124696.278310 + Penalty 3401.981671 = -2121294.296640 nChanged 1532 SP:Iteration 3Q (1860.889246 sec): 3 clusters Score: Raw -2125271.057820 + Penalty 3401.981671 = -2121869.076149 nChanged 1628 SP:Iteration 4Q (1860.999653 sec): 3 clusters Score: Raw -2126017.211903 + Penalty 3401.981671 = -2122615.230233 nChanged 1800 SP:Iteration 5F (1861.100936 sec): 3 clusters Score: Raw -2127036.695740 + Penalty 3401.981671 = -2123634.714069 nChanged 2068 SP:Iteration 6F (1861.204823 sec): 3 clusters Score: Raw -2128528.835246 + Penalty 3401.981671 = -2125126.853575 nChanged 2362 SP:Iteration 7F (1861.305419 sec): 3 clusters Score: Raw -2130423.462138 + Penalty 3401.981671 = -2127021.480467 nChanged 2406 SP:Iteration 8F (1861.408024 sec): 3 clusters Score: Raw -2132479.456420 + Penalty 3401.981671 = -2129077.474749 nChanged 2415 SP:Iteration 9F (1861.502016 sec): 3 clusters Score: Raw -2134587.649226 + Penalty 3401.981671 = -2131185.667555 nChanged 2058 SP:Iteration 10F (1861.617997 sec): 3 clusters Score: Raw -2136219.486151 + Penalty 3401.981671 = -2132817.504481 nChanged 1588 SP:Iteration 11Q (1861.719407 sec): 3 clusters Score: Raw -2137279.517757 + Penalty 3401.981671 = -2133877.536086 nChanged 1098 SP:Iteration 12Q (1861.823778 sec): 3 clusters Score: Raw -2137862.748560 + Penalty 3401.981671 = -2134460.766889 nChanged 811 SP:Iteration 13Q (1861.923303 sec): 3 clusters Score: Raw -2138219.413376 + Penalty 3401.981671 = -2134817.431705 nChanged 595 SP:Iteration 14Q (1862.026823 sec): 3 clusters Score: Raw -2138443.559569 + Penalty 3401.981671 = -2135041.577898 nChanged 467 SP:Iteration 15Q (1862.122629 sec): 3 clusters Score: Raw -2138606.104600 + Penalty 3401.981671 = -2135204.122929 nChanged 392 SP:Iteration 16Q (1862.230717 sec): 3 clusters Score: Raw -2138718.122564 + Penalty 3401.981671 = -2135316.140893 nChanged 327 SP:Iteration 17Q (1862.337042 sec): 3 clusters Score: Raw -2138796.270710 + Penalty 3401.981671 = -2135394.289040 nChanged 272 SP:Iteration 18Q (1862.445130 sec): 3 clusters Score: Raw -2138858.747232 + Penalty 3401.981671 = -2135456.765561 nChanged 230 SP:Iteration 19Q (1862.548985 sec): 3 clusters Score: Raw -2138906.537437 + Penalty 3401.981671 = -2135504.555767 nChanged 211 SP:Iteration 20F (1862.657830 sec): 3 clusters Score: Raw -2138944.523482 + Penalty 3401.981671 = -2135542.541811 nChanged 180 SP:Iteration 21Q (1862.760587 sec): 3 clusters Score: Raw -2138969.283412 + Penalty 3401.981671 = -2135567.301741 nChanged 139 SP:Iteration 22Q (1862.866098 sec): 3 clusters Score: Raw -2138986.576804 + Penalty 3401.981671 = -2135584.595133 nChanged 125 SP:Iteration 23Q (1862.962243 sec): 3 clusters Score: Raw -2139003.233760 + Penalty 3401.981671 = -2135601.252089 nChanged 113 SP:Iteration 24Q (1863.061551 sec): 3 clusters Score: Raw -2139015.887031 + Penalty 3401.981671 = -2135613.905361 nChanged 110 SP:Iteration 25Q (1863.165618 sec): 3 clusters Score: Raw -2139028.827397 + Penalty 3401.981671 = -2135626.845726 nChanged 114 SP:Iteration 26Q (1863.256053 sec): 3 clusters Score: Raw -2139043.197250 + Penalty 3401.981671 = -2135641.215579 nChanged 119 SP:Iteration 27Q (1863.366893 sec): 3 clusters Score: Raw -2139057.498937 + Penalty 3401.981671 = -2135655.517267 nChanged 110 SP:Iteration 28Q (1863.469769 sec): 3 clusters Score: Raw -2139069.994914 + Penalty 3401.981671 = -2135668.013243 nChanged 95 SP:Iteration 29Q (1863.571337 sec): 3 clusters Score: Raw -2139080.212919 + Penalty 3401.981671 = -2135678.231249 nChanged 72 SP:Iteration 30Q (1863.663838 sec): 3 clusters Score: Raw -2139085.612694 + Penalty 3401.981671 = -2135683.631023 nChanged 52 SP:Iteration 31Q (1863.760838 sec): 3 clusters Score: Raw -2139089.635245 + Penalty 3401.981671 = -2135687.653575 nChanged 47 SP:Iteration 32Q (1863.872313 sec): 3 clusters Score: Raw -2139093.799590 + Penalty 3401.981671 = -2135691.817919 nChanged 46 SP:Iteration 33Q (1863.970419 sec): 3 clusters Score: Raw -2139096.633994 + Penalty 3401.981671 = -2135694.652323 nChanged 36 SP:Iteration 34Q (1864.062596 sec): 3 clusters Score: Raw -2139098.649601 + Penalty 3401.981671 = -2135696.667931 nChanged 35 SP:Iteration 35Q (1864.174857 sec): 3 clusters Score: Raw -2139100.432398 + Penalty 3401.981671 = -2135698.450728 nChanged 22 SP:Iteration 36Q (1864.273658 sec): 3 clusters Score: Raw -2139101.440395 + Penalty 3401.981671 = -2135699.458724 nChanged 15 SP:Iteration 37Q (1864.372433 sec): 3 clusters Score: Raw -2139102.222113 + Penalty 3401.981671 = -2135700.240442 nChanged 17 SP:Iteration 38Q (1864.475435 sec): 3 clusters Score: Raw -2139103.281555 + Penalty 3401.981671 = -2135701.299884 nChanged 15 SP:Iteration 39Q (1864.576967 sec): 3 clusters Score: Raw -2139104.021733 + Penalty 3401.981671 = -2135702.040062 nChanged 12 SP:Iteration 40F (1864.687192 sec): 3 clusters Score: Raw -2139104.601152 + Penalty 3401.981671 = -2135702.619481 nChanged 9 SP:Iteration 41Q (1864.795512 sec): 3 clusters Score: Raw -2139105.131068 + Penalty 3401.981671 = -2135703.149398 nChanged 12 SP:Iteration 42Q (1864.897472 sec): 3 clusters Score: Raw -2139105.604814 + Penalty 3401.981671 = -2135703.623143 nChanged 6 SP:Iteration 43Q (1864.995888 sec): 3 clusters Score: Raw -2139105.883648 + Penalty 3401.981671 = -2135703.901977 nChanged 7 SP:Iteration 44Q (1865.097973 sec): 3 clusters Score: Raw -2139106.101627 + Penalty 3401.981671 = -2135704.119956 nChanged 2 SP:Iteration 45Q (1865.197676 sec): 3 clusters Score: Raw -2139106.167198 + Penalty 3401.981671 = -2135704.185527 nChanged 1 SP:Iteration 46Q (1865.296998 sec): 3 clusters Score: Raw -2139106.207801 + Penalty 3401.981671 = -2135704.226130 nChanged 0 SP:Iteration 47F (1865.400804 sec): 3 clusters Score: Raw -2139106.207801 + Penalty 3401.981671 = -2135704.226130 nChanged 0 Score: Raw -15319118.570187 + Penalty 50730.714831 = -15268387.855356 Splitting cluster 18 changes total score from -15268478.228364 to -15268387.855356 So it's not getting split. Trying to split cluster 19 (24510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1869.862202 sec): 2 clusters Score: Raw -1550371.248655 + Penalty 1642.360927 = -1548728.887727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1869.940796 sec): 3 clusters Score: Raw -1535518.018160 + Penalty 3284.721855 = -1532233.296305 nChanged 11153 SP:Iteration 1F (1870.027203 sec): 3 clusters Score: Raw -1541741.552726 + Penalty 3284.721855 = -1538456.830871 nChanged 1204 SP:Iteration 2Q (1870.110665 sec): 3 clusters Score: Raw -1542153.902474 + Penalty 3284.721855 = -1538869.180619 nChanged 1124 SP:Iteration 3Q (1870.196475 sec): 3 clusters Score: Raw -1542536.238685 + Penalty 3284.721855 = -1539251.516830 nChanged 1071 SP:Iteration 4Q (1870.286708 sec): 3 clusters Score: Raw -1542923.286273 + Penalty 3284.721855 = -1539638.564418 nChanged 1086 SP:Iteration 5Q (1870.363089 sec): 3 clusters Score: Raw -1543386.430603 + Penalty 3284.721855 = -1540101.708748 nChanged 1244 SP:Iteration 6F (1870.455968 sec): 3 clusters Score: Raw -1544052.930829 + Penalty 3284.721855 = -1540768.208975 nChanged 1422 SP:Iteration 7F (1870.538617 sec): 3 clusters Score: Raw -1544920.197831 + Penalty 3284.721855 = -1541635.475976 nChanged 1535 SP:Iteration 8F (1870.626508 sec): 3 clusters Score: Raw -1546010.290454 + Penalty 3284.721855 = -1542725.568599 nChanged 1529 SP:Iteration 9F (1870.710475 sec): 3 clusters Score: Raw -1547185.679257 + Penalty 3284.721855 = -1543900.957402 nChanged 1332 SP:Iteration 10F (1870.795125 sec): 3 clusters Score: Raw -1548262.238117 + Penalty 3284.721855 = -1544977.516262 nChanged 1043 SP:Iteration 11Q (1870.877338 sec): 3 clusters Score: Raw -1549079.902815 + Penalty 3284.721855 = -1545795.180960 nChanged 686 SP:Iteration 12Q (1870.964154 sec): 3 clusters Score: Raw -1549598.222543 + Penalty 3284.721855 = -1546313.500689 nChanged 447 SP:Iteration 13Q (1871.038490 sec): 3 clusters Score: Raw -1549914.038708 + Penalty 3284.721855 = -1546629.316853 nChanged 287 SP:Iteration 14Q (1871.120497 sec): 3 clusters Score: Raw -1550133.632497 + Penalty 3284.721855 = -1546848.910642 nChanged 183 SP:Iteration 15Q (1871.212563 sec): 3 clusters Score: Raw -1550269.770314 + Penalty 3284.721855 = -1546985.048459 nChanged 115 SP:Iteration 16Q (1871.284152 sec): 3 clusters Score: Raw -1550348.254793 + Penalty 3284.721855 = -1547063.532938 nChanged 83 SP:Iteration 17Q (1871.369277 sec): 3 clusters Score: Raw -1550419.962517 + Penalty 3284.721855 = -1547135.240662 nChanged 63 SP:Iteration 18Q (1871.445660 sec): 3 clusters Score: Raw -1550500.515302 + Penalty 3284.721855 = -1547215.793447 nChanged 50 SP:Iteration 19Q (1871.518483 sec): 3 clusters Score: Raw -1550548.751060 + Penalty 3284.721855 = -1547264.029205 nChanged 38 SP:Iteration 20F (1871.603748 sec): 3 clusters Score: Raw -1550585.059945 + Penalty 3284.721855 = -1547300.338090 nChanged 37 SP:Iteration 21Q (1871.690602 sec): 3 clusters Score: Raw -1550615.790563 + Penalty 3284.721855 = -1547331.068708 nChanged 36 SP:Iteration 22Q (1871.760152 sec): 3 clusters Score: Raw -1550651.845508 + Penalty 3284.721855 = -1547367.123653 nChanged 27 SP:Iteration 23Q (1871.839799 sec): 3 clusters Score: Raw -1550678.921233 + Penalty 3284.721855 = -1547394.199378 nChanged 26 SP:Iteration 24Q (1871.911004 sec): 3 clusters Score: Raw -1550699.011095 + Penalty 3284.721855 = -1547414.289240 nChanged 18 SP:Iteration 25Q (1871.993984 sec): 3 clusters Score: Raw -1550712.489293 + Penalty 3284.721855 = -1547427.767438 nChanged 10 SP:Iteration 26Q (1872.070989 sec): 3 clusters Score: Raw -1550720.964107 + Penalty 3284.721855 = -1547436.242253 nChanged 9 SP:Iteration 27Q (1872.148437 sec): 3 clusters Score: Raw -1550728.197574 + Penalty 3284.721855 = -1547443.475719 nChanged 9 SP:Iteration 28Q (1872.212902 sec): 3 clusters Score: Raw -1550732.225517 + Penalty 3284.721855 = -1547447.503662 