FileBase 20160225--39--12.12.2016-16.18 ElecNo 2 UseFeatures 11111111111111111111111111111111111100001 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 2 MaxClusters 12 MaxPossibleClusters 1000 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.rc3-3-geed5 Setting RAM limit to total physical memory, 62.82 GB. Expected memory usage by array (largest first): Array LogP will use between 0.61 and 0.92 GB. - 8 bytes per element (scalar), 40960000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.02 and 0.03 GB. - 8 bytes per element (scalar), 1515520 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.02 and 0.03 GB. - 8 bytes per element (scalar), 1369000 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Array Data will use between 0.01 and 0.01 GB. - 2 bytes per element (data_int), 1515520 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 1515520 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 1515520 elements when full. - Memory usage scales as nPoints*nDims. Note that nPoints=40960, nDims=37, MaxPossibleClusters=1000 Total memory usage will be between 0.66 and 1.00 GB. RAM limit is set at 62.82 GB. ---------------------------------------------------------- Loaded 40960 data points of dimension 37. MEMO: A lower score indicates a better clustering Starting from 2 clusters... ------ Clustering full data set of 40960 points ------ SP: Assigned 2 initial classes randomly. Iteration 0F (0.965859 sec): 2 clusters Score: Raw -3076930.596695 + Penalty 3934.840142 = -3072995.756554 nChanged 144 Iteration 1Q (1.077248 sec): 2 clusters Score: Raw -3078319.344689 + Penalty 3934.840142 = -3074384.504548 nChanged 51 Iteration 2Q (1.193114 sec): 2 clusters Score: Raw -3078399.548056 + Penalty 3934.840142 = -3074464.707914 nChanged 10 Iteration 3Q (1.308468 sec): 2 clusters Score: Raw -3078403.978043 + Penalty 3934.840142 = -3074469.137901 nChanged 3 Iteration 4Q (1.420666 sec): 2 clusters Score: Raw -3078405.091691 + Penalty 3934.840142 = -3074470.251549 nChanged 1 Iteration 5Q (1.540560 sec): 2 clusters Score: Raw -3078405.335398 + Penalty 3934.840142 = -3074470.495256 nChanged 0 Iteration 6F (1.661301 sec): 2 clusters Score: Raw -3078405.335398 + Penalty 3934.840142 = -3074470.495256 nChanged 0 Compute initial score before splitting: Score: Raw -3078405.335398 + Penalty 3934.840142 = -3074470.495256 Trying to split cluster 1 (40751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.975584 sec): 2 clusters Score: Raw -3079715.909230 + Penalty 3932.944811 = -3075782.964418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.173301 sec): 3 clusters Score: Raw -3056814.880801 + Penalty 7865.889623 = -3048948.991178 nChanged 18683 SP:Iteration 1F (2.377960 sec): 3 clusters Score: Raw -3085098.688137 + Penalty 7865.889623 = -3077232.798514 nChanged 8424 SP:Iteration 2F (2.567306 sec): 3 clusters Score: Raw -3123636.489096 + Penalty 7865.889623 = -3115770.599473 nChanged 6470 SP:Iteration 3F (2.750686 sec): 3 clusters Score: Raw -3159389.203811 + Penalty 7865.889623 = -3151523.314188 nChanged 3063 SP:Iteration 4F (2.960556 sec): 3 clusters Score: Raw -3176910.669896 + Penalty 7865.889623 = -3169044.780273 nChanged 1579 SP:Iteration 5Q (3.147854 sec): 3 clusters Score: Raw -3182439.401773 + Penalty 7865.889623 = -3174573.512150 nChanged 898 SP:Iteration 6Q (3.334235 sec): 3 clusters Score: Raw -3183631.086128 + Penalty 7865.889623 = -3175765.196505 nChanged 527 SP:Iteration 7Q (3.509140 sec): 3 clusters Score: Raw -3184060.241838 + Penalty 7865.889623 = -3176194.352215 nChanged 377 SP:Iteration 8Q (3.702389 sec): 3 clusters Score: Raw -3184264.012445 + Penalty 7865.889623 = -3176398.122822 nChanged 293 SP:Iteration 9Q (3.883602 sec): 3 clusters Score: Raw -3184388.104536 + Penalty 7865.889623 = -3176522.214913 nChanged 216 SP:Iteration 10Q (4.059387 sec): 3 clusters Score: Raw -3184453.463001 + Penalty 7865.889623 = -3176587.573378 nChanged 158 SP:Iteration 11Q (4.239601 sec): 3 clusters Score: Raw -3184489.766643 + Penalty 7865.889623 = -3176623.877021 nChanged 116 SP:Iteration 12Q (4.395063 sec): 3 clusters Score: Raw -3184511.783684 + Penalty 7865.889623 = -3176645.894062 nChanged 82 SP:Iteration 13Q (4.575013 sec): 3 clusters Score: Raw -3184525.687051 + Penalty 7865.889623 = -3176659.797428 nChanged 66 SP:Iteration 14Q (4.762639 sec): 3 clusters Score: Raw -3184534.369382 + Penalty 7865.889623 = -3176668.479759 nChanged 52 SP:Iteration 15Q (4.919347 sec): 3 clusters Score: Raw -3184541.151820 + Penalty 7865.889623 = -3176675.262197 nChanged 47 SP:Iteration 16Q (5.096928 sec): 3 clusters Score: Raw -3184545.982250 + Penalty 7865.889623 = -3176680.092627 nChanged 28 SP:Iteration 17Q (5.269741 sec): 3 clusters Score: Raw -3184548.459508 + Penalty 7865.889623 = -3176682.569885 nChanged 25 SP:Iteration 18Q (5.439404 sec): 3 clusters Score: Raw -3184550.655807 + Penalty 7865.889623 = -3176684.766185 nChanged 25 SP:Iteration 19Q (5.618632 sec): 3 clusters Score: Raw -3184553.051306 + Penalty 7865.889623 = -3176687.161684 nChanged 18 SP:Iteration 20F (5.787675 sec): 3 clusters Score: Raw -3184554.475792 + Penalty 7865.889623 = -3176688.586170 nChanged 13 SP:Iteration 21Q (5.973562 sec): 3 clusters Score: Raw -3184555.277785 + Penalty 7865.889623 = -3176689.388162 nChanged 6 SP:Iteration 22Q (6.144117 sec): 3 clusters Score: Raw -3184555.594654 + Penalty 7865.889623 = -3176689.705031 nChanged 5 SP:Iteration 23Q (6.314593 sec): 3 clusters Score: Raw -3184555.856207 + Penalty 7865.889623 = -3176689.966584 nChanged 5 SP:Iteration 24Q (6.479677 sec): 3 clusters Score: Raw -3184556.125659 + Penalty 7865.889623 = -3176690.236037 nChanged 1 SP:Iteration 25Q (6.642749 sec): 3 clusters Score: Raw -3184556.163869 + Penalty 7865.889623 = -3176690.274246 nChanged 1 SP:Iteration 26Q (6.802912 sec): 3 clusters Score: Raw -3184556.220189 + Penalty 7865.889623 = -3176690.330566 nChanged 2 SP:Iteration 27Q (6.976031 sec): 3 clusters Score: Raw -3184556.295921 + Penalty 7865.889623 = -3176690.406298 nChanged 1 SP:Iteration 28Q (7.139024 sec): 3 clusters Score: Raw -3184556.367681 + Penalty 7865.889623 = -3176690.478058 nChanged 2 SP:Iteration 29Q (7.303008 sec): 3 clusters Score: Raw -3184556.444808 + Penalty 7865.889623 = -3176690.555185 nChanged 1 SP:Iteration 30Q (7.477081 sec): 3 clusters Score: Raw -3184556.505585 + Penalty 7865.889623 = -3176690.615962 nChanged 1 SP:Iteration 31Q (7.636585 sec): 3 clusters Score: Raw -3184556.542169 + Penalty 7865.889623 = -3176690.652546 nChanged 0 SP:Iteration 32F (7.832090 sec): 3 clusters Score: Raw -3184556.542169 + Penalty 7865.889623 = -3176690.652546 nChanged 0 Score: Raw -3183245.968337 + Penalty 7869.680283 = -3175376.288054 Splitting cluster 1 changes total score from -3074470.495256 to -3175376.288054 So it's getting split into cluster 2. Iteration 7F (8.189623 sec): 3 clusters Score: Raw -3186782.365492 + Penalty 7869.680283 = -3178912.685208 nChanged 164 Iteration 8Q (8.364046 sec): 3 clusters Score: Raw -3187312.881931 + Penalty 7869.680283 = -3179443.201647 nChanged 134 Iteration 9Q (8.529436 sec): 3 clusters Score: Raw -3187343.139263 + Penalty 7869.680283 = -3179473.458980 nChanged 107 Iteration 10Q (8.694682 sec): 3 clusters Score: Raw -3187362.165192 + Penalty 7869.680283 = -3179492.484909 nChanged 82 Iteration 11Q (8.863146 sec): 3 clusters Score: Raw -3187374.014366 + Penalty 7869.680283 = -3179504.334082 nChanged 52 Iteration 12Q (9.030515 sec): 3 clusters Score: Raw -3187380.279507 + Penalty 7869.680283 = -3179510.599223 nChanged 38 Iteration 13Q (9.199107 sec): 3 clusters Score: Raw -3187383.725032 + Penalty 7869.680283 = -3179514.044749 nChanged 27 Iteration 14Q (9.362817 sec): 3 clusters Score: Raw -3187386.004507 + Penalty 7869.680283 = -3179516.324223 nChanged 22 Iteration 15Q (9.527236 sec): 3 clusters Score: Raw -3187387.693586 + Penalty 7869.680283 = -3179518.013302 nChanged 15 Iteration 16Q (9.686939 sec): 3 clusters Score: Raw -3187389.119118 + Penalty 7869.680283 = -3179519.438834 nChanged 14 Iteration 17Q (9.863864 sec): 3 clusters Score: Raw -3187390.358973 + Penalty 7869.680283 = -3179520.678690 nChanged 15 Iteration 18Q (10.025490 sec): 3 clusters Score: Raw -3187391.466879 + Penalty 7869.680283 = -3179521.786596 nChanged 11 Iteration 19Q (10.193071 sec): 3 clusters Score: Raw -3187392.046641 + Penalty 7869.680283 = -3179522.366357 nChanged 10 Writing temp clu file Because OldScore, -3179521.786596, is greater than current (better) Score,-3179522.366357 Compute initial score before splitting: Score: Raw -3187392.046641 + Penalty 7869.680283 = -3179522.366357 Trying to split cluster 1 (26177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.349550 sec): 2 clusters Score: Raw -2218722.552115 + Penalty 3768.961802 = -2214953.590314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.496491 sec): 3 clusters Score: Raw -2203880.226583 + Penalty 7537.923603 = -2196342.302980 nChanged 11392 SP:Iteration 1F (10.641210 sec): 3 clusters Score: Raw -2212850.265126 + Penalty 7537.923603 = -2205312.341523 nChanged 3113 SP:Iteration 2F (10.781791 sec): 3 clusters Score: Raw -2219524.884208 + Penalty 7537.923603 = -2211986.960605 nChanged 3741 SP:Iteration 3F (10.923083 sec): 3 clusters Score: Raw -2227319.065559 + Penalty 7537.923603 = -2219781.141956 nChanged 2810 SP:Iteration 4F (11.069474 sec): 3 clusters Score: Raw -2230915.089843 + Penalty 7537.923603 = -2223377.166239 nChanged 1480 SP:Iteration 5F (11.210850 sec): 3 clusters Score: Raw -2232105.538573 + Penalty 7537.923603 = -2224567.614970 nChanged 910 SP:Iteration 6Q (11.345928 sec): 3 clusters Score: Raw -2232701.099636 + Penalty 7537.923603 = -2225163.176033 nChanged 605 SP:Iteration 7Q (11.496988 sec): 3 clusters Score: Raw -2233056.568126 + Penalty 7537.923603 = -2225518.644523 nChanged 460 SP:Iteration 8Q (11.658266 sec): 3 clusters Score: Raw -2233282.817325 + Penalty 7537.923603 = -2225744.893722 nChanged 365 SP:Iteration 9Q (11.788296 sec): 3 clusters Score: Raw -2233469.423147 + Penalty 7537.923603 = -2225931.499544 nChanged 319 SP:Iteration 10Q (11.948356 sec): 3 clusters Score: Raw -2233630.430276 + Penalty 7537.923603 = -2226092.506673 nChanged 300 SP:Iteration 11Q (12.093439 sec): 3 clusters Score: Raw -2233786.612662 + Penalty 7537.923603 = -2226248.689058 nChanged 269 SP:Iteration 12Q (12.261806 sec): 3 clusters Score: Raw -2233964.175257 + Penalty 7537.923603 = -2226426.251653 nChanged 318 SP:Iteration 13Q (12.405205 sec): 3 clusters Score: Raw -2234212.497843 + Penalty 7537.923603 = -2226674.574240 nChanged 322 SP:Iteration 14Q (12.549300 sec): 3 clusters Score: Raw -2234410.610104 + Penalty 7537.923603 = -2226872.686501 nChanged 374 SP:Iteration 15Q (12.677696 sec): 3 clusters Score: Raw -2234589.687537 + Penalty 7537.923603 = -2227051.763934 nChanged 333 SP:Iteration 16Q (12.835037 sec): 3 clusters Score: Raw -2234746.382104 + Penalty 7537.923603 = -2227208.458501 nChanged 321 SP:Iteration 17Q (12.978350 sec): 3 clusters Score: Raw -2234936.033636 + Penalty 7537.923603 = -2227398.110033 nChanged 344 SP:Iteration 18Q (13.118881 sec): 3 clusters Score: Raw -2235179.423400 + Penalty 7537.923603 = -2227641.499796 nChanged 396 SP:Iteration 19Q (13.264776 sec): 3 clusters Score: Raw -2235532.128490 + Penalty 7537.923603 = -2227994.204887 nChanged 433 SP:Iteration 20F (13.400102 sec): 3 clusters Score: Raw -2235988.673396 + Penalty 7537.923603 = -2228450.749793 nChanged 468 SP:Iteration 21Q (13.549195 sec): 3 clusters Score: Raw -2236427.242057 + Penalty 7537.923603 = -2228889.318453 nChanged 552 SP:Iteration 22Q (13.680768 sec): 3 clusters Score: Raw -2236920.085051 + Penalty 7537.923603 = -2229382.161448 nChanged 523 SP:Iteration 23Q (13.833320 sec): 3 clusters Score: Raw -2237390.677088 + Penalty 7537.923603 = -2229852.753485 nChanged 510 SP:Iteration 24Q (13.974972 sec): 3 clusters Score: Raw -2237794.722582 + Penalty 7537.923603 = -2230256.798979 nChanged 462 SP:Iteration 25Q (14.108726 sec): 3 clusters Score: Raw -2238206.678826 + Penalty 7537.923603 = -2230668.755223 nChanged 529 SP:Iteration 26Q (14.243834 sec): 3 clusters Score: Raw -2238862.045069 + Penalty 7537.923603 = -2231324.121465 nChanged 620 SP:Iteration 27Q (14.402839 sec): 3 clusters Score: Raw -2240172.230605 + Penalty 7537.923603 = -2232634.307002 nChanged 684 SP:Iteration 28Q (14.548157 sec): 3 clusters Score: Raw -2242579.963011 + Penalty 7537.923603 = -2235042.039407 nChanged 431 SP:Iteration 29Q (14.675124 sec): 3 clusters Score: Raw -2244085.945787 + Penalty 7537.923603 = -2236548.022184 nChanged 157 SP:Iteration 30Q (14.817050 sec): 3 clusters Score: Raw -2244340.918357 + Penalty 7537.923603 = -2236802.994754 nChanged 61 SP:Iteration 31Q (14.937494 sec): 3 clusters Score: Raw -2244389.282264 + Penalty 7537.923603 = -2236851.358661 nChanged 21 SP:Iteration 32Q (15.092183 sec): 3 clusters Score: Raw -2244396.395331 + Penalty 7537.923603 = -2236858.471727 nChanged 7 SP:Iteration 33Q (15.225183 sec): 3 clusters Score: Raw -2244398.066480 + Penalty 7537.923603 = -2236860.142876 nChanged 2 SP:Iteration 34Q (15.366540 sec): 3 clusters Score: Raw -2244398.481307 + Penalty 7537.923603 = -2236860.557704 nChanged 0 SP:Iteration 35F (15.497782 sec): 3 clusters Score: Raw -2244503.685729 + Penalty 7537.923603 = -2236965.762126 nChanged 37 SP:Iteration 36Q (15.648330 sec): 3 clusters Score: Raw -2244589.063682 + Penalty 7537.923603 = -2237051.140078 nChanged 21 SP:Iteration 37Q (15.772735 sec): 3 clusters Score: Raw -2244609.386579 + Penalty 7537.923603 = -2237071.462976 nChanged 8 SP:Iteration 38Q (15.906341 sec): 3 clusters Score: Raw -2244611.909360 + Penalty 7537.923603 = -2237073.985756 nChanged 3 SP:Iteration 39Q (16.037831 sec): 3 clusters Score: Raw -2244612.276625 + Penalty 7537.923603 = -2237074.353021 nChanged 1 SP:Iteration 40F (16.183053 sec): 3 clusters Score: Raw -2244612.387269 + Penalty 7537.923603 = -2237074.463666 nChanged 0 Score: Raw -3213282.405063 + Penalty 11804.520425 = -3201477.884638 Splitting cluster 1 changes total score from -3179522.366357 to -3201477.884638 So it's getting split into cluster 3. Trying to split cluster 2 (14750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.527523 sec): 2 clusters Score: Raw -995687.905566 + Penalty 3556.428893 = -992131.476673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.643944 sec): 3 clusters Score: Raw -988301.407109 + Penalty 7112.857786 = -981188.549323 nChanged 6365 SP:Iteration 1F (16.763970 sec): 3 clusters Score: Raw -1001276.315812 + Penalty 7112.857786 = -994163.458025 nChanged 2963 SP:Iteration 2F (16.885459 sec): 3 clusters Score: Raw -1009546.444128 + Penalty 7112.857786 = -1002433.586342 nChanged 1294 SP:Iteration 3F (16.998168 sec): 3 clusters Score: Raw -1011309.930445 + Penalty 7112.857786 = -1004197.072659 nChanged 573 SP:Iteration 4Q (17.121483 sec): 3 clusters Score: Raw -1012017.520047 + Penalty 7112.857786 = -1004904.662261 nChanged 352 SP:Iteration 5Q (17.266007 sec): 3 clusters Score: Raw -1012299.550595 + Penalty 7112.857786 = -1005186.692809 nChanged 207 SP:Iteration 6Q (17.380695 sec): 3 clusters Score: Raw -1012425.587842 + Penalty 7112.857786 = -1005312.730056 nChanged 148 SP:Iteration 7Q (17.493758 sec): 3 clusters Score: Raw -1012496.844976 + Penalty 7112.857786 = -1005383.987190 nChanged 120 SP:Iteration 8Q (17.613915 sec): 3 clusters Score: Raw -1012555.569060 + Penalty 7112.857786 = -1005442.711273 nChanged 124 SP:Iteration 9Q (17.732530 sec): 3 clusters Score: Raw -1012621.519023 + Penalty 7112.857786 = -1005508.661237 nChanged 130 SP:Iteration 10Q (17.864810 sec): 3 clusters Score: Raw -1012687.572426 + Penalty 7112.857786 = -1005574.714640 nChanged 103 SP:Iteration 11Q (17.976229 sec): 3 clusters Score: Raw -1012731.795098 + Penalty 7112.857786 = -1005618.937312 nChanged 102 SP:Iteration 12Q (18.085334 sec): 3 clusters Score: Raw -1012777.755594 + Penalty 7112.857786 = -1005664.897808 nChanged 102 SP:Iteration 13Q (18.214879 sec): 3 clusters Score: Raw -1012829.840127 + Penalty 7112.857786 = -1005716.982341 nChanged 110 SP:Iteration 14Q (18.327043 sec): 3 clusters Score: Raw -1012879.944494 + Penalty 7112.857786 = -1005767.086708 nChanged 90 SP:Iteration 15Q (18.453466 sec): 3 clusters Score: Raw -1012917.559655 + Penalty 7112.857786 = -1005804.701869 nChanged 76 SP:Iteration 16Q (18.568477 sec): 3 clusters Score: Raw -1012946.826619 + Penalty 7112.857786 = -1005833.968833 nChanged 65 SP:Iteration 17Q (18.672018 sec): 3 clusters Score: Raw -1012970.879245 + Penalty 7112.857786 = -1005858.021458 nChanged 58 SP:Iteration 18Q (18.805049 sec): 3 clusters Score: Raw -1012995.959217 + Penalty 7112.857786 = -1005883.101431 nChanged 61 SP:Iteration 19Q (18.910415 sec): 3 clusters Score: Raw -1013018.785229 + Penalty 7112.857786 = -1005905.927443 nChanged 48 SP:Iteration 20F (19.034288 sec): 3 clusters Score: Raw -1013066.339649 + Penalty 7112.857786 = -1005953.481863 nChanged 73 SP:Iteration 21Q (19.138082 sec): 3 clusters Score: Raw -1013130.344070 + Penalty 7112.857786 = -1006017.486284 nChanged 94 SP:Iteration 22Q (19.269873 sec): 3 clusters Score: Raw -1013179.681370 + Penalty 7112.857786 = -1006066.823584 nChanged 78 SP:Iteration 23Q (19.388764 sec): 3 clusters Score: Raw -1013211.033661 + Penalty 7112.857786 = -1006098.175875 nChanged 53 SP:Iteration 24Q (19.489505 sec): 3 clusters Score: Raw -1013229.013028 + Penalty 7112.857786 = -1006116.155242 nChanged 43 SP:Iteration 25Q (19.602906 sec): 3 clusters Score: Raw -1013241.343733 + Penalty 7112.857786 = -1006128.485947 nChanged 40 SP:Iteration 26Q (19.723246 sec): 3 clusters Score: Raw -1013251.516104 + Penalty 7112.857786 = -1006138.658318 nChanged 30 SP:Iteration 27Q (19.833676 sec): 3 clusters Score: Raw -1013261.481929 + Penalty 7112.857786 = -1006148.624143 nChanged 26 SP:Iteration 28Q (19.972630 sec): 3 clusters Score: Raw -1013274.693088 + Penalty 7112.857786 = -1006161.835302 nChanged 39 SP:Iteration 29Q (20.096747 sec): 3 clusters Score: Raw -1013300.986562 + Penalty 7112.857786 = -1006188.128776 nChanged 47 SP:Iteration 30Q (20.208068 sec): 3 clusters Score: Raw -1013334.989391 + Penalty 7112.857786 = -1006222.131605 nChanged 44 SP:Iteration 31Q (20.316488 sec): 3 clusters Score: Raw -1013366.284023 + Penalty 7112.857786 = -1006253.426237 nChanged 49 SP:Iteration 32Q (20.439781 sec): 3 clusters Score: Raw -1013406.223781 + Penalty 7112.857786 = -1006293.365995 nChanged 52 SP:Iteration 33Q (20.588508 sec): 3 clusters Score: Raw -1013448.140054 + Penalty 7112.857786 = -1006335.282268 nChanged 51 SP:Iteration 34Q (20.709417 sec): 3 clusters Score: Raw -1013475.061073 + Penalty 7112.857786 = -1006362.203287 nChanged 45 SP:Iteration 35Q (20.809861 sec): 3 clusters Score: Raw -1013490.067230 + Penalty 7112.857786 = -1006377.209444 nChanged 24 SP:Iteration 36Q (20.960330 sec): 3 clusters Score: Raw -1013497.380081 + Penalty 7112.857786 = -1006384.522295 nChanged 17 SP:Iteration 37Q (21.081678 sec): 3 clusters Score: Raw -1013499.991177 + Penalty 7112.857786 = -1006387.133390 nChanged 2 SP:Iteration 38Q (21.226630 sec): 3 clusters Score: Raw -1013500.394109 + Penalty 7112.857786 = -1006387.536322 nChanged 2 SP:Iteration 39Q (21.371478 sec): 3 clusters Score: Raw -1013500.599749 + Penalty 7112.857786 = -1006387.741963 nChanged 1 SP:Iteration 40F (21.480321 sec): 3 clusters Score: Raw -1013510.924036 + Penalty 7112.857786 = -1006398.066250 nChanged 4 SP:Iteration 41Q (21.608320 sec): 3 clusters Score: Raw -1013513.624118 + Penalty 7112.857786 = -1006400.766332 nChanged 9 SP:Iteration 42Q (21.702338 sec): 3 clusters Score: Raw -1013515.943117 + Penalty 7112.857786 = -1006403.085331 nChanged 7 SP:Iteration 43Q (21.842351 sec): 3 clusters Score: Raw -1013517.235546 + Penalty 7112.857786 = -1006404.377760 nChanged 4 SP:Iteration 44Q (21.957753 sec): 3 clusters Score: Raw -1013517.720197 + Penalty 7112.857786 = -1006404.862411 nChanged 0 SP:Iteration 45F (22.111101 sec): 3 clusters Score: Raw -1013517.720197 + Penalty 7112.857786 = -1006404.862411 nChanged 0 Score: Raw -3231112.219694 + Penalty 15739.360567 = -3215372.859127 Splitting cluster 2 changes total score from -3179522.366357 to -3215372.859127 So it's getting split into cluster 4. Iteration 20F (22.798535 sec): 5 clusters Score: Raw -3233471.887341 + Penalty 15739.360567 = -3217732.526774 nChanged 1114 Iteration 21Q (23.099904 sec): 5 clusters Score: Raw -3234602.060425 + Penalty 15739.360567 = -3218862.699858 nChanged 627 Iteration 22Q (23.391858 sec): 5 clusters Score: Raw -3235081.367396 + Penalty 15739.360567 = -3219342.006829 nChanged 508 Iteration 23Q (23.691976 sec): 5 clusters Score: Raw -3235393.516277 + Penalty 15739.360567 = -3219654.155710 nChanged 415 Iteration 24Q (23.985100 sec): 5 clusters Score: Raw -3235650.251568 + Penalty 15739.360567 = -3219910.891001 nChanged 369 Iteration 25Q (24.258900 sec): 5 clusters Score: Raw -3235893.970449 + Penalty 15739.360567 = -3220154.609882 nChanged 347 Iteration 26Q (24.560250 sec): 5 clusters Score: Raw -3236141.619118 + Penalty 15739.360567 = -3220402.258551 nChanged 353 Iteration 27Q (24.860524 sec): 5 clusters Score: Raw -3236529.556386 + Penalty 15739.360567 = -3220790.195819 nChanged 341 Iteration 28Q (25.160508 sec): 5 clusters Score: Raw -3236971.129402 + Penalty 15739.360567 = -3221231.768835 nChanged 353 Iteration 29Q (25.439278 sec): 5 clusters Score: Raw -3237348.023275 + Penalty 15739.360567 = -3221608.662708 nChanged 329 Iteration 30Q (25.737430 sec): 5 clusters Score: Raw -3237686.202751 + Penalty 15739.360567 = -3221946.842184 nChanged 297 Iteration 31Q (26.024917 sec): 5 clusters Score: Raw -3237916.913484 + Penalty 15739.360567 = -3222177.552917 nChanged 234 Iteration 32Q (26.304588 sec): 5 clusters Score: Raw -3238024.793310 + Penalty 15739.360567 = -3222285.432743 nChanged 202 Iteration 33Q (26.586179 sec): 5 clusters Score: Raw -3238080.957088 + Penalty 15739.360567 = -3222341.596521 nChanged 157 Iteration 34Q (26.886072 sec): 5 clusters Score: Raw -3238115.060931 + Penalty 15739.360567 = -3222375.700364 nChanged 131 Iteration 35Q (27.164675 sec): 5 clusters Score: Raw -3238144.652176 + Penalty 15739.360567 = -3222405.291609 nChanged 116 Iteration 36Q (27.439538 sec): 5 clusters Score: Raw -3238169.226247 + Penalty 15739.360567 = -3222429.865680 nChanged 101 Iteration 37Q (27.719088 sec): 5 clusters Score: Raw -3238189.408657 + Penalty 15739.360567 = -3222450.048090 nChanged 79 Iteration 38Q (28.026488 sec): 5 clusters Score: Raw -3238202.553686 + Penalty 15739.360567 = -3222463.193119 nChanged 62 Iteration 39Q (28.302358 sec): 5 clusters Score: Raw -3238212.948377 + Penalty 15739.360567 = -3222473.587810 nChanged 58 Iteration 40F (28.654594 sec): 5 clusters Score: Raw -3238248.012040 + Penalty 15739.360567 = -3222508.651473 nChanged 54 Iteration 41Q (28.966842 sec): 5 clusters Score: Raw -3238257.131612 + Penalty 15739.360567 = -3222517.771045 nChanged 51 Iteration 42Q (29.270614 sec): 5 clusters Score: Raw -3238265.037161 + Penalty 15739.360567 = -3222525.676594 nChanged 49 Iteration 43Q (29.546253 sec): 5 clusters Score: Raw -3238273.324881 + Penalty 15739.360567 = -3222533.964314 nChanged 53 Iteration 44Q (29.829859 sec): 5 clusters Score: Raw -3238282.018589 + Penalty 15739.360567 = -3222542.658022 nChanged 40 Iteration 45Q (30.117884 sec): 5 clusters Score: Raw -3238288.489997 + Penalty 15739.360567 = -3222549.129431 nChanged 30 Iteration 46Q (30.418745 sec): 5 clusters Score: Raw -3238292.741494 + Penalty 15739.360567 = -3222553.380928 nChanged 25 Iteration 47Q (30.712393 sec): 5 clusters Score: Raw -3238296.241227 + Penalty 15739.360567 = -3222556.880660 nChanged 18 Iteration 48Q (31.021232 sec): 5 clusters Score: Raw -3238299.004571 + Penalty 15739.360567 = -3222559.644004 nChanged 16 Iteration 49Q (31.293984 sec): 5 clusters Score: Raw -3238301.925553 + Penalty 15739.360567 = -3222562.564986 nChanged 18 Iteration 50Q (31.575710 sec): 5 clusters Score: Raw -3238305.405676 + Penalty 15739.360567 = -3222566.045109 nChanged 15 Iteration 51Q (31.892949 sec): 5 clusters Score: Raw -3238307.811333 + Penalty 15739.360567 = -3222568.450766 nChanged 16 Iteration 52Q (32.197891 sec): 5 clusters Score: Raw -3238309.369842 + Penalty 15739.360567 = -3222570.009275 nChanged 14 Iteration 53Q (32.489682 sec): 5 clusters Score: Raw -3238310.739078 + Penalty 15739.360567 = -3222571.378511 nChanged 10 Iteration 54Q (32.775006 sec): 5 clusters Score: Raw -3238312.060865 + Penalty 15739.360567 = -3222572.700298 nChanged 12 Iteration 55Q (33.092692 sec): 5 clusters Score: Raw -3238313.483079 + Penalty 15739.360567 = -3222574.122513 nChanged 15 Iteration 56Q (33.389696 sec): 5 clusters Score: Raw -3238315.479058 + Penalty 15739.360567 = -3222576.118491 nChanged 13 Iteration 57Q (33.700315 sec): 5 clusters Score: Raw -3238318.039557 + Penalty 15739.360567 = -3222578.678990 nChanged 11 Iteration 58Q (34.001284 sec): 5 clusters Score: Raw -3238320.678491 + Penalty 15739.360567 = -3222581.317924 nChanged 10 Writing temp clu file Because OldScore, -3222578.678990, is greater than current (better) Score,-3222581.317924 Compute initial score before splitting: Score: Raw -3238320.678491 + Penalty 15739.360567 = -3222581.317924 Trying to split cluster 1 (14252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.138997 sec): 2 clusters Score: Raw -1240154.740585 + Penalty 3543.703761 = -1236611.036824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.248149 sec): 3 clusters Score: Raw -1232545.914876 + Penalty 7087.407522 = -1225458.507354 nChanged 5871 SP:Iteration 1F (34.387979 sec): 3 clusters Score: Raw -1236367.713833 + Penalty 7087.407522 = -1229280.306311 nChanged 1311 SP:Iteration 2F (34.532549 sec): 3 clusters Score: Raw -1237946.887958 + Penalty 7087.407522 = -1230859.480436 nChanged 1471 SP:Iteration 3F (34.636821 sec): 3 clusters Score: Raw -1240276.181312 + Penalty 7087.407522 = -1233188.773790 nChanged 1498 SP:Iteration 4F (34.769142 sec): 3 clusters Score: Raw -1242412.694222 + Penalty 7087.407522 = -1235325.286700 nChanged 1137 SP:Iteration 5F (34.902077 sec): 3 clusters Score: Raw -1243560.572295 + Penalty 7087.407522 = -1236473.164773 nChanged 704 SP:Iteration 6Q (35.018329 sec): 3 clusters Score: Raw -1244079.892428 + Penalty 7087.407522 = -1236992.484906 nChanged 436 SP:Iteration 7Q (35.139173 sec): 3 clusters Score: Raw -1244330.053301 + Penalty 7087.407522 = -1237242.645778 nChanged 278 SP:Iteration 8Q (35.260863 sec): 3 clusters Score: Raw -1244448.147273 + Penalty 7087.407522 = -1237360.739751 nChanged 160 SP:Iteration 9Q (35.384886 sec): 3 clusters Score: Raw -1244503.432988 + Penalty 7087.407522 = -1237416.025465 nChanged 123 SP:Iteration 10Q (35.501393 sec): 3 clusters Score: Raw -1244538.601575 + Penalty 7087.407522 = -1237451.194053 nChanged 76 SP:Iteration 11Q (35.613011 sec): 3 clusters Score: Raw -1244558.232822 + Penalty 7087.407522 = -1237470.825300 nChanged 66 SP:Iteration 12Q (35.730125 sec): 3 clusters Score: Raw -1244576.721961 + Penalty 7087.407522 = -1237489.314439 nChanged 43 SP:Iteration 13Q (35.847730 sec): 3 clusters Score: Raw -1244585.955704 + Penalty 7087.407522 = -1237498.548181 nChanged 35 SP:Iteration 14Q (35.961975 sec): 3 clusters Score: Raw -1244594.276061 + Penalty 7087.407522 = -1237506.868538 nChanged 39 SP:Iteration 15Q (36.073998 sec): 3 clusters Score: Raw -1244603.889957 + Penalty 7087.407522 = -1237516.482434 nChanged 42 SP:Iteration 16Q (36.189944 sec): 3 clusters Score: Raw -1244614.554396 + Penalty 7087.407522 = -1237527.146874 nChanged 49 SP:Iteration 17Q (36.311193 sec): 3 clusters Score: Raw -1244627.424087 + Penalty 7087.407522 = -1237540.016565 nChanged 62 SP:Iteration 18Q (36.444657 sec): 3 clusters Score: Raw -1244652.318549 + Penalty 7087.407522 = -1237564.911027 nChanged 64 SP:Iteration 19Q (36.554685 sec): 3 clusters Score: Raw -1244675.659018 + Penalty 7087.407522 = -1237588.251495 nChanged 63 SP:Iteration 20F (36.673129 sec): 3 clusters Score: Raw -1244698.733710 + Penalty 7087.407522 = -1237611.326188 nChanged 84 SP:Iteration 21Q (36.806533 sec): 3 clusters Score: Raw -1244728.203525 + Penalty 7087.407522 = -1237640.796003 nChanged 62 SP:Iteration 22Q (36.932192 sec): 3 clusters Score: Raw -1244750.904680 + Penalty 7087.407522 = -1237663.497158 nChanged 57 SP:Iteration 23Q (37.034912 sec): 3 clusters Score: Raw -1244770.524746 + Penalty 7087.407522 = -1237683.117224 nChanged 61 SP:Iteration 24Q (37.155825 sec): 3 clusters Score: Raw -1244797.495731 + Penalty 7087.407522 = -1237710.088209 nChanged 85 SP:Iteration 25Q (37.268920 sec): 3 clusters Score: Raw -1244836.147772 + Penalty 7087.407522 = -1237748.740249 nChanged 83 SP:Iteration 26Q (37.399889 sec): 3 clusters Score: Raw -1244884.506015 + Penalty 7087.407522 = -1237797.098492 nChanged 101 SP:Iteration 27Q (37.521385 sec): 3 clusters Score: Raw -1244939.657475 + Penalty 7087.407522 = -1237852.249953 nChanged 106 SP:Iteration 28Q (37.647407 sec): 3 clusters Score: Raw -1244991.866747 + Penalty 7087.407522 = -1237904.459225 nChanged 87 SP:Iteration 29Q (37.743509 sec): 3 clusters Score: Raw -1245025.374873 + Penalty 7087.407522 = -1237937.967351 nChanged 72 SP:Iteration 30Q (37.865980 sec): 3 clusters Score: Raw -1245055.070540 + Penalty 7087.407522 = -1237967.663018 nChanged 66 SP:Iteration 31Q (37.989828 sec): 3 clusters Score: Raw -1245086.223162 + Penalty 7087.407522 = -1237998.815639 nChanged 77 SP:Iteration 32Q (38.120515 sec): 3 clusters Score: Raw -1245115.422871 + Penalty 7087.407522 = -1238028.015349 nChanged 53 SP:Iteration 33Q (38.243318 sec): 3 clusters Score: Raw -1245133.543629 + Penalty 7087.407522 = -1238046.136106 nChanged 65 SP:Iteration 34Q (38.348950 sec): 3 clusters Score: Raw -1245152.110008 + Penalty 7087.407522 = -1238064.702486 nChanged 60 SP:Iteration 35Q (38.459700 sec): 3 clusters Score: Raw -1245167.688568 + Penalty 7087.407522 = -1238080.281046 nChanged 32 SP:Iteration 36Q (38.593491 sec): 3 clusters Score: Raw -1245175.707817 + Penalty 7087.407522 = -1238088.300294 nChanged 28 SP:Iteration 37Q (38.712799 sec): 3 clusters Score: Raw -1245180.991792 + Penalty 7087.407522 = -1238093.584270 nChanged 14 SP:Iteration 38Q (38.834530 sec): 3 clusters Score: Raw -1245183.046973 + Penalty 7087.407522 = -1238095.639450 nChanged 10 SP:Iteration 39Q (38.956847 sec): 3 clusters Score: Raw -1245184.792362 + Penalty 7087.407522 = -1238097.384840 nChanged 8 SP:Iteration 40F (39.077562 sec): 3 clusters Score: Raw -1245186.270564 + Penalty 7087.407522 = -1238098.863041 nChanged 6 SP:Iteration 41Q (39.179331 sec): 3 clusters Score: Raw -1245187.136831 + Penalty 7087.407522 = -1238099.729308 nChanged 5 SP:Iteration 42Q (39.311742 sec): 3 clusters Score: Raw -1245187.849169 + Penalty 7087.407522 = -1238100.441646 nChanged 3 SP:Iteration 43Q (39.418366 sec): 3 clusters Score: Raw -1245188.331587 + Penalty 7087.407522 = -1238100.924065 nChanged 3 SP:Iteration 44Q (39.552115 sec): 3 clusters Score: Raw -1245188.798868 + Penalty 7087.407522 = -1238101.391345 nChanged 4 SP:Iteration 45Q (39.664072 sec): 3 clusters Score: Raw -1245189.476728 + Penalty 7087.407522 = -1238102.069205 nChanged 2 SP:Iteration 46Q (39.770875 sec): 3 clusters Score: Raw -1245189.756975 + Penalty 7087.407522 = -1238102.349452 nChanged 2 SP:Iteration 47Q (39.890164 sec): 3 clusters Score: Raw -1245190.149653 + Penalty 7087.407522 = -1238102.742130 nChanged 4 SP:Iteration 48Q (40.000434 sec): 3 clusters Score: Raw -1245190.624546 + Penalty 7087.407522 = -1238103.217024 nChanged 0 SP:Iteration 49F (40.123405 sec): 3 clusters Score: Raw -1245190.624546 + Penalty 7087.407522 = -1238103.217024 nChanged 0 Score: Raw -3243358.046907 + Penalty 19674.200709 = -3223683.846198 Splitting cluster 1 changes total score from -3222581.317924 to -3223683.846198 So it's getting split into cluster 5. Trying to split cluster 2 (5047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.599359 sec): 2 clusters Score: Raw -307772.927998 + Penalty 3159.086511 = -304613.841487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.701041 sec): 3 clusters Score: Raw -305856.224470 + Penalty 6318.173021 = -299538.051449 nChanged 1943 SP:Iteration 1F (40.790121 sec): 3 clusters Score: Raw -309252.795806 + Penalty 6318.173021 = -302934.622785 nChanged 775 SP:Iteration 2F (40.883545 sec): 3 clusters Score: Raw -311017.135808 + Penalty 6318.173021 = -304698.962786 nChanged 490 SP:Iteration 3F (40.980848 sec): 3 clusters Score: Raw -311994.576812 + Penalty 6318.173021 = -305676.403791 nChanged 288 SP:Iteration 4F (41.072433 sec): 3 clusters Score: Raw -312503.135922 + Penalty 6318.173021 = -306184.962901 nChanged 167 SP:Iteration 5Q (41.169389 sec): 3 clusters Score: Raw -312696.721523 + Penalty 6318.173021 = -306378.548502 nChanged 108 SP:Iteration 6Q (41.250206 sec): 3 clusters Score: Raw -312796.046648 + Penalty 6318.173021 = -306477.873627 nChanged 70 SP:Iteration 7Q (41.353927 sec): 3 clusters Score: Raw -312850.161435 + Penalty 6318.173021 = -306531.988414 nChanged 55 SP:Iteration 8Q (41.431626 sec): 3 clusters Score: Raw -312881.392892 + Penalty 6318.173021 = -306563.219870 nChanged 41 SP:Iteration 9Q (41.536841 sec): 3 clusters Score: Raw -312908.692685 + Penalty 6318.173021 = -306590.519664 nChanged 34 SP:Iteration 10Q (41.627076 sec): 3 clusters Score: Raw -312929.952008 + Penalty 6318.173021 = -306611.778987 nChanged 24 SP:Iteration 11Q (41.717154 sec): 3 clusters Score: Raw -312943.084315 + Penalty 6318.173021 = -306624.911294 nChanged 18 SP:Iteration 12Q (41.818693 sec): 3 clusters Score: Raw -312950.366824 + Penalty 6318.173021 = -306632.193803 nChanged 19 SP:Iteration 13Q (41.917213 sec): 3 clusters Score: Raw -312960.229329 + Penalty 6318.173021 = -306642.056308 nChanged 17 SP:Iteration 14Q (41.996277 sec): 3 clusters Score: Raw -312968.206935 + Penalty 6318.173021 = -306650.033914 nChanged 18 SP:Iteration 15Q (42.101518 sec): 3 clusters Score: Raw -312979.178022 + Penalty 6318.173021 = -306661.005001 nChanged 18 SP:Iteration 16Q (42.196702 sec): 3 clusters Score: Raw -312994.628023 + Penalty 6318.173021 = -306676.455002 nChanged 23 SP:Iteration 17Q (42.289176 sec): 3 clusters Score: Raw -313012.685084 + Penalty 6318.173021 = -306694.512063 nChanged 28 SP:Iteration 18Q (42.390605 sec): 3 clusters Score: Raw -313054.060020 + Penalty 6318.173021 = -306735.886998 nChanged 48 SP:Iteration 19Q (42.476205 sec): 3 clusters Score: Raw -313121.783805 + Penalty 6318.173021 = -306803.610784 nChanged 50 SP:Iteration 20F (42.565651 sec): 3 clusters Score: Raw -313207.894296 + Penalty 6318.173021 = -306889.721275 nChanged 52 SP:Iteration 21Q (42.665282 sec): 3 clusters Score: Raw -313359.102494 + Penalty 6318.173021 = -307040.929472 nChanged 71 SP:Iteration 22Q (42.740510 sec): 3 clusters Score: Raw -313548.709194 + Penalty 6318.173021 = -307230.536173 nChanged 80 SP:Iteration 23Q (42.840434 sec): 3 clusters Score: Raw -313672.391598 + Penalty 6318.173021 = -307354.218577 nChanged 73 SP:Iteration 24Q (42.943105 sec): 3 clusters Score: Raw -313769.738223 + Penalty 6318.173021 = -307451.565202 nChanged 67 SP:Iteration 25Q (43.047492 sec): 3 clusters Score: Raw -313841.286615 + Penalty 6318.173021 = -307523.113594 nChanged 49 SP:Iteration 26Q (43.122620 sec): 3 clusters Score: Raw -313888.044424 + Penalty 6318.173021 = -307569.871403 nChanged 40 SP:Iteration 27Q (43.227111 sec): 3 clusters Score: Raw -313918.758009 + Penalty 6318.173021 = -307600.584987 nChanged 33 SP:Iteration 28Q (43.333647 sec): 3 clusters Score: Raw -313947.690208 + Penalty 6318.173021 = -307629.517187 nChanged 36 SP:Iteration 29Q (43.415529 sec): 3 clusters Score: Raw -313978.480162 + Penalty 6318.173021 = -307660.307141 nChanged 25 SP:Iteration 30Q (43.522887 sec): 3 clusters Score: Raw -313997.915007 + Penalty 6318.173021 = -307679.741985 nChanged 26 SP:Iteration 31Q (43.611565 sec): 3 clusters Score: Raw -314012.584724 + Penalty 6318.173021 = -307694.411703 nChanged 14 SP:Iteration 32Q (43.712357 sec): 3 clusters Score: Raw -314021.502558 + Penalty 6318.173021 = -307703.329537 nChanged 13 SP:Iteration 33Q (43.808186 sec): 3 clusters Score: Raw -314027.473944 + Penalty 6318.173021 = -307709.300923 nChanged 7 SP:Iteration 34Q (43.900123 sec): 3 clusters Score: Raw -314030.998297 + Penalty 6318.173021 = -307712.825275 nChanged 4 SP:Iteration 35Q (43.972682 sec): 3 clusters Score: Raw -314032.752781 + Penalty 6318.173021 = -307714.579760 nChanged 2 SP:Iteration 36Q (44.079058 sec): 3 clusters Score: Raw -314036.704070 + Penalty 6318.173021 = -307718.531049 nChanged 3 SP:Iteration 37Q (44.160977 sec): 3 clusters Score: Raw -314038.190733 + Penalty 6318.173021 = -307720.017712 nChanged 4 SP:Iteration 38Q (44.263111 sec): 3 clusters Score: Raw -314040.212207 + Penalty 6318.173021 = -307722.039186 nChanged 0 SP:Iteration 39F (44.375502 sec): 3 clusters Score: Raw -314040.212207 + Penalty 6318.173021 = -307722.039186 nChanged 0 Score: Raw -3249625.331116 + Penalty 23609.040850 = -3226016.290266 Splitting cluster 2 changes total score from -3222581.317924 to -3226016.290266 So it's getting split into cluster 6. Trying to split cluster 3 (7237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.939189 sec): 2 clusters Score: Raw -658301.740022 + Penalty 3292.619434 = -655009.120588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.062745 sec): 3 clusters Score: Raw -654838.444611 + Penalty 6585.238868 = -648253.205743 nChanged 2758 SP:Iteration 1F (45.147598 sec): 3 clusters Score: Raw -656603.540566 + Penalty 6585.238868 = -650018.301698 nChanged 683 SP:Iteration 2F (45.270428 sec): 3 clusters Score: Raw -657601.502370 + Penalty 6585.238868 = -651016.263503 nChanged 782 SP:Iteration 3F (45.366981 sec): 3 clusters Score: Raw -659229.206248 + Penalty 6585.238868 = -652643.967381 nChanged 823 SP:Iteration 4F (45.467147 sec): 3 clusters Score: Raw -660570.842489 + Penalty 6585.238868 = -653985.603621 nChanged 600 SP:Iteration 5F (45.571179 sec): 3 clusters Score: Raw -661269.195052 + Penalty 6585.238868 = -654683.956184 nChanged 352 SP:Iteration 6Q (45.664136 sec): 3 clusters Score: Raw -661587.127318 + Penalty 6585.238868 = -655001.888450 nChanged 196 SP:Iteration 7Q (45.766022 sec): 3 clusters Score: Raw -661708.474030 + Penalty 6585.238868 = -655123.235163 nChanged 88 SP:Iteration 8Q (45.872816 sec): 3 clusters Score: Raw -661752.420544 + Penalty 6585.238868 = -655167.181677 nChanged 51 SP:Iteration 9Q (45.979357 sec): 3 clusters Score: Raw -661772.951324 + Penalty 6585.238868 = -655187.712456 nChanged 26 SP:Iteration 10Q (46.069764 sec): 3 clusters Score: Raw -661784.167576 + Penalty 6585.238868 = -655198.928708 nChanged 23 SP:Iteration 11Q (46.182156 sec): 3 clusters Score: Raw -661794.446493 + Penalty 6585.238868 = -655209.207625 nChanged 15 SP:Iteration 12Q (46.265745 sec): 3 clusters Score: Raw -661799.338382 + Penalty 6585.238868 = -655214.099514 nChanged 6 SP:Iteration 13Q (46.382031 sec): 3 clusters Score: Raw -661801.038212 + Penalty 6585.238868 = -655215.799344 nChanged 4 SP:Iteration 14Q (46.486594 sec): 3 clusters Score: Raw -661801.889639 + Penalty 6585.238868 = -655216.650772 nChanged 1 SP:Iteration 15Q (46.572424 sec): 3 clusters Score: Raw -661802.179294 + Penalty 6585.238868 = -655216.940426 nChanged 1 SP:Iteration 16Q (46.676865 sec): 3 clusters Score: Raw -661802.540835 + Penalty 6585.238868 = -655217.301967 nChanged 2 SP:Iteration 17Q (46.778689 sec): 3 clusters Score: Raw -661803.170811 + Penalty 6585.238868 = -655217.931943 nChanged 2 SP:Iteration 18Q (46.880349 sec): 3 clusters Score: Raw -661803.836264 + Penalty 6585.238868 = -655218.597396 nChanged 1 SP:Iteration 19Q (46.972120 sec): 3 clusters Score: Raw -661804.096871 + Penalty 6585.238868 = -655218.858003 nChanged 2 SP:Iteration 20F (47.084499 sec): 3 clusters Score: Raw -661804.547635 + Penalty 6585.238868 = -655219.308767 nChanged 1 SP:Iteration 21Q (47.182105 sec): 3 clusters Score: Raw -661804.771544 + Penalty 6585.238868 = -655219.532676 nChanged 1 SP:Iteration 22Q (47.280438 sec): 3 clusters Score: Raw -661804.999828 + Penalty 6585.238868 = -655219.760960 nChanged 0 SP:Iteration 23F (47.374104 sec): 3 clusters Score: Raw -661804.999828 + Penalty 6585.238868 = -655219.760960 nChanged 0 Score: Raw -3253128.590922 + Penalty 27543.880992 = -3225584.709930 Splitting cluster 3 changes total score from -3222581.317924 to -3225584.709930 So it's getting split into cluster 7. Trying to split cluster 4 (14417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.012993 sec): 2 clusters Score: Raw -1085361.372830 + Penalty 3547.968519 = -1081813.404311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.135736 sec): 3 clusters Score: Raw -1077768.769969 + Penalty 7095.937039 = -1070672.832930 nChanged 5977 SP:Iteration 1F (48.269591 sec): 3 clusters Score: Raw -1083217.168006 + Penalty 7095.937039 = -1076121.230968 nChanged 1959 SP:Iteration 2F (48.371318 sec): 3 clusters Score: Raw -1087928.269345 + Penalty 7095.937039 = -1080832.332307 nChanged 2072 SP:Iteration 3F (48.504675 sec): 3 clusters Score: Raw -1092936.930358 + Penalty 7095.937039 = -1085840.993320 nChanged 1418 SP:Iteration 4F (48.629553 sec): 3 clusters Score: Raw -1095204.092003 + Penalty 7095.937039 = -1088108.154965 nChanged 797 SP:Iteration 5F (48.749142 sec): 3 clusters Score: Raw -1096069.265703 + Penalty 7095.937039 = -1088973.328665 nChanged 421 SP:Iteration 6Q (48.856794 sec): 3 clusters Score: Raw -1096575.680480 + Penalty 7095.937039 = -1089479.743442 nChanged 290 SP:Iteration 7Q (48.968817 sec): 3 clusters Score: Raw -1097127.218467 + Penalty 7095.937039 = -1090031.281429 nChanged 267 SP:Iteration 8Q (49.083446 sec): 3 clusters Score: Raw -1097520.000605 + Penalty 7095.937039 = -1090424.063567 nChanged 200 SP:Iteration 9Q (49.218240 sec): 3 clusters Score: Raw -1097655.878431 + Penalty 7095.937039 = -1090559.941392 nChanged 138 SP:Iteration 10Q (49.335911 sec): 3 clusters Score: Raw -1097743.795801 + Penalty 7095.937039 = -1090647.858762 nChanged 130 SP:Iteration 11Q (49.457363 sec): 3 clusters Score: Raw -1097818.694935 + Penalty 7095.937039 = -1090722.757897 nChanged 103 SP:Iteration 12Q (49.563672 sec): 3 clusters Score: Raw -1097866.376782 + Penalty 7095.937039 = -1090770.439744 nChanged 79 SP:Iteration 13Q (49.669472 sec): 3 clusters Score: Raw -1097902.921067 + Penalty 7095.937039 = -1090806.984028 nChanged 91 SP:Iteration 14Q (49.795790 sec): 3 clusters Score: Raw -1097939.987291 + Penalty 7095.937039 = -1090844.050252 nChanged 67 SP:Iteration 15Q (49.906363 sec): 3 clusters Score: Raw -1097961.794838 + Penalty 7095.937039 = -1090865.857800 nChanged 57 SP:Iteration 16Q (50.016110 sec): 3 clusters Score: Raw -1097976.097245 + Penalty 7095.937039 = -1090880.160207 nChanged 30 SP:Iteration 17Q (50.144447 sec): 3 clusters Score: Raw -1097984.323883 + Penalty 7095.937039 = -1090888.386844 nChanged 26 SP:Iteration 18Q (50.251312 sec): 3 clusters Score: Raw -1097990.634454 + Penalty 7095.937039 = -1090894.697415 nChanged 16 SP:Iteration 19Q (50.366526 sec): 3 clusters Score: Raw -1097994.105468 + Penalty 7095.937039 = -1090898.168430 nChanged 16 SP:Iteration 20F (50.487502 sec): 3 clusters Score: Raw -1097997.210864 + Penalty 7095.937039 = -1090901.273825 nChanged 12 SP:Iteration 21Q (50.605263 sec): 3 clusters Score: Raw -1097999.945778 + Penalty 7095.937039 = -1090904.008739 nChanged 13 SP:Iteration 22Q (50.710755 sec): 3 clusters Score: Raw -1098002.159675 + Penalty 7095.937039 = -1090906.222637 nChanged 7 SP:Iteration 23Q (50.839902 sec): 3 clusters Score: Raw -1098003.904842 + Penalty 7095.937039 = -1090907.967804 nChanged 4 SP:Iteration 24Q (50.939310 sec): 3 clusters Score: Raw -1098004.813858 + Penalty 7095.937039 = -1090908.876819 nChanged 6 SP:Iteration 25Q (51.068240 sec): 3 clusters Score: Raw -1098006.007337 + Penalty 7095.937039 = -1090910.070299 nChanged 4 SP:Iteration 26Q (51.169042 sec): 3 clusters Score: Raw -1098006.872125 + Penalty 7095.937039 = -1090910.935086 nChanged 7 SP:Iteration 27Q (51.293552 sec): 3 clusters Score: Raw -1098008.063127 + Penalty 7095.937039 = -1090912.126088 nChanged 6 SP:Iteration 28Q (51.405802 sec): 3 clusters Score: Raw -1098009.056504 + Penalty 7095.937039 = -1090913.119466 nChanged 4 SP:Iteration 29Q (51.527432 sec): 3 clusters Score: Raw -1098009.602739 + Penalty 7095.937039 = -1090913.665701 nChanged 4 SP:Iteration 30Q (51.629448 sec): 3 clusters Score: Raw -1098010.211191 + Penalty 7095.937039 = -1090914.274153 nChanged 1 SP:Iteration 31Q (51.757154 sec): 3 clusters Score: Raw -1098010.298902 + Penalty 7095.937039 = -1090914.361864 nChanged 1 SP:Iteration 32Q (51.882922 sec): 3 clusters Score: Raw -1098010.391161 + Penalty 7095.937039 = -1090914.454122 nChanged 0 SP:Iteration 33F (52.016520 sec): 3 clusters Score: Raw -1098010.391161 + Penalty 7095.937039 = -1090914.454122 nChanged 0 Score: Raw -3265777.609253 + Penalty 31478.721134 = -3234298.888119 Splitting cluster 4 changes total score from -3222581.317924 to -3234298.888119 So it's getting split into cluster 8. Iteration 59Q (53.277124 sec): 9 clusters Score: Raw -3267775.343980 + Penalty 31478.721134 = -3236296.622846 nChanged 1476 Iteration 60F (53.922181 sec): 9 clusters Score: Raw -3269386.651322 + Penalty 31478.721134 = -3237907.930188 nChanged 1073 Iteration 61Q (54.442079 sec): 9 clusters Score: Raw -3270075.062625 + Penalty 31478.721134 = -3238596.341492 nChanged 565 Iteration 62Q (54.963759 sec): 9 clusters Score: Raw -3270381.412046 + Penalty 31478.721134 = -3238902.690913 nChanged 358 Iteration 63Q (55.471880 sec): 9 clusters Score: Raw -3270567.506681 + Penalty 31478.721134 = -3239088.785547 nChanged 293 Iteration 64Q (55.987441 sec): 9 clusters Score: Raw -3270719.392420 + Penalty 31478.721134 = -3239240.671286 nChanged 237 Iteration 65Q (56.517911 sec): 9 clusters Score: Raw -3270827.176253 + Penalty 31478.721134 = -3239348.455119 nChanged 204 Iteration 66Q (57.043403 sec): 9 clusters Score: Raw -3270903.510795 + Penalty 31478.721134 = -3239424.789662 nChanged 171 Iteration 67Q (57.555395 sec): 9 clusters Score: Raw -3270962.306952 + Penalty 31478.721134 = -3239483.585818 nChanged 136 Iteration 68Q (58.085070 sec): 9 clusters Score: Raw -3271002.711693 + Penalty 31478.721134 = -3239523.990559 nChanged 93 Iteration 69Q (58.618056 sec): 9 clusters Score: Raw -3271031.079130 + Penalty 31478.721134 = -3239552.357996 nChanged 72 Iteration 70Q (59.138503 sec): 9 clusters Score: Raw -3271052.070146 + Penalty 31478.721134 = -3239573.349012 nChanged 64 Iteration 71Q (59.664614 sec): 9 clusters Score: Raw -3271071.507623 + Penalty 31478.721134 = -3239592.786489 nChanged 66 Iteration 72Q (60.198008 sec): 9 clusters Score: Raw -3271093.724546 + Penalty 31478.721134 = -3239615.003412 nChanged 62 Iteration 73Q (60.726107 sec): 9 clusters Score: Raw -3271111.664917 + Penalty 31478.721134 = -3239632.943783 nChanged 48 Iteration 74Q (61.267952 sec): 9 clusters Score: Raw -3271126.091344 + Penalty 31478.721134 = -3239647.370210 nChanged 33 Iteration 75Q (61.784238 sec): 9 clusters Score: Raw -3271135.256143 + Penalty 31478.721134 = -3239656.535009 nChanged 29 Iteration 76Q (62.311730 sec): 9 clusters Score: Raw -3271144.464368 + Penalty 31478.721134 = -3239665.743234 nChanged 17 Iteration 77Q (62.836546 sec): 9 clusters Score: Raw -3271148.828949 + Penalty 31478.721134 = -3239670.107815 nChanged 13 Iteration 78Q (63.352547 sec): 9 clusters Score: Raw -3271152.982350 + Penalty 31478.721134 = -3239674.261216 nChanged 14 Iteration 79Q (63.867713 sec): 9 clusters Score: Raw -3271160.408219 + Penalty 31478.721134 = -3239681.687085 nChanged 16 Iteration 80F (64.481066 sec): 9 clusters Score: Raw -3271169.377477 + Penalty 31478.721134 = -3239690.656343 nChanged 15 Iteration 81Q (64.985766 sec): 9 clusters Score: Raw -3271175.596232 + Penalty 31478.721134 = -3239696.875098 nChanged 11 Iteration 82Q (65.527895 sec): 9 clusters Score: Raw -3271178.076258 + Penalty 31478.721134 = -3239699.355124 nChanged 9 Iteration 83Q (66.056024 sec): 9 clusters Score: Raw -3271180.283980 + Penalty 31478.721134 = -3239701.562846 nChanged 11 Iteration 84Q (66.567156 sec): 9 clusters Score: Raw -3271182.122423 + Penalty 31478.721134 = -3239703.401289 nChanged 10 Iteration 85Q (67.077080 sec): 9 clusters Score: Raw -3271183.704171 + Penalty 31478.721134 = -3239704.983037 nChanged 6 Iteration 86Q (67.628537 sec): 9 clusters Score: Raw -3271185.277366 + Penalty 31478.721134 = -3239706.556233 nChanged 8 Iteration 87Q (68.151273 sec): 9 clusters Score: Raw -3271187.252040 + Penalty 31478.721134 = -3239708.530906 nChanged 6 Iteration 88Q (68.664032 sec): 9 clusters Score: Raw -3271188.574695 + Penalty 31478.721134 = -3239709.853561 nChanged 0 Iteration 89F (69.304220 sec): 9 clusters Score: Raw -3271188.574695 + Penalty 31478.721134 = -3239709.853561 nChanged 0 Compute initial score before splitting: Score: Raw -3271188.574695 + Penalty 31478.721134 = -3239709.853561 Trying to split cluster 1 (7215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.409558 sec): 2 clusters Score: Raw -644275.929866 + Penalty 3291.491423 = -640984.438443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.499053 sec): 3 clusters Score: Raw -640857.115326 + Penalty 6582.982846 = -634274.132480 nChanged 2697 SP:Iteration 1F (69.597091 sec): 3 clusters Score: Raw -642454.867363 + Penalty 6582.982846 = -635871.884517 nChanged 624 SP:Iteration 2F (69.707418 sec): 3 clusters Score: Raw -642920.395066 + Penalty 6582.982846 = -636337.412220 nChanged 479 SP:Iteration 3F (69.793701 sec): 3 clusters Score: Raw -643307.744543 + Penalty 6582.982846 = -636724.761697 nChanged 406 SP:Iteration 4F (69.896670 sec): 3 clusters Score: Raw -643653.790734 + Penalty 6582.982846 = -637070.807887 nChanged 359 SP:Iteration 5Q (69.998944 sec): 3 clusters Score: Raw -643982.102710 + Penalty 6582.982846 = -637399.119863 nChanged 343 SP:Iteration 6Q (70.115462 sec): 3 clusters Score: Raw -644304.952161 + Penalty 6582.982846 = -637721.969314 nChanged 327 SP:Iteration 7Q (70.210161 sec): 3 clusters Score: Raw -644602.838893 + Penalty 6582.982846 = -638019.856047 nChanged 295 SP:Iteration 8Q (70.319501 sec): 3 clusters Score: Raw -644848.062871 + Penalty 6582.982846 = -638265.080025 nChanged 236 SP:Iteration 9Q (70.412116 sec): 3 clusters Score: Raw -644998.387930 + Penalty 6582.982846 = -638415.405084 nChanged 155 SP:Iteration 10Q (70.524008 sec): 3 clusters Score: Raw -645094.857093 + Penalty 6582.982846 = -638511.874247 nChanged 142 SP:Iteration 11Q (70.611910 sec): 3 clusters Score: Raw -645179.410838 + Penalty 6582.982846 = -638596.427992 nChanged 109 SP:Iteration 12Q (70.721468 sec): 3 clusters Score: Raw -645230.984843 + Penalty 6582.982846 = -638648.001997 nChanged 73 SP:Iteration 13Q (70.833765 sec): 3 clusters Score: Raw -645259.320928 + Penalty 6582.982846 = -638676.338082 nChanged 57 SP:Iteration 14Q (70.928732 sec): 3 clusters Score: Raw -645283.628879 + Penalty 6582.982846 = -638700.646033 nChanged 57 SP:Iteration 15Q (71.028195 sec): 3 clusters Score: Raw -645309.732151 + Penalty 6582.982846 = -638726.749305 nChanged 53 SP:Iteration 16Q (71.113106 sec): 3 clusters Score: Raw -645331.289130 + Penalty 6582.982846 = -638748.306284 nChanged 35 SP:Iteration 17Q (71.212525 sec): 3 clusters Score: Raw -645343.885700 + Penalty 6582.982846 = -638760.902854 nChanged 31 SP:Iteration 18Q (71.331171 sec): 3 clusters Score: Raw -645352.013297 + Penalty 6582.982846 = -638769.030451 nChanged 16 SP:Iteration 19Q (71.431746 sec): 3 clusters Score: Raw -645357.432855 + Penalty 6582.982846 = -638774.450009 nChanged 18 SP:Iteration 20F (71.528469 sec): 3 clusters Score: Raw -645363.792932 + Penalty 6582.982846 = -638780.810086 nChanged 22 SP:Iteration 21Q (71.617268 sec): 3 clusters Score: Raw -645369.393133 + Penalty 6582.982846 = -638786.410287 nChanged 19 SP:Iteration 22Q (71.729160 sec): 3 clusters Score: Raw -645374.876661 + Penalty 6582.982846 = -638791.893815 nChanged 14 SP:Iteration 23Q (71.825239 sec): 3 clusters Score: Raw -645378.774325 + Penalty 6582.982846 = -638795.791479 nChanged 15 SP:Iteration 24Q (71.939432 sec): 3 clusters Score: Raw -645382.949450 + Penalty 6582.982846 = -638799.966604 nChanged 8 SP:Iteration 25Q (72.035622 sec): 3 clusters Score: Raw -645386.051870 + Penalty 6582.982846 = -638803.069024 nChanged 5 SP:Iteration 26Q (72.152034 sec): 3 clusters Score: Raw -645388.030992 + Penalty 6582.982846 = -638805.048146 nChanged 7 SP:Iteration 27Q (72.247300 sec): 3 clusters Score: Raw -645391.956792 + Penalty 6582.982846 = -638808.973945 nChanged 14 SP:Iteration 28Q (72.355540 sec): 3 clusters Score: Raw -645397.459805 + Penalty 6582.982846 = -638814.476959 nChanged 22 SP:Iteration 29Q (72.460921 sec): 3 clusters Score: Raw -645405.086294 + Penalty 6582.982846 = -638822.103448 nChanged 18 SP:Iteration 30Q (72.556451 sec): 3 clusters Score: Raw -645412.623048 + Penalty 6582.982846 = -638829.640202 nChanged 19 SP:Iteration 31Q (72.649669 sec): 3 clusters Score: Raw -645419.723754 + Penalty 6582.982846 = -638836.740908 nChanged 14 SP:Iteration 32Q (72.749861 sec): 3 clusters Score: Raw -645425.299144 + Penalty 6582.982846 = -638842.316298 nChanged 11 SP:Iteration 33Q (72.849143 sec): 3 clusters Score: Raw -645429.144240 + Penalty 6582.982846 = -638846.161394 nChanged 5 SP:Iteration 34Q (72.955681 sec): 3 clusters Score: Raw -645431.169392 + Penalty 6582.982846 = -638848.186546 nChanged 6 SP:Iteration 35Q (73.060784 sec): 3 clusters Score: Raw -645433.092910 + Penalty 6582.982846 = -638850.110064 nChanged 4 SP:Iteration 36Q (73.157909 sec): 3 clusters Score: Raw -645434.697201 + Penalty 6582.982846 = -638851.714355 nChanged 6 SP:Iteration 37Q (73.260500 sec): 3 clusters Score: Raw -645436.787799 + Penalty 6582.982846 = -638853.804952 nChanged 5 SP:Iteration 38Q (73.364009 sec): 3 clusters Score: Raw -645438.334629 + Penalty 6582.982846 = -638855.351783 nChanged 4 SP:Iteration 39Q (73.448909 sec): 3 clusters Score: Raw -645439.924141 + Penalty 6582.982846 = -638856.941295 nChanged 10 SP:Iteration 40F (73.560279 sec): 3 clusters Score: Raw -645443.022453 + Penalty 6582.982846 = -638860.039607 nChanged 12 SP:Iteration 41Q (73.668190 sec): 3 clusters Score: Raw -645447.975616 + Penalty 6582.982846 = -638864.992770 nChanged 13 SP:Iteration 42Q (73.786156 sec): 3 clusters Score: Raw -645452.570177 + Penalty 6582.982846 = -638869.587331 nChanged 10 SP:Iteration 43Q (73.879904 sec): 3 clusters Score: Raw -645455.814548 + Penalty 6582.982846 = -638872.831702 nChanged 7 SP:Iteration 44Q (73.959086 sec): 3 clusters Score: Raw -645457.679212 + Penalty 6582.982846 = -638874.696366 nChanged 7 SP:Iteration 45Q (74.067860 sec): 3 clusters Score: Raw -645459.406526 + Penalty 6582.982846 = -638876.423680 nChanged 1 SP:Iteration 46Q (74.167372 sec): 3 clusters Score: Raw -645459.602430 + Penalty 6582.982846 = -638876.619584 nChanged 0 SP:Iteration 47F (74.261810 sec): 3 clusters Score: Raw -645459.602430 + Penalty 6582.982846 = -638876.619584 nChanged 0 Trying to split cluster 2 (2169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.330773 sec): 2 clusters Score: Raw -141445.376293 + Penalty 2846.188970 = -138599.187324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.423528 sec): 3 clusters Score: Raw -140821.556998 + Penalty 5692.377940 = -135129.179059 nChanged 659 SP:Iteration 1F (74.514856 sec): 3 clusters Score: Raw -141660.493712 + Penalty 5692.377940 = -135968.115773 nChanged 235 SP:Iteration 2F (74.585927 sec): 3 clusters Score: Raw -142295.030690 + Penalty 5692.377940 = -136602.652750 nChanged 174 SP:Iteration 3F (74.671310 sec): 3 clusters Score: Raw -142734.169428 + Penalty 5692.377940 = -137041.791488 nChanged 142 SP:Iteration 4F (74.772478 sec): 3 clusters Score: Raw -143009.018315 + Penalty 5692.377940 = -137316.640376 nChanged 98 SP:Iteration 5Q (74.875830 sec): 3 clusters Score: Raw -143181.856102 + Penalty 5692.377940 = -137489.478162 nChanged 60 SP:Iteration 6Q (74.968218 sec): 3 clusters Score: Raw -143298.077807 + Penalty 5692.377940 = -137605.699868 nChanged 38 SP:Iteration 7Q (75.052567 sec): 3 clusters Score: Raw -143348.002206 + Penalty 5692.377940 = -137655.624267 nChanged 20 SP:Iteration 8Q (75.149204 sec): 3 clusters Score: Raw -143376.506474 + Penalty 5692.377940 = -137684.128534 nChanged 11 SP:Iteration 9Q (75.224301 sec): 3 clusters Score: Raw -143394.012375 + Penalty 5692.377940 = -137701.634436 nChanged 13 SP:Iteration 10Q (75.329508 sec): 3 clusters Score: Raw -143407.899633 + Penalty 5692.377940 = -137715.521694 nChanged 8 SP:Iteration 11Q (75.418888 sec): 3 clusters Score: Raw -143424.157200 + Penalty 5692.377940 = -137731.779260 nChanged 12 SP:Iteration 12Q (75.495605 sec): 3 clusters Score: Raw -143445.118480 + Penalty 5692.377940 = -137752.740541 nChanged 15 SP:Iteration 13Q (75.583912 sec): 3 clusters Score: Raw -143475.799229 + Penalty 5692.377940 = -137783.421289 nChanged 19 SP:Iteration 14Q (75.670626 sec): 3 clusters Score: Raw -143507.300605 + Penalty 5692.377940 = -137814.922666 nChanged 10 SP:Iteration 15Q (75.760245 sec): 3 clusters Score: Raw -143522.349791 + Penalty 5692.377940 = -137829.971852 nChanged 14 SP:Iteration 16Q (75.850343 sec): 3 clusters Score: Raw -143540.685944 + Penalty 5692.377940 = -137848.308004 nChanged 8 SP:Iteration 17Q (75.935052 sec): 3 clusters Score: Raw -143549.349966 + Penalty 5692.377940 = -137856.972026 nChanged 7 SP:Iteration 18Q (76.038271 sec): 3 clusters Score: Raw -143560.468170 + Penalty 5692.377940 = -137868.090231 nChanged 10 SP:Iteration 19Q (76.125516 sec): 3 clusters Score: Raw -143570.954373 + Penalty 5692.377940 = -137878.576434 nChanged 5 SP:Iteration 20F (76.223760 sec): 3 clusters Score: Raw -143582.362694 + Penalty 5692.377940 = -137889.984755 nChanged 7 SP:Iteration 21Q (76.296420 sec): 3 clusters Score: Raw -143596.747554 + Penalty 5692.377940 = -137904.369614 nChanged 9 SP:Iteration 22Q (76.385374 sec): 3 clusters Score: Raw -143606.157296 + Penalty 5692.377940 = -137913.779357 nChanged 3 SP:Iteration 23Q (76.468987 sec): 3 clusters Score: Raw -143609.147948 + Penalty 5692.377940 = -137916.770009 nChanged 1 SP:Iteration 24Q (76.579020 sec): 3 clusters Score: Raw -143610.307201 + Penalty 5692.377940 = -137917.929262 nChanged 0 SP:Iteration 25F (76.671413 sec): 3 clusters Score: Raw -143610.307201 + Penalty 5692.377940 = -137917.929262 nChanged 0 Trying to split cluster 3 (5256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.724188 sec): 2 clusters Score: Raw -493173.579441 + Penalty 3174.120020 = -489999.459421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.823393 sec): 3 clusters Score: Raw -490803.354965 + Penalty 6348.240040 = -484455.114925 nChanged 1869 SP:Iteration 1F (76.900078 sec): 3 clusters Score: Raw -491925.719047 + Penalty 6348.240040 = -485577.479007 nChanged 368 SP:Iteration 2F (77.010694 sec): 3 clusters Score: Raw -492176.045876 + Penalty 6348.240040 = -485827.805836 nChanged 254 SP:Iteration 3Q (77.105866 sec): 3 clusters Score: Raw -492325.695022 + Penalty 6348.240040 = -485977.454982 nChanged 157 SP:Iteration 4Q (77.198339 sec): 3 clusters Score: Raw -492415.095633 + Penalty 6348.240040 = -486066.855593 nChanged 127 SP:Iteration 5Q (77.303008 sec): 3 clusters Score: Raw -492474.205089 + Penalty 6348.240040 = -486125.965049 nChanged 87 SP:Iteration 6Q (77.404833 sec): 3 clusters Score: Raw -492523.759031 + Penalty 6348.240040 = -486175.518991 nChanged 76 SP:Iteration 7Q (77.501786 sec): 3 clusters Score: Raw -492558.387495 + Penalty 6348.240040 = -486210.147455 nChanged 62 SP:Iteration 8Q (77.591954 sec): 3 clusters Score: Raw -492588.683804 + Penalty 6348.240040 = -486240.443764 nChanged 59 SP:Iteration 9Q (77.705891 sec): 3 clusters Score: Raw -492614.410447 + Penalty 6348.240040 = -486266.170407 nChanged 55 SP:Iteration 10Q (77.807242 sec): 3 clusters Score: Raw -492637.963095 + Penalty 6348.240040 = -486289.723055 nChanged 43 SP:Iteration 11Q (77.901682 sec): 3 clusters Score: Raw -492655.573719 + Penalty 6348.240040 = -486307.333679 nChanged 39 SP:Iteration 12Q (78.003716 sec): 3 clusters Score: Raw -492672.628252 + Penalty 6348.240040 = -486324.388211 nChanged 34 SP:Iteration 13Q (78.082443 sec): 3 clusters Score: Raw -492685.447090 + Penalty 6348.240040 = -486337.207050 nChanged 30 SP:Iteration 14Q (78.188964 sec): 3 clusters Score: Raw -492697.266642 + Penalty 6348.240040 = -486349.026602 nChanged 27 SP:Iteration 15Q (78.265173 sec): 3 clusters Score: Raw -492708.795460 + Penalty 6348.240040 = -486360.555420 nChanged 28 SP:Iteration 16Q (78.394129 sec): 3 clusters Score: Raw -492720.376538 + Penalty 6348.240040 = -486372.136498 nChanged 25 SP:Iteration 17Q (78.492772 sec): 3 clusters Score: Raw -492729.993152 + Penalty 6348.240040 = -486381.753112 nChanged 27 SP:Iteration 18Q (78.588047 sec): 3 clusters Score: Raw -492740.889293 + Penalty 6348.240040 = -486392.649253 nChanged 24 SP:Iteration 19Q (78.685929 sec): 3 clusters Score: Raw -492750.421652 + Penalty 6348.240040 = -486402.181612 nChanged 34 SP:Iteration 20F (78.799598 sec): 3 clusters Score: Raw -492761.463679 + Penalty 6348.240040 = -486413.223639 nChanged 19 SP:Iteration 21Q (78.894252 sec): 3 clusters Score: Raw -492767.411473 + Penalty 6348.240040 = -486419.171432 nChanged 18 SP:Iteration 22Q (78.985744 sec): 3 clusters Score: Raw -492774.504999 + Penalty 6348.240040 = -486426.264959 nChanged 21 SP:Iteration 23Q (79.074565 sec): 3 clusters Score: Raw -492784.288604 + Penalty 6348.240040 = -486436.048564 nChanged 24 SP:Iteration 24Q (79.188991 sec): 3 clusters Score: Raw -492793.391157 + Penalty 6348.240040 = -486445.151117 nChanged 20 SP:Iteration 25Q (79.274034 sec): 3 clusters Score: Raw -492800.166263 + Penalty 6348.240040 = -486451.926223 nChanged 10 SP:Iteration 26Q (79.370302 sec): 3 clusters Score: Raw -492803.590595 + Penalty 6348.240040 = -486455.350555 nChanged 16 SP:Iteration 27Q (79.479328 sec): 3 clusters Score: Raw -492809.901382 + Penalty 6348.240040 = -486461.661342 nChanged 16 SP:Iteration 28Q (79.581886 sec): 3 clusters Score: Raw -492815.468792 + Penalty 6348.240040 = -486467.228752 nChanged 12 SP:Iteration 29Q (79.680837 sec): 3 clusters Score: Raw -492818.834596 + Penalty 6348.240040 = -486470.594556 nChanged 6 SP:Iteration 30Q (79.770282 sec): 3 clusters Score: Raw -492820.657634 + Penalty 6348.240040 = -486472.417594 nChanged 3 SP:Iteration 31Q (79.872449 sec): 3 clusters Score: Raw -492821.570298 + Penalty 6348.240040 = -486473.330258 nChanged 5 SP:Iteration 32Q (79.966724 sec): 3 clusters Score: Raw -492823.049945 + Penalty 6348.240040 = -486474.809905 nChanged 4 SP:Iteration 33Q (80.061700 sec): 3 clusters Score: Raw -492824.586146 + Penalty 6348.240040 = -486476.346105 nChanged 7 SP:Iteration 34Q (80.164443 sec): 3 clusters Score: Raw -492826.907593 + Penalty 6348.240040 = -486478.667553 nChanged 4 SP:Iteration 35Q (80.261427 sec): 3 clusters Score: Raw -492828.955721 + Penalty 6348.240040 = -486480.715681 nChanged 6 SP:Iteration 36Q (80.360970 sec): 3 clusters Score: Raw -492831.263585 + Penalty 6348.240040 = -486483.023545 nChanged 13 SP:Iteration 37Q (80.444244 sec): 3 clusters Score: Raw -492837.197459 + Penalty 6348.240040 = -486488.957419 nChanged 15 SP:Iteration 38Q (80.563725 sec): 3 clusters Score: Raw -492842.996511 + Penalty 6348.240040 = -486494.756471 nChanged 9 SP:Iteration 39Q (80.659979 sec): 3 clusters Score: Raw -492847.869078 + Penalty 6348.240040 = -486499.629038 nChanged 9 SP:Iteration 40F (80.735715 sec): 3 clusters Score: Raw -492851.202985 + Penalty 6348.240040 = -486502.962945 nChanged 11 SP:Iteration 41Q (80.855639 sec): 3 clusters Score: Raw -492855.163614 + Penalty 6348.240040 = -486506.923573 nChanged 8 SP:Iteration 42Q (80.950024 sec): 3 clusters Score: Raw -492857.438764 + Penalty 6348.240040 = -486509.198724 nChanged 5 SP:Iteration 43Q (81.045245 sec): 3 clusters Score: Raw -492858.512379 + Penalty 6348.240040 = -486510.272339 nChanged 1 SP:Iteration 44Q (81.139030 sec): 3 clusters Score: Raw -492858.765091 + Penalty 6348.240040 = -486510.525051 nChanged 3 SP:Iteration 45Q (81.230702 sec): 3 clusters Score: Raw -492859.411423 + Penalty 6348.240040 = -486511.171383 nChanged 6 SP:Iteration 46Q (81.326856 sec): 3 clusters Score: Raw -492861.523995 + Penalty 6348.240040 = -486513.283955 nChanged 4 SP:Iteration 47Q (81.439449 sec): 3 clusters Score: Raw -492862.717227 + Penalty 6348.240040 = -486514.477187 nChanged 7 SP:Iteration 48Q (81.526548 sec): 3 clusters Score: Raw -492864.943639 + Penalty 6348.240040 = -486516.703599 nChanged 10 SP:Iteration 49Q (81.614974 sec): 3 clusters Score: Raw -492867.908401 + Penalty 6348.240040 = -486519.668361 nChanged 4 SP:Iteration 50Q (81.719141 sec): 3 clusters Score: Raw -492869.293865 + Penalty 6348.240040 = -486521.053825 nChanged 3 SP:Iteration 51Q (81.803412 sec): 3 clusters Score: Raw -492870.531667 + Penalty 6348.240040 = -486522.291627 nChanged 2 SP:Iteration 52Q (81.919601 sec): 3 clusters Score: Raw -492871.231529 + Penalty 6348.240040 = -486522.991489 nChanged 4 SP:Iteration 53Q (82.009038 sec): 3 clusters Score: Raw -492872.510571 + Penalty 6348.240040 = -486524.270531 nChanged 5 SP:Iteration 54Q (82.101406 sec): 3 clusters Score: Raw -492873.759694 + Penalty 6348.240040 = -486525.519654 nChanged 2 SP:Iteration 55Q (82.202124 sec): 3 clusters Score: Raw -492874.118750 + Penalty 6348.240040 = -486525.878710 nChanged 2 SP:Iteration 56Q (82.310888 sec): 3 clusters Score: Raw -492874.501272 + Penalty 6348.240040 = -486526.261232 nChanged 1 SP:Iteration 57Q (82.406928 sec): 3 clusters Score: Raw -492874.705621 + Penalty 6348.240040 = -486526.465581 nChanged 1 SP:Iteration 58Q (82.483395 sec): 3 clusters Score: Raw -492874.937332 + Penalty 6348.240040 = -486526.697292 nChanged 1 SP:Iteration 59Q (82.597059 sec): 3 clusters Score: Raw -492875.334057 + Penalty 6348.240040 = -486527.094017 nChanged 0 SP:Iteration 60F (82.691333 sec): 3 clusters Score: Raw -492875.334057 + Penalty 6348.240040 = -486527.094017 nChanged 0 Trying to split cluster 4 (6311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.741754 sec): 2 clusters Score: Raw -509022.633472 + Penalty 3241.893311 = -505780.740162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.830008 sec): 3 clusters Score: Raw -506135.174775 + Penalty 6483.786621 = -499651.388154 nChanged 2395 SP:Iteration 1F (82.932210 sec): 3 clusters Score: Raw -507995.107793 + Penalty 6483.786621 = -501511.321171 nChanged 658 SP:Iteration 2F (83.034114 sec): 3 clusters Score: Raw -509026.773986 + Penalty 6483.786621 = -502542.987364 nChanged 620 SP:Iteration 3F (83.132162 sec): 3 clusters Score: Raw -510008.692027 + Penalty 6483.786621 = -503524.905406 nChanged 540 SP:Iteration 4F (83.219665 sec): 3 clusters Score: Raw -510828.033515 + Penalty 6483.786621 = -504344.246894 nChanged 395 SP:Iteration 5F (83.330339 sec): 3 clusters Score: Raw -511282.507253 + Penalty 6483.786621 = -504798.720632 nChanged 258 SP:Iteration 6Q (83.442700 sec): 3 clusters Score: Raw -511516.877691 + Penalty 6483.786621 = -505033.091070 nChanged 173 SP:Iteration 7Q (83.521997 sec): 3 clusters Score: Raw -511634.366469 + Penalty 6483.786621 = -505150.579848 nChanged 113 SP:Iteration 8Q (83.633815 sec): 3 clusters Score: Raw -511697.481421 + Penalty 6483.786621 = -505213.694799 nChanged 84 SP:Iteration 9Q (83.732423 sec): 3 clusters Score: Raw -511748.295931 + Penalty 6483.786621 = -505264.509309 nChanged 80 SP:Iteration 10Q (83.838966 sec): 3 clusters Score: Raw -511794.675162 + Penalty 6483.786621 = -505310.888541 nChanged 67 SP:Iteration 11Q (83.942370 sec): 3 clusters Score: Raw -511830.109273 + Penalty 6483.786621 = -505346.322652 nChanged 56 SP:Iteration 12Q (84.028359 sec): 3 clusters Score: Raw -511857.968968 + Penalty 6483.786621 = -505374.182346 nChanged 58 SP:Iteration 13Q (84.146573 sec): 3 clusters Score: Raw -511889.753692 + Penalty 6483.786621 = -505405.967071 nChanged 39 SP:Iteration 14Q (84.231297 sec): 3 clusters Score: Raw -511909.014727 + Penalty 6483.786621 = -505425.228105 nChanged 38 SP:Iteration 15Q (84.332103 sec): 3 clusters Score: Raw -511928.442950 + Penalty 6483.786621 = -505444.656329 nChanged 41 SP:Iteration 16Q (84.441208 sec): 3 clusters Score: Raw -511949.145915 + Penalty 6483.786621 = -505465.359294 nChanged 44 SP:Iteration 17Q (84.538057 sec): 3 clusters Score: Raw -511970.880795 + Penalty 6483.786621 = -505487.094174 nChanged 47 SP:Iteration 18Q (84.633558 sec): 3 clusters Score: Raw -512004.267695 + Penalty 6483.786621 = -505520.481073 nChanged 50 SP:Iteration 19Q (84.731451 sec): 3 clusters Score: Raw -512038.572478 + Penalty 6483.786621 = -505554.785857 nChanged 55 SP:Iteration 20F (84.844420 sec): 3 clusters Score: Raw -512075.835538 + Penalty 6483.786621 = -505592.048917 nChanged 58 SP:Iteration 21Q (84.921801 sec): 3 clusters Score: Raw -512113.065688 + Penalty 6483.786621 = -505629.279067 nChanged 55 SP:Iteration 22Q (85.013123 sec): 3 clusters Score: Raw -512160.726504 + Penalty 6483.786621 = -505676.939883 nChanged 73 SP:Iteration 23Q (85.110059 sec): 3 clusters Score: Raw -512221.037703 + Penalty 6483.786621 = -505737.251082 nChanged 74 SP:Iteration 24Q (85.208561 sec): 3 clusters Score: Raw -512284.795342 + Penalty 6483.786621 = -505801.008721 nChanged 68 SP:Iteration 25Q (85.324012 sec): 3 clusters Score: Raw -512342.686529 + Penalty 6483.786621 = -505858.899908 nChanged 75 SP:Iteration 26Q (85.411177 sec): 3 clusters Score: Raw -512413.542362 + Penalty 6483.786621 = -505929.755741 nChanged 81 SP:Iteration 27Q (85.532682 sec): 3 clusters Score: Raw -512494.364887 + Penalty 6483.786621 = -506010.578266 nChanged 96 SP:Iteration 28Q (85.624701 sec): 3 clusters Score: Raw -512597.442536 + Penalty 6483.786621 = -506113.655914 nChanged 97 SP:Iteration 29Q (85.704455 sec): 3 clusters Score: Raw -512702.312624 + Penalty 6483.786621 = -506218.526002 nChanged 95 SP:Iteration 30Q (85.819705 sec): 3 clusters Score: Raw -512818.721157 + Penalty 6483.786621 = -506334.934536 nChanged 87 SP:Iteration 31Q (85.901556 sec): 3 clusters Score: Raw -512903.758613 + Penalty 6483.786621 = -506419.971992 nChanged 63 SP:Iteration 32Q (86.016119 sec): 3 clusters Score: Raw -512947.665508 + Penalty 6483.786621 = -506463.878886 nChanged 40 SP:Iteration 33Q (86.150168 sec): 3 clusters Score: Raw -512972.485385 + Penalty 6483.786621 = -506488.698763 nChanged 42 SP:Iteration 34Q (86.235218 sec): 3 clusters Score: Raw -513002.894813 + Penalty 6483.786621 = -506519.108191 nChanged 42 SP:Iteration 35Q (86.350944 sec): 3 clusters Score: Raw -513033.639168 + Penalty 6483.786621 = -506549.852546 nChanged 42 SP:Iteration 36Q (86.446973 sec): 3 clusters Score: Raw -513064.341966 + Penalty 6483.786621 = -506580.555345 nChanged 45 SP:Iteration 37Q (86.541762 sec): 3 clusters Score: Raw -513095.267710 + Penalty 6483.786621 = -506611.481089 nChanged 40 SP:Iteration 38Q (86.633929 sec): 3 clusters Score: Raw -513126.443434 + Penalty 6483.786621 = -506642.656812 nChanged 35 SP:Iteration 39Q (86.739171 sec): 3 clusters Score: Raw -513156.596891 + Penalty 6483.786621 = -506672.810270 nChanged 39 SP:Iteration 40F (86.817948 sec): 3 clusters Score: Raw -513192.243038 + Penalty 6483.786621 = -506708.456417 nChanged 43 SP:Iteration 41Q (86.930305 sec): 3 clusters Score: Raw -513229.541562 + Penalty 6483.786621 = -506745.754941 nChanged 36 SP:Iteration 42Q (87.021099 sec): 3 clusters Score: Raw -513260.052463 + Penalty 6483.786621 = -506776.265842 nChanged 35 SP:Iteration 43Q (87.121977 sec): 3 clusters Score: Raw -513283.263923 + Penalty 6483.786621 = -506799.477302 nChanged 20 SP:Iteration 44Q (87.217863 sec): 3 clusters Score: Raw -513296.358921 + Penalty 6483.786621 = -506812.572299 nChanged 24 SP:Iteration 45Q (87.318858 sec): 3 clusters Score: Raw -513311.584752 + Penalty 6483.786621 = -506827.798130 nChanged 18 SP:Iteration 46Q (87.398726 sec): 3 clusters Score: Raw -513324.337433 + Penalty 6483.786621 = -506840.550812 nChanged 11 SP:Iteration 47Q (87.518798 sec): 3 clusters Score: Raw -513331.309807 + Penalty 6483.786621 = -506847.523186 nChanged 5 SP:Iteration 48Q (87.615653 sec): 3 clusters Score: Raw -513332.762472 + Penalty 6483.786621 = -506848.975851 nChanged 0 SP:Iteration 49F (87.700992 sec): 3 clusters Score: Raw -513332.762472 + Penalty 6483.786621 = -506848.975851 nChanged 0 Score: Raw -3275498.703695 + Penalty 35413.561276 = -3240085.142419 Splitting cluster 4 changes total score from -3239709.853561 to -3240085.142419 So it's getting split into cluster 9. Trying to split cluster 5 (6289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.491072 sec): 2 clusters Score: Raw -548848.988896 + Penalty 3240.599500 = -545608.389396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.573415 sec): 3 clusters Score: Raw -545955.867424 + Penalty 6481.199000 = -539474.668424 nChanged 2354 SP:Iteration 1F (88.681628 sec): 3 clusters Score: Raw -547519.883588 + Penalty 6481.199000 = -541038.684588 nChanged 560 SP:Iteration 2F (88.796578 sec): 3 clusters Score: Raw -548070.931150 + Penalty 6481.199000 = -541589.732150 nChanged 453 SP:Iteration 3F (88.906236 sec): 3 clusters Score: Raw -548596.519514 + Penalty 6481.199000 = -542115.320515 nChanged 402 SP:Iteration 4F (88.999225 sec): 3 clusters Score: Raw -549041.661983 + Penalty 6481.199000 = -542560.462984 nChanged 349 SP:Iteration 5F (89.103578 sec): 3 clusters Score: Raw -549408.465108 + Penalty 6481.199000 = -542927.266108 nChanged 322 SP:Iteration 6F (89.205001 sec): 3 clusters Score: Raw -549714.695065 + Penalty 6481.199000 = -543233.496065 nChanged 240 SP:Iteration 7Q (89.299830 sec): 3 clusters Score: Raw -549899.642441 + Penalty 6481.199000 = -543418.443441 nChanged 196 SP:Iteration 8Q (89.405087 sec): 3 clusters Score: Raw -550053.217831 + Penalty 6481.199000 = -543572.018831 nChanged 151 SP:Iteration 9Q (89.496478 sec): 3 clusters Score: Raw -550152.931969 + Penalty 6481.199000 = -543671.732969 nChanged 114 SP:Iteration 10Q (89.605802 sec): 3 clusters Score: Raw -550225.462022 + Penalty 6481.199000 = -543744.263022 nChanged 93 SP:Iteration 11Q (89.703095 sec): 3 clusters Score: Raw -550286.174992 + Penalty 6481.199000 = -543804.975993 nChanged 79 SP:Iteration 12Q (89.792149 sec): 3 clusters Score: Raw -550328.026040 + Penalty 6481.199000 = -543846.827040 nChanged 71 SP:Iteration 13Q (89.904405 sec): 3 clusters Score: Raw -550373.375859 + Penalty 6481.199000 = -543892.176860 nChanged 68 SP:Iteration 14Q (90.002372 sec): 3 clusters Score: Raw -550411.890384 + Penalty 6481.199000 = -543930.691385 nChanged 61 SP:Iteration 15Q (90.100012 sec): 3 clusters Score: Raw -550456.092152 + Penalty 6481.199000 = -543974.893152 nChanged 56 SP:Iteration 16Q (90.194860 sec): 3 clusters Score: Raw -550498.737818 + Penalty 6481.199000 = -544017.538818 nChanged 53 SP:Iteration 17Q (90.285002 sec): 3 clusters Score: Raw -550544.413248 + Penalty 6481.199000 = -544063.214248 nChanged 61 SP:Iteration 18Q (90.401596 sec): 3 clusters Score: Raw -550593.277541 + Penalty 6481.199000 = -544112.078541 nChanged 56 SP:Iteration 19Q (90.491691 sec): 3 clusters Score: Raw -550637.549003 + Penalty 6481.199000 = -544156.350003 nChanged 56 SP:Iteration 20F (90.578547 sec): 3 clusters Score: Raw -550682.019850 + Penalty 6481.199000 = -544200.820851 nChanged 47 SP:Iteration 21Q (90.682410 sec): 3 clusters Score: Raw -550714.790384 + Penalty 6481.199000 = -544233.591384 nChanged 36 SP:Iteration 22Q (90.778057 sec): 3 clusters Score: Raw -550738.680807 + Penalty 6481.199000 = -544257.481807 nChanged 31 SP:Iteration 23Q (90.904954 sec): 3 clusters Score: Raw -550758.928261 + Penalty 6481.199000 = -544277.729261 nChanged 27 SP:Iteration 24Q (90.996234 sec): 3 clusters Score: Raw -550776.023528 + Penalty 6481.199000 = -544294.824528 nChanged 30 SP:Iteration 25Q (91.087184 sec): 3 clusters Score: Raw -550799.758198 + Penalty 6481.199000 = -544318.559198 nChanged 39 SP:Iteration 26Q (91.194532 sec): 3 clusters Score: Raw -550830.316236 + Penalty 6481.199000 = -544349.117236 nChanged 50 SP:Iteration 27Q (91.292299 sec): 3 clusters Score: Raw -550874.822222 + Penalty 6481.199000 = -544393.623223 nChanged 43 SP:Iteration 28Q (91.402399 sec): 3 clusters Score: Raw -550910.143080 + Penalty 6481.199000 = -544428.944081 nChanged 32 SP:Iteration 29Q (91.505568 sec): 3 clusters Score: Raw -550935.646323 + Penalty 6481.199000 = -544454.447324 nChanged 29 SP:Iteration 30Q (91.608928 sec): 3 clusters Score: Raw -550959.135901 + Penalty 6481.199000 = -544477.936901 nChanged 23 SP:Iteration 31Q (91.711902 sec): 3 clusters Score: Raw -550975.001806 + Penalty 6481.199000 = -544493.802806 nChanged 22 SP:Iteration 32Q (91.795584 sec): 3 clusters Score: Raw -550992.792134 + Penalty 6481.199000 = -544511.593135 nChanged 22 SP:Iteration 33Q (91.902537 sec): 3 clusters Score: Raw -551012.645758 + Penalty 6481.199000 = -544531.446758 nChanged 23 SP:Iteration 34Q (91.992934 sec): 3 clusters Score: Raw -551029.912416 + Penalty 6481.199000 = -544548.713416 nChanged 26 SP:Iteration 35Q (92.111851 sec): 3 clusters Score: Raw -551051.347208 + Penalty 6481.199000 = -544570.148208 nChanged 23 SP:Iteration 36Q (92.199328 sec): 3 clusters Score: Raw -551070.652722 + Penalty 6481.199000 = -544589.453722 nChanged 22 SP:Iteration 37Q (92.299004 sec): 3 clusters Score: Raw -551091.446974 + Penalty 6481.199000 = -544610.247975 nChanged 24 SP:Iteration 38Q (92.394674 sec): 3 clusters Score: Raw -551114.874402 + Penalty 6481.199000 = -544633.675403 nChanged 20 SP:Iteration 39Q (92.511429 sec): 3 clusters Score: Raw -551135.893764 + Penalty 6481.199000 = -544654.694764 nChanged 22 SP:Iteration 40F (92.604730 sec): 3 clusters Score: Raw -551155.661594 + Penalty 6481.199000 = -544674.462594 nChanged 20 SP:Iteration 41Q (92.706078 sec): 3 clusters Score: Raw -551177.243525 + Penalty 6481.199000 = -544696.044525 nChanged 22 SP:Iteration 42Q (92.801998 sec): 3 clusters Score: Raw -551193.884288 + Penalty 6481.199000 = -544712.685289 nChanged 21 SP:Iteration 43Q (92.907143 sec): 3 clusters Score: Raw -551218.313556 + Penalty 6481.199000 = -544737.114556 nChanged 20 SP:Iteration 44Q (93.007327 sec): 3 clusters Score: Raw -551238.715905 + Penalty 6481.199000 = -544757.516905 nChanged 25 SP:Iteration 45Q (93.103689 sec): 3 clusters Score: Raw -551265.993071 + Penalty 6481.199000 = -544784.794071 nChanged 30 SP:Iteration 46Q (93.180797 sec): 3 clusters Score: Raw -551317.234094 + Penalty 6481.199000 = -544836.035094 nChanged 44 SP:Iteration 47Q (93.275711 sec): 3 clusters Score: Raw -551404.198331 + Penalty 6481.199000 = -544922.999332 nChanged 37 SP:Iteration 48Q (93.373136 sec): 3 clusters Score: Raw -551485.902555 + Penalty 6481.199000 = -545004.703556 nChanged 38 SP:Iteration 49Q (93.485216 sec): 3 clusters Score: Raw -551547.432226 + Penalty 6481.199000 = -545066.233226 nChanged 35 SP:Iteration 50Q (93.559815 sec): 3 clusters Score: Raw -551603.747260 + Penalty 6481.199000 = -545122.548260 nChanged 32 SP:Iteration 51Q (93.661609 sec): 3 clusters Score: Raw -551657.318031 + Penalty 6481.199000 = -545176.119031 nChanged 35 SP:Iteration 52Q (93.773835 sec): 3 clusters Score: Raw -551716.613058 + Penalty 6481.199000 = -545235.414058 nChanged 29 SP:Iteration 53Q (93.865328 sec): 3 clusters Score: Raw -551766.761465 + Penalty 6481.199000 = -545285.562465 nChanged 32 SP:Iteration 54Q (93.958988 sec): 3 clusters Score: Raw -551825.964462 + Penalty 6481.199000 = -545344.765462 nChanged 24 SP:Iteration 55Q (94.052613 sec): 3 clusters Score: Raw -551865.487357 + Penalty 6481.199000 = -545384.288357 nChanged 27 SP:Iteration 56Q (94.152356 sec): 3 clusters Score: Raw -551902.387971 + Penalty 6481.199000 = -545421.188971 nChanged 10 SP:Iteration 57Q (94.264091 sec): 3 clusters Score: Raw -551910.877401 + Penalty 6481.199000 = -545429.678402 nChanged 9 SP:Iteration 58Q (94.356002 sec): 3 clusters Score: Raw -551918.364242 + Penalty 6481.199000 = -545437.165243 nChanged 6 SP:Iteration 59Q (94.427406 sec): 3 clusters Score: Raw -551922.572456 + Penalty 6481.199000 = -545441.373456 nChanged 4 SP:Iteration 60F (94.539328 sec): 3 clusters Score: Raw -551924.742215 + Penalty 6481.199000 = -545443.543215 nChanged 4 SP:Iteration 61Q (94.635431 sec): 3 clusters Score: Raw -551927.682401 + Penalty 6481.199000 = -545446.483402 nChanged 4 SP:Iteration 62Q (94.742619 sec): 3 clusters Score: Raw -551929.575565 + Penalty 6481.199000 = -545448.376565 nChanged 2 SP:Iteration 63Q (94.844700 sec): 3 clusters Score: Raw -551930.892699 + Penalty 6481.199000 = -545449.693699 nChanged 2 SP:Iteration 64Q (94.925117 sec): 3 clusters Score: Raw -551932.862706 + Penalty 6481.199000 = -545451.663706 nChanged 1 SP:Iteration 65Q (95.015984 sec): 3 clusters Score: Raw -551933.488500 + Penalty 6481.199000 = -545452.289500 nChanged 1 SP:Iteration 66Q (95.128222 sec): 3 clusters Score: Raw -551933.760754 + Penalty 6481.199000 = -545452.561754 nChanged 0 SP:Iteration 67F (95.225501 sec): 3 clusters Score: Raw -551933.760754 + Penalty 6481.199000 = -545452.561754 nChanged 0 Trying to split cluster 6 (3235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.271713 sec): 2 clusters Score: Raw -202459.941018 + Penalty 2994.301049 = -199465.639969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.369949 sec): 3 clusters Score: Raw -201466.386440 + Penalty 5988.602097 = -195477.784343 nChanged 1117 SP:Iteration 1F (95.451602 sec): 3 clusters Score: Raw -203047.777804 + Penalty 5988.602097 = -197059.175706 nChanged 421 SP:Iteration 2F (95.553888 sec): 3 clusters Score: Raw -204044.591505 + Penalty 5988.602097 = -198055.989408 nChanged 314 SP:Iteration 3F (95.642027 sec): 3 clusters Score: Raw -204665.097138 + Penalty 5988.602097 = -198676.495040 nChanged 194 SP:Iteration 4F (95.725001 sec): 3 clusters Score: Raw -205021.109146 + Penalty 5988.602097 = -199032.507049 nChanged 123 SP:Iteration 5Q (95.811305 sec): 3 clusters Score: Raw -205280.677021 + Penalty 5988.602097 = -199292.074924 nChanged 104 SP:Iteration 6Q (95.907968 sec): 3 clusters Score: Raw -205470.072604 + Penalty 5988.602097 = -199481.470507 nChanged 86 SP:Iteration 7Q (95.997874 sec): 3 clusters Score: Raw -205629.165724 + Penalty 5988.602097 = -199640.563626 nChanged 68 SP:Iteration 8Q (96.073037 sec): 3 clusters Score: Raw -205728.943955 + Penalty 5988.602097 = -199740.341858 nChanged 55 SP:Iteration 9Q (96.170575 sec): 3 clusters Score: Raw -205797.714538 + Penalty 5988.602097 = -199809.112440 nChanged 37 SP:Iteration 10Q (96.261374 sec): 3 clusters Score: Raw -205832.407094 + Penalty 5988.602097 = -199843.804997 nChanged 34 SP:Iteration 11Q (96.367081 sec): 3 clusters Score: Raw -205860.942501 + Penalty 5988.602097 = -199872.340404 nChanged 25 SP:Iteration 12Q (96.449328 sec): 3 clusters Score: Raw -205881.032894 + Penalty 5988.602097 = -199892.430796 nChanged 9 SP:Iteration 13Q (96.525017 sec): 3 clusters Score: Raw -205887.418640 + Penalty 5988.602097 = -199898.816542 nChanged 8 SP:Iteration 14Q (96.625724 sec): 3 clusters Score: Raw -205893.351987 + Penalty 5988.602097 = -199904.749889 nChanged 7 SP:Iteration 15Q (96.707597 sec): 3 clusters Score: Raw -205896.914478 + Penalty 5988.602097 = -199908.312381 nChanged 4 SP:Iteration 16Q (96.796587 sec): 3 clusters Score: Raw -205898.773646 + Penalty 5988.602097 = -199910.171549 nChanged 5 SP:Iteration 17Q (96.887030 sec): 3 clusters Score: Raw -205901.808557 + Penalty 5988.602097 = -199913.206460 nChanged 10 SP:Iteration 18Q (96.980340 sec): 3 clusters Score: Raw -205908.597707 + Penalty 5988.602097 = -199919.995610 nChanged 4 SP:Iteration 19Q (97.071367 sec): 3 clusters Score: Raw -205911.115634 + Penalty 5988.602097 = -199922.513537 nChanged 4 SP:Iteration 20F (97.159048 sec): 3 clusters Score: Raw -205916.184626 + Penalty 5988.602097 = -199927.582529 nChanged 6 SP:Iteration 21Q (97.247727 sec): 3 clusters Score: Raw -205925.788292 + Penalty 5988.602097 = -199937.186194 nChanged 12 SP:Iteration 22Q (97.358448 sec): 3 clusters Score: Raw -205934.359459 + Penalty 5988.602097 = -199945.757361 nChanged 5 SP:Iteration 23Q (97.436444 sec): 3 clusters Score: Raw -205937.162959 + Penalty 5988.602097 = -199948.560862 nChanged 5 SP:Iteration 24Q (97.539249 sec): 3 clusters Score: Raw -205940.257592 + Penalty 5988.602097 = -199951.655495 nChanged 5 SP:Iteration 25Q (97.633035 sec): 3 clusters Score: Raw -205945.323928 + Penalty 5988.602097 = -199956.721830 nChanged 5 SP:Iteration 26Q (97.720530 sec): 3 clusters Score: Raw -205949.075464 + Penalty 5988.602097 = -199960.473367 nChanged 6 SP:Iteration 27Q (97.803738 sec): 3 clusters Score: Raw -205952.345952 + Penalty 5988.602097 = -199963.743855 nChanged 5 SP:Iteration 28Q (97.912595 sec): 3 clusters Score: Raw -205955.691421 + Penalty 5988.602097 = -199967.089324 nChanged 8 SP:Iteration 29Q (98.020614 sec): 3 clusters Score: Raw -205961.328040 + Penalty 5988.602097 = -199972.725943 nChanged 4 SP:Iteration 30Q (98.110679 sec): 3 clusters Score: Raw -205963.068010 + Penalty 5988.602097 = -199974.465912 nChanged 2 SP:Iteration 31Q (98.202954 sec): 3 clusters Score: Raw -205963.902369 + Penalty 5988.602097 = -199975.300271 nChanged 4 SP:Iteration 32Q (98.287640 sec): 3 clusters Score: Raw -205965.742873 + Penalty 5988.602097 = -199977.140776 nChanged 3 SP:Iteration 33Q (98.373866 sec): 3 clusters Score: Raw -205967.791250 + Penalty 5988.602097 = -199979.189153 nChanged 2 SP:Iteration 34Q (98.463876 sec): 3 clusters Score: Raw -205969.489787 + Penalty 5988.602097 = -199980.887690 nChanged 3 SP:Iteration 35Q (98.568205 sec): 3 clusters Score: Raw -205971.962781 + Penalty 5988.602097 = -199983.360683 nChanged 5 SP:Iteration 36Q (98.666985 sec): 3 clusters Score: Raw -205976.197855 + Penalty 5988.602097 = -199987.595757 nChanged 4 SP:Iteration 37Q (98.740186 sec): 3 clusters Score: Raw -205980.941997 + Penalty 5988.602097 = -199992.339899 nChanged 6 SP:Iteration 38Q (98.833217 sec): 3 clusters Score: Raw -205987.564688 + Penalty 5988.602097 = -199998.962591 nChanged 7 SP:Iteration 39Q (98.928355 sec): 3 clusters Score: Raw -205993.124830 + Penalty 5988.602097 = -200004.522733 nChanged 3 SP:Iteration 40F (99.025405 sec): 3 clusters Score: Raw -205994.095961 + Penalty 5988.602097 = -200005.493864 nChanged 3 SP:Iteration 41Q (99.120928 sec): 3 clusters Score: Raw -205995.890120 + Penalty 5988.602097 = -200007.288023 nChanged 5 SP:Iteration 42Q (99.204813 sec): 3 clusters Score: Raw -205998.584225 + Penalty 5988.602097 = -200009.982128 nChanged 2 SP:Iteration 43Q (99.295973 sec): 3 clusters Score: Raw -205999.377442 + Penalty 5988.602097 = -200010.775345 nChanged 0 SP:Iteration 44F (99.387366 sec): 3 clusters Score: Raw -205999.377442 + Penalty 5988.602097 = -200010.775345 nChanged 0 Score: Raw -3279038.140119 + Penalty 39348.401417 = -3239689.738702 Splitting cluster 6 changes total score from -3239709.853561 to -3239689.738702 So it's not getting split. Trying to split cluster 7 (2513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.228646 sec): 2 clusters Score: Raw -214646.322659 + Penalty 2900.730655 = -211745.592004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.310649 sec): 3 clusters Score: Raw -213783.312396 + Penalty 5801.461310 = -207981.851086 nChanged 795 SP:Iteration 1F (100.413198 sec): 3 clusters Score: Raw -214498.977266 + Penalty 5801.461310 = -208697.515956 nChanged 206 SP:Iteration 2F (100.511998 sec): 3 clusters Score: Raw -214715.103006 + Penalty 5801.461310 = -208913.641696 nChanged 137 SP:Iteration 3F (100.612465 sec): 3 clusters Score: Raw -214863.903651 + Penalty 5801.461310 = -209062.442341 nChanged 101 SP:Iteration 4Q (100.696402 sec): 3 clusters Score: Raw -214984.300311 + Penalty 5801.461310 = -209182.839001 nChanged 92 SP:Iteration 5Q (100.781758 sec): 3 clusters Score: Raw -215122.266422 + Penalty 5801.461310 = -209320.805111 nChanged 101 SP:Iteration 6Q (100.892236 sec): 3 clusters Score: Raw -215303.988521 + Penalty 5801.461310 = -209502.527211 nChanged 121 SP:Iteration 7Q (100.972430 sec): 3 clusters Score: Raw -215602.868987 + Penalty 5801.461310 = -209801.407677 nChanged 134 SP:Iteration 8F (101.066539 sec): 3 clusters Score: Raw -216080.212032 + Penalty 5801.461310 = -210278.750722 nChanged 112 SP:Iteration 9Q (101.157935 sec): 3 clusters Score: Raw -216410.351016 + Penalty 5801.461310 = -210608.889706 nChanged 95 SP:Iteration 10Q (101.229654 sec): 3 clusters Score: Raw -216614.028360 + Penalty 5801.461310 = -210812.567049 nChanged 76 SP:Iteration 11Q (101.309448 sec): 3 clusters Score: Raw -216760.380789 + Penalty 5801.461310 = -210958.919478 nChanged 75 SP:Iteration 12Q (101.408213 sec): 3 clusters Score: Raw -216876.599274 + Penalty 5801.461310 = -211075.137963 nChanged 43 SP:Iteration 13Q (101.493464 sec): 3 clusters Score: Raw -216938.784106 + Penalty 5801.461310 = -211137.322795 nChanged 38 SP:Iteration 14Q (101.577507 sec): 3 clusters Score: Raw -216992.840098 + Penalty 5801.461310 = -211191.378787 nChanged 29 SP:Iteration 15Q (101.673557 sec): 3 clusters Score: Raw -217028.724691 + Penalty 5801.461310 = -211227.263381 nChanged 16 SP:Iteration 16Q (101.764849 sec): 3 clusters Score: Raw -217043.109153 + Penalty 5801.461310 = -211241.647843 nChanged 10 SP:Iteration 17Q (101.868389 sec): 3 clusters Score: Raw -217054.830896 + Penalty 5801.461310 = -211253.369585 nChanged 4 SP:Iteration 18Q (101.942344 sec): 3 clusters Score: Raw -217057.584210 + Penalty 5801.461310 = -211256.122900 nChanged 2 SP:Iteration 19Q (102.027656 sec): 3 clusters Score: Raw -217061.475691 + Penalty 5801.461310 = -211260.014380 nChanged 5 SP:Iteration 20F (102.128526 sec): 3 clusters Score: Raw -217066.087904 + Penalty 5801.461310 = -211264.626593 nChanged 3 SP:Iteration 21Q (102.210228 sec): 3 clusters Score: Raw -217069.154198 + Penalty 5801.461310 = -211267.692887 nChanged 2 SP:Iteration 22Q (102.303279 sec): 3 clusters Score: Raw -217070.398811 + Penalty 5801.461310 = -211268.937500 nChanged 1 SP:Iteration 23Q (102.405366 sec): 3 clusters Score: Raw -217071.090809 + Penalty 5801.461310 = -211269.629499 nChanged 1 SP:Iteration 24Q (102.487564 sec): 3 clusters Score: Raw -217071.419580 + Penalty 5801.461310 = -211269.958270 nChanged 0 SP:Iteration 25F (102.576432 sec): 3 clusters Score: Raw -217071.419580 + Penalty 5801.461310 = -211269.958270 nChanged 0 Trying to split cluster 8 (7964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.637724 sec): 2 clusters Score: Raw -598926.021671 + Penalty 3328.085409 = -595597.936261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.766165 sec): 3 clusters Score: Raw -595122.452359 + Penalty 6656.170819 = -588466.281540 nChanged 3111 SP:Iteration 1F (102.874465 sec): 3 clusters Score: Raw -597901.582726 + Penalty 6656.170819 = -591245.411907 nChanged 1093 SP:Iteration 2F (102.964489 sec): 3 clusters Score: Raw -600297.086599 + Penalty 6656.170819 = -593640.915780 nChanged 994 SP:Iteration 3F (103.077597 sec): 3 clusters Score: Raw -602108.488891 + Penalty 6656.170819 = -595452.318072 nChanged 619 SP:Iteration 4F (103.187916 sec): 3 clusters Score: Raw -602905.998430 + Penalty 6656.170819 = -596249.827611 nChanged 378 SP:Iteration 5Q (103.275840 sec): 3 clusters Score: Raw -603321.193035 + Penalty 6656.170819 = -596665.022217 nChanged 263 SP:Iteration 6Q (103.395308 sec): 3 clusters Score: Raw -603565.605956 + Penalty 6656.170819 = -596909.435137 nChanged 191 SP:Iteration 7Q (103.506962 sec): 3 clusters Score: Raw -603742.854506 + Penalty 6656.170819 = -597086.683687 nChanged 148 SP:Iteration 8Q (103.606622 sec): 3 clusters Score: Raw -603865.327825 + Penalty 6656.170819 = -597209.157007 nChanged 118 SP:Iteration 9Q (103.720370 sec): 3 clusters Score: Raw -603949.320854 + Penalty 6656.170819 = -597293.150035 nChanged 86 SP:Iteration 10Q (103.840744 sec): 3 clusters Score: Raw -603994.153937 + Penalty 6656.170819 = -597337.983118 nChanged 64 SP:Iteration 11Q (103.925792 sec): 3 clusters Score: Raw -604024.521379 + Penalty 6656.170819 = -597368.350560 nChanged 50 SP:Iteration 12Q (104.035787 sec): 3 clusters Score: Raw -604043.083149 + Penalty 6656.170819 = -597386.912330 nChanged 29 SP:Iteration 13Q (104.139527 sec): 3 clusters Score: Raw -604051.913407 + Penalty 6656.170819 = -597395.742588 nChanged 26 SP:Iteration 14Q (104.238821 sec): 3 clusters Score: Raw -604060.615782 + Penalty 6656.170819 = -597404.444963 nChanged 24 SP:Iteration 15Q (104.331384 sec): 3 clusters Score: Raw -604066.916379 + Penalty 6656.170819 = -597410.745560 nChanged 16 SP:Iteration 16Q (104.444238 sec): 3 clusters Score: Raw -604071.745930 + Penalty 6656.170819 = -597415.575111 nChanged 12 SP:Iteration 17Q (104.538102 sec): 3 clusters Score: Raw -604075.153390 + Penalty 6656.170819 = -597418.982571 nChanged 4 SP:Iteration 18Q (104.651042 sec): 3 clusters Score: Raw -604075.839073 + Penalty 6656.170819 = -597419.668255 nChanged 0 SP:Iteration 19F (104.752523 sec): 3 clusters Score: Raw -604075.839073 + Penalty 6656.170819 = -597419.668255 nChanged 0 Score: Raw -3280648.521097 + Penalty 39348.401417 = -3241300.119680 Splitting cluster 8 changes total score from -3239709.853561 to -3241300.119680 So it's getting split into cluster 10. Iteration 90F (106.381484 sec): 11 clusters Score: Raw -3282140.017403 + Penalty 39348.401417 = -3242791.615986 nChanged 1410 Iteration 91Q (107.048052 sec): 11 clusters Score: Raw -3283197.513274 + Penalty 39348.401417 = -3243849.111857 nChanged 589 Iteration 92Q (107.715706 sec): 11 clusters Score: Raw -3283595.579866 + Penalty 39348.401417 = -3244247.178449 nChanged 365 Iteration 93Q (108.364568 sec): 11 clusters Score: Raw -3283786.053496 + Penalty 39348.401417 = -3244437.652079 nChanged 235 Iteration 94Q (109.020483 sec): 11 clusters Score: Raw -3283878.635506 + Penalty 39348.401417 = -3244530.234088 nChanged 148 Iteration 95Q (109.697988 sec): 11 clusters Score: Raw -3283939.142562 + Penalty 39348.401417 = -3244590.741144 nChanged 122 Iteration 96Q (110.349333 sec): 11 clusters Score: Raw -3283987.264659 + Penalty 39348.401417 = -3244638.863241 nChanged 104 Iteration 97Q (110.987357 sec): 11 clusters Score: Raw -3284021.128102 + Penalty 39348.401417 = -3244672.726684 nChanged 79 Iteration 98Q (111.618538 sec): 11 clusters Score: Raw -3284047.480348 + Penalty 39348.401417 = -3244699.078931 nChanged 57 Writing temp clu file Because OldScore, -3244672.726684, is greater than current (better) Score,-3244699.078931 Compute initial score before splitting: Score: Raw -3284047.480348 + Penalty 39348.401417 = -3244699.078931 Trying to split cluster 1 (6845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.701554 sec): 2 clusters Score: Raw -614037.848196 + Penalty 3271.986920 = -610765.861276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.797326 sec): 3 clusters Score: Raw -610793.630180 + Penalty 6543.973840 = -604249.656340 nChanged 2603 SP:Iteration 1F (111.912114 sec): 3 clusters Score: Raw -612294.323050 + Penalty 6543.973840 = -605750.349210 nChanged 522 SP:Iteration 2F (112.003778 sec): 3 clusters Score: Raw -612678.331879 + Penalty 6543.973840 = -606134.358040 nChanged 396 SP:Iteration 3F (112.121625 sec): 3 clusters Score: Raw -613018.673638 + Penalty 6543.973840 = -606474.699798 nChanged 293 SP:Iteration 4Q (112.223034 sec): 3 clusters Score: Raw -613288.195921 + Penalty 6543.973840 = -606744.222082 nChanged 261 SP:Iteration 5Q (112.328728 sec): 3 clusters Score: Raw -613513.973136 + Penalty 6543.973840 = -606969.999296 nChanged 250 SP:Iteration 6Q (112.426678 sec): 3 clusters Score: Raw -613688.256163 + Penalty 6543.973840 = -607144.282324 nChanged 228 SP:Iteration 7Q (112.524740 sec): 3 clusters Score: Raw -613837.523216 + Penalty 6543.973840 = -607293.549376 nChanged 202 SP:Iteration 8Q (112.619576 sec): 3 clusters Score: Raw -613939.138495 + Penalty 6543.973840 = -607395.164655 nChanged 158 SP:Iteration 9Q (112.731956 sec): 3 clusters Score: Raw -614024.526362 + Penalty 6543.973840 = -607480.552522 nChanged 166 SP:Iteration 10Q (112.840921 sec): 3 clusters Score: Raw -614131.242223 + Penalty 6543.973840 = -607587.268383 nChanged 173 SP:Iteration 11Q (112.939111 sec): 3 clusters Score: Raw -614227.619423 + Penalty 6543.973840 = -607683.645584 nChanged 174 SP:Iteration 12Q (113.042843 sec): 3 clusters Score: Raw -614321.642975 + Penalty 6543.973840 = -607777.669136 nChanged 160 SP:Iteration 13Q (113.139769 sec): 3 clusters Score: Raw -614409.415118 + Penalty 6543.973840 = -607865.441278 nChanged 162 SP:Iteration 14Q (113.236857 sec): 3 clusters Score: Raw -614500.164319 + Penalty 6543.973840 = -607956.190480 nChanged 165 SP:Iteration 15Q (113.326724 sec): 3 clusters Score: Raw -614603.085679 + Penalty 6543.973840 = -608059.111840 nChanged 165 SP:Iteration 16Q (113.434668 sec): 3 clusters Score: Raw -614694.474549 + Penalty 6543.973840 = -608150.500709 nChanged 156 SP:Iteration 17Q (113.545817 sec): 3 clusters Score: Raw -614796.618193 + Penalty 6543.973840 = -608252.644353 nChanged 179 SP:Iteration 18Q (113.631207 sec): 3 clusters Score: Raw -614915.738394 + Penalty 6543.973840 = -608371.764555 nChanged 175 SP:Iteration 19Q (113.739392 sec): 3 clusters Score: Raw -615041.852181 + Penalty 6543.973840 = -608497.878341 nChanged 174 SP:Iteration 20F (113.839706 sec): 3 clusters Score: Raw -615176.368123 + Penalty 6543.973840 = -608632.394284 nChanged 142 SP:Iteration 21Q (113.949582 sec): 3 clusters Score: Raw -615280.404717 + Penalty 6543.973840 = -608736.430877 nChanged 134 SP:Iteration 22Q (114.049132 sec): 3 clusters Score: Raw -615385.623480 + Penalty 6543.973840 = -608841.649641 nChanged 115 SP:Iteration 23Q (114.154332 sec): 3 clusters Score: Raw -615487.716137 + Penalty 6543.973840 = -608943.742297 nChanged 122 SP:Iteration 24Q (114.260566 sec): 3 clusters Score: Raw -615604.431417 + Penalty 6543.973840 = -609060.457577 nChanged 127 SP:Iteration 25Q (114.356720 sec): 3 clusters Score: Raw -615742.572190 + Penalty 6543.973840 = -609198.598351 nChanged 132 SP:Iteration 26Q (114.471788 sec): 3 clusters Score: Raw -615876.996103 + Penalty 6543.973840 = -609333.022264 nChanged 111 SP:Iteration 27Q (114.562119 sec): 3 clusters Score: Raw -615973.859352 + Penalty 6543.973840 = -609429.885512 nChanged 89 SP:Iteration 28Q (114.664977 sec): 3 clusters Score: Raw -616032.203737 + Penalty 6543.973840 = -609488.229897 nChanged 76 SP:Iteration 29Q (114.769360 sec): 3 clusters Score: Raw -616075.130234 + Penalty 6543.973840 = -609531.156394 nChanged 61 SP:Iteration 30Q (114.868770 sec): 3 clusters Score: Raw -616115.158933 + Penalty 6543.973840 = -609571.185093 nChanged 52 SP:Iteration 31Q (114.965331 sec): 3 clusters Score: Raw -616142.897778 + Penalty 6543.973840 = -609598.923938 nChanged 47 SP:Iteration 32Q (115.046329 sec): 3 clusters Score: Raw -616170.506579 + Penalty 6543.973840 = -609626.532740 nChanged 47 SP:Iteration 33Q (115.147671 sec): 3 clusters Score: Raw -616196.466071 + Penalty 6543.973840 = -609652.492232 nChanged 43 SP:Iteration 34Q (115.247743 sec): 3 clusters Score: Raw -616221.732879 + Penalty 6543.973840 = -609677.759039 nChanged 61 SP:Iteration 35Q (115.353160 sec): 3 clusters Score: Raw -616253.604469 + Penalty 6543.973840 = -609709.630629 nChanged 56 SP:Iteration 36Q (115.459770 sec): 3 clusters Score: Raw -616287.080213 + Penalty 6543.973840 = -609743.106373 nChanged 56 SP:Iteration 37Q (115.551464 sec): 3 clusters Score: Raw -616319.564733 + Penalty 6543.973840 = -609775.590893 nChanged 50 SP:Iteration 38Q (115.653072 sec): 3 clusters Score: Raw -616345.748584 + Penalty 6543.973840 = -609801.774744 nChanged 50 SP:Iteration 39Q (115.756189 sec): 3 clusters Score: Raw -616369.802195 + Penalty 6543.973840 = -609825.828355 nChanged 33 SP:Iteration 40F (115.854141 sec): 3 clusters Score: Raw -616385.082174 + Penalty 6543.973840 = -609841.108335 nChanged 32 SP:Iteration 41Q (115.961955 sec): 3 clusters Score: Raw -616399.979540 + Penalty 6543.973840 = -609856.005701 nChanged 28 SP:Iteration 42Q (116.044356 sec): 3 clusters Score: Raw -616411.871038 + Penalty 6543.973840 = -609867.897198 nChanged 29 SP:Iteration 43Q (116.164056 sec): 3 clusters Score: Raw -616427.386687 + Penalty 6543.973840 = -609883.412848 nChanged 34 SP:Iteration 44Q (116.241777 sec): 3 clusters Score: Raw -616441.769870 + Penalty 6543.973840 = -609897.796030 nChanged 27 SP:Iteration 45Q (116.345521 sec): 3 clusters Score: Raw -616456.826090 + Penalty 6543.973840 = -609912.852251 nChanged 26 SP:Iteration 46Q (116.430904 sec): 3 clusters Score: Raw -616468.780403 + Penalty 6543.973840 = -609924.806563 nChanged 26 SP:Iteration 47Q (116.531122 sec): 3 clusters Score: Raw -616485.363505 + Penalty 6543.973840 = -609941.389666 nChanged 27 SP:Iteration 48Q (116.637951 sec): 3 clusters Score: Raw -616502.735867 + Penalty 6543.973840 = -609958.762027 nChanged 28 SP:Iteration 49Q (116.731295 sec): 3 clusters Score: Raw -616521.112614 + Penalty 6543.973840 = -609977.138774 nChanged 23 SP:Iteration 50Q (116.838597 sec): 3 clusters Score: Raw -616535.999894 + Penalty 6543.973840 = -609992.026055 nChanged 33 SP:Iteration 51Q (116.920422 sec): 3 clusters Score: Raw -616560.388711 + Penalty 6543.973840 = -610016.414871 nChanged 27 SP:Iteration 52Q (117.018301 sec): 3 clusters Score: Raw -616581.498514 + Penalty 6543.973840 = -610037.524674 nChanged 28 SP:Iteration 53Q (117.129603 sec): 3 clusters Score: Raw -616601.287307 + Penalty 6543.973840 = -610057.313467 nChanged 23 SP:Iteration 54Q (117.216007 sec): 3 clusters Score: Raw -616610.405617 + Penalty 6543.973840 = -610066.431777 nChanged 18 SP:Iteration 55Q (117.304248 sec): 3 clusters Score: Raw -616618.718954 + Penalty 6543.973840 = -610074.745115 nChanged 15 SP:Iteration 56Q (117.407134 sec): 3 clusters Score: Raw -616626.253989 + Penalty 6543.973840 = -610082.280149 nChanged 13 SP:Iteration 57Q (117.520555 sec): 3 clusters Score: Raw -616629.583488 + Penalty 6543.973840 = -610085.609648 nChanged 7 SP:Iteration 58Q (117.617620 sec): 3 clusters Score: Raw -616632.230056 + Penalty 6543.973840 = -610088.256216 nChanged 3 SP:Iteration 59Q (117.697477 sec): 3 clusters Score: Raw -616633.840813 + Penalty 6543.973840 = -610089.866974 nChanged 2 SP:Iteration 60F (117.808693 sec): 3 clusters Score: Raw -616634.259507 + Penalty 6543.973840 = -610090.285667 nChanged 3 SP:Iteration 61Q (117.914354 sec): 3 clusters Score: Raw -616635.765214 + Penalty 6543.973840 = -610091.791375 nChanged 4 SP:Iteration 62Q (118.003154 sec): 3 clusters Score: Raw -616637.790970 + Penalty 6543.973840 = -610093.817130 nChanged 5 SP:Iteration 63Q (118.105540 sec): 3 clusters Score: Raw -616640.630559 + Penalty 6543.973840 = -610096.656720 nChanged 8 SP:Iteration 64Q (118.199613 sec): 3 clusters Score: Raw -616643.571469 + Penalty 6543.973840 = -610099.597629 nChanged 5 SP:Iteration 65Q (118.320001 sec): 3 clusters Score: Raw -616645.370875 + Penalty 6543.973840 = -610101.397035 nChanged 4 SP:Iteration 66Q (118.407988 sec): 3 clusters Score: Raw -616646.692290 + Penalty 6543.973840 = -610102.718451 nChanged 6 SP:Iteration 67Q (118.507131 sec): 3 clusters Score: Raw -616648.443600 + Penalty 6543.973840 = -610104.469760 nChanged 3 SP:Iteration 68Q (118.607632 sec): 3 clusters Score: Raw -616649.350163 + Penalty 6543.973840 = -610105.376324 nChanged 0 SP:Iteration 69F (118.694760 sec): 3 clusters Score: Raw -616649.350163 + Penalty 6543.973840 = -610105.376324 nChanged 0 Trying to split cluster 2 (2176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.752858 sec): 2 clusters Score: Raw -143198.320905 + Penalty 2847.382757 = -140350.938149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.831371 sec): 3 clusters Score: Raw -142618.027632 + Penalty 5694.765514 = -136923.262118 nChanged 639 SP:Iteration 1F (118.920271 sec): 3 clusters Score: Raw -143681.419241 + Penalty 5694.765514 = -137986.653728 nChanged 234 SP:Iteration 2F (119.019650 sec): 3 clusters Score: Raw -144172.470516 + Penalty 5694.765514 = -138477.705002 nChanged 147 SP:Iteration 3F (119.131515 sec): 3 clusters Score: Raw -144498.659241 + Penalty 5694.765514 = -138803.893727 nChanged 122 SP:Iteration 4F (119.221736 sec): 3 clusters Score: Raw -144751.280474 + Penalty 5694.765514 = -139056.514960 nChanged 122 SP:Iteration 5F (119.301187 sec): 3 clusters Score: Raw -145056.146838 + Penalty 5694.765514 = -139361.381325 nChanged 119 SP:Iteration 6F (119.378393 sec): 3 clusters Score: Raw -145422.130997 + Penalty 5694.765514 = -139727.365483 nChanged 105 SP:Iteration 7Q (119.466054 sec): 3 clusters Score: Raw -145843.405934 + Penalty 5694.765514 = -140148.640420 nChanged 104 SP:Iteration 8Q (119.567541 sec): 3 clusters Score: Raw -146121.398631 + Penalty 5694.765514 = -140426.633117 nChanged 49 SP:Iteration 9Q (119.644729 sec): 3 clusters Score: Raw -146195.791333 + Penalty 5694.765514 = -140501.025819 nChanged 24 SP:Iteration 10Q (119.739024 sec): 3 clusters Score: Raw -146232.606417 + Penalty 5694.765514 = -140537.840903 nChanged 9 SP:Iteration 11Q (119.841762 sec): 3 clusters Score: Raw -146244.575174 + Penalty 5694.765514 = -140549.809660 nChanged 4 SP:Iteration 12Q (119.923405 sec): 3 clusters Score: Raw -146248.152078 + Penalty 5694.765514 = -140553.386565 nChanged 2 SP:Iteration 13Q (120.020669 sec): 3 clusters Score: Raw -146249.429819 + Penalty 5694.765514 = -140554.664306 nChanged 1 SP:Iteration 14Q (120.095454 sec): 3 clusters Score: Raw -146250.570149 + Penalty 5694.765514 = -140555.804635 nChanged 0 SP:Iteration 15F (120.195718 sec): 3 clusters Score: Raw -146250.570149 + Penalty 5694.765514 = -140555.804635 nChanged 0 Score: Raw -3287115.809720 + Penalty 43283.241559 = -3243832.568161 Splitting cluster 2 changes total score from -3244699.078931 to -3243832.568161 So it's not getting split. Trying to split cluster 3 (5267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.187421 sec): 2 clusters Score: Raw -494138.141011 + Penalty 3174.894609 = -490963.246402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.269586 sec): 3 clusters Score: Raw -491820.771337 + Penalty 6349.789219 = -485470.982118 nChanged 1847 SP:Iteration 1F (121.379288 sec): 3 clusters Score: Raw -492896.478460 + Penalty 6349.789219 = -486546.689242 nChanged 340 SP:Iteration 2F (121.460159 sec): 3 clusters Score: Raw -493095.687353 + Penalty 6349.789219 = -486745.898135 nChanged 242 SP:Iteration 3Q (121.564957 sec): 3 clusters Score: Raw -493253.075941 + Penalty 6349.789219 = -486903.286722 nChanged 170 SP:Iteration 4Q (121.667794 sec): 3 clusters Score: Raw -493347.173319 + Penalty 6349.789219 = -486997.384101 nChanged 123 SP:Iteration 5Q (121.743705 sec): 3 clusters Score: Raw -493407.724233 + Penalty 6349.789219 = -487057.935014 nChanged 100 SP:Iteration 6Q (121.855624 sec): 3 clusters Score: Raw -493455.364195 + Penalty 6349.789219 = -487105.574977 nChanged 73 SP:Iteration 7Q (121.949024 sec): 3 clusters Score: Raw -493487.140302 + Penalty 6349.789219 = -487137.351084 nChanged 59 SP:Iteration 8Q (122.044142 sec): 3 clusters Score: Raw -493511.501903 + Penalty 6349.789219 = -487161.712685 nChanged 41 SP:Iteration 9Q (122.134866 sec): 3 clusters Score: Raw -493528.437999 + Penalty 6349.789219 = -487178.648780 nChanged 48 SP:Iteration 10Q (122.244785 sec): 3 clusters Score: Raw -493551.800021 + Penalty 6349.789219 = -487202.010802 nChanged 42 SP:Iteration 11Q (122.343881 sec): 3 clusters Score: Raw -493569.912492 + Penalty 6349.789219 = -487220.123273 nChanged 36 SP:Iteration 12Q (122.428337 sec): 3 clusters Score: Raw -493584.267553 + Penalty 6349.789219 = -487234.478335 nChanged 35 SP:Iteration 13Q (122.534554 sec): 3 clusters Score: Raw -493599.522446 + Penalty 6349.789219 = -487249.733227 nChanged 23 SP:Iteration 14Q (122.626869 sec): 3 clusters Score: Raw -493606.999901 + Penalty 6349.789219 = -487257.210682 nChanged 19 SP:Iteration 15Q (122.737495 sec): 3 clusters Score: Raw -493612.635160 + Penalty 6349.789219 = -487262.845942 nChanged 24 SP:Iteration 16Q (122.816947 sec): 3 clusters Score: Raw -493623.393204 + Penalty 6349.789219 = -487273.603986 nChanged 23 SP:Iteration 17Q (122.911208 sec): 3 clusters Score: Raw -493631.587503 + Penalty 6349.789219 = -487281.798284 nChanged 19 SP:Iteration 18Q (123.007431 sec): 3 clusters Score: Raw -493640.708491 + Penalty 6349.789219 = -487290.919272 nChanged 19 SP:Iteration 19Q (123.111719 sec): 3 clusters Score: Raw -493649.061142 + Penalty 6349.789219 = -487299.271923 nChanged 19 SP:Iteration 20F (123.199247 sec): 3 clusters Score: Raw -493655.546709 + Penalty 6349.789219 = -487305.757490 nChanged 16 SP:Iteration 21Q (123.291453 sec): 3 clusters Score: Raw -493660.783674 + Penalty 6349.789219 = -487310.994455 nChanged 9 SP:Iteration 22Q (123.406284 sec): 3 clusters Score: Raw -493663.603120 + Penalty 6349.789219 = -487313.813902 nChanged 10 SP:Iteration 23Q (123.506389 sec): 3 clusters Score: Raw -493667.190304 + Penalty 6349.789219 = -487317.401086 nChanged 7 SP:Iteration 24Q (123.602469 sec): 3 clusters Score: Raw -493670.531220 + Penalty 6349.789219 = -487320.742001 nChanged 11 SP:Iteration 25Q (123.700162 sec): 3 clusters Score: Raw -493675.249304 + Penalty 6349.789219 = -487325.460086 nChanged 17 SP:Iteration 26Q (123.784993 sec): 3 clusters Score: Raw -493681.598204 + Penalty 6349.789219 = -487331.808985 nChanged 14 SP:Iteration 27Q (123.891974 sec): 3 clusters Score: Raw -493685.660330 + Penalty 6349.789219 = -487335.871112 nChanged 6 SP:Iteration 28Q (123.988931 sec): 3 clusters Score: Raw -493686.974417 + Penalty 6349.789219 = -487337.185198 nChanged 8 SP:Iteration 29Q (124.085294 sec): 3 clusters Score: Raw -493690.126927 + Penalty 6349.789219 = -487340.337708 nChanged 6 SP:Iteration 30Q (124.171283 sec): 3 clusters Score: Raw -493692.275450 + Penalty 6349.789219 = -487342.486231 nChanged 6 SP:Iteration 31Q (124.270685 sec): 3 clusters Score: Raw -493694.358415 + Penalty 6349.789219 = -487344.569197 nChanged 10 SP:Iteration 32Q (124.368063 sec): 3 clusters Score: Raw -493699.520751 + Penalty 6349.789219 = -487349.731532 nChanged 8 SP:Iteration 33Q (124.464807 sec): 3 clusters Score: Raw -493702.453756 + Penalty 6349.789219 = -487352.664538 nChanged 9 SP:Iteration 34Q (124.561774 sec): 3 clusters Score: Raw -493705.426427 + Penalty 6349.789219 = -487355.637208 nChanged 8 SP:Iteration 35Q (124.665937 sec): 3 clusters Score: Raw -493708.767361 + Penalty 6349.789219 = -487358.978142 nChanged 3 SP:Iteration 36Q (124.765409 sec): 3 clusters Score: Raw -493710.178892 + Penalty 6349.789219 = -487360.389673 nChanged 8 SP:Iteration 37Q (124.861322 sec): 3 clusters Score: Raw -493713.269863 + Penalty 6349.789219 = -487363.480645 nChanged 12 SP:Iteration 38Q (124.949339 sec): 3 clusters Score: Raw -493717.003247 + Penalty 6349.789219 = -487367.214028 nChanged 6 SP:Iteration 39Q (125.045449 sec): 3 clusters Score: Raw -493719.314942 + Penalty 6349.789219 = -487369.525723 nChanged 11 SP:Iteration 40F (125.162145 sec): 3 clusters Score: Raw -493723.120014 + Penalty 6349.789219 = -487373.330795 nChanged 12 SP:Iteration 41Q (125.244335 sec): 3 clusters Score: Raw -493727.697918 + Penalty 6349.789219 = -487377.908699 nChanged 10 SP:Iteration 42Q (125.363372 sec): 3 clusters Score: Raw -493732.144810 + Penalty 6349.789219 = -487382.355591 nChanged 17 SP:Iteration 43Q (125.453920 sec): 3 clusters Score: Raw -493740.764635 + Penalty 6349.789219 = -487390.975416 nChanged 25 SP:Iteration 44Q (125.537014 sec): 3 clusters Score: Raw -493749.974790 + Penalty 6349.789219 = -487400.185571 nChanged 26 SP:Iteration 45Q (125.640055 sec): 3 clusters Score: Raw -493758.145049 + Penalty 6349.789219 = -487408.355831 nChanged 14 SP:Iteration 46Q (125.728315 sec): 3 clusters Score: Raw -493762.461717 + Penalty 6349.789219 = -487412.672498 nChanged 9 SP:Iteration 47Q (125.821280 sec): 3 clusters Score: Raw -493766.124215 + Penalty 6349.789219 = -487416.334997 nChanged 11 SP:Iteration 48Q (125.930613 sec): 3 clusters Score: Raw -493770.221198 + Penalty 6349.789219 = -487420.431979 nChanged 13 SP:Iteration 49Q (126.014522 sec): 3 clusters Score: Raw -493775.313241 + Penalty 6349.789219 = -487425.524022 nChanged 13 SP:Iteration 50Q (126.126024 sec): 3 clusters Score: Raw -493780.202697 + Penalty 6349.789219 = -487430.413478 nChanged 14 SP:Iteration 51Q (126.217397 sec): 3 clusters Score: Raw -493786.192664 + Penalty 6349.789219 = -487436.403445 nChanged 12 SP:Iteration 52Q (126.313944 sec): 3 clusters Score: Raw -493790.221472 + Penalty 6349.789219 = -487440.432253 nChanged 6 SP:Iteration 53Q (126.407430 sec): 3 clusters Score: Raw -493791.870733 + Penalty 6349.789219 = -487442.081514 nChanged 3 SP:Iteration 54Q (126.502937 sec): 3 clusters Score: Raw -493793.120876 + Penalty 6349.789219 = -487443.331658 nChanged 4 SP:Iteration 55Q (126.601665 sec): 3 clusters Score: Raw -493794.125197 + Penalty 6349.789219 = -487444.335978 nChanged 3 SP:Iteration 56Q (126.686638 sec): 3 clusters Score: Raw -493796.233589 + Penalty 6349.789219 = -487446.444370 nChanged 6 SP:Iteration 57Q (126.792937 sec): 3 clusters Score: Raw -493797.803884 + Penalty 6349.789219 = -487448.014666 nChanged 4 SP:Iteration 58Q (126.893049 sec): 3 clusters Score: Raw -493799.449195 + Penalty 6349.789219 = -487449.659977 nChanged 3 SP:Iteration 59Q (126.975568 sec): 3 clusters Score: Raw -493800.931351 + Penalty 6349.789219 = -487451.142133 nChanged 5 SP:Iteration 60F (127.077241 sec): 3 clusters Score: Raw -493802.444375 + Penalty 6349.789219 = -487452.655156 nChanged 4 SP:Iteration 61Q (127.178626 sec): 3 clusters Score: Raw -493803.424308 + Penalty 6349.789219 = -487453.635089 nChanged 2 SP:Iteration 62Q (127.283254 sec): 3 clusters Score: Raw -493803.812370 + Penalty 6349.789219 = -487454.023151 nChanged 1 SP:Iteration 63Q (127.388712 sec): 3 clusters Score: Raw -493804.329217 + Penalty 6349.789219 = -487454.539999 nChanged 1 SP:Iteration 64Q (127.493890 sec): 3 clusters Score: Raw -493804.499101 + Penalty 6349.789219 = -487454.709882 nChanged 0 SP:Iteration 65F (127.586445 sec): 3 clusters Score: Raw -493804.499101 + Penalty 6349.789219 = -487454.709882 nChanged 0 Trying to split cluster 4 (2520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.624316 sec): 2 clusters Score: Raw -206610.860417 + Penalty 2901.761254 = -203709.099163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.711234 sec): 3 clusters Score: Raw -205778.540228 + Penalty 5803.522508 = -199975.017720 nChanged 769 SP:Iteration 1F (127.805412 sec): 3 clusters Score: Raw -206467.020038 + Penalty 5803.522508 = -200663.497531 nChanged 219 SP:Iteration 2F (127.904123 sec): 3 clusters Score: Raw -206795.863924 + Penalty 5803.522508 = -200992.341417 nChanged 167 SP:Iteration 3F (127.991455 sec): 3 clusters Score: Raw -207186.406922 + Penalty 5803.522508 = -201382.884414 nChanged 186 SP:Iteration 4F (128.093220 sec): 3 clusters Score: Raw -207691.528254 + Penalty 5803.522508 = -201888.005746 nChanged 173 SP:Iteration 5F (128.187653 sec): 3 clusters Score: Raw -208045.535451 + Penalty 5803.522508 = -202242.012943 nChanged 129 SP:Iteration 6F (128.286396 sec): 3 clusters Score: Raw -208281.250507 + Penalty 5803.522508 = -202477.728000 nChanged 108 SP:Iteration 7Q (128.361045 sec): 3 clusters Score: Raw -208478.416936 + Penalty 5803.522508 = -202674.894428 nChanged 83 SP:Iteration 8Q (128.459731 sec): 3 clusters Score: Raw -208615.107458 + Penalty 5803.522508 = -202811.584951 nChanged 56 SP:Iteration 9Q (128.548595 sec): 3 clusters Score: Raw -208707.865500 + Penalty 5803.522508 = -202904.342992 nChanged 47 SP:Iteration 10Q (128.637413 sec): 3 clusters Score: Raw -208797.330088 + Penalty 5803.522508 = -202993.807580 nChanged 32 SP:Iteration 11Q (128.740616 sec): 3 clusters Score: Raw -208853.327523 + Penalty 5803.522508 = -203049.805015 nChanged 28 SP:Iteration 12Q (128.822488 sec): 3 clusters Score: Raw -208903.088758 + Penalty 5803.522508 = -203099.566251 nChanged 20 SP:Iteration 13Q (128.920737 sec): 3 clusters Score: Raw -208928.270109 + Penalty 5803.522508 = -203124.747602 nChanged 14 SP:Iteration 14Q (129.002187 sec): 3 clusters Score: Raw -208943.582334 + Penalty 5803.522508 = -203140.059827 nChanged 5 SP:Iteration 15Q (129.102610 sec): 3 clusters Score: Raw -208947.650354 + Penalty 5803.522508 = -203144.127847 nChanged 7 SP:Iteration 16Q (129.204539 sec): 3 clusters Score: Raw -208955.082041 + Penalty 5803.522508 = -203151.559533 nChanged 3 SP:Iteration 17Q (129.276751 sec): 3 clusters Score: Raw -208958.587635 + Penalty 5803.522508 = -203155.065127 nChanged 3 SP:Iteration 18Q (129.383665 sec): 3 clusters Score: Raw -208961.872873 + Penalty 5803.522508 = -203158.350365 nChanged 4 SP:Iteration 19Q (129.449632 sec): 3 clusters Score: Raw -208964.905122 + Penalty 5803.522508 = -203161.382615 nChanged 4 SP:Iteration 20F (129.543875 sec): 3 clusters Score: Raw -208968.499954 + Penalty 5803.522508 = -203164.977446 nChanged 2 SP:Iteration 21Q (129.637334 sec): 3 clusters Score: Raw -208970.492461 + Penalty 5803.522508 = -203166.969953 nChanged 1 SP:Iteration 22Q (129.715382 sec): 3 clusters Score: Raw -208971.434875 + Penalty 5803.522508 = -203167.912367 nChanged 1 SP:Iteration 23Q (129.796820 sec): 3 clusters Score: Raw -208972.574849 + Penalty 5803.522508 = -203169.052341 nChanged 0 SP:Iteration 24F (129.896997 sec): 3 clusters Score: Raw -208972.574849 + Penalty 5803.522508 = -203169.052341 nChanged 0 Trying to split cluster 5 (6032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.964263 sec): 2 clusters Score: Raw -527633.643744 + Penalty 3225.140964 = -524408.502781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.071585 sec): 3 clusters Score: Raw -524868.162045 + Penalty 6450.281927 = -518417.880118 nChanged 2248 SP:Iteration 1F (130.175228 sec): 3 clusters Score: Raw -526320.200134 + Penalty 6450.281927 = -519869.918206 nChanged 521 SP:Iteration 2F (130.272855 sec): 3 clusters Score: Raw -526757.219256 + Penalty 6450.281927 = -520306.937329 nChanged 391 SP:Iteration 3F (130.360977 sec): 3 clusters Score: Raw -527123.458150 + Penalty 6450.281927 = -520673.176223 nChanged 310 SP:Iteration 4F (130.478776 sec): 3 clusters Score: Raw -527422.009722 + Penalty 6450.281927 = -520971.727795 nChanged 293 SP:Iteration 5Q (130.559973 sec): 3 clusters Score: Raw -527720.321731 + Penalty 6450.281927 = -521270.039804 nChanged 261 SP:Iteration 6Q (130.676857 sec): 3 clusters Score: Raw -527933.884593 + Penalty 6450.281927 = -521483.602666 nChanged 208 SP:Iteration 7Q (130.778435 sec): 3 clusters Score: Raw -528095.207691 + Penalty 6450.281927 = -521644.925764 nChanged 191 SP:Iteration 8Q (130.885706 sec): 3 clusters Score: Raw -528246.084289 + Penalty 6450.281927 = -521795.802362 nChanged 172 SP:Iteration 9Q (130.974506 sec): 3 clusters Score: Raw -528374.717679 + Penalty 6450.281927 = -521924.435752 nChanged 152 SP:Iteration 10Q (131.083709 sec): 3 clusters Score: Raw -528482.719515 + Penalty 6450.281927 = -522032.437588 nChanged 126 SP:Iteration 11Q (131.181532 sec): 3 clusters Score: Raw -528566.472523 + Penalty 6450.281927 = -522116.190596 nChanged 115 SP:Iteration 12Q (131.268461 sec): 3 clusters Score: Raw -528640.059861 + Penalty 6450.281927 = -522189.777934 nChanged 88 SP:Iteration 13Q (131.364179 sec): 3 clusters Score: Raw -528702.122677 + Penalty 6450.281927 = -522251.840750 nChanged 85 SP:Iteration 14Q (131.458483 sec): 3 clusters Score: Raw -528759.769465 + Penalty 6450.281927 = -522309.487538 nChanged 74 SP:Iteration 15Q (131.570045 sec): 3 clusters Score: Raw -528813.674440 + Penalty 6450.281927 = -522363.392513 nChanged 59 SP:Iteration 16Q (131.654701 sec): 3 clusters Score: Raw -528856.572587 + Penalty 6450.281927 = -522406.290659 nChanged 43 SP:Iteration 17Q (131.786033 sec): 3 clusters Score: Raw -528880.976889 + Penalty 6450.281927 = -522430.694962 nChanged 44 SP:Iteration 18Q (131.877990 sec): 3 clusters Score: Raw -528907.770480 + Penalty 6450.281927 = -522457.488553 nChanged 41 SP:Iteration 19Q (131.964505 sec): 3 clusters Score: Raw -528936.099339 + Penalty 6450.281927 = -522485.817412 nChanged 39 SP:Iteration 20F (132.070633 sec): 3 clusters Score: Raw -528961.789249 + Penalty 6450.281927 = -522511.507321 nChanged 37 SP:Iteration 21Q (132.193146 sec): 3 clusters Score: Raw -528991.079917 + Penalty 6450.281927 = -522540.797990 nChanged 47 SP:Iteration 22Q (132.280346 sec): 3 clusters Score: Raw -529039.976643 + Penalty 6450.281927 = -522589.694716 nChanged 54 SP:Iteration 23Q (132.385720 sec): 3 clusters Score: Raw -529098.457029 + Penalty 6450.281927 = -522648.175102 nChanged 63 SP:Iteration 24Q (132.482130 sec): 3 clusters Score: Raw -529169.560719 + Penalty 6450.281927 = -522719.278792 nChanged 60 SP:Iteration 25Q (132.567245 sec): 3 clusters Score: Raw -529234.673435 + Penalty 6450.281927 = -522784.391508 nChanged 47 SP:Iteration 26Q (132.660609 sec): 3 clusters Score: Raw -529282.947388 + Penalty 6450.281927 = -522832.665461 nChanged 52 SP:Iteration 27Q (132.782951 sec): 3 clusters Score: Raw -529334.318268 + Penalty 6450.281927 = -522884.036341 nChanged 44 SP:Iteration 28Q (132.861333 sec): 3 clusters Score: Raw -529378.958268 + Penalty 6450.281927 = -522928.676341 nChanged 45 SP:Iteration 29Q (132.970840 sec): 3 clusters Score: Raw -529432.738468 + Penalty 6450.281927 = -522982.456541 nChanged 49 SP:Iteration 30Q (133.058714 sec): 3 clusters Score: Raw -529525.139624 + Penalty 6450.281927 = -523074.857697 nChanged 52 SP:Iteration 31Q (133.159160 sec): 3 clusters Score: Raw -529607.892258 + Penalty 6450.281927 = -523157.610331 nChanged 51 SP:Iteration 32Q (133.252181 sec): 3 clusters Score: Raw -529667.901798 + Penalty 6450.281927 = -523217.619871 nChanged 32 SP:Iteration 33Q (133.350512 sec): 3 clusters Score: Raw -529701.555521 + Penalty 6450.281927 = -523251.273594 nChanged 28 SP:Iteration 34Q (133.449167 sec): 3 clusters Score: Raw -529722.785813 + Penalty 6450.281927 = -523272.503886 nChanged 25 SP:Iteration 35Q (133.543612 sec): 3 clusters Score: Raw -529744.937154 + Penalty 6450.281927 = -523294.655227 nChanged 19 SP:Iteration 36Q (133.631145 sec): 3 clusters Score: Raw -529759.854855 + Penalty 6450.281927 = -523309.572927 nChanged 15 SP:Iteration 37Q (133.732608 sec): 3 clusters Score: Raw -529769.257679 + Penalty 6450.281927 = -523318.975752 nChanged 9 SP:Iteration 38Q (133.821030 sec): 3 clusters Score: Raw -529775.641754 + Penalty 6450.281927 = -523325.359827 nChanged 11 SP:Iteration 39Q (133.916407 sec): 3 clusters Score: Raw -529782.914302 + Penalty 6450.281927 = -523332.632375 nChanged 7 SP:Iteration 40F (134.026872 sec): 3 clusters Score: Raw -529788.006267 + Penalty 6450.281927 = -523337.724340 nChanged 8 SP:Iteration 41Q (134.107212 sec): 3 clusters Score: Raw -529792.942683 + Penalty 6450.281927 = -523342.660756 nChanged 7 SP:Iteration 42Q (134.216933 sec): 3 clusters Score: Raw -529798.603179 + Penalty 6450.281927 = -523348.321252 nChanged 12 SP:Iteration 43Q (134.325355 sec): 3 clusters Score: Raw -529810.132319 + Penalty 6450.281927 = -523359.850392 nChanged 8 SP:Iteration 44Q (134.419113 sec): 3 clusters Score: Raw -529816.155135 + Penalty 6450.281927 = -523365.873208 nChanged 6 SP:Iteration 45Q (134.521957 sec): 3 clusters Score: Raw -529819.510583 + Penalty 6450.281927 = -523369.228656 nChanged 2 SP:Iteration 46Q (134.603672 sec): 3 clusters Score: Raw -529821.200461 + Penalty 6450.281927 = -523370.918534 nChanged 2 SP:Iteration 47Q (134.700579 sec): 3 clusters Score: Raw -529822.325381 + Penalty 6450.281927 = -523372.043454 nChanged 1 SP:Iteration 48Q (134.801183 sec): 3 clusters Score: Raw -529823.146520 + Penalty 6450.281927 = -523372.864593 nChanged 2 SP:Iteration 49Q (134.881043 sec): 3 clusters Score: Raw -529824.652748 + Penalty 6450.281927 = -523374.370821 nChanged 2 SP:Iteration 50Q (134.994158 sec): 3 clusters Score: Raw -529825.917478 + Penalty 6450.281927 = -523375.635551 nChanged 1 SP:Iteration 51Q (135.078916 sec): 3 clusters Score: Raw -529826.634464 + Penalty 6450.281927 = -523376.352537 nChanged 1 SP:Iteration 52Q (135.188632 sec): 3 clusters Score: Raw -529827.025272 + Penalty 6450.281927 = -523376.743345 nChanged 1 SP:Iteration 53Q (135.269893 sec): 3 clusters Score: Raw -529827.290886 + Penalty 6450.281927 = -523377.008959 nChanged 1 SP:Iteration 54Q (135.382301 sec): 3 clusters Score: Raw -529827.550433 + Penalty 6450.281927 = -523377.268506 nChanged 0 SP:Iteration 55F (135.476663 sec): 3 clusters Score: Raw -529827.550433 + Penalty 6450.281927 = -523377.268506 nChanged 0 Trying to split cluster 6 (3033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.550255 sec): 2 clusters Score: Raw -189017.130283 + Penalty 2970.412432 = -186046.717851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.640476 sec): 3 clusters Score: Raw -188034.917090 + Penalty 5940.824863 = -182094.092227 nChanged 1042 SP:Iteration 1F (135.728402 sec): 3 clusters Score: Raw -189721.679886 + Penalty 5940.824863 = -183780.855022 nChanged 419 SP:Iteration 2F (135.801752 sec): 3 clusters Score: Raw -190562.810292 + Penalty 5940.824863 = -184621.985428 nChanged 253 SP:Iteration 3F (135.889717 sec): 3 clusters Score: Raw -191068.568908 + Penalty 5940.824863 = -185127.744045 nChanged 161 SP:Iteration 4F (136.004418 sec): 3 clusters Score: Raw -191300.826929 + Penalty 5940.824863 = -185360.002066 nChanged 93 SP:Iteration 5Q (136.091067 sec): 3 clusters Score: Raw -191418.268411 + Penalty 5940.824863 = -185477.443547 nChanged 64 SP:Iteration 6Q (136.180574 sec): 3 clusters Score: Raw -191550.140738 + Penalty 5940.824863 = -185609.315874 nChanged 53 SP:Iteration 7Q (136.282768 sec): 3 clusters Score: Raw -191777.974223 + Penalty 5940.824863 = -185837.149359 nChanged 48 SP:Iteration 8Q (136.380252 sec): 3 clusters Score: Raw -191886.960182 + Penalty 5940.824863 = -185946.135319 nChanged 36 SP:Iteration 9Q (136.459184 sec): 3 clusters Score: Raw -191916.505568 + Penalty 5940.824863 = -185975.680705 nChanged 16 SP:Iteration 10Q (136.557332 sec): 3 clusters Score: Raw -191929.172260 + Penalty 5940.824863 = -185988.347397 nChanged 11 SP:Iteration 11Q (136.651915 sec): 3 clusters Score: Raw -191938.863274 + Penalty 5940.824863 = -185998.038411 nChanged 5 SP:Iteration 12Q (136.718226 sec): 3 clusters Score: Raw -191942.788391 + Penalty 5940.824863 = -186001.963528 nChanged 6 SP:Iteration 13Q (136.819464 sec): 3 clusters Score: Raw -191949.546139 + Penalty 5940.824863 = -186008.721276 nChanged 9 SP:Iteration 14Q (136.918132 sec): 3 clusters Score: Raw -191956.592322 + Penalty 5940.824863 = -186015.767459 nChanged 6 SP:Iteration 15Q (136.998642 sec): 3 clusters Score: Raw -191960.252596 + Penalty 5940.824863 = -186019.427733 nChanged 3 SP:Iteration 16Q (137.099160 sec): 3 clusters Score: Raw -191962.458920 + Penalty 5940.824863 = -186021.634057 nChanged 2 SP:Iteration 17Q (137.169817 sec): 3 clusters Score: Raw -191963.394989 + Penalty 5940.824863 = -186022.570126 nChanged 1 SP:Iteration 18Q (137.264347 sec): 3 clusters Score: Raw -191963.764852 + Penalty 5940.824863 = -186022.939988 nChanged 0 SP:Iteration 19F (137.348294 sec): 3 clusters Score: Raw -191963.764852 + Penalty 5940.824863 = -186022.939988 nChanged 0 Trying to split cluster 7 (2476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.391495 sec): 2 clusters Score: Raw -211489.298031 + Penalty 2895.235064 = -208594.062967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.495998 sec): 3 clusters Score: Raw -210694.688787 + Penalty 5790.470129 = -204904.218659 nChanged 751 SP:Iteration 1F (137.579856 sec): 3 clusters Score: Raw -211441.402180 + Penalty 5790.470129 = -205650.932051 nChanged 227 SP:Iteration 2F (137.688220 sec): 3 clusters Score: Raw -211811.302973 + Penalty 5790.470129 = -206020.832844 nChanged 174 SP:Iteration 3F (137.765924 sec): 3 clusters Score: Raw -212041.991911 + Penalty 5790.470129 = -206251.521782 nChanged 126 SP:Iteration 4F (137.867345 sec): 3 clusters Score: Raw -212227.558037 + Penalty 5790.470129 = -206437.087908 nChanged 109 SP:Iteration 5Q (137.939624 sec): 3 clusters Score: Raw -212399.723061 + Penalty 5790.470129 = -206609.252932 nChanged 93 SP:Iteration 6Q (138.040232 sec): 3 clusters Score: Raw -212516.704632 + Penalty 5790.470129 = -206726.234503 nChanged 56 SP:Iteration 7Q (138.123365 sec): 3 clusters Score: Raw -212580.117603 + Penalty 5790.470129 = -206789.647474 nChanged 37 SP:Iteration 8Q (138.227800 sec): 3 clusters Score: Raw -212621.629448 + Penalty 5790.470129 = -206831.159319 nChanged 29 SP:Iteration 9Q (138.295285 sec): 3 clusters Score: Raw -212647.697347 + Penalty 5790.470129 = -206857.227219 nChanged 17 SP:Iteration 10Q (138.386279 sec): 3 clusters Score: Raw -212662.902951 + Penalty 5790.470129 = -206872.432822 nChanged 17 SP:Iteration 11Q (138.493363 sec): 3 clusters Score: Raw -212681.080376 + Penalty 5790.470129 = -206890.610247 nChanged 12 SP:Iteration 12Q (138.582255 sec): 3 clusters Score: Raw -212693.604935 + Penalty 5790.470129 = -206903.134807 nChanged 8 SP:Iteration 13Q (138.685003 sec): 3 clusters Score: Raw -212700.252592 + Penalty 5790.470129 = -206909.782463 nChanged 6 SP:Iteration 14Q (138.775724 sec): 3 clusters Score: Raw -212707.580363 + Penalty 5790.470129 = -206917.110234 nChanged 10 SP:Iteration 15Q (138.865309 sec): 3 clusters Score: Raw -212714.110618 + Penalty 5790.470129 = -206923.640490 nChanged 8 SP:Iteration 16Q (138.950976 sec): 3 clusters Score: Raw -212720.955271 + Penalty 5790.470129 = -206930.485142 nChanged 4 SP:Iteration 17Q (139.050287 sec): 3 clusters Score: Raw -212726.637702 + Penalty 5790.470129 = -206936.167574 nChanged 6 SP:Iteration 18Q (139.133346 sec): 3 clusters Score: Raw -212733.368521 + Penalty 5790.470129 = -206942.898392 nChanged 6 SP:Iteration 19Q (139.217527 sec): 3 clusters Score: Raw -212737.206920 + Penalty 5790.470129 = -206946.736792 nChanged 4 SP:Iteration 20F (139.321054 sec): 3 clusters Score: Raw -212739.950724 + Penalty 5790.470129 = -206949.480595 nChanged 3 SP:Iteration 21Q (139.408077 sec): 3 clusters Score: Raw -212741.882250 + Penalty 5790.470129 = -206951.412122 nChanged 5 SP:Iteration 22Q (139.490079 sec): 3 clusters Score: Raw -212746.133086 + Penalty 5790.470129 = -206955.662957 nChanged 0 SP:Iteration 23F (139.583017 sec): 3 clusters Score: Raw -212746.133086 + Penalty 5790.470129 = -206955.662957 nChanged 0 Trying to split cluster 8 (4222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.643528 sec): 2 clusters Score: Raw -313186.969373 + Penalty 3092.957797 = -310094.011576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.725165 sec): 3 clusters Score: Raw -311521.195261 + Penalty 6185.915593 = -305335.279667 nChanged 1432 SP:Iteration 1F (139.819205 sec): 3 clusters Score: Raw -312677.696248 + Penalty 6185.915593 = -306491.780655 nChanged 410 SP:Iteration 2F (139.894020 sec): 3 clusters Score: Raw -313170.275236 + Penalty 6185.915593 = -306984.359643 nChanged 298 SP:Iteration 3F (139.988034 sec): 3 clusters Score: Raw -313526.622966 + Penalty 6185.915593 = -307340.707373 nChanged 256 SP:Iteration 4F (140.078782 sec): 3 clusters Score: Raw -313817.015502 + Penalty 6185.915593 = -307631.099909 nChanged 239 SP:Iteration 5F (140.172794 sec): 3 clusters Score: Raw -314092.673643 + Penalty 6185.915593 = -307906.758050 nChanged 203 SP:Iteration 6Q (140.268553 sec): 3 clusters Score: Raw -314302.038009 + Penalty 6185.915593 = -308116.122416 nChanged 153 SP:Iteration 7Q (140.353585 sec): 3 clusters Score: Raw -314453.529506 + Penalty 6185.915593 = -308267.613913 nChanged 124 SP:Iteration 8Q (140.443502 sec): 3 clusters Score: Raw -314576.209530 + Penalty 6185.915593 = -308390.293937 nChanged 98 SP:Iteration 9Q (140.553811 sec): 3 clusters Score: Raw -314659.648016 + Penalty 6185.915593 = -308473.732423 nChanged 69 SP:Iteration 10Q (140.647553 sec): 3 clusters Score: Raw -314713.959496 + Penalty 6185.915593 = -308528.043903 nChanged 65 SP:Iteration 11Q (140.751299 sec): 3 clusters Score: Raw -314765.069179 + Penalty 6185.915593 = -308579.153585 nChanged 57 SP:Iteration 12Q (140.846210 sec): 3 clusters Score: Raw -314811.382007 + Penalty 6185.915593 = -308625.466413 nChanged 53 SP:Iteration 13Q (140.945223 sec): 3 clusters Score: Raw -314845.292117 + Penalty 6185.915593 = -308659.376524 nChanged 40 SP:Iteration 14Q (141.046603 sec): 3 clusters Score: Raw -314871.175079 + Penalty 6185.915593 = -308685.259486 nChanged 25 SP:Iteration 15Q (141.141347 sec): 3 clusters Score: Raw -314884.554701 + Penalty 6185.915593 = -308698.639107 nChanged 15 SP:Iteration 16Q (141.236130 sec): 3 clusters Score: Raw -314890.639246 + Penalty 6185.915593 = -308704.723653 nChanged 11 SP:Iteration 17Q (141.325250 sec): 3 clusters Score: Raw -314896.011186 + Penalty 6185.915593 = -308710.095593 nChanged 11 SP:Iteration 18Q (141.423418 sec): 3 clusters Score: Raw -314900.302125 + Penalty 6185.915593 = -308714.386532 nChanged 6 SP:Iteration 19Q (141.513732 sec): 3 clusters Score: Raw -314902.758925 + Penalty 6185.915593 = -308716.843332 nChanged 5 SP:Iteration 20F (141.614698 sec): 3 clusters Score: Raw -314904.599475 + Penalty 6185.915593 = -308718.683882 nChanged 6 SP:Iteration 21Q (141.714397 sec): 3 clusters Score: Raw -314907.359982 + Penalty 6185.915593 = -308721.444388 nChanged 4 SP:Iteration 22Q (141.796339 sec): 3 clusters Score: Raw -314908.848976 + Penalty 6185.915593 = -308722.933382 nChanged 2 SP:Iteration 23Q (141.887110 sec): 3 clusters Score: Raw -314909.595106 + Penalty 6185.915593 = -308723.679513 nChanged 3 SP:Iteration 24Q (141.987018 sec): 3 clusters Score: Raw -314910.738814 + Penalty 6185.915593 = -308724.823221 nChanged 2 SP:Iteration 25Q (142.068287 sec): 3 clusters Score: Raw -314911.706366 + Penalty 6185.915593 = -308725.790773 nChanged 0 SP:Iteration 26F (142.172152 sec): 3 clusters Score: Raw -314911.706366 + Penalty 6185.915593 = -308725.790773 nChanged 0 Trying to split cluster 9 (4386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.213949 sec): 2 clusters Score: Raw -361834.877709 + Penalty 3107.077070 = -358727.800639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.310134 sec): 3 clusters Score: Raw -360041.770873 + Penalty 6214.154140 = -353827.616732 nChanged 1550 SP:Iteration 1F (142.403684 sec): 3 clusters Score: Raw -361200.936577 + Penalty 6214.154140 = -354986.782437 nChanged 409 SP:Iteration 2F (142.495709 sec): 3 clusters Score: Raw -361617.228143 + Penalty 6214.154140 = -355403.074003 nChanged 301 SP:Iteration 3F (142.592045 sec): 3 clusters Score: Raw -361991.696458 + Penalty 6214.154140 = -355777.542317 nChanged 255 SP:Iteration 4F (142.699173 sec): 3 clusters Score: Raw -362342.372082 + Penalty 6214.154140 = -356128.217942 nChanged 247 SP:Iteration 5F (142.792242 sec): 3 clusters Score: Raw -362653.204576 + Penalty 6214.154140 = -356439.050436 nChanged 223 SP:Iteration 6F (142.890994 sec): 3 clusters Score: Raw -362905.810028 + Penalty 6214.154140 = -356691.655888 nChanged 160 SP:Iteration 7Q (142.995829 sec): 3 clusters Score: Raw -363072.748567 + Penalty 6214.154140 = -356858.594426 nChanged 124 SP:Iteration 8Q (143.092736 sec): 3 clusters Score: Raw -363197.775975 + Penalty 6214.154140 = -356983.621835 nChanged 97 SP:Iteration 9Q (143.194487 sec): 3 clusters Score: Raw -363277.352950 + Penalty 6214.154140 = -357063.198810 nChanged 52 SP:Iteration 10Q (143.307057 sec): 3 clusters Score: Raw -363321.994499 + Penalty 6214.154140 = -357107.840359 nChanged 30 SP:Iteration 11Q (143.396401 sec): 3 clusters Score: Raw -363343.915018 + Penalty 6214.154140 = -357129.760878 nChanged 24 SP:Iteration 12Q (143.504353 sec): 3 clusters Score: Raw -363358.330129 + Penalty 6214.154140 = -357144.175988 nChanged 19 SP:Iteration 13Q (143.581000 sec): 3 clusters Score: Raw -363369.992963 + Penalty 6214.154140 = -357155.838823 nChanged 13 SP:Iteration 14Q (143.673984 sec): 3 clusters Score: Raw -363379.779857 + Penalty 6214.154140 = -357165.625717 nChanged 12 SP:Iteration 15Q (143.815252 sec): 3 clusters Score: Raw -363388.245743 + Penalty 6214.154140 = -357174.091602 nChanged 11 SP:Iteration 16Q (143.903934 sec): 3 clusters Score: Raw -363396.633263 + Penalty 6214.154140 = -357182.479123 nChanged 11 SP:Iteration 17Q (143.990956 sec): 3 clusters Score: Raw -363404.578380 + Penalty 6214.154140 = -357190.424240 nChanged 10 SP:Iteration 18Q (144.114417 sec): 3 clusters Score: Raw -363411.504298 + Penalty 6214.154140 = -357197.350158 nChanged 10 SP:Iteration 19Q (144.199334 sec): 3 clusters Score: Raw -363417.282188 + Penalty 6214.154140 = -357203.128048 nChanged 11 SP:Iteration 20F (144.292739 sec): 3 clusters Score: Raw -363425.395675 + Penalty 6214.154140 = -357211.241535 nChanged 5 SP:Iteration 21Q (144.383417 sec): 3 clusters Score: Raw -363429.105022 + Penalty 6214.154140 = -357214.950882 nChanged 6 SP:Iteration 22Q (144.476316 sec): 3 clusters Score: Raw -363431.189752 + Penalty 6214.154140 = -357217.035611 nChanged 4 SP:Iteration 23Q (144.570305 sec): 3 clusters Score: Raw -363433.552640 + Penalty 6214.154140 = -357219.398500 nChanged 2 SP:Iteration 24Q (144.681595 sec): 3 clusters Score: Raw -363435.855263 + Penalty 6214.154140 = -357221.701122 nChanged 4 SP:Iteration 25Q (144.769858 sec): 3 clusters Score: Raw -363438.164152 + Penalty 6214.154140 = -357224.010012 nChanged 4 SP:Iteration 26Q (144.882466 sec): 3 clusters Score: Raw -363440.230139 + Penalty 6214.154140 = -357226.075999 nChanged 4 SP:Iteration 27Q (144.962123 sec): 3 clusters Score: Raw -363442.689545 + Penalty 6214.154140 = -357228.535405 nChanged 6 SP:Iteration 28Q (145.053170 sec): 3 clusters Score: Raw -363446.132884 + Penalty 6214.154140 = -357231.978743 nChanged 7 SP:Iteration 29Q (145.145068 sec): 3 clusters Score: Raw -363451.947414 + Penalty 6214.154140 = -357237.793274 nChanged 5 SP:Iteration 30Q (145.261855 sec): 3 clusters Score: Raw -363455.424188 + Penalty 6214.154140 = -357241.270047 nChanged 7 SP:Iteration 31Q (145.338282 sec): 3 clusters Score: Raw -363460.726994 + Penalty 6214.154140 = -357246.572854 nChanged 9 SP:Iteration 32Q (145.454839 sec): 3 clusters Score: Raw -363465.075346 + Penalty 6214.154140 = -357250.921206 nChanged 4 SP:Iteration 33Q (145.546792 sec): 3 clusters Score: Raw -363466.752560 + Penalty 6214.154140 = -357252.598420 nChanged 4 SP:Iteration 34Q (145.627220 sec): 3 clusters Score: Raw -363468.071899 + Penalty 6214.154140 = -357253.917758 nChanged 4 SP:Iteration 35Q (145.728278 sec): 3 clusters Score: Raw -363470.044698 + Penalty 6214.154140 = -357255.890558 nChanged 0 SP:Iteration 36F (145.828126 sec): 3 clusters Score: Raw -363470.044698 + Penalty 6214.154140 = -357255.890558 nChanged 0 Trying to split cluster 10 (3995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.882791 sec): 2 clusters Score: Raw -314526.067225 + Penalty 3072.481977 = -311453.585248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.973179 sec): 3 clusters Score: Raw -312878.477492 + Penalty 6144.963954 = -306733.513539 nChanged 1416 SP:Iteration 1F (146.056748 sec): 3 clusters Score: Raw -313999.056393 + Penalty 6144.963954 = -307854.092439 nChanged 360 SP:Iteration 2F (146.151864 sec): 3 clusters Score: Raw -314492.832326 + Penalty 6144.963954 = -308347.868372 nChanged 304 SP:Iteration 3F (146.262435 sec): 3 clusters Score: Raw -314915.785251 + Penalty 6144.963954 = -308770.821297 nChanged 266 SP:Iteration 4F (146.343777 sec): 3 clusters Score: Raw -315288.860819 + Penalty 6144.963954 = -309143.896865 nChanged 247 SP:Iteration 5F (146.427098 sec): 3 clusters Score: Raw -315659.445771 + Penalty 6144.963954 = -309514.481817 nChanged 252 SP:Iteration 6F (146.534173 sec): 3 clusters Score: Raw -316059.518761 + Penalty 6144.963954 = -309914.554807 nChanged 263 SP:Iteration 7F (146.633776 sec): 3 clusters Score: Raw -316566.415197 + Penalty 6144.963954 = -310421.451243 nChanged 226 SP:Iteration 8F (146.716981 sec): 3 clusters Score: Raw -317052.312979 + Penalty 6144.963954 = -310907.349025 nChanged 171 SP:Iteration 9Q (146.830371 sec): 3 clusters Score: Raw -317381.088013 + Penalty 6144.963954 = -311236.124059 nChanged 126 SP:Iteration 10Q (146.940892 sec): 3 clusters Score: Raw -317657.787992 + Penalty 6144.963954 = -311512.824039 nChanged 92 SP:Iteration 11Q (147.028901 sec): 3 clusters Score: Raw -317914.303059 + Penalty 6144.963954 = -311769.339105 nChanged 80 SP:Iteration 12Q (147.125928 sec): 3 clusters Score: Raw -318164.817599 + Penalty 6144.963954 = -312019.853646 nChanged 66 SP:Iteration 13Q (147.207953 sec): 3 clusters Score: Raw -318320.233279 + Penalty 6144.963954 = -312175.269325 nChanged 36 SP:Iteration 14Q (147.291011 sec): 3 clusters Score: Raw -318361.606532 + Penalty 6144.963954 = -312216.642578 nChanged 16 SP:Iteration 15Q (147.389390 sec): 3 clusters Score: Raw -318375.753716 + Penalty 6144.963954 = -312230.789762 nChanged 9 SP:Iteration 16Q (147.488072 sec): 3 clusters Score: Raw -318381.153492 + Penalty 6144.963954 = -312236.189538 nChanged 4 SP:Iteration 17Q (147.587660 sec): 3 clusters Score: Raw -318383.604420 + Penalty 6144.963954 = -312238.640466 nChanged 1 SP:Iteration 18Q (147.674749 sec): 3 clusters Score: Raw -318384.688181 + Penalty 6144.963954 = -312239.724227 nChanged 0 SP:Iteration 19F (147.762122 sec): 3 clusters Score: Raw -318384.688181 + Penalty 6144.963954 = -312239.724227 nChanged 0 Score: Raw -3287922.181432 + Penalty 43283.241559 = -3244638.939873 Splitting cluster 10 changes total score from -3244699.078931 to -3244638.939873 So it's not getting split. Iteration 99Q (149.382199 sec): 11 clusters Score: Raw -3284066.903181 + Penalty 39348.401417 = -3244718.501763 nChanged 50 Iteration 100F (150.204729 sec): 11 clusters Score: Raw -3284084.005501 + Penalty 39348.401417 = -3244735.604084 nChanged 45 Iteration 101Q (150.877880 sec): 11 clusters Score: Raw -3284099.185641 + Penalty 39348.401417 = -3244750.784224 nChanged 29 Iteration 102Q (151.512459 sec): 11 clusters Score: Raw -3284108.499187 + Penalty 39348.401417 = -3244760.097770 nChanged 28 Iteration 103Q (152.161938 sec): 11 clusters Score: Raw -3284120.724488 + Penalty 39348.401417 = -3244772.323070 nChanged 21 Iteration 104Q (152.825115 sec): 11 clusters Score: Raw -3284136.293930 + Penalty 39348.401417 = -3244787.892513 nChanged 32 Iteration 105Q (153.484687 sec): 11 clusters Score: Raw -3284155.908763 + Penalty 39348.401417 = -3244807.507346 nChanged 33 Iteration 106Q (154.139873 sec): 11 clusters Score: Raw -3284175.014948 + Penalty 39348.401417 = -3244826.613531 nChanged 30 Iteration 107Q (154.804035 sec): 11 clusters Score: Raw -3284193.575509 + Penalty 39348.401417 = -3244845.174091 nChanged 35 Iteration 108Q (155.429972 sec): 11 clusters Score: Raw -3284217.020515 + Penalty 39348.401417 = -3244868.619098 nChanged 26 Iteration 109Q (156.080293 sec): 11 clusters Score: Raw -3284226.510883 + Penalty 39348.401417 = -3244878.109465 nChanged 21 Iteration 110Q (156.744775 sec): 11 clusters Score: Raw -3284233.516321 + Penalty 39348.401417 = -3244885.114904 nChanged 16 Iteration 111Q (157.404012 sec): 11 clusters Score: Raw -3284237.636303 + Penalty 39348.401417 = -3244889.234886 nChanged 4 Iteration 112Q (158.054687 sec): 11 clusters Score: Raw -3284238.346538 + Penalty 39348.401417 = -3244889.945120 nChanged 5 Iteration 113Q (158.706791 sec): 11 clusters Score: Raw -3284239.153144 + Penalty 39348.401417 = -3244890.751727 nChanged 2 Iteration 114Q (159.334042 sec): 11 clusters Score: Raw -3284239.803129 + Penalty 39348.401417 = -3244891.401712 nChanged 2 Iteration 115Q (160.024274 sec): 11 clusters Score: Raw -3284240.542920 + Penalty 39348.401417 = -3244892.141503 nChanged 1 Iteration 116Q (160.663391 sec): 11 clusters Score: Raw -3284240.827855 + Penalty 39348.401417 = -3244892.426438 nChanged 0 Iteration 117F (161.484742 sec): 11 clusters Score: Raw -3284240.827855 + Penalty 39348.401417 = -3244892.426438 nChanged 0 Compute initial score before splitting: Score: Raw -3284240.827855 + Penalty 39348.401417 = -3244892.426438 Trying to split cluster 1 (6788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (161.572829 sec): 2 clusters Score: Raw -609357.098540 + Penalty 3268.888758 = -606088.209782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (161.689404 sec): 3 clusters Score: Raw -606125.610219 + Penalty 6537.777515 = -599587.832704 nChanged 2566 SP:Iteration 1F (161.783442 sec): 3 clusters Score: Raw -607809.176207 + Penalty 6537.777515 = -601271.398691 nChanged 637 SP:Iteration 2F (161.890299 sec): 3 clusters Score: Raw -608468.569154 + Penalty 6537.777515 = -601930.791639 nChanged 529 SP:Iteration 3F (162.008526 sec): 3 clusters Score: Raw -609033.768379 + Penalty 6537.777515 = -602495.990864 nChanged 475 SP:Iteration 4F (162.121439 sec): 3 clusters Score: Raw -609534.386613 + Penalty 6537.777515 = -602996.609098 nChanged 437 SP:Iteration 5F (162.204403 sec): 3 clusters Score: Raw -609964.226513 + Penalty 6537.777515 = -603426.448998 nChanged 330 SP:Iteration 6Q (162.316064 sec): 3 clusters Score: Raw -610269.010288 + Penalty 6537.777515 = -603731.232773 nChanged 269 SP:Iteration 7Q (162.414176 sec): 3 clusters Score: Raw -610503.391088 + Penalty 6537.777515 = -603965.613573 nChanged 207 SP:Iteration 8Q (162.505655 sec): 3 clusters Score: Raw -610692.490779 + Penalty 6537.777515 = -604154.713264 nChanged 180 SP:Iteration 9Q (162.633590 sec): 3 clusters Score: Raw -610874.326731 + Penalty 6537.777515 = -604336.549215 nChanged 164 SP:Iteration 10Q (162.742131 sec): 3 clusters Score: Raw -611032.946565 + Penalty 6537.777515 = -604495.169050 nChanged 119 SP:Iteration 11Q (162.861587 sec): 3 clusters Score: Raw -611139.381403 + Penalty 6537.777515 = -604601.603888 nChanged 81 SP:Iteration 12Q (162.967924 sec): 3 clusters Score: Raw -611202.993830 + Penalty 6537.777515 = -604665.216315 nChanged 59 SP:Iteration 13Q (163.058759 sec): 3 clusters Score: Raw -611249.432561 + Penalty 6537.777515 = -604711.655046 nChanged 58 SP:Iteration 14Q (163.160697 sec): 3 clusters Score: Raw -611288.945352 + Penalty 6537.777515 = -604751.167837 nChanged 43 SP:Iteration 15Q (163.250670 sec): 3 clusters Score: Raw -611320.053998 + Penalty 6537.777515 = -604782.276483 nChanged 38 SP:Iteration 16Q (163.344978 sec): 3 clusters Score: Raw -611346.574954 + Penalty 6537.777515 = -604808.797439 nChanged 36 SP:Iteration 17Q (163.430607 sec): 3 clusters Score: Raw -611368.552375 + Penalty 6537.777515 = -604830.774859 nChanged 32 SP:Iteration 18Q (163.561932 sec): 3 clusters Score: Raw -611386.258525 + Penalty 6537.777515 = -604848.481009 nChanged 25 SP:Iteration 19Q (163.663374 sec): 3 clusters Score: Raw -611398.421350 + Penalty 6537.777515 = -604860.643835 nChanged 16 SP:Iteration 20F (163.744806 sec): 3 clusters Score: Raw -611406.646366 + Penalty 6537.777515 = -604868.868851 nChanged 15 SP:Iteration 21Q (163.856223 sec): 3 clusters Score: Raw -611417.972622 + Penalty 6537.777515 = -604880.195107 nChanged 15 SP:Iteration 22Q (163.947902 sec): 3 clusters Score: Raw -611427.464150 + Penalty 6537.777515 = -604889.686635 nChanged 14 SP:Iteration 23Q (164.046782 sec): 3 clusters Score: Raw -611435.486976 + Penalty 6537.777515 = -604897.709461 nChanged 12 SP:Iteration 24Q (164.170996 sec): 3 clusters Score: Raw -611441.981008 + Penalty 6537.777515 = -604904.203493 nChanged 11 SP:Iteration 25Q (164.259675 sec): 3 clusters Score: Raw -611447.182058 + Penalty 6537.777515 = -604909.404543 nChanged 16 SP:Iteration 26Q (164.365999 sec): 3 clusters Score: Raw -611452.359710 + Penalty 6537.777515 = -604914.582195 nChanged 8 SP:Iteration 27Q (164.472677 sec): 3 clusters Score: Raw -611455.247852 + Penalty 6537.777515 = -604917.470337 nChanged 11 SP:Iteration 28Q (164.558760 sec): 3 clusters Score: Raw -611460.436619 + Penalty 6537.777515 = -604922.659104 nChanged 11 SP:Iteration 29Q (164.650805 sec): 3 clusters Score: Raw -611467.045876 + Penalty 6537.777515 = -604929.268361 nChanged 17 SP:Iteration 30Q (164.750373 sec): 3 clusters Score: Raw -611474.040609 + Penalty 6537.777515 = -604936.263094 nChanged 17 SP:Iteration 31Q (164.834823 sec): 3 clusters Score: Raw -611484.457396 + Penalty 6537.777515 = -604946.679881 nChanged 16 SP:Iteration 32Q (164.952586 sec): 3 clusters Score: Raw -611491.842350 + Penalty 6537.777515 = -604954.064835 nChanged 21 SP:Iteration 33Q (165.043829 sec): 3 clusters Score: Raw -611505.893601 + Penalty 6537.777515 = -604968.116086 nChanged 17 SP:Iteration 34Q (165.158199 sec): 3 clusters Score: Raw -611517.232692 + Penalty 6537.777515 = -604979.455177 nChanged 17 SP:Iteration 35Q (165.246311 sec): 3 clusters Score: Raw -611530.902502 + Penalty 6537.777515 = -604993.124987 nChanged 23 SP:Iteration 36Q (165.335570 sec): 3 clusters Score: Raw -611544.364316 + Penalty 6537.777515 = -605006.586801 nChanged 29 SP:Iteration 37Q (165.452563 sec): 3 clusters Score: Raw -611562.272600 + Penalty 6537.777515 = -605024.495085 nChanged 23 SP:Iteration 38Q (165.559962 sec): 3 clusters Score: Raw -611582.854411 + Penalty 6537.777515 = -605045.076896 nChanged 27 SP:Iteration 39Q (165.665637 sec): 3 clusters Score: Raw -611602.593694 + Penalty 6537.777515 = -605064.816179 nChanged 28 SP:Iteration 40F (165.761490 sec): 3 clusters Score: Raw -611623.314045 + Penalty 6537.777515 = -605085.536530 nChanged 29 SP:Iteration 41Q (165.863116 sec): 3 clusters Score: Raw -611636.760008 + Penalty 6537.777515 = -605098.982493 nChanged 26 SP:Iteration 42Q (165.980040 sec): 3 clusters Score: Raw -611651.602518 + Penalty 6537.777515 = -605113.825003 nChanged 24 SP:Iteration 43Q (166.060533 sec): 3 clusters Score: Raw -611665.680458 + Penalty 6537.777515 = -605127.902943 nChanged 25 SP:Iteration 44Q (166.171963 sec): 3 clusters Score: Raw -611680.732504 + Penalty 6537.777515 = -605142.954989 nChanged 26 SP:Iteration 45Q (166.284883 sec): 3 clusters Score: Raw -611693.216270 + Penalty 6537.777515 = -605155.438754 nChanged 22 SP:Iteration 46Q (166.384772 sec): 3 clusters Score: Raw -611703.928768 + Penalty 6537.777515 = -605166.151253 nChanged 26 SP:Iteration 47Q (166.473051 sec): 3 clusters Score: Raw -611716.484018 + Penalty 6537.777515 = -605178.706503 nChanged 23 SP:Iteration 48Q (166.567290 sec): 3 clusters Score: Raw -611730.424384 + Penalty 6537.777515 = -605192.646868 nChanged 19 SP:Iteration 49Q (166.674655 sec): 3 clusters Score: Raw -611741.427400 + Penalty 6537.777515 = -605203.649885 nChanged 24 SP:Iteration 50Q (166.804120 sec): 3 clusters Score: Raw -611753.788961 + Penalty 6537.777515 = -605216.011446 nChanged 22 SP:Iteration 51Q (166.931554 sec): 3 clusters Score: Raw -611767.929550 + Penalty 6537.777515 = -605230.152035 nChanged 24 SP:Iteration 52Q (167.049100 sec): 3 clusters Score: Raw -611778.239176 + Penalty 6537.777515 = -605240.461661 nChanged 17 SP:Iteration 53Q (167.187240 sec): 3 clusters Score: Raw -611786.956670 + Penalty 6537.777515 = -605249.179154 nChanged 17 SP:Iteration 54Q (167.320946 sec): 3 clusters Score: Raw -611795.269161 + Penalty 6537.777515 = -605257.491645 nChanged 11 SP:Iteration 55Q (167.435867 sec): 3 clusters Score: Raw -611801.590659 + Penalty 6537.777515 = -605263.813144 nChanged 16 SP:Iteration 56Q (167.557978 sec): 3 clusters Score: Raw -611807.946772 + Penalty 6537.777515 = -605270.169257 nChanged 10 SP:Iteration 57Q (167.665951 sec): 3 clusters Score: Raw -611812.551838 + Penalty 6537.777515 = -605274.774322 nChanged 7 SP:Iteration 58Q (167.797864 sec): 3 clusters Score: Raw -611815.788874 + Penalty 6537.777515 = -605278.011359 nChanged 8 SP:Iteration 59Q (167.911897 sec): 3 clusters Score: Raw -611818.874395 + Penalty 6537.777515 = -605281.096880 nChanged 7 SP:Iteration 60F (168.024419 sec): 3 clusters Score: Raw -611821.525857 + Penalty 6537.777515 = -605283.748342 nChanged 6 SP:Iteration 61Q (168.117212 sec): 3 clusters Score: Raw -611824.172128 + Penalty 6537.777515 = -605286.394613 nChanged 6 SP:Iteration 62Q (168.219077 sec): 3 clusters Score: Raw -611826.341539 + Penalty 6537.777515 = -605288.564024 nChanged 7 SP:Iteration 63Q (168.329854 sec): 3 clusters Score: Raw -611828.840914 + Penalty 6537.777515 = -605291.063399 nChanged 6 SP:Iteration 64Q (168.435701 sec): 3 clusters Score: Raw -611830.448414 + Penalty 6537.777515 = -605292.670899 nChanged 4 SP:Iteration 65Q (168.533855 sec): 3 clusters Score: Raw -611831.298072 + Penalty 6537.777515 = -605293.520557 nChanged 3 SP:Iteration 66Q (168.619795 sec): 3 clusters Score: Raw -611832.215456 + Penalty 6537.777515 = -605294.437941 nChanged 3 SP:Iteration 67Q (168.758004 sec): 3 clusters Score: Raw -611833.725907 + Penalty 6537.777515 = -605295.948392 nChanged 3 SP:Iteration 68Q (168.856744 sec): 3 clusters Score: Raw -611835.175690 + Penalty 6537.777515 = -605297.398175 nChanged 2 SP:Iteration 69Q (168.974987 sec): 3 clusters Score: Raw -611835.751255 + Penalty 6537.777515 = -605297.973740 nChanged 2 SP:Iteration 70Q (169.084130 sec): 3 clusters Score: Raw -611836.358839 + Penalty 6537.777515 = -605298.581324 nChanged 2 SP:Iteration 71Q (169.186224 sec): 3 clusters Score: Raw -611837.077218 + Penalty 6537.777515 = -605299.299703 nChanged 1 SP:Iteration 72Q (169.286694 sec): 3 clusters Score: Raw -611837.512983 + Penalty 6537.777515 = -605299.735468 nChanged 0 SP:Iteration 73F (169.390734 sec): 3 clusters Score: Raw -611837.512983 + Penalty 6537.777515 = -605299.735468 nChanged 0 Trying to split cluster 2 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (169.443040 sec): 2 clusters Score: Raw -145402.048411 + Penalty 2852.455862 = -142549.592549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (169.521727 sec): 3 clusters Score: Raw -144759.460018 + Penalty 5704.911724 = -139054.548294 nChanged 688 SP:Iteration 1F (169.621051 sec): 3 clusters Score: Raw -145772.789309 + Penalty 5704.911724 = -140067.877585 nChanged 252 SP:Iteration 2F (169.705694 sec): 3 clusters Score: Raw -146494.930901 + Penalty 5704.911724 = -140790.019177 nChanged 233 SP:Iteration 3F (169.793368 sec): 3 clusters Score: Raw -147263.901824 + Penalty 5704.911724 = -141558.990100 nChanged 197 SP:Iteration 4F (169.878776 sec): 3 clusters Score: Raw -147870.972902 + Penalty 5704.911724 = -142166.061178 nChanged 119 SP:Iteration 5F (169.971364 sec): 3 clusters Score: Raw -148190.544012 + Penalty 5704.911724 = -142485.632288 nChanged 75 SP:Iteration 6Q (170.055022 sec): 3 clusters Score: Raw -148370.511366 + Penalty 5704.911724 = -142665.599642 nChanged 62 SP:Iteration 7Q (170.133674 sec): 3 clusters Score: Raw -148504.603035 + Penalty 5704.911724 = -142799.691311 nChanged 31 SP:Iteration 8Q (170.243620 sec): 3 clusters Score: Raw -148562.659724 + Penalty 5704.911724 = -142857.748000 nChanged 21 SP:Iteration 9Q (170.312674 sec): 3 clusters Score: Raw -148590.702024 + Penalty 5704.911724 = -142885.790300 nChanged 14 SP:Iteration 10Q (170.415104 sec): 3 clusters Score: Raw -148608.279870 + Penalty 5704.911724 = -142903.368146 nChanged 4 SP:Iteration 11Q (170.510125 sec): 3 clusters Score: Raw -148613.990775 + Penalty 5704.911724 = -142909.079050 nChanged 2 SP:Iteration 12Q (170.600242 sec): 3 clusters Score: Raw -148615.175197 + Penalty 5704.911724 = -142910.263473 nChanged 2 SP:Iteration 13Q (170.692296 sec): 3 clusters Score: Raw -148618.074719 + Penalty 5704.911724 = -142913.162995 nChanged 2 SP:Iteration 14Q (170.782010 sec): 3 clusters Score: Raw -148619.121671 + Penalty 5704.911724 = -142914.209947 nChanged 0 SP:Iteration 15F (170.859355 sec): 3 clusters Score: Raw -148619.121671 + Penalty 5704.911724 = -142914.209947 nChanged 0 Score: Raw -3287457.901116 + Penalty 43283.241559 = -3244174.659557 Splitting cluster 2 changes total score from -3244892.426438 to -3244174.659557 So it's not getting split. Trying to split cluster 3 (5272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.818358 sec): 2 clusters Score: Raw -494555.188484 + Penalty 3175.246161 = -491379.942323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.907705 sec): 3 clusters Score: Raw -492155.581740 + Penalty 6350.492321 = -485805.089419 nChanged 1937 SP:Iteration 1F (171.999364 sec): 3 clusters Score: Raw -493282.155987 + Penalty 6350.492321 = -486931.663666 nChanged 373 SP:Iteration 2F (172.106677 sec): 3 clusters Score: Raw -493541.409804 + Penalty 6350.492321 = -487190.917483 nChanged 283 SP:Iteration 3F (172.196169 sec): 3 clusters Score: Raw -493710.780965 + Penalty 6350.492321 = -487360.288643 nChanged 191 SP:Iteration 4Q (172.308252 sec): 3 clusters Score: Raw -493839.362663 + Penalty 6350.492321 = -487488.870342 nChanged 161 SP:Iteration 5Q (172.397673 sec): 3 clusters Score: Raw -493943.516901 + Penalty 6350.492321 = -487593.024580 nChanged 127 SP:Iteration 6Q (172.494696 sec): 3 clusters Score: Raw -494022.558875 + Penalty 6350.492321 = -487672.066553 nChanged 113 SP:Iteration 7Q (172.600443 sec): 3 clusters Score: Raw -494082.203657 + Penalty 6350.492321 = -487731.711335 nChanged 83 SP:Iteration 8Q (172.696284 sec): 3 clusters Score: Raw -494126.668187 + Penalty 6350.492321 = -487776.175866 nChanged 79 SP:Iteration 9Q (172.781707 sec): 3 clusters Score: Raw -494171.162145 + Penalty 6350.492321 = -487820.669823 nChanged 72 SP:Iteration 10Q (172.867895 sec): 3 clusters Score: Raw -494208.956674 + Penalty 6350.492321 = -487858.464352 nChanged 63 SP:Iteration 11Q (172.980837 sec): 3 clusters Score: Raw -494237.984664 + Penalty 6350.492321 = -487887.492343 nChanged 42 SP:Iteration 12Q (173.070913 sec): 3 clusters Score: Raw -494254.877684 + Penalty 6350.492321 = -487904.385363 nChanged 33 SP:Iteration 13Q (173.173913 sec): 3 clusters Score: Raw -494268.806322 + Penalty 6350.492321 = -487918.314000 nChanged 37 SP:Iteration 14Q (173.250158 sec): 3 clusters Score: Raw -494284.814579 + Penalty 6350.492321 = -487934.322258 nChanged 42 SP:Iteration 15Q (173.371238 sec): 3 clusters Score: Raw -494301.998862 + Penalty 6350.492321 = -487951.506541 nChanged 41 SP:Iteration 16Q (173.448695 sec): 3 clusters Score: Raw -494319.873533 + Penalty 6350.492321 = -487969.381212 nChanged 36 SP:Iteration 17Q (173.547265 sec): 3 clusters Score: Raw -494337.206576 + Penalty 6350.492321 = -487986.714254 nChanged 33 SP:Iteration 18Q (173.651932 sec): 3 clusters Score: Raw -494351.797849 + Penalty 6350.492321 = -488001.305528 nChanged 28 SP:Iteration 19Q (173.743831 sec): 3 clusters Score: Raw -494362.603577 + Penalty 6350.492321 = -488012.111256 nChanged 27 SP:Iteration 20F (173.853148 sec): 3 clusters Score: Raw -494372.684990 + Penalty 6350.492321 = -488022.192669 nChanged 23 SP:Iteration 21Q (173.944397 sec): 3 clusters Score: Raw -494381.377420 + Penalty 6350.492321 = -488030.885099 nChanged 24 SP:Iteration 22Q (174.036948 sec): 3 clusters Score: Raw -494390.366605 + Penalty 6350.492321 = -488039.874284 nChanged 16 SP:Iteration 23Q (174.146454 sec): 3 clusters Score: Raw -494396.842127 + Penalty 6350.492321 = -488046.349806 nChanged 20 SP:Iteration 24Q (174.222680 sec): 3 clusters Score: Raw -494404.514751 + Penalty 6350.492321 = -488054.022429 nChanged 17 SP:Iteration 25Q (174.341776 sec): 3 clusters Score: Raw -494410.282988 + Penalty 6350.492321 = -488059.790666 nChanged 8 SP:Iteration 26Q (174.432316 sec): 3 clusters Score: Raw -494414.582042 + Penalty 6350.492321 = -488064.089721 nChanged 11 SP:Iteration 27Q (174.520911 sec): 3 clusters Score: Raw -494418.864996 + Penalty 6350.492321 = -488068.372674 nChanged 15 SP:Iteration 28Q (174.619352 sec): 3 clusters Score: Raw -494426.511684 + Penalty 6350.492321 = -488076.019362 nChanged 12 SP:Iteration 29Q (174.708520 sec): 3 clusters Score: Raw -494431.237809 + Penalty 6350.492321 = -488080.745487 nChanged 14 SP:Iteration 30Q (174.818250 sec): 3 clusters Score: Raw -494438.971998 + Penalty 6350.492321 = -488088.479676 nChanged 23 SP:Iteration 31Q (174.898119 sec): 3 clusters Score: Raw -494449.583644 + Penalty 6350.492321 = -488099.091323 nChanged 22 SP:Iteration 32Q (174.995608 sec): 3 clusters Score: Raw -494458.830380 + Penalty 6350.492321 = -488108.338059 nChanged 17 SP:Iteration 33Q (175.110628 sec): 3 clusters Score: Raw -494466.507924 + Penalty 6350.492321 = -488116.015602 nChanged 17 SP:Iteration 34Q (175.190412 sec): 3 clusters Score: Raw -494473.193487 + Penalty 6350.492321 = -488122.701166 nChanged 24 SP:Iteration 35Q (175.297253 sec): 3 clusters Score: Raw -494483.768726 + Penalty 6350.492321 = -488133.276405 nChanged 22 SP:Iteration 36Q (175.392927 sec): 3 clusters Score: Raw -494493.816177 + Penalty 6350.492321 = -488143.323856 nChanged 25 SP:Iteration 37Q (175.487749 sec): 3 clusters Score: Raw -494506.028328 + Penalty 6350.492321 = -488155.536007 nChanged 21 SP:Iteration 38Q (175.599105 sec): 3 clusters Score: Raw -494515.102319 + Penalty 6350.492321 = -488164.609998 nChanged 16 SP:Iteration 39Q (175.692248 sec): 3 clusters Score: Raw -494522.855923 + Penalty 6350.492321 = -488172.363602 nChanged 14 SP:Iteration 40F (175.777493 sec): 3 clusters Score: Raw -494527.451650 + Penalty 6350.492321 = -488176.959328 nChanged 4 SP:Iteration 41Q (175.881159 sec): 3 clusters Score: Raw -494528.854401 + Penalty 6350.492321 = -488178.362079 nChanged 3 SP:Iteration 42Q (175.969744 sec): 3 clusters Score: Raw -494530.765222 + Penalty 6350.492321 = -488180.272900 nChanged 3 SP:Iteration 43Q (176.064089 sec): 3 clusters Score: Raw -494531.933293 + Penalty 6350.492321 = -488181.440971 nChanged 4 SP:Iteration 44Q (176.156541 sec): 3 clusters Score: Raw -494533.456067 + Penalty 6350.492321 = -488182.963745 nChanged 6 SP:Iteration 45Q (176.243182 sec): 3 clusters Score: Raw -494535.981167 + Penalty 6350.492321 = -488185.488845 nChanged 7 SP:Iteration 46Q (176.358959 sec): 3 clusters Score: Raw -494539.715262 + Penalty 6350.492321 = -488189.222940 nChanged 7 SP:Iteration 47Q (176.438877 sec): 3 clusters Score: Raw -494542.188433 + Penalty 6350.492321 = -488191.696111 nChanged 10 SP:Iteration 48Q (176.550701 sec): 3 clusters Score: Raw -494545.962715 + Penalty 6350.492321 = -488195.470394 nChanged 10 SP:Iteration 49Q (176.641036 sec): 3 clusters Score: Raw -494549.733006 + Penalty 6350.492321 = -488199.240684 nChanged 7 SP:Iteration 50Q (176.741834 sec): 3 clusters Score: Raw -494551.934253 + Penalty 6350.492321 = -488201.441932 nChanged 8 SP:Iteration 51Q (176.838181 sec): 3 clusters Score: Raw -494555.208973 + Penalty 6350.492321 = -488204.716652 nChanged 9 SP:Iteration 52Q (176.946700 sec): 3 clusters Score: Raw -494558.997515 + Penalty 6350.492321 = -488208.505193 nChanged 9 SP:Iteration 53Q (177.050316 sec): 3 clusters Score: Raw -494562.262781 + Penalty 6350.492321 = -488211.770460 nChanged 6 SP:Iteration 54Q (177.148336 sec): 3 clusters Score: Raw -494564.831197 + Penalty 6350.492321 = -488214.338876 nChanged 7 SP:Iteration 55Q (177.236179 sec): 3 clusters Score: Raw -494567.568187 + Penalty 6350.492321 = -488217.075865 nChanged 4 SP:Iteration 56Q (177.344585 sec): 3 clusters Score: Raw -494568.757382 + Penalty 6350.492321 = -488218.265061 nChanged 2 SP:Iteration 57Q (177.428566 sec): 3 clusters Score: Raw -494569.470737 + Penalty 6350.492321 = -488218.978416 nChanged 2 SP:Iteration 58Q (177.520919 sec): 3 clusters Score: Raw -494570.032925 + Penalty 6350.492321 = -488219.540604 nChanged 2 SP:Iteration 59Q (177.621095 sec): 3 clusters Score: Raw -494570.976911 + Penalty 6350.492321 = -488220.484590 nChanged 0 SP:Iteration 60F (177.734577 sec): 3 clusters Score: Raw -494570.976911 + Penalty 6350.492321 = -488220.484590 nChanged 0 Trying to split cluster 4 (2544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (177.773030 sec): 2 clusters Score: Raw -208553.650189 + Penalty 2905.273129 = -205648.377061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (177.881496 sec): 3 clusters Score: Raw -207750.247057 + Penalty 5810.546257 = -201939.700800 nChanged 791 SP:Iteration 1F (177.971321 sec): 3 clusters Score: Raw -208557.369026 + Penalty 5810.546257 = -202746.822769 nChanged 230 SP:Iteration 2F (178.053799 sec): 3 clusters Score: Raw -208952.245573 + Penalty 5810.546257 = -203141.699316 nChanged 183 SP:Iteration 3F (178.130130 sec): 3 clusters Score: Raw -209335.042600 + Penalty 5810.546257 = -203524.496343 nChanged 185 SP:Iteration 4F (178.221488 sec): 3 clusters Score: Raw -209815.712918 + Penalty 5810.546257 = -204005.166661 nChanged 181 SP:Iteration 5F (178.319747 sec): 3 clusters Score: Raw -210190.544357 + Penalty 5810.546257 = -204379.998100 nChanged 132 SP:Iteration 6F (178.403890 sec): 3 clusters Score: Raw -210424.548347 + Penalty 5810.546257 = -204614.002090 nChanged 95 SP:Iteration 7Q (178.492990 sec): 3 clusters Score: Raw -210563.582334 + Penalty 5810.546257 = -204753.036077 nChanged 58 SP:Iteration 8Q (178.593568 sec): 3 clusters Score: Raw -210628.159706 + Penalty 5810.546257 = -204817.613449 nChanged 33 SP:Iteration 9Q (178.685582 sec): 3 clusters Score: Raw -210660.462349 + Penalty 5810.546257 = -204849.916092 nChanged 15 SP:Iteration 10Q (178.760691 sec): 3 clusters Score: Raw -210675.250833 + Penalty 5810.546257 = -204864.704576 nChanged 15 SP:Iteration 11Q (178.849438 sec): 3 clusters Score: Raw -210692.280259 + Penalty 5810.546257 = -204881.734002 nChanged 11 SP:Iteration 12Q (178.938492 sec): 3 clusters Score: Raw -210707.288771 + Penalty 5810.546257 = -204896.742514 nChanged 6 SP:Iteration 13Q (179.024825 sec): 3 clusters Score: Raw -210713.911214 + Penalty 5810.546257 = -204903.364957 nChanged 5 SP:Iteration 14Q (179.126479 sec): 3 clusters Score: Raw -210717.711047 + Penalty 5810.546257 = -204907.164790 nChanged 3 SP:Iteration 15Q (179.218583 sec): 3 clusters Score: Raw -210720.234167 + Penalty 5810.546257 = -204909.687910 nChanged 0 SP:Iteration 16F (179.318385 sec): 3 clusters Score: Raw -210720.234167 + Penalty 5810.546257 = -204909.687910 nChanged 0 Trying to split cluster 5 (6024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.378686 sec): 2 clusters Score: Raw -527054.725529 + Penalty 3224.649258 = -523830.076271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.476308 sec): 3 clusters Score: Raw -524237.115790 + Penalty 6449.298516 = -517787.817274 nChanged 2265 SP:Iteration 1F (179.577655 sec): 3 clusters Score: Raw -525654.294881 + Penalty 6449.298516 = -519204.996365 nChanged 562 SP:Iteration 2F (179.666627 sec): 3 clusters Score: Raw -526108.328589 + Penalty 6449.298516 = -519659.030073 nChanged 386 SP:Iteration 3F (179.765590 sec): 3 clusters Score: Raw -526485.045681 + Penalty 6449.298516 = -520035.747165 nChanged 357 SP:Iteration 4F (179.870535 sec): 3 clusters Score: Raw -526863.893668 + Penalty 6449.298516 = -520414.595151 nChanged 348 SP:Iteration 5F (179.969060 sec): 3 clusters Score: Raw -527257.861039 + Penalty 6449.298516 = -520808.562522 nChanged 378 SP:Iteration 6F (180.069267 sec): 3 clusters Score: Raw -527692.237098 + Penalty 6449.298516 = -521242.938582 nChanged 346 SP:Iteration 7F (180.166364 sec): 3 clusters Score: Raw -528070.879325 + Penalty 6449.298516 = -521621.580809 nChanged 297 SP:Iteration 8Q (180.264740 sec): 3 clusters Score: Raw -528411.859464 + Penalty 6449.298516 = -521962.560948 nChanged 230 SP:Iteration 9Q (180.351072 sec): 3 clusters Score: Raw -528660.239862 + Penalty 6449.298516 = -522210.941346 nChanged 158 SP:Iteration 10Q (180.456854 sec): 3 clusters Score: Raw -528831.238114 + Penalty 6449.298516 = -522381.939598 nChanged 111 SP:Iteration 11Q (180.549631 sec): 3 clusters Score: Raw -528953.533876 + Penalty 6449.298516 = -522504.235360 nChanged 78 SP:Iteration 12Q (180.645125 sec): 3 clusters Score: Raw -529025.209925 + Penalty 6449.298516 = -522575.911409 nChanged 64 SP:Iteration 13Q (180.757432 sec): 3 clusters Score: Raw -529076.203453 + Penalty 6449.298516 = -522626.904937 nChanged 56 SP:Iteration 14Q (180.837275 sec): 3 clusters Score: Raw -529119.084932 + Penalty 6449.298516 = -522669.786416 nChanged 42 SP:Iteration 15Q (180.944119 sec): 3 clusters Score: Raw -529144.160749 + Penalty 6449.298516 = -522694.862233 nChanged 17 SP:Iteration 16Q (181.039954 sec): 3 clusters Score: Raw -529151.329312 + Penalty 6449.298516 = -522702.030796 nChanged 8 SP:Iteration 17Q (181.142486 sec): 3 clusters Score: Raw -529155.902401 + Penalty 6449.298516 = -522706.603885 nChanged 3 SP:Iteration 18Q (181.250555 sec): 3 clusters Score: Raw -529157.051965 + Penalty 6449.298516 = -522707.753449 nChanged 1 SP:Iteration 19Q (181.339186 sec): 3 clusters Score: Raw -529157.497446 + Penalty 6449.298516 = -522708.198930 nChanged 0 SP:Iteration 20F (181.449506 sec): 3 clusters Score: Raw -529157.497446 + Penalty 6449.298516 = -522708.198930 nChanged 0 Trying to split cluster 6 (2973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.498498 sec): 2 clusters Score: Raw -185331.324804 + Penalty 2963.009588 = -182368.315217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.597071 sec): 3 clusters Score: Raw -184441.301330 + Penalty 5926.019176 = -178515.282154 nChanged 968 SP:Iteration 1F (181.675096 sec): 3 clusters Score: Raw -185677.317011 + Penalty 5926.019176 = -179751.297835 nChanged 343 SP:Iteration 2F (181.774422 sec): 3 clusters Score: Raw -186388.748982 + Penalty 5926.019176 = -180462.729807 nChanged 273 SP:Iteration 3F (181.866281 sec): 3 clusters Score: Raw -187017.501137 + Penalty 5926.019176 = -181091.481961 nChanged 203 SP:Iteration 4F (181.941714 sec): 3 clusters Score: Raw -187458.661183 + Penalty 5926.019176 = -181532.642007 nChanged 166 SP:Iteration 5F (182.025298 sec): 3 clusters Score: Raw -187725.233443 + Penalty 5926.019176 = -181799.214267 nChanged 102 SP:Iteration 6Q (182.111409 sec): 3 clusters Score: Raw -187867.494446 + Penalty 5926.019176 = -181941.475270 nChanged 72 SP:Iteration 7Q (182.214825 sec): 3 clusters Score: Raw -187945.605219 + Penalty 5926.019176 = -182019.586043 nChanged 39 SP:Iteration 8Q (182.298296 sec): 3 clusters Score: Raw -187990.365553 + Penalty 5926.019176 = -182064.346377 nChanged 36 SP:Iteration 9Q (182.407411 sec): 3 clusters Score: Raw -188020.565017 + Penalty 5926.019176 = -182094.545841 nChanged 27 SP:Iteration 10Q (182.496143 sec): 3 clusters Score: Raw -188042.939241 + Penalty 5926.019176 = -182116.920065 nChanged 13 SP:Iteration 11Q (182.569014 sec): 3 clusters Score: Raw -188055.026044 + Penalty 5926.019176 = -182129.006868 nChanged 11 SP:Iteration 12Q (182.653445 sec): 3 clusters Score: Raw -188063.491057 + Penalty 5926.019176 = -182137.471881 nChanged 7 SP:Iteration 13Q (182.759044 sec): 3 clusters Score: Raw -188073.166330 + Penalty 5926.019176 = -182147.147154 nChanged 9 SP:Iteration 14Q (182.834489 sec): 3 clusters Score: Raw -188081.853492 + Penalty 5926.019176 = -182155.834316 nChanged 13 SP:Iteration 15Q (182.932350 sec): 3 clusters Score: Raw -188096.109285 + Penalty 5926.019176 = -182170.090109 nChanged 16 SP:Iteration 16Q (183.032586 sec): 3 clusters Score: Raw -188113.673429 + Penalty 5926.019176 = -182187.654253 nChanged 11 SP:Iteration 17Q (183.109041 sec): 3 clusters Score: Raw -188127.300671 + Penalty 5926.019176 = -182201.281495 nChanged 11 SP:Iteration 18Q (183.193893 sec): 3 clusters Score: Raw -188136.251097 + Penalty 5926.019176 = -182210.231921 nChanged 12 SP:Iteration 19Q (183.300605 sec): 3 clusters Score: Raw -188148.703594 + Penalty 5926.019176 = -182222.684418 nChanged 13 SP:Iteration 20F (183.390666 sec): 3 clusters Score: Raw -188165.898241 + Penalty 5926.019176 = -182239.879065 nChanged 11 SP:Iteration 21Q (183.474808 sec): 3 clusters Score: Raw -188182.850050 + Penalty 5926.019176 = -182256.830874 nChanged 20 SP:Iteration 22Q (183.574869 sec): 3 clusters Score: Raw -188207.491101 + Penalty 5926.019176 = -182281.471926 nChanged 18 SP:Iteration 23Q (183.663111 sec): 3 clusters Score: Raw -188224.443027 + Penalty 5926.019176 = -182298.423851 nChanged 19 SP:Iteration 24Q (183.770954 sec): 3 clusters Score: Raw -188242.250784 + Penalty 5926.019176 = -182316.231608 nChanged 17 SP:Iteration 25Q (183.855869 sec): 3 clusters Score: Raw -188253.112980 + Penalty 5926.019176 = -182327.093804 nChanged 9 SP:Iteration 26Q (183.948759 sec): 3 clusters Score: Raw -188259.954397 + Penalty 5926.019176 = -182333.935222 nChanged 8 SP:Iteration 27Q (184.034794 sec): 3 clusters Score: Raw -188268.723878 + Penalty 5926.019176 = -182342.704703 nChanged 8 SP:Iteration 28Q (184.133316 sec): 3 clusters Score: Raw -188274.260230 + Penalty 5926.019176 = -182348.241054 nChanged 10 SP:Iteration 29Q (184.213205 sec): 3 clusters Score: Raw -188279.809791 + Penalty 5926.019176 = -182353.790615 nChanged 9 SP:Iteration 30Q (184.284997 sec): 3 clusters Score: Raw -188288.910241 + Penalty 5926.019176 = -182362.891065 nChanged 14 SP:Iteration 31Q (184.390496 sec): 3 clusters Score: Raw -188302.937464 + Penalty 5926.019176 = -182376.918288 nChanged 13 SP:Iteration 32Q (184.483126 sec): 3 clusters Score: Raw -188314.203425 + Penalty 5926.019176 = -182388.184249 nChanged 8 SP:Iteration 33Q (184.579391 sec): 3 clusters Score: Raw -188322.633602 + Penalty 5926.019176 = -182396.614427 nChanged 12 SP:Iteration 34Q (184.670588 sec): 3 clusters Score: Raw -188332.567628 + Penalty 5926.019176 = -182406.548453 nChanged 7 SP:Iteration 35Q (184.762795 sec): 3 clusters Score: Raw -188336.331722 + Penalty 5926.019176 = -182410.312546 nChanged 3 SP:Iteration 36Q (184.850887 sec): 3 clusters Score: Raw -188337.683700 + Penalty 5926.019176 = -182411.664525 nChanged 2 SP:Iteration 37Q (184.922554 sec): 3 clusters Score: Raw -188338.384605 + Penalty 5926.019176 = -182412.365429 nChanged 1 SP:Iteration 38Q (185.017875 sec): 3 clusters Score: Raw -188340.274883 + Penalty 5926.019176 = -182414.255707 nChanged 3 SP:Iteration 39Q (185.096090 sec): 3 clusters Score: Raw -188341.796869 + Penalty 5926.019176 = -182415.777693 nChanged 2 SP:Iteration 40F (185.198527 sec): 3 clusters Score: Raw -188342.963562 + Penalty 5926.019176 = -182416.944386 nChanged 3 SP:Iteration 41Q (185.286973 sec): 3 clusters Score: Raw -188344.346605 + Penalty 5926.019176 = -182418.327429 nChanged 4 SP:Iteration 42Q (185.394421 sec): 3 clusters Score: Raw -188347.347882 + Penalty 5926.019176 = -182421.328706 nChanged 4 SP:Iteration 43Q (185.482227 sec): 3 clusters Score: Raw -188349.345352 + Penalty 5926.019176 = -182423.326177 nChanged 1 SP:Iteration 44Q (185.545266 sec): 3 clusters Score: Raw -188349.702570 + Penalty 5926.019176 = -182423.683394 nChanged 1 SP:Iteration 45Q (185.649112 sec): 3 clusters Score: Raw -188350.277303 + Penalty 5926.019176 = -182424.258127 nChanged 1 SP:Iteration 46Q (185.731407 sec): 3 clusters Score: Raw -188350.585830 + Penalty 5926.019176 = -182424.566654 nChanged 0 SP:Iteration 47F (185.826926 sec): 3 clusters Score: Raw -188350.585830 + Penalty 5926.019176 = -182424.566654 nChanged 0 Score: Raw -3287260.088881 + Penalty 43283.241559 = -3243976.847322 Splitting cluster 6 changes total score from -3244892.426438 to -3243976.847322 So it's not getting split. Trying to split cluster 7 (2469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (186.754546 sec): 2 clusters Score: Raw -210928.210649 + Penalty 2894.186125 = -208034.024524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (186.855150 sec): 3 clusters Score: Raw -210128.068328 + Penalty 5788.372251 = -204339.696077 nChanged 719 SP:Iteration 1F (186.939832 sec): 3 clusters Score: Raw -210744.640442 + Penalty 5788.372251 = -204956.268191 nChanged 193 SP:Iteration 2F (187.025587 sec): 3 clusters Score: Raw -210970.957312 + Penalty 5788.372251 = -205182.585061 nChanged 123 SP:Iteration 3Q (187.118140 sec): 3 clusters Score: Raw -211102.377434 + Penalty 5788.372251 = -205314.005183 nChanged 80 SP:Iteration 4Q (187.202024 sec): 3 clusters Score: Raw -211189.462817 + Penalty 5788.372251 = -205401.090566 nChanged 72 SP:Iteration 5Q (187.291815 sec): 3 clusters Score: Raw -211278.814829 + Penalty 5788.372251 = -205490.442578 nChanged 70 SP:Iteration 6Q (187.388799 sec): 3 clusters Score: Raw -211357.371841 + Penalty 5788.372251 = -205568.999590 nChanged 66 SP:Iteration 7Q (187.486444 sec): 3 clusters Score: Raw -211431.456655 + Penalty 5788.372251 = -205643.084405 nChanged 57 SP:Iteration 8Q (187.588467 sec): 3 clusters Score: Raw -211504.368371 + Penalty 5788.372251 = -205715.996121 nChanged 59 SP:Iteration 9Q (187.663590 sec): 3 clusters Score: Raw -211568.140504 + Penalty 5788.372251 = -205779.768254 nChanged 50 SP:Iteration 10Q (187.745068 sec): 3 clusters Score: Raw -211622.881080 + Penalty 5788.372251 = -205834.508829 nChanged 37 SP:Iteration 11Q (187.858734 sec): 3 clusters Score: Raw -211657.577932 + Penalty 5788.372251 = -205869.205682 nChanged 37 SP:Iteration 12Q (187.947336 sec): 3 clusters Score: Raw -211693.480198 + Penalty 5788.372251 = -205905.107948 nChanged 31 SP:Iteration 13Q (188.028981 sec): 3 clusters Score: Raw -211724.637967 + Penalty 5788.372251 = -205936.265716 nChanged 24 SP:Iteration 14Q (188.121476 sec): 3 clusters Score: Raw -211747.019592 + Penalty 5788.372251 = -205958.647342 nChanged 19 SP:Iteration 15Q (188.199425 sec): 3 clusters Score: Raw -211762.258052 + Penalty 5788.372251 = -205973.885801 nChanged 12 SP:Iteration 16Q (188.275736 sec): 3 clusters Score: Raw -211772.671146 + Penalty 5788.372251 = -205984.298895 nChanged 11 SP:Iteration 17Q (188.382642 sec): 3 clusters Score: Raw -211782.888352 + Penalty 5788.372251 = -205994.516102 nChanged 5 SP:Iteration 18Q (188.473885 sec): 3 clusters Score: Raw -211790.638692 + Penalty 5788.372251 = -206002.266442 nChanged 8 SP:Iteration 19Q (188.560352 sec): 3 clusters Score: Raw -211798.061488 + Penalty 5788.372251 = -206009.689238 nChanged 10 SP:Iteration 20F (188.648018 sec): 3 clusters Score: Raw -211809.087382 + Penalty 5788.372251 = -206020.715132 nChanged 10 SP:Iteration 21Q (188.741773 sec): 3 clusters Score: Raw -211815.790432 + Penalty 5788.372251 = -206027.418182 nChanged 11 SP:Iteration 22Q (188.807214 sec): 3 clusters Score: Raw -211823.957928 + Penalty 5788.372251 = -206035.585678 nChanged 6 SP:Iteration 23Q (188.892631 sec): 3 clusters Score: Raw -211829.132337 + Penalty 5788.372251 = -206040.760086 nChanged 12 SP:Iteration 24Q (188.985778 sec): 3 clusters Score: Raw -211840.043152 + Penalty 5788.372251 = -206051.670901 nChanged 13 SP:Iteration 25Q (189.065749 sec): 3 clusters Score: Raw -211854.616290 + Penalty 5788.372251 = -206066.244039 nChanged 17 SP:Iteration 26Q (189.161778 sec): 3 clusters Score: Raw -211873.507970 + Penalty 5788.372251 = -206085.135719 nChanged 14 SP:Iteration 27Q (189.250092 sec): 3 clusters Score: Raw -211895.577167 + Penalty 5788.372251 = -206107.204916 nChanged 24 SP:Iteration 28Q (189.365919 sec): 3 clusters Score: Raw -211949.566090 + Penalty 5788.372251 = -206161.193839 nChanged 46 SP:Iteration 29Q (189.456740 sec): 3 clusters Score: Raw -212058.658377 + Penalty 5788.372251 = -206270.286126 nChanged 47 SP:Iteration 30Q (189.548288 sec): 3 clusters Score: Raw -212218.826673 + Penalty 5788.372251 = -206430.454423 nChanged 72 SP:Iteration 31Q (189.620823 sec): 3 clusters Score: Raw -212496.416989 + Penalty 5788.372251 = -206708.044738 nChanged 80 SP:Iteration 32Q (189.715794 sec): 3 clusters Score: Raw -212694.424940 + Penalty 5788.372251 = -206906.052689 nChanged 78 SP:Iteration 33Q (189.805325 sec): 3 clusters Score: Raw -212831.045700 + Penalty 5788.372251 = -207042.673450 nChanged 59 SP:Iteration 34Q (189.882573 sec): 3 clusters Score: Raw -212937.088528 + Penalty 5788.372251 = -207148.716277 nChanged 46 SP:Iteration 35Q (189.989425 sec): 3 clusters Score: Raw -213041.433374 + Penalty 5788.372251 = -207253.061124 nChanged 37 SP:Iteration 36Q (190.085333 sec): 3 clusters Score: Raw -213101.312789 + Penalty 5788.372251 = -207312.940539 nChanged 31 SP:Iteration 37Q (190.162002 sec): 3 clusters Score: Raw -213147.154724 + Penalty 5788.372251 = -207358.782473 nChanged 17 SP:Iteration 38Q (190.250259 sec): 3 clusters Score: Raw -213174.755751 + Penalty 5788.372251 = -207386.383501 nChanged 8 SP:Iteration 39Q (190.349108 sec): 3 clusters Score: Raw -213183.328695 + Penalty 5788.372251 = -207394.956444 nChanged 0 SP:Iteration 40F (190.453462 sec): 3 clusters Score: Raw -213192.466122 + Penalty 5788.372251 = -207404.093871 nChanged 8 SP:Iteration 41Q (190.540951 sec): 3 clusters Score: Raw -213221.770053 + Penalty 5788.372251 = -207433.397802 nChanged 8 SP:Iteration 42Q (190.630328 sec): 3 clusters Score: Raw -213236.678506 + Penalty 5788.372251 = -207448.306256 nChanged 7 SP:Iteration 43Q (190.738095 sec): 3 clusters Score: Raw -213244.512698 + Penalty 5788.372251 = -207456.140447 nChanged 3 SP:Iteration 44Q (190.834709 sec): 3 clusters Score: Raw -213248.375296 + Penalty 5788.372251 = -207460.003046 nChanged 4 SP:Iteration 45Q (190.932920 sec): 3 clusters Score: Raw -213254.961471 + Penalty 5788.372251 = -207466.589220 nChanged 3 SP:Iteration 46Q (191.030429 sec): 3 clusters Score: Raw -213258.300704 + Penalty 5788.372251 = -207469.928454 nChanged 3 SP:Iteration 47Q (191.108769 sec): 3 clusters Score: Raw -213260.265173 + Penalty 5788.372251 = -207471.892922 nChanged 0 SP:Iteration 48F (191.214666 sec): 3 clusters Score: Raw -213260.265173 + Penalty 5788.372251 = -207471.892922 nChanged 0 Trying to split cluster 8 (4250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.257524 sec): 2 clusters Score: Raw -315343.533901 + Penalty 3095.406814 = -312248.127087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.353156 sec): 3 clusters Score: Raw -313607.532246 + Penalty 6190.813628 = -307416.718618 nChanged 1437 SP:Iteration 1F (191.450576 sec): 3 clusters Score: Raw -314657.840209 + Penalty 6190.813628 = -308467.026581 nChanged 378 SP:Iteration 2F (191.553739 sec): 3 clusters Score: Raw -315017.369721 + Penalty 6190.813628 = -308826.556093 nChanged 244 SP:Iteration 3F (191.661774 sec): 3 clusters Score: Raw -315259.184708 + Penalty 6190.813628 = -309068.371080 nChanged 187 SP:Iteration 4Q (191.752885 sec): 3 clusters Score: Raw -315445.207023 + Penalty 6190.813628 = -309254.393395 nChanged 159 SP:Iteration 5Q (191.839156 sec): 3 clusters Score: Raw -315612.941980 + Penalty 6190.813628 = -309422.128352 nChanged 139 SP:Iteration 6Q (191.939870 sec): 3 clusters Score: Raw -315757.140155 + Penalty 6190.813628 = -309566.326527 nChanged 152 SP:Iteration 7Q (192.048663 sec): 3 clusters Score: Raw -315938.106005 + Penalty 6190.813628 = -309747.292377 nChanged 161 SP:Iteration 8Q (192.136742 sec): 3 clusters Score: Raw -316133.883302 + Penalty 6190.813628 = -309943.069674 nChanged 181 SP:Iteration 9Q (192.236065 sec): 3 clusters Score: Raw -316339.005205 + Penalty 6190.813628 = -310148.191577 nChanged 154 SP:Iteration 10Q (192.323716 sec): 3 clusters Score: Raw -316512.071433 + Penalty 6190.813628 = -310321.257805 nChanged 148 SP:Iteration 11Q (192.414813 sec): 3 clusters Score: Raw -316653.696071 + Penalty 6190.813628 = -310462.882443 nChanged 105 SP:Iteration 12Q (192.518319 sec): 3 clusters Score: Raw -316756.829726 + Penalty 6190.813628 = -310566.016098 nChanged 103 SP:Iteration 13Q (192.601769 sec): 3 clusters Score: Raw -316841.221945 + Penalty 6190.813628 = -310650.408317 nChanged 70 SP:Iteration 14Q (192.678776 sec): 3 clusters Score: Raw -316901.566979 + Penalty 6190.813628 = -310710.753351 nChanged 59 SP:Iteration 15Q (192.772870 sec): 3 clusters Score: Raw -316939.241302 + Penalty 6190.813628 = -310748.427674 nChanged 53 SP:Iteration 16Q (192.862263 sec): 3 clusters Score: Raw -316976.257368 + Penalty 6190.813628 = -310785.443740 nChanged 44 SP:Iteration 17Q (192.954467 sec): 3 clusters Score: Raw -317005.221913 + Penalty 6190.813628 = -310814.408285 nChanged 30 SP:Iteration 18Q (193.075038 sec): 3 clusters Score: Raw -317022.769896 + Penalty 6190.813628 = -310831.956268 nChanged 27 SP:Iteration 19Q (193.149780 sec): 3 clusters Score: Raw -317039.321564 + Penalty 6190.813628 = -310848.507936 nChanged 26 SP:Iteration 20F (193.245173 sec): 3 clusters Score: Raw -317055.354972 + Penalty 6190.813628 = -310864.541343 nChanged 25 SP:Iteration 21Q (193.346629 sec): 3 clusters Score: Raw -317069.941459 + Penalty 6190.813628 = -310879.127831 nChanged 18 SP:Iteration 22Q (193.443307 sec): 3 clusters Score: Raw -317079.815007 + Penalty 6190.813628 = -310889.001379 nChanged 17 SP:Iteration 23Q (193.536817 sec): 3 clusters Score: Raw -317088.315343 + Penalty 6190.813628 = -310897.501715 nChanged 10 SP:Iteration 24Q (193.614709 sec): 3 clusters Score: Raw -317091.770693 + Penalty 6190.813628 = -310900.957065 nChanged 7 SP:Iteration 25Q (193.700305 sec): 3 clusters Score: Raw -317096.289782 + Penalty 6190.813628 = -310905.476154 nChanged 8 SP:Iteration 26Q (193.799541 sec): 3 clusters Score: Raw -317099.244869 + Penalty 6190.813628 = -310908.431241 nChanged 3 SP:Iteration 27Q (193.913642 sec): 3 clusters Score: Raw -317100.675798 + Penalty 6190.813628 = -310909.862170 nChanged 5 SP:Iteration 28Q (193.999975 sec): 3 clusters Score: Raw -317102.665733 + Penalty 6190.813628 = -310911.852104 nChanged 5 SP:Iteration 29Q (194.096531 sec): 3 clusters Score: Raw -317104.672673 + Penalty 6190.813628 = -310913.859045 nChanged 4 SP:Iteration 30Q (194.183477 sec): 3 clusters Score: Raw -317106.066335 + Penalty 6190.813628 = -310915.252707 nChanged 4 SP:Iteration 31Q (194.283697 sec): 3 clusters Score: Raw -317108.067536 + Penalty 6190.813628 = -310917.253908 nChanged 5 SP:Iteration 32Q (194.375042 sec): 3 clusters Score: Raw -317109.823660 + Penalty 6190.813628 = -310919.010032 nChanged 1 SP:Iteration 33Q (194.449454 sec): 3 clusters Score: Raw -317110.132245 + Penalty 6190.813628 = -310919.318617 nChanged 1 SP:Iteration 34Q (194.539108 sec): 3 clusters Score: Raw -317110.438947 + Penalty 6190.813628 = -310919.625319 nChanged 0 SP:Iteration 35F (194.652051 sec): 3 clusters Score: Raw -317110.438947 + Penalty 6190.813628 = -310919.625319 nChanged 0 Trying to split cluster 9 (4437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.711723 sec): 2 clusters Score: Raw -366182.516387 + Penalty 3111.360355 = -363071.156032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (194.816147 sec): 3 clusters Score: Raw -364411.880193 + Penalty 6222.720710 = -358189.159483 nChanged 1574 SP:Iteration 1F (194.901286 sec): 3 clusters Score: Raw -365642.552381 + Penalty 6222.720710 = -359419.831671 nChanged 416 SP:Iteration 2F (194.992176 sec): 3 clusters Score: Raw -366075.090120 + Penalty 6222.720710 = -359852.369410 nChanged 285 SP:Iteration 3F (195.093484 sec): 3 clusters Score: Raw -366429.327789 + Penalty 6222.720710 = -360206.607079 nChanged 248 SP:Iteration 4F (195.166096 sec): 3 clusters Score: Raw -366784.865889 + Penalty 6222.720710 = -360562.145179 nChanged 237 SP:Iteration 5F (195.272733 sec): 3 clusters Score: Raw -367123.991608 + Penalty 6222.720710 = -360901.270899 nChanged 236 SP:Iteration 6F (195.369866 sec): 3 clusters Score: Raw -367423.271839 + Penalty 6222.720710 = -361200.551130 nChanged 188 SP:Iteration 7Q (195.449179 sec): 3 clusters Score: Raw -367626.017116 + Penalty 6222.720710 = -361403.296406 nChanged 133 SP:Iteration 8Q (195.564456 sec): 3 clusters Score: Raw -367767.650550 + Penalty 6222.720710 = -361544.929840 nChanged 93 SP:Iteration 9Q (195.642762 sec): 3 clusters Score: Raw -367849.060750 + Penalty 6222.720710 = -361626.340040 nChanged 71 SP:Iteration 10Q (195.752811 sec): 3 clusters Score: Raw -367906.370707 + Penalty 6222.720710 = -361683.649997 nChanged 51 SP:Iteration 11Q (195.842891 sec): 3 clusters Score: Raw -367943.130687 + Penalty 6222.720710 = -361720.409977 nChanged 45 SP:Iteration 12Q (195.942293 sec): 3 clusters Score: Raw -367968.204966 + Penalty 6222.720710 = -361745.484256 nChanged 34 SP:Iteration 13Q (196.027708 sec): 3 clusters Score: Raw -367990.462738 + Penalty 6222.720710 = -361767.742029 nChanged 31 SP:Iteration 14Q (196.125039 sec): 3 clusters Score: Raw -368011.407361 + Penalty 6222.720710 = -361788.686651 nChanged 32 SP:Iteration 15Q (196.236188 sec): 3 clusters Score: Raw -368028.067307 + Penalty 6222.720710 = -361805.346598 nChanged 21 SP:Iteration 16Q (196.331755 sec): 3 clusters Score: Raw -368038.729471 + Penalty 6222.720710 = -361816.008761 nChanged 14 SP:Iteration 17Q (196.425174 sec): 3 clusters Score: Raw -368047.700176 + Penalty 6222.720710 = -361824.979466 nChanged 13 SP:Iteration 18Q (196.506459 sec): 3 clusters Score: Raw -368057.955800 + Penalty 6222.720710 = -361835.235091 nChanged 11 SP:Iteration 19Q (196.611361 sec): 3 clusters Score: Raw -368066.556353 + Penalty 6222.720710 = -361843.835643 nChanged 12 SP:Iteration 20F (196.704564 sec): 3 clusters Score: Raw -368072.400831 + Penalty 6222.720710 = -361849.680121 nChanged 7 SP:Iteration 21Q (196.794378 sec): 3 clusters Score: Raw -368078.059538 + Penalty 6222.720710 = -361855.338828 nChanged 7 SP:Iteration 22Q (196.882910 sec): 3 clusters Score: Raw -368081.463969 + Penalty 6222.720710 = -361858.743259 nChanged 6 SP:Iteration 23Q (197.005997 sec): 3 clusters Score: Raw -368084.198821 + Penalty 6222.720710 = -361861.478111 nChanged 4 SP:Iteration 24Q (197.101203 sec): 3 clusters Score: Raw -368085.936012 + Penalty 6222.720710 = -361863.215302 nChanged 3 SP:Iteration 25Q (197.177629 sec): 3 clusters Score: Raw -368087.190456 + Penalty 6222.720710 = -361864.469746 nChanged 2 SP:Iteration 26Q (197.270893 sec): 3 clusters Score: Raw -368088.235291 + Penalty 6222.720710 = -361865.514581 nChanged 2 SP:Iteration 27Q (197.378118 sec): 3 clusters Score: Raw -368089.710335 + Penalty 6222.720710 = -361866.989625 nChanged 1 SP:Iteration 28Q (197.478015 sec): 3 clusters Score: Raw -368090.115003 + Penalty 6222.720710 = -361867.394293 nChanged 1 SP:Iteration 29Q (197.573492 sec): 3 clusters Score: Raw -368090.970726 + Penalty 6222.720710 = -361868.250016 nChanged 1 SP:Iteration 30Q (197.672881 sec): 3 clusters Score: Raw -368091.618376 + Penalty 6222.720710 = -361868.897666 nChanged 1 SP:Iteration 31Q (197.752253 sec): 3 clusters Score: Raw -368092.576408 + Penalty 6222.720710 = -361869.855698 nChanged 2 SP:Iteration 32Q (197.844003 sec): 3 clusters Score: Raw -368093.257634 + Penalty 6222.720710 = -361870.536924 nChanged 0 SP:Iteration 33F (197.946625 sec): 3 clusters Score: Raw -368093.257634 + Penalty 6222.720710 = -361870.536924 nChanged 0 Trying to split cluster 10 (3989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (197.984494 sec): 2 clusters Score: Raw -313176.267046 + Penalty 3071.925113 = -310104.341933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (198.101105 sec): 3 clusters Score: Raw -311611.413474 + Penalty 6143.850226 = -305467.563248 nChanged 1356 SP:Iteration 1F (198.180754 sec): 3 clusters Score: Raw -312711.558762 + Penalty 6143.850226 = -306567.708536 nChanged 363 SP:Iteration 2F (198.279246 sec): 3 clusters Score: Raw -313103.784629 + Penalty 6143.850226 = -306959.934403 nChanged 232 SP:Iteration 3F (198.366653 sec): 3 clusters Score: Raw -313352.640608 + Penalty 6143.850226 = -307208.790382 nChanged 179 SP:Iteration 4Q (198.470564 sec): 3 clusters Score: Raw -313543.514535 + Penalty 6143.850226 = -307399.664308 nChanged 159 SP:Iteration 5Q (198.569954 sec): 3 clusters Score: Raw -313708.594768 + Penalty 6143.850226 = -307564.744542 nChanged 133 SP:Iteration 6Q (198.655463 sec): 3 clusters Score: Raw -313863.074955 + Penalty 6143.850226 = -307719.224729 nChanged 157 SP:Iteration 7Q (198.738888 sec): 3 clusters Score: Raw -314038.452949 + Penalty 6143.850226 = -307894.602722 nChanged 143 SP:Iteration 8Q (198.828192 sec): 3 clusters Score: Raw -314173.942001 + Penalty 6143.850226 = -308030.091774 nChanged 119 SP:Iteration 9Q (198.934232 sec): 3 clusters Score: Raw -314279.470810 + Penalty 6143.850226 = -308135.620583 nChanged 112 SP:Iteration 10Q (199.015619 sec): 3 clusters Score: Raw -314374.197646 + Penalty 6143.850226 = -308230.347419 nChanged 96 SP:Iteration 11Q (199.111377 sec): 3 clusters Score: Raw -314469.572639 + Penalty 6143.850226 = -308325.722413 nChanged 90 SP:Iteration 12Q (199.211493 sec): 3 clusters Score: Raw -314542.509088 + Penalty 6143.850226 = -308398.658861 nChanged 64 SP:Iteration 13Q (199.302024 sec): 3 clusters Score: Raw -314595.584303 + Penalty 6143.850226 = -308451.734077 nChanged 48 SP:Iteration 14Q (199.399946 sec): 3 clusters Score: Raw -314629.294135 + Penalty 6143.850226 = -308485.443909 nChanged 48 SP:Iteration 15Q (199.491099 sec): 3 clusters Score: Raw -314668.862916 + Penalty 6143.850226 = -308525.012689 nChanged 46 SP:Iteration 16Q (199.574779 sec): 3 clusters Score: Raw -314707.814559 + Penalty 6143.850226 = -308563.964333 nChanged 39 SP:Iteration 17Q (199.672987 sec): 3 clusters Score: Raw -314741.718811 + Penalty 6143.850226 = -308597.868584 nChanged 41 SP:Iteration 18Q (199.758112 sec): 3 clusters Score: Raw -314786.134965 + Penalty 6143.850226 = -308642.284739 nChanged 42 SP:Iteration 19Q (199.841636 sec): 3 clusters Score: Raw -314827.786573 + Penalty 6143.850226 = -308683.936347 nChanged 44 SP:Iteration 20F (199.947814 sec): 3 clusters Score: Raw -314876.740910 + Penalty 6143.850226 = -308732.890684 nChanged 47 SP:Iteration 21Q (200.031735 sec): 3 clusters Score: Raw -314924.572764 + Penalty 6143.850226 = -308780.722537 nChanged 54 SP:Iteration 22Q (200.131054 sec): 3 clusters Score: Raw -314988.119072 + Penalty 6143.850226 = -308844.268846 nChanged 61 SP:Iteration 23Q (200.229378 sec): 3 clusters Score: Raw -315057.669632 + Penalty 6143.850226 = -308913.819405 nChanged 60 SP:Iteration 24Q (200.323403 sec): 3 clusters Score: Raw -315113.825589 + Penalty 6143.850226 = -308969.975362 nChanged 37 SP:Iteration 25Q (200.408581 sec): 3 clusters Score: Raw -315146.704225 + Penalty 6143.850226 = -309002.853998 nChanged 35 SP:Iteration 26Q (200.491349 sec): 3 clusters Score: Raw -315170.843079 + Penalty 6143.850226 = -309026.992853 nChanged 32 SP:Iteration 27Q (200.574177 sec): 3 clusters Score: Raw -315201.666424 + Penalty 6143.850226 = -309057.816197 nChanged 42 SP:Iteration 28Q (200.689822 sec): 3 clusters Score: Raw -315245.339641 + Penalty 6143.850226 = -309101.489415 nChanged 49 SP:Iteration 29Q (200.764464 sec): 3 clusters Score: Raw -315312.829264 + Penalty 6143.850226 = -309168.979038 nChanged 56 SP:Iteration 30Q (200.863706 sec): 3 clusters Score: Raw -315403.232136 + Penalty 6143.850226 = -309259.381910 nChanged 66 SP:Iteration 31Q (200.966935 sec): 3 clusters Score: Raw -315509.435947 + Penalty 6143.850226 = -309365.585721 nChanged 62 SP:Iteration 32Q (201.048628 sec): 3 clusters Score: Raw -315642.009890 + Penalty 6143.850226 = -309498.159664 nChanged 75 SP:Iteration 33Q (201.148493 sec): 3 clusters Score: Raw -315823.600009 + Penalty 6143.850226 = -309679.749783 nChanged 76 SP:Iteration 34Q (201.235900 sec): 3 clusters Score: Raw -316032.001912 + Penalty 6143.850226 = -309888.151685 nChanged 64 SP:Iteration 35Q (201.325208 sec): 3 clusters Score: Raw -316158.584964 + Penalty 6143.850226 = -310014.734737 nChanged 58 SP:Iteration 36Q (201.413014 sec): 3 clusters Score: Raw -316267.365644 + Penalty 6143.850226 = -310123.515417 nChanged 58 SP:Iteration 37Q (201.506368 sec): 3 clusters Score: Raw -316368.409865 + Penalty 6143.850226 = -310224.559639 nChanged 50 SP:Iteration 38Q (201.588487 sec): 3 clusters Score: Raw -316459.170144 + Penalty 6143.850226 = -310315.319918 nChanged 53 SP:Iteration 39Q (201.676052 sec): 3 clusters Score: Raw -316538.407452 + Penalty 6143.850226 = -310394.557226 nChanged 34 SP:Iteration 40F (201.762260 sec): 3 clusters Score: Raw -316588.093897 + Penalty 6143.850226 = -310444.243671 nChanged 27 SP:Iteration 41Q (201.861825 sec): 3 clusters Score: Raw -316624.437624 + Penalty 6143.850226 = -310480.587397 nChanged 23 SP:Iteration 42Q (201.954499 sec): 3 clusters Score: Raw -316657.103021 + Penalty 6143.850226 = -310513.252795 nChanged 26 SP:Iteration 43Q (202.040743 sec): 3 clusters Score: Raw -316741.006574 + Penalty 6143.850226 = -310597.156348 nChanged 32 SP:Iteration 44Q (202.130530 sec): 3 clusters Score: Raw -316947.971113 + Penalty 6143.850226 = -310804.120887 nChanged 25 SP:Iteration 45Q (202.241427 sec): 3 clusters Score: Raw -316992.877193 + Penalty 6143.850226 = -310849.026966 nChanged 18 SP:Iteration 46Q (202.355838 sec): 3 clusters Score: Raw -317012.306309 + Penalty 6143.850226 = -310868.456083 nChanged 8 SP:Iteration 47Q (202.442365 sec): 3 clusters Score: Raw -317018.867530 + Penalty 6143.850226 = -310875.017304 nChanged 7 SP:Iteration 48Q (202.567075 sec): 3 clusters Score: Raw -317022.915852 + Penalty 6143.850226 = -310879.065625 nChanged 2 SP:Iteration 49Q (202.655409 sec): 3 clusters Score: Raw -317024.011603 + Penalty 6143.850226 = -310880.161377 nChanged 0 SP:Iteration 50F (202.771741 sec): 3 clusters Score: Raw -317024.011603 + Penalty 6143.850226 = -310880.161377 nChanged 0 Score: Raw -3288088.572412 + Penalty 43283.241559 = -3244805.330853 Splitting cluster 10 changes total score from -3244892.426438 to -3244805.330853 So it's not getting split. Time taken for this iteration:202.786175 seconds. 2->11 Clusters: Score -3244892.426438, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 3 clusters... ------ Clustering full data set of 40960 points ------ SP: Assigned 3 initial classes randomly. Iteration 0F (203.856243 sec): 3 clusters Score: Raw -3053819.038762 + Penalty 7869.680283 = -3045949.358479 nChanged 18852 Iteration 1F (204.032410 sec): 3 clusters Score: Raw -3079422.224411 + Penalty 7869.680283 = -3071552.544128 nChanged 7846 Iteration 2F (204.224969 sec): 3 clusters Score: Raw -3116643.307186 + Penalty 7869.680283 = -3108773.626903 nChanged 8364 Iteration 3F (204.412328 sec): 3 clusters Score: Raw -3155602.279687 + Penalty 7869.680283 = -3147732.599403 nChanged 3912 Iteration 4F (204.597890 sec): 3 clusters Score: Raw -3176858.432875 + Penalty 7869.680283 = -3168988.752592 nChanged 1797 Iteration 5Q (204.773357 sec): 3 clusters Score: Raw -3186034.100683 + Penalty 7869.680283 = -3178164.420399 nChanged 963 Iteration 6Q (204.946635 sec): 3 clusters Score: Raw -3186962.375108 + Penalty 7869.680283 = -3179092.694824 nChanged 414 Iteration 7Q (205.116015 sec): 3 clusters Score: Raw -3187192.073567 + Penalty 7869.680283 = -3179322.393284 nChanged 218 Iteration 8Q (205.295852 sec): 3 clusters Score: Raw -3187262.062131 + Penalty 7869.680283 = -3179392.381848 nChanged 131 Iteration 9Q (205.459565 sec): 3 clusters Score: Raw -3187288.237616 + Penalty 7869.680283 = -3179418.557333 nChanged 77 Iteration 10Q (205.637897 sec): 3 clusters Score: Raw -3187298.634258 + Penalty 7869.680283 = -3179428.953975 nChanged 52 Iteration 11Q (205.798781 sec): 3 clusters Score: Raw -3187303.805443 + Penalty 7869.680283 = -3179434.125159 nChanged 39 Iteration 12Q (205.963743 sec): 3 clusters Score: Raw -3187307.216666 + Penalty 7869.680283 = -3179437.536383 nChanged 20 Iteration 13Q (206.127740 sec): 3 clusters Score: Raw -3187308.587380 + Penalty 7869.680283 = -3179438.907097 nChanged 14 Iteration 14Q (206.295491 sec): 3 clusters Score: Raw -3187309.549493 + Penalty 7869.680283 = -3179439.869209 nChanged 12 Iteration 15Q (206.468233 sec): 3 clusters Score: Raw -3187310.364560 + Penalty 7869.680283 = -3179440.684277 nChanged 10 Iteration 16Q (206.633905 sec): 3 clusters Score: Raw -3187310.985753 + Penalty 7869.680283 = -3179441.305470 nChanged 8 Iteration 17Q (206.802369 sec): 3 clusters Score: Raw -3187311.986407 + Penalty 7869.680283 = -3179442.306124 nChanged 9 Iteration 18Q (206.982111 sec): 3 clusters Score: Raw -3187312.527668 + Penalty 7869.680283 = -3179442.847385 nChanged 5 Iteration 19Q (207.154972 sec): 3 clusters Score: Raw -3187312.824218 + Penalty 7869.680283 = -3179443.143934 nChanged 7 Writing temp clu file Because OldScore, -3179442.847385, is greater than current (better) Score,-3179443.143934 Compute initial score before splitting: Score: Raw -3187312.824218 + Penalty 7869.680283 = -3179443.143934 Trying to split cluster 1 (26409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.319217 sec): 2 clusters Score: Raw -2235638.847582 + Penalty 3772.230982 = -2231866.616600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.468627 sec): 3 clusters Score: Raw -2220731.869591 + Penalty 7544.461964 = -2213187.407627 nChanged 11595 SP:Iteration 1F (207.608551 sec): 3 clusters Score: Raw -2231175.732972 + Penalty 7544.461964 = -2223631.271009 nChanged 3576 SP:Iteration 2F (207.774458 sec): 3 clusters Score: Raw -2240061.809665 + Penalty 7544.461964 = -2232517.347701 nChanged 3514 SP:Iteration 3F (207.927697 sec): 3 clusters Score: Raw -2248890.415943 + Penalty 7544.461964 = -2241345.953979 nChanged 2566 SP:Iteration 4F (208.080085 sec): 3 clusters Score: Raw -2253893.110031 + Penalty 7544.461964 = -2246348.648067 nChanged 1544 SP:Iteration 5F (208.216666 sec): 3 clusters Score: Raw -2256107.537940 + Penalty 7544.461964 = -2248563.075976 nChanged 1156 SP:Iteration 6Q (208.360408 sec): 3 clusters Score: Raw -2258393.866540 + Penalty 7544.461964 = -2250849.404576 nChanged 906 SP:Iteration 7Q (208.495700 sec): 3 clusters Score: Raw -2260491.812895 + Penalty 7544.461964 = -2252947.350931 nChanged 579 SP:Iteration 8Q (208.648116 sec): 3 clusters Score: Raw -2261543.164770 + Penalty 7544.461964 = -2253998.702806 nChanged 222 SP:Iteration 9Q (208.786306 sec): 3 clusters Score: Raw -2261734.786092 + Penalty 7544.461964 = -2254190.324128 nChanged 79 SP:Iteration 10Q (208.914941 sec): 3 clusters Score: Raw -2261758.932051 + Penalty 7544.461964 = -2254214.470087 nChanged 21 SP:Iteration 11Q (209.052214 sec): 3 clusters Score: Raw -2261762.861063 + Penalty 7544.461964 = -2254218.399099 nChanged 5 SP:Iteration 12Q (209.181825 sec): 3 clusters Score: Raw -2261763.556436 + Penalty 7544.461964 = -2254219.094472 nChanged 0 SP:Iteration 13F (209.323855 sec): 3 clusters Score: Raw -2261763.556436 + Penalty 7544.461964 = -2254219.094472 nChanged 0 Score: Raw -3213437.842866 + Penalty 11804.520425 = -3201633.322441 Splitting cluster 1 changes total score from -3179443.143934 to -3201633.322441 So it's getting split into cluster 3. Trying to split cluster 2 (14512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (209.672726 sec): 2 clusters Score: Raw -978592.232154 + Penalty 3550.401899 = -975041.830254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.790311 sec): 3 clusters Score: Raw -971384.649051 + Penalty 7100.803799 = -964283.845252 nChanged 6187 SP:Iteration 1F (209.919838 sec): 3 clusters Score: Raw -980553.527920 + Penalty 7100.803799 = -973452.724121 nChanged 2429 SP:Iteration 2F (210.034997 sec): 3 clusters Score: Raw -986521.815727 + Penalty 7100.803799 = -979421.011928 nChanged 1805 SP:Iteration 3F (210.164520 sec): 3 clusters Score: Raw -990118.804824 + Penalty 7100.803799 = -983018.001026 nChanged 1179 SP:Iteration 4F (210.275925 sec): 3 clusters Score: Raw -992663.641076 + Penalty 7100.803799 = -985562.837278 nChanged 844 SP:Iteration 5F (210.395301 sec): 3 clusters Score: Raw -994140.229365 + Penalty 7100.803799 = -987039.425566 nChanged 568 SP:Iteration 6Q (210.517615 sec): 3 clusters Score: Raw -994892.096284 + Penalty 7100.803799 = -987791.292485 nChanged 382 SP:Iteration 7Q (210.636355 sec): 3 clusters Score: Raw -995232.040712 + Penalty 7100.803799 = -988131.236913 nChanged 242 SP:Iteration 8Q (210.777825 sec): 3 clusters Score: Raw -995391.955687 + Penalty 7100.803799 = -988291.151888 nChanged 164 SP:Iteration 9Q (210.872261 sec): 3 clusters Score: Raw -995486.425174 + Penalty 7100.803799 = -988385.621375 nChanged 108 SP:Iteration 10Q (210.993502 sec): 3 clusters Score: Raw -995554.361906 + Penalty 7100.803799 = -988453.558108 nChanged 91 SP:Iteration 11Q (211.119939 sec): 3 clusters Score: Raw -995609.378515 + Penalty 7100.803799 = -988508.574716 nChanged 69 SP:Iteration 12Q (211.216937 sec): 3 clusters Score: Raw -995653.598309 + Penalty 7100.803799 = -988552.794510 nChanged 50 SP:Iteration 13Q (211.338286 sec): 3 clusters Score: Raw -995728.811303 + Penalty 7100.803799 = -988628.007504 nChanged 40 SP:Iteration 14Q (211.473947 sec): 3 clusters Score: Raw -995810.257082 + Penalty 7100.803799 = -988709.453283 nChanged 47 SP:Iteration 15Q (211.578091 sec): 3 clusters Score: Raw -995894.609315 + Penalty 7100.803799 = -988793.805516 nChanged 39 SP:Iteration 16Q (211.695705 sec): 3 clusters Score: Raw -995941.417089 + Penalty 7100.803799 = -988840.613290 nChanged 35 SP:Iteration 17Q (211.833877 sec): 3 clusters Score: Raw -995956.090191 + Penalty 7100.803799 = -988855.286392 nChanged 22 SP:Iteration 18Q (211.952092 sec): 3 clusters Score: Raw -995961.066740 + Penalty 7100.803799 = -988860.262941 nChanged 9 SP:Iteration 19Q (212.047781 sec): 3 clusters Score: Raw -995962.885342 + Penalty 7100.803799 = -988862.081543 nChanged 5 SP:Iteration 20F (212.192818 sec): 3 clusters Score: Raw -995994.676717 + Penalty 7100.803799 = -988893.872918 nChanged 14 SP:Iteration 21Q (212.307648 sec): 3 clusters Score: Raw -996136.786856 + Penalty 7100.803799 = -989035.983057 nChanged 48 SP:Iteration 22Q (212.403678 sec): 3 clusters Score: Raw -996309.351359 + Penalty 7100.803799 = -989208.547560 nChanged 71 SP:Iteration 23Q (212.513776 sec): 3 clusters Score: Raw -996486.112674 + Penalty 7100.803799 = -989385.308875 nChanged 65 SP:Iteration 24Q (212.651121 sec): 3 clusters Score: Raw -996532.414769 + Penalty 7100.803799 = -989431.610970 nChanged 37 SP:Iteration 25Q (212.753733 sec): 3 clusters Score: Raw -996541.317478 + Penalty 7100.803799 = -989440.513679 nChanged 14 SP:Iteration 26Q (212.867358 sec): 3 clusters Score: Raw -996543.905356 + Penalty 7100.803799 = -989443.101558 nChanged 3 SP:Iteration 27Q (212.973442 sec): 3 clusters Score: Raw -996544.274768 + Penalty 7100.803799 = -989443.470969 nChanged 2 SP:Iteration 28Q (213.112796 sec): 3 clusters Score: Raw -996544.537772 + Penalty 7100.803799 = -989443.733973 nChanged 0 SP:Iteration 29F (213.218824 sec): 3 clusters Score: Raw -996544.537772 + Penalty 7100.803799 = -989443.733973 nChanged 0 Score: Raw -3231390.148485 + Penalty 15739.360567 = -3215650.787918 Splitting cluster 2 changes total score from -3179443.143934 to -3215650.787918 So it's getting split into cluster 4. Iteration 20F (213.978698 sec): 5 clusters Score: Raw -3234480.073990 + Penalty 15739.360567 = -3218740.713423 nChanged 1284 Iteration 21Q (214.287285 sec): 5 clusters Score: Raw -3235810.532442 + Penalty 15739.360567 = -3220071.171875 nChanged 675 Iteration 22Q (214.575221 sec): 5 clusters Score: Raw -3236265.184903 + Penalty 15739.360567 = -3220525.824336 nChanged 477 Iteration 23Q (214.863835 sec): 5 clusters Score: Raw -3236515.368685 + Penalty 15739.360567 = -3220776.008118 nChanged 370 Iteration 24Q (215.167939 sec): 5 clusters Score: Raw -3236694.346197 + Penalty 15739.360567 = -3220954.985630 nChanged 302 Iteration 25Q (215.458091 sec): 5 clusters Score: Raw -3236828.328541 + Penalty 15739.360567 = -3221088.967974 nChanged 241 Iteration 26Q (215.758372 sec): 5 clusters Score: Raw -3236914.711717 + Penalty 15739.360567 = -3221175.351150 nChanged 215 Iteration 27Q (216.046001 sec): 5 clusters Score: Raw -3236988.861907 + Penalty 15739.360567 = -3221249.501340 nChanged 207 Iteration 28Q (216.332740 sec): 5 clusters Score: Raw -3237066.008713 + Penalty 15739.360567 = -3221326.648146 nChanged 181 Iteration 29Q (216.617075 sec): 5 clusters Score: Raw -3237124.267134 + Penalty 15739.360567 = -3221384.906567 nChanged 178 Iteration 30Q (216.906480 sec): 5 clusters Score: Raw -3237179.330500 + Penalty 15739.360567 = -3221439.969933 nChanged 160 Iteration 31Q (217.176568 sec): 5 clusters Score: Raw -3237226.309239 + Penalty 15739.360567 = -3221486.948672 nChanged 141 Iteration 32Q (217.468219 sec): 5 clusters Score: Raw -3237268.589418 + Penalty 15739.360567 = -3221529.228851 nChanged 124 Iteration 33Q (217.746195 sec): 5 clusters Score: Raw -3237304.441824 + Penalty 15739.360567 = -3221565.081257 nChanged 139 Iteration 34Q (218.056268 sec): 5 clusters Score: Raw -3237351.556312 + Penalty 15739.360567 = -3221612.195745 nChanged 131 Iteration 35Q (218.338329 sec): 5 clusters Score: Raw -3237389.585545 + Penalty 15739.360567 = -3221650.224978 nChanged 121 Iteration 36Q (218.618225 sec): 5 clusters Score: Raw -3237420.551728 + Penalty 15739.360567 = -3221681.191161 nChanged 108 Iteration 37Q (218.897354 sec): 5 clusters Score: Raw -3237444.911533 + Penalty 15739.360567 = -3221705.550966 nChanged 96 Iteration 38Q (219.180403 sec): 5 clusters Score: Raw -3237469.646690 + Penalty 15739.360567 = -3221730.286123 nChanged 97 Iteration 39Q (219.463178 sec): 5 clusters Score: Raw -3237501.263603 + Penalty 15739.360567 = -3221761.903036 nChanged 75 Iteration 40F (219.801451 sec): 5 clusters Score: Raw -3237535.587498 + Penalty 15739.360567 = -3221796.226931 nChanged 86 Iteration 41Q (220.097659 sec): 5 clusters Score: Raw -3237571.646009 + Penalty 15739.360567 = -3221832.285442 nChanged 101 Iteration 42Q (220.398814 sec): 5 clusters Score: Raw -3237612.619277 + Penalty 15739.360567 = -3221873.258710 nChanged 97 Iteration 43Q (220.681772 sec): 5 clusters Score: Raw -3237663.539943 + Penalty 15739.360567 = -3221924.179376 nChanged 116 Iteration 44Q (220.974230 sec): 5 clusters Score: Raw -3237743.978148 + Penalty 15739.360567 = -3222004.617581 nChanged 113 Iteration 45Q (221.247825 sec): 5 clusters Score: Raw -3237859.388396 + Penalty 15739.360567 = -3222120.027830 nChanged 130 Iteration 46Q (221.535660 sec): 5 clusters Score: Raw -3238009.055768 + Penalty 15739.360567 = -3222269.695201 nChanged 134 Iteration 47Q (221.826279 sec): 5 clusters Score: Raw -3238157.146153 + Penalty 15739.360567 = -3222417.785586 nChanged 110 Iteration 48Q (222.099430 sec): 5 clusters Score: Raw -3238215.161216 + Penalty 15739.360567 = -3222475.800649 nChanged 86 Iteration 49Q (222.395785 sec): 5 clusters Score: Raw -3238236.935562 + Penalty 15739.360567 = -3222497.574995 nChanged 74 Iteration 50Q (222.691485 sec): 5 clusters Score: Raw -3238250.335477 + Penalty 15739.360567 = -3222510.974910 nChanged 71 Iteration 51Q (222.978515 sec): 5 clusters Score: Raw -3238261.122168 + Penalty 15739.360567 = -3222521.761601 nChanged 51 Iteration 52Q (223.267786 sec): 5 clusters Score: Raw -3238270.157616 + Penalty 15739.360567 = -3222530.797049 nChanged 57 Iteration 53Q (223.549335 sec): 5 clusters Score: Raw -3238279.639011 + Penalty 15739.360567 = -3222540.278444 nChanged 43 Iteration 54Q (223.863741 sec): 5 clusters Score: Raw -3238286.866107 + Penalty 15739.360567 = -3222547.505540 nChanged 29 Iteration 55Q (224.152309 sec): 5 clusters Score: Raw -3238291.503255 + Penalty 15739.360567 = -3222552.142688 nChanged 25 Iteration 56Q (224.443225 sec): 5 clusters Score: Raw -3238294.907654 + Penalty 15739.360567 = -3222555.547087 nChanged 19 Iteration 57Q (224.738202 sec): 5 clusters Score: Raw -3238297.637949 + Penalty 15739.360567 = -3222558.277382 nChanged 19 Iteration 58Q (225.039625 sec): 5 clusters Score: Raw -3238300.475533 + Penalty 15739.360567 = -3222561.114966 nChanged 19 Writing temp clu file Because OldScore, -3222558.277382, is greater than current (better) Score,-3222561.114966 Compute initial score before splitting: Score: Raw -3238300.475533 + Penalty 15739.360567 = -3222561.114966 Trying to split cluster 1 (14281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.152127 sec): 2 clusters Score: Raw -1242622.624045 + Penalty 3544.456889 = -1239078.167156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.276964 sec): 3 clusters Score: Raw -1235039.311780 + Penalty 7088.913779 = -1227950.398002 nChanged 5855 SP:Iteration 1F (225.382698 sec): 3 clusters Score: Raw -1238467.212290 + Penalty 7088.913779 = -1231378.298511 nChanged 1158 SP:Iteration 2F (225.510325 sec): 3 clusters Score: Raw -1239377.968977 + Penalty 7088.913779 = -1232289.055198 nChanged 1115 SP:Iteration 3F (225.635739 sec): 3 clusters Score: Raw -1240485.276696 + Penalty 7088.913779 = -1233396.362917 nChanged 1223 SP:Iteration 4F (225.739774 sec): 3 clusters Score: Raw -1241884.323124 + Penalty 7088.913779 = -1234795.409345 nChanged 1319 SP:Iteration 5F (225.876112 sec): 3 clusters Score: Raw -1243554.345811 + Penalty 7088.913779 = -1236465.432032 nChanged 1144 SP:Iteration 6F (225.988123 sec): 3 clusters Score: Raw -1244758.009671 + Penalty 7088.913779 = -1237669.095892 nChanged 768 SP:Iteration 7F (226.106626 sec): 3 clusters Score: Raw -1245350.026082 + Penalty 7088.913779 = -1238261.112303 nChanged 497 SP:Iteration 8Q (226.237759 sec): 3 clusters Score: Raw -1245647.543152 + Penalty 7088.913779 = -1238558.629374 nChanged 331 SP:Iteration 9Q (226.352234 sec): 3 clusters Score: Raw -1245802.446053 + Penalty 7088.913779 = -1238713.532274 nChanged 233 SP:Iteration 10Q (226.464168 sec): 3 clusters Score: Raw -1245900.965871 + Penalty 7088.913779 = -1238812.052092 nChanged 171 SP:Iteration 11Q (226.587756 sec): 3 clusters Score: Raw -1245960.539236 + Penalty 7088.913779 = -1238871.625457 nChanged 130 SP:Iteration 12Q (226.715805 sec): 3 clusters Score: Raw -1246001.559421 + Penalty 7088.913779 = -1238912.645642 nChanged 107 SP:Iteration 13Q (226.826793 sec): 3 clusters Score: Raw -1246034.673093 + Penalty 7088.913779 = -1238945.759314 nChanged 80 SP:Iteration 14Q (226.944954 sec): 3 clusters Score: Raw -1246056.009324 + Penalty 7088.913779 = -1238967.095545 nChanged 55 SP:Iteration 15Q (227.047634 sec): 3 clusters Score: Raw -1246071.977116 + Penalty 7088.913779 = -1238983.063337 nChanged 66 SP:Iteration 16Q (227.189801 sec): 3 clusters Score: Raw -1246089.395944 + Penalty 7088.913779 = -1239000.482166 nChanged 47 SP:Iteration 17Q (227.302504 sec): 3 clusters Score: Raw -1246101.133821 + Penalty 7088.913779 = -1239012.220042 nChanged 41 SP:Iteration 18Q (227.424160 sec): 3 clusters Score: Raw -1246111.101725 + Penalty 7088.913779 = -1239022.187946 nChanged 37 SP:Iteration 19Q (227.535725 sec): 3 clusters Score: Raw -1246119.734521 + Penalty 7088.913779 = -1239030.820743 nChanged 35 SP:Iteration 20F (227.665146 sec): 3 clusters Score: Raw -1246128.091248 + Penalty 7088.913779 = -1239039.177469 nChanged 42 SP:Iteration 21Q (227.793325 sec): 3 clusters Score: Raw -1246136.826618 + Penalty 7088.913779 = -1239047.912840 nChanged 35 SP:Iteration 22Q (227.909927 sec): 3 clusters Score: Raw -1246146.532175 + Penalty 7088.913779 = -1239057.618397 nChanged 36 SP:Iteration 23Q (228.024640 sec): 3 clusters Score: Raw -1246154.464755 + Penalty 7088.913779 = -1239065.550977 nChanged 31 SP:Iteration 24Q (228.154216 sec): 3 clusters Score: Raw -1246159.980835 + Penalty 7088.913779 = -1239071.067056 nChanged 26 SP:Iteration 25Q (228.266687 sec): 3 clusters Score: Raw -1246166.383382 + Penalty 7088.913779 = -1239077.469603 nChanged 24 SP:Iteration 26Q (228.390434 sec): 3 clusters Score: Raw -1246173.465122 + Penalty 7088.913779 = -1239084.551343 nChanged 27 SP:Iteration 27Q (228.491893 sec): 3 clusters Score: Raw -1246183.112877 + Penalty 7088.913779 = -1239094.199098 nChanged 30 SP:Iteration 28Q (228.615971 sec): 3 clusters Score: Raw -1246190.781465 + Penalty 7088.913779 = -1239101.867686 nChanged 36 SP:Iteration 29Q (228.730234 sec): 3 clusters Score: Raw -1246200.320337 + Penalty 7088.913779 = -1239111.406558 nChanged 35 SP:Iteration 30Q (228.846862 sec): 3 clusters Score: Raw -1246210.621756 + Penalty 7088.913779 = -1239121.707977 nChanged 37 SP:Iteration 31Q (228.955614 sec): 3 clusters Score: Raw -1246224.763834 + Penalty 7088.913779 = -1239135.850055 nChanged 49 SP:Iteration 32Q (229.070133 sec): 3 clusters Score: Raw -1246248.012973 + Penalty 7088.913779 = -1239159.099195 nChanged 55 SP:Iteration 33Q (229.196749 sec): 3 clusters Score: Raw -1246269.160345 + Penalty 7088.913779 = -1239180.246567 nChanged 51 SP:Iteration 34Q (229.309079 sec): 3 clusters Score: Raw -1246292.751979 + Penalty 7088.913779 = -1239203.838201 nChanged 65 SP:Iteration 35Q (229.434142 sec): 3 clusters Score: Raw -1246324.071372 + Penalty 7088.913779 = -1239235.157593 nChanged 75 SP:Iteration 36Q (229.561362 sec): 3 clusters Score: Raw -1246350.519975 + Penalty 7088.913779 = -1239261.606196 nChanged 80 SP:Iteration 37Q (229.663346 sec): 3 clusters Score: Raw -1246380.202221 + Penalty 7088.913779 = -1239291.288443 nChanged 73 SP:Iteration 38Q (229.782427 sec): 3 clusters Score: Raw -1246401.423251 + Penalty 7088.913779 = -1239312.509472 nChanged 56 SP:Iteration 39Q (229.910939 sec): 3 clusters Score: Raw -1246417.768292 + Penalty 7088.913779 = -1239328.854513 nChanged 62 SP:Iteration 40F (230.026086 sec): 3 clusters Score: Raw -1246435.689512 + Penalty 7088.913779 = -1239346.775733 nChanged 56 SP:Iteration 41Q (230.156807 sec): 3 clusters Score: Raw -1246450.477268 + Penalty 7088.913779 = -1239361.563489 nChanged 51 SP:Iteration 42Q (230.273012 sec): 3 clusters Score: Raw -1246463.498894 + Penalty 7088.913779 = -1239374.585116 nChanged 43 SP:Iteration 43Q (230.387640 sec): 3 clusters Score: Raw -1246472.775834 + Penalty 7088.913779 = -1239383.862055 nChanged 44 SP:Iteration 44Q (230.518390 sec): 3 clusters Score: Raw -1246482.696372 + Penalty 7088.913779 = -1239393.782593 nChanged 35 SP:Iteration 45Q (230.641335 sec): 3 clusters Score: Raw -1246492.941852 + Penalty 7088.913779 = -1239404.028073 nChanged 34 SP:Iteration 46Q (230.761388 sec): 3 clusters Score: Raw -1246502.230517 + Penalty 7088.913779 = -1239413.316738 nChanged 30 SP:Iteration 47Q (230.882833 sec): 3 clusters Score: Raw -1246509.543169 + Penalty 7088.913779 = -1239420.629390 nChanged 26 SP:Iteration 48Q (230.990011 sec): 3 clusters Score: Raw -1246515.548275 + Penalty 7088.913779 = -1239426.634496 nChanged 21 SP:Iteration 49Q (231.120318 sec): 3 clusters Score: Raw -1246520.178155 + Penalty 7088.913779 = -1239431.264376 nChanged 21 SP:Iteration 50Q (231.225782 sec): 3 clusters Score: Raw -1246524.449333 + Penalty 7088.913779 = -1239435.535554 nChanged 18 SP:Iteration 51Q (231.350566 sec): 3 clusters Score: Raw -1246527.840379 + Penalty 7088.913779 = -1239438.926600 nChanged 15 SP:Iteration 52Q (231.467926 sec): 3 clusters Score: Raw -1246531.052262 + Penalty 7088.913779 = -1239442.138483 nChanged 15 SP:Iteration 53Q (231.591516 sec): 3 clusters Score: Raw -1246533.475332 + Penalty 7088.913779 = -1239444.561554 nChanged 15 SP:Iteration 54Q (231.707486 sec): 3 clusters Score: Raw -1246536.580902 + Penalty 7088.913779 = -1239447.667124 nChanged 11 SP:Iteration 55Q (231.824035 sec): 3 clusters Score: Raw -1246539.087247 + Penalty 7088.913779 = -1239450.173469 nChanged 10 SP:Iteration 56Q (231.942405 sec): 3 clusters Score: Raw -1246541.430337 + Penalty 7088.913779 = -1239452.516558 nChanged 14 SP:Iteration 57Q (232.057914 sec): 3 clusters Score: Raw -1246544.101584 + Penalty 7088.913779 = -1239455.187805 nChanged 11 SP:Iteration 58Q (232.177169 sec): 3 clusters Score: Raw -1246546.493626 + Penalty 7088.913779 = -1239457.579848 nChanged 14 SP:Iteration 59Q (232.298780 sec): 3 clusters Score: Raw -1246549.344344 + Penalty 7088.913779 = -1239460.430565 nChanged 8 SP:Iteration 60F (232.408808 sec): 3 clusters Score: Raw -1246550.579142 + Penalty 7088.913779 = -1239461.665363 nChanged 9 SP:Iteration 61Q (232.520340 sec): 3 clusters Score: Raw -1246552.691012 + Penalty 7088.913779 = -1239463.777233 nChanged 9 SP:Iteration 62Q (232.648951 sec): 3 clusters Score: Raw -1246554.332955 + Penalty 7088.913779 = -1239465.419176 nChanged 12 SP:Iteration 63Q (232.771423 sec): 3 clusters Score: Raw -1246556.805591 + Penalty 7088.913779 = -1239467.891812 nChanged 15 SP:Iteration 64Q (232.905604 sec): 3 clusters Score: Raw -1246559.404329 + Penalty 7088.913779 = -1239470.490551 nChanged 17 SP:Iteration 65Q (233.028958 sec): 3 clusters Score: Raw -1246562.365466 + Penalty 7088.913779 = -1239473.451688 nChanged 10 SP:Iteration 66Q (233.143738 sec): 3 clusters Score: Raw -1246564.837618 + Penalty 7088.913779 = -1239475.923839 nChanged 12 SP:Iteration 67Q (233.256129 sec): 3 clusters Score: Raw -1246567.244392 + Penalty 7088.913779 = -1239478.330613 nChanged 10 SP:Iteration 68Q (233.377025 sec): 3 clusters Score: Raw -1246569.488569 + Penalty 7088.913779 = -1239480.574791 nChanged 14 SP:Iteration 69Q (233.478525 sec): 3 clusters Score: Raw -1246572.982031 + Penalty 7088.913779 = -1239484.068252 nChanged 13 SP:Iteration 70Q (233.609542 sec): 3 clusters Score: Raw -1246575.223681 + Penalty 7088.913779 = -1239486.309902 nChanged 13 SP:Iteration 71Q (233.746536 sec): 3 clusters Score: Raw -1246577.081862 + Penalty 7088.913779 = -1239488.168083 nChanged 9 SP:Iteration 72Q (233.855822 sec): 3 clusters Score: Raw -1246578.343300 + Penalty 7088.913779 = -1239489.429522 nChanged 8 SP:Iteration 73Q (233.962841 sec): 3 clusters Score: Raw -1246579.543650 + Penalty 7088.913779 = -1239490.629871 nChanged 4 SP:Iteration 74Q (234.084738 sec): 3 clusters Score: Raw -1246580.075714 + Penalty 7088.913779 = -1239491.161935 nChanged 3 SP:Iteration 75Q (234.208302 sec): 3 clusters Score: Raw -1246580.438535 + Penalty 7088.913779 = -1239491.524756 nChanged 4 SP:Iteration 76Q (234.330726 sec): 3 clusters Score: Raw -1246581.090347 + Penalty 7088.913779 = -1239492.176568 nChanged 4 SP:Iteration 77Q (234.430630 sec): 3 clusters Score: Raw -1246581.648943 + Penalty 7088.913779 = -1239492.735165 nChanged 3 SP:Iteration 78Q (234.553444 sec): 3 clusters Score: Raw -1246582.076436 + Penalty 7088.913779 = -1239493.162657 nChanged 5 SP:Iteration 79Q (234.673097 sec): 3 clusters Score: Raw -1246582.854727 + Penalty 7088.913779 = -1239493.940948 nChanged 4 SP:Iteration 80F (234.793489 sec): 3 clusters Score: Raw -1246583.690826 + Penalty 7088.913779 = -1239494.777047 nChanged 6 SP:Iteration 81Q (234.913177 sec): 3 clusters Score: Raw -1246584.643792 + Penalty 7088.913779 = -1239495.730014 nChanged 4 SP:Iteration 82Q (235.045136 sec): 3 clusters Score: Raw -1246585.026632 + Penalty 7088.913779 = -1239496.112854 nChanged 3 SP:Iteration 83Q (235.144703 sec): 3 clusters Score: Raw -1246585.385232 + Penalty 7088.913779 = -1239496.471454 nChanged 6 SP:Iteration 84Q (235.262634 sec): 3 clusters Score: Raw -1246586.346229 + Penalty 7088.913779 = -1239497.432450 nChanged 6 SP:Iteration 85Q (235.378768 sec): 3 clusters Score: Raw -1246587.425915 + Penalty 7088.913779 = -1239498.512136 nChanged 3 SP:Iteration 86Q (235.510910 sec): 3 clusters Score: Raw -1246587.654950 + Penalty 7088.913779 = -1239498.741172 nChanged 2 SP:Iteration 87Q (235.613261 sec): 3 clusters Score: Raw -1246587.816057 + Penalty 7088.913779 = -1239498.902278 nChanged 2 SP:Iteration 88Q (235.738362 sec): 3 clusters Score: Raw -1246588.052099 + Penalty 7088.913779 = -1239499.138320 nChanged 2 SP:Iteration 89Q (235.860356 sec): 3 clusters Score: Raw -1246588.356943 + Penalty 7088.913779 = -1239499.443164 nChanged 2 SP:Iteration 90Q (235.977304 sec): 3 clusters Score: Raw -1246588.568016 + Penalty 7088.913779 = -1239499.654237 nChanged 1 SP:Iteration 91Q (236.107375 sec): 3 clusters Score: Raw -1246588.656622 + Penalty 7088.913779 = -1239499.742843 nChanged 0 SP:Iteration 92F (236.216618 sec): 3 clusters Score: Raw -1246588.656622 + Penalty 7088.913779 = -1239499.742843 nChanged 0 Score: Raw -3242268.704157 + Penalty 19674.200709 = -3222594.503448 Splitting cluster 1 changes total score from -3222561.114966 to -3222594.503448 So it's getting split into cluster 5. Trying to split cluster 2 (14431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (236.704662 sec): 2 clusters Score: Raw -1085420.398082 + Penalty 3548.328128 = -1081872.069953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (236.832165 sec): 3 clusters Score: Raw -1078004.449412 + Penalty 7096.656257 = -1070907.793156 nChanged 5943 SP:Iteration 1F (236.951159 sec): 3 clusters Score: Raw -1083041.101050 + Penalty 7096.656257 = -1075944.444794 nChanged 1715 SP:Iteration 2F (237.062225 sec): 3 clusters Score: Raw -1085757.484608 + Penalty 7096.656257 = -1078660.828351 nChanged 1648 SP:Iteration 3F (237.194907 sec): 3 clusters Score: Raw -1089017.636773 + Penalty 7096.656257 = -1081920.980517 nChanged 1488 SP:Iteration 4F (237.300333 sec): 3 clusters Score: Raw -1092329.335690 + Penalty 7096.656257 = -1085232.679433 nChanged 1177 SP:Iteration 5F (237.416161 sec): 3 clusters Score: Raw -1094507.829102 + Penalty 7096.656257 = -1087411.172846 nChanged 847 SP:Iteration 6F (237.541864 sec): 3 clusters Score: Raw -1095836.932079 + Penalty 7096.656257 = -1088740.275822 nChanged 568 SP:Iteration 7Q (237.652490 sec): 3 clusters Score: Raw -1096535.346024 + Penalty 7096.656257 = -1089438.689768 nChanged 431 SP:Iteration 8Q (237.778662 sec): 3 clusters Score: Raw -1096955.737264 + Penalty 7096.656257 = -1089859.081008 nChanged 288 SP:Iteration 9Q (237.894971 sec): 3 clusters Score: Raw -1097175.478499 + Penalty 7096.656257 = -1090078.822242 nChanged 218 SP:Iteration 10Q (238.020385 sec): 3 clusters Score: Raw -1097322.517164 + Penalty 7096.656257 = -1090225.860907 nChanged 185 SP:Iteration 11Q (238.119616 sec): 3 clusters Score: Raw -1097428.601168 + Penalty 7096.656257 = -1090331.944911 nChanged 120 SP:Iteration 12Q (238.257790 sec): 3 clusters Score: Raw -1097493.703727 + Penalty 7096.656257 = -1090397.047470 nChanged 115 SP:Iteration 13Q (238.356087 sec): 3 clusters Score: Raw -1097547.520868 + Penalty 7096.656257 = -1090450.864612 nChanged 93 SP:Iteration 14Q (238.476459 sec): 3 clusters Score: Raw -1097589.455989 + Penalty 7096.656257 = -1090492.799733 nChanged 100 SP:Iteration 15Q (238.597638 sec): 3 clusters Score: Raw -1097635.522712 + Penalty 7096.656257 = -1090538.866455 nChanged 94 SP:Iteration 16Q (238.724323 sec): 3 clusters Score: Raw -1097685.663922 + Penalty 7096.656257 = -1090589.007666 nChanged 95 SP:Iteration 17Q (238.839341 sec): 3 clusters Score: Raw -1097732.995501 + Penalty 7096.656257 = -1090636.339245 nChanged 84 SP:Iteration 18Q (238.950791 sec): 3 clusters Score: Raw -1097777.353503 + Penalty 7096.656257 = -1090680.697246 nChanged 79 SP:Iteration 19Q (239.070272 sec): 3 clusters Score: Raw -1097815.975868 + Penalty 7096.656257 = -1090719.319611 nChanged 70 SP:Iteration 20F (239.194339 sec): 3 clusters Score: Raw -1097847.101533 + Penalty 7096.656257 = -1090750.445277 nChanged 79 SP:Iteration 21Q (239.311768 sec): 3 clusters Score: Raw -1097888.559567 + Penalty 7096.656257 = -1090791.903311 nChanged 75 SP:Iteration 22Q (239.413079 sec): 3 clusters Score: Raw -1097926.561935 + Penalty 7096.656257 = -1090829.905678 nChanged 76 SP:Iteration 23Q (239.552351 sec): 3 clusters Score: Raw -1097961.591577 + Penalty 7096.656257 = -1090864.935321 nChanged 75 SP:Iteration 24Q (239.663914 sec): 3 clusters Score: Raw -1097992.984747 + Penalty 7096.656257 = -1090896.328490 nChanged 70 SP:Iteration 25Q (239.764956 sec): 3 clusters Score: Raw -1098017.461818 + Penalty 7096.656257 = -1090920.805561 nChanged 58 SP:Iteration 26Q (239.897793 sec): 3 clusters Score: Raw -1098037.420545 + Penalty 7096.656257 = -1090940.764289 nChanged 47 SP:Iteration 27Q (240.010407 sec): 3 clusters Score: Raw -1098054.106384 + Penalty 7096.656257 = -1090957.450128 nChanged 51 SP:Iteration 28Q (240.116640 sec): 3 clusters Score: Raw -1098072.865768 + Penalty 7096.656257 = -1090976.209511 nChanged 45 SP:Iteration 29Q (240.249511 sec): 3 clusters Score: Raw -1098086.127609 + Penalty 7096.656257 = -1090989.471353 nChanged 35 SP:Iteration 30Q (240.373131 sec): 3 clusters Score: Raw -1098093.759008 + Penalty 7096.656257 = -1090997.102751 nChanged 28 SP:Iteration 31Q (240.487300 sec): 3 clusters Score: Raw -1098099.202103 + Penalty 7096.656257 = -1091002.545847 nChanged 21 SP:Iteration 32Q (240.609737 sec): 3 clusters Score: Raw -1098104.831818 + Penalty 7096.656257 = -1091008.175561 nChanged 20 SP:Iteration 33Q (240.716877 sec): 3 clusters Score: Raw -1098109.708032 + Penalty 7096.656257 = -1091013.051776 nChanged 25 SP:Iteration 34Q (240.824081 sec): 3 clusters Score: Raw -1098116.172063 + Penalty 7096.656257 = -1091019.515807 nChanged 20 SP:Iteration 35Q (240.931894 sec): 3 clusters Score: Raw -1098121.268200 + Penalty 7096.656257 = -1091024.611944 nChanged 27 SP:Iteration 36Q (241.048453 sec): 3 clusters Score: Raw -1098126.979294 + Penalty 7096.656257 = -1091030.323037 nChanged 9 SP:Iteration 37Q (241.182943 sec): 3 clusters Score: Raw -1098128.503166 + Penalty 7096.656257 = -1091031.846909 nChanged 8 SP:Iteration 38Q (241.292628 sec): 3 clusters Score: Raw -1098129.652094 + Penalty 7096.656257 = -1091032.995838 nChanged 4 SP:Iteration 39Q (241.412120 sec): 3 clusters Score: Raw -1098130.243935 + Penalty 7096.656257 = -1091033.587679 nChanged 3 SP:Iteration 40F (241.540703 sec): 3 clusters Score: Raw -1098130.620520 + Penalty 7096.656257 = -1091033.964263 nChanged 1 SP:Iteration 41Q (241.661499 sec): 3 clusters Score: Raw -1098130.717270 + Penalty 7096.656257 = -1091034.061013 nChanged 0 SP:Iteration 42F (241.775672 sec): 3 clusters Score: Raw -1098130.717270 + Penalty 7096.656257 = -1091034.061013 nChanged 0 Score: Raw -3254979.023344 + Penalty 23609.040850 = -3231369.982494 Splitting cluster 2 changes total score from -3222561.114966 to -3231369.982494 So it's getting split into cluster 6. Trying to split cluster 3 (7244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (242.353380 sec): 2 clusters Score: Raw -658858.610966 + Penalty 3292.977627 = -655565.633338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (242.448323 sec): 3 clusters Score: Raw -655473.856256 + Penalty 6585.955255 = -648887.901002 nChanged 2720 SP:Iteration 1F (242.565840 sec): 3 clusters Score: Raw -657210.920298 + Penalty 6585.955255 = -650624.965043 nChanged 668 SP:Iteration 2F (242.661834 sec): 3 clusters Score: Raw -658120.686538 + Penalty 6585.955255 = -651534.731283 nChanged 734 SP:Iteration 3F (242.760387 sec): 3 clusters Score: Raw -659517.950029 + Penalty 6585.955255 = -652931.994774 nChanged 812 SP:Iteration 4F (242.861669 sec): 3 clusters Score: Raw -660901.409656 + Penalty 6585.955255 = -654315.454401 nChanged 662 SP:Iteration 5F (242.964038 sec): 3 clusters Score: Raw -661711.954938 + Penalty 6585.955255 = -655125.999683 nChanged 400 SP:Iteration 6F (243.070551 sec): 3 clusters Score: Raw -662084.081970 + Penalty 6585.955255 = -655498.126715 nChanged 229 SP:Iteration 7Q (243.156944 sec): 3 clusters Score: Raw -662230.757359 + Penalty 6585.955255 = -655644.802104 nChanged 121 SP:Iteration 8Q (243.261927 sec): 3 clusters Score: Raw -662296.990286 + Penalty 6585.955255 = -655711.035031 nChanged 61 SP:Iteration 9Q (243.364994 sec): 3 clusters Score: Raw -662326.127296 + Penalty 6585.955255 = -655740.172041 nChanged 37 SP:Iteration 10Q (243.482113 sec): 3 clusters Score: Raw -662344.032410 + Penalty 6585.955255 = -655758.077155 nChanged 28 SP:Iteration 11Q (243.592090 sec): 3 clusters Score: Raw -662355.994512 + Penalty 6585.955255 = -655770.039257 nChanged 16 SP:Iteration 12Q (243.680521 sec): 3 clusters Score: Raw -662362.282363 + Penalty 6585.955255 = -655776.327108 nChanged 9 SP:Iteration 13Q (243.787973 sec): 3 clusters Score: Raw -662365.371517 + Penalty 6585.955255 = -655779.416262 nChanged 10 SP:Iteration 14Q (243.883562 sec): 3 clusters Score: Raw -662368.661568 + Penalty 6585.955255 = -655782.706313 nChanged 7 SP:Iteration 15Q (244.022593 sec): 3 clusters Score: Raw -662371.065729 + Penalty 6585.955255 = -655785.110474 nChanged 4 SP:Iteration 16Q (244.136997 sec): 3 clusters Score: Raw -662373.232268 + Penalty 6585.955255 = -655787.277014 nChanged 1 SP:Iteration 17Q (244.248291 sec): 3 clusters Score: Raw -662373.473265 + Penalty 6585.955255 = -655787.518010 nChanged 0 SP:Iteration 18F (244.350443 sec): 3 clusters Score: Raw -662373.473265 + Penalty 6585.955255 = -655787.518010 nChanged 0 Score: Raw -3258493.885644 + Penalty 27543.880992 = -3230950.004652 Splitting cluster 3 changes total score from -3222561.114966 to -3230950.004652 So it's getting split into cluster 7. Trying to split cluster 4 (4997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (244.965393 sec): 2 clusters Score: Raw -304622.046338 + Penalty 3155.397711 = -301466.648628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (245.059927 sec): 3 clusters Score: Raw -302685.577493 + Penalty 6310.795421 = -296374.782071 nChanged 1826 SP:Iteration 1F (245.169675 sec): 3 clusters Score: Raw -305709.487687 + Penalty 6310.795421 = -299398.692266 nChanged 786 SP:Iteration 2F (245.259932 sec): 3 clusters Score: Raw -307932.487634 + Penalty 6310.795421 = -301621.692213 nChanged 584 SP:Iteration 3F (245.342202 sec): 3 clusters Score: Raw -309572.620485 + Penalty 6310.795421 = -303261.825064 nChanged 431 SP:Iteration 4F (245.435381 sec): 3 clusters Score: Raw -310615.378445 + Penalty 6310.795421 = -304304.583024 nChanged 258 SP:Iteration 5F (245.548641 sec): 3 clusters Score: Raw -311134.384948 + Penalty 6310.795421 = -304823.589526 nChanged 166 SP:Iteration 6Q (245.650875 sec): 3 clusters Score: Raw -311375.425032 + Penalty 6310.795421 = -305064.629611 nChanged 86 SP:Iteration 7Q (245.735425 sec): 3 clusters Score: Raw -311467.843944 + Penalty 6310.795421 = -305157.048523 nChanged 58 SP:Iteration 8Q (245.841354 sec): 3 clusters Score: Raw -311528.863118 + Penalty 6310.795421 = -305218.067696 nChanged 29 SP:Iteration 9Q (245.945365 sec): 3 clusters Score: Raw -311557.036085 + Penalty 6310.795421 = -305246.240663 nChanged 26 SP:Iteration 10Q (246.030640 sec): 3 clusters Score: Raw -311571.991074 + Penalty 6310.795421 = -305261.195653 nChanged 13 SP:Iteration 11Q (246.129940 sec): 3 clusters Score: Raw -311579.167755 + Penalty 6310.795421 = -305268.372333 nChanged 9 SP:Iteration 12Q (246.233244 sec): 3 clusters Score: Raw -311582.738999 + Penalty 6310.795421 = -305271.943578 nChanged 9 SP:Iteration 13Q (246.310763 sec): 3 clusters Score: Raw -311586.849390 + Penalty 6310.795421 = -305276.053968 nChanged 7 SP:Iteration 14Q (246.428017 sec): 3 clusters Score: Raw -311590.060253 + Penalty 6310.795421 = -305279.264832 nChanged 4 SP:Iteration 15Q (246.528838 sec): 3 clusters Score: Raw -311591.575124 + Penalty 6310.795421 = -305280.779703 nChanged 3 SP:Iteration 16Q (246.608348 sec): 3 clusters Score: Raw -311592.544761 + Penalty 6310.795421 = -305281.749339 nChanged 1 SP:Iteration 17Q (246.710968 sec): 3 clusters Score: Raw -311592.754110 + Penalty 6310.795421 = -305281.958689 nChanged 2 SP:Iteration 18Q (246.808233 sec): 3 clusters Score: Raw -311593.766340 + Penalty 6310.795421 = -305282.970919 nChanged 1 SP:Iteration 19Q (246.911162 sec): 3 clusters Score: Raw -311594.271474 + Penalty 6310.795421 = -305283.476052 nChanged 1 SP:Iteration 20F (246.996188 sec): 3 clusters Score: Raw -311594.663475 + Penalty 6310.795421 = -305283.868054 nChanged 2 SP:Iteration 21Q (247.093700 sec): 3 clusters Score: Raw -311596.652025 + Penalty 6310.795421 = -305285.856604 nChanged 4 SP:Iteration 22Q (247.189162 sec): 3 clusters Score: Raw -311598.147198 + Penalty 6310.795421 = -305287.351776 nChanged 0 SP:Iteration 23F (247.311270 sec): 3 clusters Score: Raw -311598.147198 + Penalty 6310.795421 = -305287.351776 nChanged 0 Score: Raw -3265469.986503 + Penalty 31478.721134 = -3233991.265369 Splitting cluster 4 changes total score from -3222561.114966 to -3233991.265369 So it's getting split into cluster 8. Iteration 59Q (248.614249 sec): 9 clusters Score: Raw -3268075.184674 + Penalty 31478.721134 = -3236596.463540 nChanged 1844 Iteration 60F (249.246676 sec): 9 clusters Score: Raw -3269783.628038 + Penalty 31478.721134 = -3238304.906904 nChanged 1001 Iteration 61Q (249.807834 sec): 9 clusters Score: Raw -3270391.402323 + Penalty 31478.721134 = -3238912.681189 nChanged 594 Iteration 62Q (250.304338 sec): 9 clusters Score: Raw -3270757.741814 + Penalty 31478.721134 = -3239279.020680 nChanged 469 Iteration 63Q (250.842461 sec): 9 clusters Score: Raw -3270991.328448 + Penalty 31478.721134 = -3239512.607314 nChanged 370 Iteration 64Q (251.379487 sec): 9 clusters Score: Raw -3271144.115676 + Penalty 31478.721134 = -3239665.394542 nChanged 308 Iteration 65Q (251.896465 sec): 9 clusters Score: Raw -3271262.708670 + Penalty 31478.721134 = -3239783.987537 nChanged 253 Iteration 66Q (252.419198 sec): 9 clusters Score: Raw -3271355.487269 + Penalty 31478.721134 = -3239876.766136 nChanged 214 Iteration 67Q (252.929655 sec): 9 clusters Score: Raw -3271435.255052 + Penalty 31478.721134 = -3239956.533919 nChanged 198 Iteration 68Q (253.455021 sec): 9 clusters Score: Raw -3271499.622682 + Penalty 31478.721134 = -3240020.901549 nChanged 159 Iteration 69Q (253.963820 sec): 9 clusters Score: Raw -3271551.831448 + Penalty 31478.721134 = -3240073.110314 nChanged 155 Iteration 70Q (254.496791 sec): 9 clusters Score: Raw -3271598.005771 + Penalty 31478.721134 = -3240119.284637 nChanged 141 Iteration 71Q (255.005904 sec): 9 clusters Score: Raw -3271645.401758 + Penalty 31478.721134 = -3240166.680624 nChanged 156 Iteration 72Q (255.524498 sec): 9 clusters Score: Raw -3271690.279154 + Penalty 31478.721134 = -3240211.558020 nChanged 123 Iteration 73Q (256.052162 sec): 9 clusters Score: Raw -3271721.459779 + Penalty 31478.721134 = -3240242.738645 nChanged 103 Iteration 74Q (256.558651 sec): 9 clusters Score: Raw -3271747.942424 + Penalty 31478.721134 = -3240269.221291 nChanged 80 Iteration 75Q (257.078197 sec): 9 clusters Score: Raw -3271766.295547 + Penalty 31478.721134 = -3240287.574413 nChanged 65 Iteration 76Q (257.596710 sec): 9 clusters Score: Raw -3271781.138185 + Penalty 31478.721134 = -3240302.417051 nChanged 63 Iteration 77Q (258.157670 sec): 9 clusters Score: Raw -3271795.787720 + Penalty 31478.721134 = -3240317.066587 nChanged 60 Iteration 78Q (258.685462 sec): 9 clusters Score: Raw -3271809.474985 + Penalty 31478.721134 = -3240330.753852 nChanged 49 Iteration 79Q (259.169802 sec): 9 clusters Score: Raw -3271821.199663 + Penalty 31478.721134 = -3240342.478529 nChanged 32 Iteration 80F (259.812838 sec): 9 clusters Score: Raw -3271829.804385 + Penalty 31478.721134 = -3240351.083251 nChanged 48 Iteration 81Q (260.325360 sec): 9 clusters Score: Raw -3271840.719599 + Penalty 31478.721134 = -3240361.998465 nChanged 40 Iteration 82Q (260.822984 sec): 9 clusters Score: Raw -3271849.433953 + Penalty 31478.721134 = -3240370.712819 nChanged 44 Iteration 83Q (261.319028 sec): 9 clusters Score: Raw -3271859.000544 + Penalty 31478.721134 = -3240380.279410 nChanged 48 Iteration 84Q (261.830400 sec): 9 clusters Score: Raw -3271871.840848 + Penalty 31478.721134 = -3240393.119715 nChanged 50 Iteration 85Q (262.325693 sec): 9 clusters Score: Raw -3271884.723978 + Penalty 31478.721134 = -3240406.002844 nChanged 53 Iteration 86Q (262.824212 sec): 9 clusters Score: Raw -3271898.075592 + Penalty 31478.721134 = -3240419.354459 nChanged 48 Iteration 87Q (263.337198 sec): 9 clusters Score: Raw -3271908.025969 + Penalty 31478.721134 = -3240429.304835 nChanged 46 Iteration 88Q (263.930248 sec): 9 clusters Score: Raw -3271918.809175 + Penalty 31478.721134 = -3240440.088041 nChanged 48 Iteration 89Q (264.499209 sec): 9 clusters Score: Raw -3271929.581311 + Penalty 31478.721134 = -3240450.860177 nChanged 44 Iteration 90Q (265.089618 sec): 9 clusters Score: Raw -3271939.188256 + Penalty 31478.721134 = -3240460.467122 nChanged 37 Iteration 91Q (265.598549 sec): 9 clusters Score: Raw -3271946.626822 + Penalty 31478.721134 = -3240467.905688 nChanged 24 Iteration 92Q (266.124955 sec): 9 clusters Score: Raw -3271951.964208 + Penalty 31478.721134 = -3240473.243074 nChanged 30 Iteration 93Q (266.619721 sec): 9 clusters Score: Raw -3271957.660570 + Penalty 31478.721134 = -3240478.939437 nChanged 28 Iteration 94Q (267.125602 sec): 9 clusters Score: Raw -3271962.995775 + Penalty 31478.721134 = -3240484.274641 nChanged 26 Iteration 95Q (267.623795 sec): 9 clusters Score: Raw -3271967.501303 + Penalty 31478.721134 = -3240488.780170 nChanged 22 Iteration 96Q (268.127103 sec): 9 clusters Score: Raw -3271971.211343 + Penalty 31478.721134 = -3240492.490210 nChanged 21 Iteration 97Q (268.642737 sec): 9 clusters Score: Raw -3271976.039051 + Penalty 31478.721134 = -3240497.317917 nChanged 21 Iteration 98Q (269.142801 sec): 9 clusters Score: Raw -3271980.436717 + Penalty 31478.721134 = -3240501.715584 nChanged 22 Writing temp clu file Because OldScore, -3240497.317917, is greater than current (better) Score,-3240501.715584 Compute initial score before splitting: Score: Raw -3271980.436717 + Penalty 31478.721134 = -3240501.715584 Trying to split cluster 1 (5363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (269.241146 sec): 2 clusters Score: Raw -446458.465294 + Penalty 3181.586795 = -443276.878498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (269.326420 sec): 3 clusters Score: Raw -444169.911416 + Penalty 6363.173590 = -437806.737826 nChanged 1909 SP:Iteration 1F (269.427587 sec): 3 clusters Score: Raw -445436.192964 + Penalty 6363.173590 = -439073.019374 nChanged 449 SP:Iteration 2F (269.532625 sec): 3 clusters Score: Raw -445879.759222 + Penalty 6363.173590 = -439516.585632 nChanged 365 SP:Iteration 3F (269.619924 sec): 3 clusters Score: Raw -446380.197136 + Penalty 6363.173590 = -440017.023546 nChanged 361 SP:Iteration 4F (269.722753 sec): 3 clusters Score: Raw -446974.298014 + Penalty 6363.173590 = -440611.124424 nChanged 394 SP:Iteration 5F (269.817887 sec): 3 clusters Score: Raw -447662.301091 + Penalty 6363.173590 = -441299.127501 nChanged 398 SP:Iteration 6F (269.899480 sec): 3 clusters Score: Raw -448246.406353 + Penalty 6363.173590 = -441883.232763 nChanged 315 SP:Iteration 7F (269.996479 sec): 3 clusters Score: Raw -448674.071025 + Penalty 6363.173590 = -442310.897435 nChanged 239 SP:Iteration 8Q (270.112356 sec): 3 clusters Score: Raw -448916.666828 + Penalty 6363.173590 = -442553.493238 nChanged 139 SP:Iteration 9Q (270.210392 sec): 3 clusters Score: Raw -449010.732627 + Penalty 6363.173590 = -442647.559037 nChanged 75 SP:Iteration 10Q (270.309286 sec): 3 clusters Score: Raw -449059.214719 + Penalty 6363.173590 = -442696.041129 nChanged 60 SP:Iteration 11Q (270.395099 sec): 3 clusters Score: Raw -449099.484710 + Penalty 6363.173590 = -442736.311120 nChanged 39 SP:Iteration 12Q (270.498977 sec): 3 clusters Score: Raw -449121.299876 + Penalty 6363.173590 = -442758.126286 nChanged 31 SP:Iteration 13Q (270.573981 sec): 3 clusters Score: Raw -449141.613702 + Penalty 6363.173590 = -442778.440112 nChanged 28 SP:Iteration 14Q (270.684424 sec): 3 clusters Score: Raw -449160.012422 + Penalty 6363.173590 = -442796.838832 nChanged 28 SP:Iteration 15Q (270.785517 sec): 3 clusters Score: Raw -449172.838066 + Penalty 6363.173590 = -442809.664476 nChanged 15 SP:Iteration 16Q (270.861513 sec): 3 clusters Score: Raw -449180.465105 + Penalty 6363.173590 = -442817.291515 nChanged 18 SP:Iteration 17Q (270.975135 sec): 3 clusters Score: Raw -449188.662984 + Penalty 6363.173590 = -442825.489394 nChanged 9 SP:Iteration 18Q (271.057002 sec): 3 clusters Score: Raw -449192.532192 + Penalty 6363.173590 = -442829.358602 nChanged 9 SP:Iteration 19Q (271.150001 sec): 3 clusters Score: Raw -449195.779025 + Penalty 6363.173590 = -442832.605435 nChanged 7 SP:Iteration 20F (271.246832 sec): 3 clusters Score: Raw -449199.373018 + Penalty 6363.173590 = -442836.199428 nChanged 6 SP:Iteration 21Q (271.349938 sec): 3 clusters Score: Raw -449201.358774 + Penalty 6363.173590 = -442838.185184 nChanged 3 SP:Iteration 22Q (271.440284 sec): 3 clusters Score: Raw -449202.777505 + Penalty 6363.173590 = -442839.603915 nChanged 2 SP:Iteration 23Q (271.538578 sec): 3 clusters Score: Raw -449204.351083 + Penalty 6363.173590 = -442841.177493 nChanged 1 SP:Iteration 24Q (271.642440 sec): 3 clusters Score: Raw -449204.517292 + Penalty 6363.173590 = -442841.343702 nChanged 2 SP:Iteration 25Q (271.736625 sec): 3 clusters Score: Raw -449205.794219 + Penalty 6363.173590 = -442842.620629 nChanged 3 SP:Iteration 26Q (271.837969 sec): 3 clusters Score: Raw -449206.548575 + Penalty 6363.173590 = -442843.374985 nChanged 3 SP:Iteration 27Q (271.935572 sec): 3 clusters Score: Raw -449207.702224 + Penalty 6363.173590 = -442844.528634 nChanged 2 SP:Iteration 28Q (272.038195 sec): 3 clusters Score: Raw -449208.318517 + Penalty 6363.173590 = -442845.144927 nChanged 1 SP:Iteration 29Q (272.128219 sec): 3 clusters Score: Raw -449208.509119 + Penalty 6363.173590 = -442845.335529 nChanged 0 SP:Iteration 30F (272.213956 sec): 3 clusters Score: Raw -449208.509119 + Penalty 6363.173590 = -442845.335529 nChanged 0 Trying to split cluster 2 (7551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (272.288407 sec): 2 clusters Score: Raw -572720.036746 + Penalty 3308.355773 = -569411.680974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (272.394211 sec): 3 clusters Score: Raw -569211.069088 + Penalty 6616.711545 = -562594.357543 nChanged 2937 SP:Iteration 1F (272.494479 sec): 3 clusters Score: Raw -571554.887528 + Penalty 6616.711545 = -564938.175983 nChanged 813 SP:Iteration 2F (272.599684 sec): 3 clusters Score: Raw -572678.606980 + Penalty 6616.711545 = -566061.895435 nChanged 676 SP:Iteration 3F (272.698233 sec): 3 clusters Score: Raw -573519.258185 + Penalty 6616.711545 = -566902.546639 nChanged 546 SP:Iteration 4F (272.806467 sec): 3 clusters Score: Raw -574149.336641 + Penalty 6616.711545 = -567532.625096 nChanged 462 SP:Iteration 5F (272.911908 sec): 3 clusters Score: Raw -574657.228690 + Penalty 6616.711545 = -568040.517145 nChanged 344 SP:Iteration 6Q (273.024998 sec): 3 clusters Score: Raw -575013.550467 + Penalty 6616.711545 = -568396.838922 nChanged 301 SP:Iteration 7Q (273.124553 sec): 3 clusters Score: Raw -575323.544245 + Penalty 6616.711545 = -568706.832700 nChanged 251 SP:Iteration 8Q (273.234072 sec): 3 clusters Score: Raw -575559.402525 + Penalty 6616.711545 = -568942.690980 nChanged 204 SP:Iteration 9Q (273.392901 sec): 3 clusters Score: Raw -575724.943966 + Penalty 6616.711545 = -569108.232420 nChanged 185 SP:Iteration 10Q (273.505087 sec): 3 clusters Score: Raw -575881.104239 + Penalty 6616.711545 = -569264.392693 nChanged 149 SP:Iteration 11Q (273.619689 sec): 3 clusters Score: Raw -575994.117579 + Penalty 6616.711545 = -569377.406034 nChanged 126 SP:Iteration 12Q (273.736273 sec): 3 clusters Score: Raw -576082.513647 + Penalty 6616.711545 = -569465.802102 nChanged 112 SP:Iteration 13Q (273.832186 sec): 3 clusters Score: Raw -576163.600251 + Penalty 6616.711545 = -569546.888706 nChanged 89 SP:Iteration 14Q (273.958806 sec): 3 clusters Score: Raw -576215.954748 + Penalty 6616.711545 = -569599.243203 nChanged 75 SP:Iteration 15Q (274.043943 sec): 3 clusters Score: Raw -576256.051121 + Penalty 6616.711545 = -569639.339575 nChanged 52 SP:Iteration 16Q (274.161978 sec): 3 clusters Score: Raw -576282.418990 + Penalty 6616.711545 = -569665.707445 nChanged 54 SP:Iteration 17Q (274.245786 sec): 3 clusters Score: Raw -576312.662141 + Penalty 6616.711545 = -569695.950596 nChanged 63 SP:Iteration 18Q (274.331219 sec): 3 clusters Score: Raw -576350.946064 + Penalty 6616.711545 = -569734.234519 nChanged 57 SP:Iteration 19Q (274.451156 sec): 3 clusters Score: Raw -576385.330580 + Penalty 6616.711545 = -569768.619035 nChanged 55 SP:Iteration 20F (274.539836 sec): 3 clusters Score: Raw -576423.520966 + Penalty 6616.711545 = -569806.809421 nChanged 59 SP:Iteration 21Q (274.640441 sec): 3 clusters Score: Raw -576461.252358 + Penalty 6616.711545 = -569844.540813 nChanged 59 SP:Iteration 22Q (274.739638 sec): 3 clusters Score: Raw -576496.167761 + Penalty 6616.711545 = -569879.456215 nChanged 52 SP:Iteration 23Q (274.851129 sec): 3 clusters Score: Raw -576528.480443 + Penalty 6616.711545 = -569911.768898 nChanged 54 SP:Iteration 24Q (274.948846 sec): 3 clusters Score: Raw -576568.391447 + Penalty 6616.711545 = -569951.679902 nChanged 66 SP:Iteration 25Q (275.028621 sec): 3 clusters Score: Raw -576621.505445 + Penalty 6616.711545 = -570004.793900 nChanged 69 SP:Iteration 26Q (275.129988 sec): 3 clusters Score: Raw -576676.861478 + Penalty 6616.711545 = -570060.149933 nChanged 93 SP:Iteration 27Q (275.236165 sec): 3 clusters Score: Raw -576760.295191 + Penalty 6616.711545 = -570143.583646 nChanged 94 SP:Iteration 28Q (275.320577 sec): 3 clusters Score: Raw -576881.622597 + Penalty 6616.711545 = -570264.911052 nChanged 121 SP:Iteration 29Q (275.426032 sec): 3 clusters Score: Raw -577089.665057 + Penalty 6616.711545 = -570472.953512 nChanged 136 SP:Iteration 30Q (275.521392 sec): 3 clusters Score: Raw -577353.369133 + Penalty 6616.711545 = -570736.657588 nChanged 124 SP:Iteration 31Q (275.609548 sec): 3 clusters Score: Raw -577580.294962 + Penalty 6616.711545 = -570963.583417 nChanged 114 SP:Iteration 32Q (275.723523 sec): 3 clusters Score: Raw -577753.878192 + Penalty 6616.711545 = -571137.166647 nChanged 83 SP:Iteration 33Q (275.819333 sec): 3 clusters Score: Raw -577868.917434 + Penalty 6616.711545 = -571252.205889 nChanged 66 SP:Iteration 34Q (275.915228 sec): 3 clusters Score: Raw -577939.622102 + Penalty 6616.711545 = -571322.910557 nChanged 43 SP:Iteration 35Q (275.995860 sec): 3 clusters Score: Raw -577980.742570 + Penalty 6616.711545 = -571364.031025 nChanged 36 SP:Iteration 36Q (276.102085 sec): 3 clusters Score: Raw -578014.353326 + Penalty 6616.711545 = -571397.641781 nChanged 36 SP:Iteration 37Q (276.203839 sec): 3 clusters Score: Raw -578043.763491 + Penalty 6616.711545 = -571427.051945 nChanged 23 SP:Iteration 38Q (276.296354 sec): 3 clusters Score: Raw -578059.677143 + Penalty 6616.711545 = -571442.965598 nChanged 18 SP:Iteration 39Q (276.383651 sec): 3 clusters Score: Raw -578071.617837 + Penalty 6616.711545 = -571454.906292 nChanged 15 SP:Iteration 40F (276.488034 sec): 3 clusters Score: Raw -578098.447350 + Penalty 6616.711545 = -571481.735805 nChanged 16 SP:Iteration 41Q (276.579253 sec): 3 clusters Score: Raw -578107.323323 + Penalty 6616.711545 = -571490.611778 nChanged 8 SP:Iteration 42Q (276.680956 sec): 3 clusters Score: Raw -578111.153567 + Penalty 6616.711545 = -571494.442022 nChanged 4 SP:Iteration 43Q (276.780136 sec): 3 clusters Score: Raw -578113.300185 + Penalty 6616.711545 = -571496.588639 nChanged 3 SP:Iteration 44Q (276.874708 sec): 3 clusters Score: Raw -578113.956737 + Penalty 6616.711545 = -571497.245192 nChanged 1 SP:Iteration 45Q (276.965923 sec): 3 clusters Score: Raw -578114.356765 + Penalty 6616.711545 = -571497.645220 nChanged 1 SP:Iteration 46Q (277.059244 sec): 3 clusters Score: Raw -578114.710052 + Penalty 6616.711545 = -571497.998507 nChanged 2 SP:Iteration 47Q (277.160615 sec): 3 clusters Score: Raw -578115.569397 + Penalty 6616.711545 = -571498.857852 nChanged 3 SP:Iteration 48Q (277.256657 sec): 3 clusters Score: Raw -578116.695530 + Penalty 6616.711545 = -571499.983985 nChanged 1 SP:Iteration 49Q (277.351084 sec): 3 clusters Score: Raw -578117.178498 + Penalty 6616.711545 = -571500.466953 nChanged 1 SP:Iteration 50Q (277.444243 sec): 3 clusters Score: Raw -578117.711503 + Penalty 6616.711545 = -571500.999958 nChanged 0 SP:Iteration 51F (277.551067 sec): 3 clusters Score: Raw -578117.711503 + Penalty 6616.711545 = -571500.999958 nChanged 0 Score: Raw -3277382.232663 + Penalty 35413.561276 = -3241968.671388 Splitting cluster 2 changes total score from -3240501.715584 to -3241968.671388 So it's getting split into cluster 9. Trying to split cluster 3 (2428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.307640 sec): 2 clusters Score: Raw -208485.884209 + Penalty 2887.981978 = -205597.902231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.416377 sec): 3 clusters Score: Raw -207629.496753 + Penalty 5775.963956 = -201853.532797 nChanged 748 SP:Iteration 1F (278.508760 sec): 3 clusters Score: Raw -208331.518642 + Penalty 5775.963956 = -202555.554686 nChanged 210 SP:Iteration 2F (278.601509 sec): 3 clusters Score: Raw -208585.744537 + Penalty 5775.963956 = -202809.780581 nChanged 127 SP:Iteration 3F (278.711042 sec): 3 clusters Score: Raw -208772.498987 + Penalty 5775.963956 = -202996.535031 nChanged 108 SP:Iteration 4Q (278.801045 sec): 3 clusters Score: Raw -208972.143837 + Penalty 5775.963956 = -203196.179881 nChanged 118 SP:Iteration 5Q (278.905527 sec): 3 clusters Score: Raw -209230.114412 + Penalty 5775.963956 = -203454.150457 nChanged 129 SP:Iteration 6F (279.003128 sec): 3 clusters Score: Raw -209620.896102 + Penalty 5775.963956 = -203844.932146 nChanged 146 SP:Iteration 7F (279.083405 sec): 3 clusters Score: Raw -210116.302221 + Penalty 5775.963956 = -204340.338266 nChanged 119 SP:Iteration 8Q (279.216154 sec): 3 clusters Score: Raw -210420.533994 + Penalty 5775.963956 = -204644.570038 nChanged 98 SP:Iteration 9Q (279.298674 sec): 3 clusters Score: Raw -210602.071152 + Penalty 5775.963956 = -204826.107196 nChanged 64 SP:Iteration 10Q (279.409415 sec): 3 clusters Score: Raw -210692.206045 + Penalty 5775.963956 = -204916.242089 nChanged 43 SP:Iteration 11Q (279.495029 sec): 3 clusters Score: Raw -210750.602901 + Penalty 5775.963956 = -204974.638945 nChanged 22 SP:Iteration 12Q (279.609570 sec): 3 clusters Score: Raw -210776.469655 + Penalty 5775.963956 = -205000.505699 nChanged 15 SP:Iteration 13Q (279.697053 sec): 3 clusters Score: Raw -210792.002452 + Penalty 5775.963956 = -205016.038496 nChanged 17 SP:Iteration 14Q (279.819227 sec): 3 clusters Score: Raw -210811.913950 + Penalty 5775.963956 = -205035.949994 nChanged 10 SP:Iteration 15Q (279.902967 sec): 3 clusters Score: Raw -210821.722339 + Penalty 5775.963956 = -205045.758384 nChanged 1 SP:Iteration 16Q (280.010649 sec): 3 clusters Score: Raw -210822.671173 + Penalty 5775.963956 = -205046.707217 nChanged 0 SP:Iteration 17F (280.084098 sec): 3 clusters Score: Raw -210822.671173 + Penalty 5775.963956 = -205046.707217 nChanged 0 Trying to split cluster 4 (2264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (280.147737 sec): 2 clusters Score: Raw -149158.687534 + Penalty 2862.071167 = -146296.616367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (280.239799 sec): 3 clusters Score: Raw -148646.323779 + Penalty 5724.142334 = -142922.181445 nChanged 729 SP:Iteration 1F (280.324367 sec): 3 clusters Score: Raw -149865.882724 + Penalty 5724.142334 = -144141.740391 nChanged 252 SP:Iteration 2F (280.398016 sec): 3 clusters Score: Raw -150386.806920 + Penalty 5724.142334 = -144662.664587 nChanged 171 SP:Iteration 3F (280.490865 sec): 3 clusters Score: Raw -150771.551422 + Penalty 5724.142334 = -145047.409089 nChanged 153 SP:Iteration 4F (280.590977 sec): 3 clusters Score: Raw -151088.182881 + Penalty 5724.142334 = -145364.040547 nChanged 99 SP:Iteration 5Q (280.658298 sec): 3 clusters Score: Raw -151277.953076 + Penalty 5724.142334 = -145553.810743 nChanged 69 SP:Iteration 6Q (280.763800 sec): 3 clusters Score: Raw -151386.039505 + Penalty 5724.142334 = -145661.897172 nChanged 58 SP:Iteration 7Q (280.838636 sec): 3 clusters Score: Raw -151498.119211 + Penalty 5724.142334 = -145773.976878 nChanged 42 SP:Iteration 8Q (280.942024 sec): 3 clusters Score: Raw -151580.531745 + Penalty 5724.142334 = -145856.389412 nChanged 41 SP:Iteration 9Q (281.022491 sec): 3 clusters Score: Raw -151625.977055 + Penalty 5724.142334 = -145901.834721 nChanged 27 SP:Iteration 10Q (281.094144 sec): 3 clusters Score: Raw -151663.269544 + Penalty 5724.142334 = -145939.127211 nChanged 17 SP:Iteration 11Q (281.202591 sec): 3 clusters Score: Raw -151680.034218 + Penalty 5724.142334 = -145955.891884 nChanged 11 SP:Iteration 12Q (281.274105 sec): 3 clusters Score: Raw -151689.960872 + Penalty 5724.142334 = -145965.818539 nChanged 4 SP:Iteration 13Q (281.383487 sec): 3 clusters Score: Raw -151691.769206 + Penalty 5724.142334 = -145967.626872 nChanged 2 SP:Iteration 14Q (281.450862 sec): 3 clusters Score: Raw -151693.130662 + Penalty 5724.142334 = -145968.988329 nChanged 4 SP:Iteration 15Q (281.550513 sec): 3 clusters Score: Raw -151695.596270 + Penalty 5724.142334 = -145971.453937 nChanged 3 SP:Iteration 16Q (281.639376 sec): 3 clusters Score: Raw -151698.795490 + Penalty 5724.142334 = -145974.653157 nChanged 1 SP:Iteration 17Q (281.722839 sec): 3 clusters Score: Raw -151699.040820 + Penalty 5724.142334 = -145974.898487 nChanged 0 SP:Iteration 18F (281.815553 sec): 3 clusters Score: Raw -151699.040820 + Penalty 5724.142334 = -145974.898487 nChanged 0 Trying to split cluster 5 (9950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (281.893374 sec): 2 clusters Score: Raw -888158.150371 + Penalty 3410.573961 = -884747.576410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (281.992045 sec): 3 clusters Score: Raw -883084.641868 + Penalty 6821.147922 = -876263.493946 nChanged 3981 SP:Iteration 1F (282.103081 sec): 3 clusters Score: Raw -885494.239656 + Penalty 6821.147922 = -878673.091734 nChanged 841 SP:Iteration 2F (282.186678 sec): 3 clusters Score: Raw -886339.329642 + Penalty 6821.147922 = -879518.181719 nChanged 805 SP:Iteration 3F (282.314118 sec): 3 clusters Score: Raw -887365.421879 + Penalty 6821.147922 = -880544.273957 nChanged 826 SP:Iteration 4F (282.416029 sec): 3 clusters Score: Raw -888495.859640 + Penalty 6821.147922 = -881674.711718 nChanged 816 SP:Iteration 5F (282.519468 sec): 3 clusters Score: Raw -889713.770281 + Penalty 6821.147922 = -882892.622358 nChanged 733 SP:Iteration 6F (282.637820 sec): 3 clusters Score: Raw -890707.393558 + Penalty 6821.147922 = -883886.245635 nChanged 578 SP:Iteration 7F (282.736375 sec): 3 clusters Score: Raw -891290.772652 + Penalty 6821.147922 = -884469.624730 nChanged 371 SP:Iteration 8Q (282.837571 sec): 3 clusters Score: Raw -891611.303177 + Penalty 6821.147922 = -884790.155255 nChanged 224 SP:Iteration 9Q (282.941286 sec): 3 clusters Score: Raw -891753.878834 + Penalty 6821.147922 = -884932.730912 nChanged 158 SP:Iteration 10Q (283.055326 sec): 3 clusters Score: Raw -891838.365155 + Penalty 6821.147922 = -885017.217233 nChanged 110 SP:Iteration 11Q (283.170839 sec): 3 clusters Score: Raw -891892.841060 + Penalty 6821.147922 = -885071.693138 nChanged 77 SP:Iteration 12Q (283.275601 sec): 3 clusters Score: Raw -891923.620345 + Penalty 6821.147922 = -885102.472423 nChanged 63 SP:Iteration 13Q (283.363624 sec): 3 clusters Score: Raw -891946.433140 + Penalty 6821.147922 = -885125.285218 nChanged 58 SP:Iteration 14Q (283.477353 sec): 3 clusters Score: Raw -891966.480879 + Penalty 6821.147922 = -885145.332957 nChanged 40 SP:Iteration 15Q (283.583813 sec): 3 clusters Score: Raw -891977.318901 + Penalty 6821.147922 = -885156.170979 nChanged 33 SP:Iteration 16Q (283.690931 sec): 3 clusters Score: Raw -891988.271069 + Penalty 6821.147922 = -885167.123147 nChanged 32 SP:Iteration 17Q (283.782054 sec): 3 clusters Score: Raw -891997.672916 + Penalty 6821.147922 = -885176.524993 nChanged 18 SP:Iteration 18Q (283.902763 sec): 3 clusters Score: Raw -892002.380077 + Penalty 6821.147922 = -885181.232155 nChanged 18 SP:Iteration 19Q (284.009790 sec): 3 clusters Score: Raw -892007.510548 + Penalty 6821.147922 = -885186.362626 nChanged 18 SP:Iteration 20F (284.121470 sec): 3 clusters Score: Raw -892012.013285 + Penalty 6821.147922 = -885190.865363 nChanged 14 SP:Iteration 21Q (284.254466 sec): 3 clusters Score: Raw -892015.799209 + Penalty 6821.147922 = -885194.651287 nChanged 12 SP:Iteration 22Q (284.376116 sec): 3 clusters Score: Raw -892018.081855 + Penalty 6821.147922 = -885196.933933 nChanged 17 SP:Iteration 23Q (284.470675 sec): 3 clusters Score: Raw -892024.212536 + Penalty 6821.147922 = -885203.064614 nChanged 23 SP:Iteration 24Q (284.612735 sec): 3 clusters Score: Raw -892031.267314 + Penalty 6821.147922 = -885210.119392 nChanged 21 SP:Iteration 25Q (284.737296 sec): 3 clusters Score: Raw -892036.241090 + Penalty 6821.147922 = -885215.093167 nChanged 15 SP:Iteration 26Q (284.850857 sec): 3 clusters Score: Raw -892040.092607 + Penalty 6821.147922 = -885218.944684 nChanged 15 SP:Iteration 27Q (284.941620 sec): 3 clusters Score: Raw -892044.038706 + Penalty 6821.147922 = -885222.890784 nChanged 10 SP:Iteration 28Q (285.047703 sec): 3 clusters Score: Raw -892046.525809 + Penalty 6821.147922 = -885225.377886 nChanged 9 SP:Iteration 29Q (285.166528 sec): 3 clusters Score: Raw -892048.259092 + Penalty 6821.147922 = -885227.111169 nChanged 7 SP:Iteration 30Q (285.288844 sec): 3 clusters Score: Raw -892049.744398 + Penalty 6821.147922 = -885228.596476 nChanged 2 SP:Iteration 31Q (285.434417 sec): 3 clusters Score: Raw -892050.265788 + Penalty 6821.147922 = -885229.117865 nChanged 2 SP:Iteration 32Q (285.563944 sec): 3 clusters Score: Raw -892050.475586 + Penalty 6821.147922 = -885229.327664 nChanged 0 SP:Iteration 33F (285.666383 sec): 3 clusters Score: Raw -892050.475586 + Penalty 6821.147922 = -885229.327664 nChanged 0 Score: Raw -3281274.557878 + Penalty 39348.401417 = -3241926.156461 Splitting cluster 5 changes total score from -3240501.715584 to -3241926.156461 So it's getting split into cluster 10. Trying to split cluster 6 (4756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.530393 sec): 2 clusters Score: Raw -382548.310608 + Penalty 3137.083617 = -379411.226991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.622883 sec): 3 clusters Score: Raw -380557.030318 + Penalty 6274.167233 = -374282.863085 nChanged 1667 SP:Iteration 1F (286.708499 sec): 3 clusters Score: Raw -381987.536016 + Penalty 6274.167233 = -375713.368783 nChanged 505 SP:Iteration 2F (286.799298 sec): 3 clusters Score: Raw -382837.029092 + Penalty 6274.167233 = -376562.861859 nChanged 454 SP:Iteration 3F (286.906760 sec): 3 clusters Score: Raw -383677.940534 + Penalty 6274.167233 = -377403.773301 nChanged 369 SP:Iteration 4F (286.988562 sec): 3 clusters Score: Raw -384290.910240 + Penalty 6274.167233 = -378016.743007 nChanged 290 SP:Iteration 5F (287.068312 sec): 3 clusters Score: Raw -384712.274678 + Penalty 6274.167233 = -378438.107445 nChanged 230 SP:Iteration 6Q (287.170924 sec): 3 clusters Score: Raw -385043.822698 + Penalty 6274.167233 = -378769.655465 nChanged 164 SP:Iteration 7Q (287.278153 sec): 3 clusters Score: Raw -385218.051026 + Penalty 6274.167233 = -378943.883793 nChanged 116 SP:Iteration 8Q (287.369654 sec): 3 clusters Score: Raw -385332.434809 + Penalty 6274.167233 = -379058.267576 nChanged 82 SP:Iteration 9Q (287.463005 sec): 3 clusters Score: Raw -385404.169588 + Penalty 6274.167233 = -379130.002354 nChanged 54 SP:Iteration 10Q (287.560655 sec): 3 clusters Score: Raw -385448.214580 + Penalty 6274.167233 = -379174.047347 nChanged 42 SP:Iteration 11Q (287.633784 sec): 3 clusters Score: Raw -385475.785350 + Penalty 6274.167233 = -379201.618117 nChanged 33 SP:Iteration 12Q (287.739927 sec): 3 clusters Score: Raw -385501.156833 + Penalty 6274.167233 = -379226.989600 nChanged 23 SP:Iteration 13Q (287.837818 sec): 3 clusters Score: Raw -385519.260171 + Penalty 6274.167233 = -379245.092938 nChanged 22 SP:Iteration 14Q (287.919656 sec): 3 clusters Score: Raw -385537.268747 + Penalty 6274.167233 = -379263.101514 nChanged 16 SP:Iteration 15Q (288.012256 sec): 3 clusters Score: Raw -385550.646483 + Penalty 6274.167233 = -379276.479249 nChanged 13 SP:Iteration 16Q (288.103045 sec): 3 clusters Score: Raw -385560.917752 + Penalty 6274.167233 = -379286.750519 nChanged 17 SP:Iteration 17Q (288.199483 sec): 3 clusters Score: Raw -385573.272971 + Penalty 6274.167233 = -379299.105738 nChanged 10 SP:Iteration 18Q (288.273712 sec): 3 clusters Score: Raw -385578.076949 + Penalty 6274.167233 = -379303.909716 nChanged 5 SP:Iteration 19Q (288.375897 sec): 3 clusters Score: Raw -385581.536577 + Penalty 6274.167233 = -379307.369344 nChanged 6 SP:Iteration 20F (288.461910 sec): 3 clusters Score: Raw -385584.040363 + Penalty 6274.167233 = -379309.873130 nChanged 5 SP:Iteration 21Q (288.562388 sec): 3 clusters Score: Raw -385587.184354 + Penalty 6274.167233 = -379313.017120 nChanged 4 SP:Iteration 22Q (288.657989 sec): 3 clusters Score: Raw -385589.072654 + Penalty 6274.167233 = -379314.905421 nChanged 5 SP:Iteration 23Q (288.731979 sec): 3 clusters Score: Raw -385591.240352 + Penalty 6274.167233 = -379317.073119 nChanged 4 SP:Iteration 24Q (288.840539 sec): 3 clusters Score: Raw -385592.403386 + Penalty 6274.167233 = -379318.236153 nChanged 2 SP:Iteration 25Q (288.935111 sec): 3 clusters Score: Raw -385593.490782 + Penalty 6274.167233 = -379319.323549 nChanged 8 SP:Iteration 26Q (289.011407 sec): 3 clusters Score: Raw -385597.134856 + Penalty 6274.167233 = -379322.967623 nChanged 5 SP:Iteration 27Q (289.106899 sec): 3 clusters Score: Raw -385599.216128 + Penalty 6274.167233 = -379325.048895 nChanged 5 SP:Iteration 28Q (289.204280 sec): 3 clusters Score: Raw -385601.351492 + Penalty 6274.167233 = -379327.184259 nChanged 2 SP:Iteration 29Q (289.305587 sec): 3 clusters Score: Raw -385601.950015 + Penalty 6274.167233 = -379327.782782 nChanged 5 SP:Iteration 30Q (289.402525 sec): 3 clusters Score: Raw -385603.551117 + Penalty 6274.167233 = -379329.383884 nChanged 6 SP:Iteration 31Q (289.474102 sec): 3 clusters Score: Raw -385606.635046 + Penalty 6274.167233 = -379332.467813 nChanged 6 SP:Iteration 32Q (289.574002 sec): 3 clusters Score: Raw -385609.482722 + Penalty 6274.167233 = -379335.315489 nChanged 4 SP:Iteration 33Q (289.668886 sec): 3 clusters Score: Raw -385610.903650 + Penalty 6274.167233 = -379336.736417 nChanged 3 SP:Iteration 34Q (289.770443 sec): 3 clusters Score: Raw -385612.011582 + Penalty 6274.167233 = -379337.844349 nChanged 2 SP:Iteration 35Q (289.864429 sec): 3 clusters Score: Raw -385612.447448 + Penalty 6274.167233 = -379338.280215 nChanged 0 SP:Iteration 36F (289.968226 sec): 3 clusters Score: Raw -385612.447448 + Penalty 6274.167233 = -379338.280215 nChanged 0 Trying to split cluster 7 (5249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (290.024015 sec): 2 clusters Score: Raw -492274.093643 + Penalty 3173.626255 = -489100.467388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (290.135749 sec): 3 clusters Score: Raw -489960.208660 + Penalty 6347.252510 = -483612.956150 nChanged 1861 SP:Iteration 1F (290.242092 sec): 3 clusters Score: Raw -491122.289653 + Penalty 6347.252510 = -484775.037142 nChanged 376 SP:Iteration 2F (290.345559 sec): 3 clusters Score: Raw -491361.234137 + Penalty 6347.252510 = -485013.981627 nChanged 240 SP:Iteration 3Q (290.454275 sec): 3 clusters Score: Raw -491504.655648 + Penalty 6347.252510 = -485157.403138 nChanged 167 SP:Iteration 4Q (290.540683 sec): 3 clusters Score: Raw -491607.551077 + Penalty 6347.252510 = -485260.298567 nChanged 141 SP:Iteration 5Q (290.668931 sec): 3 clusters Score: Raw -491686.018213 + Penalty 6347.252510 = -485338.765703 nChanged 102 SP:Iteration 6Q (290.749549 sec): 3 clusters Score: Raw -491735.723000 + Penalty 6347.252510 = -485388.470490 nChanged 84 SP:Iteration 7Q (290.874748 sec): 3 clusters Score: Raw -491777.531027 + Penalty 6347.252510 = -485430.278517 nChanged 84 SP:Iteration 8Q (290.964439 sec): 3 clusters Score: Raw -491815.773582 + Penalty 6347.252510 = -485468.521072 nChanged 63 SP:Iteration 9Q (291.106491 sec): 3 clusters Score: Raw -491845.401387 + Penalty 6347.252510 = -485498.148877 nChanged 61 SP:Iteration 10Q (291.222979 sec): 3 clusters Score: Raw -491874.734430 + Penalty 6347.252510 = -485527.481920 nChanged 53 SP:Iteration 11Q (291.302347 sec): 3 clusters Score: Raw -491898.186572 + Penalty 6347.252510 = -485550.934061 nChanged 51 SP:Iteration 12Q (291.423696 sec): 3 clusters Score: Raw -491921.321814 + Penalty 6347.252510 = -485574.069304 nChanged 45 SP:Iteration 13Q (291.511606 sec): 3 clusters Score: Raw -491938.659546 + Penalty 6347.252510 = -485591.407036 nChanged 37 SP:Iteration 14Q (291.633163 sec): 3 clusters Score: Raw -491955.014246 + Penalty 6347.252510 = -485607.761736 nChanged 32 SP:Iteration 15Q (291.727586 sec): 3 clusters Score: Raw -491967.139455 + Penalty 6347.252510 = -485619.886945 nChanged 21 SP:Iteration 16Q (291.825570 sec): 3 clusters Score: Raw -491976.434844 + Penalty 6347.252510 = -485629.182334 nChanged 21 SP:Iteration 17Q (291.915688 sec): 3 clusters Score: Raw -491983.731442 + Penalty 6347.252510 = -485636.478932 nChanged 17 SP:Iteration 18Q (292.004125 sec): 3 clusters Score: Raw -491990.004307 + Penalty 6347.252510 = -485642.751797 nChanged 10 SP:Iteration 19Q (292.113613 sec): 3 clusters Score: Raw -491993.522306 + Penalty 6347.252510 = -485646.269796 nChanged 16 SP:Iteration 20F (292.203031 sec): 3 clusters Score: Raw -491997.926176 + Penalty 6347.252510 = -485650.673665 nChanged 7 SP:Iteration 21Q (292.301879 sec): 3 clusters Score: Raw -492000.365033 + Penalty 6347.252510 = -485653.112523 nChanged 12 SP:Iteration 22Q (292.392825 sec): 3 clusters Score: Raw -492005.003887 + Penalty 6347.252510 = -485657.751377 nChanged 15 SP:Iteration 23Q (292.486958 sec): 3 clusters Score: Raw -492011.498231 + Penalty 6347.252510 = -485664.245721 nChanged 23 SP:Iteration 24Q (292.566577 sec): 3 clusters Score: Raw -492020.209096 + Penalty 6347.252510 = -485672.956586 nChanged 26 SP:Iteration 25Q (292.671723 sec): 3 clusters Score: Raw -492030.496068 + Penalty 6347.252510 = -485683.243558 nChanged 23 SP:Iteration 26Q (292.768047 sec): 3 clusters Score: Raw -492040.979741 + Penalty 6347.252510 = -485693.727230 nChanged 30 SP:Iteration 27Q (292.858206 sec): 3 clusters Score: Raw -492052.183085 + Penalty 6347.252510 = -485704.930575 nChanged 25 SP:Iteration 28Q (292.952981 sec): 3 clusters Score: Raw -492061.504937 + Penalty 6347.252510 = -485714.252426 nChanged 21 SP:Iteration 29Q (293.049199 sec): 3 clusters Score: Raw -492068.863378 + Penalty 6347.252510 = -485721.610868 nChanged 17 SP:Iteration 30Q (293.151798 sec): 3 clusters Score: Raw -492074.729691 + Penalty 6347.252510 = -485727.477180 nChanged 15 SP:Iteration 31Q (293.242760 sec): 3 clusters Score: Raw -492078.850121 + Penalty 6347.252510 = -485731.597611 nChanged 13 SP:Iteration 32Q (293.335888 sec): 3 clusters Score: Raw -492083.447979 + Penalty 6347.252510 = -485736.195469 nChanged 9 SP:Iteration 33Q (293.437665 sec): 3 clusters Score: Raw -492086.588699 + Penalty 6347.252510 = -485739.336188 nChanged 8 SP:Iteration 34Q (293.540272 sec): 3 clusters Score: Raw -492090.427220 + Penalty 6347.252510 = -485743.174710 nChanged 7 SP:Iteration 35Q (293.640751 sec): 3 clusters Score: Raw -492092.260337 + Penalty 6347.252510 = -485745.007826 nChanged 3 SP:Iteration 36Q (293.720556 sec): 3 clusters Score: Raw -492093.033373 + Penalty 6347.252510 = -485745.780863 nChanged 4 SP:Iteration 37Q (293.804807 sec): 3 clusters Score: Raw -492094.618597 + Penalty 6347.252510 = -485747.366086 nChanged 9 SP:Iteration 38Q (293.902675 sec): 3 clusters Score: Raw -492098.079274 + Penalty 6347.252510 = -485750.826764 nChanged 11 SP:Iteration 39Q (294.007445 sec): 3 clusters Score: Raw -492101.378588 + Penalty 6347.252510 = -485754.126078 nChanged 5 SP:Iteration 40F (294.098628 sec): 3 clusters Score: Raw -492103.310053 + Penalty 6347.252510 = -485756.057543 nChanged 3 SP:Iteration 41Q (294.202162 sec): 3 clusters Score: Raw -492103.878965 + Penalty 6347.252510 = -485756.626455 nChanged 2 SP:Iteration 42Q (294.297090 sec): 3 clusters Score: Raw -492104.558464 + Penalty 6347.252510 = -485757.305954 nChanged 2 SP:Iteration 43Q (294.375625 sec): 3 clusters Score: Raw -492105.111142 + Penalty 6347.252510 = -485757.858631 nChanged 2 SP:Iteration 44Q (294.479761 sec): 3 clusters Score: Raw -492105.655224 + Penalty 6347.252510 = -485758.402714 nChanged 2 SP:Iteration 45Q (294.559495 sec): 3 clusters Score: Raw -492106.468558 + Penalty 6347.252510 = -485759.216048 nChanged 3 SP:Iteration 46Q (294.662480 sec): 3 clusters Score: Raw -492108.078747 + Penalty 6347.252510 = -485760.826237 nChanged 6 SP:Iteration 47Q (294.761442 sec): 3 clusters Score: Raw -492109.966828 + Penalty 6347.252510 = -485762.714318 nChanged 4 SP:Iteration 48Q (294.848978 sec): 3 clusters Score: Raw -492110.991448 + Penalty 6347.252510 = -485763.738938 nChanged 2 SP:Iteration 49Q (294.947239 sec): 3 clusters Score: Raw -492111.745600 + Penalty 6347.252510 = -485764.493089 nChanged 0 SP:Iteration 50F (295.030102 sec): 3 clusters Score: Raw -492111.745600 + Penalty 6347.252510 = -485764.493089 nChanged 0 Trying to split cluster 8 (3392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (295.094414 sec): 2 clusters Score: Raw -212875.397991 + Penalty 3011.859336 = -209863.538655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (295.173576 sec): 3 clusters Score: Raw -211633.316843 + Penalty 6023.718673 = -205609.598171 nChanged 1123 SP:Iteration 1F (295.270543 sec): 3 clusters Score: Raw -212712.955014 + Penalty 6023.718673 = -206689.236341 nChanged 355 SP:Iteration 2F (295.375849 sec): 3 clusters Score: Raw -213321.345142 + Penalty 6023.718673 = -207297.626470 nChanged 287 SP:Iteration 3F (295.481764 sec): 3 clusters Score: Raw -213773.293252 + Penalty 6023.718673 = -207749.574579 nChanged 206 SP:Iteration 4F (295.573603 sec): 3 clusters Score: Raw -214105.481994 + Penalty 6023.718673 = -208081.763321 nChanged 167 SP:Iteration 5Q (295.669177 sec): 3 clusters Score: Raw -214326.829315 + Penalty 6023.718673 = -208303.110642 nChanged 114 SP:Iteration 6Q (295.777002 sec): 3 clusters Score: Raw -214462.181585 + Penalty 6023.718673 = -208438.462912 nChanged 72 SP:Iteration 7Q (295.854882 sec): 3 clusters Score: Raw -214581.615700 + Penalty 6023.718673 = -208557.897027 nChanged 68 SP:Iteration 8Q (295.984235 sec): 3 clusters Score: Raw -214731.722307 + Penalty 6023.718673 = -208708.003634 nChanged 70 SP:Iteration 9Q (296.087924 sec): 3 clusters Score: Raw -214873.807169 + Penalty 6023.718673 = -208850.088496 nChanged 54 SP:Iteration 10Q (296.171208 sec): 3 clusters Score: Raw -214964.457241 + Penalty 6023.718673 = -208940.738568 nChanged 43 SP:Iteration 11Q (296.280316 sec): 3 clusters Score: Raw -215008.213359 + Penalty 6023.718673 = -208984.494686 nChanged 36 SP:Iteration 12Q (296.383578 sec): 3 clusters Score: Raw -215036.930797 + Penalty 6023.718673 = -209013.212124 nChanged 35 SP:Iteration 13Q (296.475883 sec): 3 clusters Score: Raw -215083.817449 + Penalty 6023.718673 = -209060.098776 nChanged 41 SP:Iteration 14Q (296.571081 sec): 3 clusters Score: Raw -215143.513330 + Penalty 6023.718673 = -209119.794657 nChanged 36 SP:Iteration 15Q (296.652310 sec): 3 clusters Score: Raw -215195.769308 + Penalty 6023.718673 = -209172.050635 nChanged 43 SP:Iteration 16Q (296.741985 sec): 3 clusters Score: Raw -215263.907405 + Penalty 6023.718673 = -209240.188732 nChanged 37 SP:Iteration 17Q (296.817674 sec): 3 clusters Score: Raw -215319.035074 + Penalty 6023.718673 = -209295.316401 nChanged 35 SP:Iteration 18Q (296.910354 sec): 3 clusters Score: Raw -215370.223866 + Penalty 6023.718673 = -209346.505193 nChanged 32 SP:Iteration 19Q (297.000746 sec): 3 clusters Score: Raw -215427.830586 + Penalty 6023.718673 = -209404.111913 nChanged 32 SP:Iteration 20F (297.094153 sec): 3 clusters Score: Raw -215481.233860 + Penalty 6023.718673 = -209457.515188 nChanged 27 SP:Iteration 21Q (297.172682 sec): 3 clusters Score: Raw -215527.677478 + Penalty 6023.718673 = -209503.958805 nChanged 28 SP:Iteration 22Q (297.285107 sec): 3 clusters Score: Raw -215562.482861 + Penalty 6023.718673 = -209538.764188 nChanged 27 SP:Iteration 23Q (297.351044 sec): 3 clusters Score: Raw -215585.471350 + Penalty 6023.718673 = -209561.752677 nChanged 22 SP:Iteration 24Q (297.447429 sec): 3 clusters Score: Raw -215604.225321 + Penalty 6023.718673 = -209580.506648 nChanged 19 SP:Iteration 25Q (297.538074 sec): 3 clusters Score: Raw -215627.936023 + Penalty 6023.718673 = -209604.217350 nChanged 25 SP:Iteration 26Q (297.615355 sec): 3 clusters Score: Raw -215658.767208 + Penalty 6023.718673 = -209635.048535 nChanged 32 SP:Iteration 27Q (297.701823 sec): 3 clusters Score: Raw -215690.644378 + Penalty 6023.718673 = -209666.925706 nChanged 32 SP:Iteration 28Q (297.814574 sec): 3 clusters Score: Raw -215733.131289 + Penalty 6023.718673 = -209709.412616 nChanged 45 SP:Iteration 29Q (297.905494 sec): 3 clusters Score: Raw -215794.260130 + Penalty 6023.718673 = -209770.541457 nChanged 45 SP:Iteration 30Q (297.993295 sec): 3 clusters Score: Raw -215852.681863 + Penalty 6023.718673 = -209828.963190 nChanged 39 SP:Iteration 31Q (298.077871 sec): 3 clusters Score: Raw -215911.106110 + Penalty 6023.718673 = -209887.387437 nChanged 34 SP:Iteration 32Q (298.163827 sec): 3 clusters Score: Raw -215953.499774 + Penalty 6023.718673 = -209929.781101 nChanged 26 SP:Iteration 33Q (298.248679 sec): 3 clusters Score: Raw -215981.400415 + Penalty 6023.718673 = -209957.681742 nChanged 23 SP:Iteration 34Q (298.347012 sec): 3 clusters Score: Raw -216006.426629 + Penalty 6023.718673 = -209982.707956 nChanged 14 SP:Iteration 35Q (298.433215 sec): 3 clusters Score: Raw -216025.918873 + Penalty 6023.718673 = -210002.200201 nChanged 15 SP:Iteration 36Q (298.502532 sec): 3 clusters Score: Raw -216043.432352 + Penalty 6023.718673 = -210019.713679 nChanged 23 SP:Iteration 37Q (298.612010 sec): 3 clusters Score: Raw -216064.821501 + Penalty 6023.718673 = -210041.102829 nChanged 15 SP:Iteration 38Q (298.703344 sec): 3 clusters Score: Raw -216073.891506 + Penalty 6023.718673 = -210050.172834 nChanged 5 SP:Iteration 39Q (298.791145 sec): 3 clusters Score: Raw -216081.206171 + Penalty 6023.718673 = -210057.487498 nChanged 4 SP:Iteration 40F (298.868368 sec): 3 clusters Score: Raw -216084.236587 + Penalty 6023.718673 = -210060.517914 nChanged 3 SP:Iteration 41Q (298.956338 sec): 3 clusters Score: Raw -216086.533532 + Penalty 6023.718673 = -210062.814859 nChanged 2 SP:Iteration 42Q (299.048719 sec): 3 clusters Score: Raw -216088.226082 + Penalty 6023.718673 = -210064.507409 nChanged 2 SP:Iteration 43Q (299.153790 sec): 3 clusters Score: Raw -216089.719691 + Penalty 6023.718673 = -210066.001018 nChanged 0 SP:Iteration 44F (299.248332 sec): 3 clusters Score: Raw -216089.719691 + Penalty 6023.718673 = -210066.001018 nChanged 0 Score: Raw -3284488.879579 + Penalty 43283.241559 = -3241205.638020 Splitting cluster 8 changes total score from -3240501.715584 to -3241205.638020 So it's getting split into cluster 11. Iteration 99Q (300.832046 sec): 12 clusters Score: Raw -3285554.476748 + Penalty 43283.241559 = -3242271.235189 nChanged 1040 Iteration 100F (301.747283 sec): 12 clusters Score: Raw -3286489.277072 + Penalty 43283.241559 = -3243206.035513 nChanged 726 Iteration 101Q (302.489323 sec): 12 clusters Score: Raw -3286938.912584 + Penalty 43283.241559 = -3243655.671025 nChanged 422 Iteration 102Q (303.138884 sec): 12 clusters Score: Raw -3287171.604871 + Penalty 43283.241559 = -3243888.363312 nChanged 317 Iteration 103Q (303.793944 sec): 12 clusters Score: Raw -3287340.997057 + Penalty 43283.241559 = -3244057.755498 nChanged 231 Iteration 104Q (304.458189 sec): 12 clusters Score: Raw -3287459.303999 + Penalty 43283.241559 = -3244176.062441 nChanged 160 Iteration 105Q (305.117820 sec): 12 clusters Score: Raw -3287533.383298 + Penalty 43283.241559 = -3244250.141739 nChanged 140 Iteration 106Q (305.790671 sec): 12 clusters Score: Raw -3287616.565442 + Penalty 43283.241559 = -3244333.323883 nChanged 127 Iteration 107Q (306.441318 sec): 12 clusters Score: Raw -3287745.859590 + Penalty 43283.241559 = -3244462.618031 nChanged 134 Iteration 108Q (307.098814 sec): 12 clusters Score: Raw -3287871.060819 + Penalty 43283.241559 = -3244587.819260 nChanged 109 Iteration 109Q (307.838171 sec): 12 clusters Score: Raw -3287932.329606 + Penalty 43283.241559 = -3244649.088047 nChanged 77 Iteration 110Q (308.566253 sec): 12 clusters Score: Raw -3287964.941101 + Penalty 43283.241559 = -3244681.699542 nChanged 51 Iteration 111Q (309.226602 sec): 12 clusters Score: Raw -3287984.605773 + Penalty 43283.241559 = -3244701.364214 nChanged 55 Iteration 112Q (309.876199 sec): 12 clusters Score: Raw -3288005.741871 + Penalty 43283.241559 = -3244722.500312 nChanged 43 Iteration 113Q (310.529356 sec): 12 clusters Score: Raw -3288024.530484 + Penalty 43283.241559 = -3244741.288925 nChanged 55 Iteration 114Q (311.173957 sec): 12 clusters Score: Raw -3288044.643840 + Penalty 43283.241559 = -3244761.402281 nChanged 59 Iteration 115Q (311.836407 sec): 12 clusters Score: Raw -3288064.077008 + Penalty 43283.241559 = -3244780.835449 nChanged 43 Iteration 116Q (312.495975 sec): 12 clusters Score: Raw -3288078.316956 + Penalty 43283.241559 = -3244795.075397 nChanged 38 Iteration 117Q (313.136751 sec): 12 clusters Score: Raw -3288089.794455 + Penalty 43283.241559 = -3244806.552896 nChanged 44 Iteration 118Q (313.835806 sec): 12 clusters Score: Raw -3288100.304557 + Penalty 43283.241559 = -3244817.062998 nChanged 33 Iteration 119Q (314.546317 sec): 12 clusters Score: Raw -3288108.766933 + Penalty 43283.241559 = -3244825.525374 nChanged 24 Iteration 120F (315.454562 sec): 12 clusters Score: Raw -3288114.715090 + Penalty 43283.241559 = -3244831.473531 nChanged 32 Iteration 121Q (316.112275 sec): 12 clusters Score: Raw -3288124.021332 + Penalty 43283.241559 = -3244840.779773 nChanged 51 Iteration 122Q (316.764484 sec): 12 clusters Score: Raw -3288137.728451 + Penalty 43283.241559 = -3244854.486892 nChanged 38 Iteration 123Q (317.435653 sec): 12 clusters Score: Raw -3288148.410756 + Penalty 43283.241559 = -3244865.169197 nChanged 35 Iteration 124Q (318.083525 sec): 12 clusters Score: Raw -3288158.121565 + Penalty 43283.241559 = -3244874.880006 nChanged 33 Iteration 125Q (318.747819 sec): 12 clusters Score: Raw -3288168.161769 + Penalty 43283.241559 = -3244884.920210 nChanged 30 Iteration 126Q (319.435830 sec): 12 clusters Score: Raw -3288176.372430 + Penalty 43283.241559 = -3244893.130871 nChanged 35 Iteration 127Q (320.186021 sec): 12 clusters Score: Raw -3288186.371823 + Penalty 43283.241559 = -3244903.130264 nChanged 27 Iteration 128Q (320.906690 sec): 12 clusters Score: Raw -3288193.707257 + Penalty 43283.241559 = -3244910.465698 nChanged 27 Iteration 129Q (321.634853 sec): 12 clusters Score: Raw -3288202.081195 + Penalty 43283.241559 = -3244918.839636 nChanged 29 Iteration 130Q (322.286691 sec): 12 clusters Score: Raw -3288210.188152 + Penalty 43283.241559 = -3244926.946593 nChanged 28 Iteration 131Q (322.947087 sec): 12 clusters Score: Raw -3288218.628090 + Penalty 43283.241559 = -3244935.386531 nChanged 21 Iteration 132Q (323.600151 sec): 12 clusters Score: Raw -3288224.275612 + Penalty 43283.241559 = -3244941.034053 nChanged 22 Iteration 133Q (324.249753 sec): 12 clusters Score: Raw -3288230.709188 + Penalty 43283.241559 = -3244947.467629 nChanged 15 Iteration 134Q (324.914727 sec): 12 clusters Score: Raw -3288236.036969 + Penalty 43283.241559 = -3244952.795410 nChanged 21 Iteration 135Q (325.574050 sec): 12 clusters Score: Raw -3288241.928385 + Penalty 43283.241559 = -3244958.686826 nChanged 15 Iteration 136Q (326.261043 sec): 12 clusters Score: Raw -3288245.678043 + Penalty 43283.241559 = -3244962.436484 nChanged 12 Iteration 137Q (327.014068 sec): 12 clusters Score: Raw -3288249.556493 + Penalty 43283.241559 = -3244966.314934 nChanged 11 Iteration 138Q (327.702730 sec): 12 clusters Score: Raw -3288252.970792 + Penalty 43283.241559 = -3244969.729233 nChanged 8 Writing temp clu file Because OldScore, -3244966.314934, is greater than current (better) Score,-3244969.729233 Compute initial score before splitting: Score: Raw -3288252.970792 + Penalty 43283.241559 = -3244969.729233 Trying to split cluster 1 (4877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (327.803976 sec): 2 clusters Score: Raw -406400.462726 + Penalty 3146.391798 = -403254.070928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (327.893683 sec): 3 clusters Score: Raw -404354.112791 + Penalty 6292.783597 = -398061.329194 nChanged 1697 SP:Iteration 1F (327.972473 sec): 3 clusters Score: Raw -405572.451863 + Penalty 6292.783597 = -399279.668266 nChanged 406 SP:Iteration 2F (328.085750 sec): 3 clusters Score: Raw -405939.912552 + Penalty 6292.783597 = -399647.128955 nChanged 287 SP:Iteration 3F (328.179129 sec): 3 clusters Score: Raw -406267.128753 + Penalty 6292.783597 = -399974.345156 nChanged 286 SP:Iteration 4F (328.270426 sec): 3 clusters Score: Raw -406626.284719 + Penalty 6292.783597 = -400333.501122 nChanged 287 SP:Iteration 5F (328.362032 sec): 3 clusters Score: Raw -407095.591936 + Penalty 6292.783597 = -400802.808339 nChanged 334 SP:Iteration 6F (328.458431 sec): 3 clusters Score: Raw -407698.766723 + Penalty 6292.783597 = -401405.983126 nChanged 307 SP:Iteration 7F (328.536124 sec): 3 clusters Score: Raw -408173.673929 + Penalty 6292.783597 = -401880.890332 nChanged 256 SP:Iteration 8F (328.650038 sec): 3 clusters Score: Raw -408514.408732 + Penalty 6292.783597 = -402221.625135 nChanged 186 SP:Iteration 9Q (328.742825 sec): 3 clusters Score: Raw -408702.022707 + Penalty 6292.783597 = -402409.239110 nChanged 123 SP:Iteration 10Q (328.837695 sec): 3 clusters Score: Raw -408806.439124 + Penalty 6292.783597 = -402513.655528 nChanged 76 SP:Iteration 11Q (328.929941 sec): 3 clusters Score: Raw -408863.096266 + Penalty 6292.783597 = -402570.312670 nChanged 44 SP:Iteration 12Q (329.023721 sec): 3 clusters Score: Raw -408893.138728 + Penalty 6292.783597 = -402600.355132 nChanged 29 SP:Iteration 13Q (329.114531 sec): 3 clusters Score: Raw -408909.704570 + Penalty 6292.783597 = -402616.920973 nChanged 19 SP:Iteration 14Q (329.202057 sec): 3 clusters Score: Raw -408918.265554 + Penalty 6292.783597 = -402625.481957 nChanged 9 SP:Iteration 15Q (329.297493 sec): 3 clusters Score: Raw -408922.655630 + Penalty 6292.783597 = -402629.872033 nChanged 6 SP:Iteration 16Q (329.388769 sec): 3 clusters Score: Raw -408925.157462 + Penalty 6292.783597 = -402632.373865 nChanged 7 SP:Iteration 17Q (329.472333 sec): 3 clusters Score: Raw -408928.250350 + Penalty 6292.783597 = -402635.466753 nChanged 4 SP:Iteration 18Q (329.570707 sec): 3 clusters Score: Raw -408930.428507 + Penalty 6292.783597 = -402637.644910 nChanged 4 SP:Iteration 19Q (329.662594 sec): 3 clusters Score: Raw -408931.895088 + Penalty 6292.783597 = -402639.111491 nChanged 1 SP:Iteration 20F (329.758733 sec): 3 clusters Score: Raw -408932.385862 + Penalty 6292.783597 = -402639.602265 nChanged 1 SP:Iteration 21Q (329.852423 sec): 3 clusters Score: Raw -408932.566140 + Penalty 6292.783597 = -402639.782543 nChanged 0 SP:Iteration 22F (329.927058 sec): 3 clusters Score: Raw -408932.566140 + Penalty 6292.783597 = -402639.782543 nChanged 0 Trying to split cluster 2 (2216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (329.977894 sec): 2 clusters Score: Raw -180934.690685 + Penalty 2854.131577 = -178080.559108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (330.087032 sec): 3 clusters Score: Raw -180248.292539 + Penalty 5708.263154 = -174540.029384 nChanged 635 SP:Iteration 1F (330.163287 sec): 3 clusters Score: Raw -181032.907997 + Penalty 5708.263154 = -175324.644843 nChanged 222 SP:Iteration 2F (330.262048 sec): 3 clusters Score: Raw -181545.392323 + Penalty 5708.263154 = -175837.129168 nChanged 165 SP:Iteration 3F (330.349207 sec): 3 clusters Score: Raw -181929.655481 + Penalty 5708.263154 = -176221.392327 nChanged 124 SP:Iteration 4F (330.435109 sec): 3 clusters Score: Raw -182201.963897 + Penalty 5708.263154 = -176493.700742 nChanged 102 SP:Iteration 5Q (330.513227 sec): 3 clusters Score: Raw -182413.119193 + Penalty 5708.263154 = -176704.856039 nChanged 68 SP:Iteration 6Q (330.592564 sec): 3 clusters Score: Raw -182544.374467 + Penalty 5708.263154 = -176836.111312 nChanged 69 SP:Iteration 7Q (330.684669 sec): 3 clusters Score: Raw -182636.552613 + Penalty 5708.263154 = -176928.289459 nChanged 43 SP:Iteration 8Q (330.782666 sec): 3 clusters Score: Raw -182694.822668 + Penalty 5708.263154 = -176986.559513 nChanged 29 SP:Iteration 9Q (330.866351 sec): 3 clusters Score: Raw -182743.328383 + Penalty 5708.263154 = -177035.065228 nChanged 29 SP:Iteration 10Q (330.963713 sec): 3 clusters Score: Raw -182801.188384 + Penalty 5708.263154 = -177092.925229 nChanged 32 SP:Iteration 11Q (331.035408 sec): 3 clusters Score: Raw -182872.524708 + Penalty 5708.263154 = -177164.261553 nChanged 36 SP:Iteration 12Q (331.132143 sec): 3 clusters Score: Raw -182945.362267 + Penalty 5708.263154 = -177237.099113 nChanged 33 SP:Iteration 13Q (331.215044 sec): 3 clusters Score: Raw -182990.181250 + Penalty 5708.263154 = -177281.918095 nChanged 31 SP:Iteration 14Q (331.298329 sec): 3 clusters Score: Raw -183028.094922 + Penalty 5708.263154 = -177319.831768 nChanged 25 SP:Iteration 15Q (331.383886 sec): 3 clusters Score: Raw -183051.666361 + Penalty 5708.263154 = -177343.403207 nChanged 17 SP:Iteration 16Q (331.461083 sec): 3 clusters Score: Raw -183071.333974 + Penalty 5708.263154 = -177363.070820 nChanged 12 SP:Iteration 17Q (331.553075 sec): 3 clusters Score: Raw -183084.203839 + Penalty 5708.263154 = -177375.940685 nChanged 7 SP:Iteration 18Q (331.634723 sec): 3 clusters Score: Raw -183090.061805 + Penalty 5708.263154 = -177381.798651 nChanged 7 SP:Iteration 19Q (331.720335 sec): 3 clusters Score: Raw -183096.158484 + Penalty 5708.263154 = -177387.895330 nChanged 4 SP:Iteration 20F (331.819322 sec): 3 clusters Score: Raw -183100.015221 + Penalty 5708.263154 = -177391.752066 nChanged 5 SP:Iteration 21Q (331.902090 sec): 3 clusters Score: Raw -183106.803476 + Penalty 5708.263154 = -177398.540321 nChanged 2 SP:Iteration 22Q (332.016009 sec): 3 clusters Score: Raw -183107.968063 + Penalty 5708.263154 = -177399.704908 nChanged 2 SP:Iteration 23Q (332.111314 sec): 3 clusters Score: Raw -183109.328543 + Penalty 5708.263154 = -177401.065388 nChanged 1 SP:Iteration 24Q (332.200698 sec): 3 clusters Score: Raw -183110.057124 + Penalty 5708.263154 = -177401.793970 nChanged 2 SP:Iteration 25Q (332.306252 sec): 3 clusters Score: Raw -183111.542164 + Penalty 5708.263154 = -177403.279009 nChanged 1 SP:Iteration 26Q (332.415802 sec): 3 clusters Score: Raw -183112.213702 + Penalty 5708.263154 = -177403.950547 nChanged 1 SP:Iteration 27Q (332.489734 sec): 3 clusters Score: Raw -183113.698676 + Penalty 5708.263154 = -177405.435522 nChanged 2 SP:Iteration 28Q (332.597617 sec): 3 clusters Score: Raw -183114.627183 + Penalty 5708.263154 = -177406.364029 nChanged 1 SP:Iteration 29Q (332.706733 sec): 3 clusters Score: Raw -183114.929842 + Penalty 5708.263154 = -177406.666688 nChanged 0 SP:Iteration 30F (332.819567 sec): 3 clusters Score: Raw -183114.929842 + Penalty 5708.263154 = -177406.666688 nChanged 0 Trying to split cluster 3 (2429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (332.883568 sec): 2 clusters Score: Raw -207408.699055 + Penalty 2888.134541 = -204520.564514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (332.957574 sec): 3 clusters Score: Raw -206585.921625 + Penalty 5776.269082 = -200809.652543 nChanged 738 SP:Iteration 1F (333.078734 sec): 3 clusters Score: Raw -207316.631604 + Penalty 5776.269082 = -201540.362522 nChanged 216 SP:Iteration 2F (333.170804 sec): 3 clusters Score: Raw -207585.613163 + Penalty 5776.269082 = -201809.344081 nChanged 131 SP:Iteration 3F (333.280737 sec): 3 clusters Score: Raw -207767.273068 + Penalty 5776.269082 = -201991.003985 nChanged 107 SP:Iteration 4Q (333.403095 sec): 3 clusters Score: Raw -207907.681864 + Penalty 5776.269082 = -202131.412782 nChanged 98 SP:Iteration 5Q (333.498333 sec): 3 clusters Score: Raw -208061.453558 + Penalty 5776.269082 = -202285.184476 nChanged 94 SP:Iteration 6Q (333.581697 sec): 3 clusters Score: Raw -208205.620697 + Penalty 5776.269082 = -202429.351614 nChanged 76 SP:Iteration 7Q (333.707121 sec): 3 clusters Score: Raw -208304.626623 + Penalty 5776.269082 = -202528.357540 nChanged 64 SP:Iteration 8Q (333.798861 sec): 3 clusters Score: Raw -208398.725852 + Penalty 5776.269082 = -202622.456770 nChanged 63 SP:Iteration 9Q (333.898702 sec): 3 clusters Score: Raw -208501.619539 + Penalty 5776.269082 = -202725.350457 nChanged 70 SP:Iteration 10Q (333.992551 sec): 3 clusters Score: Raw -208640.943522 + Penalty 5776.269082 = -202864.674440 nChanged 65 SP:Iteration 11Q (334.082290 sec): 3 clusters Score: Raw -208839.917403 + Penalty 5776.269082 = -203063.648321 nChanged 74 SP:Iteration 12Q (334.169526 sec): 3 clusters Score: Raw -209145.025624 + Penalty 5776.269082 = -203368.756542 nChanged 75 SP:Iteration 13Q (334.237867 sec): 3 clusters Score: Raw -209332.788746 + Penalty 5776.269082 = -203556.519663 nChanged 58 SP:Iteration 14Q (334.334112 sec): 3 clusters Score: Raw -209427.539561 + Penalty 5776.269082 = -203651.270479 nChanged 39 SP:Iteration 15Q (334.421921 sec): 3 clusters Score: Raw -209497.301057 + Penalty 5776.269082 = -203721.031975 nChanged 41 SP:Iteration 16Q (334.515576 sec): 3 clusters Score: Raw -209564.341383 + Penalty 5776.269082 = -203788.072301 nChanged 32 SP:Iteration 17Q (334.594280 sec): 3 clusters Score: Raw -209618.126795 + Penalty 5776.269082 = -203841.857713 nChanged 27 SP:Iteration 18Q (334.686602 sec): 3 clusters Score: Raw -209649.995716 + Penalty 5776.269082 = -203873.726633 nChanged 17 SP:Iteration 19Q (334.757765 sec): 3 clusters Score: Raw -209666.972606 + Penalty 5776.269082 = -203890.703524 nChanged 5 SP:Iteration 20F (334.863933 sec): 3 clusters Score: Raw -209671.139403 + Penalty 5776.269082 = -203894.870321 nChanged 2 SP:Iteration 21Q (334.949637 sec): 3 clusters Score: Raw -209673.523325 + Penalty 5776.269082 = -203897.254242 nChanged 6 SP:Iteration 22Q (335.019956 sec): 3 clusters Score: Raw -209678.753534 + Penalty 5776.269082 = -203902.484452 nChanged 5 SP:Iteration 23Q (335.103062 sec): 3 clusters Score: Raw -209682.565679 + Penalty 5776.269082 = -203906.296597 nChanged 5 SP:Iteration 24Q (335.192618 sec): 3 clusters Score: Raw -209686.039400 + Penalty 5776.269082 = -203909.770318 nChanged 2 SP:Iteration 25Q (335.293715 sec): 3 clusters Score: Raw -209687.485212 + Penalty 5776.269082 = -203911.216130 nChanged 2 SP:Iteration 26Q (335.368112 sec): 3 clusters Score: Raw -209689.058435 + Penalty 5776.269082 = -203912.789352 nChanged 1 SP:Iteration 27Q (335.463494 sec): 3 clusters Score: Raw -209689.489744 + Penalty 5776.269082 = -203913.220662 nChanged 3 SP:Iteration 28Q (335.549032 sec): 3 clusters Score: Raw -209692.754370 + Penalty 5776.269082 = -203916.485287 nChanged 3 SP:Iteration 29Q (335.627252 sec): 3 clusters Score: Raw -209695.076091 + Penalty 5776.269082 = -203918.807008 nChanged 3 SP:Iteration 30Q (335.697007 sec): 3 clusters Score: Raw -209696.530487 + Penalty 5776.269082 = -203920.261405 nChanged 0 SP:Iteration 31F (335.793611 sec): 3 clusters Score: Raw -209696.530487 + Penalty 5776.269082 = -203920.261405 nChanged 0 Trying to split cluster 4 (1987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.849605 sec): 2 clusters Score: Raw -132162.927674 + Penalty 2813.718250 = -129349.209424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.931239 sec): 3 clusters Score: Raw -131720.715374 + Penalty 5627.436501 = -126093.278873 nChanged 584 SP:Iteration 1F (336.003109 sec): 3 clusters Score: Raw -132565.047658 + Penalty 5627.436501 = -126937.611157 nChanged 194 SP:Iteration 2F (336.091875 sec): 3 clusters Score: Raw -133020.590370 + Penalty 5627.436501 = -127393.153869 nChanged 142 SP:Iteration 3F (336.181994 sec): 3 clusters Score: Raw -133376.041423 + Penalty 5627.436501 = -127748.604922 nChanged 115 SP:Iteration 4F (336.268957 sec): 3 clusters Score: Raw -133633.362154 + Penalty 5627.436501 = -128005.925653 nChanged 74 SP:Iteration 5Q (336.370554 sec): 3 clusters Score: Raw -133759.759996 + Penalty 5627.436501 = -128132.323495 nChanged 46 SP:Iteration 6Q (336.447873 sec): 3 clusters Score: Raw -133843.800786 + Penalty 5627.436501 = -128216.364285 nChanged 42 SP:Iteration 7Q (336.532199 sec): 3 clusters Score: Raw -133916.520948 + Penalty 5627.436501 = -128289.084448 nChanged 45 SP:Iteration 8Q (336.623718 sec): 3 clusters Score: Raw -133980.690960 + Penalty 5627.436501 = -128353.254459 nChanged 28 SP:Iteration 9Q (336.692254 sec): 3 clusters Score: Raw -134017.054746 + Penalty 5627.436501 = -128389.618246 nChanged 24 SP:Iteration 10Q (336.798013 sec): 3 clusters Score: Raw -134049.261183 + Penalty 5627.436501 = -128421.824682 nChanged 34 SP:Iteration 11Q (336.869047 sec): 3 clusters Score: Raw -134091.939243 + Penalty 5627.436501 = -128464.502742 nChanged 24 SP:Iteration 12Q (336.963955 sec): 3 clusters Score: Raw -134118.457843 + Penalty 5627.436501 = -128491.021342 nChanged 12 SP:Iteration 13Q (337.049049 sec): 3 clusters Score: Raw -134128.396461 + Penalty 5627.436501 = -128500.959960 nChanged 5 SP:Iteration 14Q (337.123341 sec): 3 clusters Score: Raw -134133.963116 + Penalty 5627.436501 = -128506.526615 nChanged 5 SP:Iteration 15Q (337.206510 sec): 3 clusters Score: Raw -134138.496793 + Penalty 5627.436501 = -128511.060292 nChanged 8 SP:Iteration 16Q (337.290111 sec): 3 clusters Score: Raw -134144.089669 + Penalty 5627.436501 = -128516.653168 nChanged 2 SP:Iteration 17Q (337.373170 sec): 3 clusters Score: Raw -134145.050794 + Penalty 5627.436501 = -128517.614293 nChanged 1 SP:Iteration 18Q (337.462743 sec): 3 clusters Score: Raw -134145.486696 + Penalty 5627.436501 = -128518.050195 nChanged 1 SP:Iteration 19Q (337.566122 sec): 3 clusters Score: Raw -134145.787836 + Penalty 5627.436501 = -128518.351336 nChanged 1 SP:Iteration 20F (337.649344 sec): 3 clusters Score: Raw -134146.495755 + Penalty 5627.436501 = -128519.059254 nChanged 2 SP:Iteration 21Q (337.728011 sec): 3 clusters Score: Raw -134147.306605 + Penalty 5627.436501 = -128519.870104 nChanged 2 SP:Iteration 22Q (337.809429 sec): 3 clusters Score: Raw -134149.378025 + Penalty 5627.436501 = -128521.941524 nChanged 3 SP:Iteration 23Q (337.907568 sec): 3 clusters Score: Raw -134152.023080 + Penalty 5627.436501 = -128524.586580 nChanged 2 SP:Iteration 24Q (337.990709 sec): 3 clusters Score: Raw -134153.853641 + Penalty 5627.436501 = -128526.417140 nChanged 1 SP:Iteration 25Q (338.080267 sec): 3 clusters Score: Raw -134154.189664 + Penalty 5627.436501 = -128526.753163 nChanged 0 SP:Iteration 26F (338.181240 sec): 3 clusters Score: Raw -134154.189664 + Penalty 5627.436501 = -128526.753163 nChanged 0 Trying to split cluster 5 (6201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (338.244674 sec): 2 clusters Score: Raw -558294.462650 + Penalty 3235.378597 = -555059.084053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (338.338855 sec): 3 clusters Score: Raw -555371.052923 + Penalty 6470.757194 = -548900.295730 nChanged 2315 SP:Iteration 1F (338.459948 sec): 3 clusters Score: Raw -556758.360451 + Penalty 6470.757194 = -550287.603257 nChanged 494 SP:Iteration 2F (338.578872 sec): 3 clusters Score: Raw -557087.767267 + Penalty 6470.757194 = -550617.010073 nChanged 355 SP:Iteration 3F (338.683400 sec): 3 clusters Score: Raw -557351.523146 + Penalty 6470.757194 = -550880.765952 nChanged 285 SP:Iteration 4Q (338.789062 sec): 3 clusters Score: Raw -557586.135969 + Penalty 6470.757194 = -551115.378776 nChanged 277 SP:Iteration 5Q (338.887863 sec): 3 clusters Score: Raw -557824.263737 + Penalty 6470.757194 = -551353.506543 nChanged 279 SP:Iteration 6Q (338.993504 sec): 3 clusters Score: Raw -558070.847540 + Penalty 6470.757194 = -551600.090346 nChanged 266 SP:Iteration 7Q (339.121122 sec): 3 clusters Score: Raw -558324.152154 + Penalty 6470.757194 = -551853.394960 nChanged 262 SP:Iteration 8Q (339.260860 sec): 3 clusters Score: Raw -558569.561384 + Penalty 6470.757194 = -552098.804191 nChanged 265 SP:Iteration 9Q (339.352224 sec): 3 clusters Score: Raw -558815.434572 + Penalty 6470.757194 = -552344.677378 nChanged 220 SP:Iteration 10Q (339.468863 sec): 3 clusters Score: Raw -559027.378986 + Penalty 6470.757194 = -552556.621793 nChanged 185 SP:Iteration 11Q (339.586606 sec): 3 