nChanged 7 SP:Iteration 29Q (1872.294508 sec): 3 clusters Score: Raw -1550736.310814 + Penalty 3284.721855 = -1547451.588959 nChanged 3 SP:Iteration 30Q (1872.373574 sec): 3 clusters Score: Raw -1550738.294578 + Penalty 3284.721855 = -1547453.572723 nChanged 2 SP:Iteration 31Q (1872.442749 sec): 3 clusters Score: Raw -1550738.980705 + Penalty 3284.721855 = -1547454.258850 nChanged 4 SP:Iteration 32Q (1872.522711 sec): 3 clusters Score: Raw -1550741.672291 + Penalty 3284.721855 = -1547456.950436 nChanged 4 SP:Iteration 33Q (1872.599257 sec): 3 clusters Score: Raw -1550743.419031 + Penalty 3284.721855 = -1547458.697176 nChanged 4 SP:Iteration 34Q (1872.675605 sec): 3 clusters Score: Raw -1550744.682777 + Penalty 3284.721855 = -1547459.960922 nChanged 2 SP:Iteration 35Q (1872.752331 sec): 3 clusters Score: Raw -1550745.920585 + Penalty 3284.721855 = -1547461.198730 nChanged 1 SP:Iteration 36Q (1872.827039 sec): 3 clusters Score: Raw -1550746.128715 + Penalty 3284.721855 = -1547461.406860 nChanged 0 SP:Iteration 37F (1872.914501 sec): 3 clusters Score: Raw -1550746.128715 + Penalty 3284.721855 = -1547461.406860 nChanged 0 Trying to split cluster 20 (29133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1872.976381 sec): 2 clusters Score: Raw -1637340.033008 + Penalty 1670.439360 = -1635669.593648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1873.066743 sec): 3 clusters Score: Raw -1619462.373504 + Penalty 3340.878720 = -1616121.494784 nChanged 13480 SP:Iteration 1F (1873.148987 sec): 3 clusters Score: Raw -1627301.221099 + Penalty 3340.878720 = -1623960.342379 nChanged 1656 SP:Iteration 2F (1873.249671 sec): 3 clusters Score: Raw -1628086.135966 + Penalty 3340.878720 = -1624745.257245 nChanged 1818 SP:Iteration 3F (1873.346124 sec): 3 clusters Score: Raw -1629169.021996 + Penalty 3340.878720 = -1625828.143276 nChanged 1976 SP:Iteration 4F (1873.444764 sec): 3 clusters Score: Raw -1630590.199364 + Penalty 3340.878720 = -1627249.320644 nChanged 2026 SP:Iteration 5F (1873.547471 sec): 3 clusters Score: Raw -1632258.803996 + Penalty 3340.878720 = -1628917.925276 nChanged 1827 SP:Iteration 6F (1873.639644 sec): 3 clusters Score: Raw -1633811.360721 + Penalty 3340.878720 = -1630470.482000 nChanged 1396 SP:Iteration 7Q (1873.737215 sec): 3 clusters Score: Raw -1634825.957126 + Penalty 3340.878720 = -1631485.078406 nChanged 1068 SP:Iteration 8Q (1873.829488 sec): 3 clusters Score: Raw -1635451.270503 + Penalty 3340.878720 = -1632110.391783 nChanged 802 SP:Iteration 9Q (1873.918603 sec): 3 clusters Score: Raw -1635914.934572 + Penalty 3340.878720 = -1632574.055852 nChanged 615 SP:Iteration 10Q (1874.007567 sec): 3 clusters Score: Raw -1636370.752933 + Penalty 3340.878720 = -1633029.874213 nChanged 546 SP:Iteration 11Q (1874.101077 sec): 3 clusters Score: Raw -1636806.269297 + Penalty 3340.878720 = -1633465.390576 nChanged 479 SP:Iteration 12Q (1874.192788 sec): 3 clusters Score: Raw -1637153.268372 + Penalty 3340.878720 = -1633812.389651 nChanged 439 SP:Iteration 13Q (1874.291788 sec): 3 clusters Score: Raw -1637422.394351 + Penalty 3340.878720 = -1634081.515631 nChanged 380 SP:Iteration 14Q (1874.376274 sec): 3 clusters Score: Raw -1637629.087389 + Penalty 3340.878720 = -1634288.208669 nChanged 317 SP:Iteration 15Q (1874.462866 sec): 3 clusters Score: Raw -1637761.884171 + Penalty 3340.878720 = -1634421.005451 nChanged 234 SP:Iteration 16Q (1874.545517 sec): 3 clusters Score: Raw -1637846.002264 + Penalty 3340.878720 = -1634505.123544 nChanged 193 SP:Iteration 17Q (1874.642987 sec): 3 clusters Score: Raw -1637910.423197 + Penalty 3340.878720 = -1634569.544477 nChanged 154 SP:Iteration 18Q (1874.731449 sec): 3 clusters Score: Raw -1637954.468135 + Penalty 3340.878720 = -1634613.589415 nChanged 118 SP:Iteration 19Q (1874.813686 sec): 3 clusters Score: Raw -1637987.656908 + Penalty 3340.878720 = -1634646.778188 nChanged 123 SP:Iteration 20F (1874.909834 sec): 3 clusters Score: Raw -1638016.073144 + Penalty 3340.878720 = -1634675.194424 nChanged 81 SP:Iteration 21Q (1874.998773 sec): 3 clusters Score: Raw -1638030.876198 + Penalty 3340.878720 = -1634689.997478 nChanged 82 SP:Iteration 22Q (1875.083453 sec): 3 clusters Score: Raw -1638047.040409 + Penalty 3340.878720 = -1634706.161689 nChanged 69 SP:Iteration 23Q (1875.175773 sec): 3 clusters Score: Raw -1638059.221585 + Penalty 3340.878720 = -1634718.342865 nChanged 57 SP:Iteration 24Q (1875.258565 sec): 3 clusters Score: Raw -1638068.311256 + Penalty 3340.878720 = -1634727.432535 nChanged 46 SP:Iteration 25Q (1875.332609 sec): 3 clusters Score: Raw -1638075.868690 + Penalty 3340.878720 = -1634734.989970 nChanged 46 SP:Iteration 26Q (1875.420766 sec): 3 clusters Score: Raw -1638083.518336 + Penalty 3340.878720 = -1634742.639616 nChanged 43 SP:Iteration 27Q (1875.504508 sec): 3 clusters Score: Raw -1638090.581067 + Penalty 3340.878720 = -1634749.702347 nChanged 42 SP:Iteration 28Q (1875.593292 sec): 3 clusters Score: Raw -1638097.790299 + Penalty 3340.878720 = -1634756.911579 nChanged 36 SP:Iteration 29Q (1875.679274 sec): 3 clusters Score: Raw -1638103.571576 + Penalty 3340.878720 = -1634762.692856 nChanged 31 SP:Iteration 30Q (1875.764387 sec): 3 clusters Score: Raw -1638107.556234 + Penalty 3340.878720 = -1634766.677514 nChanged 19 SP:Iteration 31Q (1875.850207 sec): 3 clusters Score: Raw -1638109.468380 + Penalty 3340.878720 = -1634768.589660 nChanged 15 SP:Iteration 32Q (1875.931133 sec): 3 clusters Score: Raw -1638111.299510 + Penalty 3340.878720 = -1634770.420789 nChanged 16 SP:Iteration 33Q (1876.017552 sec): 3 clusters Score: Raw -1638112.793376 + Penalty 3340.878720 = -1634771.914656 nChanged 12 SP:Iteration 34Q (1876.105341 sec): 3 clusters Score: Raw -1638113.704539 + Penalty 3340.878720 = -1634772.825819 nChanged 8 SP:Iteration 35Q (1876.182271 sec): 3 clusters Score: Raw -1638114.651285 + Penalty 3340.878720 = -1634773.772565 nChanged 12 SP:Iteration 36Q (1876.270969 sec): 3 clusters Score: Raw -1638116.049555 + Penalty 3340.878720 = -1634775.170835 nChanged 12 SP:Iteration 37Q (1876.359801 sec): 3 clusters Score: Raw -1638117.511964 + Penalty 3340.878720 = -1634776.633244 nChanged 15 SP:Iteration 38Q (1876.452049 sec): 3 clusters Score: Raw -1638119.017752 + Penalty 3340.878720 = -1634778.139031 nChanged 11 SP:Iteration 39Q (1876.529141 sec): 3 clusters Score: Raw -1638120.033704 + Penalty 3340.878720 = -1634779.154984 nChanged 16 SP:Iteration 40F (1876.615807 sec): 3 clusters Score: Raw -1638121.855191 + Penalty 3340.878720 = -1634780.976471 nChanged 22 SP:Iteration 41Q (1876.709219 sec): 3 clusters Score: Raw -1638124.470111 + Penalty 3340.878720 = -1634783.591391 nChanged 16 SP:Iteration 42Q (1876.784338 sec): 3 clusters Score: Raw -1638125.836157 + Penalty 3340.878720 = -1634784.957437 nChanged 11 SP:Iteration 43Q (1876.873070 sec): 3 clusters Score: Raw -1638126.973040 + Penalty 3340.878720 = -1634786.094319 nChanged 10 SP:Iteration 44Q (1876.958803 sec): 3 clusters Score: Raw -1638128.054290 + Penalty 3340.878720 = -1634787.175570 nChanged 7 SP:Iteration 45Q (1877.043581 sec): 3 clusters Score: Raw -1638128.869261 + Penalty 3340.878720 = -1634787.990540 nChanged 11 SP:Iteration 46Q (1877.126323 sec): 3 clusters Score: Raw -1638130.490926 + Penalty 3340.878720 = -1634789.612206 nChanged 13 SP:Iteration 47Q (1877.212835 sec): 3 clusters Score: Raw -1638131.935498 + Penalty 3340.878720 = -1634791.056778 nChanged 14 SP:Iteration 48Q (1877.298162 sec): 3 clusters Score: Raw -1638133.598334 + Penalty 3340.878720 = -1634792.719614 nChanged 13 SP:Iteration 49Q (1877.388539 sec): 3 clusters Score: Raw -1638134.807861 + Penalty 3340.878720 = -1634793.929141 nChanged 8 SP:Iteration 50Q (1877.477747 sec): 3 clusters Score: Raw -1638135.393330 + Penalty 3340.878720 = -1634794.514609 nChanged 3 SP:Iteration 51Q (1877.564492 sec): 3 clusters Score: Raw -1638135.688439 + Penalty 3340.878720 = -1634794.809719 nChanged 4 SP:Iteration 52Q (1877.654524 sec): 3 clusters Score: Raw -1638135.834956 + Penalty 3340.878720 = -1634794.956235 nChanged 1 SP:Iteration 53Q (1877.737191 sec): 3 clusters Score: Raw -1638135.999278 + Penalty 3340.878720 = -1634795.120558 nChanged 2 SP:Iteration 54Q (1877.830127 sec): 3 clusters Score: Raw -1638136.158779 + Penalty 3340.878720 = -1634795.280059 nChanged 1 SP:Iteration 55Q (1877.909347 sec): 3 clusters Score: Raw -1638136.267331 + Penalty 3340.878720 = -1634795.388611 nChanged 1 SP:Iteration 56Q (1878.001502 sec): 3 clusters Score: Raw -1638136.367819 + Penalty 3340.878720 = -1634795.489099 nChanged 2 SP:Iteration 57Q (1878.088385 sec): 3 clusters Score: Raw -1638136.534769 + Penalty 3340.878720 = -1634795.656049 nChanged 1 SP:Iteration 58Q (1878.173515 sec): 3 clusters Score: Raw -1638136.572073 + Penalty 3340.878720 = -1634795.693352 nChanged 0 SP:Iteration 59F (1878.267526 sec): 3 clusters Score: Raw -1638136.572073 + Penalty 3340.878720 = -1634795.693352 nChanged 0 Trying to split cluster 21 (1201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1878.293166 sec): 2 clusters Score: Raw -76526.733787 + Penalty 1152.272846 = -75374.460941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1878.334930 sec): 3 clusters Score: Raw -76098.297999 + Penalty 2304.545692 = -73793.752307 nChanged 366 SP:Iteration 1F (1878.381159 sec): 3 clusters Score: Raw -76346.478210 + Penalty 2304.545692 = -74041.932518 nChanged 83 SP:Iteration 2F (1878.437579 sec): 3 clusters Score: Raw -76420.866922 + Penalty 2304.545692 = -74116.321230 nChanged 60 SP:Iteration 3Q (1878.483900 sec): 3 clusters Score: Raw -76471.120867 + Penalty 2304.545692 = -74166.575175 nChanged 30 SP:Iteration 4Q (1878.534490 sec): 3 clusters Score: Raw -76490.984184 + Penalty 2304.545692 = -74186.438492 nChanged 19 SP:Iteration 5Q (1878.576062 sec): 3 clusters Score: Raw -76510.907632 + Penalty 2304.545692 = -74206.361940 nChanged 20 SP:Iteration 6Q (1878.625948 sec): 3 clusters Score: Raw -76525.988996 + Penalty 2304.545692 = -74221.443304 nChanged 8 SP:Iteration 7Q (1878.660394 sec): 3 clusters Score: Raw -76532.757685 + Penalty 2304.545692 = -74228.211992 nChanged 9 SP:Iteration 8Q (1878.708258 sec): 3 clusters Score: Raw -76538.512766 + Penalty 2304.545692 = -74233.967073 nChanged 10 SP:Iteration 9Q (1878.758517 sec): 3 clusters Score: Raw -76543.655754 + Penalty 2304.545692 = -74239.110062 nChanged 9 SP:Iteration 10Q (1878.792519 sec): 3 clusters Score: Raw -76552.567137 + Penalty 2304.545692 = -74248.021445 nChanged 12 SP:Iteration 11Q (1878.834914 sec): 3 clusters Score: Raw -76560.873150 + Penalty 2304.545692 = -74256.327457 nChanged 5 SP:Iteration 12Q (1878.884240 sec): 3 clusters Score: Raw -76565.116387 + Penalty 2304.545692 = -74260.570695 nChanged 5 SP:Iteration 13Q (1878.925470 sec): 3 clusters Score: Raw -76570.243808 + Penalty 2304.545692 = -74265.698116 nChanged 7 SP:Iteration 14Q (1878.966511 sec): 3 clusters Score: Raw -76573.839726 + Penalty 2304.545692 = -74269.294033 nChanged 4 SP:Iteration 15Q (1879.016751 sec): 3 clusters Score: Raw -76575.594075 + Penalty 2304.545692 = -74271.048383 nChanged 4 SP:Iteration 16Q (1879.054441 sec): 3 clusters Score: Raw -76577.611651 + Penalty 2304.545692 = -74273.065959 nChanged 4 SP:Iteration 17Q (1879.102338 sec): 3 clusters Score: Raw -76578.827721 + Penalty 2304.545692 = -74274.282029 nChanged 0 SP:Iteration 18F (1879.151457 sec): 3 clusters Score: Raw -76578.827721 + Penalty 2304.545692 = -74274.282029 nChanged 0 Trying to split cluster 22 (1694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1879.166533 sec): 2 clusters Score: Raw -98283.575454 + Penalty 1208.162780 = -97075.412674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1879.230747 sec): 3 clusters Score: Raw -97562.505433 + Penalty 2416.325559 = -95146.179874 nChanged 581 SP:Iteration 1F (1879.277601 sec): 3 clusters Score: Raw -97931.711727 + Penalty 2416.325559 = -95515.386168 nChanged 126 SP:Iteration 2F (1879.326407 sec): 3 clusters Score: Raw -98030.965255 + Penalty 2416.325559 = -95614.639695 nChanged 88 SP:Iteration 3F (1879.365627 sec): 3 clusters Score: Raw -98101.803034 + Penalty 2416.325559 = -95685.477475 nChanged 61 SP:Iteration 4Q (1879.425932 sec): 3 clusters Score: Raw -98146.205654 + Penalty 2416.325559 = -95729.880095 nChanged 38 SP:Iteration 5Q (1879.472714 sec): 3 clusters Score: Raw -98166.140072 + Penalty 2416.325559 = -95749.814512 nChanged 31 SP:Iteration 6Q (1879.513298 sec): 3 clusters Score: Raw -98184.071084 + Penalty 2416.325559 = -95767.745524 nChanged 18 SP:Iteration 7Q (1879.565881 sec): 3 clusters Score: Raw -98194.807013 + Penalty 2416.325559 = -95778.481454 nChanged 15 SP:Iteration 8Q (1879.604733 sec): 3 clusters Score: Raw -98202.692062 + Penalty 2416.325559 = -95786.366503 nChanged 9 SP:Iteration 9Q (1879.650397 sec): 3 clusters Score: Raw -98208.303970 + Penalty 2416.325559 = -95791.978411 nChanged 11 SP:Iteration 10Q (1879.697407 sec): 3 clusters Score: Raw -98213.563842 + Penalty 2416.325559 = -95797.238283 nChanged 6 SP:Iteration 11Q (1879.737292 sec): 3 clusters Score: Raw -98217.109525 + Penalty 2416.325559 = -95800.783966 nChanged 4 SP:Iteration 12Q (1879.788886 sec): 3 clusters Score: Raw -98218.815926 + Penalty 2416.325559 = -95802.490367 nChanged 1 SP:Iteration 13Q (1879.833303 sec): 3 clusters Score: Raw -98219.097354 + Penalty 2416.325559 = -95802.771794 nChanged 2 SP:Iteration 14Q (1879.874345 sec): 3 clusters Score: Raw -98219.658664 + Penalty 2416.325559 = -95803.333104 nChanged 2 SP:Iteration 15Q (1879.921464 sec): 3 clusters Score: Raw -98221.203697 + Penalty 2416.325559 = -95804.878137 nChanged 2 SP:Iteration 16Q (1879.973828 sec): 3 clusters Score: Raw -98222.004464 + Penalty 2416.325559 = -95805.678905 nChanged 4 SP:Iteration 17Q (1880.018312 sec): 3 clusters Score: Raw -98224.170385 + Penalty 2416.325559 = -95807.844825 nChanged 2 SP:Iteration 18Q (1880.060528 sec): 3 clusters Score: Raw -98226.139797 + Penalty 2416.325559 = -95809.814237 nChanged 4 SP:Iteration 19Q (1880.106226 sec): 3 clusters Score: Raw -98228.512994 + Penalty 2416.325559 = -95812.187435 nChanged 3 SP:Iteration 20F (1880.145161 sec): 3 clusters Score: Raw -98230.286925 + Penalty 2416.325559 = -95813.961366 nChanged 3 SP:Iteration 21Q (1880.196741 sec): 3 clusters Score: Raw -98231.145053 + Penalty 2416.325559 = -95814.819493 nChanged 3 SP:Iteration 22Q (1880.234342 sec): 3 clusters Score: Raw -98235.938821 + Penalty 2416.325559 = -95819.613261 nChanged 7 SP:Iteration 23Q (1880.285757 sec): 3 clusters Score: Raw -98239.834215 + Penalty 2416.325559 = -95823.508656 nChanged 12 SP:Iteration 24Q (1880.329108 sec): 3 clusters Score: Raw -98248.058589 + Penalty 2416.325559 = -95831.733030 nChanged 11 SP:Iteration 25Q (1880.371380 sec): 3 clusters