clusters Score: Raw -559221.451093 + Penalty 6470.757194 = -552750.693900 nChanged 176 SP:Iteration 12Q (339.683664 sec): 3 clusters Score: Raw -559405.096899 + Penalty 6470.757194 = -552934.339706 nChanged 184 SP:Iteration 13Q (339.786941 sec): 3 clusters Score: Raw -559596.993608 + Penalty 6470.757194 = -553126.236414 nChanged 150 SP:Iteration 14Q (339.858434 sec): 3 clusters Score: Raw -559769.429245 + Penalty 6470.757194 = -553298.672051 nChanged 139 SP:Iteration 15Q (339.951369 sec): 3 clusters Score: Raw -559926.818449 + Penalty 6470.757194 = -553456.061255 nChanged 108 SP:Iteration 16Q (340.047433 sec): 3 clusters Score: Raw -560043.044279 + Penalty 6470.757194 = -553572.287086 nChanged 94 SP:Iteration 17Q (340.162175 sec): 3 clusters Score: Raw -560121.597307 + Penalty 6470.757194 = -553650.840113 nChanged 77 SP:Iteration 18Q (340.254613 sec): 3 clusters Score: Raw -560197.116254 + Penalty 6470.757194 = -553726.359061 nChanged 75 SP:Iteration 19Q (340.342892 sec): 3 clusters Score: Raw -560263.510679 + Penalty 6470.757194 = -553792.753485 nChanged 68 SP:Iteration 20F (340.443589 sec): 3 clusters Score: Raw -560316.686995 + Penalty 6470.757194 = -553845.929801 nChanged 50 SP:Iteration 21Q (340.529508 sec): 3 clusters Score: Raw -560355.535720 + Penalty 6470.757194 = -553884.778526 nChanged 38 SP:Iteration 22Q (340.613883 sec): 3 clusters Score: Raw -560383.425576 + Penalty 6470.757194 = -553912.668383 nChanged 41 SP:Iteration 23Q (340.708570 sec): 3 clusters Score: Raw -560417.832469 + Penalty 6470.757194 = -553947.075276 nChanged 31 SP:Iteration 24Q (340.805454 sec): 3 clusters Score: Raw -560438.124687 + Penalty 6470.757194 = -553967.367493 nChanged 24 SP:Iteration 25Q (340.916555 sec): 3 clusters Score: Raw -560451.083525 + Penalty 6470.757194 = -553980.326332 nChanged 19 SP:Iteration 26Q (341.011013 sec): 3 clusters Score: Raw -560458.629374 + Penalty 6470.757194 = -553987.872180 nChanged 7 SP:Iteration 27Q (341.099144 sec): 3 clusters Score: Raw -560461.567276 + Penalty 6470.757194 = -553990.810082 nChanged 5 SP:Iteration 28Q (341.197870 sec): 3 clusters Score: Raw -560462.663868 + Penalty 6470.757194 = -553991.906675 nChanged 2 SP:Iteration 29Q (341.275119 sec): 3 clusters Score: Raw -560463.859385 + Penalty 6470.757194 = -553993.102192 nChanged 1 SP:Iteration 30Q (341.368345 sec): 3 clusters Score: Raw -560464.188830 + Penalty 6470.757194 = -553993.431637 nChanged 0 SP:Iteration 31F (341.481311 sec): 3 clusters Score: Raw -560464.188830 + Penalty 6470.757194 = -553993.431637 nChanged 0 Trying to split cluster 6 (4315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (341.535929 sec): 2 clusters Score: Raw -348170.689794 + Penalty 3101.030390 = -345069.659404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (341.620798 sec): 3 clusters Score: Raw -346417.505287 + Penalty 6202.060779 = -340215.444508 nChanged 1500 SP:Iteration 1F (341.720014 sec): 3 clusters Score: Raw -347504.219998 + Penalty 6202.060779 = -341302.159219 nChanged 362 SP:Iteration 2F (341.805125 sec): 3 clusters Score: Raw -347865.625702 + Penalty 6202.060779 = -341663.564923 nChanged 239 SP:Iteration 3F (341.880916 sec): 3 clusters Score: Raw -348102.152158 + Penalty 6202.060779 = -341900.091379 nChanged 210 SP:Iteration 4Q (341.990700 sec): 3 clusters Score: Raw -348296.741389 + Penalty 6202.060779 = -342094.680610 nChanged 187 SP:Iteration 5Q (342.082205 sec): 3 clusters Score: Raw -348522.615131 + Penalty 6202.060779 = -342320.554352 nChanged 201 SP:Iteration 6Q (342.159954 sec): 3 clusters Score: Raw -348796.361601 + Penalty 6202.060779 = -342594.300821 nChanged 215 SP:Iteration 7Q (342.259577 sec): 3 clusters Score: Raw -349151.057181 + Penalty 6202.060779 = -342948.996402 nChanged 256 SP:Iteration 8F (342.342678 sec): 3 clusters Score: Raw -349636.491093 + Penalty 6202.060779 = -343434.430314 nChanged 293 SP:Iteration 9F (342.443376 sec): 3 clusters Score: Raw -350217.126065 + Penalty 6202.060779 = -344015.065286 nChanged 270 SP:Iteration 10F (342.554077 sec): 3 clusters Score: Raw -350663.546456 + Penalty 6202.060779 = -344461.485677 nChanged 184 SP:Iteration 11Q (342.640385 sec): 3 clusters Score: Raw -350948.244701 + Penalty 6202.060779 = -344746.183922 nChanged 138 SP:Iteration 12Q (342.735243 sec): 3 clusters Score: Raw -351110.241110 + Penalty 6202.060779 = -344908.180330 nChanged 89 SP:Iteration 13Q (342.808845 sec): 3 clusters Score: Raw -351192.115169 + Penalty 6202.060779 = -344990.054390 nChanged 46 SP:Iteration 14Q (342.906087 sec): 3 clusters Score: Raw -351228.350704 + Penalty 6202.060779 = -345026.289924 nChanged 36 SP:Iteration 15Q (342.992015 sec): 3 clusters Score: Raw -351252.899174 + Penalty 6202.060779 = -345050.838395 nChanged 19 SP:Iteration 16Q (343.081316 sec): 3 clusters Score: Raw -351263.538750 + Penalty 6202.060779 = -345061.477971 nChanged 9 SP:Iteration 17Q (343.176587 sec): 3 clusters Score: Raw -351266.928873 + Penalty 6202.060779 = -345064.868094 nChanged 5 SP:Iteration 18Q (343.270122 sec): 3 clusters Score: Raw -351268.975365 + Penalty 6202.060779 = -345066.914586 nChanged 1 SP:Iteration 19Q (343.335976 sec): 3 clusters Score: Raw -351269.376092 + Penalty 6202.060779 = -345067.315313 nChanged 0 SP:Iteration 20F (343.438301 sec): 3 clusters Score: Raw -351269.376092 + Penalty 6202.060779 = -345067.315313 nChanged 0 Trying to split cluster 7 (5321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (343.502215 sec): 2 clusters Score: Raw -498720.374538 + Penalty 3178.673826 = -495541.700712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (343.606501 sec): 3 clusters Score: Raw -496337.507818 + Penalty 6357.347652 = -489980.160166 nChanged 1926 SP:Iteration 1F (343.695961 sec): 3 clusters Score: Raw -497464.591352 + Penalty 6357.347652 = -491107.243700 nChanged 393 SP:Iteration 2F (343.791858 sec): 3 clusters Score: Raw -497727.933953 + Penalty 6357.347652 = -491370.586301 nChanged 273 SP:Iteration 3F (343.882343 sec): 3 clusters Score: Raw -497888.401107 + Penalty 6357.347652 = -491531.053455 nChanged 168 SP:Iteration 4Q (343.988413 sec): 3 clusters Score: Raw -497985.352806 + Penalty 6357.347652 = -491628.005153 nChanged 130 SP:Iteration 5Q (344.091902 sec): 3 clusters Score: Raw -498055.175361 + Penalty 6357.347652 = -491697.827709 nChanged 115 SP:Iteration 6Q (344.186668 sec): 3 clusters Score: Raw -498121.572388 + Penalty 6357.347652 = -491764.224736 nChanged 97 SP:Iteration 7Q (344.318275 sec): 3 clusters Score: Raw -498172.885121 + Penalty 6357.347652 = -491815.537469 nChanged 64 SP:Iteration 8Q (344.417201 sec): 3 clusters Score: Raw -498206.349855 + Penalty 6357.347652 = -491849.002203 nChanged 63 SP:Iteration 9Q (344.522096 sec): 3 clusters Score: Raw -498238.009923 + Penalty 6357.347652 = -491880.662271 nChanged 63 SP:Iteration 10Q (344.613432 sec): 3 clusters Score: Raw -498271.441144 + Penalty 6357.347652 = -491914.093492 nChanged 64 SP:Iteration 11Q (344.733764 sec): 3 clusters Score: Raw -498303.107056 + Penalty 6357.347652 = -491945.759404 nChanged 62 SP:Iteration 12Q (344.879604 sec): 3 clusters Score: Raw -498332.773965 + Penalty 6357.347652 = -491975.426313 nChanged 62 SP:Iteration 13Q (344.981100 sec): 3 clusters Score: Raw -498362.341272 + Penalty 6357.347652 = -492004.993620 nChanged 55 SP:Iteration 14Q (345.111000 sec): 3 clusters Score: Raw -498391.566922 + Penalty 6357.347652 = -492034.219270 nChanged 65 SP:Iteration 15Q (345.219098 sec): 3 clusters Score: Raw -498417.893974 + Penalty 6357.347652 = -492060.546322 nChanged 49 SP:Iteration 16Q (345.328118 sec): 3 clusters Score: Raw -498440.513423 + Penalty 6357.347652 = -492083.165771 nChanged 32 SP:Iteration 17Q (345.421263 sec): 3 clusters Score: Raw -498454.280938 + Penalty 6357.347652 = -492096.933286 nChanged 32 SP:Iteration 18Q (345.523791 sec): 3 clusters Score: Raw -498467.124454 + Penalty 6357.347652 = -492109.776802 nChanged 20 SP:Iteration 19Q (345.616834 sec): 3 clusters Score: Raw -498474.707992 + Penalty 6357.347652 = -492117.360340 nChanged 16 SP:Iteration 20F (345.707401 sec): 3 clusters Score: Raw -498481.467707 + Penalty 6357.347652 = -492124.120055 nChanged 13 SP:Iteration 21Q (345.790606 sec): 3 clusters Score: Raw -498485.247890 + Penalty 6357.347652 = -492127.900238 nChanged 9 SP:Iteration 22Q (345.904028 sec): 3 clusters Score: Raw -498488.263359 + Penalty 6357.347652 = -492130.915707 nChanged 11 SP:Iteration 23Q (345.989433 sec): 3 clusters Score: Raw -498493.428624 + Penalty 6357.347652 = -492136.080972 nChanged 13 SP:Iteration 24Q (346.094117 sec): 3 clusters Score: Raw -498497.805900 + Penalty 6357.347652 = -492140.458248 nChanged 11 SP:Iteration 25Q (346.195187 sec): 3 clusters Score: Raw -498501.631663 + Penalty 6357.347652 = -492144.284011 nChanged 10 SP:Iteration 26Q (346.270613 sec): 3 clusters Score: Raw -498504.174588 + Penalty 6357.347652 = -492146.826936 nChanged 9 SP:Iteration 27Q (346.371973 sec): 3 clusters Score: Raw -498506.622950 + Penalty 6357.347652 = -492149.275298 nChanged 7 SP:Iteration 28Q (346.474657 sec): 3 clusters Score: Raw -498509.541636 + Penalty 6357.347652 = -492152.193984 nChanged 8 SP:Iteration 29Q (346.573153 sec): 3 clusters Score: Raw -498512.422456 + Penalty 6357.347652 = -492155.074804 nChanged 9 SP:Iteration 30Q (346.669930 sec): 3 clusters Score: Raw -498515.309996 + Penalty 6357.347652 = -492157.962344 nChanged 6 SP:Iteration 31Q (346.742524 sec): 3 clusters Score: Raw -498517.519516 + Penalty 6357.347652 = -492160.171864 nChanged 8 SP:Iteration 32Q (346.854634 sec): 3 clusters Score: Raw -498520.519736 + Penalty 6357.347652 = -492163.172084 nChanged 2 SP:Iteration 33Q (346.951217 sec): 3 clusters Score: Raw -498521.201906 + Penalty 6357.347652 = -492163.854253 nChanged 2 SP:Iteration 34Q (347.042087 sec): 3 clusters Score: Raw -498521.473318 + Penalty 6357.347652 = -492164.125666 nChanged 0 SP:Iteration 35F (347.138964 sec): 3 clusters Score: Raw -498521.473318 + Penalty 6357.347652 = -492164.125666 nChanged 0 Trying to split cluster 8 (2406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.193491 sec): 2 clusters Score: Raw -155009.209336 + Penalty 2884.609592 = -152124.599744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (347.263581 sec): 3 clusters Score: Raw -154283.586662 + Penalty 5769.219184 = -148514.367478 nChanged 749 SP:Iteration 1F (347.348575 sec): 3 clusters Score: Raw -155106.983620 + Penalty 5769.219184 = -149337.764436 nChanged 234 SP:Iteration 2F (347.449006 sec): 3 clusters Score: Raw -155618.167453 + Penalty 5769.219184 = -149848.948269 nChanged 201 SP:Iteration 3F (347.526664 sec): 3 clusters Score: Raw -156034.864143 + Penalty 5769.219184 = -150265.644959 nChanged 161 SP:Iteration 4F (347.621304 sec): 3 clusters Score: Raw -156377.416830 + Penalty 5769.219184 = -150608.197645 nChanged 111 SP:Iteration 5Q (347.689062 sec): 3 clusters Score: Raw -156576.599889 + Penalty 5769.219184 = -150807.380705 nChanged 74 SP:Iteration 6Q (347.787422 sec): 3 clusters Score: Raw -156729.653905 + Penalty 5769.219184 = -150960.434721 nChanged 62 SP:Iteration 7Q (347.867429 sec): 3 clusters Score: Raw -156849.765118 + Penalty 5769.219184 = -151080.545934 nChanged 45 SP:Iteration 8Q (347.963599 sec): 3 clusters Score: Raw -156922.200819 + Penalty 5769.219184 = -151152.981635 nChanged 25 SP:Iteration 9Q (348.051901 sec): 3 clusters Score: Raw -156969.722120 + Penalty 5769.219184 = -151200.502936 nChanged 26 SP:Iteration 10Q (348.139709 sec): 3 clusters Score: Raw -157020.157896 + Penalty 5769.219184 = -151250.938711 nChanged 27 SP:Iteration 11Q (348.225289 sec): 3 clusters Score: Raw -157053.814859 + Penalty 5769.219184 = -151284.595675 nChanged 22 SP:Iteration 12Q (348.302250 sec): 3 clusters Score: Raw -157096.973056 + Penalty 5769.219184 = -151327.753872 nChanged 17 SP:Iteration 13Q (348.383597 sec): 3 clusters Score: Raw -157122.427969 + Penalty 5769.219184 = -151353.208784 nChanged 14 SP:Iteration 14Q (348.478862 sec): 3 clusters Score: Raw -157140.342818 + Penalty 5769.219184 = -151371.123634 nChanged 8 SP:Iteration 15Q (348.567837 sec): 3 clusters Score: Raw -157149.695139 + Penalty 5769.219184 = -151380.475955 nChanged 8 SP:Iteration 16Q (348.652160 sec): 3 clusters Score: Raw -157159.302423 + Penalty 5769.219184 = -151390.083239 nChanged 9 SP:Iteration 17Q (348.731573 sec): 3 clusters Score: Raw -157168.679769 + Penalty 5769.219184 = -151399.460585 nChanged 5 SP:Iteration 18Q (348.818760 sec): 3 clusters Score: Raw -157173.719011 + Penalty 5769.219184 = -151404.499827 nChanged 5 SP:Iteration 19Q (348.906063 sec): 3 clusters Score: Raw -157180.184262 + Penalty 5769.219184 = -151410.965078 nChanged 2 SP:Iteration 20F (348.999721 sec): 3 clusters Score: Raw -157192.027895 + Penalty 5769.219184 = -151422.808711 nChanged 1 SP:Iteration 21Q (349.081650 sec): 3 clusters Score: Raw -157210.405858 + Penalty 5769.219184 = -151441.186674 nChanged 9 SP:Iteration 22Q (349.165759 sec): 3 clusters Score: Raw -157218.904108 + Penalty 5769.219184 = -151449.684924 nChanged 3 SP:Iteration 23Q (349.249672 sec): 3 clusters Score: Raw -157221.677541 + Penalty 5769.219184 = -151452.458357 nChanged 2 SP:Iteration 24Q (349.359074 sec): 3 clusters Score: Raw -157224.126907 + Penalty 5769.219184 = -151454.907723 nChanged 2 SP:Iteration 25Q (349.455113 sec): 3 clusters Score: Raw -157226.786018 + Penalty 5769.219184 = -151457.566833 nChanged 2 SP:Iteration 26Q (349.555151 sec): 3 clusters Score: Raw -157227.464770 + Penalty 5769.219184 = -151458.245585 nChanged 1 SP:Iteration 27Q (349.646607 sec): 3 clusters Score: Raw -157228.618940 + Penalty 5769.219184 = -151459.399756 nChanged 0 SP:Iteration 28F (349.742324 sec): 3 clusters Score: Raw -157228.618940 + Penalty 5769.219184 = -151459.399756 nChanged 0 Trying to split cluster 9 (5200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.804841 sec): 2 clusters Score: Raw -396017.888505 + Penalty 3170.151352 = -392847.737154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.918589 sec): 3 clusters Score: Raw -393785.761398 + Penalty 6340.302703 = -387445.458694 nChanged 1837 SP:Iteration 1F (350.025582 sec): 3 clusters Score: Raw -395116.008279 + Penalty 6340.302703 = -388775.705576 nChanged 476 SP:Iteration 2F (350.135355 sec): 3 clusters Score: Raw -395621.354730 + Penalty 6340.302703 = -389281.052027 nChanged 381 SP:Iteration 3F (350.234479 sec): 3 clusters Score: Raw -396080.875347 + Penalty 6340.302703 = -389740.572644 nChanged 328 SP:Iteration 4F (350.335274 sec): 3 clusters Score: Raw -396428.833300 + Penalty 6340.302703 = -390088.530597 nChanged 250 SP:Iteration 5Q (350.446962 sec): 3 clusters Score: Raw -396664.049894 + Penalty 6340.302703 = -390323.747190 nChanged 183 SP:Iteration 6Q (350.541678 sec): 3 clusters Score: Raw -396813.175634 + Penalty 6340.302703 = -390472.872931 nChanged 155 SP:Iteration 7Q (350.622367 sec): 3 clusters Score: Raw -396908.562743 + Penalty 6340.302703 = -390568.260039 nChanged 102 SP:Iteration 8Q (350.729965 sec): 3 clusters Score: Raw -396969.649395 + Penalty 6340.302703 = -390629.346692 nChanged 80 SP:Iteration 9Q (350.819389 sec): 3 clusters Score: Raw -397017.898897 + Penalty 6340.302703 = -390677.596193 nChanged 73 SP:Iteration 10Q (350.913805 sec): 3 clusters Score: Raw -397057.614090 + Penalty 6340.302703 = -390717.311387 nChanged 46 SP:Iteration 11Q (351.010800 sec): 3 clusters Score: Raw -397084.460037 + Penalty 6340.302703 = -390744.157334 nChanged 36 SP:Iteration 12Q (351.102632 sec): 3 clusters Score: Raw -397102.542296 + Penalty 6340.302703 = -390762.239593 nChanged 27 SP:Iteration 13Q (351.195163 sec): 3 clusters Score: Raw -397114.849235 + Penalty 6340.302703 = -390774.546531 nChanged 19 SP:Iteration 14Q (351.279352 sec): 3 clusters Score: Raw -397124.551588 + Penalty 6340.302703 = -390784.248885 nChanged 21 SP:Iteration 15Q (351.363619 sec): 3 clusters Score: Raw -397137.108999 + Penalty 6340.302703 = -390796.806295 nChanged 25 SP:Iteration 16Q (351.474812 sec): 3 clusters Score: Raw -397149.061814 + Penalty 6340.302703 = -390808.759111 nChanged 32 SP:Iteration 17Q (351.578076 sec): 3 clusters Score: Raw -397165.114521 + Penalty 6340.302703 = -390824.811818 nChanged 40 SP:Iteration 18Q (351.673113 sec): 3 clusters Score: Raw -397185.432143 + Penalty 6340.302703 = -390845.129439 nChanged 42 SP:Iteration 19Q (351.753059 sec): 3 clusters Score: Raw -397205.468447 + Penalty 6340.302703 = -390865.165744 nChanged 31 SP:Iteration 20F (351.845124 sec): 3 clusters Score: Raw -397219.021247 + Penalty 6340.302703 = -390878.718543 nChanged 31 SP:Iteration 21Q (351.948827 sec): 3 clusters Score: Raw -397233.646143 + Penalty 6340.302703 = -390893.343440 nChanged 19 SP:Iteration 22Q (352.038059 sec): 3 clusters Score: Raw -397241.973936 + Penalty 6340.302703 = -390901.671232 nChanged 19 SP:Iteration 23Q (352.131225 sec): 3 clusters Score: Raw -397251.232595 + Penalty 6340.302703 = -390910.929892 nChanged 18 SP:Iteration 24Q (352.221838 sec): 3 clusters Score: Raw -397262.716783 + Penalty 6340.302703 = -390922.414079 nChanged 21 SP:Iteration 25Q (352.306993 sec): 3 clusters Score: Raw -397276.480119 + Penalty 6340.302703 = -390936.177416 nChanged 27 SP:Iteration 26Q (352.409661 sec): 3 clusters Score: Raw -397291.877139 + Penalty 6340.302703 = -390951.574436 nChanged 28 SP:Iteration 27Q (352.512245 sec): 3 clusters Score: Raw -397304.534953 + Penalty 6340.302703 = -390964.232250 nChanged 25 SP:Iteration 28Q (352.604620 sec): 3 clusters Score: Raw -397316.810273 + Penalty 6340.302703 = -390976.507570 nChanged 17 SP:Iteration 29Q (352.690892 sec): 3 clusters Score: Raw -397327.078483 + Penalty 6340.302703 = -390986.775780 nChanged 17 SP:Iteration 30Q (352.787542 sec): 3 clusters Score: Raw -397338.237870 + Penalty 6340.302703 = -390997.935167 nChanged 26 SP:Iteration 31Q (352.864786 sec): 3 clusters Score: Raw -397365.129815 + Penalty 6340.302703 = -391024.827112 nChanged 34 SP:Iteration 32Q (352.966519 sec): 3 clusters Score: Raw -397393.728864 + Penalty 6340.302703 = -391053.426160 nChanged 36 SP:Iteration 33Q (353.060751 sec): 3 clusters Score: Raw -397431.177372 + Penalty 6340.302703 = -391090.874669 nChanged 46 SP:Iteration 34Q (353.150222 sec): 3 clusters Score: Raw -397464.953424 + Penalty 6340.302703 = -391124.650721 nChanged 36 SP:Iteration 35Q (353.243320 sec): 3 clusters Score: Raw -397485.690096 + Penalty 6340.302703 = -391145.387393 nChanged 37 SP:Iteration 36Q (353.326796 sec): 3 clusters Score: Raw -397505.287664 + Penalty 6340.302703 = -391164.984961 nChanged 29 SP:Iteration 37Q (353.425709 sec): 3 clusters Score: Raw -397518.745275 + Penalty 6340.302703 = -391178.442572 nChanged 24 SP:Iteration 38Q (353.523344 sec): 3 clusters Score: Raw -397530.141155 + Penalty 6340.302703 = -391189.838452 nChanged 21 SP:Iteration 39Q (353.625397 sec): 3 clusters Score: Raw -397540.446004 + Penalty 6340.302703 = -391200.143300 nChanged 23 SP:Iteration 40F (353.701833 sec): 3 clusters Score: Raw -397550.921827 + Penalty 6340.302703 = -391210.619124 nChanged 19 SP:Iteration 41Q (353.810179 sec): 3 clusters Score: Raw -397559.057056 + Penalty 6340.302703 = -391218.754352 nChanged 10 SP:Iteration 42Q (353.895320 sec): 3 clusters Score: Raw -397563.399892 + Penalty 6340.302703 = -391223.097189 nChanged 13 SP:Iteration 43Q (353.975034 sec): 3 clusters Score: Raw -397566.351305 + Penalty 6340.302703 = -391226.048601 nChanged 6 SP:Iteration 44Q (354.067354 sec): 3 clusters Score: Raw -397568.685296 + Penalty 6340.302703 = -391228.382592 nChanged 6 SP:Iteration 45Q (354.174918 sec): 3 clusters Score: Raw -397571.449500 + Penalty 6340.302703 = -391231.146797 nChanged 7 SP:Iteration 46Q (354.265525 sec): 3 clusters Score: Raw -397573.481801 + Penalty 6340.302703 = -391233.179097 nChanged 4 SP:Iteration 47Q (354.354160 sec): 3 clusters Score: Raw -397575.032044 + Penalty 6340.302703 = -391234.729340 nChanged 4 SP:Iteration 48Q (354.453202 sec): 3 clusters Score: Raw -397577.580999 + Penalty 6340.302703 = -391237.278296 nChanged 4 SP:Iteration 49Q (354.528205 sec): 3 clusters Score: Raw -397579.435989 + Penalty 6340.302703 = -391239.133285 nChanged 2 SP:Iteration 50Q (354.614996 sec): 3 clusters Score: Raw -397579.895605 + Penalty 6340.302703 = -391239.592902 nChanged 2 SP:Iteration 51Q (354.727548 sec): 3 clusters Score: Raw -397580.375797 + Penalty 6340.302703 = -391240.073094 nChanged 3 SP:Iteration 52Q (354.806874 sec): 3 clusters Score: Raw -397581.552656 + Penalty 6340.302703 = -391241.249953 nChanged 1 SP:Iteration 53Q (354.917938 sec): 3 clusters Score: Raw -397581.616521 + Penalty 6340.302703 = -391241.313818 nChanged 0 SP:Iteration 54F (355.018630 sec): 3 clusters Score: Raw -397581.616521 + Penalty 6340.302703 = -391241.313818 nChanged 0 Trying to split cluster 10 (4272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (355.084998 sec): 2 clusters Score: Raw -385726.906307 + Penalty 3097.319750 = -382629.586557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (355.189123 sec): 3 clusters Score: Raw -383852.999760 + Penalty 6194.639499 = -377658.360260 nChanged 1487 SP:Iteration 1F (355.274193 sec): 3 clusters Score: Raw -384879.773245 + Penalty 6194.639499 = -378685.133746 nChanged 351 SP:Iteration 2F (355.381829 sec): 3 clusters Score: Raw -385155.470769 + Penalty 6194.639499 = -378960.831270 nChanged 225 SP:Iteration 3F (355.506015 sec): 3 clusters Score: Raw -385346.149428 + Penalty 6194.639499 = -379151.509929 nChanged 174 SP:Iteration 4Q (355.603038 sec): 3 clusters Score: Raw -385460.760412 + Penalty 6194.639499 = -379266.120912 nChanged 122 SP:Iteration 5Q (355.681746 sec): 3 clusters Score: Raw -385546.012196 + Penalty 6194.639499 = -379351.372697 nChanged 93 SP:Iteration 6Q (355.796983 sec): 3 clusters Score: Raw -385609.660068 + Penalty 6194.639499 = -379415.020569 nChanged 71 SP:Iteration 7Q (355.903943 sec): 3 clusters Score: Raw -385658.052094 + Penalty 6194.639499 = -379463.412595 nChanged 74 SP:Iteration 8Q (355.983804 sec): 3 clusters Score: Raw -385709.087332 + Penalty 6194.639499 = -379514.447833 nChanged 56 SP:Iteration 9Q (356.096057 sec): 3 clusters Score: Raw -385749.262714 + Penalty 6194.639499 = -379554.623215 nChanged 55 SP:Iteration 10Q (356.200699 sec): 3 clusters Score: Raw -385787.316034 + Penalty 6194.639499 = -379592.676535 nChanged 57 SP:Iteration 11Q (356.310910 sec): 3 clusters Score: Raw -385830.026803 + Penalty 6194.639499 = -379635.387304 nChanged 59 SP:Iteration 12Q (356.405992 sec): 3 clusters Score: Raw -385874.451726 + Penalty 6194.639499 = -379679.812227 nChanged 64 SP:Iteration 13Q (356.495934 sec): 3 clusters Score: Raw -385916.491689 + Penalty 6194.639499 = -379721.852190 nChanged 53 SP:Iteration 14Q (356.580233 sec): 3 clusters Score: Raw -385958.237723 + Penalty 6194.639499 = -379763.598224 nChanged 64 SP:Iteration 15Q (356.671899 sec): 3 clusters Score: Raw -386008.428470 + Penalty 6194.639499 = -379813.788970 nChanged 68 SP:Iteration 16Q (356.767744 sec): 3 clusters Score: Raw -386054.346650 + Penalty 6194.639499 = -379859.707151 nChanged 66 SP:Iteration 17Q (356.850430 sec): 3 clusters Score: Raw -386099.709102 + Penalty 6194.639499 = -379905.069603 nChanged 66 SP:Iteration 18Q (356.945996 sec): 3 clusters Score: Raw -386150.275000 + Penalty 6194.639499 = -379955.635501 nChanged 72 SP:Iteration 19Q (357.033948 sec): 3 clusters Score: Raw -386201.298603 + Penalty 6194.639499 = -380006.659104 nChanged 55 SP:Iteration 20F (357.123751 sec): 3 clusters Score: Raw -386236.516270 + Penalty 6194.639499 = -380041.876771 nChanged 45 SP:Iteration 21Q (357.214226 sec): 3 clusters Score: Raw -386258.294440 + Penalty 6194.639499 = -380063.654941 nChanged 35 SP:Iteration 22Q (357.313230 sec): 3 clusters Score: Raw -386276.367663 + Penalty 6194.639499 = -380081.728164 nChanged 35 SP:Iteration 23Q (357.400079 sec): 3 clusters Score: Raw -386297.612366 + Penalty 6194.639499 = -380102.972867 nChanged 39 SP:Iteration 24Q (357.478848 sec): 3 clusters Score: Raw -386319.055838 + Penalty 6194.639499 = -380124.416339 nChanged 31 SP:Iteration 25Q (357.571598 sec): 3 clusters Score: Raw -386334.407643 + Penalty 6194.639499 = -380139.768144 nChanged 25 SP:Iteration 26Q (357.668393 sec): 3 clusters Score: Raw -386348.078969 + Penalty 6194.639499 = -380153.439470 nChanged 18 SP:Iteration 27Q (357.779261 sec): 3 clusters Score: Raw -386354.929455 + Penalty 6194.639499 = -380160.289956 nChanged 10 SP:Iteration 28Q (357.854562 sec): 3 clusters Score: Raw -386358.941956 + Penalty 6194.639499 = -380164.302457 nChanged 7 SP:Iteration 29Q (357.966202 sec): 3 clusters Score: Raw -386362.396620 + Penalty 6194.639499 = -380167.757121 nChanged 9 SP:Iteration 30Q (358.045161 sec): 3 clusters Score: Raw -386369.302382 + Penalty 6194.639499 = -380174.662883 nChanged 12 SP:Iteration 31Q (358.138954 sec): 3 clusters Score: Raw -386374.802332 + Penalty 6194.639499 = -380180.162833 nChanged 11 SP:Iteration 32Q (358.237322 sec): 3 clusters Score: Raw -386380.078873 + Penalty 6194.639499 = -380185.439374 nChanged 8 SP:Iteration 33Q (358.321991 sec): 3 clusters Score: Raw -386383.935982 + Penalty 6194.639499 = -380189.296483 nChanged 9 SP:Iteration 34Q (358.427934 sec): 3 clusters Score: Raw -386389.052938 + Penalty 6194.639499 = -380194.413439 nChanged 9 SP:Iteration 35Q (358.501704 sec): 3 clusters Score: Raw -386393.362706 + Penalty 6194.639499 = -380198.723207 nChanged 5 SP:Iteration 36Q (358.591143 sec): 3 clusters Score: Raw -386395.589025 + Penalty 6194.639499 = -380200.949526 nChanged 5 SP:Iteration 37Q (358.697384 sec): 3 clusters Score: Raw -386398.110309 + Penalty 6194.639499 = -380203.470810 nChanged 8 SP:Iteration 38Q (358.793548 sec): 3 clusters Score: Raw -386403.205689 + Penalty 6194.639499 = -380208.566190 nChanged 13 SP:Iteration 39Q (358.867307 sec): 3 clusters Score: Raw -386409.822752 + Penalty 6194.639499 = -380215.183253 nChanged 10 SP:Iteration 40F (358.962720 sec): 3 clusters Score: Raw -386414.226030 + Penalty 6194.639499 = -380219.586531 nChanged 7 SP:Iteration 41Q (359.055011 sec): 3 clusters Score: Raw -386417.900619 + Penalty 6194.639499 = -380223.261120 nChanged 7 SP:Iteration 42Q (359.156522 sec): 3 clusters Score: Raw -386423.108528 + Penalty 6194.639499 = -380228.469029 nChanged 16 SP:Iteration 43Q (359.235138 sec): 3 clusters Score: Raw -386431.277667 + Penalty 6194.639499 = -380236.638167 nChanged 11 SP:Iteration 44Q (359.332747 sec): 3 clusters Score: Raw -386440.093994 + Penalty 6194.639499 = -380245.454495 nChanged 17 SP:Iteration 45Q (359.423405 sec): 3 clusters Score: Raw -386450.143964 + Penalty 6194.639499 = -380255.504465 nChanged 13 SP:Iteration 46Q (359.516534 sec): 3 clusters Score: Raw -386462.276481 + Penalty 6194.639499 = -380267.636982 nChanged 18 SP:Iteration 47Q (359.602286 sec): 3 clusters Score: Raw -386477.403552 + Penalty 6194.639499 = -380282.764053 nChanged 24 SP:Iteration 48Q (359.694232 sec): 3 clusters Score: Raw -386491.261417 + Penalty 6194.639499 = -380296.621918 nChanged 21 SP:Iteration 49Q (359.789231 sec): 3 clusters Score: Raw -386504.357167 + Penalty 6194.639499 = -380309.717668 nChanged 31 SP:Iteration 50Q (359.884754 sec): 3 clusters Score: Raw -386531.994570 + Penalty 6194.639499 = -380337.355071 nChanged 40 SP:Iteration 51Q (359.983009 sec): 3 clusters Score: Raw -386566.861682 + Penalty 6194.639499 = -380372.222183 nChanged 44 SP:Iteration 52Q (360.079229 sec): 3 clusters Score: Raw -386605.366332 + Penalty 6194.639499 = -380410.726833 nChanged 44 SP:Iteration 53Q (360.167479 sec): 3 clusters Score: Raw -386648.448170 + Penalty 6194.639499 = -380453.808670 nChanged 56 SP:Iteration 54Q (360.257769 sec): 3 clusters Score: Raw -386704.835355 + Penalty 6194.639499 = -380510.195856 nChanged 46 SP:Iteration 55Q (360.347605 sec): 3 clusters Score: Raw -386763.880496 + Penalty 6194.639499 = -380569.240996 nChanged 59 SP:Iteration 56Q (360.446220 sec): 3 clusters Score: Raw -386858.451885 + Penalty 6194.639499 = -380663.812386 nChanged 80 SP:Iteration 57Q (360.533970 sec): 3 clusters Score: Raw -386981.074393 + Penalty 6194.639499 = -380786.434894 nChanged 84 SP:Iteration 58Q (360.628923 sec): 3 clusters Score: Raw -387091.277116 + Penalty 6194.639499 = -380896.637617 nChanged 80 SP:Iteration 59Q (360.742079 sec): 3 clusters Score: Raw -387190.168384 + Penalty 6194.639499 = -380995.528885 nChanged 71 SP:Iteration 60F (360.833242 sec): 3 clusters Score: Raw -387316.237790 + Penalty 6194.639499 = -381121.598291 nChanged 77 SP:Iteration 61Q (360.934919 sec): 3 clusters Score: Raw -387473.910159 + Penalty 6194.639499 = -381279.270660 nChanged 58 SP:Iteration 62Q (361.036113 sec): 3 clusters Score: Raw -387549.888231 + Penalty 6194.639499 = -381355.248732 nChanged 50 SP:Iteration 63Q (361.150815 sec): 3 clusters Score: Raw -387588.724921 + Penalty 6194.639499 = -381394.085422 nChanged 34 SP:Iteration 64Q (361.255550 sec): 3 clusters Score: Raw -387612.923460 + Penalty 6194.639499 = -381418.283961 nChanged 34 SP:Iteration 65Q (361.342089 sec): 3 clusters Score: Raw -387641.868823 + Penalty 6194.639499 = -381447.229324 nChanged 29 SP:Iteration 66Q (361.430236 sec): 3 clusters Score: Raw -387661.465561 + Penalty 6194.639499 = -381466.826062 nChanged 30 SP:Iteration 67Q (361.541775 sec): 3 clusters Score: Raw -387683.786817 + Penalty 6194.639499 = -381489.147318 nChanged 38 SP:Iteration 68Q (361.661013 sec): 3 clusters Score: Raw -387713.890817 + Penalty 6194.639499 = -381519.251318 nChanged 41 SP:Iteration 69Q (361.755718 sec): 3 clusters Score: Raw -387748.391382 + Penalty 6194.639499 = -381553.751883 nChanged 45 SP:Iteration 70Q (361.856898 sec): 3 clusters Score: Raw -387789.450585 + Penalty 6194.639499 = -381594.811086 nChanged 43 SP:Iteration 71Q (361.951646 sec): 3 clusters Score: Raw -387840.488112 + Penalty 6194.639499 = -381645.848613 nChanged 50 SP:Iteration 72Q (362.064593 sec): 3 clusters Score: Raw -387903.791187 + Penalty 6194.639499 = -381709.151688 nChanged 54 SP:Iteration 73Q (362.160066 sec): 3 clusters Score: Raw -387972.894363 + Penalty 6194.639499 = -381778.254864 nChanged 50 SP:Iteration 74Q (362.263841 sec): 3 clusters Score: Raw -388023.515440 + Penalty 6194.639499 = -381828.875941 nChanged 27 SP:Iteration 75Q (362.346214 sec): 3 clusters Score: Raw -388045.694260 + Penalty 6194.639499 = -381851.054761 nChanged 14 SP:Iteration 76Q (362.451140 sec): 3 clusters Score: Raw -388056.126597 + Penalty 6194.639499 = -381861.487098 nChanged 14 SP:Iteration 77Q (362.544972 sec): 3 clusters Score: Raw -388063.202178 + Penalty 6194.639499 = -381868.562679 nChanged 4 SP:Iteration 78Q (362.635133 sec): 3 clusters Score: Raw -388064.827534 + Penalty 6194.639499 = -381870.188035 nChanged 3 SP:Iteration 79Q (362.724257 sec): 3 clusters Score: Raw -388066.329438 + Penalty 6194.639499 = -381871.689939 nChanged 3 SP:Iteration 80F (362.821462 sec): 3 clusters Score: Raw -388067.182532 + Penalty 6194.639499 = -381872.543033 nChanged 1 SP:Iteration 81Q (362.910066 sec): 3 clusters Score: Raw -388067.379588 + Penalty 6194.639499 = -381872.740089 nChanged 2 SP:Iteration 82Q (362.999147 sec): 3 clusters Score: Raw -388068.631790 + Penalty 6194.639499 = -381873.992291 nChanged 2 SP:Iteration 83Q (363.085956 sec): 3 clusters Score: Raw -388069.822545 + Penalty 6194.639499 = -381875.183046 nChanged 1 SP:Iteration 84Q (363.180312 sec): 3 clusters Score: Raw -388070.301507 + Penalty 6194.639499 = -381875.662008 nChanged 1 SP:Iteration 85Q (363.253624 sec): 3 clusters Score: Raw -388070.706451 + Penalty 6194.639499 = -381876.066952 nChanged 1 SP:Iteration 86Q (363.354091 sec): 3 clusters Score: Raw -388071.148434 + Penalty 6194.639499 = -381876.508935 nChanged 0 SP:Iteration 87F (363.426416 sec): 3 clusters Score: Raw -388071.148434 + Penalty 6194.639499 = -381876.508935 nChanged 0 Trying to split cluster 11 (1730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (363.480789 sec): 2 clusters Score: Raw -114129.119141 + Penalty 2762.402313 = -111366.716828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (363.575839 sec): 3 clusters Score: Raw -113813.737769 + Penalty 5524.804625 = -108288.933143 nChanged 470 SP:Iteration 1F (363.657956 sec): 3 clusters Score: Raw -114329.993255 + Penalty 5524.804625 = -108805.188630 nChanged 129 SP:Iteration 2F (363.738367 sec): 3 clusters Score: Raw -114487.234096 + Penalty 5524.804625 = -108962.429470 nChanged 68 SP:Iteration 3Q (363.831094 sec): 3 clusters Score: Raw -114586.938312 + Penalty 5524.804625 = -109062.133686 nChanged 39 SP:Iteration 4Q (363.905623 sec): 3 clusters Score: Raw -114634.978399 + Penalty 5524.804625 = -109110.173774 nChanged 30 SP:Iteration 5Q (363.997202 sec): 3 clusters Score: Raw -114668.344028 + Penalty 5524.804625 = -109143.539402 nChanged 43 SP:Iteration 6Q (364.098211 sec): 3 clusters Score: Raw -114714.004848 + Penalty 5524.804625 = -109189.200222 nChanged 42 SP:Iteration 7Q (364.187227 sec): 3 clusters Score: Raw -114762.449126 + Penalty 5524.804625 = -109237.644501 nChanged 41 SP:Iteration 8Q (364.250286 sec): 3 clusters Score: Raw -114823.626952 + Penalty 5524.804625 = -109298.822327 nChanged 37 SP:Iteration 9Q (364.352257 sec): 3 clusters Score: Raw -114899.144816 + Penalty 5524.804625 = -109374.340190 nChanged 48 SP:Iteration 10Q (364.427127 sec): 3 clusters Score: Raw -114985.459093 + Penalty 5524.804625 = -109460.654467 nChanged 40 SP:Iteration 11Q (364.521556 sec): 3 clusters Score: Raw -115081.654815 + Penalty 5524.804625 = -109556.850189 nChanged 44 SP:Iteration 12Q (364.617054 sec): 3 clusters Score: Raw -115161.676243 + Penalty 5524.804625 = -109636.871618 nChanged 44 SP:Iteration 13Q (364.691205 sec): 3 clusters Score: Raw -115242.527063 + Penalty 5524.804625 = -109717.722437 nChanged 33 SP:Iteration 14Q (364.786735 sec): 3 clusters Score: Raw -115331.992337 + Penalty 5524.804625 = -109807.187711 nChanged 37 SP:Iteration 15Q (364.860419 sec): 3 clusters Score: Raw -115425.712732 + Penalty 5524.804625 = -109900.908107 nChanged 23 SP:Iteration 16Q (364.953801 sec): 3 clusters Score: Raw -115481.004859 + Penalty 5524.804625 = -109956.200233 nChanged 23 SP:Iteration 17Q (365.040434 sec): 3 clusters Score: Raw -115529.907275 + Penalty 5524.804625 = -110005.102650 nChanged 13 SP:Iteration 18Q (365.131103 sec): 3 clusters Score: Raw -115559.750618 + Penalty 5524.804625 = -110034.945993 nChanged 13 SP:Iteration 19Q (365.222740 sec): 3 clusters Score: Raw -115598.952731 + Penalty 5524.804625 = -110074.148106 nChanged 16 SP:Iteration 20F (365.288705 sec): 3 clusters Score: Raw -115636.630893 + Penalty 5524.804625 = -110111.826268 nChanged 14 SP:Iteration 21Q (365.377763 sec): 3 clusters Score: Raw -115671.684206 + Penalty 5524.804625 = -110146.879581 nChanged 14 SP:Iteration 22Q (365.458138 sec): 3 clusters Score: Raw -115696.218829 + Penalty 5524.804625 = -110171.414204 nChanged 15 SP:Iteration 23Q (365.561153 sec): 3 clusters Score: Raw -115725.236158 + Penalty 5524.804625 = -110200.431533 nChanged 18 SP:Iteration 24Q (365.628212 sec): 3 clusters Score: Raw -115757.713745 + Penalty 5524.804625 = -110232.909120 nChanged 10 SP:Iteration 25Q (365.709562 sec): 3 clusters Score: Raw -115767.295236 + Penalty 5524.804625 = -110242.490610 nChanged 5 SP:Iteration 26Q (365.816847 sec): 3 clusters Score: Raw -115772.906891 + Penalty 5524.804625 = -110248.102265 nChanged 3 SP:Iteration 27Q (365.901754 sec): 3 clusters Score: Raw -115776.718742 + Penalty 5524.804625 = -110251.914117 nChanged 2 SP:Iteration 28Q (365.973732 sec): 3 clusters Score: Raw -115779.591807 + Penalty 5524.804625 = -110254.787182 nChanged 2 SP:Iteration 29Q (366.053362 sec): 3 clusters Score: Raw -115781.413511 + Penalty 5524.804625 = -110256.608885 nChanged 0 SP:Iteration 30F (366.137323 sec): 3 clusters Score: Raw -115781.413511 + Penalty 5524.804625 = -110256.608885 nChanged 0 Iteration 139Q (366.870876 sec): 12 clusters Score: Raw -3288254.727248 + Penalty 43283.241559 = -3244971.485689 nChanged 8 Iteration 140F (367.832078 sec): 12 clusters Score: Raw -3288257.127948 + Penalty 43283.241559 = -3244973.886389 nChanged 8 Iteration 141Q (368.554587 sec): 12 clusters Score: Raw -3288258.720379 + Penalty 43283.241559 = -3244975.478820 nChanged 9 Iteration 142Q (369.220650 sec): 12 clusters Score: Raw -3288260.864732 + Penalty 43283.241559 = -3244977.623173 nChanged 6 Iteration 143Q (369.896916 sec): 12 clusters Score: Raw -3288262.025072 + Penalty 43283.241559 = -3244978.783513 nChanged 1 Iteration 144Q (370.561577 sec): 12 clusters Score: Raw -3288262.388609 + Penalty 43283.241559 = -3244979.147050 nChanged 0 Iteration 145F (371.398858 sec): 12 clusters Score: Raw -3288262.388609 + Penalty 43283.241559 = -3244979.147050 nChanged 0 Compute initial score before splitting: Score: Raw -3288262.388609 + Penalty 43283.241559 = -3244979.147050 Trying to split cluster 1 (4870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (371.489654 sec): 2 clusters Score: Raw -405838.906190 + Penalty 3145.859635 = -402693.046555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (371.587179 sec): 3 clusters Score: Raw -403676.907281 + Penalty 6291.719269 = -397385.188012 nChanged 1758 SP:Iteration 1F (371.677699 sec): 3 clusters Score: Raw -404938.988041 + Penalty 6291.719269 = -398647.268772 nChanged 490 SP:Iteration 2F (371.774332 sec): 3 clusters Score: Raw -405545.879183 + Penalty 6291.719269 = -399254.159914 nChanged 399 SP:Iteration 3F (371.867765 sec): 3 clusters Score: Raw -406129.675432 + Penalty 6291.719269 = -399837.956163 nChanged 357 SP:Iteration 4F (371.957432 sec): 3 clusters Score: Raw -406652.985429 + Penalty 6291.719269 = -400361.266159 nChanged 289 SP:Iteration 5F (372.038842 sec): 3 clusters Score: Raw -406983.679750 + Penalty 6291.719269 = -400691.960481 nChanged 200 SP:Iteration 6Q (372.151939 sec): 3 clusters Score: Raw -407181.427992 + Penalty 6291.719269 = -400889.708722 nChanged 154 SP:Iteration 7Q (372.240416 sec): 3 clusters Score: Raw -407308.706922 + Penalty 6291.719269 = -401016.987653 nChanged 97 SP:Iteration 8Q (372.319535 sec): 3 clusters Score: Raw -407370.375485 + Penalty 6291.719269 = -401078.656216 nChanged 72 SP:Iteration 9Q (372.413766 sec): 3 clusters Score: Raw -407422.440743 + Penalty 6291.719269 = -401130.721474 nChanged 60 SP:Iteration 10Q (372.513884 sec): 3 clusters Score: Raw -407456.030513 + Penalty 6291.719269 = -401164.311244 nChanged 50 SP:Iteration 11Q (372.611480 sec): 3 clusters Score: Raw -407482.014765 + Penalty 6291.719269 = -401190.295496 nChanged 41 SP:Iteration 12Q (372.699987 sec): 3 clusters Score: Raw -407504.536401 + Penalty 6291.719269 = -401212.817131 nChanged 33 SP:Iteration 13Q (372.794485 sec): 3 clusters Score: Raw -407524.951595 + Penalty 6291.719269 = -401233.232325 nChanged 25 SP:Iteration 14Q (372.878219 sec): 3 clusters Score: Raw -407537.649366 + Penalty 6291.719269 = -401245.930097 nChanged 15 SP:Iteration 15Q (372.974596 sec): 3 clusters Score: Raw -407545.327243 + Penalty 6291.719269 = -401253.607974 nChanged 20 SP:Iteration 16Q (373.071658 sec): 3 clusters Score: Raw -407556.115374 + Penalty 6291.719269 = -401264.396105 nChanged 21 SP:Iteration 17Q (373.170347 sec): 3 clusters Score: Raw -407566.070160 + Penalty 6291.719269 = -401274.350890 nChanged 13 SP:Iteration 18Q (373.298079 sec): 3 clusters Score: Raw -407573.382516 + Penalty 6291.719269 = -401281.663247 nChanged 13 SP:Iteration 19Q (373.387783 sec): 3 clusters Score: Raw -407578.503246 + Penalty 6291.719269 = -401286.783977 nChanged 10 SP:Iteration 20F (373.508731 sec): 3 clusters Score: Raw -407582.629524 + Penalty 6291.719269 = -401290.910255 nChanged 5 SP:Iteration 21Q (373.604350 sec): 3 clusters Score: Raw -407585.688941 + Penalty 6291.719269 = -401293.969672 nChanged 5 SP:Iteration 22Q (373.740591 sec): 3 clusters Score: Raw -407587.639256 + Penalty 6291.719269 = -401295.919987 nChanged 5 SP:Iteration 23Q (373.846778 sec): 3 clusters Score: Raw -407589.534022 + Penalty 6291.719269 = -401297.814753 nChanged 5 SP:Iteration 24Q (373.958000 sec): 3 clusters Score: Raw -407591.445540 + Penalty 6291.719269 = -401299.726270 nChanged 3 SP:Iteration 25Q (374.044755 sec): 3 clusters Score: Raw -407592.240305 + Penalty 6291.719269 = -401300.521036 nChanged 5 SP:Iteration 26Q (374.153767 sec): 3 clusters Score: Raw -407594.122430 + Penalty 6291.719269 = -401302.403161 nChanged 3 SP:Iteration 27Q (374.278057 sec): 3 clusters Score: Raw -407594.964351 + Penalty 6291.719269 = -401303.245082 nChanged 2 SP:Iteration 28Q (374.393005 sec): 3 clusters Score: Raw -407595.936839 + Penalty 6291.719269 = -401304.217569 nChanged 1 SP:Iteration 29Q (374.477862 sec): 3 clusters Score: Raw -407596.251932 + Penalty 6291.719269 = -401304.532663 nChanged 1 SP:Iteration 30Q (374.579468 sec): 3 clusters Score: Raw -407596.553797 + Penalty 6291.719269 = -401304.834528 nChanged 0 SP:Iteration 31F (374.676100 sec): 3 clusters Score: Raw -407596.553797 + Penalty 6291.719269 = -401304.834528 nChanged 0 Trying to split cluster 2 (2216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (374.755121 sec): 2 clusters Score: Raw -180934.690685 + Penalty 2854.131577 = -178080.559108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (374.821881 sec): 3 clusters Score: Raw -180243.988190 + Penalty 5708.263154 = -174535.725035 nChanged 653 SP:Iteration 1F (374.914963 sec): 3 clusters Score: Raw -180870.683638 + Penalty 5708.263154 = -175162.420484 nChanged 197 SP:Iteration 2F (374.999767 sec): 3 clusters Score: Raw -181223.557366 + Penalty 5708.263154 = -175515.294212 nChanged 176 SP:Iteration 3F (375.094361 sec): 3 clusters Score: Raw -181596.788428 + Penalty 5708.263154 = -175888.525274 nChanged 171 SP:Iteration 4F (375.187692 sec): 3 clusters Score: Raw -182204.438532 + Penalty 5708.263154 = -176496.175378 nChanged 180 SP:Iteration 5F (375.276155 sec): 3 clusters Score: Raw -182693.963810 + Penalty 5708.263154 = -176985.700656 nChanged 126 SP:Iteration 6F (375.350272 sec): 3 clusters Score: Raw -182913.132889 + Penalty 5708.263154 = -177204.869735 nChanged 70 SP:Iteration 7Q (375.447119 sec): 3 clusters Score: Raw -183014.037901 + Penalty 5708.263154 = -177305.774747 nChanged 42 SP:Iteration 8Q (375.533862 sec): 3 clusters Score: Raw -183061.505379 + Penalty 5708.263154 = -177353.242224 nChanged 22 SP:Iteration 9Q (375.624521 sec): 3 clusters Score: Raw -183090.346758 + Penalty 5708.263154 = -177382.083604 nChanged 16 SP:Iteration 10Q (375.693624 sec): 3 clusters Score: Raw -183108.580703 + Penalty 5708.263154 = -177400.317549 nChanged 5 SP:Iteration 11Q (375.810616 sec): 3 clusters Score: Raw -183114.784517 + Penalty 5708.263154 = -177406.521362 nChanged 6 SP:Iteration 12Q (375.877158 sec): 3 clusters Score: Raw -183122.604757 + Penalty 5708.263154 = -177414.341603 nChanged 7 SP:Iteration 13Q (375.990413 sec): 3 clusters Score: Raw -183131.582790 + Penalty 5708.263154 = -177423.319635 nChanged 3 SP:Iteration 14Q (376.068637 sec): 3 clusters Score: Raw -183134.952721 + Penalty 5708.263154 = -177426.689566 nChanged 3 SP:Iteration 15Q (376.150295 sec): 3 clusters Score: Raw -183139.326717 + Penalty 5708.263154 = -177431.063563 nChanged 4 SP:Iteration 16Q (376.218897 sec): 3 clusters Score: Raw -183144.380175 + Penalty 5708.263154 = -177436.117021 nChanged 2 SP:Iteration 17Q (376.320999 sec): 3 clusters Score: Raw -183146.814526 + Penalty 5708.263154 = -177438.551372 nChanged 2 SP:Iteration 18Q (376.410824 sec): 3 clusters Score: Raw -183148.825378 + Penalty 5708.263154 = -177440.562223 nChanged 0 SP:Iteration 19F (376.484833 sec): 3 clusters Score: Raw -183148.825378 + Penalty 5708.263154 = -177440.562223 nChanged 0 Trying to split cluster 3 (2430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (376.544001 sec): 2 clusters Score: Raw -207478.391468 + Penalty 2888.287042 = -204590.104426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (376.629163 sec): 3 clusters Score: Raw -206676.981602 + Penalty 5776.574083 = -200900.407519 nChanged 745 SP:Iteration 1F (376.709065 sec): 3 clusters Score: Raw -207305.847237 + Penalty 5776.574083 = -201529.273154 nChanged 175 SP:Iteration 2F (376.809585 sec): 3 clusters Score: Raw -207507.875653 + Penalty 5776.574083 = -201731.301570 nChanged 108 SP:Iteration 3Q (376.901778 sec): 3 clusters Score: Raw -207640.140349 + Penalty 5776.574083 = -201863.566266 nChanged 104 SP:Iteration 4Q (376.990081 sec): 3 clusters Score: Raw -207774.965585 + Penalty 5776.574083 = -201998.391502 nChanged 88 SP:Iteration 5Q (377.066040 sec): 3 clusters Score: Raw -207883.296780 + Penalty 5776.574083 = -202106.722697 nChanged 94 SP:Iteration 6Q (377.143471 sec): 3 clusters Score: Raw -208020.113205 + Penalty 5776.574083 = -202243.539122 nChanged 80 SP:Iteration 7Q (377.242991 sec): 3 clusters Score: Raw -208156.032358 + Penalty 5776.574083 = -202379.458274 nChanged 99 SP:Iteration 8Q (377.330424 sec): 3 clusters Score: Raw -208384.789636 + Penalty 5776.574083 = -202608.215553 nChanged 130 SP:Iteration 9F (377.407508 sec): 3 clusters Score: Raw -208741.413297 + Penalty 5776.574083 = -202964.839214 nChanged 115 SP:Iteration 10Q (377.491320 sec): 3 clusters Score: Raw -209091.008698 + Penalty 5776.574083 = -203314.434615 nChanged 111 SP:Iteration 11Q (377.588280 sec): 3 clusters Score: Raw -209321.277924 + Penalty 5776.574083 = -203544.703841 nChanged 69 SP:Iteration 12Q (377.666954 sec): 3 clusters Score: Raw -209434.390636 + Penalty 5776.574083 = -203657.816553 nChanged 52 SP:Iteration 13Q (377.753268 sec): 3 clusters Score: Raw -209510.931962 + Penalty 5776.574083 = -203734.357879 nChanged 36 SP:Iteration 14Q (377.847357 sec): 3 clusters Score: Raw -209577.100195 + Penalty 5776.574083 = -203800.526112 nChanged 24 SP:Iteration 15Q (377.937777 sec): 3 clusters Score: Raw -209610.902314 + Penalty 5776.574083 = -203834.328230 nChanged 20 SP:Iteration 16Q (378.024867 sec): 3 clusters Score: Raw -209633.381944 + Penalty 5776.574083 = -203856.807861 nChanged 16 SP:Iteration 17Q (378.099593 sec): 3 clusters Score: Raw -209649.874616 + Penalty 5776.574083 = -203873.300532 nChanged 6 SP:Iteration 18Q (378.189930 sec): 3 clusters Score: Raw -209657.853434 + Penalty 5776.574083 = -203881.279350 nChanged 9 SP:Iteration 19Q (378.284330 sec): 3 clusters Score: Raw -209667.492727 + Penalty 5776.574083 = -203890.918644 nChanged 8 SP:Iteration 20F (378.364851 sec): 3 clusters Score: Raw -209676.406876 + Penalty 5776.574083 = -203899.832792 nChanged 3 SP:Iteration 21Q (378.445902 sec): 3 clusters Score: Raw -209678.975193 + Penalty 5776.574083 = -203902.401110 nChanged 2 SP:Iteration 22Q (378.540131 sec): 3 clusters Score: Raw -209681.527223 + Penalty 5776.574083 = -203904.953140 nChanged 3 SP:Iteration 23Q (378.640013 sec): 3 clusters Score: Raw -209685.541779 + Penalty 5776.574083 = -203908.967695 nChanged 2 SP:Iteration 24Q (378.731739 sec): 3 clusters Score: Raw -209687.222478 + Penalty 5776.574083 = -203910.648394 nChanged 1 SP:Iteration 25Q (378.815138 sec): 3 clusters Score: Raw -209688.120965 + Penalty 5776.574083 = -203911.546882 nChanged 0 SP:Iteration 26F (378.931514 sec): 3 clusters Score: Raw -209688.120965 + Penalty 5776.574083 = -203911.546882 nChanged 0 Trying to split cluster 4 (1986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (378.978929 sec): 2 clusters Score: Raw -132093.666900 + Penalty 2813.531741 = -129280.135159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.054752 sec): 3 clusters Score: Raw -131719.215589 + Penalty 5627.063483 = -126092.152106 nChanged 608 SP:Iteration 1F (379.151597 sec): 3 clusters Score: Raw -132661.386747 + Penalty 5627.063483 = -127034.323264 nChanged 214 SP:Iteration 2F (379.249252 sec): 3 clusters Score: Raw -133279.025407 + Penalty 5627.063483 = -127651.961924 nChanged 178 SP:Iteration 3F (379.353584 sec): 3 clusters Score: Raw -133699.952090 + Penalty 5627.063483 = -128072.888607 nChanged 109 SP:Iteration 4F (379.467658 sec): 3 clusters Score: Raw -133900.715820 + Penalty 5627.063483 = -128273.652337 nChanged 81 SP:Iteration 5Q (379.579864 sec): 3 clusters Score: Raw -134069.729698 + Penalty 5627.063483 = -128442.666215 nChanged 66 SP:Iteration 6Q (379.708729 sec): 3 clusters Score: Raw -134149.624936 + Penalty 5627.063483 = -128522.561453 nChanged 34 SP:Iteration 7Q (379.833581 sec): 3 clusters Score: Raw -134190.605513 + Penalty 5627.063483 = -128563.542030 nChanged 19 SP:Iteration 8Q (379.922128 sec): 3 clusters Score: Raw -134209.767187 + Penalty 5627.063483 = -128582.703704 nChanged 13 SP:Iteration 9Q (380.045725 sec): 3 clusters Score: Raw -134223.460422 + Penalty 5627.063483 = -128596.396940 nChanged 8 SP:Iteration 10Q (380.131099 sec): 3 clusters Score: Raw -134231.256416 + Penalty 5627.063483 = -128604.192933 nChanged 4 SP:Iteration 11Q (380.259618 sec): 3 clusters Score: Raw -134237.026377 + Penalty 5627.063483 = -128609.962894 nChanged 7 SP:Iteration 12Q (380.344229 sec): 3 clusters Score: Raw -134246.661931 + Penalty 5627.063483 = -128619.598449 nChanged 10 SP:Iteration 13Q (380.466814 sec): 3 clusters Score: Raw -134254.800418 + Penalty 5627.063483 = -128627.736936 nChanged 7 SP:Iteration 14Q (380.580599 sec): 3 clusters Score: Raw -134262.811690 + Penalty 5627.063483 = -128635.748207 nChanged 7 SP:Iteration 15Q (380.682364 sec): 3 clusters Score: Raw -134275.981931 + Penalty 5627.063483 = -128648.918448 nChanged 11 SP:Iteration 16Q (380.767336 sec): 3 clusters Score: Raw -134283.744003 + Penalty 5627.063483 = -128656.680520 nChanged 2 SP:Iteration 17Q (380.874813 sec): 3 clusters Score: Raw -134285.992509 + Penalty 5627.063483 = -128658.929026 nChanged 2 SP:Iteration 18Q (380.978185 sec): 3 clusters Score: Raw -134287.548208 + Penalty 5627.063483 = -128660.484726 nChanged 2 SP:Iteration 19Q (381.051956 sec): 3 clusters Score: Raw -134288.731032 + Penalty 5627.063483 = -128661.667549 nChanged 1 SP:Iteration 20F (381.152768 sec): 3 clusters Score: Raw -134290.318270 + Penalty 5627.063483 = -128663.254788 nChanged 3 SP:Iteration 21Q (381.249660 sec): 3 clusters Score: Raw -134294.507159 + Penalty 5627.063483 = -128667.443676 nChanged 1 SP:Iteration 22Q (381.354183 sec): 3 clusters Score: Raw -134294.937421 + Penalty 5627.063483 = -128667.873938 nChanged 0 SP:Iteration 23F (381.430343 sec): 3 clusters Score: Raw -134294.937421 + Penalty 5627.063483 = -128667.873938 nChanged 0 Trying to split cluster 5 (6203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.481984 sec): 2 clusters Score: Raw -558449.731580 + Penalty 3235.498074 = -555214.233505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.589986 sec): 3 clusters Score: Raw -555641.822501 + Penalty 6470.996149 = -549170.826352 nChanged 2245 SP:Iteration 1F (381.686097 sec): 3 clusters Score: Raw -557066.819903 + Penalty 6470.996149 = -550595.823754 nChanged 525 SP:Iteration 2F (381.785425 sec): 3 clusters Score: Raw -557447.113721 + Penalty 6470.996149 = -550976.117572 nChanged 346 SP:Iteration 3F (381.897471 sec): 3 clusters Score: Raw -557699.812816 + Penalty 6470.996149 = -551228.816667 nChanged 298 SP:Iteration 4Q (381.988848 sec): 3 clusters Score: Raw -557921.297301 + Penalty 6470.996149 = -551450.301152 nChanged 243 SP:Iteration 5Q (382.093399 sec): 3 clusters Score: Raw -558091.080425 + Penalty 6470.996149 = -551620.084276 nChanged 224 SP:Iteration 6Q (382.199832 sec): 3 clusters Score: Raw -558257.485690 + Penalty 6470.996149 = -551786.489541 nChanged 197 SP:Iteration 7Q (382.289880 sec): 3 clusters Score: Raw -558407.099180 + Penalty 6470.996149 = -551936.103031 nChanged 154 SP:Iteration 8Q (382.403991 sec): 3 clusters Score: Raw -558513.586934 + Penalty 6470.996149 = -552042.590785 nChanged 135 SP:Iteration 9Q (382.513647 sec): 3 clusters Score: Raw -558604.399525 + Penalty 6470.996149 = -552133.403376 nChanged 122 SP:Iteration 10Q (382.615280 sec): 3 clusters Score: Raw -558679.427842 + Penalty 6470.996149 = -552208.431694 nChanged 105 SP:Iteration 11Q (382.715086 sec): 3 clusters Score: Raw -558738.611145 + Penalty 6470.996149 = -552267.614997 nChanged 84 SP:Iteration 12Q (382.812525 sec): 3 clusters Score: Raw -558782.712569 + Penalty 6470.996149 = -552311.716420 nChanged 65 SP:Iteration 13Q (382.895928 sec): 3 clusters Score: Raw -558819.954188 + Penalty 6470.996149 = -552348.958039 nChanged 57 SP:Iteration 14Q (382.988462 sec): 3 clusters Score: Raw -558847.877993 + Penalty 6470.996149 = -552376.881844 nChanged 40 SP:Iteration 15Q (383.086013 sec): 3 clusters Score: Raw -558868.008763 + Penalty 6470.996149 = -552397.012614 nChanged 39 SP:Iteration 16Q (383.192880 sec): 3 clusters Score: Raw -558883.356986 + Penalty 6470.996149 = -552412.360837 nChanged 35 SP:Iteration 17Q (383.283297 sec): 3 clusters Score: Raw -558896.165500 + Penalty 6470.996149 = -552425.169351 nChanged 21 SP:Iteration 18Q (383.378372 sec): 3 clusters Score: Raw -558905.641060 + Penalty 6470.996149 = -552434.644911 nChanged 25 SP:Iteration 19Q (383.490218 sec): 3 clusters Score: Raw -558914.623746 + Penalty 6470.996149 = -552443.627597 nChanged 17 SP:Iteration 20F (383.567109 sec): 3 clusters Score: Raw -558921.471182 + Penalty 6470.996149 = -552450.475033 nChanged 20 SP:Iteration 21Q (383.682758 sec): 3 clusters Score: Raw -558928.046377 + Penalty 6470.996149 = -552457.050228 nChanged 15 SP:Iteration 22Q (383.760827 sec): 3 clusters Score: Raw -558933.667745 + Penalty 6470.996149 = -552462.671596 nChanged 16 SP:Iteration 23Q (383.868860 sec): 3 clusters Score: Raw -558940.591668 + Penalty 6470.996149 = -552469.595520 nChanged 20 SP:Iteration 24Q (383.971696 sec): 3 clusters Score: Raw -558948.270317 + Penalty 6470.996149 = -552477.274168 nChanged 22 SP:Iteration 25Q (384.046875 sec): 3 clusters Score: Raw -558956.942685 + Penalty 6470.996149 = -552485.946536 nChanged 18 SP:Iteration 26Q (384.148854 sec): 3 clusters Score: Raw -558963.560990 + Penalty 6470.996149 = -552492.564842 nChanged 16 SP:Iteration 27Q (384.233620 sec): 3 clusters Score: Raw -558969.300981 + Penalty 6470.996149 = -552498.304833 nChanged 12 SP:Iteration 28Q (384.331969 sec): 3 clusters Score: Raw -558973.402722 + Penalty 6470.996149 = -552502.406573 nChanged 10 SP:Iteration 29Q (384.423067 sec): 3 clusters Score: Raw -558976.524496 + Penalty 6470.996149 = -552505.528347 nChanged 16 SP:Iteration 30Q (384.534335 sec): 3 clusters Score: Raw -558982.167786 + Penalty 6470.996149 = -552511.171637 nChanged 18 SP:Iteration 31Q (384.621209 sec): 3 clusters Score: Raw -558990.304022 + Penalty 6470.996149 = -552519.307873 nChanged 20 SP:Iteration 32Q (384.710733 sec): 3 clusters Score: Raw -558997.691378 + Penalty 6470.996149 = -552526.695229 nChanged 20 SP:Iteration 33Q (384.840472 sec): 3 clusters Score: Raw -559004.386250 + Penalty 6470.996149 = -552533.390101 nChanged 12 SP:Iteration 34Q (384.926420 sec): 3 clusters Score: Raw -559008.031392 + Penalty 6470.996149 = -552537.035243 nChanged 10 SP:Iteration 35Q (385.050697 sec): 3 clusters Score: Raw -559010.963916 + Penalty 6470.996149 = -552539.967767 nChanged 7 SP:Iteration 36Q (385.179918 sec): 3 clusters Score: Raw -559013.308232 + Penalty 6470.996149 = -552542.312083 nChanged 8 SP:Iteration 37Q (385.296175 sec): 3 clusters Score: Raw -559016.094323 + Penalty 6470.996149 = -552545.098174 nChanged 6 SP:Iteration 38Q (385.381294 sec): 3 clusters Score: Raw -559018.442491 + Penalty 6470.996149 = -552547.446343 nChanged 5 SP:Iteration 39Q (385.487251 sec): 3 clusters Score: Raw -559020.309994 + Penalty 6470.996149 = -552549.313845 nChanged 3 SP:Iteration 40F (385.607737 sec): 3 clusters Score: Raw -559021.392980 + Penalty 6470.996149 = -552550.396831 nChanged 3 SP:Iteration 41Q (385.714807 sec): 3 clusters Score: Raw -559022.246125 + Penalty 6470.996149 = -552551.249976 nChanged 1 SP:Iteration 42Q (385.841977 sec): 3 clusters Score: Raw -559023.259971 + Penalty 6470.996149 = -552552.263822 nChanged 3 SP:Iteration 43Q (385.947371 sec): 3 clusters Score: Raw -559023.878724 + Penalty 6470.996149 = -552552.882575 nChanged 3 SP:Iteration 44Q (386.082797 sec): 3 clusters Score: Raw -559025.029885 + Penalty 6470.996149 = -552554.033736 nChanged 3 SP:Iteration 45Q (386.192192 sec): 3 clusters Score: Raw -559026.104301 + Penalty 6470.996149 = -552555.108152 nChanged 2 SP:Iteration 46Q (386.292218 sec): 3 clusters Score: Raw -559027.110273 + Penalty 6470.996149 = -552556.114124 nChanged 2 SP:Iteration 47Q (386.398097 sec): 3 clusters Score: Raw -559028.338555 + Penalty 6470.996149 = -552557.342406 nChanged 6 SP:Iteration 48Q (386.503013 sec): 3 clusters Score: Raw -559031.231982 + Penalty 6470.996149 = -552560.235833 nChanged 8 SP:Iteration 49Q (386.607608 sec): 3 clusters Score: Raw -559034.378195 + Penalty 6470.996149 = -552563.382046 nChanged 4 SP:Iteration 50Q (386.722313 sec): 3 clusters Score: Raw -559035.653087 + Penalty 6470.996149 = -552564.656938 nChanged 3 SP:Iteration 51Q (386.817417 sec): 3 clusters Score: Raw -559037.177294 + Penalty 6470.996149 = -552566.181145 nChanged 5 SP:Iteration 52Q (386.899541 sec): 3 clusters Score: Raw -559039.721390 + Penalty 6470.996149 = -552568.725241 nChanged 6 SP:Iteration 53Q (387.021398 sec): 3 clusters Score: Raw -559042.574402 + Penalty 6470.996149 = -552571.578253 nChanged 5 SP:Iteration 54Q (387.110871 sec): 3 clusters Score: Raw -559045.052724 + Penalty 6470.996149 = -552574.056575 nChanged 3 SP:Iteration 55Q (387.198208 sec): 3 clusters Score: Raw -559045.872379 + Penalty 6470.996149 = -552574.876230 nChanged 5 SP:Iteration 56Q (387.298195 sec): 3 clusters Score: Raw -559048.099083 + Penalty 6470.996149 = -552577.102934 nChanged 12 SP:Iteration 57Q (387.414851 sec): 3 clusters Score: Raw -559052.926482 + Penalty 6470.996149 = -552581.930334 nChanged 6 SP:Iteration 58Q (387.517598 sec): 3 clusters Score: Raw -559056.353508 + Penalty 6470.996149 = -552585.357359 nChanged 10 SP:Iteration 59Q (387.611478 sec): 3 clusters Score: Raw -559059.998629 + Penalty 6470.996149 = -552589.002480 nChanged 7 SP:Iteration 60F (387.713828 sec): 3 clusters Score: Raw -559062.393959 + Penalty 6470.996149 = -552591.397810 nChanged 1 SP:Iteration 61Q (387.810468 sec): 3 clusters Score: Raw -559063.077657 + Penalty 6470.996149 = -552592.081508 nChanged 5 SP:Iteration 62Q (387.898964 sec): 3 clusters Score: Raw -559065.600824 + Penalty 6470.996149 = -552594.604675 nChanged 7 SP:Iteration 63Q (388.004940 sec): 3 clusters Score: Raw -559068.317314 + Penalty 6470.996149 = -552597.321165 nChanged 9 SP:Iteration 64Q (388.089936 sec): 3 clusters Score: Raw -559071.396628 + Penalty 6470.996149 = -552600.400479 nChanged 4 SP:Iteration 65Q (388.189848 sec): 3 clusters Score: Raw -559074.458216 + Penalty 6470.996149 = -552603.462067 nChanged 6 SP:Iteration 66Q (388.292936 sec): 3 clusters Score: Raw -559075.868974 + Penalty 6470.996149 = -552604.872826 nChanged 2 SP:Iteration 67Q (388.409188 sec): 3 clusters Score: Raw -559076.390871 + Penalty 6470.996149 = -552605.394722 nChanged 0 SP:Iteration 68F (388.497689 sec): 3 clusters Score: Raw -559076.390871 + Penalty 6470.996149 = -552605.394722 nChanged 0 Trying to split cluster 6 (4312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (388.566803 sec): 2 clusters Score: Raw -347925.887611 + Penalty 3100.772710 = -344825.114900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (388.645492 sec): 3 clusters Score: Raw -346113.039215 + Penalty 6201.545420 = -339911.493794 nChanged 1495 SP:Iteration 1F (388.755725 sec): 3 clusters Score: Raw -347241.463220 + Penalty 6201.545420 = -341039.917799 nChanged 415 SP:Iteration 2F (388.842967 sec): 3 clusters Score: Raw -347718.281037 + Penalty 6201.545420 = -341516.735617 nChanged 316 SP:Iteration 3F (388.934175 sec): 3 clusters Score: Raw -348164.413207 + Penalty 6201.545420 = -341962.867787 nChanged 273 SP:Iteration 4F (389.017673 sec): 3 clusters Score: Raw -348537.843352 + Penalty 6201.545420 = -342336.297932 nChanged 271 SP:Iteration 5F (389.126526 sec): 3 clusters Score: Raw -348983.576662 + Penalty 6201.545420 = -342782.031241 nChanged 271 SP:Iteration 6F (389.220688 sec): 3 clusters Score: Raw -349494.295947 + Penalty 6201.545420 = -343292.750527 nChanged 272 SP:Iteration 7F (389.315369 sec): 3 clusters Score: Raw -350027.506220 + Penalty 6201.545420 = -343825.960800 nChanged 247 SP:Iteration 8F (389.414766 sec): 3 clusters Score: Raw -350484.382870 + Penalty 6201.545420 = -344282.837449 nChanged 201 SP:Iteration 9Q (389.501970 sec): 3 clusters Score: Raw -350777.719846 + Penalty 6201.545420 = -344576.174425 nChanged 118 SP:Iteration 10Q (389.593045 sec): 3 clusters Score: Raw -350908.289570 + Penalty 6201.545420 = -344706.744150 nChanged 78 SP:Iteration 11Q (389.691392 sec): 3 clusters Score: Raw -350986.598823 + Penalty 6201.545420 = -344785.053402 nChanged 51 SP:Iteration 12Q (389.765784 sec): 3 clusters Score: Raw -351023.072419 + Penalty 6201.545420 = -344821.526999 nChanged 30 SP:Iteration 13Q (389.861764 sec): 3 clusters Score: Raw -351046.427990 + Penalty 6201.545420 = -344844.882570 nChanged 27 SP:Iteration 14Q (389.953053 sec): 3 clusters Score: Raw -351063.659874 + Penalty 6201.545420 = -344862.114454 nChanged 17 SP:Iteration 15Q (390.045932 sec): 3 clusters Score: Raw -351074.844389 + Penalty 6201.545420 = -344873.298968 nChanged 15 SP:Iteration 16Q (390.150483 sec): 3 clusters Score: Raw -351083.915212 + Penalty 6201.545420 = -344882.369792 nChanged 9 SP:Iteration 17Q (390.228235 sec): 3 clusters Score: Raw -351089.042121 + Penalty 6201.545420 = -344887.496701 nChanged 5 SP:Iteration 18Q (390.335828 sec): 3 clusters Score: Raw -351091.202611 + Penalty 6201.545420 = -344889.657190 nChanged 3 SP:Iteration 19Q (390.428211 sec): 3 clusters Score: Raw -351092.562606 + Penalty 6201.545420 = -344891.017186 nChanged 1 SP:Iteration 20F (390.516668 sec): 3 clusters Score: Raw -351092.904370 + Penalty 6201.545420 = -344891.358949 nChanged 2 SP:Iteration 21Q (390.619318 sec): 3 clusters Score: Raw -351093.495538 + Penalty 6201.545420 = -344891.950118 nChanged 2 SP:Iteration 22Q (390.711645 sec): 3 clusters Score: Raw -351094.419443 + Penalty 6201.545420 = -344892.874023 nChanged 1 SP:Iteration 23Q (390.805787 sec): 3 clusters Score: Raw -351095.823898 + Penalty 6201.545420 = -344894.278477 nChanged 1 SP:Iteration 24Q (390.892678 sec): 3 clusters Score: Raw -351096.074681 + Penalty 6201.545420 = -344894.529261 nChanged 1 SP:Iteration 25Q (390.992183 sec): 3 clusters Score: Raw -351096.505348 + Penalty 6201.545420 = -344894.959928 nChanged 1 SP:Iteration 26Q (391.069101 sec): 3 clusters Score: Raw -351096.803703 + Penalty 6201.545420 = -344895.258283 nChanged 0 SP:Iteration 27F (391.180323 sec): 3 clusters Score: Raw -351096.803703 + Penalty 6201.545420 = -344895.258283 nChanged 0 Score: Raw -3291433.304701 + Penalty 47218.081701 = -3244215.223000 Splitting cluster 6 changes total score from -3244979.147050 to -3244215.223000 So it's not getting split. Trying to split cluster 7 (5321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (392.167647 sec): 2 clusters Score: Raw -498720.374538 + Penalty 3178.673826 = -495541.700712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (392.254333 sec): 3 clusters Score: Raw -496366.293439 + Penalty 6357.347652 = -490008.945787 nChanged 1858 SP:Iteration 1F (392.359353 sec): 3 clusters Score: Raw -497516.777832 + Penalty 6357.347652 = -491159.430179 nChanged 427 SP:Iteration 2F (392.455600 sec): 3 clusters Score: Raw -497825.264905 + Penalty 6357.347652 = -491467.917253 nChanged 273 SP:Iteration 3F (392.554830 sec): 3 clusters Score: Raw -498009.364385 + Penalty 6357.347652 = -491652.016732 nChanged 198 SP:Iteration 4Q (392.656668 sec): 3 clusters Score: Raw -498125.915087 + Penalty 6357.347652 = -491768.567434 nChanged 148 SP:Iteration 5Q (392.751423 sec): 3 clusters Score: Raw -498216.583367 + Penalty 6357.347652 = -491859.235715 nChanged 123 SP:Iteration 6Q (392.831378 sec): 3 clusters Score: Raw -498291.482832 + Penalty 6357.347652 = -491934.135180 nChanged 92 SP:Iteration 7Q (392.944082 sec): 3 clusters Score: Raw -498342.262480 + Penalty 6357.347652 = -491984.914828 nChanged 92 SP:Iteration 8Q (393.018619 sec): 3 clusters Score: Raw -498391.986039 + Penalty 6357.347652 = -492034.638387 nChanged 92 SP:Iteration 9Q (393.133324 sec): 3 clusters Score: Raw -498443.376410 + Penalty 6357.347652 = -492086.028758 nChanged 74 SP:Iteration 10Q (393.234329 sec): 3 clusters Score: Raw -498485.159645 + Penalty 6357.347652 = -492127.811993 nChanged 65 SP:Iteration 11Q (393.322964 sec): 3 clusters Score: Raw -498514.999268 + Penalty 6357.347652 = -492157.651616 nChanged 59 SP:Iteration 12Q (393.421004 sec): 3 clusters Score: Raw -498540.108937 + Penalty 6357.347652 = -492182.761285 nChanged 57 SP:Iteration 13Q (393.500112 sec): 3 clusters Score: Raw -498568.403879 + Penalty 6357.347652 = -492211.056227 nChanged 44 SP:Iteration 14Q (393.614757 sec): 3 clusters Score: Raw -498594.283509 + Penalty 6357.347652 = -492236.935857 nChanged 43 SP:Iteration 15Q (393.690626 sec): 3 clusters Score: Raw -498617.709209 + Penalty 6357.347652 = -492260.361557 nChanged 50 SP:Iteration 16Q (393.787726 sec): 3 clusters Score: Raw -498638.729391 + Penalty 6357.347652 = -492281.381739 nChanged 43 SP:Iteration 17Q (393.885392 sec): 3 clusters Score: Raw -498657.336121 + Penalty 6357.347652 = -492299.988469 nChanged 32 SP:Iteration 18Q (393.998749 sec): 3 clusters Score: Raw -498673.146130 + Penalty 6357.347652 = -492315.798478 nChanged 35 SP:Iteration 19Q (394.103436 sec): 3 clusters Score: Raw -498693.744826 + Penalty 6357.347652 = -492336.397174 nChanged 52 SP:Iteration 20F (394.254852 sec): 3 clusters Score: Raw -498723.350006 + Penalty 6357.347652 = -492366.002353 nChanged 52 SP:Iteration 21Q (394.344204 sec): 3 clusters Score: Raw -498750.024134 + Penalty 6357.347652 = -492392.676482 nChanged 50 SP:Iteration 22Q (394.434250 sec): 3 clusters Score: Raw -498775.560009 + Penalty 6357.347652 = -492418.212357 nChanged 42 SP:Iteration 23Q (394.554797 sec): 3 clusters Score: Raw -498794.364948 + Penalty 6357.347652 = -492437.017296 nChanged 33 SP:Iteration 24Q (394.654004 sec): 3 clusters Score: Raw -498810.922096 + Penalty 6357.347652 = -492453.574444 nChanged 39 SP:Iteration 25Q (394.757143 sec): 3 clusters Score: Raw -498830.056463 + Penalty 6357.347652 = -492472.708811 nChanged 42 SP:Iteration 26Q (394.871312 sec): 3 clusters Score: Raw -498854.000500 + Penalty 6357.347652 = -492496.652848 nChanged 52 SP:Iteration 27Q (394.979587 sec): 3 clusters Score: Raw -498882.157389 + Penalty 6357.347652 = -492524.809737 nChanged 46 SP:Iteration 28Q (395.101814 sec): 3 clusters Score: Raw -498908.491309 + Penalty 6357.347652 = -492551.143656 nChanged 59 SP:Iteration 29Q (395.216233 sec): 3 clusters Score: Raw -498943.538419 + Penalty 6357.347652 = -492586.190767 nChanged 57 SP:Iteration 30Q (395.363700 sec): 3 clusters Score: Raw -498977.806418 + Penalty 6357.347652 = -492620.458766 nChanged 54 SP:Iteration 31Q (395.463214 sec): 3 clusters Score: Raw -499007.261793 + Penalty 6357.347652 = -492649.914141 nChanged 56 SP:Iteration 32Q (395.544871 sec): 3 clusters Score: Raw -499043.538974 + Penalty 6357.347652 = -492686.191322 nChanged 73 SP:Iteration 33Q (395.668912 sec): 3 clusters Score: Raw -499096.266356 + Penalty 6357.347652 = -492738.918704 nChanged 92 SP:Iteration 34Q (395.781457 sec): 3 clusters Score: Raw -499171.756813 + Penalty 6357.347652 = -492814.409161 nChanged 104 SP:Iteration 35Q (395.900350 sec): 3 clusters Score: Raw -499269.824910 + Penalty 6357.347652 = -492912.477258 nChanged 118 SP:Iteration 36Q (396.012679 sec): 3 clusters Score: Raw -499424.448586 + Penalty 6357.347652 = -493067.100934 nChanged 181 SP:Iteration 37Q (396.121682 sec): 3 clusters Score: Raw -499765.141142 + Penalty 6357.347652 = -493407.793490 nChanged 209 SP:Iteration 38Q (396.235299 sec): 3 clusters Score: Raw -500295.331819 + Penalty 6357.347652 = -493937.984167 nChanged 233 SP:Iteration 39Q (396.330941 sec): 3 clusters Score: Raw -500941.020142 + Penalty 6357.347652 = -494583.672490 nChanged 180 SP:Iteration 40F (396.404768 sec): 3 clusters Score: Raw -501448.742660 + Penalty 6357.347652 = -495091.395008 nChanged 91 SP:Iteration 41Q (396.498097 sec): 3 clusters Score: Raw -501638.428637 + Penalty 6357.347652 = -495281.080985 nChanged 32 SP:Iteration 42Q (396.609943 sec): 3 clusters Score: Raw -501677.454398 + Penalty 6357.347652 = -495320.106746 nChanged 18 SP:Iteration 43Q (396.697889 sec): 3 clusters Score: Raw -501691.245358 + Penalty 6357.347652 = -495333.897705 nChanged 9 SP:Iteration 44Q (396.791127 sec): 3 clusters Score: Raw -501696.277654 + Penalty 6357.347652 = -495338.930002 nChanged 2 SP:Iteration 45Q (396.886146 sec): 3 clusters Score: Raw -501697.347479 + Penalty 6357.347652 = -495339.999827 nChanged 1 SP:Iteration 46Q (396.983472 sec): 3 clusters Score: Raw -501697.607642 + Penalty 6357.347652 = -495340.259990 nChanged 0 SP:Iteration 47F (397.075678 sec): 3 clusters Score: Raw -501697.607642 + Penalty 6357.347652 = -495340.259990 nChanged 0 Trying to split cluster 8 (2407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (397.130222 sec): 2 clusters Score: Raw -155070.670365 + Penalty 2884.763550 = -152185.906815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (397.230066 sec): 3 clusters Score: Raw -154305.309085 + Penalty 5769.527100 = -148535.781984 nChanged 760 SP:Iteration 1F (397.307173 sec): 3 clusters Score: Raw -155012.387177 + Penalty 5769.527100 = -149242.860076 nChanged 217 SP:Iteration 2F (397.404658 sec): 3 clusters Score: Raw -155396.499752 + Penalty 5769.527100 = -149626.972651 nChanged 202 SP:Iteration 3F (397.505956 sec): 3 clusters Score: Raw -155892.943252 + Penalty 5769.527100 = -150123.416151 nChanged 179 SP:Iteration 4F (397.599130 sec): 3 clusters Score: Raw -156372.223463 + Penalty 5769.527100 = -150602.696363 nChanged 151 SP:Iteration 5F (397.689633 sec): 3 clusters Score: Raw -156714.839499 + Penalty 5769.527100 = -150945.312399 nChanged 121 SP:Iteration 6F (397.778982 sec): 3 clusters Score: Raw -156979.415287 + Penalty 5769.527100 = -151209.888187 nChanged 93 SP:Iteration 7Q (397.884852 sec): 3 clusters Score: Raw -157136.622294 + Penalty 5769.527100 = -151367.095193 nChanged 70 SP:Iteration 8Q (398.005720 sec): 3 clusters Score: Raw -157247.316277 + Penalty 5769.527100 = -151477.789177 nChanged 45 SP:Iteration 9Q (398.093667 sec): 3 clusters Score: Raw -157315.502136 + Penalty 5769.527100 = -151545.975036 nChanged 36 SP:Iteration 10Q (398.162232 sec): 3 clusters Score: Raw -157373.134416 + Penalty 5769.527100 = -151603.607315 nChanged 29 SP:Iteration 11Q (398.263162 sec): 3 clusters Score: Raw -157409.840547 + Penalty 5769.527100 = -151640.313447 nChanged 23 SP:Iteration 12Q (398.343155 sec): 3 clusters Score: Raw -157435.578536 + Penalty 5769.527100 = -151666.051436 nChanged 17 SP:Iteration 13Q (398.437961 sec): 3 clusters Score: Raw -157450.345839 + Penalty 5769.527100 = -151680.818739 nChanged 17 SP:Iteration 14Q (398.505329 sec): 3 clusters Score: Raw -157465.846422 + Penalty 5769.527100 = -151696.319322 nChanged 12 SP:Iteration 15Q (398.598600 sec): 3 clusters Score: Raw -157474.875451 + Penalty 5769.527100 = -151705.348350 nChanged 6 SP:Iteration 16Q (398.699597 sec): 3 clusters Score: Raw -157478.720240 + Penalty 5769.527100 = -151709.193139 nChanged 7 SP:Iteration 17Q (398.774034 sec): 3 clusters Score: Raw -157486.019074 + Penalty 5769.527100 = -151716.491973 nChanged 7 SP:Iteration 18Q (398.856809 sec): 3 clusters Score: Raw -157495.660839 + Penalty 5769.527100 = -151726.133738 nChanged 9 SP:Iteration 19Q (398.954631 sec): 3 clusters Score: Raw -157506.029767 + Penalty 5769.527100 = -151736.502666 nChanged 8 SP:Iteration 20F (399.027052 sec): 3 clusters Score: Raw -157512.600740 + Penalty 5769.527100 = -151743.073639 nChanged 8 SP:Iteration 21Q (399.103077 sec): 3 clusters Score: Raw -157519.941797 + Penalty 5769.527100 = -151750.414696 nChanged 8 SP:Iteration 22Q (399.196439 sec): 3 clusters Score: Raw -157526.177925 + Penalty 5769.527100 = -151756.650825 nChanged 8 SP:Iteration 23Q (399.278313 sec): 3 clusters Score: Raw -157533.183476 + Penalty 5769.527100 = -151763.656376 nChanged 3 SP:Iteration 24Q (399.391646 sec): 3 clusters Score: Raw -157535.811571 + Penalty 5769.527100 = -151766.284471 nChanged 2 SP:Iteration 25Q (399.463140 sec): 3 clusters Score: Raw -157537.359728 + Penalty 5769.527100 = -151767.832628 nChanged 2 SP:Iteration 26Q (399.558173 sec): 3 clusters Score: Raw -157539.174564 + Penalty 5769.527100 = -151769.647464 nChanged 0 SP:Iteration 27F (399.657585 sec): 3 clusters Score: Raw -157539.174564 + Penalty 5769.527100 = -151769.647464 nChanged 0 Trying to split cluster 9 (5208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (399.698776 sec): 2 clusters Score: Raw -396640.307638 + Penalty 3170.720914 = -393469.586725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (399.790169 sec): 3 clusters Score: Raw -394434.201001 + Penalty 6341.441827 = -388092.759173 nChanged 1869 SP:Iteration 1F (399.880411 sec): 3 clusters Score: Raw -395766.960747 + Penalty 6341.441827 = -389425.518920 nChanged 433 SP:Iteration 2F (399.982146 sec): 3 clusters Score: Raw -396166.269622 + Penalty 6341.441827 = -389824.827795 nChanged 296 SP:Iteration 3F (400.082679 sec): 3 clusters Score: Raw -396477.690323 + Penalty 6341.441827 = -390136.248496 nChanged 297 SP:Iteration 4F (400.171121 sec): 3 clusters Score: Raw -396770.812387 + Penalty 6341.441827 = -390429.370560 nChanged 259 SP:Iteration 5Q (400.266743 sec): 3 clusters Score: Raw -397063.839698 + Penalty 6341.441827 = -390722.397871 nChanged 223 SP:Iteration 6Q (400.372902 sec): 3 clusters Score: Raw -397300.471520 + Penalty 6341.441827 = -390959.029693 nChanged 193 SP:Iteration 7Q (400.483830 sec): 3 clusters Score: Raw -397477.026983 + Penalty 6341.441827 = -391135.585155 nChanged 188 SP:Iteration 8Q (400.554421 sec): 3 clusters Score: Raw -397621.951206 + Penalty 6341.441827 = -391280.509379 nChanged 150 SP:Iteration 9Q (400.658042 sec): 3 clusters Score: Raw -397743.017699 + Penalty 6341.441827 = -391401.575872 nChanged 115 SP:Iteration 10Q (400.769992 sec): 3 clusters Score: Raw -397834.603208 + Penalty 6341.441827 = -391493.161381 nChanged 114 SP:Iteration 11Q (400.864251 sec): 3 clusters Score: Raw -397922.291534 + Penalty 6341.441827 = -391580.849706 nChanged 99 SP:Iteration 12Q (400.967714 sec): 3 clusters Score: Raw -397988.238782 + Penalty 6341.441827 = -391646.796955 nChanged 82 SP:Iteration 13Q (401.063073 sec): 3 clusters Score: Raw -398047.642326 + Penalty 6341.441827 = -391706.200499 nChanged 68 SP:Iteration 14Q (401.156225 sec): 3 clusters Score: Raw -398093.327816 + Penalty 6341.441827 = -391751.885988 nChanged 60 SP:Iteration 15Q (401.278675 sec): 3 clusters Score: Raw -398134.479721 + Penalty 6341.441827 = -391793.037893 nChanged 62 SP:Iteration 16Q (401.370858 sec): 3 clusters Score: Raw -398169.102810 + Penalty 6341.441827 = -391827.660983 nChanged 49 SP:Iteration 17Q (401.502931 sec): 3 clusters Score: Raw -398198.036872 + Penalty 6341.441827 = -391856.595044 nChanged 39 SP:Iteration 18Q (401.596167 sec): 3 clusters Score: Raw -398219.418593 + Penalty 6341.441827 = -391877.976766 nChanged 32 SP:Iteration 19Q (401.709168 sec): 3 clusters Score: Raw -398238.750570 + Penalty 6341.441827 = -391897.308743 nChanged 37 SP:Iteration 20F (401.804441 sec): 3 clusters Score: Raw -398256.638774 + Penalty 6341.441827 = -391915.196947 nChanged 20 SP:Iteration 21Q (401.909509 sec): 3 clusters Score: Raw -398266.252566 + Penalty 6341.441827 = -391924.810739 nChanged 15 SP:Iteration 22Q (402.056170 sec): 3 clusters Score: Raw -398273.768853 + Penalty 6341.441827 = -391932.327026 nChanged 12 SP:Iteration 23Q (402.150383 sec): 3 clusters Score: Raw -398279.977443 + Penalty 6341.441827 = -391938.535615 nChanged 14 SP:Iteration 24Q (402.262645 sec): 3 clusters Score: Raw -398286.971436 + Penalty 6341.441827 = -391945.529609 nChanged 12 SP:Iteration 25Q (402.337988 sec): 3 clusters Score: Raw -398291.639813 + Penalty 6341.441827 = -391950.197985 nChanged 9 SP:Iteration 26Q (402.444966 sec): 3 clusters Score: Raw -398295.286343 + Penalty 6341.441827 = -391953.844515 nChanged 7 SP:Iteration 27Q (402.527000 sec): 3 clusters Score: Raw -398298.036159 + Penalty 6341.441827 = -391956.594332 nChanged 5 SP:Iteration 28Q (402.633746 sec): 3 clusters Score: Raw -398300.494763 + Penalty 6341.441827 = -391959.052936 nChanged 7 SP:Iteration 29Q (402.739311 sec): 3 clusters Score: Raw -398303.257889 + Penalty 6341.441827 = -391961.816062 nChanged 6 SP:Iteration 30Q (402.812501 sec): 3 clusters Score: Raw -398307.363020 + Penalty 6341.441827 = -391965.921193 nChanged 11 SP:Iteration 31Q (402.927728 sec): 3 clusters Score: Raw -398311.777666 + Penalty 6341.441827 = -391970.335839 nChanged 11 SP:Iteration 32Q (403.008904 sec): 3 clusters Score: Raw -398316.005321 + Penalty 6341.441827 = -391974.563494 nChanged 5 SP:Iteration 33Q (403.110481 sec): 3 clusters Score: Raw -398318.311812 + Penalty 6341.441827 = -391976.869985 nChanged 6 SP:Iteration 34Q (403.209387 sec): 3 clusters Score: Raw -398321.439815 + Penalty 6341.441827 = -391979.997988 nChanged 8 SP:Iteration 35Q (403.293930 sec): 3 clusters Score: Raw -398325.225015 + Penalty 6341.441827 = -391983.783188 nChanged 4 SP:Iteration 36Q (403.402829 sec): 3 clusters Score: Raw -398327.250181 + Penalty 6341.441827 = -391985.808354 nChanged 5 SP:Iteration 37Q (403.482903 sec): 3 clusters Score: Raw -398328.545202 + Penalty 6341.441827 = -391987.103375 nChanged 0 SP:Iteration 38F (403.589811 sec): 3 clusters Score: Raw -398328.545202 + Penalty 6341.441827 = -391987.103375 nChanged 0 Trying to split cluster 10 (4273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (403.645540 sec): 2 clusters Score: Raw -385821.700770 + Penalty 3097.406467 = -382724.294303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (403.740196 sec): 3 clusters Score: Raw -383971.646022 + Penalty 6194.812934 = -377776.833089 nChanged 1463 SP:Iteration 1F (403.829023 sec): 3 clusters Score: Raw -384952.251124 + Penalty 6194.812934 = -378757.438190 nChanged 328 SP:Iteration 2F (403.905363 sec): 3 clusters Score: Raw -385211.281120 + Penalty 6194.812934 = -379016.468186 nChanged 215 SP:Iteration 3F (404.000889 sec): 3 clusters Score: Raw -385376.988737 + Penalty 6194.812934 = -379182.175803 nChanged 165 SP:Iteration 4Q (404.089374 sec): 3 clusters Score: Raw -385518.541197 + Penalty 6194.812934 = -379323.728263 nChanged 160 SP:Iteration 5Q (404.188144 sec): 3 clusters Score: Raw -385648.663739 + Penalty 6194.812934 = -379453.850805 nChanged 121 SP:Iteration 6Q (404.277276 sec): 3 clusters Score: Raw -385745.664877 + Penalty 6194.812934 = -379550.851943 nChanged 112 SP:Iteration 7Q (404.373102 sec): 3 clusters Score: Raw -385831.990842 + Penalty 6194.812934 = -379637.177909 nChanged 110 SP:Iteration 8Q (404.453678 sec): 3 clusters Score: Raw -385905.565453 + Penalty 6194.812934 = -379710.752519 nChanged 85 SP:Iteration 9Q (404.562356 sec): 3 clusters Score: Raw -385973.900988 + Penalty 6194.812934 = -379779.088054 nChanged 99 SP:Iteration 10Q (404.645316 sec): 3 clusters Score: Raw -386050.474803 + Penalty 6194.812934 = -379855.661869 nChanged 110 SP:Iteration 11Q (404.738879 sec): 3 clusters Score: Raw -386132.435780 + Penalty 6194.812934 = -379937.622846 nChanged 85 SP:Iteration 12Q (404.835480 sec): 3 clusters Score: Raw -386197.677575 + Penalty 6194.812934 = -380002.864641 nChanged 78 SP:Iteration 13Q (404.928641 sec): 3 clusters Score: Raw -386257.042251 + Penalty 6194.812934 = -380062.229317 nChanged 80 SP:Iteration 14Q (405.001269 sec): 3 clusters Score: Raw -386323.834142 + Penalty 6194.812934 = -380129.021208 nChanged 69 SP:Iteration 15Q (405.109630 sec): 3 clusters Score: Raw -386361.360025 + Penalty 6194.812934 = -380166.547091 nChanged 45 SP:Iteration 16Q (405.204257 sec): 3 clusters Score: Raw -386388.396156 + Penalty 6194.812934 = -380193.583222 nChanged 35 SP:Iteration 17Q (405.282604 sec): 3 clusters Score: Raw -386409.898143 + Penalty 6194.812934 = -380215.085209 nChanged 29 SP:Iteration 18Q (405.366696 sec): 3 clusters Score: Raw -386427.952563 + Penalty 6194.812934 = -380233.139629 nChanged 28 SP:Iteration 19Q (405.458324 sec): 3 clusters Score: Raw -386444.015887 + Penalty 6194.812934 = -380249.202953 nChanged 29 SP:Iteration 20F (405.549365 sec): 3 clusters Score: Raw -386463.875945 + Penalty 6194.812934 = -380269.063011 nChanged 31 SP:Iteration 21Q (405.653266 sec): 3 clusters Score: Raw -386484.069700 + Penalty 6194.812934 = -380289.256767 nChanged 35 SP:Iteration 22Q (405.738696 sec): 3 clusters Score: Raw -386507.384296 + Penalty 6194.812934 = -380312.571362 nChanged 23 SP:Iteration 23Q (405.830911 sec): 3 clusters Score: Raw -386521.473972 + Penalty 6194.812934 = -380326.661038 nChanged 15 SP:Iteration 24Q (405.924194 sec): 3 clusters Score: Raw -386528.935554 + Penalty 6194.812934 = -380334.122620 nChanged 11 SP:Iteration 25Q (406.021377 sec): 3 clusters Score: Raw -386534.222783 + Penalty 6194.812934 = -380339.409850 nChanged 7 SP:Iteration 26Q (406.103782 sec): 3 clusters Score: Raw -386537.694717 + Penalty 6194.812934 = -380342.881783 nChanged 7 SP:Iteration 27Q (406.199013 sec): 3 clusters Score: Raw -386541.540911 + Penalty 6194.812934 = -380346.727977 nChanged 2 SP:Iteration 28Q (406.295182 sec): 3 clusters Score: Raw -386542.048826 + Penalty 6194.812934 = -380347.235892 nChanged 1 SP:Iteration 29Q (406.398028 sec): 3 clusters Score: Raw -386542.359598 + Penalty 6194.812934 = -380347.546664 nChanged 0 SP:Iteration 30F (406.512858 sec): 3 clusters Score: Raw -386542.359598 + Penalty 6194.812934 = -380347.546664 nChanged 0 Trying to split cluster 11 (1728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (406.564771 sec): 2 clusters Score: Raw -114006.063039 + Penalty 2761.973741 = -111244.089298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (406.655625 sec): 3 clusters Score: Raw -113631.430786 + Penalty 5523.947482 = -108107.483304 nChanged 490 SP:Iteration 1F (406.768762 sec): 3 clusters Score: Raw -114229.190852 + Penalty 5523.947482 = -108705.243369 nChanged 154 SP:Iteration 2F (406.853006 sec): 3 clusters Score: Raw -114509.562242 + Penalty 5523.947482 = -108985.614760 nChanged 102 SP:Iteration 3F (406.944688 sec): 3 clusters Score: Raw -114672.761396 + Penalty 5523.947482 = -109148.813913 nChanged 75 SP:Iteration 4Q (407.018049 sec): 3 clusters Score: Raw -114848.308876 + Penalty 5523.947482 = -109324.361394 nChanged 77 SP:Iteration 5Q (407.111729 sec): 3 clusters Score: Raw -114981.533688 + Penalty 5523.947482 = -109457.586206 nChanged 65 SP:Iteration 6Q (407.210104 sec): 3 clusters Score: Raw -115125.604544 + Penalty 5523.947482 = -109601.657062 nChanged 66 SP:Iteration 7Q (407.353981 sec): 3 clusters Score: Raw -115252.489475 + Penalty 5523.947482 = -109728.541993 nChanged 45 SP:Iteration 8Q (407.442380 sec): 3 clusters Score: Raw -115317.423450 + Penalty 5523.947482 = -109793.475968 nChanged 32 SP:Iteration 9Q (407.516918 sec): 3 clusters Score: Raw -115358.475686 + Penalty 5523.947482 = -109834.528204 nChanged 27 SP:Iteration 10Q (407.604167 sec): 3 clusters Score: Raw -115408.655390 + Penalty 5523.947482 = -109884.707907 nChanged 22 SP:Iteration 11Q (407.702791 sec): 3 clusters Score: Raw -115433.677677 + Penalty 5523.947482 = -109909.730194 nChanged 12 SP:Iteration 12Q (407.809317 sec): 3 clusters Score: Raw -115445.691436 + Penalty 5523.947482 = -109921.743954 nChanged 6 SP:Iteration 13Q (407.889890 sec): 3 clusters Score: Raw -115450.313975 + Penalty 5523.947482 = -109926.366493 nChanged 1 SP:Iteration 14Q (407.998014 sec): 3 clusters Score: Raw -115450.839733 + Penalty 5523.947482 = -109926.892251 nChanged 0 SP:Iteration 15F (408.074688 sec): 3 clusters Score: Raw -115450.839733 + Penalty 5523.947482 = -109926.892251 nChanged 0 Time taken for this iteration:204.429013 seconds. 3->12 Clusters: Score -3244979.147050, best is -3244892.426438 THE BEST YET! Starting from 4 clusters... ------ Clustering full data set of 40960 points ------ SP: Assigned 4 initial classes randomly. Deleting Class 3 (10629 points): Lose 3413.659977 but Gain 3934.840142 Iteration 0F (408.344698 sec): 3 clusters Score: Raw -3039200.093181 + Penalty 7869.680283 = -3031330.412898 nChanged 26194 Iteration 1F (408.527758 sec): 3 clusters Score: Raw -3133344.453855 + Penalty 7869.680283 = -3125474.773571 nChanged 9577 Iteration 2F (408.710448 sec): 3 clusters Score: Raw -3181417.979297 + Penalty 7869.680283 = -3173548.299013 nChanged 2300 Iteration 3F (408.877449 sec): 3 clusters Score: Raw -3185750.584827 + Penalty 7869.680283 = -3177880.904544 nChanged 770 Iteration 4Q (409.056731 sec): 3 clusters Score: Raw -3186491.963622 + Penalty 7869.680283 = -3178622.283338 nChanged 491 Iteration 5Q (409.215101 sec): 3 clusters Score: Raw -3186894.051356 + Penalty 7869.680283 = -3179024.371073 nChanged 376 Iteration 6Q (409.368775 sec): 3 clusters Score: Raw -3187127.268491 + Penalty 7869.680283 = -3179257.588208 nChanged 296 Iteration 7Q (409.537685 sec): 3 clusters Score: Raw -3187250.020596 + Penalty 7869.680283 = -3179380.340312 nChanged 209 Iteration 8Q (409.696665 sec): 3 clusters Score: Raw -3187312.149428 + Penalty 7869.680283 = -3179442.469145 nChanged 166 Iteration 9Q (409.858987 sec): 3 clusters Score: Raw -3187350.482426 + Penalty 7869.680283 = -3179480.802143 nChanged 131 Iteration 10Q (410.025120 sec): 3 clusters Score: Raw -3187374.368276 + Penalty 7869.680283 = -3179504.687992 nChanged 84 Iteration 11Q (410.184616 sec): 3 clusters Score: Raw -3187385.137951 + Penalty 7869.680283 = -3179515.457667 nChanged 56 Iteration 12Q (410.346847 sec): 3 clusters Score: Raw -3187390.923425 + Penalty 7869.680283 = -3179521.243141 nChanged 37 Iteration 13Q (410.498191 sec): 3 clusters Score: Raw -3187395.446456 + Penalty 7869.680283 = -3179525.766172 nChanged 36 Iteration 14Q (410.668225 sec): 3 clusters Score: Raw -3187398.617928 + Penalty 7869.680283 = -3179528.937644 nChanged 23 Iteration 15Q (410.837134 sec): 3 clusters Score: Raw -3187400.152833 + Penalty 7869.680283 = -3179530.472549 nChanged 12 Iteration 16Q (410.999775 sec): 3 clusters Score: Raw -3187401.193775 + Penalty 7869.680283 = -3179531.513492 nChanged 11 Iteration 17Q (411.158004 sec): 3 clusters Score: Raw -3187401.853144 + Penalty 7869.680283 = -3179532.172860 nChanged 8 Iteration 18Q (411.327893 sec): 3 clusters Score: Raw -3187402.278739 + Penalty 7869.680283 = -3179532.598456 nChanged 3 Iteration 19Q (411.497200 sec): 3 clusters Score: Raw -3187402.414032 + Penalty 7869.680283 = -3179532.733748 nChanged 2 Writing temp clu file Because OldScore, -3179532.598456, is greater than current (better) Score,-3179532.733748 Compute initial score before splitting: Score: Raw -3187402.414032 + Penalty 7869.680283 = -3179532.733748 Trying to split cluster 1 (26531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (411.678844 sec): 2 clusters Score: Raw -2244537.567152 + Penalty 3773.938616 = -2240763.628536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (411.831862 sec): 3 clusters Score: Raw -2229442.635244 + Penalty 7547.877232 = -2221894.758012 nChanged 11647 SP:Iteration 1F (411.988166 sec): 3 clusters Score: Raw -2238339.259808 + Penalty 7547.877232 = -2230791.382576 nChanged 3096 SP:Iteration 2F (412.164654 sec): 3 clusters Score: Raw -2243910.589800 + Penalty 7547.877232 = -2236362.712567 nChanged 3551 SP:Iteration 3F (412.348673 sec): 3 clusters Score: Raw -2252462.719191 + Penalty 7547.877232 = -2244914.841959 nChanged 2872 SP:Iteration 4F (412.494430 sec): 3 clusters Score: Raw -2257554.575059 + Penalty 7547.877232 = -2250006.697826 nChanged 1643 SP:Iteration 5F (412.641383 sec): 3 clusters Score: Raw -2259545.560830 + Penalty 7547.877232 = -2251997.683597 nChanged 967 SP:Iteration 6Q (412.782555 sec): 3 clusters Score: Raw -2260499.954790 + Penalty 7547.877232 = -2252952.077557 nChanged 752 SP:Iteration 7Q (412.908563 sec): 3 clusters Score: Raw -2261213.226144 + Penalty 7547.877232 = -2253665.348912 nChanged 784 SP:Iteration 8Q (413.048724 sec): 3 clusters Score: Raw -2262048.819403 + Penalty 7547.877232 = -2254500.942170 nChanged 922 SP:Iteration 9Q (413.185715 sec): 3 clusters Score: Raw -2263254.651954 + Penalty 7547.877232 = -2255706.774722 nChanged 1055 SP:Iteration 10Q (413.328670 sec): 3 clusters Score: Raw -2265187.404847 + Penalty 7547.877232 = -2257639.527615 nChanged 998 SP:Iteration 11Q (413.455160 sec): 3 clusters Score: Raw -2267986.566360 + Penalty 7547.877232 = -2260438.689127 nChanged 715 SP:Iteration 12Q (413.601753 sec): 3 clusters Score: Raw -2270058.538911 + Penalty 7547.877232 = -2262510.661679 nChanged 324 SP:Iteration 13Q (413.720433 sec): 3 clusters Score: Raw -2270480.879236 + Penalty 7547.877232 = -2262933.002004 nChanged 112 SP:Iteration 14Q (413.855450 sec): 3 clusters Score: Raw -2270547.853259 + Penalty 7547.877232 = -2262999.976026 nChanged 27 SP:Iteration 15Q (413.999931 sec): 3 clusters Score: Raw -2270565.121263 + Penalty 7547.877232 = -2263017.244030 nChanged 9 SP:Iteration 16Q (414.127351 sec): 3 clusters Score: Raw -2270567.664562 + Penalty 7547.877232 = -2263019.787330 nChanged 5 SP:Iteration 17Q (414.255832 sec): 3 clusters Score: Raw -2270572.032951 + Penalty 7547.877232 = -2263024.155719 nChanged 3 SP:Iteration 18Q (414.369789 sec): 3 clusters Score: Raw -2270572.505441 + Penalty 7547.877232 = -2263024.628209 nChanged 1 SP:Iteration 19Q (414.499464 sec): 3 clusters Score: Raw -2270578.038825 + Penalty 7547.877232 = -2263030.161593 nChanged 2 SP:Iteration 20F (414.653620 sec): 3 clusters Score: Raw -2270658.165427 + Penalty 7547.877232 = -2263110.288194 nChanged 27 SP:Iteration 21Q (414.781290 sec): 3 clusters Score: Raw -2270689.255641 + Penalty 7547.877232 = -2263141.378408 nChanged 21 SP:Iteration 22Q (414.917347 sec): 3 clusters Score: Raw -2270698.598873 + Penalty 7547.877232 = -2263150.721640 nChanged 10 SP:Iteration 23Q (415.045562 sec): 3 clusters Score: Raw -2270701.297086 + Penalty 7547.877232 = -2263153.419854 nChanged 7 SP:Iteration 24Q (415.167178 sec): 3 clusters Score: Raw -2270702.835642 + Penalty 7547.877232 = -2263154.958409 nChanged 2 SP:Iteration 25Q (415.299507 sec): 3 clusters Score: Raw -2270703.309860 + Penalty 7547.877232 = -2263155.432628 nChanged 1 SP:Iteration 26Q (415.423934 sec): 3 clusters Score: Raw -2270703.405747 + Penalty 7547.877232 = -2263155.528515 nChanged 0 SP:Iteration 27F (415.572992 sec): 3 clusters Score: Raw -2270703.405747 + Penalty 7547.877232 = -2263155.528515 nChanged 0 Score: Raw -3213568.340917 + Penalty 11804.520425 = -3201763.820492 Splitting cluster 1 changes total score from -3179532.733748 to -3201763.820492 So it's getting split into cluster 3. Trying to split cluster 2 (14403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (415.891860 sec): 2 clusters Score: Raw -969629.743250 + Penalty 3547.608561 = -966082.134689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (416.024317 sec): 3 clusters Score: Raw -962385.432811 + Penalty 7095.217122 = -955290.215690 nChanged 6125 SP:Iteration 1F (416.150758 sec): 3 clusters Score: Raw -969569.990723 + Penalty 7095.217122 = -962474.773601 nChanged 2200 SP:Iteration 2F (416.257754 sec): 3 clusters Score: Raw -974519.107906 + Penalty 7095.217122 = -967423.890784 nChanged 1991 SP:Iteration 3F (416.374076 sec): 3 clusters Score: Raw -979356.766001 + Penalty 7095.217122 = -972261.548879 nChanged 1483 SP:Iteration 4F (416.499163 sec): 3 clusters Score: Raw -982236.829916 + Penalty 7095.217122 = -975141.612795 nChanged 920 SP:Iteration 5F (416.641227 sec): 3 clusters Score: Raw -983756.552053 + Penalty 7095.217122 = -976661.334932 nChanged 590 SP:Iteration 6Q (416.781137 sec): 3 clusters Score: Raw -984832.521683 + Penalty 7095.217122 = -977737.304561 nChanged 462 SP:Iteration 7Q (416.912271 sec): 3 clusters Score: Raw -985656.932874 + Penalty 7095.217122 = -978561.715752 nChanged 336 SP:Iteration 8Q (417.029640 sec): 3 clusters Score: Raw -986106.785627 + Penalty 7095.217122 = -979011.568506 nChanged 240 SP:Iteration 9Q (417.161977 sec): 3 clusters Score: Raw -986280.095220 + Penalty 7095.217122 = -979184.878098 nChanged 166 SP:Iteration 10Q (417.326354 sec): 3 clusters Score: Raw -986389.354127 + Penalty 7095.217122 = -979294.137005 nChanged 101 SP:Iteration 11Q (417.473650 sec): 3 clusters Score: Raw -986458.333799 + Penalty 7095.217122 = -979363.116677 nChanged 69 SP:Iteration 12Q (417.618460 sec): 3 clusters Score: Raw -986493.557550 + Penalty 7095.217122 = -979398.340429 nChanged 36 SP:Iteration 13Q (417.767854 sec): 3 clusters Score: Raw -986533.217855 + Penalty 7095.217122 = -979438.000733 nChanged 43 SP:Iteration 14Q (417.912933 sec): 3 clusters Score: Raw -986605.397787 + Penalty 7095.217122 = -979510.180665 nChanged 48 SP:Iteration 15Q (418.031130 sec): 3 clusters Score: Raw -986679.649850 + Penalty 7095.217122 = -979584.432728 nChanged 52 SP:Iteration 16Q (418.148507 sec): 3 clusters Score: Raw -986750.449349 + Penalty 7095.217122 = -979655.232227 nChanged 63 SP:Iteration 17Q (418.263389 sec): 3 clusters Score: Raw -986812.210622 + Penalty 7095.217122 = -979716.993500 nChanged 75 SP:Iteration 18Q (418.396142 sec): 3 clusters Score: Raw -986851.922102 + Penalty 7095.217122 = -979756.704980 nChanged 49 SP:Iteration 19Q (418.512522 sec): 3 clusters Score: Raw -986878.436630 + Penalty 7095.217122 = -979783.219509 nChanged 28 SP:Iteration 20F (418.641511 sec): 3 clusters Score: Raw -986934.200495 + Penalty 7095.217122 = -979838.983373 nChanged 34 SP:Iteration 21Q (418.750441 sec): 3 clusters Score: Raw -986989.418652 + Penalty 7095.217122 = -979894.201530 nChanged 58 SP:Iteration 22Q (418.900043 sec): 3 clusters Score: Raw -987025.291305 + Penalty 7095.217122 = -979930.074184 nChanged 35 SP:Iteration 23Q (419.029182 sec): 3 clusters Score: Raw -987038.934028 + Penalty 7095.217122 = -979943.716906 nChanged 28 SP:Iteration 24Q (419.117618 sec): 3 clusters Score: Raw -987047.272847 + Penalty 7095.217122 = -979952.055725 nChanged 16 SP:Iteration 25Q (419.244208 sec): 3 clusters Score: Raw -987050.661478 + Penalty 7095.217122 = -979955.444357 nChanged 4 SP:Iteration 26Q (419.369843 sec): 3 clusters Score: Raw -987051.603445 + Penalty 7095.217122 = -979956.386323 nChanged 4 SP:Iteration 27Q (419.482045 sec): 3 clusters Score: Raw -987052.062686 + Penalty 7095.217122 = -979956.845564 nChanged 3 SP:Iteration 28Q (419.594951 sec): 3 clusters Score: Raw -987052.487840 + Penalty 7095.217122 = -979957.270719 nChanged 2 SP:Iteration 29Q (419.717529 sec): 3 clusters Score: Raw -987052.758967 + Penalty 7095.217122 = -979957.541846 nChanged 0 SP:Iteration 30F (419.839394 sec): 3 clusters Score: Raw -987052.758967 + Penalty 7095.217122 = -979957.541846 nChanged 0 Score: Raw -3230991.356634 + Penalty 15739.360567 = -3215251.996067 Splitting cluster 2 changes total score from -3179532.733748 to -3215251.996067 So it's getting split into cluster 4. Iteration 20F (420.494391 sec): 5 clusters Score: Raw -3233578.385734 + Penalty 15739.360567 = -3217839.025167 nChanged 1265 Iteration 21Q (420.776736 sec): 5 clusters Score: Raw -3234870.357953 + Penalty 15739.360567 = -3219130.997386 nChanged 647 Iteration 22Q (421.054949 sec): 5 clusters Score: Raw -3235305.454433 + Penalty 15739.360567 = -3219566.093866 nChanged 436 Iteration 23Q (421.332715 sec): 5 clusters Score: Raw -3235536.853177 + Penalty 15739.360567 = -3219797.492610 nChanged 349 Iteration 24Q (421.614718 sec): 5 clusters Score: Raw -3235697.816681 + Penalty 15739.360567 = -3219958.456114 nChanged 281 Iteration 25Q (421.924928 sec): 5 clusters Score: Raw -3235809.599209 + Penalty 15739.360567 = -3220070.238642 nChanged 242 Iteration 26Q (422.212619 sec): 5 clusters Score: Raw -3235905.194132 + Penalty 15739.360567 = -3220165.833565 nChanged 209 Iteration 27Q (422.514240 sec): 5 clusters Score: Raw -3235980.885922 + Penalty 15739.360567 = -3220241.525356 nChanged 191 Iteration 28Q (422.810463 sec): 5 clusters Score: Raw -3236100.897511 + Penalty 15739.360567 = -3220361.536945 nChanged 218 Iteration 29Q (423.094633 sec): 5 clusters Score: Raw -3236327.382134 + Penalty 15739.360567 = -3220588.021567 nChanged 178 Iteration 30Q (423.372943 sec): 5 clusters Score: Raw -3236542.336359 + Penalty 15739.360567 = -3220802.975792 nChanged 195 Iteration 31Q (423.636480 sec): 5 clusters Score: Raw -3236726.478873 + Penalty 15739.360567 = -3220987.118307 nChanged 188 Iteration 32Q (423.901295 sec): 5 clusters Score: Raw -3236953.460101 + Penalty 15739.360567 = -3221214.099534 nChanged 199 Iteration 33Q (424.179240 sec): 5 clusters Score: Raw -3237140.725289 + Penalty 15739.360567 = -3221401.364722 nChanged 190 Iteration 34Q (424.436925 sec): 5 clusters Score: Raw -3237257.189460 + Penalty 15739.360567 = -3221517.828893 nChanged 179 Iteration 35Q (424.704433 sec): 5 clusters Score: Raw -3237317.604504 + Penalty 15739.360567 = -3221578.243937 nChanged 155 Iteration 36Q (424.992743 sec): 5 clusters Score: Raw -3237364.072536 + Penalty 15739.360567 = -3221624.711969 nChanged 128 Iteration 37Q (425.264792 sec): 5 clusters Score: Raw -3237397.251632 + Penalty 15739.360567 = -3221657.891065 nChanged 112 Iteration 38Q (425.526302 sec): 5 clusters Score: Raw -3237422.318420 + Penalty 15739.360567 = -3221682.957853 nChanged 95 Iteration 39Q (425.793502 sec): 5 clusters Score: Raw -3237447.008709 + Penalty 15739.360567 = -3221707.648142 nChanged 85 Iteration 40F (426.111498 sec): 5 clusters Score: Raw -3237504.416072 + Penalty 15739.360567 = -3221765.055505 nChanged 81 Iteration 41Q (426.386439 sec): 5 clusters Score: Raw -3237540.407183 + Penalty 15739.360567 = -3221801.046616 nChanged 79 Iteration 42Q (426.666029 sec): 5 clusters Score: Raw -3237574.924986 + Penalty 15739.360567 = -3221835.564420 nChanged 92 Iteration 43Q (426.959682 sec): 5 clusters Score: Raw -3237614.116049 + Penalty 15739.360567 = -3221874.755483 nChanged 98 Iteration 44Q (427.301016 sec): 5 clusters Score: Raw -3237663.239704 + Penalty 15739.360567 = -3221923.879137 nChanged 108 Iteration 45Q (427.633786 sec): 5 clusters Score: Raw -3237741.004826 + Penalty 15739.360567 = -3222001.644260 nChanged 109 Iteration 46Q (427.946308 sec): 5 clusters Score: Raw -3237850.311691 + Penalty 15739.360567 = -3222110.951124 nChanged 125 Iteration 47Q (428.270899 sec): 5 clusters Score: Raw -3238001.789929 + Penalty 15739.360567 = -3222262.429362 nChanged 137 Iteration 48Q (428.600780 sec): 5 clusters Score: Raw -3238155.079889 + Penalty 15739.360567 = -3222415.719322 nChanged 109 Iteration 49Q (428.885299 sec): 5 clusters Score: Raw -3238212.796905 + Penalty 15739.360567 = -3222473.436338 nChanged 92 Iteration 50Q (429.148339 sec): 5 clusters Score: Raw -3238236.893481 + Penalty 15739.360567 = -3222497.532914 nChanged 79 Iteration 51Q (429.429910 sec): 5 clusters Score: Raw -3238251.734338 + Penalty 15739.360567 = -3222512.373772 nChanged 59 Iteration 52Q (429.699944 sec): 5 clusters Score: Raw -3238261.315326 + Penalty 15739.360567 = -3222521.954759 nChanged 52 Iteration 53Q (429.968242 sec): 5 clusters Score: Raw -3238269.576255 + Penalty 15739.360567 = -3222530.215688 nChanged 47 Iteration 54Q (430.248280 sec): 5 clusters Score: Raw -3238277.739429 + Penalty 15739.360567 = -3222538.378862 nChanged 43 Iteration 55Q (430.518271 sec): 5 clusters Score: Raw -3238285.254051 + Penalty 15739.360567 = -3222545.893485 nChanged 34 Iteration 56Q (430.784770 sec): 5 clusters Score: Raw -3238290.991648 + Penalty 15739.360567 = -3222551.631081 nChanged 27 Iteration 57Q (431.063022 sec): 5 clusters Score: Raw -3238295.054973 + Penalty 15739.360567 = -3222555.694406 nChanged 23 Iteration 58Q (431.323277 sec): 5 clusters Score: Raw -3238298.048457 + Penalty 15739.360567 = -3222558.687890 nChanged 14 Writing temp clu file Because OldScore, -3222555.694406, is greater than current (better) Score,-3222558.687890 Compute initial score before splitting: Score: Raw -3238298.048457 + Penalty 15739.360567 = -3222558.687890 Trying to split cluster 1 (7248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.432720 sec): 2 clusters Score: Raw -659173.654891 + Penalty 3293.182154 = -655880.472737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (431.530296 sec): 3 clusters Score: Raw -655661.540006 + Penalty 6586.364308 = -649075.175698 nChanged 2817 SP:Iteration 1F (431.636192 sec): 3 clusters Score: Raw -657411.727581 + Penalty 6586.364308 = -650825.363272 nChanged 619 SP:Iteration 2F (431.730724 sec): 3 clusters Score: Raw -657968.398242 + Penalty 6586.364308 = -651382.033934 nChanged 469 SP:Iteration 3F (431.821073 sec): 3 clusters Score: Raw -658541.091304 + Penalty 6586.364308 = -651954.726996 nChanged 465 SP:Iteration 4F (431.938043 sec): 3 clusters Score: Raw -659258.385349 + Penalty 6586.364308 = -652672.021041 nChanged 531 SP:Iteration 5F (432.036171 sec): 3 clusters Score: Raw -659912.690597 + Penalty 6586.364308 = -653326.326289 nChanged 543 SP:Iteration 6F (432.135638 sec): 3 clusters Score: Raw -660462.737134 + Penalty 6586.364308 = -653876.372826 nChanged 492 SP:Iteration 7F (432.232006 sec): 3 clusters Score: Raw -660985.877089 + Penalty 6586.364308 = -654399.512781 nChanged 423 SP:Iteration 8F (432.336412 sec): 3 clusters Score: Raw -661418.366011 + Penalty 6586.364308 = -654832.001703 nChanged 316 SP:Iteration 9Q (432.418920 sec): 3 clusters Score: Raw -661709.661911 + Penalty 6586.364308 = -655123.297603 nChanged 206 SP:Iteration 10Q (432.519494 sec): 3 clusters Score: Raw -661873.571685 + Penalty 6586.364308 = -655287.207377 nChanged 127 SP:Iteration 11Q (432.650651 sec): 3 clusters Score: Raw -661967.176703 + Penalty 6586.364308 = -655380.812395 nChanged 91 SP:Iteration 12Q (432.781747 sec): 3 clusters Score: Raw -662053.330242 + Penalty 6586.364308 = -655466.965934 nChanged 76 SP:Iteration 13Q (432.875146 sec): 3 clusters Score: Raw -662148.674248 + Penalty 6586.364308 = -655562.309940 nChanged 81 SP:Iteration 14Q (432.999234 sec): 3 clusters Score: Raw -662262.407331 + Penalty 6586.364308 = -655676.043023 nChanged 82 SP:Iteration 15Q (433.113339 sec): 3 clusters Score: Raw -662420.755321 + Penalty 6586.364308 = -655834.391013 nChanged 93 SP:Iteration 16Q (433.198380 sec): 3 clusters Score: Raw -662676.409275 + Penalty 6586.364308 = -656090.044967 nChanged 85 SP:Iteration 17Q (433.316045 sec): 3 clusters Score: Raw -662950.415512 + Penalty 6586.364308 = -656364.051204 nChanged 102 SP:Iteration 18Q (433.445126 sec): 3 clusters Score: Raw -663137.042837 + Penalty 6586.364308 = -656550.678529 nChanged 118 SP:Iteration 19Q (433.561160 sec): 3 clusters Score: Raw -663300.311253 + Penalty 6586.364308 = -656713.946944 nChanged 99 SP:Iteration 20F (433.654133 sec): 3 clusters Score: Raw -663427.075365 + Penalty 6586.364308 = -656840.711057 nChanged 84 SP:Iteration 21Q (433.761170 sec): 3 clusters Score: Raw -663505.457377 + Penalty 6586.364308 = -656919.093069 nChanged 90 SP:Iteration 22Q (433.856852 sec): 3 clusters Score: Raw -663577.410082 + Penalty 6586.364308 = -656991.045774 nChanged 84 SP:Iteration 23Q (433.939283 sec): 3 clusters Score: Raw -663642.708153 + Penalty 6586.364308 = -657056.343845 nChanged 76 SP:Iteration 24Q (434.049170 sec): 3 clusters Score: Raw -663688.793755 + Penalty 6586.364308 = -657102.429447 nChanged 54 SP:Iteration 25Q (434.143420 sec): 3 clusters Score: Raw -663719.314253 + Penalty 6586.364308 = -657132.949945 nChanged 52 SP:Iteration 26Q (434.227390 sec): 3 clusters Score: Raw -663746.629957 + Penalty 6586.364308 = -657160.265649 nChanged 39 SP:Iteration 27Q (434.321916 sec): 3 clusters Score: Raw -663763.040128 + Penalty 6586.364308 = -657176.675820 nChanged 37 SP:Iteration 28Q (434.437128 sec): 3 clusters Score: Raw -663782.752677 + Penalty 6586.364308 = -657196.388369 nChanged 30 SP:Iteration 29Q (434.533923 sec): 3 clusters Score: Raw -663797.562320 + Penalty 6586.364308 = -657211.198012 nChanged 26 SP:Iteration 30Q (434.614058 sec): 3 clusters Score: Raw -663807.700555 + Penalty 6586.364308 = -657221.336247 nChanged 19 SP:Iteration 31Q (434.723737 sec): 3 clusters Score: Raw -663814.169653 + Penalty 6586.364308 = -657227.805345 nChanged 16 SP:Iteration 32Q (434.817031 sec): 3 clusters Score: Raw -663819.885965 + Penalty 6586.364308 = -657233.521657 nChanged 10 SP:Iteration 33Q (434.901324 sec): 3 clusters Score: Raw -663823.679955 + Penalty 6586.364308 = -657237.315647 nChanged 15 SP:Iteration 34Q (434.993005 sec): 3 clusters Score: Raw -663830.104869 + Penalty 6586.364308 = -657243.740561 nChanged 19 SP:Iteration 35Q (435.105113 sec): 3 clusters Score: Raw -663838.516578 + Penalty 6586.364308 = -657252.152270 nChanged 18 SP:Iteration 36Q (435.191920 sec): 3 clusters Score: Raw -663845.446461 + Penalty 6586.364308 = -657259.082153 nChanged 11 SP:Iteration 37Q (435.284738 sec): 3 clusters Score: Raw -663848.854112 + Penalty 6586.364308 = -657262.489804 nChanged 9 SP:Iteration 38Q (435.398925 sec): 3 clusters Score: Raw -663852.669501 + Penalty 6586.364308 = -657266.305193 nChanged 10 SP:Iteration 39Q (435.498178 sec): 3 clusters Score: Raw -663855.810716 + Penalty 6586.364308 = -657269.446408 nChanged 10 SP:Iteration 40F (435.595840 sec): 3 clusters Score: Raw -663859.185634 + Penalty 6586.364308 = -657272.821326 nChanged 7 SP:Iteration 41Q (435.676024 sec): 3 clusters Score: Raw -663861.441944 + Penalty 6586.364308 = -657275.077636 nChanged 3 SP:Iteration 42Q (435.776017 sec): 3 clusters Score: Raw -663862.169226 + Penalty 6586.364308 = -657275.804918 nChanged 2 SP:Iteration 43Q (435.870149 sec): 3 clusters Score: Raw -663862.807201 + Penalty 6586.364308 = -657276.442893 nChanged 2 SP:Iteration 44Q (435.966545 sec): 3 clusters Score: Raw -663863.229399 + Penalty 6586.364308 = -657276.865091 nChanged 1 SP:Iteration 45Q (436.067194 sec): 3 clusters Score: Raw -663863.483564 + Penalty 6586.364308 = -657277.119256 nChanged 1 SP:Iteration 46Q (436.155160 sec): 3 clusters Score: Raw -663863.600654 + Penalty 6586.364308 = -657277.236346 nChanged 1 SP:Iteration 47Q (436.267312 sec): 3 clusters Score: Raw -663863.814555 + Penalty 6586.364308 = -657277.450246 nChanged 1 SP:Iteration 48Q (436.359069 sec): 3 clusters Score: Raw -663863.988429 + Penalty 6586.364308 = -657277.624121 nChanged 1 SP:Iteration 49Q (436.455406 sec): 3 clusters Score: Raw -663864.125514 + Penalty 6586.364308 = -657277.761206 nChanged 0 SP:Iteration 50F (436.565278 sec): 3 clusters Score: Raw -663864.125514 + Penalty 6586.364308 = -657277.761206 nChanged 0 Score: Raw -3242990.135820 + Penalty 19674.200709 = -3223315.935111 Splitting cluster 1 changes total score from -3222558.687890 to -3223315.935111 So it's getting split into cluster 5. Trying to split cluster 2 (4987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (437.001914 sec): 2 clusters Score: Raw -303976.879872 + Penalty 3154.655523 = -300822.224349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (437.086869 sec): 3 clusters Score: Raw -302070.793129 + Penalty 6309.311046 = -295761.482084 nChanged 1865 SP:Iteration 1F (437.186345 sec): 3 clusters Score: Raw -304975.769888 + Penalty 6309.311046 = -298666.458842 nChanged 701 SP:Iteration 2F (437.275608 sec): 3 clusters Score: Raw -306561.815221 + Penalty 6309.311046 = -300252.504175 nChanged 486 SP:Iteration 3F (437.379315 sec): 3 clusters Score: Raw -307326.512316 + Penalty 6309.311046 = -301017.201270 nChanged 277 SP:Iteration 4F (437.486139 sec): 3 clusters Score: Raw -307694.940965 + Penalty 6309.311046 = -301385.629919 nChanged 222 SP:Iteration 5Q (437.578863 sec): 3 clusters Score: Raw -308016.235617 + Penalty 6309.311046 = -301706.924571 nChanged 166 SP:Iteration 6Q (437.664049 sec): 3 clusters Score: Raw -308310.088390 + Penalty 6309.311046 = -302000.777344 nChanged 184 SP:Iteration 7Q (437.747465 sec): 3 clusters Score: Raw -308636.176307 + Penalty 6309.311046 = -302326.865261 nChanged 151 SP:Iteration 8Q (437.840748 sec): 3 clusters Score: Raw -308839.072044 + Penalty 6309.311046 = -302529.760998 nChanged 122 SP:Iteration 9Q (437.925855 sec): 3 clusters Score: Raw -309005.293523 + Penalty 6309.311046 = -302695.982477 nChanged 107 SP:Iteration 10Q (438.026743 sec): 3 clusters Score: Raw -309179.903615 + Penalty 6309.311046 = -302870.592569 nChanged 108 SP:Iteration 11Q (438.140729 sec): 3 clusters Score: Raw -309366.969904 + Penalty 6309.311046 = -303057.658858 nChanged 103 SP:Iteration 12Q (438.240468 sec): 3 clusters Score: Raw -309538.379167 + Penalty 6309.311046 = -303229.068121 nChanged 85 SP:Iteration 13Q (438.324472 sec): 3 clusters Score: Raw -309702.358550 + Penalty 6309.311046 = -303393.047505 nChanged 89 SP:Iteration 14Q (438.446763 sec): 3 clusters Score: Raw -309878.479495 + Penalty 6309.311046 = -303569.168449 nChanged 72 SP:Iteration 15Q (438.557937 sec): 3 clusters Score: Raw -310040.004324 + Penalty 6309.311046 = -303730.693278 nChanged 63 SP:Iteration 16Q (438.674517 sec): 3 clusters Score: Raw -310142.971548 + Penalty 6309.311046 = -303833.660502 nChanged 47 SP:Iteration 17Q (438.774045 sec): 3 clusters Score: Raw -310223.705569 + Penalty 6309.311046 = -303914.394523 nChanged 31 SP:Iteration 18Q (438.853797 sec): 3 clusters Score: Raw -310276.251897 + Penalty 6309.311046 = -303966.940851 nChanged 27 SP:Iteration 19Q (438.953197 sec): 3 clusters Score: Raw -310351.554107 + Penalty 6309.311046 = -304042.243061 nChanged 18 SP:Iteration 20F (439.045862 sec): 3 clusters Score: Raw -310500.104744 + Penalty 6309.311046 = -304190.793698 nChanged 26 SP:Iteration 21Q (439.157141 sec): 3 clusters Score: Raw -310615.904448 + Penalty 6309.311046 = -304306.593402 nChanged 30 SP:Iteration 22Q (439.274431 sec): 3 clusters Score: Raw -310648.171413 + Penalty 6309.311046 = -304338.860367 nChanged 20 SP:Iteration 23Q (439.373996 sec): 3 clusters Score: Raw -310656.928261 + Penalty 6309.311046 = -304347.617216 nChanged 13 SP:Iteration 24Q (439.501960 sec): 3 clusters Score: Raw -310662.020407 + Penalty 6309.311046 = -304352.709361 nChanged 8 SP:Iteration 25Q (439.631397 sec): 3 clusters Score: Raw -310665.991543 + Penalty 6309.311046 = -304356.680497 nChanged 3 SP:Iteration 26Q (439.741033 sec): 3 clusters Score: Raw -310667.100969 + Penalty 6309.311046 = -304357.789923 nChanged 2 SP:Iteration 27Q (439.829311 sec): 3 clusters Score: Raw -310668.967848 + Penalty 6309.311046 = -304359.656802 nChanged 2 SP:Iteration 28Q (439.914892 sec): 3 clusters Score: Raw -310670.076227 + Penalty 6309.311046 = -304360.765181 nChanged 1 SP:Iteration 29Q (440.009472 sec): 3 clusters Score: Raw -310670.530314 + Penalty 6309.311046 = -304361.219268 nChanged 0 SP:Iteration 30F (440.098451 sec): 3 clusters Score: Raw -310670.530314 + Penalty 6309.311046 = -304361.219268 nChanged 0 Score: Raw -3249683.786262 + Penalty 23609.040850 = -3226074.745412 Splitting cluster 2 changes total score from -3222558.687890 to -3226074.745412 So it's getting split into cluster 6. Trying to split cluster 3 (14294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (440.666884 sec): 2 clusters Score: Raw -1243654.724436 + Penalty 3544.794002 = -1240109.930434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (440.783410 sec): 3 clusters Score: Raw -1236016.070358 + Penalty 7089.588005 = -1228926.482354 nChanged 5895 SP:Iteration 1F (440.905118 sec): 3 clusters Score: Raw -1239619.260380 + Penalty 7089.588005 = -1232529.672376 nChanged 1192 SP:Iteration 2F (441.012725 sec): 3 clusters Score: Raw -1240656.351549 + Penalty 7089.588005 = -1233566.763544 nChanged 1094 SP:Iteration 3F (441.122825 sec): 3 clusters Score: Raw -1241835.144303 + Penalty 7089.588005 = -1234745.556299 nChanged 1230 SP:Iteration 4F (441.237484 sec): 3 clusters Score: Raw -1243422.632340 + Penalty 7089.588005 = -1236333.044336 nChanged 1294 SP:Iteration 5F (441.356287 sec): 3 clusters Score: Raw -1245082.085793 + Penalty 7089.588005 = -1237992.497789 nChanged 1175 SP:Iteration 6F (441.477625 sec): 3 clusters Score: Raw -1246288.822239 + Penalty 7089.588005 = -1239199.234235 nChanged 837 SP:Iteration 7F (441.597360 sec): 3 clusters Score: Raw -1246926.251696 + Penalty 7089.588005 = -1239836.663691 nChanged 487 SP:Iteration 8Q (441.716549 sec): 3 clusters Score: Raw -1247149.762118 + Penalty 7089.588005 = -1240060.174114 nChanged 296 SP:Iteration 9Q (441.836337 sec): 3 clusters Score: Raw -1247251.674851 + Penalty 7089.588005 = -1240162.086847 nChanged 169 SP:Iteration 10Q (441.952788 sec): 3 clusters Score: Raw -1247303.247940 + Penalty 7089.588005 = -1240213.659935 nChanged 126 SP:Iteration 11Q (442.058327 sec): 3 clusters Score: Raw -1247337.719368 + Penalty 7089.588005 = -1240248.131363 nChanged 98 SP:Iteration 12Q (442.182207 sec): 3 clusters Score: Raw -1247360.575645 + Penalty 7089.588005 = -1240270.987641 nChanged 77 SP:Iteration 13Q (442.293177 sec): 3 clusters Score: Raw -1247380.214294 + Penalty 7089.588005 = -1240290.626290 nChanged 68 SP:Iteration 14Q (442.397903 sec): 3 clusters Score: Raw -1247395.261496 + Penalty 7089.588005 = -1240305.673491 nChanged 53 SP:Iteration 15Q (442.506295 sec): 3 clusters Score: Raw -1247408.239987 + Penalty 7089.588005 = -1240318.651983 nChanged 52 SP:Iteration 16Q (442.648783 sec): 3 clusters Score: Raw -1247419.674284 + Penalty 7089.588005 = -1240330.086280 nChanged 41 SP:Iteration 17Q (442.761945 sec): 3 clusters Score: Raw -1247427.265203 + Penalty 7089.588005 = -1240337.677198 nChanged 26 SP:Iteration 18Q (442.875117 sec): 3 clusters Score: Raw -1247431.577419 + Penalty 7089.588005 = -1240341.989414 nChanged 18 SP:Iteration 19Q (442.998251 sec): 3 clusters Score: Raw -1247434.258614 + Penalty 7089.588005 = -1240344.670609 nChanged 14 SP:Iteration 20F (443.112968 sec): 3 clusters Score: Raw -1247437.015585 + Penalty 7089.588005 = -1240347.427580 nChanged 12 SP:Iteration 21Q (443.230060 sec): 3 clusters Score: Raw -1247438.771884 + Penalty 7089.588005 = -1240349.183879 nChanged 8 SP:Iteration 22Q (443.352403 sec): 3 clusters Score: Raw -1247439.909361 + Penalty 7089.588005 = -1240350.321356 nChanged 5 SP:Iteration 23Q (443.463980 sec): 3 clusters Score: Raw -1247440.871225 + Penalty 7089.588005 = -1240351.283220 nChanged 12 SP:Iteration 24Q (443.580845 sec): 3 clusters Score: Raw -1247443.032070 + Penalty 7089.588005 = -1240353.444066 nChanged 13 SP:Iteration 25Q (443.722095 sec): 3 clusters Score: Raw -1247445.363182 + Penalty 7089.588005 = -1240355.775178 nChanged 13 SP:Iteration 26Q (443.831185 sec): 3 clusters Score: Raw -1247447.644849 + Penalty 7089.588005 = -1240358.056844 nChanged 11 SP:Iteration 27Q (443.954938 sec): 3 clusters Score: Raw -1247449.605715 + Penalty 7089.588005 = -1240360.017710 nChanged 14 SP:Iteration 28Q (444.087114 sec): 3 clusters Score: Raw -1247452.127491 + Penalty 7089.588005 = -1240362.539487 nChanged 13 SP:Iteration 29Q (444.203039 sec): 3 clusters Score: Raw -1247454.045344 + Penalty 7089.588005 = -1240364.457339 nChanged 15 SP:Iteration 30Q (444.329685 sec): 3 clusters Score: Raw -1247456.370355 + Penalty 7089.588005 = -1240366.782351 nChanged 19 SP:Iteration 31Q (444.454429 sec): 3 clusters Score: Raw -1247459.466090 + Penalty 7089.588005 = -1240369.878086 nChanged 15 SP:Iteration 32Q (444.601477 sec): 3 clusters Score: Raw -1247461.449257 + Penalty 7089.588005 = -1240371.861252 nChanged 13 SP:Iteration 33Q (444.727087 sec): 3 clusters Score: Raw -1247463.472697 + Penalty 7089.588005 = -1240373.884692 nChanged 9 SP:Iteration 34Q (444.876046 sec): 3 clusters Score: Raw -1247464.564935 + Penalty 7089.588005 = -1240374.976930 nChanged 6 SP:Iteration 35Q (445.006322 sec): 3 clusters Score: Raw -1247465.431460 + Penalty 7089.588005 = -1240375.843455 nChanged 8 SP:Iteration 36Q (445.156728 sec): 3 clusters Score: Raw -1247466.561521 + Penalty 7089.588005 = -1240376.973516 nChanged 6 SP:Iteration 37Q (445.306481 sec): 3 clusters Score: Raw -1247467.118078 + Penalty 7089.588005 = -1240377.530073 nChanged 4 SP:Iteration 38Q (445.463030 sec): 3 clusters Score: Raw -1247467.656364 + Penalty 7089.588005 = -1240378.068359 nChanged 3 SP:Iteration 39Q (445.582230 sec): 3 clusters Score: Raw -1247468.188530 + Penalty 7089.588005 = -1240378.600526 nChanged 3 SP:Iteration 40F (445.716507 sec): 3 clusters Score: Raw -1247469.000000 + Penalty 7089.588005 = -1240379.411995 nChanged 5 SP:Iteration 41Q (445.828518 sec): 3 clusters Score: Raw -1247469.594321 + Penalty 7089.588005 = -1240380.006316 nChanged 6 SP:Iteration 42Q (445.947805 sec): 3 clusters Score: Raw -1247470.753307 + Penalty 7089.588005 = -1240381.165303 nChanged 7 SP:Iteration 43Q (446.065709 sec): 3 clusters Score: Raw -1247471.993650 + Penalty 7089.588005 = -1240382.405646 nChanged 6 SP:Iteration 44Q (446.205019 sec): 3 clusters Score: Raw -1247472.765217 + Penalty 7089.588005 = -1240383.177212 nChanged 12 SP:Iteration 45Q (446.305447 sec): 3 clusters Score: Raw -1247474.369374 + Penalty 7089.588005 = -1240384.781370 nChanged 11 SP:Iteration 46Q (446.429313 sec): 3 clusters Score: Raw -1247475.638060 + Penalty 7089.588005 = -1240386.050055 nChanged 10 SP:Iteration 47Q (446.528569 sec): 3 clusters Score: Raw -1247477.029032 + Penalty 7089.588005 = -1240387.441028 nChanged 8 SP:Iteration 48Q (446.661184 sec): 3 clusters Score: Raw -1247478.445466 + Penalty 7089.588005 = -1240388.857461 nChanged 10 SP:Iteration 49Q (446.771603 sec): 3 clusters Score: Raw -1247480.314769 + Penalty 7089.588005 = -1240390.726765 nChanged 15 SP:Iteration 50Q (446.875456 sec): 3 clusters Score: Raw -1247482.534690 + Penalty 7089.588005 = -1240392.946686 nChanged 20 SP:Iteration 51Q (446.992833 sec): 3 clusters Score: Raw -1247486.621583 + Penalty 7089.588005 = -1240397.033578 nChanged 19 SP:Iteration 52Q (447.118240 sec): 3 clusters Score: Raw -1247489.896719 + Penalty 7089.588005 = -1240400.308715 nChanged 9 SP:Iteration 53Q (447.231020 sec): 3 clusters Score: Raw -1247491.354808 + Penalty 7089.588005 = -1240401.766803 nChanged 13 SP:Iteration 54Q (447.356884 sec): 3 clusters Score: Raw -1247493.609785 + Penalty 7089.588005 = -1240404.021780 nChanged 16 SP:Iteration 55Q (447.470361 sec): 3 clusters Score: Raw -1247495.719895 + Penalty 7089.588005 = -1240406.131891 nChanged 15 SP:Iteration 56Q (447.578881 sec): 3 clusters Score: Raw -1247497.770088 + Penalty 7089.588005 = -1240408.182083 nChanged 9 SP:Iteration 57Q (447.690539 sec): 3 clusters Score: Raw -1247499.409417 + Penalty 7089.588005 = -1240409.821412 nChanged 9 SP:Iteration 58Q (447.813867 sec): 3 clusters Score: Raw -1247501.047186 + Penalty 7089.588005 = -1240411.459182 nChanged 15 SP:Iteration 59Q (447.917730 sec): 3 clusters Score: Raw -1247503.787667 + Penalty 7089.588005 = -1240414.199662 nChanged 13 SP:Iteration 60F (448.042685 sec): 3 clusters Score: Raw -1247506.461174 + Penalty 7089.588005 = -1240416.873169 nChanged 18 SP:Iteration 61Q (448.161102 sec): 3 clusters Score: Raw -1247510.141103 + Penalty 7089.588005 = -1240420.553098 nChanged 18 SP:Iteration 62Q (448.277775 sec): 3 clusters Score: Raw -1247513.473754 + Penalty 7089.588005 = -1240423.885750 nChanged 19 SP:Iteration 63Q (448.372195 sec): 3 clusters Score: Raw -1247516.657194 + Penalty 7089.588005 = -1240427.069189 nChanged 19 SP:Iteration 64Q (448.505527 sec): 3 clusters Score: Raw -1247519.452542 + Penalty 7089.588005 = -1240429.864537 nChanged 16 SP:Iteration 65Q (448.621353 sec): 3 clusters Score: Raw -1247522.304960 + Penalty 7089.588005 = -1240432.716955 nChanged 13 SP:Iteration 66Q (448.739873 sec): 3 clusters Score: Raw -1247524.249926 + Penalty 7089.588005 = -1240434.661922 nChanged 9 SP:Iteration 67Q (448.847037 sec): 3 clusters Score: Raw -1247525.788461 + Penalty 7089.588005 = -1240436.200456 nChanged 12 SP:Iteration 68Q (448.971044 sec): 3 clusters Score: Raw -1247527.840055 + Penalty 7089.588005 = -1240438.252051 nChanged 6 SP:Iteration 69Q (449.086045 sec): 3 clusters Score: Raw -1247529.164328 + Penalty 7089.588005 = -1240439.576323 nChanged 7 SP:Iteration 70Q (449.204207 sec): 3 clusters Score: Raw -1247530.063789 + Penalty 7089.588005 = -1240440.475784 nChanged 4 SP:Iteration 71Q (449.316065 sec): 3 clusters Score: Raw -1247530.556127 + Penalty 7089.588005 = -1240440.968122 nChanged 6 SP:Iteration 72Q (449.424556 sec): 3 clusters Score: Raw -1247531.628016 + Penalty 7089.588005 = -1240442.040012 nChanged 6 SP:Iteration 73Q (449.549945 sec): 3 clusters Score: Raw -1247533.078143 + Penalty 7089.588005 = -1240443.490139 nChanged 14 SP:Iteration 74Q (449.663974 sec): 3 clusters Score: Raw -1247536.304663 + Penalty 7089.588005 = -1240446.716659 nChanged 18 SP:Iteration 75Q (449.781527 sec): 3 clusters Score: Raw -1247539.973474 + Penalty 7089.588005 = -1240450.385469 nChanged 25 SP:Iteration 76Q (449.936950 sec): 3 clusters Score: Raw -1247544.605753 + Penalty 7089.588005 = -1240455.017748 nChanged 24 SP:Iteration 77Q (450.056280 sec): 3 clusters Score: Raw -1247548.319870 + Penalty 7089.588005 = -1240458.731866 nChanged 10 SP:Iteration 78Q (450.156356 sec): 3 clusters Score: Raw -1247549.588075 + Penalty 7089.588005 = -1240460.000071 nChanged 11 SP:Iteration 79Q (450.288076 sec): 3 clusters Score: Raw -1247551.230230 + Penalty 7089.588005 = -1240461.642226 nChanged 7 SP:Iteration 80F (450.426480 sec): 3 clusters Score: Raw -1247552.462375 + Penalty 7089.588005 = -1240462.874371 nChanged 5 SP:Iteration 81Q (450.592435 sec): 3 clusters Score: Raw -1247553.086641 + Penalty 7089.588005 = -1240463.498637 nChanged 3 SP:Iteration 82Q (450.728198 sec): 3 clusters Score: Raw -1247553.675954 + Penalty 7089.588005 = -1240464.087950 nChanged 5 SP:Iteration 83Q (450.866327 sec): 3 clusters Score: Raw -1247554.397898 + Penalty 7089.588005 = -1240464.809894 nChanged 5 SP:Iteration 84Q (451.009460 sec): 3 clusters Score: Raw -1247554.965813 + Penalty 7089.588005 = -1240465.377808 nChanged 2 SP:Iteration 85Q (451.134583 sec): 3 clusters Score: Raw -1247555.179215 + Penalty 7089.588005 = -1240465.591211 nChanged 2 SP:Iteration 86Q (451.249965 sec): 3 clusters Score: Raw -1247555.489527 + Penalty 7089.588005 = -1240465.901522 nChanged 5 SP:Iteration 87Q (451.382460 sec): 3 clusters Score: Raw -1247556.114964 + Penalty 7089.588005 = -1240466.526960 nChanged 3 SP:Iteration 88Q (451.494061 sec): 3 clusters Score: Raw -1247556.516799 + Penalty 7089.588005 = -1240466.928794 nChanged 2 SP:Iteration 89Q (451.629090 sec): 3 clusters Score: Raw -1247556.848607 + Penalty 7089.588005 = -1240467.260603 nChanged 5 SP:Iteration 90Q (451.800281 sec): 3 clusters Score: Raw -1247557.446110 + Penalty 7089.588005 = -1240467.858105 nChanged 2 SP:Iteration 91Q (451.917931 sec): 3 clusters Score: Raw -1247557.654053 + Penalty 7089.588005 = -1240468.066048 nChanged 3 SP:Iteration 92Q (452.046041 sec): 3 clusters Score: Raw -1247557.980565 + Penalty 7089.588005 = -1240468.392560 nChanged 3 SP:Iteration 93Q (452.161525 sec): 3 clusters Score: Raw -1247558.334892 + Penalty 7089.588005 = -1240468.746887 nChanged 7 SP:Iteration 94Q (452.261848 sec): 3 clusters Score: Raw -1247559.823712 + Penalty 7089.588005 = -1240470.235708 nChanged 3 SP:Iteration 95Q (452.386073 sec): 3 clusters Score: Raw -1247560.131426 + Penalty 7089.588005 = -1240470.543422 nChanged 1 SP:Iteration 96Q (452.506629 sec): 3 clusters Score: Raw -1247560.196699 + Penalty 7089.588005 = -1240470.608694 nChanged 1 SP:Iteration 97Q (452.616855 sec): 3 clusters Score: Raw -1247560.400206 + Penalty 7089.588005 = -1240470.812201 nChanged 3 SP:Iteration 98Q (452.730589 sec): 3 clusters Score: Raw -1247561.007638 + Penalty 7089.588005 = -1240471.419633 nChanged 2 SP:Iteration 99Q (452.850300 sec): 3 clusters Score: Raw -1247561.345978 + Penalty 7089.588005 = -1240471.757973 nChanged 2 SP:Iteration 100F (452.961830 sec): 3 clusters Score: Raw -1247561.589275 + Penalty 7089.588005 = -1240472.001270 nChanged 1 SP:Iteration 101Q (453.073359 sec): 3 clusters Score: Raw -1247561.811587 + Penalty 7089.588005 = -1240472.223583 nChanged 1 SP:Iteration 102Q (453.190474 sec): 3 clusters Score: Raw -1247561.850190 + Penalty 7089.588005 = -1240472.262186 nChanged 1 SP:Iteration 103Q (453.306234 sec): 3 clusters Score: Raw -1247561.904718 + Penalty 7089.588005 = -1240472.316714 nChanged 0 SP:Iteration 104F (453.405057 sec): 3 clusters Score: Raw -1247561.904718 + Penalty 7089.588005 = -1240472.316714 nChanged 0 Score: Raw -3253590.966544 + Penalty 27543.880992 = -3226047.085552 Splitting cluster 3 changes total score from -3222558.687890 to -3226047.085552 So it's getting split into cluster 7. Trying to split cluster 4 (14424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (454.057523 sec): 2 clusters Score: Raw -1084707.682363 + Penalty 3548.148367 = -1081159.533996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (454.158853 sec): 3 clusters Score: Raw -1077048.970052 + Penalty 7096.296735 = -1069952.673318 nChanged 6039 SP:Iteration 1F (454.284778 sec): 3 clusters Score: Raw -1083324.741440 + Penalty 7096.296735 = -1076228.444705 nChanged 2146 SP:Iteration 2F (454.402629 sec): 3 clusters Score: Raw -1088020.977265 + Penalty 7096.296735 = -1080924.680530 nChanged 1777 SP:Iteration 3F (454.513928 sec): 3 clusters Score: Raw -1091366.084703 + Penalty 7096.296735 = -1084269.787969 nChanged 1044 SP:Iteration 4F (454.637193 sec): 3 clusters Score: Raw -1092725.077282 + Penalty 7096.296735 = -1085628.780548 nChanged 606 SP:Iteration 5Q (454.758132 sec): 3 clusters Score: Raw -1093310.587189 + Penalty 7096.296735 = -1086214.290454 nChanged 415 SP:Iteration 6Q (454.874948 sec): 3 clusters Score: Raw -1093741.274327 + Penalty 7096.296735 = -1086644.977592 nChanged 314 SP:Iteration 7Q (454.969670 sec): 3 clusters Score: Raw -1094093.367746 + Penalty 7096.296735 = -1086997.071011 nChanged 272 SP:Iteration 8Q (455.083083 sec): 3 clusters Score: Raw -1094476.522141 + Penalty 7096.296735 = -1087380.225406 nChanged 247 SP:Iteration 9Q (455.217595 sec): 3 clusters Score: Raw -1094844.852065 + Penalty 7096.296735 = -1087748.555330 nChanged 231 SP:Iteration 10Q (455.317622 sec): 3 clusters Score: Raw -1095145.955056 + Penalty 7096.296735 = -1088049.658321 nChanged 211 SP:Iteration 11Q (455.440492 sec): 3 clusters Score: Raw -1095375.015052 + Penalty 7096.296735 = -1088278.718317 nChanged 205 SP:Iteration 12Q (455.558165 sec): 3 clusters Score: Raw -1095629.709702 + Penalty 7096.296735 = -1088533.412967 nChanged 237 SP:Iteration 13Q (455.673650 sec): 3 clusters Score: Raw -1095997.653944 + Penalty 7096.296735 = -1088901.357209 nChanged 247 SP:Iteration 14Q (455.773425 sec): 3 clusters Score: Raw -1096476.034879 + Penalty 7096.296735 = -1089379.738144 nChanged 250 SP:Iteration 15Q (455.881036 sec): 3 clusters Score: Raw -1096881.207293 + Penalty 7096.296735 = -1089784.910558 nChanged 216 SP:Iteration 16Q (456.001890 sec): 3 clusters Score: Raw -1097051.312649 + Penalty 7096.296735 = -1089955.015914 nChanged 176 SP:Iteration 17Q (456.122521 sec): 3 clusters Score: Raw -1097153.010346 + Penalty 7096.296735 = -1090056.713611 nChanged 149 SP:Iteration 18Q (456.223305 sec): 3 clusters Score: Raw -1097231.942005 + Penalty 7096.296735 = -1090135.645270 nChanged 118 SP:Iteration 19Q (456.343232 sec): 3 clusters Score: Raw -1097287.857347 + Penalty 7096.296735 = -1090191.560612 nChanged 83 SP:Iteration 20F (456.484200 sec): 3 clusters Score: Raw -1097329.917498 + Penalty 7096.296735 = -1090233.620764 nChanged 80 SP:Iteration 21Q (456.637287 sec): 3 clusters Score: Raw -1097360.511413 + Penalty 7096.296735 = -1090264.214678 nChanged 65 SP:Iteration 22Q (456.747046 sec): 3 clusters Score: Raw -1097383.814450 + Penalty 7096.296735 = -1090287.517716 nChanged 62 SP:Iteration 23Q (456.875411 sec): 3 clusters Score: Raw -1097405.891817 + Penalty 7096.296735 = -1090309.595082 nChanged 40 SP:Iteration 24Q (457.003223 sec): 3 clusters Score: Raw -1097419.730931 + Penalty 7096.296735 = -1090323.434196 nChanged 25 SP:Iteration 25Q (457.149316 sec): 3 clusters Score: Raw -1097429.265435 + Penalty 7096.296735 = -1090332.968700 nChanged 21 SP:Iteration 26Q (457.266934 sec): 3 clusters Score: Raw -1097436.767581 + Penalty 7096.296735 = -1090340.470847 nChanged 21 SP:Iteration 27Q (457.407297 sec): 3 clusters Score: Raw -1097440.322681 + Penalty 7096.296735 = -1090344.025947 nChanged 12 SP:Iteration 28Q (457.547655 sec): 3 clusters Score: Raw -1097442.367630 + Penalty 7096.296735 = -1090346.070895 nChanged 4 SP:Iteration 29Q (457.684978 sec): 3 clusters Score: Raw -1097443.339161 + Penalty 7096.296735 = -1090347.042426 nChanged 3 SP:Iteration 30Q (457.854774 sec): 3 clusters Score: Raw -1097443.778300 + Penalty 7096.296735 = -1090347.481565 nChanged 5 SP:Iteration 31Q (457.992436 sec): 3 clusters Score: Raw -1097444.252476 + Penalty 7096.296735 = -1090347.955741 nChanged 5 SP:Iteration 32Q (458.097340 sec): 3 clusters Score: Raw -1097445.137365 + Penalty 7096.296735 = -1090348.840630 nChanged 4 SP:Iteration 33Q (458.212380 sec): 3 clusters Score: Raw -1097445.922903 + Penalty 7096.296735 = -1090349.626168 nChanged 4 SP:Iteration 34Q (458.321580 sec): 3 clusters Score: Raw -1097446.478562 + Penalty 7096.296735 = -1090350.181827 nChanged 3 SP:Iteration 35Q (458.436301 sec): 3 clusters Score: Raw -1097446.923126 + Penalty 7096.296735 = -1090350.626391 nChanged 2 SP:Iteration 36Q (458.532974 sec): 3 clusters Score: Raw -1097447.201055 + Penalty 7096.296735 = -1090350.904321 nChanged 0 SP:Iteration 37F (458.659560 sec): 3 clusters Score: Raw -1097447.201055 + Penalty 7096.296735 = -1090350.904321 nChanged 0 Score: Raw -3266330.485236 + Penalty 31478.721134 = -3234851.764102 Splitting cluster 4 changes total score from -3222558.687890 to -3234851.764102 So it's getting split into cluster 8. Iteration 59Q (459.870494 sec): 9 clusters Score: Raw -3268816.301379 + Penalty 31478.721134 = -3237337.580246 nChanged 1844 Iteration 60F (460.499488 sec): 9 clusters Score: Raw -3270189.675168 + Penalty 31478.721134 = -3238710.954034 nChanged 907 Iteration 61Q (460.998610 sec): 9 clusters Score: Raw -3270684.454610 + Penalty 31478.721134 = -3239205.733476 nChanged 506 Iteration 62Q (461.490711 sec): 9 clusters Score: Raw -3270927.539728 + Penalty 31478.721134 = -3239448.818595 nChanged 420 Iteration 63Q (462.014123 sec): 9 clusters Score: Raw -3271112.468390 + Penalty 31478.721134 = -3239633.747256 nChanged 344 Iteration 64Q (462.527573 sec): 9 clusters Score: Raw -3271245.135277 + Penalty 31478.721134 = -3239766.414143 nChanged 315 Iteration 65Q (463.117809 sec): 9 clusters Score: Raw -3271353.601996 + Penalty 31478.721134 = -3239874.880863 nChanged 243 Iteration 66Q (463.656513 sec): 9 clusters Score: Raw -3271437.728483 + Penalty 31478.721134 = -3239959.007349 nChanged 215 Iteration 67Q (464.218280 sec): 9 clusters Score: Raw -3271507.224927 + Penalty 31478.721134 = -3240028.503793 nChanged 194 Iteration 68Q (464.720477 sec): 9 clusters Score: Raw -3271566.357399 + Penalty 31478.721134 = -3240087.636265 nChanged 181 Iteration 69Q (465.217227 sec): 9 clusters Score: Raw -3271621.091506 + Penalty 31478.721134 = -3240142.370372 nChanged 165 Iteration 70Q (465.767417 sec): 9 clusters Score: Raw -3271669.207357 + Penalty 31478.721134 = -3240190.486223 nChanged 158 Iteration 71Q (466.260963 sec): 9 clusters Score: Raw -3271716.597067 + Penalty 31478.721134 = -3240237.875933 nChanged 141 Iteration 72Q (466.757715 sec): 9 clusters Score: Raw -3271760.711912 + Penalty 31478.721134 = -3240281.990778 nChanged 129 Iteration 73Q (467.254483 sec): 9 clusters Score: Raw -3271794.432793 + Penalty 31478.721134 = -3240315.711659 nChanged 111 Iteration 74Q (467.731028 sec): 9 clusters Score: Raw -3271822.524357 + Penalty 31478.721134 = -3240343.803223 nChanged 95 Iteration 75Q (468.224031 sec): 9 clusters Score: Raw -3271848.318582 + Penalty 31478.721134 = -3240369.597448 nChanged 93 Iteration 76Q (468.782969 sec): 9 clusters Score: Raw -3271875.219047 + Penalty 31478.721134 = -3240396.497913 nChanged 79 Iteration 77Q (469.364215 sec): 9 clusters Score: Raw -3271893.602417 + Penalty 31478.721134 = -3240414.881283 nChanged 61 Iteration 78Q (469.957462 sec): 9 clusters Score: Raw -3271904.913097 + Penalty 31478.721134 = -3240426.191963 nChanged 52 Iteration 79Q (470.548872 sec): 9 clusters Score: Raw -3271913.554437 + Penalty 31478.721134 = -3240434.833303 nChanged 49 Iteration 80F (471.173375 sec): 9 clusters Score: Raw -3271927.507936 + Penalty 31478.721134 = -3240448.786802 nChanged 52 Iteration 81Q (471.690047 sec): 9 clusters Score: Raw -3271942.441464 + Penalty 31478.721134 = -3240463.720330 nChanged 59 Iteration 82Q (472.184758 sec): 9 clusters Score: Raw -3271956.808188 + Penalty 31478.721134 = -3240478.087054 nChanged 51 Iteration 83Q (472.681905 sec): 9 clusters Score: Raw -3271968.270710 + Penalty 31478.721134 = -3240489.549577 nChanged 47 Iteration 84Q (473.177835 sec): 9 clusters Score: Raw -3271979.173502 + Penalty 31478.721134 = -3240500.452368 nChanged 52 Iteration 85Q (473.676375 sec): 9 clusters Score: Raw -3271990.244735 + Penalty 31478.721134 = -3240511.523601 nChanged 45 Iteration 86Q (474.175996 sec): 9 clusters Score: Raw -3271999.411520 + Penalty 31478.721134 = -3240520.690386 nChanged 45 Iteration 87Q (474.673519 sec): 9 clusters Score: Raw -3272007.088870 + Penalty 31478.721134 = -3240528.367736 nChanged 39 Iteration 88Q (475.274973 sec): 9 clusters Score: Raw -3272015.068274 + Penalty 31478.721134 = -3240536.347140 nChanged 48 Iteration 89Q (475.836010 sec): 9 clusters Score: Raw -3272027.526309 + Penalty 31478.721134 = -3240548.805175 nChanged 46 Iteration 90Q (476.416148 sec): 9 clusters Score: Raw -3272039.775063 + Penalty 31478.721134 = -3240561.053929 nChanged 42 Iteration 91Q (476.960624 sec): 9 clusters Score: Raw -3272047.830192 + Penalty 31478.721134 = -3240569.109058 nChanged 43 Iteration 92Q (477.487399 sec): 9 clusters Score: Raw -3272057.958952 + Penalty 31478.721134 = -3240579.237818 nChanged 51 Iteration 93Q (478.001219 sec): 9 clusters Score: Raw -3272070.806725 + Penalty 31478.721134 = -3240592.085591 nChanged 57 Iteration 94Q (478.519978 sec): 9 clusters Score: Raw -3272082.280085 + Penalty 31478.721134 = -3240603.558952 nChanged 43 Iteration 95Q (479.039108 sec): 9 clusters Score: Raw -3272091.076829 + Penalty 31478.721134 = -3240612.355695 nChanged 43 Iteration 96Q (479.564261 sec): 9 clusters Score: Raw -3272099.779449 + Penalty 31478.721134 = -3240621.058315 nChanged 26 Iteration 97Q (480.075951 sec): 9 clusters Score: Raw -3272104.249812 + Penalty 31478.721134 = -3240625.528678 nChanged 19 Iteration 98Q (480.562146 sec): 9 clusters Score: Raw -3272107.396138 + Penalty 31478.721134 = -3240628.675005 nChanged 17 Writing temp clu file Because OldScore, -3240625.528678, is greater than current (better) Score,-3240628.675005 Compute initial score before splitting: Score: Raw -3272107.396138 + Penalty 31478.721134 = -3240628.675005 Trying to split cluster 1 (2167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (480.664861 sec): 2 clusters Score: Raw -197088.759919 + Penalty 2845.847180 = -194242.912739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.741218 sec): 3 clusters Score: Raw -196440.531641 + Penalty 5691.694360 = -190748.837281 nChanged 612 SP:Iteration 1F (480.820567 sec): 3 clusters Score: Raw -196954.252497 + Penalty 5691.694360 = -191262.558136 nChanged 149 SP:Iteration 2F (480.923631 sec): 3 clusters Score: Raw -197122.862411 + Penalty 5691.694360 = -191431.168051 nChanged 92 SP:Iteration 3Q (481.011471 sec): 3 clusters Score: Raw -197226.219294 + Penalty 5691.694360 = -191534.524934 nChanged 70 SP:Iteration 4Q (481.078983 sec): 3 clusters Score: Raw -197303.994887 + Penalty 5691.694360 = -191612.300527 nChanged 51 SP:Iteration 5Q (481.173724 sec): 3 clusters Score: Raw -197369.431407 + Penalty 5691.694360 = -191677.737047 nChanged 48 SP:Iteration 6Q (481.247425 sec): 3 clusters Score: Raw -197433.141916 + Penalty 5691.694360 = -191741.447556 nChanged 46 SP:Iteration 7Q (481.341712 sec): 3 clusters Score: Raw -197498.632730 + Penalty 5691.694360 = -191806.938369 nChanged 47 SP:Iteration 8Q (481.422231 sec): 3 clusters Score: Raw -197560.297557 + Penalty 5691.694360 = -191868.603196 nChanged 50 SP:Iteration 9Q (481.522726 sec): 3 clusters Score: Raw -197630.075269 + Penalty 5691.694360 = -191938.380908 nChanged 42 SP:Iteration 10Q (481.616274 sec): 3 clusters Score: Raw -197676.156810 + Penalty 5691.694360 = -191984.462450 nChanged 31 SP:Iteration 11Q (481.712840 sec): 3 clusters Score: Raw -197716.001139 + Penalty 5691.694360 = -192024.306779 nChanged 34 SP:Iteration 12Q (481.816195 sec): 3 clusters Score: Raw -197764.277498 + Penalty 5691.694360 = -192072.583138 nChanged 35 SP:Iteration 13Q (481.896865 sec): 3 clusters Score: Raw -197812.807862 + Penalty 5691.694360 = -192121.113502 nChanged 43 SP:Iteration 14Q (481.977477 sec): 3 clusters Score: Raw -197859.234377 + Penalty 5691.694360 = -192167.540017 nChanged 32 SP:Iteration 15Q (482.108585 sec): 3 clusters Score: Raw -197896.041028 + Penalty 5691.694360 = -192204.346668 nChanged 26 SP:Iteration 16Q (482.196775 sec): 3 clusters Score: Raw -197921.463598 + Penalty 5691.694360 = -192229.769238 nChanged 17 SP:Iteration 17Q (482.318300 sec): 3 clusters Score: Raw -197934.223447 + Penalty 5691.694360 = -192242.529087 nChanged 15 SP:Iteration 18Q (482.408137 sec): 3 clusters Score: Raw -197949.090391 + Penalty 5691.694360 = -192257.396031 nChanged 18 SP:Iteration 19Q (482.511502 sec): 3 clusters Score: Raw -197962.959531 + Penalty 5691.694360 = -192271.265171 nChanged 12 SP:Iteration 20F (482.616755 sec): 3 clusters Score: Raw -197970.928621 + Penalty 5691.694360 = -192279.234261 nChanged 8 SP:Iteration 21Q (482.763862 sec): 3 clusters Score: Raw -197979.954185 + Penalty 5691.694360 = -192288.259825 nChanged 11 SP:Iteration 22Q (482.852204 sec): 3 clusters Score: Raw -197991.033207 + Penalty 5691.694360 = -192299.338846 nChanged 10 SP:Iteration 23Q (482.973081 sec): 3 clusters Score: Raw -198003.806904 + Penalty 5691.694360 = -192312.112544 nChanged 9 SP:Iteration 24Q (483.057582 sec): 3 clusters Score: Raw -198009.690703 + Penalty 5691.694360 = -192317.996343 nChanged 8 SP:Iteration 25Q (483.149478 sec): 3 clusters Score: Raw -198016.292280 + Penalty 5691.694360 = -192324.597920 nChanged 10 SP:Iteration 26Q (483.221785 sec): 3 clusters Score: Raw -198024.271532 + Penalty 5691.694360 = -192332.577172 nChanged 10 SP:Iteration 27Q (483.318821 sec): 3 clusters Score: Raw -198030.651370 + Penalty 5691.694360 = -192338.957010 nChanged 5 SP:Iteration 28Q (483.397994 sec): 3 clusters Score: Raw -198036.135118 + Penalty 5691.694360 = -192344.440758 nChanged 6 SP:Iteration 29Q (483.491093 sec): 3 clusters Score: Raw -198042.943872 + Penalty 5691.694360 = -192351.249512 nChanged 3 SP:Iteration 30Q (483.581104 sec): 3 clusters Score: Raw -198044.996554 + Penalty 5691.694360 = -192353.302193 nChanged 6 SP:Iteration 31Q (483.674434 sec): 3 clusters Score: Raw -198049.675599 + Penalty 5691.694360 = -192357.981239 nChanged 6 SP:Iteration 32Q (483.770831 sec): 3 clusters Score: Raw -198052.690389 + Penalty 5691.694360 = -192360.996029 nChanged 6 SP:Iteration 33Q (483.853455 sec): 3 clusters Score: Raw -198055.367032 + Penalty 5691.694360 = -192363.672672 nChanged 3 SP:Iteration 34Q (483.935071 sec): 3 clusters Score: Raw -198060.295322 + Penalty 5691.694360 = -192368.600962 nChanged 7 SP:Iteration 35Q (484.021644 sec): 3 clusters Score: Raw -198066.274639 + Penalty 5691.694360 = -192374.580279 nChanged 8 SP:Iteration 36Q (484.115687 sec): 3 clusters Score: Raw -198074.067897 + Penalty 5691.694360 = -192382.373537 nChanged 12 SP:Iteration 37Q (484.190406 sec): 3 clusters Score: Raw -198085.620334 + Penalty 5691.694360 = -192393.925974 nChanged 13 SP:Iteration 38Q (484.299318 sec): 3 clusters Score: Raw -198096.511847 + Penalty 5691.694360 = -192404.817486 nChanged 13 SP:Iteration 39Q (484.380783 sec): 3 clusters Score: Raw -198105.126297 + Penalty 5691.694360 = -192413.431937 nChanged 9 SP:Iteration 40F (484.472737 sec): 3 clusters Score: Raw -198111.583732 + Penalty 5691.694360 = -192419.889372 nChanged 7 SP:Iteration 41Q (484.545799 sec): 3 clusters Score: Raw -198116.904242 + Penalty 5691.694360 = -192425.209881 nChanged 7 SP:Iteration 42Q (484.636267 sec): 3 clusters Score: Raw -198120.398944 + Penalty 5691.694360 = -192428.704584 nChanged 4 SP:Iteration 43Q (484.722075 sec): 3 clusters Score: Raw -198124.316429 + Penalty 5691.694360 = -192432.622069 nChanged 3 SP:Iteration 44Q (484.811537 sec): 3 clusters Score: Raw -198126.567823 + Penalty 5691.694360 = -192434.873463 nChanged 2 SP:Iteration 45Q (484.904064 sec): 3 clusters Score: Raw -198127.895952 + Penalty 5691.694360 = -192436.201592 nChanged 0 SP:Iteration 46F (484.977155 sec): 3 clusters Score: Raw -198127.895952 + Penalty 5691.694360 = -192436.201592 nChanged 0 Trying to split cluster 2 (3073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.033256 sec): 2 clusters Score: Raw -193443.125920 + Penalty 2975.266743 = -190467.859177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.109975 sec): 3 clusters Score: Raw -192322.447068 + Penalty 5950.533486 = -186371.913582 nChanged 1019 SP:Iteration 1F (485.199433 sec): 3 clusters Score: Raw -193370.027973 + Penalty 5950.533486 = -187419.494487 nChanged 336 SP:Iteration 2F (485.287592 sec): 3 clusters Score: Raw -193951.692182 + Penalty 5950.533486 = -188001.158696 nChanged 215 SP:Iteration 3F (485.375164 sec): 3 clusters Score: Raw -194324.863780 + Penalty 5950.533486 = -188374.330295 nChanged 156 SP:Iteration 4F (485.467896 sec): 3 clusters Score: Raw -194565.785359 + Penalty 5950.533486 = -188615.251874 nChanged 142 SP:Iteration 5Q (485.570732 sec): 3 clusters Score: Raw -194857.721361 + Penalty 5950.533486 = -188907.187876 nChanged 150 SP:Iteration 6Q (485.660046 sec): 3 clusters Score: Raw -195183.428042 + Penalty 5950.533486 = -189232.894557 nChanged 140 SP:Iteration 7Q (485.750113 sec): 3 clusters Score: Raw -195459.480622 + Penalty 5950.533486 = -189508.947136 nChanged 114 SP:Iteration 8Q (485.831133 sec): 3 clusters Score: Raw -195601.167111 + Penalty 5950.533486 = -189650.633626 nChanged 75 SP:Iteration 9Q (485.927039 sec): 3 clusters Score: Raw -195672.463771 + Penalty 5950.533486 = -189721.930285 nChanged 44 SP:Iteration 10Q (486.008852 sec): 3 clusters Score: Raw -195719.093080 + Penalty 5950.533486 = -189768.559594 nChanged 45 SP:Iteration 11Q (486.107326 sec): 3 clusters Score: Raw -195758.718746 + Penalty 5950.533486 = -189808.185261 nChanged 29 SP:Iteration 12Q (486.195031 sec): 3 clusters Score: Raw -195779.681936 + Penalty 5950.533486 = -189829.148451 nChanged 14 SP:Iteration 13Q (486.264983 sec): 3 clusters Score: Raw -195792.167752 + Penalty 5950.533486 = -189841.634266 nChanged 7 SP:Iteration 14Q (486.367520 sec): 3 clusters Score: Raw -195797.719032 + Penalty 5950.533486 = -189847.185547 nChanged 7 SP:Iteration 15Q (486.456192 sec): 3 clusters Score: Raw -195802.804549 + Penalty 5950.533486 = -189852.271063 nChanged 9 SP:Iteration 16Q (486.541871 sec): 3 clusters Score: Raw -195809.580406 + Penalty 5950.533486 = -189859.046921 nChanged 6 SP:Iteration 17Q (486.620750 sec): 3 clusters Score: Raw -195816.817040 + Penalty 5950.533486 = -189866.283554 nChanged 5 SP:Iteration 18Q (486.713805 sec): 3 clusters Score: Raw -195821.574359 + Penalty 5950.533486 = -189871.040874 nChanged 5 SP:Iteration 19Q (486.787116 sec): 3 clusters Score: Raw -195824.206731 + Penalty 5950.533486 = -189873.673245 nChanged 2 SP:Iteration 20F (486.884245 sec): 3 clusters Score: Raw -195828.617581 + Penalty 5950.533486 = -189878.084096 nChanged 2 SP:Iteration 21Q (486.981956 sec): 3 clusters Score: Raw -195837.150621 + Penalty 5950.533486 = -189886.617136 nChanged 3 SP:Iteration 22Q (487.047643 sec): 3 clusters Score: Raw -195839.903884 + Penalty 5950.533486 = -189889.370399 nChanged 2 SP:Iteration 23Q (487.146472 sec): 3 clusters Score: Raw -195840.890456 + Penalty 5950.533486 = -189890.356970 nChanged 3 SP:Iteration 24Q (487.233369 sec): 3 clusters Score: Raw -195842.587816 + Penalty 5950.533486 = -189892.054330 nChanged 3 SP:Iteration 25Q (487.312904 sec): 3 clusters Score: Raw -195844.664166 + Penalty 5950.533486 = -189894.130680 nChanged 0 SP:Iteration 26F (487.408732 sec): 3 clusters Score: Raw -195844.664166 + Penalty 5950.533486 = -189894.130680 nChanged 0 Trying to split cluster 3 (4883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (487.489604 sec): 2 clusters Score: Raw -405955.669403 + Penalty 3146.847331 = -402808.822072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (487.587287 sec): 3 clusters Score: Raw -403808.819001 + Penalty 6293.694662 = -397515.124339 nChanged 1748 SP:Iteration 1F (487.698270 sec): 3 clusters Score: Raw -405036.509228 + Penalty 6293.694662 = -398742.814566 nChanged 482 SP:Iteration 2F (487.837325 sec): 3 clusters Score: Raw -405583.824355 + Penalty 6293.694662 = -399290.129693 nChanged 392 SP:Iteration 3F (487.955114 sec): 3 clusters Score: Raw -406177.428450 + Penalty 6293.694662 = -399883.733787 nChanged 362 SP:Iteration 4F (488.045779 sec): 3 clusters Score: Raw -406792.682784 + Penalty 6293.694662 = -400498.988122 nChanged 361 SP:Iteration 5F (488.165073 sec): 3 clusters Score: Raw -407342.823774 + Penalty 6293.694662 = -401049.129111 nChanged 276 SP:Iteration 6F (488.279191 sec): 3 clusters Score: Raw -407692.091315 + Penalty 6293.694662 = -401398.396652 nChanged 208 SP:Iteration 7Q (488.404101 sec): 3 clusters Score: Raw -407904.251435 + Penalty 6293.694662 = -401610.556773 nChanged 134 SP:Iteration 8Q (488.507317 sec): 3 clusters Score: Raw -408011.703465 + Penalty 6293.694662 = -401718.008803 nChanged 84 SP:Iteration 9Q (488.604575 sec): 3 clusters Score: Raw -408071.487394 + Penalty 6293.694662 = -401777.792731 nChanged 62 SP:Iteration 10Q (488.715045 sec): 3 clusters Score: Raw -408110.343388 + Penalty 6293.694662 = -401816.648725 nChanged 35 SP:Iteration 11Q (488.856743 sec): 3 clusters Score: Raw -408131.869722 + Penalty 6293.694662 = -401838.175059 nChanged 29 SP:Iteration 12Q (488.950417 sec): 3 clusters Score: Raw -408148.624307 + Penalty 6293.694662 = -401854.929645 nChanged 26 SP:Iteration 13Q (489.040252 sec): 3 clusters Score: Raw -408163.189639 + Penalty 6293.694662 = -401869.494976 nChanged 16 SP:Iteration 14Q (489.140235 sec): 3 clusters Score: Raw -408172.187378 + Penalty 6293.694662 = -401878.492716 nChanged 11 SP:Iteration 15Q (489.228851 sec): 3 clusters Score: Raw -408178.450684 + Penalty 6293.694662 = -401884.756021 nChanged 14 SP:Iteration 16Q (489.330064 sec): 3 clusters Score: Raw -408186.662400 + Penalty 6293.694662 = -401892.967737 nChanged 12 SP:Iteration 17Q (489.417993 sec): 3 clusters Score: Raw -408193.827164 + Penalty 6293.694662 = -401900.132502 nChanged 8 SP:Iteration 18Q (489.509588 sec): 3 clusters Score: Raw -408196.955768 + Penalty 6293.694662 = -401903.261106 nChanged 5 SP:Iteration 19Q (489.585321 sec): 3 clusters Score: Raw -408199.210977 + Penalty 6293.694662 = -401905.516314 nChanged 4 SP:Iteration 20F (489.674645 sec): 3 clusters Score: Raw -408200.612523 + Penalty 6293.694662 = -401906.917861 nChanged 4 SP:Iteration 21Q (489.776167 sec): 3 clusters Score: Raw -408202.255933 + Penalty 6293.694662 = -401908.561271 nChanged 1 SP:Iteration 22Q (489.862359 sec): 3 clusters Score: Raw -408202.479446 + Penalty 6293.694662 = -401908.784784 nChanged 2 SP:Iteration 23Q (489.968916 sec): 3 clusters Score: Raw -408203.230866 + Penalty 6293.694662 = -401909.536204 nChanged 2 SP:Iteration 24Q (490.067774 sec): 3 clusters Score: Raw -408204.057323 + Penalty 6293.694662 = -401910.362661 nChanged 1 SP:Iteration 25Q (490.154736 sec): 3 clusters Score: Raw -408204.417138 + Penalty 6293.694662 = -401910.722476 nChanged 1 SP:Iteration 26Q (490.243237 sec): 3 clusters Score: Raw -408204.878355 + Penalty 6293.694662 = -401911.183693 nChanged 0 SP:Iteration 27F (490.331172 sec): 3 clusters Score: Raw -408204.878355 + Penalty 6293.694662 = -401911.183693 nChanged 0 Trying to split cluster 4 (5278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (490.373492 sec): 2 clusters Score: Raw -425351.010056 + Penalty 3175.667583 = -422175.342473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (490.482426 sec): 3 clusters Score: Raw -423089.425408 + Penalty 6351.335165 = -416738.090243 nChanged 1945 SP:Iteration 1F (490.565811 sec): 3 clusters Score: Raw -424458.726052 + Penalty 6351.335165 = -418107.390887 nChanged 505 SP:Iteration 2F (490.669838 sec): 3 clusters Score: Raw -425010.357842 + Penalty 6351.335165 = -418659.022676 nChanged 413 SP:Iteration 3F (490.752058 sec): 3 clusters Score: Raw -425586.752936 + Penalty 6351.335165 = -419235.417771 nChanged 409 SP:Iteration 4F (490.839506 sec): 3 clusters Score: Raw -426148.372446 + Penalty 6351.335165 = -419797.037281 nChanged 337 SP:Iteration 5F (490.945366 sec): 3 clusters Score: Raw -426558.988513 + Penalty 6351.335165 = -420207.653348 nChanged 257 SP:Iteration 6Q (491.040804 sec): 3 clusters Score: Raw -426842.007774 + Penalty 6351.335165 = -420490.672609 nChanged 189 SP:Iteration 7Q (491.123994 sec): 3 clusters Score: Raw -427019.099819 + Penalty 6351.335165 = -420667.764654 nChanged 143 SP:Iteration 8Q (491.219785 sec): 3 clusters Score: Raw -427150.443603 + Penalty 6351.335165 = -420799.108438 nChanged 144 SP:Iteration 9Q (491.324585 sec): 3 clusters Score: Raw -427272.140567 + Penalty 6351.335165 = -420920.805402 nChanged 123 SP:Iteration 10Q (491.412613 sec): 3 clusters Score: Raw -427382.521790 + Penalty 6351.335165 = -421031.186625 nChanged 100 SP:Iteration 11Q (491.487501 sec): 3 clusters Score: Raw -427461.851995 + Penalty 6351.335165 = -421110.516829 nChanged 92 SP:Iteration 12Q (491.590795 sec): 3 clusters Score: Raw -427524.186157 + Penalty 6351.335165 = -421172.850992 nChanged 77 SP:Iteration 13Q (491.688053 sec): 3 clusters Score: Raw -427578.321483 + Penalty 6351.335165 = -421226.986318 nChanged 73 SP:Iteration 14Q (491.775959 sec): 3 clusters Score: Raw -427624.947527 + Penalty 6351.335165 = -421273.612362 nChanged 55 SP:Iteration 15Q (491.860113 sec): 3 clusters Score: Raw -427656.703308 + Penalty 6351.335165 = -421305.368143 nChanged 43 SP:Iteration 16Q (491.976253 sec): 3 clusters Score: Raw -427681.734877 + Penalty 6351.335165 = -421330.399712 nChanged 43 SP:Iteration 17Q (492.061889 sec): 3 clusters Score: Raw -427705.268030 + Penalty 6351.335165 = -421353.932865 nChanged 33 SP:Iteration 18Q (492.163534 sec): 3 clusters Score: Raw -427720.155047 + Penalty 6351.335165 = -421368.819881 nChanged 26 SP:Iteration 19Q (492.239126 sec): 3 clusters Score: Raw -427736.511414 + Penalty 6351.335165 = -421385.176249 nChanged 21 SP:Iteration 20F (492.329075 sec): 3 clusters Score: Raw -427747.301103 + Penalty 6351.335165 = -421395.965938 nChanged 18 SP:Iteration 21Q (492.443990 sec): 3 clusters Score: Raw -427756.952961 + Penalty 6351.335165 = -421405.617795 nChanged 23 SP:Iteration 22Q (492.522136 sec): 3 clusters Score: Raw -427768.364135 + Penalty 6351.335165 = -421417.028970 nChanged 22 SP:Iteration 23Q (492.630778 sec): 3 clusters Score: Raw -427778.604031 + Penalty 6351.335165 = -421427.268866 nChanged 22 SP:Iteration 24Q (492.719680 sec): 3 clusters Score: Raw -427789.567408 + Penalty 6351.335165 = -421438.232243 nChanged 15 SP:Iteration 25Q (492.798138 sec): 3 clusters Score: Raw -427796.113836 + Penalty 6351.335165 = -421444.778671 nChanged 21 SP:Iteration 26Q (492.900621 sec): 3 clusters Score: Raw -427805.805861 + Penalty 6351.335165 = -421454.470696 nChanged 23 SP:Iteration 27Q (492.996603 sec): 3 clusters Score: Raw -427819.450680 + Penalty 6351.335165 = -421468.115515 nChanged 28 SP:Iteration 28Q (493.081086 sec): 3 clusters Score: Raw -427837.534172 + Penalty 6351.335165 = -421486.199007 nChanged 40 SP:Iteration 29Q (493.188437 sec): 3 clusters Score: Raw -427866.647593 + Penalty 6351.335165 = -421515.312428 nChanged 38 SP:Iteration 30Q (493.295132 sec): 3 clusters Score: Raw -427889.335027 + Penalty 6351.335165 = -421537.999861 nChanged 38 SP:Iteration 31Q (493.408226 sec): 3 clusters Score: Raw -427914.013272 + Penalty 6351.335165 = -421562.678107 nChanged 33 SP:Iteration 32Q (493.489205 sec): 3 clusters Score: Raw -427939.471311 + Penalty 6351.335165 = -421588.136146 nChanged 48 SP:Iteration 33Q (493.588127 sec): 3 clusters Score: Raw -427985.461586 + Penalty 6351.335165 = -421634.126421 nChanged 56 SP:Iteration 34Q (493.690232 sec): 3 clusters Score: Raw -428039.162908 + Penalty 6351.335165 = -421687.827742 nChanged 67 SP:Iteration 35Q (493.821046 sec): 3 clusters Score: Raw -428094.191579 + Penalty 6351.335165 = -421742.856414 nChanged 63 SP:Iteration 36Q (493.922472 sec): 3 clusters Score: Raw -428140.473941 + Penalty 6351.335165 = -421789.138776 nChanged 61 SP:Iteration 37Q (494.067638 sec): 3 clusters Score: Raw -428181.673290 + Penalty 6351.335165 = -421830.338125 nChanged 59 SP:Iteration 38Q (494.169016 sec): 3 clusters Score: Raw -428218.697234 + Penalty 6351.335165 = -421867.362069 nChanged 42 SP:Iteration 39Q (494.257142 sec): 3 clusters Score: Raw -428243.307356 + Penalty 6351.335165 = -421891.972191 nChanged 21 SP:Iteration 40F (494.385969 sec): 3 clusters Score: Raw -428253.557611 + Penalty 6351.335165 = -421902.222446 nChanged 16 SP:Iteration 41Q (494.468188 sec): 3 clusters Score: Raw -428261.975725 + Penalty 6351.335165 = -421910.640560 nChanged 19 SP:Iteration 42Q (494.568449 sec): 3 clusters Score: Raw -428270.367163 + Penalty 6351.335165 = -421919.031998 nChanged 16 SP:Iteration 43Q (494.663716 sec): 3 clusters Score: Raw -428277.673097 + Penalty 6351.335165 = -421926.337932 nChanged 13 SP:Iteration 44Q (494.760970 sec): 3 clusters Score: Raw -428282.658642 + Penalty 6351.335165 = -421931.323477 nChanged 11 SP:Iteration 45Q (494.877051 sec): 3 clusters Score: Raw -428289.645023 + Penalty 6351.335165 = -421938.309858 nChanged 14 SP:Iteration 46Q (494.967860 sec): 3 clusters Score: Raw -428298.103940 + Penalty 6351.335165 = -421946.768775 nChanged 16 SP:Iteration 47Q (495.100801 sec): 3 clusters Score: Raw -428307.677499 + Penalty 6351.335165 = -421956.342334 nChanged 13 SP:Iteration 48Q (495.198950 sec): 3 clusters Score: Raw -428313.690337 + Penalty 6351.335165 = -421962.355171 nChanged 11 SP:Iteration 49Q (495.295102 sec): 3 clusters Score: Raw -428319.107223 + Penalty 6351.335165 = -421967.772058 nChanged 14 SP:Iteration 50Q (495.376156 sec): 3 clusters Score: Raw -428326.286219 + Penalty 6351.335165 = -421974.951053 nChanged 15 SP:Iteration 51Q (495.471685 sec): 3 clusters Score: Raw -428333.890815 + Penalty 6351.335165 = -421982.555650 nChanged 13 SP:Iteration 52Q (495.569821 sec): 3 clusters Score: Raw -428340.594575 + Penalty 6351.335165 = -421989.259409 nChanged 11 SP:Iteration 53Q (495.653680 sec): 3 clusters Score: Raw -428350.102543 + Penalty 6351.335165 = -421998.767378 nChanged 19 SP:Iteration 54Q (495.741798 sec): 3 clusters Score: Raw -428361.688081 + Penalty 6351.335165 = -422010.352916 nChanged 19 SP:Iteration 55Q (495.834235 sec): 3 clusters Score: Raw -428369.416690 + Penalty 6351.335165 = -422018.081525 nChanged 16 SP:Iteration 56Q (495.929279 sec): 3 clusters Score: Raw -428376.499870 + Penalty 6351.335165 = -422025.164705 nChanged 15 SP:Iteration 57Q (496.015770 sec): 3 clusters Score: Raw -428385.312662 + Penalty 6351.335165 = -422033.977497 nChanged 19 SP:Iteration 58Q (496.114220 sec): 3 clusters Score: Raw -428397.250913 + Penalty 6351.335165 = -422045.915748 nChanged 21 SP:Iteration 59Q (496.206097 sec): 3 clusters Score: Raw -428408.406544 + Penalty 6351.335165 = -422057.071379 nChanged 25 SP:Iteration 60F (496.295708 sec): 3 clusters Score: Raw -428424.977479 + Penalty 6351.335165 = -422073.642314 nChanged 18 SP:Iteration 61Q (496.402726 sec): 3 clusters Score: Raw -428435.467092 + Penalty 6351.335165 = -422084.131927 nChanged 15 SP:Iteration 62Q (496.497431 sec): 3 clusters Score: Raw -428442.822422 + Penalty 6351.335165 = -422091.487257 nChanged 12 SP:Iteration 63Q (496.574822 sec): 3 clusters Score: Raw -428449.450384 + Penalty 6351.335165 = -422098.115219 nChanged 11 SP:Iteration 64Q (496.675068 sec): 3 clusters Score: Raw -428455.201894 + Penalty 6351.335165 = -422103.866729 nChanged 12 SP:Iteration 65Q (496.775060 sec): 3 clusters Score: Raw -428462.523406 + Penalty 6351.335165 = -422111.188241 nChanged 12 SP:Iteration 66Q (496.861199 sec): 3 clusters Score: Raw -428469.281976 + Penalty 6351.335165 = -422117.946811 nChanged 11 SP:Iteration 67Q (496.948176 sec): 3 clusters Score: Raw -428475.006316 + Penalty 6351.335165 = -422123.671150 nChanged 15 SP:Iteration 68Q (497.040176 sec): 3 clusters Score: Raw -428482.018536 + Penalty 6351.335165 = -422130.683371 nChanged 19 SP:Iteration 69Q (497.141316 sec): 3 clusters Score: Raw -428493.253576 + Penalty 6351.335165 = -422141.918411 nChanged 21 SP:Iteration 70Q (497.217655 sec): 3 clusters Score: Raw -428504.580673 + Penalty 6351.335165 = -422153.245508 nChanged 12 SP:Iteration 71Q (497.313318 sec): 3 clusters Score: Raw -428511.235906 + Penalty 6351.335165 = -422159.900741 nChanged 18 SP:Iteration 72Q (497.423656 sec): 3 clusters Score: Raw -428523.041918 + Penalty 6351.335165 = -422171.706753 nChanged 18 SP:Iteration 73Q (497.500279 sec): 3 clusters Score: Raw -428533.055419 + Penalty 6351.335165 = -422181.720254 nChanged 15 SP:Iteration 74Q (497.594468 sec): 3 clusters Score: Raw -428541.285485 + Penalty 6351.335165 = -422189.950320 nChanged 11 SP:Iteration 75Q (497.700216 sec): 3 clusters Score: Raw -428552.507967 + Penalty 6351.335165 = -422201.172802 nChanged 16 SP:Iteration 76Q (497.799479 sec): 3 clusters Score: Raw -428562.340992 + Penalty 6351.335165 = -422211.005827 nChanged 14 SP:Iteration 77Q (497.889626 sec): 3 clusters Score: Raw -428571.742796 + Penalty 6351.335165 = -422220.407631 nChanged 14 SP:Iteration 78Q (497.968325 sec): 3 clusters Score: Raw -428581.025318 + Penalty 6351.335165 = -422229.690153 nChanged 20 SP:Iteration 79Q (498.057547 sec): 3 clusters Score: Raw -428596.603461 + Penalty 6351.335165 = -422245.268296 nChanged 21 SP:Iteration 80F (498.156844 sec): 3 clusters Score: Raw -428610.246786 + Penalty 6351.335165 = -422258.911621 nChanged 12 SP:Iteration 81Q (498.240057 sec): 3 clusters Score: Raw -428618.095090 + Penalty 6351.335165 = -422266.759924 nChanged 10 SP:Iteration 82Q (498.340266 sec): 3 clusters Score: Raw -428626.803872 + Penalty 6351.335165 = -422275.468707 nChanged 13 SP:Iteration 83Q (498.439673 sec): 3 clusters Score: Raw -428635.533908 + Penalty 6351.335165 = -422284.198743 nChanged 11 SP:Iteration 84Q (498.525190 sec): 3 clusters Score: Raw -428642.108422 + Penalty 6351.335165 = -422290.773257 nChanged 14 SP:Iteration 85Q (498.613240 sec): 3 clusters Score: Raw -428648.895647 + Penalty 6351.335165 = -422297.560482 nChanged 15 SP:Iteration 86Q (498.712787 sec): 3 clusters Score: Raw -428658.366991 + Penalty 6351.335165 = -422307.031826 nChanged 10 SP:Iteration 87Q (498.782178 sec): 3 clusters Score: Raw -428663.975541 + Penalty 6351.335165 = -422312.640376 nChanged 11 SP:Iteration 88Q (498.892632 sec): 3 clusters Score: Raw -428668.756652 + Penalty 6351.335165 = -422317.421487 nChanged 3 SP:Iteration 89Q (498.986744 sec): 3 clusters Score: Raw -428670.208653 + Penalty 6351.335165 = -422318.873488 nChanged 7 SP:Iteration 90Q (499.065377 sec): 3 clusters Score: Raw -428674.728334 + Penalty 6351.335165 = -422323.393169 nChanged 5 SP:Iteration 91Q (499.162979 sec): 3 clusters Score: Raw -428678.095825 + Penalty 6351.335165 = -422326.760660 nChanged 3 SP:Iteration 92Q (499.282597 sec): 3 clusters Score: Raw -428679.667451 + Penalty 6351.335165 = -422328.332286 nChanged 3 SP:Iteration 93Q (499.385333 sec): 3 clusters Score: Raw -428681.469708 + Penalty 6351.335165 = -422330.134542 nChanged 3 SP:Iteration 94Q (499.472911 sec): 3 clusters Score: Raw -428682.451047 + Penalty 6351.335165 = -422331.115882 nChanged 4 SP:Iteration 95Q (499.593310 sec): 3 clusters Score: Raw -428684.805446 + Penalty 6351.335165 = -422333.470281 nChanged 3 SP:Iteration 96Q (499.664765 sec): 3 clusters Score: Raw -428687.027640 + Penalty 6351.335165 = -422335.692475 nChanged 2 SP:Iteration 97Q (499.773133 sec): 3 clusters Score: Raw -428687.930878 + Penalty 6351.335165 = -422336.595713 nChanged 1 SP:Iteration 98Q (499.862754 sec): 3 clusters Score: Raw -428688.509897 + Penalty 6351.335165 = -422337.174732 nChanged 1 SP:Iteration 99Q (499.950796 sec): 3 clusters Score: Raw -428689.099901 + Penalty 6351.335165 = -422337.764736 nChanged 1 SP:Iteration 100F (500.069638 sec): 3 clusters Score: Raw -428689.541520 + Penalty 6351.335165 = -422338.206355 nChanged 1 SP:Iteration 101Q (500.146692 sec): 3 clusters Score: Raw -428689.830692 + Penalty 6351.335165 = -422338.495527 nChanged 0 SP:Iteration 102F (500.238927 sec): 3 clusters Score: Raw -428689.830692 + Penalty 6351.335165 = -422338.495527 nChanged 0 Score: Raw -3275448.591197 + Penalty 35413.561276 = -3240035.029922 Splitting cluster 4 changes total score from -3240628.675005 to -3240035.029922 So it's not getting split. Trying to split cluster 5 (4995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.067974 sec): 2 clusters Score: Raw -464191.521218 + Penalty 3155.249392 = -461036.271826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.175411 sec): 3 clusters Score: Raw -461999.463884 + Penalty 6310.498784 = -455688.965100 nChanged 1741 SP:Iteration 1F (501.261748 sec): 3 clusters Score: Raw -463058.123599 + Penalty 6310.498784 = -456747.624815 nChanged 368 SP:Iteration 2F (501.365519 sec): 3 clusters Score: Raw -463296.556591 + Penalty 6310.498784 = -456986.057807 nChanged 225 SP:Iteration 3Q (501.471391 sec): 3 clusters Score: Raw -463446.946089 + Penalty 6310.498784 = -457136.447305 nChanged 179 SP:Iteration 4Q (501.586712 sec): 3 clusters Score: Raw -463551.490585 + Penalty 6310.498784 = -457240.991801 nChanged 132 SP:Iteration 5Q (501.702647 sec): 3 clusters Score: Raw -463632.080777 + Penalty 6310.498784 = -457321.581993 nChanged 112 SP:Iteration 6Q (501.815324 sec): 3 clusters Score: Raw -463695.005549 + Penalty 6310.498784 = -457384.506764 nChanged 91 SP:Iteration 7Q (501.914355 sec): 3 clusters Score: Raw -463747.503190 + Penalty 6310.498784 = -457437.004406 nChanged 83 SP:Iteration 8Q (502.040035 sec): 3 clusters Score: Raw -463792.520956 + Penalty 6310.498784 = -457482.022172 nChanged 65 SP:Iteration 9Q (502.157800 sec): 3 clusters Score: Raw -463827.731788 + Penalty 6310.498784 = -457517.233004 nChanged 64 SP:Iteration 10Q (502.281766 sec): 3 clusters Score: Raw -463856.827510 + Penalty 6310.498784 = -457546.328726 nChanged 56 SP:Iteration 11Q (502.380226 sec): 3 clusters Score: Raw -463884.052278 + Penalty 6310.498784 = -457573.553494 nChanged 56 SP:Iteration 12Q (502.486493 sec): 3 clusters Score: Raw -463915.092772 + Penalty 6310.498784 = -457604.593988 nChanged 53 SP:Iteration 13Q (502.607037 sec): 3 clusters Score: Raw -463949.061906 + Penalty 6310.498784 = -457638.563122 nChanged 68 SP:Iteration 14Q (502.710726 sec): 3 clusters Score: Raw -463988.203416 + Penalty 6310.498784 = -457677.704632 nChanged 68 SP:Iteration 15Q (502.800367 sec): 3 clusters Score: Raw -464028.495125 + Penalty 6310.498784 = -457717.996341 nChanged 58 SP:Iteration 16Q (502.920857 sec): 3 clusters Score: Raw -464056.162846 + Penalty 6310.498784 = -457745.664062 nChanged 42 SP:Iteration 17Q (503.030962 sec): 3 clusters Score: Raw -464076.049413 + Penalty 6310.498784 = -457765.550629 nChanged 41 SP:Iteration 18Q (503.124178 sec): 3 clusters Score: Raw -464096.045392 + Penalty 6310.498784 = -457785.546608 nChanged 49 SP:Iteration 19Q (503.236820 sec): 3 clusters Score: Raw -464115.523189 + Penalty 6310.498784 = -457805.024405 nChanged 35 SP:Iteration 20F (503.332705 sec): 3 clusters Score: Raw -464132.879690 + Penalty 6310.498784 = -457822.380905 nChanged 36 SP:Iteration 21Q (503.423959 sec): 3 clusters Score: Raw -464151.222135 + Penalty 6310.498784 = -457840.723351 nChanged 41 SP:Iteration 22Q (503.505161 sec): 3 clusters Score: Raw -464173.611546 + Penalty 6310.498784 = -457863.112762 nChanged 53 SP:Iteration 23Q (503.626488 sec): 3 clusters Score: Raw -464204.330042 + Penalty 6310.498784 = -457893.831258 nChanged 49 SP:Iteration 24Q (503.715990 sec): 3 clusters Score: Raw -464233.917711 + Penalty 6310.498784 = -457923.418927 nChanged 48 SP:Iteration 25Q (503.827199 sec): 3 clusters Score: Raw -464265.911524 + Penalty 6310.498784 = -457955.412740 nChanged 51 SP:Iteration 26Q (503.922234 sec): 3 clusters Score: Raw -464293.348648 + Penalty 6310.498784 = -457982.849864 nChanged 41 SP:Iteration 27Q (504.019820 sec): 3 clusters Score: Raw -464318.942853 + Penalty 6310.498784 = -458008.444069 nChanged 48 SP:Iteration 28Q (504.097909 sec): 3 clusters Score: Raw -464347.429954 + Penalty 6310.498784 = -458036.931170 nChanged 36 SP:Iteration 29Q (504.200365 sec): 3 clusters Score: Raw -464366.156504 + Penalty 6310.498784 = -458055.657719 nChanged 42 SP:Iteration 30Q (504.287076 sec): 3 clusters Score: Raw -464391.274601 + Penalty 6310.498784 = -458080.775817 nChanged 41 SP:Iteration 31Q (504.401835 sec): 3 clusters Score: Raw -464418.049371 + Penalty 6310.498784 = -458107.550587 nChanged 31 SP:Iteration 32Q (504.501307 sec): 3 clusters Score: Raw -464437.440923 + Penalty 6310.498784 = -458126.942139 nChanged 41 SP:Iteration 33Q (504.579860 sec): 3 clusters Score: Raw -464460.378091 + Penalty 6310.498784 = -458149.879307 nChanged 29 SP:Iteration 34Q (504.691659 sec): 3 clusters Score: Raw -464475.446667 + Penalty 6310.498784 = -458164.947883 nChanged 35 SP:Iteration 35Q (504.764752 sec): 3 clusters Score: Raw -464494.889526 + Penalty 6310.498784 = -458184.390742 nChanged 27 SP:Iteration 36Q (504.872864 sec): 3 clusters Score: Raw -464507.624148 + Penalty 6310.498784 = -458197.125364 nChanged 23 SP:Iteration 37Q (504.960988 sec): 3 clusters Score: Raw -464517.468783 + Penalty 6310.498784 = -458206.969999 nChanged 16 SP:Iteration 38Q (505.057559 sec): 3 clusters Score: Raw -464524.718123 + Penalty 6310.498784 = -458214.219339 nChanged 13 SP:Iteration 39Q (505.168088 sec): 3 clusters Score: Raw -464534.401350 + Penalty 6310.498784 = -458223.902566 nChanged 19 SP:Iteration 40F (505.256080 sec): 3 clusters Score: Raw -464546.453119 + Penalty 6310.498784 = -458235.954335 nChanged 20 SP:Iteration 41Q (505.336865 sec): 3 clusters Score: Raw -464558.076656 + Penalty 6310.498784 = -458247.577872 nChanged 19 SP:Iteration 42Q (505.449380 sec): 3 clusters Score: Raw -464569.808702 + Penalty 6310.498784 = -458259.309918 nChanged 20 SP:Iteration 43Q (505.543349 sec): 3 clusters Score: Raw -464583.672732 + Penalty 6310.498784 = -458273.173948 nChanged 27 SP:Iteration 44Q (505.623687 sec): 3 clusters Score: Raw -464598.845369 + Penalty 6310.498784 = -458288.346585 nChanged 18 SP:Iteration 45Q (505.727032 sec): 3 clusters Score: Raw -464608.670295 + Penalty 6310.498784 = -458298.171511 nChanged 18 SP:Iteration 46Q (505.817987 sec): 3 clusters Score: Raw -464619.165805 + Penalty 6310.498784 = -458308.667021 nChanged 15 SP:Iteration 47Q (505.920924 sec): 3 clusters Score: Raw -464626.087963 + Penalty 6310.498784 = -458315.589179 nChanged 13 SP:Iteration 48Q (506.028360 sec): 3 clusters Score: Raw -464636.125663 + Penalty 6310.498784 = -458325.626879 nChanged 16 SP:Iteration 49Q (506.116734 sec): 3 clusters Score: Raw -464645.380286 + Penalty 6310.498784 = -458334.881502 nChanged 20 SP:Iteration 50Q (506.226558 sec): 3 clusters Score: Raw -464655.351872 + Penalty 6310.498784 = -458344.853088 nChanged 17 SP:Iteration 51Q (506.325614 sec): 3 clusters Score: Raw -464664.214772 + Penalty 6310.498784 = -458353.715988 nChanged 15 SP:Iteration 52Q (506.397662 sec): 3 clusters Score: Raw -464672.918066 + Penalty 6310.498784 = -458362.419281 nChanged 17 SP:Iteration 53Q (506.502814 sec): 3 clusters Score: Raw -464682.618906 + Penalty 6310.498784 = -458372.120122 nChanged 17 SP:Iteration 54Q (506.606835 sec): 3 clusters Score: Raw -464691.118035 + Penalty 6310.498784 = -458380.619251 nChanged 18 SP:Iteration 55Q (506.694450 sec): 3 clusters Score: Raw -464701.748770 + Penalty 6310.498784 = -458391.249986 nChanged 19 SP:Iteration 56Q (506.796526 sec): 3 clusters Score: Raw -464710.570343 + Penalty 6310.498784 = -458400.071559 nChanged 17 SP:Iteration 57Q (506.880754 sec): 3 clusters Score: Raw -464722.603528 + Penalty 6310.498784 = -458412.104744 nChanged 14 SP:Iteration 58Q (506.992876 sec): 3 clusters Score: Raw -464732.381236 + Penalty 6310.498784 = -458421.882451 nChanged 9 SP:Iteration 59Q (507.095410 sec): 3 clusters Score: Raw -464736.982778 + Penalty 6310.498784 = -458426.483994 nChanged 10 SP:Iteration 60F (507.191966 sec): 3 clusters Score: Raw -464741.496840 + Penalty 6310.498784 = -458430.998056 nChanged 4 SP:Iteration 61Q (507.292969 sec): 3 clusters Score: Raw -464743.227364 + Penalty 6310.498784 = -458432.728580 nChanged 7 SP:Iteration 62Q (507.388788 sec): 3 clusters Score: Raw -464747.108451 + Penalty 6310.498784 = -458436.609667 nChanged 11 SP:Iteration 63Q (507.480986 sec): 3 clusters Score: Raw -464751.336280 + Penalty 6310.498784 = -458440.837496 nChanged 7 SP:Iteration 64Q (507.577414 sec): 3 clusters Score: Raw -464755.971676 + Penalty 6310.498784 = -458445.472892 nChanged 4 SP:Iteration 65Q (507.660749 sec): 3 clusters Score: Raw -464757.639379 + Penalty 6310.498784 = -458447.140595 nChanged 2 SP:Iteration 66Q (507.759809 sec): 3 clusters Score: Raw -464758.561426 + Penalty 6310.498784 = -458448.062642 nChanged 3 SP:Iteration 67Q (507.862202 sec): 3 clusters Score: Raw -464759.962896 + Penalty 6310.498784 = -458449.464112 nChanged 2 SP:Iteration 68Q (507.958606 sec): 3 clusters Score: Raw -464761.125686 + Penalty 6310.498784 = -458450.626902 nChanged 0 SP:Iteration 69F (508.042253 sec): 3 clusters Score: Raw -464761.125686 + Penalty 6310.498784 = -458450.626902 nChanged 0 Trying to split cluster 6 (2608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (508.107705 sec): 2 clusters Score: Raw -169509.120113 + Penalty 2914.478571 = -166594.641542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (508.204324 sec): 3 clusters Score: Raw -168748.156997 + Penalty 5828.957142 = -162919.199855 nChanged 868 SP:Iteration 1F (508.284912 sec): 3 clusters Score: Raw -170160.980914 + Penalty 5828.957142 = -164332.023772 nChanged 344 SP:Iteration 2F (508.373397 sec): 3 clusters Score: Raw -170959.115795 + Penalty 5828.957142 = -165130.158653 nChanged 218 SP:Iteration 3F (508.476247 sec): 3 clusters Score: Raw -171379.541875 + Penalty 5828.957142 = -165550.584733 nChanged 126 SP:Iteration 4Q (508.554110 sec): 3 clusters Score: Raw -171571.546002 + Penalty 5828.957142 = -165742.588860 nChanged 74 SP:Iteration 5Q (508.637335 sec): 3 clusters Score: Raw -171694.399134 + Penalty 5828.957142 = -165865.441992 nChanged 55 SP:Iteration 6Q (508.740158 sec): 3 clusters Score: Raw -171778.365874 + Penalty 5828.957142 = -165949.408732 nChanged 44 SP:Iteration 7Q (508.832425 sec): 3 clusters Score: Raw -171844.220695 + Penalty 5828.957142 = -166015.263553 nChanged 44 SP:Iteration 8Q (508.920882 sec): 3 clusters Score: Raw -171908.931168 + Penalty 5828.957142 = -166079.974026 nChanged 49 SP:Iteration 9Q (509.017388 sec): 3 clusters Score: Raw -172000.965901 + Penalty 5828.957142 = -166172.008759 nChanged 58 SP:Iteration 10Q (509.099740 sec): 3 clusters Score: Raw -172151.937321 + Penalty 5828.957142 = -166322.980179 nChanged 81 SP:Iteration 11Q (509.179154 sec): 3 clusters Score: Raw -172341.914160 + Penalty 5828.957142 = -166512.957018 nChanged 79 SP:Iteration 12Q (509.290954 sec): 3 clusters Score: Raw -172581.576050 + Penalty 5828.957142 = -166752.618908 nChanged 87 SP:Iteration 13Q (509.377574 sec): 3 clusters Score: Raw -172796.884822 + Penalty 5828.957142 = -166967.927680 nChanged 64 SP:Iteration 14Q (509.464755 sec): 3 clusters Score: Raw -172907.844481 + Penalty 5828.957142 = -167078.887339 nChanged 42 SP:Iteration 15Q (509.549386 sec): 3 clusters Score: Raw -172983.049763 + Penalty 5828.957142 = -167154.092621 nChanged 27 SP:Iteration 16Q (509.645510 sec): 3 clusters Score: Raw -173032.294183 + Penalty 5828.957142 = -167203.337041 nChanged 18 SP:Iteration 17Q (509.727554 sec): 3 clusters Score: Raw -173050.045574 + Penalty 5828.957142 = -167221.088432 nChanged 12 SP:Iteration 18Q (509.822516 sec): 3 clusters Score: Raw -173063.929195 + Penalty 5828.957142 = -167234.972053 nChanged 5 SP:Iteration 19Q (509.894980 sec): 3 clusters Score: Raw -173067.365569 + Penalty 5828.957142 = -167238.408427 nChanged 1 SP:Iteration 20F (509.991504 sec): 3 clusters Score: Raw -173068.170518 + Penalty 5828.957142 = -167239.213376 nChanged 0 Score: Raw -3275668.820966 + Penalty 35413.561276 = -3240255.259690 Splitting cluster 6 changes total score from -3240628.675005 to -3240255.259690 So it's not getting split. Trying to split cluster 7 (10090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (510.818118 sec): 2 clusters Score: Raw -900174.413874 + Penalty 3415.750692 = -896758.663182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (510.930122 sec): 3 clusters Score: Raw -895014.592429 + Penalty 6831.501384 = -888183.091045 nChanged 3970 SP:Iteration 1F (511.042182 sec): 3 clusters Score: Raw -897277.106118 + Penalty 6831.501384 = -890445.604734 nChanged 719 SP:Iteration 2F (511.128189 sec): 3 clusters Score: Raw -897705.820178 + Penalty 6831.501384 = -890874.318794 nChanged 566 SP:Iteration 3F (511.232788 sec): 3 clusters Score: Raw -898033.668941 + Penalty 6831.501384 = -891202.167557 nChanged 475 SP:Iteration 4Q (511.350015 sec): 3 clusters Score: Raw -898311.732835 + Penalty 6831.501384 = -891480.231451 nChanged 404 SP:Iteration 5Q (511.456539 sec): 3 clusters Score: Raw -898579.129683 + Penalty 6831.501384 = -891747.628299 nChanged 434 SP:Iteration 6Q (511.572203 sec): 3 clusters Score: Raw -898872.589283 + Penalty 6831.501384 = -892041.087899 nChanged 429 SP:Iteration 7Q (511.680756 sec): 3 clusters Score: Raw -899197.075612 + Penalty 6831.501384 = -892365.574228 nChanged 473 SP:Iteration 8Q (511.806943 sec): 3 clusters Score: Raw -899572.074029 + Penalty 6831.501384 = -892740.572645 nChanged 468 SP:Iteration 9Q (511.927811 sec): 3 clusters Score: Raw -899970.333422 + Penalty 6831.501384 = -893138.832038 nChanged 462 SP:Iteration 10Q (512.018633 sec): 3 clusters Score: Raw -900359.825319 + Penalty 6831.501384 = -893528.323935 nChanged 422 SP:Iteration 11Q (512.147146 sec): 3 clusters Score: Raw -900738.880309 + Penalty 6831.501384 = -893907.378925 nChanged 390 SP:Iteration 12Q (512.238114 sec): 3 clusters Score: Raw -901086.775064 + Penalty 6831.501384 = -894255.273680 nChanged 317 SP:Iteration 13Q (512.334820 sec): 3 clusters Score: Raw -901283.392922 + Penalty 6831.501384 = -894451.891538 nChanged 246 SP:Iteration 14Q (512.465278 sec): 3 clusters Score: Raw -901408.213160 + Penalty 6831.501384 = -894576.711776 nChanged 186 SP:Iteration 15Q (512.568249 sec): 3 clusters Score: Raw -901485.993940 + Penalty 6831.501384 = -894654.492556 nChanged 129 SP:Iteration 16Q (512.692372 sec): 3 clusters Score: Raw -901541.653867 + Penalty 6831.501384 = -894710.152483 nChanged 110 SP:Iteration 17Q (512.799503 sec): 3 clusters Score: Raw -901584.663898 + Penalty 6831.501384 = -894753.162514 nChanged 102 SP:Iteration 18Q (512.911867 sec): 3 clusters Score: Raw -901621.091154 + Penalty 6831.501384 = -894789.589770 nChanged 86 SP:Iteration 19Q (513.036293 sec): 3 clusters Score: Raw -901648.022285 + Penalty 6831.501384 = -894816.520901 nChanged 79 SP:Iteration 20F (513.148655 sec): 3 clusters Score: Raw -901675.664466 + Penalty 6831.501384 = -894844.163082 nChanged 77 SP:Iteration 21Q (513.266986 sec): 3 clusters Score: Raw -901699.550327 + Penalty 6831.501384 = -894868.048943 nChanged 71 SP:Iteration 22Q (513.375802 sec): 3 clusters Score: Raw -901721.120245 + Penalty 6831.501384 = -894889.618861 nChanged 62 SP:Iteration 23Q (513.494661 sec): 3 clusters Score: Raw -901741.089374 + Penalty 6831.501384 = -894909.587990 nChanged 49 SP:Iteration 24Q (513.610954 sec): 3 clusters Score: Raw -901757.689668 + Penalty 6831.501384 = -894926.188284 nChanged 49 SP:Iteration 25Q (513.745281 sec): 3 clusters Score: Raw -901771.712791 + Penalty 6831.501384 = -894940.211407 nChanged 34 SP:Iteration 26Q (513.853045 sec): 3 clusters Score: Raw -901781.634266 + Penalty 6831.501384 = -894950.132882 nChanged 37 SP:Iteration 27Q (513.972305 sec): 3 clusters Score: Raw -901791.433910 + Penalty 6831.501384 = -894959.932526 nChanged 48 SP:Iteration 28Q (514.080126 sec): 3 clusters Score: Raw -901804.870537 + Penalty 6831.501384 = -894973.369153 nChanged 39 SP:Iteration 29Q (514.187900 sec): 3 clusters Score: Raw -901815.583454 + Penalty 6831.501384 = -894984.082070 nChanged 27 SP:Iteration 30Q (514.319125 sec): 3 clusters Score: Raw -901823.940866 + Penalty 6831.501384 = -894992.439482 nChanged 31 SP:Iteration 31Q (514.426367 sec): 3 clusters Score: Raw -901831.807030 + Penalty 6831.501384 = -895000.305646 nChanged 32 SP:Iteration 32Q (514.536922 sec): 3 clusters Score: Raw -901839.894403 + Penalty 6831.501384 = -895008.393019 nChanged 28 SP:Iteration 33Q (514.622741 sec): 3 clusters Score: Raw -901847.041515 + Penalty 6831.501384 = -895015.540131 nChanged 25 SP:Iteration 34Q (514.739422 sec): 3 clusters Score: Raw -901856.743374 + Penalty 6831.501384 = -895025.241990 nChanged 45 SP:Iteration 35Q (514.833399 sec): 3 clusters Score: Raw -901871.625296 + Penalty 6831.501384 = -895040.123912 nChanged 45 SP:Iteration 36Q (514.960721 sec): 3 clusters Score: Raw -901888.497030 + Penalty 6831.501384 = -895056.995646 nChanged 39 SP:Iteration 37Q (515.074338 sec): 3 clusters Score: Raw -901901.563963 + Penalty 6831.501384 = -895070.062579 nChanged 40 SP:Iteration 38Q (515.176198 sec): 3 clusters Score: Raw -901916.009689 + Penalty 6831.501384 = -895084.508305 nChanged 43 SP:Iteration 39Q (515.265445 sec): 3 clusters Score: Raw -901929.791477 + Penalty 6831.501384 = -895098.290093 nChanged 44 SP:Iteration 40F (515.391396 sec): 3 clusters Score: Raw -901942.597554 + Penalty 6831.501384 = -895111.096170 nChanged 49 SP:Iteration 41Q (515.499072 sec): 3 clusters Score: Raw -901958.553525 + Penalty 6831.501384 = -895127.052141 nChanged 50 SP:Iteration 42Q (515.620447 sec): 3 clusters Score: Raw -901977.228446 + Penalty 6831.501384 = -895145.727062 nChanged 54 SP:Iteration 43Q (515.710977 sec): 3 clusters Score: Raw -901995.850984 + Penalty 6831.501384 = -895164.349600 nChanged 50 SP:Iteration 44Q (515.835113 sec): 3 clusters Score: Raw -902012.760253 + Penalty 6831.501384 = -895181.258869 nChanged 50 SP:Iteration 45Q (515.932684 sec): 3 clusters Score: Raw -902034.565520 + Penalty 6831.501384 = -895203.064136 nChanged 58 SP:Iteration 46Q (516.057384 sec): 3 clusters Score: Raw -902060.349139 + Penalty 6831.501384 = -895228.847755 nChanged 60 SP:Iteration 47Q (516.181102 sec): 3 clusters Score: Raw -902091.881193 + Penalty 6831.501384 = -895260.379809 nChanged 60 SP:Iteration 48Q (516.285627 sec): 3 clusters Score: Raw -902120.619136 + Penalty 6831.501384 = -895289.117752 nChanged 60 SP:Iteration 49Q (516.405685 sec): 3 clusters Score: Raw -902147.889657 + Penalty 6831.501384 = -895316.388273 nChanged 55 SP:Iteration 50Q (516.531804 sec): 3 clusters Score: Raw -902172.227942 + Penalty 6831.501384 = -895340.726558 nChanged 56 SP:Iteration 51Q (516.670672 sec): 3 clusters Score: Raw -902202.666985 + Penalty 6831.501384 = -895371.165601 nChanged 72 SP:Iteration 52Q (516.770481 sec): 3 clusters Score: Raw -902236.783522 + Penalty 6831.501384 = -895405.282138 nChanged 67 SP:Iteration 53Q (516.873846 sec): 3 clusters Score: Raw -902271.572804 + Penalty 6831.501384 = -895440.071420 nChanged 63 SP:Iteration 54Q (516.997294 sec): 3 clusters Score: Raw -902302.982825 + Penalty 6831.501384 = -895471.481441 nChanged 48 SP:Iteration 55Q (517.105856 sec): 3 clusters Score: Raw -902324.592454 + Penalty 6831.501384 = -895493.091070 nChanged 44 SP:Iteration 56Q (517.206340 sec): 3 clusters Score: Raw -902341.344685 + Penalty 6831.501384 = -895509.843301 nChanged 36 SP:Iteration 57Q (517.317631 sec): 3 clusters Score: Raw -902353.956963 + Penalty 6831.501384 = -895522.455579 nChanged 25 SP:Iteration 58Q (517.408795 sec): 3 clusters Score: Raw -902362.887894 + Penalty 6831.501384 = -895531.386510 nChanged 19 SP:Iteration 59Q (517.536986 sec): 3 clusters Score: Raw -902368.693463 + Penalty 6831.501384 = -895537.192079 nChanged 17 SP:Iteration 60F (517.644919 sec): 3 clusters Score: Raw -902373.378919 + Penalty 6831.501384 = -895541.877535 nChanged 14 SP:Iteration 61Q (517.756251 sec): 3 clusters Score: Raw -902376.170069 + Penalty 6831.501384 = -895544.668685 nChanged 7 SP:Iteration 62Q (517.877060 sec): 3 clusters Score: Raw -902377.631385 + Penalty 6831.501384 = -895546.130001 nChanged 5 SP:Iteration 63Q (517.981093 sec): 3 clusters Score: Raw -902379.035203 + Penalty 6831.501384 = -895547.533819 nChanged 5 SP:Iteration 64Q (518.090018 sec): 3 clusters Score: Raw -902380.134755 + Penalty 6831.501384 = -895548.633371 nChanged 5 SP:Iteration 65Q (518.180871 sec): 3 clusters Score: Raw -902381.738920 + Penalty 6831.501384 = -895550.237536 nChanged 3 SP:Iteration 66Q (518.307582 sec): 3 clusters Score: Raw -902382.603374 + Penalty 6831.501384 = -895551.101990 nChanged 4 SP:Iteration 67Q (518.430181 sec): 3 clusters Score: Raw -902383.669538 + Penalty 6831.501384 = -895552.168154 nChanged 2 SP:Iteration 68Q (518.534514 sec): 3 clusters Score: Raw -902384.015863 + Penalty 6831.501384 = -895552.514479 nChanged 0 SP:Iteration 69F (518.648856 sec): 3 clusters Score: Raw -902384.015863 + Penalty 6831.501384 = -895552.514479 nChanged 0 Trying to split cluster 8 (7858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (518.717477 sec): 2 clusters Score: Raw -596788.409041 + Penalty 3323.120982 = -593465.288060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (518.813238 sec): 3 clusters Score: Raw -592972.680991 + Penalty 6646.241963 = -586326.439028 nChanged 3037 SP:Iteration 1F (518.922022 sec): 3 clusters Score: Raw -595342.693627 + Penalty 6646.241963 = -588696.451663 nChanged 828 SP:Iteration 2F (519.026528 sec): 3 clusters Score: Raw -596499.353848 + Penalty 6646.241963 = -589853.111884 nChanged 732 SP:Iteration 3F (519.124354 sec): 3 clusters Score: Raw -597626.409928 + Penalty 6646.241963 = -590980.167965 nChanged 632 SP:Iteration 4F (519.244850 sec): 3 clusters Score: Raw -598555.208711 + Penalty 6646.241963 = -591908.966747 nChanged 528 SP:Iteration 5F (519.327945 sec): 3 clusters Score: Raw -599316.501320 + Penalty 6646.241963 = -592670.259356 nChanged 414 SP:Iteration 6F (519.439928 sec): 3 clusters Score: Raw -599850.926579 + Penalty 6646.241963 = -593204.684616 nChanged 320 SP:Iteration 7Q (519.547736 sec): 3 clusters Score: Raw -600201.783845 + Penalty 6646.241963 = -593555.541881 nChanged 235 SP:Iteration 8Q (519.649401 sec): 3 clusters Score: Raw -600434.125263 + Penalty 6646.241963 = -593787.883300 nChanged 175 SP:Iteration 9Q (519.745568 sec): 3 clusters Score: Raw -600598.530661 + Penalty 6646.241963 = -593952.288698 nChanged 136 SP:Iteration 10Q (519.856761 sec): 3 clusters Score: Raw -600695.921720 + Penalty 6646.241963 = -594049.679756 nChanged 101 SP:Iteration 11Q (519.959605 sec): 3 clusters Score: Raw -600760.750525 + Penalty 6646.241963 = -594114.508561 nChanged 66 SP:Iteration 12Q (520.059138 sec): 3 clusters Score: Raw -600801.060311 + Penalty 6646.241963 = -594154.818348 nChanged 62 SP:Iteration 13Q (520.163627 sec): 3 clusters Score: Raw -600843.046875 + Penalty 6646.241963 = -594196.804912 nChanged 73 SP:Iteration 14Q (520.265385 sec): 3 clusters Score: Raw -600891.413417 + Penalty 6646.241963 = -594245.171453 nChanged 81 SP:Iteration 15Q (520.365180 sec): 3 clusters Score: Raw -600949.511109 + Penalty 6646.241963 = -594303.269145 nChanged 74 SP:Iteration 16Q (520.481985 sec): 3 clusters Score: Raw -601012.531115 + Penalty 6646.241963 = -594366.289151 nChanged 66 SP:Iteration 17Q (520.596375 sec): 3 clusters Score: Raw -601067.666831 + Penalty 6646.241963 = -594421.424868 nChanged 68 SP:Iteration 18Q (520.670702 sec): 3 clusters Score: Raw -601132.599452 + Penalty 6646.241963 = -594486.357489 nChanged 87 SP:Iteration 19Q (520.791175 sec): 3 clusters Score: Raw -601241.592623 + Penalty 6646.241963 = -594595.350659 nChanged 101 SP:Iteration 20F (520.907209 sec): 3 clusters Score: Raw -601399.531716 + Penalty 6646.241963 = -594753.289753 nChanged 93 SP:Iteration 21Q (521.004143 sec): 3 clusters Score: Raw -601546.433876 + Penalty 6646.241963 = -594900.191912 nChanged 74 SP:Iteration 22Q (521.112707 sec): 3 clusters Score: Raw -601626.747599 + Penalty 6646.241963 = -594980.505635 nChanged 49 SP:Iteration 23Q (521.202867 sec): 3 clusters Score: Raw -601662.565807 + Penalty 6646.241963 = -595016.323844 nChanged 25 SP:Iteration 24Q (521.303782 sec): 3 clusters Score: Raw -601676.459644 + Penalty 6646.241963 = -595030.217681 nChanged 26 SP:Iteration 25Q (521.386939 sec): 3 clusters Score: Raw -601689.072505 + Penalty 6646.241963 = -595042.830542 nChanged 12 SP:Iteration 26Q (521.499629 sec): 3 clusters Score: Raw -601694.224245 + Penalty 6646.241963 = -595047.982281 nChanged 6 SP:Iteration 27Q (521.589317 sec): 3 clusters Score: Raw -601695.844024 + Penalty 6646.241963 = -595049.602061 nChanged 0 SP:Iteration 28F (521.717085 sec): 3 clusters Score: Raw -601695.844024 + Penalty 6646.241963 = -595049.602061 nChanged 0 Score: Raw -3277017.205544 + Penalty 35413.561276 = -3241603.644268 Splitting cluster 8 changes total score from -3240628.675005 to -3241603.644268 So it's getting split into cluster 9. Iteration 99Q (523.099334 sec): 10 clusters Score: Raw -3277560.367225 + Penalty 35413.561276 = -3242146.805950 nChanged 624 Iteration 100F (523.822629 sec): 10 clusters Score: Raw -3278055.221825 + Penalty 35413.561276 = -3242641.660549 nChanged 414 Iteration 101Q (524.379436 sec): 10 clusters Score: Raw -3278257.685558 + Penalty 35413.561276 = -3242844.124283 nChanged 235 Iteration 102Q (524.943187 sec): 10 clusters Score: Raw -3278353.902869 + Penalty 35413.561276 = -3242940.341594 nChanged 163 Iteration 103Q (525.552091 sec): 10 clusters Score: Raw -3278418.979798 + Penalty 35413.561276 = -3243005.418523 nChanged 139 Iteration 104Q (526.143365 sec): 10 clusters Score: Raw -3278479.526833 + Penalty 35413.561276 = -3243065.965558 nChanged 126 Iteration 105Q (526.725639 sec): 10 clusters Score: Raw -3278540.769004 + Penalty 35413.561276 = -3243127.207729 nChanged 129 Iteration 106Q (527.319695 sec): 10 clusters Score: Raw -3278595.097743 + Penalty 35413.561276 = -3243181.536467 nChanged 118 Iteration 107Q (527.890771 sec): 10 clusters Score: Raw -3278644.238444 + Penalty 35413.561276 = -3243230.677169 nChanged 107 Iteration 108Q (528.458317 sec): 10 clusters Score: Raw -3278682.471742 + Penalty 35413.561276 = -3243268.910466 nChanged 75 Iteration 109Q (529.035104 sec): 10 clusters Score: Raw -3278706.346804 + Penalty 35413.561276 = -3243292.785528 nChanged 68 Iteration 110Q (529.644452 sec): 10 clusters Score: Raw -3278725.817152 + Penalty 35413.561276 = -3243312.255876 nChanged 49 Iteration 111Q (530.214227 sec): 10 clusters Score: Raw -3278741.893005 + Penalty 35413.561276 = -3243328.331729 nChanged 52 Iteration 112Q (530.786389 sec): 10 clusters Score: Raw -3278755.532020 + Penalty 35413.561276 = -3243341.970744 nChanged 34 Iteration 113Q (531.370000 sec): 10 clusters Score: Raw -3278764.744559 + Penalty 35413.561276 = -3243351.183284 nChanged 27 Iteration 114Q (531.944032 sec): 10 clusters Score: Raw -3278772.521382 + Penalty 35413.561276 = -3243358.960106 nChanged 27 Iteration 115Q (532.515694 sec): 10 clusters Score: Raw -3278780.482686 + Penalty 35413.561276 = -3243366.921411 nChanged 25 Iteration 116Q (533.079058 sec): 10 clusters Score: Raw -3278787.150483 + Penalty 35413.561276 = -3243373.589207 nChanged 19 Iteration 117Q (533.628419 sec): 10 clusters Score: Raw -3278791.687083 + Penalty 35413.561276 = -3243378.125808 nChanged 9 Iteration 118Q (534.191550 sec): 10 clusters Score: Raw -3278793.960690 + Penalty 35413.561276 = -3243380.399414 nChanged 7 Iteration 119Q (534.775750 sec): 10 clusters Score: Raw -3278797.061853 + Penalty 35413.561276 = -3243383.500578 nChanged 11 Iteration 120F (535.501760 sec): 10 clusters Score: Raw -3278799.910996 + Penalty 35413.561276 = -3243386.349720 nChanged 10 Iteration 121Q (536.081224 sec): 10 clusters Score: Raw -3278802.278800 + Penalty 35413.561276 = -3243388.717525 nChanged 6 Iteration 122Q (536.645870 sec): 10 clusters Score: Raw -3278803.327708 + Penalty 35413.561276 = -3243389.766432 nChanged 6 Iteration 123Q (537.189823 sec): 10 clusters Score: Raw -3278804.467852 + Penalty 35413.561276 = -3243390.906576 nChanged 7 Iteration 124Q (537.744670 sec): 10 clusters Score: Raw -3278805.646348 + Penalty 35413.561276 = -3243392.085072 nChanged 5 Iteration 125Q (538.316863 sec): 10 clusters Score: Raw -3278806.729332 + Penalty 35413.561276 = -3243393.168056 nChanged 3 Iteration 126Q (538.901349 sec): 10 clusters Score: Raw -3278807.633922 + Penalty 35413.561276 = -3243394.072647 nChanged 2 Iteration 127Q (539.469338 sec): 10 clusters Score: Raw -3278808.022676 + Penalty 35413.561276 = -3243394.461401 nChanged 3 Iteration 128Q (540.019767 sec): 10 clusters Score: Raw -3278808.737481 + Penalty 35413.561276 = -3243395.176205 nChanged 3 Iteration 129Q (540.593663 sec): 10 clusters Score: Raw -3278809.413581 + Penalty 35413.561276 = -3243395.852305 nChanged 3 Iteration 130Q (541.164059 sec): 10 clusters Score: Raw -3278809.769652 + Penalty 35413.561276 = -3243396.208377 nChanged 1 Iteration 131Q (541.721460 sec): 10 clusters Score: Raw -3278810.340769 + Penalty 35413.561276 = -3243396.779494 nChanged 0 Iteration 132F (542.471519 sec): 10 clusters Score: Raw -3278810.340769 + Penalty 35413.561276 = -3243396.779494 nChanged 0 Compute initial score before splitting: Score: Raw -3278810.340769 + Penalty 35413.561276 = -3243396.779494 Trying to split cluster 1 (2167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (542.559260 sec): 2 clusters Score: Raw -196942.648162 + Penalty 2845.847180 = -194096.800981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (542.640060 sec): 3 clusters Score: Raw -196264.059134 + Penalty 5691.694360 = -190572.364774 nChanged 621 SP:Iteration 1F (542.732933 sec): 3 clusters Score: Raw -196814.280647 + Penalty 5691.694360 = -191122.586287 nChanged 152 SP:Iteration 2F (542.819774 sec): 3 clusters Score: Raw -196970.468623 + Penalty 5691.694360 = -191278.774262 nChanged 79 SP:Iteration 3Q (542.893575 sec): 3 clusters Score: Raw -197064.560806 + Penalty 5691.694360 = -191372.866446 nChanged 71 SP:Iteration 4Q (542.993240 sec): 3 clusters Score: Raw -197156.163069 + Penalty 5691.694360 = -191464.468709 nChanged 67 SP:Iteration 5Q (543.062638 sec): 3 clusters Score: Raw -197236.726136 + Penalty 5691.694360 = -191545.031776 nChanged 66 SP:Iteration 6Q (543.169972 sec): 3 clusters Score: Raw -197306.145949 + Penalty 5691.694360 = -191614.451588 nChanged 53 SP:Iteration 7Q (543.254098 sec): 3 clusters Score: Raw -197387.132707 + Penalty 5691.694360 = -191695.438347 nChanged 52 SP:Iteration 8Q (543.320337 sec): 3 clusters Score: Raw -197460.276037 + Penalty 5691.694360 = -191768.581677 nChanged 51 SP:Iteration 9Q (543.417209 sec): 3 clusters Score: Raw -197538.958728 + Penalty 5691.694360 = -191847.264368 nChanged 56 SP:Iteration 10Q (543.480069 sec): 3 clusters Score: Raw -197628.941944 + Penalty 5691.694360 = -191937.247584 nChanged 61 SP:Iteration 11Q (543.584621 sec): 3 clusters Score: Raw -197708.224082 + Penalty 5691.694360 = -192016.529722 nChanged 59 SP:Iteration 12Q (543.661017 sec): 3 clusters Score: Raw -197768.654507 + Penalty 5691.694360 = -192076.960147 nChanged 41 SP:Iteration 13Q (543.751540 sec): 3 clusters Score: Raw -197810.771219 + Penalty 5691.694360 = -192119.076859 nChanged 31 SP:Iteration 14Q (543.840486 sec): 3 clusters Score: Raw -197845.319571 + Penalty 5691.694360 = -192153.625211 nChanged 32 SP:Iteration 15Q (543.947656 sec): 3 clusters Score: Raw -197889.651453 + Penalty 5691.694360 = -192197.957093 nChanged 32 SP:Iteration 16Q (544.045249 sec): 3 clusters Score: Raw -197925.853349 + Penalty 5691.694360 = -192234.158988 nChanged 16 SP:Iteration 17Q (544.115052 sec): 3 clusters Score: Raw -197941.508674 + Penalty 5691.694360 = -192249.814314 nChanged 14 SP:Iteration 18Q (544.218855 sec): 3 clusters Score: Raw -197954.964935 + Penalty 5691.694360 = -192263.270575 nChanged 11 SP:Iteration 19Q (544.305784 sec): 3 clusters Score: Raw -197964.225197 + Penalty 5691.694360 = -192272.530837 nChanged 8 SP:Iteration 20F (544.370899 sec): 3 clusters Score: Raw -197973.479625 + Penalty 5691.694360 = -192281.785265 nChanged 9 SP:Iteration 21Q (544.456349 sec): 3 clusters Score: Raw -197981.282133 + Penalty 5691.694360 = -192289.587773 nChanged 6 SP:Iteration 22Q (544.531061 sec): 3 clusters Score: Raw -197986.313943 + Penalty 5691.694360 = -192294.619583 nChanged 10 SP:Iteration 23Q (544.610662 sec): 3 clusters Score: Raw -197999.852835 + Penalty 5691.694360 = -192308.158475 nChanged 14 SP:Iteration 24Q (544.718929 sec): 3 clusters Score: Raw -198011.276194 + Penalty 5691.694360 = -192319.581834 nChanged 6 SP:Iteration 25Q (544.788708 sec): 3 clusters Score: Raw -198016.132058 + Penalty 5691.694360 = -192324.437698 nChanged 3 SP:Iteration 26Q (544.896011 sec): 3 clusters Score: Raw -198019.533360 + Penalty 5691.694360 = -192327.839000 nChanged 2 SP:Iteration 27Q (544.984647 sec): 3 clusters Score: Raw -198021.538163 + Penalty 5691.694360 = -192329.843803 nChanged 0 SP:Iteration 28F (545.065585 sec): 3 clusters Score: Raw -198021.538163 + Penalty 5691.694360 = -192329.843803 nChanged 0 Trying to split cluster 2 (3083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (545.135987 sec): 2 clusters Score: Raw -194218.998342 + Penalty 2976.470448 = -191242.527894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (545.224874 sec): 3 clusters Score: Raw -193207.573609 + Penalty 5952.940895 = -187254.632714 nChanged 1009 SP:Iteration 1F (545.308466 sec): 3 clusters Score: Raw -194576.827482 + Penalty 5952.940895 = -188623.886586 nChanged 351 SP:Iteration 2F (545.401672 sec): 3 clusters Score: Raw -195206.822442 + Penalty 5952.940895 = -189253.881547 nChanged 252 SP:Iteration 3F (545.478499 sec): 3 clusters Score: Raw -195714.477284 + Penalty 5952.940895 = -189761.536389 nChanged 181 SP:Iteration 4F (545.579006 sec): 3 clusters Score: Raw -196033.511612 + Penalty 5952.940895 = -190080.570717 nChanged 129 SP:Iteration 5Q (545.676685 sec): 3 clusters Score: Raw -196211.820826 + Penalty 5952.940895 = -190258.879931 nChanged 91 SP:Iteration 6Q (545.767267 sec): 3 clusters Score: Raw -196326.529199 + Penalty 5952.940895 = -190373.588304 nChanged 65 SP:Iteration 7Q (545.855296 sec): 3 clusters Score: Raw -196406.239815 + Penalty 5952.940895 = -190453.298920 nChanged 52 SP:Iteration 8Q (545.945529 sec): 3 clusters Score: Raw -196453.742740 + Penalty 5952.940895 = -190500.801845 nChanged 43 SP:Iteration 9Q (546.045339 sec): 3 clusters Score: Raw -196487.158893 + Penalty 5952.940895 = -190534.217998 nChanged 29 SP:Iteration 10Q (546.124216 sec): 3 clusters Score: Raw -196511.484898 + Penalty 5952.940895 = -190558.544003 nChanged 24 SP:Iteration 11Q (546.231578 sec): 3 clusters Score: Raw -196538.344951 + Penalty 5952.940895 = -190585.404056 nChanged 24 SP:Iteration 12Q (546.335304 sec): 3 clusters Score: Raw -196555.824540 + Penalty 5952.940895 = -190602.883645 nChanged 24 SP:Iteration 13Q (546.409739 sec): 3 clusters Score: Raw -196575.947828 + Penalty 5952.940895 = -190623.006933 nChanged 16 SP:Iteration 14Q (546.515675 sec): 3 clusters Score: Raw -196588.412145 + Penalty 5952.940895 = -190635.471250 nChanged 17 SP:Iteration 15Q (546.592092 sec): 3 clusters Score: Raw -196608.691108 + Penalty 5952.940895 = -190655.750213 nChanged 23 SP:Iteration 16Q (546.708237 sec): 3 clusters Score: Raw -196637.979991 + Penalty 5952.940895 = -190685.039095 nChanged 31 SP:Iteration 17Q (546.799326 sec): 3 clusters Score: Raw -196678.801115 + Penalty 5952.940895 = -190725.860220 nChanged 32 SP:Iteration 18Q (546.872376 sec): 3 clusters Score: Raw -196725.236667 + Penalty 5952.940895 = -190772.295772 nChanged 31 SP:Iteration 19Q (546.970577 sec): 3 clusters Score: Raw -196773.318593 + Penalty 5952.940895 = -190820.377698 nChanged 28 SP:Iteration 20F (547.075380 sec): 3 clusters Score: Raw -196801.826567 + Penalty 5952.940895 = -190848.885672 nChanged 14 SP:Iteration 21Q (547.164101 sec): 3 clusters Score: Raw -196814.816601 + Penalty 5952.940895 = -190861.875705 nChanged 13 SP:Iteration 22Q (547.257677 sec): 3 clusters Score: Raw -196823.518479 + Penalty 5952.940895 = -190870.577584 nChanged 5 SP:Iteration 23Q (547.338198 sec): 3 clusters Score: Raw -196826.849080 + Penalty 5952.940895 = -190873.908185 nChanged 4 SP:Iteration 24Q (547.425276 sec): 3 clusters Score: Raw -196829.433239 + Penalty 5952.940895 = -190876.492344 nChanged 3 SP:Iteration 25Q (547.512580 sec): 3 clusters Score: Raw -196830.775778 + Penalty 5952.940895 = -190877.834883 nChanged 2 SP:Iteration 26Q (547.580060 sec): 3 clusters Score: Raw -196831.777699 + Penalty 5952.940895 = -190878.836804 nChanged 1 SP:Iteration 27Q (547.687530 sec): 3 clusters Score: Raw -196832.011795 + Penalty 5952.940895 = -190879.070900 nChanged 0 SP:Iteration 28F (547.757676 sec): 3 clusters Score: Raw -196832.011795 + Penalty 5952.940895 = -190879.070900 nChanged 0 Trying to split cluster 3 (4680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.817277 sec): 2 clusters Score: Raw -389920.496481 + Penalty 3131.115281 = -386789.381201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.920512 sec): 3 clusters Score: Raw -387905.368306 + Penalty 6262.230561 = -381643.137744 nChanged 1601 SP:Iteration 1F (548.029999 sec): 3 clusters Score: Raw -389045.253233 + Penalty 6262.230561 = -382783.022672 nChanged 410 SP:Iteration 2F (548.120888 sec): 3 clusters Score: Raw -389434.330129 + Penalty 6262.230561 = -383172.099568 nChanged 304 SP:Iteration 3F (548.200161 sec): 3 clusters Score: Raw -389747.344962 + Penalty 6262.230561 = -383485.114401 nChanged 259 SP:Iteration 4F (548.302070 sec): 3 clusters Score: Raw -390064.710955 + Penalty 6262.230561 = -383802.480393 nChanged 258 SP:Iteration 5F (548.398437 sec): 3 clusters Score: Raw -390437.603153 + Penalty 6262.230561 = -384175.372592 nChanged 249 SP:Iteration 6F (548.512207 sec): 3 clusters Score: Raw -390781.081643 + Penalty 6262.230561 = -384518.851082 nChanged 231 SP:Iteration 7Q (548.582713 sec): 3 clusters Score: Raw -391051.046670 + Penalty 6262.230561 = -384788.816109 nChanged 188 SP:Iteration 8Q (548.669765 sec): 3 clusters Score: Raw -391231.755079 + Penalty 6262.230561 = -384969.524518 nChanged 144 SP:Iteration 9Q (548.737965 sec): 3 clusters Score: Raw -391372.411961 + Penalty 6262.230561 = -385110.181400 nChanged 133 SP:Iteration 10Q (548.838880 sec): 3 clusters Score: Raw -391506.379510 + Penalty 6262.230561 = -385244.148949 nChanged 126 SP:Iteration 11Q (548.953250 sec): 3 clusters Score: Raw -391663.536805 + Penalty 6262.230561 = -385401.306244 nChanged 113 SP:Iteration 12Q (549.029503 sec): 3 clusters Score: Raw -391809.721706 + Penalty 6262.230561 = -385547.491145 nChanged 104 SP:Iteration 13Q (549.139888 sec): 3 clusters Score: Raw -391926.642741 + Penalty 6262.230561 = -385664.412180 nChanged 82 SP:Iteration 14Q (549.238597 sec): 3 clusters Score: Raw -391996.324551 + Penalty 6262.230561 = -385734.093990 nChanged 58 SP:Iteration 15Q (549.327533 sec): 3 clusters Score: Raw -392040.528095 + Penalty 6262.230561 = -385778.297534 nChanged 39 SP:Iteration 16Q (549.424381 sec): 3 clusters Score: Raw -392066.216492 + Penalty 6262.230561 = -385803.985931 nChanged 30 SP:Iteration 17Q (549.523357 sec): 3 clusters Score: Raw -392082.935911 + Penalty 6262.230561 = -385820.705350 nChanged 21 SP:Iteration 18Q (549.622253 sec): 3 clusters Score: Raw -392092.281386 + Penalty 6262.230561 = -385830.050825 nChanged 15 SP:Iteration 19Q (549.704375 sec): 3 clusters Score: Raw -392102.784434 + Penalty 6262.230561 = -385840.553873 nChanged 11 SP:Iteration 20F (549.803865 sec): 3 clusters Score: Raw -392108.835959 + Penalty 6262.230561 = -385846.605398 nChanged 8 SP:Iteration 21Q (549.910941 sec): 3 clusters Score: Raw -392111.591704 + Penalty 6262.230561 = -385849.361143 nChanged 3 SP:Iteration 22Q (550.016317 sec): 3 clusters Score: Raw -392113.025486 + Penalty 6262.230561 = -385850.794925 nChanged 4 SP:Iteration 23Q (550.109177 sec): 3 clusters Score: Raw -392114.150307 + Penalty 6262.230561 = -385851.919746 nChanged 0 SP:Iteration 24F (550.198283 sec): 3 clusters Score: Raw -392114.150307 + Penalty 6262.230561 = -385851.919746 nChanged 0 Trying to split cluster 4 (4528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (550.257012 sec): 2 clusters Score: Raw -364959.909315 + Penalty 3118.882197 = -361841.027118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (550.355288 sec): 3 clusters Score: Raw -363148.655365 + Penalty 6237.764394 = -356910.890971 nChanged 1580 SP:Iteration 1F (550.444391 sec): 3 clusters Score: Raw -364420.157074 + Penalty 6237.764394 = -358182.392679 nChanged 444 SP:Iteration 2F (550.541649 sec): 3 clusters Score: Raw -364971.142743 + Penalty 6237.764394 = -358733.378349 nChanged 345 SP:Iteration 3F (550.644560 sec): 3 clusters Score: Raw -365422.999961 + Penalty 6237.764394 = -359185.235566 nChanged 304 SP:Iteration 4F (550.745127 sec): 3 clusters Score: Raw -365814.534597 + Penalty 6237.764394 = -359576.770202 nChanged 243 SP:Iteration 5F (550.839139 sec): 3 clusters Score: Raw -366112.250739 + Penalty 6237.764394 = -359874.486345 nChanged 198 SP:Iteration 6Q (550.948433 sec): 3 clusters Score: Raw -366368.520012 + Penalty 6237.764394 = -360130.755618 nChanged 181 SP:Iteration 7Q (551.020007 sec): 3 clusters Score: Raw -366594.259200 + Penalty 6237.764394 = -360356.494806 nChanged 130 SP:Iteration 8Q (551.138356 sec): 3 clusters Score: Raw -366734.668027 + Penalty 6237.764394 = -360496.903632 nChanged 107 SP:Iteration 9Q (551.218955 sec): 3 clusters Score: Raw -366835.759301 + Penalty 6237.764394 = -360597.994907 nChanged 91 SP:Iteration 10Q (551.320122 sec): 3 clusters Score: Raw -366896.299278 + Penalty 6237.764394 = -360658.534884 nChanged 72 SP:Iteration 11Q (551.418606 sec): 3 clusters Score: Raw -366947.090042 + Penalty 6237.764394 = -360709.325648 nChanged 45 SP:Iteration 12Q (551.497771 sec): 3 clusters Score: Raw -366975.764345 + Penalty 6237.764394 = -360737.999951 nChanged 39 SP:Iteration 13Q (551.594941 sec): 3 clusters Score: Raw -366999.346271 + Penalty 6237.764394 = -360761.581877 nChanged 37 SP:Iteration 14Q (551.721430 sec): 3 clusters Score: Raw -367022.003101 + Penalty 6237.764394 = -360784.238706 nChanged 43 SP:Iteration 15Q (551.821216 sec): 3 clusters Score: Raw -367049.973033 + Penalty 6237.764394 = -360812.208639 nChanged 49 SP:Iteration 16Q (551.903978 sec): 3 clusters Score: Raw -367081.074995 + Penalty 6237.764394 = -360843.310601 nChanged 43 SP:Iteration 17Q (552.007975 sec): 3 clusters Score: Raw -367103.513941 + Penalty 6237.764394 = -360865.749547 nChanged 30 SP:Iteration 18Q (552.105435 sec): 3 clusters Score: Raw -367118.576583 + Penalty 6237.764394 = -360880.812188 nChanged 25 SP:Iteration 19Q (552.185589 sec): 3 clusters Score: Raw -367132.671451 + Penalty 6237.764394 = -360894.907057 nChanged 30 SP:Iteration 20F (552.300446 sec): 3 clusters Score: Raw -367149.131934 + Penalty 6237.764394 = -360911.367539 nChanged 15 SP:Iteration 21Q (552.386164 sec): 3 clusters Score: Raw -367157.410522 + Penalty 6237.764394 = -360919.646128 nChanged 17 SP:Iteration 22Q (552.482311 sec): 3 clusters Score: Raw -367166.187717 + Penalty 6237.764394 = -360928.423323 nChanged 26 SP:Iteration 23Q (552.590452 sec): 3 clusters Score: Raw -367179.500123 + Penalty 6237.764394 = -360941.735729 nChanged 31 SP:Iteration 24Q (552.674166 sec): 3 clusters Score: Raw -367199.903387 + Penalty 6237.764394 = -360962.138992 nChanged 42 SP:Iteration 25Q (552.763549 sec): 3 clusters Score: Raw -367234.012244 + Penalty 6237.764394 = -360996.247849 nChanged 47 SP:Iteration 26Q (552.872216 sec): 3 clusters Score: Raw -367265.995264 + Penalty 6237.764394 = -361028.230870 nChanged 48 SP:Iteration 27Q (552.976260 sec): 3 clusters Score: Raw -367297.605474 + Penalty 6237.764394 = -361059.841080 nChanged 49 SP:Iteration 28Q (553.065891 sec): 3 clusters Score: Raw -367336.937966 + Penalty 6237.764394 = -361099.173571 nChanged 51 SP:Iteration 29Q (553.160166 sec): 3 clusters Score: Raw -367391.284191 + Penalty 6237.764394 = -361153.519797 nChanged 58 SP:Iteration 30Q (553.252224 sec): 3 clusters Score: Raw -367468.062486 + Penalty 6237.764394 = -361230.298092 nChanged 52 SP:Iteration 31Q (553.345856 sec): 3 clusters Score: Raw -367516.546135 + Penalty 6237.764394 = -361278.781741 nChanged 50 SP:Iteration 32Q (553.446034 sec): 3 clusters Score: Raw -367555.803889 + Penalty 6237.764394 = -361318.039495 nChanged 35 SP:Iteration 33Q (553.546091 sec): 3 clusters Score: Raw -367580.234726 + Penalty 6237.764394 = -361342.470332 nChanged 30 SP:Iteration 34Q (553.654267 sec): 3 clusters Score: Raw -367598.280312 + Penalty 6237.764394 = -361360.515917 nChanged 21 SP:Iteration 35Q (553.744425 sec): 3 clusters Score: Raw -367610.840867 + Penalty 6237.764394 = -361373.076473 nChanged 14 SP:Iteration 36Q (553.831816 sec): 3 clusters Score: Raw -367617.810843 + Penalty 6237.764394 = -361380.046448 nChanged 8 SP:Iteration 37Q (553.941162 sec): 3 clusters Score: Raw -367622.052581 + Penalty 6237.764394 = -361384.288187 nChanged 6 SP:Iteration 38Q (554.039617 sec): 3 clusters Score: Raw -367625.015114 + Penalty 6237.764394 = -361387.250719 nChanged 7 SP:Iteration 39Q (554.130344 sec): 3 clusters Score: Raw -367628.113965 + Penalty 6237.764394 = -361390.349570 nChanged 8 SP:Iteration 40F (554.231867 sec): 3 clusters Score: Raw -367630.585942 + Penalty 6237.764394 = -361392.821548 nChanged 4 SP:Iteration 41Q (554.306153 sec): 3 clusters Score: Raw -367631.863825 + Penalty 6237.764394 = -361394.099431 nChanged 3 SP:Iteration 42Q (554.397092 sec): 3 clusters Score: Raw -367632.946579 + Penalty 6237.764394 = -361395.182185 nChanged 3 SP:Iteration 43Q (554.501284 sec): 3 clusters Score: Raw -367633.814407 + Penalty 6237.764394 = -361396.050013 nChanged 1 SP:Iteration 44Q (554.610555 sec): 3 clusters Score: Raw -367634.139421 + Penalty 6237.764394 = -361396.375027 nChanged 1 SP:Iteration 45Q (554.710162 sec): 3 clusters Score: Raw -367634.657104 + Penalty 6237.764394 = -361396.892710 nChanged 2 SP:Iteration 46Q (554.799799 sec): 3 clusters Score: Raw -367635.994574 + Penalty 6237.764394 = -361398.230179 nChanged 0 SP:Iteration 47F (554.882457 sec): 3 clusters Score: Raw -367635.994574 + Penalty 6237.764394 = -361398.230179 nChanged 0 Trying to split cluster 5 (4875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (554.952297 sec): 2 clusters Score: Raw -454705.730900 + Penalty 3146.239830 = -451559.491071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (555.033701 sec): 3 clusters Score: Raw -452549.644154 + Penalty 6292.479659 = -446257.164495 nChanged 1713 SP:Iteration 1F (555.134684 sec): 3 clusters Score: Raw -453623.886955 + Penalty 6292.479659 = -447331.407296 nChanged 366 SP:Iteration 2F (555.216785 sec): 3 clusters Score: Raw -453897.053409 + Penalty 6292.479659 = -447604.573750 nChanged 250 SP:Iteration 3F (555.324986 sec): 3 clusters Score: Raw -454082.150976 + Penalty 6292.479659 = -447789.671317 nChanged 183 SP:Iteration 4Q (555.409861 sec): 3 clusters Score: Raw -454210.205425 + Penalty 6292.479659 = -447917.725766 nChanged 170 SP:Iteration 5Q (555.501447 sec): 3 clusters Score: Raw -454336.389653 + Penalty 6292.479659 = -448043.909994 nChanged 149 SP:Iteration 6Q (555.610105 sec): 3 clusters Score: Raw -454450.036799 + Penalty 6292.479659 = -448157.557140 nChanged 129 SP:Iteration 7Q (555.683429 sec): 3 clusters Score: Raw -454546.086345 + Penalty 6292.479659 = -448253.606686 nChanged 129 SP:Iteration 8Q (555.790040 sec): 3 clusters Score: Raw -454638.672453 + Penalty 6292.479659 = -448346.192794 nChanged 135 SP:Iteration 9Q (555.899276 sec): 3 clusters Score: Raw -454743.702652 + Penalty 6292.479659 = -448451.222993 nChanged 124 SP:Iteration 10Q (555.983370 sec): 3 clusters Score: Raw -454822.672629 + Penalty 6292.479659 = -448530.192970 nChanged 104 SP:Iteration 11Q (556.091344 sec): 3 clusters Score: Raw -454881.244817 + Penalty 6292.479659 = -448588.765158 nChanged 86 SP:Iteration 12Q (556.173639 sec): 3 clusters Score: Raw -454937.079614 + Penalty 6292.479659 = -448644.599955 nChanged 103 SP:Iteration 13Q (556.265779 sec): 3 clusters Score: Raw -455004.939886 + Penalty 6292.479659 = -448712.460227 nChanged 89 SP:Iteration 14Q (556.383143 sec): 3 clusters Score: Raw -455058.265481 + Penalty 6292.479659 = -448765.785821 nChanged 87 SP:Iteration 15Q (556.479266 sec): 3 clusters Score: Raw -455108.727174 + Penalty 6292.479659 = -448816.247515 nChanged 76 SP:Iteration 16Q (556.565394 sec): 3 clusters Score: Raw -455157.037823 + Penalty 6292.479659 = -448864.558164 nChanged 61 SP:Iteration 17Q (556.663652 sec): 3 clusters Score: Raw -455192.708092 + Penalty 6292.479659 = -448900.228433 nChanged 57 SP:Iteration 18Q (556.760350 sec): 3 clusters Score: Raw -455226.412199 + Penalty 6292.479659 = -448933.932540 nChanged 40 SP:Iteration 19Q (556.865107 sec): 3 clusters Score: Raw -455246.338432 + Penalty 6292.479659 = -448953.858773 nChanged 29 SP:Iteration 20F (556.964301 sec): 3 clusters Score: Raw -455259.808730 + Penalty 6292.479659 = -448967.329071 nChanged 23 SP:Iteration 21Q (557.045800 sec): 3 clusters Score: Raw -455271.978960 + Penalty 6292.479659 = -448979.499300 nChanged 25 SP:Iteration 22Q (557.165595 sec): 3 clusters Score: Raw -455282.783463 + Penalty 6292.479659 = -448990.303804 nChanged 22 SP:Iteration 23Q (557.266170 sec): 3 clusters Score: Raw -455291.261179 + Penalty 6292.479659 = -448998.781520 nChanged 14 SP:Iteration 24Q (557.364441 sec): 3 clusters Score: Raw -455297.974022 + Penalty 6292.479659 = -449005.494363 nChanged 15 SP:Iteration 25Q (557.442294 sec): 3 clusters Score: Raw -455304.523212 + Penalty 6292.479659 = -449012.043553 nChanged 13 SP:Iteration 26Q (557.554412 sec): 3 clusters Score: Raw -455309.837356 + Penalty 6292.479659 = -449017.357697 nChanged 8 SP:Iteration 27Q (557.638666 sec): 3 clusters Score: Raw -455314.413757 + Penalty 6292.479659 = -449021.934098 nChanged 6 SP:Iteration 28Q (557.732409 sec): 3 clusters Score: Raw -455316.344460 + Penalty 6292.479659 = -449023.864800 nChanged 5 SP:Iteration 29Q (557.835820 sec): 3 clusters Score: Raw -455317.712967 + Penalty 6292.479659 = -449025.233308 nChanged 5 SP:Iteration 30Q (557.935050 sec): 3 clusters Score: Raw -455319.291106 + Penalty 6292.479659 = -449026.811447 nChanged 4 SP:Iteration 31Q (558.029780 sec): 3 clusters Score: Raw -455320.573576 + Penalty 6292.479659 = -449028.093917 nChanged 5 SP:Iteration 32Q (558.115121 sec): 3 clusters Score: Raw -455321.738774 + Penalty 6292.479659 = -449029.259115 nChanged 3 SP:Iteration 33Q (558.210569 sec): 3 clusters Score: Raw -455322.551441 + Penalty 6292.479659 = -449030.071782 nChanged 0 SP:Iteration 34F (558.325643 sec): 3 clusters Score: Raw -455322.551441 + Penalty 6292.479659 = -449030.071782 nChanged 0 Trying to split cluster 6 (2644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (558.359409 sec): 2 clusters Score: Raw -172178.052714 + Penalty 2919.557858 = -169258.494856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (558.467046 sec): 3 clusters Score: Raw -171433.815055 + Penalty 5839.115717 = -165594.699339 nChanged 824 SP:Iteration 1F (558.568136 sec): 3 clusters Score: Raw -172455.251318 + Penalty 5839.115717 = -166616.135601 nChanged 275 SP:Iteration 2F (558.668907 sec): 3 clusters Score: Raw -173007.359087 + Penalty 5839.115717 = -167168.243370 nChanged 212 SP:Iteration 3F (558.752541 sec): 3 clusters Score: Raw -173583.738217 + Penalty 5839.115717 = -167744.622500 nChanged 196 SP:Iteration 4F (558.837434 sec): 3 clusters Score: Raw -174079.053345 + Penalty 5839.115717 = -168239.937628 nChanged 163 SP:Iteration 5F (558.926349 sec): 3 clusters Score: Raw -174424.758282 + Penalty 5839.115717 = -168585.642565 nChanged 131 SP:Iteration 6Q (559.030633 sec): 3 clusters Score: Raw -174746.099901 + Penalty 5839.115717 = -168906.984184 nChanged 115 SP:Iteration 7Q (559.108062 sec): 3 clusters Score: Raw -175057.726294 + Penalty 5839.115717 = -169218.610577 nChanged 98 SP:Iteration 8Q (559.184285 sec): 3 clusters Score: Raw -175286.580697 + Penalty 5839.115717 = -169447.464980 nChanged 77 SP:Iteration 9Q (559.278519 sec): 3 clusters Score: Raw -175475.043240 + Penalty 5839.115717 = -169635.927523 nChanged 69 SP:Iteration 10Q (559.376323 sec): 3 clusters Score: Raw -175633.967597 + Penalty 5839.115717 = -169794.851880 nChanged 44 SP:Iteration 11Q (559.452795 sec): 3 clusters Score: Raw -175700.772583 + Penalty 5839.115717 = -169861.656866 nChanged 25 SP:Iteration 12Q (559.560128 sec): 3 clusters Score: Raw -175744.266682 + Penalty 5839.115717 = -169905.150965 nChanged 24 SP:Iteration 13Q (559.649459 sec): 3 clusters Score: Raw -175787.627555 + Penalty 5839.115717 = -169948.511838 nChanged 17 SP:Iteration 14Q (559.723724 sec): 3 clusters Score: Raw -175809.572059 + Penalty 5839.115717 = -169970.456342 nChanged 13 SP:Iteration 15Q (559.830276 sec): 3 clusters Score: Raw -175837.216026 + Penalty 5839.115717 = -169998.100309 nChanged 7 SP:Iteration 16Q (559.914095 sec): 3 clusters Score: Raw -175854.254845 + Penalty 5839.115717 = -170015.139128 nChanged 5 SP:Iteration 17Q (559.993876 sec): 3 clusters Score: Raw -175857.207142 + Penalty 5839.115717 = -170018.091425 nChanged 2 SP:Iteration 18Q (560.088599 sec): 3 clusters Score: Raw -175858.756153 + Penalty 5839.115717 = -170019.640436 nChanged 2 SP:Iteration 19Q (560.165512 sec): 3 clusters Score: Raw -175859.707241 + Penalty 5839.115717 = -170020.591524 nChanged 0 SP:Iteration 20F (560.267229 sec): 3 clusters Score: Raw -175864.959639 + Penalty 5839.115717 = -170025.843922 nChanged 1 SP:Iteration 21Q (560.346845 sec): 3 clusters Score: Raw -175874.703240 + Penalty 5839.115717 = -170035.587523 nChanged 2 SP:Iteration 22Q (560.431166 sec): 3 clusters Score: Raw -175879.058031 + Penalty 5839.115717 = -170039.942314 nChanged 1 SP:Iteration 23Q (560.519369 sec): 3 clusters Score: Raw -175882.656858 + Penalty 5839.115717 = -170043.541141 nChanged 1 SP:Iteration 24Q (560.604223 sec): 3 clusters Score: Raw -175882.888190 + Penalty 5839.115717 = -170043.772473 nChanged 1 SP:Iteration 25Q (560.694162 sec): 3 clusters Score: Raw -175883.178966 + Penalty 5839.115717 = -170044.063249 nChanged 2 SP:Iteration 26Q (560.803502 sec): 3 clusters Score: Raw -175885.109696 + Penalty 5839.115717 = -170045.993979 nChanged 1 SP:Iteration 27Q (560.896364 sec): 3 clusters Score: Raw -175885.916818 + Penalty 5839.115717 = -170046.801101 nChanged 0 SP:Iteration 28F (560.978170 sec): 3 clusters Score: Raw -175885.916818 + Penalty 5839.115717 = -170046.801101 nChanged 0 Score: Raw -3282518.204873 + Penalty 39348.401417 = -3243169.803456 Splitting cluster 6 changes total score from -3243396.779494 to -3243169.803456 So it's not getting split. Trying to split cluster 7 (10128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (561.847985 sec): 2 clusters Score: Raw -903739.939241 + Penalty 3417.143413 = -900322.795828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (561.958810 sec): 3 clusters Score: Raw -898659.754454 + Penalty 6834.286826 = -891825.467628 nChanged 3970 SP:Iteration 1F (562.068377 sec): 3 clusters Score: Raw -901136.660160 + Penalty 6834.286826 = -894302.373334 nChanged 885 SP:Iteration 2F (562.189334 sec): 3 clusters Score: Raw -902034.968637 + Penalty 6834.286826 = -895200.681811 nChanged 851 SP:Iteration 3F (562.298817 sec): 3 clusters Score: Raw -902967.992747 + Penalty 6834.286826 = -896133.705921 nChanged 812 SP:Iteration 4F (562.417284 sec): 3 clusters Score: Raw -903940.266668 + Penalty 6834.286826 = -897105.979842 nChanged 762 SP:Iteration 5F (562.522126 sec): 3 clusters Score: Raw -904824.408813 + Penalty 6834.286826 = -897990.121987 nChanged 617 SP:Iteration 6F (562.612499 sec): 3 clusters Score: Raw -905496.494559 + Penalty 6834.286826 = -898662.207733 nChanged 505 SP:Iteration 7Q (562.743807 sec): 3 clusters Score: Raw -906091.750168 + Penalty 6834.286826 = -899257.463342 nChanged 452 SP:Iteration 8Q (562.842186 sec): 3 clusters Score: Raw -906683.581952 + Penalty 6834.286826 = -899849.295126 nChanged 345 SP:Iteration 9Q (562.989510 sec): 3 clusters Score: Raw -907034.313361 + Penalty 6834.286826 = -900200.026535 nChanged 247 SP:Iteration 10Q (563.099634 sec): 3 clusters Score: Raw -907230.958950 + Penalty 6834.286826 = -900396.672124 nChanged 145 SP:Iteration 11Q (563.209785 sec): 3 clusters Score: Raw -907322.436235 + Penalty 6834.286826 = -900488.149409 nChanged 93 SP:Iteration 12Q (563.311841 sec): 3 clusters Score: Raw -907366.770484 + Penalty 6834.286826 = -900532.483658 nChanged 64 SP:Iteration 13Q (563.406409 sec): 3 clusters Score: Raw -907392.730953 + Penalty 6834.286826 = -900558.444127 nChanged 43 SP:Iteration 14Q (563.509038 sec): 3 clusters Score: Raw -907407.622850 + Penalty 6834.286826 = -900573.336024 nChanged 23 SP:Iteration 15Q (563.628575 sec): 3 clusters Score: Raw -907412.895468 + Penalty 6834.286826 = -900578.608642 nChanged 18 SP:Iteration 16Q (563.739206 sec): 3 clusters Score: Raw -907417.340224 + Penalty 6834.286826 = -900583.053398 nChanged 10 SP:Iteration 17Q (563.844161 sec): 3 clusters Score: Raw -907419.646941 + Penalty 6834.286826 = -900585.360115 nChanged 3 SP:Iteration 18Q (563.953716 sec): 3 clusters Score: Raw -907420.045271 + Penalty 6834.286826 = -900585.758445 nChanged 1 SP:Iteration 19Q (564.038844 sec): 3 clusters Score: Raw -907420.146638 + Penalty 6834.286826 = -900585.859812 nChanged 0 SP:Iteration 20F (564.164363 sec): 3 clusters Score: Raw -907420.146638 + Penalty 6834.286826 = -900585.859812 nChanged 0 Score: Raw -3282490.548167 + Penalty 39348.401417 = -3243142.146749 Splitting cluster 7 changes total score from -3243396.779494 to -3243142.146749 So it's not getting split. Trying to split cluster 8 (5330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (565.043444 sec): 2 clusters Score: Raw -404741.271839 + Penalty 3179.299965 = -401561.971874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (565.145542 sec): 3 clusters Score: Raw -402555.546380 + Penalty 6358.599929 = -396196.946451 nChanged 1924 SP:Iteration 1F (565.246184 sec): 3 clusters Score: Raw -404404.223886 + Penalty 6358.599929 = -398045.623957 nChanged 563 SP:Iteration 2F (565.327628 sec): 3 clusters Score: Raw -405104.096152 + Penalty 6358.599929 = -398745.496223 nChanged 407 SP:Iteration 3F (565.442555 sec): 3 clusters Score: Raw -405563.910051 + Penalty 6358.599929 = -399205.310122 nChanged 307 SP:Iteration 4F (565.540944 sec): 3 clusters Score: Raw -405913.812727 + Penalty 6358.599929 = -399555.212798 nChanged 247 SP:Iteration 5Q (565.642490 sec): 3 clusters Score: Raw -406170.319262 + Penalty 6358.599929 = -399811.719333 nChanged 198 SP:Iteration 6Q (565.733507 sec): 3 clusters Score: Raw -406362.116234 + Penalty 6358.599929 = -400003.516304 nChanged 147 SP:Iteration 7Q (565.823566 sec): 3 clusters Score: Raw -406502.346749 + Penalty 6358.599929 = -400143.746820 nChanged 117 SP:Iteration 8Q (565.923582 sec): 3 clusters Score: Raw -406638.233734 + Penalty 6358.599929 = -400279.633805 nChanged 99 SP:Iteration 9Q (566.026149 sec): 3 clusters Score: Raw -406726.629427 + Penalty 6358.599929 = -400368.029498 nChanged 73 SP:Iteration 10Q (566.120880 sec): 3 clusters Score: Raw -406777.448165 + Penalty 6358.599929 = -400418.848236 nChanged 52 SP:Iteration 11Q (566.222374 sec): 3 clusters Score: Raw -406808.369468 + Penalty 6358.599929 = -400449.769538 nChanged 38 SP:Iteration 12Q (566.314511 sec): 3 clusters Score: Raw -406831.169542 + Penalty 6358.599929 = -400472.569613 nChanged 38 SP:Iteration 13Q (566.398433 sec): 3 clusters Score: Raw -406853.523422 + Penalty 6358.599929 = -400494.923493 nChanged 34 SP:Iteration 14Q (566.497610 sec): 3 clusters Score: Raw -406870.434822 + Penalty 6358.599929 = -400511.834893 nChanged 23 SP:Iteration 15Q (566.575861 sec): 3 clusters Score: Raw -406880.638643 + Penalty 6358.599929 = -400522.038713 nChanged 16 SP:Iteration 16Q (566.674024 sec): 3 clusters Score: Raw -406887.743077 + Penalty 6358.599929 = -400529.143147 nChanged 11 SP:Iteration 17Q (566.774096 sec): 3 clusters Score: Raw -406893.211852 + Penalty 6358.599929 = -400534.611923 nChanged 13 SP:Iteration 18Q (566.881195 sec): 3 clusters Score: Raw -406900.933773 + Penalty 6358.599929 = -400542.333844 nChanged 14 SP:Iteration 19Q (566.966989 sec): 3 clusters Score: Raw -406907.253776 + Penalty 6358.599929 = -400548.653847 nChanged 8 SP:Iteration 20F (567.087340 sec): 3 clusters Score: Raw -406911.529554 + Penalty 6358.599929 = -400552.929625 nChanged 11 SP:Iteration 21Q (567.177409 sec): 3 clusters Score: Raw -406916.009951 + Penalty 6358.599929 = -400557.410022 nChanged 9 SP:Iteration 22Q (567.272006 sec): 3 clusters Score: Raw -406920.434288 + Penalty 6358.599929 = -400561.834358 nChanged 9 SP:Iteration 23Q (567.370843 sec): 3 clusters Score: Raw -406923.747522 + Penalty 6358.599929 = -400565.147593 nChanged 8 SP:Iteration 24Q (567.463841 sec): 3 clusters Score: Raw -406926.760370 + Penalty 6358.599929 = -400568.160440 nChanged 5 SP:Iteration 25Q (567.591867 sec): 3 clusters Score: Raw -406928.324548 + Penalty 6358.599929 = -400569.724619 nChanged 4 SP:Iteration 26Q (567.674444 sec): 3 clusters Score: Raw -406929.607848 + Penalty 6358.599929 = -400571.007918 nChanged 1 SP:Iteration 27Q (567.774525 sec): 3 clusters Score: Raw -406929.821919 + Penalty 6358.599929 = -400571.221990 nChanged 1 SP:Iteration 28Q (567.902026 sec): 3 clusters Score: Raw -406930.498782 + Penalty 6358.599929 = -400571.898853 nChanged 4 SP:Iteration 29Q (567.991557 sec): 3 clusters Score: Raw -406932.094511 + Penalty 6358.599929 = -400573.494582 nChanged 2 SP:Iteration 30Q (568.076095 sec): 3 clusters Score: Raw -406932.544236 + Penalty 6358.599929 = -400573.944307 nChanged 0 SP:Iteration 31F (568.174816 sec): 3 clusters Score: Raw -406932.544236 + Penalty 6358.599929 = -400573.944307 nChanged 0 Trying to split cluster 9 (3517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (568.239870 sec): 2 clusters Score: Raw -283208.034551 + Penalty 3025.267226 = -280182.767325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (568.334191 sec): 3 clusters Score: Raw -281911.862793 + Penalty 6050.534452 = -275861.328341 nChanged 1168 SP:Iteration 1F (568.428709 sec): 3 clusters Score: Raw -283115.428874 + Penalty 6050.534452 = -277064.894423 nChanged 390 SP:Iteration 2F (568.531765 sec): 3 clusters Score: Raw -284045.542290 + Penalty 6050.534452 = -277995.007839 nChanged 350 SP:Iteration 3F (568.637173 sec): 3 clusters Score: Raw -284659.525017 + Penalty 6050.534452 = -278608.990565 nChanged 232 SP:Iteration 4F (568.717038 sec): 3 clusters Score: Raw -284945.148562 + Penalty 6050.534452 = -278894.614110 nChanged 141 SP:Iteration 5Q (568.812424 sec): 3 clusters Score: Raw -285094.601681 + Penalty 6050.534452 = -279044.067229 nChanged 89 SP:Iteration 6Q (568.888504 sec): 3 clusters Score: Raw -285178.787923 + Penalty 6050.534452 = -279128.253471 nChanged 56 SP:Iteration 7Q (568.986298 sec): 3 clusters Score: Raw -285226.232936 + Penalty 6050.534452 = -279175.698484 nChanged 41 SP:Iteration 8Q (569.064780 sec): 3 clusters Score: Raw -285274.798570 + Penalty 6050.534452 = -279224.264118 nChanged 43 SP:Iteration 9Q (569.191511 sec): 3 clusters Score: Raw -285321.441404 + Penalty 6050.534452 = -279270.906953 nChanged 46 SP:Iteration 10Q (569.262967 sec): 3 clusters Score: Raw -285374.424321 + Penalty 6050.534452 = -279323.889869 nChanged 41 SP:Iteration 11Q (569.356859 sec): 3 clusters Score: Raw -285423.371662 + Penalty 6050.534452 = -279372.837210 nChanged 42 SP:Iteration 12Q (569.464360 sec): 3 clusters Score: Raw -285466.742678 + Penalty 6050.534452 = -279416.208226 nChanged 34 SP:Iteration 13Q (569.542560 sec): 3 clusters Score: Raw -285500.358070 + Penalty 6050.534452 = -279449.823619 nChanged 24 SP:Iteration 14Q (569.632243 sec): 3 clusters Score: Raw -285520.216232 + Penalty 6050.534452 = -279469.681781 nChanged 23 SP:Iteration 15Q (569.735556 sec): 3 clusters Score: Raw -285538.735576 + Penalty 6050.534452 = -279488.201125 nChanged 20 SP:Iteration 16Q (569.829675 sec): 3 clusters Score: Raw -285557.472311 + Penalty 6050.534452 = -279506.937859 nChanged 23 SP:Iteration 17Q (569.911129 sec): 3 clusters Score: Raw -285584.646178 + Penalty 6050.534452 = -279534.111726 nChanged 24 SP:Iteration 18Q (570.015438 sec): 3 clusters Score: Raw -285612.442069 + Penalty 6050.534452 = -279561.907618 nChanged 29 SP:Iteration 19Q (570.102037 sec): 3 clusters Score: Raw -285641.043207 + Penalty 6050.534452 = -279590.508756 nChanged 25 SP:Iteration 20F (570.191329 sec): 3 clusters Score: Raw -285670.871856 + Penalty 6050.534452 = -279620.337404 nChanged 21 SP:Iteration 21Q (570.293109 sec): 3 clusters Score: Raw -285690.222757 + Penalty 6050.534452 = -279639.688305 nChanged 18 SP:Iteration 22Q (570.377394 sec): 3 clusters Score: Raw -285709.324268 + Penalty 6050.534452 = -279658.789817 nChanged 18 SP:Iteration 23Q (570.482215 sec): 3 clusters Score: Raw -285728.254986 + Penalty 6050.534452 = -279677.720534 nChanged 18 SP:Iteration 24Q (570.564197 sec): 3 clusters Score: Raw -285744.824636 + Penalty 6050.534452 = -279694.290184 nChanged 19 SP:Iteration 25Q (570.652890 sec): 3 clusters Score: Raw -285767.242126 + Penalty 6050.534452 = -279716.707674 nChanged 25 SP:Iteration 26Q (570.753293 sec): 3 clusters Score: Raw -285792.152871 + Penalty 6050.534452 = -279741.618419 nChanged 21 SP:Iteration 27Q (570.858648 sec): 3 clusters Score: Raw -285819.349152 + Penalty 6050.534452 = -279768.814700 nChanged 22 SP:Iteration 28Q (570.945553 sec): 3 clusters Score: Raw -285855.407909 + Penalty 6050.534452 = -279804.873457 nChanged 29 SP:Iteration 29Q (571.030076 sec): 3 clusters Score: Raw -285887.014823 + Penalty 6050.534452 = -279836.480371 nChanged 25 SP:Iteration 30Q (571.137557 sec): 3 clusters Score: Raw -285916.397994 + Penalty 6050.534452 = -279865.863543 nChanged 15 SP:Iteration 31Q (571.233922 sec): 3 clusters Score: Raw -285931.662885 + Penalty 6050.534452 = -279881.128434 nChanged 8 SP:Iteration 32Q (571.329830 sec): 3 clusters Score: Raw -285939.235450 + Penalty 6050.534452 = -279888.700998 nChanged 9 SP:Iteration 33Q (571.426598 sec): 3 clusters Score: Raw -285946.247120 + Penalty 6050.534452 = -279895.712668 nChanged 9 SP:Iteration 34Q (571.529686 sec): 3 clusters Score: Raw -285954.322121 + Penalty 6050.534452 = -279903.787669 nChanged 11 SP:Iteration 35Q (571.609991 sec): 3 clusters Score: Raw -285963.808528 + Penalty 6050.534452 = -279913.274076 nChanged 12 SP:Iteration 36Q (571.714408 sec): 3 clusters Score: Raw -285972.981019 + Penalty 6050.534452 = -279922.446567 nChanged 12 SP:Iteration 37Q (571.804867 sec): 3 clusters Score: Raw -285986.329963 + Penalty 6050.534452 = -279935.795512 nChanged 7 SP:Iteration 38Q (571.891841 sec): 3 clusters Score: Raw -285991.860721 + Penalty 6050.534452 = -279941.326269 nChanged 5 SP:Iteration 39Q (571.992215 sec): 3 clusters Score: Raw -285996.479993 + Penalty 6050.534452 = -279945.945541 nChanged 6 SP:Iteration 40F (572.087666 sec): 3 clusters Score: Raw -285999.958918 + Penalty 6050.534452 = -279949.424466 nChanged 4 SP:Iteration 41Q (572.164228 sec): 3 clusters Score: Raw -286002.680480 + Penalty 6050.534452 = -279952.146029 nChanged 4 SP:Iteration 42Q (572.257499 sec): 3 clusters Score: Raw -286004.153361 + Penalty 6050.534452 = -279953.618910 nChanged 2 SP:Iteration 43Q (572.353663 sec): 3 clusters Score: Raw -286005.086384 + Penalty 6050.534452 = -279954.551932 nChanged 1 SP:Iteration 44Q (572.434452 sec): 3 clusters Score: Raw -286005.417581 + Penalty 6050.534452 = -279954.883129 nChanged 1 SP:Iteration 45Q (572.533630 sec): 3 clusters Score: Raw -286005.813247 + Penalty 6050.534452 = -279955.278795 nChanged 0 SP:Iteration 46F (572.613769 sec): 3 clusters Score: Raw -286005.813247 + Penalty 6050.534452 = -279955.278795 nChanged 0 Time taken for this iteration:164.532084 seconds. 4->10 Clusters: Score -3243396.779494, best is -3244979.147050 Starting from 5 clusters... ------ Clustering full data set of 40960 points ------ SP: Assigned 5 initial classes randomly. Deleting Class 2 (9468 points): Lose 2235.833978 but Gain 3934.840142 Iteration 0F (572.958682 sec): 4 clusters Score: Raw -3031549.435938 + Penalty 11804.520425 = -3019744.915513 nChanged 28999 Iteration 1F (573.210029 sec): 4 clusters Score: Raw -3082426.933842 + Penalty 11804.520425 = -3070622.413417 nChanged 10558 Iteration 2F (573.479110 sec): 4 clusters Score: Raw -3137087.834018 + Penalty 11804.520425 = -3125283.313592 nChanged 10643 Iteration 3F (573.727408 sec): 4 clusters Score: Raw -3191650.992753 + Penalty 11804.520425 = -3179846.472328 nChanged 5628 Iteration 4F (573.990776 sec): 4 clusters Score: Raw -3206594.488576 + Penalty 11804.520425 = -3194789.968151 nChanged 2498 Iteration 5F (574.256408 sec): 4 clusters Score: Raw -3209430.645728 + Penalty 11804.520425 = -3197626.125303 nChanged 1230 Iteration 6Q (574.513505 sec): 4 clusters Score: Raw -3210321.354708 + Penalty 11804.520425 = -3198516.834283 nChanged 744 Iteration 7Q (574.751642 sec): 4 clusters Score: Raw -3210752.261152 + Penalty 11804.520425 = -3198947.740727 nChanged 522 Iteration 8Q (574.979880 sec): 4 clusters Score: Raw -3210999.415363 + Penalty 11804.520425 = -3199194.894938 nChanged 405 Iteration 9Q (575.201822 sec): 4 clusters Score: Raw -3211139.203588 + Penalty 11804.520425 = -3199334.683163 nChanged 292 Iteration 10Q (575.438886 sec): 4 clusters Score: Raw -3211228.180670 + Penalty 11804.520425 = -3199423.660245 nChanged 240 Iteration 11Q (575.662457 sec): 4 clusters Score: Raw -3211297.042540 + Penalty 11804.520425 = -3199492.522115 nChanged 208 Iteration 12Q (575.889906 sec): 4 clusters Score: Raw -3211348.541894 + Penalty 11804.520425 = -3199544.021469 nChanged 187 Iteration 13Q (576.137349 sec): 4 clusters Score: Raw -3211392.899781 + Penalty 11804.520425 = -3199588.379356 nChanged 151 Iteration 14Q (576.366727 sec): 4 clusters Score: Raw -3211421.891581 + Penalty 11804.520425 = -3199617.371156 nChanged 137 Iteration 15Q (576.599893 sec): 4 clusters Score: Raw -3211448.655325 + Penalty 11804.520425 = -3199644.134900 nChanged 130 Iteration 16Q (576.822227 sec): 4 clusters Score: Raw -3211472.414846 + Penalty 11804.520425 = -3199667.894421 nChanged 117 Iteration 17Q (577.030882 sec): 4 clusters Score: Raw -3211492.317052 + Penalty 11804.520425 = -3199687.796627 nChanged 95 Iteration 18Q (577.279698 sec): 4 clusters Score: Raw -3211506.754076 + Penalty 11804.520425 = -3199702.233651 nChanged 73 Iteration 19Q (577.498884 sec): 4 clusters Score: Raw -3211518.479935 + Penalty 11804.520425 = -3199713.959510 nChanged 74 Writing temp clu file Because OldScore, -3199702.233651, is greater than current (better) Score,-3199713.959510 Compute initial score before splitting: Score: Raw -3211518.479935 + Penalty 11804.520425 = -3199713.959510 Trying to split cluster 1 (12973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (577.621576 sec): 2 clusters Score: Raw -1027040.895198 + Penalty 3508.866768 = -1023532.028431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (577.745239 sec): 3 clusters Score: Raw -1020200.530751 + Penalty 7017.733535 = -1013182.797216 nChanged 5353 SP:Iteration 1F (577.862307 sec): 3 clusters Score: Raw -1023894.299095 + Penalty 7017.733535 = -1016876.565560 nChanged 1353 SP:Iteration 2F (577.971500 sec): 3 clusters Score: Raw -1025700.543963 + Penalty 7017.733535 = -1018682.810428 nChanged 1373 SP:Iteration 3F (578.105820 sec): 3 clusters Score: Raw -1027943.805971 + Penalty 7017.733535 = -1020926.072436 nChanged 1354 SP:Iteration 4F (578.227253 sec): 3 clusters Score: Raw -1030285.455773 + Penalty 7017.733535 = -1023267.722238 nChanged 1146 SP:Iteration 5F (578.329205 sec): 3 clusters Score: Raw -1032001.582778 + Penalty 7017.733535 = -1024983.849242 nChanged 891 SP:Iteration 6F (578.454119 sec): 3 clusters Score: Raw -1033137.960989 + Penalty 7017.733535 = -1026120.227454 nChanged 664 SP:Iteration 7F (578.581789 sec): 3 clusters Score: Raw -1033959.401023 + Penalty 7017.733535 = -1026941.667488 nChanged 477 SP:Iteration 8Q (578.693040 sec): 3 clusters Score: Raw -1034483.979187 + Penalty 7017.733535 = -1027466.245652 nChanged 325 SP:Iteration 9Q (578.798396 sec): 3 clusters Score: Raw -1034716.131702 + Penalty 7017.733535 = -1027698.398166 nChanged 196 SP:Iteration 10Q (578.926095 sec): 3 clusters Score: Raw -1034796.637240 + Penalty 7017.733535 = -1027778.903705 nChanged 103 SP:Iteration 11Q (579.026875 sec): 3 clusters Score: Raw -1034828.686492 + Penalty 7017.733535 = -1027810.952956 nChanged 67 SP:Iteration 12Q (579.135135 sec): 3 clusters Score: Raw -1034845.957885 + Penalty 7017.733535 = -1027828.224350 nChanged 34 SP:Iteration 13Q (579.259230 sec): 3 clusters Score: Raw -1034855.746762 + Penalty 7017.733535 = -1027838.013227 nChanged 25 SP:Iteration 14Q (579.386452 sec): 3 clusters Score: Raw -1034861.943638 + Penalty 7017.733535 = -1027844.210102 nChanged 19 SP:Iteration 15Q (579.502365 sec): 3 clusters Score: Raw -1034865.339042 + Penalty 7017.733535 = -1027847.605507 nChanged 11 SP:Iteration 16Q (579.627553 sec): 3 clusters Score: Raw -1034867.283713 + Penalty 7017.733535 = -1027849.550178 nChanged 10 SP:Iteration 17Q (579.718993 sec): 3 clusters Score: Raw -1034870.694976 + Penalty 7017.733535 = -1027852.961441 nChanged 13 SP:Iteration 18Q (579.852214 sec): 3 clusters Score: Raw -1034874.019478 + Penalty 7017.733535 = -1027856.285943 nChanged 5 SP:Iteration 19Q (579.967456 sec): 3 clusters Score: Raw -1034874.703046 + Penalty 7017.733535 = -1027856.969511 nChanged 3 SP:Iteration 20F (580.093177 sec): 3 clusters Score: Raw -1034875.346662 + Penalty 7017.733535 = -1027857.613127 nChanged 4 SP:Iteration 21Q (580.190078 sec): 3 clusters Score: Raw -1034876.292824 + Penalty 7017.733535 = -1027858.559289 nChanged 5 SP:Iteration 22Q (580.310875 sec): 3 clusters Score: Raw -1034877.285839 + Penalty 7017.733535 = -1027859.552304 nChanged 7 SP:Iteration 23Q (580.429058 sec): 3 clusters Score: Raw -1034878.197629 + Penalty 7017.733535 = -1027860.464094 nChanged 5 SP:Iteration 24Q (580.543296 sec): 3 clusters Score: Raw -1034879.104090 + Penalty 7017.733535 = -1027861.370555 nChanged 7 SP:Iteration 25Q (580.661011 sec): 3 clusters Score: Raw -1034880.316478 + Penalty 7017.733535 = -1027862.582943 nChanged 5 SP:Iteration 26Q (580.782713 sec): 3 clusters Score: Raw -1034881.290587 + Penalty 7017.733535 = -1027863.557051 nChanged 6 SP:Iteration 27Q (580.889153 sec): 3 clusters Score: Raw -1034882.102155 + Penalty 7017.733535 = -1027864.368620 nChanged 5 SP:Iteration 28Q (580.987743 sec): 3 clusters Score: Raw -1034883.014047 + Penalty 7017.733535 = -1027865.280512 nChanged 5 SP:Iteration 29Q (581.106913 sec): 3 clusters Score: Raw -1034883.634470 + Penalty 7017.733535 = -1027865.900934 nChanged 3 SP:Iteration 30Q (581.216601 sec): 3 clusters Score: Raw -1034884.597876 + Penalty 7017.733535 = -1027866.864341 nChanged 3 SP:Iteration 31Q (581.320440 sec): 3 clusters Score: Raw -1034885.121526 + Penalty 7017.733535 = -1027867.387991 nChanged 0 SP:Iteration 32F (581.450337 sec): 3 clusters Score: Raw -1034885.121526 + Penalty 7017.733535 = -1027867.387991 nChanged 0 Score: Raw -3219371.657647 + Penalty 15739.360567 = -3203632.297080 Splitting cluster 1 changes total score from -3199713.959510 to -3203632.297080 So it's getting split into cluster 2. Trying to split cluster 3 (9361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (581.856741 sec): 2 clusters Score: Raw -606655.601239 + Penalty 3387.965892 = -603267.635346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (581.964943 sec): 3 clusters Score: Raw -602509.332364 + Penalty 6775.931784 = -595733.400580 nChanged 3923 SP:Iteration 1F (582.053356 sec): 3 clusters Score: Raw -610116.897753 + Penalty 6775.931784 = -603340.965968 nChanged 1566 SP:Iteration 2F (582.184931 sec): 3 clusters Score: Raw -613285.867517 + Penalty 6775.931784 = -606509.935733 nChanged 818 SP:Iteration 3F (582.280710 sec): 3 clusters Score: Raw -614481.517526 + Penalty 6775.931784 = -607705.585742 nChanged 439 SP:Iteration 4Q (582.383437 sec): 3 clusters Score: Raw -615133.606424 + Penalty 6775.931784 = -608357.674640 nChanged 297 SP:Iteration 5Q (582.493609 sec): 3 clusters Score: Raw -615616.695056 + Penalty 6775.931784 = -608840.763272 nChanged 216 SP:Iteration 6Q (582.584994 sec): 3 clusters Score: Raw -615912.812567 + Penalty 6775.931784 = -609136.880782 nChanged 193 SP:Iteration 7Q (582.687018 sec): 3 clusters Score: Raw -616189.187737 + Penalty 6775.931784 = -609413.255953 nChanged 177 SP:Iteration 8Q (582.802420 sec): 3 clusters Score: Raw -616417.185215 + Penalty 6775.931784 = -609641.253431 nChanged 169 SP:Iteration 9Q (582.917247 sec): 3 clusters Score: Raw -616635.385211 + Penalty 6775.931784 = -609859.453426 nChanged 160 SP:Iteration 10Q (583.026333 sec): 3 clusters Score: Raw -616830.909254 + Penalty 6775.931784 = -610054.977469 nChanged 166 SP:Iteration 11Q (583.130352 sec): 3 clusters Score: Raw -617050.806200 + Penalty 6775.931784 = -610274.874415 nChanged 181 SP:Iteration 12Q (583.237449 sec): 3 clusters Score: Raw -617266.985941 + Penalty 6775.931784 = -610491.054157 nChanged 189 SP:Iteration 13Q (583.335092 sec): 3 clusters Score: Raw -617582.568228 + Penalty 6775.931784 = -610806.636444 nChanged 195 SP:Iteration 14Q (583.432231 sec): 3 clusters Score: Raw -617936.530222 + Penalty 6775.931784 = -611160.598437 nChanged 148 SP:Iteration 15Q (583.518138 sec): 3 clusters Score: Raw -618119.393162 + Penalty 6775.931784 = -611343.461377 nChanged 137 SP:Iteration 16Q (583.629757 sec): 3 clusters Score: Raw -618238.893376 + Penalty 6775.931784 = -611462.961591 nChanged 110 SP:Iteration 17Q (583.732634 sec): 3 clusters Score: Raw -618324.171824 + Penalty 6775.931784 = -611548.240039 nChanged 68 SP:Iteration 18Q (583.836947 sec): 3 clusters Score: Raw -618354.419763 + Penalty 6775.931784 = -611578.487978 nChanged 54 SP:Iteration 19Q (583.939275 sec): 3 clusters Score: Raw -618372.828171 + Penalty 6775.931784 = -611596.896387 nChanged 39 SP:Iteration 20F (584.044453 sec): 3 clusters Score: Raw -618534.694299 + Penalty 6775.931784 = -611758.762514 nChanged 76 SP:Iteration 21Q (584.164854 sec): 3 clusters Score: Raw -618680.687578 + Penalty 6775.931784 = -611904.755793 nChanged 76 SP:Iteration 22Q (584.270641 sec): 3 clusters Score: Raw -618726.446801 + Penalty 6775.931784 = -611950.515017 nChanged 46 SP:Iteration 23Q (584.370542 sec): 3 clusters Score: Raw -618740.708987 + Penalty 6775.931784 = -611964.777203 nChanged 28 SP:Iteration 24Q (584.481212 sec): 3 clusters Score: Raw -618747.845011 + Penalty 6775.931784 = -611971.913226 nChanged 20 SP:Iteration 25Q (584.571896 sec): 3 clusters Score: Raw -618752.027346 + Penalty 6775.931784 = -611976.095562 nChanged 14 SP:Iteration 26Q (584.681719 sec): 3 clusters Score: Raw -618755.518224 + Penalty 6775.931784 = -611979.586440 nChanged 10 SP:Iteration 27Q (584.791837 sec): 3 clusters Score: Raw -618757.577272 + Penalty 6775.931784 = -611981.645487 nChanged 9 SP:Iteration 28Q (584.905511 sec): 3 clusters Score: Raw -618759.160793 + Penalty 6775.931784 = -611983.229009 nChanged 10 SP:Iteration 29Q (585.006669 sec): 3 clusters Score: Raw -618761.053758 + Penalty 6775.931784 = -611985.121974 nChanged 12 SP:Iteration 30Q (585.100015 sec): 3 clusters Score: Raw -618763.765200 + Penalty 6775.931784 = -611987.833416 nChanged 10 SP:Iteration 31Q (585.215573 sec): 3 clusters Score: Raw -618765.341042 + Penalty 6775.931784 = -611989.409258 nChanged 7 SP:Iteration 32Q (585.319377 sec): 3 clusters Score: Raw -618766.314267 + Penalty 6775.931784 = -611990.382483 nChanged 5 SP:Iteration 33Q (585.406448 sec): 3 clusters Score: Raw -618767.217414 + Penalty 6775.931784 = -611991.285630 nChanged 3 SP:Iteration 34Q (585.527059 sec): 3 clusters Score: Raw -618767.814524 + Penalty 6775.931784 = -611991.882739 nChanged 4 SP:Iteration 35Q (585.630753 sec): 3 clusters Score: Raw -618768.748673 + Penalty 6775.931784 = -611992.816889 nChanged 3 SP:Iteration 36Q (585.724264 sec): 3 clusters Score: Raw -618769.168066 + Penalty 6775.931784 = -611993.236281 nChanged 4 SP:Iteration 37Q (585.835795 sec): 3 clusters Score: Raw -618770.110108 + Penalty 6775.931784 = -611994.178324 nChanged 1 SP:Iteration 38Q (585.948331 sec): 3 clusters Score: Raw -618770.226775 + Penalty 6775.931784 = -611994.294991 nChanged 0 SP:Iteration 39F (586.034178 sec): 3 clusters Score: Raw -618770.226775 + Penalty 6775.931784 = -611994.294991 nChanged 0 Score: Raw -3231486.283183 + Penalty 19674.200709 = -3211812.082475 Splitting cluster 3 changes total score from -3199713.959510 to -3211812.082475 So it's getting split into cluster 5. Trying to split cluster 4 (18611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (586.569138 sec): 2 clusters Score: Raw -1621360.449936 + Penalty 3642.573745 = -1617717.876191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (586.679947 sec): 3 clusters Score: Raw -1611013.742274 + Penalty 7285.147489 = -1603728.594785 nChanged 7974 SP:Iteration 1F (586.827182 sec): 3 clusters Score: Raw -1616570.257830 + Penalty 7285.147489 = -1609285.110340 nChanged 1986 SP:Iteration 2F (586.960352 sec): 3 clusters Score: Raw -1620549.129504 + Penalty 7285.147489 = -1613263.982015 nChanged 2409 SP:Iteration 3F (587.085670 sec): 3 clusters Score: Raw -1625613.078137 + Penalty 7285.147489 = -1618327.930648 nChanged 2155 SP:Iteration 4F (587.206172 sec): 3 clusters Score: Raw -1629713.253574 + Penalty 7285.147489 = -1622428.106085 nChanged 1640 SP:Iteration 5F (587.336880 sec): 3 clusters Score: Raw -1633157.084546 + Penalty 7285.147489 = -1625871.937057 nChanged 1169 SP:Iteration 6F (587.483855 sec): 3 clusters Score: Raw -1636415.339989 + Penalty 7285.147489 = -1629130.192500 nChanged 691 SP:Iteration 7Q (587.594789 sec): 3 clusters Score: Raw -1638427.838232 + Penalty 7285.147489 = -1631142.690742 nChanged 340 SP:Iteration 8Q (587.724387 sec): 3 clusters Score: Raw -1639163.569795 + Penalty 7285.147489 = -1631878.422306 nChanged 147 SP:Iteration 9Q (587.837443 sec): 3 clusters Score: Raw -1639452.351829 + Penalty 7285.147489 = -1632167.204340 nChanged 131 SP:Iteration 10Q (587.966308 sec): 3 clusters Score: Raw -1640012.048309 + Penalty 7285.147489 = -1632726.900819 nChanged 153 SP:Iteration 11Q (588.082998 sec): 3 clusters Score: Raw -1640818.757837 + Penalty 7285.147489 = -1633533.610348 nChanged 111 SP:Iteration 12Q (588.196303 sec): 3 clusters Score: Raw -1641136.017380 + Penalty 7285.147489 = -1633850.869891 nChanged 53 SP:Iteration 13Q (588.324938 sec): 3 clusters Score: Raw -1641194.939256 + Penalty 7285.147489 = -1633909.791767 nChanged 28 SP:Iteration 14Q (588.441669 sec): 3 clusters Score: Raw -1641214.904947 + Penalty 7285.147489 = -1633929.757458 nChanged 23 SP:Iteration 15Q (588.562055 sec): 3 clusters Score: Raw -1641231.247258 + Penalty 7285.147489 = -1633946.099768 nChanged 12 SP:Iteration 16Q (588.683301 sec): 3 clusters Score: Raw -1641235.173976 + Penalty 7285.147489 = -1633950.026487 nChanged 7 SP:Iteration 17Q (588.805021 sec): 3 clusters Score: Raw -1641237.997536 + Penalty 7285.147489 = -1633952.850047 nChanged 9 SP:Iteration 18Q (588.925001 sec): 3 clusters Score: Raw -1641240.335005 + Penalty 7285.147489 = -1633955.187516 nChanged 3 SP:Iteration 19Q (589.030626 sec): 3 clusters Score: Raw -1641241.200611 + Penalty 7285.147489 = -1633956.053122 nChanged 1 SP:Iteration 20F (589.170282 sec): 3 clusters Score: Raw -1641249.402533 + Penalty 7285.147489 = -1633964.255044 nChanged 2 SP:Iteration 21Q (589.297049 sec): 3 clusters Score: Raw -1641250.182656 + Penalty 7285.147489 = -1633965.035167 nChanged 0 SP:Iteration 22F (589.423852 sec): 3 clusters Score: Raw -1641250.182656 + Penalty 7285.147489 = -1633965.035167 nChanged 0 Score: Raw -3251376.015904 + Penalty 23609.040850 = -3227766.975053 Splitting cluster 4 changes total score from -3199713.959510 to -3227766.975053 So it's getting split into cluster 6. Iteration 20F (590.413171 sec): 7 clusters Score: Raw -3254389.070289 + Penalty 23609.040850 = -3230780.029439 nChanged 2231 Iteration 21F (590.919723 sec): 7 clusters Score: Raw -3255987.851280 + Penalty 23609.040850 = -3232378.810429 nChanged 962 Iteration 22Q (591.325098 sec): 7 clusters Score: Raw -3256647.332377 + Penalty 23609.040850 = -3233038.291527 nChanged 703 Iteration 23Q (591.746849 sec): 7 clusters Score: Raw -3257221.730617 + Penalty 23609.040850 = -3233612.689766 nChanged 577 Iteration 24Q (592.159196 sec): 7 clusters Score: Raw -3257612.422384 + Penalty 23609.040850 = -3234003.381533 nChanged 505 Iteration 25Q (592.589274 sec): 7 clusters Score: Raw -3257842.315494 + Penalty 23609.040850 = -3234233.274644 nChanged 379 Iteration 26Q (592.988783 sec): 7 clusters Score: Raw -3257980.124821 + Penalty 23609.040850 = -3234371.083970 nChanged 322 Iteration 27Q (593.400608 sec): 7 clusters Score: Raw -3258080.359984 + Penalty 23609.040850 = -3234471.319134 nChanged 246 Iteration 28Q (593.811362 sec): 7 clusters Score: Raw -3258150.713112 + Penalty 23609.040850 = -3234541.672261 nChanged 198 Iteration 29Q (594.208860 sec): 7 clusters Score: Raw -3258201.028163 + Penalty 23609.040850 = -3234591.987313 nChanged 160 Iteration 30Q (594.633169 sec): 7 clusters Score: Raw -3258237.314580 + Penalty 23609.040850 = -3234628.273729 nChanged 125 Iteration 31Q (595.030114 sec): 7 clusters Score: Raw -3258266.539985 + Penalty 23609.040850 = -3234657.499135 nChanged 112 Iteration 32Q (595.444341 sec): 7 clusters Score: Raw -3258292.685441 + Penalty 23609.040850 = -3234683.644591 nChanged 125 Iteration 33Q (595.866422 sec): 7 clusters Score: Raw -3258320.581078 + Penalty 23609.040850 = -3234711.540228 nChanged 106 Iteration 34Q (596.264532 sec): 7 clusters Score: Raw -3258343.608928 + Penalty 23609.040850 = -3234734.568078 nChanged 96 Iteration 35Q (596.685482 sec): 7 clusters Score: Raw -3258362.577130 + Penalty 23609.040850 = -3234753.536279 nChanged 88 Iteration 36Q (597.095541 sec): 7 clusters Score: Raw -3258378.881301 + Penalty 23609.040850 = -3234769.840450 nChanged 81 Iteration 37Q (597.503078 sec): 7 clusters Score: Raw -3258394.375952 + Penalty 23609.040850 = -3234785.335102 nChanged 54 Iteration 38Q (597.882518 sec): 7 clusters Score: Raw -3258404.315098 + Penalty 23609.040850 = -3234795.274247 nChanged 47 Iteration 39Q (598.290259 sec): 7 clusters Score: Raw -3258411.724008 + Penalty 23609.040850 = -3234802.683158 nChanged 36 Iteration 40F (598.773944 sec): 7 clusters Score: Raw -3258418.676305 + Penalty 23609.040850 = -3234809.635454 nChanged 28 Iteration 41Q (599.180676 sec): 7 clusters Score: Raw -3258424.174674 + Penalty 23609.040850 = -3234815.133823 nChanged 32 Iteration 42Q (599.571314 sec): 7 clusters Score: Raw -3258429.547303 + Penalty 23609.040850 = -3234820.506453 nChanged 26 Iteration 43Q (599.986617 sec): 7 clusters Score: Raw -3258434.338833 + Penalty 23609.040850 = -3234825.297983 nChanged 32 Iteration 44Q (600.393220 sec): 7 clusters Score: Raw -3258440.468443 + Penalty 23609.040850 = -3234831.427593 nChanged 31 Iteration 45Q (600.795638 sec): 7 clusters Score: Raw -3258446.168738 + Penalty 23609.040850 = -3234837.127888 nChanged 25 Iteration 46Q (601.208935 sec): 7 clusters Score: Raw -3258455.155449 + Penalty 23609.040850 = -3234846.114599 nChanged 26 Iteration 47Q (601.612861 sec): 7 clusters Score: Raw -3258460.982848 + Penalty 23609.040850 = -3234851.941997 nChanged 15 Iteration 48Q (602.019720 sec): 7 clusters Score: Raw -3258463.210951 + Penalty 23609.040850 = -3234854.170101 nChanged 15 Iteration 49Q (602.420109 sec): 7 clusters Score: Raw -3258465.442491 + Penalty 23609.040850 = -3234856.401640 nChanged 8 Iteration 50Q (602.810196 sec): 7 clusters Score: Raw -3258466.708380 + Penalty 23609.040850 = -3234857.667530 nChanged 4 Iteration 51Q (603.224169 sec): 7 clusters Score: Raw -3258467.523681 + Penalty 23609.040850 = -3234858.482831 nChanged 7 Iteration 52Q (603.610921 sec): 7 clusters Score: Raw -3258468.571025 + Penalty 23609.040850 = -3234859.530175 nChanged 5 Iteration 53Q (604.007819 sec): 7 clusters Score: Raw -3258469.431773 + Penalty 23609.040850 = -3234860.390922 nChanged 6 Iteration 54Q (604.404257 sec): 7 clusters Score: Raw -3258470.456213 + Penalty 23609.040850 = -3234861.415363 nChanged 9 Iteration 55Q (604.827945 sec): 7 clusters Score: Raw -3258472.202679 + Penalty 23609.040850 = -3234863.161829 nChanged 7 Iteration 56Q (605.237234 sec): 7 clusters Score: Raw -3258473.511762 + Penalty 23609.040850 = -3234864.470912 nChanged 8 Iteration 57Q (605.642097 sec): 7 clusters Score: Raw -3258474.958190 + Penalty 23609.040850 = -3234865.917340 nChanged 3 Iteration 58Q (606.058197 sec): 7 clusters Score: Raw -3258475.421797 + Penalty 23609.040850 = -3234866.380947 nChanged 2 Writing temp clu file Because OldScore, -3234865.917340, is greater than current (better) Score,-3234866.380947 Compute initial score before splitting: Score: Raw -3258475.421797 + Penalty 23609.040850 = -3234866.380947 Trying to split cluster 1 (6475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (606.162382 sec): 2 clusters Score: Raw -524297.290051 + Penalty 3251.398290 = -521045.891761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (606.271345 sec): 3 clusters Score: Raw -521359.790884 + Penalty 6502.796580 = -514856.994304 nChanged 2441 SP:Iteration 1F (606.365493 sec): 3 clusters Score: Raw -523267.121687 + Penalty 6502.796580 = -516764.325107 nChanged 673 SP:Iteration 2F (606.458561 sec): 3 clusters Score: Raw -524314.113890 + Penalty 6502.796580 = -517811.317310 nChanged 645 SP:Iteration 3F (606.563568 sec): 3 clusters Score: Raw -525324.961959 + Penalty 6502.796580 = -518822.165379 nChanged 545 SP:Iteration 4F (606.658914 sec): 3 clusters Score: Raw -526139.763786 + Penalty 6502.796580 = -519636.967206 nChanged 447 SP:Iteration 5F (606.751229 sec): 3 clusters Score: Raw -526724.447722 + Penalty 6502.796580 = -520221.651142 nChanged 317 SP:Iteration 6Q (606.858890 sec): 3 clusters Score: Raw -527061.590767 + Penalty 6502.796580 = -520558.794187 nChanged 220 SP:Iteration 7Q (606.961505 sec): 3 clusters Score: Raw -527248.081792 + Penalty 6502.796580 = -520745.285212 nChanged 149 SP:Iteration 8Q (607.062503 sec): 3 clusters Score: Raw -527358.183440 + Penalty 6502.796580 = -520855.386861 nChanged 92 SP:Iteration 9Q (607.148480 sec): 3 clusters Score: Raw -527408.595195 + Penalty 6502.796580 = -520905.798615 nChanged 56 SP:Iteration 10Q (607.261338 sec): 3 clusters Score: Raw -527437.051572 + Penalty 6502.796580 = -520934.254993 nChanged 37 SP:Iteration 11Q (607.378274 sec): 3 clusters Score: Raw -527454.832294 + Penalty 6502.796580 = -520952.035714 nChanged 30 SP:Iteration 12Q (607.476822 sec): 3 clusters Score: Raw -527469.104824 + Penalty 6502.796580 = -520966.308244 nChanged 16 SP:Iteration 13Q (607.574593 sec): 3 clusters Score: Raw -527474.100110 + Penalty 6502.796580 = -520971.303530 nChanged 15 SP:Iteration 14Q (607.679354 sec): 3 clusters Score: Raw -527479.783289 + Penalty 6502.796580 = -520976.986709 nChanged 12 SP:Iteration 15Q (607.790424 sec): 3 clusters Score: Raw -527484.564907 + Penalty 6502.796580 = -520981.768327 nChanged 13 SP:Iteration 16Q (607.881481 sec): 3 clusters Score: Raw -527488.668807 + Penalty 6502.796580 = -520985.872227 nChanged 8 SP:Iteration 17Q (607.956818 sec): 3 clusters Score: Raw -527491.472248 + Penalty 6502.796580 = -520988.675668 nChanged 7 SP:Iteration 18Q (608.062680 sec): 3 clusters Score: Raw -527493.913313 + Penalty 6502.796580 = -520991.116733 nChanged 4 SP:Iteration 19Q (608.182745 sec): 3 clusters Score: Raw -527494.886063 + Penalty 6502.796580 = -520992.089483 nChanged 2 SP:Iteration 20F (608.282501 sec): 3 clusters Score: Raw -527495.209797 + Penalty 6502.796580 = -520992.413217 nChanged 2 SP:Iteration 21Q (608.367118 sec): 3 clusters Score: Raw -527495.672567 + Penalty 6502.796580 = -520992.875987 nChanged 2 SP:Iteration 22Q (608.466260 sec): 3 clusters Score: Raw -527496.260256 + Penalty 6502.796580 = -520993.463676 nChanged 1 SP:Iteration 23Q (608.583085 sec): 3 clusters Score: Raw -527496.646171 + Penalty 6502.796580 = -520993.849591 nChanged 1 SP:Iteration 24Q (608.695311 sec): 3 clusters Score: Raw -527496.889274 + Penalty 6502.796580 = -520994.092694 nChanged 0 SP:Iteration 25F (608.783733 sec): 3 clusters Score: Raw -527496.889274 + Penalty 6502.796580 = -520994.092694 nChanged 0 Trying to split cluster 2 (6558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (608.862276 sec): 2 clusters Score: Raw -512419.077470 + Penalty 3256.117375 = -509162.960096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (608.954367 sec): 3 clusters Score: Raw -509401.381121 + Penalty 6512.234749 = -502889.146372 nChanged 2403 SP:Iteration 1F (609.058180 sec): 3 clusters Score: Raw -511028.619686 + Penalty 6512.234749 = -504516.384936 nChanged 616 SP:Iteration 2F (609.167765 sec): 3 clusters Score: Raw -511587.924897 + Penalty 6512.234749 = -505075.690148 nChanged 462 SP:Iteration 3F (609.267858 sec): 3 clusters Score: Raw -512095.716973 + Penalty 6512.234749 = -505583.482224 nChanged 394 SP:Iteration 4F (609.364537 sec): 3 clusters Score: Raw -512537.820169 + Penalty 6512.234749 = -506025.585420 nChanged 337 SP:Iteration 5F (609.469900 sec): 3 clusters Score: Raw -512907.964362 + Penalty 6512.234749 = -506395.729613 nChanged 329 SP:Iteration 6F (609.559817 sec): 3 clusters Score: Raw -513200.207551 + Penalty 6512.234749 = -506687.972801 nChanged 261 SP:Iteration 7Q (609.672174 sec): 3 clusters Score: Raw -513432.969827 + Penalty 6512.234749 = -506920.735078 nChanged 242 SP:Iteration 8Q (609.753623 sec): 3 clusters Score: Raw -513643.704759 + Penalty 6512.234749 = -507131.470010 nChanged 198 SP:Iteration 9Q (609.865084 sec): 3 clusters Score: Raw -513784.250021 + Penalty 6512.234749 = -507272.015272 nChanged 158 SP:Iteration 10Q (609.978108 sec): 3 clusters Score: Raw -513900.406429 + Penalty 6512.234749 = -507388.171680 nChanged 150 SP:Iteration 11Q (610.072562 sec): 3 clusters Score: Raw -514004.064697 + Penalty 6512.234749 = -507491.829948 nChanged 119 SP:Iteration 12Q (610.164739 sec): 3 clusters Score: Raw -514083.894317 + Penalty 6512.234749 = -507571.659567 nChanged 114 SP:Iteration 13Q (610.259949 sec): 3 clusters Score: Raw -514155.568859 + Penalty 6512.234749 = -507643.334109 nChanged 106 SP:Iteration 14Q (610.350648 sec): 3 clusters Score: Raw -514212.910477 + Penalty 6512.234749 = -507700.675728 nChanged 76 SP:Iteration 15Q (610.450639 sec): 3 clusters Score: Raw -514257.755673 + Penalty 6512.234749 = -507745.520924 nChanged 74 SP:Iteration 16Q (610.573125 sec): 3 clusters Score: Raw -514304.099437 + Penalty 6512.234749 = -507791.864688 nChanged 74 SP:Iteration 17Q (610.652287 sec): 3 clusters Score: Raw -514352.025157 + Penalty 6512.234749 = -507839.790408 nChanged 60 SP:Iteration 18Q (610.767499 sec): 3 clusters Score: Raw -514393.102435 + Penalty 6512.234749 = -507880.867685 nChanged 73 SP:Iteration 19Q (610.875027 sec): 3 clusters Score: Raw -514458.264719 + Penalty 6512.234749 = -507946.029970 nChanged 83 SP:Iteration 20F (610.970364 sec): 3 clusters Score: Raw -514513.397825 + Penalty 6512.234749 = -508001.163075 nChanged 76 SP:Iteration 21Q (611.062829 sec): 3 clusters Score: Raw -514558.635328 + Penalty 6512.234749 = -508046.400579 nChanged 68 SP:Iteration 22Q (611.168478 sec): 3 clusters Score: Raw -514596.535640 + Penalty 6512.234749 = -508084.300891 nChanged 57 SP:Iteration 23Q (611.270513 sec): 3 clusters Score: Raw -514626.192879 + Penalty 6512.234749 = -508113.958129 nChanged 52 SP:Iteration 24Q (611.368395 sec): 3 clusters Score: Raw -514648.707766 + Penalty 6512.234749 = -508136.473017 nChanged 36 SP:Iteration 25Q (611.469173 sec): 3 clusters Score: Raw -514665.069775 + Penalty 6512.234749 = -508152.835025 nChanged 36 SP:Iteration 26Q (611.557362 sec): 3 clusters Score: Raw -514679.232966 + Penalty 6512.234749 = -508166.998216 nChanged 26 SP:Iteration 27Q (611.675247 sec): 3 clusters Score: Raw -514691.997581 + Penalty 6512.234749 = -508179.762832 nChanged 25 SP:Iteration 28Q (611.753792 sec): 3 clusters Score: Raw -514702.843901 + Penalty 6512.234749 = -508190.609151 nChanged 19 SP:Iteration 29Q (611.855240 sec): 3 clusters Score: Raw -514714.723323 + Penalty 6512.234749 = -508202.488574 nChanged 23 SP:Iteration 30Q (611.972562 sec): 3 clusters Score: Raw -514724.453854 + Penalty 6512.234749 = -508212.219105 nChanged 24 SP:Iteration 31Q (612.073324 sec): 3 clusters Score: Raw -514733.189194 + Penalty 6512.234749 = -508220.954444 nChanged 17 SP:Iteration 32Q (612.172792 sec): 3 clusters Score: Raw -514740.486291 + Penalty 6512.234749 = -508228.251542 nChanged 23 SP:Iteration 33Q (612.277596 sec): 3 clusters Score: Raw -514748.929079 + Penalty 6512.234749 = -508236.694329 nChanged 11 SP:Iteration 34Q (612.371241 sec): 3 clusters Score: Raw -514752.860150 + Penalty 6512.234749 = -508240.625400 nChanged 11 SP:Iteration 35Q (612.458807 sec): 3 clusters Score: Raw -514758.185472 + Penalty 6512.234749 = -508245.950722 nChanged 22 SP:Iteration 36Q (612.556351 sec): 3 clusters Score: Raw -514768.534649 + Penalty 6512.234749 = -508256.299900 nChanged 21 SP:Iteration 37Q (612.657577 sec): 3 clusters Score: Raw -514777.084600 + Penalty 6512.234749 = -508264.849851 nChanged 13 SP:Iteration 38Q (612.767653 sec): 3 clusters Score: Raw -514781.644227 + Penalty 6512.234749 = -508269.409477 nChanged 16 SP:Iteration 39Q (612.862345 sec): 3 clusters Score: Raw -514786.574231 + Penalty 6512.234749 = -508274.339482 nChanged 16 SP:Iteration 40F (612.964395 sec): 3 clusters Score: Raw -514791.980540 + Penalty 6512.234749 = -508279.745791 nChanged 11 SP:Iteration 41Q (613.064269 sec): 3 clusters Score: Raw -514795.730566 + Penalty 6512.234749 = -508283.495816 nChanged 7 SP:Iteration 42Q (613.152975 sec): 3 clusters Score: Raw -514797.782607 + Penalty 6512.234749 = -508285.547857 nChanged 4 SP:Iteration 43Q (613.251210 sec): 3 clusters Score: Raw -514798.883749 + Penalty 6512.234749 = -508286.649000 nChanged 3 SP:Iteration 44Q (613.348679 sec): 3 clusters Score: Raw -514799.885171 + Penalty 6512.234749 = -508287.650422 nChanged 2 SP:Iteration 45Q (613.463392 sec): 3 clusters Score: Raw -514800.881939 + Penalty 6512.234749 = -508288.647189 nChanged 1 SP:Iteration 46Q (613.543263 sec): 3 clusters Score: Raw -514801.461561 + Penalty 6512.234749 = -508289.226812 nChanged 1 SP:Iteration 47Q (613.654208 sec): 3 clusters Score: Raw -514802.018724 + Penalty 6512.234749 = -508289.783974 nChanged 1 SP:Iteration 48Q (613.779318 sec): 3 clusters Score: Raw -514802.311215 + Penalty 6512.234749 = -508290.076465 nChanged 3 SP:Iteration 49Q (613.879764 sec): 3 clusters Score: Raw -514802.985446 + Penalty 6512.234749 = -508290.750696 nChanged 3 SP:Iteration 50Q (613.971245 sec): 3 clusters Score: Raw -514803.405059 + Penalty 6512.234749 = -508291.170310 nChanged 0 SP:Iteration 51F (614.064007 sec): 3 clusters Score: Raw -514803.405059 + Penalty 6512.234749 = -508291.170310 nChanged 0 Trying to split cluster 3 (4091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (614.123213 sec): 2 clusters Score: Raw -253775.217640 + Penalty 3081.279818 = -250693.937822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (614.212348 sec): 3 clusters Score: Raw -252344.650590 + Penalty 6162.559636 = -246182.090954 nChanged 1487 SP:Iteration 1F (614.299221 sec): 3 clusters Score: Raw -254859.376687 + Penalty 6162.559636 = -248696.817051 nChanged 612 SP:Iteration 2F (614.414585 sec): 3 clusters Score: Raw -256621.946041 + Penalty 6162.559636 = -250459.386405 nChanged 373 SP:Iteration 3F (614.513382 sec): 3 clusters Score: Raw -257530.655527 + Penalty 6162.559636 = -251368.095891 nChanged 210 SP:Iteration 4F (614.592470 sec): 3 clusters Score: Raw -257845.518753 + Penalty 6162.559636 = -251682.959117 nChanged 127 SP:Iteration 5Q (614.699188 sec): 3 clusters Score: Raw -258031.461337 + Penalty 6162.559636 = -251868.901701 nChanged 92 SP:Iteration 6Q (614.792432 sec): 3 clusters Score: Raw -258161.270085 + Penalty 6162.559636 = -251998.710449 nChanged 69 SP:Iteration 7Q (614.868456 sec): 3 clusters Score: Raw -258238.010176 + Penalty 6162.559636 = -252075.450540 nChanged 53 SP:Iteration 8Q (614.973157 sec): 3 clusters Score: Raw -258282.708685 + Penalty 6162.559636 = -252120.149049 nChanged 44 SP:Iteration 9Q (615.045013 sec): 3 clusters Score: Raw -258322.142072 + Penalty 6162.559636 = -252159.582436 nChanged 40 SP:Iteration 10Q (615.133044 sec): 3 clusters Score: Raw -258354.938169 + Penalty 6162.559636 = -252192.378533 nChanged 38 SP:Iteration 11Q (615.236801 sec): 3 clusters Score: Raw -258385.315836 + Penalty 6162.559636 = -252222.756200 nChanged 36 SP:Iteration 12Q (615.336273 sec): 3 clusters Score: Raw -258414.809716 + Penalty 6162.559636 = -252252.250080 nChanged 41 SP:Iteration 13Q (615.420245 sec): 3 clusters Score: Raw -258446.463809 + Penalty 6162.559636 = -252283.904173 nChanged 37 SP:Iteration 14Q (615.525766 sec): 3 clusters Score: Raw -258475.616208 + Penalty 6162.559636 = -252313.056572 nChanged 33 SP:Iteration 15Q (615.601832 sec): 3 clusters Score: Raw -258499.525160 + Penalty 6162.559636 = -252336.965524 nChanged 31 SP:Iteration 16Q (615.692329 sec): 3 clusters Score: Raw -258519.367818 + Penalty 6162.559636 = -252356.808182 nChanged 26 SP:Iteration 17Q (615.784359 sec): 3 clusters Score: Raw -258535.821617 + Penalty 6162.559636 = -252373.261981 nChanged 30 SP:Iteration 18Q (615.892281 sec): 3 clusters Score: Raw -258558.560383 + Penalty 6162.559636 = -252396.000747 nChanged 26 SP:Iteration 19Q (615.968470 sec): 3 clusters Score: Raw -258575.170825 + Penalty 6162.559636 = -252412.611189 nChanged 28 SP:Iteration 20F (616.062563 sec): 3 clusters Score: Raw -258598.548762 + Penalty 6162.559636 = -252435.989126 nChanged 19 SP:Iteration 21Q (616.153714 sec): 3 clusters Score: Raw -258612.642388 + Penalty 6162.559636 = -252450.082752 nChanged 24 SP:Iteration 22Q (616.262422 sec): 3 clusters Score: Raw -258629.990198 + Penalty 6162.559636 = -252467.430562 nChanged 23 SP:Iteration 23Q (616.353266 sec): 3 clusters Score: Raw -258647.633077 + Penalty 6162.559636 = -252485.073441 nChanged 21 SP:Iteration 24Q (616.451905 sec): 3 clusters Score: Raw -258659.643176 + Penalty 6162.559636 = -252497.083540 nChanged 19 SP:Iteration 25Q (616.546891 sec): 3 clusters Score: Raw -258668.341652 + Penalty 6162.559636 = -252505.782016 nChanged 13 SP:Iteration 26Q (616.636353 sec): 3 clusters Score: Raw -258673.614173 + Penalty 6162.559636 = -252511.054537 nChanged 12 SP:Iteration 27Q (616.736103 sec): 3 clusters Score: Raw -258679.902467 + Penalty 6162.559636 = -252517.342831 nChanged 8 SP:Iteration 28Q (616.836919 sec): 3 clusters Score: Raw -258682.617002 + Penalty 6162.559636 = -252520.057366 nChanged 4 SP:Iteration 29Q (616.942260 sec): 3 clusters Score: Raw -258684.234666 + Penalty 6162.559636 = -252521.675030 nChanged 5 SP:Iteration 30Q (617.040847 sec): 3 clusters Score: Raw -258685.544373 + Penalty 6162.559636 = -252522.984737 nChanged 1 SP:Iteration 31Q (617.114313 sec): 3 clusters Score: Raw -258685.892087 + Penalty 6162.559636 = -252523.332451 nChanged 1 SP:Iteration 32Q (617.224658 sec): 3 clusters Score: Raw -258686.143780 + Penalty 6162.559636 = -252523.584144 nChanged 1 SP:Iteration 33Q (617.303734 sec): 3 clusters Score: Raw -258686.426127 + Penalty 6162.559636 = -252523.866491 nChanged 2 SP:Iteration 34Q (617.387867 sec): 3 clusters Score: Raw -258687.096627 + Penalty 6162.559636 = -252524.536991 nChanged 1 SP:Iteration 35Q (617.505121 sec): 3 clusters Score: Raw -258687.362516 + Penalty 6162.559636 = -252524.802880 nChanged 0 SP:Iteration 36F (617.597663 sec): 3 clusters Score: Raw -258687.362516 + Penalty 6162.559636 = -252524.802880 nChanged 0 Score: Raw -3263388.027022 + Penalty 27543.880992 = -3235844.146030 Splitting cluster 3 changes total score from -3234866.380947 to -3235844.146030 So it's getting split into cluster 7. Trying to split cluster 4 (11148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (618.246141 sec): 2 clusters Score: Raw -990445.891344 + Penalty 3452.695201 = -986993.196143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (618.356597 sec): 3 clusters Score: Raw -984743.934248 + Penalty 6905.390403 = -977838.543845 nChanged 4479 SP:Iteration 1F (618.471804 sec): 3 clusters Score: Raw -987358.757512 + Penalty 6905.390403 = -980453.367109 nChanged 894 SP:Iteration 2F (618.569455 sec): 3 clusters Score: Raw -988089.053613 + Penalty 6905.390403 = -981183.663210 nChanged 798 SP:Iteration 3F (618.700482 sec): 3 clusters Score: Raw -988712.322409 + Penalty 6905.390403 = -981806.932006 nChanged 669 SP:Iteration 4F (618.800316 sec): 3 clusters Score: Raw -989194.568691 + Penalty 6905.390403 = -982289.178288 nChanged 608 SP:Iteration 5F (618.910567 sec): 3 clusters Score: Raw -989642.141553 + Penalty 6905.390403 = -982736.751150 nChanged 558 SP:Iteration 6F (619.022861 sec): 3 clusters Score: Raw -990100.570345 + Penalty 6905.390403 = -983195.179942 nChanged 515 SP:Iteration 7Q (619.143233 sec): 3 clusters Score: Raw -990552.734395 + Penalty 6905.390403 = -983647.343993 nChanged 441 SP:Iteration 8Q (619.235879 sec): 3 clusters Score: Raw -990937.947159 + Penalty 6905.390403 = -984032.556756 nChanged 386 SP:Iteration 9Q (619.357901 sec): 3 clusters Score: Raw -991243.129035 + Penalty 6905.390403 = -984337.738632 nChanged 301 SP:Iteration 10Q (619.487767 sec): 3 clusters Score: Raw -991451.404585 + Penalty 6905.390403 = -984546.014182 nChanged 246 SP:Iteration 11Q (619.595366 sec): 3 clusters Score: Raw -991629.571171 + Penalty 6905.390403 = -984724.180768 nChanged 231 SP:Iteration 12Q (619.727338 sec): 3 clusters Score: Raw -991783.337500 + Penalty 6905.390403 = -984877.947098 nChanged 187 SP:Iteration 13Q (619.843115 sec): 3 clusters Score: Raw -991915.659589 + Penalty 6905.390403 = -985010.269186 nChanged 191 SP:Iteration 14Q (619.952889 sec): 3 clusters Score: Raw -992079.654411 + Penalty 6905.390403 = -985174.264008 nChanged 192 SP:Iteration 15Q (620.069102 sec): 3 clusters Score: Raw -992277.429151 + Penalty 6905.390403 = -985372.038748 nChanged 179 SP:Iteration 16Q (620.172996 sec): 3 clusters Score: Raw -992458.459087 + Penalty 6905.390403 = -985553.068684 nChanged 157 SP:Iteration 17Q (620.300737 sec): 3 clusters Score: Raw -992590.144303 + Penalty 6905.390403 = -985684.753900 nChanged 128 SP:Iteration 18Q (620.401293 sec): 3 clusters Score: Raw -992688.580707 + Penalty 6905.390403 = -985783.190304 nChanged 101 SP:Iteration 19Q (620.529113 sec): 3 clusters Score: Raw -992777.337925 + Penalty 6905.390403 = -985871.947522 nChanged 97 SP:Iteration 20F (620.622331 sec): 3 clusters Score: Raw -992846.214849 + Penalty 6905.390403 = -985940.824446 nChanged 74 SP:Iteration 21Q (620.737582 sec): 3 clusters Score: Raw -992889.206096 + Penalty 6905.390403 = -985983.815693 nChanged 46 SP:Iteration 22Q (620.845600 sec): 3 clusters Score: Raw -992914.790777 + Penalty 6905.390403 = -986009.400374 nChanged 37 SP:Iteration 23Q (620.949150 sec): 3 clusters Score: Raw -992931.534391 + Penalty 6905.390403 = -986026.143988 nChanged 18 SP:Iteration 24Q (621.051277 sec): 3 clusters Score: Raw -992938.190325 + Penalty 6905.390403 = -986032.799922 nChanged 19 SP:Iteration 25Q (621.145104 sec): 3 clusters Score: Raw -992944.351400 + Penalty 6905.390403 = -986038.960997 nChanged 17 SP:Iteration 26Q (621.252355 sec): 3 clusters Score: Raw -992950.352021 + Penalty 6905.390403 = -986044.961618 nChanged 19 SP:Iteration 27Q (621.376387 sec): 3 clusters Score: Raw -992956.949209 + Penalty 6905.390403 = -986051.558806 nChanged 19 SP:Iteration 28Q (621.465359 sec): 3 clusters Score: Raw -992963.597495 + Penalty 6905.390403 = -986058.207092 nChanged 20 SP:Iteration 29Q (621.588841 sec): 3 clusters Score: Raw -992971.008701 + Penalty 6905.390403 = -986065.618298 nChanged 17 SP:Iteration 30Q (621.691985 sec): 3 clusters Score: Raw -992976.578057 + Penalty 6905.390403 = -986071.187654 nChanged 15 SP:Iteration 31Q (621.789761 sec): 3 clusters Score: Raw -992981.991352 + Penalty 6905.390403 = -986076.600949 nChanged 21 SP:Iteration 32Q (621.912255 sec): 3 clusters Score: Raw -992988.382123 + Penalty 6905.390403 = -986082.991720 nChanged 17 SP:Iteration 33Q (622.021823 sec): 3 clusters Score: Raw -992993.936107 + Penalty 6905.390403 = -986088.545704 nChanged 9 SP:Iteration 34Q (622.137125 sec): 3 clusters Score: Raw -992997.133559 + Penalty 6905.390403 = -986091.743156 nChanged 10 SP:Iteration 35Q (622.261250 sec): 3 clusters Score: Raw -993000.223269 + Penalty 6905.390403 = -986094.832866 nChanged 11 SP:Iteration 36Q (622.365759 sec): 3 clusters Score: Raw -993003.256231 + Penalty 6905.390403 = -986097.865828 nChanged 14 SP:Iteration 37Q (622.496957 sec): 3 clusters Score: Raw -993008.047870 + Penalty 6905.390403 = -986102.657467 nChanged 10 SP:Iteration 38Q (622.601592 sec): 3 clusters Score: Raw -993011.306104 + Penalty 6905.390403 = -986105.915701 nChanged 17 SP:Iteration 39Q (622.710402 sec): 3 clusters Score: Raw -993017.024320 + Penalty 6905.390403 = -986111.633917 nChanged 24 SP:Iteration 40F (622.829251 sec): 3 clusters Score: Raw -993026.912817 + Penalty 6905.390403 = -986121.522414 nChanged 27 SP:Iteration 41Q (622.922130 sec): 3 clusters Score: Raw -993039.044408 + Penalty 6905.390403 = -986133.654005 nChanged 25 SP:Iteration 42Q (623.031782 sec): 3 clusters Score: Raw -993047.912843 + Penalty 6905.390403 = -986142.522440 nChanged 17 SP:Iteration 43Q (623.157578 sec): 3 clusters Score: Raw -993053.576625 + Penalty 6905.390403 = -986148.186222 nChanged 14 SP:Iteration 44Q (623.261732 sec): 3 clusters Score: Raw -993058.432867 + Penalty 6905.390403 = -986153.042464 nChanged 14 SP:Iteration 45Q (623.381162 sec): 3 clusters Score: Raw -993063.113241 + Penalty 6905.390403 = -986157.722838 nChanged 10 SP:Iteration 46Q (623.494259 sec): 3 clusters Score: Raw -993065.032470 + Penalty 6905.390403 = -986159.642067 nChanged 7 SP:Iteration 47Q (623.608680 sec): 3 clusters Score: Raw -993066.636702 + Penalty 6905.390403 = -986161.246299 nChanged 12 SP:Iteration 48Q (623.722741 sec): 3 clusters Score: Raw -993070.796735 + Penalty 6905.390403 = -986165.406332 nChanged 12 SP:Iteration 49Q (623.815719 sec): 3 clusters Score: Raw -993074.207898 + Penalty 6905.390403 = -986168.817495 nChanged 12 SP:Iteration 50Q (623.945925 sec): 3 clusters Score: Raw -993078.347396 + Penalty 6905.390403 = -986172.956993 nChanged 15 SP:Iteration 51Q (624.051431 sec): 3 clusters Score: Raw -993082.996676 + Penalty 6905.390403 = -986177.606273 nChanged 20 SP:Iteration 52Q (624.162167 sec): 3 clusters Score: Raw -993088.634383 + Penalty 6905.390403 = -986183.243980 nChanged 18 SP:Iteration 53Q (624.255467 sec): 3 clusters Score: Raw -993093.961201 + Penalty 6905.390403 = -986188.570798 nChanged 20 SP:Iteration 54Q (624.379930 sec): 3 clusters Score: Raw -993099.558189 + Penalty 6905.390403 = -986194.167786 nChanged 29 SP:Iteration 55Q (624.483974 sec): 3 clusters Score: Raw -993111.025703 + Penalty 6905.390403 = -986205.635300 nChanged 32 SP:Iteration 56Q (624.574677 sec): 3 clusters Score: Raw -993124.524842 + Penalty 6905.390403 = -986219.134439 nChanged 31 SP:Iteration 57Q (624.703671 sec): 3 clusters Score: Raw -993136.204222 + Penalty 6905.390403 = -986230.813819 nChanged 34 SP:Iteration 58Q (624.809788 sec): 3 clusters Score: Raw -993151.774948 + Penalty 6905.390403 = -986246.384545 nChanged 39 SP:Iteration 59Q (624.916162 sec): 3 clusters Score: Raw -993168.409390 + Penalty 6905.390403 = -986263.018987 nChanged 40 SP:Iteration 60F (625.042509 sec): 3 clusters Score: Raw -993185.475684 + Penalty 6905.390403 = -986280.085282 nChanged 36 SP:Iteration 61Q (625.136415 sec): 3 clusters Score: Raw -993200.741239 + Penalty 6905.390403 = -986295.350836 nChanged 47 SP:Iteration 62Q (625.255664 sec): 3 clusters Score: Raw -993221.018554 + Penalty 6905.390403 = -986315.628151 nChanged 38 SP:Iteration 63Q (625.375961 sec): 3 clusters Score: Raw -993236.891827 + Penalty 6905.390403 = -986331.501424 nChanged 38 SP:Iteration 64Q (625.484581 sec): 3 clusters Score: Raw -993250.974166 + Penalty 6905.390403 = -986345.583763 nChanged 25 SP:Iteration 65Q (625.582997 sec): 3 clusters Score: Raw -993260.802150 + Penalty 6905.390403 = -986355.411747 nChanged 26 SP:Iteration 66Q (625.714967 sec): 3 clusters Score: Raw -993270.974286 + Penalty 6905.390403 = -986365.583883 nChanged 27 SP:Iteration 67Q (625.829955 sec): 3 clusters Score: Raw -993280.864247 + Penalty 6905.390403 = -986375.473844 nChanged 21 SP:Iteration 68Q (625.915832 sec): 3 clusters Score: Raw -993287.355240 + Penalty 6905.390403 = -986381.964837 nChanged 19 SP:Iteration 69Q (626.046113 sec): 3 clusters Score: Raw -993292.499161 + Penalty 6905.390403 = -986387.108758 nChanged 14 SP:Iteration 70Q (626.136018 sec): 3 clusters Score: Raw -993296.641469 + Penalty 6905.390403 = -986391.251066 nChanged 18 SP:Iteration 71Q (626.267683 sec): 3 clusters Score: Raw -993301.415759 + Penalty 6905.390403 = -986396.025356 nChanged 13 SP:Iteration 72Q (626.363853 sec): 3 clusters Score: Raw -993305.598033 + Penalty 6905.390403 = -986400.207630 nChanged 20 SP:Iteration 73Q (626.474741 sec): 3 clusters Score: Raw -993312.020045 + Penalty 6905.390403 = -986406.629643 nChanged 23 SP:Iteration 74Q (626.576214 sec): 3 clusters Score: Raw -993319.600285 + Penalty 6905.390403 = -986414.209882 nChanged 22 SP:Iteration 75Q (626.688954 sec): 3 clusters Score: Raw -993326.789437 + Penalty 6905.390403 = -986421.399035 nChanged 21 SP:Iteration 76Q (626.794030 sec): 3 clusters Score: Raw -993335.486903 + Penalty 6905.390403 = -986430.096500 nChanged 27 SP:Iteration 77Q (626.883915 sec): 3 clusters Score: Raw -993348.377625 + Penalty 6905.390403 = -986442.987222 nChanged 29 SP:Iteration 78Q (627.012519 sec): 3 clusters Score: Raw -993359.124563 + Penalty 6905.390403 = -986453.734160 nChanged 36 SP:Iteration 79Q (627.115172 sec): 3 clusters Score: Raw -993373.865687 + Penalty 6905.390403 = -986468.475284 nChanged 37 SP:Iteration 80F (627.228161 sec): 3 clusters Score: Raw -993386.948189 + Penalty 6905.390403 = -986481.557787 nChanged 43 SP:Iteration 81Q (627.326900 sec): 3 clusters Score: Raw -993402.993929 + Penalty 6905.390403 = -986497.603526 nChanged 52 SP:Iteration 82Q (627.446844 sec): 3 clusters Score: Raw -993425.452268 + Penalty 6905.390403 = -986520.061865 nChanged 65 SP:Iteration 83Q (627.544588 sec): 3 clusters Score: Raw -993453.434123 + Penalty 6905.390403 = -986548.043720 nChanged 71 SP:Iteration 84Q (627.645664 sec): 3 clusters Score: Raw -993488.934237 + Penalty 6905.390403 = -986583.543834 nChanged 79 SP:Iteration 85Q (627.767413 sec): 3 clusters Score: Raw -993524.273464 + Penalty 6905.390403 = -986618.883061 nChanged 69 SP:Iteration 86Q (627.881374 sec): 3 clusters Score: Raw -993555.513212 + Penalty 6905.390403 = -986650.122809 nChanged 74 SP:Iteration 87Q (627.968027 sec): 3 clusters Score: Raw -993589.519722 + Penalty 6905.390403 = -986684.129319 nChanged 94 SP:Iteration 88Q (628.095160 sec): 3 clusters Score: Raw -993647.761867 + Penalty 6905.390403 = -986742.371464 nChanged 107 SP:Iteration 89Q (628.219054 sec): 3 clusters Score: Raw -993714.469185 + Penalty 6905.390403 = -986809.078782 nChanged 115 SP:Iteration 90Q (628.332037 sec): 3 clusters Score: Raw -993805.345075 + Penalty 6905.390403 = -986899.954672 nChanged 130 SP:Iteration 91Q (628.433991 sec): 3 clusters Score: Raw -993917.566312 + Penalty 6905.390403 = -987012.175909 nChanged 155 SP:Iteration 92Q (628.555412 sec): 3 clusters Score: Raw -994057.459032 + Penalty 6905.390403 = -987152.068629 nChanged 156 SP:Iteration 93Q (628.645937 sec): 3 clusters Score: Raw -994211.157324 + Penalty 6905.390403 = -987305.766921 nChanged 174 SP:Iteration 94Q (628.785724 sec): 3 clusters Score: Raw -994391.826216 + Penalty 6905.390403 = -987486.435813 nChanged 182 SP:Iteration 95Q (628.906509 sec): 3 clusters Score: Raw -994570.985527 + Penalty 6905.390403 = -987665.595124 nChanged 140 SP:Iteration 96Q (629.011536 sec): 3 clusters Score: Raw -994667.485453 + Penalty 6905.390403 = -987762.095050 nChanged 105 SP:Iteration 97Q (629.123077 sec): 3 clusters Score: Raw -994724.850723 + Penalty 6905.390403 = -987819.460320 nChanged 76 SP:Iteration 98Q (629.228003 sec): 3 clusters Score: Raw -994758.919971 + Penalty 6905.390403 = -987853.529568 nChanged 42 SP:Iteration 99Q (629.334111 sec): 3 clusters Score: Raw -994772.057830 + Penalty 6905.390403 = -987866.667427 nChanged 32 SP:Iteration 100F (629.449151 sec): 3 clusters Score: Raw -994802.056027 + Penalty 6905.390403 = -987896.665624 nChanged 35 SP:Iteration 101Q (629.539460 sec): 3 clusters Score: Raw -994821.385366 + Penalty 6905.390403 = -987915.994963 nChanged 31 SP:Iteration 102Q (629.675194 sec): 3 clusters Score: Raw -994830.992824 + Penalty 6905.390403 = -987925.602421 nChanged 25 SP:Iteration 103Q (629.780873 sec): 3 clusters Score: Raw -994836.488506 + Penalty 6905.390403 = -987931.098103 nChanged 8 SP:Iteration 104Q (629.879030 sec): 3 clusters Score: Raw -994837.922085 + Penalty 6905.390403 = -987932.531682 nChanged 5 SP:Iteration 105Q (629.998126 sec): 3 clusters Score: Raw -994839.019293 + Penalty 6905.390403 = -987933.628890 nChanged 3 SP:Iteration 106Q (630.116975 sec): 3 clusters Score: Raw -994839.631724 + Penalty 6905.390403 = -987934.241321 nChanged 3 SP:Iteration 107Q (630.227027 sec): 3 clusters Score: Raw -994840.079887 + Penalty 6905.390403 = -987934.689484 nChanged 3 SP:Iteration 108Q (630.325195 sec): 3 clusters Score: Raw -994840.737887 + Penalty 6905.390403 = -987935.347484 nChanged 0 SP:Iteration 109F (630.437229 sec): 3 clusters Score: Raw -994840.737887 + Penalty 6905.390403 = -987935.347484 nChanged 0 Score: Raw -3267782.873565 + Penalty 31478.721134 = -3236304.152431 Splitting cluster 4 changes total score from -3234866.380947 to -3236304.152431 So it's getting split into cluster 8. Trying to split cluster 5 (4933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (631.145164 sec): 2 clusters Score: Raw -351528.279583 + Penalty 3150.621814 = -348377.657769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (631.237155 sec): 3 clusters Score: Raw -349431.167536 + Penalty 6301.243628 = -343129.923908 nChanged 1808 SP:Iteration 1F (631.338662 sec): 3 clusters Score: Raw -351219.519267 + Penalty 6301.243628 = -344918.275639 nChanged 623 SP:Iteration 2F (631.422514 sec): 3 clusters Score: Raw -352703.760026 + Penalty 6301.243628 = -346402.516398 nChanged 581 SP:Iteration 3F (631.523018 sec): 3 clusters Score: Raw -354042.477433 + Penalty 6301.243628 = -347741.233805 nChanged 447 SP:Iteration 4F (631.605170 sec): 3 clusters Score: Raw -354800.562908 + Penalty 6301.243628 = -348499.319281 nChanged 299 SP:Iteration 5F (631.709019 sec): 3 clusters Score: Raw -355224.663848 + Penalty 6301.243628 = -348923.420220 nChanged 187 SP:Iteration 6Q (631.814019 sec): 3 clusters Score: Raw -355421.648055 + Penalty 6301.243628 = -349120.404428 nChanged 108 SP:Iteration 7Q (631.916641 sec): 3 clusters Score: Raw -355508.993757 + Penalty 6301.243628 = -349207.750130 nChanged 60 SP:Iteration 8Q (631.999925 sec): 3 clusters Score: Raw -355561.824836 + Penalty 6301.243628 = -349260.581209 nChanged 51 SP:Iteration 9Q (632.102537 sec): 3 clusters Score: Raw -355598.063494 + Penalty 6301.243628 = -349296.819866 nChanged 41 SP:Iteration 10Q (632.185192 sec): 3 clusters Score: Raw -355627.213770 + Penalty 6301.243628 = -349325.970142 nChanged 38 SP:Iteration 11Q (632.305134 sec): 3 clusters Score: Raw -355649.585209 + Penalty 6301.243628 = -349348.341581 nChanged 24 SP:Iteration 12Q (632.389841 sec): 3 clusters Score: Raw -355666.078327 + Penalty 6301.243628 = -349364.834700 nChanged 31 SP:Iteration 13Q (632.461375 sec): 3 clusters Score: Raw -355689.347606 + Penalty 6301.243628 = -349388.103979 nChanged 29 SP:Iteration 14Q (632.571398 sec): 3 clusters Score: Raw -355717.331856 + Penalty 6301.243628 = -349416.088229 nChanged 34 SP:Iteration 15Q (632.660158 sec): 3 clusters Score: Raw -355745.033336 + Penalty 6301.243628 = -349443.789708 nChanged 38 SP:Iteration 16Q (632.740574 sec): 3 clusters Score: Raw -355772.850147 + Penalty 6301.243628 = -349471.606519 nChanged 22 SP:Iteration 17Q (632.835247 sec): 3 clusters Score: Raw -355792.070757 + Penalty 6301.243628 = -349490.827129 nChanged 28 SP:Iteration 18Q (632.928574 sec): 3 clusters Score: Raw -355811.003191 + Penalty 6301.243628 = -349509.759563 nChanged 25 SP:Iteration 19Q (633.025812 sec): 3 clusters Score: Raw -355825.506156 + Penalty 6301.243628 = -349524.262529 nChanged 16 SP:Iteration 20F (633.108135 sec): 3 clusters Score: Raw -355834.567286 + Penalty 6301.243628 = -349533.323659 nChanged 14 SP:Iteration 21Q (633.198588 sec): 3 clusters Score: Raw -355841.843277 + Penalty 6301.243628 = -349540.599649 nChanged 10 SP:Iteration 22Q (633.311600 sec): 3 clusters Score: Raw -355846.762818 + Penalty 6301.243628 = -349545.519190 nChanged 8 SP:Iteration 23Q (633.408309 sec): 3 clusters Score: Raw -355851.237508 + Penalty 6301.243628 = -349549.993880 nChanged 8 SP:Iteration 24Q (633.495816 sec): 3 clusters Score: Raw -355856.132463 + Penalty 6301.243628 = -349554.888835 nChanged 7 SP:Iteration 25Q (633.585516 sec): 3 clusters Score: Raw -355860.298939 + Penalty 6301.243628 = -349559.055312 nChanged 6 SP:Iteration 26Q (633.702669 sec): 3 clusters Score: Raw -355864.559390 + Penalty 6301.243628 = -349563.315763 nChanged 9 SP:Iteration 27Q (633.773620 sec): 3 clusters Score: Raw -355870.734812 + Penalty 6301.243628 = -349569.491184 nChanged 9 SP:Iteration 28Q (633.868698 sec): 3 clusters Score: Raw -355875.928181 + Penalty 6301.243628 = -349574.684554 nChanged 10 SP:Iteration 29Q (633.974965 sec): 3 clusters Score: Raw -355882.133889 + Penalty 6301.243628 = -349580.890261 nChanged 9 SP:Iteration 30Q (634.068942 sec): 3 clusters Score: Raw -355887.115722 + Penalty 6301.243628 = -349585.872095 nChanged 9 SP:Iteration 31Q (634.164785 sec): 3 clusters Score: Raw -355893.942417 + Penalty 6301.243628 = -349592.698789 nChanged 11 SP:Iteration 32Q (634.266778 sec): 3 clusters Score: Raw -355901.870746 + Penalty 6301.243628 = -349600.627119 nChanged 13 SP:Iteration 33Q (634.372931 sec): 3 clusters Score: Raw -355911.044542 + Penalty 6301.243628 = -349609.800915 nChanged 10 SP:Iteration 34Q (634.456070 sec): 3 clusters Score: Raw -355919.043543 + Penalty 6301.243628 = -349617.799916 nChanged 22 SP:Iteration 35Q (634.560375 sec): 3 clusters Score: Raw -355936.386132 + Penalty 6301.243628 = -349635.142505 nChanged 21 SP:Iteration 36Q (634.667757 sec): 3 clusters Score: Raw -355951.446333 + Penalty 6301.243628 = -349650.202705 nChanged 25 SP:Iteration 37Q (634.754638 sec): 3 clusters Score: Raw -355969.147566 + Penalty 6301.243628 = -349667.903939 nChanged 23 SP:Iteration 38Q (634.840761 sec): 3 clusters Score: Raw -355989.087973 + Penalty 6301.243628 = -349687.844346 nChanged 25 SP:Iteration 39Q (634.949540 sec): 3 clusters Score: Raw -356013.342548 + Penalty 6301.243628 = -349712.098921 nChanged 21 SP:Iteration 40F (635.052444 sec): 3 clusters Score: Raw -356034.067082 + Penalty 6301.243628 = -349732.823455 nChanged 20 SP:Iteration 41Q (635.124364 sec): 3 clusters Score: Raw -356051.731398 + Penalty 6301.243628 = -349750.487771 nChanged 23 SP:Iteration 42Q (635.239378 sec): 3 clusters Score: Raw -356066.822757 + Penalty 6301.243628 = -349765.579130 nChanged 16 SP:Iteration 43Q (635.333562 sec): 3 clusters Score: Raw -356079.325488 + Penalty 6301.243628 = -349778.081861 nChanged 17 SP:Iteration 44Q (635.424711 sec): 3 clusters Score: Raw -356090.031839 + Penalty 6301.243628 = -349788.788212 nChanged 18 SP:Iteration 45Q (635.510701 sec): 3 clusters Score: Raw -356103.909256 + Penalty 6301.243628 = -349802.665628 nChanged 17 SP:Iteration 46Q (635.619625 sec): 3 clusters Score: Raw -356120.321308 + Penalty 6301.243628 = -349819.077680 nChanged 26 SP:Iteration 47Q (635.704565 sec): 3 clusters Score: Raw -356140.470565 + Penalty 6301.243628 = -349839.226938 nChanged 30 SP:Iteration 48Q (635.799231 sec): 3 clusters Score: Raw -356162.964348 + Penalty 6301.243628 = -349861.720721 nChanged 21 SP:Iteration 49Q (635.900333 sec): 3 clusters Score: Raw -356181.624335 + Penalty 6301.243628 = -349880.380708 nChanged 29 SP:Iteration 50Q (636.004989 sec): 3 clusters Score: Raw -356209.277602 + Penalty 6301.243628 = -349908.033974 nChanged 19 SP:Iteration 51Q (636.102945 sec): 3 clusters Score: Raw -356225.274087 + Penalty 6301.243628 = -349924.030459 nChanged 17 SP:Iteration 52Q (636.178897 sec): 3 clusters Score: Raw -356236.279800 + Penalty 6301.243628 = -349935.036173 nChanged 10 SP:Iteration 53Q (636.281516 sec): 3 clusters Score: Raw -356240.329084 + Penalty 6301.243628 = -349939.085457 nChanged 8 SP:Iteration 54Q (636.384096 sec): 3 clusters Score: Raw -356243.454045 + Penalty 6301.243628 = -349942.210417 nChanged 3 SP:Iteration 55Q (636.479969 sec): 3 clusters Score: Raw -356245.023968 + Penalty 6301.243628 = -349943.780340 nChanged 0 SP:Iteration 56F (636.557520 sec): 3 clusters Score: Raw -356245.023968 + Penalty 6301.243628 = -349943.780340 nChanged 0 Score: Raw -3272499.617950 + Penalty 35413.561276 = -3237086.056674 Splitting cluster 5 changes total score from -3234866.380947 to -3237086.056674 So it's getting split into cluster 9. Trying to split cluster 6 (7747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (637.359673 sec): 2 clusters Score: Raw -697304.867758 + Penalty 3317.850082 = -693987.017676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (637.469487 sec): 3 clusters Score: Raw -693597.286489 + Penalty 6635.700164 = -686961.586325 nChanged 3022 SP:Iteration 1F (637.559742 sec): 3 clusters Score: Raw -696127.399085 + Penalty 6635.700164 = -689491.698921 nChanged 840 SP:Iteration 2F (637.671436 sec): 3 clusters Score: Raw -698671.369152 + Penalty 6635.700164 = -692035.668988 nChanged 1155 SP:Iteration 3F (637.760301 sec): 3 clusters Score: Raw -700709.825227 + Penalty 6635.700164 = -694074.125063 nChanged 935 SP:Iteration 4F (637.881475 sec): 3 clusters Score: Raw -702063.644388 + Penalty 6635.700164 = -695427.944224 nChanged 547 SP:Iteration 5F (637.981629 sec): 3 clusters Score: Raw -702706.093402 + Penalty 6635.700164 = -696070.393237 nChanged 250 SP:Iteration 6Q (638.093256 sec): 3 clusters Score: Raw -702924.164899 + Penalty 6635.700164 = -696288.464734 nChanged 101 SP:Iteration 7Q (638.196098 sec): 3 clusters Score: Raw -703001.344707 + Penalty 6635.700164 = -696365.644543 nChanged 56 SP:Iteration 8Q (638.290123 sec): 3 clusters Score: Raw -703038.300412 + Penalty 6635.700164 = -696402.600248 nChanged 37 SP:Iteration 9Q (638.393195 sec): 3 clusters Score: Raw -703064.544080 + Penalty 6635.700164 = -696428.843916 nChanged 26 SP:Iteration 10Q (638.493731 sec): 3 clusters Score: Raw -703082.422100 + Penalty 6635.700164 = -696446.721936 nChanged 13 SP:Iteration 11Q (638.605111 sec): 3 clusters Score: Raw -703090.594047 + Penalty 6635.700164 = -696454.893883 nChanged 10 SP:Iteration 12Q (638.719267 sec): 3 clusters Score: Raw -703094.892915 + Penalty 6635.700164 = -696459.192751 nChanged 6 SP:Iteration 13Q (638.814798 sec): 3 clusters Score: Raw -703097.625600 + Penalty 6635.700164 = -696461.925436 nChanged 2 SP:Iteration 14Q (638.904925 sec): 3 clusters Score: Raw -703099.039183 + Penalty 6635.700164 = -696463.339019 nChanged 2 SP:Iteration 15Q (639.016979 sec): 3 clusters Score: Raw -703099.543360 + Penalty 6635.700164 = -696463.843195 nChanged 0 SP:Iteration 16F (639.107499 sec): 3 clusters Score: Raw -703099.543360 + Penalty 6635.700164 = -696463.843195 nChanged 0 Score: Raw -3278294.293551 + Penalty 39348.401417 = -3238945.892134 Splitting cluster 6 changes total score from -3234866.380947 to -3238945.892134 So it's getting split into cluster 10. Iteration 59Q (640.627789 sec): 11 clusters Score: Raw -3279824.153199 + Penalty 39348.401417 = -3240475.751782 nChanged 1493 Iteration 60F (641.418697 sec): 11 clusters Score: Raw -3281124.670649 + Penalty 39348.401417 = -3241776.269232 nChanged 798 Iteration 61Q (642.045968 sec): 11 clusters Score: Raw -3281663.310465 + Penalty 39348.401417 = -3242314.909047 nChanged 433 Iteration 62Q (642.689966 sec): 11 clusters Score: Raw -3281950.209243 + Penalty 39348.401417 = -3242601.807826 nChanged 319 Iteration 63Q (643.313233 sec): 11 clusters Score: Raw -3282164.860168 + Penalty 39348.401417 = -3242816.458751 nChanged 253 Iteration 64Q (643.952002 sec): 11 clusters Score: Raw -3282368.035595 + Penalty 39348.401417 = -3243019.634178 nChanged 219 Iteration 65Q (644.574413 sec): 11 clusters Score: Raw -3282526.718751 + Penalty 39348.401417 = -3243178.317334 nChanged 199 Iteration 66Q (645.200392 sec): 11 clusters Score: Raw -3282674.179603 + Penalty 39348.401417 = -3243325.778186 nChanged 194 Iteration 67Q (645.827831 sec): 11 clusters Score: Raw -3282803.808235 + Penalty 39348.401417 = -3243455.406818 nChanged 199 Iteration 68Q (646.457859 sec): 11 clusters Score: Raw -3282915.897941 + Penalty 39348.401417 = -3243567.496524 nChanged 153 Iteration 69Q (647.061342 sec): 11 clusters Score: Raw -3283003.014999 + Penalty 39348.401417 = -3243654.613582 nChanged 149 Iteration 70Q (647.676008 sec): 11 clusters Score: Raw -3283088.328653 + Penalty 39348.401417 = -3243739.927236 nChanged 128 Iteration 71Q (648.302863 sec): 11 clusters Score: Raw -3283170.967613 + Penalty 39348.401417 = -3243822.566196 nChanged 131 Iteration 72Q (648.908940 sec): 11 clusters Score: Raw -3283236.018508 + Penalty 39348.401417 = -3243887.617091 nChanged 90 Iteration 73Q (649.556725 sec): 11 clusters Score: Raw -3283277.101612 + Penalty 39348.401417 = -3243928.700194 nChanged 93 Iteration 74Q (650.174517 sec): 11 clusters Score: Raw -3283328.428909 + Penalty 39348.401417 = -3243980.027492 nChanged 103 Iteration 75Q (650.808484 sec): 11 clusters Score: Raw -3283388.824917 + Penalty 39348.401417 = -3244040.423500 nChanged 100 Iteration 76Q (651.439767 sec): 11 clusters Score: Raw -3283446.833538 + Penalty 39348.401417 = -3244098.432121 nChanged 87 Iteration 77Q (652.073821 sec): 11 clusters Score: Raw -3283482.221086 + Penalty 39348.401417 = -3244133.819668 nChanged 71 Iteration 78Q (652.743007 sec): 11 clusters Score: Raw -3283512.087513 + Penalty 39348.401417 = -3244163.686096 nChanged 56 Iteration 79Q (653.365860 sec): 11 clusters Score: Raw -3283536.338187 + Penalty 39348.401417 = -3244187.936770 nChanged 52 Iteration 80F (654.157111 sec): 11 clusters Score: Raw -3283637.645921 + Penalty 39348.401417 = -3244289.244503 nChanged 95 Iteration 81Q (654.813754 sec): 11 clusters Score: Raw -3283746.576847 + Penalty 39348.401417 = -3244398.175430 nChanged 126 Iteration 82Q (655.441175 sec): 11 clusters Score: Raw -3283844.113468 + Penalty 39348.401417 = -3244495.712051 nChanged 113 Iteration 83Q (656.091062 sec): 11 clusters Score: Raw -3283917.511786 + Penalty 39348.401417 = -3244569.110369 nChanged 112 Iteration 84Q (656.732755 sec): 11 clusters Score: Raw -3283981.382801 + Penalty 39348.401417 = -3244632.981384 nChanged 107 Iteration 85Q (657.369009 sec): 11 clusters Score: Raw -3284043.203533 + Penalty 39348.401417 = -3244694.802115 nChanged 112 Iteration 86Q (658.007446 sec): 11 clusters Score: Raw -3284106.389283 + Penalty 39348.401417 = -3244757.987865 nChanged 101 Iteration 87Q (658.620193 sec): 11 clusters Score: Raw -3284156.732840 + Penalty 39348.401417 = -3244808.331423 nChanged 83 Iteration 88Q (659.248185 sec): 11 clusters Score: Raw -3284201.484175 + Penalty 39348.401417 = -3244853.082758 nChanged 61 Iteration 89Q (659.899983 sec): 11 clusters Score: Raw -3284229.582129 + Penalty 39348.401417 = -3244881.180712 nChanged 59 Iteration 90Q (660.540127 sec): 11 clusters Score: Raw -3284260.845269 + Penalty 39348.401417 = -3244912.443852 nChanged 67 Iteration 91Q (661.214767 sec): 11 clusters Score: Raw -3284303.386732 + Penalty 39348.401417 = -3244954.985315 nChanged 71 Iteration 92Q (661.854573 sec): 11 clusters Score: Raw -3284345.177024 + Penalty 39348.401417 = -3244996.775607 nChanged 76 Iteration 93Q (662.530250 sec): 11 clusters Score: Raw -3284388.093930 + Penalty 39348.401417 = -3245039.692513 nChanged 80 Iteration 94Q (663.198423 sec): 11 clusters Score: Raw -3284429.149173 + Penalty 39348.401417 = -3245080.747755 nChanged 69 Iteration 95Q (663.853712 sec): 11 clusters Score: Raw -3284464.146094 + Penalty 39348.401417 = -3245115.744677 nChanged 66 Iteration 96Q (664.501960 sec): 11 clusters Score: Raw -3284498.213996 + Penalty 39348.401417 = -3245149.812578 nChanged 66 Iteration 97Q (665.137383 sec): 11 clusters Score: Raw -3284531.563920 + Penalty 39348.401417 = -3245183.162502 nChanged 62 Iteration 98Q (665.776780 sec): 11 clusters Score: Raw -3284567.175337 + Penalty 39348.401417 = -3245218.773920 nChanged 63 Writing temp clu file Because OldScore, -3245183.162502, is greater than current (better) Score,-3245218.773920 Compute initial score before splitting: Score: Raw -3284567.175337 + Penalty 39348.401417 = -3245218.773920 Trying to split cluster 1 (4879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (665.864002 sec): 2 clusters Score: Raw -397428.828620 + Penalty 3146.543705 = -394282.284915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (665.961375 sec): 3 clusters Score: Raw -395321.116321 + Penalty 6293.087410 = -389028.028912 nChanged 1759 SP:Iteration 1F (666.062310 sec): 3 clusters Score: Raw -396701.766074 + Penalty 6293.087410 = -390408.678664 nChanged 460 SP:Iteration 2F (666.158437 sec): 3 clusters Score: Raw -397255.816487 + Penalty 6293.087410 = -390962.729077 nChanged 362 SP:Iteration 3F (666.237172 sec): 3 clusters Score: Raw -397740.381931 + Penalty 6293.087410 = -391447.294522 nChanged 348 SP:Iteration 4F (666.343107 sec): 3 clusters Score: Raw -398177.375527 + Penalty 6293.087410 = -391884.288117 nChanged 284 SP:Iteration 5F (666.430857 sec): 3 clusters Score: Raw -398499.193507 + Penalty 6293.087410 = -392206.106098 nChanged 223 SP:Iteration 6Q (666.539870 sec): 3 clusters Score: Raw -398748.276251 + Penalty 6293.087410 = -392455.188841 nChanged 192 SP:Iteration 7Q (666.644009 sec): 3 clusters Score: Raw -399005.161771 + Penalty 6293.087410 = -392712.074361 nChanged 185 SP:Iteration 8Q (666.741764 sec): 3 clusters Score: Raw -399194.730342 + Penalty 6293.087410 = -392901.642932 nChanged 127 SP:Iteration 9Q (666.837879 sec): 3 clusters Score: Raw -399331.472254 + Penalty 6293.087410 = -393038.384844 nChanged 103 SP:Iteration 10Q (666.934063 sec): 3 clusters Score: Raw -399416.984865 + Penalty 6293.087410 = -393123.897456 nChanged 59 SP:Iteration 11Q (667.016698 sec): 3 clusters Score: Raw -399461.845827 + Penalty 6293.087410 = -393168.758418 nChanged 42 SP:Iteration 12Q (667.137496 sec): 3 clusters Score: Raw -399487.793690 + Penalty 6293.087410 = -393194.706280 nChanged 34 SP:Iteration 13Q (667.229283 sec): 3 clusters Score: Raw -399507.646287 + Penalty 6293.087410 = -393214.558877 nChanged 26 SP:Iteration 14Q (667.345602 sec): 3 clusters Score: Raw -399520.539926 + Penalty 6293.087410 = -393227.452517 nChanged 26 SP:Iteration 15Q (667.439986 sec): 3 clusters Score: Raw -399537.223135 + Penalty 6293.087410 = -393244.135725 nChanged 25 SP:Iteration 16Q (667.520457 sec): 3 clusters Score: Raw -399553.894856 + Penalty 6293.087410 = -393260.807446 nChanged 17 SP:Iteration 17Q (667.639335 sec): 3 clusters Score: Raw -399561.399012 + Penalty 6293.087410 = -393268.311603 nChanged 16 SP:Iteration 18Q (667.739481 sec): 3 clusters Score: Raw -399569.293811 + Penalty 6293.087410 = -393276.206402 nChanged 12 SP:Iteration 19Q (667.835280 sec): 3 clusters Score: Raw -399575.757810 + Penalty 6293.087410 = -393282.670400 nChanged 13 SP:Iteration 20F (667.920737 sec): 3 clusters Score: Raw -399580.077808 + Penalty 6293.087410 = -393286.990398 nChanged 14 SP:Iteration 21Q (668.030283 sec): 3 clusters Score: Raw -399588.174024 + Penalty 6293.087410 = -393295.086614 nChanged 14 SP:Iteration 22Q (668.099797 sec): 3 clusters Score: Raw -399596.148997 + Penalty 6293.087410 = -393303.061588 nChanged 18 SP:Iteration 23Q (668.207874 sec): 3 clusters Score: Raw -399604.493895 + Penalty 6293.087410 = -393311.406485 nChanged 20 SP:Iteration 24Q (668.311882 sec): 3 clusters Score: Raw -399615.059792 + Penalty 6293.087410 = -393321.972382 nChanged 18 SP:Iteration 25Q (668.397485 sec): 3 clusters Score: Raw -399627.732291 + Penalty 6293.087410 = -393334.644882 nChanged 20 SP:Iteration 26Q (668.512704 sec): 3 clusters Score: Raw -399642.621805 + Penalty 6293.087410 = -393349.534395 nChanged 23 SP:Iteration 27Q (668.611225 sec): 3 clusters Score: Raw -399666.045935 + Penalty 6293.087410 = -393372.958525 nChanged 38 SP:Iteration 28Q (668.696234 sec): 3 clusters Score: Raw -399709.128190 + Penalty 6293.087410 = -393416.040780 nChanged 47 SP:Iteration 29Q (668.793469 sec): 3 clusters Score: Raw -399760.140464 + Penalty 6293.087410 = -393467.053054 nChanged 51 SP:Iteration 30Q (668.888576 sec): 3 clusters Score: Raw -399818.214260 + Penalty 6293.087410 = -393525.126850 nChanged 53 SP:Iteration 31Q (668.991838 sec): 3 clusters Score: Raw -399892.523732 + Penalty 6293.087410 = -393599.436322 nChanged 63 SP:Iteration 32Q (669.067157 sec): 3 clusters Score: Raw -399964.421204 + Penalty 6293.087410 = -393671.333795 nChanged 53 SP:Iteration 33Q (669.161998 sec): 3 clusters Score: Raw -400022.121226 + Penalty 6293.087410 = -393729.033817 nChanged 50 SP:Iteration 34Q (669.267001 sec): 3 clusters Score: Raw -400067.776599 + Penalty 6293.087410 = -393774.689190 nChanged 41 SP:Iteration 35Q (669.363965 sec): 3 clusters Score: Raw -400095.301931 + Penalty 6293.087410 = -393802.214521 nChanged 33 SP:Iteration 36Q (669.447996 sec): 3 clusters Score: Raw -400114.481641 + Penalty 6293.087410 = -393821.394231 nChanged 18 SP:Iteration 37Q (669.547781 sec): 3 clusters Score: Raw -400125.939503 + Penalty 6293.087410 = -393832.852093 nChanged 13 SP:Iteration 38Q (669.634202 sec): 3 clusters Score: Raw -400134.438375 + Penalty 6293.087410 = -393841.350965 nChanged 14 SP:Iteration 39Q (669.750813 sec): 3 clusters Score: Raw -400142.230848 + Penalty 6293.087410 = -393849.143438 