Score: Raw -98255.304176 + Penalty 2416.325559 = -95838.978617 nChanged 15 SP:Iteration 26Q (1880.424298 sec): 3 clusters Score: Raw -98265.844411 + Penalty 2416.325559 = -95849.518852 nChanged 15 SP:Iteration 27Q (1880.459526 sec): 3 clusters Score: Raw -98275.387482 + Penalty 2416.325559 = -95859.061922 nChanged 13 SP:Iteration 28Q (1880.508761 sec): 3 clusters Score: Raw -98281.775737 + Penalty 2416.325559 = -95865.450177 nChanged 9 SP:Iteration 29Q (1880.554416 sec): 3 clusters Score: Raw -98287.530155 + Penalty 2416.325559 = -95871.204595 nChanged 11 SP:Iteration 30Q (1880.601223 sec): 3 clusters Score: Raw -98294.924641 + Penalty 2416.325559 = -95878.599082 nChanged 8 SP:Iteration 31Q (1880.642254 sec): 3 clusters Score: Raw -98299.367665 + Penalty 2416.325559 = -95883.042105 nChanged 8 SP:Iteration 32Q (1880.688940 sec): 3 clusters Score: Raw -98304.210597 + Penalty 2416.325559 = -95887.885038 nChanged 4 SP:Iteration 33Q (1880.734563 sec): 3 clusters Score: Raw -98305.846804 + Penalty 2416.325559 = -95889.521245 nChanged 3 SP:Iteration 34Q (1880.777189 sec): 3 clusters Score: Raw -98307.310925 + Penalty 2416.325559 = -95890.985366 nChanged 5 SP:Iteration 35Q (1880.826484 sec): 3 clusters Score: Raw -98308.606166 + Penalty 2416.325559 = -95892.280606 nChanged 4 SP:Iteration 36Q (1880.865155 sec): 3 clusters Score: Raw -98310.971167 + Penalty 2416.325559 = -95894.645608 nChanged 2 SP:Iteration 37Q (1880.910906 sec): 3 clusters Score: Raw -98312.152226 + Penalty 2416.325559 = -95895.826666 nChanged 1 SP:Iteration 38Q (1880.962617 sec): 3 clusters Score: Raw -98312.794650 + Penalty 2416.325559 = -95896.469090 nChanged 2 SP:Iteration 39Q (1881.010684 sec): 3 clusters Score: Raw -98314.033556 + Penalty 2416.325559 = -95897.707996 nChanged 3 SP:Iteration 40F (1881.053672 sec): 3 clusters Score: Raw -98315.428726 + Penalty 2416.325559 = -95899.103167 nChanged 3 SP:Iteration 41Q (1881.098205 sec): 3 clusters Score: Raw -98316.680425 + Penalty 2416.325559 = -95900.354866 nChanged 0 SP:Iteration 42F (1881.140445 sec): 3 clusters Score: Raw -98316.680425 + Penalty 2416.325559 = -95900.354866 nChanged 0 Trying to split cluster 23 (69121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1881.261441 sec): 2 clusters Score: Raw -4145285.150272 + Penalty 1810.837254 = -4143474.313018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1881.413447 sec): 3 clusters Score: Raw -4100939.931934 + Penalty 3621.674508 = -4097318.257426 nChanged 32659 SP:Iteration 1F (1881.576628 sec): 3 clusters Score: Raw -4119631.790828 + Penalty 3621.674508 = -4116010.116320 nChanged 2498 SP:Iteration 2Q (1881.730239 sec): 3 clusters Score: Raw -4120333.770665 + Penalty 3621.674508 = -4116712.096157 nChanged 2621 SP:Iteration 3Q (1881.884142 sec): 3 clusters Score: Raw -4121163.619643 + Penalty 3621.674508 = -4117541.945135 nChanged 2855 SP:Iteration 4Q (1882.050712 sec): 3 clusters Score: Raw -4122202.993553 + Penalty 3621.674508 = -4118581.319045 nChanged 3195 SP:Iteration 5Q (1882.198050 sec): 3 clusters Score: Raw -4123590.696243 + Penalty 3621.674508 = -4119969.021735 nChanged 3653 SP:Iteration 6F (1882.364284 sec): 3 clusters Score: Raw -4125451.055391 + Penalty 3621.674508 = -4121829.380883 nChanged 4003 SP:Iteration 7F (1882.521576 sec): 3 clusters Score: Raw -4127838.148455 + Penalty 3621.674508 = -4124216.473947 nChanged 4188 SP:Iteration 8F (1882.672224 sec): 3 clusters Score: Raw -4130593.558372 + Penalty 3621.674508 = -4126971.883864 nChanged 3936 SP:Iteration 9F (1882.839370 sec): 3 clusters Score: Raw -4133291.688012 + Penalty 3621.674508 = -4129670.013504 nChanged 3309 SP:Iteration 10Q (1883.001174 sec): 3 clusters Score: Raw -4135398.386313 + Penalty 3621.674508 = -4131776.711805 nChanged 2637 SP:Iteration 11Q (1883.152042 sec): 3 clusters Score: Raw -4136832.225756 + Penalty 3621.674508 = -4133210.551248 nChanged 2034 SP:Iteration 12Q (1883.307644 sec): 3 clusters Score: Raw -4137760.319006 + Penalty 3621.674508 = -4134138.644498 nChanged 1566 SP:Iteration 13Q (1883.468025 sec): 3 clusters Score: Raw -4138382.921688 + Penalty 3621.674508 = -4134761.247180 nChanged 1312 SP:Iteration 14Q (1883.611810 sec): 3 clusters Score: Raw -4138861.125910 + Penalty 3621.674508 = -4135239.451402 nChanged 1207 SP:Iteration 15Q (1883.775869 sec): 3 clusters Score: Raw -4139284.043385 + Penalty 3621.674508 = -4135662.368877 nChanged 1170 SP:Iteration 16Q (1883.916886 sec): 3 clusters Score: Raw -4139685.714236 + Penalty 3621.674508 = -4136064.039728 nChanged 1167 SP:Iteration 17Q (1884.071544 sec): 3 clusters Score: Raw -4140089.057867 + Penalty 3621.674508 = -4136467.383359 nChanged 1140 SP:Iteration 18Q (1884.220087 sec): 3 clusters Score: Raw -4140478.545360 + Penalty 3621.674508 = -4136856.870852 nChanged 1110 SP:Iteration 19Q (1884.356872 sec): 3 clusters Score: Raw -4140857.373329 + Penalty 3621.674508 = -4137235.698821 nChanged 1044 