nChanged 17 SP:Iteration 40F (669.840495 sec): 3 clusters Score: Raw -400156.731299 + Penalty 6293.087410 = -393863.643889 nChanged 20 SP:Iteration 41Q (669.945729 sec): 3 clusters Score: Raw -400170.222362 + Penalty 6293.087410 = -393877.134952 nChanged 24 SP:Iteration 42Q (670.034271 sec): 3 clusters Score: Raw -400183.556077 + Penalty 6293.087410 = -393890.468667 nChanged 20 SP:Iteration 43Q (670.129057 sec): 3 clusters Score: Raw -400195.895010 + Penalty 6293.087410 = -393902.807600 nChanged 19 SP:Iteration 44Q (670.232625 sec): 3 clusters Score: Raw -400207.227875 + Penalty 6293.087410 = -393914.140465 nChanged 20 SP:Iteration 45Q (670.327244 sec): 3 clusters Score: Raw -400216.764661 + Penalty 6293.087410 = -393923.677251 nChanged 8 SP:Iteration 46Q (670.417337 sec): 3 clusters Score: Raw -400221.987424 + Penalty 6293.087410 = -393928.900014 nChanged 8 SP:Iteration 47Q (670.515846 sec): 3 clusters Score: Raw -400224.004161 + Penalty 6293.087410 = -393930.916751 nChanged 4 SP:Iteration 48Q (670.609395 sec): 3 clusters Score: Raw -400225.155642 + Penalty 6293.087410 = -393932.068232 nChanged 2 SP:Iteration 49Q (670.706627 sec): 3 clusters Score: Raw -400225.700115 + Penalty 6293.087410 = -393932.612705 nChanged 1 SP:Iteration 50Q (670.797996 sec): 3 clusters Score: Raw -400226.166578 + Penalty 6293.087410 = -393933.079169 nChanged 0 SP:Iteration 51F (670.897299 sec): 3 clusters Score: Raw -400226.166578 + Penalty 6293.087410 = -393933.079169 nChanged 0 Trying to split cluster 2 (5880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (670.957158 sec): 2 clusters Score: Raw -458184.294970 + Penalty 3215.685111 = -454968.609859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (671.047207 sec): 3 clusters Score: Raw -455482.638813 + Penalty 6431.370222 = -449051.268591 nChanged 2178 SP:Iteration 1F (671.152327 sec): 3 clusters Score: Raw -457012.184872 + Penalty 6431.370222 = -450580.814650 nChanged 533 SP:Iteration 2F (671.260698 sec): 3 clusters Score: Raw -457524.527481 + Penalty 6431.370222 = -451093.157259 nChanged 407 SP:Iteration 3F (671.367911 sec): 3 clusters Score: Raw -458011.827008 + Penalty 6431.370222 = -451580.456786 nChanged 393 SP:Iteration 4F (671.445740 sec): 3 clusters Score: Raw -458502.562757 + Penalty 6431.370222 = -452071.192535 nChanged 319 SP:Iteration 5F (671.549109 sec): 3 clusters Score: Raw -458918.263863 + Penalty 6431.370222 = -452486.893641 nChanged 313 SP:Iteration 6F (671.662590 sec): 3 clusters Score: Raw -459330.118616 + Penalty 6431.370222 = -452898.748393 nChanged 276 SP:Iteration 7Q (671.752467 sec): 3 clusters Score: Raw -459635.813204 + Penalty 6431.370222 = -453204.442981 nChanged 188 SP:Iteration 8Q (671.853267 sec): 3 clusters Score: Raw -459795.898070 + Penalty 6431.370222 = -453364.527848 nChanged 137 SP:Iteration 9Q (671.942247 sec): 3 clusters Score: Raw -459886.130219 + Penalty 6431.370222 = -453454.759997 nChanged 100 SP:Iteration 10Q (672.036980 sec): 3 clusters Score: Raw -459951.699956 + Penalty 6431.370222 = -453520.329734 nChanged 82 SP:Iteration 11Q (672.142956 sec): 3 clusters Score: Raw -460003.107296 + Penalty 6431.370222 = -453571.737073 nChanged 76 SP:Iteration 12Q (672.237409 sec): 3 clusters Score: Raw -460050.595235 + Penalty 6431.370222 = -453619.225012 nChanged 76 SP:Iteration 13Q (672.361548 sec): 3 clusters Score: Raw -460099.556359 + Penalty 6431.370222 = -453668.186137 nChanged 61 SP:Iteration 14Q (672.458664 sec): 3 clusters Score: Raw -460136.610959 + Penalty 6431.370222 = -453705.240737 nChanged 49 SP:Iteration 15Q (672.533162 sec): 3 clusters Score: Raw -460161.473700 + Penalty 6431.370222 = -453730.103478 nChanged 38 SP:Iteration 16Q (672.641319 sec): 3 clusters Score: Raw -460180.168160 + Penalty 6431.370222 = -453748.797938 nChanged 24 SP:Iteration 17Q (672.735936 sec): 3 clusters Score: Raw -460190.409646 + Penalty 6431.370222 = -453759.039423 nChanged 19 SP:Iteration 18Q (672.828235 sec): 3 clusters Score: Raw -460196.912930 + Penalty 6431.370222 = -453765.542707 nChanged 12 SP:Iteration 19Q (672.917343 sec): 3 clusters Score: Raw -460201.604987 + Penalty 6431.370222 = -453770.234765 nChanged 12 SP:Iteration 20F (673.022632 sec): 3 clusters Score: Raw -460205.936082 + Penalty 6431.370222 = -453774.565860 nChanged 15 SP:Iteration 21Q (673.106992 sec): 3 clusters Score: Raw -460213.321944 + Penalty 6431.370222 = -453781.951721 nChanged 12 SP:Iteration 22Q (673.217961 sec): 3 clusters Score: Raw -460218.190570 + Penalty 6431.370222 = -453786.820348 nChanged 11 SP:Iteration 23Q (673.322897 sec): 3 clusters Score: Raw -460222.063169 + Penalty 6431.370222 = -453790.692947 nChanged 14 SP:Iteration 24Q (673.422066 sec): 3 clusters Score: Raw -460225.920948 + Penalty 6431.370222 = -453794.550726 nChanged 9 SP:Iteration 25Q (673.514928 sec): 3 clusters Score: Raw -460229.237353 + Penalty 6431.370222 = -453797.867131 nChanged 8 SP:Iteration 26Q (673.615097 sec): 3 clusters Score: Raw -460231.749816 + Penalty 6431.370222 = -453800.379594 nChanged 9 SP:Iteration 27Q (673.697793 sec): 3 clusters Score: Raw -460235.441326 + Penalty 6431.370222 = -453804.071104 nChanged 8 SP:Iteration 28Q (673.808370 sec): 3 clusters Score: Raw -460238.778687 + Penalty 6431.370222 = -453807.408465 nChanged 7 SP:Iteration 29Q (673.905538 sec): 3 clusters Score: Raw -460241.130880 + Penalty 6431.370222 = -453809.760657 nChanged 6 SP:Iteration 30Q (674.010257 sec): 3 clusters Score: Raw -460244.148928 + Penalty 6431.370222 = -453812.778706 nChanged 6 SP:Iteration 31Q (674.108421 sec): 3 clusters Score: Raw -460246.116300 + Penalty 6431.370222 = -453814.746078 nChanged 2 SP:Iteration 32Q (674.202927 sec): 3 clusters Score: Raw -460246.920300 + Penalty 6431.370222 = -453815.550078 nChanged 2 SP:Iteration 33Q (674.298739 sec): 3 clusters Score: Raw -460247.630495 + Penalty 6431.370222 = -453816.260273 nChanged 2 SP:Iteration 34Q (674.400244 sec): 3 clusters Score: Raw -460248.341540 + Penalty 6431.370222 = -453816.971317 nChanged 2 SP:Iteration 35Q (674.511518 sec): 3 clusters Score: Raw -460248.958035 + Penalty 6431.370222 = -453817.587812 nChanged 0 SP:Iteration 36F (674.602678 sec): 3 clusters Score: Raw -460248.958035 + Penalty 6431.370222 = -453817.587812 nChanged 0 Trying to split cluster 3 (2422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (674.671568 sec): 2 clusters Score: Raw -146462.608868 + Penalty 2887.065276 = -143575.543591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (674.754846 sec): 3 clusters Score: Raw -145813.624099 + Penalty 5774.130553 = -140039.493547 nChanged 784 SP:Iteration 1F (674.839526 sec): 3 clusters Score: Raw -147056.128016 + Penalty 5774.130553 = -141281.997463 nChanged 291 SP:Iteration 2F (674.917551 sec): 3 clusters Score: Raw -147661.540116 + Penalty 5774.130553 = -141887.409564 nChanged 201 SP:Iteration 3F (675.003695 sec): 3 clusters Score: Raw -148075.696095 + Penalty 5774.130553 = -142301.565543 nChanged 132 SP:Iteration 4F (675.101587 sec): 3 clusters Score: Raw -148350.367897 + Penalty 5774.130553 = -142576.237344 nChanged 96 SP:Iteration 5Q (675.179361 sec): 3 clusters Score: Raw -148519.101287 + Penalty 5774.130553 = -142744.970735 nChanged 67 SP:Iteration 6Q (675.268739 sec): 3 clusters Score: Raw -148632.495589 + Penalty 5774.130553 = -142858.365036 nChanged 57 SP:Iteration 7Q (675.362356 sec): 3 clusters Score: Raw -148722.045619 + Penalty 5774.130553 = -142947.915066 nChanged 51 SP:Iteration 8Q (675.464638 sec): 3 clusters Score: Raw -148793.680407 + Penalty 5774.130553 = -143019.549854 nChanged 34 SP:Iteration 9Q (675.534009 sec): 3 clusters Score: Raw -148833.683200 + Penalty 5774.130553 = -143059.552647 nChanged 20 SP:Iteration 10Q (675.638331 sec): 3 clusters Score: Raw -148864.974406 + Penalty 5774.130553 = -143090.843854 nChanged 15 SP:Iteration 11Q (675.711680 sec): 3 clusters Score: Raw -148879.076715 + Penalty 5774.130553 = -143104.946163 nChanged 8 SP:Iteration 12Q (675.824659 sec): 3 clusters Score: Raw -148886.642886 + Penalty 5774.130553 = -143112.512333 nChanged 4 SP:Iteration 13Q (675.905935 sec): 3 clusters Score: Raw -148888.489792 + Penalty 5774.130553 = -143114.359239 nChanged 1 SP:Iteration 14Q (676.006073 sec): 3 clusters Score: Raw -148888.812346 + Penalty 5774.130553 = -143114.681794 nChanged 1 SP:Iteration 15Q (676.098927 sec): 3 clusters Score: Raw -148889.811630 + Penalty 5774.130553 = -143115.681077 nChanged 1 SP:Iteration 16Q (676.188367 sec): 3 clusters Score: Raw -148890.958450 + Penalty 5774.130553 = -143116.827897 nChanged 2 SP:Iteration 17Q (676.264449 sec): 3 clusters Score: Raw -148892.764132 + Penalty 5774.130553 = -143118.633579 nChanged 2 SP:Iteration 18Q (676.361498 sec): 3 clusters Score: Raw -148900.888639 + Penalty 5774.130553 = -143126.758086 nChanged 1 SP:Iteration 19Q (676.445530 sec): 3 clusters Score: Raw -148902.222012 + Penalty 5774.130553 = -143128.091459 nChanged 3 SP:Iteration 20F (676.534809 sec): 3 clusters Score: Raw -148903.903245 + Penalty 5774.130553 = -143129.772693 nChanged 2 SP:Iteration 21Q (676.620087 sec): 3 clusters Score: Raw -148904.921570 + Penalty 5774.130553 = -143130.791017 nChanged 1 SP:Iteration 22Q (676.714684 sec): 3 clusters Score: Raw -148905.149179 + Penalty 5774.130553 = -143131.018626 nChanged 2 SP:Iteration 23Q (676.800152 sec): 3 clusters Score: Raw -148906.431589 + Penalty 5774.130553 = -143132.301037 nChanged 2 SP:Iteration 24Q (676.894121 sec): 3 clusters Score: Raw -148907.908905 + Penalty 5774.130553 = -143133.778352 nChanged 2 SP:Iteration 25Q (676.972628 sec): 3 clusters Score: Raw -148909.080037 + Penalty 5774.130553 = -143134.949484 nChanged 1 SP:Iteration 26Q (677.073057 sec): 3 clusters Score: Raw -148909.786817 + Penalty 5774.130553 = -143135.656264 nChanged 1 SP:Iteration 27Q (677.158840 sec): 3 clusters Score: Raw -148910.247083 + Penalty 5774.130553 = -143136.116530 nChanged 0 SP:Iteration 28F (677.236785 sec): 3 clusters Score: Raw -148910.247083 + Penalty 5774.130553 = -143136.116530 nChanged 0 Trying to split cluster 4 (6852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (677.317536 sec): 2 clusters Score: Raw -614546.110458 + Penalty 3272.365616 = -611273.744842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (677.418211 sec): 3 clusters Score: Raw -611294.361969 + Penalty 6544.731232 = -604749.630737 nChanged 2595 SP:Iteration 1F (677.498677 sec): 3 clusters Score: Raw -612939.404757 + Penalty 6544.731232 = -606394.673525 nChanged 576 SP:Iteration 2F (677.597311 sec): 3 clusters Score: Raw -613381.343265 + Penalty 6544.731232 = -606836.612033 nChanged 416 SP:Iteration 3F (677.709561 sec): 3 clusters Score: Raw -613668.773163 + Penalty 6544.731232 = -607124.041931 nChanged 306 SP:Iteration 4Q (677.799710 sec): 3 clusters Score: Raw -613871.111342 + Penalty 6544.731232 = -607326.380110 nChanged 275 SP:Iteration 5Q (677.906567 sec): 3 clusters Score: Raw -614055.687149 + Penalty 6544.731232 = -607510.955917 nChanged 238 SP:Iteration 6Q (678.005486 sec): 3 clusters Score: Raw -614221.238777 + Penalty 6544.731232 = -607676.507545 nChanged 223 SP:Iteration 7Q (678.116700 sec): 3 clusters Score: Raw -614376.458675 + Penalty 6544.731232 = -607831.727443 nChanged 212 SP:Iteration 8Q (678.203777 sec): 3 clusters Score: Raw -614505.141884 + Penalty 6544.731232 = -607960.410652 nChanged 188 SP:Iteration 9Q (678.320400 sec): 3 clusters Score: Raw -614619.051303 + Penalty 6544.731232 = -608074.320071 nChanged 173 SP:Iteration 10Q (678.417539 sec): 3 clusters Score: Raw -614730.513715 + Penalty 6544.731232 = -608185.782484 nChanged 172 SP:Iteration 11Q (678.508368 sec): 3 clusters Score: Raw -614831.295809 + Penalty 6544.731232 = -608286.564577 nChanged 136 SP:Iteration 12Q (678.606937 sec): 3 clusters Score: Raw -614909.032274 + Penalty 6544.731232 = -608364.301043 nChanged 127 SP:Iteration 13Q (678.729671 sec): 3 clusters Score: Raw -614968.156006 + Penalty 6544.731232 = -608423.424774 nChanged 98 SP:Iteration 14Q (678.807704 sec): 3 clusters Score: Raw -615020.428762 + Penalty 6544.731232 = -608475.697530 nChanged 97 SP:Iteration 15Q (678.911455 sec): 3 clusters Score: Raw -615063.263797 + Penalty 6544.731232 = -608518.532566 nChanged 60 SP:Iteration 16Q (679.019401 sec): 3 clusters Score: Raw -615084.527087 + Penalty 6544.731232 = -608539.795855 nChanged 52 SP:Iteration 17Q (679.114510 sec): 3 clusters Score: Raw -615105.068390 + Penalty 6544.731232 = -608560.337158 nChanged 41 SP:Iteration 18Q (679.238205 sec): 3 clusters Score: Raw -615121.092141 + Penalty 6544.731232 = -608576.360909 nChanged 29 SP:Iteration 19Q (679.332733 sec): 3 clusters Score: Raw -615131.976199 + Penalty 6544.731232 = -608587.244967 nChanged 28 SP:Iteration 20F (679.426268 sec): 3 clusters Score: Raw -615141.158274 + Penalty 6544.731232 = -608596.427043 nChanged 26 SP:Iteration 21Q (679.538681 sec): 3 clusters Score: Raw -615149.268670 + Penalty 6544.731232 = -608604.537438 nChanged 23 SP:Iteration 22Q (679.628258 sec): 3 clusters Score: Raw -615157.830791 + Penalty 6544.731232 = -608613.099559 nChanged 28 SP:Iteration 23Q (679.733495 sec): 3 clusters Score: Raw -615167.698115 + Penalty 6544.731232 = -608622.966884 nChanged 21 SP:Iteration 24Q (679.830992 sec): 3 clusters Score: Raw -615174.604939 + Penalty 6544.731232 = -608629.873707 nChanged 25 SP:Iteration 25Q (679.943689 sec): 3 clusters Score: Raw -615183.949599 + Penalty 6544.731232 = -608639.218367 nChanged 23 SP:Iteration 26Q (680.050954 sec): 3 clusters Score: Raw -615192.477876 + Penalty 6544.731232 = -608647.746645 nChanged 21 SP:Iteration 27Q (680.142496 sec): 3 clusters Score: Raw -615200.204033 + Penalty 6544.731232 = -608655.472801 nChanged 19 SP:Iteration 28Q (680.246295 sec): 3 clusters Score: Raw -615206.853477 + Penalty 6544.731232 = -608662.122245 nChanged 24 SP:Iteration 29Q (680.353881 sec): 3 clusters Score: Raw -615215.527018 + Penalty 6544.731232 = -608670.795786 nChanged 16 SP:Iteration 30Q (680.447516 sec): 3 clusters Score: Raw -615221.214416 + Penalty 6544.731232 = -608676.483184 nChanged 20 SP:Iteration 31Q (680.555401 sec): 3 clusters Score: Raw -615227.039432 + Penalty 6544.731232 = -608682.308200 nChanged 16 SP:Iteration 32Q (680.643775 sec): 3 clusters Score: Raw -615232.240274 + Penalty 6544.731232 = -608687.509042 nChanged 14 SP:Iteration 33Q (680.746351 sec): 3 clusters Score: Raw -615237.039514 + Penalty 6544.731232 = -608692.308282 nChanged 20 SP:Iteration 34Q (680.838362 sec): 3 clusters Score: Raw -615243.243372 + Penalty 6544.731232 = -608698.512140 nChanged 16 SP:Iteration 35Q (680.933655 sec): 3 clusters Score: Raw -615248.120506 + Penalty 6544.731232 = -608703.389275 nChanged 15 SP:Iteration 36Q (681.051833 sec): 3 clusters Score: Raw -615252.064184 + Penalty 6544.731232 = -608707.332952 nChanged 16 SP:Iteration 37Q (681.151385 sec): 3 clusters Score: Raw -615257.081573 + Penalty 6544.731232 = -608712.350342 nChanged 20 SP:Iteration 38Q (681.244332 sec): 3 clusters Score: Raw -615264.738570 + Penalty 6544.731232 = -608720.007338 nChanged 22 SP:Iteration 39Q (681.354909 sec): 3 clusters Score: Raw -615272.907265 + Penalty 6544.731232 = -608728.176033 nChanged 20 SP:Iteration 40F (681.458574 sec): 3 clusters Score: Raw -615280.466905 + Penalty 6544.731232 = -608735.735673 nChanged 20 SP:Iteration 41Q (681.559644 sec): 3 clusters Score: Raw -615287.265438 + Penalty 6544.731232 = -608742.534206 nChanged 21 SP:Iteration 42Q (681.654008 sec): 3 clusters Score: Raw -615294.693470 + Penalty 6544.731232 = -608749.962238 nChanged 19 SP:Iteration 43Q (681.765310 sec): 3 clusters Score: Raw -615300.509290 + Penalty 6544.731232 = -608755.778058 nChanged 14 SP:Iteration 44Q (681.851810 sec): 3 clusters Score: Raw -615303.592710 + Penalty 6544.731232 = -608758.861478 nChanged 13 SP:Iteration 45Q (681.956453 sec): 3 clusters Score: Raw -615306.360248 + Penalty 6544.731232 = -608761.629016 nChanged 8 SP:Iteration 46Q (682.076898 sec): 3 clusters Score: Raw -615308.791721 + Penalty 6544.731232 = -608764.060490 nChanged 8 SP:Iteration 47Q (682.174722 sec): 3 clusters Score: Raw -615310.003586 + Penalty 6544.731232 = -608765.272355 nChanged 2 SP:Iteration 48Q (682.276158 sec): 3 clusters Score: Raw -615310.704849 + Penalty 6544.731232 = -608765.973617 nChanged 2 SP:Iteration 49Q (682.358231 sec): 3 clusters Score: Raw -615311.589442 + Penalty 6544.731232 = -608766.858210 nChanged 3 SP:Iteration 50Q (682.465363 sec): 3 clusters Score: Raw -615312.548642 + Penalty 6544.731232 = -608767.817410 nChanged 1 SP:Iteration 51Q (682.561245 sec): 3 clusters Score: Raw -615312.916694 + Penalty 6544.731232 = -608768.185462 nChanged 1 SP:Iteration 52Q (682.687074 sec): 3 clusters Score: Raw -615313.207248 + Penalty 6544.731232 = -608768.476016 nChanged 0 SP:Iteration 53F (682.781838 sec): 3 clusters Score: Raw -615313.207248 + Penalty 6544.731232 = -608768.476016 nChanged 0 Trying to split cluster 5 (2963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (682.832965 sec): 2 clusters Score: Raw -208730.124070 + Penalty 2961.761271 = -205768.362799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (682.911756 sec): 3 clusters Score: Raw -207671.054701 + Penalty 5923.522543 = -201747.532158 nChanged 954 SP:Iteration 1F (683.001459 sec): 3 clusters Score: Raw -208538.886778 + Penalty 5923.522543 = -202615.364236 nChanged 286 SP:Iteration 2F (683.108719 sec): 3 clusters Score: Raw -208903.745790 + Penalty 5923.522543 = -202980.223247 nChanged 180 SP:Iteration 3F (683.195669 sec): 3 clusters Score: Raw -209130.470216 + Penalty 5923.522543 = -203206.947673 nChanged 137 SP:Iteration 4Q (683.278055 sec): 3 clusters Score: Raw -209325.430923 + Penalty 5923.522543 = -203401.908380 nChanged 122 SP:Iteration 5Q (683.366964 sec): 3 clusters Score: Raw -209490.169916 + Penalty 5923.522543 = -203566.647373 nChanged 119 SP:Iteration 6Q (683.466848 sec): 3 clusters Score: Raw -209653.947897 + Penalty 5923.522543 = -203730.425355 nChanged 123 SP:Iteration 7Q (683.556547 sec): 3 clusters Score: Raw -209826.833970 + Penalty 5923.522543 = -203903.311428 nChanged 106 SP:Iteration 8Q (683.644397 sec): 3 clusters Score: Raw -209983.772147 + Penalty 5923.522543 = -204060.249605 nChanged 79 SP:Iteration 9Q (683.746388 sec): 3 clusters Score: Raw -210076.936576 + Penalty 5923.522543 = -204153.414033 nChanged 68 SP:Iteration 10Q (683.849871 sec): 3 clusters Score: Raw -210148.432826 + Penalty 5923.522543 = -204224.910283 nChanged 51 SP:Iteration 11Q (683.929587 sec): 3 clusters Score: Raw -210201.566797 + Penalty 5923.522543 = -204278.044254 nChanged 45 SP:Iteration 12Q (684.030697 sec): 3 clusters Score: Raw -210245.145409 + Penalty 5923.522543 = -204321.622866 nChanged 31 SP:Iteration 13Q (684.112944 sec): 3 clusters Score: Raw -210274.662456 + Penalty 5923.522543 = -204351.139914 nChanged 21 SP:Iteration 14Q (684.204881 sec): 3 clusters Score: Raw -210293.769793 + Penalty 5923.522543 = -204370.247250 nChanged 19 SP:Iteration 15Q (684.290801 sec): 3 clusters Score: Raw -210313.075967 + Penalty 5923.522543 = -204389.553424 nChanged 19 SP:Iteration 16Q (684.350435 sec): 3 clusters Score: Raw -210330.524324 + Penalty 5923.522543 = -204407.001781 nChanged 20 SP:Iteration 17Q (684.453041 sec): 3 clusters Score: Raw -210351.433616 + Penalty 5923.522543 = -204427.911073 nChanged 18 SP:Iteration 18Q (684.540770 sec): 3 clusters Score: Raw -210366.663267 + Penalty 5923.522543 = -204443.140724 nChanged 16 SP:Iteration 19Q (684.639154 sec): 3 clusters Score: Raw -210382.230075 + Penalty 5923.522543 = -204458.707532 nChanged 14 SP:Iteration 20F (684.727319 sec): 3 clusters Score: Raw -210392.855956 + Penalty 5923.522543 = -204469.333413 nChanged 12 SP:Iteration 21Q (684.802805 sec): 3 clusters Score: Raw -210403.936698 + Penalty 5923.522543 = -204480.414155 nChanged 14 SP:Iteration 22Q (684.902978 sec): 3 clusters Score: Raw -210414.190595 + Penalty 5923.522543 = -204490.668052 nChanged 13 SP:Iteration 23Q (685.007021 sec): 3 clusters Score: Raw -210421.994681 + Penalty 5923.522543 = -204498.472139 nChanged 6 SP:Iteration 24Q (685.095457 sec): 3 clusters Score: Raw -210426.983534 + Penalty 5923.522543 = -204503.460991 nChanged 10 SP:Iteration 25Q (685.176610 sec): 3 clusters Score: Raw -210434.030618 + Penalty 5923.522543 = -204510.508076 nChanged 12 SP:Iteration 26Q (685.272669 sec): 3 clusters Score: Raw -210441.783384 + Penalty 5923.522543 = -204518.260841 nChanged 10 SP:Iteration 27Q (685.351268 sec): 3 clusters Score: Raw -210449.081746 + Penalty 5923.522543 = -204525.559203 nChanged 5 SP:Iteration 28Q (685.443813 sec): 3 clusters Score: Raw -210453.099762 + Penalty 5923.522543 = -204529.577219 nChanged 8 SP:Iteration 29Q (685.536254 sec): 3 clusters Score: Raw -210459.164995 + Penalty 5923.522543 = -204535.642452 nChanged 6 SP:Iteration 30Q (685.637010 sec): 3 clusters Score: Raw -210463.774466 + Penalty 5923.522543 = -204540.251923 nChanged 9 SP:Iteration 31Q (685.716964 sec): 3 clusters Score: Raw -210469.935640 + Penalty 5923.522543 = -204546.413098 nChanged 3 SP:Iteration 32Q (685.810408 sec): 3 clusters Score: Raw -210471.992403 + Penalty 5923.522543 = -204548.469860 nChanged 6 SP:Iteration 33Q (685.913955 sec): 3 clusters Score: Raw -210475.645329 + Penalty 5923.522543 = -204552.122786 nChanged 5 SP:Iteration 34Q (685.993605 sec): 3 clusters Score: Raw -210479.144865 + Penalty 5923.522543 = -204555.622323 nChanged 7 SP:Iteration 35Q (686.082831 sec): 3 clusters Score: Raw -210485.329942 + Penalty 5923.522543 = -204561.807400 nChanged 5 SP:Iteration 36Q (686.170422 sec): 3 clusters Score: Raw -210488.679290 + Penalty 5923.522543 = -204565.156748 nChanged 4 SP:Iteration 37Q (686.270800 sec): 3 clusters Score: Raw -210493.307353 + Penalty 5923.522543 = -204569.784811 nChanged 2 SP:Iteration 38Q (686.359127 sec): 3 clusters Score: Raw -210494.299867 + Penalty 5923.522543 = -204570.777324 nChanged 5 SP:Iteration 39Q (686.446660 sec): 3 clusters Score: Raw -210497.375160 + Penalty 5923.522543 = -204573.852617 nChanged 5 SP:Iteration 40F (686.525482 sec): 3 clusters Score: Raw -210502.645795 + Penalty 5923.522543 = -204579.123252 nChanged 3 SP:Iteration 41Q (686.607832 sec): 3 clusters Score: Raw -210505.959971 + Penalty 5923.522543 = -204582.437428 nChanged 3 SP:Iteration 42Q (686.703784 sec): 3 clusters Score: Raw -210507.653067 + Penalty 5923.522543 = -204584.130525 nChanged 7 SP:Iteration 43Q (686.796970 sec): 3 clusters Score: Raw -210512.961313 + Penalty 5923.522543 = -204589.438770 nChanged 7 SP:Iteration 44Q (686.899863 sec): 3 clusters Score: Raw -210518.589220 + Penalty 5923.522543 = -204595.066677 nChanged 9 SP:Iteration 45Q (686.987321 sec): 3 clusters Score: Raw -210525.544170 + Penalty 5923.522543 = -204602.021627 nChanged 11 SP:Iteration 46Q (687.077031 sec): 3 clusters Score: Raw -210533.365157 + Penalty 5923.522543 = -204609.842614 nChanged 13 SP:Iteration 47Q (687.163261 sec): 3 clusters Score: Raw -210543.927909 + Penalty 5923.522543 = -204620.405366 nChanged 10 SP:Iteration 48Q (687.260005 sec): 3 clusters Score: Raw -210549.548543 + Penalty 5923.522543 = -204626.026001 nChanged 4 SP:Iteration 49Q (687.354548 sec): 3 clusters Score: Raw -210553.050876 + Penalty 5923.522543 = -204629.528334 nChanged 7 SP:Iteration 50Q (687.438468 sec): 3 clusters Score: Raw -210558.515976 + Penalty 5923.522543 = -204634.993433 nChanged 5 SP:Iteration 51Q (687.537057 sec): 3 clusters Score: Raw -210561.868728 + Penalty 5923.522543 = -204638.346185 nChanged 4 SP:Iteration 52Q (687.615841 sec): 3 clusters Score: Raw -210563.540062 + Penalty 5923.522543 = -204640.017520 nChanged 3 SP:Iteration 53Q (687.713484 sec): 3 clusters Score: Raw -210565.980240 + Penalty 5923.522543 = -204642.457697 nChanged 2 SP:Iteration 54Q (687.818135 sec): 3 clusters Score: Raw -210568.015637 + Penalty 5923.522543 = -204644.493094 nChanged 3 SP:Iteration 55Q (687.912328 sec): 3 clusters Score: Raw -210570.415354 + Penalty 5923.522543 = -204646.892811 nChanged 5 SP:Iteration 56Q (687.996877 sec): 3 clusters Score: Raw -210572.426898 + Penalty 5923.522543 = -204648.904355 nChanged 2 SP:Iteration 57Q (688.089868 sec): 3 clusters Score: Raw -210575.507897 + Penalty 5923.522543 = -204651.985354 nChanged 5 SP:Iteration 58Q (688.177539 sec): 3 clusters Score: Raw -210578.687072 + Penalty 5923.522543 = -204655.164529 nChanged 5 SP:Iteration 59Q (688.271779 sec): 3 clusters Score: Raw -210581.742352 + Penalty 5923.522543 = -204658.219810 nChanged 6 SP:Iteration 60F (688.358283 sec): 3 clusters Score: Raw -210588.263394 + Penalty 5923.522543 = -204664.740851 nChanged 12 SP:Iteration 61Q (688.434825 sec): 3 clusters Score: Raw -210601.577723 + Penalty 5923.522543 = -204678.055181 nChanged 15 SP:Iteration 62Q (688.513946 sec): 3 clusters Score: Raw -210616.202627 + Penalty 5923.522543 = -204692.680084 nChanged 19 SP:Iteration 63Q (688.612974 sec): 3 clusters Score: Raw -210639.723656 + Penalty 5923.522543 = -204716.201113 nChanged 25 SP:Iteration 64Q (688.717909 sec): 3 clusters Score: Raw -210680.670920 + Penalty 5923.522543 = -204757.148377 nChanged 31 SP:Iteration 65Q (688.804627 sec): 3 clusters Score: Raw -210730.208116 + Penalty 5923.522543 = -204806.685574 nChanged 28 SP:Iteration 66Q (688.892045 sec): 3 clusters Score: Raw -210765.303204 + Penalty 5923.522543 = -204841.780661 nChanged 24 SP:Iteration 67Q (688.965361 sec): 3 clusters Score: Raw -210788.246443 + Penalty 5923.522543 = -204864.723901 nChanged 11 SP:Iteration 68Q (689.064136 sec): 3 clusters Score: Raw -210799.038329 + Penalty 5923.522543 = -204875.515786 nChanged 9 SP:Iteration 69Q (689.163648 sec): 3 clusters Score: Raw -210806.905162 + Penalty 5923.522543 = -204883.382619 nChanged 5 SP:Iteration 70Q (689.265657 sec): 3 clusters Score: Raw -210809.323265 + Penalty 5923.522543 = -204885.800723 nChanged 2 SP:Iteration 71Q (689.344992 sec): 3 clusters Score: Raw -210810.100239 + Penalty 5923.522543 = -204886.577696 nChanged 2 SP:Iteration 72Q (689.442114 sec): 3 clusters Score: Raw -210811.203296 + Penalty 5923.522543 = -204887.680753 nChanged 1 SP:Iteration 73Q (689.507141 sec): 3 clusters Score: Raw -210812.228410 + Penalty 5923.522543 = -204888.705867 nChanged 0 SP:Iteration 74F (689.598299 sec): 3 clusters Score: Raw -210812.228410 + Penalty 5923.522543 = -204888.705867 nChanged 0 Trying to split cluster 6 (6372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (689.681387 sec): 2 clusters Score: Raw -588134.830096 + Penalty 3245.457243 = -584889.372854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (689.776653 sec): 3 clusters Score: Raw -585167.062453 + Penalty 6490.914485 = -578676.147968 nChanged 2370 SP:Iteration 1F (689.860097 sec): 3 clusters Score: Raw -586612.587554 + Penalty 6490.914485 = -580121.673069 nChanged 513 SP:Iteration 2F (689.975298 sec): 3 clusters Score: Raw -587154.354656 + Penalty 6490.914485 = -580663.440171 nChanged 426 SP:Iteration 3F (690.070963 sec): 3 clusters Score: Raw -587653.539487 + Penalty 6490.914485 = -581162.625002 nChanged 419 SP:Iteration 4F (690.171121 sec): 3 clusters Score: Raw -588069.281309 + Penalty 6490.914485 = -581578.366824 nChanged 395 SP:Iteration 5F (690.262253 sec): 3 clusters Score: Raw -588399.021745 + Penalty 6490.914485 = -581908.107259 nChanged 318 SP:Iteration 6Q (690.362231 sec): 3 clusters Score: Raw -588649.040774 + Penalty 6490.914485 = -582158.126289 nChanged 253 SP:Iteration 7Q (690.460188 sec): 3 clusters Score: Raw -588839.015265 + Penalty 6490.914485 = -582348.100780 nChanged 212 SP:Iteration 8Q (690.571527 sec): 3 clusters Score: Raw -589000.893982 + Penalty 6490.914485 = -582509.979497 nChanged 196 SP:Iteration 9Q (690.680425 sec): 3 clusters Score: Raw -589152.696354 + Penalty 6490.914485 = -582661.781869 nChanged 168 SP:Iteration 10Q (690.763172 sec): 3 clusters Score: Raw -589294.125168 + Penalty 6490.914485 = -582803.210683 nChanged 156 SP:Iteration 11Q (690.872429 sec): 3 clusters Score: Raw -589422.204692 + Penalty 6490.914485 = -582931.290207 nChanged 151 SP:Iteration 12Q (690.983241 sec): 3 clusters Score: Raw -589593.449860 + Penalty 6490.914485 = -583102.535375 nChanged 152 SP:Iteration 13Q (691.085217 sec): 3 clusters Score: Raw -589910.316864 + Penalty 6490.914485 = -583419.402379 nChanged 163 SP:Iteration 14Q (691.185583 sec): 3 clusters Score: Raw -590431.020094 + Penalty 6490.914485 = -583940.105608 nChanged 132 SP:Iteration 15Q (691.292176 sec): 3 clusters Score: Raw -590686.603714 + Penalty 6490.914485 = -584195.689228 nChanged 148 SP:Iteration 16Q (691.389845 sec): 3 clusters Score: Raw -590918.035175 + Penalty 6490.914485 = -584427.120690 nChanged 141 SP:Iteration 17Q (691.479806 sec): 3 clusters Score: Raw -591102.889945 + Penalty 6490.914485 = -584611.975459 nChanged 129 SP:Iteration 18Q (691.579881 sec): 3 clusters Score: Raw -591228.266570 + Penalty 6490.914485 = -584737.352085 nChanged 117 SP:Iteration 19Q (691.680856 sec): 3 clusters Score: Raw -591311.300920 + Penalty 6490.914485 = -584820.386435 nChanged 85 SP:Iteration 20F (691.782188 sec): 3 clusters Score: Raw -591363.196366 + Penalty 6490.914485 = -584872.281881 nChanged 62 SP:Iteration 21Q (691.872407 sec): 3 clusters Score: Raw -591395.251430 + Penalty 6490.914485 = -584904.336945 nChanged 44 SP:Iteration 22Q (691.979107 sec): 3 clusters Score: Raw -591415.174946 + Penalty 6490.914485 = -584924.260460 nChanged 35 SP:Iteration 23Q (692.083508 sec): 3 clusters Score: Raw -591434.007774 + Penalty 6490.914485 = -584943.093288 nChanged 42 SP:Iteration 24Q (692.186696 sec): 3 clusters Score: Raw -591459.943004 + Penalty 6490.914485 = -584969.028518 nChanged 63 SP:Iteration 25Q (692.287231 sec): 3 clusters Score: Raw -591499.393600 + Penalty 6490.914485 = -585008.479115 nChanged 55 SP:Iteration 26Q (692.383599 sec): 3 clusters Score: Raw -591535.802238 + Penalty 6490.914485 = -585044.887753 nChanged 64 SP:Iteration 27Q (692.480320 sec): 3 clusters Score: Raw -591582.027188 + Penalty 6490.914485 = -585091.112703 nChanged 63 SP:Iteration 28Q (692.576817 sec): 3 clusters Score: Raw -591631.204006 + Penalty 6490.914485 = -585140.289521 nChanged 79 SP:Iteration 29Q (692.675775 sec): 3 clusters Score: Raw -591693.482516 + Penalty 6490.914485 = -585202.568031 nChanged 69 SP:Iteration 30Q (692.772117 sec): 3 clusters Score: Raw -591746.788655 + Penalty 6490.914485 = -585255.874169 nChanged 59 SP:Iteration 31Q (692.869142 sec): 3 clusters Score: Raw -591796.694892 + Penalty 6490.914485 = -585305.780407 nChanged 59 SP:Iteration 32Q (692.955035 sec): 3 clusters Score: Raw -591845.573856 + Penalty 6490.914485 = -585354.659371 nChanged 68 SP:Iteration 33Q (693.058684 sec): 3 clusters Score: Raw -591912.294299 + Penalty 6490.914485 = -585421.379814 nChanged 69 SP:Iteration 34Q (693.158713 sec): 3 clusters Score: Raw -591984.344943 + Penalty 6490.914485 = -585493.430458 nChanged 65 SP:Iteration 35Q (693.256693 sec): 3 clusters Score: Raw -592047.038732 + Penalty 6490.914485 = -585556.124246 nChanged 40 SP:Iteration 36Q (693.352928 sec): 3 clusters Score: Raw -592076.183232 + Penalty 6490.914485 = -585585.268747 nChanged 25 SP:Iteration 37Q (693.444080 sec): 3 clusters Score: Raw -592091.031145 + Penalty 6490.914485 = -585600.116660 nChanged 23 SP:Iteration 38Q (693.553123 sec): 3 clusters Score: Raw -592101.414664 + Penalty 6490.914485 = -585610.500178 nChanged 16 SP:Iteration 39Q (693.656384 sec): 3 clusters Score: Raw -592108.410796 + Penalty 6490.914485 = -585617.496310 nChanged 9 SP:Iteration 40F (693.757409 sec): 3 clusters Score: Raw -592111.508785 + Penalty 6490.914485 = -585620.594300 nChanged 6 SP:Iteration 41Q (693.844350 sec): 3 clusters Score: Raw -592113.999893 + Penalty 6490.914485 = -585623.085407 nChanged 5 SP:Iteration 42Q (693.949859 sec): 3 clusters Score: Raw -592115.653650 + Penalty 6490.914485 = -585624.739165 nChanged 4 SP:Iteration 43Q (694.041371 sec): 3 clusters Score: Raw -592116.987977 + Penalty 6490.914485 = -585626.073492 nChanged 6 SP:Iteration 44Q (694.148754 sec): 3 clusters Score: Raw -592118.607667 + Penalty 6490.914485 = -585627.693181 nChanged 2 SP:Iteration 45Q (694.247088 sec): 3 clusters Score: Raw -592118.902937 + Penalty 6490.914485 = -585627.988452 nChanged 0 SP:Iteration 46F (694.335465 sec): 3 clusters Score: Raw -592118.902937 + Penalty 6490.914485 = -585627.988452 nChanged 0 Score: Raw -3288580.329473 + Penalty 43283.241559 = -3245297.087914 Splitting cluster 6 changes total score from -3245218.773920 to -3245297.087914 So it's getting split into cluster 11. Trying to split cluster 7 (2158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (695.329579 sec): 2 clusters Score: Raw -150132.950463 + Penalty 2844.305213 = -147288.645250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (695.427294 sec): 3 clusters Score: Raw -149507.813489 + Penalty 5688.610425 = -143819.203064 nChanged 661 SP:Iteration 1F (695.515648 sec): 3 clusters Score: Raw -150236.686280 + Penalty 5688.610425 = -144548.075855 nChanged 189 SP:Iteration 2F (695.595223 sec): 3 clusters Score: Raw -150587.691168 + Penalty 5688.610425 = -144899.080743 nChanged 114 SP:Iteration 3F (695.692567 sec): 3 clusters Score: Raw -150816.534509 + Penalty 5688.610425 = -145127.924084 nChanged 114 SP:Iteration 4F (695.772775 sec): 3 clusters Score: Raw -150993.959476 + Penalty 5688.610425 = -145305.349051 nChanged 96 SP:Iteration 5Q (695.847861 sec): 3 clusters Score: Raw -151165.863404 + Penalty 5688.610425 = -145477.252979 nChanged 92 SP:Iteration 6Q (695.956038 sec): 3 clusters Score: Raw -151337.536445 + Penalty 5688.610425 = -145648.926020 nChanged 74 SP:Iteration 7Q (696.033654 sec): 3 clusters Score: Raw -151452.470385 + Penalty 5688.610425 = -145763.859960 nChanged 55 SP:Iteration 8Q (696.114574 sec): 3 clusters Score: Raw -151552.318275 + Penalty 5688.610425 = -145863.707850 nChanged 45 SP:Iteration 9Q (696.221341 sec): 3 clusters Score: Raw -151626.076234 + Penalty 5688.610425 = -145937.465809 nChanged 34 SP:Iteration 10Q (696.296258 sec): 3 clusters Score: Raw -151670.251073 + Penalty 5688.610425 = -145981.640648 nChanged 19 SP:Iteration 11Q (696.384042 sec): 3 clusters Score: Raw -151693.388922 + Penalty 5688.610425 = -146004.778497 nChanged 14 SP:Iteration 12Q (696.464983 sec): 3 clusters Score: Raw -151712.815724 + Penalty 5688.610425 = -146024.205299 nChanged 11 SP:Iteration 13Q (696.572912 sec): 3 clusters Score: Raw -151729.172477 + Penalty 5688.610425 = -146040.562052 nChanged 18 SP:Iteration 14Q (696.643694 sec): 3 clusters Score: Raw -151762.447780 + Penalty 5688.610425 = -146073.837355 nChanged 23 SP:Iteration 15Q (696.751277 sec): 3 clusters Score: Raw -151800.126175 + Penalty 5688.610425 = -146111.515750 nChanged 25 SP:Iteration 16Q (696.837780 sec): 3 clusters Score: Raw -151834.127438 + Penalty 5688.610425 = -146145.517013 nChanged 20 SP:Iteration 17Q (696.914867 sec): 3 clusters Score: Raw -151869.702452 + Penalty 5688.610425 = -146181.092027 nChanged 15 SP:Iteration 18Q (696.999730 sec): 3 clusters Score: Raw -151884.483282 + Penalty 5688.610425 = -146195.872857 nChanged 7 SP:Iteration 19Q (697.076753 sec): 3 clusters Score: Raw -151892.431924 + Penalty 5688.610425 = -146203.821499 nChanged 7 SP:Iteration 20F (697.165593 sec): 3 clusters Score: Raw -151899.318068 + Penalty 5688.610425 = -146210.707643 nChanged 6 SP:Iteration 21Q (697.265119 sec): 3 clusters Score: Raw -151905.522252 + Penalty 5688.610425 = -146216.911827 nChanged 8 SP:Iteration 22Q (697.346720 sec): 3 clusters Score: Raw -151913.831529 + Penalty 5688.610425 = -146225.221104 nChanged 4 SP:Iteration 23Q (697.442495 sec): 3 clusters Score: Raw -151919.177970 + Penalty 5688.610425 = -146230.567545 nChanged 6 SP:Iteration 24Q (697.540452 sec): 3 clusters Score: Raw -151927.971257 + Penalty 5688.610425 = -146239.360832 nChanged 5 SP:Iteration 25Q (697.615107 sec): 3 clusters Score: Raw -151935.261576 + Penalty 5688.610425 = -146246.651151 nChanged 4 SP:Iteration 26Q (697.703802 sec): 3 clusters Score: Raw -151938.167314 + Penalty 5688.610425 = -146249.556889 nChanged 3 SP:Iteration 27Q (697.784408 sec): 3 clusters Score: Raw -151940.238909 + Penalty 5688.610425 = -146251.628484 nChanged 0 SP:Iteration 28F (697.878673 sec): 3 clusters Score: Raw -151940.238909 + Penalty 5688.610425 = -146251.628484 nChanged 0 Trying to split cluster 8 (4921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (697.929230 sec): 2 clusters Score: Raw -439693.861177 + Penalty 3149.719439 = -436544.141738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (698.028726 sec): 3 clusters Score: Raw -437589.751572 + Penalty 6299.438877 = -431290.312695 nChanged 1757 SP:Iteration 1F (698.127628 sec): 3 clusters Score: Raw -439020.730200 + Penalty 6299.438877 = -432721.291323 nChanged 493 SP:Iteration 2F (698.224536 sec): 3 clusters Score: Raw -439644.342687 + Penalty 6299.438877 = -433344.903809 nChanged 367 SP:Iteration 3F (698.314026 sec): 3 clusters Score: Raw -440080.397611 + Penalty 6299.438877 = -433780.958734 nChanged 301 SP:Iteration 4F (698.409576 sec): 3 clusters Score: Raw -440437.808342 + Penalty 6299.438877 = -434138.369465 nChanged 226 SP:Iteration 5Q (698.513783 sec): 3 clusters Score: Raw -440719.474038 + Penalty 6299.438877 = -434420.035161 nChanged 166 SP:Iteration 6Q (698.593898 sec): 3 clusters Score: Raw -440896.234820 + Penalty 6299.438877 = -434596.795942 nChanged 126 SP:Iteration 7Q (698.699468 sec): 3 clusters Score: Raw -441020.901658 + Penalty 6299.438877 = -434721.462780 nChanged 102 SP:Iteration 8Q (698.815960 sec): 3 clusters Score: Raw -441119.701770 + Penalty 6299.438877 = -434820.262893 nChanged 89 SP:Iteration 9Q (698.911508 sec): 3 clusters Score: Raw -441208.481901 + Penalty 6299.438877 = -434909.043024 nChanged 91 SP:Iteration 10Q (699.009757 sec): 3 clusters Score: Raw -441309.118366 + Penalty 6299.438877 = -435009.679489 nChanged 75 SP:Iteration 11Q (699.088582 sec): 3 clusters Score: Raw -441396.843698 + Penalty 6299.438877 = -435097.404821 nChanged 74 SP:Iteration 12Q (699.198706 sec): 3 clusters Score: Raw -441497.269350 + Penalty 6299.438877 = -435197.830473 nChanged 72 SP:Iteration 13Q (699.291113 sec): 3 clusters Score: Raw -441583.152251 + Penalty 6299.438877 = -435283.713374 nChanged 72 SP:Iteration 14Q (699.402771 sec): 3 clusters Score: Raw -441651.854965 + Penalty 6299.438877 = -435352.416088 nChanged 75 SP:Iteration 15Q (699.493797 sec): 3 clusters Score: Raw -441711.419850 + Penalty 6299.438877 = -435411.980972 nChanged 69 SP:Iteration 16Q (699.575709 sec): 3 clusters Score: Raw -441779.719869 + Penalty 6299.438877 = -435480.280992 nChanged 69 SP:Iteration 17Q (699.671533 sec): 3 clusters Score: Raw -441840.375144 + Penalty 6299.438877 = -435540.936267 nChanged 68 SP:Iteration 18Q (699.769407 sec): 3 clusters Score: Raw -441903.874710 + Penalty 6299.438877 = -435604.435832 nChanged 74 SP:Iteration 19Q (699.880850 sec): 3 clusters Score: Raw -441970.399657 + Penalty 6299.438877 = -435670.960780 nChanged 90 SP:Iteration 20F (699.966396 sec): 3 clusters Score: Raw -442064.106980 + Penalty 6299.438877 = -435764.668103 nChanged 91 SP:Iteration 21Q (700.058293 sec): 3 clusters Score: Raw -442154.713996 + Penalty 6299.438877 = -435855.275118 nChanged 81 SP:Iteration 22Q (700.163085 sec): 3 clusters Score: Raw -442234.736905 + Penalty 6299.438877 = -435935.298027 nChanged 77 SP:Iteration 23Q (700.249537 sec): 3 clusters Score: Raw -442323.710366 + Penalty 6299.438877 = -436024.271489 nChanged 85 SP:Iteration 24Q (700.345269 sec): 3 clusters Score: Raw -442437.528408 + Penalty 6299.438877 = -436138.089531 nChanged 85 SP:Iteration 25Q (700.458753 sec): 3 clusters Score: Raw -442556.255790 + Penalty 6299.438877 = -436256.816913 nChanged 73 SP:Iteration 26Q (700.543854 sec): 3 clusters Score: Raw -442655.361405 + Penalty 6299.438877 = -436355.922528 nChanged 61 SP:Iteration 27Q (700.643445 sec): 3 clusters Score: Raw -442735.345039 + Penalty 6299.438877 = -436435.906162 nChanged 45 SP:Iteration 28Q (700.742783 sec): 3 clusters Score: Raw -442804.012607 + Penalty 6299.438877 = -436504.573730 nChanged 32 SP:Iteration 29Q (700.832831 sec): 3 clusters Score: Raw -442862.812622 + Penalty 6299.438877 = -436563.373744 nChanged 23 SP:Iteration 30Q (700.937142 sec): 3 clusters Score: Raw -442897.017408 + Penalty 6299.438877 = -436597.578531 nChanged 14 SP:Iteration 31Q (701.016840 sec): 3 clusters Score: Raw -442909.771732 + Penalty 6299.438877 = -436610.332855 nChanged 12 SP:Iteration 32Q (701.110900 sec): 3 clusters Score: Raw -442919.058874 + Penalty 6299.438877 = -436619.619997 nChanged 9 SP:Iteration 33Q (701.205297 sec): 3 clusters Score: Raw -442923.641177 + Penalty 6299.438877 = -436624.202300 nChanged 3 SP:Iteration 34Q (701.318374 sec): 3 clusters Score: Raw -442925.438703 + Penalty 6299.438877 = -436625.999825 nChanged 1 SP:Iteration 35Q (701.395900 sec): 3 clusters Score: Raw -442926.129218 + Penalty 6299.438877 = -436626.690341 nChanged 0 SP:Iteration 36F (701.492749 sec): 3 clusters Score: Raw -442927.794297 + Penalty 6299.438877 = -436628.355420 nChanged 3 SP:Iteration 37Q (701.598825 sec): 3 clusters Score: Raw -442929.541708 + Penalty 6299.438877 = -436630.102831 nChanged 3 SP:Iteration 38Q (701.691501 sec): 3 clusters Score: Raw -442931.038867 + Penalty 6299.438877 = -436631.599990 nChanged 3 SP:Iteration 39Q (701.773048 sec): 3 clusters Score: Raw -442932.506240 + Penalty 6299.438877 = -436633.067363 nChanged 0 SP:Iteration 40F (701.890761 sec): 3 clusters Score: Raw -442932.506240 + Penalty 6299.438877 = -436633.067363 nChanged 0 Score: Raw -3291818.974536 + Penalty 47218.081701 = -3244600.892836 Splitting cluster 8 changes total score from -3245218.773920 to -3244600.892836 So it's not getting split. Trying to split cluster 9 (2347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (702.903097 sec): 2 clusters Score: Raw -188814.344456 + Penalty 2875.410929 = -185938.933527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (702.987305 sec): 3 clusters Score: Raw -188152.091473 + Penalty 5750.821858 = -182401.269615 nChanged 697 SP:Iteration 1F (703.075796 sec): 3 clusters Score: Raw -188959.962073 + Penalty 5750.821858 = -183209.140215 nChanged 221 SP:Iteration 2F (703.169515 sec): 3 clusters Score: Raw -189333.565518 + Penalty 5750.821858 = -183582.743660 nChanged 173 SP:Iteration 3F (703.267480 sec): 3 clusters Score: Raw -189710.815916 + Penalty 5750.821858 = -183959.994058 nChanged 187 SP:Iteration 4F (703.348727 sec): 3 clusters Score: Raw -190313.548525 + Penalty 5750.821858 = -184562.726667 nChanged 178 SP:Iteration 5F (703.423171 sec): 3 clusters Score: Raw -190772.214469 + Penalty 5750.821858 = -185021.392611 nChanged 122 SP:Iteration 6F (703.516823 sec): 3 clusters Score: Raw -191019.939392 + Penalty 5750.821858 = -185269.117534 nChanged 89 SP:Iteration 7Q (703.612653 sec): 3 clusters Score: Raw -191180.844168 + Penalty 5750.821858 = -185430.022310 nChanged 51 SP:Iteration 8Q (703.703666 sec): 3 clusters Score: Raw -191273.177680 + Penalty 5750.821858 = -185522.355821 nChanged 37 SP:Iteration 9Q (703.798958 sec): 3 clusters Score: Raw -191346.276328 + Penalty 5750.821858 = -185595.454470 nChanged 21 SP:Iteration 10Q (703.870585 sec): 3 clusters Score: Raw -191383.553746 + Penalty 5750.821858 = -185632.731888 nChanged 18 SP:Iteration 11Q (703.972484 sec): 3 clusters Score: Raw -191410.783221 + Penalty 5750.821858 = -185659.961363 nChanged 10 SP:Iteration 12Q (704.044794 sec): 3 clusters Score: Raw -191425.634086 + Penalty 5750.821858 = -185674.812227 nChanged 9 SP:Iteration 13Q (704.132152 sec): 3 clusters Score: Raw -191434.986831 + Penalty 5750.821858 = -185684.164973 nChanged 5 SP:Iteration 14Q (704.212946 sec): 3 clusters Score: Raw -191441.491333 + Penalty 5750.821858 = -185690.669474 nChanged 5 SP:Iteration 15Q (704.311305 sec): 3 clusters Score: Raw -191446.450598 + Penalty 5750.821858 = -185695.628740 nChanged 4 SP:Iteration 16Q (704.380900 sec): 3 clusters Score: Raw -191448.903221 + Penalty 5750.821858 = -185698.081363 nChanged 0 SP:Iteration 17F (704.479828 sec): 3 clusters Score: Raw -191448.903221 + Penalty 5750.821858 = -185698.081363 nChanged 0 Trying to split cluster 10 (2160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (704.523466 sec): 2 clusters Score: Raw -182891.768362 + Penalty 2844.648427 = -180047.119935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (704.616936 sec): 3 clusters Score: Raw -182270.264703 + Penalty 5689.296854 = -176580.967849 nChanged 589 SP:Iteration 1F (704.714920 sec): 3 clusters Score: Raw -182856.825773 + Penalty 5689.296854 = -177167.528919 nChanged 154 SP:Iteration 2F (704.808851 sec): 3 clusters Score: Raw -183058.595586 + Penalty 5689.296854 = -177369.298732 nChanged 104 SP:Iteration 3Q (704.901889 sec): 3 clusters Score: Raw -183186.922868 + Penalty 5689.296854 = -177497.626014 nChanged 78 SP:Iteration 4Q (704.969377 sec): 3 clusters Score: Raw -183289.301582 + Penalty 5689.296854 = -177600.004728 nChanged 61 SP:Iteration 5Q (705.056036 sec): 3 clusters Score: Raw -183363.598873 + Penalty 5689.296854 = -177674.302019 nChanged 34 SP:Iteration 6Q (705.144332 sec): 3 clusters Score: Raw -183416.092329 + Penalty 5689.296854 = -177726.795475 nChanged 41 SP:Iteration 7Q (705.223864 sec): 3 clusters Score: Raw -183469.766063 + Penalty 5689.296854 = -177780.469209 nChanged 39 SP:Iteration 8Q (705.303230 sec): 3 clusters Score: Raw -183514.790704 + Penalty 5689.296854 = -177825.493850 nChanged 31 SP:Iteration 9Q (705.394611 sec): 3 clusters Score: Raw -183550.964711 + Penalty 5689.296854 = -177861.667857 nChanged 25 SP:Iteration 10Q (705.481043 sec): 3 clusters Score: Raw -183577.570674 + Penalty 5689.296854 = -177888.273820 nChanged 21 SP:Iteration 11Q (705.566967 sec): 3 clusters Score: Raw -183599.161134 + Penalty 5689.296854 = -177909.864280 nChanged 18 SP:Iteration 12Q (705.646304 sec): 3 clusters Score: Raw -183620.438354 + Penalty 5689.296854 = -177931.141500 nChanged 21 SP:Iteration 13Q (705.753709 sec): 3 clusters Score: Raw -183644.213907 + Penalty 5689.296854 = -177954.917053 nChanged 24 SP:Iteration 14Q (705.836036 sec): 3 clusters Score: Raw -183674.271252 + Penalty 5689.296854 = -177984.974398 nChanged 25 SP:Iteration 15Q (705.933833 sec): 3 clusters Score: Raw -183705.113877 + Penalty 5689.296854 = -178015.817023 nChanged 20 SP:Iteration 16Q (706.008021 sec): 3 clusters Score: Raw -183736.776101 + Penalty 5689.296854 = -178047.479247 nChanged 15 SP:Iteration 17Q (706.097260 sec): 3 clusters Score: Raw -183753.926401 + Penalty 5689.296854 = -178064.629547 nChanged 23 SP:Iteration 18Q (706.191008 sec): 3 clusters Score: Raw -183776.352668 + Penalty 5689.296854 = -178087.055814 nChanged 15 SP:Iteration 19Q (706.285434 sec): 3 clusters Score: Raw -183789.576396 + Penalty 5689.296854 = -178100.279542 nChanged 11 SP:Iteration 20F (706.371630 sec): 3 clusters Score: Raw -183800.735398 + Penalty 5689.296854 = -178111.438544 nChanged 9 SP:Iteration 21Q (706.481396 sec): 3 clusters Score: Raw -183810.268856 + Penalty 5689.296854 = -178120.972002 nChanged 7 SP:Iteration 22Q (706.552704 sec): 3 clusters Score: Raw -183818.343212 + Penalty 5689.296854 = -178129.046358 nChanged 5 SP:Iteration 23Q (706.640262 sec): 3 clusters Score: Raw -183822.198162 + Penalty 5689.296854 = -178132.901308 nChanged 2 SP:Iteration 24Q (706.721971 sec): 3 clusters Score: Raw -183823.354226 + Penalty 5689.296854 = -178134.057372 nChanged 2 SP:Iteration 25Q (706.826642 sec): 3 clusters Score: Raw -183824.349839 + Penalty 5689.296854 = -178135.052985 nChanged 2 SP:Iteration 26Q (706.920841 sec): 3 clusters Score: Raw -183825.003778 + Penalty 5689.296854 = -178135.706924 nChanged 1 SP:Iteration 27Q (707.007783 sec): 3 clusters Score: Raw -183825.992548 + Penalty 5689.296854 = -178136.695694 nChanged 0 SP:Iteration 28F (707.090987 sec): 3 clusters Score: Raw -183825.992548 + Penalty 5689.296854 = -178136.695694 nChanged 0 Iteration 99Q (707.810820 sec): 12 clusters Score: Raw -3288714.373540 + Penalty 43283.241559 = -3245431.131981 nChanged 148 Iteration 100F (708.689255 sec): 12 clusters Score: Raw -3288976.103241 + Penalty 43283.241559 = -3245692.861682 nChanged 183 Iteration 101Q (709.374703 sec): 12 clusters Score: Raw -3289201.258635 + Penalty 43283.241559 = -3245918.017076 nChanged 109 Iteration 102Q (710.050833 sec): 12 clusters Score: Raw -3289292.801497 + Penalty 43283.241559 = -3246009.559938 nChanged 86 Iteration 103Q (710.741917 sec): 12 clusters Score: Raw -3289350.611267 + Penalty 43283.241559 = -3246067.369708 nChanged 57 Iteration 104Q (711.412366 sec): 12 clusters Score: Raw -3289384.033345 + Penalty 43283.241559 = -3246100.791787 nChanged 61 Iteration 105Q (712.078944 sec): 12 clusters Score: Raw -3289417.976813 + Penalty 43283.241559 = -3246134.735254 nChanged 59 Iteration 106Q (712.757968 sec): 12 clusters Score: Raw -3289447.531709 + Penalty 43283.241559 = -3246164.290150 nChanged 51 Iteration 107Q (713.430721 sec): 12 clusters Score: Raw -3289470.476929 + Penalty 43283.241559 = -3246187.235370 nChanged 43 Iteration 108Q (714.103130 sec): 12 clusters Score: Raw -3289489.252923 + Penalty 43283.241559 = -3246206.011364 nChanged 36 Iteration 109Q (714.770561 sec): 12 clusters Score: Raw -3289503.027274 + Penalty 43283.241559 = -3246219.785715 nChanged 35 Iteration 110Q (715.446120 sec): 12 clusters Score: Raw -3289516.154215 + Penalty 43283.241559 = -3246232.912656 nChanged 29 Iteration 111Q (716.135338 sec): 12 clusters Score: Raw -3289528.234794 + Penalty 43283.241559 = -3246244.993235 nChanged 26 Iteration 112Q (716.790539 sec): 12 clusters Score: Raw -3289538.566204 + Penalty 43283.241559 = -3246255.324645 nChanged 20 Iteration 113Q (717.466723 sec): 12 clusters Score: Raw -3289546.011962 + Penalty 43283.241559 = -3246262.770403 nChanged 28 Iteration 114Q (718.150982 sec): 12 clusters Score: Raw -3289559.755588 + Penalty 43283.241559 = -3246276.514029 nChanged 37 Iteration 115Q (718.835663 sec): 12 clusters Score: Raw -3289578.702353 + Penalty 43283.241559 = -3246295.460794 nChanged 41 Iteration 116Q (719.504071 sec): 12 clusters Score: Raw -3289603.173581 + Penalty 43283.241559 = -3246319.932022 nChanged 40 Iteration 117Q (720.177693 sec): 12 clusters Score: Raw -3289627.431280 + Penalty 43283.241559 = -3246344.189721 nChanged 57 Iteration 118Q (720.845541 sec): 12 clusters Score: Raw -3289664.977000 + Penalty 43283.241559 = -3246381.735441 nChanged 64 Iteration 119Q (721.526441 sec): 12 clusters Score: Raw -3289702.941412 + Penalty 43283.241559 = -3246419.699853 nChanged 50 Iteration 120F (722.410252 sec): 12 clusters Score: Raw -3289726.032802 + Penalty 43283.241559 = -3246442.791243 nChanged 36 Iteration 121Q (723.095283 sec): 12 clusters Score: Raw -3289739.830256 + Penalty 43283.241559 = -3246456.588697 nChanged 30 Iteration 122Q (723.785569 sec): 12 clusters Score: Raw -3289751.321756 + Penalty 43283.241559 = -3246468.080197 nChanged 22 Iteration 123Q (724.461303 sec): 12 clusters Score: Raw -3289760.507615 + Penalty 43283.241559 = -3246477.266056 nChanged 20 Iteration 124Q (725.151265 sec): 12 clusters Score: Raw -3289768.314404 + Penalty 43283.241559 = -3246485.072845 nChanged 13 Iteration 125Q (725.832147 sec): 12 clusters Score: Raw -3289772.622442 + Penalty 43283.241559 = -3246489.380883 nChanged 16 Iteration 126Q (726.503832 sec): 12 clusters Score: Raw -3289779.267628 + Penalty 43283.241559 = -3246496.026069 nChanged 16 Iteration 127Q (727.159201 sec): 12 clusters Score: Raw -3289785.529066 + Penalty 43283.241559 = -3246502.287507 nChanged 14 Iteration 128Q (727.842978 sec): 12 clusters Score: Raw -3289792.381806 + Penalty 43283.241559 = -3246509.140247 nChanged 18 Iteration 129Q (728.494105 sec): 12 clusters Score: Raw -3289801.901852 + Penalty 43283.241559 = -3246518.660293 nChanged 18 Iteration 130Q (729.174711 sec): 12 clusters Score: Raw -3289809.389567 + Penalty 43283.241559 = -3246526.148008 nChanged 18 Iteration 131Q (729.862781 sec): 12 clusters Score: Raw -3289816.740260 + Penalty 43283.241559 = -3246533.498701 nChanged 14 Iteration 132Q (730.549403 sec): 12 clusters Score: Raw -3289823.112387 + Penalty 43283.241559 = -3246539.870828 nChanged 19 Iteration 133Q (731.235969 sec): 12 clusters Score: Raw -3289833.836735 + Penalty 43283.241559 = -3246550.595176 nChanged 24 Iteration 134Q (731.898293 sec): 12 clusters Score: Raw -3289843.912592 + Penalty 43283.241559 = -3246560.671033 nChanged 25 Iteration 135Q (732.574399 sec): 12 clusters Score: Raw -3289853.520516 + Penalty 43283.241559 = -3246570.278957 nChanged 18 Iteration 136Q (733.259355 sec): 12 clusters Score: Raw -3289859.153530 + Penalty 43283.241559 = -3246575.911971 nChanged 13 Iteration 137Q (733.920533 sec): 12 clusters Score: Raw -3289862.133270 + Penalty 43283.241559 = -3246578.891711 nChanged 12 Iteration 138Q (734.584657 sec): 12 clusters Score: Raw -3289865.916490 + Penalty 43283.241559 = -3246582.674931 nChanged 12 Writing temp clu file Because OldScore, -3246578.891711, is greater than current (better) Score,-3246582.674931 Compute initial score before splitting: Score: Raw -3289865.916490 + Penalty 43283.241559 = -3246582.674931 Trying to split cluster 1 (4674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (734.680939 sec): 2 clusters Score: Raw -382056.182053 + Penalty 3130.639976 = -378925.542077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (734.764100 sec): 3 clusters Score: Raw -380116.416648 + Penalty 6261.279952 = -373855.136697 nChanged 1698 SP:Iteration 1F (734.868097 sec): 3 clusters Score: Raw -381394.944215 + Penalty 6261.279952 = -375133.664263 nChanged 404 SP:Iteration 2F (734.959623 sec): 3 clusters Score: Raw -381778.810426 + Penalty 6261.279952 = -375517.530475 nChanged 289 SP:Iteration 3F (735.050665 sec): 3 clusters Score: Raw -382062.972191 + Penalty 6261.279952 = -375801.692239 nChanged 244 SP:Iteration 4F (735.150621 sec): 3 clusters Score: Raw -382319.299097 + Penalty 6261.279952 = -376058.019145 nChanged 201 SP:Iteration 5Q (735.228092 sec): 3 clusters Score: Raw -382528.170748 + Penalty 6261.279952 = -376266.890796 nChanged 189 SP:Iteration 6Q (735.334912 sec): 3 clusters Score: Raw -382711.716287 + Penalty 6261.279952 = -376450.436335 nChanged 173 SP:Iteration 7Q (735.420741 sec): 3 clusters Score: Raw -382907.050350 + Penalty 6261.279952 = -376645.770399 nChanged 167 SP:Iteration 8Q (735.519040 sec): 3 clusters Score: Raw -383074.658012 + Penalty 6261.279952 = -376813.378061 nChanged 145 SP:Iteration 9Q (735.609550 sec): 3 clusters Score: Raw -383216.629528 + Penalty 6261.279952 = -376955.349577 nChanged 122 SP:Iteration 10Q (735.710486 sec): 3 clusters Score: Raw -383329.883513 + Penalty 6261.279952 = -377068.603561 nChanged 103 SP:Iteration 11Q (735.807714 sec): 3 clusters Score: Raw -383420.115773 + Penalty 6261.279952 = -377158.835821 nChanged 96 SP:Iteration 12Q (735.904894 sec): 3 clusters Score: Raw -383516.989497 + Penalty 6261.279952 = -377255.709545 nChanged 105 SP:Iteration 13Q (735.997749 sec): 3 clusters Score: Raw -383611.827356 + Penalty 6261.279952 = -377350.547405 nChanged 76 SP:Iteration 14Q (736.085212 sec): 3 clusters Score: Raw -383670.958411 + Penalty 6261.279952 = -377409.678459 nChanged 64 SP:Iteration 15Q (736.172169 sec): 3 clusters Score: Raw -383712.305938 + Penalty 6261.279952 = -377451.025986 nChanged 45 SP:Iteration 16Q (736.282951 sec): 3 clusters Score: Raw -383743.298647 + Penalty 6261.279952 = -377482.018695 nChanged 36 SP:Iteration 17Q (736.357242 sec): 3 clusters Score: Raw -383767.333034 + Penalty 6261.279952 = -377506.053082 nChanged 35 SP:Iteration 18Q (736.470240 sec): 3 clusters Score: Raw -383793.141243 + Penalty 6261.279952 = -377531.861292 nChanged 36 SP:Iteration 19Q (736.582878 sec): 3 clusters Score: Raw -383812.309922 + Penalty 6261.279952 = -377551.029971 nChanged 25 SP:Iteration 20F (736.675642 sec): 3 clusters Score: Raw -383823.442152 + Penalty 6261.279952 = -377562.162201 nChanged 21 SP:Iteration 21Q (736.790668 sec): 3 clusters Score: Raw -383834.884428 + Penalty 6261.279952 = -377573.604476 nChanged 18 SP:Iteration 22Q (736.889832 sec): 3 clusters Score: Raw -383842.802312 + Penalty 6261.279952 = -377581.522360 nChanged 13 SP:Iteration 23Q (736.971391 sec): 3 clusters Score: Raw -383849.225407 + Penalty 6261.279952 = -377587.945455 nChanged 12 SP:Iteration 24Q (737.058206 sec): 3 clusters Score: Raw -383854.624964 + Penalty 6261.279952 = -377593.345012 nChanged 8 SP:Iteration 25Q (737.167198 sec): 3 clusters Score: Raw -383858.495933 + Penalty 6261.279952 = -377597.215982 nChanged 6 SP:Iteration 26Q (737.266363 sec): 3 clusters Score: Raw -383860.429420 + Penalty 6261.279952 = -377599.149468 nChanged 3 SP:Iteration 27Q (737.349297 sec): 3 clusters Score: Raw -383861.446479 + Penalty 6261.279952 = -377600.166528 nChanged 4 SP:Iteration 28Q (737.471464 sec): 3 clusters Score: Raw -383862.490291 + Penalty 6261.279952 = -377601.210339 nChanged 2 SP:Iteration 29Q (737.569626 sec): 3 clusters Score: Raw -383863.212670 + Penalty 6261.279952 = -377601.932718 nChanged 3 SP:Iteration 30Q (737.656948 sec): 3 clusters Score: Raw -383864.138694 + Penalty 6261.279952 = -377602.858742 nChanged 3 SP:Iteration 31Q (737.757673 sec): 3 clusters Score: Raw -383865.123186 + Penalty 6261.279952 = -377603.843235 nChanged 1 SP:Iteration 32Q (737.844804 sec): 3 clusters Score: Raw -383865.444030 + Penalty 6261.279952 = -377604.164079 nChanged 0 SP:Iteration 33F (737.960939 sec): 3 clusters Score: Raw -383865.444030 + Penalty 6261.279952 = -377604.164079 nChanged 0 Trying to split cluster 2 (5856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (738.021242 sec): 2 clusters Score: Raw -456021.906251 + Penalty 3214.169772 = -452807.736479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (738.109345 sec): 3 clusters Score: Raw -453339.060072 + Penalty 6428.339543 = -446910.720529 nChanged 2109 SP:Iteration 1F (738.217000 sec): 3 clusters Score: Raw -454720.810202 + Penalty 6428.339543 = -448292.470659 nChanged 539 SP:Iteration 2F (738.311887 sec): 3 clusters Score: Raw -455252.538839 + Penalty 6428.339543 = -448824.199296 nChanged 440 SP:Iteration 3F (738.424213 sec): 3 clusters Score: Raw -455828.767610 + Penalty 6428.339543 = -449400.428067 nChanged 442 SP:Iteration 4F (738.532072 sec): 3 clusters Score: Raw -456449.563780 + Penalty 6428.339543 = -450021.224237 nChanged 419 SP:Iteration 5F (738.631522 sec): 3 clusters Score: Raw -457009.969586 + Penalty 6428.339543 = -450581.630042 nChanged 357 SP:Iteration 6F (738.718078 sec): 3 clusters Score: Raw -457409.205254 + Penalty 6428.339543 = -450980.865711 nChanged 259 SP:Iteration 7Q (738.827628 sec): 3 clusters Score: Raw -457662.934368 + Penalty 6428.339543 = -451234.594824 nChanged 206 SP:Iteration 8Q (738.919174 sec): 3 clusters Score: Raw -457843.008035 + Penalty 6428.339543 = -451414.668492 nChanged 140 SP:Iteration 9Q (739.001227 sec): 3 clusters Score: Raw -457939.808095 + Penalty 6428.339543 = -451511.468552 nChanged 95 SP:Iteration 10Q (739.118760 sec): 3 clusters Score: Raw -457999.010973 + Penalty 6428.339543 = -451570.671430 nChanged 79 SP:Iteration 11Q (739.194169 sec): 3 clusters Score: Raw -458046.781657 + Penalty 6428.339543 = -451618.442113 nChanged 62 SP:Iteration 12Q (739.306694 sec): 3 clusters Score: Raw -458078.067890 + Penalty 6428.339543 = -451649.728347 nChanged 38 SP:Iteration 13Q (739.419204 sec): 3 clusters Score: Raw -458095.684988 + Penalty 6428.339543 = -451667.345445 nChanged 26 SP:Iteration 14Q (739.510241 sec): 3 clusters Score: Raw -458107.353637 + Penalty 6428.339543 = -451679.014094 nChanged 23 SP:Iteration 15Q (739.607070 sec): 3 clusters Score: Raw -458117.219006 + Penalty 6428.339543 = -451688.879463 nChanged 13 SP:Iteration 16Q (739.695522 sec): 3 clusters Score: Raw -458121.420963 + Penalty 6428.339543 = -451693.081419 nChanged 11 SP:Iteration 17Q (739.777823 sec): 3 clusters Score: Raw -458126.219764 + Penalty 6428.339543 = -451697.880221 nChanged 5 SP:Iteration 18Q (739.881579 sec): 3 clusters Score: Raw -458128.771412 + Penalty 6428.339543 = -451700.431869 nChanged 7 SP:Iteration 19Q (739.989944 sec): 3 clusters Score: Raw -458131.319502 + Penalty 6428.339543 = -451702.979959 nChanged 7 SP:Iteration 20F (740.081060 sec): 3 clusters Score: Raw -458132.995104 + Penalty 6428.339543 = -451704.655560 nChanged 3 SP:Iteration 21Q (740.191564 sec): 3 clusters Score: Raw -458134.005449 + Penalty 6428.339543 = -451705.665906 nChanged 4 SP:Iteration 22Q (740.283988 sec): 3 clusters Score: Raw -458134.654472 + Penalty 6428.339543 = -451706.314929 nChanged 2 SP:Iteration 23Q (740.368966 sec): 3 clusters Score: Raw -458135.412363 + Penalty 6428.339543 = -451707.072820 nChanged 3 SP:Iteration 24Q (740.475188 sec): 3 clusters Score: Raw -458137.028487 + Penalty 6428.339543 = -451708.688944 nChanged 4 SP:Iteration 25Q (740.581190 sec): 3 clusters Score: Raw -458139.013606 + Penalty 6428.339543 = -451710.674062 nChanged 1 SP:Iteration 26Q (740.674907 sec): 3 clusters Score: Raw -458139.599958 + Penalty 6428.339543 = -451711.260415 nChanged 2 SP:Iteration 27Q (740.781601 sec): 3 clusters Score: Raw -458140.489778 + Penalty 6428.339543 = -451712.150235 nChanged 2 SP:Iteration 28Q (740.856862 sec): 3 clusters Score: Raw -458141.286741 + Penalty 6428.339543 = -451712.947198 nChanged 0 SP:Iteration 29F (740.968416 sec): 3 clusters Score: Raw -458141.286741 + Penalty 6428.339543 = -451712.947198 nChanged 0 Trying to split cluster 3 (2635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (741.047280 sec): 2 clusters Score: Raw -160983.573715 + Penalty 2918.294550 = -158065.279166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (741.128619 sec): 3 clusters Score: Raw -160238.554609 + Penalty 5836.589100 = -154401.965509 nChanged 823 SP:Iteration 1F (741.206693 sec): 3 clusters Score: Raw -161580.144420 + Penalty 5836.589100 = -155743.555320 nChanged 383 SP:Iteration 2F (741.321126 sec): 3 clusters Score: Raw -162651.872806 + Penalty 5836.589100 = -156815.283707 nChanged 268 SP:Iteration 3F (741.397813 sec): 3 clusters Score: Raw -163264.096196 + Penalty 5836.589100 = -157427.507096 nChanged 147 SP:Iteration 4F (741.505777 sec): 3 clusters Score: Raw -163547.955509 + Penalty 5836.589100 = -157711.366409 nChanged 93 SP:Iteration 5Q (741.581200 sec): 3 clusters Score: Raw -163697.046162 + Penalty 5836.589100 = -157860.457062 nChanged 54 SP:Iteration 6Q (741.690658 sec): 3 clusters Score: Raw -163774.233544 + Penalty 5836.589100 = -157937.644444 nChanged 37 SP:Iteration 7Q (741.754041 sec): 3 clusters Score: Raw -163813.819195 + Penalty 5836.589100 = -157977.230096 nChanged 24 SP:Iteration 8Q (741.840016 sec): 3 clusters Score: Raw -163847.540627 + Penalty 5836.589100 = -158010.951527 nChanged 24 SP:Iteration 9Q (741.935937 sec): 3 clusters Score: Raw -163875.503940 + Penalty 5836.589100 = -158038.914841 nChanged 15 SP:Iteration 10Q (742.067468 sec): 3 clusters Score: Raw -163888.887440 + Penalty 5836.589100 = -158052.298341 nChanged 14 SP:Iteration 11Q (742.143417 sec): 3 clusters Score: Raw -163899.535245 + Penalty 5836.589100 = -158062.946146 nChanged 7 SP:Iteration 12Q (742.233864 sec): 3 clusters Score: Raw -163906.399557 + Penalty 5836.589100 = -158069.810457 nChanged 3 SP:Iteration 13Q (742.318171 sec): 3 clusters Score: Raw -163909.853305 + Penalty 5836.589100 = -158073.264205 nChanged 3 SP:Iteration 14Q (742.409177 sec): 3 clusters Score: Raw -163914.759917 + Penalty 5836.589100 = -158078.170817 nChanged 6 SP:Iteration 15Q (742.509484 sec): 3 clusters Score: Raw -163924.362559 + Penalty 5836.589100 = -158087.773459 nChanged 8 SP:Iteration 16Q (742.587750 sec): 3 clusters Score: Raw -163932.513844 + Penalty 5836.589100 = -158095.924745 nChanged 7 SP:Iteration 17Q (742.698920 sec): 3 clusters Score: Raw -163939.399537 + Penalty 5836.589100 = -158102.810437 nChanged 4 SP:Iteration 18Q (742.772505 sec): 3 clusters Score: Raw -163942.803983 + Penalty 5836.589100 = -158106.214884 nChanged 3 SP:Iteration 19Q (742.860439 sec): 3 clusters Score: Raw -163944.441891 + Penalty 5836.589100 = -158107.852791 nChanged 1 SP:Iteration 20F (742.959672 sec): 3 clusters Score: Raw -163944.899198 + Penalty 5836.589100 = -158108.310099 nChanged 0 Score: Raw -3292832.446285 + Penalty 47218.081701 = -3245614.364585 Splitting cluster 3 changes total score from -3246582.674931 to -3245614.364585 So it's not getting split. Trying to split cluster 4 (6850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (744.001778 sec): 2 clusters Score: Raw -614320.211761 + Penalty 3272.257457 = -611047.954304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (744.103774 sec): 3 clusters Score: Raw -611083.036187 + Penalty 6544.514913 = -604538.521274 nChanged 2566 SP:Iteration 1F (744.199756 sec): 3 clusters Score: Raw -612586.972416 + Penalty 6544.514913 = -606042.457503 nChanged 513 SP:Iteration 2F (744.286815 sec): 3 clusters Score: Raw -612917.133293 + Penalty 6544.514913 = -606372.618379 nChanged 366 SP:Iteration 3F (744.401984 sec): 3 clusters Score: Raw -613150.454076 + Penalty 6544.514913 = -606605.939163 nChanged 279 SP:Iteration 4Q (744.511276 sec): 3 clusters Score: Raw -613340.772045 + Penalty 6544.514913 = -606796.257132 nChanged 261 SP:Iteration 5Q (744.612936 sec): 3 clusters Score: Raw -613527.182268 + Penalty 6544.514913 = -606982.667355 nChanged 241 SP:Iteration 6Q (744.702507 sec): 3 clusters Score: Raw -613690.544585 + Penalty 6544.514913 = -607146.029672 nChanged 220 SP:Iteration 7Q (744.803088 sec): 3 clusters Score: Raw -613848.367133 + Penalty 6544.514913 = -607303.852220 nChanged 237 SP:Iteration 8Q (744.923679 sec): 3 clusters Score: Raw -614008.978737 + Penalty 6544.514913 = -607464.463824 nChanged 221 SP:Iteration 9Q (745.020515 sec): 3 clusters Score: Raw -614155.044463 + Penalty 6544.514913 = -607610.529550 nChanged 196 SP:Iteration 10Q (745.132720 sec): 3 clusters Score: Raw -614300.422362 + Penalty 6544.514913 = -607755.907449 nChanged 208 SP:Iteration 11Q (745.221175 sec): 3 clusters Score: Raw -614448.690266 + Penalty 6544.514913 = -607904.175353 nChanged 208 SP:Iteration 12Q (745.326484 sec): 3 clusters Score: Raw -614609.816261 + Penalty 6544.514913 = -608065.301348 nChanged 215 SP:Iteration 13Q (745.447670 sec): 3 clusters Score: Raw -614773.256067 + Penalty 6544.514913 = -608228.741154 nChanged 216 SP:Iteration 14Q (745.525946 sec): 3 clusters Score: Raw -614935.392301 + Penalty 6544.514913 = -608390.877388 nChanged 187 SP:Iteration 15Q (745.642344 sec): 3 clusters Score: Raw -615064.961481 + Penalty 6544.514913 = -608520.446567 nChanged 175 SP:Iteration 16Q (745.756441 sec): 3 clusters Score: Raw -615177.696101 + Penalty 6544.514913 = -608633.181188 nChanged 133 SP:Iteration 17Q (745.837628 sec): 3 clusters Score: Raw -615253.196970 + Penalty 6544.514913 = -608708.682057 nChanged 106 SP:Iteration 18Q (745.947257 sec): 3 clusters Score: Raw -615311.357239 + Penalty 6544.514913 = -608766.842326 nChanged 98 SP:Iteration 19Q (746.066122 sec): 3 clusters Score: Raw -615374.886399 + Penalty 6544.514913 = -608830.371486 nChanged 97 SP:Iteration 20F (746.161613 sec): 3 clusters Score: Raw -615430.570085 + Penalty 6544.514913 = -608886.055172 nChanged 88 SP:Iteration 21Q (746.253177 sec): 3 clusters Score: Raw -615474.750169 + Penalty 6544.514913 = -608930.235256 nChanged 67 SP:Iteration 22Q (746.356328 sec): 3 clusters Score: Raw -615509.522187 + Penalty 6544.514913 = -608965.007274 nChanged 55 SP:Iteration 23Q (746.474098 sec): 3 clusters Score: Raw -615537.414460 + Penalty 6544.514913 = -608992.899547 nChanged 53 SP:Iteration 24Q (746.578589 sec): 3 clusters Score: Raw -615565.904854 + Penalty 6544.514913 = -609021.389941 nChanged 54 SP:Iteration 25Q (746.684392 sec): 3 clusters Score: Raw -615591.745867 + Penalty 6544.514913 = -609047.230954 nChanged 48 SP:Iteration 26Q (746.785780 sec): 3 clusters Score: Raw -615610.894028 + Penalty 6544.514913 = -609066.379115 nChanged 39 SP:Iteration 27Q (746.878741 sec): 3 clusters Score: Raw -615627.241509 + Penalty 6544.514913 = -609082.726596 nChanged 30 SP:Iteration 28Q (746.993694 sec): 3 clusters Score: Raw -615641.535480 + Penalty 6544.514913 = -609097.020567 nChanged 30 SP:Iteration 29Q (747.078836 sec): 3 clusters Score: Raw -615653.848154 + Penalty 6544.514913 = -609109.333241 nChanged 23 SP:Iteration 30Q (747.187737 sec): 3 clusters Score: Raw -615662.653241 + Penalty 6544.514913 = -609118.138328 nChanged 25 SP:Iteration 31Q (747.277112 sec): 3 clusters Score: Raw -615672.312498 + Penalty 6544.514913 = -609127.797585 nChanged 26 SP:Iteration 32Q (747.391242 sec): 3 clusters Score: Raw -615682.142126 + Penalty 6544.514913 = -609137.627213 nChanged 26 SP:Iteration 33Q (747.498441 sec): 3 clusters Score: Raw -615691.099113 + Penalty 6544.514913 = -609146.584200 nChanged 18 SP:Iteration 34Q (747.584026 sec): 3 clusters Score: Raw -615697.413473 + Penalty 6544.514913 = -609152.898560 nChanged 17 SP:Iteration 35Q (747.692491 sec): 3 clusters Score: Raw -615703.751066 + Penalty 6544.514913 = -609159.236153 nChanged 13 SP:Iteration 36Q (747.784329 sec): 3 clusters Score: Raw -615709.915388 + Penalty 6544.514913 = -609165.400475 nChanged 17 SP:Iteration 37Q (747.909042 sec): 3 clusters Score: Raw -615717.608742 + Penalty 6544.514913 = -609173.093829 nChanged 21 SP:Iteration 38Q (747.987414 sec): 3 clusters Score: Raw -615725.746397 + Penalty 6544.514913 = -609181.231484 nChanged 22 SP:Iteration 39Q (748.118412 sec): 3 clusters Score: Raw -615734.395482 + Penalty 6544.514913 = -609189.880569 nChanged 26 SP:Iteration 40F (748.198735 sec): 3 clusters Score: Raw -615745.614405 + Penalty 6544.514913 = -609201.099492 nChanged 29 SP:Iteration 41Q (748.310049 sec): 3 clusters Score: Raw -615757.746251 + Penalty 6544.514913 = -609213.231338 nChanged 38 SP:Iteration 42Q (748.409417 sec): 3 clusters Score: Raw -615775.405551 + Penalty 6544.514913 = -609230.890638 nChanged 39 SP:Iteration 43Q (748.503638 sec): 3 clusters Score: Raw -615793.947189 + Penalty 6544.514913 = -609249.432276 nChanged 42 SP:Iteration 44Q (748.603293 sec): 3 clusters Score: Raw -615815.549081 + Penalty 6544.514913 = -609271.034168 nChanged 46 SP:Iteration 45Q (748.705516 sec): 3 clusters Score: Raw -615836.523714 + Penalty 6544.514913 = -609292.008801 nChanged 32 SP:Iteration 46Q (748.789744 sec): 3 clusters Score: Raw -615853.233898 + Penalty 6544.514913 = -609308.718984 nChanged 41 SP:Iteration 47Q (748.910846 sec): 3 clusters Score: Raw -615877.103658 + Penalty 6544.514913 = -609332.588745 nChanged 56 SP:Iteration 48Q (749.000875 sec): 3 clusters Score: Raw -615909.910411 + Penalty 6544.514913 = -609365.395498 nChanged 51 SP:Iteration 49Q (749.092497 sec): 3 clusters Score: Raw -615936.404854 + Penalty 6544.514913 = -609391.889941 nChanged 48 SP:Iteration 50Q (749.203815 sec): 3 clusters Score: Raw -615964.046995 + Penalty 6544.514913 = -609419.532082 nChanged 45 SP:Iteration 51Q (749.302629 sec): 3 clusters Score: Raw -615994.541535 + Penalty 6544.514913 = -609450.026621 nChanged 50 SP:Iteration 52Q (749.414911 sec): 3 clusters Score: Raw -616026.788958 + Penalty 6544.514913 = -609482.274045 nChanged 61 SP:Iteration 53Q (749.506454 sec): 3 clusters Score: Raw -616068.643178 + Penalty 6544.514913 = -609524.128265 nChanged 67 SP:Iteration 54Q (749.617192 sec): 3 clusters Score: Raw -616109.119119 + Penalty 6544.514913 = -609564.604206 nChanged 56 SP:Iteration 55Q (749.714388 sec): 3 clusters Score: Raw -616145.990281 + Penalty 6544.514913 = -609601.475368 nChanged 55 SP:Iteration 56Q (749.812496 sec): 3 clusters Score: Raw -616192.366268 + Penalty 6544.514913 = -609647.851355 nChanged 57 SP:Iteration 57Q (749.904684 sec): 3 clusters Score: Raw -616248.663308 + Penalty 6544.514913 = -609704.148395 nChanged 68 SP:Iteration 58Q (750.004855 sec): 3 clusters Score: Raw -616319.065728 + Penalty 6544.514913 = -609774.550815 nChanged 58 SP:Iteration 59Q (750.107668 sec): 3 clusters Score: Raw -616369.894248 + Penalty 6544.514913 = -609825.379335 nChanged 58 SP:Iteration 60F (750.226207 sec): 3 clusters Score: Raw -616413.876481 + Penalty 6544.514913 = -609869.361568 nChanged 48 SP:Iteration 61Q (750.310263 sec): 3 clusters Score: Raw -616446.367116 + Penalty 6544.514913 = -609901.852203 nChanged 39 SP:Iteration 62Q (750.405109 sec): 3 clusters Score: Raw -616471.317051 + Penalty 6544.514913 = -609926.802138 nChanged 28 SP:Iteration 63Q (750.512837 sec): 3 clusters Score: Raw -616486.168307 + Penalty 6544.514913 = -609941.653394 nChanged 18 SP:Iteration 64Q (750.617374 sec): 3 clusters Score: Raw -616495.473212 + Penalty 6544.514913 = -609950.958299 nChanged 16 SP:Iteration 65Q (750.715114 sec): 3 clusters Score: Raw -616505.345620 + Penalty 6544.514913 = -609960.830707 nChanged 18 SP:Iteration 66Q (750.816845 sec): 3 clusters Score: Raw -616512.417272 + Penalty 6544.514913 = -609967.902359 nChanged 9 SP:Iteration 67Q (750.910755 sec): 3 clusters Score: Raw -616516.720300 + Penalty 6544.514913 = -609972.205387 nChanged 6 SP:Iteration 68Q (750.995996 sec): 3 clusters Score: Raw -616519.359514 + Penalty 6544.514913 = -609974.844601 nChanged 5 SP:Iteration 69Q (751.096681 sec): 3 clusters Score: Raw -616521.343597 + Penalty 6544.514913 = -609976.828684 nChanged 5 SP:Iteration 70Q (751.192207 sec): 3 clusters Score: Raw -616523.192430 + Penalty 6544.514913 = -609978.677517 nChanged 4 SP:Iteration 71Q (751.293070 sec): 3 clusters Score: Raw -616524.428447 + Penalty 6544.514913 = -609979.913534 nChanged 3 SP:Iteration 72Q (751.394702 sec): 3 clusters Score: Raw -616525.148552 + Penalty 6544.514913 = -609980.633639 nChanged 3 SP:Iteration 73Q (751.506399 sec): 3 clusters Score: Raw -616526.278061 + Penalty 6544.514913 = -609981.763148 nChanged 2 SP:Iteration 74Q (751.610416 sec): 3 clusters Score: Raw -616527.118341 + Penalty 6544.514913 = -609982.603428 nChanged 3 SP:Iteration 75Q (751.697463 sec): 3 clusters Score: Raw -616528.524663 + Penalty 6544.514913 = -609984.009750 nChanged 1 SP:Iteration 76Q (751.799300 sec): 3 clusters Score: Raw -616528.992134 + Penalty 6544.514913 = -609984.477221 nChanged 1 SP:Iteration 77Q (751.912535 sec): 3 clusters Score: Raw -616529.271742 + Penalty 6544.514913 = -609984.756829 nChanged 1 SP:Iteration 78Q (751.993431 sec): 3 clusters Score: Raw -616529.496798 + Penalty 6544.514913 = -609984.981885 nChanged 0 SP:Iteration 79F (752.093231 sec): 3 clusters Score: Raw -616529.496798 + Penalty 6544.514913 = -609984.981885 nChanged 0 Trying to split cluster 5 (2959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (752.164061 sec): 2 clusters Score: Raw -208543.942737 + Penalty 2961.260765 = -205582.681972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (752.258066 sec): 3 clusters Score: Raw -207496.329985 + Penalty 5922.521529 = -201573.808455 nChanged 955 SP:Iteration 1F (752.353163 sec): 3 clusters Score: Raw -208431.623676 + Penalty 5922.521529 = -202509.102147 nChanged 290 SP:Iteration 2F (752.425864 sec): 3 clusters Score: Raw -208884.279569 + Penalty 5922.521529 = -202961.758040 nChanged 230 SP:Iteration 3F (752.517876 sec): 3 clusters Score: Raw -209338.057692 + Penalty 5922.521529 = -203415.536163 nChanged 191 SP:Iteration 4F (752.609073 sec): 3 clusters Score: Raw -209746.252435 + Penalty 5922.521529 = -203823.730905 nChanged 169 SP:Iteration 5F (752.698223 sec): 3 clusters Score: Raw -210089.371980 + Penalty 5922.521529 = -204166.850451 nChanged 151 SP:Iteration 6F (752.783134 sec): 3 clusters Score: Raw -210324.181400 + Penalty 5922.521529 = -204401.659870 nChanged 89 SP:Iteration 7Q (752.891443 sec): 3 clusters Score: Raw -210428.457452 + Penalty 5922.521529 = -204505.935922 nChanged 54 SP:Iteration 8Q (752.985182 sec): 3 clusters Score: Raw -210496.230176 + Penalty 5922.521529 = -204573.708647 nChanged 55 SP:Iteration 9Q (753.071597 sec): 3 clusters Score: Raw -210550.084687 + Penalty 5922.521529 = -204627.563158 nChanged 36 SP:Iteration 10Q (753.160748 sec): 3 clusters Score: Raw -210583.558174 + Penalty 5922.521529 = -204661.036644 nChanged 27 SP:Iteration 11Q (753.233179 sec): 3 clusters Score: Raw -210610.141328 + Penalty 5922.521529 = -204687.619798 nChanged 22 SP:Iteration 12Q (753.345604 sec): 3 clusters Score: Raw -210633.664492 + Penalty 5922.521529 = -204711.142963 nChanged 26 SP:Iteration 13Q (753.438172 sec): 3 clusters Score: Raw -210654.202218 + Penalty 5922.521529 = -204731.680688 nChanged 15 SP:Iteration 14Q (753.526123 sec): 3 clusters Score: Raw -210666.432212 + Penalty 5922.521529 = -204743.910682 nChanged 12 SP:Iteration 15Q (753.628005 sec): 3 clusters Score: Raw -210677.404398 + Penalty 5922.521529 = -204754.882868 nChanged 12 SP:Iteration 16Q (753.719110 sec): 3 clusters Score: Raw -210685.745766 + Penalty 5922.521529 = -204763.224237 nChanged 10 SP:Iteration 17Q (753.809739 sec): 3 clusters Score: Raw -210694.043427 + Penalty 5922.521529 = -204771.521898 nChanged 13 SP:Iteration 18Q (753.894934 sec): 3 clusters Score: Raw -210704.903251 + Penalty 5922.521529 = -204782.381721 nChanged 10 SP:Iteration 19Q (753.996998 sec): 3 clusters Score: Raw -210712.930073 + Penalty 5922.521529 = -204790.408543 nChanged 7 SP:Iteration 20F (754.085944 sec): 3 clusters Score: Raw -210719.254174 + Penalty 5922.521529 = -204796.732645 nChanged 6 SP:Iteration 21Q (754.152261 sec): 3 clusters Score: Raw -210724.326943 + Penalty 5922.521529 = -204801.805413 nChanged 8 SP:Iteration 22Q (754.249393 sec): 3 clusters Score: Raw -210732.146975 + Penalty 5922.521529 = -204809.625445 nChanged 7 SP:Iteration 23Q (754.359185 sec): 3 clusters Score: Raw -210736.436242 + Penalty 5922.521529 = -204813.914713 nChanged 7 SP:Iteration 24Q (754.439535 sec): 3 clusters Score: Raw -210742.879643 + Penalty 5922.521529 = -204820.358114 nChanged 5 SP:Iteration 25Q (754.527720 sec): 3 clusters Score: Raw -210747.540625 + Penalty 5922.521529 = -204825.019096 nChanged 6 SP:Iteration 26Q (754.625146 sec): 3 clusters Score: Raw -210752.053892 + Penalty 5922.521529 = -204829.532362 nChanged 5 SP:Iteration 27Q (754.701764 sec): 3 clusters Score: Raw -210755.932912 + Penalty 5922.521529 = -204833.411383 nChanged 4 SP:Iteration 28Q (754.790683 sec): 3 clusters Score: Raw -210759.257325 + Penalty 5922.521529 = -204836.735796 nChanged 2 SP:Iteration 29Q (754.899906 sec): 3 clusters Score: Raw -210760.724672 + Penalty 5922.521529 = -204838.203143 nChanged 3 SP:Iteration 30Q (754.993493 sec): 3 clusters Score: Raw -210762.570835 + Penalty 5922.521529 = -204840.049306 nChanged 3 SP:Iteration 31Q (755.071843 sec): 3 clusters Score: Raw -210764.809488 + Penalty 5922.521529 = -204842.287959 nChanged 0 SP:Iteration 32F (755.158036 sec): 3 clusters Score: Raw -210764.809488 + Penalty 5922.521529 = -204842.287959 nChanged 0 Trying to split cluster 6 (3527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (755.215062 sec): 2 clusters Score: Raw -329590.862067 + Penalty 3026.319186 = -326564.542881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (755.310556 sec): 3 clusters Score: Raw -328229.279472 + Penalty 6052.638371 = -322176.641101 nChanged 1146 SP:Iteration 1F (755.411207 sec): 3 clusters Score: Raw -329093.702407 + Penalty 6052.638371 = -323041.064035 nChanged 307 SP:Iteration 2F (755.503237 sec): 3 clusters Score: Raw -329402.467003 + Penalty 6052.638371 = -323349.828631 nChanged 214 SP:Iteration 3F (755.582923 sec): 3 clusters Score: Raw -329607.359437 + Penalty 6052.638371 = -323554.721065 nChanged 152 SP:Iteration 4Q (755.665573 sec): 3 clusters Score: Raw -329748.706756 + Penalty 6052.638371 = -323696.068385 nChanged 126 SP:Iteration 5Q (755.770180 sec): 3 clusters Score: Raw -329863.101054 + Penalty 6052.638371 = -323810.462683 nChanged 109 SP:Iteration 6Q (755.877910 sec): 3 clusters Score: Raw -329955.776492 + Penalty 6052.638371 = -323903.138121 nChanged 84 SP:Iteration 7Q (755.963333 sec): 3 clusters Score: Raw -330036.198116 + Penalty 6052.638371 = -323983.559744 nChanged 89 SP:Iteration 8Q (756.062012 sec): 3 clusters Score: Raw -330117.603945 + Penalty 6052.638371 = -324064.965574 nChanged 84 SP:Iteration 9Q (756.169761 sec): 3 clusters Score: Raw -330192.806863 + Penalty 6052.638371 = -324140.168491 nChanged 65 SP:Iteration 10Q (756.257912 sec): 3 clusters Score: Raw -330247.083130 + Penalty 6052.638371 = -324194.444759 nChanged 47 SP:Iteration 11Q (756.346018 sec): 3 clusters Score: Raw -330279.312202 + Penalty 6052.638371 = -324226.673831 nChanged 36 SP:Iteration 12Q (756.439158 sec): 3 clusters Score: Raw -330305.174180 + Penalty 6052.638371 = -324252.535808 nChanged 23 SP:Iteration 13Q (756.525731 sec): 3 clusters Score: Raw -330322.810747 + Penalty 6052.638371 = -324270.172376 nChanged 19 SP:Iteration 14Q (756.620645 sec): 3 clusters Score: Raw -330335.606728 + Penalty 6052.638371 = -324282.968357 nChanged 21 SP:Iteration 15Q (756.708561 sec): 3 clusters Score: Raw -330347.234191 + Penalty 6052.638371 = -324294.595819 nChanged 12 SP:Iteration 16Q (756.783791 sec): 3 clusters Score: Raw -330357.427511 + Penalty 6052.638371 = -324304.789140 nChanged 11 SP:Iteration 17Q (756.890043 sec): 3 clusters Score: Raw -330363.599429 + Penalty 6052.638371 = -324310.961058 nChanged 11 SP:Iteration 18Q (756.965221 sec): 3 clusters Score: Raw -330370.578882 + Penalty 6052.638371 = -324317.940511 nChanged 11 SP:Iteration 19Q (757.064421 sec): 3 clusters Score: Raw -330378.042792 + Penalty 6052.638371 = -324325.404421 nChanged 13 SP:Iteration 20F (757.155189 sec): 3 clusters Score: Raw -330385.329756 + Penalty 6052.638371 = -324332.691385 nChanged 6 SP:Iteration 21Q (757.235080 sec): 3 clusters Score: Raw -330390.603041 + Penalty 6052.638371 = -324337.964670 nChanged 12 SP:Iteration 22Q (757.346723 sec): 3 clusters Score: Raw -330399.007920 + Penalty 6052.638371 = -324346.369548 nChanged 13 SP:Iteration 23Q (757.417913 sec): 3 clusters Score: Raw -330407.670216 + Penalty 6052.638371 = -324355.031845 nChanged 11 SP:Iteration 24Q (757.510777 sec): 3 clusters Score: Raw -330414.800599 + Penalty 6052.638371 = -324362.162228 nChanged 10 SP:Iteration 25Q (757.619601 sec): 3 clusters Score: Raw -330422.058224 + Penalty 6052.638371 = -324369.419853 nChanged 13 SP:Iteration 26Q (757.704321 sec): 3 clusters Score: Raw -330429.188280 + Penalty 6052.638371 = -324376.549909 nChanged 5 SP:Iteration 27Q (757.797609 sec): 3 clusters Score: Raw -330434.468127 + Penalty 6052.638371 = -324381.829756 nChanged 9 SP:Iteration 28Q (757.883504 sec): 3 clusters Score: Raw -330442.523999 + Penalty 6052.638371 = -324389.885628 nChanged 12 SP:Iteration 29Q (757.980551 sec): 3 clusters Score: Raw -330453.296378 + Penalty 6052.638371 = -324400.658006 nChanged 13 SP:Iteration 30Q (758.084204 sec): 3 clusters Score: Raw -330464.398648 + Penalty 6052.638371 = -324411.760276 nChanged 14 SP:Iteration 31Q (758.179821 sec): 3 clusters Score: Raw -330473.742287 + Penalty 6052.638371 = -324421.103916 nChanged 12 SP:Iteration 32Q (758.261124 sec): 3 clusters Score: Raw -330483.023301 + Penalty 6052.638371 = -324430.384930 nChanged 10 SP:Iteration 33Q (758.363727 sec): 3 clusters Score: Raw -330490.210385 + Penalty 6052.638371 = -324437.572013 nChanged 5 SP:Iteration 34Q (758.458384 sec): 3 clusters Score: Raw -330494.209748 + Penalty 6052.638371 = -324441.571377 nChanged 3 SP:Iteration 35Q (758.534883 sec): 3 clusters Score: Raw -330495.717905 + Penalty 6052.638371 = -324443.079533 nChanged 3 SP:Iteration 36Q (758.641589 sec): 3 clusters Score: Raw -330497.525517 + Penalty 6052.638371 = -324444.887146 nChanged 3 SP:Iteration 37Q (758.726202 sec): 3 clusters Score: Raw -330500.130050 + Penalty 6052.638371 = -324447.491678 nChanged 3 SP:Iteration 38Q (758.803427 sec): 3 clusters Score: Raw -330501.720758 + Penalty 6052.638371 = -324449.082387 nChanged 3 SP:Iteration 39Q (758.903124 sec): 3 clusters Score: Raw -330504.061832 + Penalty 6052.638371 = -324451.423461 nChanged 4 SP:Iteration 40F (759.011487 sec): 3 clusters Score: Raw -330506.657243 + Penalty 6052.638371 = -324454.018871 nChanged 1 SP:Iteration 41Q (759.100767 sec): 3 clusters Score: Raw -330507.426258 + Penalty 6052.638371 = -324454.787886 nChanged 1 SP:Iteration 42Q (759.191711 sec): 3 clusters Score: Raw -330508.059115 + Penalty 6052.638371 = -324455.420744 nChanged 0 SP:Iteration 43F (759.291374 sec): 3 clusters Score: Raw -330508.059115 + Penalty 6052.638371 = -324455.420744 nChanged 0 Trying to split cluster 7 (2025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (759.354947 sec): 2 clusters Score: Raw -141615.803069 + Penalty 2820.736905 = -138795.066164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (759.462265 sec): 3 clusters Score: Raw -141093.845539 + Penalty 5641.473810 = -135452.371729 nChanged 596 SP:Iteration 1F (759.537121 sec): 3 clusters Score: Raw -141790.387596 + Penalty 5641.473810 = -136148.913786 nChanged 186 SP:Iteration 2F (759.621698 sec): 3 clusters Score: Raw -142072.548319 + Penalty 5641.473810 = -136431.074509 nChanged 107 SP:Iteration 3F (759.725896 sec): 3 clusters Score: Raw -142222.035496 + Penalty 5641.473810 = -136580.561686 nChanged 61 SP:Iteration 4Q (759.813124 sec): 3 clusters Score: Raw -142332.140853 + Penalty 5641.473810 = -136690.667043 nChanged 53 SP:Iteration 5Q (759.909299 sec): 3 clusters Score: Raw -142422.697285 + Penalty 5641.473810 = -136781.223476 nChanged 51 SP:Iteration 6Q (759.992037 sec): 3 clusters Score: Raw -142496.319402 + Penalty 5641.473810 = -136854.845592 nChanged 44 SP:Iteration 7Q (760.077002 sec): 3 clusters Score: Raw -142544.864585 + Penalty 5641.473810 = -136903.390776 nChanged 35 SP:Iteration 8Q (760.155903 sec): 3 clusters Score: Raw -142596.899553 + Penalty 5641.473810 = -136955.425743 nChanged 40 SP:Iteration 9Q (760.235116 sec): 3 clusters Score: Raw -142660.352247 + Penalty 5641.473810 = -137018.878438 nChanged 33 SP:Iteration 10Q (760.334814 sec): 3 clusters Score: Raw -142702.714387 + Penalty 5641.473810 = -137061.240578 nChanged 35 SP:Iteration 11Q (760.440122 sec): 3 clusters Score: Raw -142755.371164 + Penalty 5641.473810 = -137113.897354 nChanged 31 SP:Iteration 12Q (760.508743 sec): 3 clusters Score: Raw -142806.313577 + Penalty 5641.473810 = -137164.839767 nChanged 30 SP:Iteration 13Q (760.622304 sec): 3 clusters Score: Raw -142849.125167 + Penalty 5641.473810 = -137207.651357 nChanged 25 SP:Iteration 14Q (760.722155 sec): 3 clusters Score: Raw -142884.684695 + Penalty 5641.473810 = -137243.210885 nChanged 28 SP:Iteration 15Q (760.845583 sec): 3 clusters Score: Raw -142921.362784 + Penalty 5641.473810 = -137279.888974 nChanged 17 SP:Iteration 16Q (760.949960 sec): 3 clusters Score: Raw -142936.958713 + Penalty 5641.473810 = -137295.484903 nChanged 12 SP:Iteration 17Q (761.047418 sec): 3 clusters Score: Raw -142948.388366 + Penalty 5641.473810 = -137306.914556 nChanged 7 SP:Iteration 18Q (761.117666 sec): 3 clusters Score: Raw -142954.083350 + Penalty 5641.473810 = -137312.609540 nChanged 5 SP:Iteration 19Q (761.204902 sec): 3 clusters Score: Raw -142958.144283 + Penalty 5641.473810 = -137316.670473 nChanged 6 SP:Iteration 20F (761.324062 sec): 3 clusters Score: Raw -142964.952782 + Penalty 5641.473810 = -137323.478972 nChanged 10 SP:Iteration 21Q (761.405487 sec): 3 clusters Score: Raw -142975.205474 + Penalty 5641.473810 = -137333.731664 nChanged 9 SP:Iteration 22Q (761.495682 sec): 3 clusters Score: Raw -142981.120349 + Penalty 5641.473810 = -137339.646539 nChanged 10 SP:Iteration 23Q (761.577013 sec): 3 clusters Score: Raw -142991.003699 + Penalty 5641.473810 = -137349.529889 nChanged 10 SP:Iteration 24Q (761.658657 sec): 3 clusters Score: Raw -143002.621427 + Penalty 5641.473810 = -137361.147618 nChanged 11 SP:Iteration 25Q (761.742926 sec): 3 clusters Score: Raw -143012.701554 + Penalty 5641.473810 = -137371.227744 nChanged 9 SP:Iteration 26Q (761.837938 sec): 3 clusters Score: Raw -143020.342165 + Penalty 5641.473810 = -137378.868355 nChanged 6 SP:Iteration 27Q (761.933502 sec): 3 clusters Score: Raw -143028.620475 + Penalty 5641.473810 = -137387.146665 nChanged 8 SP:Iteration 28Q (762.007585 sec): 3 clusters Score: Raw -143036.335246 + Penalty 5641.473810 = -137394.861436 nChanged 7 SP:Iteration 29Q (762.092402 sec): 3 clusters Score: Raw -143042.167448 + Penalty 5641.473810 = -137400.693639 nChanged 3 SP:Iteration 30Q (762.190652 sec): 3 clusters Score: Raw -143044.964040 + Penalty 5641.473810 = -137403.490230 nChanged 3 SP:Iteration 31Q (762.286522 sec): 3 clusters Score: Raw -143048.393355 + Penalty 5641.473810 = -137406.919546 nChanged 5 SP:Iteration 32Q (762.381850 sec): 3 clusters Score: Raw -143056.071870 + Penalty 5641.473810 = -137414.598060 nChanged 9 SP:Iteration 33Q (762.457552 sec): 3 clusters Score: Raw -143064.902738 + Penalty 5641.473810 = -137423.428928 nChanged 7 SP:Iteration 34Q (762.530082 sec): 3 clusters Score: Raw -143068.995250 + Penalty 5641.473810 = -137427.521441 nChanged 4 SP:Iteration 35Q (762.608691 sec): 3 clusters Score: Raw -143071.937871 + Penalty 5641.473810 = -137430.464062 nChanged 4 SP:Iteration 36Q (762.701330 sec): 3 clusters Score: Raw -143075.244325 + Penalty 5641.473810 = -137433.770516 nChanged 3 SP:Iteration 37Q (762.793331 sec): 3 clusters Score: Raw -143077.767755 + Penalty 5641.473810 = -137436.293945 nChanged 2 SP:Iteration 38Q (762.873606 sec): 3 clusters Score: Raw -143079.707215 + Penalty 5641.473810 = -137438.233405 nChanged 2 SP:Iteration 39Q (762.968512 sec): 3 clusters Score: Raw -143084.138699 + Penalty 5641.473810 = -137442.664889 nChanged 3 SP:Iteration 40F (763.055939 sec): 3 clusters Score: Raw -143086.781476 + Penalty 5641.473810 = -137445.307666 nChanged 0 Trying to split cluster 8 (4935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (763.112962 sec): 2 clusters Score: Raw -440785.918221 + Penalty 3150.771996 = -437635.146224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (763.204278 sec): 3 clusters Score: Raw -438644.349619 + Penalty 6301.543992 = -432342.805627 nChanged 1784 SP:Iteration 1F (763.282076 sec): 3 clusters Score: Raw -439704.576356 + Penalty 6301.543992 = -433403.032364 nChanged 356 SP:Iteration 2F (763.386787 sec): 3 clusters Score: Raw -439958.248747 + Penalty 6301.543992 = -433656.704755 nChanged 249 SP:Iteration 3F (763.494843 sec): 3 clusters Score: Raw -440167.376029 + Penalty 6301.543992 = -433865.832037 nChanged 236 SP:Iteration 4Q (763.575775 sec): 3 clusters Score: Raw -440467.700136 + Penalty 6301.543992 = -434166.156143 nChanged 260 SP:Iteration 5F (763.662330 sec): 3 clusters Score: Raw -440864.916084 + Penalty 6301.543992 = -434563.372092 nChanged 263 SP:Iteration 6F (763.761832 sec): 3 clusters Score: Raw -441188.885742 + Penalty 6301.543992 = -434887.341750 nChanged 264 SP:Iteration 7F (763.852648 sec): 3 clusters Score: Raw -441452.595665 + Penalty 6301.543992 = -435151.051672 nChanged 224 SP:Iteration 8Q (763.940349 sec): 3 clusters Score: Raw -441672.593970 + Penalty 6301.543992 = -435371.049978 nChanged 180 SP:Iteration 9Q (764.032891 sec): 3 clusters Score: Raw -441839.147706 + Penalty 6301.543992 = -435537.603713 nChanged 161 SP:Iteration 10Q (764.129491 sec): 3 clusters Score: Raw -441983.770286 + Penalty 6301.543992 = -435682.226293 nChanged 131 SP:Iteration 11Q (764.239040 sec): 3 clusters Score: Raw -442100.469148 + Penalty 6301.543992 = -435798.925156 nChanged 107 SP:Iteration 12Q (764.317912 sec): 3 clusters Score: Raw -442201.722572 + Penalty 6301.543992 = -435900.178580 nChanged 76 SP:Iteration 13Q (764.419933 sec): 3 clusters Score: Raw -442277.608261 + Penalty 6301.543992 = -435976.064269 nChanged 73 SP:Iteration 14Q (764.505537 sec): 3 clusters Score: Raw -442346.252733 + Penalty 6301.543992 = -436044.708741 nChanged 52 SP:Iteration 15Q (764.598366 sec): 3 clusters Score: Raw -442389.998923 + Penalty 6301.543992 = -436088.454930 nChanged 40 SP:Iteration 16Q (764.703316 sec): 3 clusters Score: Raw -442423.344868 + Penalty 6301.543992 = -436121.800875 nChanged 46 SP:Iteration 17Q (764.793928 sec): 3 clusters Score: Raw -442464.696371 + Penalty 6301.543992 = -436163.152379 nChanged 38 SP:Iteration 18Q (764.896799 sec): 3 clusters Score: Raw -442499.590962 + Penalty 6301.543992 = -436198.046970 nChanged 26 SP:Iteration 19Q (764.980607 sec): 3 clusters Score: Raw -442523.513472 + Penalty 6301.543992 = -436221.969480 nChanged 34 SP:Iteration 20F (765.083800 sec): 3 clusters Score: Raw -442549.825886 + Penalty 6301.543992 = -436248.281893 nChanged 38 SP:Iteration 21Q (765.176556 sec): 3 clusters Score: Raw -442574.510201 + Penalty 6301.543992 = -436272.966209 nChanged 34 SP:Iteration 22Q (765.259929 sec): 3 clusters Score: Raw -442597.405223 + Penalty 6301.543992 = -436295.861230 nChanged 27 SP:Iteration 23Q (765.349298 sec): 3 clusters Score: Raw -442617.366827 + Penalty 6301.543992 = -436315.822835 nChanged 22 SP:Iteration 24Q (765.440089 sec): 3 clusters Score: Raw -442634.329127 + Penalty 6301.543992 = -436332.785135 nChanged 20 SP:Iteration 25Q (765.525757 sec): 3 clusters Score: Raw -442645.784716 + Penalty 6301.543992 = -436344.240724 nChanged 25 SP:Iteration 26Q (765.633428 sec): 3 clusters Score: Raw -442660.979038 + Penalty 6301.543992 = -436359.435046 nChanged 19 SP:Iteration 27Q (765.714671 sec): 3 clusters Score: Raw -442674.245915 + Penalty 6301.543992 = -436372.701923 nChanged 27 SP:Iteration 28Q (765.841505 sec): 3 clusters Score: Raw -442690.703338 + Penalty 6301.543992 = -436389.159346 nChanged 19 SP:Iteration 29Q (765.955467 sec): 3 clusters Score: Raw -442699.749485 + Penalty 6301.543992 = -436398.205493 nChanged 20 SP:Iteration 30Q (766.063482 sec): 3 clusters Score: Raw -442712.507369 + Penalty 6301.543992 = -436410.963376 nChanged 23 SP:Iteration 31Q (766.156597 sec): 3 clusters Score: Raw -442726.958497 + Penalty 6301.543992 = -436425.414505 nChanged 25 SP:Iteration 32Q (766.266281 sec): 3 clusters Score: Raw -442740.809396 + Penalty 6301.543992 = -436439.265404 nChanged 21 SP:Iteration 33Q (766.370510 sec): 3 clusters Score: Raw -442752.152411 + Penalty 6301.543992 = -436450.608419 nChanged 16 SP:Iteration 34Q (766.477586 sec): 3 clusters Score: Raw -442758.379367 + Penalty 6301.543992 = -436456.835375 nChanged 8 SP:Iteration 35Q (766.570452 sec): 3 clusters Score: Raw -442762.246297 + Penalty 6301.543992 = -436460.702305 nChanged 9 SP:Iteration 36Q (766.663529 sec): 3 clusters Score: Raw -442766.010495 + Penalty 6301.543992 = -436464.466502 nChanged 7 SP:Iteration 37Q (766.776102 sec): 3 clusters Score: Raw -442769.416133 + Penalty 6301.543992 = -436467.872140 nChanged 4 SP:Iteration 38Q (766.896563 sec): 3 clusters Score: Raw -442770.996894 + Penalty 6301.543992 = -436469.452902 nChanged 3 SP:Iteration 39Q (766.999952 sec): 3 clusters Score: Raw -442772.416984 + Penalty 6301.543992 = -436470.872992 nChanged 0 SP:Iteration 40F (767.093065 sec): 3 clusters Score: Raw -442772.416984 + Penalty 6301.543992 = -436470.872992 nChanged 0 Trying to split cluster 9 (1908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (767.156092 sec): 2 clusters Score: Raw -151598.665013 + Penalty 2798.686921 = -148799.978092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (767.248686 sec): 3 clusters Score: Raw -151118.283781 + Penalty 5597.373841 = -145520.909939 nChanged 559 SP:Iteration 1F (767.343192 sec): 3 clusters Score: Raw -151777.975006 + Penalty 5597.373841 = -146180.601164 nChanged 125 SP:Iteration 2F (767.415081 sec): 3 clusters Score: Raw -151946.612258 + Penalty 5597.373841 = -146349.238417 nChanged 81 SP:Iteration 3Q (767.513115 sec): 3 clusters Score: Raw -152047.065236 + Penalty 5597.373841 = -146449.691394 nChanged 61 SP:Iteration 4Q (767.609538 sec): 3 clusters Score: Raw -152123.960994 + Penalty 5597.373841 = -146526.587153 nChanged 57 SP:Iteration 5Q (767.701172 sec): 3 clusters Score: Raw -152201.533502 + Penalty 5597.373841 = -146604.159661 nChanged 51 SP:Iteration 6Q (767.794161 sec): 3 clusters Score: Raw -152275.279669 + Penalty 5597.373841 = -146677.905828 nChanged 44 SP:Iteration 7Q (767.878101 sec): 3 clusters Score: Raw -152344.618154 + Penalty 5597.373841 = -146747.244312 nChanged 51 SP:Iteration 8Q (767.958684 sec): 3 clusters Score: Raw -152441.521326 + Penalty 5597.373841 = -146844.147484 nChanged 55 SP:Iteration 9Q (768.059511 sec): 3 clusters Score: Raw -152535.972778 + Penalty 5597.373841 = -146938.598937 nChanged 51 SP:Iteration 10Q (768.144895 sec): 3 clusters Score: Raw -152634.781467 + Penalty 5597.373841 = -147037.407625 nChanged 56 SP:Iteration 11Q (768.238194 sec): 3 clusters Score: Raw -152781.361644 + Penalty 5597.373841 = -147183.987803 nChanged 61 SP:Iteration 12Q (768.324232 sec): 3 clusters Score: Raw -152978.900727 + Penalty 5597.373841 = -147381.526885 nChanged 47 SP:Iteration 13Q (768.417773 sec): 3 clusters Score: Raw -153153.489938 + Penalty 5597.373841 = -147556.116096 nChanged 42 SP:Iteration 14Q (768.486239 sec): 3 clusters Score: Raw -153336.025527 + Penalty 5597.373841 = -147738.651686 nChanged 58 SP:Iteration 15Q (768.579826 sec): 3 clusters Score: Raw -153445.849968 + Penalty 5597.373841 = -147848.476127 nChanged 31 SP:Iteration 16Q (768.674272 sec): 3 clusters Score: Raw -153495.296215 + Penalty 5597.373841 = -147897.922374 nChanged 24 SP:Iteration 17Q (768.764260 sec): 3 clusters Score: Raw -153535.844013 + Penalty 5597.373841 = -147938.470172 nChanged 25 SP:Iteration 18Q (768.853634 sec): 3 clusters Score: Raw -153569.994126 + Penalty 5597.373841 = -147972.620285 nChanged 14 SP:Iteration 19Q (768.951926 sec): 3 clusters Score: Raw -153596.465911 + Penalty 5597.373841 = -147999.092070 nChanged 14 SP:Iteration 20F (769.024698 sec): 3 clusters Score: Raw -153621.337173 + Penalty 5597.373841 = -148023.963332 nChanged 10 SP:Iteration 21Q (769.103257 sec): 3 clusters Score: Raw -153637.261183 + Penalty 5597.373841 = -148039.887341 nChanged 7 SP:Iteration 22Q (769.208976 sec): 3 clusters Score: Raw -153647.103448 + Penalty 5597.373841 = -148049.729607 nChanged 5 SP:Iteration 23Q (769.302485 sec): 3 clusters Score: Raw -153656.401701 + Penalty 5597.373841 = -148059.027860 nChanged 4 SP:Iteration 24Q (769.378059 sec): 3 clusters Score: Raw -153660.687666 + Penalty 5597.373841 = -148063.313825 nChanged 3 SP:Iteration 25Q (769.468367 sec): 3 clusters Score: Raw -153666.595850 + Penalty 5597.373841 = -148069.222009 nChanged 4 SP:Iteration 26Q (769.554081 sec): 3 clusters Score: Raw -153672.413111 + Penalty 5597.373841 = -148075.039269 nChanged 2 SP:Iteration 27Q (769.647928 sec): 3 clusters Score: Raw -153675.949884 + Penalty 5597.373841 = -148078.576042 nChanged 2 SP:Iteration 28Q (769.734317 sec): 3 clusters Score: Raw -153678.268821 + Penalty 5597.373841 = -148080.894980 nChanged 0 SP:Iteration 29F (769.828074 sec): 3 clusters Score: Raw -153678.268821 + Penalty 5597.373841 = -148080.894980 nChanged 0 Trying to split cluster 10 (2370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (769.869394 sec): 2 clusters Score: Raw -200388.784732 + Penalty 2879.024059 = -197509.760672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (769.964289 sec): 3 clusters Score: Raw -199583.534284 + Penalty 5758.048118 = -193825.486166 nChanged 729 SP:Iteration 1F (770.055296 sec): 3 clusters Score: Raw -200170.888999 + Penalty 5758.048118 = -194412.840881 nChanged 177 SP:Iteration 2F (770.145242 sec): 3 clusters Score: Raw -200345.020569 + Penalty 5758.048118 = -194586.972451 nChanged 101 SP:Iteration 3Q (770.235624 sec): 3 clusters Score: Raw -200460.837179 + Penalty 5758.048118 = -194702.789060 nChanged 77 SP:Iteration 4Q (770.314170 sec): 3 clusters Score: Raw -200539.437980 + Penalty 5758.048118 = -194781.389861 nChanged 60 SP:Iteration 5Q (770.415155 sec): 3 clusters Score: Raw -200612.811074 + Penalty 5758.048118 = -194854.762956 nChanged 56 SP:Iteration 6Q (770.492976 sec): 3 clusters Score: Raw -200688.681859 + Penalty 5758.048118 = -194930.633741 nChanged 59 SP:Iteration 7Q (770.592950 sec): 3 clusters Score: Raw -200759.908241 + Penalty 5758.048118 = -195001.860123 nChanged 43 SP:Iteration 8Q (770.694443 sec): 3 clusters Score: Raw -200800.937132 + Penalty 5758.048118 = -195042.889013 nChanged 35 SP:Iteration 9Q (770.764990 sec): 3 clusters Score: Raw -200847.258497 + Penalty 5758.048118 = -195089.210379 nChanged 50 SP:Iteration 10Q (770.872320 sec): 3 clusters Score: Raw -200915.910683 + Penalty 5758.048118 = -195157.862564 nChanged 50 SP:Iteration 11Q (770.969772 sec): 3 clusters Score: Raw -200970.338237 + Penalty 5758.048118 = -195212.290118 nChanged 46 SP:Iteration 12Q (771.051367 sec): 3 clusters Score: Raw -201032.415289 + Penalty 5758.048118 = -195274.367171 nChanged 50 SP:Iteration 13Q (771.125975 sec): 3 clusters Score: Raw -201105.262972 + Penalty 5758.048118 = -195347.214853 nChanged 52 SP:Iteration 14Q (771.232841 sec): 3 clusters Score: Raw -201175.237004 + Penalty 5758.048118 = -195417.188886 nChanged 50 SP:Iteration 15Q (771.318625 sec): 3 clusters Score: Raw -201244.971276 + Penalty 5758.048118 = -195486.923157 nChanged 48 SP:Iteration 16Q (771.396109 sec): 3 clusters Score: Raw -201316.115680 + Penalty 5758.048118 = -195558.067561 nChanged 50 SP:Iteration 17Q (771.504210 sec): 3 clusters Score: Raw -201384.538402 + Penalty 5758.048118 = -195626.490283 nChanged 40 SP:Iteration 18Q (771.578161 sec): 3 clusters Score: Raw -201426.462033 + Penalty 5758.048118 = -195668.413914 nChanged 37 SP:Iteration 19Q (771.674397 sec): 3 clusters Score: Raw -201465.603129 + Penalty 5758.048118 = -195707.555011 nChanged 29 SP:Iteration 20F (771.750828 sec): 3 clusters Score: Raw -201506.041906 + Penalty 5758.048118 = -195747.993787 nChanged 31 SP:Iteration 21Q (771.854333 sec): 3 clusters Score: Raw -201532.272414 + Penalty 5758.048118 = -195774.224295 nChanged 15 SP:Iteration 22Q (771.940574 sec): 3 clusters Score: Raw -201547.672665 + Penalty 5758.048118 = -195789.624546 nChanged 11 SP:Iteration 23Q (772.029787 sec): 3 clusters Score: Raw -201557.313732 + Penalty 5758.048118 = -195799.265613 nChanged 15 SP:Iteration 24Q (772.123973 sec): 3 clusters Score: Raw -201572.161161 + Penalty 5758.048118 = -195814.113043 nChanged 19 SP:Iteration 25Q (772.216600 sec): 3 clusters Score: Raw -201589.168674 + Penalty 5758.048118 = -195831.120556 nChanged 20 SP:Iteration 26Q (772.302592 sec): 3 clusters Score: Raw -201603.451452 + Penalty 5758.048118 = -195845.403333 nChanged 10 SP:Iteration 27Q (772.394119 sec): 3 clusters Score: Raw -201609.375081 + Penalty 5758.048118 = -195851.326963 nChanged 5 SP:Iteration 28Q (772.480785 sec): 3 clusters Score: Raw -201613.761804 + Penalty 5758.048118 = -195855.713685 nChanged 6 SP:Iteration 29Q (772.567260 sec): 3 clusters Score: Raw -201617.144946 + Penalty 5758.048118 = -195859.096828 nChanged 3 SP:Iteration 30Q (772.663709 sec): 3 clusters Score: Raw -201619.802412 + Penalty 5758.048118 = -195861.754294 nChanged 4 SP:Iteration 31Q (772.751443 sec): 3 clusters Score: Raw -201622.309506 + Penalty 5758.048118 = -195864.261388 nChanged 1 SP:Iteration 32Q (772.844721 sec): 3 clusters Score: Raw -201623.165536 + Penalty 5758.048118 = -195865.117418 nChanged 0 SP:Iteration 33F (772.932058 sec): 3 clusters Score: Raw -201623.165536 + Penalty 5758.048118 = -195865.117418 nChanged 0 Trying to split cluster 11 (3215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (772.983483 sec): 2 clusters Score: Raw -298766.458897 + Penalty 2992.003367 = -295774.455530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (773.061324 sec): 3 clusters Score: Raw -297530.052779 + Penalty 5984.006734 = -291546.046045 nChanged 1084 SP:Iteration 1F (773.161394 sec): 3 clusters Score: Raw -298368.231557 + Penalty 5984.006734 = -292384.224824 nChanged 255 SP:Iteration 2F (773.255939 sec): 3 clusters Score: Raw -298607.186791 + Penalty 5984.006734 = -292623.180058 nChanged 142 SP:Iteration 3Q (773.345748 sec): 3 clusters Score: Raw -298733.248036 + Penalty 5984.006734 = -292749.241302 nChanged 90 SP:Iteration 4Q (773.435229 sec): 3 clusters Score: Raw -298809.260385 + Penalty 5984.006734 = -292825.253651 nChanged 60 SP:Iteration 5Q (773.528987 sec): 3 clusters Score: Raw -298851.560273 + Penalty 5984.006734 = -292867.553539 nChanged 46 SP:Iteration 6Q (773.613465 sec): 3 clusters Score: Raw -298885.267030 + Penalty 5984.006734 = -292901.260296 nChanged 37 SP:Iteration 7Q (773.704947 sec): 3 clusters Score: Raw -298914.861230 + Penalty 5984.006734 = -292930.854496 nChanged 38 SP:Iteration 8Q (773.803205 sec): 3 clusters Score: Raw -298949.721285 + Penalty 5984.006734 = -292965.714551 nChanged 39 SP:Iteration 9Q (773.884477 sec): 3 clusters Score: Raw -298978.920284 + Penalty 5984.006734 = -292994.913550 nChanged 36 SP:Iteration 10Q (773.986126 sec): 3 clusters Score: Raw -299003.978478 + Penalty 5984.006734 = -293019.971745 nChanged 32 SP:Iteration 11Q (774.064571 sec): 3 clusters Score: Raw -299025.395901 + Penalty 5984.006734 = -293041.389167 nChanged 27 SP:Iteration 12Q (774.153181 sec): 3 clusters Score: Raw -299040.972489 + Penalty 5984.006734 = -293056.965756 nChanged 24 SP:Iteration 13Q (774.268754 sec): 3 clusters Score: Raw -299055.229061 + Penalty 5984.006734 = -293071.222327 nChanged 21 SP:Iteration 14Q (774.359024 sec): 3 clusters Score: Raw -299071.988175 + Penalty 5984.006734 = -293087.981441 nChanged 30 SP:Iteration 15Q (774.437409 sec): 3 clusters Score: Raw -299091.165354 + Penalty 5984.006734 = -293107.158620 nChanged 20 SP:Iteration 16Q (774.526835 sec): 3 clusters Score: Raw -299104.221193 + Penalty 5984.006734 = -293120.214460 nChanged 16 SP:Iteration 17Q (774.614721 sec): 3 clusters Score: Raw -299114.546738 + Penalty 5984.006734 = -293130.540004 nChanged 11 SP:Iteration 18Q (774.715552 sec): 3 clusters Score: Raw -299121.012037 + Penalty 5984.006734 = -293137.005303 nChanged 7 SP:Iteration 19Q (774.812043 sec): 3 clusters Score: Raw -299125.737963 + Penalty 5984.006734 = -293141.731229 nChanged 5 SP:Iteration 20F (774.905578 sec): 3 clusters Score: Raw -299129.318000 + Penalty 5984.006734 = -293145.311266 nChanged 7 SP:Iteration 21Q (775.008448 sec): 3 clusters Score: Raw -299135.403023 + Penalty 5984.006734 = -293151.396290 nChanged 10 SP:Iteration 22Q (775.125017 sec): 3 clusters Score: Raw -299142.918290 + Penalty 5984.006734 = -293158.911556 nChanged 8 SP:Iteration 23Q (775.216385 sec): 3 clusters Score: Raw -299147.434369 + Penalty 5984.006734 = -293163.427635 nChanged 7 SP:Iteration 24Q (775.342002 sec): 3 clusters Score: Raw -299151.961032 + Penalty 5984.006734 = -293167.954298 nChanged 4 SP:Iteration 25Q (775.449549 sec): 3 clusters Score: Raw -299155.493906 + Penalty 5984.006734 = -293171.487172 nChanged 7 SP:Iteration 26Q (775.542384 sec): 3 clusters Score: Raw -299161.858617 + Penalty 5984.006734 = -293177.851883 nChanged 8 SP:Iteration 27Q (775.644364 sec): 3 clusters Score: Raw -299168.112031 + Penalty 5984.006734 = -293184.105297 nChanged 3 SP:Iteration 28Q (775.766807 sec): 3 clusters Score: Raw -299170.163670 + Penalty 5984.006734 = -293186.156936 nChanged 1 SP:Iteration 29Q (775.870875 sec): 3 clusters Score: Raw -299170.709582 + Penalty 5984.006734 = -293186.702848 nChanged 0 SP:Iteration 30F (775.956782 sec): 3 clusters Score: Raw -299170.709582 + Penalty 5984.006734 = -293186.702848 nChanged 0 Iteration 139Q (776.769373 sec): 12 clusters Score: Raw -3289872.414766 + Penalty 43283.241559 = -3246589.173207 nChanged 18 Iteration 140F (777.625330 sec): 12 clusters Score: Raw -3289879.398865 + Penalty 43283.241559 = -3246596.157306 nChanged 21 Iteration 141Q (778.292446 sec): 12 clusters Score: Raw -3289885.688215 + Penalty 43283.241559 = -3246602.446656 nChanged 13 Iteration 142Q (778.961313 sec): 12 clusters Score: Raw -3289889.387628 + Penalty 43283.241559 = -3246606.146069 nChanged 19 Iteration 143Q (779.610514 sec): 12 clusters Score: Raw -3289895.274065 + Penalty 43283.241559 = -3246612.032506 nChanged 16 Iteration 144Q (780.249259 sec): 12 clusters Score: Raw -3289902.389326 + Penalty 43283.241559 = -3246619.147767 nChanged 14 Iteration 145Q (780.904868 sec): 12 clusters Score: Raw -3289907.251318 + Penalty 43283.241559 = -3246624.009759 nChanged 13 Iteration 146Q (781.600886 sec): 12 clusters Score: Raw -3289911.641929 + Penalty 43283.241559 = -3246628.400370 nChanged 14 Iteration 147Q (782.329472 sec): 12 clusters Score: Raw -3289915.661022 + Penalty 43283.241559 = -3246632.419463 nChanged 14 Iteration 148Q (783.128902 sec): 12 clusters Score: Raw -3289919.108774 + Penalty 43283.241559 = -3246635.867215 nChanged 9 Iteration 149Q (783.796079 sec): 12 clusters Score: Raw -3289921.408142 + Penalty 43283.241559 = -3246638.166583 nChanged 7 Iteration 150Q (784.450313 sec): 12 clusters Score: Raw -3289923.681280 + Penalty 43283.241559 = -3246640.439721 nChanged 10 Iteration 151Q (785.108421 sec): 12 clusters Score: Raw -3289926.183782 + Penalty 43283.241559 = -3246642.942223 nChanged 8 Iteration 152Q (785.771535 sec): 12 clusters Score: Raw -3289928.326776 + Penalty 43283.241559 = -3246645.085217 nChanged 12 Iteration 153Q (786.422667 sec): 12 clusters Score: Raw -3289932.355098 + Penalty 43283.241559 = -3246649.113539 nChanged 14 Iteration 154Q (787.077868 sec): 12 clusters Score: Raw -3289937.108997 + Penalty 43283.241559 = -3246653.867438 nChanged 15 Iteration 155Q (787.744568 sec): 12 clusters Score: Raw -3289941.081176 + Penalty 43283.241559 = -3246657.839617 nChanged 13 Iteration 156Q (788.442914 sec): 12 clusters Score: Raw -3289945.224956 + Penalty 43283.241559 = -3246661.983397 nChanged 13 Iteration 157Q (789.211087 sec): 12 clusters Score: Raw -3289948.532829 + Penalty 43283.241559 = -3246665.291270 nChanged 11 Iteration 158Q (789.878411 sec): 12 clusters Score: Raw -3289951.505536 + Penalty 43283.241559 = -3246668.263977 nChanged 11 Iteration 159Q (790.535689 sec): 12 clusters Score: Raw -3289955.239837 + Penalty 43283.241559 = -3246671.998278 nChanged 9 Iteration 160F (791.382019 sec): 12 clusters Score: Raw -3289957.606258 + Penalty 43283.241559 = -3246674.364699 nChanged 10 Iteration 161Q (792.034021 sec): 12 clusters Score: Raw -3289960.430928 + Penalty 43283.241559 = -3246677.189369 nChanged 9 Iteration 162Q (792.694234 sec): 12 clusters Score: Raw -3289963.568928 + Penalty 43283.241559 = -3246680.327369 nChanged 4 Iteration 163Q (793.350791 sec): 12 clusters Score: Raw -3289965.765048 + Penalty 43283.241559 = -3246682.523489 nChanged 5 Iteration 164Q (794.023247 sec): 12 clusters Score: Raw -3289967.266255 + Penalty 43283.241559 = -3246684.024696 nChanged 2 Iteration 165Q (794.773932 sec): 12 clusters Score: Raw -3289968.330797 + Penalty 43283.241559 = -3246685.089238 nChanged 2 Iteration 166Q (795.487395 sec): 12 clusters Score: Raw -3289968.999424 + Penalty 43283.241559 = -3246685.757865 nChanged 2 Iteration 167Q (796.167707 sec): 12 clusters Score: Raw -3289969.597650 + Penalty 43283.241559 = -3246686.356092 nChanged 0 Iteration 168F (797.023686 sec): 12 clusters Score: Raw -3289969.597650 + Penalty 43283.241559 = -3246686.356092 nChanged 0 Compute initial score before splitting: Score: Raw -3289969.597650 + Penalty 43283.241559 = -3246686.356092 Trying to split cluster 1 (4599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (797.112300 sec): 2 clusters Score: Raw -376663.042333 + Penalty 3124.646639 = -373538.395694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (797.205612 sec): 3 clusters Score: Raw -374793.204770 + Penalty 6249.293278 = -368543.911492 nChanged 1612 SP:Iteration 1F (797.298651 sec): 3 clusters Score: Raw -375960.255354 + Penalty 6249.293278 = -369710.962075 nChanged 414 SP:Iteration 2F (797.387949 sec): 3 clusters Score: Raw -376416.569563 + Penalty 6249.293278 = -370167.276285 nChanged 303 SP:Iteration 3F (797.473189 sec): 3 clusters Score: Raw -376727.165488 + Penalty 6249.293278 = -370477.872209 nChanged 236 SP:Iteration 4F (797.559273 sec): 3 clusters Score: Raw -376952.953213 + Penalty 6249.293278 = -370703.659934 nChanged 196 SP:Iteration 5Q (797.669905 sec): 3 clusters Score: Raw -377153.853115 + Penalty 6249.293278 = -370904.559837 nChanged 172 SP:Iteration 6Q (797.765980 sec): 3 clusters Score: Raw -377336.187127 + Penalty 6249.293278 = -371086.893849 nChanged 159 SP:Iteration 7Q (797.844685 sec): 3 clusters Score: Raw -377528.928669 + Penalty 6249.293278 = -371279.635391 nChanged 156 SP:Iteration 8Q (797.951199 sec): 3 clusters Score: Raw -377724.667376 + Penalty 6249.293278 = -371475.374098 nChanged 163 SP:Iteration 9Q (798.038673 sec): 3 clusters Score: Raw -377917.255683 + Penalty 6249.293278 = -371667.962405 nChanged 159 SP:Iteration 10Q (798.134656 sec): 3 clusters Score: Raw -378104.316826 + Penalty 6249.293278 = -371855.023547 nChanged 149 SP:Iteration 11Q (798.227663 sec): 3 clusters Score: Raw -378273.135402 + Penalty 6249.293278 = -372023.842123 nChanged 135 SP:Iteration 12Q (798.301594 sec): 3 clusters Score: Raw -378414.066515 + Penalty 6249.293278 = -372164.773237 nChanged 118 SP:Iteration 13Q (798.409498 sec): 3 clusters Score: Raw -378536.339080 + Penalty 6249.293278 = -372287.045801 nChanged 106 SP:Iteration 14Q (798.489278 sec): 3 clusters Score: Raw -378635.883130 + Penalty 6249.293278 = -372386.589851 nChanged 96 SP:Iteration 15Q (798.597678 sec): 3 clusters Score: Raw -378770.672502 + Penalty 6249.293278 = -372521.379224 nChanged 93 SP:Iteration 16Q (798.680752 sec): 3 clusters Score: Raw -378907.751802 + Penalty 6249.293278 = -372658.458524 nChanged 100 SP:Iteration 17Q (798.763531 sec): 3 clusters Score: Raw -379036.057652 + Penalty 6249.293278 = -372786.764374 nChanged 79 SP:Iteration 18Q (798.858726 sec): 3 clusters Score: Raw -379139.848960 + Penalty 6249.293278 = -372890.555682 nChanged 49 SP:Iteration 19Q (798.955376 sec): 3 clusters Score: Raw -379196.661773 + Penalty 6249.293278 = -372947.368495 nChanged 49 SP:Iteration 20F (799.054869 sec): 3 clusters Score: Raw -379231.642588 + Penalty 6249.293278 = -372982.349310 nChanged 28 SP:Iteration 21Q (799.135648 sec): 3 clusters Score: Raw -379248.627054 + Penalty 6249.293278 = -372999.333776 nChanged 15 SP:Iteration 22Q (799.237735 sec): 3 clusters Score: Raw -379255.925219 + Penalty 6249.293278 = -373006.631941 nChanged 8 SP:Iteration 23Q (799.341377 sec): 3 clusters Score: Raw -379258.613176 + Penalty 6249.293278 = -373009.319898 nChanged 3 SP:Iteration 24Q (799.428626 sec): 3 clusters Score: Raw -379259.521194 + Penalty 6249.293278 = -373010.227916 nChanged 1 SP:Iteration 25Q (799.524519 sec): 3 clusters Score: Raw -379259.858703 + Penalty 6249.293278 = -373010.565424 nChanged 0 SP:Iteration 26F (799.626707 sec): 3 clusters Score: Raw -379259.858703 + Penalty 6249.293278 = -373010.565424 nChanged 0 Trying to split cluster 2 (5829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (799.675827 sec): 2 clusters Score: Raw -453715.780828 + Penalty 3212.457573 = -450503.323255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (799.772763 sec): 3 clusters Score: Raw -451144.603001 + Penalty 6424.915147 = -444719.687854 nChanged 2103 SP:Iteration 1F (799.876833 sec): 3 clusters Score: Raw -452916.348169 + Penalty 6424.915147 = -446491.433023 nChanged 591 SP:Iteration 2F (799.984560 sec): 3 clusters Score: Raw -453571.415204 + Penalty 6424.915147 = -447146.500057 nChanged 449 SP:Iteration 3F (800.103323 sec): 3 clusters Score: Raw -454036.210755 + Penalty 6424.915147 = -447611.295608 nChanged 308 SP:Iteration 4F (800.194811 sec): 3 clusters Score: Raw -454317.696969 + Penalty 6424.915147 = -447892.781822 nChanged 220 SP:Iteration 5Q (800.315838 sec): 3 clusters Score: Raw -454507.959102 + Penalty 6424.915147 = -448083.043956 nChanged 180 SP:Iteration 6Q (800.456914 sec): 3 clusters Score: Raw -454656.737818 + Penalty 6424.915147 = -448231.822671 nChanged 140 SP:Iteration 7Q (800.590007 sec): 3 clusters Score: Raw -454748.383591 + Penalty 6424.915147 = -448323.468444 nChanged 102 SP:Iteration 8Q (800.711769 sec): 3 clusters Score: Raw -454804.004197 + Penalty 6424.915147 = -448379.089050 nChanged 77 SP:Iteration 9Q (800.846391 sec): 3 clusters Score: Raw -454849.395549 + Penalty 6424.915147 = -448424.480402 nChanged 77 SP:Iteration 10Q (800.942855 sec): 3 clusters Score: Raw -454894.861749 + Penalty 6424.915147 = -448469.946602 nChanged 64 SP:Iteration 11Q (801.059179 sec): 3 clusters Score: Raw -454927.664742 + Penalty 6424.915147 = -448502.749595 nChanged 44 SP:Iteration 12Q (801.188394 sec): 3 clusters Score: Raw -454948.568162 + Penalty 6424.915147 = -448523.653015 nChanged 45 SP:Iteration 13Q (801.277740 sec): 3 clusters Score: Raw -454974.303658 + Penalty 6424.915147 = -448549.388511 nChanged 53 SP:Iteration 14Q (801.387459 sec): 3 clusters Score: Raw -455008.142416 + Penalty 6424.915147 = -448583.227269 nChanged 60 SP:Iteration 15Q (801.465347 sec): 3 clusters Score: Raw -455043.983134 + Penalty 6424.915147 = -448619.067987 nChanged 59 SP:Iteration 16Q (801.577759 sec): 3 clusters Score: Raw -455076.893577 + Penalty 6424.915147 = -448651.978430 nChanged 51 SP:Iteration 17Q (801.675585 sec): 3 clusters Score: Raw -455102.680810 + Penalty 6424.915147 = -448677.765663 nChanged 39 SP:Iteration 18Q (801.813156 sec): 3 clusters Score: Raw -455124.711713 + Penalty 6424.915147 = -448699.796566 nChanged 38 SP:Iteration 19Q (801.901392 sec): 3 clusters Score: Raw -455144.051868 + Penalty 6424.915147 = -448719.136722 nChanged 39 SP:Iteration 20F (802.011290 sec): 3 clusters Score: Raw -455166.207930 + Penalty 6424.915147 = -448741.292783 nChanged 32 SP:Iteration 21Q (802.101344 sec): 3 clusters Score: Raw -455182.230320 + Penalty 6424.915147 = -448757.315173 nChanged 29 SP:Iteration 22Q (802.200795 sec): 3 clusters Score: Raw -455193.126642 + Penalty 6424.915147 = -448768.211495 nChanged 18 SP:Iteration 23Q (802.297963 sec): 3 clusters Score: Raw -455201.821094 + Penalty 6424.915147 = -448776.905947 nChanged 20 SP:Iteration 24Q (802.390000 sec): 3 clusters Score: Raw -455211.076855 + Penalty 6424.915147 = -448786.161708 nChanged 17 SP:Iteration 25Q (802.489414 sec): 3 clusters Score: Raw -455219.554912 + Penalty 6424.915147 = -448794.639765 nChanged 16 SP:Iteration 26Q (802.597214 sec): 3 clusters Score: Raw -455225.626824 + Penalty 6424.915147 = -448800.711678 nChanged 13 SP:Iteration 27Q (802.689576 sec): 3 clusters Score: Raw -455229.147084 + Penalty 6424.915147 = -448804.231937 nChanged 10 SP:Iteration 28Q (802.770183 sec): 3 clusters Score: Raw -455233.333646 + Penalty 6424.915147 = -448808.418499 nChanged 13 SP:Iteration 29Q (802.874445 sec): 3 clusters Score: Raw -455239.300544 + Penalty 6424.915147 = -448814.385398 nChanged 14 SP:Iteration 30Q (802.970628 sec): 3 clusters Score: Raw -455247.124792 + Penalty 6424.915147 = -448822.209645 nChanged 15 SP:Iteration 31Q (803.070814 sec): 3 clusters Score: Raw -455253.449595 + Penalty 6424.915147 = -448828.534449 nChanged 15 SP:Iteration 32Q (803.164804 sec): 3 clusters Score: Raw -455258.964290 + Penalty 6424.915147 = -448834.049143 nChanged 11 SP:Iteration 33Q (803.260526 sec): 3 clusters Score: Raw -455262.891855 + Penalty 6424.915147 = -448837.976708 nChanged 11 SP:Iteration 34Q (803.336772 sec): 3 clusters Score: Raw -455265.947909 + Penalty 6424.915147 = -448841.032762 nChanged 9 SP:Iteration 35Q (803.437502 sec): 3 clusters Score: Raw -455270.377139 + Penalty 6424.915147 = -448845.461992 nChanged 11 SP:Iteration 36Q (803.534515 sec): 3 clusters Score: Raw -455274.757367 + Penalty 6424.915147 = -448849.842220 nChanged 10 SP:Iteration 37Q (803.630261 sec): 3 clusters Score: Raw -455279.069124 + Penalty 6424.915147 = -448854.153977 nChanged 13 SP:Iteration 38Q (803.727737 sec): 3 clusters Score: Raw -455285.241165 + Penalty 6424.915147 = -448860.326018 nChanged 20 SP:Iteration 39Q (803.818832 sec): 3 clusters Score: Raw -455295.551441 + Penalty 6424.915147 = -448870.636295 nChanged 19 SP:Iteration 40F (803.918993 sec): 3 clusters Score: Raw -455305.784698 + Penalty 6424.915147 = -448880.869551 nChanged 16 SP:Iteration 41Q (804.006495 sec): 3 clusters Score: Raw -455314.210950 + Penalty 6424.915147 = -448889.295803 nChanged 12 SP:Iteration 42Q (804.110826 sec): 3 clusters Score: Raw -455319.439100 + Penalty 6424.915147 = -448894.523953 nChanged 19 SP:Iteration 43Q (804.200176 sec): 3 clusters Score: Raw -455327.214773 + Penalty 6424.915147 = -448902.299626 nChanged 13 SP:Iteration 44Q (804.298525 sec): 3 clusters Score: Raw -455331.782222 + Penalty 6424.915147 = -448906.867075 nChanged 10 SP:Iteration 45Q (804.403490 sec): 3 clusters Score: Raw -455335.718673 + Penalty 6424.915147 = -448910.803526 nChanged 11 SP:Iteration 46Q (804.501137 sec): 3 clusters Score: Raw -455340.382441 + Penalty 6424.915147 = -448915.467294 nChanged 15 SP:Iteration 47Q (804.579242 sec): 3 clusters Score: Raw -455345.848586 + Penalty 6424.915147 = -448920.933439 nChanged 13 SP:Iteration 48Q (804.676740 sec): 3 clusters Score: Raw -455352.685008 + Penalty 6424.915147 = -448927.769861 nChanged 23 SP:Iteration 49Q (804.769396 sec): 3 clusters Score: Raw -455364.781004 + Penalty 6424.915147 = -448939.865857 nChanged 29 SP:Iteration 50Q (804.858661 sec): 3 clusters Score: Raw -455377.094534 + Penalty 6424.915147 = -448952.179387 nChanged 19 SP:Iteration 51Q (804.966515 sec): 3 clusters Score: Raw -455384.698971 + Penalty 6424.915147 = -448959.783824 nChanged 22 SP:Iteration 52Q (805.063698 sec): 3 clusters Score: Raw -455393.518669 + Penalty 6424.915147 = -448968.603522 nChanged 19 SP:Iteration 53Q (805.167186 sec): 3 clusters Score: Raw -455401.165047 + Penalty 6424.915147 = -448976.249900 nChanged 19 SP:Iteration 54Q (805.264699 sec): 3 clusters Score: Raw -455409.286497 + Penalty 6424.915147 = -448984.371350 nChanged 21 SP:Iteration 55Q (805.341162 sec): 3 clusters Score: Raw -455416.973407 + Penalty 6424.915147 = -448992.058260 nChanged 20 SP:Iteration 56Q (805.458218 sec): 3 clusters Score: Raw -455424.776958 + Penalty 6424.915147 = -448999.861811 nChanged 15 SP:Iteration 57Q (805.551076 sec): 3 clusters Score: Raw -455430.189403 + Penalty 6424.915147 = -449005.274256 nChanged 14 SP:Iteration 58Q (805.644339 sec): 3 clusters Score: Raw -455435.082083 + Penalty 6424.915147 = -449010.166936 nChanged 17 SP:Iteration 59Q (805.727472 sec): 3 clusters Score: Raw -455441.654540 + Penalty 6424.915147 = -449016.739393 nChanged 9 SP:Iteration 60F (805.816042 sec): 3 clusters Score: Raw -455444.871572 + Penalty 6424.915147 = -449019.956425 nChanged 13 SP:Iteration 61Q (805.917208 sec): 3 clusters Score: Raw -455450.000394 + Penalty 6424.915147 = -449025.085247 nChanged 11 SP:Iteration 62Q (806.022227 sec): 3 clusters Score: Raw -455453.468242 + Penalty 6424.915147 = -449028.553095 nChanged 8 SP:Iteration 63Q (806.136618 sec): 3 clusters Score: Raw -455455.899087 + Penalty 6424.915147 = -449030.983941 nChanged 6 SP:Iteration 64Q (806.249836 sec): 3 clusters Score: Raw -455458.431209 + Penalty 6424.915147 = -449033.516063 nChanged 6 SP:Iteration 65Q (806.359598 sec): 3 clusters Score: Raw -455460.818437 + Penalty 6424.915147 = -449035.903290 nChanged 11 SP:Iteration 66Q (806.467892 sec): 3 clusters Score: Raw -455465.452435 + Penalty 6424.915147 = -449040.537288 nChanged 9 SP:Iteration 67Q (806.580949 sec): 3 clusters Score: Raw -455467.631368 + Penalty 6424.915147 = -449042.716221 nChanged 9 SP:Iteration 68Q (806.713442 sec): 3 clusters Score: Raw -455471.137984 + Penalty 6424.915147 = -449046.222837 nChanged 7 SP:Iteration 69Q (806.810354 sec): 3 clusters Score: Raw -455473.332162 + Penalty 6424.915147 = -449048.417015 nChanged 8 SP:Iteration 70Q (806.930816 sec): 3 clusters Score: Raw -455476.182369 + Penalty 6424.915147 = -449051.267222 nChanged 8 SP:Iteration 71Q (807.022704 sec): 3 clusters Score: Raw -455478.786052 + Penalty 6424.915147 = -449053.870905 nChanged 4 SP:Iteration 72Q (807.154881 sec): 3 clusters Score: Raw -455480.048959 + Penalty 6424.915147 = -449055.133812 nChanged 2 SP:Iteration 73Q (807.251756 sec): 3 clusters Score: Raw -455480.747281 + Penalty 6424.915147 = -449055.832134 nChanged 3 SP:Iteration 74Q (807.363750 sec): 3 clusters Score: Raw -455481.886439 + Penalty 6424.915147 = -449056.971292 nChanged 4 SP:Iteration 75Q (807.468809 sec): 3 clusters Score: Raw -455483.206725 + Penalty 6424.915147 = -449058.291578 nChanged 6 SP:Iteration 76Q (807.571058 sec): 3 clusters Score: Raw -455484.974746 + Penalty 6424.915147 = -449060.059599 nChanged 3 SP:Iteration 77Q (807.666319 sec): 3 clusters Score: Raw -455485.880766 + Penalty 6424.915147 = -449060.965619 nChanged 4 SP:Iteration 78Q (807.774875 sec): 3 clusters Score: Raw -455487.171986 + Penalty 6424.915147 = -449062.256839 nChanged 6 SP:Iteration 79Q (807.870536 sec): 3 clusters Score: Raw -455489.566346 + Penalty 6424.915147 = -449064.651199 nChanged 6 SP:Iteration 80F (807.960154 sec): 3 clusters Score: Raw -455491.237502 + Penalty 6424.915147 = -449066.322355 nChanged 1 SP:Iteration 81Q (808.060436 sec): 3 clusters Score: Raw -455491.459649 + Penalty 6424.915147 = -449066.544502 nChanged 3 SP:Iteration 82Q (808.142756 sec): 3 clusters Score: Raw -455491.890406 + Penalty 6424.915147 = -449066.975259 nChanged 0 SP:Iteration 83F (808.243390 sec): 3 clusters Score: Raw -455491.890406 + Penalty 6424.915147 = -449066.975259 nChanged 0 Trying to split cluster 3 (2658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (808.296538 sec): 2 clusters Score: Raw -162503.779410 + Penalty 2921.514483 = -159582.264927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (808.375567 sec): 3 clusters Score: Raw -161662.969189 + Penalty 5843.028966 = -155819.940223 nChanged 892 SP:Iteration 1F (808.478090 sec): 3 clusters Score: Raw -162845.246776 + Penalty 5843.028966 = -157002.217809 nChanged 299 SP:Iteration 2F (808.570135 sec): 3 clusters Score: Raw -163517.485925 + Penalty 5843.028966 = -157674.456959 nChanged 243 SP:Iteration 3F (808.654567 sec): 3 clusters Score: Raw -164099.209958 + Penalty 5843.028966 = -158256.180992 nChanged 197 SP:Iteration 4F (808.735626 sec): 3 clusters Score: Raw -164548.268879 + Penalty 5843.028966 = -158705.239913 nChanged 152 SP:Iteration 5F (808.837444 sec): 3 clusters Score: Raw -164888.237210 + Penalty 5843.028966 = -159045.208244 nChanged 104 SP:Iteration 6Q (808.935309 sec): 3 clusters Score: Raw -165098.415700 + Penalty 5843.028966 = -159255.386734 nChanged 76 SP:Iteration 7Q (809.024182 sec): 3 clusters Score: Raw -165231.823640 + Penalty 5843.028966 = -159388.794673 nChanged 59 SP:Iteration 8Q (809.110266 sec): 3 clusters Score: Raw -165309.663184 + Penalty 5843.028966 = -159466.634218 nChanged 42 SP:Iteration 9Q (809.182786 sec): 3 clusters Score: Raw -165363.014246 + Penalty 5843.028966 = -159519.985280 nChanged 37 SP:Iteration 10Q (809.263697 sec): 3 clusters Score: Raw -165418.334683 + Penalty 5843.028966 = -159575.305717 nChanged 23 SP:Iteration 11Q (809.372543 sec): 3 clusters Score: Raw -165452.517133 + Penalty 5843.028966 = -159609.488166 nChanged 16 SP:Iteration 12Q (809.443151 sec): 3 clusters Score: Raw -165482.057910 + Penalty 5843.028966 = -159639.028944 nChanged 22 SP:Iteration 13Q (809.528558 sec): 3 clusters Score: Raw -165509.301980 + Penalty 5843.028966 = -159666.273013 nChanged 19 SP:Iteration 14Q (809.625325 sec): 3 clusters Score: Raw -165525.579433 + Penalty 5843.028966 = -159682.550467 nChanged 9 SP:Iteration 15Q (809.714749 sec): 3 clusters Score: Raw -165533.637052 + Penalty 5843.028966 = -159690.608086 nChanged 8 SP:Iteration 16Q (809.798774 sec): 3 clusters Score: Raw -165540.604057 + Penalty 5843.028966 = -159697.575091 nChanged 3 SP:Iteration 17Q (809.883858 sec): 3 clusters Score: Raw -165544.121582 + Penalty 5843.028966 = -159701.092615 nChanged 2 SP:Iteration 18Q (809.960317 sec): 3 clusters Score: Raw -165546.686094 + Penalty 5843.028966 = -159703.657128 nChanged 3 SP:Iteration 19Q (810.052485 sec): 3 clusters Score: Raw -165550.477246 + Penalty 5843.028966 = -159707.448280 nChanged 2 SP:Iteration 20F (810.148883 sec): 3 clusters Score: Raw -165555.766379 + Penalty 5843.028966 = -159712.737413 nChanged 4 SP:Iteration 21Q (810.231335 sec): 3 clusters Score: Raw -165575.341683 + Penalty 5843.028966 = -159732.312717 nChanged 9 SP:Iteration 22Q (810.319471 sec): 3 clusters Score: Raw -165583.401870 + Penalty 5843.028966 = -159740.372904 nChanged 4 SP:Iteration 23Q (810.408499 sec): 3 clusters Score: Raw -165585.918526 + Penalty 5843.028966 = -159742.889560 nChanged 1 SP:Iteration 24Q (810.495679 sec): 3 clusters Score: Raw -165586.459766 + Penalty 5843.028966 = -159743.430799 nChanged 0 SP:Iteration 25F (810.592670 sec): 3 clusters Score: Raw -165586.459766 + Penalty 5843.028966 = -159743.430799 nChanged 0 Score: Raw -3293052.278006 + Penalty 47218.081701 = -3245834.196305 Splitting cluster 3 changes total score from -3246686.356092 to -3245834.196305 So it's not getting split. Trying to split cluster 4 (6826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (811.555039 sec): 2 clusters Score: Raw -612154.748306 + Penalty 3270.957075 = -608883.791231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (811.658380 sec): 3 clusters Score: Raw -608849.996027 + Penalty 6541.914150 = -602308.081877 nChanged 2596 SP:Iteration 1F (811.786613 sec): 3 clusters Score: Raw -610400.017729 + Penalty 6541.914150 = -603858.103580 nChanged 571 SP:Iteration 2F (811.884976 sec): 3 clusters Score: Raw -610815.223688 + Penalty 6541.914150 = -604273.309538 nChanged 412 SP:Iteration 3F (811.990366 sec): 3 clusters Score: Raw -611096.196177 + Penalty 6541.914150 = -604554.282027 nChanged 306 SP:Iteration 4Q (812.104844 sec): 3 clusters Score: Raw -611298.101276 + Penalty 6541.914150 = -604756.187126 nChanged 279 SP:Iteration 5Q (812.199717 sec): 3 clusters Score: Raw -611482.202474 + Penalty 6541.914150 = -604940.288324 nChanged 231 SP:Iteration 6Q (812.340598 sec): 3 clusters Score: Raw -611627.849546 + Penalty 6541.914150 = -605085.935396 nChanged 197 SP:Iteration 7Q (812.441310 sec): 3 clusters Score: Raw -611744.805301 + Penalty 6541.914150 = -605202.891152 nChanged 168 SP:Iteration 8Q (812.584191 sec): 3 clusters Score: Raw -611843.686607 + Penalty 6541.914150 = -605301.772457 nChanged 142 SP:Iteration 9Q (812.673500 sec): 3 clusters Score: Raw -611928.474419 + Penalty 6541.914150 = -605386.560269 nChanged 144 SP:Iteration 10Q (812.809378 sec): 3 clusters Score: Raw -612018.020099 + Penalty 6541.914150 = -605476.105949 nChanged 131 SP:Iteration 11Q (812.949537 sec): 3 clusters Score: Raw -612090.824708 + Penalty 6541.914150 = -605548.910558 nChanged 105 SP:Iteration 12Q (813.031895 sec): 3 clusters Score: Raw -612155.791084 + Penalty 6541.914150 = -605613.876934 nChanged 84 SP:Iteration 13Q (813.171140 sec): 3 clusters Score: Raw -612208.836900 + Penalty 6541.914150 = -605666.922750 nChanged 98 SP:Iteration 14Q (813.279067 sec): 3 clusters Score: Raw -612276.521593 + Penalty 6541.914150 = -605734.607443 nChanged 94 SP:Iteration 15Q (813.403437 sec): 3 clusters Score: Raw -612344.217448 + Penalty 6541.914150 = -605802.303299 nChanged 111 SP:Iteration 16Q (813.559145 sec): 3 clusters Score: Raw -612410.711600 + Penalty 6541.914150 = -605868.797450 nChanged 80 SP:Iteration 17Q (813.651825 sec): 3 clusters Score: Raw -612461.209564 + Penalty 6541.914150 = -605919.295414 nChanged 84 SP:Iteration 18Q (813.750551 sec): 3 clusters Score: Raw -612511.440072 + Penalty 6541.914150 = -605969.525922 nChanged 77 SP:Iteration 19Q (813.859539 sec): 3 clusters Score: Raw -612566.175480 + Penalty 6541.914150 = -606024.261330 nChanged 84 SP:Iteration 20F (813.939255 sec): 3 clusters Score: Raw -612628.555985 + Penalty 6541.914150 = -606086.641836 nChanged 70 SP:Iteration 21Q (814.043585 sec): 3 clusters Score: Raw -612675.545838 + Penalty 6541.914150 = -606133.631688 nChanged 60 SP:Iteration 22Q (814.134706 sec): 3 clusters Score: Raw -612712.180061 + Penalty 6541.914150 = -606170.265911 nChanged 55 SP:Iteration 23Q (814.253337 sec): 3 clusters Score: Raw -612742.547332 + Penalty 6541.914150 = -606200.633182 nChanged 53 SP:Iteration 24Q (814.355219 sec): 3 clusters Score: Raw -612769.337194 + Penalty 6541.914150 = -606227.423044 nChanged 40 SP:Iteration 25Q (814.447060 sec): 3 clusters Score: Raw -612790.075828 + Penalty 6541.914150 = -606248.161678 nChanged 34 SP:Iteration 26Q (814.552422 sec): 3 clusters Score: Raw -612805.521672 + Penalty 6541.914150 = -606263.607522 nChanged 22 SP:Iteration 27Q (814.649681 sec): 3 clusters Score: Raw -612819.366700 + Penalty 6541.914150 = -606277.452550 nChanged 29 SP:Iteration 28Q (814.734156 sec): 3 clusters Score: Raw -612836.832670 + Penalty 6541.914150 = -606294.918520 nChanged 26 SP:Iteration 29Q (814.850397 sec): 3 clusters Score: Raw -612850.328387 + Penalty 6541.914150 = -606308.414237 nChanged 22 SP:Iteration 30Q (814.957037 sec): 3 clusters Score: Raw -612860.065450 + Penalty 6541.914150 = -606318.151301 nChanged 15 SP:Iteration 31Q (815.043561 sec): 3 clusters Score: Raw -612867.087044 + Penalty 6541.914150 = -606325.172894 nChanged 13 SP:Iteration 32Q (815.137412 sec): 3 clusters Score: Raw -612873.851168 + Penalty 6541.914150 = -606331.937018 nChanged 16 SP:Iteration 33Q (815.231805 sec): 3 clusters Score: Raw -612882.056745 + Penalty 6541.914150 = -606340.142595 nChanged 9 SP:Iteration 34Q (815.330146 sec): 3 clusters Score: Raw -612887.401884 + Penalty 6541.914150 = -606345.487734 nChanged 15 SP:Iteration 35Q (815.433103 sec): 3 clusters Score: Raw -612896.096920 + Penalty 6541.914150 = -606354.182770 nChanged 15 SP:Iteration 36Q (815.529333 sec): 3 clusters Score: Raw -612903.043607 + Penalty 6541.914150 = -606361.129458 nChanged 17 SP:Iteration 37Q (815.638370 sec): 3 clusters Score: Raw -612909.361235 + Penalty 6541.914150 = -606367.447085 nChanged 13 SP:Iteration 38Q (815.721023 sec): 3 clusters Score: Raw -612914.652265 + Penalty 6541.914150 = -606372.738115 nChanged 7 SP:Iteration 39Q (815.842547 sec): 3 clusters Score: Raw -612917.479516 + Penalty 6541.914150 = -606375.565366 nChanged 6 SP:Iteration 40F (815.935400 sec): 3 clusters Score: Raw -612919.513543 + Penalty 6541.914150 = -606377.599393 nChanged 3 SP:Iteration 41Q (816.039308 sec): 3 clusters Score: Raw -612920.729521 + Penalty 6541.914150 = -606378.815371 nChanged 1 SP:Iteration 42Q (816.144873 sec): 3 clusters Score: Raw -612921.364210 + Penalty 6541.914150 = -606379.450060 nChanged 2 SP:Iteration 43Q (816.241195 sec): 3 clusters Score: Raw -612922.017502 + Penalty 6541.914150 = -606380.103352 nChanged 3 SP:Iteration 44Q (816.330630 sec): 3 clusters Score: Raw -612922.559227 + Penalty 6541.914150 = -606380.645077 nChanged 0 SP:Iteration 45F (816.426863 sec): 3 clusters Score: Raw -612922.559227 + Penalty 6541.914150 = -606380.645077 nChanged 0 Trying to split cluster 5 (2954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (816.485278 sec): 2 clusters Score: Raw -208172.978452 + Penalty 2960.634179 = -205212.344273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (816.573082 sec): 3 clusters Score: Raw -207142.064224 + Penalty 5921.268358 = -201220.795866 nChanged 950 SP:Iteration 1F (816.667889 sec): 3 clusters Score: Raw -208013.393467 + Penalty 5921.268358 = -202092.125109 nChanged 281 SP:Iteration 2F (816.759671 sec): 3 clusters Score: Raw -208372.965463 + Penalty 5921.268358 = -202451.697104 nChanged 171 SP:Iteration 3F (816.838831 sec): 3 clusters Score: Raw -208600.881676 + Penalty 5921.268358 = -202679.613317 nChanged 147 SP:Iteration 4Q (816.914827 sec): 3 clusters Score: Raw -208780.327507 + Penalty 5921.268358 = -202859.059149 nChanged 134 SP:Iteration 5Q (817.008206 sec): 3 clusters Score: Raw -208926.099399 + Penalty 5921.268358 = -203004.831041 nChanged 92 SP:Iteration 6Q (817.101351 sec): 3 clusters Score: Raw -209036.259592 + Penalty 5921.268358 = -203114.991234 nChanged 79 SP:Iteration 7Q (817.201049 sec): 3 clusters Score: Raw -209117.565108 + Penalty 5921.268358 = -203196.296750 nChanged 66 SP:Iteration 8Q (817.284658 sec): 3 clusters Score: Raw -209184.819043 + Penalty 5921.268358 = -203263.550685 nChanged 49 SP:Iteration 9Q (817.356010 sec): 3 clusters Score: Raw -209242.112943 + Penalty 5921.268358 = -203320.844585 nChanged 39 SP:Iteration 10Q (817.447387 sec): 3 clusters Score: Raw -209291.543693 + Penalty 5921.268358 = -203370.275335 nChanged 41 SP:Iteration 11Q (817.580353 sec): 3 clusters Score: Raw -209330.353966 + Penalty 5921.268358 = -203409.085608 nChanged 39 SP:Iteration 12Q (817.685507 sec): 3 clusters Score: Raw -209361.642277 + Penalty 5921.268358 = -203440.373919 nChanged 29 SP:Iteration 13Q (817.769349 sec): 3 clusters Score: Raw -209385.154222 + Penalty 5921.268358 = -203463.885864 nChanged 16 SP:Iteration 14Q (817.864323 sec): 3 clusters Score: Raw -209396.029502 + Penalty 5921.268358 = -203474.761144 nChanged 12 SP:Iteration 15Q (817.954367 sec): 3 clusters Score: Raw -209404.995967 + Penalty 5921.268358 = -203483.727609 nChanged 9 SP:Iteration 16Q (818.066969 sec): 3 clusters Score: Raw -209408.860368 + Penalty 5921.268358 = -203487.592010 nChanged 2 SP:Iteration 17Q (818.143550 sec): 3 clusters Score: Raw -209410.575382 + Penalty 5921.268358 = -203489.307023 nChanged 5 SP:Iteration 18Q (818.231222 sec): 3 clusters Score: Raw -209414.996814 + Penalty 5921.268358 = -203493.728455 nChanged 4 SP:Iteration 19Q (818.330178 sec): 3 clusters Score: Raw -209418.815481 + Penalty 5921.268358 = -203497.547122 nChanged 1 SP:Iteration 20F (818.415357 sec): 3 clusters Score: Raw -209419.593590 + Penalty 5921.268358 = -203498.325232 nChanged 2 SP:Iteration 21Q (818.518990 sec): 3 clusters Score: Raw -209420.740731 + Penalty 5921.268358 = -203499.472372 nChanged 2 SP:Iteration 22Q (818.634447 sec): 3 clusters Score: Raw -209422.313553 + Penalty 5921.268358 = -203501.045195 nChanged 2 SP:Iteration 23Q (818.740820 sec): 3 clusters Score: Raw -209424.000559 + Penalty 5921.268358 = -203502.732201 nChanged 1 SP:Iteration 24Q (818.857707 sec): 3 clusters Score: Raw -209424.520209 + Penalty 5921.268358 = -203503.251851 nChanged 1 SP:Iteration 25Q (818.957310 sec): 3 clusters Score: Raw -209425.430051 + Penalty 5921.268358 = -203504.161693 nChanged 2 SP:Iteration 26Q (819.067721 sec): 3 clusters Score: Raw -209429.076488 + Penalty 5921.268358 = -203507.808130 nChanged 8 SP:Iteration 27Q (819.145109 sec): 3 clusters Score: Raw -209435.918076 + Penalty 5921.268358 = -203514.649718 nChanged 8 SP:Iteration 28Q (819.243186 sec): 3 clusters Score: Raw -209441.259378 + Penalty 5921.268358 = -203519.991019 nChanged 4 SP:Iteration 29Q (819.343631 sec): 3 clusters Score: Raw -209443.764621 + Penalty 5921.268358 = -203522.496263 nChanged 4 SP:Iteration 30Q (819.437077 sec): 3 clusters Score: Raw -209446.313672 + Penalty 5921.268358 = -203525.045314 nChanged 2 SP:Iteration 31Q (819.534426 sec): 3 clusters Score: Raw -209447.720490 + Penalty 5921.268358 = -203526.452131 nChanged 3 SP:Iteration 32Q (819.604812 sec): 3 clusters Score: Raw -209450.116221 + Penalty 5921.268358 = -203528.847863 nChanged 2 SP:Iteration 33Q (819.699535 sec): 3 clusters Score: Raw -209451.712919 + Penalty 5921.268358 = -203530.444561 nChanged 5 SP:Iteration 34Q (819.777656 sec): 3 clusters Score: Raw -209453.978307 + Penalty 5921.268358 = -203532.709949 nChanged 3 SP:Iteration 35Q (819.878014 sec): 3 clusters Score: Raw -209454.846061 + Penalty 5921.268358 = -203533.577703 nChanged 2 SP:Iteration 36Q (819.963645 sec): 3 clusters Score: Raw -209457.165132 + Penalty 5921.268358 = -203535.896774 nChanged 3 SP:Iteration 37Q (820.043411 sec): 3 clusters Score: Raw -209458.931078 + Penalty 5921.268358 = -203537.662720 nChanged 3 SP:Iteration 38Q (820.146489 sec): 3 clusters Score: Raw -209460.915221 + Penalty 5921.268358 = -203539.646863 nChanged 0 SP:Iteration 39F (820.235903 sec): 3 clusters Score: Raw -209460.915221 + Penalty 5921.268358 = -203539.646863 nChanged 0 Trying to split cluster 6 (3528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (820.292040 sec): 2 clusters Score: Raw -329669.309168 + Penalty 3026.424218 = -326642.884951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (820.383328 sec): 3 clusters Score: Raw -328291.239699 + Penalty 6052.848435 = -322238.391264 nChanged 1164 SP:Iteration 1F (820.463522 sec): 3 clusters Score: Raw -329106.594626 + Penalty 6052.848435 = -323053.746191 nChanged 257 SP:Iteration 2F (820.550452 sec): 3 clusters Score: Raw -329315.174082 + Penalty 6052.848435 = -323262.325647 nChanged 153 SP:Iteration 3Q (820.633594 sec): 3 clusters Score: Raw -329440.689999 + Penalty 6052.848435 = -323387.841564 nChanged 123 SP:Iteration 4Q (820.723497 sec): 3 clusters Score: Raw -329539.895366 + Penalty 6052.848435 = -323487.046931 nChanged 98 SP:Iteration 5Q (820.825701 sec): 3 clusters Score: Raw -329624.610776 + Penalty 6052.848435 = -323571.762341 nChanged 79 SP:Iteration 6Q (820.924534 sec): 3 clusters Score: Raw -329683.570778 + Penalty 6052.848435 = -323630.722343 nChanged 73 SP:Iteration 7Q (821.017273 sec): 3 clusters Score: Raw -329746.458461 + Penalty 6052.848435 = -323693.610026 nChanged 66 SP:Iteration 8Q (821.116335 sec): 3 clusters Score: Raw -329803.945371 + Penalty 6052.848435 = -323751.096935 nChanged 77 SP:Iteration 9Q (821.188311 sec): 3 clusters Score: Raw -329861.055986 + Penalty 6052.848435 = -323808.207551 nChanged 65 SP:Iteration 10Q (821.282172 sec): 3 clusters Score: Raw -329905.123726 + Penalty 6052.848435 = -323852.275291 nChanged 60 SP:Iteration 11Q (821.384988 sec): 3 clusters Score: Raw -329946.130951 + Penalty 6052.848435 = -323893.282516 nChanged 47 SP:Iteration 12Q (821.451234 sec): 3 clusters Score: Raw -329977.712615 + Penalty 6052.848435 = -323924.864180 nChanged 49 SP:Iteration 13Q (821.549381 sec): 3 clusters Score: Raw -330009.489569 + Penalty 6052.848435 = -323956.641134 nChanged 33 SP:Iteration 14Q (821.649571 sec): 3 clusters Score: Raw -330033.475514 + Penalty 6052.848435 = -323980.627079 nChanged 48 SP:Iteration 15Q (821.719578 sec): 3 clusters Score: Raw -330065.559871 + Penalty 6052.848435 = -324012.711436 nChanged 40 SP:Iteration 16Q (821.808547 sec): 3 clusters Score: Raw -330089.909887 + Penalty 6052.848435 = -324037.061452 nChanged 31 SP:Iteration 17Q (821.915006 sec): 3 clusters Score: Raw -330107.358675 + Penalty 6052.848435 = -324054.510239 nChanged 21 SP:Iteration 18Q (822.000567 sec): 3 clusters Score: Raw -330118.859115 + Penalty 6052.848435 = -324066.010680 nChanged 24 SP:Iteration 19Q (822.091845 sec): 3 clusters Score: Raw -330133.986145 + Penalty 6052.848435 = -324081.137709 nChanged 27 SP:Iteration 20F (822.164641 sec): 3 clusters Score: Raw -330154.756416 + Penalty 6052.848435 = -324101.907981 nChanged 35 SP:Iteration 21Q (822.249953 sec): 3 clusters Score: Raw -330182.727742 + Penalty 6052.848435 = -324129.879307 nChanged 50 SP:Iteration 22Q (822.359750 sec): 3 clusters Score: Raw -330220.820103 + Penalty 6052.848435 = -324167.971668 nChanged 41 SP:Iteration 23Q (822.450608 sec): 3 clusters Score: Raw -330248.502939 + Penalty 6052.848435 = -324195.654504 nChanged 40 SP:Iteration 24Q (822.529122 sec): 3 clusters Score: Raw -330283.281254 + Penalty 6052.848435 = -324230.432819 nChanged 46 SP:Iteration 25Q (822.624915 sec): 3 clusters Score: Raw -330316.296754 + Penalty 6052.848435 = -324263.448319 nChanged 38 SP:Iteration 26Q (822.697731 sec): 3 clusters Score: Raw -330344.231083 + Penalty 6052.848435 = -324291.382648 nChanged 30 SP:Iteration 27Q (822.810317 sec): 3 clusters Score: Raw -330370.183136 + Penalty 6052.848435 = -324317.334701 nChanged 28 SP:Iteration 28Q (822.903479 sec): 3 clusters Score: Raw -330388.994561 + Penalty 6052.848435 = -324336.146126 nChanged 21 SP:Iteration 29Q (822.994161 sec): 3 clusters Score: Raw -330402.088495 + Penalty 6052.848435 = -324349.240060 nChanged 16 SP:Iteration 30Q (823.073094 sec): 3 clusters Score: Raw -330410.429146 + Penalty 6052.848435 = -324357.580711 nChanged 7 SP:Iteration 31Q (823.162344 sec): 3 clusters Score: Raw -330413.791739 + Penalty 6052.848435 = -324360.943304 nChanged 8 SP:Iteration 32Q (823.237964 sec): 3 clusters Score: Raw -330418.971186 + Penalty 6052.848435 = -324366.122751 nChanged 8 SP:Iteration 33Q (823.336238 sec): 3 clusters Score: Raw -330423.962133 + Penalty 6052.848435 = -324371.113698 nChanged 6 SP:Iteration 34Q (823.429936 sec): 3 clusters Score: Raw -330427.123454 + Penalty 6052.848435 = -324374.275019 nChanged 5 SP:Iteration 35Q (823.526202 sec): 3 clusters Score: Raw -330429.497440 + Penalty 6052.848435 = -324376.649005 nChanged 2 SP:Iteration 36Q (823.611467 sec): 3 clusters Score: Raw -330430.501654 + Penalty 6052.848435 = -324377.653219 nChanged 2 SP:Iteration 37Q (823.713496 sec): 3 clusters Score: Raw -330431.389815 + Penalty 6052.848435 = -324378.541380 nChanged 2 SP:Iteration 38Q (823.791121 sec): 3 clusters Score: Raw -330432.273241 + Penalty 6052.848435 = -324379.424806 nChanged 1 SP:Iteration 39Q (823.907691 sec): 3 clusters Score: Raw -330432.471064 + Penalty 6052.848435 = -324379.622629 nChanged 0 SP:Iteration 40F (824.012485 sec): 3 clusters Score: Raw -330432.471064 + Penalty 6052.848435 = -324379.622629 nChanged 0 Trying to split cluster 7 (2056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (824.075179 sec): 2 clusters Score: Raw -144200.825371 + Penalty 2826.365781 = -141374.459590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (824.157520 sec): 3 clusters Score: Raw -143612.719913 + Penalty 5652.731561 = -137959.988352 nChanged 639 SP:Iteration 1F (824.234600 sec): 3 clusters Score: Raw -144551.132617 + Penalty 5652.731561 = -138898.401056 nChanged 210 SP:Iteration 2F (824.323839 sec): 3 clusters Score: Raw -144967.107594 + Penalty 5652.731561 = -139314.376033 nChanged 144 SP:Iteration 3F (824.424449 sec): 3 clusters Score: Raw -145211.097458 + Penalty 5652.731561 = -139558.365897 nChanged 110 SP:Iteration 4F (824.552737 sec): 3 clusters Score: Raw -145380.125608 + Penalty 5652.731561 = -139727.394047 nChanged 75 SP:Iteration 5Q (824.641731 sec): 3 clusters Score: Raw -145484.957544 + Penalty 5652.731561 = -139832.225983 nChanged 55 SP:Iteration 6Q (824.720441 sec): 3 clusters Score: Raw -145556.346850 + Penalty 5652.731561 = -139903.615288 nChanged 36 SP:Iteration 7Q (824.812168 sec): 3 clusters Score: Raw -145600.093692 + Penalty 5652.731561 = -139947.362131 nChanged 31 SP:Iteration 8Q (824.909583 sec): 3 clusters Score: Raw -145639.899673 + Penalty 5652.731561 = -139987.168112 nChanged 27 SP:Iteration 9Q (825.022045 sec): 3 clusters Score: Raw -145669.972333 + Penalty 5652.731561 = -140017.240771 nChanged 21 SP:Iteration 10Q (825.115791 sec): 3 clusters Score: Raw -145693.662921 + Penalty 5652.731561 = -140040.931360 nChanged 20 SP:Iteration 11Q (825.228666 sec): 3 clusters Score: Raw -145719.829010 + Penalty 5652.731561 = -140067.097449 nChanged 12 SP:Iteration 12Q (825.331874 sec): 3 clusters Score: Raw -145741.224906 + Penalty 5652.731561 = -140088.493344 nChanged 9 SP:Iteration 13Q (825.415949 sec): 3 clusters Score: Raw -145748.425657 + Penalty 5652.731561 = -140095.694095 nChanged 8 SP:Iteration 14Q (825.528030 sec): 3 clusters Score: Raw -145758.709696 + Penalty 5652.731561 = -140105.978135 nChanged 8 SP:Iteration 15Q (825.619289 sec): 3 clusters Score: Raw -145766.250795 + Penalty 5652.731561 = -140113.519234 nChanged 7 SP:Iteration 16Q (825.717460 sec): 3 clusters Score: Raw -145775.767529 + Penalty 5652.731561 = -140123.035968 nChanged 5 SP:Iteration 17Q (825.816495 sec): 3 clusters Score: Raw -145779.137920 + Penalty 5652.731561 = -140126.406358 nChanged 2 SP:Iteration 18Q (825.925880 sec): 3 clusters Score: Raw -145781.689987 + Penalty 5652.731561 = -140128.958426 nChanged 4 SP:Iteration 19Q (826.015931 sec): 3 clusters Score: Raw -145784.036072 + Penalty 5652.731561 = -140131.304511 nChanged 2 SP:Iteration 20F (826.087580 sec): 3 clusters Score: Raw -145785.645440 + Penalty 5652.731561 = -140132.913879 nChanged 1 SP:Iteration 21Q (826.191057 sec): 3 clusters Score: Raw -145786.084262 + Penalty 5652.731561 = -140133.352700 nChanged 0 SP:Iteration 22F (826.270009 sec): 3 clusters Score: Raw -145786.084262 + Penalty 5652.731561 = -140133.352700 nChanged 0 Trying to split cluster 8 (4984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (826.316606 sec): 2 clusters Score: Raw -444922.369728 + Penalty 3154.432576 = -441767.937152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (826.412290 sec): 3 clusters Score: Raw -442664.329379 + Penalty 6308.865153 = -436355.464226 nChanged 1834 SP:Iteration 1F (826.508123 sec): 3 clusters Score: Raw -443780.096043 + Penalty 6308.865153 = -437471.230890 nChanged 362 SP:Iteration 2F (826.615310 sec): 3 clusters Score: Raw -444046.694298 + Penalty 6308.865153 = -437737.829145 nChanged 269 SP:Iteration 3F (826.691326 sec): 3 clusters Score: Raw -444244.521047 + Penalty 6308.865153 = -437935.655894 nChanged 209 SP:Iteration 4Q (826.803368 sec): 3 clusters Score: Raw -444414.006510 + Penalty 6308.865153 = -438105.141357 nChanged 199 SP:Iteration 5Q (826.895731 sec): 3 clusters Score: Raw -444577.325449 + Penalty 6308.865153 = -438268.460296 nChanged 209 SP:Iteration 6Q (826.999576 sec): 3 clusters Score: Raw -444777.760339 + Penalty 6308.865153 = -438468.895187 nChanged 229 SP:Iteration 7Q (827.093409 sec): 3 clusters Score: Raw -445029.618380 + Penalty 6308.865153 = -438720.753227 nChanged 226 SP:Iteration 8Q (827.188835 sec): 3 clusters Score: Raw -445283.182276 + Penalty 6308.865153 = -438974.317123 nChanged 222 SP:Iteration 9Q (827.273529 sec): 3 clusters Score: Raw -445573.032245 + Penalty 6308.865153 = -439264.167092 nChanged 