SP:Iteration 20F (1884.519372 sec): 3 clusters Score: Raw -4141211.453941 + Penalty 3621.674508 = -4137589.779433 nChanged 982 SP:Iteration 21Q (1884.675113 sec): 3 clusters Score: Raw -4141567.043256 + Penalty 3621.674508 = -4137945.368748 nChanged 979 SP:Iteration 22Q (1884.822719 sec): 3 clusters Score: Raw -4141927.478138 + Penalty 3621.674508 = -4138305.803630 nChanged 969 SP:Iteration 23Q (1884.970452 sec): 3 clusters Score: Raw -4142293.040451 + Penalty 3621.674508 = -4138671.365943 nChanged 923 SP:Iteration 24Q (1885.122865 sec): 3 clusters Score: Raw -4142655.698044 + Penalty 3621.674508 = -4139034.023535 nChanged 885 SP:Iteration 25Q (1885.265388 sec): 3 clusters Score: Raw -4143016.340974 + Penalty 3621.674508 = -4139394.666466 nChanged 805 SP:Iteration 26Q (1885.395123 sec): 3 clusters Score: Raw -4143351.561954 + Penalty 3621.674508 = -4139729.887446 nChanged 737 SP:Iteration 27Q (1885.551763 sec): 3 clusters Score: Raw -4143667.416859 + Penalty 3621.674508 = -4140045.742351 nChanged 698 SP:Iteration 28Q (1885.678892 sec): 3 clusters Score: Raw -4143991.386392 + Penalty 3621.674508 = -4140369.711884 nChanged 671 SP:Iteration 29Q (1885.823869 sec): 3 clusters Score: Raw -4144319.079110 + Penalty 3621.674508 = -4140697.404602 nChanged 593 SP:Iteration 30Q (1885.958976 sec): 3 clusters Score: Raw -4144619.159865 + Penalty 3621.674508 = -4140997.485357 nChanged 497 SP:Iteration 31Q (1886.091811 sec): 3 clusters Score: Raw -4144860.901206 + Penalty 3621.674508 = -4141239.226698 nChanged 394 SP:Iteration 32Q (1886.227156 sec): 3 clusters Score: Raw -4145067.329461 + Penalty 3621.674508 = -4141445.654953 nChanged 289 SP:Iteration 33Q (1886.344102 sec): 3 clusters Score: Raw -4145205.793789 + Penalty 3621.674508 = -4141584.119281 nChanged 220 SP:Iteration 34Q (1886.486461 sec): 3 clusters Score: Raw -4145318.174386 + Penalty 3621.674508 = -4141696.499878 nChanged 175 SP:Iteration 35Q (1886.611965 sec): 3 clusters Score: Raw -4145414.521595 + Penalty 3621.674508 = -4141792.847087 nChanged 146 SP:Iteration 36Q (1886.737755 sec): 3 clusters Score: Raw -4145494.604620 + Penalty 3621.674508 = -4141872.930112 nChanged 92 SP:Iteration 37Q (1886.881531 sec): 3 clusters Score: Raw -4145555.135711 + Penalty 3621.674508 = -4141933.461203 nChanged 66 SP:Iteration 38Q (1887.013272 sec): 3 clusters Score: Raw -4145598.809160 + Penalty 3621.674508 = -4141977.134652 nChanged 54 SP:Iteration 39Q (1887.142253 sec): 3 clusters Score: Raw -4145635.123943 + Penalty 3621.674508 = -4142013.449435 nChanged 51 SP:Iteration 40F (1887.313843 sec): 3 clusters Score: Raw -4145663.252616 + Penalty 3621.674508 = -4142041.578108 nChanged 37 SP:Iteration 41Q (1887.447867 sec): 3 clusters Score: Raw -4145681.169448 + Penalty 3621.674508 = -4142059.494940 nChanged 29 SP:Iteration 42Q (1887.570049 sec): 3 clusters Score: Raw -4145696.770965 + Penalty 3621.674508 = -4142075.096457 nChanged 25 SP:Iteration 43Q (1887.709165 sec): 3 clusters Score: Raw -4145706.762716 + Penalty 3621.674508 = -4142085.088208 nChanged 15 SP:Iteration 44Q (1887.836819 sec): 3 clusters Score: Raw -4145711.841929 + Penalty 3621.674508 = -4142090.167421 nChanged 9 SP:Iteration 45Q (1887.972398 sec): 3 clusters Score: Raw -4145714.490179 + Penalty 3621.674508 = -4142092.815671 nChanged 8 SP:Iteration 46Q (1888.095388 sec): 3 clusters Score: Raw -4145717.987597 + Penalty 3621.674508 = -4142096.313088 nChanged 5 SP:Iteration 47Q (1888.230714 sec): 3 clusters Score: Raw -4145720.562537 + Penalty 3621.674508 = -4142098.888029 nChanged 7 SP:Iteration 48Q (1888.366131 sec): 3 clusters Score: Raw -4145723.837544 + Penalty 3621.674508 = -4142102.163036 nChanged 5 SP:Iteration 49Q (1888.502440 sec): 3 clusters Score: Raw -4145725.512028 + Penalty 3621.674508 = -4142103.837520 nChanged 4 SP:Iteration 50Q (1888.629297 sec): 3 clusters Score: Raw -4145727.802066 + Penalty 3621.674508 = -4142106.127558 nChanged 5 SP:Iteration 51Q (1888.765448 sec): 3 clusters Score: Raw -4145729.957790 + Penalty 3621.674508 = -4142108.283282 nChanged 8 SP:Iteration 52Q (1888.898638 sec): 3 clusters Score: Raw -4145733.664968 + Penalty 3621.674508 = -4142111.990460 nChanged 4 SP:Iteration 53Q (1889.023381 sec): 3 clusters Score: Raw -4145736.019536 + Penalty 3621.674508 = -4142114.345028 nChanged 4 SP:Iteration 54Q (1889.153738 sec): 3 clusters Score: Raw -4145737.308594 + Penalty 3621.674508 = -4142115.634086 nChanged 1 SP:Iteration 55Q (1889.293316 sec): 3 clusters Score: Raw -4145737.607405 + Penalty 3621.674508 = -4142115.932897 nChanged 1 SP:Iteration 56Q (1889.425613 sec): 3 clusters Score: Raw -4145737.780737 + Penalty 3621.674508 = -4142116.106229 nChanged 1 SP:Iteration 57Q (1889.545331 sec): 3 clusters Score: Raw -4145738.270292 + Penalty 3621.674508 = -4142116.595784 nChanged 0 SP:Iteration 58F (1889.716584 sec): 3 clusters Score: Raw -4145738.270292 + Penalty 3621.674508 = -4142116.595784 nChanged 0 Trying to split cluster 24 (7915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1889.747630 sec): 2 clusters Score: Raw -495961.586408 + Penalty 1458.683683 = -494502.902725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1889.810845 sec): 3 clusters Score: Raw -491580.237674 + Penalty 2917.367366 = -488662.870308 nChanged 3362 SP:Iteration 1F (1889.877671 sec): 3 clusters Score: Raw -493463.858571 + Penalty 2917.367366 = -490546.491205 nChanged 567 SP:Iteration 2F (1889.941061 sec): 3 clusters Score: Raw -493743.694074 + Penalty 2917.367366 = -490826.326708 nChanged 433 SP:Iteration 3F (1890.003416 sec): 3 clusters Score: Raw -493948.219312 + Penalty 2917.367366 = -491030.851946 nChanged 385 SP:Iteration 4Q (1890.066015 sec): 3 clusters Score: Raw -494142.178694 + Penalty 2917.367366 = -491224.811328 nChanged 370 SP:Iteration 5Q (1890.114233 sec): 3 clusters Score: Raw -494361.051275 + Penalty 2917.367366 = -491443.683909 nChanged 387 SP:Iteration 6Q (1890.185716 sec): 3 clusters Score: Raw -494620.528421 + Penalty 2917.367366 = -491703.161055 nChanged 400 SP:Iteration 7F (1890.247882 sec): 3 clusters Score: Raw -494920.978224 + Penalty 2917.367366 = -492003.610858 nChanged 370 SP:Iteration 8Q (1890.305599 sec): 3 clusters Score: Raw -495211.918354 + Penalty 2917.367366 = -492294.550988 nChanged 335 SP:Iteration 9Q (1890.354840 sec): 3 clusters Score: Raw -495496.377503 + Penalty 2917.367366 = -492579.010137 nChanged 277 SP:Iteration 10Q (1890.413442 sec): 3 clusters Score: Raw -495739.454495 + Penalty 2917.367366 = -492822.087129 nChanged 212 SP:Iteration 11Q (1890.482068 sec): 3 clusters Score: Raw -495924.949045 + Penalty 2917.367366 = -493007.581679 nChanged 159 SP:Iteration 12Q (1890.537685 sec): 3 clusters Score: Raw -496061.900868 + Penalty 2917.367366 = -493144.533502 nChanged 122 SP:Iteration 13Q (1890.596077 sec): 3 clusters Score: Raw -496156.697077 + Penalty 2917.367366 = -493239.329711 nChanged 76 SP:Iteration 14Q (1890.642010 sec): 3 clusters Score: Raw -496203.043716 + Penalty 2917.367366 = -493285.676350 nChanged 43 SP:Iteration 15Q (1890.698460 sec): 3 clusters Score: Raw -496231.233172 + Penalty 2917.367366 = -493313.865806 nChanged 34 SP:Iteration 16Q (1890.771099 sec): 3 clusters Score: Raw -496250.750759 + Penalty 2917.367366 = -493333.383393 nChanged 31 SP:Iteration 17Q (1890.827064 sec): 3 clusters Score: Raw -496269.016587 + Penalty 2917.367366 = -493351.649221 nChanged 25 SP:Iteration 18Q (1890.880717 sec): 3 clusters Score: Raw -496281.733242 + Penalty 2917.367366 = -493364.365876 nChanged 24 SP:Iteration 19Q (1890.939859 sec): 3 clusters Score: Raw -496290.701058 + Penalty 2917.367366 = -493373.333692 nChanged 9 SP:Iteration 20F (1891.000458 sec): 3 clusters Score: Raw -496294.745138 + Penalty 2917.367366 = -493377.377772 nChanged 9 SP:Iteration 21Q (1891.059984 sec): 3 clusters Score: Raw -496299.056546 + Penalty 2917.367366 = -493381.689180 nChanged 7 SP:Iteration 22Q (1891.114224 sec): 3 clusters Score: Raw -496301.855820 + Penalty 2917.367366 = -493384.488454 nChanged 7 SP:Iteration 23Q (1891.167944 sec): 3 clusters Score: Raw -496307.149948 + Penalty 2917.367366 = -493389.782582 nChanged 8 SP:Iteration 24Q (1891.240357 sec): 3 clusters Score: Raw -496311.336839 + Penalty 2917.367366 = -493393.969473 nChanged 5 SP:Iteration 25Q (1891.298392 sec): 3 clusters Score: Raw -496314.055305 + Penalty 2917.367366 = -493396.687939 nChanged 5 SP:Iteration 26Q (1891.342309 sec): 3 clusters Score: Raw -496316.712071 + Penalty 2917.367366 = -493399.344705 nChanged 8 SP:Iteration 27Q (1891.409795 sec): 3 clusters Score: Raw -496320.800915 + Penalty 2917.367366 = -493403.433549 nChanged 6 SP:Iteration 28Q (1891.458069 sec): 3 clusters Score: Raw -496324.837176 + Penalty 2917.367366 = -493407.469810 nChanged 1 SP:Iteration 29Q (1891.515716 sec): 3 clusters Score: Raw -496325.200707 + Penalty 2917.367366 = -493407.833341 nChanged 2 SP:Iteration 30Q (1891.562161 sec): 3 clusters Score: Raw -496326.502108 + Penalty 2917.367366 = -493409.134742 nChanged 2 SP:Iteration 31Q (1891.624852 sec): 3 clusters Score: Raw -496327.249409 + Penalty 2917.367366 = -493409.882043 nChanged 2 SP:Iteration 32Q (1891.670184 sec): 3 clusters Score: Raw -496327.777850 + Penalty 2917.367366 = -493410.410484 nChanged 0 SP:Iteration 33F (1891.741758 sec): 3 clusters Score: Raw -496327.777850 + Penalty 2917.367366 = -493410.410484 nChanged 0 Time taken for this iteration:1213.515945 seconds. 21->25 Clusters: Score -15268478.228364, best is -15271778.637456 Main iterations: 463 (time per iteration =2923.936991 ms) Total iterations: 13570 (time per iteration =99.762920 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 187621654464.000000 (time per metric unit =7.215493ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 4502919707136.000000 (time per metric unit=300.645562ps) That took 1353.782827 seconds.