204 SP:Iteration 10Q (827.360605 sec): 3 clusters Score: Raw -445821.548896 + Penalty 6308.865153 = -439512.683743 nChanged 180 SP:Iteration 11Q (827.458290 sec): 3 clusters Score: Raw -446001.091864 + Penalty 6308.865153 = -439692.226711 nChanged 150 SP:Iteration 12Q (827.569864 sec): 3 clusters Score: Raw -446118.780235 + Penalty 6308.865153 = -439809.915082 nChanged 112 SP:Iteration 13Q (827.656684 sec): 3 clusters Score: Raw -446213.796905 + Penalty 6308.865153 = -439904.931753 nChanged 95 SP:Iteration 14Q (827.743415 sec): 3 clusters Score: Raw -446289.398069 + Penalty 6308.865153 = -439980.532916 nChanged 79 SP:Iteration 15Q (827.836921 sec): 3 clusters Score: Raw -446347.229010 + Penalty 6308.865153 = -440038.363857 nChanged 69 SP:Iteration 16Q (827.930794 sec): 3 clusters Score: Raw -446392.947965 + Penalty 6308.865153 = -440084.082812 nChanged 53 SP:Iteration 17Q (828.027983 sec): 3 clusters Score: Raw -446425.977279 + Penalty 6308.865153 = -440117.112126 nChanged 42 SP:Iteration 18Q (828.123824 sec): 3 clusters Score: Raw -446447.302032 + Penalty 6308.865153 = -440138.436879 nChanged 28 SP:Iteration 19Q (828.201998 sec): 3 clusters Score: Raw -446461.237668 + Penalty 6308.865153 = -440152.372515 nChanged 23 SP:Iteration 20F (828.297087 sec): 3 clusters Score: Raw -446472.497922 + Penalty 6308.865153 = -440163.632769 nChanged 18 SP:Iteration 21Q (828.398518 sec): 3 clusters Score: Raw -446482.055818 + Penalty 6308.865153 = -440173.190666 nChanged 13 SP:Iteration 22Q (828.503134 sec): 3 clusters Score: Raw -446488.408414 + Penalty 6308.865153 = -440179.543262 nChanged 8 SP:Iteration 23Q (828.582634 sec): 3 clusters Score: Raw -446490.782700 + Penalty 6308.865153 = -440181.917547 nChanged 9 SP:Iteration 24Q (828.670233 sec): 3 clusters Score: Raw -446494.062539 + Penalty 6308.865153 = -440185.197386 nChanged 8 SP:Iteration 25Q (828.771062 sec): 3 clusters Score: Raw -446497.686087 + Penalty 6308.865153 = -440188.820934 nChanged 9 SP:Iteration 26Q (828.873802 sec): 3 clusters Score: Raw -446500.439015 + Penalty 6308.865153 = -440191.573862 nChanged 7 SP:Iteration 27Q (828.952984 sec): 3 clusters Score: Raw -446503.882903 + Penalty 6308.865153 = -440195.017751 nChanged 10 SP:Iteration 28Q (829.054844 sec): 3 clusters Score: Raw -446508.511412 + Penalty 6308.865153 = -440199.646259 nChanged 9 SP:Iteration 29Q (829.127831 sec): 3 clusters Score: Raw -446512.533280 + Penalty 6308.865153 = -440203.668127 nChanged 6 SP:Iteration 30Q (829.230833 sec): 3 clusters Score: Raw -446515.810893 + Penalty 6308.865153 = -440206.945740 nChanged 7 SP:Iteration 31Q (829.320299 sec): 3 clusters Score: Raw -446519.558675 + Penalty 6308.865153 = -440210.693522 nChanged 5 SP:Iteration 32Q (829.403130 sec): 3 clusters Score: Raw -446521.715883 + Penalty 6308.865153 = -440212.850731 nChanged 7 SP:Iteration 33Q (829.509279 sec): 3 clusters Score: Raw -446525.335927 + Penalty 6308.865153 = -440216.470774 nChanged 14 SP:Iteration 34Q (829.609167 sec): 3 clusters Score: Raw -446532.733787 + Penalty 6308.865153 = -440223.868634 nChanged 15 SP:Iteration 35Q (829.700712 sec): 3 clusters Score: Raw -446541.180493 + Penalty 6308.865153 = -440232.315340 nChanged 15 SP:Iteration 36Q (829.799578 sec): 3 clusters Score: Raw -446549.213090 + Penalty 6308.865153 = -440240.347937 nChanged 19 SP:Iteration 37Q (829.873453 sec): 3 clusters Score: Raw -446561.103652 + Penalty 6308.865153 = -440252.238499 nChanged 23 SP:Iteration 38Q (829.987128 sec): 3 clusters Score: Raw -446574.279425 + Penalty 6308.865153 = -440265.414272 nChanged 30 SP:Iteration 39Q (830.094454 sec): 3 clusters Score: Raw -446593.984602 + Penalty 6308.865153 = -440285.119449 nChanged 31 SP:Iteration 40F (830.177371 sec): 3 clusters Score: Raw -446617.773398 + Penalty 6308.865153 = -440308.908245 nChanged 36 SP:Iteration 41Q (830.300197 sec): 3 clusters Score: Raw -446645.303138 + Penalty 6308.865153 = -440336.437985 nChanged 30 SP:Iteration 42Q (830.401756 sec): 3 clusters Score: Raw -446668.610664 + Penalty 6308.865153 = -440359.745512 nChanged 25 SP:Iteration 43Q (830.514816 sec): 3 clusters Score: Raw -446683.998887 + Penalty 6308.865153 = -440375.133734 nChanged 26 SP:Iteration 44Q (830.634772 sec): 3 clusters Score: Raw -446698.618197 + Penalty 6308.865153 = -440389.753044 nChanged 25 SP:Iteration 45Q (830.750440 sec): 3 clusters Score: Raw -446713.511580 + Penalty 6308.865153 = -440404.646427 nChanged 34 SP:Iteration 46Q (830.859045 sec): 3 clusters Score: Raw -446736.271552 + Penalty 6308.865153 = -440427.406400 nChanged 33 SP:Iteration 47Q (830.978455 sec): 3 clusters Score: Raw -446757.546168 + Penalty 6308.865153 = -440448.681015 nChanged 30 SP:Iteration 48Q (831.083498 sec): 3 clusters Score: Raw -446781.677725 + Penalty 6308.865153 = -440472.812572 nChanged 41 SP:Iteration 49Q (831.159629 sec): 3 clusters Score: Raw -446812.517434 + Penalty 6308.865153 = -440503.652281 nChanged 42 SP:Iteration 50Q (831.291209 sec): 3 clusters Score: Raw -446845.394463 + Penalty 6308.865153 = -440536.529310 nChanged 62 SP:Iteration 51Q (831.393348 sec): 3 clusters Score: Raw -446907.265940 + Penalty 6308.865153 = -440598.400787 nChanged 76 SP:Iteration 52Q (831.509120 sec): 3 clusters Score: Raw -446991.039225 + Penalty 6308.865153 = -440682.174072 nChanged 83 SP:Iteration 53Q (831.624458 sec): 3 clusters Score: Raw -447090.870028 + Penalty 6308.865153 = -440782.004875 nChanged 107 SP:Iteration 54Q (831.714232 sec): 3 clusters Score: Raw -447230.659072 + Penalty 6308.865153 = -440921.793919 nChanged 114 SP:Iteration 55Q (831.825843 sec): 3 clusters Score: Raw -447386.028758 + Penalty 6308.865153 = -441077.163605 nChanged 111 SP:Iteration 56Q (831.907139 sec): 3 clusters Score: Raw -447549.081117 + Penalty 6308.865153 = -441240.215964 nChanged 115 SP:Iteration 57Q (832.001990 sec): 3 clusters Score: Raw -447726.173325 + Penalty 6308.865153 = -441417.308172 nChanged 89 SP:Iteration 58Q (832.105923 sec): 3 clusters Score: Raw -447864.734225 + Penalty 6308.865153 = -441555.869073 nChanged 60 SP:Iteration 59Q (832.190571 sec): 3 clusters Score: Raw -447960.757948 + Penalty 6308.865153 = -441651.892796 nChanged 47 SP:Iteration 60F (832.292082 sec): 3 clusters Score: Raw -448046.544857 + Penalty 6308.865153 = -441737.679704 nChanged 35 SP:Iteration 61Q (832.399178 sec): 3 clusters Score: Raw -448113.438665 + Penalty 6308.865153 = -441804.573512 nChanged 22 SP:Iteration 62Q (832.483990 sec): 3 clusters Score: Raw -448134.831516 + Penalty 6308.865153 = -441825.966363 nChanged 16 SP:Iteration 63Q (832.587934 sec): 3 clusters Score: Raw -448147.743064 + Penalty 6308.865153 = -441838.877911 nChanged 10 SP:Iteration 64Q (832.670976 sec): 3 clusters Score: Raw -448154.155994 + Penalty 6308.865153 = -441845.290841 nChanged 5 SP:Iteration 65Q (832.770093 sec): 3 clusters Score: Raw -448157.104183 + Penalty 6308.865153 = -441848.239030 nChanged 3 SP:Iteration 66Q (832.864773 sec): 3 clusters Score: Raw -448158.098945 + Penalty 6308.865153 = -441849.233792 nChanged 1 SP:Iteration 67Q (832.973682 sec): 3 clusters Score: Raw -448158.409623 + Penalty 6308.865153 = -441849.544471 nChanged 0 SP:Iteration 68F (833.066402 sec): 3 clusters Score: Raw -448158.409623 + Penalty 6308.865153 = -441849.544471 nChanged 0 Score: Raw -3293205.637546 + Penalty 47218.081701 = -3245987.555845 Splitting cluster 8 changes total score from -3246686.356092 to -3245987.555845 So it's not getting split. Trying to split cluster 9 (1894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (834.030224 sec): 2 clusters Score: Raw -150330.102877 + Penalty 2795.958344 = -147534.144533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (834.136504 sec): 3 clusters Score: Raw -149819.378398 + Penalty 5591.916689 = -144227.461710 nChanged 549 SP:Iteration 1F (834.221828 sec): 3 clusters Score: Raw -150390.739410 + Penalty 5591.916689 = -144798.822721 nChanged 129 SP:Iteration 2F (834.312598 sec): 3 clusters Score: Raw -150681.235700 + Penalty 5591.916689 = -145089.319011 nChanged 91 SP:Iteration 3Q (834.394445 sec): 3 clusters Score: Raw -151016.627083 + Penalty 5591.916689 = -145424.710394 nChanged 107 SP:Iteration 4F (834.470619 sec): 3 clusters Score: Raw -151346.460070 + Penalty 5591.916689 = -145754.543381 nChanged 124 SP:Iteration 5F (834.566438 sec): 3 clusters Score: Raw -151529.905929 + Penalty 5591.916689 = -145937.989240 nChanged 94 SP:Iteration 6Q (834.653269 sec): 3 clusters Score: Raw -151671.172421 + Penalty 5591.916689 = -146079.255732 nChanged 88 SP:Iteration 7Q (834.739296 sec): 3 clusters Score: Raw -151812.182597 + Penalty 5591.916689 = -146220.265908 nChanged 75 SP:Iteration 8Q (834.821507 sec): 3 clusters Score: Raw -151943.045611 + Penalty 5591.916689 = -146351.128923 nChanged 65 SP:Iteration 9Q (834.911461 sec): 3 clusters Score: Raw -152068.614273 + Penalty 5591.916689 = -146476.697584 nChanged 47 SP:Iteration 10Q (834.998598 sec): 3 clusters Score: Raw -152149.981320 + Penalty 5591.916689 = -146558.064631 nChanged 25 SP:Iteration 11Q (835.085613 sec): 3 clusters Score: Raw -152188.403756 + Penalty 5591.916689 = -146596.487068 nChanged 16 SP:Iteration 12Q (835.169300 sec): 3 clusters Score: Raw -152218.979314 + Penalty 5591.916689 = -146627.062625 nChanged 17 SP:Iteration 13Q (835.248615 sec): 3 clusters Score: Raw -152251.755287 + Penalty 5591.916689 = -146659.838598 nChanged 13 SP:Iteration 14Q (835.342103 sec): 3 clusters Score: Raw -152277.912526 + Penalty 5591.916689 = -146685.995838 nChanged 9 SP:Iteration 15Q (835.412970 sec): 3 clusters Score: Raw -152295.464645 + Penalty 5591.916689 = -146703.547956 nChanged 5 SP:Iteration 16Q (835.499708 sec): 3 clusters Score: Raw -152306.843057 + Penalty 5591.916689 = -146714.926369 nChanged 5 SP:Iteration 17Q (835.585955 sec): 3 clusters Score: Raw -152315.241646 + Penalty 5591.916689 = -146723.324957 nChanged 4 SP:Iteration 18Q (835.683896 sec): 3 clusters Score: Raw -152324.709813 + Penalty 5591.916689 = -146732.793124 nChanged 3 SP:Iteration 19Q (835.771947 sec): 3 clusters Score: Raw -152333.023013 + Penalty 5591.916689 = -146741.106324 nChanged 5 SP:Iteration 20F (835.862766 sec): 3 clusters Score: Raw -152343.212077 + Penalty 5591.916689 = -146751.295388 nChanged 1 SP:Iteration 21Q (835.934797 sec): 3 clusters Score: Raw -152344.516688 + Penalty 5591.916689 = -146752.599999 nChanged 1 SP:Iteration 22Q (836.021036 sec): 3 clusters Score: Raw -152347.988306 + Penalty 5591.916689 = -146756.071617 nChanged 1 SP:Iteration 23Q (836.130035 sec): 3 clusters Score: Raw -152353.094946 + Penalty 5591.916689 = -146761.178257 nChanged 2 SP:Iteration 24Q (836.221419 sec): 3 clusters Score: Raw -152358.379976 + Penalty 5591.916689 = -146766.463287 nChanged 4 SP:Iteration 25Q (836.295493 sec): 3 clusters Score: Raw -152364.406462 + Penalty 5591.916689 = -146772.489773 nChanged 5 SP:Iteration 26Q (836.391389 sec): 3 clusters Score: Raw -152372.704641 + Penalty 5591.916689 = -146780.787952 nChanged 2 SP:Iteration 27Q (836.506131 sec): 3 clusters Score: Raw -152374.835349 + Penalty 5591.916689 = -146782.918660 nChanged 1 SP:Iteration 28Q (836.599317 sec): 3 clusters Score: Raw -152375.721901 + Penalty 5591.916689 = -146783.805213 nChanged 0 SP:Iteration 29F (836.715851 sec): 3 clusters Score: Raw -152375.721901 + Penalty 5591.916689 = -146783.805213 nChanged 0 Trying to split cluster 10 (2395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (836.808217 sec): 2 clusters Score: Raw -202394.390442 + Penalty 2882.911818 = -199511.478624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (836.907807 sec): 3 clusters Score: Raw -201580.525083 + Penalty 5765.823636 = -195814.701448 nChanged 735 SP:Iteration 1F (836.996313 sec): 3 clusters Score: Raw -202188.262414 + Penalty 5765.823636 = -196422.438778 nChanged 168 SP:Iteration 2F (837.121731 sec): 3 clusters Score: Raw -202389.531014 + Penalty 5765.823636 = -196623.707378 nChanged 125 SP:Iteration 3F (837.230648 sec): 3 clusters Score: Raw -202538.159896 + Penalty 5765.823636 = -196772.336260 nChanged 91 SP:Iteration 4Q (837.327842 sec): 3 clusters Score: Raw -202638.201949 + Penalty 5765.823636 = -196872.378314 nChanged 64 SP:Iteration 5Q (837.433056 sec): 3 clusters Score: Raw -202715.739482 + Penalty 5765.823636 = -196949.915846 nChanged 63 SP:Iteration 6Q (837.529644 sec): 3 clusters Score: Raw -202785.910006 + Penalty 5765.823636 = -197020.086371 nChanged 47 SP:Iteration 7Q (837.624394 sec): 3 clusters Score: Raw -202846.272747 + Penalty 5765.823636 = -197080.449112 nChanged 40 SP:Iteration 8Q (837.716491 sec): 3 clusters Score: Raw -202887.527975 + Penalty 5765.823636 = -197121.704339 nChanged 34 SP:Iteration 9Q (837.815275 sec): 3 clusters Score: Raw -202921.983347 + Penalty 5765.823636 = -197156.159711 nChanged 36 SP:Iteration 10Q (837.911338 sec): 3 clusters Score: Raw -202958.488383 + Penalty 5765.823636 = -197192.664747 nChanged 29 SP:Iteration 11Q (837.999691 sec): 3 clusters Score: Raw -202985.520363 + Penalty 5765.823636 = -197219.696727 nChanged 19 SP:Iteration 12Q (838.089484 sec): 3 clusters Score: Raw -203007.309368 + Penalty 5765.823636 = -197241.485732 nChanged 24 SP:Iteration 13Q (838.174541 sec): 3 clusters Score: Raw -203032.579636 + Penalty 5765.823636 = -197266.756000 nChanged 24 SP:Iteration 14Q (838.262378 sec): 3 clusters Score: Raw -203061.500103 + Penalty 5765.823636 = -197295.676468 nChanged 26 SP:Iteration 15Q (838.334389 sec): 3 clusters Score: Raw -203092.200035 + Penalty 5765.823636 = -197326.376399 nChanged 27 SP:Iteration 16Q (838.431571 sec): 3 clusters Score: Raw -203122.706997 + Penalty 5765.823636 = -197356.883361 nChanged 26 SP:Iteration 17Q (838.513741 sec): 3 clusters Score: Raw -203149.931027 + Penalty 5765.823636 = -197384.107391 nChanged 21 SP:Iteration 18Q (838.610257 sec): 3 clusters Score: Raw -203167.804285 + Penalty 5765.823636 = -197401.980649 nChanged 17 SP:Iteration 19Q (838.701124 sec): 3 clusters Score: Raw -203186.443166 + Penalty 5765.823636 = -197420.619530 nChanged 20 SP:Iteration 20F (838.771829 sec): 3 clusters Score: Raw -203202.979035 + Penalty 5765.823636 = -197437.155399 nChanged 18 SP:Iteration 21Q (838.859523 sec): 3 clusters Score: Raw -203221.854018 + Penalty 5765.823636 = -197456.030383 nChanged 16 SP:Iteration 22Q (838.955935 sec): 3 clusters Score: Raw -203235.592935 + Penalty 5765.823636 = -197469.769299 nChanged 16 SP:Iteration 23Q (839.039375 sec): 3 clusters Score: Raw -203250.338396 + Penalty 5765.823636 = -197484.514760 nChanged 17 SP:Iteration 24Q (839.125158 sec): 3 clusters Score: Raw -203268.586774 + Penalty 5765.823636 = -197502.763138 nChanged 11 SP:Iteration 25Q (839.213166 sec): 3 clusters Score: Raw -203277.810479 + Penalty 5765.823636 = -197511.986843 nChanged 11 SP:Iteration 26Q (839.300069 sec): 3 clusters Score: Raw -203288.810315 + Penalty 5765.823636 = -197522.986680 nChanged 13 SP:Iteration 27Q (839.388241 sec): 3 clusters Score: Raw -203304.233396 + Penalty 5765.823636 = -197538.409760 nChanged 17 SP:Iteration 28Q (839.469346 sec): 3 clusters Score: Raw -203321.087367 + Penalty 5765.823636 = -197555.263731 nChanged 18 SP:Iteration 29Q (839.554409 sec): 3 clusters Score: Raw -203335.887303 + Penalty 5765.823636 = -197570.063667 nChanged 13 SP:Iteration 30Q (839.630331 sec): 3 clusters Score: Raw -203347.791690 + Penalty 5765.823636 = -197581.968054 nChanged 14 SP:Iteration 31Q (839.735347 sec): 3 clusters Score: Raw -203363.500767 + Penalty 5765.823636 = -197597.677132 nChanged 10 SP:Iteration 32Q (839.813417 sec): 3 clusters Score: Raw -203371.513146 + Penalty 5765.823636 = -197605.689510 nChanged 5 SP:Iteration 33Q (839.891756 sec): 3 clusters Score: Raw -203375.980206 + Penalty 5765.823636 = -197610.156570 nChanged 9 SP:Iteration 34Q (839.978744 sec): 3 clusters Score: Raw -203383.359456 + Penalty 5765.823636 = -197617.535820 nChanged 6 SP:Iteration 35Q (840.067368 sec): 3 clusters Score: Raw -203387.837940 + Penalty 5765.823636 = -197622.014304 nChanged 11 SP:Iteration 36Q (840.161533 sec): 3 clusters Score: Raw -203396.394683 + Penalty 5765.823636 = -197630.571048 nChanged 12 SP:Iteration 37Q (840.243933 sec): 3 clusters Score: Raw -203403.619536 + Penalty 5765.823636 = -197637.795900 nChanged 7 SP:Iteration 38Q (840.333788 sec): 3 clusters Score: Raw -203408.703126 + Penalty 5765.823636 = -197642.879490 nChanged 8 SP:Iteration 39Q (840.437038 sec): 3 clusters Score: Raw -203414.793716 + Penalty 5765.823636 = -197648.970080 nChanged 9 SP:Iteration 40F (840.528392 sec): 3 clusters Score: Raw -203423.429276 + Penalty 5765.823636 = -197657.605640 nChanged 10 SP:Iteration 41Q (840.598604 sec): 3 clusters Score: Raw -203432.037053 + Penalty 5765.823636 = -197666.213417 nChanged 10 SP:Iteration 42Q (840.698947 sec): 3 clusters Score: Raw -203441.550097 + Penalty 5765.823636 = -197675.726461 nChanged 10 SP:Iteration 43Q (840.786712 sec): 3 clusters Score: Raw -203452.185619 + Penalty 5765.823636 = -197686.361983 nChanged 9 SP:Iteration 44Q (840.866617 sec): 3 clusters Score: Raw -203460.164783 + Penalty 5765.823636 = -197694.341147 nChanged 10 SP:Iteration 45Q (840.941862 sec): 3 clusters Score: Raw -203467.594362 + Penalty 5765.823636 = -197701.770727 nChanged 4 SP:Iteration 46Q (841.037717 sec): 3 clusters Score: Raw -203471.400515 + Penalty 5765.823636 = -197705.576879 nChanged 7 SP:Iteration 47Q (841.139622 sec): 3 clusters Score: Raw -203475.999740 + Penalty 5765.823636 = -197710.176105 nChanged 6 SP:Iteration 48Q (841.224385 sec): 3 clusters Score: Raw -203480.115359 + Penalty 5765.823636 = -197714.291723 nChanged 4 SP:Iteration 49Q (841.306695 sec): 3 clusters Score: Raw -203485.151438 + Penalty 5765.823636 = -197719.327802 nChanged 10 SP:Iteration 50Q (841.404038 sec): 3 clusters Score: Raw -203494.926528 + Penalty 5765.823636 = -197729.102893 nChanged 8 SP:Iteration 51Q (841.472488 sec): 3 clusters Score: Raw -203503.576806 + Penalty 5765.823636 = -197737.753171 nChanged 7 SP:Iteration 52Q (841.570147 sec): 3 clusters Score: Raw -203509.854086 + Penalty 5765.823636 = -197744.030450 nChanged 8 SP:Iteration 53Q (841.667062 sec): 3 clusters Score: Raw -203517.076848 + Penalty 5765.823636 = -197751.253212 nChanged 4 SP:Iteration 54Q (841.754509 sec): 3 clusters Score: Raw -203520.579998 + Penalty 5765.823636 = -197754.756362 nChanged 1 SP:Iteration 55Q (841.844042 sec): 3 clusters Score: Raw -203521.573459 + Penalty 5765.823636 = -197755.749823 nChanged 1 SP:Iteration 56Q (841.922938 sec): 3 clusters Score: Raw -203522.754255 + Penalty 5765.823636 = -197756.930619 nChanged 2 SP:Iteration 57Q (842.019816 sec): 3 clusters Score: Raw -203524.421060 + Penalty 5765.823636 = -197758.597424 nChanged 3 SP:Iteration 58Q (842.116407 sec): 3 clusters Score: Raw -203527.125959 + Penalty 5765.823636 = -197761.302323 nChanged 1 SP:Iteration 59Q (842.211836 sec): 3 clusters Score: Raw -203528.288228 + Penalty 5765.823636 = -197762.464593 nChanged 1 SP:Iteration 60F (842.325642 sec): 3 clusters Score: Raw -203530.043560 + Penalty 5765.823636 = -197764.219924 nChanged 2 SP:Iteration 61Q (842.398107 sec): 3 clusters Score: Raw -203531.478005 + Penalty 5765.823636 = -197765.654370 nChanged 0 SP:Iteration 62F (842.524349 sec): 3 clusters Score: Raw -203531.478005 + Penalty 5765.823636 = -197765.654370 nChanged 0 Trying to split cluster 11 (3231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (842.601284 sec): 2 clusters Score: Raw -300102.070958 + Penalty 2993.842651 = -297108.228307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (842.700936 sec): 3 clusters Score: Raw -298867.690911 + Penalty 5987.685302 = -292880.005610 nChanged 1025 SP:Iteration 1F (842.818598 sec): 3 clusters Score: Raw -299606.298392 + Penalty 5987.685302 = -293618.613091 nChanged 245 SP:Iteration 2F (842.917707 sec): 3 clusters Score: Raw -299815.260262 + Penalty 5987.685302 = -293827.574961 nChanged 142 SP:Iteration 3Q (843.007219 sec): 3 clusters Score: Raw -299957.017835 + Penalty 5987.685302 = -293969.332533 nChanged 118 SP:Iteration 4Q (843.108978 sec): 3 clusters Score: Raw -300081.166801 + Penalty 5987.685302 = -294093.481500 nChanged 113 SP:Iteration 5Q (843.209217 sec): 3 clusters Score: Raw -300189.187568 + Penalty 5987.685302 = -294201.502266 nChanged 91 SP:Iteration 6Q (843.332738 sec): 3 clusters Score: Raw -300269.701338 + Penalty 5987.685302 = -294282.016036 nChanged 72 SP:Iteration 7Q (843.431599 sec): 3 clusters Score: Raw -300324.019239 + Penalty 5987.685302 = -294336.333938 nChanged 50 SP:Iteration 8Q (843.532932 sec): 3 clusters Score: Raw -300364.348062 + Penalty 5987.685302 = -294376.662760 nChanged 51 SP:Iteration 9Q (843.611276 sec): 3 clusters Score: Raw -300408.579270 + Penalty 5987.685302 = -294420.893968 nChanged 43 SP:Iteration 10Q (843.702990 sec): 3 clusters Score: Raw -300443.098332 + Penalty 5987.685302 = -294455.413031 nChanged 30 SP:Iteration 11Q (843.793267 sec): 3 clusters Score: Raw -300465.425242 + Penalty 5987.685302 = -294477.739940 nChanged 25 SP:Iteration 12Q (843.896681 sec): 3 clusters Score: Raw -300483.658322 + Penalty 5987.685302 = -294495.973020 nChanged 25 SP:Iteration 13Q (843.967015 sec): 3 clusters Score: Raw -300501.606780 + Penalty 5987.685302 = -294513.921478 nChanged 32 SP:Iteration 14Q (844.072127 sec): 3 clusters Score: Raw -300527.912825 + Penalty 5987.685302 = -294540.227523 nChanged 36 SP:Iteration 15Q (844.156773 sec): 3 clusters Score: Raw -300551.740764 + Penalty 5987.685302 = -294564.055463 nChanged 25 SP:Iteration 16Q (844.257835 sec): 3 clusters Score: Raw -300568.250363 + Penalty 5987.685302 = -294580.565061 nChanged 19 SP:Iteration 17Q (844.336826 sec): 3 clusters Score: Raw -300581.011542 + Penalty 5987.685302 = -294593.326241 nChanged 19 SP:Iteration 18Q (844.435099 sec): 3 clusters Score: Raw -300599.871078 + Penalty 5987.685302 = -294612.185777 nChanged 27 SP:Iteration 19Q (844.515062 sec): 3 clusters Score: Raw -300622.820129 + Penalty 5987.685302 = -294635.134828 nChanged 30 SP:Iteration 20F (844.618245 sec): 3 clusters Score: Raw -300651.726148 + Penalty 5987.685302 = -294664.040846 nChanged 40 SP:Iteration 21Q (844.716562 sec): 3 clusters Score: Raw -300684.505329 + Penalty 5987.685302 = -294696.820027 nChanged 40 SP:Iteration 22Q (844.793875 sec): 3 clusters Score: Raw -300718.992285 + Penalty 5987.685302 = -294731.306984 nChanged 34 SP:Iteration 23Q (844.884011 sec): 3 clusters Score: Raw -300749.182950 + Penalty 5987.685302 = -294761.497648 nChanged 46 SP:Iteration 24Q (844.958747 sec): 3 clusters Score: Raw -300794.588625 + Penalty 5987.685302 = -294806.903323 nChanged 55 SP:Iteration 25Q (845.055738 sec): 3 clusters Score: Raw -300845.437134 + Penalty 5987.685302 = -294857.751832 nChanged 56 SP:Iteration 26Q (845.135810 sec): 3 clusters Score: Raw -300889.427343 + Penalty 5987.685302 = -294901.742042 nChanged 53 SP:Iteration 27Q (845.248123 sec): 3 clusters Score: Raw -300931.019394 + Penalty 5987.685302 = -294943.334092 nChanged 45 SP:Iteration 28Q (845.331359 sec): 3 clusters Score: Raw -300969.028189 + Penalty 5987.685302 = -294981.342887 nChanged 39 SP:Iteration 29Q (845.417300 sec): 3 clusters Score: Raw -301014.252502 + Penalty 5987.685302 = -295026.567201 nChanged 56 SP:Iteration 30Q (845.511545 sec): 3 clusters Score: Raw -301066.145905 + Penalty 5987.685302 = -295078.460604 nChanged 44 SP:Iteration 31Q (845.597800 sec): 3 clusters Score: Raw -301098.794297 + Penalty 5987.685302 = -295111.108995 nChanged 28 SP:Iteration 32Q (845.688513 sec): 3 clusters Score: Raw -301124.285847 + Penalty 5987.685302 = -295136.600546 nChanged 38 SP:Iteration 33Q (845.779793 sec): 3 clusters Score: Raw -301156.441875 + Penalty 5987.685302 = -295168.756574 nChanged 34 SP:Iteration 34Q (845.864372 sec): 3 clusters Score: Raw -301191.600441 + Penalty 5987.685302 = -295203.915139 nChanged 33 SP:Iteration 35Q (845.961182 sec): 3 clusters Score: Raw -301226.294096 + Penalty 5987.685302 = -295238.608794 nChanged 38 SP:Iteration 36Q (846.037708 sec): 3 clusters Score: Raw -301268.103907 + Penalty 5987.685302 = -295280.418606 nChanged 27 SP:Iteration 37Q (846.127113 sec): 3 clusters Score: Raw -301297.337077 + Penalty 5987.685302 = -295309.651775 nChanged 29 SP:Iteration 38Q (846.224096 sec): 3 clusters Score: Raw -301325.208754 + Penalty 5987.685302 = -295337.523452 nChanged 31 SP:Iteration 39Q (846.312826 sec): 3 clusters Score: Raw -301358.136514 + Penalty 5987.685302 = -295370.451212 nChanged 21 SP:Iteration 40F (846.386218 sec): 3 clusters Score: Raw -301378.833150 + Penalty 5987.685302 = -295391.147848 nChanged 19 SP:Iteration 41Q (846.487234 sec): 3 clusters Score: Raw -301403.583776 + Penalty 5987.685302 = -295415.898474 nChanged 27 SP:Iteration 42Q (846.578248 sec): 3 clusters Score: Raw -301428.946991 + Penalty 5987.685302 = -295441.261689 nChanged 28 SP:Iteration 43Q (846.648005 sec): 3 clusters Score: Raw -301456.034598 + Penalty 5987.685302 = -295468.349296 nChanged 14 SP:Iteration 44Q (846.748836 sec): 3 clusters Score: Raw -301469.944330 + Penalty 5987.685302 = -295482.259028 nChanged 9 SP:Iteration 45Q (846.846581 sec): 3 clusters Score: Raw -301476.102672 + Penalty 5987.685302 = -295488.417370 nChanged 13 SP:Iteration 46Q (846.925662 sec): 3 clusters Score: Raw -301487.401335 + Penalty 5987.685302 = -295499.716033 nChanged 8 SP:Iteration 47Q (847.016369 sec): 3 clusters Score: Raw -301492.736053 + Penalty 5987.685302 = -295505.050751 nChanged 7 SP:Iteration 48Q (847.108510 sec): 3 clusters Score: Raw -301496.708316 + Penalty 5987.685302 = -295509.023014 nChanged 1 SP:Iteration 49Q (847.195434 sec): 3 clusters Score: Raw -301497.559521 + Penalty 5987.685302 = -295509.874219 nChanged 0 SP:Iteration 50F (847.301884 sec): 3 clusters Score: Raw -301497.559521 + Penalty 5987.685302 = -295509.874219 nChanged 0 Time taken for this iteration:274.679483 seconds. 5->12 Clusters: Score -3246686.356092, best is -3244979.147050 THE BEST YET! Starting from 6 clusters... ------ Clustering full data set of 40960 points ------ SP: Assigned 6 initial classes randomly. Deleting Class 2 (7208 points): Lose 1972.925037 but Gain 3934.840142 Iteration 0F (847.725161 sec): 5 clusters Score: Raw -3026204.205869 + Penalty 15739.360567 = -3010464.845302 nChanged 30874 Iteration 1F (848.076929 sec): 5 clusters Score: Raw -3129668.451834 + Penalty 15739.360567 = -3113929.091267 nChanged 13904 Iteration 2F (848.392647 sec): 5 clusters Score: Raw -3188333.984133 + Penalty 15739.360567 = -3172594.623566 nChanged 6694 Iteration 3F (848.738840 sec): 5 clusters Score: Raw -3201738.870755 + Penalty 15739.360567 = -3185999.510188 nChanged 4436 Iteration 4F (849.120179 sec): 5 clusters Score: Raw -3208507.263952 + Penalty 15739.360567 = -3192767.903385 nChanged 3942 Iteration 5F (849.471458 sec): 5 clusters Score: Raw -3215176.645242 + Penalty 15739.360567 = -3199437.284675 nChanged 3325 Iteration 6F (849.804071 sec): 5 clusters Score: Raw -3220055.150226 + Penalty 15739.360567 = -3204315.789659 nChanged 2456 Iteration 7F (850.125356 sec): 5 clusters Score: Raw -3222894.559867 + Penalty 15739.360567 = -3207155.199300 nChanged 1812 Iteration 8Q (850.413332 sec): 5 clusters Score: Raw -3224547.952962 + Penalty 15739.360567 = -3208808.592395 nChanged 1377 Iteration 9Q (850.700957 sec): 5 clusters Score: Raw -3225571.641284 + Penalty 15739.360567 = -3209832.280718 nChanged 1027 Iteration 10Q (850.980598 sec): 5 clusters Score: Raw -3226244.795110 + Penalty 15739.360567 = -3210505.434543 nChanged 766 Iteration 11Q (851.259556 sec): 5 clusters Score: Raw -3226715.071131 + Penalty 15739.360567 = -3210975.710564 nChanged 674 Iteration 12Q (851.543656 sec): 5 clusters Score: Raw -3227182.879564 + Penalty 15739.360567 = -3211443.518997 nChanged 577 Iteration 13Q (851.832951 sec): 5 clusters Score: Raw -3227587.856252 + Penalty 15739.360567 = -3211848.495685 nChanged 480 Iteration 14Q (852.110899 sec): 5 clusters Score: Raw -3227993.478585 + Penalty 15739.360567 = -3212254.118018 nChanged 449 Iteration 15Q (852.401710 sec): 5 clusters Score: Raw -3228352.230797 + Penalty 15739.360567 = -3212612.870230 nChanged 411 Iteration 16Q (852.685987 sec): 5 clusters Score: Raw -3228618.148183 + Penalty 15739.360567 = -3212878.787616 nChanged 320 Iteration 17Q (852.977746 sec): 5 clusters Score: Raw -3228794.258166 + Penalty 15739.360567 = -3213054.897599 nChanged 252 Iteration 18Q (853.270449 sec): 5 clusters Score: Raw -3228898.970945 + Penalty 15739.360567 = -3213159.610378 nChanged 188 Iteration 19Q (853.590094 sec): 5 clusters Score: Raw -3228965.949453 + Penalty 15739.360567 = -3213226.588886 nChanged 143 Writing temp clu file Because OldScore, -3213159.610378, is greater than current (better) Score,-3213226.588886 Compute initial score before splitting: Score: Raw -3228965.949453 + Penalty 15739.360567 = -3213226.588886 Trying to split cluster 1 (8298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (853.704297 sec): 2 clusters Score: Raw -624079.115797 + Penalty 3343.306711 = -620735.809086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (853.816941 sec): 3 clusters Score: Raw -619974.501030 + Penalty 6686.613422 = -613287.887607 nChanged 3240 SP:Iteration 1F (853.928152 sec): 3 clusters Score: Raw -622404.281670 + Penalty 6686.613422 = -615717.668248 nChanged 999 SP:Iteration 2F (854.038415 sec): 3 clusters Score: Raw -623861.470647 + Penalty 6686.613422 = -617174.857225 nChanged 888 SP:Iteration 3F (854.152998 sec): 3 clusters Score: Raw -625360.541172 + Penalty 6686.613422 = -618673.927750 nChanged 720 SP:Iteration 4F (854.244829 sec): 3 clusters Score: Raw -626565.117104 + Penalty 6686.613422 = -619878.503682 nChanged 554 SP:Iteration 5F (854.348211 sec): 3 clusters Score: Raw -627382.575696 + Penalty 6686.613422 = -620695.962274 nChanged 401 SP:Iteration 6Q (854.464862 sec): 3 clusters Score: Raw -627808.119388 + Penalty 6686.613422 = -621121.505965 nChanged 271 SP:Iteration 7Q (854.551522 sec): 3 clusters Score: Raw -628045.625244 + Penalty 6686.613422 = -621359.011822 nChanged 181 SP:Iteration 8Q (854.673288 sec): 3 clusters Score: Raw -628193.348273 + Penalty 6686.613422 = -621506.734851 nChanged 143 SP:Iteration 9Q (854.777094 sec): 3 clusters Score: Raw -628292.524273 + Penalty 6686.613422 = -621605.910850 nChanged 131 SP:Iteration 10Q (854.880443 sec): 3 clusters Score: Raw -628391.164157 + Penalty 6686.613422 = -621704.550735 nChanged 128 SP:Iteration 11Q (854.982061 sec): 3 clusters Score: Raw -628479.759256 + Penalty 6686.613422 = -621793.145833 nChanged 109 SP:Iteration 12Q (855.079165 sec): 3 clusters Score: Raw -628556.160497 + Penalty 6686.613422 = -621869.547074 nChanged 100 SP:Iteration 13Q (855.182452 sec): 3 clusters Score: Raw -628626.887084 + Penalty 6686.613422 = -621940.273661 nChanged 93 SP:Iteration 14Q (855.268104 sec): 3 clusters Score: Raw -628692.821358 + Penalty 6686.613422 = -622006.207935 nChanged 87 SP:Iteration 15Q (855.375951 sec): 3 clusters Score: Raw -628743.922896 + Penalty 6686.613422 = -622057.309474 nChanged 68 SP:Iteration 16Q (855.474785 sec): 3 clusters Score: Raw -628772.625706 + Penalty 6686.613422 = -622086.012283 nChanged 52 SP:Iteration 17Q (855.584513 sec): 3 clusters Score: Raw -628793.736233 + Penalty 6686.613422 = -622107.122810 nChanged 48 SP:Iteration 18Q (855.695598 sec): 3 clusters Score: Raw -628813.164041 + Penalty 6686.613422 = -622126.550618 nChanged 47 SP:Iteration 19Q (855.796539 sec): 3 clusters Score: Raw -628833.659051 + Penalty 6686.613422 = -622147.045628 nChanged 51 SP:Iteration 20F (855.894932 sec): 3 clusters Score: Raw -628857.744254 + Penalty 6686.613422 = -622171.130831 nChanged 49 SP:Iteration 21Q (855.992303 sec): 3 clusters Score: Raw -628885.684743 + Penalty 6686.613422 = -622199.071320 nChanged 48 SP:Iteration 22Q (856.098877 sec): 3 clusters Score: Raw -628913.365693 + Penalty 6686.613422 = -622226.752270 nChanged 46 SP:Iteration 23Q (856.182632 sec): 3 clusters Score: Raw -628934.118921 + Penalty 6686.613422 = -622247.505498 nChanged 51 SP:Iteration 24Q (856.287578 sec): 3 clusters Score: Raw -628958.249269 + Penalty 6686.613422 = -622271.635847 nChanged 40 SP:Iteration 25Q (856.406342 sec): 3 clusters Score: Raw -628975.176611 + Penalty 6686.613422 = -622288.563188 nChanged 38 SP:Iteration 26Q (856.513939 sec): 3 clusters Score: Raw -628992.300829 + Penalty 6686.613422 = -622305.687407 nChanged 42 SP:Iteration 27Q (856.619147 sec): 3 clusters Score: Raw -629010.668939 + Penalty 6686.613422 = -622324.055517 nChanged 40 SP:Iteration 28Q (856.717043 sec): 3 clusters Score: Raw -629026.751553 + Penalty 6686.613422 = -622340.138131 nChanged 27 SP:Iteration 29Q (856.830037 sec): 3 clusters Score: Raw -629037.412008 + Penalty 6686.613422 = -622350.798585 nChanged 25 SP:Iteration 30Q (856.934159 sec): 3 clusters Score: Raw -629047.791941 + Penalty 6686.613422 = -622361.178518 nChanged 16 SP:Iteration 31Q (857.023149 sec): 3 clusters Score: Raw -629053.162713 + Penalty 6686.613422 = -622366.549291 nChanged 18 SP:Iteration 32Q (857.137238 sec): 3 clusters Score: Raw -629058.463642 + Penalty 6686.613422 = -622371.850220 nChanged 6 SP:Iteration 33Q (857.221548 sec): 3 clusters Score: Raw -629059.843000 + Penalty 6686.613422 = -622373.229578 nChanged 2 SP:Iteration 34Q (857.325856 sec): 3 clusters Score: Raw -629060.275230 + Penalty 6686.613422 = -622373.661808 nChanged 2 SP:Iteration 35Q (857.439313 sec): 3 clusters Score: Raw -629060.552777 + Penalty 6686.613422 = -622373.939354 nChanged 2 SP:Iteration 36Q (857.543260 sec): 3 clusters Score: Raw -629061.111408 + Penalty 6686.613422 = -622374.497985 nChanged 0 SP:Iteration 37F (857.640312 sec): 3 clusters Score: Raw -629061.111408 + Penalty 6686.613422 = -622374.497985 nChanged 0 Score: Raw -3233973.612819 + Penalty 19674.200709 = -3214299.412110 Splitting cluster 1 changes total score from -3213226.588886 to -3214299.412110 So it's getting split into cluster 2. Trying to split cluster 3 (10639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (858.126368 sec): 2 clusters Score: Raw -854423.494532 + Penalty 3435.380397 = -850988.114135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (858.228045 sec): 3 clusters Score: Raw -848960.414168 + Penalty 6870.760794 = -842089.653373 nChanged 4324 SP:Iteration 1F (858.349288 sec): 3 clusters Score: Raw -851719.991787 + Penalty 6870.760794 = -844849.230993 nChanged 909 SP:Iteration 2F (858.458389 sec): 3 clusters Score: Raw -852401.064598 + Penalty 6870.760794 = -845530.303804 nChanged 717 SP:Iteration 3F (858.562878 sec): 3 clusters Score: Raw -853041.926059 + Penalty 6870.760794 = -846171.165264 nChanged 706 SP:Iteration 4F (858.665655 sec): 3 clusters Score: Raw -853892.195961 + Penalty 6870.760794 = -847021.435167 nChanged 804 SP:Iteration 5F (858.787631 sec): 3 clusters Score: Raw -855223.952743 + Penalty 6870.760794 = -848353.191949 nChanged 928 SP:Iteration 6F (858.888042 sec): 3 clusters Score: Raw -857131.867053 + Penalty 6870.760794 = -850261.106259 nChanged 852 SP:Iteration 7F (859.001516 sec): 3 clusters Score: Raw -858613.785464 + Penalty 6870.760794 = -851743.024670 nChanged 654 SP:Iteration 8F (859.114831 sec): 3 clusters Score: Raw -859363.777780 + Penalty 6870.760794 = -852493.016986 nChanged 430 SP:Iteration 9Q (859.218635 sec): 3 clusters Score: Raw -859770.750786 + Penalty 6870.760794 = -852899.989991 nChanged 310 SP:Iteration 10Q (859.328621 sec): 3 clusters Score: Raw -860082.560292 + Penalty 6870.760794 = -853211.799497 nChanged 256 SP:Iteration 11Q (859.447604 sec): 3 clusters Score: Raw -860406.166968 + Penalty 6870.760794 = -853535.406174 nChanged 216 SP:Iteration 12Q (859.538089 sec): 3 clusters Score: Raw -860644.775055 + Penalty 6870.760794 = -853774.014261 nChanged 178 SP:Iteration 13Q (859.660088 sec): 3 clusters Score: Raw -860801.331346 + Penalty 6870.760794 = -853930.570552 nChanged 133 SP:Iteration 14Q (859.768037 sec): 3 clusters Score: Raw -860890.365862 + Penalty 6870.760794 = -854019.605068 nChanged 90 SP:Iteration 15Q (859.862999 sec): 3 clusters Score: Raw -860929.828056 + Penalty 6870.760794 = -854059.067261 nChanged 59 SP:Iteration 16Q (859.974836 sec): 3 clusters Score: Raw -860950.205762 + Penalty 6870.760794 = -854079.444968 nChanged 39 SP:Iteration 17Q (860.087228 sec): 3 clusters Score: Raw -860961.902486 + Penalty 6870.760794 = -854091.141691 nChanged 22 SP:Iteration 18Q (860.184479 sec): 3 clusters Score: Raw -860965.852507 + Penalty 6870.760794 = -854095.091713 nChanged 15 SP:Iteration 19Q (860.305248 sec): 3 clusters Score: Raw -860969.561681 + Penalty 6870.760794 = -854098.800887 nChanged 9 SP:Iteration 20F (860.410715 sec): 3 clusters Score: Raw -860971.426891 + Penalty 6870.760794 = -854100.666097 nChanged 8 SP:Iteration 21Q (860.520628 sec): 3 clusters Score: Raw -860973.120201 + Penalty 6870.760794 = -854102.359407 nChanged 8 SP:Iteration 22Q (860.623702 sec): 3 clusters Score: Raw -860975.582701 + Penalty 6870.760794 = -854104.821907 nChanged 12 SP:Iteration 23Q (860.740049 sec): 3 clusters Score: Raw -860977.697542 + Penalty 6870.760794 = -854106.936747 nChanged 6 SP:Iteration 24Q (860.826881 sec): 3 clusters Score: Raw -860978.961178 + Penalty 6870.760794 = -854108.200384 nChanged 5 SP:Iteration 25Q (860.946942 sec): 3 clusters Score: Raw -860980.311867 + Penalty 6870.760794 = -854109.551073 nChanged 4 SP:Iteration 26Q (861.050179 sec): 3 clusters Score: Raw -860981.258330 + Penalty 6870.760794 = -854110.497536 nChanged 7 SP:Iteration 27Q (861.158509 sec): 3 clusters Score: Raw -860982.686198 + Penalty 6870.760794 = -854111.925403 nChanged 4 SP:Iteration 28Q (861.250328 sec): 3 clusters Score: Raw -860983.565075 + Penalty 6870.760794 = -854112.804281 nChanged 3 SP:Iteration 29Q (861.387667 sec): 3 clusters Score: Raw -860984.064672 + Penalty 6870.760794 = -854113.303878 nChanged 0 SP:Iteration 30F (861.524884 sec): 3 clusters Score: Raw -860984.064672 + Penalty 6870.760794 = -854113.303878 nChanged 0 Score: Raw -3240534.182959 + Penalty 23609.040850 = -3216925.142109 Splitting cluster 3 changes total score from -3213226.588886 to -3216925.142109 So it's getting split into cluster 6. Trying to split cluster 4 (5228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (862.150444 sec): 2 clusters Score: Raw -321550.949643 + Penalty 3172.141000 = -318378.808644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (862.263661 sec): 3 clusters Score: Raw -319428.776320 + Penalty 6344.281999 = -313084.494320 nChanged 1957 SP:Iteration 1F (862.350498 sec): 3 clusters Score: Raw -323024.407625 + Penalty 6344.281999 = -316680.125626 nChanged 889 SP:Iteration 2F (862.480946 sec): 3 clusters Score: Raw -326108.735937 + Penalty 6344.281999 = -319764.453937 nChanged 646 SP:Iteration 3F (862.608288 sec): 3 clusters Score: Raw -327665.380999 + Penalty 6344.281999 = -321321.098999 nChanged 339 SP:Iteration 4F (862.721998 sec): 3 clusters Score: Raw -328160.131747 + Penalty 6344.281999 = -321815.849748 nChanged 187 SP:Iteration 5Q (862.817403 sec): 3 clusters Score: Raw -328400.359352 + Penalty 6344.281999 = -322056.077353 nChanged 123 SP:Iteration 6Q (862.948580 sec): 3 clusters Score: Raw -328574.843652 + Penalty 6344.281999 = -322230.561653 nChanged 79 SP:Iteration 7Q (863.057603 sec): 3 clusters Score: Raw -328673.633473 + Penalty 6344.281999 = -322329.351473 nChanged 59 SP:Iteration 8Q (863.172735 sec): 3 clusters Score: Raw -328714.743197 + Penalty 6344.281999 = -322370.461198 nChanged 31 SP:Iteration 9Q (863.255670 sec): 3 clusters Score: Raw -328734.381457 + Penalty 6344.281999 = -322390.099458 nChanged 23 SP:Iteration 10Q (863.379469 sec): 3 clusters Score: Raw -328745.727856 + Penalty 6344.281999 = -322401.445857 nChanged 15 SP:Iteration 11Q (863.491185 sec): 3 clusters Score: Raw -328755.431750 + Penalty 6344.281999 = -322411.149750 nChanged 10 SP:Iteration 12Q (863.602939 sec): 3 clusters Score: Raw -328760.266487 + Penalty 6344.281999 = -322415.984488 nChanged 9 SP:Iteration 13Q (863.732021 sec): 3 clusters Score: Raw -328764.677901 + Penalty 6344.281999 = -322420.395902 nChanged 8 SP:Iteration 14Q (863.857203 sec): 3 clusters Score: Raw -328770.737728 + Penalty 6344.281999 = -322426.455729 nChanged 5 SP:Iteration 15Q (863.940473 sec): 3 clusters Score: Raw -328773.041104 + Penalty 6344.281999 = -322428.759105 nChanged 2 SP:Iteration 16Q (864.053977 sec): 3 clusters Score: Raw -328773.764254 + Penalty 6344.281999 = -322429.482254 nChanged 1 SP:Iteration 17Q (864.162513 sec): 3 clusters Score: Raw -328774.377917 + Penalty 6344.281999 = -322430.095917 nChanged 0 SP:Iteration 18F (864.242204 sec): 3 clusters Score: Raw -328774.564284 + Penalty 6344.281999 = -322430.282284 nChanged 1 SP:Iteration 19Q (864.366698 sec): 3 clusters Score: Raw -328776.057353 + Penalty 6344.281999 = -322431.775354 nChanged 4 SP:Iteration 20F (864.475239 sec): 3 clusters Score: Raw -328777.660375 + Penalty 6344.281999 = -322433.378376 nChanged 3 SP:Iteration 21Q (864.581829 sec): 3 clusters Score: Raw -328778.486759 + Penalty 6344.281999 = -322434.204760 nChanged 1 SP:Iteration 22Q (864.673981 sec): 3 clusters Score: Raw -328779.147280 + Penalty 6344.281999 = -322434.865281 nChanged 0 SP:Iteration 23F (864.768362 sec): 3 clusters Score: Raw -328779.147280 + Penalty 6344.281999 = -322434.865281 nChanged 0 Score: Raw -3247762.380596 + Penalty 27543.880992 = -3220218.499604 Splitting cluster 4 changes total score from -3213226.588886 to -3220218.499604 So it's getting split into cluster 7. Trying to split cluster 5 (16785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (865.476637 sec): 2 clusters Score: Raw -1482344.087702 + Penalty 3604.313257 = -1478739.774445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (865.617376 sec): 3 clusters Score: Raw -1473241.313169 + Penalty 7208.626514 = -1466032.686655 nChanged 7053 SP:Iteration 1F (865.757116 sec): 3 clusters Score: Raw -1477282.881261 + Penalty 7208.626514 = -1470074.254747 nChanged 1348 SP:Iteration 2F (865.878624 sec): 3 clusters Score: Raw -1478354.808729 + Penalty 7208.626514 = -1471146.182215 nChanged 1354 SP:Iteration 3F (866.008791 sec): 3 clusters Score: Raw -1479743.534636 + Penalty 7208.626514 = -1472534.908122 nChanged 1467 SP:Iteration 4F (866.133527 sec): 3 clusters Score: Raw -1481630.029518 + Penalty 7208.626514 = -1474421.403004 nChanged 1461 SP:Iteration 5F (866.244325 sec): 3 clusters Score: Raw -1483586.808018 + Penalty 7208.626514 = -1476378.181505 nChanged 1259 SP:Iteration 6F (866.384500 sec): 3 clusters Score: Raw -1485266.790786 + Penalty 7208.626514 = -1478058.164272 nChanged 1000 SP:Iteration 7F (866.495402 sec): 3 clusters Score: Raw -1486570.185311 + Penalty 7208.626514 = -1479361.558797 nChanged 757 SP:Iteration 8Q (866.624790 sec): 3 clusters Score: Raw -1487540.133628 + Penalty 7208.626514 = -1480331.507114 nChanged 591 SP:Iteration 9Q (866.755393 sec): 3 clusters Score: Raw -1488167.762996 + Penalty 7208.626514 = -1480959.136482 nChanged 500 SP:Iteration 10Q (866.895372 sec): 3 clusters Score: Raw -1488648.555878 + Penalty 7208.626514 = -1481439.929365 nChanged 428 SP:Iteration 11Q (867.019889 sec): 3 clusters Score: Raw -1489079.373796 + Penalty 7208.626514 = -1481870.747282 nChanged 387 SP:Iteration 12Q (867.134303 sec): 3 clusters Score: Raw -1489566.643639 + Penalty 7208.626514 = -1482358.017125 nChanged 367 SP:Iteration 13Q (867.259083 sec): 3 clusters Score: Raw -1490173.929818 + Penalty 7208.626514 = -1482965.303304 nChanged 309 SP:Iteration 14Q (867.392159 sec): 3 clusters Score: Raw -1490740.690529 + Penalty 7208.626514 = -1483532.064015 nChanged 259 SP:Iteration 15Q (867.501778 sec): 3 clusters Score: Raw -1491328.595688 + Penalty 7208.626514 = -1484119.969174 nChanged 258 SP:Iteration 16Q (867.641653 sec): 3 clusters Score: Raw -1492432.179348 + Penalty 7208.626514 = -1485223.552835 nChanged 171 SP:Iteration 17Q (867.767017 sec): 3 clusters Score: Raw -1493218.604573 + Penalty 7208.626514 = -1486009.978059 nChanged 106 SP:Iteration 18Q (867.885935 sec): 3 clusters Score: Raw -1493480.047421 + Penalty 7208.626514 = -1486271.420907 nChanged 82 SP:Iteration 19Q (867.993963 sec): 3 clusters Score: Raw -1493690.197957 + Penalty 7208.626514 = -1486481.571443 nChanged 62 SP:Iteration 20F (868.133066 sec): 3 clusters Score: Raw -1493788.781251 + Penalty 7208.626514 = -1486580.154737 nChanged 45 SP:Iteration 21Q (868.238609 sec): 3 clusters Score: Raw -1493833.057956 + Penalty 7208.626514 = -1486624.431443 nChanged 41 SP:Iteration 22Q (868.353760 sec): 3 clusters Score: Raw -1493892.654753 + Penalty 7208.626514 = -1486684.028239 nChanged 48 SP:Iteration 23Q (868.481457 sec): 3 clusters Score: Raw -1493982.339293 + Penalty 7208.626514 = -1486773.712779 nChanged 66 SP:Iteration 24Q (868.611193 sec): 3 clusters Score: Raw -1494144.647222 + Penalty 7208.626514 = -1486936.020708 nChanged 89 SP:Iteration 25Q (868.722424 sec): 3 clusters Score: Raw -1494331.144342 + Penalty 7208.626514 = -1487122.517828 nChanged 44 SP:Iteration 26Q (868.847466 sec): 3 clusters Score: Raw -1494365.493477 + Penalty 7208.626514 = -1487156.866963 nChanged 9 SP:Iteration 27Q (868.952344 sec): 3 clusters Score: Raw -1494370.402620 + Penalty 7208.626514 = -1487161.776106 nChanged 2 SP:Iteration 28Q (869.075279 sec): 3 clusters Score: Raw -1494371.015785 + Penalty 7208.626514 = -1487162.389271 nChanged 2 SP:Iteration 29Q (869.198776 sec): 3 clusters Score: Raw -1494371.277470 + Penalty 7208.626514 = -1487162.650956 nChanged 0 SP:Iteration 30F (869.341389 sec): 3 clusters Score: Raw -1494386.615386 + Penalty 7208.626514 = -1487177.988872 nChanged 6 SP:Iteration 31Q (869.452292 sec): 3 clusters Score: Raw -1494388.490756 + Penalty 7208.626514 = -1487179.864242 nChanged 1 SP:Iteration 32Q (869.557177 sec): 3 clusters Score: Raw -1494388.695427 + Penalty 7208.626514 = -1487180.068913 nChanged 0 SP:Iteration 33F (869.693016 sec): 3 clusters Score: Raw -1494388.695427 + Penalty 7208.626514 = -1487180.068913 nChanged 0 Score: Raw -3259806.988321 + Penalty 31478.721134 = -3228328.267188 Splitting cluster 5 changes total score from -3213226.588886 to -3228328.267188 So it's getting split into cluster 8. Iteration 20F (871.054987 sec): 9 clusters Score: Raw -3262908.085391 + Penalty 31478.721134 = -3231429.364258 nChanged 2442 Iteration 21F (871.684075 sec): 9 clusters Score: Raw -3264606.882825 + Penalty 31478.721134 = -3233128.161691 nChanged 1029 Iteration 22Q (872.233875 sec): 9 clusters Score: Raw -3265232.710100 + Penalty 31478.721134 = -3233753.988967 nChanged 685 Iteration 23Q (872.758823 sec): 9 clusters Score: Raw -3265596.134623 + Penalty 31478.721134 = -3234117.413489 nChanged 484 Iteration 24Q (873.278212 sec): 9 clusters Score: Raw -3265821.286108 + Penalty 31478.721134 = -3234342.564974 nChanged 404 Iteration 25Q (873.801678 sec): 9 clusters Score: Raw -3265994.514125 + Penalty 31478.721134 = -3234515.792991 nChanged 334 Iteration 26Q (874.325958 sec): 9 clusters Score: Raw -3266134.387173 + Penalty 31478.721134 = -3234655.666040 nChanged 284 Iteration 27Q (874.847374 sec): 9 clusters Score: Raw -3266248.927058 + Penalty 31478.721134 = -3234770.205925 nChanged 275 Iteration 28Q (875.376989 sec): 9 clusters Score: Raw -3266373.863752 + Penalty 31478.721134 = -3234895.142618 nChanged 275 Iteration 29Q (875.889665 sec): 9 clusters Score: Raw -3266505.008216 + Penalty 31478.721134 = -3235026.287082 nChanged 284 Iteration 30Q (876.426686 sec): 9 clusters Score: Raw -3266649.664719 + Penalty 31478.721134 = -3235170.943586 nChanged 283 Iteration 31Q (876.943414 sec): 9 clusters Score: Raw -3266778.573444 + Penalty 31478.721134 = -3235299.852310 nChanged 282 Iteration 32Q (877.467734 sec): 9 clusters Score: Raw -3266882.498681 + Penalty 31478.721134 = -3235403.777547 nChanged 276 Iteration 33Q (877.994425 sec): 9 clusters Score: Raw -3266974.676607 + Penalty 31478.721134 = -3235495.955473 nChanged 262 Iteration 34Q (878.506391 sec): 9 clusters Score: Raw -3267060.583636 + Penalty 31478.721134 = -3235581.862503 nChanged 244 Iteration 35Q (879.026796 sec): 9 clusters Score: Raw -3267137.385967 + Penalty 31478.721134 = -3235658.664833 nChanged 238 Iteration 36Q (879.606705 sec): 9 clusters Score: Raw -3267214.812078 + Penalty 31478.721134 = -3235736.090944 nChanged 213 Iteration 37Q (880.175260 sec): 9 clusters Score: Raw -3267289.105081 + Penalty 31478.721134 = -3235810.383947 nChanged 233 Iteration 38Q (880.688161 sec): 9 clusters Score: Raw -3267371.703866 + Penalty 31478.721134 = -3235892.982732 nChanged 246 Iteration 39Q (881.203877 sec): 9 clusters Score: Raw -3267462.625105 + Penalty 31478.721134 = -3235983.903971 nChanged 273 Iteration 40F (881.863242 sec): 9 clusters Score: Raw -3267558.614337 + Penalty 31478.721134 = -3236079.893203 nChanged 288 Iteration 41Q (882.427555 sec): 9 clusters Score: Raw -3267658.186690 + Penalty 31478.721134 = -3236179.465556 nChanged 250 Iteration 42Q (882.937732 sec): 9 clusters Score: Raw -3267742.242208 + Penalty 31478.721134 = -3236263.521074 nChanged 244 Iteration 43Q (883.466551 sec): 9 clusters Score: Raw -3267828.021878 + Penalty 31478.721134 = -3236349.300744 nChanged 292 Iteration 44Q (883.989846 sec): 9 clusters Score: Raw -3267929.326848 + Penalty 31478.721134 = -3236450.605714 nChanged 263 Iteration 45Q (884.520614 sec): 9 clusters Score: Raw -3268021.129394 + Penalty 31478.721134 = -3236542.408260 nChanged 281 Iteration 46Q (885.060069 sec): 9 clusters Score: Raw -3268123.543671 + Penalty 31478.721134 = -3236644.822537 nChanged 284 Iteration 47Q (885.608038 sec): 9 clusters Score: Raw -3268230.999794 + Penalty 31478.721134 = -3236752.278660 nChanged 275 Iteration 48Q (886.167531 sec): 9 clusters Score: Raw -3268332.372452 + Penalty 31478.721134 = -3236853.651318 nChanged 290 Iteration 49Q (886.691837 sec): 9 clusters Score: Raw -3268445.925963 + Penalty 31478.721134 = -3236967.204829 nChanged 319 Iteration 50Q (887.225093 sec): 9 clusters Score: Raw -3268578.007439 + Penalty 31478.721134 = -3237099.286305 nChanged 336 Iteration 51Q (887.749598 sec): 9 clusters Score: Raw -3268734.949271 + Penalty 31478.721134 = -3237256.228137 nChanged 364 Iteration 52Q (888.259035 sec): 9 clusters Score: Raw -3268924.950793 + Penalty 31478.721134 = -3237446.229659 nChanged 376 Iteration 53Q (888.780847 sec): 9 clusters Score: Raw -3269137.384075 + Penalty 31478.721134 = -3237658.662941 nChanged 398 Iteration 54Q (889.306996 sec): 9 clusters Score: Raw -3269360.880398 + Penalty 31478.721134 = -3237882.159264 nChanged 396 Iteration 55Q (889.807252 sec): 9 clusters Score: Raw -3269539.162027 + Penalty 31478.721134 = -3238060.440894 nChanged 343 Iteration 56Q (890.335058 sec): 9 clusters Score: Raw -3269672.943739 + Penalty 31478.721134 = -3238194.222605 nChanged 301 Iteration 57Q (890.859958 sec): 9 clusters Score: Raw -3269783.429793 + Penalty 31478.721134 = -3238304.708660 nChanged 302 Iteration 58Q (891.383006 sec): 9 clusters Score: Raw -3269910.942009 + Penalty 31478.721134 = -3238432.220875 nChanged 330 Writing temp clu file Because OldScore, -3238304.708660, is greater than current (better) Score,-3238432.220875 Compute initial score before splitting: Score: Raw -3269910.942009 + Penalty 31478.721134 = -3238432.220875 Trying to split cluster 1 (4135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (891.473943 sec): 2 clusters Score: Raw -309183.194304 + Penalty 3085.243386 = -306097.950918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (891.567457 sec): 3 clusters Score: Raw -307530.211205 + Penalty 6170.486772 = -301359.724433 nChanged 1452 SP:Iteration 1F (891.673553 sec): 3 clusters Score: Raw -308749.713954 + Penalty 6170.486772 = -302579.227182 nChanged 370 SP:Iteration 2F (891.755404 sec): 3 clusters Score: Raw -309210.886923 + Penalty 6170.486772 = -303040.400151 nChanged 277 SP:Iteration 3F (891.850739 sec): 3 clusters Score: Raw -309589.503017 + Penalty 6170.486772 = -303419.016244 nChanged 252 SP:Iteration 4F (891.964817 sec): 3 clusters Score: Raw -309927.512057 + Penalty 6170.486772 = -303757.025285 nChanged 205 SP:Iteration 5Q (892.049851 sec): 3 clusters Score: Raw -310184.225430 + Penalty 6170.486772 = -304013.738658 nChanged 169 SP:Iteration 6Q (892.144932 sec): 3 clusters Score: Raw -310383.269073 + Penalty 6170.486772 = -304212.782301 nChanged 164 SP:Iteration 7Q (892.226486 sec): 3 clusters Score: Raw -310555.764093 + Penalty 6170.486772 = -304385.277321 nChanged 117 SP:Iteration 8Q (892.327305 sec): 3 clusters Score: Raw -310660.751630 + Penalty 6170.486772 = -304490.264858 nChanged 86 SP:Iteration 9Q (892.422780 sec): 3 clusters Score: Raw -310728.029526 + Penalty 6170.486772 = -304557.542754 nChanged 67 SP:Iteration 10Q (892.523112 sec): 3 clusters Score: Raw -310772.598485 + Penalty 6170.486772 = -304602.111712 nChanged 48 SP:Iteration 11Q (892.597343 sec): 3 clusters Score: Raw -310806.746709 + Penalty 6170.486772 = -304636.259937 nChanged 43 SP:Iteration 12Q (892.697375 sec): 3 clusters Score: Raw -310837.557062 + Penalty 6170.486772 = -304667.070289 nChanged 32 SP:Iteration 13Q (892.801295 sec): 3 clusters Score: Raw -310858.703141 + Penalty 6170.486772 = -304688.216369 nChanged 26 SP:Iteration 14Q (892.897408 sec): 3 clusters Score: Raw -310877.435842 + Penalty 6170.486772 = -304706.949069 nChanged 23 SP:Iteration 15Q (892.979249 sec): 3 clusters Score: Raw -310893.293266 + Penalty 6170.486772 = -304722.806494 nChanged 26 SP:Iteration 16Q (893.072312 sec): 3 clusters Score: Raw -310908.273175 + Penalty 6170.486772 = -304737.786403 nChanged 13 SP:Iteration 17Q (893.166146 sec): 3 clusters Score: Raw -310914.804888 + Penalty 6170.486772 = -304744.318116 nChanged 5 SP:Iteration 18Q (893.256004 sec): 3 clusters Score: Raw -310917.711649 + Penalty 6170.486772 = -304747.224877 nChanged 7 SP:Iteration 19Q (893.349640 sec): 3 clusters Score: Raw -310920.294779 + Penalty 6170.486772 = -304749.808007 nChanged 9 SP:Iteration 20F (893.452966 sec): 3 clusters Score: Raw -310924.595346 + Penalty 6170.486772 = -304754.108574 nChanged 2 SP:Iteration 21Q (893.538506 sec): 3 clusters Score: Raw -310925.126158 + Penalty 6170.486772 = -304754.639386 nChanged 3 SP:Iteration 22Q (893.628277 sec): 3 clusters Score: Raw -310926.938912 + Penalty 6170.486772 = -304756.452140 nChanged 4 SP:Iteration 23Q (893.720322 sec): 3 clusters Score: Raw -310929.228953 + Penalty 6170.486772 = -304758.742181 nChanged 5 SP:Iteration 24Q (893.822860 sec): 3 clusters Score: Raw -310930.934068 + Penalty 6170.486772 = -304760.447296 nChanged 1 SP:Iteration 25Q (893.931187 sec): 3 clusters Score: Raw -310931.229293 + Penalty 6170.486772 = -304760.742520 nChanged 1 SP:Iteration 26Q (894.024731 sec): 3 clusters Score: Raw -310931.566798 + Penalty 6170.486772 = -304761.080026 nChanged 1 SP:Iteration 27Q (894.135722 sec): 3 clusters Score: Raw -310932.031029 + Penalty 6170.486772 = -304761.544256 nChanged 1 SP:Iteration 28Q (894.244998 sec): 3 clusters Score: Raw -310932.246975 + Penalty 6170.486772 = -304761.760203 nChanged 0 SP:Iteration 29F (894.332954 sec): 3 clusters Score: Raw -310932.246975 + Penalty 6170.486772 = -304761.760203 nChanged 0 Trying to split cluster 2 (4147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (894.391015 sec): 2 clusters Score: Raw -327989.472856 + Penalty 3086.317041 = -324903.155816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (894.540191 sec): 3 clusters Score: Raw -326361.385952 + Penalty 6172.634081 = -320188.751871 nChanged 1419 SP:Iteration 1F (894.648002 sec): 3 clusters Score: Raw -327441.972386 + Penalty 6172.634081 = -321269.338305 nChanged 401 SP:Iteration 2F (894.741634 sec): 3 clusters Score: Raw -327936.885622 + Penalty 6172.634081 = -321764.251541 nChanged 309 SP:Iteration 3F (894.867197 sec): 3 clusters Score: Raw -328373.121097 + Penalty 6172.634081 = -322200.487016 nChanged 289 SP:Iteration 4F (894.967868 sec): 3 clusters Score: Raw -328831.771484 + Penalty 6172.634081 = -322659.137403 nChanged 275 SP:Iteration 5F (895.064926 sec): 3 clusters Score: Raw -329221.053136 + Penalty 6172.634081 = -323048.419055 nChanged 187 SP:Iteration 6Q (895.177399 sec): 3 clusters Score: Raw -329487.866907 + Penalty 6172.634081 = -323315.232826 nChanged 158 SP:Iteration 7Q (895.254249 sec): 3 clusters Score: Raw -329777.893910 + Penalty 6172.634081 = -323605.259829 nChanged 152 SP:Iteration 8Q (895.350227 sec): 3 clusters Score: Raw -330087.724114 + Penalty 6172.634081 = -323915.090033 nChanged 129 SP:Iteration 9Q (895.437608 sec): 3 clusters Score: Raw -330297.315977 + Penalty 6172.634081 = -324124.681896 nChanged 100 SP:Iteration 10Q (895.545435 sec): 3 clusters Score: Raw -330456.689012 + Penalty 6172.634081 = -324284.054931 nChanged 97 SP:Iteration 11Q (895.627125 sec): 3 clusters Score: Raw -330683.011682 + Penalty 6172.634081 = -324510.377601 nChanged 94 SP:Iteration 12Q (895.719303 sec): 3 clusters Score: Raw -330872.114916 + Penalty 6172.634081 = -324699.480835 nChanged 64 SP:Iteration 13Q (895.804590 sec): 3 clusters Score: Raw -330977.182761 + Penalty 6172.634081 = -324804.548680 nChanged 53 SP:Iteration 14Q (895.906189 sec): 3 clusters Score: Raw -331044.196573 + Penalty 6172.634081 = -324871.562492 nChanged 57 SP:Iteration 15Q (896.007382 sec): 3 clusters Score: Raw -331098.530593 + Penalty 6172.634081 = -324925.896512 nChanged 40 SP:Iteration 16Q (896.082631 sec): 3 clusters Score: Raw -331131.619193 + Penalty 6172.634081 = -324958.985112 nChanged 19 SP:Iteration 17Q (896.194107 sec): 3 clusters Score: Raw -331143.543125 + Penalty 6172.634081 = -324970.909044 nChanged 14 SP:Iteration 18Q (896.270040 sec): 3 clusters Score: Raw -331152.436984 + Penalty 6172.634081 = -324979.802903 nChanged 14 SP:Iteration 19Q (896.379920 sec): 3 clusters Score: Raw -331161.408893 + Penalty 6172.634081 = -324988.774812 nChanged 12 SP:Iteration 20F (896.473109 sec): 3 clusters Score: Raw -331168.843732 + Penalty 6172.634081 = -324996.209650 nChanged 13 SP:Iteration 21Q (896.565156 sec): 3 clusters Score: Raw -331177.822348 + Penalty 6172.634081 = -325005.188267 nChanged 16 SP:Iteration 22Q (896.641539 sec): 3 clusters Score: Raw -331191.473378 + Penalty 6172.634081 = -325018.839297 nChanged 25 SP:Iteration 23Q (896.751067 sec): 3 clusters Score: Raw -331215.815030 + Penalty 6172.634081 = -325043.180949 nChanged 26 SP:Iteration 24Q (896.843827 sec): 3 clusters Score: Raw -331250.349114 + Penalty 6172.634081 = -325077.715033 nChanged 35 SP:Iteration 25Q (896.915753 sec): 3 clusters Score: Raw -331338.248313 + Penalty 6172.634081 = -325165.614232 nChanged 56 SP:Iteration 26Q (897.017914 sec): 3 clusters Score: Raw -331495.087715 + Penalty 6172.634081 = -325322.453633 nChanged 46 SP:Iteration 27Q (897.116786 sec): 3 clusters Score: Raw -331585.324243 + Penalty 6172.634081 = -325412.690162 nChanged 37 SP:Iteration 28Q (897.203654 sec): 3 clusters Score: Raw -331619.805490 + Penalty 6172.634081 = -325447.171409 nChanged 15 SP:Iteration 29Q (897.298220 sec): 3 clusters Score: Raw -331632.496575 + Penalty 6172.634081 = -325459.862494 nChanged 10 SP:Iteration 30Q (897.402125 sec): 3 clusters Score: Raw -331639.285512 + Penalty 6172.634081 = -325466.651431 nChanged 6 SP:Iteration 31Q (897.491099 sec): 3 clusters Score: Raw -331641.823167 + Penalty 6172.634081 = -325469.189086 nChanged 2 SP:Iteration 32Q (897.572684 sec): 3 clusters Score: Raw -331643.032679 + Penalty 6172.634081 = -325470.398598 nChanged 1 SP:Iteration 33Q (897.661042 sec): 3 clusters Score: Raw -331643.810091 + Penalty 6172.634081 = -325471.176010 nChanged 0 SP:Iteration 34F (897.751254 sec): 3 clusters Score: Raw -331643.810091 + Penalty 6172.634081 = -325471.176010 nChanged 0 Score: Raw -3273658.658941 + Penalty 35413.561276 = -3238245.097665 Splitting cluster 2 changes total score from -3238432.220875 to -3238245.097665 So it's not getting split. Trying to split cluster 3 (5405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (898.514615 sec): 2 clusters Score: Raw -436103.534939 + Penalty 3184.477040 = -432919.057899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (898.597442 sec): 3 clusters Score: Raw -433733.359734 + Penalty 6368.954080 = -427364.405654 nChanged 1962 SP:Iteration 1F (898.706041 sec): 3 clusters Score: Raw -435045.218571 + Penalty 6368.954080 = -428676.264491 nChanged 474 SP:Iteration 2F (898.811935 sec): 3 clusters Score: Raw -435437.643584 + Penalty 6368.954080 = -429068.689504 nChanged 332 SP:Iteration 3F (898.888166 sec): 3 clusters Score: Raw -435756.240659 + Penalty 6368.954080 = -429387.286579 nChanged 281 SP:Iteration 4F (898.992916 sec): 3 clusters Score: Raw -436033.765683 + Penalty 6368.954080 = -429664.811603 nChanged 276 SP:Iteration 5F (899.082272 sec): 3 clusters Score: Raw -436349.420086 + Penalty 6368.954080 = -429980.466006 nChanged 268 SP:Iteration 6Q (899.181650 sec): 3 clusters Score: Raw -436685.176486 + Penalty 6368.954080 = -430316.222406 nChanged 266 SP:Iteration 7Q (899.289649 sec): 3 clusters Score: Raw -437099.443520 + Penalty 6368.954080 = -430730.489440 nChanged 295 SP:Iteration 8F (899.377183 sec): 3 clusters Score: Raw -437643.289602 + Penalty 6368.954080 = -431274.335523 nChanged 299 SP:Iteration 9F (899.494425 sec): 3 clusters Score: Raw -438175.147717 + Penalty 6368.954080 = -431806.193637 nChanged 254 SP:Iteration 10Q (899.585097 sec): 3 clusters Score: Raw -438536.117383 + Penalty 6368.954080 = -432167.163303 nChanged 175 SP:Iteration 11Q (899.665996 sec): 3 clusters Score: Raw -438783.209502 + Penalty 6368.954080 = -432414.255423 nChanged 124 SP:Iteration 12Q (899.782536 sec): 3 clusters Score: Raw -438923.048129 + Penalty 6368.954080 = -432554.094049 nChanged 81 SP:Iteration 13Q (899.877566 sec): 3 clusters Score: Raw -439004.984718 + Penalty 6368.954080 = -432636.030638 nChanged 65 SP:Iteration 14Q (899.971993 sec): 3 clusters Score: Raw -439055.121515 + Penalty 6368.954080 = -432686.167435 nChanged 39 SP:Iteration 15Q (900.068585 sec): 3 clusters Score: Raw -439077.825237 + Penalty 6368.954080 = -432708.871157 nChanged 26 SP:Iteration 16Q (900.164405 sec): 3 clusters Score: Raw -439093.670125 + Penalty 6368.954080 = -432724.716045 nChanged 30 SP:Iteration 17Q (900.261468 sec): 3 clusters Score: Raw -439115.712822 + Penalty 6368.954080 = -432746.758743 nChanged 24 SP:Iteration 18Q (900.356439 sec): 3 clusters Score: Raw -439130.492608 + Penalty 6368.954080 = -432761.538528 nChanged 24 SP:Iteration 19Q (900.451684 sec): 3 clusters Score: Raw -439143.302108 + Penalty 6368.954080 = -432774.348028 nChanged 20 SP:Iteration 20F (900.538795 sec): 3 clusters Score: Raw -439153.092622 + Penalty 6368.954080 = -432784.138542 nChanged 19 SP:Iteration 21Q (900.644545 sec): 3 clusters Score: Raw -439163.389999 + Penalty 6368.954080 = -432794.435919 nChanged 19 SP:Iteration 22Q (900.736875 sec): 3 clusters Score: Raw -439179.009105 + Penalty 6368.954080 = -432810.055025 nChanged 32 SP:Iteration 23Q (900.835762 sec): 3 clusters Score: Raw -439208.227690 + Penalty 6368.954080 = -432839.273610 nChanged 26 SP:Iteration 24Q (900.934007 sec): 3 clusters Score: Raw -439228.072553 + Penalty 6368.954080 = -432859.118473 nChanged 31 SP:Iteration 25Q (901.030547 sec): 3 clusters Score: Raw -439251.390774 + Penalty 6368.954080 = -432882.436694 nChanged 25 SP:Iteration 26Q (901.113896 sec): 3 clusters Score: Raw -439276.702475 + Penalty 6368.954080 = -432907.748395 nChanged 34 SP:Iteration 27Q (901.218186 sec): 3 clusters Score: Raw -439307.166550 + Penalty 6368.954080 = -432938.212470 nChanged 42 SP:Iteration 28Q (901.308070 sec): 3 clusters Score: Raw -439346.216144 + Penalty 6368.954080 = -432977.262064 nChanged 46 SP:Iteration 29Q (901.400310 sec): 3 clusters Score: Raw -439395.849245 + Penalty 6368.954080 = -433026.895165 nChanged 45 SP:Iteration 30Q (901.508798 sec): 3 clusters Score: Raw -439455.975547 + Penalty 6368.954080 = -433087.021467 nChanged 54 SP:Iteration 31Q (901.583198 sec): 3 clusters Score: Raw -439542.822300 + Penalty 6368.954080 = -433173.868220 nChanged 76 SP:Iteration 32Q (901.694608 sec): 3 clusters Score: Raw -439671.065555 + Penalty 6368.954080 = -433302.111475 nChanged 66 SP:Iteration 33Q (901.791531 sec): 3 clusters Score: Raw -439761.652442 + Penalty 6368.954080 = -433392.698362 nChanged 46 SP:Iteration 34Q (901.879957 sec): 3 clusters Score: Raw -439802.232440 + Penalty 6368.954080 = -433433.278360 nChanged 21 SP:Iteration 35Q (901.968157 sec): 3 clusters Score: Raw -439816.745487 + Penalty 6368.954080 = -433447.791407 nChanged 6 SP:Iteration 36Q (902.056173 sec): 3 clusters Score: Raw -439820.540709 + Penalty 6368.954080 = -433451.586629 nChanged 5 SP:Iteration 37Q (902.167786 sec): 3 clusters Score: Raw -439823.509071 + Penalty 6368.954080 = -433454.554991 nChanged 3 SP:Iteration 38Q (902.258707 sec): 3 clusters Score: Raw -439825.292114 + Penalty 6368.954080 = -433456.338034 nChanged 3 SP:Iteration 39Q (902.336733 sec): 3 clusters Score: Raw -439827.137397 + Penalty 6368.954080 = -433458.183317 nChanged 2 SP:Iteration 40F (902.432016 sec): 3 clusters Score: Raw -439834.647276 + Penalty 6368.954080 = -433465.693196 nChanged 5 SP:Iteration 41Q (902.539407 sec): 3 clusters Score: Raw -439839.956815 + Penalty 6368.954080 = -433471.002735 nChanged 6 SP:Iteration 42Q (902.627910 sec): 3 clusters Score: Raw -439844.555484 + Penalty 6368.954080 = -433475.601404 nChanged 4 SP:Iteration 43Q (902.730415 sec): 3 clusters Score: Raw -439846.938555 + Penalty 6368.954080 = -433477.984475 nChanged 2 SP:Iteration 44Q (902.816380 sec): 3 clusters Score: Raw -439848.579383 + Penalty 6368.954080 = -433479.625303 nChanged 2 SP:Iteration 45Q (902.909136 sec): 3 clusters Score: Raw -439849.404043 + Penalty 6368.954080 = -433480.449963 nChanged 3 SP:Iteration 46Q (903.021141 sec): 3 clusters Score: Raw -439850.981263 + Penalty 6368.954080 = -433482.027183 nChanged 2 SP:Iteration 47Q (903.108265 sec): 3 clusters Score: Raw -439852.311779 + Penalty 6368.954080 = -433483.357699 nChanged 2 SP:Iteration 48Q (903.194234 sec): 3 clusters Score: Raw -439853.045328 + Penalty 6368.954080 = -433484.091248 nChanged 1 SP:Iteration 49Q (903.304751 sec): 3 clusters Score: Raw -439853.322857 + Penalty 6368.954080 = -433484.368777 nChanged 0 SP:Iteration 50F (903.399882 sec): 3 clusters Score: Raw -439853.322857 + Penalty 6368.954080 = -433484.368777 nChanged 0 Score: Raw -3273754.109624 + Penalty 35413.561276 = -3238340.548349 Splitting cluster 3 changes total score from -3238432.220875 to -3238340.548349 So it's not getting split. Trying to split cluster 4 (2605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (904.152234 sec): 2 clusters Score: Raw -165726.307523 + Penalty 2914.052137 = -162812.255386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (904.262657 sec): 3 clusters Score: Raw -164993.618466 + Penalty 5828.104274 = -159165.514192 nChanged 826 SP:Iteration 1F (904.361399 sec): 3 clusters Score: Raw -166163.379950 + Penalty 5828.104274 = -160335.275676 nChanged 313 SP:Iteration 2F (904.452014 sec): 3 clusters Score: Raw -167038.094339 + Penalty 5828.104274 = -161209.990065 nChanged 269 SP:Iteration 3F (904.544470 sec): 3 clusters Score: Raw -167790.884461 + Penalty 5828.104274 = -161962.780187 nChanged 161 SP:Iteration 4F (904.628347 sec): 3 clusters Score: Raw -168164.229854 + Penalty 5828.104274 = -162336.125580 nChanged 86 SP:Iteration 5Q (904.730835 sec): 3 clusters Score: Raw -168323.623898 + Penalty 5828.104274 = -162495.519624 nChanged 57 SP:Iteration 6Q (904.805051 sec): 3 clusters Score: Raw -168410.675205 + Penalty 5828.104274 = -162582.570931 nChanged 32 SP:Iteration 7Q (904.890314 sec): 3 clusters Score: Raw -168440.337804 + Penalty 5828.104274 = -162612.233530 nChanged 19 SP:Iteration 8Q (904.993423 sec): 3 clusters Score: Raw -168458.404497 + Penalty 5828.104274 = -162630.300223 nChanged 12 SP:Iteration 9Q (905.077532 sec): 3 clusters Score: Raw -168475.401352 + Penalty 5828.104274 = -162647.297078 nChanged 9 SP:Iteration 10Q (905.180698 sec): 3 clusters Score: Raw -168499.972564 + Penalty 5828.104274 = -162671.868290 nChanged 7 SP:Iteration 11Q (905.261606 sec): 3 clusters Score: Raw -168511.965114 + Penalty 5828.104274 = -162683.860840 nChanged 3 SP:Iteration 12Q (905.346473 sec): 3 clusters Score: Raw -168517.715065 + Penalty 5828.104274 = -162689.610791 nChanged 6 SP:Iteration 13Q (905.434780 sec): 3 clusters Score: Raw -168526.703761 + Penalty 5828.104274 = -162698.599487 nChanged 5 SP:Iteration 14Q (905.530414 sec): 3 clusters Score: Raw -168531.851663 + Penalty 5828.104274 = -162703.747389 nChanged 3 SP:Iteration 15Q (905.607656 sec): 3 clusters Score: Raw -168534.992028 + Penalty 5828.104274 = -162706.887754 nChanged 0 SP:Iteration 16F (905.711220 sec): 3 clusters Score: Raw -168539.447344 + Penalty 5828.104274 = -162711.343070 nChanged 1 SP:Iteration 17Q (905.782184 sec): 3 clusters Score: Raw -168548.268104 + Penalty 5828.104274 = -162720.163830 nChanged 7 SP:Iteration 18Q (905.865768 sec): 3 clusters Score: Raw -168555.039717 + Penalty 5828.104274 = -162726.935443 nChanged 5 SP:Iteration 19Q (905.971769 sec): 3 clusters Score: Raw -168582.736294 + Penalty 5828.104274 = -162754.632020 nChanged 13 SP:Iteration 20F (906.047297 sec): 3 clusters Score: Raw -168630.351258 + Penalty 5828.104274 = -162802.246984 nChanged 17 SP:Iteration 21Q (906.125032 sec): 3 clusters Score: Raw -168651.967037 + Penalty 5828.104274 = -162823.862763 nChanged 16 SP:Iteration 22Q (906.228432 sec): 3 clusters Score: Raw -168669.675525 + Penalty 5828.104274 = -162841.571251 nChanged 8 SP:Iteration 23Q (906.293271 sec): 3 clusters Score: Raw -168676.936250 + Penalty 5828.104274 = -162848.831976 nChanged 8 SP:Iteration 24Q (906.391525 sec): 3 clusters Score: Raw -168683.060747 + Penalty 5828.104274 = -162854.956473 nChanged 6 SP:Iteration 25Q (906.497630 sec): 3 clusters Score: Raw -168688.989240 + Penalty 5828.104274 = -162860.884966 nChanged 4 SP:Iteration 26Q (906.585928 sec): 3 clusters Score: Raw -168693.304568 + Penalty 5828.104274 = -162865.200294 nChanged 5 SP:Iteration 27Q (906.670906 sec): 3 clusters Score: Raw -168698.139992 + Penalty 5828.104274 = -162870.035718 nChanged 3 SP:Iteration 28Q (906.751480 sec): 3 clusters Score: Raw -168699.547947 + Penalty 5828.104274 = -162871.443673 nChanged 1 SP:Iteration 29Q (906.843295 sec): 3 clusters Score: Raw -168700.551445 + Penalty 5828.104274 = -162872.447171 nChanged 0 SP:Iteration 30F (906.946822 sec): 3 clusters Score: Raw -168700.551445 + Penalty 5828.104274 = -162872.447171 nChanged 0 Score: Raw -3272978.565628 + Penalty 35413.561276 = -3237565.004353 Splitting cluster 4 changes total score from -3238432.220875 to -3237565.004353 So it's not getting split. Trying to split cluster 5 (5625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (907.721081 sec): 2 clusters Score: Raw -511581.840596 + Penalty 3199.258692 = -508382.581904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (907.817439 sec): 3 clusters Score: Raw -509067.864815 + Penalty 6398.517384 = -502669.347430 nChanged 2039 SP:Iteration 1F (907.918094 sec): 3 clusters Score: Raw -510292.045666 + Penalty 6398.517384 = -503893.528282 nChanged 426 SP:Iteration 2F (908.010380 sec): 3 clusters Score: Raw -510601.893012 + Penalty 6398.517384 = -504203.375628 nChanged 317 SP:Iteration 3F (908.119191 sec): 3 clusters Score: Raw -510848.915717 + Penalty 6398.517384 = -504450.398333 nChanged 265 SP:Iteration 4Q (908.212647 sec): 3 clusters Score: Raw -511094.901784 + Penalty 6398.517384 = -504696.384399 nChanged 259 SP:Iteration 5Q (908.312701 sec): 3 clusters Score: Raw -511341.744091 + Penalty 6398.517384 = -504943.226707 nChanged 257 SP:Iteration 6Q (908.431434 sec): 3 clusters Score: Raw -511601.135305 + Penalty 6398.517384 = -505202.617921 nChanged 241 SP:Iteration 7Q (908.512396 sec): 3 clusters Score: Raw -511826.593738 + Penalty 6398.517384 = -505428.076354 nChanged 233 SP:Iteration 8Q (908.631585 sec): 3 clusters Score: Raw -512051.349010 + Penalty 6398.517384 = -505652.831625 nChanged 232 SP:Iteration 9Q (908.711516 sec): 3 clusters Score: Raw -512308.825988 + Penalty 6398.517384 = -505910.308604 nChanged 223 SP:Iteration 10Q (908.835188 sec): 3 clusters Score: Raw -512569.434611 + Penalty 6398.517384 = -506170.917226 nChanged 219 SP:Iteration 11Q (908.934878 sec): 3 clusters Score: Raw -512802.074388 + Penalty 6398.517384 = -506403.557004 nChanged 186 SP:Iteration 12Q (909.014168 sec): 3 clusters Score: Raw -512993.067524 + Penalty 6398.517384 = -506594.550140 nChanged 165 SP:Iteration 13Q (909.130666 sec): 3 clusters Score: Raw -513171.118518 + Penalty 6398.517384 = -506772.601134 nChanged 153 SP:Iteration 14Q (909.213057 sec): 3 clusters Score: Raw -513334.627014 + Penalty 6398.517384 = -506936.109630 nChanged 127 SP:Iteration 15Q (909.311349 sec): 3 clusters Score: Raw -513461.448747 + Penalty 6398.517384 = -507062.931362 nChanged 118 SP:Iteration 16Q (909.409996 sec): 3 clusters Score: Raw -513592.838520 + Penalty 6398.517384 = -507194.321136 nChanged 109 SP:Iteration 17Q (909.507011 sec): 3 clusters Score: Raw -513746.803402 + Penalty 6398.517384 = -507348.286018 nChanged 107 SP:Iteration 18Q (909.614869 sec): 3 clusters Score: Raw -513931.506175 + Penalty 6398.517384 = -507532.988790 nChanged 111 SP:Iteration 19Q (909.723415 sec): 3 clusters Score: Raw -514102.530325 + Penalty 6398.517384 = -507704.012941 nChanged 89 SP:Iteration 20F (909.816073 sec): 3 clusters Score: Raw -514211.351228 + Penalty 6398.517384 = -507812.833843 nChanged 60 SP:Iteration 21Q (909.911684 sec): 3 clusters Score: Raw -514279.787440 + Penalty 6398.517384 = -507881.270055 nChanged 45 SP:Iteration 22Q (910.009447 sec): 3 clusters Score: Raw -514322.313900 + Penalty 6398.517384 = -507923.796516 nChanged 30 SP:Iteration 23Q (910.109294 sec): 3 clusters Score: Raw -514343.995630 + Penalty 6398.517384 = -507945.478246 nChanged 15 SP:Iteration 24Q (910.206976 sec): 3 clusters Score: Raw -514352.240018 + Penalty 6398.517384 = -507953.722634 nChanged 5 SP:Iteration 25Q (910.305951 sec): 3 clusters Score: Raw -514354.523545 + Penalty 6398.517384 = -507956.006161 nChanged 1 SP:Iteration 26Q (910.400836 sec): 3 clusters Score: Raw -514354.774428 + Penalty 6398.517384 = -507956.257044 nChanged 2 SP:Iteration 27Q (910.499939 sec): 3 clusters Score: Raw -514355.438974 + Penalty 6398.517384 = -507956.921590 nChanged 4 SP:Iteration 28Q (910.612312 sec): 3 clusters Score: Raw -514356.880173 + Penalty 6398.517384 = -507958.362789 nChanged 1 SP:Iteration 29Q (910.714378 sec): 3 clusters Score: Raw -514357.055529 + Penalty 6398.517384 = -507958.538145 nChanged 2 SP:Iteration 30Q (910.814866 sec): 3 clusters Score: Raw -514358.328078 + Penalty 6398.517384 = -507959.810694 nChanged 4 SP:Iteration 31Q (910.900948 sec): 3 clusters Score: Raw -514360.116334 + Penalty 6398.517384 = -507961.598950 nChanged 5 SP:Iteration 32Q (911.004028 sec): 3 clusters Score: Raw -514361.775709 + Penalty 6398.517384 = -507963.258325 nChanged 5 SP:Iteration 33Q (911.099533 sec): 3 clusters Score: Raw -514363.255656 + Penalty 6398.517384 = -507964.738271 nChanged 3 SP:Iteration 34Q (911.200943 sec): 3 clusters Score: Raw -514364.142109 + Penalty 6398.517384 = -507965.624725 nChanged 4 SP:Iteration 35Q (911.280213 sec): 3 clusters Score: Raw -514366.133696 + Penalty 6398.517384 = -507967.616312 nChanged 6 SP:Iteration 36Q (911.382960 sec): 3 clusters Score: Raw -514369.007978 + Penalty 6398.517384 = -507970.490594 nChanged 8 SP:Iteration 37Q (911.470841 sec): 3 clusters Score: Raw -514372.700159 + Penalty 6398.517384 = -507974.182775 nChanged 8 SP:Iteration 38Q (911.576193 sec): 3 clusters Score: Raw -514375.843281 + Penalty 6398.517384 = -507977.325896 nChanged 8 SP:Iteration 39Q (911.682270 sec): 3 clusters Score: Raw -514379.108937 + Penalty 6398.517384 = -507980.591553 nChanged 11 SP:Iteration 40F (911.775400 sec): 3 clusters Score: Raw -514385.054683 + Penalty 6398.517384 = -507986.537299 nChanged 11 SP:Iteration 41Q (911.864444 sec): 3 clusters Score: Raw -514390.446257 + Penalty 6398.517384 = -507991.928873 nChanged 16 SP:Iteration 42Q (911.955704 sec): 3 clusters Score: Raw -514401.257931 + Penalty 6398.517384 = -508002.740546 nChanged 20 SP:Iteration 43Q (912.056034 sec): 3 clusters Score: Raw -514417.308094 + Penalty 6398.517384 = -508018.790710 nChanged 30 SP:Iteration 44Q (912.148533 sec): 3 clusters Score: Raw -514439.631329 + Penalty 6398.517384 = -508041.113945 nChanged 26 SP:Iteration 45Q (912.254130 sec): 3 clusters Score: Raw -514459.465219 + Penalty 6398.517384 = -508060.947834 nChanged 23 SP:Iteration 46Q (912.352965 sec): 3 clusters Score: Raw -514483.381877 + Penalty 6398.517384 = -508084.864493 nChanged 38 SP:Iteration 47Q (912.445092 sec): 3 clusters Score: Raw -514524.231355 + Penalty 6398.517384 = -508125.713971 nChanged 39 SP:Iteration 48Q (912.558363 sec): 3 clusters Score: Raw -514557.717233 + Penalty 6398.517384 = -508159.199849 nChanged 39 SP:Iteration 49Q (912.647511 sec): 3 clusters Score: Raw -514594.257784 + Penalty 6398.517384 = -508195.740399 nChanged 43 SP:Iteration 50Q (912.764345 sec): 3 clusters Score: Raw -514633.556297 + Penalty 6398.517384 = -508235.038912 nChanged 40 SP:Iteration 51Q (912.848021 sec): 3 clusters Score: Raw -514662.842899 + Penalty 6398.517384 = -508264.325515 nChanged 44 SP:Iteration 52Q (912.963680 sec): 3 clusters Score: Raw -514688.288288 + Penalty 6398.517384 = -508289.770904 nChanged 42 SP:Iteration 53Q (913.061107 sec): 3 clusters Score: Raw -514718.482346 + Penalty 6398.517384 = -508319.964962 nChanged 58 SP:Iteration 54Q (913.141081 sec): 3 clusters Score: Raw -514771.955679 + Penalty 6398.517384 = -508373.438295 nChanged 73 SP:Iteration 55Q (913.241947 sec): 3 clusters Score: Raw -514880.362422 + Penalty 6398.517384 = -508481.845037 nChanged 135 SP:Iteration 56Q (913.352715 sec): 3 clusters Score: Raw -515260.910921 + Penalty 6398.517384 = -508862.393537 nChanged 176 SP:Iteration 57Q (913.434275 sec): 3 clusters Score: Raw -516249.810866 + Penalty 6398.517384 = -509851.293482 nChanged 83 SP:Iteration 58Q (913.530812 sec): 3 clusters Score: Raw -517003.350770 + Penalty 6398.517384 = -510604.833386 nChanged 25 SP:Iteration 59Q (913.631892 sec): 3 clusters Score: Raw -517059.625702 + Penalty 6398.517384 = -510661.108318 nChanged 5 SP:Iteration 60F (913.728941 sec): 3 clusters Score: Raw -517064.411940 + Penalty 6398.517384 = -510665.894556 nChanged 0 Score: Raw -3275486.893050 + Penalty 35413.561276 = -3240073.331774 Splitting cluster 5 changes total score from -3238432.220875 to -3240073.331774 So it's getting split into cluster 9. Trying to split cluster 6 (11450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (914.543998 sec): 2 clusters Score: Raw -988224.556615 + Penalty 3462.598526 = -984761.958089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (914.662564 sec): 3 clusters Score: Raw -982299.206935 + Penalty 6925.197052 = -975374.009884 nChanged 4690 SP:Iteration 1F (914.765137 sec): 3 clusters Score: Raw -985017.184563 + Penalty 6925.197052 = -978091.987511 nChanged 947 SP:Iteration 2F (914.895035 sec): 3 clusters Score: Raw -985771.256486 + Penalty 6925.197052 = -978846.059434 nChanged 872 SP:Iteration 3F (915.003727 sec): 3 clusters Score: Raw -986561.379789 + Penalty 6925.197052 = -979636.182737 nChanged 886 SP:Iteration 4F (915.137505 sec): 3 clusters Score: Raw -987522.398415 + Penalty 6925.197052 = -980597.201363 nChanged 900 SP:Iteration 5F (915.234959 sec): 3 clusters Score: Raw -988548.587362 + Penalty 6925.197052 = -981623.390310 nChanged 789 SP:Iteration 6F (915.346746 sec): 3 clusters Score: Raw -989484.760114 + Penalty 6925.197052 = -982559.563063 nChanged 662 SP:Iteration 7F (915.458973 sec): 3 clusters Score: Raw -990192.488745 + Penalty 6925.197052 = -983267.291693 nChanged 533 SP:Iteration 8Q (915.580579 sec): 3 clusters Score: Raw -990646.219180 + Penalty 6925.197052 = -983721.022128 nChanged 378 SP:Iteration 9Q (915.685649 sec): 3 clusters Score: Raw -990926.137206 + Penalty 6925.197052 = -984000.940155 nChanged 291 SP:Iteration 10Q (915.820097 sec): 3 clusters Score: Raw -991110.689792 + Penalty 6925.197052 = -984185.492740 nChanged 231 SP:Iteration 11Q (915.922551 sec): 3 clusters Score: Raw -991245.384855 + Penalty 6925.197052 = -984320.187804 nChanged 193 SP:Iteration 12Q (916.045205 sec): 3 clusters Score: Raw -991352.089538 + Penalty 6925.197052 = -984426.892486 nChanged 174 SP:Iteration 13Q (916.172620 sec): 3 clusters Score: Raw -991449.367366 + Penalty 6925.197052 = -984524.170315 nChanged 163 SP:Iteration 14Q (916.280856 sec): 3 clusters Score: Raw -991546.941386 + Penalty 6925.197052 = -984621.744334 nChanged 143 SP:Iteration 15Q (916.407119 sec): 3 clusters Score: Raw -991630.260345 + Penalty 6925.197052 = -984705.063293 nChanged 138 SP:Iteration 16Q (916.505017 sec): 3 clusters Score: Raw -991707.036990 + Penalty 6925.197052 = -984781.839938 nChanged 117 SP:Iteration 17Q (916.622869 sec): 3 clusters Score: Raw -991779.962967 + Penalty 6925.197052 = -984854.765915 nChanged 109 SP:Iteration 18Q (916.728078 sec): 3 clusters Score: Raw -991842.983463 + Penalty 6925.197052 = -984917.786411 nChanged 94 SP:Iteration 19Q (916.838797 sec): 3 clusters Score: Raw -991888.105949 + Penalty 6925.197052 = -984962.908897 nChanged 70 SP:Iteration 20F (916.977201 sec): 3 clusters Score: Raw -991918.915243 + Penalty 6925.197052 = -984993.718191 nChanged 61 SP:Iteration 21Q (917.067753 sec): 3 clusters Score: Raw -991946.016802 + Penalty 6925.197052 = -985020.819750 nChanged 60 SP:Iteration 22Q (917.192634 sec): 3 clusters Score: Raw -991972.248830 + Penalty 6925.197052 = -985047.051778 nChanged 50 SP:Iteration 23Q (917.300814 sec): 3 clusters Score: Raw -991990.849328 + Penalty 6925.197052 = -985065.652276 nChanged 52 SP:Iteration 24Q (917.406761 sec): 3 clusters Score: Raw -992007.954334 + Penalty 6925.197052 = -985082.757282 nChanged 33 SP:Iteration 25Q (917.536357 sec): 3 clusters Score: Raw -992017.149823 + Penalty 6925.197052 = -985091.952771 nChanged 30 SP:Iteration 26Q (917.644253 sec): 3 clusters Score: Raw -992025.217179 + Penalty 6925.197052 = -985100.020127 nChanged 29 SP:Iteration 27Q (917.758704 sec): 3 clusters Score: Raw -992033.238896 + Penalty 6925.197052 = -985108.041844 nChanged 18 SP:Iteration 28Q (917.872663 sec): 3 clusters Score: Raw -992036.627958 + Penalty 6925.197052 = -985111.430907 nChanged 20 SP:Iteration 29Q (918.001748 sec): 3 clusters Score: Raw -992040.716006 + Penalty 6925.197052 = -985115.518954 nChanged 16 SP:Iteration 30Q (918.097890 sec): 3 clusters Score: Raw -992043.862747 + Penalty 6925.197052 = -985118.665695 nChanged 9 SP:Iteration 31Q (918.226361 sec): 3 clusters Score: Raw -992046.268095 + Penalty 6925.197052 = -985121.071043 nChanged 6 SP:Iteration 32Q (918.327026 sec): 3 clusters Score: Raw -992047.335356 + Penalty 6925.197052 = -985122.138305 nChanged 7 SP:Iteration 33Q (918.427439 sec): 3 clusters Score: Raw -992048.889755 + Penalty 6925.197052 = -985123.692704 nChanged 5 SP:Iteration 34Q (918.543752 sec): 3 clusters Score: Raw -992049.999995 + Penalty 6925.197052 = -985124.802943 nChanged 2 SP:Iteration 35Q (918.655339 sec): 3 clusters Score: Raw -992050.414562 + Penalty 6925.197052 = -985125.217510 nChanged 4 SP:Iteration 36Q (918.761097 sec): 3 clusters Score: Raw -992050.873466 + Penalty 6925.197052 = -985125.676415 nChanged 2 SP:Iteration 37Q (918.858993 sec): 3 clusters Score: Raw -992051.056161 + Penalty 6925.197052 = -985125.859109 nChanged 0 SP:Iteration 38F (918.977823 sec): 3 clusters Score: Raw -992051.056161 + Penalty 6925.197052 = -985125.859109 nChanged 0 Score: Raw -3279313.392595 + Penalty 39348.401417 = -3239964.991178 Splitting cluster 6 changes total score from -3238432.220875 to -3239964.991178 So it's getting split into cluster 10. Trying to split cluster 7 (3141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (919.883360 sec): 2 clusters Score: Raw -203947.657990 + Penalty 2983.375853 = -200964.282137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (919.967019 sec): 3 clusters Score: Raw -202868.667491 + Penalty 5966.751706 = -196901.915784 nChanged 1024 SP:Iteration 1F (920.056633 sec): 3 clusters Score: Raw -204069.194239 + Penalty 5966.751706 = -198102.442533 nChanged 347 SP:Iteration 2F (920.160290 sec): 3 clusters Score: Raw -204607.254290 + Penalty 5966.751706 = -198640.502584 nChanged 225 SP:Iteration 3F (920.242979 sec): 3 clusters Score: Raw -204896.514473 + Penalty 5966.751706 = -198929.762767 nChanged 155 SP:Iteration 4Q (920.331170 sec): 3 clusters Score: Raw -205126.106568 + Penalty 5966.751706 = -199159.354862 nChanged 127 SP:Iteration 5Q (920.448560 sec): 3 clusters Score: Raw -205352.611010 + Penalty 5966.751706 = -199385.859304 nChanged 123 SP:Iteration 6Q (920.520184 sec): 3 clusters Score: Raw -205603.160808 + Penalty 5966.751706 = -199636.409101 nChanged 117 SP:Iteration 7Q (920.618096 sec): 3 clusters Score: Raw -205861.464699 + Penalty 5966.751706 = -199894.712993 nChanged 112 SP:Iteration 8Q (920.724530 sec): 3 clusters Score: Raw -206062.665973 + Penalty 5966.751706 = -200095.914267 nChanged 81 SP:Iteration 9Q (920.795079 sec): 3 clusters Score: Raw -206205.115124 + Penalty 5966.751706 = -200238.363418 nChanged 78 SP:Iteration 10Q (920.904536 sec): 3 clusters Score: Raw -206298.584924 + Penalty 5966.751706 = -200331.833218 nChanged 54 SP:Iteration 11Q (920.998755 sec): 3 clusters Score: Raw -206366.059680 + Penalty 5966.751706 = -200399.307974 nChanged 40 SP:Iteration 12Q (921.080163 sec): 3 clusters Score: Raw -206418.278790 + Penalty 5966.751706 = -200451.527084 nChanged 25 SP:Iteration 13Q (921.188664 sec): 3 clusters Score: Raw -206457.151270 + Penalty 5966.751706 = -200490.399564 nChanged 25 SP:Iteration 14Q (921.276053 sec): 3 clusters Score: Raw -206482.263977 + Penalty 5966.751706 = -200515.512271 nChanged 21 SP:Iteration 15Q (921.368083 sec): 3 clusters Score: Raw -206504.011481 + Penalty 5966.751706 = -200537.259775 nChanged 17 SP:Iteration 16Q (921.464513 sec): 3 clusters Score: Raw -206521.946283 + Penalty 5966.751706 = -200555.194577 nChanged 17 SP:Iteration 17Q (921.554444 sec): 3 clusters Score: Raw -206541.652802 + Penalty 5966.751706 = -200574.901096 nChanged 10 SP:Iteration 18Q (921.655954 sec): 3 clusters Score: Raw -206554.034143 + Penalty 5966.751706 = -200587.282436 nChanged 12 SP:Iteration 19Q (921.746142 sec): 3 clusters Score: Raw -206560.961443 + Penalty 5966.751706 = -200594.209737 nChanged 9 SP:Iteration 20F (921.849379 sec): 3 clusters Score: Raw -206567.654974 + Penalty 5966.751706 = -200600.903267 nChanged 10 SP:Iteration 21Q (921.942223 sec): 3 clusters Score: Raw -206588.780444 + Penalty 5966.751706 = -200622.028738 nChanged 27 SP:Iteration 22Q (922.013994 sec): 3 clusters Score: Raw -206620.215573 + Penalty 5966.751706 = -200653.463867 nChanged 16 SP:Iteration 23Q (922.106700 sec): 3 clusters Score: Raw -206637.552731 + Penalty 5966.751706 = -200670.801025 nChanged 13 SP:Iteration 24Q (922.204638 sec): 3 clusters Score: Raw -206648.193966 + Penalty 5966.751706 = -200681.442260 nChanged 13 SP:Iteration 25Q (922.320152 sec): 3 clusters Score: Raw -206657.598696 + Penalty 5966.751706 = -200690.846990 nChanged 9 SP:Iteration 26Q (922.409728 sec): 3 clusters Score: Raw -206663.427698 + Penalty 5966.751706 = -200696.675992 nChanged 2 SP:Iteration 27Q (922.508532 sec): 3 clusters Score: Raw -206664.083146 + Penalty 5966.751706 = -200697.331439 nChanged 1 SP:Iteration 28Q (922.604951 sec): 3 clusters Score: Raw -206664.756206 + Penalty 5966.751706 = -200698.004500 nChanged 1 SP:Iteration 29Q (922.689228 sec): 3 clusters Score: Raw -206665.136563 + Penalty 5966.751706 = -200698.384857 nChanged 0 SP:Iteration 30F (922.791920 sec): 3 clusters Score: Raw -206665.136563 + Penalty 5966.751706 = -200698.384857 nChanged 0 Trying to split cluster 8 (4445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (922.850538 sec): 2 clusters Score: Raw -408103.609411 + Penalty 3112.027772 = -404991.581639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (922.945990 sec): 3 clusters Score: Raw -406261.341812 + Penalty 6224.055545 = -400037.286267 nChanged 1514 SP:Iteration 1F (923.043711 sec): 3 clusters Score: Raw -407258.622415 + Penalty 6224.055545 = -401034.566871 nChanged 396 SP:Iteration 2F (923.128166 sec): 3 clusters Score: Raw -407630.141926 + Penalty 6224.055545 = -401406.086382 nChanged 274 SP:Iteration 3F (923.229873 sec): 3 clusters Score: Raw -408085.962939 + Penalty 6224.055545 = -401861.907395 nChanged 292 SP:Iteration 4F (923.320173 sec): 3 clusters Score: Raw -408613.262684 + Penalty 6224.055545 = -402389.207140 nChanged 323 SP:Iteration 5F (923.435665 sec): 3 clusters Score: Raw -409103.825653 + Penalty 6224.055545 = -402879.770108 nChanged 282 SP:Iteration 6F (923.508572 sec): 3 clusters Score: Raw -409459.959902 + Penalty 6224.055545 = -403235.904358 nChanged 258 SP:Iteration 7F (923.604272 sec): 3 clusters Score: Raw -409776.641398 + Penalty 6224.055545 = -403552.585853 nChanged 207 SP:Iteration 8Q (923.723883 sec): 3 clusters Score: Raw -410017.489170 + Penalty 6224.055545 = -403793.433625 nChanged 151 SP:Iteration 9Q (923.816570 sec): 3 clusters Score: Raw -410175.842911 + Penalty 6224.055545 = -403951.787366 nChanged 97 SP:Iteration 10Q (923.897275 sec): 3 clusters Score: Raw -410268.223026 + Penalty 6224.055545 = -404044.167481 nChanged 70 SP:Iteration 11Q (923.990998 sec): 3 clusters Score: Raw -410328.529110 + Penalty 6224.055545 = -404104.473565 nChanged 45 SP:Iteration 12Q (924.111494 sec): 3 clusters Score: Raw -410369.491422 + Penalty 6224.055545 = -404145.435877 nChanged 32 SP:Iteration 13Q (924.203795 sec): 3 clusters Score: Raw -410393.817601 + Penalty 6224.055545 = -404169.762057 nChanged 20 SP:Iteration 14Q (924.295708 sec): 3 clusters Score: Raw -410413.686951 + Penalty 6224.055545 = -404189.631406 nChanged 15 SP:Iteration 15Q (924.385737 sec): 3 clusters Score: Raw -410423.771117 + Penalty 6224.055545 = -404199.715573 nChanged 8 SP:Iteration 16Q (924.488398 sec): 3 clusters Score: Raw -410427.280667 + Penalty 6224.055545 = -404203.225122 nChanged 1 SP:Iteration 17Q (924.584000 sec): 3 clusters Score: Raw -410427.771116 + Penalty 6224.055545 = -404203.715571 nChanged 1 SP:Iteration 18Q (924.674809 sec): 3 clusters Score: Raw -410428.448433 + Penalty 6224.055545 = -404204.392888 nChanged 0 SP:Iteration 19F (924.778535 sec): 3 clusters Score: Raw -410428.448433 + Penalty 6224.055545 = -404204.392888 nChanged 0 Iteration 59Q (925.471364 sec): 11 clusters Score: Raw -3280365.220245 + Penalty 39348.401417 = -3241016.818827 nChanged 1163 Iteration 60F (926.264164 sec): 11 clusters Score: Raw -3281265.043262 + Penalty 39348.401417 = -3241916.641845 nChanged 759 Iteration 61Q (926.896001 sec): 11 clusters Score: Raw -3281656.857267 + Penalty 39348.401417 = -3242308.455850 nChanged 446 Iteration 62Q (927.531628 sec): 11 clusters Score: Raw -3281872.830728 + Penalty 39348.401417 = -3242524.429311 nChanged 337 Iteration 63Q (928.174210 sec): 11 clusters Score: Raw -3282020.105140 + Penalty 39348.401417 = -3242671.703723 nChanged 270 Iteration 64Q (928.785877 sec): 11 clusters Score: Raw -3282127.511454 + Penalty 39348.401417 = -3242779.110037 nChanged 228 Iteration 65Q (929.433130 sec): 11 clusters Score: Raw -3282212.580770 + Penalty 39348.401417 = -3242864.179353 nChanged 210 Iteration 66Q (930.074019 sec): 11 clusters Score: Raw -3282300.470861 + Penalty 39348.401417 = -3242952.069444 nChanged 199 Iteration 67Q (930.717814 sec): 11 clusters Score: Raw -3282390.007351 + Penalty 39348.401417 = -3243041.605934 nChanged 201 Iteration 68Q (931.365553 sec): 11 clusters Score: Raw -3282488.760308 + Penalty 39348.401417 = -3243140.358891 nChanged 207 Iteration 69Q (931.997782 sec): 11 clusters Score: Raw -3282585.796993 + Penalty 39348.401417 = -3243237.395576 nChanged 203 Iteration 70Q (932.618864 sec): 11 clusters Score: Raw -3282707.287718 + Penalty 39348.401417 = -3243358.886300 nChanged 220 Iteration 71Q (933.255158 sec): 11 clusters Score: Raw -3282902.459410 + Penalty 39348.401417 = -3243554.057993 nChanged 321 Iteration 72Q (933.873216 sec): 11 clusters Score: Raw -3283171.987950 + Penalty 39348.401417 = -3243823.586533 nChanged 315 Iteration 73Q (934.530305 sec): 11 clusters Score: Raw -3283387.723231 + Penalty 39348.401417 = -3244039.321814 nChanged 308 Iteration 74Q (935.155517 sec): 11 clusters Score: Raw -3283531.450041 + Penalty 39348.401417 = -3244183.048624 nChanged 249 Iteration 75Q (935.789811 sec): 11 clusters Score: Raw -3283626.501036 + Penalty 39348.401417 = -3244278.099618 nChanged 228 Iteration 76Q (936.412401 sec): 11 clusters Score: Raw -3283710.629317 + Penalty 39348.401417 = -3244362.227900 nChanged 197 Iteration 77Q (937.034876 sec): 11 clusters Score: Raw -3283777.327315 + Penalty 39348.401417 = -3244428.925898 nChanged 175 Iteration 78Q (937.689815 sec): 11 clusters Score: Raw -3283829.575830 + Penalty 39348.401417 = -3244481.174413 nChanged 135 Iteration 79Q (938.296409 sec): 11 clusters Score: Raw -3283869.927608 + Penalty 39348.401417 = -3244521.526190 nChanged 123 Iteration 80F (939.100081 sec): 11 clusters Score: Raw -3283918.840882 + Penalty 39348.401417 = -3244570.439465 nChanged 141 Iteration 81Q (939.716781 sec): 11 clusters Score: Raw -3283962.690043 + Penalty 39348.401417 = -3244614.288626 nChanged 108 Iteration 82Q (940.326899 sec): 11 clusters Score: Raw -3283994.807671 + Penalty 39348.401417 = -3244646.406254 nChanged 90 Iteration 83Q (940.948055 sec): 11 clusters Score: Raw -3284020.509102 + Penalty 39348.401417 = -3244672.107685 nChanged 89 Iteration 84Q (941.559616 sec): 11 clusters Score: Raw -3284049.405704 + Penalty 39348.401417 = -3244701.004287 nChanged 83 Iteration 85Q (942.166273 sec): 11 clusters Score: Raw -3284075.051907 + Penalty 39348.401417 = -3244726.650490 nChanged 85 Iteration 86Q (942.811032 sec): 11 clusters Score: Raw -3284108.303674 + Penalty 39348.401417 = -3244759.902257 nChanged 74 Iteration 87Q (943.429388 sec): 11 clusters Score: Raw -3284133.950247 + Penalty 39348.401417 = -3244785.548830 nChanged 69 Iteration 88Q (944.059602 sec): 11 clusters Score: Raw -3284156.588534 + Penalty 39348.401417 = -3244808.187117 nChanged 72 Iteration 89Q (944.687781 sec): 11 clusters Score: Raw -3284180.425886 + Penalty 39348.401417 = -3244832.024469 nChanged 62 Iteration 90Q (945.301353 sec): 11 clusters Score: Raw -3284201.130744 + Penalty 39348.401417 = -3244852.729327 nChanged 73 Iteration 91Q (945.921133 sec): 11 clusters Score: Raw -3284225.123260 + Penalty 39348.401417 = -3244876.721842 nChanged 66 Iteration 92Q (946.545632 sec): 11 clusters Score: Raw -3284246.296206 + Penalty 39348.401417 = -3244897.894789 nChanged 46 Iteration 93Q (947.152648 sec): 11 clusters Score: Raw -3284259.525570 + Penalty 39348.401417 = -3244911.124153 nChanged 39 Iteration 94Q (947.773750 sec): 11 clusters Score: Raw -3284274.068136 + Penalty 39348.401417 = -3244925.666718 nChanged 41 Iteration 95Q (948.380313 sec): 11 clusters Score: Raw -3284290.477701 + Penalty 39348.401417 = -3244942.076284 nChanged 50 Iteration 96Q (949.011146 sec): 11 clusters Score: Raw -3284305.450616 + Penalty 39348.401417 = -3244957.049198 nChanged 42 Iteration 97Q (949.646393 sec): 11 clusters Score: Raw -3284317.630288 + Penalty 39348.401417 = -3244969.228871 nChanged 38 Iteration 98Q (950.249039 sec): 11 clusters Score: Raw -3284327.763550 + Penalty 39348.401417 = -3244979.362132 nChanged 29 Writing temp clu file Because OldScore, -3244969.228871, is greater than current (better) Score,-3244979.362132 Compute initial score before splitting: Score: Raw -3284327.763550 + Penalty 39348.401417 = -3244979.362132 Trying to split cluster 1 (3761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (950.347356 sec): 2 clusters Score: Raw -281289.272982 + Penalty 3050.119079 = -278239.153904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (950.460411 sec): 3 clusters Score: Raw -279795.265787 + Penalty 6100.238157 = -273695.027629 nChanged 1304 SP:Iteration 1F (950.572449 sec): 3 clusters Score: Raw -280819.165674 + Penalty 6100.238157 = -274718.927517 nChanged 349 SP:Iteration 2F (950.669387 sec): 3 clusters Score: Raw -281281.325441 + Penalty 6100.238157 = -275181.087283 nChanged 276 SP:Iteration 3F (950.788600 sec): 3 clusters Score: Raw -281629.577605 + Penalty 6100.238157 = -275529.339448 nChanged 233 SP:Iteration 4F (950.876730 sec): 3 clusters Score: Raw -281937.109073 + Penalty 6100.238157 = -275836.870916 nChanged 212 SP:Iteration 5F (950.991683 sec): 3 clusters Score: Raw -282242.657101 + Penalty 6100.238157 = -276142.418944 nChanged 192 SP:Iteration 6F (951.100322 sec): 3 clusters Score: Raw -282536.583778 + Penalty 6100.238157 = -276436.345621 nChanged 153 SP:Iteration 7Q (951.208907 sec): 3 clusters Score: Raw -282721.951163 + Penalty 6100.238157 = -276621.713006 nChanged 109 SP:Iteration 8Q (951.302636 sec): 3 clusters Score: Raw -282821.907332 + Penalty 6100.238157 = -276721.669174 nChanged 69 SP:Iteration 9Q (951.389489 sec): 3 clusters Score: Raw -282882.148022 + Penalty 6100.238157 = -276781.909864 nChanged 59 SP:Iteration 10Q (951.484114 sec): 3 clusters Score: Raw -282930.520736 + Penalty 6100.238157 = -276830.282578 nChanged 39 SP:Iteration 11Q (951.592682 sec): 3 clusters Score: Raw -282955.842412 + Penalty 6100.238157 = -276855.604254 nChanged 20 SP:Iteration 12Q (951.679323 sec): 3 clusters Score: Raw -282968.958858 + Penalty 6100.238157 = -276868.720701 nChanged 19 SP:Iteration 13Q (951.770762 sec): 3 clusters Score: Raw -282981.385143 + Penalty 6100.238157 = -276881.146986 nChanged 15 SP:Iteration 14Q (951.865511 sec): 3 clusters Score: Raw -282992.500509 + Penalty 6100.238157 = -276892.262352 nChanged 11 SP:Iteration 15Q (951.942893 sec): 3 clusters Score: Raw -282999.189680 + Penalty 6100.238157 = -276898.951522 nChanged 11 SP:Iteration 16Q (952.053626 sec): 3 clusters Score: Raw -283006.843333 + Penalty 6100.238157 = -276906.605176 nChanged 12 SP:Iteration 17Q (952.143267 sec): 3 clusters Score: Raw -283014.622754 + Penalty 6100.238157 = -276914.384597 nChanged 10 SP:Iteration 18Q (952.237254 sec): 3 clusters Score: Raw -283021.095364 + Penalty 6100.238157 = -276920.857206 nChanged 6 SP:Iteration 19Q (952.330888 sec): 3 clusters Score: Raw -283026.734411 + Penalty 6100.238157 = -276926.496253 nChanged 10 SP:Iteration 20F (952.427651 sec): 3 clusters Score: Raw -283035.710156 + Penalty 6100.238157 = -276935.471999 nChanged 7 SP:Iteration 21Q (952.507983 sec): 3 clusters Score: Raw -283040.270688 + Penalty 6100.238157 = -276940.032531 nChanged 5 SP:Iteration 22Q (952.609720 sec): 3 clusters Score: Raw -283045.982015 + Penalty 6100.238157 = -276945.743858 nChanged 8 SP:Iteration 23Q (952.682584 sec): 3 clusters Score: Raw -283050.357133 + Penalty 6100.238157 = -276950.118976 nChanged 5 SP:Iteration 24Q (952.792003 sec): 3 clusters Score: Raw -283053.126396 + Penalty 6100.238157 = -276952.888238 nChanged 1 SP:Iteration 25Q (952.882009 sec): 3 clusters Score: Raw -283054.432730 + Penalty 6100.238157 = -276954.194573 nChanged 3 SP:Iteration 26Q (952.969306 sec): 3 clusters Score: Raw -283056.006390 + Penalty 6100.238157 = -276955.768233 nChanged 0 SP:Iteration 27F (953.068718 sec): 3 clusters Score: Raw -283056.006390 + Penalty 6100.238157 = -276955.768233 nChanged 0 Trying to split cluster 2 (4847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (953.115218 sec): 2 clusters Score: Raw -385190.351882 + Penalty 3144.105695 = -382046.246187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (953.221546 sec): 3 clusters Score: Raw -383257.594315 + Penalty 6288.211390 = -376969.382925 nChanged 1743 SP:Iteration 1F (953.319947 sec): 3 clusters Score: Raw -384733.080354 + Penalty 6288.211390 = -378444.868964 nChanged 537 SP:Iteration 2F (953.414772 sec): 3 clusters Score: Raw -385468.872569 + Penalty 6288.211390 = -379180.661179 nChanged 442 SP:Iteration 3F (953.513559 sec): 3 clusters Score: Raw -386172.085603 + Penalty 6288.211390 = -379883.874213 nChanged 401 SP:Iteration 4F (953.589615 sec): 3 clusters Score: Raw -386801.387434 + Penalty 6288.211390 = -380513.176044 nChanged 321 SP:Iteration 5F (953.687617 sec): 3 clusters Score: Raw -387320.439559 + Penalty 6288.211390 = -381032.228169 nChanged 243 SP:Iteration 6F (953.790798 sec): 3 clusters Score: Raw -387761.385767 + Penalty 6288.211390 = -381473.174377 nChanged 177 SP:Iteration 7Q (953.891978 sec): 3 clusters Score: Raw -388086.703392 + Penalty 6288.211390 = -381798.492002 nChanged 149 SP:Iteration 8Q (953.980627 sec): 3 clusters Score: Raw -388257.706456 + Penalty 6288.211390 = -381969.495067 nChanged 110 SP:Iteration 9Q (954.068801 sec): 3 clusters Score: Raw -388383.496800 + Penalty 6288.211390 = -382095.285410 nChanged 87 SP:Iteration 10Q (954.181867 sec): 3 clusters Score: Raw -388495.225091 + Penalty 6288.211390 = -382207.013701 nChanged 80 SP:Iteration 11Q (954.277066 sec): 3 clusters Score: Raw -388623.033862 + Penalty 6288.211390 = -382334.822472 nChanged 76 SP:Iteration 12Q (954.373016 sec): 3 clusters Score: Raw -388753.423368 + Penalty 6288.211390 = -382465.211978 nChanged 68 SP:Iteration 13Q (954.461404 sec): 3 clusters Score: Raw -388850.934834 + Penalty 6288.211390 = -382562.723444 nChanged 58 SP:Iteration 14Q (954.536984 sec): 3 clusters Score: Raw -388906.094552 + Penalty 6288.211390 = -382617.883162 nChanged 30 SP:Iteration 15Q (954.647521 sec): 3 clusters Score: Raw -388924.668571 + Penalty 6288.211390 = -382636.457181 nChanged 21 SP:Iteration 16Q (954.744467 sec): 3 clusters Score: Raw -388936.131151 + Penalty 6288.211390 = -382647.919761 nChanged 9 SP:Iteration 17Q (954.840436 sec): 3 clusters Score: Raw -388943.005197 + Penalty 6288.211390 = -382654.793807 nChanged 5 SP:Iteration 18Q (954.916393 sec): 3 clusters Score: Raw -388944.603558 + Penalty 6288.211390 = -382656.392169 nChanged 3 SP:Iteration 19Q (955.012897 sec): 3 clusters Score: Raw -388945.372038 + Penalty 6288.211390 = -382657.160648 nChanged 2 SP:Iteration 20F (955.113770 sec): 3 clusters Score: Raw -388945.742718 + Penalty 6288.211390 = -382657.531328 nChanged 2 SP:Iteration 21Q (955.204066 sec): 3 clusters Score: Raw -388946.309849 + Penalty 6288.211390 = -382658.098459 nChanged 4 SP:Iteration 22Q (955.315424 sec): 3 clusters Score: Raw -388948.518310 + Penalty 6288.211390 = -382660.306920 nChanged 2 SP:Iteration 23Q (955.409454 sec): 3 clusters Score: Raw -388949.433996 + Penalty 6288.211390 = -382661.222607 nChanged 2 SP:Iteration 24Q (955.504235 sec): 3 clusters Score: Raw -388950.285251 + Penalty 6288.211390 = -382662.073861 nChanged 1 SP:Iteration 25Q (955.582610 sec): 3 clusters Score: Raw -388950.821718 + Penalty 6288.211390 = -382662.610328 nChanged 3 SP:Iteration 26Q (955.680994 sec): 3 clusters Score: Raw -388952.319094 + Penalty 6288.211390 = -382664.107704 nChanged 3 SP:Iteration 27Q (955.786575 sec): 3 clusters Score: Raw -388953.635571 + Penalty 6288.211390 = -382665.424181 nChanged 2 SP:Iteration 28Q (955.885805 sec): 3 clusters Score: Raw -388954.787391 + Penalty 6288.211390 = -382666.576001 nChanged 1 SP:Iteration 29Q (955.968435 sec): 3 clusters Score: Raw -388955.115870 + Penalty 6288.211390 = -382666.904480 nChanged 1 SP:Iteration 30Q (956.075913 sec): 3 clusters Score: Raw -388955.334360 + Penalty 6288.211390 = -382667.122970 nChanged 0 SP:Iteration 31F (956.168387 sec): 3 clusters Score: Raw -388955.334360 + Penalty 6288.211390 = -382667.122970 nChanged 0 Score: Raw -3288099.972975 + Penalty 43283.241559 = -3244816.731416 Splitting cluster 2 changes total score from -3244979.362132 to -3244816.731416 So it's not getting split. Trying to split cluster 3 (4902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (957.103989 sec): 2 clusters Score: Raw -396873.881968 + Penalty 3148.286168 = -393725.595800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (957.191303 sec): 3 clusters Score: Raw -394777.750697 + Penalty 6296.572336 = -388481.178361 nChanged 1767 SP:Iteration 1F (957.286017 sec): 3 clusters Score: Raw -396031.725037 + Penalty 6296.572336 = -389735.152701 nChanged 422 SP:Iteration 2F (957.392525 sec): 3 clusters Score: Raw -396476.232924 + Penalty 6296.572336 = -390179.660588 nChanged 316 SP:Iteration 3F (957.487301 sec): 3 clusters Score: Raw -396850.129482 + Penalty 6296.572336 = -390553.557146 nChanged 302 SP:Iteration 4F (957.572805 sec): 3 clusters Score: Raw -397248.256299 + Penalty 6296.572336 = -390951.683963 nChanged 314 SP:Iteration 5F (957.684384 sec): 3 clusters Score: Raw -397747.008601 + Penalty 6296.572336 = -391450.436265 nChanged 343 SP:Iteration 6F (957.776469 sec): 3 clusters Score: Raw -398270.678502 + Penalty 6296.572336 = -391974.106166 nChanged 259 SP:Iteration 7F (957.871882 sec): 3 clusters Score: Raw -398625.773161 + Penalty 6296.572336 = -392329.200825 nChanged 191 SP:Iteration 8Q (957.966091 sec): 3 clusters Score: Raw -398843.585443 + Penalty 6296.572336 = -392547.013107 nChanged 141 SP:Iteration 9Q (958.060737 sec): 3 clusters Score: Raw -398978.701365 + Penalty 6296.572336 = -392682.129029 nChanged 97 SP:Iteration 10Q (958.161693 sec): 3 clusters Score: Raw -399084.733420 + Penalty 6296.572336 = -392788.161084 nChanged 75 SP:Iteration 11Q (958.250694 sec): 3 clusters Score: Raw -399152.595270 + Penalty 6296.572336 = -392856.022934 nChanged 63 SP:Iteration 12Q (958.345487 sec): 3 clusters Score: Raw -399209.752998 + Penalty 6296.572336 = -392913.180662 nChanged 42 SP:Iteration 13Q (958.444532 sec): 3 clusters Score: Raw -399247.506639 + Penalty 6296.572336 = -392950.934303 nChanged 40 SP:Iteration 14Q (958.543569 sec): 3 clusters Score: Raw -399285.975248 + Penalty 6296.572336 = -392989.402912 nChanged 40 SP:Iteration 15Q (958.640528 sec): 3 clusters Score: Raw -399319.506993 + Penalty 6296.572336 = -393022.934657 nChanged 40 SP:Iteration 16Q (958.736291 sec): 3 clusters Score: Raw -399365.451022 + Penalty 6296.572336 = -393068.878686 nChanged 51 SP:Iteration 17Q (958.831217 sec): 3 clusters Score: Raw -399422.560632 + Penalty 6296.572336 = -393125.988296 nChanged 70 SP:Iteration 18Q (958.926122 sec): 3 clusters Score: Raw -399537.104069 + Penalty 6296.572336 = -393240.531733 nChanged 97 SP:Iteration 19Q (959.021934 sec): 3 clusters Score: Raw -399756.999952 + Penalty 6296.572336 = -393460.427616 nChanged 108 SP:Iteration 20F (959.115740 sec): 3 clusters Score: Raw -400013.055708 + Penalty 6296.572336 = -393716.483372 nChanged 86 SP:Iteration 21Q (959.204368 sec): 3 clusters Score: Raw -400138.622403 + Penalty 6296.572336 = -393842.050067 nChanged 39 SP:Iteration 22Q (959.297263 sec): 3 clusters Score: Raw -400177.487316 + Penalty 6296.572336 = -393880.914980 nChanged 24 SP:Iteration 23Q (959.393442 sec): 3 clusters Score: Raw -400195.613992 + Penalty 6296.572336 = -393899.041656 nChanged 16 SP:Iteration 24Q (959.468255 sec): 3 clusters Score: Raw -400208.521033 + Penalty 6296.572336 = -393911.948697 nChanged 9 SP:Iteration 25Q (959.571310 sec): 3 clusters Score: Raw -400211.754921 + Penalty 6296.572336 = -393915.182585 nChanged 1 SP:Iteration 26Q (959.663148 sec): 3 clusters Score: Raw -400212.111130 + Penalty 6296.572336 = -393915.538794 nChanged 0 SP:Iteration 27F (959.748587 sec): 3 clusters Score: Raw -400212.111130 + Penalty 6296.572336 = -393915.538794 nChanged 0 Score: Raw -3287673.219659 + Penalty 43283.241559 = -3244389.978100 Splitting cluster 3 changes total score from -3244979.362132 to -3244389.978100 So it's not getting split. Trying to split cluster 4 (2665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (960.670036 sec): 2 clusters Score: Raw -169099.782725 + Penalty 2922.488934 = -166177.293791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (960.771623 sec): 3 clusters Score: Raw -168350.580326 + Penalty 5844.977868 = -162505.602457 nChanged 844 SP:Iteration 1F (960.874329 sec): 3 clusters Score: Raw -169598.977405 + Penalty 5844.977868 = -163753.999537 nChanged 351 SP:Iteration 2F (960.954883 sec): 3 clusters Score: Raw -170413.523024 + Penalty 5844.977868 = -164568.545155 nChanged 240 SP:Iteration 3F (961.059760 sec): 3 clusters Score: Raw -171074.071556 + Penalty 5844.977868 = -165229.093688 nChanged 182 SP:Iteration 4F (961.150754 sec): 3 clusters Score: Raw -171540.900988 + Penalty 5844.977868 = -165695.923120 nChanged 114 SP:Iteration 5Q (961.224110 sec): 3 clusters Score: Raw -171764.442024 + Penalty 5844.977868 = -165919.464155 nChanged 72 SP:Iteration 6Q (961.327912 sec): 3 clusters Score: Raw -171867.906203 + Penalty 5844.977868 = -166022.928335 nChanged 31 SP:Iteration 7Q (961.410174 sec): 3 clusters Score: Raw -171898.732049 + Penalty 5844.977868 = -166053.754181 nChanged 10 SP:Iteration 8Q (961.518628 sec): 3 clusters Score: Raw -171905.592055 + Penalty 5844.977868 = -166060.614186 nChanged 6 SP:Iteration 9Q (961.606203 sec): 3 clusters Score: Raw -171911.475772 + Penalty 5844.977868 = -166066.497903 nChanged 3 SP:Iteration 10Q (961.697886 sec): 3 clusters Score: Raw -171914.196408 + Penalty 5844.977868 = -166069.218540 nChanged 1 SP:Iteration 11Q (961.788300 sec): 3 clusters Score: Raw -171914.654979 + Penalty 5844.977868 = -166069.677110 nChanged 0 SP:Iteration 12F (961.879549 sec): 3 clusters Score: Raw -171914.654979 + Penalty 5844.977868 = -166069.677110 nChanged 0 Trying to split cluster 5 (5257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (961.942832 sec): 2 clusters Score: Raw -478381.083695 + Penalty 3174.190504 = -475206.893191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (962.053958 sec): 3 clusters Score: Raw -476024.347811 + Penalty 6348.381008 = -469675.966803 nChanged 1901 SP:Iteration 1F (962.136556 sec): 3 clusters Score: Raw -477272.851729 + Penalty 6348.381008 = -470924.470720 nChanged 424 SP:Iteration 2F (962.235382 sec): 3 clusters Score: Raw -477571.032144 + Penalty 6348.381008 = -471222.651136 nChanged 284 SP:Iteration 3F (962.331413 sec): 3 clusters Score: Raw -477772.800707 + Penalty 6348.381008 = -471424.419699 nChanged 211 SP:Iteration 4Q (962.451895 sec): 3 clusters Score: Raw -477927.249045 + Penalty 6348.381008 = -471578.868037 nChanged 159 SP:Iteration 5Q (962.527261 sec): 3 clusters Score: Raw -478027.401662 + Penalty 6348.381008 = -471679.020653 nChanged 128 SP:Iteration 6Q (962.613339 sec): 3 clusters Score: Raw -478105.462460 + Penalty 6348.381008 = -471757.081451 nChanged 102 SP:Iteration 7Q (962.729226 sec): 3 clusters Score: Raw -478159.238239 + Penalty 6348.381008 = -471810.857231 nChanged 73 SP:Iteration 8Q (962.817861 sec): 3 clusters Score: Raw -478204.521859 + Penalty 6348.381008 = -471856.140850 nChanged 64 SP:Iteration 9Q (962.907802 sec): 3 clusters Score: Raw -478242.381444 + Penalty 6348.381008 = -471894.000436 nChanged 67 SP:Iteration 10Q (963.019350 sec): 3 clusters Score: Raw -478276.866537 + Penalty 6348.381008 = -471928.485528 nChanged 54 SP:Iteration 11Q (963.098284 sec): 3 clusters Score: Raw -478302.999843 + Penalty 6348.381008 = -471954.618834 nChanged 44 SP:Iteration 12Q (963.215072 sec): 3 clusters Score: Raw -478323.218347 + Penalty 6348.381008 = -471974.837338 nChanged 45 SP:Iteration 13Q (963.328934 sec): 3 clusters Score: Raw -478347.027058 + Penalty 6348.381008 = -471998.646049 nChanged 47 SP:Iteration 14Q (963.416230 sec): 3 clusters Score: Raw -478367.840264 + Penalty 6348.381008 = -472019.459255 nChanged 37 SP:Iteration 15Q (963.527053 sec): 3 clusters Score: Raw -478383.012933 + Penalty 6348.381008 = -472034.631925 nChanged 24 SP:Iteration 16Q (963.621863 sec): 3 clusters Score: Raw -478393.726465 + Penalty 6348.381008 = -472045.345457 nChanged 23 SP:Iteration 17Q (963.728975 sec): 3 clusters Score: Raw -478402.635260 + Penalty 6348.381008 = -472054.254252 nChanged 21 SP:Iteration 18Q (963.819710 sec): 3 clusters Score: Raw -478410.481510 + Penalty 6348.381008 = -472062.100502 nChanged 20 SP:Iteration 19Q (963.912305 sec): 3 clusters Score: Raw -478417.516573 + Penalty 6348.381008 = -472069.135564 nChanged 13 SP:Iteration 20F (964.013109 sec): 3 clusters Score: Raw -478423.232503 + Penalty 6348.381008 = -472074.851495 nChanged 18 SP:Iteration 21Q (964.111401 sec): 3 clusters Score: Raw -478431.344584 + Penalty 6348.381008 = -472082.963575 nChanged 19 SP:Iteration 22Q (964.202534 sec): 3 clusters Score: Raw -478439.062396 + Penalty 6348.381008 = -472090.681388 nChanged 19 SP:Iteration 23Q (964.287766 sec): 3 clusters Score: Raw -478445.759662 + Penalty 6348.381008 = -472097.378654 nChanged 17 SP:Iteration 24Q (964.404718 sec): 3 clusters Score: Raw -478453.268746 + Penalty 6348.381008 = -472104.887737 nChanged 18 SP:Iteration 25Q (964.496908 sec): 3 clusters Score: Raw -478460.702361 + Penalty 6348.381008 = -472112.321353 nChanged 19 SP:Iteration 26Q (964.597855 sec): 3 clusters Score: Raw -478467.212392 + Penalty 6348.381008 = -472118.831383 nChanged 22 SP:Iteration 27Q (964.699353 sec): 3 clusters Score: Raw -478476.728917 + Penalty 6348.381008 = -472128.347908 nChanged 20 SP:Iteration 28Q (964.792941 sec): 3 clusters Score: Raw -478485.123372 + Penalty 6348.381008 = -472136.742363 nChanged 22 SP:Iteration 29Q (964.892004 sec): 3 clusters Score: Raw -478496.006840 + Penalty 6348.381008 = -472147.625831 nChanged 22 SP:Iteration 30Q (964.995288 sec): 3 clusters Score: Raw -478506.371374 + Penalty 6348.381008 = -472157.990366 nChanged 26 SP:Iteration 31Q (965.100899 sec): 3 clusters Score: Raw -478517.185894 + Penalty 6348.381008 = -472168.804886 nChanged 26 SP:Iteration 32Q (965.192386 sec): 3 clusters Score: Raw -478531.939710 + Penalty 6348.381008 = -472183.558702 nChanged 27 SP:Iteration 33Q (965.278006 sec): 3 clusters Score: Raw -478544.322298 + Penalty 6348.381008 = -472195.941290 nChanged 28 SP:Iteration 34Q (965.389124 sec): 3 clusters Score: Raw -478556.789349 + Penalty 6348.381008 = -472208.408341 nChanged 28 SP:Iteration 35Q (965.482576 sec): 3 clusters Score: Raw -478570.329863 + Penalty 6348.381008 = -472221.948854 nChanged 35 SP:Iteration 36Q (965.581257 sec): 3 clusters Score: Raw -478585.392742 + Penalty 6348.381008 = -472237.011733 nChanged 25 SP:Iteration 37Q (965.678977 sec): 3 clusters Score: Raw -478596.839164 + Penalty 6348.381008 = -472248.458155 nChanged 25 SP:Iteration 38Q (965.768410 sec): 3 clusters Score: Raw -478608.300925 + Penalty 6348.381008 = -472259.919916 nChanged 28 SP:Iteration 39Q (965.853905 sec): 3 clusters Score: Raw -478620.673529 + Penalty 6348.381008 = -472272.292521 nChanged 32 SP:Iteration 40F (965.947659 sec): 3 clusters Score: Raw -478637.820660 + Penalty 6348.381008 = -472289.439651 nChanged 20 SP:Iteration 41Q (966.058988 sec): 3 clusters Score: Raw -478647.982816 + Penalty 6348.381008 = -472299.601807 nChanged 27 SP:Iteration 42Q (966.165705 sec): 3 clusters Score: Raw -478662.679718 + Penalty 6348.381008 = -472314.298710 nChanged 28 SP:Iteration 43Q (966.265357 sec): 3 clusters Score: Raw -478675.476527 + Penalty 6348.381008 = -472327.095518 nChanged 27 SP:Iteration 44Q (966.362476 sec): 3 clusters Score: Raw -478688.663579 + Penalty 6348.381008 = -472340.282571 nChanged 31 SP:Iteration 45Q (966.455308 sec): 3 clusters Score: Raw -478705.984592 + Penalty 6348.381008 = -472357.603583 nChanged 31 SP:Iteration 46Q (966.552620 sec): 3 clusters Score: Raw -478723.391756 + Penalty 6348.381008 = -472375.010747 nChanged 39 SP:Iteration 47Q (966.649195 sec): 3 clusters Score: Raw -478748.848780 + Penalty 6348.381008 = -472400.467772 nChanged 47 SP:Iteration 48Q (966.736060 sec): 3 clusters Score: Raw -478776.797308 + Penalty 6348.381008 = -472428.416299 nChanged 58 SP:Iteration 49Q (966.829946 sec): 3 clusters Score: Raw -478813.617277 + Penalty 6348.381008 = -472465.236269 nChanged 78 SP:Iteration 50Q (966.927998 sec): 3 clusters Score: Raw -478867.223974 + Penalty 6348.381008 = -472518.842966 nChanged 71 SP:Iteration 51Q (967.038722 sec): 3 clusters Score: Raw -478925.767887 + Penalty 6348.381008 = -472577.386879 nChanged 78 SP:Iteration 52Q (967.130613 sec): 3 clusters Score: Raw -478985.224839 + Penalty 6348.381008 = -472636.843831 nChanged 76 SP:Iteration 53Q (967.231346 sec): 3 clusters Score: Raw -479045.847607 + Penalty 6348.381008 = -472697.466599 nChanged 82 SP:Iteration 54Q (967.327193 sec): 3 clusters Score: Raw -479108.782688 + Penalty 6348.381008 = -472760.401680 nChanged 69 SP:Iteration 55Q (967.421485 sec): 3 clusters Score: Raw -479167.271105 + Penalty 6348.381008 = -472818.890096 nChanged 80 SP:Iteration 56Q (967.509989 sec): 3 clusters Score: Raw -479235.819555 + Penalty 6348.381008 = -472887.438546 nChanged 68 SP:Iteration 57Q (967.606773 sec): 3 clusters Score: Raw -479302.020293 + Penalty 6348.381008 = -472953.639285 nChanged 70 SP:Iteration 58Q (967.713124 sec): 3 clusters Score: Raw -479363.482358 + Penalty 6348.381008 = -473015.101350 nChanged 74 SP:Iteration 59Q (967.817105 sec): 3 clusters Score: Raw -479427.958973 + Penalty 6348.381008 = -473079.577964 nChanged 65 SP:Iteration 60F (967.910970 sec): 3 clusters Score: Raw -479485.664462 + Penalty 6348.381008 = -473137.283453 nChanged 64 SP:Iteration 61Q (968.000156 sec): 3 clusters Score: Raw -479550.361584 + Penalty 6348.381008 = -473201.980575 nChanged 65 SP:Iteration 62Q (968.102144 sec): 3 clusters Score: Raw -479625.018326 + Penalty 6348.381008 = -473276.637318 nChanged 72 SP:Iteration 63Q (968.206574 sec): 3 clusters Score: Raw -479718.557567 + Penalty 6348.381008 = -473370.176558 nChanged 71 SP:Iteration 64Q (968.287357 sec): 3 clusters Score: Raw -479794.315386 + Penalty 6348.381008 = -473445.934378 nChanged 51 SP:Iteration 65Q (968.378443 sec): 3 clusters Score: Raw -479847.525712 + Penalty 6348.381008 = -473499.144703 nChanged 46 SP:Iteration 66Q (968.482348 sec): 3 clusters Score: Raw -479891.877543 + Penalty 6348.381008 = -473543.496534 nChanged 41 SP:Iteration 67Q (968.577025 sec): 3 clusters Score: Raw -479926.665934 + Penalty 6348.381008 = -473578.284925 nChanged 29 SP:Iteration 68Q (968.677588 sec): 3 clusters Score: Raw -479951.530616 + Penalty 6348.381008 = -473603.149608 nChanged 35 SP:Iteration 69Q (968.741334 sec): 3 clusters Score: Raw -479976.622954 + Penalty 6348.381008 = -473628.241946 nChanged 34 SP:Iteration 70Q (968.844567 sec): 3 clusters Score: Raw -480001.708542 + Penalty 6348.381008 = -473653.327533 nChanged 29 SP:Iteration 71Q (968.954154 sec): 3 clusters Score: Raw -480023.662901 + Penalty 6348.381008 = -473675.281893 nChanged 34 SP:Iteration 72Q (969.026348 sec): 3 clusters Score: Raw -480057.343830 + Penalty 6348.381008 = -473708.962822 nChanged 51 SP:Iteration 73Q (969.128193 sec): 3 clusters Score: Raw -480102.648006 + Penalty 6348.381008 = -473754.266998 nChanged 49 SP:Iteration 74Q (969.227783 sec): 3 clusters Score: Raw -480146.300267 + Penalty 6348.381008 = -473797.919259 nChanged 50 SP:Iteration 75Q (969.330735 sec): 3 clusters Score: Raw -480191.926399 + Penalty 6348.381008 = -473843.545390 nChanged 48 SP:Iteration 76Q (969.412490 sec): 3 clusters Score: Raw -480232.442751 + Penalty 6348.381008 = -473884.061743 nChanged 49 SP:Iteration 77Q (969.507152 sec): 3 clusters Score: Raw -480273.203871 + Penalty 6348.381008 = -473924.822863 nChanged 52 SP:Iteration 78Q (969.594684 sec): 3 clusters Score: Raw -480312.328866 + Penalty 6348.381008 = -473963.947858 nChanged 42 SP:Iteration 79Q (969.684381 sec): 3 clusters Score: Raw -480352.681070 + Penalty 6348.381008 = -474004.300062 nChanged 34 SP:Iteration 80F (969.797227 sec): 3 clusters Score: Raw -480382.978247 + Penalty 6348.381008 = -474034.597239 nChanged 24 SP:Iteration 81Q (969.885127 sec): 3 clusters Score: Raw -480398.982346 + Penalty 6348.381008 = -474050.601337 nChanged 31 SP:Iteration 82Q (969.963503 sec): 3 clusters Score: Raw -480419.313116 + Penalty 6348.381008 = -474070.932108 nChanged 25 SP:Iteration 83Q (970.077612 sec): 3 clusters Score: Raw -480435.064761 + Penalty 6348.381008 = -474086.683752 nChanged 24 SP:Iteration 84Q (970.194925 sec): 3 clusters Score: Raw -480449.249187 + Penalty 6348.381008 = -474100.868178 nChanged 15 SP:Iteration 85Q (970.285530 sec): 3 clusters Score: Raw -480456.664434 + Penalty 6348.381008 = -474108.283426 nChanged 9 SP:Iteration 86Q (970.376525 sec): 3 clusters Score: Raw -480461.813557 + Penalty 6348.381008 = -474113.432548 nChanged 13 SP:Iteration 87Q (970.478598 sec): 3 clusters Score: Raw -480469.330261 + Penalty 6348.381008 = -474120.949252 nChanged 7 SP:Iteration 88Q (970.566692 sec): 3 clusters Score: Raw -480473.292394 + Penalty 6348.381008 = -474124.911386 nChanged 7 SP:Iteration 89Q (970.659600 sec): 3 clusters Score: Raw -480476.669120 + Penalty 6348.381008 = -474128.288112 nChanged 5 SP:Iteration 90Q (970.763606 sec): 3 clusters Score: Raw -480479.312168 + Penalty 6348.381008 = -474130.931160 nChanged 4 SP:Iteration 91Q (970.842241 sec): 3 clusters Score: Raw -480480.635747 + Penalty 6348.381008 = -474132.254739 nChanged 3 SP:Iteration 92Q (970.917989 sec): 3 clusters Score: Raw -480481.431144 + Penalty 6348.381008 = -474133.050135 nChanged 1 SP:Iteration 93Q (971.014381 sec): 3 clusters Score: Raw -480481.800331 + Penalty 6348.381008 = -474133.419323 nChanged 0 SP:Iteration 94F (971.117693 sec): 3 clusters Score: Raw -480481.800331 + Penalty 6348.381008 = -474133.419323 nChanged 0 Trying to split cluster 6 (3829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (971.162374 sec): 2 clusters Score: Raw -321299.157973 + Penalty 3056.757992 = -318242.399982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (971.265743 sec): 3 clusters Score: Raw -319806.241128 + Penalty 6113.515983 = -313692.725145 nChanged 1268 SP:Iteration 1F (971.370629 sec): 3 clusters Score: Raw -320697.983085 + Penalty 6113.515983 = -314584.467102 nChanged 289 SP:Iteration 2F (971.443684 sec): 3 clusters Score: Raw -320897.171130 + Penalty 6113.515983 = -314783.655147 nChanged 147 SP:Iteration 3Q (971.550922 sec): 3 clusters Score: Raw -321019.609391 + Penalty 6113.515983 = -314906.093407 nChanged 114 SP:Iteration 4Q (971.630414 sec): 3 clusters Score: Raw -321107.791590 + Penalty 6113.515983 = -314994.275607 nChanged 89 SP:Iteration 5Q (971.729126 sec): 3 clusters Score: Raw -321171.545839 + Penalty 6113.515983 = -315058.029856 nChanged 73 SP:Iteration 6Q (971.819284 sec): 3 clusters Score: Raw -321225.212513 + Penalty 6113.515983 = -315111.696530 nChanged 56 SP:Iteration 7Q (971.931240 sec): 3 clusters Score: Raw -321267.375095 + Penalty 6113.515983 = -315153.859112 nChanged 67 SP:Iteration 8Q (972.015251 sec): 3 clusters Score: Raw -321318.654012 + Penalty 6113.515983 = -315205.138029 nChanged 76 SP:Iteration 9Q (972.104172 sec): 3 clusters Score: Raw -321372.590915 + Penalty 6113.515983 = -315259.074932 nChanged 72 SP:Iteration 10Q (972.197206 sec): 3 clusters Score: Raw -321426.739483 + Penalty 6113.515983 = -315313.223500 nChanged 74 SP:Iteration 11Q (972.279508 sec): 3 clusters Score: Raw -321487.136659 + Penalty 6113.515983 = -315373.620676 nChanged 68 SP:Iteration 12Q (972.382386 sec): 3 clusters Score: Raw -321548.735257 + Penalty 6113.515983 = -315435.219274 nChanged 81 SP:Iteration 13Q (972.460769 sec): 3 clusters Score: Raw -321618.233558 + Penalty 6113.515983 = -315504.717575 nChanged 88 SP:Iteration 14Q (972.546403 sec): 3 clusters Score: Raw -321704.180594 + Penalty 6113.515983 = -315590.664611 nChanged 91 SP:Iteration 15Q (972.649214 sec): 3 clusters Score: Raw -321798.619922 + Penalty 6113.515983 = -315685.103939 nChanged 94 SP:Iteration 16Q (972.760512 sec): 3 clusters Score: Raw -321892.847568 + Penalty 6113.515983 = -315779.331585 nChanged 97 SP:Iteration 17Q (972.846405 sec): 3 clusters Score: Raw -321986.515647 + Penalty 6113.515983 = -315872.999664 nChanged 90 SP:Iteration 18Q (972.950409 sec): 3 clusters Score: Raw -322070.106137 + Penalty 6113.515983 = -315956.590154 nChanged 79 SP:Iteration 19Q (973.043874 sec): 3 clusters Score: Raw -322141.461846 + Penalty 6113.515983 = -316027.945863 nChanged 88 SP:Iteration 20F (973.136288 sec): 3 clusters Score: Raw -322209.255921 + Penalty 6113.515983 = -316095.739938 nChanged 62 SP:Iteration 21Q (973.212339 sec): 3 clusters Score: Raw -322258.081830 + Penalty 6113.515983 = -316144.565847 nChanged 58 SP:Iteration 22Q (973.308279 sec): 3 clusters Score: Raw -322306.848058 + Penalty 6113.515983 = -316193.332075 nChanged 49 SP:Iteration 23Q (973.415562 sec): 3 clusters Score: Raw -322339.947000 + Penalty 6113.515983 = -316226.431017 nChanged 31 SP:Iteration 24Q (973.490690 sec): 3 clusters Score: Raw -322364.940604 + Penalty 6113.515983 = -316251.424621 nChanged 32 SP:Iteration 25Q (973.611303 sec): 3 clusters Score: Raw -322386.788853 + Penalty 6113.515983 = -316273.272869 nChanged 30 SP:Iteration 26Q (973.684742 sec): 3 clusters Score: Raw -322410.033813 + Penalty 6113.515983 = -316296.517830 nChanged 30 SP:Iteration 27Q (973.784697 sec): 3 clusters Score: Raw -322431.385985 + Penalty 6113.515983 = -316317.870002 nChanged 19 SP:Iteration 28Q (973.881748 sec): 3 clusters Score: Raw -322445.107024 + Penalty 6113.515983 = -316331.591041 nChanged 17 SP:Iteration 29Q (973.955893 sec): 3 clusters Score: Raw -322456.864406 + Penalty 6113.515983 = -316343.348423 nChanged 16 SP:Iteration 30Q (974.048042 sec): 3 clusters Score: Raw -322466.341888 + Penalty 6113.515983 = -316352.825905 nChanged 12 SP:Iteration 31Q (974.141420 sec): 3 clusters Score: Raw -322472.010580 + Penalty 6113.515983 = -316358.494596 nChanged 7 SP:Iteration 32Q (974.241932 sec): 3 clusters Score: Raw -322475.880803 + Penalty 6113.515983 = -316362.364820 nChanged 10 SP:Iteration 33Q (974.325883 sec): 3 clusters Score: Raw -322481.010295 + Penalty 6113.515983 = -316367.494312 nChanged 6 SP:Iteration 34Q (974.423101 sec): 3 clusters Score: Raw -322483.812564 + Penalty 6113.515983 = -316370.296581 nChanged 7 SP:Iteration 35Q (974.497625 sec): 3 clusters Score: Raw -322487.525514 + Penalty 6113.515983 = -316374.009531 nChanged 6 SP:Iteration 36Q (974.598408 sec): 3 clusters Score: Raw -322489.312252 + Penalty 6113.515983 = -316375.796269 nChanged 4 SP:Iteration 37Q (974.687277 sec): 3 clusters Score: Raw -322491.288666 + Penalty 6113.515983 = -316377.772683 nChanged 6 SP:Iteration 38Q (974.783821 sec): 3 clusters Score: Raw -322493.972241 + Penalty 6113.515983 = -316380.456258 nChanged 8 SP:Iteration 39Q (974.869933 sec): 3 clusters Score: Raw -322499.770198 + Penalty 6113.515983 = -316386.254215 nChanged 10 SP:Iteration 40F (974.968239 sec): 3 clusters Score: Raw -322503.744028 + Penalty 6113.515983 = -316390.228045 nChanged 7 SP:Iteration 41Q (975.050651 sec): 3 clusters Score: Raw -322507.602215 + Penalty 6113.515983 = -316394.086232 nChanged 4 SP:Iteration 42Q (975.149345 sec): 3 clusters Score: Raw -322510.070090 + Penalty 6113.515983 = -316396.554107 nChanged 5 SP:Iteration 43Q (975.241541 sec): 3 clusters Score: Raw -322512.017348 + Penalty 6113.515983 = -316398.501365 nChanged 0 SP:Iteration 44F (975.353925 sec): 3 clusters Score: Raw -322512.017348 + Penalty 6113.515983 = -316398.501365 nChanged 0 Trying to split cluster 7 (3053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (975.383678 sec): 2 clusters Score: Raw -198062.441137 + Penalty 2972.847537 = -195089.593600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (975.482103 sec): 3 clusters Score: Raw -197020.306167 + Penalty 5945.695075 = -191074.611093 nChanged 1029 SP:Iteration 1F (975.583448 sec): 3 clusters Score: Raw -198156.090036 + Penalty 5945.695075 = -192210.394961 nChanged 351 SP:Iteration 2F (975.679467 sec): 3 clusters Score: Raw -199113.949900 + Penalty 5945.695075 = -193168.254826 nChanged 304 SP:Iteration 3F (975.756215 sec): 3 clusters Score: Raw -199783.241880 + Penalty 5945.695075 = -193837.546805 nChanged 222 SP:Iteration 4F (975.850897 sec): 3 clusters Score: Raw -200197.809959 + Penalty 5945.695075 = -194252.114885 nChanged 149 SP:Iteration 5Q (975.952529 sec): 3 clusters Score: Raw -200448.226268 + Penalty 5945.695075 = -194502.531193 nChanged 83 SP:Iteration 6Q (976.041303 sec): 3 clusters Score: Raw -200568.652865 + Penalty 5945.695075 = -194622.957791 nChanged 40 SP:Iteration 7Q (976.112011 sec): 3 clusters Score: Raw -200610.741120 + Penalty 5945.695075 = -194665.046045 nChanged 35 SP:Iteration 8Q (976.211227 sec): 3 clusters Score: Raw -200640.167683 + Penalty 5945.695075 = -194694.472609 nChanged 17 SP:Iteration 9Q (976.286337 sec): 3 clusters Score: Raw -200655.921328 + Penalty 5945.695075 = -194710.226254 nChanged 19 SP:Iteration 10Q (976.386793 sec): 3 clusters Score: Raw -200670.509143 + Penalty 5945.695075 = -194724.814069 nChanged 8 SP:Iteration 11Q (976.475036 sec): 3 clusters Score: Raw -200676.587268 + Penalty 5945.695075 = -194730.892194 nChanged 5 SP:Iteration 12Q (976.568232 sec): 3 clusters Score: Raw -200680.936633 + Penalty 5945.695075 = -194735.241559 nChanged 3 SP:Iteration 13Q (976.655146 sec): 3 clusters Score: Raw -200687.600554 + Penalty 5945.695075 = -194741.905480 nChanged 10 SP:Iteration 14Q (976.734496 sec): 3 clusters Score: Raw -200707.679032 + Penalty 5945.695075 = -194761.983957 nChanged 12 SP:Iteration 15Q (976.835554 sec): 3 clusters Score: Raw -200724.232552 + Penalty 5945.695075 = -194778.537478 nChanged 16 SP:Iteration 16Q (976.933978 sec): 3 clusters Score: Raw -200740.353281 + Penalty 5945.695075 = -194794.658206 nChanged 14 SP:Iteration 17Q (977.031507 sec): 3 clusters Score: Raw -200752.581536 + Penalty 5945.695075 = -194806.886461 nChanged 8 SP:Iteration 18Q (977.115814 sec): 3 clusters Score: Raw -200760.143609 + Penalty 5945.695075 = -194814.448534 nChanged 11 SP:Iteration 19Q (977.209774 sec): 3 clusters Score: Raw -200770.993068 + Penalty 5945.695075 = -194825.297994 nChanged 8 SP:Iteration 20F (977.299143 sec): 3 clusters Score: Raw -200777.075647 + Penalty 5945.695075 = -194831.380572 nChanged 8 SP:Iteration 21Q (977.387776 sec): 3 clusters Score: Raw -200781.738256 + Penalty 5945.695075 = -194836.043182 nChanged 4 SP:Iteration 22Q (977.489837 sec): 3 clusters Score: Raw -200784.877128 + Penalty 5945.695075 = -194839.182053 nChanged 6 SP:Iteration 23Q (977.582586 sec): 3 clusters Score: Raw -200788.533964 + Penalty 5945.695075 = -194842.838889 nChanged 6 SP:Iteration 24Q (977.655559 sec): 3 clusters Score: Raw -200791.754070 + Penalty 5945.695075 = -194846.058995 nChanged 4 SP:Iteration 25Q (977.754657 sec): 3 clusters Score: Raw -200794.120418 + Penalty 5945.695075 = -194848.425344 nChanged 2 SP:Iteration 26Q (977.838493 sec): 3 clusters Score: Raw -200796.279005 + Penalty 5945.695075 = -194850.583930 nChanged 4 SP:Iteration 27Q (977.931426 sec): 3 clusters Score: Raw -200802.520840 + Penalty 5945.695075 = -194856.825766 nChanged 7 SP:Iteration 28Q (978.024987 sec): 3 clusters Score: Raw -200812.398682 + Penalty 5945.695075 = -194866.703607 nChanged 4 SP:Iteration 29Q (978.123462 sec): 3 clusters Score: Raw -200820.046173 + Penalty 5945.695075 = -194874.351098 nChanged 4 SP:Iteration 30Q (978.204128 sec): 3 clusters Score: Raw -200822.657644 + Penalty 5945.695075 = -194876.962569 nChanged 1 SP:Iteration 31Q (978.309841 sec): 3 clusters Score: Raw -200823.279377 + Penalty 5945.695075 = -194877.584303 nChanged 2 SP:Iteration 32Q (978.398245 sec): 3 clusters Score: Raw -200824.650290 + Penalty 5945.695075 = -194878.955215 nChanged 3 SP:Iteration 33Q (978.491397 sec): 3 clusters Score: Raw -200830.758412 + Penalty 5945.695075 = -194885.063337 nChanged 10 SP:Iteration 34Q (978.577576 sec): 3 clusters Score: Raw -200839.397926 + Penalty 5945.695075 = -194893.702851 nChanged 14 SP:Iteration 35Q (978.674596 sec): 3 clusters Score: Raw -200849.235988 + Penalty 5945.695075 = -194903.540914 nChanged 14 SP:Iteration 36Q (978.742906 sec): 3 clusters Score: Raw -200864.736447 + Penalty 5945.695075 = -194919.041372 nChanged 15 SP:Iteration 37Q (978.844135 sec): 3 clusters Score: Raw -200878.111363 + Penalty 5945.695075 = -194932.416288 nChanged 15 SP:Iteration 38Q (978.939075 sec): 3 clusters Score: Raw -200890.552814 + Penalty 5945.695075 = -194944.857739 nChanged 21 SP:Iteration 39Q (979.026012 sec): 3 clusters Score: Raw -200914.266472 + Penalty 5945.695075 = -194968.571397 nChanged 22 SP:Iteration 40F (979.111719 sec): 3 clusters Score: Raw -200937.170945 + Penalty 5945.695075 = -194991.475870 nChanged 18 SP:Iteration 41Q (979.195133 sec): 3 clusters Score: Raw -200955.159556 + Penalty 5945.695075 = -195009.464481 nChanged 22 SP:Iteration 42Q (979.280845 sec): 3 clusters Score: Raw -200976.417365 + Penalty 5945.695075 = -195030.722290 nChanged 18 SP:Iteration 43Q (979.378382 sec): 3 clusters Score: Raw -200994.037895 + Penalty 5945.695075 = -195048.342820 nChanged 21 SP:Iteration 44Q (979.477158 sec): 3 clusters Score: Raw -201019.123971 + Penalty 5945.695075 = -195073.428897 nChanged 23 SP:Iteration 45Q (979.559690 sec): 3 clusters Score: Raw -201056.644676 + Penalty 5945.695075 = -195110.949601 nChanged 38 SP:Iteration 46Q (979.648032 sec): 3 clusters Score: Raw -201116.083257 + Penalty 5945.695075 = -195170.388183 nChanged 38 SP:Iteration 47Q (979.760823 sec): 3 clusters Score: Raw -201182.959926 + Penalty 5945.695075 = -195237.264851 nChanged 25 SP:Iteration 48Q (979.843152 sec): 3 clusters Score: Raw -201216.139587 + Penalty 5945.695075 = -195270.444512 nChanged 15 SP:Iteration 49Q (979.927452 sec): 3 clusters Score: Raw -201238.957009 + Penalty 5945.695075 = -195293.261934 nChanged 13 SP:Iteration 50Q (980.015799 sec): 3 clusters Score: Raw -201262.752502 + Penalty 5945.695075 = -195317.057427 nChanged 18 SP:Iteration 51Q (980.107060 sec): 3 clusters Score: Raw -201289.162390 + Penalty 5945.695075 = -195343.467316 nChanged 12 SP:Iteration 52Q (980.179394 sec): 3 clusters Score: Raw -201302.667416 + Penalty 5945.695075 = -195356.972342 nChanged 16 SP:Iteration 53Q (980.276663 sec): 3 clusters Score: Raw -201323.574165 + Penalty 5945.695075 = -195377.879090 nChanged 17 SP:Iteration 54Q (980.371694 sec): 3 clusters Score: Raw -201345.552366 + Penalty 5945.695075 = -195399.857291 nChanged 13 SP:Iteration 55Q (980.464404 sec): 3 clusters Score: Raw -201358.419422 + Penalty 5945.695075 = -195412.724347 nChanged 14 SP:Iteration 56Q (980.559127 sec): 3 clusters Score: Raw -201378.433457 + Penalty 5945.695075 = -195432.738383 nChanged 12 SP:Iteration 57Q (980.645840 sec): 3 clusters Score: Raw -201388.496793 + Penalty 5945.695075 = -195442.801718 nChanged 7 SP:Iteration 58Q (980.734670 sec): 3 clusters Score: Raw -201393.722813 + Penalty 5945.695075 = -195448.027738 nChanged 5 SP:Iteration 59Q (980.811471 sec): 3 clusters Score: Raw -201397.256101 + Penalty 5945.695075 = -195451.561026 nChanged 3 SP:Iteration 60F (980.920348 sec): 3 clusters Score: Raw -201400.577477 + Penalty 5945.695075 = -195454.882402 nChanged 1 SP:Iteration 61Q (981.000095 sec): 3 clusters Score: Raw -201401.414554 + Penalty 5945.695075 = -195455.719480 nChanged 3 SP:Iteration 62Q (981.105545 sec): 3 clusters Score: Raw -201403.720113 + Penalty 5945.695075 = -195458.025039 nChanged 2 SP:Iteration 63Q (981.188477 sec): 3 clusters Score: Raw -201406.553474 + Penalty 5945.695075 = -195460.858399 nChanged 3 SP:Iteration 64Q (981.283072 sec): 3 clusters Score: Raw -201410.853681 + Penalty 5945.695075 = -195465.158607 nChanged 7 SP:Iteration 65Q (981.365067 sec): 3 clusters Score: Raw -201417.351529 + Penalty 5945.695075 = -195471.656454 nChanged 0 SP:Iteration 66F (981.442155 sec): 3 clusters Score: Raw -201417.351529 + Penalty 5945.695075 = -195471.656454 nChanged 0 Score: Raw -3287689.900888 + Penalty 43283.241559 = -3244406.659329 Splitting cluster 7 changes total score from -3244979.362132 to -3244406.659329 So it's not getting split. Trying to split cluster 8 (4423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (982.405237 sec): 2 clusters Score: Raw -405915.702955 + Penalty 3110.189474 = -402805.513482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (982.482684 sec): 3 clusters Score: Raw -404066.160014 + Penalty 6220.378947 = -397845.781067 nChanged 1534 SP:Iteration 1F (982.583784 sec): 3 clusters Score: Raw -405012.827443 + Penalty 6220.378947 = -398792.448496 nChanged 345 SP:Iteration 2F (982.673732 sec): 3 clusters Score: Raw -405305.942366 + Penalty 6220.378947 = -399085.563419 nChanged 235 SP:Iteration 3F (982.771025 sec): 3 clusters Score: Raw -405489.423158 + Penalty 6220.378947 = -399269.044211 nChanged 196 SP:Iteration 4Q (982.861165 sec): 3 clusters Score: Raw -405645.366988 + Penalty 6220.378947 = -399424.988040 nChanged 174 SP:Iteration 5Q (982.957254 sec): 3 clusters Score: Raw -405846.140607 + Penalty 6220.378947 = -399625.761660 nChanged 180 SP:Iteration 6Q (983.066193 sec): 3 clusters Score: Raw -406093.738109 + Penalty 6220.378947 = -399873.359162 nChanged 217 SP:Iteration 7Q (983.167007 sec): 3 clusters Score: Raw -406390.455479 + Penalty 6220.378947 = -400170.076531 nChanged 217 SP:Iteration 8Q (983.247050 sec): 3 clusters Score: Raw -406709.247222 + Penalty 6220.378947 = -400488.868275 nChanged 242 SP:Iteration 9F (983.333078 sec): 3 clusters Score: Raw -407078.736921 + Penalty 6220.378947 = -400858.357974 nChanged 237 SP:Iteration 10F (983.414905 sec): 3 clusters Score: Raw -407392.519393 + Penalty 6220.378947 = -401172.140446 nChanged 207 SP:Iteration 11Q (983.504946 sec): 3 clusters Score: Raw -407621.572439 + Penalty 6220.378947 = -401401.193492 nChanged 140 SP:Iteration 12Q (983.608949 sec): 3 clusters Score: Raw -407759.250032 + Penalty 6220.378947 = -401538.871085 nChanged 88 SP:Iteration 13Q (983.704225 sec): 3 clusters Score: Raw -407845.225506 + Penalty 6220.378947 = -401624.846559 nChanged 73 SP:Iteration 14Q (983.793917 sec): 3 clusters Score: Raw -407908.349109 + Penalty 6220.378947 = -401687.970162 nChanged 56 SP:Iteration 15Q (983.888948 sec): 3 clusters Score: Raw -407952.296495 + Penalty 6220.378947 = -401731.917548 nChanged 54 SP:Iteration 16Q (983.988445 sec): 3 clusters Score: Raw -407991.687731 + Penalty 6220.378947 = -401771.308784 nChanged 38 SP:Iteration 17Q (984.074824 sec): 3 clusters Score: Raw -408023.543680 + Penalty 6220.378947 = -401803.164733 nChanged 32 SP:Iteration 18Q (984.172889 sec): 3 clusters Score: Raw -408046.728862 + Penalty 6220.378947 = -401826.349915 nChanged 29 SP:Iteration 19Q (984.278630 sec): 3 clusters Score: Raw -408072.562610 + Penalty 6220.378947 = -401852.183662 nChanged 33 SP:Iteration 20F (984.368803 sec): 3 clusters Score: Raw -408102.110156 + Penalty 6220.378947 = -401881.731209 nChanged 39 SP:Iteration 21Q (984.488853 sec): 3 clusters Score: Raw -408130.970406 + Penalty 6220.378947 = -401910.591459 nChanged 25 SP:Iteration 22Q (984.558608 sec): 3 clusters Score: Raw -408157.147573 + Penalty 6220.378947 = -401936.768625 nChanged 11 SP:Iteration 23Q (984.660246 sec): 3 clusters Score: Raw -408165.216130 + Penalty 6220.378947 = -401944.837183 nChanged 13 SP:Iteration 24Q (984.758966 sec): 3 clusters Score: Raw -408175.497660 + Penalty 6220.378947 = -401955.118712 nChanged 13 SP:Iteration 25Q (984.842617 sec): 3 clusters Score: Raw -408184.710323 + Penalty 6220.378947 = -401964.331376 nChanged 11 SP:Iteration 26Q (984.930855 sec): 3 clusters Score: Raw -408191.822517 + Penalty 6220.378947 = -401971.443570 nChanged 10 SP:Iteration 27Q (985.037570 sec): 3 clusters Score: Raw -408198.102989 + Penalty 6220.378947 = -401977.724042 nChanged 10 SP:Iteration 28Q (985.138110 sec): 3 clusters Score: Raw -408205.132017 + Penalty 6220.378947 = -401984.753070 nChanged 13 SP:Iteration 29Q (985.216284 sec): 3 clusters Score: Raw -408213.330426 + Penalty 6220.378947 = -401992.951479 nChanged 4 SP:Iteration 30Q (985.308724 sec): 3 clusters Score: Raw -408215.208188 + Penalty 6220.378947 = -401994.829241 nChanged 3 SP:Iteration 31Q (985.400897 sec): 3 clusters Score: Raw -408216.676385 + Penalty 6220.378947 = -401996.297438 nChanged 4 SP:Iteration 32Q (985.493523 sec): 3 clusters Score: Raw -408220.036666 + Penalty 6220.378947 = -401999.657719 nChanged 4 SP:Iteration 33Q (985.583264 sec): 3 clusters Score: Raw -408222.864624 + Penalty 6220.378947 = -402002.485676 nChanged 5 SP:Iteration 34Q (985.678883 sec): 3 clusters Score: Raw -408224.970087 + Penalty 6220.378947 = -402004.591139 nChanged 3 SP:Iteration 35Q (985.776747 sec): 3 clusters Score: Raw -408226.028144 + Penalty 6220.378947 = -402005.649197 nChanged 1 SP:Iteration 36Q (985.863056 sec): 3 clusters Score: Raw -408226.784540 + Penalty 6220.378947 = -402006.405593 nChanged 2 SP:Iteration 37Q (985.958598 sec): 3 clusters Score: Raw -408228.031580 + Penalty 6220.378947 = -402007.652633 nChanged 0 SP:Iteration 38F (986.057069 sec): 3 clusters Score: Raw -408228.031580 + Penalty 6220.378947 = -402007.652633 nChanged 0 Trying to split cluster 9 (2634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (986.103011 sec): 2 clusters Score: Raw -247612.229847 + Penalty 2918.153916 = -244694.075931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (986.187709 sec): 3 clusters Score: Raw -246676.216116 + Penalty 5836.307832 = -240839.908285 nChanged 831 SP:Iteration 1F (986.279891 sec): 3 clusters Score: Raw -247362.596408 + Penalty 5836.307832 = -241526.288577 nChanged 182 SP:Iteration 2F (986.373922 sec): 3 clusters Score: Raw -247550.562962 + Penalty 5836.307832 = -241714.255130 nChanged 90 SP:Iteration 3Q (986.459564 sec): 3 clusters Score: Raw -247634.401332 + Penalty 5836.307832 = -241798.093500 nChanged 69 SP:Iteration 4Q (986.561900 sec): 3 clusters Score: Raw -247707.353068 + Penalty 5836.307832 = -241871.045237 nChanged 53 SP:Iteration 5Q (986.667329 sec): 3 clusters Score: Raw -247753.280177 + Penalty 5836.307832 = -241916.972346 nChanged 33 SP:Iteration 6Q (986.763056 sec): 3 clusters Score: Raw -247779.268303 + Penalty 5836.307832 = -241942.960471 nChanged 25 SP:Iteration 7Q (986.834945 sec): 3 clusters Score: Raw -247799.554569 + Penalty 5836.307832 = -241963.246737 nChanged 25 SP:Iteration 8Q (986.923849 sec): 3 clusters Score: Raw -247823.049021 + Penalty 5836.307832 = -241986.741190 nChanged 25 SP:Iteration 9Q (987.004269 sec): 3 clusters Score: Raw -247843.072893 + Penalty 5836.307832 = -242006.765061 nChanged 15 SP:Iteration 10Q (987.101128 sec): 3 clusters Score: Raw -247856.764202 + Penalty 5836.307832 = -242020.456370 nChanged 18 SP:Iteration 11Q (987.178292 sec): 3 clusters Score: Raw -247869.016338 + Penalty 5836.307832 = -242032.708506 nChanged 13 SP:Iteration 12Q (987.267420 sec): 3 clusters Score: Raw -247878.432298 + Penalty 5836.307832 = -242042.124466 nChanged 13 SP:Iteration 13Q (987.360138 sec): 3 clusters Score: Raw -247887.840160 + Penalty 5836.307832 = -242051.532328 nChanged 9 SP:Iteration 14Q (987.454063 sec): 3 clusters Score: Raw -247893.178783 + Penalty 5836.307832 = -242056.870951 nChanged 6 SP:Iteration 15Q (987.551445 sec): 3 clusters Score: Raw -247895.984925 + Penalty 5836.307832 = -242059.677093 nChanged 5 SP:Iteration 16Q (987.631283 sec): 3 clusters Score: Raw -247898.954726 + Penalty 5836.307832 = -242062.646895 nChanged 3 SP:Iteration 17Q (987.728310 sec): 3 clusters Score: Raw -247901.443757 + Penalty 5836.307832 = -242065.135925 nChanged 1 SP:Iteration 18Q (987.820959 sec): 3 clusters Score: Raw -247902.466262 + Penalty 5836.307832 = -242066.158430 nChanged 1 SP:Iteration 19Q (987.898997 sec): 3 clusters Score: Raw -247903.031422 + Penalty 5836.307832 = -242066.723591 nChanged 1 SP:Iteration 20F (987.989459 sec): 3 clusters Score: Raw -247903.423450 + Penalty 5836.307832 = -242067.115618 nChanged 0 Trying to split cluster 10 (5582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (988.063043 sec): 2 clusters Score: Raw -493668.275087 + Penalty 3196.415544 = -490471.859543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (988.158565 sec): 3 clusters Score: Raw -491099.128975 + Penalty 6392.831089 = -484706.297886 nChanged 2097 SP:Iteration 1F (988.231849 sec): 3 clusters Score: Raw -492348.513552 + Penalty 6392.831089 = -485955.682463 nChanged 491 SP:Iteration 2F (988.345526 sec): 3 clusters Score: Raw -492684.584066 + Penalty 6392.831089 = -486291.752977 nChanged 318 SP:Iteration 3F (988.440734 sec): 3 clusters Score: Raw -492893.642665 + Penalty 6392.831089 = -486500.811576 nChanged 227 SP:Iteration 4Q (988.534059 sec): 3 clusters Score: Raw -493063.215160 + Penalty 6392.831089 = -486670.384071 nChanged 208 SP:Iteration 5Q (988.648824 sec): 3 clusters Score: Raw -493224.232720 + Penalty 6392.831089 = -486831.401631 nChanged 199 SP:Iteration 6Q (988.738033 sec): 3 clusters Score: Raw -493387.747367 + Penalty 6392.831089 = -486994.916278 nChanged 204 SP:Iteration 7Q (988.828542 sec): 3 clusters Score: Raw -493563.224971 + Penalty 6392.831089 = -487170.393882 nChanged 194 SP:Iteration 8Q (988.933971 sec): 3 clusters Score: Raw -493728.681254 + Penalty 6392.831089 = -487335.850165 nChanged 172 SP:Iteration 9Q (989.027862 sec): 3 clusters Score: Raw -493870.931099 + Penalty 6392.831089 = -487478.100010 nChanged 177 SP:Iteration 10Q (989.128177 sec): 3 clusters Score: Raw -494008.444129 + Penalty 6392.831089 = -487615.613040 nChanged 171 SP:Iteration 11Q (989.217636 sec): 3 clusters Score: Raw -494147.177529 + Penalty 6392.831089 = -487754.346440 nChanged 141 SP:Iteration 12Q (989.303201 sec): 3 clusters Score: Raw -494254.434314 + Penalty 6392.831089 = -487861.603225 nChanged 130 SP:Iteration 13Q (989.417219 sec): 3 clusters Score: Raw -494346.068786 + Penalty 6392.831089 = -487953.237697 nChanged 115 SP:Iteration 14Q (989.499254 sec): 3 clusters Score: Raw -494423.336080 + Penalty 6392.831089 = -488030.504991 nChanged 96 SP:Iteration 15Q (989.621082 sec): 3 clusters Score: Raw -494486.045296 + Penalty 6392.831089 = -488093.214207 nChanged 87 SP:Iteration 16Q (989.712934 sec): 3 clusters Score: Raw -494538.711622 + Penalty 6392.831089 = -488145.880533 nChanged 77 SP:Iteration 17Q (989.811256 sec): 3 clusters Score: Raw -494587.955897 + Penalty 6392.831089 = -488195.124808 nChanged 94 SP:Iteration 18Q (989.922299 sec): 3 clusters Score: Raw -494651.970210 + Penalty 6392.831089 = -488259.139122 nChanged 102 SP:Iteration 19Q (990.008773 sec): 3 clusters Score: Raw -494706.619623 + Penalty 6392.831089 = -488313.788535 nChanged 91 SP:Iteration 20F (990.101868 sec): 3 clusters Score: Raw -494762.320624 + Penalty 6392.831089 = -488369.489536 nChanged 88 SP:Iteration 21Q (990.201490 sec): 3 clusters Score: Raw -494818.082487 + Penalty 6392.831089 = -488425.251398 nChanged 87 SP:Iteration 22Q (990.306553 sec): 3 clusters Score: Raw -494869.829785 + Penalty 6392.831089 = -488476.998696 nChanged 90 SP:Iteration 23Q (990.415932 sec): 3 clusters Score: Raw -494920.273288 + Penalty 6392.831089 = -488527.442199 nChanged 85 SP:Iteration 24Q (990.510773 sec): 3 clusters Score: Raw -494966.976580 + Penalty 6392.831089 = -488574.145491 nChanged 81 SP:Iteration 25Q (990.597785 sec): 3 clusters Score: Raw -495006.742766 + Penalty 6392.831089 = -488613.911677 nChanged 56 SP:Iteration 26Q (990.680743 sec): 3 clusters Score: Raw -495036.531207 + Penalty 6392.831089 = -488643.700118 nChanged 51 SP:Iteration 27Q (990.779297 sec): 3 clusters Score: Raw -495057.662436 + Penalty 6392.831089 = -488664.831347 nChanged 36 SP:Iteration 28Q (990.879976 sec): 3 clusters Score: Raw -495073.420822 + Penalty 6392.831089 = -488680.589733 nChanged 41 SP:Iteration 29Q (990.980771 sec): 3 clusters Score: Raw -495090.804132 + Penalty 6392.831089 = -488697.973043 nChanged 34 SP:Iteration 30Q (991.055271 sec): 3 clusters Score: Raw -495104.684449 + Penalty 6392.831089 = -488711.853360 nChanged 29 SP:Iteration 31Q (991.166885 sec): 3 clusters Score: Raw -495116.682369 + Penalty 6392.831089 = -488723.851280 nChanged 27 SP:Iteration 32Q (991.248285 sec): 3 clusters Score: Raw -495129.978757 + Penalty 6392.831089 = -488737.147668 nChanged 24 SP:Iteration 33Q (991.342151 sec): 3 clusters Score: Raw -495139.577249 + Penalty 6392.831089 = -488746.746160 nChanged 15 SP:Iteration 34Q (991.441796 sec): 3 clusters Score: Raw -495145.953564 + Penalty 6392.831089 = -488753.122475 nChanged 15 SP:Iteration 35Q (991.526181 sec): 3 clusters Score: Raw -495155.064694 + Penalty 6392.831089 = -488762.233606 nChanged 17 SP:Iteration 36Q (991.645748 sec): 3 clusters Score: Raw -495164.822631 + Penalty 6392.831089 = -488771.991542 nChanged 16 SP:Iteration 37Q (991.740850 sec): 3 clusters Score: Raw -495172.761606 + Penalty 6392.831089 = -488779.930517 nChanged 10 SP:Iteration 38Q (991.839165 sec): 3 clusters Score: Raw -495176.340307 + Penalty 6392.831089 = -488783.509218 nChanged 14 SP:Iteration 39Q (991.924089 sec): 3 clusters Score: Raw -495181.984070 + Penalty 6392.831089 = -488789.152981 nChanged 10 SP:Iteration 40F (992.028559 sec): 3 clusters Score: Raw -495185.827916 + Penalty 6392.831089 = -488792.996827 nChanged 6 SP:Iteration 41Q (992.111508 sec): 3 clusters Score: Raw -495189.747225 + Penalty 6392.831089 = -488796.916136 nChanged 12 SP:Iteration 42Q (992.218746 sec): 3 clusters Score: Raw -495198.188332 + Penalty 6392.831089 = -488805.357243 nChanged 13 SP:Iteration 43Q (992.323285 sec): 3 clusters Score: Raw -495203.894641 + Penalty 6392.831089 = -488811.063552 nChanged 10 SP:Iteration 44Q (992.415292 sec): 3 clusters Score: Raw -495208.060564 + Penalty 6392.831089 = -488815.229475 nChanged 8 SP:Iteration 45Q (992.515674 sec): 3 clusters Score: Raw -495211.912857 + Penalty 6392.831089 = -488819.081768 nChanged 8 SP:Iteration 46Q (992.610605 sec): 3 clusters Score: Raw -495214.696191 + Penalty 6392.831089 = -488821.865103 nChanged 7 SP:Iteration 47Q (992.723322 sec): 3 clusters Score: Raw -495217.377054 + Penalty 6392.831089 = -488824.545965 nChanged 8 SP:Iteration 48Q (992.827227 sec): 3 clusters Score: Raw -495220.488131 + Penalty 6392.831089 = -488827.657043 nChanged 9 SP:Iteration 49Q (992.915573 sec): 3 clusters Score: Raw -495224.641474 + Penalty 6392.831089 = -488831.810385 nChanged 4 SP:Iteration 50Q (993.001402 sec): 3 clusters Score: Raw -495226.145353 + Penalty 6392.831089 = -488833.314264 nChanged 2 SP:Iteration 51Q (993.089313 sec): 3 clusters Score: Raw -495226.817516 + Penalty 6392.831089 = -488833.986427 nChanged 3 SP:Iteration 52Q (993.185197 sec): 3 clusters Score: Raw -495228.223355 + Penalty 6392.831089 = -488835.392266 nChanged 4 SP:Iteration 53Q (993.276835 sec): 3 clusters Score: Raw -495229.761245 + Penalty 6392.831089 = -488836.930156 nChanged 3 SP:Iteration 54Q (993.372711 sec): 3 clusters Score: Raw -495231.818455 + Penalty 6392.831089 = -488838.987366 nChanged 4 SP:Iteration 55Q (993.476477 sec): 3 clusters Score: Raw -495233.048837 + Penalty 6392.831089 = -488840.217748 nChanged 2 SP:Iteration 56Q (993.578633 sec): 3 clusters Score: Raw -495233.428477 + Penalty 6392.831089 = -488840.597389 nChanged 2 SP:Iteration 57Q (993.669362 sec): 3 clusters Score: Raw -495234.704494 + Penalty 6392.831089 = -488841.873405 nChanged 4 SP:Iteration 58Q (993.766490 sec): 3 clusters Score: Raw -495237.389418 + Penalty 6392.831089 = -488844.558330 nChanged 8 SP:Iteration 59Q (993.857725 sec): 3 clusters Score: Raw -495240.925816 + Penalty 6392.831089 = -488848.094727 nChanged 5 SP:Iteration 60F (993.961307 sec): 3 clusters Score: Raw -495243.022660 + Penalty 6392.831089 = -488850.191571 nChanged 4 SP:Iteration 61Q (994.037594 sec): 3 clusters Score: Raw -495244.647028 + Penalty 6392.831089 = -488851.815939 nChanged 2 SP:Iteration 62Q (994.142872 sec): 3 clusters Score: Raw -495245.617388 + Penalty 6392.831089 = -488852.786299 nChanged 1 SP:Iteration 63Q (994.240709 sec): 3 clusters Score: Raw -495245.846268 + Penalty 6392.831089 = -488853.015179 nChanged 0 SP:Iteration 64F (994.336722 sec): 3 clusters Score: Raw -495245.846268 + Penalty 6392.831089 = -488853.015179 nChanged 0 Iteration 99Q (994.980105 sec): 11 clusters Score: Raw -3284336.051190 + Penalty 39348.401417 = -3244987.649773 nChanged 27 Iteration 100F (995.766611 sec): 11 clusters Score: Raw -3284344.172377 + Penalty 39348.401417 = -3244995.770960 nChanged 15 Iteration 101Q (996.393343 sec): 11 clusters Score: Raw -3284347.880718 + Penalty 39348.401417 = -3244999.479300 nChanged 10 Iteration 102Q (996.998368 sec): 11 clusters Score: Raw -3284350.531055 + Penalty 39348.401417 = -3245002.129637 nChanged 4 Iteration 103Q (997.616806 sec): 11 clusters Score: Raw -3284351.501343 + Penalty 39348.401417 = -3245003.099926 nChanged 1 Iteration 104Q (998.259314 sec): 11 clusters Score: Raw -3284351.742496 + Penalty 39348.401417 = -3245003.341079 nChanged 1 Iteration 105Q (998.886776 sec): 11 clusters Score: Raw -3284352.001143 + Penalty 39348.401417 = -3245003.599726 nChanged 0 Iteration 106F (999.679823 sec): 11 clusters Score: Raw -3284352.001143 + Penalty 39348.401417 = -3245003.599726 nChanged 0 Compute initial score before splitting: Score: Raw -3284352.001143 + Penalty 39348.401417 = -3245003.599726 Trying to split cluster 1 (3769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (999.757997 sec): 2 clusters Score: Raw -281878.730988 + Penalty 3050.906330 = -278827.824658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (999.860966 sec): 3 clusters Score: Raw -280363.083671 + Penalty 6101.812660 = -274261.271011 nChanged 1353 SP:Iteration 1F (999.938861 sec): 3 clusters Score: Raw -281524.958797 + Penalty 6101.812660 = -275423.146137 nChanged 355 SP:Iteration 2F (1000.019940 sec): 3 clusters Score: Raw -282004.257107 + Penalty 6101.812660 = -275902.444447 nChanged 268 SP:Iteration 3F (1000.113145 sec): 3 clusters Score: Raw -282334.412518 + Penalty 6101.812660 = -276232.599858 nChanged 186 SP:Iteration 4Q (1000.219248 sec): 3 clusters Score: Raw -282551.515509 + Penalty 6101.812660 = -276449.702849 nChanged 149 SP:Iteration 5Q (1000.311484 sec): 3 clusters Score: Raw -282723.476914 + Penalty 6101.812660 = -276621.664254 nChanged 129 SP:Iteration 6Q (1000.389005 sec): 3 clusters Score: Raw -282877.902917 + Penalty 6101.812660 = -276776.090257 nChanged 121 SP:Iteration 7Q (1000.492914 sec): 3 clusters Score: Raw -283033.792385 + Penalty 6101.812660 = -276931.979725 nChanged 87 SP:Iteration 8Q (1000.572845 sec): 3 clusters Score: Raw -283154.066746 + Penalty 6101.812660 = -277052.254086 nChanged 88 SP:Iteration 9Q (1000.681136 sec): 3 clusters Score: Raw -283254.217544 + Penalty 6101.812660 = -277152.404884 nChanged 89 SP:Iteration 10Q (1000.765068 sec): 3 clusters Score: Raw -283338.638072 + Penalty 6101.812660 = -277236.825412 nChanged 59 SP:Iteration 11Q (1000.871060 sec): 3 clusters Score: Raw -283387.846785 + Penalty 6101.812660 = -277286.034125 nChanged 51 SP:Iteration 12Q (1000.969815 sec): 3 clusters Score: Raw -283428.222455 + Penalty 6101.812660 = -277326.409795 nChanged 41 SP:Iteration 13Q (1001.060754 sec): 3 clusters Score: Raw -283453.383699 + Penalty 6101.812660 = -277351.571039 nChanged 33 SP:Iteration 14Q (1001.149027 sec): 3 clusters Score: Raw -283470.875998 + Penalty 6101.812660 = -277369.063338 nChanged 24 SP:Iteration 15Q (1001.245846 sec): 3 clusters Score: Raw -283485.050317 + Penalty 6101.812660 = -277383.237657 nChanged 20 SP:Iteration 16Q (1001.330428 sec): 3 clusters Score: Raw -283497.365435 + Penalty 6101.812660 = -277395.552775 nChanged 20 SP:Iteration 17Q (1001.431796 sec): 3 clusters Score: Raw -283510.961043 + Penalty 6101.812660 = -277409.148383 nChanged 13 SP:Iteration 18Q (1001.512325 sec): 3 clusters Score: Raw -283519.792323 + Penalty 6101.812660 = -277417.979663 nChanged 12 SP:Iteration 19Q (1001.610314 sec): 3 clusters Score: Raw -283525.776336 + Penalty 6101.812660 = -277423.963676 nChanged 12 SP:Iteration 20F (1001.701631 sec): 3 clusters Score: Raw -283531.596253 + Penalty 6101.812660 = -277429.783593 nChanged 5 SP:Iteration 21Q (1001.787644 sec): 3 clusters Score: Raw -283535.011270 + Penalty 6101.812660 = -277433.198610 nChanged 6 SP:Iteration 22Q (1001.884244 sec): 3 clusters Score: Raw -283538.364341 + Penalty 6101.812660 = -277436.551681 nChanged 5 SP:Iteration 23Q (1001.992367 sec): 3 clusters Score: Raw -283542.054200 + Penalty 6101.812660 = -277440.241540 nChanged 11 SP:Iteration 24Q (1002.082212 sec): 3 clusters Score: Raw -283548.006825 + Penalty 6101.812660 = -277446.194165 nChanged 10 SP:Iteration 25Q (1002.175312 sec): 3 clusters Score: Raw -283554.503390 + Penalty 6101.812660 = -277452.690730 nChanged 17 SP:Iteration 26Q (1002.273428 sec): 3 clusters Score: Raw -283566.160317 + Penalty 6101.812660 = -277464.347657 nChanged 17 SP:Iteration 27Q (1002.364823 sec): 3 clusters Score: Raw -283577.010855 + Penalty 6101.812660 = -277475.198195 nChanged 19 SP:Iteration 28Q (1002.437958 sec): 3 clusters Score: Raw -283588.712507 + Penalty 6101.812660 = -277486.899847 nChanged 20 SP:Iteration 29Q (1002.546026 sec): 3 clusters Score: Raw -283601.806937 + Penalty 6101.812660 = -277499.994277 nChanged 18 SP:Iteration 30Q (1002.644060 sec): 3 clusters Score: Raw -283612.538484 + Penalty 6101.812660 = -277510.725824 nChanged 15 SP:Iteration 31Q (1002.744361 sec): 3 clusters Score: Raw -283623.257798 + Penalty 6101.812660 = -277521.445138 nChanged 10 SP:Iteration 32Q (1002.818072 sec): 3 clusters Score: Raw -283629.693048 + Penalty 6101.812660 = -277527.880388 nChanged 5 SP:Iteration 33Q (1002.928363 sec): 3 clusters Score: Raw -283631.909820 + Penalty 6101.812660 = -277530.097160 nChanged 4 SP:Iteration 34Q (1003.018695 sec): 3 clusters Score: Raw -283634.228914 + Penalty 6101.812660 = -277532.416254 nChanged 4 SP:Iteration 35Q (1003.121766 sec): 3 clusters Score: Raw -283636.320662 + Penalty 6101.812660 = -277534.508002 nChanged 4 SP:Iteration 36Q (1003.213777 sec): 3 clusters Score: Raw -283638.587105 + Penalty 6101.812660 = -277536.774445 nChanged 5 SP:Iteration 37Q (1003.311791 sec): 3 clusters Score: Raw -283641.299429 + Penalty 6101.812660 = -277539.486769 nChanged 4 SP:Iteration 38Q (1003.397723 sec): 3 clusters Score: Raw -283644.685574 + Penalty 6101.812660 = -277542.872914 nChanged 5 SP:Iteration 39Q (1003.492888 sec): 3 clusters Score: Raw -283646.558156 + Penalty 6101.812660 = -277544.745496 nChanged 1 SP:Iteration 40F (1003.590659 sec): 3 clusters Score: Raw -283646.916635 + Penalty 6101.812660 = -277545.103975 nChanged 1 SP:Iteration 41Q (1003.675108 sec): 3 clusters Score: Raw -283647.859043 + Penalty 6101.812660 = -277546.046383 nChanged 2 SP:Iteration 42Q (1003.757801 sec): 3 clusters Score: Raw -283649.263982 + Penalty 6101.812660 = -277547.451322 nChanged 1 SP:Iteration 43Q (1003.843981 sec): 3 clusters Score: Raw -283650.226220 + Penalty 6101.812660 = -277548.413560 nChanged 3 SP:Iteration 44Q (1003.952819 sec): 3 clusters Score: Raw -283651.361295 + Penalty 6101.812660 = -277549.548635 nChanged 1 SP:Iteration 45Q (1004.036766 sec): 3 clusters Score: Raw -283651.693633 + Penalty 6101.812660 = -277549.880973 nChanged 1 SP:Iteration 46Q (1004.134478 sec): 3 clusters Score: Raw -283652.174283 + Penalty 6101.812660 = -277550.361623 nChanged 2 SP:Iteration 47Q (1004.220711 sec): 3 clusters Score: Raw -283652.807802 + Penalty 6101.812660 = -277550.995142 nChanged 1 SP:Iteration 48Q (1004.295492 sec): 3 clusters Score: Raw -283653.361890 + Penalty 6101.812660 = -277551.549230 nChanged 1 SP:Iteration 49Q (1004.396717 sec): 3 clusters Score: Raw -283654.574975 + Penalty 6101.812660 = -277552.762315 nChanged 0 SP:Iteration 50F (1004.479277 sec): 3 clusters Score: Raw -283654.574975 + Penalty 6101.812660 = -277552.762315 nChanged 0 Trying to split cluster 2 (4858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1004.530839 sec): 2 clusters Score: Raw -386015.359840 + Penalty 3144.945572 = -382870.414268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1004.633945 sec): 3 clusters Score: Raw -383974.921364 + Penalty 6289.891143 = -377685.030221 nChanged 1767 SP:Iteration 1F (1004.714742 sec): 3 clusters Score: Raw -385295.572101 + Penalty 6289.891143 = -379005.680958 nChanged 515 SP:Iteration 2F (1004.821079 sec): 3 clusters Score: Raw -386074.655704 + Penalty 6289.891143 = -379784.764561 nChanged 439 SP:Iteration 3F (1004.899293 sec): 3 clusters Score: Raw -386648.282216 + Penalty 6289.891143 = -380358.391073 nChanged 368 SP:Iteration 4F (1004.991435 sec): 3 clusters Score: Raw -387126.519658 + Penalty 6289.891143 = -380836.628515 nChanged 289 SP:Iteration 5F (1005.096811 sec): 3 clusters Score: Raw -387522.164232 + Penalty 6289.891143 = -381232.273089 nChanged 255 SP:Iteration 6F (1005.215197 sec): 3 clusters Score: Raw -387854.797009 + Penalty 6289.891143 = -381564.905866 nChanged 179 SP:Iteration 7Q (1005.296250 sec): 3 clusters Score: Raw -388085.071319 + Penalty 6289.891143 = -381795.180175 nChanged 161 SP:Iteration 8Q (1005.417026 sec): 3 clusters Score: Raw -388294.590231 + Penalty 6289.891143 = -382004.699088 nChanged 154 SP:Iteration 9Q (1005.497097 sec): 3 clusters Score: Raw -388510.913777 + Penalty 6289.891143 = -382221.022634 nChanged 153 SP:Iteration 10Q (1005.608052 sec): 3 clusters Score: Raw -388720.833509 + Penalty 6289.891143 = -382430.942366 nChanged 134 SP:Iteration 11Q (1005.684752 sec): 3 clusters Score: Raw -388908.414791 + Penalty 6289.891143 = -382618.523647 nChanged 130 SP:Iteration 12Q (1005.800970 sec): 3 clusters Score: Raw -389088.637968 + Penalty 6289.891143 = -382798.746825 nChanged 127 SP:Iteration 13Q (1005.899189 sec): 3 clusters Score: Raw -389258.497847 + Penalty 6289.891143 = -382968.606704 nChanged 117 SP:Iteration 14Q (1005.991806 sec): 3 clusters Score: Raw -389429.840277 + Penalty 6289.891143 = -383139.949134 nChanged 106 SP:Iteration 15Q (1006.079006 sec): 3 clusters Score: Raw -389552.040660 + Penalty 6289.891143 = -383262.149517 nChanged 76 SP:Iteration 16Q (1006.171229 sec): 3 clusters Score: Raw -389631.187345 + Penalty 6289.891143 = -383341.296202 nChanged 60 SP:Iteration 17Q (1006.259338 sec): 3 clusters Score: Raw -389686.263037 + Penalty 6289.891143 = -383396.371894 nChanged 39 SP:Iteration 18Q (1006.355111 sec): 3 clusters Score: Raw -389720.423324 + Penalty 6289.891143 = -383430.532181 nChanged 33 SP:Iteration 19Q (1006.452614 sec): 3 clusters Score: Raw -389742.562555 + Penalty 6289.891143 = -383452.671412 nChanged 15 SP:Iteration 20F (1006.551166 sec): 3 clusters Score: Raw -389751.518197 + Penalty 6289.891143 = -383461.627054 nChanged 11 SP:Iteration 21Q (1006.666137 sec): 3 clusters Score: Raw -389757.789041 + Penalty 6289.891143 = -383467.897898 nChanged 4 SP:Iteration 22Q (1006.742843 sec): 3 clusters Score: Raw -389759.729689 + Penalty 6289.891143 = -383469.838545 nChanged 6 SP:Iteration 23Q (1006.831632 sec): 3 clusters Score: Raw -389763.723915 + Penalty 6289.891143 = -383473.832772 nChanged 6 SP:Iteration 24Q (1006.927344 sec): 3 clusters Score: Raw -389767.190545 + Penalty 6289.891143 = -383477.299402 nChanged 6 SP:Iteration 25Q (1007.026067 sec): 3 clusters Score: Raw -389769.753160 + Penalty 6289.891143 = -383479.862017 nChanged 3 SP:Iteration 26Q (1007.103450 sec): 3 clusters Score: Raw -389771.275627 + Penalty 6289.891143 = -383481.384484 nChanged 3 SP:Iteration 27Q (1007.193717 sec): 3 clusters Score: Raw -389773.119316 + Penalty 6289.891143 = -383483.228173 nChanged 3 SP:Iteration 28Q (1007.306462 sec): 3 clusters Score: Raw -389774.966133 + Penalty 6289.891143 = -383485.074990 nChanged 1 SP:Iteration 29Q (1007.388093 sec): 3 clusters Score: Raw -389775.389422 + Penalty 6289.891143 = -383485.498279 nChanged 2 SP:Iteration 30Q (1007.497432 sec): 3 clusters Score: Raw -389776.901017 + Penalty 6289.891143 = -383487.009874 nChanged 1 SP:Iteration 31Q (1007.579934 sec): 3 clusters Score: Raw -389777.633296 + Penalty 6289.891143 = -383487.742153 nChanged 2 SP:Iteration 32Q (1007.681925 sec): 3 clusters Score: Raw -389778.092540 + Penalty 6289.891143 = -383488.201397 nChanged 2 SP:Iteration 33Q (1007.760703 sec): 3 clusters Score: Raw -389778.842434 + Penalty 6289.891143 = -383488.951290 nChanged 0 SP:Iteration 34F (1007.849047 sec): 3 clusters Score: Raw -389778.842434 + Penalty 6289.891143 = -383488.951290 nChanged 0 Score: Raw -3288115.483737 + Penalty 43283.241559 = -3244832.242178 Splitting cluster 2 changes total score from -3245003.599726 to -3244832.242178 So it's not getting split. Trying to split cluster 3 (4896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1008.780541 sec): 2 clusters Score: Raw -396391.986765 + Penalty 3147.832402 = -393244.154363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1008.884471 sec): 3 clusters Score: Raw -394311.833235 + Penalty 6295.664804 = -388016.168432 nChanged 1764 SP:Iteration 1F (1008.990903 sec): 3 clusters Score: Raw -395584.984075 + Penalty 6295.664804 = -389289.319271 nChanged 406 SP:Iteration 2F (1009.085015 sec): 3 clusters Score: Raw -395907.440366 + Penalty 6295.664804 = -389611.775563 nChanged 257 SP:Iteration 3F (1009.163292 sec): 3 clusters Score: Raw -396107.228791 + Penalty 6295.664804 = -389811.563987 nChanged 195 SP:Iteration 4Q (1009.272386 sec): 3 clusters Score: Raw -396269.663023 + Penalty 6295.664804 = -389973.998219 nChanged 159 SP:Iteration 5Q (1009.361608 sec): 3 clusters Score: Raw -396386.945917 + Penalty 6295.664804 = -390091.281113 nChanged 146 SP:Iteration 6Q (1009.468093 sec): 3 clusters Score: Raw -396490.630431 + Penalty 6295.664804 = -390194.965627 nChanged 120 SP:Iteration 7Q (1009.568944 sec): 3 clusters Score: Raw -396576.716578 + Penalty 6295.664804 = -390281.051774 nChanged 119 SP:Iteration 8Q (1009.651804 sec): 3 clusters Score: Raw -396679.817060 + Penalty 6295.664804 = -390384.152256 nChanged 131 SP:Iteration 9Q (1009.752255 sec): 3 clusters Score: Raw -396814.954878 + Penalty 6295.664804 = -390519.290075 nChanged 145 SP:Iteration 10Q (1009.854630 sec): 3 clusters Score: Raw -396939.726910 + Penalty 6295.664804 = -390644.062106 nChanged 139 SP:Iteration 11Q (1009.940515 sec): 3 clusters Score: Raw -397075.069705 + Penalty 6295.664804 = -390779.404901 nChanged 151 SP:Iteration 12Q (1010.036778 sec): 3 clusters Score: Raw -397233.964225 + Penalty 6295.664804 = -390938.299421 nChanged 138 SP:Iteration 13Q (1010.116066 sec): 3 clusters Score: Raw -397363.718092 + Penalty 6295.664804 = -391068.053288 nChanged 135 SP:Iteration 14Q (1010.212692 sec): 3 clusters Score: Raw -397489.167414 + Penalty 6295.664804 = -391193.502611 nChanged 119 SP:Iteration 15Q (1010.314270 sec): 3 clusters Score: Raw -397592.700688 + Penalty 6295.664804 = -391297.035885 nChanged 104 SP:Iteration 16Q (1010.412624 sec): 3 clusters Score: Raw -397689.223629 + Penalty 6295.664804 = -391393.558826 nChanged 97 SP:Iteration 17Q (1010.500548 sec): 3 clusters Score: Raw -397773.548702 + Penalty 6295.664804 = -391477.883898 nChanged 101 SP:Iteration 18Q (1010.609641 sec): 3 clusters Score: Raw -397854.026596 + Penalty 6295.664804 = -391558.361792 nChanged 80 SP:Iteration 19Q (1010.707938 sec): 3 clusters Score: Raw -397913.621779 + Penalty 6295.664804 = -391617.956976 nChanged 87 SP:Iteration 20F (1010.797833 sec): 3 clusters Score: Raw -397978.459394 + Penalty 6295.664804 = -391682.794590 nChanged 78 SP:Iteration 21Q (1010.895711 sec): 3 clusters Score: Raw -398034.193955 + Penalty 6295.664804 = -391738.529152 nChanged 62 SP:Iteration 22Q (1010.984300 sec): 3 clusters Score: Raw -398080.033043 + Penalty 6295.664804 = -391784.368240 nChanged 59 SP:Iteration 23Q (1011.072578 sec): 3 clusters Score: Raw -398118.725436 + Penalty 6295.664804 = -391823.060632 nChanged 49 SP:Iteration 24Q (1011.189126 sec): 3 clusters Score: Raw -398149.565407 + Penalty 6295.664804 = -391853.900604 nChanged 53 SP:Iteration 25Q (1011.275891 sec): 3 clusters Score: Raw -398182.026575 + Penalty 6295.664804 = -391886.361771 nChanged 50 SP:Iteration 26Q (1011.363949 sec): 3 clusters Score: Raw -398209.286113 + Penalty 6295.664804 = -391913.621310 nChanged 36 SP:Iteration 27Q (1011.463590 sec): 3 clusters Score: Raw -398228.058880 + Penalty 6295.664804 = -391932.394076 nChanged 30 SP:Iteration 28Q (1011.575005 sec): 3 clusters Score: Raw -398243.711868 + Penalty 6295.664804 = -391948.047065 nChanged 30 SP:Iteration 29Q (1011.673399 sec): 3 clusters Score: Raw -398257.824897 + Penalty 6295.664804 = -391962.160093 nChanged 34 SP:Iteration 30Q (1011.751525 sec): 3 clusters Score: Raw -398280.453859 + Penalty 6295.664804 = -391984.789055 nChanged 29 SP:Iteration 31Q (1011.862159 sec): 3 clusters Score: Raw -398297.542517 + Penalty 6295.664804 = -392001.877713 nChanged 31 SP:Iteration 32Q (1011.950126 sec): 3 clusters Score: Raw -398316.876356 + Penalty 6295.664804 = -392021.211552 nChanged 33 SP:Iteration 33Q (1012.059397 sec): 3 clusters Score: Raw -398335.081286 + Penalty 6295.664804 = -392039.416482 nChanged 34 SP:Iteration 34Q (1012.157287 sec): 3 clusters Score: Raw -398352.789733 + Penalty 6295.664804 = -392057.124929 nChanged 36 SP:Iteration 35Q (1012.249378 sec): 3 clusters Score: Raw -398370.359035 + Penalty 6295.664804 = -392074.694231 nChanged 28 SP:Iteration 36Q (1012.351845 sec): 3 clusters Score: Raw -398387.962713 + Penalty 6295.664804 = -392092.297909 nChanged 40 SP:Iteration 37Q (1012.448285 sec): 3 clusters Score: Raw -398411.960189 + Penalty 6295.664804 = -392116.295385 nChanged 40 SP:Iteration 38Q (1012.535524 sec): 3 clusters Score: Raw -398437.039327 + Penalty 6295.664804 = -392141.374524 nChanged 46 SP:Iteration 39Q (1012.639808 sec): 3 clusters Score: Raw -398467.983442 + Penalty 6295.664804 = -392172.318638 nChanged 40 SP:Iteration 40F (1012.720146 sec): 3 clusters Score: Raw -398493.341249 + Penalty 6295.664804 = -392197.676445 nChanged 38 SP:Iteration 41Q (1012.838470 sec): 3 clusters Score: Raw -398520.111769 + Penalty 6295.664804 = -392224.446965 nChanged 53 SP:Iteration 42Q (1012.932035 sec): 3 clusters Score: Raw -398566.236029 + Penalty 6295.664804 = -392270.571225 nChanged 56 SP:Iteration 43Q (1013.009390 sec): 3 clusters Score: Raw -398615.668651 + Penalty 6295.664804 = -392320.003847 nChanged 62 SP:Iteration 44Q (1013.118701 sec): 3 clusters Score: Raw -398672.999295 + Penalty 6295.664804 = -392377.334492 nChanged 72 SP:Iteration 45Q (1013.211679 sec): 3 clusters Score: Raw -398737.801088 + Penalty 6295.664804 = -392442.136285 nChanged 73 SP:Iteration 46Q (1013.307344 sec): 3 clusters Score: Raw -398804.720629 + Penalty 6295.664804 = -392509.055825 nChanged 75 SP:Iteration 47Q (1013.401030 sec): 3 clusters Score: Raw -398887.667278 + Penalty 6295.664804 = -392592.002475 nChanged 78 SP:Iteration 48Q (1013.488434 sec): 3 clusters Score: Raw -398969.243339 + Penalty 6295.664804 = -392673.578535 nChanged 72 SP:Iteration 49Q (1013.589101 sec): 3 clusters Score: Raw -399054.348154 + Penalty 6295.664804 = -392758.683350 nChanged 74 SP:Iteration 50Q (1013.697240 sec): 3 clusters Score: Raw -399145.307469 + Penalty 6295.664804 = -392849.642665 nChanged 75 SP:Iteration 51Q (1013.794244 sec): 3 clusters Score: Raw -399247.340430 + Penalty 6295.664804 = -392951.675626 nChanged 69 SP:Iteration 52Q (1013.893958 sec): 3 clusters Score: Raw -399353.584567 + Penalty 6295.664804 = -393057.919763 nChanged 62 SP:Iteration 53Q (1014.004446 sec): 3 clusters Score: Raw -399435.449137 + Penalty 6295.664804 = -393139.784333 nChanged 46 SP:Iteration 54Q (1014.103573 sec): 3 clusters Score: Raw -399494.331433 + Penalty 6295.664804 = -393198.666630 nChanged 37 SP:Iteration 55Q (1014.209525 sec): 3 clusters Score: Raw -399548.297242 + Penalty 6295.664804 = -393252.632439 nChanged 38 SP:Iteration 56Q (1014.305941 sec): 3 clusters Score: Raw -399596.706008 + Penalty 6295.664804 = -393301.041205 nChanged 30 SP:Iteration 57Q (1014.408625 sec): 3 clusters Score: Raw -399629.105373 + Penalty 6295.664804 = -393333.440569 nChanged 17 SP:Iteration 58Q (1014.487848 sec): 3 clusters Score: Raw -399641.500608 + Penalty 6295.664804 = -393345.835804 nChanged 5 SP:Iteration 59Q (1014.586249 sec): 3 clusters Score: Raw -399651.743861 + Penalty 6295.664804 = -393356.079058 nChanged 5 SP:Iteration 60F (1014.688316 sec): 3 clusters Score: Raw -399693.933275 + Penalty 6295.664804 = -393398.268471 nChanged 13 SP:Iteration 61Q (1014.803392 sec): 3 clusters Score: Raw -399718.921732 + Penalty 6295.664804 = -393423.256928 nChanged 11 SP:Iteration 62Q (1014.893263 sec): 3 clusters Score: Raw -399731.936548 + Penalty 6295.664804 = -393436.271745 nChanged 9 SP:Iteration 63Q (1014.977912 sec): 3 clusters Score: Raw -399739.803105 + Penalty 6295.664804 = -393444.138302 nChanged 5 SP:Iteration 64Q (1015.082319 sec): 3 clusters Score: Raw -399743.500208 + Penalty 6295.664804 = -393447.835405 nChanged 3 SP:Iteration 65Q (1015.185938 sec): 3 clusters Score: Raw -399745.943548 + Penalty 6295.664804 = -393450.278744 nChanged 1 SP:Iteration 66Q (1015.281001 sec): 3 clusters Score: Raw -399746.343899 + Penalty 6295.664804 = -393450.679095 nChanged 2 SP:Iteration 67Q (1015.379102 sec): 3 clusters Score: Raw -399747.351719 + Penalty 6295.664804 = -393451.686915 nChanged 0 SP:Iteration 68F (1015.472977 sec): 3 clusters Score: Raw -399747.351719 + Penalty 6295.664804 = -393451.686915 nChanged 0 Score: Raw -3287707.366097 + Penalty 43283.241559 = -3244424.124538 Splitting cluster 3 changes total score from -3245003.599726 to -3244424.124538 So it's not getting split. Trying to split cluster 4 (2669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1016.383409 sec): 2 clusters Score: Raw -169360.098673 + Penalty 2923.044615 = -166437.054058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1016.476818 sec): 3 clusters Score: Raw -168489.107099 + Penalty 5846.089230 = -162643.017869 nChanged 869 SP:Iteration 1F (1016.570584 sec): 3 clusters Score: Raw -169707.830401 + Penalty 5846.089230 = -163861.741172 nChanged 344 SP:Iteration 2F (1016.658000 sec): 3 clusters Score: Raw -170553.670359 + Penalty 5846.089230 = -164707.581129 nChanged 254 SP:Iteration 3F (1016.766654 sec): 3 clusters Score: Raw -171210.772264 + Penalty 5846.089230 = -165364.683034 nChanged 180 SP:Iteration 4F (1016.865737 sec): 3 clusters Score: Raw -171607.104772 + Penalty 5846.089230 = -165761.015542 nChanged 133 SP:Iteration 5Q (1016.937552 sec): 3 clusters Score: Raw -171937.323473 + Penalty 5846.089230 = -166091.234243 nChanged 107 SP:Iteration 6Q (1017.038165 sec): 3 clusters Score: Raw -172203.320735 + Penalty 5846.089230 = -166357.231506 nChanged 92 SP:Iteration 7Q (1017.134270 sec): 3 clusters Score: Raw -172443.662000 + Penalty 5846.089230 = -166597.572771 nChanged 70 SP:Iteration 8Q (1017.238576 sec): 3 clusters Score: Raw -172588.561631 + Penalty 5846.089230 = -166742.472401 nChanged 34 SP:Iteration 9Q (1017.318607 sec): 3 clusters Score: Raw -172626.666476 + Penalty 5846.089230 = -166780.577246 nChanged 22 SP:Iteration 10Q (1017.407899 sec): 3 clusters Score: Raw -172649.564796 + Penalty 5846.089230 = -166803.475567 nChanged 9 SP:Iteration 11Q (1017.519779 sec): 3 clusters Score: Raw -172660.555889 + Penalty 5846.089230 = -166814.466659 nChanged 5 SP:Iteration 12Q (1017.588862 sec): 3 clusters Score: Raw -172665.451956 + Penalty 5846.089230 = -166819.362726 nChanged 2 SP:Iteration 13Q (1017.699997 sec): 3 clusters Score: Raw -172672.862548 + Penalty 5846.089230 = -166826.773318 nChanged 3 SP:Iteration 14Q (1017.814210 sec): 3 clusters Score: Raw -172674.299558 + Penalty 5846.089230 = -166828.210328 nChanged 0 SP:Iteration 15F (1017.889995 sec): 3 clusters Score: Raw -172682.070451 + Penalty 5846.089230 = -166835.981221 nChanged 1 SP:Iteration 16Q (1017.983986 sec): 3 clusters Score: Raw -172697.170806 + Penalty 5846.089230 = -166851.081576 nChanged 3 SP:Iteration 17Q (1018.061026 sec): 3 clusters Score: Raw -172700.070907 + Penalty 5846.089230 = -166853.981677 nChanged 1 SP:Iteration 18Q (1018.141523 sec): 3 clusters Score: Raw -172700.819659 + Penalty 5846.089230 = -166854.730430 nChanged 1 SP:Iteration 19Q (1018.252508 sec): 3 clusters Score: Raw -172701.790713 + Penalty 5846.089230 = -166855.701484 nChanged 0 SP:Iteration 20F (1018.352346 sec): 3 clusters Score: Raw -172701.790713 + Penalty 5846.089230 = -166855.701484 nChanged 0 Score: Raw -3287693.693184 + Penalty 43283.241559 = -3244410.451625 Splitting cluster 4 changes total score from -3245003.599726 to -3244410.451625 So it's not getting split. Trying to split cluster 5 (5264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1019.255503 sec): 2 clusters Score: Raw -478977.107629 + Penalty 3174.683518 = -475802.424111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1019.335840 sec): 3 clusters Score: Raw -476712.445196 + Penalty 6349.367036 = -470363.078160 nChanged 1892 SP:Iteration 1F (1019.429988 sec): 3 clusters Score: Raw -477970.084060 + Penalty 6349.367036 = -471620.717024 nChanged 400 SP:Iteration 2F (1019.549156 sec): 3 clusters Score: Raw -478287.010440 + Penalty 6349.367036 = -471937.643403 nChanged 319 SP:Iteration 3F (1019.656584 sec): 3 clusters Score: Raw -478545.318838 + Penalty 6349.367036 = -472195.951801 nChanged 241 SP:Iteration 4Q (1019.734181 sec): 3 clusters Score: Raw -478724.514798 + Penalty 6349.367036 = -472375.147761 nChanged 186 SP:Iteration 5Q (1019.853047 sec): 3 clusters Score: Raw -478850.545253 + Penalty 6349.367036 = -472501.178217 nChanged 142 SP:Iteration 6Q (1019.939073 sec): 3 clusters Score: Raw -478944.987199 + Penalty 6349.367036 = -472595.620163 nChanged 133 SP:Iteration 7Q (1020.024214 sec): 3 clusters Score: Raw -479046.006135 + Penalty 6349.367036 = -472696.639098 nChanged 138 SP:Iteration 8Q (1020.122819 sec): 3 clusters Score: Raw -479161.249786 + Penalty 6349.367036 = -472811.882750 nChanged 136 SP:Iteration 9Q (1020.236414 sec): 3 clusters Score: Raw -479265.695494 + Penalty 6349.367036 = -472916.328458 nChanged 123 SP:Iteration 10Q (1020.330874 sec): 3 clusters Score: Raw -479357.377520 + Penalty 6349.367036 = -473008.010483 nChanged 98 SP:Iteration 11Q (1020.433506 sec): 3 clusters Score: Raw -479430.648165 + Penalty 6349.367036 = -473081.281128 nChanged 101 SP:Iteration 12Q (1020.533217 sec): 3 clusters Score: Raw -479509.643198 + Penalty 6349.367036 = -473160.276162 nChanged 102 SP:Iteration 13Q (1020.627010 sec): 3 clusters Score: Raw -479584.542960 + Penalty 6349.367036 = -473235.175924 nChanged 104 SP:Iteration 14Q (1020.727776 sec): 3 clusters Score: Raw -479668.139451 + Penalty 6349.367036 = -473318.772415 nChanged 118 SP:Iteration 15Q (1020.812213 sec): 3 clusters Score: Raw -479775.667742 + Penalty 6349.367036 = -473426.300706 nChanged 122 SP:Iteration 16Q (1020.930161 sec): 3 clusters Score: Raw -479884.467365 + Penalty 6349.367036 = -473535.100329 nChanged 99 SP:Iteration 17Q (1021.023731 sec): 3 clusters Score: Raw -479977.087085 + Penalty 6349.367036 = -473627.720048 nChanged 102 SP:Iteration 18Q (1021.121685 sec): 3 clusters Score: Raw -480060.684535 + Penalty 6349.367036 = -473711.317499 nChanged 91 SP:Iteration 19Q (1021.227949 sec): 3 clusters Score: Raw -480157.015158 + Penalty 6349.367036 = -473807.648122 nChanged 104 SP:Iteration 20F (1021.311384 sec): 3 clusters Score: Raw -480274.805911 + Penalty 6349.367036 = -473925.438875 nChanged 113 SP:Iteration 21Q (1021.432233 sec): 3 clusters Score: Raw -480433.031613 + Penalty 6349.367036 = -474083.664576 nChanged 96 SP:Iteration 22Q (1021.515000 sec): 3 clusters Score: Raw -480547.145656 + Penalty 6349.367036 = -474197.778619 nChanged 101 SP:Iteration 23Q (1021.619848 sec): 3 clusters Score: Raw -480670.012792 + Penalty 6349.367036 = -474320.645755 nChanged 91 SP:Iteration 24Q (1021.702097 sec): 3 clusters Score: Raw -480791.658835 + Penalty 6349.367036 = -474442.291799 nChanged 92 SP:Iteration 25Q (1021.793520 sec): 3 clusters Score: Raw -480893.294492 + Penalty 6349.367036 = -474543.927456 nChanged 78 SP:Iteration 26Q (1021.895430 sec): 3 clusters Score: Raw -480965.850848 + Penalty 6349.367036 = -474616.483811 nChanged 50 SP:Iteration 27Q (1021.995561 sec): 3 clusters Score: Raw -481004.687999 + Penalty 6349.367036 = -474655.320963 nChanged 32 SP:Iteration 28Q (1022.086485 sec): 3 clusters Score: Raw -481029.598496 + Penalty 6349.367036 = -474680.231459 nChanged 29 SP:Iteration 29Q (1022.180546 sec): 3 clusters Score: Raw -481048.882371 + Penalty 6349.367036 = -474699.515334 nChanged 19 SP:Iteration 30Q (1022.283938 sec): 3 clusters Score: Raw -481058.668553 + Penalty 6349.367036 = -474709.301517 nChanged 10 SP:Iteration 31Q (1022.378864 sec): 3 clusters Score: Raw -481063.796306 + Penalty 6349.367036 = -474714.429270 nChanged 8 SP:Iteration 32Q (1022.478549 sec): 3 clusters Score: Raw -481068.782597 + Penalty 6349.367036 = -474719.415560 nChanged 5 SP:Iteration 33Q (1022.579738 sec): 3 clusters Score: Raw -481071.943093 + Penalty 6349.367036 = -474722.576056 nChanged 2 SP:Iteration 34Q (1022.665887 sec): 3 clusters Score: Raw -481072.633109 + Penalty 6349.367036 = -474723.266072 nChanged 1 SP:Iteration 35Q (1022.764823 sec): 3 clusters Score: Raw -481072.993457 + Penalty 6349.367036 = -474723.626421 nChanged 0 SP:Iteration 36F (1022.849642 sec): 3 clusters Score: Raw -481072.993457 + Penalty 6349.367036 = -474723.626421 nChanged 0 Trying to split cluster 6 (3827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1022.924885 sec): 2 clusters Score: Raw -321129.603864 + Penalty 3056.564418 = -318073.039446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1023.001508 sec): 3 clusters Score: Raw -319607.878569 + Penalty 6113.128836 = -313494.749734 nChanged 1271 SP:Iteration 1F (1023.095583 sec): 3 clusters Score: Raw -320425.741138 + Penalty 6113.128836 = -314312.612302 nChanged 298 SP:Iteration 2F (1023.215641 sec): 3 clusters Score: Raw -320662.487501 + Penalty 6113.128836 = -314549.358665 nChanged 183 SP:Iteration 3Q (1023.288937 sec): 3 clusters Score: Raw -320816.518923 + Penalty 6113.128836 = -314703.390087 nChanged 144 SP:Iteration 4Q (1023.388758 sec): 3 clusters Score: Raw -320933.584900 + Penalty 6113.128836 = -314820.456065 nChanged 110 SP:Iteration 5Q (1023.492060 sec): 3 clusters Score: Raw -321022.925599 + Penalty 6113.128836 = -314909.796764 nChanged 99 SP:Iteration 6Q (1023.586172 sec): 3 clusters Score: Raw -321111.743984 + Penalty 6113.128836 = -314998.615148 nChanged 88 SP:Iteration 7Q (1023.685193 sec): 3 clusters Score: Raw -321187.148604 + Penalty 6113.128836 = -315074.019768 nChanged 82 SP:Iteration 8Q (1023.770151 sec): 3 clusters Score: Raw -321260.969960 + Penalty 6113.128836 = -315147.841124 nChanged 96 SP:Iteration 9Q (1023.865037 sec): 3 clusters Score: Raw -321339.932570 + Penalty 6113.128836 = -315226.803734 nChanged 82 SP:Iteration 10Q (1023.964858 sec): 3 clusters Score: Raw -321408.526892 + Penalty 6113.128836 = -315295.398056 nChanged 85 SP:Iteration 11Q (1024.063797 sec): 3 clusters Score: Raw -321490.579590 + Penalty 6113.128836 = -315377.450755 nChanged 91 SP:Iteration 12Q (1024.148105 sec): 3 clusters Score: Raw -321581.384606 + Penalty 6113.128836 = -315468.255770 nChanged 98 SP:Iteration 13Q (1024.241277 sec): 3 clusters Score: Raw -321676.582439 + Penalty 6113.128836 = -315563.453603 nChanged 94 SP:Iteration 14Q (1024.338115 sec): 3 clusters Score: Raw -321753.994833 + Penalty 6113.128836 = -315640.865997 nChanged 79 SP:Iteration 15Q (1024.421389 sec): 3 clusters Score: Raw -321823.288514 + Penalty 6113.128836 = -315710.159678 nChanged 79 SP:Iteration 16Q (1024.527112 sec): 3 clusters Score: Raw -321893.356976 + Penalty 6113.128836 = -315780.228140 nChanged 58 SP:Iteration 17Q (1024.621035 sec): 3 clusters Score: Raw -321944.732322 + Penalty 6113.128836 = -315831.603486 nChanged 65 SP:Iteration 18Q (1024.699977 sec): 3 clusters Score: Raw -321995.816935 + Penalty 6113.128836 = -315882.688099 nChanged 57 SP:Iteration 19Q (1024.791593 sec): 3 clusters Score: Raw -322033.406587 + Penalty 6113.128836 = -315920.277751 nChanged 42 SP:Iteration 20F (1024.893978 sec): 3 clusters Score: Raw -322059.786863 + Penalty 6113.128836 = -315946.658027 nChanged 40 SP:Iteration 21Q (1024.995095 sec): 3 clusters Score: Raw -322082.458566 + Penalty 6113.128836 = -315969.329731 nChanged 25 SP:Iteration 22Q (1025.088784 sec): 3 clusters Score: Raw -322099.016171 + Penalty 6113.128836 = -315985.887335 nChanged 24 SP:Iteration 23Q (1025.174276 sec): 3 clusters Score: Raw -322113.549895 + Penalty 6113.128836 = -316000.421060 nChanged 18 SP:Iteration 24Q (1025.262554 sec): 3 clusters Score: Raw -322126.180395 + Penalty 6113.128836 = -316013.051560 nChanged 24 SP:Iteration 25Q (1025.352089 sec): 3 clusters Score: Raw -322143.152350 + Penalty 6113.128836 = -316030.023515 nChanged 16 SP:Iteration 26Q (1025.459910 sec): 3 clusters Score: Raw -322154.819964 + Penalty 6113.128836 = -316041.691128 nChanged 14 SP:Iteration 27Q (1025.536619 sec): 3 clusters Score: Raw -322163.186480 + Penalty 6113.128836 = -316050.057645 nChanged 12 SP:Iteration 28Q (1025.627240 sec): 3 clusters Score: Raw -322168.603727 + Penalty 6113.128836 = -316055.474891 nChanged 12 SP:Iteration 29Q (1025.742293 sec): 3 clusters Score: Raw -322174.340273 + Penalty 6113.128836 = -316061.211438 nChanged 9 SP:Iteration 30Q (1025.839498 sec): 3 clusters Score: Raw -322178.886232 + Penalty 6113.128836 = -316065.757397 nChanged 10 SP:Iteration 31Q (1025.931079 sec): 3 clusters Score: Raw -322181.668495 + Penalty 6113.128836 = -316068.539659 nChanged 4 SP:Iteration 32Q (1026.015622 sec): 3 clusters Score: Raw -322184.028832 + Penalty 6113.128836 = -316070.899996 nChanged 3 SP:Iteration 33Q (1026.108045 sec): 3 clusters Score: Raw -322186.098357 + Penalty 6113.128836 = -316072.969521 nChanged 8 SP:Iteration 34Q (1026.203603 sec): 3 clusters Score: Raw -322189.652521 + Penalty 6113.128836 = -316076.523685 nChanged 6 SP:Iteration 35Q (1026.289419 sec): 3 clusters Score: Raw -322192.316146 + Penalty 6113.128836 = -316079.187310 nChanged 6 SP:Iteration 36Q (1026.394394 sec): 3 clusters Score: Raw -322196.425844 + Penalty 6113.128836 = -316083.297008 nChanged 9 SP:Iteration 37Q (1026.491254 sec): 3 clusters Score: Raw -322204.188697 + Penalty 6113.128836 = -316091.059861 nChanged 5 SP:Iteration 38Q (1026.575566 sec): 3 clusters Score: Raw -322206.707529 + Penalty 6113.128836 = -316093.578694 nChanged 7 SP:Iteration 39Q (1026.671819 sec): 3 clusters Score: Raw -322210.306259 + Penalty 6113.128836 = -316097.177424 nChanged 7 SP:Iteration 40F (1026.761041 sec): 3 clusters Score: Raw -322214.469220 + Penalty 6113.128836 = -316101.340384 nChanged 7 SP:Iteration 41Q (1026.855780 sec): 3 clusters Score: Raw -322218.529795 + Penalty 6113.128836 = -316105.400960 nChanged 7 SP:Iteration 42Q (1026.940888 sec): 3 clusters Score: Raw -322222.082381 + Penalty 6113.128836 = -316108.953545 nChanged 3 SP:Iteration 43Q (1027.034908 sec): 3 clusters Score: Raw -322223.526168 + Penalty 6113.128836 = -316110.397332 nChanged 2 SP:Iteration 44Q (1027.160151 sec): 3 clusters Score: Raw -322223.876831 + Penalty 6113.128836 = -316110.747996 nChanged 0 SP:Iteration 45F (1027.234271 sec): 3 clusters Score: Raw -322223.876831 + Penalty 6113.128836 = -316110.747996 nChanged 0 Trying to split cluster 7 (3043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1027.293093 sec): 2 clusters Score: Raw -197391.778708 + Penalty 2971.631985 = -194420.146723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1027.394352 sec): 3 clusters Score: Raw -196459.192210 + Penalty 5943.263970 = -190515.928239 nChanged 994 SP:Iteration 1F (1027.487847 sec): 3 clusters Score: Raw -197803.640094 + Penalty 5943.263970 = -191860.376124 nChanged 326 SP:Iteration 2F (1027.572613 sec): 3 clusters Score: Raw -198339.196103 + Penalty 5943.263970 = -192395.932133 nChanged 233 SP:Iteration 3F (1027.656988 sec): 3 clusters Score: Raw -198829.556739 + Penalty 5943.263970 = -192886.292769 nChanged 175 SP:Iteration 4F (1027.765932 sec): 3 clusters Score: Raw -199157.209812 + Penalty 5943.263970 = -193213.945842 nChanged 143 SP:Iteration 5Q (1027.862043 sec): 3 clusters Score: Raw -199494.602633 + Penalty 5943.263970 = -193551.338663 nChanged 137 SP:Iteration 6Q (1027.957127 sec): 3 clusters Score: Raw -199830.238820 + Penalty 5943.263970 = -193886.974850 nChanged 90 SP:Iteration 7Q (1028.051414 sec): 3 clusters Score: Raw -200088.556008 + Penalty 5943.263970 = -194145.292038 nChanged 95 SP:Iteration 8Q (1028.136920 sec): 3 clusters Score: Raw -200349.438526 + Penalty 5943.263970 = -194406.174556 nChanged 78 SP:Iteration 9Q (1028.241191 sec): 3 clusters Score: Raw -200538.488273 + Penalty 5943.263970 = -194595.224303 nChanged 61 SP:Iteration 10Q (1028.314430 sec): 3 clusters Score: Raw -200663.975360 + Penalty 5943.263970 = -194720.711390 nChanged 43 SP:Iteration 11Q (1028.409595 sec): 3 clusters Score: Raw -200751.372569 + Penalty 5943.263970 = -194808.108599 nChanged 32 SP:Iteration 12Q (1028.492828 sec): 3 clusters Score: Raw -200810.597808 + Penalty 5943.263970 = -194867.333838 nChanged 31 SP:Iteration 13Q (1028.597686 sec): 3 clusters Score: Raw -200865.525114 + Penalty 5943.263970 = -194922.261144 nChanged 27 SP:Iteration 14Q (1028.692164 sec): 3 clusters Score: Raw -200909.045468 + Penalty 5943.263970 = -194965.781498 nChanged 24 SP:Iteration 15Q (1028.770236 sec): 3 clusters Score: Raw -200938.156571 + Penalty 5943.263970 = -194994.892601 nChanged 17 SP:Iteration 16Q (1028.853046 sec): 3 clusters Score: Raw -200958.296073 + Penalty 5943.263970 = -195015.032103 nChanged 14 SP:Iteration 17Q (1028.962909 sec): 3 clusters Score: Raw -200981.636255 + Penalty 5943.263970 = -195038.372285 nChanged 11 SP:Iteration 18Q (1029.049647 sec): 3 clusters Score: Raw -200995.241692 + Penalty 5943.263970 = -195051.977722 nChanged 7 SP:Iteration 19Q (1029.140734 sec): 3 clusters Score: Raw -201004.940308 + Penalty 5943.263970 = -195061.676338 nChanged 2 SP:Iteration 20F (1029.233578 sec): 3 clusters Score: Raw -201007.551928 + Penalty 5943.263970 = -195064.287958 nChanged 4 SP:Iteration 21Q (1029.322315 sec): 3 clusters Score: Raw -201011.144205 + Penalty 5943.263970 = -195067.880235 nChanged 5 SP:Iteration 22Q (1029.426491 sec): 3 clusters Score: Raw -201017.315143 + Penalty 5943.263970 = -195074.051173 nChanged 4 SP:Iteration 23Q (1029.497556 sec): 3 clusters Score: Raw -201021.340732 + Penalty 5943.263970 = -195078.076761 nChanged 1 SP:Iteration 24Q (1029.594085 sec): 3 clusters Score: Raw -201022.066192 + Penalty 5943.263970 = -195078.802222 nChanged 0 SP:Iteration 25F (1029.694960 sec): 3 clusters Score: Raw -201022.066192 + Penalty 5943.263970 = -195078.802222 nChanged 0 Score: Raw -3287982.288628 + Penalty 43283.241559 = -3244699.047069 Splitting cluster 7 changes total score from -3245003.599726 to -3244699.047069 So it's not getting split. Trying to split cluster 8 (4422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1030.597093 sec): 2 clusters Score: Raw -405846.513609 + Penalty 3110.105697 = -402736.407911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1030.682587 sec): 3 clusters Score: Raw -403992.841547 + Penalty 6220.211395 = -397772.630152 nChanged 1584 SP:Iteration 1F (1030.786172 sec): 3 clusters Score: Raw -405012.090842 + Penalty 6220.211395 = -398791.879447 nChanged 359 SP:Iteration 2F (1030.882494 sec): 3 clusters Score: Raw -405296.796779 + Penalty 6220.211395 = -399076.585384 nChanged 250 SP:Iteration 3F (1030.980495 sec): 3 clusters Score: Raw -405547.999959 + Penalty 6220.211395 = -399327.788564 nChanged 255 SP:Iteration 4F (1031.056116 sec): 3 clusters Score: Raw -405844.230116 + Penalty 6220.211395 = -399624.018721 nChanged 269 SP:Iteration 5F (1031.167742 sec): 3 clusters Score: Raw -406270.449065 + Penalty 6220.211395 = -400050.237670 nChanged 336 SP:Iteration 6F (1031.249979 sec): 3 clusters Score: Raw -406950.788862 + Penalty 6220.211395 = -400730.577467 nChanged 317 SP:Iteration 7F (1031.357586 sec): 3 clusters Score: Raw -407459.474824 + Penalty 6220.211395 = -401239.263429 nChanged 233 SP:Iteration 8F (1031.460633 sec): 3 clusters Score: Raw -407776.488226 + Penalty 6220.211395 = -401556.276831 nChanged 135 SP:Iteration 9Q (1031.539110 sec): 3 clusters Score: Raw -407915.269390 + Penalty 6220.211395 = -401695.057995 nChanged 83 SP:Iteration 10Q (1031.650979 sec): 3 clusters Score: Raw -407984.008233 + Penalty 6220.211395 = -401763.796838 nChanged 77 SP:Iteration 11Q (1031.722725 sec): 3 clusters Score: Raw -408043.772416 + Penalty 6220.211395 = -401823.561021 nChanged 55 SP:Iteration 12Q (1031.832304 sec): 3 clusters Score: Raw -408086.695443 + Penalty 6220.211395 = -401866.484048 nChanged 35 SP:Iteration 13Q (1031.911301 sec): 3 clusters Score: Raw -408111.546383 + Penalty 6220.211395 = -401891.334988 nChanged 21 SP:Iteration 14Q (1032.008165 sec): 3 clusters Score: Raw -408125.068930 + Penalty 6220.211395 = -401904.857535 nChanged 13 SP:Iteration 15Q (1032.113648 sec): 3 clusters Score: Raw -408131.524744 + Penalty 6220.211395 = -401911.313349 nChanged 9 SP:Iteration 16Q (1032.208412 sec): 3 clusters Score: Raw -408138.000596 + Penalty 6220.211395 = -401917.789201 nChanged 10 SP:Iteration 17Q (1032.323818 sec): 3 clusters Score: Raw -408144.417487 + Penalty 6220.211395 = -401924.206092 nChanged 12 SP:Iteration 18Q (1032.404174 sec): 3 clusters Score: Raw -408151.138614 + Penalty 6220.211395 = -401930.927219 nChanged 8 SP:Iteration 19Q (1032.503341 sec): 3 clusters Score: Raw -408155.511312 + Penalty 6220.211395 = -401935.299917 nChanged 5 SP:Iteration 20F (1032.582506 sec): 3 clusters Score: Raw -408158.539606 + Penalty 6220.211395 = -401938.328211 nChanged 2 SP:Iteration 21Q (1032.684958 sec): 3 clusters Score: Raw -408159.819280 + Penalty 6220.211395 = -401939.607885 nChanged 5 SP:Iteration 22Q (1032.781574 sec): 3 clusters Score: Raw -408161.965734 + Penalty 6220.211395 = -401941.754339 nChanged 1 SP:Iteration 23Q (1032.886274 sec): 3 clusters Score: Raw -408162.651780 + Penalty 6220.211395 = -401942.440385 nChanged 3 SP:Iteration 24Q (1032.985187 sec): 3 clusters Score: Raw -408163.976105 + Penalty 6220.211395 = -401943.764710 nChanged 2 SP:Iteration 25Q (1033.084337 sec): 3 clusters Score: Raw -408164.936960 + Penalty 6220.211395 = -401944.725565 nChanged 0 SP:Iteration 26F (1033.178386 sec): 3 clusters Score: Raw -408164.936960 + Penalty 6220.211395 = -401944.725565 nChanged 0 Trying to split cluster 9 (2632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1033.238036 sec): 2 clusters Score: Raw -247448.309116 + Penalty 2917.872488 = -244530.436628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1033.314513 sec): 3 clusters Score: Raw -246556.720182 + Penalty 5835.744976 = -240720.975207 nChanged 786 SP:Iteration 1F (1033.407120 sec): 3 clusters Score: Raw -247190.771161 + Penalty 5835.744976 = -241355.026185 nChanged 180 SP:Iteration 2F (1033.496742 sec): 3 clusters Score: Raw -247353.903582 + Penalty 5835.744976 = -241518.158607 nChanged 99 SP:Iteration 3Q (1033.597975 sec): 3 clusters Score: Raw -247445.517269 + Penalty 5835.744976 = -241609.772293 nChanged 66 SP:Iteration 4Q (1033.670478 sec): 3 clusters Score: Raw -247503.902635 + Penalty 5835.744976 = -241668.157659 nChanged 55 SP:Iteration 5Q (1033.759464 sec): 3 clusters Score: Raw -247551.094831 + Penalty 5835.744976 = -241715.349856 nChanged 39 SP:Iteration 6Q (1033.851054 sec): 3 clusters Score: Raw -247579.684592 + Penalty 5835.744976 = -241743.939617 nChanged 26 SP:Iteration 7Q (1033.946995 sec): 3 clusters Score: Raw -247596.992430 + Penalty 5835.744976 = -241761.247455 nChanged 17 SP:Iteration 8Q (1034.038155 sec): 3 clusters Score: Raw -247608.558930 + Penalty 5835.744976 = -241772.813954 nChanged 17 SP:Iteration 9Q (1034.130969 sec): 3 clusters Score: Raw -247621.205950 + Penalty 5835.744976 = -241785.460974 nChanged 11 SP:Iteration 10Q (1034.230862 sec): 3 clusters Score: Raw -247628.177534 + Penalty 5835.744976 = -241792.432558 nChanged 7 SP:Iteration 11Q (1034.298616 sec): 3 clusters Score: Raw -247631.694807 + Penalty 5835.744976 = -241795.949831 nChanged 4 SP:Iteration 12Q (1034.387699 sec): 3 clusters Score: Raw -247635.261625 + Penalty 5835.744976 = -241799.516649 nChanged 3 SP:Iteration 13Q (1034.492125 sec): 3 clusters Score: Raw -247637.875801 + Penalty 5835.744976 = -241802.130826 nChanged 2 SP:Iteration 14Q (1034.569236 sec): 3 clusters Score: Raw -247639.276262 + Penalty 5835.744976 = -241803.531286 nChanged 0 SP:Iteration 15F (1034.657903 sec): 3 clusters Score: Raw -247639.276262 + Penalty 5835.744976 = -241803.531286 nChanged 0 Trying to split cluster 10 (5573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1034.716056 sec): 2 clusters Score: Raw -492968.431236 + Penalty 3195.817696 = -489772.613541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1034.811038 sec): 3 clusters Score: Raw -490486.038398 + Penalty 6391.635392 = -484094.403006 nChanged 1998 SP:Iteration 1F (1034.915319 sec): 3 clusters Score: Raw -491759.724010 + Penalty 6391.635392 = -485368.088618 nChanged 457 SP:Iteration 2F (1035.012920 sec): 3 clusters Score: Raw -492130.513489 + Penalty 6391.635392 = -485738.878097 nChanged 326 SP:Iteration 3F (1035.111891 sec): 3 clusters Score: Raw -492395.300614 + Penalty 6391.635392 = -486003.665222 nChanged 280 SP:Iteration 4F (1035.211933 sec): 3 clusters Score: Raw -492639.290037 + Penalty 6391.635392 = -486247.654645 nChanged 279 SP:Iteration 5F (1035.306397 sec): 3 clusters Score: Raw -492915.722506 + Penalty 6391.635392 = -486524.087115 nChanged 275 SP:Iteration 6Q (1035.415360 sec): 3 clusters Score: Raw -493181.711289 + Penalty 6391.635392 = -486790.075898 nChanged 278 SP:Iteration 7Q (1035.507739 sec): 3 clusters Score: Raw -493472.077840 + Penalty 6391.635392 = -487080.442449 nChanged 277 SP:Iteration 8Q (1035.603665 sec): 3 clusters Score: Raw -493759.704173 + Penalty 6391.635392 = -487368.068782 nChanged 228 SP:Iteration 9Q (1035.693757 sec): 3 clusters Score: Raw -493959.052977 + Penalty 6391.635392 = -487567.417585 nChanged 159 SP:Iteration 10Q (1035.792002 sec): 3 clusters Score: Raw -494094.460065 + Penalty 6391.635392 = -487702.824673 nChanged 138 SP:Iteration 11Q (1035.888234 sec): 3 clusters Score: Raw -494195.535398 + Penalty 6391.635392 = -487803.900007 nChanged 86 SP:Iteration 12Q (1035.988479 sec): 3 clusters Score: Raw -494253.593897 + Penalty 6391.635392 = -487861.958505 nChanged 80 SP:Iteration 13Q (1036.089999 sec): 3 clusters Score: Raw -494314.373255 + Penalty 6391.635392 = -487922.737864 nChanged 79 SP:Iteration 14Q (1036.186639 sec): 3 clusters Score: Raw -494377.014923 + Penalty 6391.635392 = -487985.379531 nChanged 74 SP:Iteration 15Q (1036.281994 sec): 3 clusters Score: Raw -494422.651806 + Penalty 6391.635392 = -488031.016415 nChanged 61 SP:Iteration 16Q (1036.390907 sec): 3 clusters Score: Raw -494456.081243 + Penalty 6391.635392 = -488064.445852 nChanged 47 SP:Iteration 17Q (1036.479702 sec): 3 clusters Score: Raw -494481.700449 + Penalty 6391.635392 = -488090.065057 nChanged 34 SP:Iteration 18Q (1036.567391 sec): 3 clusters Score: Raw -494497.728148 + Penalty 6391.635392 = -488106.092756 nChanged 27 SP:Iteration 19Q (1036.664181 sec): 3 clusters Score: Raw -494508.249642 + Penalty 6391.635392 = -488116.614251 nChanged 23 SP:Iteration 20F (1036.770991 sec): 3 clusters Score: Raw -494517.310300 + Penalty 6391.635392 = -488125.674908 nChanged 12 SP:Iteration 21Q (1036.850401 sec): 3 clusters Score: Raw -494521.076671 + Penalty 6391.635392 = -488129.441280 nChanged 8 SP:Iteration 22Q (1036.961172 sec): 3 clusters Score: Raw -494524.083946 + Penalty 6391.635392 = -488132.448555 nChanged 6 SP:Iteration 23Q (1037.056562 sec): 3 clusters Score: Raw -494526.496748 + Penalty 6391.635392 = -488134.861357 nChanged 6 SP:Iteration 24Q (1037.153231 sec): 3 clusters Score: Raw -494528.477427 + Penalty 6391.635392 = -488136.842036 nChanged 7 SP:Iteration 25Q (1037.250616 sec): 3 clusters Score: Raw -494531.230968 + Penalty 6391.635392 = -488139.595577 nChanged 9 SP:Iteration 26Q (1037.368884 sec): 3 clusters Score: Raw -494535.265074 + Penalty 6391.635392 = -488143.629683 nChanged 13 SP:Iteration 27Q (1037.461365 sec): 3 clusters Score: Raw -494539.910545 + Penalty 6391.635392 = -488148.275154 nChanged 9 SP:Iteration 28Q (1037.569069 sec): 3 clusters Score: Raw -494543.251146 + Penalty 6391.635392 = -488151.615755 nChanged 2 SP:Iteration 29Q (1037.660628 sec): 3 clusters Score: Raw -494544.155728 + Penalty 6391.635392 = -488152.520337 nChanged 7 SP:Iteration 30Q (1037.777308 sec): 3 clusters Score: Raw -494545.899880 + Penalty 6391.635392 = -488154.264488 nChanged 5 SP:Iteration 31Q (1037.869896 sec): 3 clusters Score: Raw -494547.219639 + Penalty 6391.635392 = -488155.584247 nChanged 3 SP:Iteration 32Q (1037.949630 sec): 3 clusters Score: Raw -494548.507820 + Penalty 6391.635392 = -488156.872428 nChanged 2 SP:Iteration 33Q (1038.063509 sec): 3 clusters Score: Raw -494549.307278 + Penalty 6391.635392 = -488157.671886 nChanged 1 SP:Iteration 34Q (1038.156944 sec): 3 clusters Score: Raw -494549.509206 + Penalty 6391.635392 = -488157.873814 nChanged 0 SP:Iteration 35F (1038.251047 sec): 3 clusters Score: Raw -494549.509206 + Penalty 6391.635392 = -488157.873814 nChanged 0 Time taken for this iteration:190.942954 seconds. 6->11 Clusters: Score -3245003.599726, best is -3246686.356092 Starting from 7 clusters... ------ Clustering full data set of 40960 points ------ SP: Assigned 7 initial classes randomly. Deleting Class 3 (4061 points): Lose 1581.925441 but Gain 3934.840142 Iteration 0F (1038.760655 sec): 6 clusters Score: Raw -3022863.693754 + Penalty 19674.200709 = -3003189.493045 nChanged 32037 Iteration 1F (1039.175554 sec): 6 clusters Score: Raw -3114949.047512 + Penalty 19674.200709 = -3095274.846803 nChanged 15710 Iteration 2F (1039.599151 sec): 6 clusters Score: Raw -3197813.374200 + Penalty 19674.200709 = -3178139.173491 nChanged 9693 Iteration 3F (1040.035296 sec): 6 clusters Score: Raw -3222597.377170 + Penalty 19674.200709 = -3202923.176461 nChanged 4488 Iteration 4F (1040.460038 sec): 6 clusters Score: Raw -3229530.482965 + Penalty 19674.200709 = -3209856.282256 nChanged 2571 Iteration 5F (1040.874554 sec): 6 clusters Score: Raw -3232667.529210 + Penalty 19674.200709 = -3212993.328502 nChanged 1720 Iteration 6Q (1041.245095 sec): 6 clusters Score: Raw -3234343.113667 + Penalty 19674.200709 = -3214668.912958 nChanged 1226 Iteration 7Q (1041.593315 sec): 6 clusters Score: Raw -3235426.996860 + Penalty 19674.200709 = -3215752.796152 nChanged 941 Iteration 8Q (1041.948347 sec): 6 clusters Score: Raw -3236134.516062 + Penalty 19674.200709 = -3216460.315353 nChanged 756 Iteration 9Q (1042.304390 sec): 6 clusters Score: Raw -3236577.036590 + Penalty 19674.200709 = -3216902.835882 nChanged 606 Iteration 10Q (1042.664912 sec): 6 clusters Score: Raw -3236915.075809 + Penalty 19674.200709 = -3217240.875100 nChanged 469 Iteration 11Q (1043.027600 sec): 6 clusters Score: Raw -3237139.622263 + Penalty 19674.200709 = -3217465.421555 nChanged 402 Iteration 12Q (1043.398769 sec): 6 clusters Score: Raw -3237329.113429 + Penalty 19674.200709 = -3217654.912721 nChanged 375 Iteration 13Q (1043.749645 sec): 6 clusters Score: Raw -3237520.091880 + Penalty 19674.200709 = -3217845.891172 nChanged 413 Iteration 14Q (1044.122880 sec): 6 clusters Score: Raw -3237753.609381 + Penalty 19674.200709 = -3218079.408672 nChanged 433 Iteration 15Q (1044.492325 sec): 6 clusters Score: Raw -3238056.743737 + Penalty 19674.200709 = -3218382.543028 nChanged 397 Iteration 16Q (1044.837494 sec): 6 clusters Score: Raw -3238309.786808 + Penalty 19674.200709 = -3218635.586100 nChanged 358 Iteration 17Q (1045.188099 sec): 6 clusters Score: Raw -3238481.666470 + Penalty 19674.200709 = -3218807.465762 nChanged 299 Iteration 18Q (1045.546686 sec): 6 clusters Score: Raw -3238588.793800 + Penalty 19674.200709 = -3218914.593091 nChanged 247 Iteration 19Q (1045.932451 sec): 6 clusters Score: Raw -3238667.715846 + Penalty 19674.200709 = -3218993.515138 nChanged 206 Writing temp clu file Because OldScore, -3218914.593091, is greater than current (better) Score,-3218993.515138 Compute initial score before splitting: Score: Raw -3238667.715846 + Penalty 19674.200709 = -3218993.515138 Trying to split cluster 1 (4230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1046.022046 sec): 2 clusters Score: Raw -258788.946863 + Penalty 3093.659169 = -255695.287694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1046.103128 sec): 3 clusters Score: Raw -257272.035680 + Penalty 6187.318339 = -251084.717342 nChanged 1545 SP:Iteration 1F (1046.203937 sec): 3 clusters Score: Raw -259798.200377 + Penalty 6187.318339 = -253610.882039 nChanged 619 SP:Iteration 2F (1046.306891 sec): 3 clusters Score: Raw -261279.127575 + Penalty 6187.318339 = -255091.809237 nChanged 399 SP:Iteration 3F (1046.400409 sec): 3 clusters Score: Raw -262136.003725 + Penalty 6187.318339 = -255948.685387 nChanged 240 SP:Iteration 4F (1046.482081 sec): 3 clusters Score: Raw -262561.515138 + Penalty 6187.318339 = -256374.196799 nChanged 158 SP:Iteration 5Q (1046.594749 sec): 3 clusters Score: Raw -262794.417361 + Penalty 6187.318339 = -256607.099022 nChanged 93 SP:Iteration 6Q (1046.688864 sec): 3 clusters Score: Raw -262901.265670 + Penalty 6187.318339 = -256713.947331 nChanged 56 SP:Iteration 7Q (1046.784043 sec): 3 clusters Score: Raw -262949.926900 + Penalty 6187.318339 = -256762.608561 nChanged 48 SP:Iteration 8Q (1046.880456 sec): 3 clusters Score: Raw -262995.103301 + Penalty 6187.318339 = -256807.784963 nChanged 36 SP:Iteration 9Q (1046.964978 sec): 3 clusters Score: Raw -263021.176378 + Penalty 6187.318339 = -256833.858039 nChanged 25 SP:Iteration 10Q (1047.052105 sec): 3 clusters Score: Raw -263037.762383 + Penalty 6187.318339 = -256850.444045 nChanged 18 SP:Iteration 11Q (1047.141706 sec): 3 clusters Score: Raw -263052.556052 + Penalty 6187.318339 = -256865.237714 nChanged 15 SP:Iteration 12Q (1047.236486 sec): 3 clusters Score: Raw -263061.652471 + Penalty 6187.318339 = -256874.334132 nChanged 11 SP:Iteration 13Q (1047.343176 sec): 3 clusters Score: Raw -263067.164883 + Penalty 6187.318339 = -256879.846545 nChanged 6 SP:Iteration 14Q (1047.437965 sec): 3 clusters Score: Raw -263070.897858 + Penalty 6187.318339 = -256883.579519 nChanged 8 SP:Iteration 15Q (1047.524630 sec): 3 clusters Score: Raw -263075.522580 + Penalty 6187.318339 = -256888.204241 nChanged 6 SP:Iteration 16Q (1047.631347 sec): 3 clusters Score: Raw -263081.590039 + Penalty 6187.318339 = -256894.271701 nChanged 12 SP:Iteration 17Q (1047.734138 sec): 3 clusters Score: Raw -263089.391696 + Penalty 6187.318339 = -256902.073358 nChanged 8 SP:Iteration 18Q (1047.819733 sec): 3 clusters Score: Raw -263093.591828 + Penalty 6187.318339 = -256906.273489 nChanged 5 SP:Iteration 19Q (1047.917680 sec): 3 clusters Score: Raw -263096.894359 + Penalty 6187.318339 = -256909.576020 nChanged 7 SP:Iteration 20F (1048.006033 sec): 3 clusters Score: Raw -263099.530204 + Penalty 6187.318339 = -256912.211865 nChanged 4 SP:Iteration 21Q (1048.112509 sec): 3 clusters Score: Raw -263101.157771 + Penalty 6187.318339 = -256913.839433 nChanged 2 SP:Iteration 22Q (1048.198146 sec): 3 clusters Score: Raw -263102.148849 + Penalty 6187.318339 = -256914.830510 nChanged 0 SP:Iteration 23F (1048.306207 sec): 3 clusters Score: Raw -263102.148849 + Penalty 6187.318339 = -256914.830510 nChanged 0 Score: Raw -3243018.812793 + Penalty 23609.040850 = -3219409.771943 Splitting cluster 1 changes total score from -3218993.515138 to -3219409.771943 So it's getting split into cluster 3. Trying to split cluster 2 (16187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1048.869431 sec): 2 clusters Score: Raw -1432318.542114 + Penalty 3590.872562 = -1428727.669552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1049.018049 sec): 3 clusters Score: Raw -1423532.647663 + Penalty 7181.745124 = -1416350.902539 nChanged 6770 SP:Iteration 1F (1049.153644 sec): 3 clusters Score: Raw -1427715.978155 + Penalty 7181.745124 = -1420534.233031 nChanged 1369 SP:Iteration 2F (1049.277116 sec): 3 clusters Score: Raw -1429093.439687 + Penalty 7181.745124 = -1421911.694563 nChanged 1303 SP:Iteration 3F (1049.406865 sec): 3 clusters Score: Raw -1430543.270998 + Penalty 7181.745124 = -1423361.525874 nChanged 1334 SP:Iteration 4F (1049.519531 sec): 3 clusters Score: Raw -1432047.126633 + Penalty 7181.745124 = -1424865.381509 nChanged 1257 SP:Iteration 5F (1049.656312 sec): 3 clusters Score: Raw -1433495.044410 + Penalty 7181.745124 = -1426313.299286 nChanged 1112 SP:Iteration 6F (1049.786052 sec): 3 clusters Score: Raw -1434900.719344 + Penalty 7181.745124 = -1427718.974221 nChanged 1028 SP:Iteration 7F (1049.918659 sec): 3 clusters Score: Raw -1436452.512210 + Penalty 7181.745124 = -1429270.767086 nChanged 895 SP:Iteration 8F (1050.032410 sec): 3 clusters Score: Raw -1438160.574224 + Penalty 7181.745124 = -1430978.829100 nChanged 749 SP:Iteration 9Q (1050.158501 sec): 3 clusters Score: Raw -1439623.301164 + Penalty 7181.745124 = -1432441.556040 nChanged 449 SP:Iteration 10Q (1050.286692 sec): 3 clusters Score: Raw -1440300.097441 + Penalty 7181.745124 = -1433118.352317 nChanged 242 SP:Iteration 11Q (1050.405371 sec): 3 clusters Score: Raw -1440512.883596 + Penalty 7181.745124 = -1433331.138473 nChanged 144 SP:Iteration 12Q (1050.523377 sec): 3 clusters Score: Raw -1440592.991940 + Penalty 7181.745124 = -1433411.246816 nChanged 94 SP:Iteration 13Q (1050.628813 sec): 3 clusters Score: Raw -1440632.782455 + Penalty 7181.745124 = -1433451.037331 nChanged 60 SP:Iteration 14Q (1050.747613 sec): 3 clusters Score: Raw -1440654.722287 + Penalty 7181.745124 = -1433472.977163 nChanged 45 SP:Iteration 15Q (1050.879457 sec): 3 clusters Score: Raw -1440673.730183 + Penalty 7181.745124 = -1433491.985059 nChanged 48 SP:Iteration 16Q (1050.985357 sec): 3 clusters Score: Raw -1440691.605874 + Penalty 7181.745124 = -1433509.860750 nChanged 34 SP:Iteration 17Q (1051.106362 sec): 3 clusters Score: Raw -1440703.644251 + Penalty 7181.745124 = -1433521.899128 nChanged 41 SP:Iteration 18Q (1051.216860 sec): 3 clusters Score: Raw -1440717.088960 + Penalty 7181.745124 = -1433535.343837 nChanged 35 SP:Iteration 19Q (1051.325882 sec): 3 clusters Score: Raw -1440727.316640 + Penalty 7181.745124 = -1433545.571516 nChanged 29 SP:Iteration 20F (1051.450784 sec): 3 clusters Score: Raw -1440738.077538 + Penalty 7181.745124 = -1433556.332414 nChanged 29 SP:Iteration 21Q (1051.570571 sec): 3 clusters Score: Raw -1440748.065359 + Penalty 7181.745124 = -1433566.320235 nChanged 37 SP:Iteration 22Q (1051.688829 sec): 3 clusters Score: Raw -1440765.215910 + Penalty 7181.745124 = -1433583.470786 nChanged 46 SP:Iteration 23Q (1051.808400 sec): 3 clusters Score: Raw -1440784.044966 + Penalty 7181.745124 = -1433602.299842 nChanged 43 SP:Iteration 24Q (1051.933990 sec): 3 clusters Score: Raw -1440809.286660 + Penalty 7181.745124 = -1433627.541536 nChanged 52 SP:Iteration 25Q (1052.043330 sec): 3 clusters Score: Raw -1440845.348183 + Penalty 7181.745124 = -1433663.603059 nChanged 76 SP:Iteration 26Q (1052.152746 sec): 3 clusters Score: Raw -1440905.031877 + Penalty 7181.745124 = -1433723.286753 nChanged 82 SP:Iteration 27Q (1052.291504 sec): 3 clusters Score: Raw -1440996.353625 + Penalty 7181.745124 = -1433814.608501 nChanged 105 SP:Iteration 28Q (1052.395927 sec): 3 clusters Score: Raw -1441183.495595 + Penalty 7181.745124 = -1434001.750471 nChanged 122 SP:Iteration 29Q (1052.508611 sec): 3 clusters Score: Raw -1441497.876251 + Penalty 7181.745124 = -1434316.131127 nChanged 118 SP:Iteration 30Q (1052.622609 sec): 3 clusters Score: Raw -1441794.135496 + Penalty 7181.745124 = -1434612.390372 nChanged 90 SP:Iteration 31Q (1052.726813 sec): 3 clusters Score: Raw -1442068.074815 + Penalty 7181.745124 = -1434886.329691 nChanged 97 SP:Iteration 32Q (1052.836251 sec): 3 clusters Score: Raw -1442586.972870 + Penalty 7181.745124 = -1435405.227746 nChanged 87 SP:Iteration 33Q (1052.961344 sec): 3 clusters Score: Raw -1443098.811564 + Penalty 7181.745124 = -1435917.066440 nChanged 77 SP:Iteration 34Q (1053.073270 sec): 3 clusters Score: Raw -1443303.730616 + Penalty 7181.745124 = -1436121.985492 nChanged 60 SP:Iteration 35Q (1053.203625 sec): 3 clusters Score: Raw -1443425.771048 + Penalty 7181.745124 = -1436244.025924 nChanged 60 SP:Iteration 36Q (1053.320341 sec): 3 clusters Score: Raw -1443628.149215 + Penalty 7181.745124 = -1436446.404091 nChanged 67 SP:Iteration 37Q (1053.425956 sec): 3 clusters Score: Raw -1443856.360446 + Penalty 7181.745124 = -1436674.615322 nChanged 38 SP:Iteration 38Q (1053.539605 sec): 3 clusters Score: Raw -1443912.180754 + Penalty 7181.745124 = -1436730.435630 nChanged 14 SP:Iteration 39Q (1053.648045 sec): 3 clusters Score: Raw -1443916.747008 + Penalty 7181.745124 = -1436735.001884 nChanged 2 SP:Iteration 40F (1053.771700 sec): 3 clusters Score: Raw -1443917.080157 + Penalty 7181.745124 = -1436735.335033 nChanged 0 Score: Raw -3254617.350836 + Penalty 27543.880992 = -3227073.469844 Splitting cluster 2 changes total score from -3218993.515138 to -3227073.469844 So it's getting split into cluster 7. Trying to split cluster 4 (9697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1054.444440 sec): 2 clusters Score: Raw -789202.956276 + Penalty 3401.031366 = -785801.924909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1054.540793 sec): 3 clusters Score: Raw -784365.691711 + Penalty 6802.062732 = -777563.628978 nChanged 3787 SP:Iteration 1F (1054.658782 sec): 3 clusters Score: Raw -786957.706822 + Penalty 6802.062732 = -780155.644090 nChanged 936 SP:Iteration 2F (1054.768321 sec): 3 clusters Score: Raw -787922.679131 + Penalty 6802.062732 = -781120.616399 nChanged 825 SP:Iteration 3F (1054.868170 sec): 3 clusters Score: Raw -788835.761944 + Penalty 6802.062732 = -782033.699212 nChanged 733 SP:Iteration 4F (1054.973290 sec): 3 clusters Score: Raw -789756.921739 + Penalty 6802.062732 = -782954.859007 nChanged 770 SP:Iteration 5F (1055.089270 sec): 3 clusters Score: Raw -790730.370077 + Penalty 6802.062732 = -783928.307345 nChanged 654 SP:Iteration 6F (1055.197640 sec): 3 clusters Score: Raw -791543.681736 + Penalty 6802.062732 = -784741.619004 nChanged 492 SP:Iteration 7F (1055.321901 sec): 3 clusters Score: Raw -792111.612765 + Penalty 6802.062732 = -785309.550033 nChanged 357 SP:Iteration 8Q (1055.413268 sec): 3 clusters Score: Raw -792451.147312 + Penalty 6802.062732 = -785649.084580 nChanged 314 SP:Iteration 9Q (1055.530564 sec): 3 clusters Score: Raw -792722.165933 + Penalty 6802.062732 = -785920.103201 nChanged 263 SP:Iteration 10Q (1055.623204 sec): 3 clusters Score: Raw -792927.800251 + Penalty 6802.062732 = -786125.737518 nChanged 213 SP:Iteration 11Q (1055.731088 sec): 3 clusters Score: Raw -793075.154472 + Penalty 6802.062732 = -786273.091739 nChanged 169 SP:Iteration 12Q (1055.833674 sec): 3 clusters Score: Raw -793173.541456 + Penalty 6802.062732 = -786371.478724 nChanged 125 SP:Iteration 13Q (1055.954423 sec): 3 clusters Score: Raw -793231.086605 + Penalty 6802.062732 = -786429.023872 nChanged 100 SP:Iteration 14Q (1056.044482 sec): 3 clusters Score: Raw -793270.769316 + Penalty 6802.062732 = -786468.706584 nChanged 68 SP:Iteration 15Q (1056.160836 sec): 3 clusters Score: Raw -793296.317908 + Penalty 6802.062732 = -786494.255176 nChanged 59 SP:Iteration 16Q (1056.246064 sec): 3 clusters Score: Raw -793315.968798 + Penalty 6802.062732 = -786513.906066 nChanged 46 SP:Iteration 17Q (1056.378272 sec): 3 clusters Score: Raw -793328.833235 + Penalty 6802.062732 = -786526.770502 nChanged 33 SP:Iteration 18Q (1056.467670 sec): 3 clusters Score: Raw -793338.870061 + Penalty 6802.062732 = -786536.807329 nChanged 28 SP:Iteration 19Q (1056.580342 sec): 3 clusters Score: Raw -793347.433370 + Penalty 6802.062732 = -786545.370638 nChanged 22 SP:Iteration 20F (1056.698157 sec): 3 clusters Score: Raw -793353.648313 + Penalty 6802.062732 = -786551.585581 nChanged 21 SP:Iteration 21Q (1056.807527 sec): 3 clusters Score: Raw -793359.751672 + Penalty 6802.062732 = -786557.688940 nChanged 23 SP:Iteration 22Q (1056.909177 sec): 3 clusters Score: Raw -793366.595373 + Penalty 6802.062732 = -786564.532641 nChanged 18 SP:Iteration 23Q (1057.017345 sec): 3 clusters Score: Raw -793372.663840 + Penalty 6802.062732 = -786570.601108 nChanged 26 SP:Iteration 24Q (1057.099345 sec): 3 clusters Score: Raw -793379.829252 + Penalty 6802.062732 = -786577.766520 nChanged 25 SP:Iteration 25Q (1057.211118 sec): 3 clusters Score: Raw -793386.913992 + Penalty 6802.062732 = -786584.851260 nChanged 23 SP:Iteration 26Q (1057.322664 sec): 3 clusters Score: Raw -793396.635282 + Penalty 6802.062732 = -786594.572550 nChanged 25 SP:Iteration 27Q (1057.435447 sec): 3 clusters Score: Raw -793402.849384 + Penalty 6802.062732 = -786600.786652 nChanged 21 SP:Iteration 28Q (1057.524266 sec): 3 clusters Score: Raw -793408.979935 + Penalty 6802.062732 = -786606.917203 nChanged 19 SP:Iteration 29Q (1057.626614 sec): 3 clusters Score: Raw -793413.992430 + Penalty 6802.062732 = -786611.929698 nChanged 17 SP:Iteration 30Q (1057.741212 sec): 3 clusters Score: Raw -793418.798676 + Penalty 6802.062732 = -786616.735944 nChanged 20 SP:Iteration 31Q (1057.857360 sec): 3 clusters Score: Raw -793423.492242 + Penalty 6802.062732 = -786621.429510 nChanged 16 SP:Iteration 32Q (1057.947403 sec): 3 clusters Score: Raw -793428.110958 + Penalty 6802.062732 = -786626.048226 nChanged 9 SP:Iteration 33Q (1058.068335 sec): 3 clusters Score: Raw -793430.951606 + Penalty 6802.062732 = -786628.888874 nChanged 14 SP:Iteration 34Q (1058.181917 sec): 3 clusters Score: Raw -793434.921006 + Penalty 6802.062732 = -786632.858274 nChanged 10 SP:Iteration 35Q (1058.292014 sec): 3 clusters Score: Raw -793437.460782 + Penalty 6802.062732 = -786635.398050 nChanged 9 SP:Iteration 36Q (1058.399848 sec): 3 clusters Score: Raw -793439.257611 + Penalty 6802.062732 = -786637.194879 nChanged 7 SP:Iteration 37Q (1058.501287 sec): 3 clusters Score: Raw -793441.205843 + Penalty 6802.062732 = -786639.143111 nChanged 7 SP:Iteration 38Q (1058.588037 sec): 3 clusters Score: Raw -793442.492661 + Penalty 6802.062732 = -786640.429929 nChanged 4 SP:Iteration 39Q (1058.705527 sec): 3 clusters Score: Raw -793443.269586 + Penalty 6802.062732 = -786641.206854 nChanged 2 SP:Iteration 40F (1058.827637 sec): 3 clusters Score: Raw -793444.177668 + Penalty 6802.062732 = -786642.114936 nChanged 5 SP:Iteration 41Q (1058.930525 sec): 3 clusters Score: Raw -793445.187313 + Penalty 6802.062732 = -786643.124581 nChanged 4 SP:Iteration 42Q (1059.026468 sec): 3 clusters Score: Raw -793446.101668 + Penalty 6802.062732 = -786644.038935 nChanged 4 SP:Iteration 43Q (1059.126780 sec): 3 clusters Score: Raw -793446.966912 + Penalty 6802.062732 = -786644.904180 nChanged 3 SP:Iteration 44Q (1059.251224 sec): 3 clusters Score: Raw -793447.882038 + Penalty 6802.062732 = -786645.819306 nChanged 1 SP:Iteration 45Q (1059.359443 sec): 3 clusters Score: Raw -793448.231126 + Penalty 6802.062732 = -786646.168394 nChanged 2 SP:Iteration 46Q (1059.463013 sec): 3 clusters Score: Raw -793448.546131 + Penalty 6802.062732 = -786646.483398 nChanged 2 SP:Iteration 47Q (1059.554212 sec): 3 clusters Score: Raw -793449.076895 + Penalty 6802.062732 = -786647.014163 nChanged 2 SP:Iteration 48Q (1059.673070 sec): 3 clusters Score: Raw -793449.471662 + Penalty 6802.062732 = -786647.408930 nChanged 1 SP:Iteration 49Q (1059.783675 sec): 3 clusters Score: Raw -793449.548641 + Penalty 6802.062732 = -786647.485908 nChanged 0 SP:Iteration 50F (1059.872047 sec): 3 clusters Score: Raw -793449.548641 + Penalty 6802.062732 = -786647.485908 nChanged 0 Score: Raw -3258863.943201 + Penalty 31478.721134 = -3227385.222068 Splitting cluster 4 changes total score from -3218993.515138 to -3227385.222068 So it's getting split into cluster 8. Trying to split cluster 5 (3858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1060.626439 sec): 2 clusters Score: Raw -285445.282438 + Penalty 3059.553504 = -282385.728935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1060.693794 sec): 3 clusters Score: Raw -284047.964356 + Penalty 6119.107007 = -277928.857349 nChanged 1319 SP:Iteration 1F (1060.789811 sec): 3 clusters Score: Raw -285806.275443 + Penalty 6119.107007 = -279687.168436 nChanged 497 SP:Iteration 2F (1060.903909 sec): 3 clusters Score: Raw -286783.844184 + Penalty 6119.107007 = -280664.737177 nChanged 371 SP:Iteration 3F (1061.004475 sec): 3 clusters Score: Raw -287380.872561 + Penalty 6119.107007 = -281261.765554 nChanged 250 SP:Iteration 4F (1061.073110 sec): 3 clusters Score: Raw -287734.575265 + Penalty 6119.107007 = -281615.468258 nChanged 162 SP:Iteration 5Q (1061.181217 sec): 3 clusters Score: Raw -287985.261303 + Penalty 6119.107007 = -281866.154296 nChanged 118 SP:Iteration 6Q (1061.274134 sec): 3 clusters Score: Raw -288138.247335 + Penalty 6119.107007 = -282019.140327 nChanged 81 SP:Iteration 7Q (1061.370886 sec): 3 clusters Score: Raw -288241.695667 + Penalty 6119.107007 = -282122.588659 nChanged 62 SP:Iteration 8Q (1061.462768 sec): 3 clusters Score: Raw -288304.141951 + Penalty 6119.107007 = -282185.034944 nChanged 39 SP:Iteration 9Q (1061.563322 sec): 3 clusters Score: Raw -288339.047411 + Penalty 6119.107007 = -282219.940403 nChanged 30 SP:Iteration 10Q (1061.646310 sec): 3 clusters Score: Raw -288367.148601 + Penalty 6119.107007 = -282248.041593 nChanged 25 SP:Iteration 11Q (1061.738462 sec): 3 clusters Score: Raw -288390.714702 + Penalty 6119.107007 = -282271.607695 nChanged 19 SP:Iteration 12Q (1061.828469 sec): 3 clusters Score: Raw -288403.708025 + Penalty 6119.107007 = -282284.601018 nChanged 10 SP:Iteration 13Q (1061.916848 sec): 3 clusters Score: Raw -288409.178286 + Penalty 6119.107007 = -282290.071279 nChanged 6 SP:Iteration 14Q (1062.005118 sec): 3 clusters Score: Raw -288412.572205 + Penalty 6119.107007 = -282293.465198 nChanged 4 SP:Iteration 15Q (1062.101556 sec): 3 clusters Score: Raw -288415.133045 + Penalty 6119.107007 = -282296.026037 nChanged 4 SP:Iteration 16Q (1062.193189 sec): 3 clusters Score: Raw -288417.478550 + Penalty 6119.107007 = -282298.371542 nChanged 2 SP:Iteration 17Q (1062.277942 sec): 3 clusters Score: Raw -288418.384658 + Penalty 6119.107007 = -282299.277651 nChanged 0 SP:Iteration 18F (1062.389283 sec): 3 clusters Score: Raw -288418.384658 + Penalty 6119.107007 = -282299.277651 nChanged 0 Trying to split cluster 6 (6981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1062.457888 sec): 2 clusters Score: Raw -533075.012202 + Penalty 3279.276031 = -529795.736171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1062.555490 sec): 3 clusters Score: Raw -529738.351681 + Penalty 6558.552062 = -523179.799619 nChanged 2722 SP:Iteration 1F (1062.667072 sec): 3 clusters Score: Raw -531694.278394 + Penalty 6558.552062 = -525135.726332 nChanged 719 SP:Iteration 2F (1062.750713 sec): 3 clusters Score: Raw -532582.536975 + Penalty 6558.552062 = -526023.984913 nChanged 652 SP:Iteration 3F (1062.872191 sec): 3 clusters Score: Raw -533532.155041 + Penalty 6558.552062 = -526973.602980 nChanged 623 SP:Iteration 4F (1062.977149 sec): 3 clusters Score: Raw -534609.746774 + Penalty 6558.552062 = -528051.194712 nChanged 552 SP:Iteration 5F (1063.066484 sec): 3 clusters Score: Raw -535551.029062 + Penalty 6558.552062 = -528992.477000 nChanged 413 SP:Iteration 6F (1063.175656 sec): 3 clusters Score: Raw -536080.579636 + Penalty 6558.552062 = -529522.027574 nChanged 316 SP:Iteration 7Q (1063.259836 sec): 3 clusters Score: Raw -536407.649403 + Penalty 6558.552062 = -529849.097341 nChanged 190 SP:Iteration 8Q (1063.373864 sec): 3 clusters Score: Raw -536553.845574 + Penalty 6558.552062 = -529995.293512 nChanged 120 SP:Iteration 9Q (1063.461571 sec): 3 clusters Score: Raw -536630.343440 + Penalty 6558.552062 = -530071.791378 nChanged 95 SP:Iteration 10Q (1063.558757 sec): 3 clusters Score: Raw -536686.890479 + Penalty 6558.552062 = -530128.338418 nChanged 83 SP:Iteration 11Q (1063.668122 sec): 3 clusters Score: Raw -536734.094595 + Penalty 6558.552062 = -530175.542533 nChanged 63 SP:Iteration 12Q (1063.764987 sec): 3 clusters Score: Raw -536767.909605 + Penalty 6558.552062 = -530209.357543 nChanged 46 SP:Iteration 13Q (1063.869052 sec): 3 clusters Score: Raw -536785.767773 + Penalty 6558.552062 = -530227.215711 nChanged 32 SP:Iteration 14Q (1063.961969 sec): 3 clusters Score: Raw -536799.345549 + Penalty 6558.552062 = -530240.793487 nChanged 26 SP:Iteration 15Q (1064.085015 sec): 3 clusters Score: Raw -536809.851288 + Penalty 6558.552062 = -530251.299226 nChanged 28 SP:Iteration 16Q (1064.179697 sec): 3 clusters Score: Raw -536820.774787 + Penalty 6558.552062 = -530262.222725 nChanged 24 SP:Iteration 17Q (1064.271408 sec): 3 clusters Score: Raw -536827.401945 + Penalty 6558.552062 = -530268.849884 nChanged 17 SP:Iteration 18Q (1064.369263 sec): 3 clusters Score: Raw -536833.035413 + Penalty 6558.552062 = -530274.483352 nChanged 9 SP:Iteration 19Q (1064.457668 sec): 3 clusters Score: Raw -536836.377565 + Penalty 6558.552062 = -530277.825503 nChanged 6 SP:Iteration 20F (1064.560148 sec): 3 clusters Score: Raw -536838.299806 + Penalty 6558.552062 = -530279.747744 nChanged 4 SP:Iteration 21Q (1064.678159 sec): 3 clusters Score: Raw -536840.090845 + Penalty 6558.552062 = -530281.538783 nChanged 4 SP:Iteration 22Q (1064.776056 sec): 3 clusters Score: Raw -536841.012435 + Penalty 6558.552062 = -530282.460373 nChanged 0 SP:Iteration 23F (1064.875256 sec): 3 clusters Score: Raw -536841.012435 + Penalty 6558.552062 = -530282.460373 nChanged 0 Score: Raw -3262629.943434 + Penalty 35413.561276 = -3227216.382158 Splitting cluster 6 changes total score from -3218993.515138 to -3227216.382158 So it's getting split into cluster 9. Iteration 20F (1066.339836 sec): 10 clusters Score: Raw -3264941.405843 + Penalty 35413.561276 = -3229527.844568 nChanged 2202 Iteration 21F (1067.042559 sec): 10 clusters Score: Raw -3266450.493762 + Penalty 35413.561276 = -3231036.932486 nChanged 984 Iteration 22Q (1067.630373 sec): 10 clusters Score: Raw -3267154.297877 + Penalty 35413.561276 = -3231740.736602 nChanged 737 Iteration 23Q (1068.209773 sec): 10 clusters Score: Raw -3267681.138183 + Penalty 35413.561276 = -3232267.576908 nChanged 634 Iteration 24Q (1068.780893 sec): 10 clusters Score: Raw -3268050.177513 + Penalty 35413.561276 = -3232636.616238 nChanged 549 Iteration 25Q (1069.349034 sec): 10 clusters Score: Raw -3268338.751842 + Penalty 35413.561276 = -3232925.190567 nChanged 476 Iteration 26Q (1069.918497 sec): 10 clusters Score: Raw -3268590.901374 + Penalty 35413.561276 = -3233177.340099 nChanged 439 Iteration 27Q (1070.499416 sec): 10 clusters Score: Raw -3268789.954637 + Penalty 35413.561276 = -3233376.393362 nChanged 413 Iteration 28Q (1071.063593 sec): 10 clusters Score: Raw -3268960.683966 + Penalty 35413.561276 = -3233547.122690 nChanged 374 Iteration 29Q (1071.622442 sec): 10 clusters Score: Raw -3269117.458146 + Penalty 35413.561276 = -3233703.896870 nChanged 368 Iteration 30Q (1072.206831 sec): 10 clusters Score: Raw -3269276.143003 + Penalty 35413.561276 = -3233862.581728 nChanged 358 Iteration 31Q (1072.780918 sec): 10 clusters Score: Raw -3269445.968778 + Penalty 35413.561276 = -3234032.407502 nChanged 384 Iteration 32Q (1073.339105 sec): 10 clusters Score: Raw -3269631.196689 + Penalty 35413.561276 = -3234217.635414 nChanged 384 Iteration 33Q (1073.901001 sec): 10 clusters Score: Raw -3269827.897153 + Penalty 35413.561276 = -3234414.335877 nChanged 428 Iteration 34Q (1074.505219 sec): 10 clusters Score: Raw -3270074.358268 + Penalty 35413.561276 = -3234660.796992 nChanged 441 Iteration 35Q (1075.074792 sec): 10 clusters Score: Raw -3270337.486887 + Penalty 35413.561276 = -3234923.925611 nChanged 481 Iteration 36Q (1075.664627 sec): 10 clusters Score: Raw -3270637.355494 + Penalty 35413.561276 = -3235223.794219 nChanged 537 Iteration 37Q (1076.226017 sec): 10 clusters Score: Raw -3271015.132176 + Penalty 35413.561276 = -3235601.570901 nChanged 581 Iteration 38Q (1076.806115 sec): 10 clusters Score: Raw -3271440.976261 + Penalty 35413.561276 = -3236027.414986 nChanged 567 Iteration 39Q (1077.359629 sec): 10 clusters Score: Raw -3271822.722044 + Penalty 35413.561276 = -3236409.160769 nChanged 509 Iteration 40F (1078.086812 sec): 10 clusters Score: Raw -3272155.661093 + Penalty 35413.561276 = -3236742.099818 nChanged 499 Iteration 41Q (1078.653547 sec): 10 clusters Score: Raw -3272456.223650 + Penalty 35413.561276 = -3237042.662374 nChanged 435 Iteration 42Q (1079.226660 sec): 10 clusters Score: Raw -3272736.167753 + Penalty 35413.561276 = -3237322.606478 nChanged 431 Iteration 43Q (1079.805409 sec): 10 clusters Score: Raw -3273031.834377 + Penalty 35413.561276 = -3237618.273102 nChanged 415 Iteration 44Q (1080.374623 sec): 10 clusters Score: Raw -3273331.378706 + Penalty 35413.561276 = -3237917.817431 nChanged 411 Iteration 45Q (1080.944330 sec): 10 clusters Score: Raw -3273576.460729 + Penalty 35413.561276 = -3238162.899453 nChanged 415 Iteration 46Q (1081.522731 sec): 10 clusters Score: Raw -3273793.419950 + Penalty 35413.561276 = -3238379.858674 nChanged 393 Iteration 47Q (1082.084541 sec): 10 clusters Score: Raw -3273971.139160 + Penalty 35413.561276 = -3238557.577885 nChanged 380 Iteration 48Q (1082.670382 sec): 10 clusters Score: Raw -3274154.858885 + Penalty 35413.561276 = -3238741.297610 nChanged 367 Iteration 49Q (1083.251290 sec): 10 clusters Score: Raw -3274340.749464 + Penalty 35413.561276 = -3238927.188189 nChanged 379 Iteration 50Q (1083.835913 sec): 10 clusters Score: Raw -3274529.430742 + Penalty 35413.561276 = -3239115.869467 nChanged 385 Iteration 51Q (1084.388895 sec): 10 clusters Score: Raw -3274733.355427 + Penalty 35413.561276 = -3239319.794151 nChanged 404 Iteration 52Q (1084.967607 sec): 10 clusters Score: Raw -3274958.423815 + Penalty 35413.561276 = -3239544.862540 nChanged 419 Iteration 53Q (1085.558228 sec): 10 clusters Score: Raw -3275221.773938 + Penalty 35413.561276 = -3239808.212662 nChanged 464 Iteration 54Q (1086.129979 sec): 10 clusters Score: Raw -3275541.592264 + Penalty 35413.561276 = -3240128.030989 nChanged 458 Iteration 55Q (1086.689367 sec): 10 clusters Score: Raw -3275877.944137 + Penalty 35413.561276 = -3240464.382861 nChanged 492 Iteration 56Q (1087.257861 sec): 10 clusters Score: Raw -3276225.607318 + Penalty 35413.561276 = -3240812.046042 nChanged 448 Iteration 57Q (1087.842913 sec): 10 clusters Score: Raw -3276544.019930 + Penalty 35413.561276 = -3241130.458655 nChanged 400 Iteration 58Q (1088.427516 sec): 10 clusters Score: Raw -3276871.227986 + Penalty 35413.561276 = -3241457.666710 nChanged 400 Writing temp clu file Because OldScore, -3241130.458655, is greater than current (better) Score,-3241457.666710 Compute initial score before splitting: Score: Raw -3276871.227986 + Penalty 35413.561276 = -3241457.666710 Trying to split cluster 1 (1691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1088.511238 sec): 2 clusters Score: Raw -98128.184286 + Penalty 2753.954417 = -95374.229870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1088.601643 sec): 3 clusters Score: Raw -97731.969100 + Penalty 5507.908834 = -92224.060266 nChanged 522 SP:Iteration 1F (1088.678112 sec): 3 clusters Score: Raw -98508.459748 + Penalty 5507.908834 = -93000.550914 nChanged 173 SP:Iteration 2F (1088.766309 sec): 3 clusters Score: Raw -98845.560327 + Penalty 5507.908834 = -93337.651494 nChanged 99 SP:Iteration 3F (1088.865319 sec): 3 clusters Score: Raw -99082.035840 + Penalty 5507.908834 = -93574.127007 nChanged 92 SP:Iteration 4F (1088.952370 sec): 3 clusters Score: Raw -99300.537706 + Penalty 5507.908834 = -93792.628872 nChanged 72 SP:Iteration 5Q (1089.032654 sec): 3 clusters Score: Raw -99458.952614 + Penalty 5507.908834 = -93951.043780 nChanged 53 SP:Iteration 6Q (1089.125902 sec): 3 clusters Score: Raw -99569.630416 + Penalty 5507.908834 = -94061.721582 nChanged 56 SP:Iteration 7Q (1089.204482 sec): 3 clusters Score: Raw -99683.276193 + Penalty 5507.908834 = -94175.367360 nChanged 51 SP:Iteration 8Q (1089.302363 sec): 3 clusters Score: Raw -99813.255557 + Penalty 5507.908834 = -94305.346724 nChanged 47 SP:Iteration 9Q (1089.390159 sec): 3 clusters Score: Raw -99910.181211 + Penalty 5507.908834 = -94402.272377 nChanged 31 SP:Iteration 10Q (1089.482989 sec): 3 clusters Score: Raw -99951.920837 + Penalty 5507.908834 = -94444.012003 nChanged 28 SP:Iteration 11Q (1089.565905 sec): 3 clusters Score: Raw -99998.337794 + Penalty 5507.908834 = -94490.428961 nChanged 24 SP:Iteration 12Q (1089.655347 sec): 3 clusters Score: Raw -100044.786472 + Penalty 5507.908834 = -94536.877638 nChanged 23 SP:Iteration 13Q (1089.744807 sec): 3 clusters Score: Raw -100121.439577 + Penalty 5507.908834 = -94613.530743 nChanged 23 SP:Iteration 14Q (1089.848370 sec): 3 clusters Score: Raw -100193.932394 + Penalty 5507.908834 = -94686.023560 nChanged 24 SP:Iteration 15Q (1089.921427 sec): 3 clusters Score: Raw -100233.920633 + Penalty 5507.908834 = -94726.011799 nChanged 13 SP:Iteration 16Q (1090.011865 sec): 3 clusters Score: Raw -100250.569865 + Penalty 5507.908834 = -94742.661031 nChanged 9 SP:Iteration 17Q (1090.094832 sec): 3 clusters Score: Raw -100279.669961 + Penalty 5507.908834 = -94771.761128 nChanged 13 SP:Iteration 18Q (1090.205422 sec): 3 clusters Score: Raw -100296.269173 + Penalty 5507.908834 = -94788.360339 nChanged 8 SP:Iteration 19Q (1090.285204 sec): 3 clusters Score: Raw -100308.828639 + Penalty 5507.908834 = -94800.919805 nChanged 7 SP:Iteration 20F (1090.365492 sec): 3 clusters Score: Raw -100320.527447 + Penalty 5507.908834 = -94812.618614 nChanged 3 SP:Iteration 21Q (1090.471753 sec): 3 clusters Score: Raw -100323.286047 + Penalty 5507.908834 = -94815.377214 nChanged 2 SP:Iteration 22Q (1090.563505 sec): 3 clusters Score: Raw -100325.385972 + Penalty 5507.908834 = -94817.477139 nChanged 1 SP:Iteration 23Q (1090.649529 sec): 3 clusters Score: Raw -100325.621904 + Penalty 5507.908834 = -94817.713071 nChanged 0 SP:Iteration 24F (1090.740371 sec): 3 clusters Score: Raw -100325.621904 + Penalty 5507.908834 = -94817.713071 nChanged 0 Trying to split cluster 2 (4948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1090.801549 sec): 2 clusters Score: Raw -448774.746211 + Penalty 3151.746701 = -445622.999510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1090.895198 sec): 3 clusters Score: Raw -446631.225249 + Penalty 6303.493402 = -440327.731848 nChanged 1817 SP:Iteration 1F (1090.989499 sec): 3 clusters Score: Raw -447911.638106 + Penalty 6303.493402 = -441608.144705 nChanged 468 SP:Iteration 2F (1091.076333 sec): 3 clusters Score: Raw -448477.397900 + Penalty 6303.493402 = -442173.904498 nChanged 427 SP:Iteration 3F (1091.195821 sec): 3 clusters Score: Raw -449184.977197 + Penalty 6303.493402 = -442881.483795 nChanged 409 SP:Iteration 4F (1091.278494 sec): 3 clusters Score: Raw -449983.534078 + Penalty 6303.493402 = -443680.040676 nChanged 399 SP:Iteration 5F (1091.389998 sec): 3 clusters Score: Raw -451071.650393 + Penalty 6303.493402 = -444768.156991 nChanged 394 SP:Iteration 6F (1091.496297 sec): 3 clusters Score: Raw -452620.836452 + Penalty 6303.493402 = -446317.343051 nChanged 238 SP:Iteration 7Q (1091.599225 sec): 3 clusters Score: Raw -453545.328472 + Penalty 6303.493402 = -447241.835070 nChanged 60 SP:Iteration 8Q (1091.697852 sec): 3 clusters Score: Raw -453724.334896 + Penalty 6303.493402 = -447420.841494 nChanged 21 SP:Iteration 9Q (1091.768051 sec): 3 clusters Score: Raw -453764.436035 + Penalty 6303.493402 = -447460.942633 nChanged 6 SP:Iteration 10Q (1091.876310 sec): 3 clusters Score: Raw -453770.858329 + Penalty 6303.493402 = -447467.364927 nChanged 4 SP:Iteration 11Q (1091.958766 sec): 3 clusters Score: Raw -453775.923298 + Penalty 6303.493402 = -447472.429897 nChanged 2 SP:Iteration 12Q (1092.060985 sec): 3 clusters Score: Raw -453777.774031 + Penalty 6303.493402 = -447474.280630 nChanged 1 SP:Iteration 13Q (1092.148952 sec): 3 clusters Score: Raw -453778.495954 + Penalty 6303.493402 = -447475.002552 nChanged 0 SP:Iteration 14F (1092.241555 sec): 3 clusters Score: Raw -453778.495954 + Penalty 6303.493402 = -447475.002552 nChanged 0 Score: Raw -3282091.816270 + Penalty 39348.401417 = -3242743.414853 Splitting cluster 2 changes total score from -3241457.666710 to -3242743.414853 So it's getting split into cluster 10. Trying to split cluster 3 (3522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1093.095604 sec): 2 clusters Score: Raw -240221.643612 + Penalty 3025.793579 = -237195.850033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1093.185540 sec): 3 clusters Score: Raw -238854.163469 + Penalty 6051.587158 = -232802.576311 nChanged 1165 SP:Iteration 1F (1093.273101 sec): 3 clusters Score: Raw -239820.260654 + Penalty 6051.587158 = -233768.673496 nChanged 330 SP:Iteration 2F (1093.380115 sec): 3 clusters Score: Raw -240348.650433 + Penalty 6051.587158 = -234297.063275 nChanged 286 SP:Iteration 3F (1093.460448 sec): 3 clusters Score: Raw -240954.329753 + Penalty 6051.587158 = -234902.742595 nChanged 269 SP:Iteration 4F (1093.572687 sec): 3 clusters Score: Raw -241506.740398 + Penalty 6051.587158 = -235455.153240 nChanged 240 SP:Iteration 5F (1093.655089 sec): 3 clusters Score: Raw -241938.062169 + Penalty 6051.587158 = -235886.475011 nChanged 189 SP:Iteration 6F (1093.748608 sec): 3 clusters Score: Raw -242271.368349 + Penalty 6051.587158 = -236219.781191 nChanged 133 SP:Iteration 7Q (1093.843599 sec): 3 clusters Score: Raw -242471.356288 + Penalty 6051.587158 = -236419.769130 nChanged 94 SP:Iteration 8Q (1093.922082 sec): 3 clusters Score: Raw -242585.581188 + Penalty 6051.587158 = -236533.994030 nChanged 65 SP:Iteration 9Q (1094.017118 sec): 3 clusters Score: Raw -242645.171988 + Penalty 6051.587158 = -236593.584830 nChanged 45 SP:Iteration 10Q (1094.108514 sec): 3 clusters Score: Raw -242682.420051 + Penalty 6051.587158 = -236630.832893 nChanged 27 SP:Iteration 11Q (1094.196130 sec): 3 clusters Score: Raw -242699.411256 + Penalty 6051.587158 = -236647.824098 nChanged 17 SP:Iteration 12Q (1094.281459 sec): 3 clusters Score: Raw -242710.315961 + Penalty 6051.587158 = -236658.728803 nChanged 12 SP:Iteration 13Q (1094.369940 sec): 3 clusters Score: Raw -242718.256104 + Penalty 6051.587158 = -236666.668946 nChanged 12 SP:Iteration 14Q (1094.460153 sec): 3 clusters Score: Raw -242728.251950 + Penalty 6051.587158 = -236676.664792 nChanged 12 SP:Iteration 15Q (1094.562146 sec): 3 clusters Score: Raw -242741.072251 + Penalty 6051.587158 = -236689.485093 nChanged 11 SP:Iteration 16Q (1094.637589 sec): 3 clusters Score: Raw -242751.365685 + Penalty 6051.587158 = -236699.778527 nChanged 8 SP:Iteration 17Q (1094.757646 sec): 3 clusters Score: Raw -242758.121148 + Penalty 6051.587158 = -236706.533990 nChanged 5 SP:Iteration 18Q (1094.839066 sec): 3 clusters Score: Raw -242762.461305 + Penalty 6051.587158 = -236710.874147 nChanged 5 SP:Iteration 19Q (1094.938117 sec): 3 clusters Score: Raw -242767.917755 + Penalty 6051.587158 = -236716.330597 nChanged 5 SP:Iteration 20F (1095.029170 sec): 3 clusters Score: Raw -242771.853927 + Penalty 6051.587158 = -236720.266769 nChanged 7 SP:Iteration 21Q (1095.141326 sec): 3 clusters Score: Raw -242777.356990 + Penalty 6051.587158 = -236725.769832 nChanged 4 SP:Iteration 22Q (1095.224852 sec): 3 clusters Score: Raw -242780.972709 + Penalty 6051.587158 = -236729.385550 nChanged 2 SP:Iteration 23Q (1095.302149 sec): 3 clusters Score: Raw -242782.268218 + Penalty 6051.587158 = -236730.681059 nChanged 1 SP:Iteration 24Q (1095.408381 sec): 3 clusters Score: Raw -242782.758838 + Penalty 6051.587158 = -236731.171680 nChanged 0 SP:Iteration 25F (1095.480339 sec): 3 clusters Score: Raw -242782.758838 + Penalty 6051.587158 = -236731.171680 nChanged 0 Trying to split cluster 4 (10160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1095.555710 sec): 2 clusters Score: Raw -896216.616526 + Penalty 3418.312184 = -892798.304343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1095.674652 sec): 3 clusters Score: Raw -891110.112228 + Penalty 6836.624367 = -884273.487861 nChanged 4072 SP:Iteration 1F (1095.786835 sec): 3 clusters Score: Raw -894000.314242 + Penalty 6836.624367 = -887163.689875 nChanged 1033 SP:Iteration 2F (1095.892218 sec): 3 clusters Score: Raw -895343.832977 + Penalty 6836.624367 = -888507.208610 nChanged 981 SP:Iteration 3F (1095.993087 sec): 3 clusters Score: Raw -896560.257318 + Penalty 6836.624367 = -889723.632950 nChanged 852 SP:Iteration 4F (1096.116243 sec): 3 clusters Score: Raw -897454.961132 + Penalty 6836.624367 = -890618.336765 nChanged 649 SP:Iteration 5F (1096.234799 sec): 3 clusters Score: Raw -898055.776998 + Penalty 6836.624367 = -891219.152630 nChanged 427 SP:Iteration 6Q (1096.337994 sec): 3 clusters Score: Raw -898423.821333 + Penalty 6836.624367 = -891587.196966 nChanged 286 SP:Iteration 7Q (1096.439482 sec): 3 clusters Score: Raw -898646.961900 + Penalty 6836.624367 = -891810.337532 nChanged 224 SP:Iteration 8Q (1096.531563 sec): 3 clusters Score: Raw -898805.021616 + Penalty 6836.624367 = -891968.397249 nChanged 174 SP:Iteration 9Q (1096.665264 sec): 3 clusters Score: Raw -898919.528988 + Penalty 6836.624367 = -892082.904621 nChanged 121 SP:Iteration 10Q (1096.777000 sec): 3 clusters Score: Raw -898980.353102 + Penalty 6836.624367 = -892143.728735 nChanged 79 SP:Iteration 11Q (1096.885468 sec): 3 clusters Score: Raw -899014.053707 + Penalty 6836.624367 = -892177.429340 nChanged 61 SP:Iteration 12Q (1097.004887 sec): 3 clusters Score: Raw -899041.326825 + Penalty 6836.624367 = -892204.702458 nChanged 53 SP:Iteration 13Q (1097.119841 sec): 3 clusters Score: Raw -899068.471364 + Penalty 6836.624367 = -892231.846997 nChanged 37 SP:Iteration 14Q (1097.229420 sec): 3 clusters Score: Raw -899083.283987 + Penalty 6836.624367 = -892246.659620 nChanged 25 SP:Iteration 15Q (1097.327740 sec): 3 clusters Score: Raw -899090.678668 + Penalty 6836.624367 = -892254.054301 nChanged 15 SP:Iteration 16Q (1097.419233 sec): 3 clusters Score: Raw -899094.670309 + Penalty 6836.624367 = -892258.045941 nChanged 8 SP:Iteration 17Q (1097.531809 sec): 3 clusters Score: Raw -899097.125742 + Penalty 6836.624367 = -892260.501374 nChanged 7 SP:Iteration 18Q (1097.628537 sec): 3 clusters Score: Raw -899099.423865 + Penalty 6836.624367 = -892262.799498 nChanged 8 SP:Iteration 19Q (1097.735966 sec): 3 clusters Score: Raw -899101.944186 + Penalty 6836.624367 = -892265.319819 nChanged 8 SP:Iteration 20F (1097.853969 sec): 3 clusters Score: Raw -899103.845555 + Penalty 6836.624367 = -892267.221187 nChanged 3 SP:Iteration 21Q (1097.959669 sec): 3 clusters Score: Raw -899104.555601 + Penalty 6836.624367 = -892267.931234 nChanged 3 SP:Iteration 22Q (1098.072167 sec): 3 clusters Score: Raw -899105.270808 + Penalty 6836.624367 = -892268.646440 nChanged 4 SP:Iteration 23Q (1098.189280 sec): 3 clusters Score: Raw -899106.585168 + Penalty 6836.624367 = -892269.960800 nChanged 2 SP:Iteration 24Q (1098.295502 sec): 3 clusters Score: Raw -899107.261762 + Penalty 6836.624367 = -892270.637395 nChanged 1 SP:Iteration 25Q (1098.398042 sec): 3 clusters Score: Raw -899107.512845 + Penalty 6836.624367 = -892270.888478 nChanged 0 SP:Iteration 26F (1098.514091 sec): 3 clusters Score: Raw -899107.512845 + Penalty 6836.624367 = -892270.888478 nChanged 0 Trying to split cluster 5 (2800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1098.574017 sec): 2 clusters Score: Raw -202604.337698 + Penalty 2940.797325 = -199663.540374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1098.668552 sec): 3 clusters Score: Raw -201615.726192 + Penalty 5881.594650 = -195734.131542 nChanged 942 SP:Iteration 1F (1098.757978 sec): 3 clusters Score: Raw -202618.658409 + Penalty 5881.594650 = -196737.063759 nChanged 291 SP:Iteration 2F (1098.836717 sec): 3 clusters Score: Raw -203279.388731 + Penalty 5881.594650 = -197397.794081 nChanged 251 SP:Iteration 3F (1098.935089 sec): 3 clusters Score: Raw -204208.172868 + Penalty 5881.594650 = -198326.578218 nChanged 247 SP:Iteration 4F (1099.031220 sec): 3 clusters Score: Raw -204838.963669 + Penalty 5881.594650 = -198957.369020 nChanged 223 SP:Iteration 5F (1099.106700 sec): 3 clusters Score: Raw -205365.438784 + Penalty 5881.594650 = -199483.844134 nChanged 156 SP:Iteration 6F (1099.198091 sec): 3 clusters Score: Raw -205611.010560 + Penalty 5881.594650 = -199729.415910 nChanged 89 SP:Iteration 7Q (1099.301355 sec): 3 clusters Score: Raw -205710.797773 + Penalty 5881.594650 = -199829.203123 nChanged 42 SP:Iteration 8Q (1099.400986 sec): 3 clusters Score: Raw -205757.378293 + Penalty 5881.594650 = -199875.783644 nChanged 32 SP:Iteration 9Q (1099.479825 sec): 3 clusters Score: Raw -205781.150378 + Penalty 5881.594650 = -199899.555728 nChanged 13 SP:Iteration 10Q (1099.577459 sec): 3 clusters Score: Raw -205791.531928 + Penalty 5881.594650 = -199909.937279 nChanged 8 SP:Iteration 11Q (1099.669966 sec): 3 clusters Score: Raw -205797.914171 + Penalty 5881.594650 = -199916.319521 nChanged 5 SP:Iteration 12Q (1099.759342 sec): 3 clusters Score: Raw -205803.060502 + Penalty 5881.594650 = -199921.465853 nChanged 3 SP:Iteration 13Q (1099.837066 sec): 3 clusters Score: Raw -205806.580590 + Penalty 5881.594650 = -199924.985940 nChanged 5 SP:Iteration 14Q (1099.924465 sec): 3 clusters Score: Raw -205809.030564 + Penalty 5881.594650 = -199927.435914 nChanged 1 SP:Iteration 15Q (1100.000728 sec): 3 clusters Score: Raw -205809.430161 + Penalty 5881.594650 = -199927.835511 nChanged 0 SP:Iteration 16F (1100.096307 sec): 3 clusters Score: Raw -205809.430161 + Penalty 5881.594650 = -199927.835511 nChanged 0 Score: Raw -3285296.908733 + Penalty 43283.241559 = -3242013.667174 Splitting cluster 5 changes total score from -3241457.666710 to -3242013.667174 So it's getting split into cluster 11. Trying to split cluster 6 (4820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1101.019438 sec): 2 clusters Score: Raw -370160.345655 + Penalty 3142.036071 = -367018.309584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1101.094284 sec): 3 clusters Score: Raw -368145.346168 + Penalty 6284.072142 = -361861.274025 nChanged 1703 SP:Iteration 1F (1101.191539 sec): 3 clusters Score: Raw -369415.525429 + Penalty 6284.072142 = -363131.453287 nChanged 423 SP:Iteration 2F (1101.302624 sec): 3 clusters Score: Raw -369924.079261 + Penalty 6284.072142 = -363640.007118 nChanged 363 SP:Iteration 3F (1101.389950 sec): 3 clusters Score: Raw -370393.898366 + Penalty 6284.072142 = -364109.826224 nChanged 329 SP:Iteration 4F (1101.489584 sec): 3 clusters Score: Raw -370807.622772 + Penalty 6284.072142 = -364523.550629 nChanged 265 SP:Iteration 5F (1101.580880 sec): 3 clusters Score: Raw -371140.348332 + Penalty 6284.072142 = -364856.276190 nChanged 213 SP:Iteration 6Q (1101.681749 sec): 3 clusters Score: Raw -371396.100662 + Penalty 6284.072142 = -365112.028519 nChanged 187 SP:Iteration 7Q (1101.770611 sec): 3 clusters Score: Raw -371577.571039 + Penalty 6284.072142 = -365293.498897 nChanged 133 SP:Iteration 8Q (1101.860489 sec): 3 clusters Score: Raw -371682.281272 + Penalty 6284.072142 = -365398.209130 nChanged 95 SP:Iteration 9Q (1101.950899 sec): 3 clusters Score: Raw -371758.633085 + Penalty 6284.072142 = -365474.560943 nChanged 86 SP:Iteration 10Q (1102.046459 sec): 3 clusters Score: Raw -371830.221032 + Penalty 6284.072142 = -365546.148889 nChanged 72 SP:Iteration 11Q (1102.149847 sec): 3 clusters Score: Raw -371893.139922 + Penalty 6284.072142 = -365609.067779 nChanged 70 SP:Iteration 12Q (1102.248596 sec): 3 clusters Score: Raw -371942.475383 + Penalty 6284.072142 = -365658.403241 nChanged 50 SP:Iteration 13Q (1102.346089 sec): 3 clusters Score: Raw -371982.290992 + Penalty 6284.072142 = -365698.218850 nChanged 53 SP:Iteration 14Q (1102.431776 sec): 3 clusters Score: Raw -372027.398554 + Penalty 6284.072142 = -365743.326411 nChanged 54 SP:Iteration 15Q (1102.537103 sec): 3 clusters Score: Raw -372067.670721 + Penalty 6284.072142 = -365783.598578 nChanged 50 SP:Iteration 16Q (1102.632769 sec): 3 clusters Score: Raw -372111.373510 + Penalty 6284.072142 = -365827.301368 nChanged 64 SP:Iteration 17Q (1102.722502 sec): 3 clusters Score: Raw -372168.833805 + Penalty 6284.072142 = -365884.761662 nChanged 62 SP:Iteration 18Q (1102.816668 sec): 3 clusters Score: Raw -372213.690711 + Penalty 6284.072142 = -365929.618569 nChanged 41 SP:Iteration 19Q (1102.904040 sec): 3 clusters Score: Raw -372236.628470 + Penalty 6284.072142 = -365952.556328 nChanged 35 SP:Iteration 20F (1102.988360 sec): 3 clusters Score: Raw -372259.618250 + Penalty 6284.072142 = -365975.546108 nChanged 30 SP:Iteration 21Q (1103.104985 sec): 3 clusters Score: Raw -372276.203748 + Penalty 6284.072142 = -365992.131606 nChanged 22 SP:Iteration 22Q (1103.210568 sec): 3 clusters Score: Raw -372290.027858 + Penalty 6284.072142 = -366005.955716 nChanged 23 SP:Iteration 23Q (1103.281010 sec): 3 clusters Score: Raw -372305.710040 + Penalty 6284.072142 = -366021.637898 nChanged 28 SP:Iteration 24Q (1103.373999 sec): 3 clusters Score: Raw -372328.752200 + Penalty 6284.072142 = -366044.680058 nChanged 29 SP:Iteration 25Q (1103.474279 sec): 3 clusters Score: Raw -372348.994059 + Penalty 6284.072142 = -366064.921916 nChanged 24 SP:Iteration 26Q (1103.572192 sec): 3 clusters Score: Raw -372364.731278 + Penalty 6284.072142 = -366080.659136 nChanged 26 SP:Iteration 27Q (1103.654686 sec): 3 clusters Score: Raw -372384.324846 + Penalty 6284.072142 = -366100.252704 nChanged 28 SP:Iteration 28Q (1103.744807 sec): 3 clusters Score: Raw -372400.813340 + Penalty 6284.072142 = -366116.741198 nChanged 23 SP:Iteration 29Q (1103.854937 sec): 3 clusters Score: Raw -372413.430106 + Penalty 6284.072142 = -366129.357964 nChanged 8 SP:Iteration 30Q (1103.947693 sec): 3 clusters Score: Raw -372418.175802 + Penalty 6284.072142 = -366134.103660 nChanged 9 SP:Iteration 31Q (1104.021079 sec): 3 clusters Score: Raw -372422.755858 + Penalty 6284.072142 = -366138.683716 nChanged 9 SP:Iteration 32Q (1104.141003 sec): 3 clusters Score: Raw -372429.139186 + Penalty 6284.072142 = -366145.067044 nChanged 12 SP:Iteration 33Q (1104.219277 sec): 3 clusters Score: Raw -372436.908436 + Penalty 6284.072142 = -366152.836293 nChanged 8 SP:Iteration 34Q (1104.325580 sec): 3 clusters Score: Raw -372440.952390 + Penalty 6284.072142 = -366156.880247 nChanged 5 SP:Iteration 35Q (1104.412890 sec): 3 clusters Score: Raw -372443.061404 + Penalty 6284.072142 = -366158.989261 nChanged 2 SP:Iteration 36Q (1104.510204 sec): 3 clusters Score: Raw -372445.176665 + Penalty 6284.072142 = -366161.104523 nChanged 2 SP:Iteration 37Q (1104.602282 sec): 3 clusters Score: Raw -372447.566079 + Penalty 6284.072142 = -366163.493936 nChanged 4 SP:Iteration 38Q (1104.700999 sec): 3 clusters Score: Raw -372449.279069 + Penalty 6284.072142 = -366165.206927 nChanged 1 SP:Iteration 39Q (1104.783150 sec): 3 clusters Score: Raw -372449.917227 + Penalty 6284.072142 = -366165.845085 nChanged 0 SP:Iteration 40F (1104.886582 sec): 3 clusters Score: Raw -372449.917227 + Penalty 6284.072142 = -366165.845085 nChanged 0 Trying to split cluster 7 (4511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1104.942033 sec): 2 clusters Score: Raw -413068.820690 + Penalty 3117.488568 = -409951.332122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1105.037176 sec): 3 clusters Score: Raw -411161.579531 + Penalty 6234.977136 = -404926.602395 nChanged 1634 SP:Iteration 1F (1105.132631 sec): 3 clusters Score: Raw -412265.983323 + Penalty 6234.977136 = -406031.006187 nChanged 364 SP:Iteration 2F (1105.225638 sec): 3 clusters Score: Raw -412646.380709 + Penalty 6234.977136 = -406411.403573 nChanged 321 SP:Iteration 3F (1105.315443 sec): 3 clusters Score: Raw -413081.035282 + Penalty 6234.977136 = -406846.058146 nChanged 343 SP:Iteration 4F (1105.407169 sec): 3 clusters Score: Raw -413642.995197 + Penalty 6234.977136 = -407408.018061 nChanged 374 SP:Iteration 5F (1105.511321 sec): 3 clusters Score: Raw -414316.146084 + Penalty 6234.977136 = -408081.168948 nChanged 327 SP:Iteration 6F (1105.607579 sec): 3 clusters Score: Raw -414802.619504 + Penalty 6234.977136 = -408567.642368 nChanged 240 SP:Iteration 7F (1105.713468 sec): 3 clusters Score: Raw -415092.300810 + Penalty 6234.977136 = -408857.323674 nChanged 143 SP:Iteration 8Q (1105.826960 sec): 3 clusters Score: Raw -415247.802469 + Penalty 6234.977136 = -409012.825333 nChanged 78 SP:Iteration 9Q (1105.917231 sec): 3 clusters Score: Raw -415321.654091 + Penalty 6234.977136 = -409086.676955 nChanged 59 SP:Iteration 10Q (1106.006022 sec): 3 clusters Score: Raw -415381.251226 + Penalty 6234.977136 = -409146.274090 nChanged 66 SP:Iteration 11Q (1106.100699 sec): 3 clusters Score: Raw -415454.968512 + Penalty 6234.977136 = -409219.991376 nChanged 58 SP:Iteration 12Q (1106.198691 sec): 3 clusters Score: Raw -415509.770322 + Penalty 6234.977136 = -409274.793186 nChanged 38 SP:Iteration 13Q (1106.296070 sec): 3 clusters Score: Raw -415538.043411 + Penalty 6234.977136 = -409303.066275 nChanged 21 SP:Iteration 14Q (1106.368472 sec): 3 clusters Score: Raw -415550.907227 + Penalty 6234.977136 = -409315.930091 nChanged 6 SP:Iteration 15Q (1106.480641 sec): 3 clusters Score: Raw -415554.259195 + Penalty 6234.977136 = -409319.282060 nChanged 3 SP:Iteration 16Q (1106.563925 sec): 3 clusters Score: Raw -415555.684141 + Penalty 6234.977136 = -409320.707005 nChanged 1 SP:Iteration 17Q (1106.650009 sec): 3 clusters Score: Raw -415556.151595 + Penalty 6234.977136 = -409321.174459 nChanged 1 SP:Iteration 18Q (1106.740347 sec): 3 clusters Score: Raw -415556.427851 + Penalty 6234.977136 = -409321.450715 nChanged 1 SP:Iteration 19Q (1106.856623 sec): 3 clusters Score: Raw -415556.882976 + Penalty 6234.977136 = -409321.905841 nChanged 1 SP:Iteration 20F (1106.933732 sec): 3 clusters Score: Raw -415557.264291 + Penalty 6234.977136 = -409322.287155 nChanged 1 SP:Iteration 21Q (1107.035500 sec): 3 clusters Score: Raw -415557.369295 + Penalty 6234.977136 = -409322.392159 nChanged 0 SP:Iteration 22F (1107.126065 sec): 3 clusters Score: Raw -415557.369295 + Penalty 6234.977136 = -409322.392159 nChanged 0 Trying to split cluster 8 (5670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1107.190133 sec): 2 clusters Score: Raw -461450.214548 + Penalty 3202.210899 = -458248.003649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1107.280882 sec): 3 clusters Score: Raw -458862.669839 + Penalty 6404.421798 = -452458.248041 nChanged 2087 SP:Iteration 1F (1107.379696 sec): 3 clusters Score: Raw -460515.023536 + Penalty 6404.421798 = -454110.601738 nChanged 553 SP:Iteration 2F (1107.482012 sec): 3 clusters Score: Raw -461172.517835 + Penalty 6404.421798 = -454768.096037 nChanged 406 SP:Iteration 3F (1107.576950 sec): 3 clusters Score: Raw -461571.315882 + Penalty 6404.421798 = -455166.894084 nChanged 278 SP:Iteration 4Q (1107.678684 sec): 3 clusters Score: Raw -461792.244434 + Penalty 6404.421798 = -455387.822636 nChanged 208 SP:Iteration 5Q (1107.782887 sec): 3 clusters Score: Raw -461947.856972 + Penalty 6404.421798 = -455543.435174 nChanged 181 SP:Iteration 6Q (1107.876065 sec): 3 clusters Score: Raw -462081.154592 + Penalty 6404.421798 = -455676.732794 nChanged 191 SP:Iteration 7Q (1107.956788 sec): 3 clusters Score: Raw -462224.731950 + Penalty 6404.421798 = -455820.310152 nChanged 155 SP:Iteration 8Q (1108.058168 sec): 3 clusters Score: Raw -462337.443582 + Penalty 6404.421798 = -455933.021784 nChanged 138 SP:Iteration 9Q (1108.148296 sec): 3 clusters Score: Raw -462436.591432 + Penalty 6404.421798 = -456032.169634 nChanged 118 SP:Iteration 10Q (1108.246104 sec): 3 clusters Score: Raw -462519.330264 + Penalty 6404.421798 = -456114.908466 nChanged 113 SP:Iteration 11Q (1108.353445 sec): 3 clusters Score: Raw -462601.616340 + Penalty 6404.421798 = -456197.194542 nChanged 98 SP:Iteration 12Q (1108.433846 sec): 3 clusters Score: Raw -462665.495264 + Penalty 6404.421798 = -456261.073466 nChanged 85 SP:Iteration 13Q (1108.548083 sec): 3 clusters Score: Raw -462726.616114 + Penalty 6404.421798 = -456322.194316 nChanged 86 SP:Iteration 14Q (1108.647468 sec): 3 clusters Score: Raw -462781.246118 + Penalty 6404.421798 = -456376.824320 nChanged 71 SP:Iteration 15Q (1108.742020 sec): 3 clusters Score: Raw -462825.132815 + Penalty 6404.421798 = -456420.711017 nChanged 57 SP:Iteration 16Q (1108.846654 sec): 3 clusters Score: Raw -462853.478280 + Penalty 6404.421798 = -456449.056482 nChanged 33 SP:Iteration 17Q (1108.942034 sec): 3 clusters Score: Raw -462869.482221 + Penalty 6404.421798 = -456465.060423 nChanged 30 SP:Iteration 18Q (1109.044931 sec): 3 clusters Score: Raw -462883.899391 + Penalty 6404.421798 = -456479.477593 nChanged 25 SP:Iteration 19Q (1109.122276 sec): 3 clusters Score: Raw -462899.026540 + Penalty 6404.421798 = -456494.604742 nChanged 37 SP:Iteration 20F (1109.222048 sec): 3 clusters Score: Raw -462918.823998 + Penalty 6404.421798 = -456514.402200 nChanged 41 SP:Iteration 21Q (1109.316888 sec): 3 clusters Score: Raw -462941.013605 + Penalty 6404.421798 = -456536.591807 nChanged 42 SP:Iteration 22Q (1109.432323 sec): 3 clusters Score: Raw -462963.491040 + Penalty 6404.421798 = -456559.069242 nChanged 46 SP:Iteration 23Q (1109.527940 sec): 3 clusters Score: Raw -462988.611223 + Penalty 6404.421798 = -456584.189425 nChanged 33 SP:Iteration 24Q (1109.623686 sec): 3 clusters Score: Raw -463012.418068 + Penalty 6404.421798 = -456607.996270 nChanged 45 SP:Iteration 25Q (1109.720613 sec): 3 clusters Score: Raw -463038.538160 + Penalty 6404.421798 = -456634.116362 nChanged 44 SP:Iteration 26Q (1109.809688 sec): 3 clusters Score: Raw -463066.787183 + Penalty 6404.421798 = -456662.365385 nChanged 39 SP:Iteration 27Q (1109.900954 sec): 3 clusters Score: Raw -463089.446952 + Penalty 6404.421798 = -456685.025154 nChanged 38 SP:Iteration 28Q (1109.999027 sec): 3 clusters Score: Raw -463107.898780 + Penalty 6404.421798 = -456703.476982 nChanged 26 SP:Iteration 29Q (1110.089233 sec): 3 clusters Score: Raw -463120.130084 + Penalty 6404.421798 = -456715.708286 nChanged 21 SP:Iteration 30Q (1110.204559 sec): 3 clusters Score: Raw -463131.587936 + Penalty 6404.421798 = -456727.166138 nChanged 17 SP:Iteration 31Q (1110.285152 sec): 3 clusters Score: Raw -463138.389678 + Penalty 6404.421798 = -456733.967880 nChanged 10 SP:Iteration 32Q (1110.399788 sec): 3 clusters Score: Raw -463141.542278 + Penalty 6404.421798 = -456737.120480 nChanged 10 SP:Iteration 33Q (1110.495837 sec): 3 clusters Score: Raw -463144.287993 + Penalty 6404.421798 = -456739.866195 nChanged 7 SP:Iteration 34Q (1110.595787 sec): 3 clusters Score: Raw -463146.806982 + Penalty 6404.421798 = -456742.385184 nChanged 4 SP:Iteration 35Q (1110.686783 sec): 3 clusters Score: Raw -463147.701641 + Penalty 6404.421798 = -456743.279843 nChanged 4 SP:Iteration 36Q (1110.771004 sec): 3 clusters Score: Raw -463148.528416 + Penalty 6404.421798 = -456744.106618 nChanged 5 SP:Iteration 37Q (1110.866896 sec): 3 clusters Score: Raw -463150.245011 + Penalty 6404.421798 = -456745.823213 nChanged 3 SP:Iteration 38Q (1110.981789 sec): 3 clusters Score: Raw -463153.013482 + Penalty 6404.421798 = -456748.591684 nChanged 8 SP:Iteration 39Q (1111.062295 sec): 3 clusters Score: Raw -463157.592924 + Penalty 6404.421798 = -456753.171126 nChanged 13 SP:Iteration 40F (1111.147659 sec): 3 clusters Score: Raw -463162.823987 + Penalty 6404.421798 = -456758.402189 nChanged 5 SP:Iteration 41Q (1111.246172 sec): 3 clusters Score: Raw -463164.986792 + Penalty 6404.421798 = -456760.564994 nChanged 5 SP:Iteration 42Q (1111.348899 sec): 3 clusters Score: Raw -463166.708118 + Penalty 6404.421798 = -456762.286320 nChanged 5 SP:Iteration 43Q (1111.450551 sec): 3 clusters Score: Raw -463169.283823 + Penalty 6404.421798 = -456764.862025 nChanged 4 SP:Iteration 44Q (1111.560301 sec): 3 clusters Score: Raw -463171.340942 + Penalty 6404.421798 = -456766.919144 nChanged 5 SP:Iteration 45Q (1111.673619 sec): 3 clusters Score: Raw -463173.386945 + Penalty 6404.421798 = -456768.965147 nChanged 7 SP:Iteration 46Q (1111.767407 sec): 3 clusters Score: Raw -463176.992082 + Penalty 6404.421798 = -456772.570284 nChanged 8 SP:Iteration 47Q (1111.864613 sec): 3 clusters Score: Raw -463180.430167 + Penalty 6404.421798 = -456776.008369 nChanged 12 SP:Iteration 48Q (1111.942283 sec): 3 clusters Score: Raw -463187.859082 + Penalty 6404.421798 = -456783.437284 nChanged 15 SP:Iteration 49Q (1112.032259 sec): 3 clusters Score: Raw -463196.746303 + Penalty 6404.421798 = -456792.324505 nChanged 16 SP:Iteration 50Q (1112.130883 sec): 3 clusters Score: Raw -463204.410523 + Penalty 6404.421798 = -456799.988725 nChanged 13 SP:Iteration 51Q (1112.249985 sec): 3 clusters Score: Raw -463210.905050 + Penalty 6404.421798 = -456806.483252 nChanged 20 SP:Iteration 52Q (1112.334189 sec): 3 clusters Score: Raw -463220.087739 + Penalty 6404.421798 = -456815.665941 nChanged 25 SP:Iteration 53Q (1112.456539 sec): 3 clusters Score: Raw -463235.101583 + Penalty 6404.421798 = -456830.679785 nChanged 20 SP:Iteration 54Q (1112.536133 sec): 3 clusters Score: Raw -463245.978234 + Penalty 6404.421798 = -456841.556436 nChanged 20 SP:Iteration 55Q (1112.626931 sec): 3 clusters Score: Raw -463255.983729 + Penalty 6404.421798 = -456851.561931 nChanged 19 SP:Iteration 56Q (1112.746738 sec): 3 clusters Score: Raw -463265.035889 + Penalty 6404.421798 = -456860.614091 nChanged 16 SP:Iteration 57Q (1112.852834 sec): 3 clusters Score: Raw -463270.733594 + Penalty 6404.421798 = -456866.311796 nChanged 6 SP:Iteration 58Q (1112.949053 sec): 3 clusters Score: Raw -463272.619444 + Penalty 6404.421798 = -456868.197646 nChanged 5 SP:Iteration 59Q (1113.065908 sec): 3 clusters Score: Raw -463274.528364 + Penalty 6404.421798 = -456870.106566 nChanged 6 SP:Iteration 60F (1113.162092 sec): 3 clusters Score: Raw -463275.964078 + Penalty 6404.421798 = -456871.542280 nChanged 4 SP:Iteration 61Q (1113.259953 sec): 3 clusters Score: Raw -463277.224426 + Penalty 6404.421798 = -456872.802628 nChanged 1 SP:Iteration 62Q (1113.331814 sec): 3 clusters Score: Raw -463277.924758 + Penalty 6404.421798 = -456873.502960 nChanged 2 SP:Iteration 63Q (1113.433008 sec): 3 clusters Score: Raw -463278.949469 + Penalty 6404.421798 = -456874.527671 nChanged 1 SP:Iteration 64Q (1113.525067 sec): 3 clusters Score: Raw -463279.169650 + Penalty 6404.421798 = -456874.747852 nChanged 1 SP:Iteration 65Q (1113.640689 sec): 3 clusters Score: Raw -463279.568545 + Penalty 6404.421798 = -456875.146747 nChanged 2 SP:Iteration 66Q (1113.727894 sec): 3 clusters Score: Raw -463279.997435 + Penalty 6404.421798 = -456875.575637 nChanged 2 SP:Iteration 67Q (1113.834611 sec): 3 clusters Score: Raw -463280.519646 + Penalty 6404.421798 = -456876.097848 nChanged 0 SP:Iteration 68F (1113.937823 sec): 3 clusters Score: Raw -463280.519646 + Penalty 6404.421798 = -456876.097848 nChanged 0 Trying to split cluster 9 (2833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1113.988361 sec): 2 clusters Score: Raw -231710.506483 + Penalty 2945.138401 = -228765.368082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1114.079271 sec): 3 clusters Score: Raw -230740.683804 + Penalty 5890.276801 = -224850.407002 nChanged 891 SP:Iteration 1F (1114.170718 sec): 3 clusters Score: Raw -231556.098913 + Penalty 5890.276801 = -225665.822112 nChanged 194 SP:Iteration 2F (1114.278668 sec): 3 clusters Score: Raw -231760.709812 + Penalty 5890.276801 = -225870.433010 nChanged 135 SP:Iteration 3Q (1114.357180 sec): 3 clusters Score: Raw -231905.608985 + Penalty 5890.276801 = -226015.332184 nChanged 104 SP:Iteration 4Q (1114.444082 sec): 3 clusters Score: Raw -232007.367276 + Penalty 5890.276801 = -226117.090475 nChanged 73 SP:Iteration 5Q (1114.553971 sec): 3 clusters Score: Raw -232082.885289 + Penalty 5890.276801 = -226192.608488 nChanged 71 SP:Iteration 6Q (1114.652717 sec): 3 clusters Score: Raw -232148.664447 + Penalty 5890.276801 = -226258.387645 nChanged 54 SP:Iteration 7Q (1114.750583 sec): 3 clusters Score: Raw -232195.679421 + Penalty 5890.276801 = -226305.402620 nChanged 43 SP:Iteration 8Q (1114.824991 sec): 3 clusters Score: Raw -232236.934164 + Penalty 5890.276801 = -226346.657363 nChanged 39 SP:Iteration 9Q (1114.916391 sec): 3 clusters Score: Raw -232270.350087 + Penalty 5890.276801 = -226380.073286 nChanged 37 SP:Iteration 10Q (1115.019605 sec): 3 clusters Score: Raw -232306.923138 + Penalty 5890.276801 = -226416.646337 nChanged 40 SP:Iteration 11Q (1115.093099 sec): 3 clusters Score: Raw -232336.294531 + Penalty 5890.276801 = -226446.017730 nChanged 27 SP:Iteration 12Q (1115.195762 sec): 3 clusters Score: Raw -232364.962791 + Penalty 5890.276801 = -226474.685989 nChanged 25 SP:Iteration 13Q (1115.275105 sec): 3 clusters Score: Raw -232383.158744 + Penalty 5890.276801 = -226492.881942 nChanged 15 SP:Iteration 14Q (1115.365278 sec): 3 clusters Score: Raw -232398.376266 + Penalty 5890.276801 = -226508.099464 nChanged 17 SP:Iteration 15Q (1115.454385 sec): 3 clusters Score: Raw -232412.414216 + Penalty 5890.276801 = -226522.137415 nChanged 23 SP:Iteration 16Q (1115.552742 sec): 3 clusters Score: Raw -232428.541766 + Penalty 5890.276801 = -226538.264965 nChanged 18 SP:Iteration 17Q (1115.638994 sec): 3 clusters Score: Raw -232441.225864 + Penalty 5890.276801 = -226550.949063 nChanged 19 SP:Iteration 18Q (1115.715349 sec): 3 clusters Score: Raw -232455.061568 + Penalty 5890.276801 = -226564.784767 nChanged 14 SP:Iteration 19Q (1115.811935 sec): 3 clusters Score: Raw -232468.603408 + Penalty 5890.276801 = -226578.326606 nChanged 23 SP:Iteration 20F (1115.901193 sec): 3 clusters Score: Raw -232491.305394 + Penalty 5890.276801 = -226601.028593 nChanged 28 SP:Iteration 21Q (1115.999198 sec): 3 clusters Score: Raw -232521.408026 + Penalty 5890.276801 = -226631.131225 nChanged 22 SP:Iteration 22Q (1116.083372 sec): 3 clusters Score: Raw -232537.608023 + Penalty 5890.276801 = -226647.331222 nChanged 20 SP:Iteration 23Q (1116.176534 sec): 3 clusters Score: Raw -232566.543019 + Penalty 5890.276801 = -226676.266218 nChanged 37 SP:Iteration 24Q (1116.282663 sec): 3 clusters Score: Raw -232628.839090 + Penalty 5890.276801 = -226738.562289 nChanged 54 SP:Iteration 25Q (1116.371992 sec): 3 clusters Score: Raw -232700.214074 + Penalty 5890.276801 = -226809.937273 nChanged 58 SP:Iteration 26Q (1116.442158 sec): 3 clusters Score: Raw -232788.982219 + Penalty 5890.276801 = -226898.705418 nChanged 72 SP:Iteration 27Q (1116.532968 sec): 3 clusters Score: Raw -232903.516991 + Penalty 5890.276801 = -227013.240190 nChanged 62 SP:Iteration 28Q (1116.635845 sec): 3 clusters Score: Raw -233014.615302 + Penalty 5890.276801 = -227124.338500 nChanged 65 SP:Iteration 29Q (1116.714298 sec): 3 clusters Score: Raw -233145.334864 + Penalty 5890.276801 = -227255.058063 nChanged 62 SP:Iteration 30Q (1116.805590 sec): 3 clusters Score: Raw -233256.421316 + Penalty 5890.276801 = -227366.144514 nChanged 69 SP:Iteration 31Q (1116.927965 sec): 3 clusters Score: Raw -233371.291386 + Penalty 5890.276801 = -227481.014585 nChanged 64 SP:Iteration 32Q (1117.025115 sec): 3 clusters Score: Raw -233488.346892 + Penalty 5890.276801 = -227598.070091 nChanged 67 SP:Iteration 33Q (1117.118971 sec): 3 clusters Score: Raw -233571.662233 + Penalty 5890.276801 = -227681.385431 nChanged 36 SP:Iteration 34Q (1117.198419 sec): 3 clusters Score: Raw -233612.910543 + Penalty 5890.276801 = -227722.633742 nChanged 20 SP:Iteration 35Q (1117.304264 sec): 3 clusters Score: Raw -233645.021178 + Penalty 5890.276801 = -227754.744377 nChanged 20 SP:Iteration 36Q (1117.398405 sec): 3 clusters Score: Raw -233673.737291 + Penalty 5890.276801 = -227783.460489 nChanged 21 SP:Iteration 37Q (1117.490262 sec): 3 clusters Score: Raw -233696.951094 + Penalty 5890.276801 = -227806.674292 nChanged 16 SP:Iteration 38Q (1117.575817 sec): 3 clusters Score: Raw -233712.567681 + Penalty 5890.276801 = -227822.290880 nChanged 6 SP:Iteration 39Q (1117.639284 sec): 3 clusters Score: Raw -233716.989073 + Penalty 5890.276801 = -227826.712271 nChanged 2 SP:Iteration 40F (1117.734580 sec): 3 clusters Score: Raw -233736.728507 + Penalty 5890.276801 = -227846.451705 nChanged 5 SP:Iteration 41Q (1117.812967 sec): 3 clusters Score: Raw -233751.854151 + Penalty 5890.276801 = -227861.577350 nChanged 12 SP:Iteration 42Q (1117.925055 sec): 3 clusters Score: Raw -233771.359270 + Penalty 5890.276801 = -227881.082469 nChanged 16 SP:Iteration 43Q (1118.004160 sec): 3 clusters Score: Raw -233793.210853 + Penalty 5890.276801 = -227902.934051 nChanged 13 SP:Iteration 44Q (1118.099331 sec): 3 clusters Score: Raw -233805.976068 + Penalty 5890.276801 = -227915.699266 nChanged 7 SP:Iteration 45Q (1118.195239 sec): 3 clusters Score: Raw -233813.253645 + Penalty 5890.276801 = -227922.976844 nChanged 5 SP:Iteration 46Q (1118.298565 sec): 3 clusters Score: Raw -233817.412299 + Penalty 5890.276801 = -227927.135498 nChanged 2 SP:Iteration 47Q (1118.360958 sec): 3 clusters Score: Raw -233819.159904 + Penalty 5890.276801 = -227928.883103 nChanged 1 SP:Iteration 48Q (1118.453052 sec): 3 clusters Score: Raw -233819.901586 + Penalty 5890.276801 = -227929.624785 nChanged 2 SP:Iteration 49Q (1118.550546 sec): 3 clusters Score: Raw -233821.193333 + Penalty 5890.276801 = -227930.916531 nChanged 2 SP:Iteration 50Q (1118.655551 sec): 3 clusters Score: Raw -233823.068394 + Penalty 5890.276801 = -227932.791592 nChanged 1 SP:Iteration 51Q (1118.743332 sec): 3 clusters Score: Raw -233823.426646 + Penalty 5890.276801 = -227933.149844 nChanged 1 SP:Iteration 52Q (1118.826077 sec): 3 clusters Score: Raw -233823.845915 + Penalty 5890.276801 = -227933.569113 nChanged 1 SP:Iteration 53Q (1118.930463 sec): 3 clusters Score: Raw -233825.299751 + Penalty 5890.276801 = -227935.022950 nChanged 1 SP:Iteration 54Q (1119.010406 sec): 3 clusters Score: Raw -233826.435027 + Penalty 5890.276801 = -227936.158225 nChanged 1 SP:Iteration 55Q (1119.105322 sec): 3 clusters Score: Raw -233827.087996 + Penalty 5890.276801 = -227936.811195 nChanged 0 SP:Iteration 56F (1119.190999 sec): 3 clusters Score: Raw -233827.087996 + Penalty 5890.276801 = -227936.811195 nChanged 0 Iteration 59Q (1119.918673 sec): 12 clusters Score: Raw -3286051.874489 + Penalty 43283.241559 = -3242768.632930 nChanged 685 Iteration 60F (1120.802276 sec): 12 clusters Score: Raw -3287168.010307 + Penalty 43283.241559 = -3243884.768748 nChanged 850 Iteration 61Q (1121.460155 sec): 12 clusters Score: Raw -3287959.202831 + Penalty 43283.241559 = -3244675.961272 nChanged 591 Iteration 62Q (1122.145935 sec): 12 clusters Score: Raw -3288409.852519 + Penalty 43283.241559 = -3245126.610961 nChanged 486 Iteration 63Q (1122.811900 sec): 12 clusters Score: Raw -3288697.162201 + Penalty 43283.241559 = -3245413.920642 nChanged 350 Iteration 64Q (1123.475448 sec): 12 clusters Score: Raw -3288873.959942 + Penalty 43283.241559 = -3245590.718383 nChanged 279 Iteration 65Q (1124.146323 sec): 12 clusters Score: Raw -3288998.995115 + Penalty 43283.241559 = -3245715.753557 nChanged 218 Iteration 66Q (1124.814416 sec): 12 clusters Score: Raw -3289091.801907 + Penalty 43283.241559 = -3245808.560348 nChanged 158 Iteration 67Q (1125.493789 sec): 12 clusters Score: Raw -3289158.610203 + Penalty 43283.241559 = -3245875.368644 nChanged 141 Iteration 68Q (1126.183223 sec): 12 clusters Score: Raw -3289219.997543 + Penalty 43283.241559 = -3245936.755984 nChanged 132 Iteration 69Q (1126.849179 sec): 12 clusters Score: Raw -3289273.387152 + Penalty 43283.241559 = -3245990.145593 nChanged 95 Iteration 70Q (1127.525815 sec): 12 clusters Score: Raw -3289308.545538 + Penalty 43283.241559 = -3246025.303979 nChanged 87 Iteration 71Q (1128.204890 sec): 12 clusters Score: Raw -3289339.936668 + Penalty 43283.241559 = -3246056.695109 nChanged 74 Iteration 72Q (1128.898840 sec): 12 clusters Score: Raw -3289366.564962 + Penalty 43283.241559 = -3246083.323403 nChanged 66 Iteration 73Q (1129.620898 sec): 12 clusters Score: Raw -3289393.551674 + Penalty 43283.241559 = -3246110.310115 nChanged 82 Iteration 74Q (1130.358359 sec): 12 clusters Score: Raw -3289425.528661 + Penalty 43283.241559 = -3246142.287102 nChanged 79 Iteration 75Q (1131.124474 sec): 12 clusters Score: Raw -3289462.381794 + Penalty 43283.241559 = -3246179.140235 nChanged 75 Iteration 76Q (1131.838830 sec): 12 clusters Score: Raw -3289497.173707 + Penalty 43283.241559 = -3246213.932148 nChanged 74 Iteration 77Q (1132.572886 sec): 12 clusters Score: Raw -3289528.258631 + Penalty 43283.241559 = -3246245.017072 nChanged 70 Iteration 78Q (1133.410418 sec): 12 clusters Score: Raw -3289560.547067 + Penalty 43283.241559 = -3246277.305508 nChanged 65 Iteration 79Q (1134.255107 sec): 12 clusters Score: Raw -3289601.673136 + Penalty 43283.241559 = -3246318.431577 nChanged 68 Iteration 80F (1135.444592 sec): 12 clusters Score: Raw -3289687.199190 + Penalty 43283.241559 = -3246403.957631 nChanged 94 Iteration 81Q (1136.261668 sec): 12 clusters Score: Raw -3289801.086645 + Penalty 43283.241559 = -3246517.845086 nChanged 120 Iteration 82Q (1137.133612 sec): 12 clusters Score: Raw -3289934.997884 + Penalty 43283.241559 = -3246651.756325 nChanged 112 Iteration 83Q (1138.006267 sec): 12 clusters Score: Raw -3290030.160322 + Penalty 43283.241559 = -3246746.918763 nChanged 122 Iteration 84Q (1138.868525 sec): 12 clusters Score: Raw -3290111.330055 + Penalty 43283.241559 = -3246828.088496 nChanged 105 Iteration 85Q (1139.729172 sec): 12 clusters Score: Raw -3290176.928022 + Penalty 43283.241559 = -3246893.686463 nChanged 86 Iteration 86Q (1140.597301 sec): 12 clusters Score: Raw -3290208.651061 + Penalty 43283.241559 = -3246925.409503 nChanged 63 Iteration 87Q (1141.435975 sec): 12 clusters Score: Raw -3290230.746667 + Penalty 43283.241559 = -3246947.505108 nChanged 52 Iteration 88Q (1142.293799 sec): 12 clusters Score: Raw -3290250.198318 + Penalty 43283.241559 = -3246966.956759 nChanged 36 Iteration 89Q (1143.250605 sec): 12 clusters Score: Raw -3290262.595168 + Penalty 43283.241559 = -3246979.353609 nChanged 23 Iteration 90Q (1144.111242 sec): 12 clusters Score: Raw -3290271.390688 + Penalty 43283.241559 = -3246988.149129 nChanged 21 Iteration 91Q (1144.969417 sec): 12 clusters Score: Raw -3290280.509941 + Penalty 43283.241559 = -3246997.268382 nChanged 18 Iteration 92Q (1145.868264 sec): 12 clusters Score: Raw -3290286.651213 + Penalty 43283.241559 = -3247003.409655 nChanged 19 Iteration 93Q (1146.701887 sec): 12 clusters Score: Raw -3290292.926784 + Penalty 43283.241559 = -3247009.685225 nChanged 16 Iteration 94Q (1147.580345 sec): 12 clusters Score: Raw -3290298.251620 + Penalty 43283.241559 = -3247015.010061 nChanged 12 Iteration 95Q (1148.443693 sec): 12 clusters Score: Raw -3290303.125936 + Penalty 43283.241559 = -3247019.884377 nChanged 13 Iteration 96Q (1149.316497 sec): 12 clusters Score: Raw -3290308.024776 + Penalty 43283.241559 = -3247024.783217 nChanged 8 Iteration 97Q (1150.245868 sec): 12 clusters Score: Raw -3290310.546257 + Penalty 43283.241559 = -3247027.304698 nChanged 6 Iteration 98Q (1151.096631 sec): 12 clusters Score: Raw -3290312.448289 + Penalty 43283.241559 = -3247029.206730 nChanged 3 Writing temp clu file Because OldScore, -3247027.304698, is greater than current (better) Score,-3247029.206730 Compute initial score before splitting: Score: Raw -3290312.448289 + Penalty 43283.241559 = -3247029.206730 Trying to split cluster 1 (1537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1151.192728 sec): 2 clusters Score: Raw -88674.825519 + Penalty 2718.576259 = -85956.249260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1151.317593 sec): 3 clusters Score: Raw -88440.168109 + Penalty 5437.152518 = -83003.015591 nChanged 420 SP:Iteration 1F (1151.434540 sec): 3 clusters Score: Raw -89153.053079 + Penalty 5437.152518 = -83715.900561 nChanged 156 SP:Iteration 2F (1151.533179 sec): 3 clusters Score: Raw -89485.584622 + Penalty 5437.152518 = -84048.432104 nChanged 98 SP:Iteration 3F (1151.663031 sec): 3 clusters Score: Raw -89709.270605 + Penalty 5437.152518 = -84272.118087 nChanged 55 SP:Iteration 4Q (1151.778978 sec): 3 clusters Score: Raw -89824.672946 + Penalty 5437.152518 = -84387.520428 nChanged 49 SP:Iteration 5Q (1151.886060 sec): 3 clusters Score: Raw -89929.300014 + Penalty 5437.152518 = -84492.147496 nChanged 43 SP:Iteration 6Q (1152.006804 sec): 3 clusters Score: Raw -90014.515426 + Penalty 5437.152518 = -84577.362908 nChanged 41 SP:Iteration 7Q (1152.119708 sec): 3 clusters Score: Raw -90123.463694 + Penalty 5437.152518 = -84686.311176 nChanged 33 SP:Iteration 8Q (1152.267273 sec): 3 clusters Score: Raw -90160.539663 + Penalty 5437.152518 = -84723.387145 nChanged 15 SP:Iteration 9Q (1152.365835 sec): 3 clusters Score: Raw -90187.608924 + Penalty 5437.152518 = -84750.456407 nChanged 14 SP:Iteration 10Q (1152.463021 sec): 3 clusters Score: Raw -90215.830307 + Penalty 5437.152518 = -84778.677789 nChanged 14 SP:Iteration 11Q (1152.602456 sec): 3 clusters Score: Raw -90247.513988 + Penalty 5437.152518 = -84810.361470 nChanged 19 SP:Iteration 12Q (1152.700072 sec): 3 clusters Score: Raw -90279.224675 + Penalty 5437.152518 = -84842.072157 nChanged 17 SP:Iteration 13Q (1152.832748 sec): 3 clusters Score: Raw -90308.301297 + Penalty 5437.152518 = -84871.148779 nChanged 14 SP:Iteration 14Q (1152.925264 sec): 3 clusters Score: Raw -90336.793593 + Penalty 5437.152518 = -84899.641075 nChanged 16 SP:Iteration 15Q (1153.042117 sec): 3 clusters Score: Raw -90356.891843 + Penalty 5437.152518 = -84919.739325 nChanged 10 SP:Iteration 16Q (1153.151240 sec): 3 clusters Score: Raw -90373.312154 + Penalty 5437.152518 = -84936.159636 nChanged 7 SP:Iteration 17Q (1153.245822 sec): 3 clusters Score: Raw -90381.941049 + Penalty 5437.152518 = -84944.788531 nChanged 8 SP:Iteration 18Q (1153.352080 sec): 3 clusters Score: Raw -90390.215557 + Penalty 5437.152518 = -84953.063039 nChanged 2 SP:Iteration 19Q (1153.466204 sec): 3 clusters Score: Raw -90393.838378 + Penalty 5437.152518 = -84956.685860 nChanged 2 SP:Iteration 20F (1153.575750 sec): 3 clusters Score: Raw -90396.579285 + Penalty 5437.152518 = -84959.426767 nChanged 2 SP:Iteration 21Q (1153.713799 sec): 3 clusters Score: Raw -90401.242117 + Penalty 5437.152518 = -84964.089599 nChanged 1 SP:Iteration 22Q (1153.823193 sec): 3 clusters Score: Raw -90401.663140 + Penalty 5437.152518 = -84964.510622 nChanged 0 SP:Iteration 23F (1153.944943 sec): 3 clusters Score: Raw -90401.663140 + Penalty 5437.152518 = -84964.510622 nChanged 0 Trying to split cluster 2 (2662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1154.023704 sec): 2 clusters Score: Raw -249958.253598 + Penalty 2922.071626 = -247036.181972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1154.113701 sec): 3 clusters Score: Raw -248996.617301 + Penalty 5844.143252 = -243152.474049 nChanged 819 SP:Iteration 1F (1154.236345 sec): 3 clusters Score: Raw -249636.983562 + Penalty 5844.143252 = -243792.840309 nChanged 191 SP:Iteration 2F (1154.360151 sec): 3 clusters Score: Raw -249806.582007 + Penalty 5844.143252 = -243962.438754 nChanged 94 SP:Iteration 3Q (1154.502254 sec): 3 clusters Score: Raw -249884.611745 + Penalty 5844.143252 = -244040.468493 nChanged 48 SP:Iteration 4Q (1154.628235 sec): 3 clusters Score: Raw -249920.465945 + Penalty 5844.143252 = -244076.322693 nChanged 38 SP:Iteration 5Q (1154.733018 sec): 3 clusters Score: Raw -249947.908534 + Penalty 5844.143252 = -244103.765282 nChanged 29 SP:Iteration 6Q (1154.869913 sec): 3 clusters Score: Raw -249969.139014 + Penalty 5844.143252 = -244124.995762 nChanged 31 SP:Iteration 7Q (1154.986536 sec): 3 clusters Score: Raw -249991.851098 + Penalty 5844.143252 = -244147.707846 nChanged 31 SP:Iteration 8Q (1155.115188 sec): 3 clusters Score: Raw -250013.347384 + Penalty 5844.143252 = -244169.204132 nChanged 26 SP:Iteration 9Q (1155.251096 sec): 3 clusters Score: Raw -250031.947493 + Penalty 5844.143252 = -244187.804240 nChanged 18 SP:Iteration 10Q (1155.385964 sec): 3 clusters Score: Raw -250043.284927 + Penalty 5844.143252 = -244199.141675 nChanged 11 SP:Iteration 11Q (1155.506929 sec): 3 clusters Score: Raw -250054.762159 + Penalty 5844.143252 = -244210.618907 nChanged 18 SP:Iteration 12Q (1155.632562 sec): 3 clusters Score: Raw -250068.127099 + Penalty 5844.143252 = -244223.983846 nChanged 15 SP:Iteration 13Q (1155.724222 sec): 3 clusters Score: Raw -250080.310307 + Penalty 5844.143252 = -244236.167055 nChanged 9 SP:Iteration 14Q (1155.848142 sec): 3 clusters Score: Raw -250088.890920 + Penalty 5844.143252 = -244244.747668 nChanged 15 SP:Iteration 15Q (1155.962527 sec): 3 clusters Score: Raw -250098.282093 + Penalty 5844.143252 = -244254.138840 nChanged 10 SP:Iteration 16Q (1156.097596 sec): 3 clusters Score: Raw -250104.646090 + Penalty 5844.143252 = -244260.502838 nChanged 11 SP:Iteration 17Q (1156.213225 sec): 3 clusters Score: Raw -250111.955970 + Penalty 5844.143252 = -244267.812717 nChanged 10 SP:Iteration 18Q (1156.335090 sec): 3 clusters Score: Raw -250117.150756 + Penalty 5844.143252 = -244273.007504 nChanged 8 SP:Iteration 19Q (1156.449143 sec): 3 clusters Score: Raw -250122.247906 + Penalty 5844.143252 = -244278.104654 nChanged 6 SP:Iteration 20F (1156.575692 sec): 3 clusters Score: Raw -250125.731254 + Penalty 5844.143252 = -244281.588002 nChanged 5 SP:Iteration 21Q (1156.718845 sec): 3 clusters Score: Raw -250128.703844 + Penalty 5844.143252 = -244284.560592 nChanged 5 SP:Iteration 22Q (1156.846627 sec): 3 clusters Score: Raw -250133.144936 + Penalty 5844.143252 = -244289.001684 nChanged 4 SP:Iteration 23Q (1156.943963 sec): 3 clusters Score: Raw -250135.516231 + Penalty 5844.143252 = -244291.372979 nChanged 3 SP:Iteration 24Q (1157.090770 sec): 3 clusters Score: Raw -250136.768223 + Penalty 5844.143252 = -244292.624971 nChanged 3 SP:Iteration 25Q (1157.217195 sec): 3 clusters Score: Raw -250138.517531 + Penalty 5844.143252 = -244294.374279 nChanged 7 SP:Iteration 26Q (1157.331200 sec): 3 clusters Score: Raw -250142.393361 + Penalty 5844.143252 = -244298.250109 nChanged 5 SP:Iteration 27Q (1157.461185 sec): 3 clusters Score: Raw -250146.406475 + Penalty 5844.143252 = -244302.263223 nChanged 7 SP:Iteration 28Q (1157.574480 sec): 3 clusters Score: Raw -250150.978505 + Penalty 5844.143252 = -244306.835253 nChanged 2 SP:Iteration 29Q (1157.696143 sec): 3 clusters Score: Raw -250152.187461 + Penalty 5844.143252 = -244308.044209 nChanged 2 SP:Iteration 30Q (1157.827223 sec): 3 clusters Score: Raw -250153.757030 + Penalty 5844.143252 = -244309.613777 nChanged 2 SP:Iteration 31Q (1157.935340 sec): 3 clusters Score: Raw -250155.352141 + Penalty 5844.143252 = -244311.208889 nChanged 1 SP:Iteration 32Q (1158.062430 sec): 3 clusters Score: Raw -250155.799866 + Penalty 5844.143252 = -244311.656614 nChanged 0 SP:Iteration 33F (1158.182192 sec): 3 clusters Score: Raw -250155.799866 + Penalty 5844.143252 = -244311.656614 nChanged 0 Trying to split cluster 3 (3052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1158.238061 sec): 2 clusters Score: Raw -206942.022605 + Penalty 2972.726161 = -203969.296443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1158.351249 sec): 3 clusters Score: Raw -205886.994465 + Penalty 5945.452323 = -199941.542143 nChanged 1001 SP:Iteration 1F (1158.472952 sec): 3 clusters Score: Raw -206895.748370 + Penalty 5945.452323 = -200950.296047 nChanged 294 SP:Iteration 2F (1158.590220 sec): 3 clusters Score: Raw -207321.679158 + Penalty 5945.452323 = -201376.226835 nChanged 204 SP:Iteration 3F (1158.703766 sec): 3 clusters Score: Raw -207713.877193 + Penalty 5945.452323 = -201768.424870 nChanged 192 SP:Iteration 4F (1158.812192 sec): 3 clusters Score: Raw -208116.836564 + Penalty 5945.452323 = -202171.384241 nChanged 182 SP:Iteration 5F (1158.932081 sec): 3 clusters Score: Raw -208478.776806 + Penalty 5945.452323 = -202533.324483 nChanged 138 SP:Iteration 6Q (1159.092621 sec): 3 clusters Score: Raw -208691.604245 + Penalty 5945.452323 = -202746.151922 nChanged 98 SP:Iteration 7Q (1159.181053 sec): 3 clusters Score: Raw -208835.973153 + Penalty 5945.452323 = -202890.520830 nChanged 83 SP:Iteration 8Q (1159.309269 sec): 3 clusters Score: Raw -208963.794024 + Penalty 5945.452323 = -203018.341701 nChanged 68 SP:Iteration 9Q (1159.418900 sec): 3 clusters Score: Raw -209074.416349 + Penalty 5945.452323 = -203128.964027 nChanged 74 SP:Iteration 10Q (1159.517621 sec): 3 clusters Score: Raw -209182.200799 + Penalty 5945.452323 = -203236.748476 nChanged 60 SP:Iteration 11Q (1159.646093 sec): 3 clusters Score: Raw -209265.536257 + Penalty 5945.452323 = -203320.083934 nChanged 50 SP:Iteration 12Q (1159.735332 sec): 3 clusters Score: Raw -209340.505787 + Penalty 5945.452323 = -203395.053464 nChanged 46 SP:Iteration 13Q (1159.852883 sec): 3 clusters Score: Raw -209418.477487 + Penalty 5945.452323 = -203473.025164 nChanged 46 SP:Iteration 14Q (1159.983756 sec): 3 clusters Score: Raw -209493.986525 + Penalty 5945.452323 = -203548.534202 nChanged 41 SP:Iteration 15Q (1160.084609 sec): 3 clusters Score: Raw -209580.951397 + Penalty 5945.452323 = -203635.499075 nChanged 40 SP:Iteration 16Q (1160.211943 sec): 3 clusters Score: Raw -209638.918738 + Penalty 5945.452323 = -203693.466415 nChanged 32 SP:Iteration 17Q (1160.347957 sec): 3 clusters Score: Raw -209686.286539 + Penalty 5945.452323 = -203740.834216 nChanged 20 SP:Iteration 18Q (1160.497711 sec): 3 clusters Score: Raw -209730.647001 + Penalty 5945.452323 = -203785.194678 nChanged 14 SP:Iteration 19Q (1160.612214 sec): 3 clusters Score: Raw -209756.129591 + Penalty 5945.452323 = -203810.677268 nChanged 14 SP:Iteration 20F (1160.737886 sec): 3 clusters Score: Raw -209769.967474 + Penalty 5945.452323 = -203824.515151 nChanged 15 SP:Iteration 21Q (1160.852182 sec): 3 clusters Score: Raw -209784.015974 + Penalty 5945.452323 = -203838.563651 nChanged 8 SP:Iteration 22Q (1160.971707 sec): 3 clusters Score: Raw -209790.371730 + Penalty 5945.452323 = -203844.919407 nChanged 8 SP:Iteration 23Q (1161.111334 sec): 3 clusters Score: Raw -209796.588970 + Penalty 5945.452323 = -203851.136647 nChanged 9 SP:Iteration 24Q (1161.238697 sec): 3 clusters Score: Raw -209803.246303 + Penalty 5945.452323 = -203857.793980 nChanged 7 SP:Iteration 25Q (1161.359624 sec): 3 clusters Score: Raw -209809.429102 + Penalty 5945.452323 = -203863.976779 nChanged 6 SP:Iteration 26Q (1161.461936 sec): 3 clusters Score: Raw -209814.866067 + Penalty 5945.452323 = -203869.413744 nChanged 4 SP:Iteration 27Q (1161.611092 sec): 3 clusters Score: Raw -209821.232278 + Penalty 5945.452323 = -203875.779955 nChanged 5 SP:Iteration 28Q (1161.698381 sec): 3 clusters Score: Raw -209825.625677 + Penalty 5945.452323 = -203880.173355 nChanged 2 SP:Iteration 29Q (1161.834011 sec): 3 clusters Score: Raw -209826.653520 + Penalty 5945.452323 = -203881.201197 nChanged 1 SP:Iteration 30Q (1161.961155 sec): 3 clusters Score: Raw -209827.325471 + Penalty 5945.452323 = -203881.873148 nChanged 1 SP:Iteration 31Q (1162.077478 sec): 3 clusters Score: Raw -209827.985299 + Penalty 5945.452323 = -203882.532976 nChanged 2 SP:Iteration 32Q (1162.201143 sec): 3 clusters Score: Raw -209829.454687 + Penalty 5945.452323 = -203884.002364 nChanged 0 SP:Iteration 33F (1162.306281 sec): 3 clusters Score: Raw -209829.454687 + Penalty 5945.452323 = -203884.002364 nChanged 0 Trying to split cluster 4 (9254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1162.407226 sec): 2 clusters Score: Raw -822688.108842 + Penalty 3383.706538 = -819304.402304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1162.546262 sec): 3 clusters Score: Raw -818016.175369 + Penalty 6767.413077 = -811248.762292 nChanged 3684 SP:Iteration 1F (1162.700452 sec): 3 clusters Score: Raw -820188.018348 + Penalty 6767.413077 = -813420.605271 nChanged 777 SP:Iteration 2F (1162.816921 sec): 3 clusters Score: Raw -820949.811986 + Penalty 6767.413077 = -814182.398909 nChanged 711 SP:Iteration 3F (1162.978004 sec): 3 clusters Score: Raw -821789.705876 + Penalty 6767.413077 = -815022.292800 nChanged 695 SP:Iteration 4F (1163.117233 sec): 3 clusters Score: Raw -822541.303288 + Penalty 6767.413077 = -815773.890211 nChanged 595 SP:Iteration 5F (1163.249769 sec): 3 clusters Score: Raw -823213.443027 + Penalty 6767.413077 = -816446.029950 nChanged 542 SP:Iteration 6F (1163.395738 sec): 3 clusters Score: Raw -823820.299041 + Penalty 6767.413077 = -817052.885964 nChanged 480 SP:Iteration 7F (1163.518106 sec): 3 clusters Score: Raw -824306.421845 + Penalty 6767.413077 = -817539.008769 nChanged 360 SP:Iteration 8Q (1163.661472 sec): 3 clusters Score: Raw -824655.224723 + Penalty 6767.413077 = -817887.811647 nChanged 302 SP:Iteration 9Q (1163.818835 sec): 3 clusters Score: Raw -824934.128506 + Penalty 6767.413077 = -818166.715429 nChanged 249 SP:Iteration 10Q (1163.942740 sec): 3 clusters Score: Raw -825135.072512 + Penalty 6767.413077 = -818367.659435 nChanged 170 SP:Iteration 11Q (1164.088307 sec): 3 clusters Score: Raw -825258.531700 + Penalty 6767.413077 = -818491.118623 nChanged 143 SP:Iteration 12Q (1164.221257 sec): 3 clusters Score: Raw -825365.997446 + Penalty 6767.413077 = -818598.584370 nChanged 110 SP:Iteration 13Q (1164.385891 sec): 3 clusters Score: Raw -825467.136782 + Penalty 6767.413077 = -818699.723705 nChanged 97 SP:Iteration 14Q (1164.517963 sec): 3 clusters Score: Raw -825558.387919 + Penalty 6767.413077 = -818790.974842 nChanged 80 SP:Iteration 15Q (1164.654408 sec): 3 clusters Score: Raw -825620.289725 + Penalty 6767.413077 = -818852.876648 nChanged 60 SP:Iteration 16Q (1164.781372 sec): 3 clusters Score: Raw -825666.251064 + Penalty 6767.413077 = -818898.837988 nChanged 58 SP:Iteration 17Q (1164.946679 sec): 3 clusters Score: Raw -825715.593574 + Penalty 6767.413077 = -818948.180497 nChanged 49 SP:Iteration 18Q (1165.078346 sec): 3 clusters Score: Raw -825750.131740 + Penalty 6767.413077 = -818982.718664 nChanged 42 SP:Iteration 19Q (1165.216146 sec): 3 clusters Score: Raw -825775.523140 + Penalty 6767.413077 = -819008.110063 nChanged 30 SP:Iteration 20F (1165.353352 sec): 3 clusters Score: Raw -825787.831728 + Penalty 6767.413077 = -819020.418651 nChanged 17 SP:Iteration 21Q (1165.467752 sec): 3 clusters Score: Raw -825793.169736 + Penalty 6767.413077 = -819025.756660 nChanged 9 SP:Iteration 22Q (1165.636648 sec): 3 clusters Score: Raw -825795.437082 + Penalty 6767.413077 = -819028.024005 nChanged 5 SP:Iteration 23Q (1165.757060 sec): 3 clusters Score: Raw -825796.602419 + Penalty 6767.413077 = -819029.189343 nChanged 6 SP:Iteration 24Q (1165.869029 sec): 3 clusters Score: Raw -825798.073232 + Penalty 6767.413077 = -819030.660155 nChanged 4 SP:Iteration 25Q (1166.013267 sec): 3 clusters Score: Raw -825798.878650 + Penalty 6767.413077 = -819031.465573 nChanged 0 SP:Iteration 26F (1166.136494 sec): 3 clusters Score: Raw -825798.878650 + Penalty 6767.413077 = -819031.465573 nChanged 0 Trying to split cluster 5 (1594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1166.229912 sec): 2 clusters Score: Raw -115355.396259 + Penalty 2732.067689 = -112623.328571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1166.349363 sec): 3 clusters Score: Raw -114999.810079 + Penalty 5464.135378 = -109535.674701 nChanged 433 SP:Iteration 1F (1166.462701 sec): 3 clusters Score: Raw -115666.973366 + Penalty 5464.135378 = -110202.837989 nChanged 124 SP:Iteration 2F (1166.557356 sec): 3 clusters Score: Raw -116026.659441 + Penalty 5464.135378 = -110562.524063 nChanged 111 SP:Iteration 3F (1166.672506 sec): 3 clusters Score: Raw -116379.747361 + Penalty 5464.135378 = -110915.611983 nChanged 106 SP:Iteration 4F (1166.794809 sec): 3 clusters Score: Raw -116648.123955 + Penalty 5464.135378 = -111183.988577 nChanged 74 SP:Iteration 5Q (1166.926083 sec): 3 clusters Score: Raw -116777.990345 + Penalty 5464.135378 = -111313.854967 nChanged 45 SP:Iteration 6Q (1167.032211 sec): 3 clusters Score: Raw -116870.452655 + Penalty 5464.135378 = -111406.317278 nChanged 39 SP:Iteration 7Q (1167.152067 sec): 3 clusters Score: Raw -116954.627629 + Penalty 5464.135378 = -111490.492251 nChanged 33 SP:Iteration 8Q (1167.252049 sec): 3 clusters Score: Raw -117017.429540 + Penalty 5464.135378 = -111553.294162 nChanged 28 SP:Iteration 9Q (1167.370418 sec): 3 clusters Score: Raw -117074.444401 + Penalty 5464.135378 = -111610.309023 nChanged 16 SP:Iteration 10Q (1167.521348 sec): 3 clusters Score: Raw -117102.434727 + Penalty 5464.135378 = -111638.299349 nChanged 12 SP:Iteration 11Q (1167.623283 sec): 3 clusters Score: Raw -117121.955426 + Penalty 5464.135378 = -111657.820048 nChanged 8 SP:Iteration 12Q (1167.751355 sec): 3 clusters Score: Raw -117134.540030 + Penalty 5464.135378 = -111670.404653 nChanged 1 SP:Iteration 13Q (1167.881841 sec): 3 clusters Score: Raw -117135.465233 + Penalty 5464.135378 = -111671.329855 nChanged 1 SP:Iteration 14Q (1167.992574 sec): 3 clusters Score: Raw -117136.285724 + Penalty 5464.135378 = -111672.150347 nChanged 1 SP:Iteration 15Q (1168.098044 sec): 3 clusters Score: Raw -117137.247206 + Penalty 5464.135378 = -111673.111828 nChanged 1 SP:Iteration 16Q (1168.211860 sec): 3 clusters Score: Raw -117138.145810 + Penalty 5464.135378 = -111674.010433 nChanged 1 SP:Iteration 17Q (1168.323062 sec): 3 clusters Score: Raw -117139.208448 + Penalty 5464.135378 = -111675.073070 nChanged 1 SP:Iteration 18Q (1168.424707 sec): 3 clusters Score: Raw -117141.256677 + Penalty 5464.135378 = -111677.121300 nChanged 1 SP:Iteration 19Q (1168.551283 sec): 3 clusters Score: Raw -117142.490104 + Penalty 5464.135378 = -111678.354726 nChanged 0 SP:Iteration 20F (1168.643877 sec): 3 clusters Score: Raw -117142.490104 + Penalty 5464.135378 = -111678.354726 nChanged 0 Trying to split cluster 6 (4697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1168.728389 sec): 2 clusters Score: Raw -358260.457968 + Penalty 3132.458675 = -355127.999293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1168.845414 sec): 3 clusters Score: Raw -356255.306184 + Penalty 6264.917351 = -349990.388833 nChanged 1701 SP:Iteration 1F (1168.981196 sec): 3 clusters Score: Raw -357531.028036 + Penalty 6264.917351 = -351266.110685 nChanged 413 SP:Iteration 2F (1169.116685 sec): 3 clusters Score: Raw -357926.285313 + Penalty 6264.917351 = -351661.367962 nChanged 279 SP:Iteration 3F (1169.225872 sec): 3 clusters Score: Raw -358189.338293 + Penalty 6264.917351 = -351924.420942 nChanged 225 SP:Iteration 4Q (1169.387185 sec): 3 clusters Score: Raw -358401.313628 + Penalty 6264.917351 = -352136.396277 nChanged 190 SP:Iteration 5Q (1169.489598 sec): 3 clusters Score: Raw -358600.494602 + Penalty 6264.917351 = -352335.577251 nChanged 185 SP:Iteration 6Q (1169.615213 sec): 3 clusters Score: Raw -358769.178813 + Penalty 6264.917351 = -352504.261462 nChanged 159 SP:Iteration 7Q (1169.718866 sec): 3 clusters Score: Raw -358925.664161 + Penalty 6264.917351 = -352660.746810 nChanged 152 SP:Iteration 8Q (1169.877950 sec): 3 clusters Score: Raw -359079.166843 + Penalty 6264.917351 = -352814.249492 nChanged 151 SP:Iteration 9Q (1169.987388 sec): 3 clusters Score: Raw -359245.481818 + Penalty 6264.917351 = -352980.564467 nChanged 162 SP:Iteration 10Q (1170.125776 sec): 3 clusters Score: Raw -359408.651219 + Penalty 6264.917351 = -353143.733868 nChanged 146 SP:Iteration 11Q (1170.234407 sec): 3 clusters Score: Raw -359569.980371 + Penalty 6264.917351 = -353305.063020 nChanged 116 SP:Iteration 12Q (1170.377169 sec): 3 clusters Score: Raw -359717.822501 + Penalty 6264.917351 = -353452.905150 nChanged 107 SP:Iteration 13Q (1170.473307 sec): 3 clusters Score: Raw -359827.985791 + Penalty 6264.917351 = -353563.068440 nChanged 87 SP:Iteration 14Q (1170.630633 sec): 3 clusters Score: Raw -359898.242604 + Penalty 6264.917351 = -353633.325253 nChanged 69 SP:Iteration 15Q (1170.728384 sec): 3 clusters Score: Raw -359955.105584 + Penalty 6264.917351 = -353690.188233 nChanged 59 SP:Iteration 16Q (1170.875747 sec): 3 clusters Score: Raw -359992.786598 + Penalty 6264.917351 = -353727.869247 nChanged 43 SP:Iteration 17Q (1170.984756 sec): 3 clusters Score: Raw -360020.025738 + Penalty 6264.917351 = -353755.108387 nChanged 40 SP:Iteration 18Q (1171.138735 sec): 3 clusters Score: Raw -360047.338955 + Penalty 6264.917351 = -353782.421604 nChanged 35 SP:Iteration 19Q (1171.247256 sec): 3 clusters Score: Raw -360071.628389 + Penalty 6264.917351 = -353806.711038 nChanged 28 SP:Iteration 20F (1171.386455 sec): 3 clusters Score: Raw -360088.889349 + Penalty 6264.917351 = -353823.971998 nChanged 19 SP:Iteration 21Q (1171.531925 sec): 3 clusters Score: Raw -360102.720836 + Penalty 6264.917351 = -353837.803485 nChanged 24 SP:Iteration 22Q (1171.651192 sec): 3 clusters Score: Raw -360118.837016 + Penalty 6264.917351 = -353853.919665 nChanged 23 SP:Iteration 23Q (1171.774702 sec): 3 clusters Score: Raw -360129.515901 + Penalty 6264.917351 = -353864.598551 nChanged 16 SP:Iteration 24Q (1171.898128 sec): 3 clusters Score: Raw -360136.441042 + Penalty 6264.917351 = -353871.523691 nChanged 12 SP:Iteration 25Q (1172.003914 sec): 3 clusters Score: Raw -360143.586967 + Penalty 6264.917351 = -353878.669616 nChanged 14 SP:Iteration 26Q (1172.141200 sec): 3 clusters Score: Raw -360150.828198 + Penalty 6264.917351 = -353885.910847 nChanged 12 SP:Iteration 27Q (1172.280837 sec): 3 clusters Score: Raw -360157.496888 + Penalty 6264.917351 = -353892.579537 nChanged 12 SP:Iteration 28Q (1172.392396 sec): 3 clusters Score: Raw -360164.571370 + Penalty 6264.917351 = -353899.654020 nChanged 9 SP:Iteration 29Q (1172.500281 sec): 3 clusters Score: Raw -360167.513984 + Penalty 6264.917351 = -353902.596633 nChanged 4 SP:Iteration 30Q (1172.615610 sec): 3 clusters Score: Raw -360170.224495 + Penalty 6264.917351 = -353905.307144 nChanged 4 SP:Iteration 31Q (1172.736074 sec): 3 clusters Score: Raw -360171.986083 + Penalty 6264.917351 = -353907.068732 nChanged 5 SP:Iteration 32Q (1172.818552 sec): 3 clusters Score: Raw -360173.974347 + Penalty 6264.917351 = -353909.056996 nChanged 5 SP:Iteration 33Q (1172.957345 sec): 3 clusters Score: Raw -360175.790073 + Penalty 6264.917351 = -353910.872722 nChanged 1 SP:Iteration 34Q (1173.051503 sec): 3 clusters Score: Raw -360176.273266 + Penalty 6264.917351 = -353911.355915 nChanged 1 SP:Iteration 35Q (1173.168861 sec): 3 clusters Score: Raw -360176.482322 + Penalty 6264.917351 = -353911.564971 nChanged 0 SP:Iteration 36F (1173.290775 sec): 3 clusters Score: Raw -360176.482322 + Penalty 6264.917351 = -353911.564971 nChanged 0 Trying to split cluster 7 (4483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1173.378603 sec): 2 clusters Score: Raw -410599.149663 + Penalty 3115.181689 = -407483.967974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1173.531630 sec): 3 clusters Score: Raw -408669.065954 + Penalty 6230.363378 = -402438.702576 nChanged 1610 SP:Iteration 1F (1173.635891 sec): 3 clusters Score: Raw -409812.851018 + Penalty 6230.363378 = -403582.487639 nChanged 381 SP:Iteration 2F (1173.780652 sec): 3 clusters Score: Raw -410213.037914 + Penalty 6230.363378 = -403982.674535 nChanged 288 SP:Iteration 3F (1173.920581 sec): 3 clusters Score: Raw -410650.120430 + Penalty 6230.363378 = -404419.757051 nChanged 350 SP:Iteration 4F (1174.040969 sec): 3 clusters Score: Raw -411349.551451 + Penalty 6230.363378 = -405119.188072 nChanged 387 SP:Iteration 5F (1174.173019 sec): 3 clusters Score: Raw -412070.036217 + Penalty 6230.363378 = -405839.672839 nChanged 350 SP:Iteration 6F (1174.299483 sec): 3 clusters Score: Raw -412564.547661 + Penalty 6230.363378 = -406334.184283 nChanged 244 SP:Iteration 7F (1174.435315 sec): 3 clusters Score: Raw -412829.035194 + Penalty 6230.363378 = -406598.671816 nChanged 148 SP:Iteration 8Q (1174.568771 sec): 3 clusters Score: Raw -412966.130382 + Penalty 6230.363378 = -406735.767004 nChanged 83 SP:Iteration 9Q (1174.725656 sec): 3 clusters Score: Raw -413022.564668 + Penalty 6230.363378 = -406792.201289 nChanged 45 SP:Iteration 10Q (1174.863964 sec): 3 clusters Score: Raw -413050.841552 + Penalty 6230.363378 = -406820.478173 nChanged 29 SP:Iteration 11Q (1174.998654 sec): 3 clusters Score: Raw -413065.600942 + Penalty 6230.363378 = -406835.237564 nChanged 17 SP:Iteration 12Q (1175.130597 sec): 3 clusters Score: Raw -413073.999022 + Penalty 6230.363378 = -406843.635644 nChanged 16 SP:Iteration 13Q (1175.254892 sec): 3 clusters Score: Raw -413083.329457 + Penalty 6230.363378 = -406852.966078 nChanged 17 SP:Iteration 14Q (1175.367632 sec): 3 clusters Score: Raw -413092.144366 + Penalty 6230.363378 = -406861.780988 nChanged 10 SP:Iteration 15Q (1175.518909 sec): 3 clusters Score: Raw -413097.868286 + Penalty 6230.363378 = -406867.504908 nChanged 12 SP:Iteration 16Q (1175.634941 sec): 3 clusters Score: Raw -413105.957225 + Penalty 6230.363378 = -406875.593847 nChanged 9 SP:Iteration 17Q (1175.760630 sec): 3 clusters Score: Raw -413111.062158 + Penalty 6230.363378 = -406880.698779 nChanged 4 SP:Iteration 18Q (1175.889320 sec): 3 clusters Score: Raw -413112.953053 + Penalty 6230.363378 = -406882.589675 nChanged 1 SP:Iteration 19Q (1176.025005 sec): 3 clusters Score: Raw -413113.208797 + Penalty 6230.363378 = -406882.845419 nChanged 1 SP:Iteration 20F (1176.177540 sec): 3 clusters Score: Raw -413113.606433 + Penalty 6230.363378 = -406883.243054 nChanged 1 SP:Iteration 21Q (1176.302892 sec): 3 clusters Score: Raw -413113.885094 + Penalty 6230.363378 = -406883.521716 nChanged 1 SP:Iteration 22Q (1176.422158 sec): 3 clusters Score: Raw -413114.281121 + Penalty 6230.363378 = -406883.917743 nChanged 0 SP:Iteration 23F (1176.530406 sec): 3 clusters Score: Raw -413114.281121 + Penalty 6230.363378 = -406883.917743 nChanged 0 Trying to split cluster 8 (5131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1176.624161 sec): 2 clusters Score: Raw -418085.956266 + Penalty 3165.202193 = -414920.754073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1176.751426 sec): 3 clusters Score: Raw -415827.620742 + Penalty 6330.404386 = -409497.216356 nChanged 1899 SP:Iteration 1F (1176.857992 sec): 3 clusters Score: Raw -417249.193711 + Penalty 6330.404386 = -410918.789326 nChanged 492 SP:Iteration 2F (1176.984677 sec): 3 clusters Score: Raw -417754.064151 + Penalty 6330.404386 = -411423.659766 nChanged 330 SP:Iteration 3F (1177.111404 sec): 3 clusters Score: Raw -418108.301060 + Penalty 6330.404386 = -411777.896674 nChanged 313 SP:Iteration 4F (1177.244959 sec): 3 clusters Score: Raw -418486.863073 + Penalty 6330.404386 = -412156.458688 nChanged 318 SP:Iteration 5F (1177.381184 sec): 3 clusters Score: Raw -418870.354707 + Penalty 6330.404386 = -412539.950321 nChanged 304 SP:Iteration 6F (1177.542364 sec): 3 clusters Score: Raw -419240.804698 + Penalty 6330.404386 = -412910.400312 nChanged 252 SP:Iteration 7Q (1177.667950 sec): 3 clusters Score: Raw -419557.301790 + Penalty 6330.404386 = -413226.897405 nChanged 214 SP:Iteration 8Q (1177.778419 sec): 3 clusters Score: Raw -419777.910204 + Penalty 6330.404386 = -413447.505819 nChanged 156 SP:Iteration 9Q (1177.908005 sec): 3 clusters Score: Raw -419940.465879 + Penalty 6330.404386 = -413610.061494 nChanged 119 SP:Iteration 10Q (1178.039924 sec): 3 clusters Score: Raw -420065.686167 + Penalty 6330.404386 = -413735.281782 nChanged 92 SP:Iteration 11Q (1178.202116 sec): 3 clusters Score: Raw -420137.419586 + Penalty 6330.404386 = -413807.015201 nChanged 73 SP:Iteration 12Q (1178.329432 sec): 3 clusters Score: Raw -420188.197404 + Penalty 6330.404386 = -413857.793018 nChanged 50 SP:Iteration 13Q (1178.471509 sec): 3 clusters Score: Raw -420227.897912 + Penalty 6330.404386 = -413897.493526 nChanged 44 SP:Iteration 14Q (1178.593548 sec): 3 clusters Score: Raw -420265.216773 + Penalty 6330.404386 = -413934.812388 nChanged 32 SP:Iteration 15Q (1178.731112 sec): 3 clusters Score: Raw -420298.005282 + Penalty 6330.404386 = -413967.600896 nChanged 39 SP:Iteration 16Q (1178.864494 sec): 3 clusters Score: Raw -420341.846224 + Penalty 6330.404386 = -414011.441838 nChanged 44 SP:Iteration 17Q (1178.975933 sec): 3 clusters Score: Raw -420379.577334 + Penalty 6330.404386 = -414049.172948 nChanged 38 SP:Iteration 18Q (1179.100443 sec): 3 clusters Score: Raw -420404.883519 + Penalty 6330.404386 = -414074.479133 nChanged 30 SP:Iteration 19Q (1179.230764 sec): 3 clusters Score: Raw -420417.550666 + Penalty 6330.404386 = -414087.146281 nChanged 20 SP:Iteration 20F (1179.373700 sec): 3 clusters Score: Raw -420428.263622 + Penalty 6330.404386 = -414097.859236 nChanged 14 SP:Iteration 21Q (1179.510713 sec): 3 clusters Score: Raw -420438.332190 + Penalty 6330.404386 = -414107.927804 nChanged 16 SP:Iteration 22Q (1179.637936 sec): 3 clusters Score: Raw -420445.641761 + Penalty 6330.404386 = -414115.237376 nChanged 5 SP:Iteration 23Q (1179.761431 sec): 3 clusters Score: Raw -420447.985846 + Penalty 6330.404386 = -414117.581460 nChanged 2 SP:Iteration 24Q (1179.906449 sec): 3 clusters Score: Raw -420449.135737 + Penalty 6330.404386 = -414118.731351 nChanged 4 SP:Iteration 25Q (1180.042349 sec): 3 clusters Score: Raw -420450.997793 + Penalty 6330.404386 = -414120.593407 nChanged 4 SP:Iteration 26Q (1180.149813 sec): 3 clusters Score: Raw -420452.549284 + Penalty 6330.404386 = -414122.144899 nChanged 4 SP:Iteration 27Q (1180.278466 sec): 3 clusters Score: Raw -420455.276106 + Penalty 6330.404386 = -414124.871720 nChanged 7 SP:Iteration 28Q (1180.385129 sec): 3 clusters Score: Raw -420458.315584 + Penalty 6330.404386 = -414127.911199 nChanged 7 SP:Iteration 29Q (1180.509903 sec): 3 clusters Score: Raw -420462.218977 + Penalty 6330.404386 = -414131.814592 nChanged 4 SP:Iteration 30Q (1180.663227 sec): 3 clusters Score: Raw -420464.616023 + Penalty 6330.404386 = -414134.211638 nChanged 6 SP:Iteration 31Q (1180.768169 sec): 3 clusters Score: Raw -420466.981895 + Penalty 6330.404386 = -414136.577509 nChanged 5 SP:Iteration 32Q (1180.915153 sec): 3 clusters Score: Raw -420469.374130 + Penalty 6330.404386 = -414138.969744 nChanged 4 SP:Iteration 33Q (1181.029097 sec): 3 clusters Score: Raw -420471.864268 + Penalty 6330.404386 = -414141.459882 nChanged 7 SP:Iteration 34Q (1181.159932 sec): 3 clusters Score: Raw -420474.591967 + Penalty 6330.404386 = -414144.187582 nChanged 5 SP:Iteration 35Q (1181.289037 sec): 3 clusters Score: Raw -420475.997375 + Penalty 6330.404386 = -414145.592990 nChanged 5 SP:Iteration 36Q (1181.426271 sec): 3 clusters Score: Raw -420478.800218 + Penalty 6330.404386 = -414148.395832 nChanged 4 SP:Iteration 37Q (1181.531122 sec): 3 clusters Score: Raw -420480.699248 + Penalty 6330.404386 = -414150.294862 nChanged 3 SP:Iteration 38Q (1181.668829 sec): 3 clusters Score: Raw -420481.651969 + Penalty 6330.404386 = -414151.247583 nChanged 1 SP:Iteration 39Q (1181.816489 sec): 3 clusters Score: Raw -420482.440841 + Penalty 6330.404386 = -414152.036456 nChanged 2 SP:Iteration 40F (1181.918287 sec): 3 clusters Score: Raw -420483.489293 + Penalty 6330.404386 = -414153.084908 nChanged 1 SP:Iteration 41Q (1182.067626 sec): 3 clusters Score: Raw -420484.413264 + Penalty 6330.404386 = -414154.008878 nChanged 0 SP:Iteration 42F (1182.192322 sec): 3 clusters Score: Raw -420484.413264 + Penalty 6330.404386 = -414154.008878 nChanged 0 Trying to split cluster 9 (2708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1182.249772 sec): 2 clusters Score: Raw -224488.817522 + Penalty 2928.419267 = -221560.398255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1182.389378 sec): 3 clusters Score: Raw -223555.360861 + Penalty 5856.838535 = -217698.522326 nChanged 841 SP:Iteration 1F (1182.512436 sec): 3 clusters Score: Raw -224273.101641 + Penalty 5856.838535 = -218416.263107 nChanged 236 SP:Iteration 2F (1182.642629 sec): 3 clusters Score: Raw -224574.686896 + Penalty 5856.838535 = -218717.848361 nChanged 156 SP:Iteration 3F (1182.737847 sec): 3 clusters Score: Raw -224767.399545 + Penalty 5856.838535 = -218910.561010 nChanged 127 SP:Iteration 4Q (1182.864305 sec): 3 clusters Score: Raw -224960.596222 + Penalty 5856.838535 = -219103.757687 nChanged 119 SP:Iteration 5Q (1182.961979 sec): 3 clusters Score: Raw -225164.571642 + Penalty 5856.838535 = -219307.733107 nChanged 122 SP:Iteration 6Q (1183.080656 sec): 3 clusters Score: Raw -225394.604845 + Penalty 5856.838535 = -219537.766310 nChanged 130 SP:Iteration 7Q (1183.229244 sec): 3 clusters Score: Raw -225641.221792 + Penalty 5856.838535 = -219784.383257 nChanged 118 SP:Iteration 8Q (1183.322509 sec): 3 clusters Score: Raw -225833.887953 + Penalty 5856.838535 = -219977.049418 nChanged 80 SP:Iteration 9Q (1183.443667 sec): 3 clusters Score: Raw -225953.804537 + Penalty 5856.838535 = -220096.966002 nChanged 59 SP:Iteration 10Q (1183.561926 sec): 3 clusters Score: Raw -226035.528092 + Penalty 5856.838535 = -220178.689557 nChanged 47 SP:Iteration 11Q (1183.704023 sec): 3 clusters Score: Raw -226087.791210 + Penalty 5856.838535 = -220230.952675 nChanged 36 SP:Iteration 12Q (1183.797280 sec): 3 clusters Score: Raw -226133.657015 + Penalty 5856.838535 = -220276.818480 nChanged 32 SP:Iteration 13Q (1183.894542 sec): 3 clusters Score: Raw -226167.060953 + Penalty 5856.838535 = -220310.222418 nChanged 22 SP:Iteration 14Q (1184.035692 sec): 3 clusters Score: Raw -226187.581901 + Penalty 5856.838535 = -220330.743367 nChanged 12 SP:Iteration 15Q (1184.145493 sec): 3 clusters Score: Raw -226196.843426 + Penalty 5856.838535 = -220340.004891 nChanged 2 SP:Iteration 16Q (1184.249087 sec): 3 clusters Score: Raw -226198.106840 + Penalty 5856.838535 = -220341.268305 nChanged 1 SP:Iteration 17Q (1184.371827 sec): 3 clusters Score: Raw -226199.351904 + Penalty 5856.838535 = -220342.513369 nChanged 2 SP:Iteration 18Q (1184.478565 sec): 3 clusters Score: Raw -226201.878678 + Penalty 5856.838535 = -220345.040143 nChanged 4 SP:Iteration 19Q (1184.581125 sec): 3 clusters Score: Raw -226205.529365 + Penalty 5856.838535 = -220348.690830 nChanged 6 SP:Iteration 20F (1184.721897 sec): 3 clusters Score: Raw -226210.927436 + Penalty 5856.838535 = -220354.088902 nChanged 5 SP:Iteration 21Q (1184.821669 sec): 3 clusters Score: Raw -226214.472019 + Penalty 5856.838535 = -220357.633484 nChanged 1 SP:Iteration 22Q (1184.966455 sec): 3 clusters Score: Raw -226214.876959 + Penalty 5856.838535 = -220358.038424 nChanged 0 SP:Iteration 23F (1185.067429 sec): 3 clusters Score: Raw -226214.876959 + Penalty 5856.838535 = -220358.038424 nChanged 0 Trying to split cluster 10 (3321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1185.140443 sec): 2 clusters Score: Raw -295625.807479 + Penalty 3004.021863 = -292621.785616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1185.244683 sec): 3 clusters Score: Raw -294349.695706 + Penalty 6008.043725 = -288341.651981 nChanged 1047 SP:Iteration 1F (1185.384143 sec): 3 clusters Score: Raw -295160.955818 + Penalty 6008.043725 = -289152.912093 nChanged 259 SP:Iteration 2F (1185.510242 sec): 3 clusters Score: Raw -295398.528910 + Penalty 6008.043725 = -289390.485185 nChanged 156 SP:Iteration 3Q (1185.624830 sec): 3 clusters Score: Raw -295536.623941 + Penalty 6008.043725 = -289528.580216 nChanged 113 SP:Iteration 4Q (1185.748048 sec): 3 clusters Score: Raw -295628.900858 + Penalty 6008.043725 = -289620.857133 nChanged 89 SP:Iteration 5Q (1185.864901 sec): 3 clusters Score: Raw -295694.893037 + Penalty 6008.043725 = -289686.849312 nChanged 59 SP:Iteration 6Q (1185.989882 sec): 3 clusters Score: Raw -295738.642089 + Penalty 6008.043725 = -289730.598364 nChanged 53 SP:Iteration 7Q (1186.101821 sec): 3 clusters Score: Raw -295781.387904 + Penalty 6008.043725 = -289773.344179 nChanged 51 SP:Iteration 8Q (1186.225245 sec): 3 clusters Score: Raw -295825.604786 + Penalty 6008.043725 = -289817.561061 nChanged 59 SP:Iteration 9Q (1186.343536 sec): 3 clusters Score: Raw -295880.171408 + Penalty 6008.043725 = -289872.127683 nChanged 53 SP:Iteration 10Q (1186.465800 sec): 3 clusters Score: Raw -295922.506871 + Penalty 6008.043725 = -289914.463146 nChanged 52 SP:Iteration 11Q (1186.608064 sec): 3 clusters Score: Raw -295964.231353 + Penalty 6008.043725 = -289956.187628 nChanged 36 SP:Iteration 12Q (1186.746790 sec): 3 clusters Score: Raw -295987.048009 + Penalty 6008.043725 = -289979.004284 nChanged 31 SP:Iteration 13Q (1186.842442 sec): 3 clusters Score: Raw -296008.781425 + Penalty 6008.043725 = -290000.737700 nChanged 26 SP:Iteration 14Q (1186.993266 sec): 3 clusters Score: Raw -296025.915669 + Penalty 6008.043725 = -290017.871944 nChanged 23 SP:Iteration 15Q (1187.120727 sec): 3 clusters Score: Raw -296042.023441 + Penalty 6008.043725 = -290033.979716 nChanged 23 SP:Iteration 16Q (1187.214087 sec): 3 clusters Score: Raw -296057.796054 + Penalty 6008.043725 = -290049.752329 nChanged 21 SP:Iteration 17Q (1187.365609 sec): 3 clusters Score: Raw -296071.894105 + Penalty 6008.043725 = -290063.850380 nChanged 13 SP:Iteration 18Q (1187.486325 sec): 3 clusters Score: Raw -296082.358928 + Penalty 6008.043725 = -290074.315203 nChanged 12 SP:Iteration 19Q (1187.593073 sec): 3 clusters Score: Raw -296091.435344 + Penalty 6008.043725 = -290083.391619 nChanged 15 SP:Iteration 20F (1187.741255 sec): 3 clusters Score: Raw -296103.345160 + Penalty 6008.043725 = -290095.301435 nChanged 15 SP:Iteration 21Q (1187.833010 sec): 3 clusters Score: Raw -296112.118115 + Penalty 6008.043725 = -290104.074390 nChanged 14 SP:Iteration 22Q (1187.960200 sec): 3 clusters Score: Raw -296120.986555 + Penalty 6008.043725 = -290112.942830 nChanged 10 SP:Iteration 23Q (1188.084407 sec): 3 clusters Score: Raw -296127.776309 + Penalty 6008.043725 = -290119.732584 nChanged 12 SP:Iteration 24Q (1188.206246 sec): 3 clusters Score: Raw -296134.122038 + Penalty 6008.043725 = -290126.078313 nChanged 12 SP:Iteration 25Q (1188.344373 sec): 3 clusters Score: Raw -296143.397213 + Penalty 6008.043725 = -290135.353488 nChanged 14 SP:Iteration 26Q (1188.487672 sec): 3 clusters Score: Raw -296151.380540 + Penalty 6008.043725 = -290143.336815 nChanged 7 SP:Iteration 27Q (1188.598899 sec): 3 clusters Score: Raw -296155.496862 + Penalty 6008.043725 = -290147.453137 nChanged 4 SP:Iteration 28Q (1188.693385 sec): 3 clusters Score: Raw -296157.429814 + Penalty 6008.043725 = -290149.386089 nChanged 5 SP:Iteration 29Q (1188.809370 sec): 3 clusters Score: Raw -296159.482008 + Penalty 6008.043725 = -290151.438283 nChanged 1 SP:Iteration 30Q (1188.958688 sec): 3 clusters Score: Raw -296159.785201 + Penalty 6008.043725 = -290151.741476 nChanged 0 SP:Iteration 31F (1189.054099 sec): 3 clusters Score: Raw -296159.785201 + Penalty 6008.043725 = -290151.741476 nChanged 0 Trying to split cluster 11 (2519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1189.119337 sec): 2 clusters Score: Raw -192304.566045 + Penalty 2901.614201 = -189402.951844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1189.246071 sec): 3 clusters Score: Raw -191453.134882 + Penalty 5803.228402 = -185649.906480 nChanged 766 SP:Iteration 1F (1189.362552 sec): 3 clusters Score: Raw -192183.161912 + Penalty 5803.228402 = -186379.933511 nChanged 208 SP:Iteration 2F (1189.486118 sec): 3 clusters Score: Raw -192444.935845 + Penalty 5803.228402 = -186641.707443 nChanged 139 SP:Iteration 3F (1189.603608 sec): 3 clusters Score: Raw -192632.701571 + Penalty 5803.228402 = -186829.473169 nChanged 128 SP:Iteration 4F (1189.730634 sec): 3 clusters Score: Raw -192774.589806 + Penalty 5803.228402 = -186971.361404 nChanged 74 SP:Iteration 5Q (1189.844121 sec): 3 clusters Score: Raw -192876.379944 + Penalty 5803.228402 = -187073.151543 nChanged 84 SP:Iteration 6Q (1189.948316 sec): 3 clusters Score: Raw -192997.338595 + Penalty 5803.228402 = -187194.110193 nChanged 64 SP:Iteration 7Q (1190.086230 sec): 3 clusters Score: Raw -193085.890001 + Penalty 5803.228402 = -187282.661599 nChanged 55 SP:Iteration 8Q (1190.214814 sec): 3 clusters Score: Raw -193164.271281 + Penalty 5803.228402 = -187361.042879 nChanged 43 SP:Iteration 9Q (1190.313468 sec): 3 clusters Score: Raw -193214.031937 + Penalty 5803.228402 = -187410.803535 nChanged 48 SP:Iteration 10Q (1190.444382 sec): 3 clusters Score: Raw -193265.080643 + Penalty 5803.228402 = -187461.852241 nChanged 42 SP:Iteration 11Q (1190.532136 sec): 3 clusters Score: Raw -193306.506579 + Penalty 5803.228402 = -187503.278177 nChanged 33 SP:Iteration 12Q (1190.671282 sec): 3 clusters Score: Raw -193343.838890 + Penalty 5803.228402 = -187540.610488 nChanged 28 SP:Iteration 13Q (1190.767040 sec): 3 clusters Score: Raw -193369.010630 + Penalty 5803.228402 = -187565.782229 nChanged 20 SP:Iteration 14Q (1190.873335 sec): 3 clusters Score: Raw -193387.811237 + Penalty 5803.228402 = -187584.582836 nChanged 22 SP:Iteration 15Q (1191.000358 sec): 3 clusters Score: Raw -193406.496611 + Penalty 5803.228402 = -187603.268209 nChanged 16 SP:Iteration 16Q (1191.092334 sec): 3 clusters Score: Raw -193423.772739 + Penalty 5803.228402 = -187620.544338 nChanged 15 SP:Iteration 17Q (1191.213397 sec): 3 clusters Score: Raw -193438.947834 + Penalty 5803.228402 = -187635.719432 nChanged 9 SP:Iteration 18Q (1191.365115 sec): 3 clusters Score: Raw -193445.145933 + Penalty 5803.228402 = -187641.917531 nChanged 5 SP:Iteration 19Q (1191.486043 sec): 3 clusters Score: Raw -193449.387655 + Penalty 5803.228402 = -187646.159254 nChanged 6 SP:Iteration 20F (1191.583608 sec): 3 clusters Score: Raw -193454.971193 + Penalty 5803.228402 = -187651.742792 nChanged 4 SP:Iteration 21Q (1191.738668 sec): 3 clusters Score: Raw -193458.241929 + Penalty 5803.228402 = -187655.013527 nChanged 4 SP:Iteration 22Q (1191.852673 sec): 3 clusters Score: Raw -193461.018003 + Penalty 5803.228402 = -187657.789602 nChanged 3 SP:Iteration 23Q (1191.970500 sec): 3 clusters Score: Raw -193464.824978 + Penalty 5803.228402 = -187661.596576 nChanged 2 SP:Iteration 24Q (1192.066042 sec): 3 clusters Score: Raw -193466.780177 + Penalty 5803.228402 = -187663.551776 nChanged 2 SP:Iteration 25Q (1192.175197 sec): 3 clusters Score: Raw -193468.552168 + Penalty 5803.228402 = -187665.323766 nChanged 3 SP:Iteration 26Q (1192.271635 sec): 3 clusters Score: Raw -193471.878158 + Penalty 5803.228402 = -187668.649756 nChanged 3 SP:Iteration 27Q (1192.408407 sec): 3 clusters Score: Raw -193474.865798 + Penalty 5803.228402 = -187671.637396 nChanged 2 SP:Iteration 28Q (1192.514903 sec): 3 clusters Score: Raw -193476.576487 + Penalty 5803.228402 = -187673.348085 nChanged 0 SP:Iteration 29F (1192.652353 sec): 3 clusters Score: Raw -193476.576487 + Penalty 5803.228402 = -187673.348085 nChanged 0 Iteration 99Q (1193.515352 sec): 12 clusters Score: Raw -3290313.532415 + Penalty 43283.241559 = -3247030.290856 nChanged 2 Iteration 100F (1194.610080 sec): 12 clusters Score: Raw -3290314.453193 + Penalty 43283.241559 = -3247031.211634 nChanged 4 Iteration 101Q (1195.498336 sec): 12 clusters Score: Raw -3290315.921121 + Penalty 43283.241559 = -3247032.679562 nChanged 5 Iteration 102Q (1196.375968 sec): 12 clusters Score: Raw -3290317.302839 + Penalty 43283.241559 = -3247034.061280 nChanged 4 Iteration 103Q (1197.247200 sec): 12 clusters Score: Raw -3290318.695427 + Penalty 43283.241559 = -3247035.453868 nChanged 4 Iteration 104Q (1198.100826 sec): 12 clusters Score: Raw -3290320.002507 + Penalty 43283.241559 = -3247036.760948 nChanged 3 Iteration 105Q (1198.925437 sec): 12 clusters Score: Raw -3290320.675700 + Penalty 43283.241559 = -3247037.434141 nChanged 2 Iteration 106Q (1199.752299 sec): 12 clusters Score: Raw -3290321.253055 + Penalty 43283.241559 = -3247038.011497 nChanged 1 Iteration 107Q (1200.582562 sec): 12 clusters Score: Raw -3290321.599092 + Penalty 43283.241559 = -3247038.357533 nChanged 0 Iteration 108F (1201.735521 sec): 12 clusters Score: Raw -3290321.599092 + Penalty 43283.241559 = -3247038.357533 nChanged 0 Compute initial score before splitting: Score: Raw -3290321.599092 + Penalty 43283.241559 = -3247038.357533 Trying to split cluster 1 (1534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1201.822205 sec): 2 clusters Score: Raw -88493.264954 + Penalty 2717.852390 = -85775.412564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1201.923649 sec): 3 clusters Score: Raw -88221.771446 + Penalty 5435.704781 = -82786.066665 nChanged 436 SP:Iteration 1F (1202.078811 sec): 3 clusters Score: Raw -88944.413539 + Penalty 5435.704781 = -83508.708759 nChanged 142 SP:Iteration 2F (1202.162513 sec): 3 clusters Score: Raw -89249.862325 + Penalty 5435.704781 = -83814.157545 nChanged 91 SP:Iteration 3F (1202.302701 sec): 3 clusters Score: Raw -89473.032217 + Penalty 5435.704781 = -84037.327437 nChanged 68 SP:Iteration 4Q (1202.389564 sec): 3 clusters Score: Raw -89612.052340 + Penalty 5435.704781 = -84176.347560 nChanged 45 SP:Iteration 5Q (1202.516088 sec): 3 clusters Score: Raw -89674.820318 + Penalty 5435.704781 = -84239.115538 nChanged 33 SP:Iteration 6Q (1202.636103 sec): 3 clusters Score: Raw -89722.933301 + Penalty 5435.704781 = -84287.228521 nChanged 21 SP:Iteration 7Q (1202.730741 sec): 3 clusters Score: Raw -89757.941868 + Penalty 5435.704781 = -84322.237087 nChanged 22 SP:Iteration 8Q (1202.866790 sec): 3 clusters Score: Raw -89810.646960 + Penalty 5435.704781 = -84374.942180 nChanged 19 SP:Iteration 9Q (1202.974651 sec): 3 clusters Score: Raw -89838.319150 + Penalty 5435.704781 = -84402.614369 nChanged 12 SP:Iteration 10Q (1203.092312 sec): 3 clusters Score: Raw -89857.945088 + Penalty 5435.704781 = -84422.240307 nChanged 9 SP:Iteration 11Q (1203.176667 sec): 3 clusters Score: Raw -89872.285357 + Penalty 5435.704781 = -84436.580576 nChanged 14 SP:Iteration 12Q (1203.295514 sec): 3 clusters Score: Raw -89894.590208 + Penalty 5435.704781 = -84458.885427 nChanged 13 SP:Iteration 13Q (1203.425456 sec): 3 clusters Score: Raw -89918.783489 + Penalty 5435.704781 = -84483.078708 nChanged 6 SP:Iteration 14Q (1203.516679 sec): 3 clusters Score: Raw -89930.077567 + Penalty 5435.704781 = -84494.372786 nChanged 10 SP:Iteration 15Q (1203.630036 sec): 3 clusters Score: Raw -89945.434894 + Penalty 5435.704781 = -84509.730113 nChanged 5 SP:Iteration 16Q (1203.744995 sec): 3 clusters Score: Raw -89953.780537 + Penalty 5435.704781 = -84518.075756 nChanged 2 SP:Iteration 17Q (1203.858121 sec): 3 clusters Score: Raw -89955.459716 + Penalty 5435.704781 = -84519.754936 nChanged 0 SP:Iteration 18F (1203.974070 sec): 3 clusters Score: Raw -89955.459716 + Penalty 5435.704781 = -84519.754936 nChanged 0 Trying to split cluster 2 (2662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1204.041792 sec): 2 clusters Score: Raw -249958.253598 + Penalty 2922.071626 = -247036.181972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1204.156391 sec): 3 clusters Score: Raw -249009.689872 + Penalty 5844.143252 = -243165.546619 nChanged 795 SP:Iteration 1F (1204.280236 sec): 3 clusters Score: Raw -249648.732011 + Penalty 5844.143252 = -243804.588759 nChanged 215 SP:Iteration 2F (1204.407942 sec): 3 clusters Score: Raw -249821.348330 + Penalty 5844.143252 = -243977.205078 nChanged 104 SP:Iteration 3Q (1204.550942 sec): 3 clusters Score: Raw -249909.557365 + Penalty 5844.143252 = -244065.414113 nChanged 68 SP:Iteration 4Q (1204.665118 sec): 3 clusters Score: Raw -249966.417297 + Penalty 5844.143252 = -244122.274045 nChanged 64 SP:Iteration 5Q (1204.792406 sec): 3 clusters Score: Raw -250028.430493 + Penalty 5844.143252 = -244184.287241 nChanged 49 SP:Iteration 6Q (1204.906256 sec): 3 clusters Score: Raw -250068.603367 + Penalty 5844.143252 = -244224.460115 nChanged 39 SP:Iteration 7Q (1205.030894 sec): 3 clusters Score: Raw -250098.231854 + Penalty 5844.143252 = -244254.088602 nChanged 30 SP:Iteration 8Q (1205.150715 sec): 3 clusters Score: Raw -250120.176655 + Penalty 5844.143252 = -244276.033402 nChanged 30 SP:Iteration 9Q (1205.252836 sec): 3 clusters Score: Raw -250144.681865 + Penalty 5844.143252 = -244300.538612 nChanged 19 SP:Iteration 10Q (1205.376709 sec): 3 clusters Score: Raw -250158.956728 + Penalty 5844.143252 = -244314.813476 nChanged 14 SP:Iteration 11Q (1205.536830 sec): 3 clusters Score: Raw -250167.457516 + Penalty 5844.143252 = -244323.314264 nChanged 10 SP:Iteration 12Q (1205.664650 sec): 3 clusters Score: Raw -250173.006120 + Penalty 5844.143252 = -244328.862868 nChanged 8 SP:Iteration 13Q (1205.763121 sec): 3 clusters Score: Raw -250178.817308 + Penalty 5844.143252 = -244334.674056 nChanged 2 SP:Iteration 14Q (1205.877052 sec): 3 clusters Score: Raw -250179.902542 + Penalty 5844.143252 = -244335.759289 nChanged 2 SP:Iteration 15Q (1206.018639 sec): 3 clusters Score: Raw -250180.892808 + Penalty 5844.143252 = -244336.749556 nChanged 3 SP:Iteration 16Q (1206.144194 sec): 3 clusters Score: Raw -250183.278467 + Penalty 5844.143252 = -244339.135215 nChanged 3 SP:Iteration 17Q (1206.252939 sec): 3 clusters Score: Raw -250185.316410 + Penalty 5844.143252 = -244341.173157 nChanged 3 SP:Iteration 18Q (1206.347528 sec): 3 clusters Score: Raw -250188.340321 + Penalty 5844.143252 = -244344.197069 nChanged 8 SP:Iteration 19Q (1206.474932 sec): 3 clusters Score: Raw -250191.553601 + Penalty 5844.143252 = -244347.410349 nChanged 5 SP:Iteration 20F (1206.612040 sec): 3 clusters Score: Raw -250195.292520 + Penalty 5844.143252 = -244351.149268 nChanged 4 SP:Iteration 21Q (1206.713208 sec): 3 clusters Score: Raw -250197.260913 + Penalty 5844.143252 = -244353.117660 nChanged 1 SP:Iteration 22Q (1206.829608 sec): 3 clusters Score: Raw -250198.030182 + Penalty 5844.143252 = -244353.886930 nChanged 1 SP:Iteration 23Q (1206.971960 sec): 3 clusters Score: Raw -250199.647624 + Penalty 5844.143252 = -244355.504371 nChanged 2 SP:Iteration 24Q (1207.066444 sec): 3 clusters Score: Raw -250200.805073 + Penalty 5844.143252 = -244356.661821 nChanged 4 SP:Iteration 25Q (1207.190100 sec): 3 clusters Score: Raw -250202.619775 + Penalty 5844.143252 = -244358.476523 nChanged 1 SP:Iteration 26Q (1207.312974 sec): 3 clusters Score: Raw -250202.838638 + Penalty 5844.143252 = -244358.695386 nChanged 0 SP:Iteration 27F (1207.438611 sec): 3 clusters Score: Raw -250202.838638 + Penalty 5844.143252 = -244358.695386 nChanged 0 Trying to split cluster 3 (3049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1207.538121 sec): 2 clusters Score: Raw -206678.100547 + Penalty 2972.361795 = -203705.738752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1207.667743 sec): 3 clusters Score: Raw -205668.910474 + Penalty 5944.723590 = -199724.186885 nChanged 1002 SP:Iteration 1F (1207.783896 sec): 3 clusters Score: Raw -206838.175819 + Penalty 5944.723590 = -200893.452229 nChanged 348 SP:Iteration 2F (1207.881118 sec): 3 clusters Score: Raw -207536.096247 + Penalty 5944.723590 = -201591.372658 nChanged 266 SP:Iteration 3F (1208.022311 sec): 3 clusters Score: Raw -208019.988113 + Penalty 5944.723590 = -202075.264523 nChanged 184 SP:Iteration 4F (1208.117274 sec): 3 clusters Score: Raw -208317.898035 + Penalty 5944.723590 = -202373.174445 nChanged 118 SP:Iteration 5Q (1208.240748 sec): 3 clusters Score: Raw -208492.975891 + Penalty 5944.723590 = -202548.252301 nChanged 78 SP:Iteration 6Q (1208.363557 sec): 3 clusters Score: Raw -208603.224874 + Penalty 5944.723590 = -202658.501284 nChanged 57 SP:Iteration 7Q (1208.493055 sec): 3 clusters Score: Raw -208682.421473 + Penalty 5944.723590 = -202737.697883 nChanged 42 SP:Iteration 8Q (1208.603130 sec): 3 clusters Score: Raw -208719.162674 + Penalty 5944.723590 = -202774.439084 nChanged 26 SP:Iteration 9Q (1208.751727 sec): 3 clusters Score: Raw -208742.198839 + Penalty 5944.723590 = -202797.475249 nChanged 18 SP:Iteration 10Q (1208.844451 sec): 3 clusters Score: Raw -208757.439438 + Penalty 5944.723590 = -202812.715848 nChanged 15 SP:Iteration 11Q (1208.989012 sec): 3 clusters Score: Raw -208769.444542 + Penalty 5944.723590 = -202824.720952 nChanged 15 SP:Iteration 12Q (1209.110491 sec): 3 clusters Score: Raw -208781.970783 + Penalty 5944.723590 = -202837.247193 nChanged 16 SP:Iteration 13Q (1209.221506 sec): 3 clusters Score: Raw -208792.018162 + Penalty 5944.723590 = -202847.294572 nChanged 13 SP:Iteration 14Q (1209.342375 sec): 3 clusters Score: Raw -208800.412545 + Penalty 5944.723590 = -202855.688956 nChanged 9 SP:Iteration 15Q (1209.457384 sec): 3 clusters Score: Raw -208807.138365 + Penalty 5944.723590 = -202862.414775 nChanged 6 SP:Iteration 16Q (1209.567055 sec): 3 clusters Score: Raw -208810.548544 + Penalty 5944.723590 = -202865.824955 nChanged 5 SP:Iteration 17Q (1209.679929 sec): 3 clusters Score: Raw -208820.336981 + Penalty 5944.723590 = -202875.613391 nChanged 5 SP:Iteration 18Q (1209.796230 sec): 3 clusters Score: Raw -208823.780106 + Penalty 5944.723590 = -202879.056517 nChanged 5 SP:Iteration 19Q (1209.935012 sec): 3 clusters Score: Raw -208827.203322 + Penalty 5944.723590 = -202882.479732 nChanged 2 SP:Iteration 20F (1210.040926 sec): 3 clusters Score: Raw -208828.669048 + Penalty 5944.723590 = -202883.945458 nChanged 4 SP:Iteration 21Q (1210.175120 sec): 3 clusters Score: Raw -208832.674034 + Penalty 5944.723590 = -202887.950445 nChanged 5 SP:Iteration 22Q (1210.321513 sec): 3 clusters Score: Raw -208836.162555 + Penalty 5944.723590 = -202891.438965 nChanged 6 SP:Iteration 23Q (1210.411637 sec): 3 clusters Score: Raw -208841.187026 + Penalty 5944.723590 = -202896.463436 nChanged 3 SP:Iteration 24Q (1210.519544 sec): 3 clusters Score: Raw -208843.085167 + Penalty 5944.723590 = -202898.361577 nChanged 0 SP:Iteration 25F (1210.648885 sec): 3 clusters Score: Raw -208843.085167 + Penalty 5944.723590 = -202898.361577 nChanged 0 Trying to split cluster 4 (9254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1210.754913 sec): 2 clusters Score: Raw -822688.108842 + Penalty 3383.706538 = -819304.402304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1210.867612 sec): 3 clusters Score: Raw -818073.303557 + Penalty 6767.413077 = -811305.890480 nChanged 3640 SP:Iteration 1F (1211.028759 sec): 3 clusters Score: Raw -820125.396103 + Penalty 6767.413077 = -813357.983026 nChanged 691 SP:Iteration 2F (1211.150619 sec): 3 clusters Score: Raw -820628.691429 + Penalty 6767.413077 = -813861.278352 nChanged 620 SP:Iteration 3F (1211.309241 sec): 3 clusters Score: Raw -821224.810306 + Penalty 6767.413077 = -814457.397229 nChanged 621 SP:Iteration 4F (1211.429024 sec): 3 clusters Score: Raw -821844.307150 + Penalty 6767.413077 = -815076.894074 nChanged 604 SP:Iteration 5F (1211.595794 sec): 3 clusters Score: Raw -822420.322882 + Penalty 6767.413077 = -815652.909806 nChanged 570 SP:Iteration 6F (1211.765392 sec): 3 clusters Score: Raw -822976.504635 + Penalty 6767.413077 = -816209.091558 nChanged 476 SP:Iteration 7F (1211.895557 sec): 3 clusters Score: Raw -823443.076485 + Penalty 6767.413077 = -816675.663409 nChanged 416 SP:Iteration 8Q (1212.018824 sec): 3 clusters Score: Raw -823819.595614 + Penalty 6767.413077 = -817052.182537 nChanged 364 SP:Iteration 9Q (1212.178055 sec): 3 clusters Score: Raw -824144.933864 + Penalty 6767.413077 = -817377.520788 nChanged 311 SP:Iteration 10Q (1212.318325 sec): 3 clusters Score: Raw -824421.248894 + Penalty 6767.413077 = -817653.835818 nChanged 282 SP:Iteration 11Q (1212.452465 sec): 3 clusters Score: Raw -824683.554858 + Penalty 6767.413077 = -817916.141781 nChanged 276 SP:Iteration 12Q (1212.592579 sec): 3 clusters Score: Raw -824954.681377 + Penalty 6767.413077 = -818187.268300 nChanged 261 SP:Iteration 13Q (1212.723188 sec): 3 clusters Score: Raw -825199.616298 + Penalty 6767.413077 = -818432.203222 nChanged 211 SP:Iteration 14Q (1212.866327 sec): 3 clusters Score: Raw -825397.226792 + Penalty 6767.413077 = -818629.813715 nChanged 155 SP:Iteration 15Q (1212.980002 sec): 3 clusters Score: Raw -825523.586978 + Penalty 6767.413077 = -818756.173902 nChanged 120 SP:Iteration 16Q (1213.155712 sec): 3 clusters Score: Raw -825613.934301 + Penalty 6767.413077 = -818846.521224 nChanged 82 SP:Iteration 17Q (1213.274001 sec): 3 clusters Score: Raw -825669.373788 + Penalty 6767.413077 = -818901.960712 nChanged 67 SP:Iteration 18Q (1213.436605 sec): 3 clusters Score: Raw -825717.636889 + Penalty 6767.413077 = -818950.223813 nChanged 53 SP:Iteration 19Q (1213.575867 sec): 3 clusters Score: Raw -825753.392023 + Penalty 6767.413077 = -818985.978947 nChanged 34 SP:Iteration 20F (1213.693491 sec): 3 clusters Score: Raw -825777.098895 + Penalty 6767.413077 = -819009.685819 nChanged 25 SP:Iteration 21Q (1213.867316 sec): 3 clusters Score: Raw -825786.166552 + Penalty 6767.413077 = -819018.753475 nChanged 13 SP:Iteration 22Q (1214.005276 sec): 3 clusters Score: Raw -825789.916605 + Penalty 6767.413077 = -819022.503528 nChanged 5 SP:Iteration 23Q (1214.131801 sec): 3 clusters Score: Raw -825791.204297 + Penalty 6767.413077 = -819023.791221 nChanged 2 SP:Iteration 24Q (1214.297303 sec): 3 clusters Score: Raw -825791.708696 + Penalty 6767.413077 = -819024.295619 nChanged 4 SP:Iteration 25Q (1214.409767 sec): 3 clusters Score: Raw -825792.812577 + Penalty 6767.413077 = -819025.399500 nChanged 3 SP:Iteration 26Q (1214.576246 sec): 3 clusters Score: Raw -825793.539168 + Penalty 6767.413077 = -819026.126092 nChanged 1 SP:Iteration 27Q (1214.723220 sec): 3 clusters Score: Raw -825793.916586 + Penalty 6767.413077 = -819026.503509 nChanged 3 SP:Iteration 28Q (1214.851553 sec): 3 clusters Score: Raw -825794.541021 + Penalty 6767.413077 = -819027.127945 nChanged 1 SP:Iteration 29Q (1214.983677 sec): 3 clusters Score: Raw -825794.681318 + Penalty 6767.413077 = -819027.268241 nChanged 0 SP:Iteration 30F (1215.136255 sec): 3 clusters Score: Raw -825794.681318 + Penalty 6767.413077 = -819027.268241 nChanged 0 Trying to split cluster 5 (1591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1215.200319 sec): 2 clusters Score: Raw -115152.127850 + Penalty 2731.369729 = -112420.758121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1215.328339 sec): 3 clusters Score: Raw -114797.758423 + Penalty 5462.739459 = -109335.018964 nChanged 425 SP:Iteration 1F (1215.448257 sec): 3 clusters Score: Raw -115303.782364 + Penalty 5462.739459 = -109841.042905 nChanged 114 SP:Iteration 2F (1215.556131 sec): 3 clusters Score: Raw -115554.029881 + Penalty 5462.739459 = -110091.290422 nChanged 106 SP:Iteration 3F (1215.667844 sec): 3 clusters Score: Raw -115787.833148 + Penalty 5462.739459 = -110325.093689 nChanged 90 SP:Iteration 4F (1215.789042 sec): 3 clusters Score: Raw -116029.531173 + Penalty 5462.739459 = -110566.791714 nChanged 85 SP:Iteration 5F (1215.897412 sec): 3 clusters Score: Raw -116236.844037 + Penalty 5462.739459 = -110774.104578 nChanged 63 SP:Iteration 6Q (1216.015617 sec): 3 clusters Score: Raw -116399.244517 + Penalty 5462.739459 = -110936.505058 nChanged 53 SP:Iteration 7Q (1216.148447 sec): 3 clusters Score: Raw -116516.792224 + Penalty 5462.739459 = -111054.052765 nChanged 39 SP:Iteration 8Q (1216.256813 sec): 3 clusters Score: Raw -116629.637299 + Penalty 5462.739459 = -111166.897840 nChanged 36 SP:Iteration 9Q (1216.386925 sec): 3 clusters Score: Raw -116724.059684 + Penalty 5462.739459 = -111261.320225 nChanged 27 SP:Iteration 10Q (1216.474959 sec): 3 clusters Score: Raw -116773.867926 + Penalty 5462.739459 = -111311.128467 nChanged 18 SP:Iteration 11Q (1216.580246 sec): 3 clusters Score: Raw -116812.853220 + Penalty 5462.739459 = -111350.113761 nChanged 13 SP:Iteration 12Q (1216.711051 sec): 3 clusters Score: Raw -116837.818198 + Penalty 5462.739459 = -111375.078739 nChanged 15 SP:Iteration 13Q (1216.821360 sec): 3 clusters Score: Raw -116867.996722 + Penalty 5462.739459 = -111405.257263 nChanged 14 SP:Iteration 14Q (1216.938034 sec): 3 clusters Score: Raw -116889.976996 + Penalty 5462.739459 = -111427.237537 nChanged 7 SP:Iteration 15Q (1217.050268 sec): 3 clusters Score: Raw -116897.478449 + Penalty 5462.739459 = -111434.738990 nChanged 3 SP:Iteration 16Q (1217.149052 sec): 3 clusters Score: Raw -116901.109283 + Penalty 5462.739459 = -111438.369824 nChanged 6 SP:Iteration 17Q (1217.313281 sec): 3 clusters Score: Raw -116909.743809 + Penalty 5462.739459 = -111447.004350 nChanged 4 SP:Iteration 18Q (1217.411818 sec): 3 clusters Score: Raw -116915.566088 + Penalty 5462.739459 = -111452.826629 nChanged 2 SP:Iteration 19Q (1217.543842 sec): 3 clusters Score: Raw -116917.556846 + Penalty 5462.739459 = -111454.817387 nChanged 1 SP:Iteration 20F (1217.652794 sec): 3 clusters Score: Raw -116918.823141 + Penalty 5462.739459 = -111456.083682 nChanged 2 SP:Iteration 21Q (1217.760627 sec): 3 clusters Score: Raw -116922.375417 + Penalty 5462.739459 = -111459.635958 nChanged 0 SP:Iteration 22F (1217.888967 sec): 3 clusters Score: Raw -116922.375417 + Penalty 5462.739459 = -111459.635958 nChanged 0 Trying to split cluster 6 (4706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1217.965254 sec): 2 clusters Score: Raw -358921.131022 + Penalty 3133.167917 = -355787.963105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1218.090156 sec): 3 clusters Score: Raw -356908.104724 + Penalty 6266.335835 = -350641.768889 nChanged 1687 SP:Iteration 1F (1218.232704 sec): 3 clusters Score: Raw -358248.711691 + Penalty 6266.335835 = -351982.375856 nChanged 444 SP:Iteration 2F (1218.354731 sec): 3 clusters Score: Raw -358744.685499 + Penalty 6266.335835 = -352478.349664 nChanged 325 SP:Iteration 3F (1218.492410 sec): 3 clusters Score: Raw -359138.309935 + Penalty 6266.335835 = -352871.974100 nChanged 256 SP:Iteration 4F (1218.651353 sec): 3 clusters Score: Raw -359401.141862 + Penalty 6266.335835 = -353134.806028 nChanged 222 SP:Iteration 5Q (1218.780193 sec): 3 clusters Score: Raw -359626.094817 + Penalty 6266.335835 = -353359.758982 nChanged 191 SP:Iteration 6Q (1218.883396 sec): 3 clusters Score: Raw -359815.191188 + Penalty 6266.335835 = -353548.855353 nChanged 159 SP:Iteration 7Q (1219.032171 sec): 3 clusters Score: Raw -359968.830372 + Penalty 6266.335835 = -353702.494537 nChanged 148 SP:Iteration 8Q (1219.142498 sec): 3 clusters Score: Raw -360104.840912 + Penalty 6266.335835 = -353838.505077 nChanged 124 SP:Iteration 9Q (1219.273426 sec): 3 clusters Score: Raw -360210.876387 + Penalty 6266.335835 = -353944.540552 nChanged 87 SP:Iteration 10Q (1219.401182 sec): 3 clusters Score: Raw -360274.818230 + Penalty 6266.335835 = -354008.482395 nChanged 77 SP:Iteration 11Q (1219.531119 sec): 3 clusters Score: Raw -360325.543623 + Penalty 6266.335835 = -354059.207788 nChanged 62 SP:Iteration 12Q (1219.642553 sec): 3 clusters Score: Raw -360358.348069 + Penalty 6266.335835 = -354092.012234 nChanged 42 SP:Iteration 13Q (1219.763211 sec): 3 clusters Score: Raw -360380.751609 + Penalty 6266.335835 = -354114.415774 nChanged 20 SP:Iteration 14Q (1219.881482 sec): 3 clusters Score: Raw -360390.258707 + Penalty 6266.335835 = -354123.922872 nChanged 17 SP:Iteration 15Q (1220.016088 sec): 3 clusters Score: Raw -360398.469977 + Penalty 6266.335835 = -354132.134142 nChanged 12 SP:Iteration 16Q (1220.128563 sec): 3 clusters Score: Raw -360404.333484 + Penalty 6266.335835 = -354137.997649 nChanged 8 SP:Iteration 17Q (1220.260949 sec): 3 clusters Score: Raw -360407.727705 + Penalty 6266.335835 = -354141.391870 nChanged 10 SP:Iteration 18Q (1220.413543 sec): 3 clusters Score: Raw -360411.939707 + Penalty 6266.335835 = -354145.603873 nChanged 11 SP:Iteration 19Q (1220.543421 sec): 3 clusters Score: Raw -360416.333344 + Penalty 6266.335835 = -354149.997509 nChanged 8 SP:Iteration 20F (1220.653062 sec): 3 clusters Score: Raw -360419.525823 + Penalty 6266.335835 = -354153.189988 nChanged 5 SP:Iteration 21Q (1220.803293 sec): 3 clusters Score: Raw -360421.804291 + Penalty 6266.335835 = -354155.468456 nChanged 3 SP:Iteration 22Q (1220.903114 sec): 3 clusters Score: Raw -360423.286848 + Penalty 6266.335835 = -354156.951013 nChanged 3 SP:Iteration 23Q (1221.037249 sec): 3 clusters Score: Raw -360424.175265 + Penalty 6266.335835 = -354157.839431 nChanged 1 SP:Iteration 24Q (1221.158081 sec): 3 clusters Score: Raw -360424.602362 + Penalty 6266.335835 = -354158.266527 nChanged 3 SP:Iteration 25Q (1221.294205 sec): 3 clusters Score: Raw -360425.897480 + Penalty 6266.335835 = -354159.561645 nChanged 1 SP:Iteration 26Q (1221.414350 sec): 3 clusters Score: Raw -360426.193739 + Penalty 6266.335835 = -354159.857904 nChanged 2 SP:Iteration 27Q (1221.512193 sec): 3 clusters Score: Raw -360426.633796 + Penalty 6266.335835 = -354160.297961 nChanged 1 SP:Iteration 28Q (1221.653909 sec): 3 clusters Score: Raw -360427.005836 + Penalty 6266.335835 = -354160.670001 nChanged 0 SP:Iteration 29F (1221.788882 sec): 3 clusters Score: Raw -360427.005836 + Penalty 6266.335835 = -354160.670001 nChanged 0 Trying to split cluster 7 (4484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1221.858815 sec): 2 clusters Score: Raw -410680.903320 + Penalty 3115.264326 = -407565.638995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1221.986287 sec): 3 clusters Score: Raw -408755.506168 + Penalty 6230.528651 = -402524.977517 nChanged 1539 SP:Iteration 1F (1222.107610 sec): 3 clusters Score: Raw -409692.255064 + Penalty 6230.528651 = -403461.726413 nChanged 348 SP:Iteration 2F (1222.207114 sec): 3 clusters Score: Raw -409939.126869 + Penalty 6230.528651 = -403708.598218 nChanged 242 SP:Iteration 3F (1222.343994 sec): 3 clusters Score: Raw -410183.855706 + Penalty 6230.528651 = -403953.327055 nChanged 252 SP:Iteration 4F (1222.490907 sec): 3 clusters Score: Raw -410514.225067 + Penalty 6230.528651 = -404283.696416 nChanged 284 SP:Iteration 5F (1222.592152 sec): 3 clusters Score: Raw -411003.439909 + Penalty 6230.528651 = -404772.911257 nChanged 316 SP:Iteration 6F (1222.710013 sec): 3 clusters Score: Raw -411613.999645 + Penalty 6230.528651 = -405383.470994 nChanged 321 SP:Iteration 7F (1222.847052 sec): 3 clusters Score: Raw -412143.965381 + Penalty 6230.528651 = -405913.436730 nChanged 277 SP:Iteration 8F (1223.017658 sec): 3 clusters Score: Raw -412579.227129 + Penalty 6230.528651 = -406348.698478 nChanged 210 SP:Iteration 9Q (1223.115446 sec): 3 clusters Score: Raw -412864.676800 + Penalty 6230.528651 = -406634.148149 nChanged 134 SP:Iteration 10Q (1223.265230 sec): 3 clusters Score: Raw -413003.586121 + Penalty 6230.528651 = -406773.057470 nChanged 77 SP:Iteration 11Q (1223.389601 sec): 3 clusters Score: Raw -413069.751813 + Penalty 6230.528651 = -406839.223162 nChanged 47 SP:Iteration 12Q (1223.506161 sec): 3 clusters Score: Raw -413102.310243 + Penalty 6230.528651 = -406871.781591 nChanged 33 SP:Iteration 13Q (1223.607739 sec): 3 clusters Score: Raw -413124.650681 + Penalty 6230.528651 = -406894.122030 nChanged 18 SP:Iteration 14Q (1223.737570 sec): 3 clusters Score: Raw -413137.095097 + Penalty 6230.528651 = -406906.566446 nChanged 13 SP:Iteration 15Q (1223.880651 sec): 3 clusters Score: Raw -413146.469206 + Penalty 6230.528651 = -406915.940555 nChanged 11 SP:Iteration 16Q (1223.987904 sec): 3 clusters Score: Raw -413153.613699 + Penalty 6230.528651 = -406923.085048 nChanged 6 SP:Iteration 17Q (1224.112211 sec): 3 clusters Score: Raw -413157.043728 + Penalty 6230.528651 = -406926.515077 nChanged 5 SP:Iteration 18Q (1224.248193 sec): 3 clusters Score: Raw -413159.562274 + Penalty 6230.528651 = -406929.033623 nChanged 3 SP:Iteration 19Q (1224.399856 sec): 3 clusters Score: Raw -413161.283913 + Penalty 6230.528651 = -406930.755262 nChanged 3 SP:Iteration 20F (1224.516723 sec): 3 clusters Score: Raw -413163.033487 + Penalty 6230.528651 = -406932.504836 nChanged 0 Trying to split cluster 8 (5127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1224.575296 sec): 2 clusters Score: Raw -417771.159471 + Penalty 3164.913248 = -414606.246224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1224.706552 sec): 3 clusters Score: Raw -415536.482565 + Penalty 6329.826495 = -409206.656070 nChanged 1873 SP:Iteration 1F (1224.845724 sec): 3 clusters Score: Raw -416853.046992 + Penalty 6329.826495 = -410523.220497 nChanged 468 SP:Iteration 2F (1224.985053 sec): 3 clusters Score: Raw -417301.275619 + Penalty 6329.826495 = -410971.449124 nChanged 340 SP:Iteration 3F (1225.084316 sec): 3 clusters Score: Raw -417753.059745 + Penalty 6329.826495 = -411423.233250 nChanged 320 SP:Iteration 4F (1225.230704 sec): 3 clusters Score: Raw -418222.133365 + Penalty 6329.826495 = -411892.306870 nChanged 309 SP:Iteration 5F (1225.356752 sec): 3 clusters Score: Raw -418636.156704 + Penalty 6329.826495 = -412306.330209 nChanged 267 SP:Iteration 6F (1225.496845 sec): 3 clusters Score: Raw -418973.959030 + Penalty 6329.826495 = -412644.132535 nChanged 272 SP:Iteration 7F (1225.623529 sec): 3 clusters Score: Raw -419298.510235 + Penalty 6329.826495 = -412968.683740 nChanged 224 SP:Iteration 8Q (1225.761469 sec): 3 clusters Score: Raw -419516.327916 + Penalty 6329.826495 = -413186.501421 nChanged 159 SP:Iteration 9Q (1225.869544 sec): 3 clusters Score: Raw -419678.825893 + Penalty 6329.826495 = -413348.999398 nChanged 130 SP:Iteration 10Q (1226.019641 sec): 3 clusters Score: Raw -419804.950010 + Penalty 6329.826495 = -413475.123515 nChanged 132 SP:Iteration 11Q (1226.146555 sec): 3 clusters Score: Raw -419924.232118 + Penalty 6329.826495 = -413594.405623 nChanged 111 SP:Iteration 12Q (1226.296176 sec): 3 clusters Score: Raw -420025.495670 + Penalty 6329.826495 = -413695.669175 nChanged 93 SP:Iteration 13Q (1226.428909 sec): 3 clusters Score: Raw -420137.301900 + Penalty 6329.826495 = -413807.475405 nChanged 108 SP:Iteration 14Q (1226.558723 sec): 3 clusters Score: Raw -420275.733926 + Penalty 6329.826495 = -413945.907431 nChanged 110 SP:Iteration 15Q (1226.686046 sec): 3 clusters Score: Raw -420414.142493 + Penalty 6329.826495 = -414084.315998 nChanged 101 SP:Iteration 16Q (1226.811237 sec): 3 clusters Score: Raw -420515.549702 + Penalty 6329.826495 = -414185.723207 nChanged 85 SP:Iteration 17Q (1226.940068 sec): 3 clusters Score: Raw -420589.323038 + Penalty 6329.826495 = -414259.496543 nChanged 69 SP:Iteration 18Q (1227.061060 sec): 3 clusters Score: Raw -420653.684675 + Penalty 6329.826495 = -414323.858180 nChanged 52 SP:Iteration 19Q (1227.186564 sec): 3 clusters Score: Raw -420712.148244 + Penalty 6329.826495 = -414382.321749 nChanged 43 SP:Iteration 20F (1227.296452 sec): 3 clusters Score: Raw -420757.767944 + Penalty 6329.826495 = -414427.941449 nChanged 39 SP:Iteration 21Q (1227.435395 sec): 3 clusters Score: Raw -420801.183397 + Penalty 6329.826495 = -414471.356902 nChanged 33 SP:Iteration 22Q (1227.561551 sec): 3 clusters Score: Raw -420835.861893 + Penalty 6329.826495 = -414506.035398 nChanged 26 SP:Iteration 23Q (1227.674199 sec): 3 clusters Score: Raw -420855.437424 + Penalty 6329.826495 = -414525.610929 nChanged 22 SP:Iteration 24Q (1227.825946 sec): 3 clusters Score: Raw -420868.754859 + Penalty 6329.826495 = -414538.928364 nChanged 14 SP:Iteration 25Q (1227.928374 sec): 3 clusters Score: Raw -420874.843377 + Penalty 6329.826495 = -414545.016882 nChanged 10 SP:Iteration 26Q (1228.092637 sec): 3 clusters Score: Raw -420879.769106 + Penalty 6329.826495 = -414549.942611 nChanged 13 SP:Iteration 27Q (1228.217813 sec): 3 clusters Score: Raw -420885.086674 + Penalty 6329.826495 = -414555.260179 nChanged 4 SP:Iteration 28Q (1228.350947 sec): 3 clusters Score: Raw -420887.660089 + Penalty 6329.826495 = -414557.833593 nChanged 4 SP:Iteration 29Q (1228.468342 sec): 3 clusters Score: Raw -420888.994224 + Penalty 6329.826495 = -414559.167729 nChanged 2 SP:Iteration 30Q (1228.597709 sec): 3 clusters Score: Raw -420889.682322 + Penalty 6329.826495 = -414559.855827 nChanged 2 SP:Iteration 31Q (1228.695166 sec): 3 clusters Score: Raw -420889.996658 + Penalty 6329.826495 = -414560.170163 nChanged 1 SP:Iteration 32Q (1228.819847 sec): 3 clusters Score: Raw -420890.762018 + Penalty 6329.826495 = -414560.935522 nChanged 0 SP:Iteration 33F (1228.972521 sec): 3 clusters Score: Raw -420890.762018 + Penalty 6329.826495 = -414560.935522 nChanged 0 Trying to split cluster 9 (2708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1229.059887 sec): 2 clusters Score: Raw -224488.817522 + Penalty 2928.419267 = -221560.398255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1229.191967 sec): 3 clusters Score: Raw -223595.637966 + Penalty 5856.838535 = -217738.799431 nChanged 831 SP:Iteration 1F (1229.300485 sec): 3 clusters Score: Raw -224321.318338 + Penalty 5856.838535 = -218464.479803 nChanged 223 SP:Iteration 2F (1229.433407 sec): 3 clusters Score: Raw -224614.020080 + Penalty 5856.838535 = -218757.181545 nChanged 164 SP:Iteration 3F (1229.553634 sec): 3 clusters Score: Raw -224830.251560 + Penalty 5856.838535 = -218973.413025 nChanged 134 SP:Iteration 4Q (1229.659857 sec): 3 clusters Score: Raw -225035.352760 + Penalty 5856.838535 = -219178.514226 nChanged 155 SP:Iteration 5F (1229.790924 sec): 3 clusters Score: Raw -225280.634787 + Penalty 5856.838535 = -219423.796252 nChanged 145 SP:Iteration 6F (1229.912340 sec): 3 clusters Score: Raw -225547.315484 + Penalty 5856.838535 = -219690.476950 nChanged 152 SP:Iteration 7F (1230.044263 sec): 3 clusters Score: Raw -225828.627322 + Penalty 5856.838535 = -219971.788788 nChanged 138 SP:Iteration 8F (1230.142721 sec): 3 clusters Score: Raw -226035.573762 + Penalty 5856.838535 = -220178.735227 nChanged 79 SP:Iteration 9Q (1230.270111 sec): 3 clusters Score: Raw -226144.990365 + Penalty 5856.838535 = -220288.151830 nChanged 54 SP:Iteration 10Q (1230.379879 sec): 3 clusters Score: Raw -226219.956623 + Penalty 5856.838535 = -220363.118088 nChanged 37 SP:Iteration 11Q (1230.496230 sec): 3 clusters Score: Raw -226269.466257 + Penalty 5856.838535 = -220412.627722 nChanged 23 SP:Iteration 12Q (1230.628060 sec): 3 clusters Score: Raw -226293.138112 + Penalty 5856.838535 = -220436.299577 nChanged 13 SP:Iteration 13Q (1230.755858 sec): 3 clusters Score: Raw -226304.606789 + Penalty 5856.838535 = -220447.768255 nChanged 3 SP:Iteration 14Q (1230.898928 sec): 3 clusters Score: Raw -226306.289148 + Penalty 5856.838535 = -220449.450614 nChanged 1 SP:Iteration 15Q (1231.003783 sec): 3 clusters Score: Raw -226307.455428 + Penalty 5856.838535 = -220450.616893 nChanged 0 SP:Iteration 16F (1231.154176 sec): 3 clusters Score: Raw -226307.455428 + Penalty 5856.838535 = -220450.616893 nChanged 0 Trying to split cluster 10 (3321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1231.235229 sec): 2 clusters Score: Raw -295625.807479 + Penalty 3004.021863 = -292621.785616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1231.353753 sec): 3 clusters Score: Raw -294369.452065 + Penalty 6008.043725 = -288361.408340 nChanged 1065 SP:Iteration 1F (1231.472510 sec): 3 clusters Score: Raw -295080.610035 + Penalty 6008.043725 = -289072.566310 nChanged 262 SP:Iteration 2F (1231.602597 sec): 3 clusters Score: Raw -295292.093215 + Penalty 6008.043725 = -289284.049490 nChanged 164 SP:Iteration 3Q (1231.726161 sec): 3 clusters Score: Raw -295425.575957 + Penalty 6008.043725 = -289417.532231 nChanged 91 SP:Iteration 4Q (1231.865323 sec): 3 clusters Score: Raw -295507.353290 + Penalty 6008.043725 = -289499.309565 nChanged 88 SP:Iteration 5Q (1231.983018 sec): 3 clusters Score: Raw -295576.748218 + Penalty 6008.043725 = -289568.704493 nChanged 73 SP:Iteration 6Q (1232.096778 sec): 3 clusters Score: Raw -295629.263848 + Penalty 6008.043725 = -289621.220123 nChanged 45 SP:Iteration 7Q (1232.199003 sec): 3 clusters Score: Raw -295659.844079 + Penalty 6008.043725 = -289651.800354 nChanged 40 SP:Iteration 8Q (1232.333044 sec): 3 clusters Score: Raw -295685.549536 + Penalty 6008.043725 = -289677.505811 nChanged 26 SP:Iteration 9Q (1232.462469 sec): 3 clusters Score: Raw -295701.507896 + Penalty 6008.043725 = -289693.464171 nChanged 22 SP:Iteration 10Q (1232.577872 sec): 3 clusters Score: Raw -295713.897447 + Penalty 6008.043725 = -289705.853722 nChanged 16 SP:Iteration 11Q (1232.719729 sec): 3 clusters Score: Raw -295725.949310 + Penalty 6008.043725 = -289717.905585 nChanged 14 SP:Iteration 12Q (1232.856330 sec): 3 clusters Score: Raw -295734.173457 + Penalty 6008.043725 = -289726.129732 nChanged 9 SP:Iteration 13Q (1232.995373 sec): 3 clusters Score: Raw -295737.959733 + Penalty 6008.043725 = -289729.916008 nChanged 5 SP:Iteration 14Q (1233.128906 sec): 3 clusters Score: Raw -295741.117543 + Penalty 6008.043725 = -289733.073818 nChanged 7 SP:Iteration 15Q (1233.232056 sec): 3 clusters Score: Raw -295744.372157 + Penalty 6008.043725 = -289736.328431 nChanged 8 SP:Iteration 16Q (1233.358207 sec): 3 clusters Score: Raw -295748.474406 + Penalty 6008.043725 = -289740.430681 nChanged 6 SP:Iteration 17Q (1233.474041 sec): 3 clusters Score: Raw -295750.942141 + Penalty 6008.043725 = -289742.898416 nChanged 4 SP:Iteration 18Q (1233.582444 sec): 3 clusters Score: Raw -295752.953565 + Penalty 6008.043725 = -289744.909840 nChanged 5 SP:Iteration 19Q (1233.716245 sec): 3 clusters Score: Raw -295755.513342 + Penalty 6008.043725 = -289747.469617 nChanged 5 SP:Iteration 20F (1233.867831 sec): 3 clusters Score: Raw -295758.595032 + Penalty 6008.043725 = -289750.551306 nChanged 4 SP:Iteration 21Q (1233.998134 sec): 3 clusters Score: Raw -295760.896597 + Penalty 6008.043725 = -289752.852872 nChanged 7 SP:Iteration 22Q (1234.115540 sec): 3 clusters Score: Raw -295765.052428 + Penalty 6008.043725 = -289757.008703 nChanged 4 SP:Iteration 23Q (1234.213681 sec): 3 clusters Score: Raw -295767.384444 + Penalty 6008.043725 = -289759.340719 nChanged 8 SP:Iteration 24Q (1234.385481 sec): 3 clusters Score: Raw -295771.939203 + Penalty 6008.043725 = -289763.895478 nChanged 7 SP:Iteration 25Q (1234.525888 sec): 3 clusters Score: Raw -295778.646437 + Penalty 6008.043725 = -289770.602712 nChanged 13 SP:Iteration 26Q (1234.655049 sec): 3 clusters Score: Raw -295784.977327 + Penalty 6008.043725 = -289776.933602 nChanged 6 SP:Iteration 27Q (1234.753968 sec): 3 clusters Score: Raw -295786.918104 + Penalty 6008.043725 = -289778.874379 nChanged 3 SP:Iteration 28Q (1234.901660 sec): 3 clusters Score: Raw -295788.104179 + Penalty 6008.043725 = -289780.060454 nChanged 0 SP:Iteration 29F (1235.024306 sec): 3 clusters Score: Raw -295788.104179 + Penalty 6008.043725 = -289780.060454 nChanged 0 Trying to split cluster 11 (2522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1235.111893 sec): 2 clusters Score: Raw -192528.135296 + Penalty 2902.055185 = -189626.080111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1235.220585 sec): 3 clusters Score: Raw -191691.524392 + Penalty 5804.110370 = -185887.414022 nChanged 754 SP:Iteration 1F (1235.323371 sec): 3 clusters Score: Raw -192361.233088 + Penalty 5804.110370 = -186557.122718 nChanged 224 SP:Iteration 2F (1235.468048 sec): 3 clusters Score: Raw -192606.236599 + Penalty 5804.110370 = -186802.126229 nChanged 123 SP:Iteration 3Q (1235.584248 sec): 3 clusters Score: Raw -192739.033424 + Penalty 5804.110370 = -186934.923054 nChanged 93 SP:Iteration 4Q (1235.695147 sec): 3 clusters Score: Raw -192846.040523 + Penalty 5804.110370 = -187041.930153 nChanged 85 SP:Iteration 5Q (1235.806055 sec): 3 clusters Score: Raw -192971.211692 + Penalty 5804.110370 = -187167.101322 nChanged 74 SP:Iteration 6Q (1235.923359 sec): 3 clusters Score: Raw -193083.782161 + Penalty 5804.110370 = -187279.671792 nChanged 66 SP:Iteration 7Q (1236.072317 sec): 3 clusters Score: Raw -193197.648849 + Penalty 5804.110370 = -187393.538479 nChanged 58 SP:Iteration 8Q (1236.175281 sec): 3 clusters Score: Raw -193297.256839 + Penalty 5804.110370 = -187493.146469 nChanged 61 SP:Iteration 9Q (1236.317039 sec): 3 clusters Score: Raw -193377.442944 + Penalty 5804.110370 = -187573.332574 nChanged 58 SP:Iteration 10Q (1236.413932 sec): 3 clusters Score: Raw -193438.811217 + Penalty 5804.110370 = -187634.700848 nChanged 48 SP:Iteration 11Q (1236.542620 sec): 3 clusters Score: Raw -193493.091117 + Penalty 5804.110370 = -187688.980747 nChanged 40 SP:Iteration 12Q (1236.676603 sec): 3 clusters Score: Raw -193530.175149 + Penalty 5804.110370 = -187726.064779 nChanged 32 SP:Iteration 13Q (1236.801848 sec): 3 clusters Score: Raw -193566.035768 + Penalty 5804.110370 = -187761.925399 nChanged 28 SP:Iteration 14Q (1236.929212 sec): 3 clusters Score: Raw -193602.643204 + Penalty 5804.110370 = -187798.532834 nChanged 28 SP:Iteration 15Q (1237.048960 sec): 3 clusters Score: Raw -193637.697559 + Penalty 5804.110370 = -187833.587190 nChanged 25 SP:Iteration 16Q (1237.167620 sec): 3 clusters Score: Raw -193664.811776 + Penalty 5804.110370 = -187860.701406 nChanged 20 SP:Iteration 17Q (1237.280699 sec): 3 clusters Score: Raw -193681.758858 + Penalty 5804.110370 = -187877.648488 nChanged 17 SP:Iteration 18Q (1237.394807 sec): 3 clusters Score: Raw -193702.009392 + Penalty 5804.110370 = -187897.899022 nChanged 13 SP:Iteration 19Q (1237.482363 sec): 3 clusters Score: Raw -193718.071439 + Penalty 5804.110370 = -187913.961069 nChanged 17 SP:Iteration 20F (1237.608054 sec): 3 clusters Score: Raw -193734.874386 + Penalty 5804.110370 = -187930.764016 nChanged 12 SP:Iteration 21Q (1237.738361 sec): 3 clusters Score: Raw -193744.994220 + Penalty 5804.110370 = -187940.883850 nChanged 7 SP:Iteration 22Q (1237.866885 sec): 3 clusters Score: Raw -193748.899304 + Penalty 5804.110370 = -187944.788934 nChanged 2 SP:Iteration 23Q (1238.004272 sec): 3 clusters Score: Raw -193749.975921 + Penalty 5804.110370 = -187945.865551 nChanged 1 SP:Iteration 24Q (1238.116380 sec): 3 clusters Score: Raw -193750.522765 + Penalty 5804.110370 = -187946.412395 nChanged 0 SP:Iteration 25F (1238.242944 sec): 3 clusters Score: Raw -193750.522765 + Penalty 5804.110370 = -187946.412395 nChanged 0 Time taken for this iteration:199.991835 seconds. 7->12 Clusters: Score -3247038.357533, best is -3246686.356092 THE BEST YET! Starting from 8 clusters... ------ Clustering full data set of 40960 points ------ SP: Assigned 8 initial classes randomly. Deleting Class 1 (5728 points): Lose 1381.068977 but Gain 3934.840142 Iteration 0F (1239.007828 sec): 7 clusters Score: Raw -3017830.103253 + Penalty 23609.040850 = -2994221.062403 nChanged 32930 Iteration 1F (1239.650877 sec): 7 clusters Score: Raw -3122749.754876 + Penalty 23609.040850 = -3099140.714026 nChanged 16777 Iteration 2F (1240.246454 sec): 7 clusters Score: Raw -3197748.351536 + Penalty 23609.040850 = -3174139.310685 nChanged 9569 Iteration 3F (1240.885813 sec): 7 clusters Score: Raw -3219064.789455 + Penalty 23609.040850 = -3195455.748604 nChanged 5696 Iteration 4F (1241.512120 sec): 7 clusters Score: Raw -3228541.195184 + Penalty 23609.040850 = -3204932.154334 nChanged 3798 Iteration 5F (1242.173586 sec): 7 clusters Score: Raw -3234487.144585 + Penalty 23609.040850 = -3210878.103735 nChanged 3016 Iteration 6F (1242.840921 sec): 7 clusters Score: Raw -3240397.817417 + Penalty 23609.040850 = -3216788.776566 nChanged 2510 Iteration 7F (1243.443033 sec): 7 clusters Score: Raw -3246596.662303 + Penalty 23609.040850 = -3222987.621453 nChanged 2004 Iteration 8Q (1243.960099 sec): 7 clusters Score: Raw -3250895.632958 + Penalty 23609.040850 = -3227286.592107 nChanged 1458 Iteration 9Q (1244.458976 sec): 7 clusters Score: Raw -3253558.725360 + Penalty 23609.040850 = -3229949.684509 nChanged 1042 Iteration 10Q (1245.001045 sec): 7 clusters Score: Raw -3255370.540239 + Penalty 23609.040850 = -3231761.499389 nChanged 844 Iteration 11Q (1245.555277 sec): 7 clusters Score: Raw -3256395.549962 + Penalty 23609.040850 = -3232786.509112 nChanged 698 Iteration 12Q (1246.119519 sec): 7 clusters Score: Raw -3257120.989926 + Penalty 23609.040850 = -3233511.949075 nChanged 532 Iteration 13Q (1246.641473 sec): 7 clusters Score: Raw -3257585.064429 + Penalty 23609.040850 = -3233976.023579 nChanged 434 Iteration 14Q (1247.237199 sec): 7 clusters Score: Raw -3257971.530655 + Penalty 23609.040850 = -3234362.489805 nChanged 432 Iteration 15Q (1247.743139 sec): 7 clusters Score: Raw -3258269.841471 + Penalty 23609.040850 = -3234660.800621 nChanged 357 Iteration 16Q (1248.232996 sec): 7 clusters Score: Raw -3258460.172742 + Penalty 23609.040850 = -3234851.131892 nChanged 273 Iteration 17Q (1248.752980 sec): 7 clusters Score: Raw -3258594.448029 + Penalty 23609.040850 = -3234985.407179 nChanged 209 Iteration 18Q (1249.300277 sec): 7 clusters Score: Raw -3258689.946991 + Penalty 23609.040850 = -3235080.906141 nChanged 200 Iteration 19Q (1249.813610 sec): 7 clusters Score: Raw -3258794.666830 + Penalty 23609.040850 = -3235185.625980 nChanged 174 Writing temp clu file Because OldScore, -3235080.906141, is greater than current (better) Score,-3235185.625980 Compute initial score before splitting: Score: Raw -3258794.666830 + Penalty 23609.040850 = -3235185.625980 Trying to split cluster 2 (4475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1249.900942 sec): 2 clusters Score: Raw -339069.008657 + Penalty 3114.519934 = -335954.488723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1250.045118 sec): 3 clusters Score: Raw -337241.785701 + Penalty 6229.039868 = -331012.745833 nChanged 1611 SP:Iteration 1F (1250.157929 sec): 3 clusters Score: Raw -339009.717434 + Penalty 6229.039868 = -332780.677566 nChanged 499 SP:Iteration 2F (1250.279982 sec): 3 clusters Score: Raw -340170.535558 + Penalty 6229.039868 = -333941.495689 nChanged 478 SP:Iteration 3F (1250.409122 sec): 3 clusters Score: Raw -341216.193420 + Penalty 6229.039868 = -334987.153552 nChanged 390 SP:Iteration 4F (1250.570195 sec): 3 clusters Score: Raw -341924.724548 + Penalty 6229.039868 = -335695.684680 nChanged 273 SP:Iteration 5F (1250.694247 sec): 3 clusters Score: Raw -342321.995632 + Penalty 6229.039868 = -336092.955764 nChanged 144 SP:Iteration 6Q (1250.825147 sec): 3 clusters Score: Raw -342485.175970 + Penalty 6229.039868 = -336256.136102 nChanged 94 SP:Iteration 7Q (1250.917423 sec): 3 clusters Score: Raw -342597.457217 + Penalty 6229.039868 = -336368.417349 nChanged 78 SP:Iteration 8Q (1251.061067 sec): 3 clusters Score: Raw -342686.766166 + Penalty 6229.039868 = -336457.726298 nChanged 64 SP:Iteration 9Q (1251.152036 sec): 3 clusters Score: Raw -342760.236515 + Penalty 6229.039868 = -336531.196647 nChanged 49 SP:Iteration 10Q (1251.297761 sec): 3 clusters Score: Raw -342799.127528 + Penalty 6229.039868 = -336570.087660 nChanged 32 SP:Iteration 11Q (1251.421941 sec): 3 clusters Score: Raw -342823.527653 + Penalty 6229.039868 = -336594.487785 nChanged 34 SP:Iteration 12Q (1251.542250 sec): 3 clusters Score: Raw -342850.132147 + Penalty 6229.039868 = -336621.092279 nChanged 23 SP:Iteration 13Q (1251.691796 sec): 3 clusters Score: Raw -342867.467979 + Penalty 6229.039868 = -336638.428111 nChanged 18 SP:Iteration 14Q (1251.784548 sec): 3 clusters Score: Raw -342882.906110 + Penalty 6229.039868 = -336653.866242 nChanged 22 SP:Iteration 15Q (1251.924294 sec): 3 clusters Score: Raw -342900.145895 + Penalty 6229.039868 = -336671.106027 nChanged 23 SP:Iteration 16Q (1252.042901 sec): 3 clusters Score: Raw -342917.854198 + Penalty 6229.039868 = -336688.814330 nChanged 15 SP:Iteration 17Q (1252.142625 sec): 3 clusters Score: Raw -342927.920123 + Penalty 6229.039868 = -336698.880254 nChanged 9 SP:Iteration 18Q (1252.264958 sec): 3 clusters Score: Raw -342933.597291 + Penalty 6229.039868 = -336704.557423 nChanged 6 SP:Iteration 19Q (1252.413200 sec): 3 clusters Score: Raw -342938.380158 + Penalty 6229.039868 = -336709.340289 nChanged 10 SP:Iteration 20F (1252.551891 sec): 3 clusters Score: Raw -342947.113656 + Penalty 6229.039868 = -336718.073787 nChanged 14 SP:Iteration 21Q (1252.691500 sec): 3 clusters Score: Raw -342958.043074 + Penalty 6229.039868 = -336729.003205 nChanged 11 SP:Iteration 22Q (1252.800521 sec): 3 clusters Score: Raw -342969.947692 + Penalty 6229.039868 = -336740.907824 nChanged 16 SP:Iteration 23Q (1252.920561 sec): 3 clusters Score: Raw -342989.305363 + Penalty 6229.039868 = -336760.265494 nChanged 19 SP:Iteration 24Q (1253.033430 sec): 3 clusters Score: Raw -343003.744914 + Penalty 6229.039868 = -336774.705045 nChanged 17 SP:Iteration 25Q (1253.136100 sec): 3 clusters Score: Raw -343016.536817 + Penalty 6229.039868 = -336787.496949 nChanged 11 SP:Iteration 26Q (1253.263773 sec): 3 clusters Score: Raw -343027.264088 + Penalty 6229.039868 = -336798.224219 nChanged 11 SP:Iteration 27Q (1253.430999 sec): 3 clusters Score: Raw -343035.458281 + Penalty 6229.039868 = -336806.418412 nChanged 7 SP:Iteration 28Q (1253.573991 sec): 3 clusters Score: Raw -343040.930844 + Penalty 6229.039868 = -336811.890975 nChanged 6 SP:Iteration 29Q (1253.680530 sec): 3 clusters Score: Raw -343045.345827 + Penalty 6229.039868 = -336816.305958 nChanged 5 SP:Iteration 30Q (1253.795557 sec): 3 clusters Score: Raw -343052.385676 + Penalty 6229.039868 = -336823.345807 nChanged 11 SP:Iteration 31Q (1253.933212 sec): 3 clusters Score: Raw -343062.767837 + Penalty 6229.039868 = -336833.727969 nChanged 6 SP:Iteration 32Q (1254.035379 sec): 3 clusters Score: Raw -343065.916931 + Penalty 6229.039868 = -336836.877063 nChanged 2 SP:Iteration 33Q (1254.163416 sec): 3 clusters Score: Raw -343067.354184 + Penalty 6229.039868 = -336838.314316 nChanged 4 SP:Iteration 34Q (1254.281705 sec): 3 clusters Score: Raw -343069.430582 + Penalty 6229.039868 = -336840.390713 nChanged 0 SP:Iteration 35F (1254.402556 sec): 3 clusters Score: Raw -343069.430582 + Penalty 6229.039868 = -336840.390713 nChanged 0 Score: Raw -3262857.206653 + Penalty 27543.880992 = -3235313.325661 Splitting cluster 2 changes total score from -3235185.625980 to -3235313.325661 So it's getting split into cluster 1. Trying to split cluster 3 (5203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1255.231302 sec): 2 clusters Score: Raw -365122.613455 + Penalty 3170.365040 = -361952.248415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1255.339800 sec): 3 clusters Score: Raw -362966.878524 + Penalty 6340.730080 = -356626.148444 nChanged 1893 SP:Iteration 1F (1255.463469 sec): 3 clusters Score: Raw -364889.919438 + Penalty 6340.730080 = -358549.189358 nChanged 608 SP:Iteration 2F (1255.605038 sec): 3 clusters Score: Raw -365729.178248 + Penalty 6340.730080 = -359388.448168 nChanged 420 SP:Iteration 3F (1255.749843 sec): 3 clusters Score: Raw -366207.056610 + Penalty 6340.730080 = -359866.326530 nChanged 292 SP:Iteration 4F (1255.869514 sec): 3 clusters Score: Raw -366553.177383 + Penalty 6340.730080 = -360212.447303 nChanged 247 SP:Iteration 5Q (1256.003186 sec): 3 clusters Score: Raw -366849.269755 + Penalty 6340.730080 = -360508.539675 nChanged 221 SP:Iteration 6Q (1256.137625 sec): 3 clusters Score: Raw -367044.394406 + Penalty 6340.730080 = -360703.664326 nChanged 144 SP:Iteration 7Q (1256.278663 sec): 3 clusters Score: Raw -367162.757955 + Penalty 6340.730080 = -360822.027875 nChanged 98 SP:Iteration 8Q (1256.388400 sec): 3 clusters Score: Raw -367230.356292 + Penalty 6340.730080 = -360889.626212 nChanged 80 SP:Iteration 9Q (1256.523459 sec): 3 clusters Score: Raw -367291.027983 + Penalty 6340.730080 = -360950.297903 nChanged 61 SP:Iteration 10Q (1256.620262 sec): 3 clusters Score: Raw -367332.959911 + Penalty 6340.730080 = -360992.229831 nChanged 46 SP:Iteration 11Q (1256.756077 sec): 3 clusters Score: Raw -367359.773937 + Penalty 6340.730080 = -361019.043857 nChanged 33 SP:Iteration 12Q (1256.858703 sec): 3 clusters Score: Raw -367376.926719 + Penalty 6340.730080 = -361036.196639 nChanged 20 SP:Iteration 13Q (1257.002146 sec): 3 clusters Score: Raw -367384.410368 + Penalty 6340.730080 = -361043.680288 nChanged 10 SP:Iteration 14Q (1257.119135 sec): 3 clusters Score: Raw -367388.243048 + Penalty 6340.730080 = -361047.512967 nChanged 12 SP:Iteration 15Q (1257.262862 sec): 3 clusters Score: Raw -367392.061071 + Penalty 6340.730080 = -361051.330991 nChanged 12 SP:Iteration 16Q (1257.393469 sec): 3 clusters Score: Raw -367396.552225 + Penalty 6340.730080 = -361055.822145 nChanged 3 SP:Iteration 17Q (1257.542603 sec): 3 clusters Score: Raw -367397.510130 + Penalty 6340.730080 = -361056.780050 nChanged 1 SP:Iteration 18Q (1257.674311 sec): 3 clusters Score: Raw -367397.775770 + Penalty 6340.730080 = -361057.045690 nChanged 1 SP:Iteration 19Q (1257.813786 sec): 3 clusters Score: Raw -367398.011278 + Penalty 6340.730080 = -361057.281198 nChanged 0 SP:Iteration 20F (1257.918002 sec): 3 clusters Score: Raw -367398.130788 + Penalty 6340.730080 = -361057.400708 nChanged 1 SP:Iteration 21Q (1258.049110 sec): 3 clusters Score: Raw -367400.655769 + Penalty 6340.730080 = -361059.925689 nChanged 5 SP:Iteration 22Q (1258.193558 sec): 3 clusters Score: Raw -367402.092366 + Penalty 6340.730080 = -361061.362286 nChanged 3 SP:Iteration 23Q (1258.300514 sec): 3 clusters Score: Raw -367403.680725 + Penalty 6340.730080 = -361062.950645 nChanged 6 SP:Iteration 24Q (1258.444157 sec): 3 clusters Score: Raw -367404.861826 + Penalty 6340.730080 = -361064.131746 nChanged 1 SP:Iteration 25Q (1258.573800 sec): 3 clusters Score: Raw -367405.295370 + Penalty 6340.730080 = -361064.565290 nChanged 1 SP:Iteration 26Q (1258.699833 sec): 3 clusters Score: Raw -367405.387756 + Penalty 6340.730080 = -361064.657676 nChanged 0 SP:Iteration 27F (1258.876912 sec): 3 clusters Score: Raw -367405.387756 + Penalty 6340.730080 = -361064.657676 nChanged 0 Trying to split cluster 4 (6693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1258.947633 sec): 2 clusters Score: Raw -540378.788364 + Penalty 3263.666877 = -537115.121487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.087191 sec): 3 clusters Score: Raw -537350.923521 + Penalty 6527.333755 = -530823.589766 nChanged 2537 SP:Iteration 1F (1259.215175 sec): 3 clusters Score: Raw -539036.998354 + Penalty 6527.333755 = -532509.664599 nChanged 617 SP:Iteration 2F (1259.328784 sec): 3 clusters Score: Raw -539633.281647 + Penalty 6527.333755 = -533105.947892 nChanged 494 SP:Iteration 3F (1259.499598 sec): 3 clusters Score: Raw -540208.048746 + Penalty 6527.333755 = -533680.714991 nChanged 456 SP:Iteration 4F (1259.630824 sec): 3 clusters Score: Raw -540727.757042 + Penalty 6527.333755 = -534200.423287 nChanged 401 SP:Iteration 5F (1259.770457 sec): 3 clusters Score: Raw -541151.506519 + Penalty 6527.333755 = -534624.172764 nChanged 340 SP:Iteration 6F (1259.894145 sec): 3 clusters Score: Raw -541442.504590 + Penalty 6527.333755 = -534915.170835 nChanged 258 SP:Iteration 7Q (1260.016556 sec): 3 clusters Score: Raw -541629.892739 + Penalty 6527.333755 = -535102.558984 nChanged 213 SP:Iteration 8Q (1260.179288 sec): 3 clusters Score: Raw -541763.476297 + Penalty 6527.333755 = -535236.142542 nChanged 156 SP:Iteration 9Q (1260.315241 sec): 3 clusters Score: Raw -541854.761784 + Penalty 6527.333755 = -535327.428029 nChanged 119 SP:Iteration 10Q (1260.431895 sec): 3 clusters Score: Raw -541918.580876 + Penalty 6527.333755 = -535391.247121 nChanged 91 SP:Iteration 11Q (1260.561329 sec): 3 clusters Score: Raw -541966.166106 + Penalty 6527.333755 = -535438.832351 nChanged 98 SP:Iteration 12Q (1260.689458 sec): 3 clusters Score: Raw -542018.816184 + Penalty 6527.333755 = -535491.482429 nChanged 91 SP:Iteration 13Q (1260.815401 sec): 3 clusters Score: Raw -542061.753705 + Penalty 6527.333755 = -535534.419950 nChanged 76 SP:Iteration 14Q (1260.930893 sec): 3 clusters Score: Raw -542098.909961 + Penalty 6527.333755 = -535571.576206 nChanged 65 SP:Iteration 15Q (1261.094351 sec): 3 clusters Score: Raw -542129.218425 + Penalty 6527.333755 = -535601.884670 nChanged 65 SP:Iteration 16Q (1261.205488 sec): 3 clusters Score: Raw -542167.656999 + Penalty 6527.333755 = -535640.323244 nChanged 79 SP:Iteration 17Q (1261.346862 sec): 3 clusters Score: Raw -542208.956985 + Penalty 6527.333755 = -535681.623230 nChanged 74 SP:Iteration 18Q (1261.495061 sec): 3 clusters Score: Raw -542246.490026 + Penalty 6527.333755 = -535719.156271 nChanged 59 SP:Iteration 19Q (1261.617755 sec): 3 clusters Score: Raw -542276.645549 + Penalty 6527.333755 = -535749.311794 nChanged 55 SP:Iteration 20F (1261.774339 sec): 3 clusters Score: Raw -542305.752191 + Penalty 6527.333755 = -535778.418436 nChanged 62 SP:Iteration 21Q (1261.883305 sec): 3 clusters Score: Raw -542340.285628 + Penalty 6527.333755 = -535812.951873 nChanged 63 SP:Iteration 22Q (1262.011737 sec): 3 clusters Score: Raw -542373.708773 + Penalty 6527.333755 = -535846.375018 nChanged 65 SP:Iteration 23Q (1262.174367 sec): 3 clusters Score: Raw -542408.418319 + Penalty 6527.333755 = -535881.084564 nChanged 68 SP:Iteration 24Q (1262.301711 sec): 3 clusters Score: Raw -542441.731924 + Penalty 6527.333755 = -535914.398169 nChanged 60 SP:Iteration 25Q (1262.458676 sec): 3 clusters Score: Raw -542468.676362 + Penalty 6527.333755 = -535941.342607 nChanged 49 SP:Iteration 26Q (1262.612054 sec): 3 clusters Score: Raw -542489.100784 + Penalty 6527.333755 = -535961.767029 nChanged 46 SP:Iteration 27Q (1262.756262 sec): 3 clusters Score: Raw -542512.391543 + Penalty 6527.333755 = -535985.057788 nChanged 47 SP:Iteration 28Q (1262.901747 sec): 3 clusters Score: Raw -542531.049211 + Penalty 6527.333755 = -536003.715456 nChanged 37 SP:Iteration 29Q (1263.047874 sec): 3 clusters Score: Raw -542550.019757 + Penalty 6527.333755 = -536022.686003 nChanged 50 SP:Iteration 30Q (1263.176358 sec): 3 clusters Score: Raw -542584.348518 + Penalty 6527.333755 = -536057.014763 nChanged 74 SP:Iteration 31Q (1263.305431 sec): 3 clusters Score: Raw -542643.667738 + Penalty 6527.333755 = -536116.333983 nChanged 86 SP:Iteration 32Q (1263.435471 sec): 3 clusters Score: Raw -542715.564898 + Penalty 6527.333755 = -536188.231143 nChanged 102 SP:Iteration 33Q (1263.554696 sec): 3 clusters Score: Raw -542808.586576 + Penalty 6527.333755 = -536281.252821 nChanged 107 SP:Iteration 34Q (1263.694432 sec): 3 clusters Score: Raw -542900.555775 + Penalty 6527.333755 = -536373.222020 nChanged 100 SP:Iteration 35Q (1263.847142 sec): 3 clusters Score: Raw -542994.528278 + Penalty 6527.333755 = -536467.194523 nChanged 108 SP:Iteration 36Q (1263.979954 sec): 3 clusters Score: Raw -543092.992729 + Penalty 6527.333755 = -536565.658975 nChanged 105 SP:Iteration 37Q (1264.103989 sec): 3 clusters Score: Raw -543184.134550 + Penalty 6527.333755 = -536656.800795 nChanged 86 SP:Iteration 38Q (1264.236868 sec): 3 clusters Score: Raw -543265.346351 + Penalty 6527.333755 = -536738.012596 nChanged 80 SP:Iteration 39Q (1264.396727 sec): 3 clusters Score: Raw -543320.027955 + Penalty 6527.333755 = -536792.694200 nChanged 65 SP:Iteration 40F (1264.502632 sec): 3 clusters Score: Raw -543375.178505 + Penalty 6527.333755 = -536847.844750 nChanged 74 SP:Iteration 41Q (1264.655069 sec): 3 clusters Score: Raw -543445.059358 + Penalty 6527.333755 = -536917.725603 nChanged 60 SP:Iteration 42Q (1264.781346 sec): 3 clusters Score: Raw -543489.134114 + Penalty 6527.333755 = -536961.800359 nChanged 60 SP:Iteration 43Q (1264.934732 sec): 3 clusters Score: Raw -543547.067566 + Penalty 6527.333755 = -537019.733811 nChanged 45 SP:Iteration 44Q (1265.063586 sec): 3 clusters Score: Raw -543585.587054 + Penalty 6527.333755 = -537058.253299 nChanged 48 SP:Iteration 45Q (1265.196620 sec): 3 clusters Score: Raw -543632.658823 + Penalty 6527.333755 = -537105.325068 nChanged 57 SP:Iteration 46Q (1265.298459 sec): 3 clusters Score: Raw -543694.927686 + Penalty 6527.333755 = -537167.593931 nChanged 70 SP:Iteration 47Q (1265.441264 sec): 3 clusters Score: Raw -543758.059807 + Penalty 6527.333755 = -537230.726052 nChanged 77 SP:Iteration 48Q (1265.584904 sec): 3 clusters Score: Raw -543846.791310 + Penalty 6527.333755 = -537319.457555 nChanged 77 SP:Iteration 49Q (1265.714529 sec): 3 clusters Score: Raw -543930.440362 + Penalty 6527.333755 = -537403.106607 nChanged 65 SP:Iteration 50Q (1265.847579 sec): 3 clusters Score: Raw -543994.655519 + Penalty 6527.333755 = -537467.321765 nChanged 73 SP:Iteration 51Q (1265.974703 sec): 3 clusters Score: Raw -544072.424002 + Penalty 6527.333755 = -537545.090247 nChanged 76 SP:Iteration 52Q (1266.092428 sec): 3 clusters Score: Raw -544183.460995 + Penalty 6527.333755 = -537656.127240 nChanged 108 SP:Iteration 53Q (1266.233143 sec): 3 clusters Score: Raw -544432.086757 + Penalty 6527.333755 = -537904.753002 nChanged 145 SP:Iteration 54Q (1266.339257 sec): 3 clusters Score: Raw -544935.028030 + Penalty 6527.333755 = -538407.694275 nChanged 129 SP:Iteration 55Q (1266.494063 sec): 3 clusters Score: Raw -545234.378854 + Penalty 6527.333755 = -538707.045099 nChanged 68 SP:Iteration 56Q (1266.604271 sec): 3 clusters Score: Raw -545296.557757 + Penalty 6527.333755 = -538769.224002 nChanged 21 SP:Iteration 57Q (1266.732688 sec): 3 clusters Score: Raw -545307.017765 + Penalty 6527.333755 = -538779.684010 nChanged 9 SP:Iteration 58Q (1266.864369 sec): 3 clusters Score: Raw -545311.253538 + Penalty 6527.333755 = -538783.919783 nChanged 4 SP:Iteration 59Q (1267.021679 sec): 3 clusters Score: Raw -545313.321683 + Penalty 6527.333755 = -538785.987928 nChanged 1 SP:Iteration 60F (1267.182567 sec): 3 clusters Score: Raw -545314.193098 + Penalty 6527.333755 = -538786.859343 nChanged 3 SP:Iteration 61Q (1267.305478 sec): 3 clusters Score: Raw -545316.204876 + Penalty 6527.333755 = -538788.871121 nChanged 4 SP:Iteration 62Q (1267.430401 sec): 3 clusters Score: Raw -545318.678185 + Penalty 6527.333755 = -538791.344430 nChanged 3 SP:Iteration 63Q (1267.543223 sec): 3 clusters Score: Raw -545319.963212 + Penalty 6527.333755 = -538792.629457 nChanged 3 SP:Iteration 64Q (1267.687816 sec): 3 clusters Score: Raw -545321.131964 + Penalty 6527.333755 = -538793.798209 nChanged 1 SP:Iteration 65Q (1267.801069 sec): 3 clusters Score: Raw -545321.216069 + Penalty 6527.333755 = -538793.882314 nChanged 0 SP:Iteration 66F (1267.925768 sec): 3 clusters Score: Raw -545321.216069 + Penalty 6527.333755 = -538793.882314 nChanged 0 Score: Raw -3267799.634358 + Penalty 31478.721134 = -3236320.913224 Splitting cluster 4 changes total score from -3235185.625980 to -3236320.913224 So it's getting split into cluster 8. Trying to split cluster 5 (7708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1268.740475 sec): 2 clusters Score: Raw -694228.930916 + Penalty 3315.980198 = -690912.950718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1268.869236 sec): 3 clusters Score: Raw -690690.786476 + Penalty 6631.960396 = -684058.826080 nChanged 2937 SP:Iteration 1F (1269.038704 sec): 3 clusters Score: Raw -693485.697992 + Penalty 6631.960396 = -686853.737596 nChanged 1011 SP:Iteration 2F (1269.160170 sec): 3 clusters Score: Raw -696986.440696 + Penalty 6631.960396 = -690354.480300 nChanged 1211 SP:Iteration 3F (1269.300055 sec): 3 clusters Score: Raw -699753.191362 + Penalty 6631.960396 = -693121.230966 nChanged 710 SP:Iteration 4F (1269.413511 sec): 3 clusters Score: Raw -700859.206553 + Penalty 6631.960396 = -694227.246157 nChanged 272 SP:Iteration 5Q (1269.525523 sec): 3 clusters Score: Raw -701178.839688 + Penalty 6631.960396 = -694546.879292 nChanged 100 SP:Iteration 6Q (1269.655835 sec): 3 clusters Score: Raw -701291.455311 + Penalty 6631.960396 = -694659.494915 nChanged 54 SP:Iteration 7Q (1269.795272 sec): 3 clusters Score: Raw -701372.485873 + Penalty 6631.960396 = -694740.525477 nChanged 41 SP:Iteration 8Q (1269.913847 sec): 3 clusters Score: Raw -701423.835911 + Penalty 6631.960396 = -694791.875515 nChanged 35 SP:Iteration 9Q (1270.087570 sec): 3 clusters Score: Raw -701461.233033 + Penalty 6631.960396 = -694829.272637 nChanged 19 SP:Iteration 10Q (1270.210891 sec): 3 clusters Score: Raw -701476.623485 + Penalty 6631.960396 = -694844.663089 nChanged 16 SP:Iteration 11Q (1270.336577 sec): 3 clusters Score: Raw -701484.121395 + Penalty 6631.960396 = -694852.160999 nChanged 6 SP:Iteration 12Q (1270.483569 sec): 3 clusters Score: Raw -701487.723229 + Penalty 6631.960396 = -694855.762833 nChanged 8 SP:Iteration 13Q (1270.607796 sec): 3 clusters Score: Raw -701492.197867 + Penalty 6631.960396 = -694860.237471 nChanged 1 SP:Iteration 14Q (1270.746469 sec): 3 clusters Score: Raw -701492.684328 + Penalty 6631.960396 = -694860.723932 nChanged 1 SP:Iteration 15Q (1270.878849 sec): 3 clusters Score: Raw -701492.943358 + Penalty 6631.960396 = -694860.982962 nChanged 2 SP:Iteration 16Q (1271.022541 sec): 3 clusters Score: Raw -701493.586157 + Penalty 6631.960396 = -694861.625761 nChanged 3 SP:Iteration 17Q (1271.174824 sec): 3 clusters Score: Raw -701494.364549 + Penalty 6631.960396 = -694862.404153 nChanged 0 SP:Iteration 18F (1271.304353 sec): 3 clusters Score: Raw -701494.364549 + Penalty 6631.960396 = -694862.404153 nChanged 0 Score: Raw -3275065.067991 + Penalty 35413.561276 = -3239651.506715 Splitting cluster 5 changes total score from -3235185.625980 to -3239651.506715 So it's getting split into cluster 9. Trying to split cluster 6 (3189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1272.343077 sec): 2 clusters Score: Raw -197389.117979 + Penalty 2988.994918 = -194400.123061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1272.468234 sec): 3 clusters Score: Raw -196362.867192 + Penalty 5977.989836 = -190384.877356 nChanged 1086 SP:Iteration 1F (1272.591615 sec): 3 clusters Score: Raw -198180.019019 + Penalty 5977.989836 = -192202.029183 nChanged 468 SP:Iteration 2F (1272.704896 sec): 3 clusters Score: Raw -199085.779008 + Penalty 5977.989836 = -193107.789172 nChanged 275 SP:Iteration 3F (1272.829934 sec): 3 clusters Score: Raw -199618.630029 + Penalty 5977.989836 = -193640.640193 nChanged 182 SP:Iteration 4F (1272.965248 sec): 3 clusters Score: Raw -199927.517797 + Penalty 5977.989836 = -193949.527961 nChanged 129 SP:Iteration 5Q (1273.095445 sec): 3 clusters Score: Raw -200155.279230 + Penalty 5977.989836 = -194177.289393 nChanged 87 SP:Iteration 6Q (1273.210522 sec): 3 clusters Score: Raw -200304.032367 + Penalty 5977.989836 = -194326.042531 nChanged 86 SP:Iteration 7Q (1273.320437 sec): 3 clusters Score: Raw -200415.377663 + Penalty 5977.989836 = -194437.387827 nChanged 54 SP:Iteration 8Q (1273.426106 sec): 3 clusters Score: Raw -200488.956521 + Penalty 5977.989836 = -194510.966685 nChanged 44 SP:Iteration 9Q (1273.567630 sec): 3 clusters Score: Raw -200543.081959 + Penalty 5977.989836 = -194565.092123 nChanged 32 SP:Iteration 10Q (1273.676995 sec): 3 clusters Score: Raw -200574.069134 + Penalty 5977.989836 = -194596.079297 nChanged 20 SP:Iteration 11Q (1273.796998 sec): 3 clusters Score: Raw -200602.020332 + Penalty 5977.989836 = -194624.030496 nChanged 20 SP:Iteration 12Q (1273.942750 sec): 3 clusters Score: Raw -200630.472189 + Penalty 5977.989836 = -194652.482353 nChanged 16 SP:Iteration 13Q (1274.069417 sec): 3 clusters Score: Raw -200651.645162 + Penalty 5977.989836 = -194673.655326 nChanged 18 SP:Iteration 14Q (1274.167240 sec): 3 clusters Score: Raw -200667.268648 + Penalty 5977.989836 = -194689.278812 nChanged 14 SP:Iteration 15Q (1274.294928 sec): 3 clusters Score: Raw -200678.802483 + Penalty 5977.989836 = -194700.812647 nChanged 11 SP:Iteration 16Q (1274.435530 sec): 3 clusters Score: Raw -200693.374774 + Penalty 5977.989836 = -194715.384938 nChanged 12 SP:Iteration 17Q (1274.574829 sec): 3 clusters Score: Raw -200702.529343 + Penalty 5977.989836 = -194724.539506 nChanged 7 SP:Iteration 18Q (1274.699334 sec): 3 clusters Score: Raw -200707.294926 + Penalty 5977.989836 = -194729.305090 nChanged 4 SP:Iteration 19Q (1274.826239 sec): 3 clusters Score: Raw -200709.173747 + Penalty 5977.989836 = -194731.183910 nChanged 1 SP:Iteration 20F (1274.957629 sec): 3 clusters Score: Raw -200709.700073 + Penalty 5977.989836 = -194731.710236 nChanged 1 SP:Iteration 21Q (1275.051835 sec): 3 clusters Score: Raw -200710.635705 + Penalty 5977.989836 = -194732.645869 nChanged 1 SP:Iteration 22Q (1275.201293 sec): 3 clusters Score: Raw -200711.189750 + Penalty 5977.989836 = -194733.199913 nChanged 0 SP:Iteration 23F (1275.312242 sec): 3 clusters Score: Raw -200711.189750 + Penalty 5977.989836 = -194733.199913 nChanged 0 Score: Raw -3278387.139761 + Penalty 39348.401417 = -3239038.738344 Splitting cluster 6 changes total score from -3235185.625980 to -3239038.738344 So it's getting split into cluster 10. Trying to split cluster 7 (13683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1276.446103 sec): 2 clusters Score: Raw -1191525.231800 + Penalty 3528.608457 = -1187996.623343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1276.618884 sec): 3 clusters Score: Raw -1184243.051146 + Penalty 7057.216914 = -1177185.834232 nChanged 5710 SP:Iteration 1F (1276.774287 sec): 3 clusters Score: Raw -1187557.180223 + Penalty 7057.216914 = -1180499.963309 nChanged 1092 SP:Iteration 2F (1276.909592 sec): 3 clusters Score: Raw -1188344.126136 + Penalty 7057.216914 = -1181286.909222 nChanged 991 SP:Iteration 3F (1277.099690 sec): 3 clusters Score: Raw -1189237.104526 + Penalty 7057.216914 = -1182179.887612 nChanged 1022 SP:Iteration 4F (1277.247707 sec): 3 clusters Score: Raw -1190246.784852 + Penalty 7057.216914 = -1183189.567939 nChanged 1000 SP:Iteration 5F (1277.411857 sec): 3 clusters Score: Raw -1191259.207649 + Penalty 7057.216914 = -1184201.990735 nChanged 875 SP:Iteration 6F (1277.562840 sec): 3 clusters Score: Raw -1192175.365679 + Penalty 7057.216914 = -1185118.148765 nChanged 731 SP:Iteration 7F (1277.714215 sec): 3 clusters Score: Raw -1192972.570757 + Penalty 7057.216914 = -1185915.353843 nChanged 646 SP:Iteration 8Q (1277.854971 sec): 3 clusters Score: Raw -1193574.842708 + Penalty 7057.216914 = -1186517.625794 nChanged 500 SP:Iteration 9Q (1278.005347 sec): 3 clusters Score: Raw -1193974.842673 + Penalty 7057.216914 = -1186917.625759 nChanged 405 SP:Iteration 10Q (1278.186818 sec): 3 clusters Score: Raw -1194254.436123 + Penalty 7057.216914 = -1187197.219209 nChanged 298 SP:Iteration 11Q (1278.330498 sec): 3 clusters Score: Raw -1194428.526228 + Penalty 7057.216914 = -1187371.309314 nChanged 248 SP:Iteration 12Q (1278.486687 sec): 3 clusters Score: Raw -1194569.327396 + Penalty 7057.216914 = -1187512.110482 nChanged 220 SP:Iteration 13Q (1278.610280 sec): 3 clusters Score: Raw -1194677.174197 + Penalty 7057.216914 = -1187619.957283 nChanged 198 SP:Iteration 14Q (1278.757158 sec): 3 clusters Score: Raw -1194772.569017 + Penalty 7057.216914 = -1187715.352104 nChanged 204 SP:Iteration 15Q (1278.916994 sec): 3 clusters Score: Raw -1194874.903853 + Penalty 7057.216914 = -1187817.686939 nChanged 169 SP:Iteration 16Q (1279.084151 sec): 3 clusters Score: Raw -1194983.456079 + Penalty 7057.216914 = -1187926.239165 nChanged 182 SP:Iteration 17Q (1279.248306 sec): 3 clusters Score: Raw -1195109.242965 + Penalty 7057.216914 = -1188052.026051 nChanged 202 SP:Iteration 18Q (1279.399967 sec): 3 clusters Score: Raw -1195248.241005 + Penalty 7057.216914 = -1188191.024091 nChanged 202 SP:Iteration 19Q (1279.552383 sec): 3 clusters Score: Raw -1195388.971064 + Penalty 7057.216914 = -1188331.754150 nChanged 195 SP:Iteration 20F (1279.686617 sec): 3 clusters Score: Raw -1195512.018520 + Penalty 7057.216914 = -1188454.801607 nChanged 167 SP:Iteration 21Q (1279.854308 sec): 3 clusters Score: Raw -1195610.267701 + Penalty 7057.216914 = -1188553.050787 nChanged 139 SP:Iteration 22Q (1280.009835 sec): 3 clusters Score: Raw -1195681.716379 + Penalty 7057.216914 = -1188624.499465 nChanged 106 SP:Iteration 23Q (1280.155570 sec): 3 clusters Score: Raw -1195731.050580 + Penalty 7057.216914 = -1188673.833666 nChanged 109 SP:Iteration 24Q (1280.311911 sec): 3 clusters Score: Raw -1195777.945818 + Penalty 7057.216914 = -1188720.728904 nChanged 103 SP:Iteration 25Q (1280.429993 sec): 3 clusters Score: Raw -1195817.217644 + Penalty 7057.216914 = -1188760.000730 nChanged 83 SP:Iteration 26Q (1280.586815 sec): 3 clusters Score: Raw -1195845.818542 + Penalty 7057.216914 = -1188788.601629 nChanged 68 SP:Iteration 27Q (1280.742811 sec): 3 clusters Score: Raw -1195867.647242 + Penalty 7057.216914 = -1188810.430329 nChanged 65 SP:Iteration 28Q (1280.879884 sec): 3 clusters Score: Raw -1195885.123754 + Penalty 7057.216914 = -1188827.906840 nChanged 57 SP:Iteration 29Q (1281.021013 sec): 3 clusters Score: Raw -1195905.083641 + Penalty 7057.216914 = -1188847.866727 nChanged 55 SP:Iteration 30Q (1281.164328 sec): 3 clusters Score: Raw -1195921.837709 + Penalty 7057.216914 = -1188864.620795 nChanged 46 SP:Iteration 31Q (1281.306372 sec): 3 clusters Score: Raw -1195939.729596 + Penalty 7057.216914 = -1188882.512682 nChanged 42 SP:Iteration 32Q (1281.449883 sec): 3 clusters Score: Raw -1195954.487239 + Penalty 7057.216914 = -1188897.270325 nChanged 46 SP:Iteration 33Q (1281.582888 sec): 3 clusters Score: Raw -1195965.307381 + Penalty 7057.216914 = -1188908.090468 nChanged 33 SP:Iteration 34Q (1281.743270 sec): 3 clusters Score: Raw -1195971.848360 + Penalty 7057.216914 = -1188914.631446 nChanged 26 SP:Iteration 35Q (1281.898705 sec): 3 clusters Score: Raw -1195978.148474 + Penalty 7057.216914 = -1188920.931560 nChanged 26 SP:Iteration 36Q (1282.043905 sec): 3 clusters Score: Raw -1195983.374588 + Penalty 7057.216914 = -1188926.157674 nChanged 20 SP:Iteration 37Q (1282.193855 sec): 3 clusters Score: Raw -1195987.728492 + Penalty 7057.216914 = -1188930.511579 nChanged 20 SP:Iteration 38Q (1282.343501 sec): 3 clusters Score: Raw -1195992.388232 + Penalty 7057.216914 = -1188935.171318 nChanged 19 SP:Iteration 39Q (1282.483763 sec): 3 clusters Score: Raw -1195996.829452 + Penalty 7057.216914 = -1188939.612538 nChanged 21 SP:Iteration 40F (1282.625656 sec): 3 clusters Score: Raw -1196001.786601 + Penalty 7057.216914 = -1188944.569687 nChanged 25 SP:Iteration 41Q (1282.766699 sec): 3 clusters Score: Raw -1196006.524748 + Penalty 7057.216914 = -1188949.307835 nChanged 13 SP:Iteration 42Q (1282.925434 sec): 3 clusters Score: Raw -1196008.884467 + Penalty 7057.216914 = -1188951.667553 nChanged 10 SP:Iteration 43Q (1283.038271 sec): 3 clusters Score: Raw -1196011.005216 + Penalty 7057.216914 = -1188953.788302 nChanged 12 SP:Iteration 44Q (1283.170071 sec): 3 clusters Score: Raw -1196013.540041 + Penalty 7057.216914 = -1188956.323127 nChanged 15 SP:Iteration 45Q (1283.317403 sec): 3 clusters Score: Raw -1196016.516977 + Penalty 7057.216914 = -1188959.300063 nChanged 19 SP:Iteration 46Q (1283.471134 sec): 3 clusters Score: Raw -1196020.387641 + Penalty 7057.216914 = -1188963.170727 nChanged 11 SP:Iteration 47Q (1283.632797 sec): 3 clusters Score: Raw -1196022.557724 + Penalty 7057.216914 = -1188965.340811 nChanged 7 SP:Iteration 48Q (1283.790761 sec): 3 clusters Score: Raw -1196024.483018 + Penalty 7057.216914 = -1188967.266104 nChanged 13 SP:Iteration 49Q (1283.933579 sec): 3 clusters Score: Raw -1196026.811482 + Penalty 7057.216914 = -1188969.594568 nChanged 11 SP:Iteration 50Q (1284.106041 sec): 3 clusters Score: Raw -1196028.968167 + Penalty 7057.216914 = -1188971.751253 nChanged 9 SP:Iteration 51Q (1284.247081 sec): 3 clusters Score: Raw -1196030.673269 + Penalty 7057.216914 = -1188973.456355 nChanged 6 SP:Iteration 52Q (1284.385340 sec): 3 clusters Score: Raw -1196031.901743 + Penalty 7057.216914 = -1188974.684829 nChanged 3 SP:Iteration 53Q (1284.525482 sec): 3 clusters Score: Raw -1196032.395319 + Penalty 7057.216914 = -1188975.178405 nChanged 2 SP:Iteration 54Q (1284.695759 sec): 3 clusters Score: Raw -1196032.695019 + Penalty 7057.216914 = -1188975.478106 nChanged 2 SP:Iteration 55Q (1284.842141 sec): 3 clusters Score: Raw -1196032.990339 + Penalty 7057.216914 = -1188975.773425 nChanged 2 SP:Iteration 56Q (1284.994577 sec): 3 clusters Score: Raw -1196033.362975 + Penalty 7057.216914 = -1188976.146061 nChanged 3 SP:Iteration 57Q (1285.135138 sec): 3 clusters Score: Raw -1196033.964076 + Penalty 7057.216914 = -1188976.747162 nChanged 3 SP:Iteration 58Q (1285.288421 sec): 3 clusters Score: Raw -1196034.589984 + Penalty 7057.216914 = -1188977.373070 nChanged 3 SP:Iteration 59Q (1285.439356 sec): 3 clusters Score: Raw -1196035.061478 + Penalty 7057.216914 = -1188977.844564 nChanged 1 SP:Iteration 60F (1285.582758 sec): 3 clusters Score: Raw -1196035.153458 + Penalty 7057.216914 = -1188977.936544 nChanged 1 SP:Iteration 61Q (1285.726054 sec): 3 clusters Score: Raw -1196035.253833 + Penalty 7057.216914 = -1188978.036920 nChanged 0 SP:Iteration 62F (1285.921131 sec): 3 clusters Score: Raw -1196035.253833 + Penalty 7057.216914 = -1188978.036920 nChanged 0 Score: Raw -3282897.161795 + Penalty 43283.241559 = -3239613.920236 Splitting cluster 7 changes total score from -3235185.625980 to -3239613.920236 So it's getting split into cluster 11. Iteration 20F (1288.145598 sec): 12 clusters Score: Raw -3286015.158761 + Penalty 43283.241559 = -3242731.917202 nChanged 2224 Iteration 21F (1289.306519 sec): 12 clusters Score: Raw -3288183.518472 + Penalty 43283.241559 = -3244900.276913 nChanged 894 Iteration 22Q (1290.151466 sec): 12 clusters Score: Raw -3288960.245101 + Penalty 43283.241559 = -3245677.003542 nChanged 557 Iteration 23Q (1290.994818 sec): 12 clusters Score: Raw -3289445.823173 + Penalty 43283.241559 = -3246162.581614 nChanged 363 Iteration 24Q (1291.853731 sec): 12 clusters Score: Raw -3289716.835721 + Penalty 43283.241559 = -3246433.594162 nChanged 280 Iteration 25Q (1292.700886 sec): 12 clusters Score: Raw -3289924.410572 + Penalty 43283.241559 = -3246641.169013 nChanged 218 Iteration 26Q (1293.578428 sec): 12 clusters Score: Raw -3290095.270112 + Penalty 43283.241559 = -3246812.028553 nChanged 147 Iteration 27Q (1294.436103 sec): 12 clusters Score: Raw -3290203.616172 + Penalty 43283.241559 = -3246920.374613 nChanged 125 Iteration 28Q (1295.334433 sec): 12 clusters Score: Raw -3290291.304270 + Penalty 43283.241559 = -3247008.062711 nChanged 115 Iteration 29Q (1296.174794 sec): 12 clusters Score: Raw -3290361.669552 + Penalty 43283.241559 = -3247078.427993 nChanged 97 Iteration 30Q (1297.050626 sec): 12 clusters Score: Raw -3290418.845773 + Penalty 43283.241559 = -3247135.604214 nChanged 78 Iteration 31Q (1297.927771 sec): 12 clusters Score: Raw -3290466.113668 + Penalty 43283.241559 = -3247182.872109 nChanged 69 Iteration 32Q (1298.825954 sec): 12 clusters Score: Raw -3290503.749852 + Penalty 43283.241559 = -3247220.508293 nChanged 46 Iteration 33Q (1299.664212 sec): 12 clusters Score: Raw -3290523.206850 + Penalty 43283.241559 = -3247239.965292 nChanged 24 Iteration 34Q (1300.524757 sec): 12 clusters Score: Raw -3290533.440515 + Penalty 43283.241559 = -3247250.198956 nChanged 16 Iteration 35Q (1301.370274 sec): 12 clusters Score: Raw -3290540.159117 + Penalty 43283.241559 = -3247256.917558 nChanged 9 Iteration 36Q (1302.277200 sec): 12 clusters Score: Raw -3290542.932215 + Penalty 43283.241559 = -3247259.690656 nChanged 10 Iteration 37Q (1303.129816 sec): 12 clusters Score: Raw -3290545.313081 + Penalty 43283.241559 = -3247262.071522 nChanged 4 Iteration 38Q (1303.979448 sec): 12 clusters Score: Raw -3290546.915427 + Penalty 43283.241559 = -3247263.673868 nChanged 7 Iteration 39Q (1304.846748 sec): 12 clusters Score: Raw -3290548.877770 + Penalty 43283.241559 = -3247265.636211 nChanged 2 Iteration 40F (1305.973634 sec): 12 clusters Score: Raw -3290550.449692 + Penalty 43283.241559 = -3247267.208133 nChanged 3 Iteration 41Q (1306.828534 sec): 12 clusters Score: Raw -3290555.357260 + Penalty 43283.241559 = -3247272.115701 nChanged 2 Iteration 42Q (1307.693644 sec): 12 clusters Score: Raw -3290557.646349 + Penalty 43283.241559 = -3247274.404790 nChanged 7 Iteration 43Q (1308.533106 sec): 12 clusters Score: Raw -3290562.970657 + Penalty 43283.241559 = -3247279.729098 nChanged 12 Iteration 44Q (1309.355624 sec): 12 clusters Score: Raw -3290570.084298 + Penalty 43283.241559 = -3247286.842739 nChanged 11 Iteration 45Q (1310.213277 sec): 12 clusters Score: Raw -3290574.663782 + Penalty 43283.241559 = -3247291.422223 nChanged 11 Iteration 46Q (1311.064662 sec): 12 clusters Score: Raw -3290581.452091 + Penalty 43283.241559 = -3247298.210532 nChanged 12 Iteration 47Q (1311.921730 sec): 12 clusters Score: Raw -3290587.865330 + Penalty 43283.241559 = -3247304.623771 nChanged 9 Iteration 48Q (1312.794086 sec): 12 clusters Score: Raw -3290591.681540 + Penalty 43283.241559 = -3247308.439981 nChanged 5 Iteration 49Q (1313.716964 sec): 12 clusters Score: Raw -3290594.674590 + Penalty 43283.241559 = -3247311.433031 nChanged 8 Iteration 50Q (1314.602263 sec): 12 clusters Score: Raw -3290598.712012 + Penalty 43283.241559 = -3247315.470453 nChanged 5 Iteration 51Q (1315.468332 sec): 12 clusters Score: Raw -3290600.383796 + Penalty 43283.241559 = -3247317.142237 nChanged 5 Iteration 52Q (1316.370402 sec): 12 clusters Score: Raw -3290602.598982 + Penalty 43283.241559 = -3247319.357423 nChanged 4 Iteration 53Q (1317.179635 sec): 12 clusters Score: Raw -3290604.744831 + Penalty 43283.241559 = -3247321.503272 nChanged 3 Iteration 54Q (1318.031248 sec): 12 clusters Score: Raw -3290606.113100 + Penalty 43283.241559 = -3247322.871541 nChanged 6 Iteration 55Q (1318.878879 sec): 12 clusters Score: Raw -3290609.093299 + Penalty 43283.241559 = -3247325.851740 nChanged 6 Iteration 56Q (1319.744683 sec): 12 clusters Score: Raw -3290611.810525 + Penalty 43283.241559 = -3247328.568966 nChanged 5 Iteration 57Q (1320.627632 sec): 12 clusters Score: Raw -3290614.610746 + Penalty 43283.241559 = -3247331.369187 nChanged 6 Iteration 58Q (1321.498234 sec): 12 clusters Score: Raw -3290619.493845 + Penalty 43283.241559 = -3247336.252286 nChanged 4 Writing temp clu file Because OldScore, -3247331.369187, is greater than current (better) Score,-3247336.252286 Compute initial score before splitting: Score: Raw -3290619.493845 + Penalty 43283.241559 = -3247336.252286 Trying to split cluster 1 (2891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1321.620203 sec): 2 clusters Score: Raw -221619.745959 + Penalty 2952.647043 = -218667.098915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1321.735659 sec): 3 clusters Score: Raw -220564.965940 + Penalty 5905.294087 = -214659.671853 nChanged 894 SP:Iteration 1F (1321.851235 sec): 3 clusters Score: Raw -221277.067050 + Penalty 5905.294087 = -215371.772963 nChanged 235 SP:Iteration 2F (1321.979760 sec): 3 clusters Score: Raw -221521.752597 + Penalty 5905.294087 = -215616.458510 nChanged 156 SP:Iteration 3F (1322.085269 sec): 3 clusters Score: Raw -221675.565077 + Penalty 5905.294087 = -215770.270990 nChanged 107 SP:Iteration 4Q (1322.222110 sec): 3 clusters Score: Raw -221784.421539 + Penalty 5905.294087 = -215879.127452 nChanged 77 SP:Iteration 5Q (1322.339040 sec): 3 clusters Score: Raw -221853.823648 + Penalty 5905.294087 = -215948.529561 nChanged 69 SP:Iteration 6Q (1322.481051 sec): 3 clusters Score: Raw -221926.874783 + Penalty 5905.294087 = -216021.580696 nChanged 66 SP:Iteration 7Q (1322.607394 sec): 3 clusters Score: Raw -221994.711642 + Penalty 5905.294087 = -216089.417556 nChanged 53 SP:Iteration 8Q (1322.715287 sec): 3 clusters Score: Raw -222060.031810 + Penalty 5905.294087 = -216154.737723 nChanged 53 SP:Iteration 9Q (1322.812516 sec): 3 clusters Score: Raw -222113.783004 + Penalty 5905.294087 = -216208.488917 nChanged 43 SP:Iteration 10Q (1322.940774 sec): 3 clusters Score: Raw -222146.752570 + Penalty 5905.294087 = -216241.458483 nChanged 37 SP:Iteration 11Q (1323.050506 sec): 3 clusters Score: Raw -222177.793153 + Penalty 5905.294087 = -216272.499066 nChanged 32 SP:Iteration 12Q (1323.153643 sec): 3 clusters Score: Raw -222201.786344 + Penalty 5905.294087 = -216296.492257 nChanged 23 SP:Iteration 13Q (1323.278940 sec): 3 clusters Score: Raw -222221.752040 + Penalty 5905.294087 = -216316.457953 nChanged 21 SP:Iteration 14Q (1323.425932 sec): 3 clusters Score: Raw -222240.229629 + Penalty 5905.294087 = -216334.935542 nChanged 26 SP:Iteration 15Q (1323.542409 sec): 3 clusters Score: Raw -222258.763538 + Penalty 5905.294087 = -216353.469452 nChanged 24 SP:Iteration 16Q (1323.670233 sec): 3 clusters Score: Raw -222276.117929 + Penalty 5905.294087 = -216370.823843 nChanged 21 SP:Iteration 17Q (1323.787224 sec): 3 clusters Score: Raw -222295.840676 + Penalty 5905.294087 = -216390.546589 nChanged 20 SP:Iteration 18Q (1323.881682 sec): 3 clusters Score: Raw -222314.284217 + Penalty 5905.294087 = -216408.990130 nChanged 30 SP:Iteration 19Q (1324.005489 sec): 3 clusters Score: Raw -222334.787201 + Penalty 5905.294087 = -216429.493114 nChanged 20 SP:Iteration 20F (1324.157941 sec): 3 clusters Score: Raw -222351.416054 + Penalty 5905.294087 = -216446.121967 nChanged 20 SP:Iteration 21Q (1324.269844 sec): 3 clusters Score: Raw -222373.982092 + Penalty 5905.294087 = -216468.688005 nChanged 21 SP:Iteration 22Q (1324.420861 sec): 3 clusters Score: Raw -222398.807894 + Penalty 5905.294087 = -216493.513807 nChanged 23 SP:Iteration 23Q (1324.558119 sec): 3 clusters Score: Raw -222419.884645 + Penalty 5905.294087 = -216514.590558 nChanged 19 SP:Iteration 24Q (1324.659045 sec): 3 clusters Score: Raw -222434.758519 + Penalty 5905.294087 = -216529.464432 nChanged 17 SP:Iteration 25Q (1324.777728 sec): 3 clusters Score: Raw -222447.020129 + Penalty 5905.294087 = -216541.726042 nChanged 18 SP:Iteration 26Q (1324.898704 sec): 3 clusters Score: Raw -222460.061436 + Penalty 5905.294087 = -216554.767350 nChanged 15 SP:Iteration 27Q (1325.050929 sec): 3 clusters Score: Raw -222466.883026 + Penalty 5905.294087 = -216561.588939 nChanged 7 SP:Iteration 28Q (1325.154846 sec): 3 clusters Score: Raw -222471.688543 + Penalty 5905.294087 = -216566.394456 nChanged 13 SP:Iteration 29Q (1325.295821 sec): 3 clusters Score: Raw -222478.241033 + Penalty 5905.294087 = -216572.946946 nChanged 13 SP:Iteration 30Q (1325.425417 sec): 3 clusters Score: Raw -222489.784014 + Penalty 5905.294087 = -216584.489927 nChanged 18 SP:Iteration 31Q (1325.565537 sec): 3 clusters Score: Raw -222501.757993 + Penalty 5905.294087 = -216596.463906 nChanged 13 SP:Iteration 32Q (1325.660742 sec): 3 clusters Score: Raw -222511.948750 + Penalty 5905.294087 = -216606.654663 nChanged 9 SP:Iteration 33Q (1325.811333 sec): 3 clusters Score: Raw -222516.870110 + Penalty 5905.294087 = -216611.576023 nChanged 10 SP:Iteration 34Q (1325.922785 sec): 3 clusters Score: Raw -222526.054854 + Penalty 5905.294087 = -216620.760767 nChanged 10 SP:Iteration 35Q (1326.034802 sec): 3 clusters Score: Raw -222531.084034 + Penalty 5905.294087 = -216625.789947 nChanged 8 SP:Iteration 36Q (1326.149563 sec): 3 clusters Score: Raw -222537.701861 + Penalty 5905.294087 = -216632.407774 nChanged 11 SP:Iteration 37Q (1326.296056 sec): 3 clusters Score: Raw -222544.687883 + Penalty 5905.294087 = -216639.393796 nChanged 10 SP:Iteration 38Q (1326.391009 sec): 3 clusters Score: Raw -222550.736959 + Penalty 5905.294087 = -216645.442872 nChanged 7 SP:Iteration 39Q (1326.547288 sec): 3 clusters Score: Raw -222555.241540 + Penalty 5905.294087 = -216649.947453 nChanged 7 SP:Iteration 40F (1326.663573 sec): 3 clusters Score: Raw -222559.811584 + Penalty 5905.294087 = -216654.517497 nChanged 8 SP:Iteration 41Q (1326.786594 sec): 3 clusters Score: Raw -222565.106347 + Penalty 5905.294087 = -216659.812260 nChanged 5 SP:Iteration 42Q (1326.891557 sec): 3 clusters Score: Raw -222569.084311 + Penalty 5905.294087 = -216663.790224 nChanged 4 SP:Iteration 43Q (1327.037969 sec): 3 clusters Score: Raw -222571.795251 + Penalty 5905.294087 = -216666.501164 nChanged 5 SP:Iteration 44Q (1327.159539 sec): 3 clusters Score: Raw -222573.966732 + Penalty 5905.294087 = -216668.672646 nChanged 4 SP:Iteration 45Q (1327.259719 sec): 3 clusters Score: Raw -222576.407603 + Penalty 5905.294087 = -216671.113516 nChanged 5 SP:Iteration 46Q (1327.381757 sec): 3 clusters Score: Raw -222578.900810 + Penalty 5905.294087 = -216673.606723 nChanged 5 SP:Iteration 47Q (1327.535643 sec): 3 clusters Score: Raw -222581.069637 + Penalty 5905.294087 = -216675.775550 nChanged 6 SP:Iteration 48Q (1327.645327 sec): 3 clusters Score: Raw -222583.744374 + Penalty 5905.294087 = -216678.450287 nChanged 9 SP:Iteration 49Q (1327.810245 sec): 3 clusters Score: Raw -222589.862131 + Penalty 5905.294087 = -216684.568044 nChanged 9 SP:Iteration 50Q (1327.919582 sec): 3 clusters Score: Raw -222596.550049 + Penalty 5905.294087 = -216691.255962 nChanged 6 SP:Iteration 51Q (1328.047532 sec): 3 clusters Score: Raw -222600.821719 + Penalty 5905.294087 = -216695.527632 nChanged 4 SP:Iteration 52Q (1328.153661 sec): 3 clusters Score: Raw -222602.760445 + Penalty 5905.294087 = -216697.466358 nChanged 3 SP:Iteration 53Q (1328.277176 sec): 3 clusters Score: Raw -222605.072808 + Penalty 5905.294087 = -216699.778721 nChanged 5 SP:Iteration 54Q (1328.406344 sec): 3 clusters Score: Raw -222608.359682 + Penalty 5905.294087 = -216703.065595 nChanged 6 SP:Iteration 55Q (1328.509803 sec): 3 clusters Score: Raw -222612.046674 + Penalty 5905.294087 = -216706.752587 nChanged 5 SP:Iteration 56Q (1328.627540 sec): 3 clusters Score: Raw -222616.267456 + Penalty 5905.294087 = -216710.973369 nChanged 8 SP:Iteration 57Q (1328.770830 sec): 3 clusters Score: Raw -222619.976983 + Penalty 5905.294087 = -216714.682896 nChanged 5 SP:Iteration 58Q (1328.883847 sec): 3 clusters Score: Raw -222622.232920 + Penalty 5905.294087 = -216716.938833 nChanged 3 SP:Iteration 59Q (1329.010497 sec): 3 clusters Score: Raw -222623.376259 + Penalty 5905.294087 = -216718.082172 nChanged 5 SP:Iteration 60F (1329.119001 sec): 3 clusters Score: Raw -222625.407980 + Penalty 5905.294087 = -216720.113894 nChanged 1 SP:Iteration 61Q (1329.241998 sec): 3 clusters Score: Raw -222625.927649 + Penalty 5905.294087 = -216720.633562 nChanged 0 SP:Iteration 62F (1329.368476 sec): 3 clusters Score: Raw -222625.927649 + Penalty 5905.294087 = -216720.633562 nChanged 0 Trying to split cluster 2 (1316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1329.418379 sec): 2 clusters Score: Raw -103409.351439 + Penalty 2661.061457 = -100748.289981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1329.553020 sec): 3 clusters Score: Raw -103296.475335 + Penalty 5322.122915 = -97974.352420 nChanged 340 SP:Iteration 1F (1329.663214 sec): 3 clusters Score: Raw -103949.384856 + Penalty 5322.122915 = -98627.261941 nChanged 126 SP:Iteration 2F (1329.770411 sec): 3 clusters Score: Raw -104287.818542 + Penalty 5322.122915 = -98965.695627 nChanged 87 SP:Iteration 3F (1329.896724 sec): 3 clusters Score: Raw -104495.644944 + Penalty 5322.122915 = -99173.522029 nChanged 62 SP:Iteration 4Q (1329.988095 sec): 3 clusters Score: Raw -104613.531350 + Penalty 5322.122915 = -99291.408435 nChanged 44 SP:Iteration 5Q (1330.130580 sec): 3 clusters Score: Raw -104717.923021 + Penalty 5322.122915 = -99395.800107 nChanged 29 SP:Iteration 6Q (1330.240479 sec): 3 clusters Score: Raw -104784.618913 + Penalty 5322.122915 = -99462.495998 nChanged 26 SP:Iteration 7Q (1330.378025 sec): 3 clusters Score: Raw -104844.387079 + Penalty 5322.122915 = -99522.264164 nChanged 16 SP:Iteration 8Q (1330.464320 sec): 3 clusters Score: Raw -104874.358868 + Penalty 5322.122915 = -99552.235953 nChanged 5 SP:Iteration 9Q (1330.583275 sec): 3 clusters Score: Raw -104885.940577 + Penalty 5322.122915 = -99563.817663 nChanged 4 SP:Iteration 10Q (1330.728163 sec): 3 clusters Score: Raw -104896.133629 + Penalty 5322.122915 = -99574.010714 nChanged 4 SP:Iteration 11Q (1330.823835 sec): 3 clusters Score: Raw -104902.885797 + Penalty 5322.122915 = -99580.762882 nChanged 1 SP:Iteration 12Q (1330.961186 sec): 3 clusters Score: Raw -104904.649348 + Penalty 5322.122915 = -99582.526433 nChanged 0 SP:Iteration 13F (1331.071060 sec): 3 clusters Score: Raw -104904.649348 + Penalty 5322.122915 = -99582.526433 nChanged 0 Trying to split cluster 3 (4563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1331.137230 sec): 2 clusters Score: Raw -322837.939805 + Penalty 3121.735033 = -319716.204772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1331.248541 sec): 3 clusters Score: Raw -320916.572562 + Penalty 6243.470065 = -314673.102496 nChanged 1637 SP:Iteration 1F (1331.382462 sec): 3 clusters Score: Raw -322491.625742 + Penalty 6243.470065 = -316248.155677 nChanged 514 SP:Iteration 2F (1331.493578 sec): 3 clusters Score: Raw -323617.928960 + Penalty 6243.470065 = -317374.458894 nChanged 501 SP:Iteration 3F (1331.616901 sec): 3 clusters Score: Raw -324562.575448 + Penalty 6243.470065 = -318319.105382 nChanged 374 SP:Iteration 4F (1331.756898 sec): 3 clusters Score: Raw -325093.878950 + Penalty 6243.470065 = -318850.408885 nChanged 213 SP:Iteration 5Q (1331.877636 sec): 3 clusters Score: Raw -325371.848453 + Penalty 6243.470065 = -319128.378388 nChanged 144 SP:Iteration 6Q (1331.993325 sec): 3 clusters Score: Raw -325521.788452 + Penalty 6243.470065 = -319278.318387 nChanged 114 SP:Iteration 7Q (1332.135076 sec): 3 clusters Score: Raw -325628.816989 + Penalty 6243.470065 = -319385.346923 nChanged 77 SP:Iteration 8Q (1332.263731 sec): 3 clusters Score: Raw -325699.870258 + Penalty 6243.470065 = -319456.400192 nChanged 44 SP:Iteration 9Q (1332.389851 sec): 3 clusters Score: Raw -325733.841304 + Penalty 6243.470065 = -319490.371238 nChanged 28 SP:Iteration 10Q (1332.514352 sec): 3 clusters Score: Raw -325753.388632 + Penalty 6243.470065 = -319509.918566 nChanged 14 SP:Iteration 11Q (1332.624635 sec): 3 clusters Score: Raw -325765.175809 + Penalty 6243.470065 = -319521.705743 nChanged 20 SP:Iteration 12Q (1332.759139 sec): 3 clusters Score: Raw -325779.855172 + Penalty 6243.470065 = -319536.385107 nChanged 17 SP:Iteration 13Q (1332.876140 sec): 3 clusters Score: Raw -325795.188312 + Penalty 6243.470065 = -319551.718246 nChanged 22 SP:Iteration 14Q (1333.006339 sec): 3 clusters Score: Raw -325808.915537 + Penalty 6243.470065 = -319565.445471 nChanged 17 SP:Iteration 15Q (1333.140264 sec): 3 clusters Score: Raw -325819.256747 + Penalty 6243.470065 = -319575.786682 nChanged 9 SP:Iteration 16Q (1333.267802 sec): 3 clusters Score: Raw -325823.311121 + Penalty 6243.470065 = -319579.841055 nChanged 9 SP:Iteration 17Q (1333.372304 sec): 3 clusters Score: Raw -325827.603885 + Penalty 6243.470065 = -319584.133819 nChanged 6 SP:Iteration 18Q (1333.497111 sec): 3 clusters Score: Raw -325831.183890 + Penalty 6243.470065 = -319587.713824 nChanged 5 SP:Iteration 19Q (1333.643027 sec): 3 clusters Score: Raw -325834.339807 + Penalty 6243.470065 = -319590.869741 nChanged 3 SP:Iteration 20F (1333.778433 sec): 3 clusters Score: Raw -325835.996294 + Penalty 6243.470065 = -319592.526228 nChanged 4 SP:Iteration 21Q (1333.898349 sec): 3 clusters Score: Raw -325837.493051 + Penalty 6243.470065 = -319594.022986 nChanged 5 SP:Iteration 22Q (1334.013055 sec): 3 clusters Score: Raw -325839.449181 + Penalty 6243.470065 = -319595.979115 nChanged 2 SP:Iteration 23Q (1334.149435 sec): 3 clusters Score: Raw -325840.071824 + Penalty 6243.470065 = -319596.601758 nChanged 0 SP:Iteration 24F (1334.284215 sec): 3 clusters Score: Raw -325840.071824 + Penalty 6243.470065 = -319596.601758 nChanged 0 Trying to split cluster 4 (4435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1334.359856 sec): 2 clusters Score: Raw -365278.156208 + Penalty 3111.193313 = -362166.962895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1334.449470 sec): 3 clusters Score: Raw -363403.399377 + Penalty 6222.386625 = -357181.012752 nChanged 1550 SP:Iteration 1F (1334.564091 sec): 3 clusters Score: Raw -364558.343792 + Penalty 6222.386625 = -358335.957167 nChanged 431 SP:Iteration 2F (1334.684353 sec): 3 clusters Score: Raw -365079.305192 + Penalty 6222.386625 = -358856.918567 nChanged 342 SP:Iteration 3F (1334.806955 sec): 3 clusters Score: Raw -365533.402486 + Penalty 6222.386625 = -359311.015861 nChanged 295 SP:Iteration 4F (1334.943784 sec): 3 clusters Score: Raw -365888.124599 + Penalty 6222.386625 = -359665.737974 nChanged 291 SP:Iteration 5F (1335.069517 sec): 3 clusters Score: Raw -366210.180088 + Penalty 6222.386625 = -359987.793463 nChanged 215 SP:Iteration 6Q (1335.172578 sec): 3 clusters Score: Raw -366441.961495 + Penalty 6222.386625 = -360219.574870 nChanged 170 SP:Iteration 7Q (1335.291328 sec): 3 clusters Score: Raw -366583.137904 + Penalty 6222.386625 = -360360.751279 nChanged 100 SP:Iteration 8Q (1335.444296 sec): 3 clusters Score: Raw -366663.811634 + Penalty 6222.386625 = -360441.425009 nChanged 69 SP:Iteration 9Q (1335.567581 sec): 3 clusters Score: Raw -366709.712986 + Penalty 6222.386625 = -360487.326361 nChanged 50 SP:Iteration 10Q (1335.660226 sec): 3 clusters Score: Raw -366746.009319 + Penalty 6222.386625 = -360523.622694 nChanged 42 SP:Iteration 11Q (1335.792586 sec): 3 clusters Score: Raw -366773.465000 + Penalty 6222.386625 = -360551.078375 nChanged 34 SP:Iteration 12Q (1335.921804 sec): 3 clusters Score: Raw -366798.865239 + Penalty 6222.386625 = -360576.478614 nChanged 28 SP:Iteration 13Q (1336.041924 sec): 3 clusters Score: Raw -366816.357172 + Penalty 6222.386625 = -360593.970547 nChanged 20 SP:Iteration 14Q (1336.163334 sec): 3 clusters Score: Raw -366827.167081 + Penalty 6222.386625 = -360604.780456 nChanged 13 SP:Iteration 15Q (1336.317425 sec): 3 clusters Score: Raw -366834.872496 + Penalty 6222.386625 = -360612.485871 nChanged 9 SP:Iteration 16Q (1336.439572 sec): 3 clusters Score: Raw -366838.175964 + Penalty 6222.386625 = -360615.789339 nChanged 3 SP:Iteration 17Q (1336.554488 sec): 3 clusters Score: Raw -366838.958774 + Penalty 6222.386625 = -360616.572149 nChanged 0 SP:Iteration 18F (1336.690101 sec): 3 clusters Score: Raw -366838.958774 + Penalty 6222.386625 = -360616.572149 nChanged 0 Trying to split cluster 5 (5912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1336.770313 sec): 2 clusters Score: Raw -548912.036218 + Penalty 3217.695971 = -545694.340248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1336.905894 sec): 3 clusters Score: Raw -546244.497352 + Penalty 6435.391942 = -539809.105410 nChanged 2173 SP:Iteration 1F (1337.027823 sec): 3 clusters Score: Raw -547529.079443 + Penalty 6435.391942 = -541093.687502 nChanged 442 SP:Iteration 2F (1337.153116 sec): 3 clusters Score: Raw -547834.650066 + Penalty 6435.391942 = -541399.258125 nChanged 307 SP:Iteration 3F (1337.269000 sec): 3 clusters Score: Raw -548045.696712 + Penalty 6435.391942 = -541610.304770 nChanged 236 SP:Iteration 4Q (1337.420235 sec): 3 clusters Score: Raw -548197.043438 + Penalty 6435.391942 = -541761.651497 nChanged 188 SP:Iteration 5Q (1337.542246 sec): 3 clusters Score: Raw -548328.615722 + Penalty 6435.391942 = -541893.223780 nChanged 191 SP:Iteration 6Q (1337.669868 sec): 3 clusters Score: Raw -548447.994687 + Penalty 6435.391942 = -542012.602745 nChanged 169 SP:Iteration 7Q (1337.777053 sec): 3 clusters Score: Raw -548556.686475 + Penalty 6435.391942 = -542121.294533 nChanged 142 SP:Iteration 8Q (1337.929094 sec): 3 clusters Score: Raw -548636.663843 + Penalty 6435.391942 = -542201.271902 nChanged 113 SP:Iteration 9Q (1338.088295 sec): 3 clusters Score: Raw -548689.279111 + Penalty 6435.391942 = -542253.887169 nChanged 87 SP:Iteration 10Q (1338.246281 sec): 3 clusters Score: Raw -548726.922571 + Penalty 6435.391942 = -542291.530629 nChanged 89 SP:Iteration 11Q (1338.375343 sec): 3 clusters Score: Raw -548770.649411 + Penalty 6435.391942 = -542335.257469 nChanged 99 SP:Iteration 12Q (1338.500480 sec): 3 clusters Score: Raw -548815.255026 + Penalty 6435.391942 = -542379.863085 nChanged 70 SP:Iteration 13Q (1338.640855 sec): 3 clusters Score: Raw -548857.366255 + Penalty 6435.391942 = -542421.974313 nChanged 92 SP:Iteration 14Q (1338.742248 sec): 3 clusters Score: Raw -548907.388422 + Penalty 6435.391942 = -542471.996480 nChanged 76 SP:Iteration 15Q (1338.896045 sec): 3 clusters Score: Raw -548942.251388 + Penalty 6435.391942 = -542506.859447 nChanged 65 SP:Iteration 16Q (1339.005666 sec): 3 clusters Score: Raw -548971.110689 + Penalty 6435.391942 = -542535.718747 nChanged 62 SP:Iteration 17Q (1339.150556 sec): 3 clusters Score: Raw -548999.542152 + Penalty 6435.391942 = -542564.150210 nChanged 66 SP:Iteration 18Q (1339.278442 sec): 3 clusters Score: Raw -549027.235273 + Penalty 6435.391942 = -542591.843331 nChanged 58 SP:Iteration 19Q (1339.401872 sec): 3 clusters Score: Raw -549051.094700 + Penalty 6435.391942 = -542615.702759 nChanged 53 SP:Iteration 20F (1339.516959 sec): 3 clusters Score: Raw -549074.060263 + Penalty 6435.391942 = -542638.668321 nChanged 46 SP:Iteration 21Q (1339.681045 sec): 3 clusters Score: Raw -549093.470476 + Penalty 6435.391942 = -542658.078534 nChanged 34 SP:Iteration 22Q (1339.814378 sec): 3 clusters Score: Raw -549107.013611 + Penalty 6435.391942 = -542671.621669 nChanged 29 SP:Iteration 23Q (1339.940961 sec): 3 clusters Score: Raw -549120.793645 + Penalty 6435.391942 = -542685.401703 nChanged 28 SP:Iteration 24Q (1340.067650 sec): 3 clusters Score: Raw -549133.053372 + Penalty 6435.391942 = -542697.661430 nChanged 29 SP:Iteration 25Q (1340.205380 sec): 3 clusters Score: Raw -549143.913861 + Penalty 6435.391942 = -542708.521919 nChanged 31 SP:Iteration 26Q (1340.340351 sec): 3 clusters Score: Raw -549155.860446 + Penalty 6435.391942 = -542720.468504 nChanged 24 SP:Iteration 27Q (1340.469065 sec): 3 clusters Score: Raw -549165.464209 + Penalty 6435.391942 = -542730.072267 nChanged 32 SP:Iteration 28Q (1340.582653 sec): 3 clusters Score: Raw -549178.463081 + Penalty 6435.391942 = -542743.071139 nChanged 32 SP:Iteration 29Q (1340.728743 sec): 3 clusters Score: Raw -549192.570606 + Penalty 6435.391942 = -542757.178664 nChanged 25 SP:Iteration 30Q (1340.840218 sec): 3 clusters Score: Raw -549201.099952 + Penalty 6435.391942 = -542765.708010 nChanged 15 SP:Iteration 31Q (1340.999105 sec): 3 clusters Score: Raw -549205.912951 + Penalty 6435.391942 = -542770.521009 nChanged 16 SP:Iteration 32Q (1341.133942 sec): 3 clusters Score: Raw -549211.386811 + Penalty 6435.391942 = -542775.994869 nChanged 17 SP:Iteration 33Q (1341.267718 sec): 3 clusters Score: Raw -549218.188677 + Penalty 6435.391942 = -542782.796735 nChanged 18 SP:Iteration 34Q (1341.398511 sec): 3 clusters Score: Raw -549224.956513 + Penalty 6435.391942 = -542789.564571 nChanged 11 SP:Iteration 35Q (1341.551477 sec): 3 clusters Score: Raw -549230.175369 + Penalty 6435.391942 = -542794.783428 nChanged 15 SP:Iteration 36Q (1341.686566 sec): 3 clusters Score: Raw -549235.201273 + Penalty 6435.391942 = -542799.809331 nChanged 11 SP:Iteration 37Q (1341.828137 sec): 3 clusters Score: Raw -549238.662599 + Penalty 6435.391942 = -542803.270657 nChanged 7 SP:Iteration 38Q (1341.940620 sec): 3 clusters Score: Raw -549240.811079 + Penalty 6435.391942 = -542805.419138 nChanged 4 SP:Iteration 39Q (1342.071311 sec): 3 clusters Score: Raw -549241.649066 + Penalty 6435.391942 = -542806.257124 nChanged 0 SP:Iteration 40F (1342.207810 sec): 3 clusters Score: Raw -549241.649066 + Penalty 6435.391942 = -542806.257124 nChanged 0 Trying to split cluster 6 (2102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1342.297474 sec): 2 clusters Score: Raw -146005.860888 + Penalty 2834.563806 = -143171.297081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1342.421319 sec): 3 clusters Score: Raw -145381.657502 + Penalty 5669.127613 = -139712.529889 nChanged 609 SP:Iteration 1F (1342.555317 sec): 3 clusters Score: Raw -146001.715944 + Penalty 5669.127613 = -140332.588331 nChanged 177 SP:Iteration 2F (1342.660563 sec): 3 clusters Score: Raw -146295.646850 + Penalty 5669.127613 = -140626.519237 nChanged 134 SP:Iteration 3F (1342.761565 sec): 3 clusters Score: Raw -146565.383447 + Penalty 5669.127613 = -140896.255834 nChanged 144 SP:Iteration 4F (1342.888089 sec): 3 clusters Score: Raw -146966.903250 + Penalty 5669.127613 = -141297.775638 nChanged 149 SP:Iteration 5F (1343.038092 sec): 3 clusters Score: Raw -147442.586058 + Penalty 5669.127613 = -141773.458446 nChanged 158 SP:Iteration 6F (1343.178555 sec): 3 clusters Score: Raw -147972.323138 + Penalty 5669.127613 = -142303.195525 nChanged 141 SP:Iteration 7F (1343.304638 sec): 3 clusters Score: Raw -148349.052966 + Penalty 5669.127613 = -142679.925353 nChanged 89 SP:Iteration 8Q (1343.392382 sec): 3 clusters Score: Raw -148613.085207 + Penalty 5669.127613 = -142943.957595 nChanged 62 SP:Iteration 9Q (1343.530127 sec): 3 clusters Score: Raw -148753.018198 + Penalty 5669.127613 = -143083.890585 nChanged 46 SP:Iteration 10Q (1343.653565 sec): 3 clusters Score: Raw -148831.246224 + Penalty 5669.127613 = -143162.118611 nChanged 26 SP:Iteration 11Q (1343.762639 sec): 3 clusters Score: Raw -148871.639844 + Penalty 5669.127613 = -143202.512231 nChanged 14 SP:Iteration 12Q (1343.892709 sec): 3 clusters Score: Raw -148900.011852 + Penalty 5669.127613 = -143230.884239 nChanged 8 SP:Iteration 13Q (1344.029662 sec): 3 clusters Score: Raw -148906.717103 + Penalty 5669.127613 = -143237.589490 nChanged 4 SP:Iteration 14Q (1344.153971 sec): 3 clusters Score: Raw -148910.231330 + Penalty 5669.127613 = -143241.103717 nChanged 0 SP:Iteration 15F (1344.245165 sec): 3 clusters Score: Raw -148910.231330 + Penalty 5669.127613 = -143241.103717 nChanged 0 Score: Raw -3293525.086447 + Penalty 47218.081701 = -3246307.004746 Splitting cluster 6 changes total score from -3247336.252286 to -3246307.004746 So it's not getting split. Trying to split cluster 7 (8589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1345.648741 sec): 2 clusters Score: Raw -758228.344450 + Penalty 3356.077028 = -754872.267421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1345.777878 sec): 3 clusters Score: Raw -753967.912847 + Penalty 6712.154057 = -747255.758790 nChanged 3343 SP:Iteration 1F (1345.940354 sec): 3 clusters Score: Raw -755992.367540 + Penalty 6712.154057 = -749280.213483 nChanged 683 SP:Iteration 2F (1346.100182 sec): 3 clusters Score: Raw -756501.758083 + Penalty 6712.154057 = -749789.604026 nChanged 561 SP:Iteration 3F (1346.247920 sec): 3 clusters Score: Raw -756979.528223 + Penalty 6712.154057 = -750267.374166 nChanged 491 SP:Iteration 4F (1346.384928 sec): 3 clusters Score: Raw -757454.903780 + Penalty 6712.154057 = -750742.749723 nChanged 515 SP:Iteration 5F (1346.502464 sec): 3 clusters Score: Raw -757993.103293 + Penalty 6712.154057 = -751280.949236 nChanged 519 SP:Iteration 6F (1346.640230 sec): 3 clusters Score: Raw -758489.453583 + Penalty 6712.154057 = -751777.299526 nChanged 491 SP:Iteration 7F (1346.810847 sec): 3 clusters Score: Raw -758942.270698 + Penalty 6712.154057 = -752230.116641 nChanged 450 SP:Iteration 8F (1346.915983 sec): 3 clusters Score: Raw -759319.304572 + Penalty 6712.154057 = -752607.150515 nChanged 354 SP:Iteration 9Q (1347.053117 sec): 3 clusters Score: Raw -759558.302578 + Penalty 6712.154057 = -752846.148521 nChanged 238 SP:Iteration 10Q (1347.204503 sec): 3 clusters Score: Raw -759700.528974 + Penalty 6712.154057 = -752988.374917 nChanged 158 SP:Iteration 11Q (1347.339797 sec): 3 clusters Score: Raw -759782.170944 + Penalty 6712.154057 = -753070.016887 nChanged 127 SP:Iteration 12Q (1347.451925 sec): 3 clusters Score: Raw -759840.565871 + Penalty 6712.154057 = -753128.411814 nChanged 96 SP:Iteration 13Q (1347.642080 sec): 3 clusters Score: Raw -759879.920757 + Penalty 6712.154057 = -753167.766700 nChanged 80 SP:Iteration 14Q (1347.786779 sec): 3 clusters Score: Raw -759913.586584 + Penalty 6712.154057 = -753201.432527 nChanged 57 SP:Iteration 15Q (1347.933345 sec): 3 clusters Score: Raw -759938.084438 + Penalty 6712.154057 = -753225.930381 nChanged 49 SP:Iteration 16Q (1348.080543 sec): 3 clusters Score: Raw -759956.640858 + Penalty 6712.154057 = -753244.486801 nChanged 41 SP:Iteration 17Q (1348.200241 sec): 3 clusters Score: Raw -759969.848830 + Penalty 6712.154057 = -753257.694773 nChanged 29 SP:Iteration 18Q (1348.343831 sec): 3 clusters Score: Raw -759977.634656 + Penalty 6712.154057 = -753265.480599 nChanged 16 SP:Iteration 19Q (1348.468526 sec): 3 clusters Score: Raw -759982.637648 + Penalty 6712.154057 = -753270.483591 nChanged 9 SP:Iteration 20F (1348.610346 sec): 3 clusters Score: Raw -759984.780273 + Penalty 6712.154057 = -753272.626216 nChanged 4 SP:Iteration 21Q (1348.755402 sec): 3 clusters Score: Raw -759985.540219 + Penalty 6712.154057 = -753273.386162 nChanged 2 SP:Iteration 22Q (1348.886647 sec): 3 clusters Score: Raw -759985.929894 + Penalty 6712.154057 = -753273.775837 nChanged 1 SP:Iteration 23Q (1349.055285 sec): 3 clusters Score: Raw -759986.323846 + Penalty 6712.154057 = -753274.169789 nChanged 1 SP:Iteration 24Q (1349.175716 sec): 3 clusters Score: Raw -759986.705404 + Penalty 6712.154057 = -753274.551347 nChanged 0 SP:Iteration 25F (1349.336429 sec): 3 clusters Score: Raw -759986.705404 + Penalty 6712.154057 = -753274.551347 nChanged 0 Trying to split cluster 8 (2986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1349.413649 sec): 2 clusters Score: Raw -246412.998429 + Penalty 2964.626137 = -243448.372292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1349.509395 sec): 3 clusters Score: Raw -245369.830262 + Penalty 5929.252274 = -239440.577988 nChanged 932 SP:Iteration 1F (1349.648556 sec): 3 clusters Score: Raw -246155.297257 + Penalty 5929.252274 = -240226.044983 nChanged 223 SP:Iteration 2F (1349.758002 sec): 3 clusters Score: Raw -246402.399623 + Penalty 5929.252274 = -240473.147349 nChanged 142 SP:Iteration 3Q (1349.900316 sec): 3 clusters Score: Raw -246562.058374 + Penalty 5929.252274 = -240632.806100 nChanged 132 SP:Iteration 4Q (1350.030605 sec): 3 clusters Score: Raw -246715.656272 + Penalty 5929.252274 = -240786.403998 nChanged 135 SP:Iteration 5Q (1350.145347 sec): 3 clusters Score: Raw -246894.466275 + Penalty 5929.252274 = -240965.214001 nChanged 138 SP:Iteration 6Q (1350.259305 sec): 3 clusters Score: Raw -247076.941865 + Penalty 5929.252274 = -241147.689591 nChanged 116 SP:Iteration 7Q (1350.379620 sec): 3 clusters Score: Raw -247234.960012 + Penalty 5929.252274 = -241305.707738 nChanged 115 SP:Iteration 8Q (1350.474351 sec): 3 clusters Score: Raw -247391.751011 + Penalty 5929.252274 = -241462.498737 nChanged 121 SP:Iteration 9Q (1350.598867 sec): 3 clusters Score: Raw -247551.360702 + Penalty 5929.252274 = -241622.108428 nChanged 105 SP:Iteration 10Q (1350.714012 sec): 3 clusters Score: Raw -247686.428961 + Penalty 5929.252274 = -241757.176687 nChanged 91 SP:Iteration 11Q (1350.826890 sec): 3 clusters Score: Raw -247797.914618 + Penalty 5929.252274 = -241868.662344 nChanged 79 SP:Iteration 12Q (1350.959800 sec): 3 clusters Score: Raw -247886.694780 + Penalty 5929.252274 = -241957.442507 nChanged 60 SP:Iteration 13Q (1351.078873 sec): 3 clusters Score: Raw -247960.031936 + Penalty 5929.252274 = -242030.779662 nChanged 53 SP:Iteration 14Q (1351.203704 sec): 3 clusters Score: Raw -248027.811029 + Penalty 5929.252274 = -242098.558755 nChanged 48 SP:Iteration 15Q (1351.313676 sec): 3 clusters Score: Raw -248081.828829 + Penalty 5929.252274 = -242152.576555 nChanged 45 SP:Iteration 16Q (1351.465970 sec): 3 clusters Score: Raw -248128.501707 + Penalty 5929.252274 = -242199.249433 nChanged 40 SP:Iteration 17Q (1351.557821 sec): 3 clusters Score: Raw -248163.945007 + Penalty 5929.252274 = -242234.692733 nChanged 24 SP:Iteration 18Q (1351.680226 sec): 3 clusters Score: Raw -248189.133480 + Penalty 5929.252274 = -242259.881206 nChanged 26 SP:Iteration 19Q (1351.813948 sec): 3 clusters Score: Raw -248206.940419 + Penalty 5929.252274 = -242277.688145 nChanged 21 SP:Iteration 20F (1351.941357 sec): 3 clusters Score: Raw -248222.835866 + Penalty 5929.252274 = -242293.583592 nChanged 17 SP:Iteration 21Q (1352.039935 sec): 3 clusters Score: Raw -248237.251214 + Penalty 5929.252274 = -242307.998940 nChanged 9 SP:Iteration 22Q (1352.150833 sec): 3 clusters Score: Raw -248243.807790 + Penalty 5929.252274 = -242314.555517 nChanged 10 SP:Iteration 23Q (1352.280306 sec): 3 clusters Score: Raw -248248.979306 + Penalty 5929.252274 = -242319.727033 nChanged 4 SP:Iteration 24Q (1352.418499 sec): 3 clusters Score: Raw -248251.777812 + Penalty 5929.252274 = -242322.525538 nChanged 3 SP:Iteration 25Q (1352.526294 sec): 3 clusters Score: Raw -248254.858631 + Penalty 5929.252274 = -242325.606357 nChanged 5 SP:Iteration 26Q (1352.672429 sec): 3 clusters Score: Raw -248257.827315 + Penalty 5929.252274 = -242328.575041 nChanged 2 SP:Iteration 27Q (1352.819376 sec): 3 clusters Score: Raw -248259.099939 + Penalty 5929.252274 = -242329.847666 nChanged 3 SP:Iteration 28Q (1352.924383 sec): 3 clusters Score: Raw -248260.289153 + Penalty 5929.252274 = -242331.036879 nChanged 1 SP:Iteration 29Q (1353.076465 sec): 3 clusters Score: Raw -248261.329116 + Penalty 5929.252274 = -242332.076842 nChanged 1 SP:Iteration 30Q (1353.186988 sec): 3 clusters Score: Raw -248261.712492 + Penalty 5929.252274 = -242332.460218 nChanged 1 SP:Iteration 31Q (1353.300536 sec): 3 clusters Score: Raw -248261.932664 + Penalty 5929.252274 = -242332.680390 nChanged 1 SP:Iteration 32Q (1353.409409 sec): 3 clusters Score: Raw -248262.588737 + Penalty 5929.252274 = -242333.336463 nChanged 3 SP:Iteration 33Q (1353.516409 sec): 3 clusters Score: Raw -248263.630895 + Penalty 5929.252274 = -242334.378621 nChanged 3 SP:Iteration 34Q (1353.657366 sec): 3 clusters Score: Raw -248265.311281 + Penalty 5929.252274 = -242336.059007 nChanged 2 SP:Iteration 35Q (1353.758874 sec): 3 clusters Score: Raw -248267.369755 + Penalty 5929.252274 = -242338.117481 nChanged 0 SP:Iteration 36F (1353.887014 sec): 3 clusters Score: Raw -248267.369755 + Penalty 5929.252274 = -242338.117481 nChanged 0 Trying to split cluster 9 (2172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1353.971394 sec): 2 clusters Score: Raw -187247.816964 + Penalty 2846.701064 = -184401.115900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1354.075721 sec): 3 clusters Score: Raw -186569.830481 + Penalty 5693.402128 = -180876.428354 nChanged 632 SP:Iteration 1F (1354.190478 sec): 3 clusters Score: Raw -187136.014495 + Penalty 5693.402128 = -181442.612368 nChanged 183 SP:Iteration 2F (1354.336409 sec): 3 clusters Score: Raw -187407.690063 + Penalty 5693.402128 = -181714.287935 nChanged 117 SP:Iteration 3F (1354.456474 sec): 3 clusters Score: Raw -187586.431440 + Penalty 5693.402128 = -181893.029312 nChanged 89 SP:Iteration 4Q (1354.566885 sec): 3 clusters Score: Raw -187733.895221 + Penalty 5693.402128 = -182040.493094 nChanged 82 SP:Iteration 5Q (1354.669714 sec): 3 clusters Score: Raw -187878.535415 + Penalty 5693.402128 = -182185.133288 nChanged 85 SP:Iteration 6Q (1354.784879 sec): 3 clusters Score: Raw -188013.192486 + Penalty 5693.402128 = -182319.790359 nChanged 82 SP:Iteration 7Q (1354.918067 sec): 3 clusters Score: Raw -188176.560276 + Penalty 5693.402128 = -182483.158149 nChanged 91 SP:Iteration 8Q (1355.048844 sec): 3 clusters Score: Raw -188341.850000 + Penalty 5693.402128 = -182648.447873 nChanged 93 SP:Iteration 9Q (1355.185836 sec): 3 clusters Score: Raw -188548.540819 + Penalty 5693.402128 = -182855.138691 nChanged 89 SP:Iteration 10Q (1355.297632 sec): 3 clusters Score: Raw -188758.897900 + Penalty 5693.402128 = -183065.495773 nChanged 73 SP:Iteration 11Q (1355.406759 sec): 3 clusters Score: Raw -188964.827696 + Penalty 5693.402128 = -183271.425568 nChanged 59 SP:Iteration 12Q (1355.505298 sec): 3 clusters Score: Raw -189104.121896 + Penalty 5693.402128 = -183410.719768 nChanged 41 SP:Iteration 13Q (1355.626650 sec): 3 clusters Score: Raw -189193.491324 + Penalty 5693.402128 = -183500.089197 nChanged 34 SP:Iteration 14Q (1355.770514 sec): 3 clusters Score: Raw -189283.564749 + Penalty 5693.402128 = -183590.162621 nChanged 23 SP:Iteration 15Q (1355.890596 sec): 3 clusters Score: Raw -189338.329596 + Penalty 5693.402128 = -183644.927468 nChanged 18 SP:Iteration 16Q (1355.981209 sec): 3 clusters Score: Raw -189388.297231 + Penalty 5693.402128 = -183694.895103 nChanged 11 SP:Iteration 17Q (1356.098985 sec): 3 clusters Score: Raw -189416.094568 + Penalty 5693.402128 = -183722.692440 nChanged 8 SP:Iteration 18Q (1356.225797 sec): 3 clusters Score: Raw -189440.492401 + Penalty 5693.402128 = -183747.090273 nChanged 7 SP:Iteration 19Q (1356.343734 sec): 3 clusters Score: Raw -189455.475325 + Penalty 5693.402128 = -183762.073197 nChanged 6 SP:Iteration 20F (1356.498157 sec): 3 clusters Score: Raw -189465.888167 + Penalty 5693.402128 = -183772.486039 nChanged 2 SP:Iteration 21Q (1356.613922 sec): 3 clusters Score: Raw -189469.333502 + Penalty 5693.402128 = -183775.931374 nChanged 1 SP:Iteration 22Q (1356.733807 sec): 3 clusters Score: Raw -189473.917063 + Penalty 5693.402128 = -183780.514935 nChanged 2 SP:Iteration 23Q (1356.825486 sec): 3 clusters Score: Raw -189490.221724 + Penalty 5693.402128 = -183796.819596 nChanged 5 SP:Iteration 24Q (1356.955513 sec): 3 clusters Score: Raw -189506.940119 + Penalty 5693.402128 = -183813.537991 nChanged 3 SP:Iteration 25Q (1357.077151 sec): 3 clusters Score: Raw -189517.058797 + Penalty 5693.402128 = -183823.656670 nChanged 0 SP:Iteration 26F (1357.193941 sec): 3 clusters Score: Raw -189517.058797 + Penalty 5693.402128 = -183823.656670 nChanged 0 Trying to split cluster 10 (1558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1357.251959 sec): 2 clusters Score: Raw -89517.946153 + Penalty 2723.604123 = -86794.342030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1357.365353 sec): 3 clusters Score: Raw -89207.298981 + Penalty 5447.208246 = -83760.090736 nChanged 422 SP:Iteration 1F (1357.484660 sec): 3 clusters Score: Raw -89764.581258 + Penalty 5447.208246 = -84317.373012 nChanged 116 SP:Iteration 2F (1357.612103 sec): 3 clusters Score: Raw -90013.334306 + Penalty 5447.208246 = -84566.126060 nChanged 81 SP:Iteration 3F (1357.735366 sec): 3 clusters Score: Raw -90251.302725 + Penalty 5447.208246 = -84804.094479 nChanged 81 SP:Iteration 4F (1357.847085 sec): 3 clusters Score: Raw -90499.774097 + Penalty 5447.208246 = -85052.565851 nChanged 73 SP:Iteration 5Q (1357.957036 sec): 3 clusters Score: Raw -90675.181559 + Penalty 5447.208246 = -85227.973313 nChanged 71 SP:Iteration 6Q (1358.076792 sec): 3 clusters Score: Raw -90839.941009 + Penalty 5447.208246 = -85392.732763 nChanged 61 SP:Iteration 7Q (1358.194711 sec): 3 clusters Score: Raw -90971.439554 + Penalty 5447.208246 = -85524.231308 nChanged 38 SP:Iteration 8Q (1358.303033 sec): 3 clusters Score: Raw -91050.574800 + Penalty 5447.208246 = -85603.366554 nChanged 34 SP:Iteration 9Q (1358.413076 sec): 3 clusters Score: Raw -91169.587064 + Penalty 5447.208246 = -85722.378819 nChanged 37 SP:Iteration 10Q (1358.537748 sec): 3 clusters Score: Raw -91255.381872 + Penalty 5447.208246 = -85808.173627 nChanged 37 SP:Iteration 11Q (1358.632861 sec): 3 clusters Score: Raw -91325.679033 + Penalty 5447.208246 = -85878.470787 nChanged 14 SP:Iteration 12Q (1358.755523 sec): 3 clusters Score: Raw -91342.278488 + Penalty 5447.208246 = -85895.070242 nChanged 7 SP:Iteration 13Q (1358.870204 sec): 3 clusters Score: Raw -91348.628052 + Penalty 5447.208246 = -85901.419807 nChanged 6 SP:Iteration 14Q (1358.979377 sec): 3 clusters Score: Raw -91357.807985 + Penalty 5447.208246 = -85910.599739 nChanged 6 SP:Iteration 15Q (1359.128433 sec): 3 clusters Score: Raw -91376.910031 + Penalty 5447.208246 = -85929.701785 nChanged 5 SP:Iteration 16Q (1359.223574 sec): 3 clusters Score: Raw -91383.807847 + Penalty 5447.208246 = -85936.599601 nChanged 2 SP:Iteration 17Q (1359.362737 sec): 3 clusters Score: Raw -91384.886446 + Penalty 5447.208246 = -85937.678201 nChanged 0 SP:Iteration 18F (1359.461614 sec): 3 clusters Score: Raw -91384.886446 + Penalty 5447.208246 = -85937.678201 nChanged 0 Trying to split cluster 11 (4433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1359.557288 sec): 2 clusters Score: Raw -393481.284124 + Penalty 3111.026195 = -390370.257929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1359.683453 sec): 3 clusters Score: Raw -391568.121532 + Penalty 6222.052390 = -385346.069143 nChanged 1535 SP:Iteration 1F (1359.779169 sec): 3 clusters Score: Raw -392559.796144 + Penalty 6222.052390 = -386337.743755 nChanged 383 SP:Iteration 2F (1359.931408 sec): 3 clusters Score: Raw -392894.951255 + Penalty 6222.052390 = -386672.898866 nChanged 275 SP:Iteration 3F (1360.049797 sec): 3 clusters Score: Raw -393156.696703 + Penalty 6222.052390 = -386934.644313 nChanged 226 SP:Iteration 4F (1360.184779 sec): 3 clusters Score: Raw -393435.451275 + Penalty 6222.052390 = -387213.398885 nChanged 199 SP:Iteration 5Q (1360.306046 sec): 3 clusters Score: Raw -393695.171968 + Penalty 6222.052390 = -387473.119579 nChanged 228 SP:Iteration 6F (1360.417680 sec): 3 clusters Score: Raw -393917.542810 + Penalty 6222.052390 = -387695.490420 nChanged 199 SP:Iteration 7Q (1360.586540 sec): 3 clusters Score: Raw -394104.333701 + Penalty 6222.052390 = -387882.281311 nChanged 167 SP:Iteration 8Q (1360.714277 sec): 3 clusters Score: Raw -394244.771894 + Penalty 6222.052390 = -388022.719504 nChanged 152 SP:Iteration 9Q (1360.824771 sec): 3 clusters Score: Raw -394392.512075 + Penalty 6222.052390 = -388170.459686 nChanged 148 SP:Iteration 10Q (1360.951816 sec): 3 clusters Score: Raw -394523.655536 + Penalty 6222.052390 = -388301.603146 nChanged 126 SP:Iteration 11Q (1361.070877 sec): 3 clusters Score: Raw -394642.299168 + Penalty 6222.052390 = -388420.246778 nChanged 114 SP:Iteration 12Q (1361.202916 sec): 3 clusters Score: Raw -394734.186949 + Penalty 6222.052390 = -388512.134560 nChanged 96 SP:Iteration 13Q (1361.330016 sec): 3 clusters Score: Raw -394816.163868 + Penalty 6222.052390 = -388594.111478 nChanged 79 SP:Iteration 14Q (1361.443059 sec): 3 clusters Score: Raw -394881.765574 + Penalty 6222.052390 = -388659.713185 nChanged 66 SP:Iteration 15Q (1361.561965 sec): 3 clusters Score: Raw -394944.645902 + Penalty 6222.052390 = -388722.593512 nChanged 71 SP:Iteration 16Q (1361.693361 sec): 3 clusters Score: Raw -395001.840774 + Penalty 6222.052390 = -388779.788385 nChanged 52 SP:Iteration 17Q (1361.819221 sec): 3 clusters Score: Raw -395045.856111 + Penalty 6222.052390 = -388823.803721 nChanged 56 SP:Iteration 18Q (1361.919342 sec): 3 clusters Score: Raw -395091.773876 + Penalty 6222.052390 = -388869.721487 nChanged 47 SP:Iteration 19Q (1362.050376 sec): 3 clusters Score: Raw -395122.253483 + Penalty 6222.052390 = -388900.201093 nChanged 34 SP:Iteration 20F (1362.186370 sec): 3 clusters Score: Raw -395145.408964 + Penalty 6222.052390 = -388923.356575 nChanged 23 SP:Iteration 21Q (1362.334236 sec): 3 clusters Score: Raw -395159.419296 + Penalty 6222.052390 = -388937.366907 nChanged 20 SP:Iteration 22Q (1362.461772 sec): 3 clusters Score: Raw -395175.547970 + Penalty 6222.052390 = -388953.495580 nChanged 21 SP:Iteration 23Q (1362.584307 sec): 3 clusters Score: Raw -395190.904680 + Penalty 6222.052390 = -388968.852290 nChanged 16 SP:Iteration 24Q (1362.710943 sec): 3 clusters Score: Raw -395198.650966 + Penalty 6222.052390 = -388976.598576 nChanged 4 SP:Iteration 25Q (1362.803446 sec): 3 clusters Score: Raw -395200.304932 + Penalty 6222.052390 = -388978.252543 nChanged 7 SP:Iteration 26Q (1362.947482 sec): 3 clusters Score: Raw -395203.579314 + Penalty 6222.052390 = -388981.526924 nChanged 3 SP:Iteration 27Q (1363.056177 sec): 3 clusters Score: Raw -395205.847224 + Penalty 6222.052390 = -388983.794834 nChanged 3 SP:Iteration 28Q (1363.166224 sec): 3 clusters Score: Raw -395206.973177 + Penalty 6222.052390 = -388984.920787 nChanged 3 SP:Iteration 29Q (1363.322852 sec): 3 clusters Score: Raw -395208.413974 + Penalty 6222.052390 = -388986.361584 nChanged 4 SP:Iteration 30Q (1363.446160 sec): 3 clusters Score: Raw -395211.296849 + Penalty 6222.052390 = -388989.244459 nChanged 4 SP:Iteration 31Q (1363.570796 sec): 3 clusters Score: Raw -395212.727403 + Penalty 6222.052390 = -388990.675013 nChanged 0 SP:Iteration 32F (1363.692577 sec): 3 clusters Score: Raw -395212.727403 + Penalty 6222.052390 = -388990.675013 nChanged 0 Iteration 59Q (1364.561867 sec): 12 clusters Score: Raw -3290620.759366 + Penalty 43283.241559 = -3247337.517807 nChanged 4 Iteration 60F (1365.698924 sec): 12 clusters Score: Raw -3290621.797822 + Penalty 43283.241559 = -3247338.556263 nChanged 5 Iteration 61Q (1366.588260 sec): 12 clusters Score: Raw -3290623.481211 + Penalty 43283.241559 = -3247340.239652 nChanged 4 Iteration 62Q (1367.455866 sec): 12 clusters Score: Raw -3290624.545979 + Penalty 43283.241559 = -3247341.304420 nChanged 4 Iteration 63Q (1368.405257 sec): 12 clusters Score: Raw -3290626.036783 + Penalty 43283.241559 = -3247342.795224 nChanged 3 Iteration 64Q (1369.306822 sec): 12 clusters Score: Raw -3290626.990248 + Penalty 43283.241559 = -3247343.748689 nChanged 2 Iteration 65Q (1370.184559 sec): 12 clusters Score: Raw -3290627.935215 + Penalty 43283.241559 = -3247344.693656 nChanged 1 Iteration 66Q (1371.033548 sec): 12 clusters Score: Raw -3290628.119717 + Penalty 43283.241559 = -3247344.878158 nChanged 3 Iteration 67Q (1371.878252 sec): 12 clusters Score: Raw -3290629.664966 + Penalty 43283.241559 = -3247346.423407 nChanged 3 Iteration 68Q (1372.695124 sec): 12 clusters Score: Raw -3290630.096792 + Penalty 43283.241559 = -3247346.855233 nChanged 1 Iteration 69Q (1373.554182 sec): 12 clusters Score: Raw -3290630.545211 + Penalty 43283.241559 = -3247347.303652 nChanged 1 Iteration 70Q (1374.452551 sec): 12 clusters Score: Raw -3290631.278717 + Penalty 43283.241559 = -3247348.037158 nChanged 1 Iteration 71Q (1375.321238 sec): 12 clusters Score: Raw -3290631.993014 + Penalty 43283.241559 = -3247348.751455 nChanged 0 Iteration 72F (1376.560366 sec): 12 clusters Score: Raw -3290631.993014 + Penalty 43283.241559 = -3247348.751455 nChanged 0 Compute initial score before splitting: Score: Raw -3290631.993014 + Penalty 43283.241559 = -3247348.751455 Trying to split cluster 1 (2879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1376.662708 sec): 2 clusters Score: Raw -220672.035194 + Penalty 2951.105967 = -217720.929227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1376.778704 sec): 3 clusters Score: Raw -219623.159746 + Penalty 5902.211933 = -213720.947812 nChanged 919 SP:Iteration 1F (1376.908670 sec): 3 clusters Score: Raw -220407.362414 + Penalty 5902.211933 = -214505.150481 nChanged 263 SP:Iteration 2F (1377.006638 sec): 3 clusters Score: Raw -220698.646366 + Penalty 5902.211933 = -214796.434432 nChanged 149 SP:Iteration 3F (1377.168192 sec): 3 clusters Score: Raw -220845.384432 + Penalty 5902.211933 = -214943.172499 nChanged 107 SP:Iteration 4Q (1377.282323 sec): 3 clusters Score: Raw -220949.508284 + Penalty 5902.211933 = -215047.296350 nChanged 76 SP:Iteration 5Q (1377.431094 sec): 3 clusters Score: Raw -221020.999485 + Penalty 5902.211933 = -215118.787552 nChanged 55 SP:Iteration 6Q (1377.566464 sec): 3 clusters Score: Raw -221065.758453 + Penalty 5902.211933 = -215163.546520 nChanged 41 SP:Iteration 7Q (1377.683097 sec): 3 clusters Score: Raw -221093.973012 + Penalty 5902.211933 = -215191.761079 nChanged 37 SP:Iteration 8Q (1377.788878 sec): 3 clusters Score: Raw -221124.430197 + Penalty 5902.211933 = -215222.218264 nChanged 33 SP:Iteration 9Q (1377.927709 sec): 3 clusters Score: Raw -221148.968346 + Penalty 5902.211933 = -215246.756413 nChanged 29 SP:Iteration 10Q (1378.038075 sec): 3 clusters Score: Raw -221171.242068 + Penalty 5902.211933 = -215269.030134 nChanged 26 SP:Iteration 11Q (1378.178323 sec): 3 clusters Score: Raw -221188.985941 + Penalty 5902.211933 = -215286.774007 nChanged 22 SP:Iteration 12Q (1378.290686 sec): 3 clusters Score: Raw -221207.343136 + Penalty 5902.211933 = -215305.131203 nChanged 26 SP:Iteration 13Q (1378.449038 sec): 3 clusters Score: Raw -221226.663399 + Penalty 5902.211933 = -215324.451466 nChanged 15 SP:Iteration 14Q (1378.558245 sec): 3 clusters Score: Raw -221240.191907 + Penalty 5902.211933 = -215337.979974 nChanged 20 SP:Iteration 15Q (1378.682725 sec): 3 clusters Score: Raw -221254.992408 + Penalty 5902.211933 = -215352.780475 nChanged 21 SP:Iteration 16Q (1378.806126 sec): 3 clusters Score: Raw -221272.982229 + Penalty 5902.211933 = -215370.770295 nChanged 23 SP:Iteration 17Q (1378.917639 sec): 3 clusters Score: Raw -221291.804104 + Penalty 5902.211933 = -215389.592171 nChanged 18 SP:Iteration 18Q (1379.047587 sec): 3 clusters Score: Raw -221305.545165 + Penalty 5902.211933 = -215403.333232 nChanged 18 SP:Iteration 19Q (1379.174505 sec): 3 clusters Score: Raw -221320.743926 + Penalty 5902.211933 = -215418.531992 nChanged 20 SP:Iteration 20F (1379.270339 sec): 3 clusters Score: Raw -221335.658984 + Penalty 5902.211933 = -215433.447050 nChanged 12 SP:Iteration 21Q (1379.410281 sec): 3 clusters Score: Raw -221345.173785 + Penalty 5902.211933 = -215442.961851 nChanged 9 SP:Iteration 22Q (1379.509596 sec): 3 clusters Score: Raw -221350.598789 + Penalty 5902.211933 = -215448.386856 nChanged 13 SP:Iteration 23Q (1379.654358 sec): 3 clusters Score: Raw -221364.374336 + Penalty 5902.211933 = -215462.162403 nChanged 12 SP:Iteration 24Q (1379.783026 sec): 3 clusters Score: Raw -221374.640097 + Penalty 5902.211933 = -215472.428164 nChanged 15 SP:Iteration 25Q (1379.879655 sec): 3 clusters Score: Raw -221386.516679 + Penalty 5902.211933 = -215484.304745 nChanged 13 SP:Iteration 26Q (1380.010364 sec): 3 clusters Score: Raw -221394.782466 + Penalty 5902.211933 = -215492.570533 nChanged 7 SP:Iteration 27Q (1380.134672 sec): 3 clusters Score: Raw -221402.444707 + Penalty 5902.211933 = -215500.232773 nChanged 7 SP:Iteration 28Q (1380.252273 sec): 3 clusters Score: Raw -221408.610612 + Penalty 5902.211933 = -215506.398678 nChanged 9 SP:Iteration 29Q (1380.348067 sec): 3 clusters Score: Raw -221417.813821 + Penalty 5902.211933 = -215515.601888 nChanged 11 SP:Iteration 30Q (1380.481528 sec): 3 clusters Score: Raw -221424.721503 + Penalty 5902.211933 = -215522.509569 nChanged 8 SP:Iteration 31Q (1380.594301 sec): 3 clusters Score: Raw -221430.168755 + Penalty 5902.211933 = -215527.956822 nChanged 10 SP:Iteration 32Q (1380.697470 sec): 3 clusters Score: Raw -221438.237476 + Penalty 5902.211933 = -215536.025542 nChanged 12 SP:Iteration 33Q (1380.822022 sec): 3 clusters Score: Raw -221448.141635 + Penalty 5902.211933 = -215545.929702 nChanged 9 SP:Iteration 34Q (1380.944283 sec): 3 clusters Score: Raw -221455.329939 + Penalty 5902.211933 = -215553.118006 nChanged 8 SP:Iteration 35Q (1381.064938 sec): 3 clusters Score: Raw -221460.731029 + Penalty 5902.211933 = -215558.519095 nChanged 2 SP:Iteration 36Q (1381.179267 sec): 3 clusters Score: Raw -221462.118572 + Penalty 5902.211933 = -215559.906639 nChanged 3 SP:Iteration 37Q (1381.291471 sec): 3 clusters Score: Raw -221464.661681 + Penalty 5902.211933 = -215562.449748 nChanged 4 SP:Iteration 38Q (1381.408975 sec): 3 clusters Score: Raw -221467.408242 + Penalty 5902.211933 = -215565.196309 nChanged 1 SP:Iteration 39Q (1381.548843 sec): 3 clusters Score: Raw -221467.979424 + Penalty 5902.211933 = -215565.767491 nChanged 1 SP:Iteration 40F (1381.670065 sec): 3 clusters Score: Raw -221469.493119 + Penalty 5902.211933 = -215567.281185 nChanged 4 SP:Iteration 41Q (1381.799336 sec): 3 clusters Score: Raw -221472.122279 + Penalty 5902.211933 = -215569.910346 nChanged 2 SP:Iteration 42Q (1381.904053 sec): 3 clusters Score: Raw -221472.874551 + Penalty 5902.211933 = -215570.662617 nChanged 0 SP:Iteration 43F (1382.015215 sec): 3 clusters Score: Raw -221472.874551 + Penalty 5902.211933 = -215570.662617 nChanged 0 Trying to split cluster 2 (1314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.101433 sec): 2 clusters Score: Raw -103268.013712 + Penalty 2660.497959 = -100607.515753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.220255 sec): 3 clusters Score: Raw -103097.657775 + Penalty 5320.995918 = -97776.661856 nChanged 318 SP:Iteration 1F (1382.310541 sec): 3 clusters Score: Raw -103561.671668 + Penalty 5320.995918 = -98240.675750 nChanged 112 SP:Iteration 2F (1382.444636 sec): 3 clusters Score: Raw -103768.704708 + Penalty 5320.995918 = -98447.708789 nChanged 69 SP:Iteration 3F (1382.559852 sec): 3 clusters Score: Raw -103945.131240 + Penalty 5320.995918 = -98624.135322 nChanged 55 SP:Iteration 4Q (1382.655019 sec): 3 clusters Score: Raw -104058.122523 + Penalty 5320.995918 = -98737.126604 nChanged 43 SP:Iteration 5Q (1382.767947 sec): 3 clusters Score: Raw -104154.992245 + Penalty 5320.995918 = -98833.996327 nChanged 40 SP:Iteration 6Q (1382.872418 sec): 3 clusters Score: Raw -104254.515455 + Penalty 5320.995918 = -98933.519536 nChanged 32 SP:Iteration 7Q (1383.008250 sec): 3 clusters Score: Raw -104338.396512 + Penalty 5320.995918 = -99017.400594 nChanged 33 SP:Iteration 8Q (1383.127581 sec): 3 clusters Score: Raw -104399.405702 + Penalty 5320.995918 = -99078.409784 nChanged 24 SP:Iteration 9Q (1383.210114 sec): 3 clusters Score: Raw -104441.522223 + Penalty 5320.995918 = -99120.526305 nChanged 21 SP:Iteration 10Q (1383.337742 sec): 3 clusters Score: Raw -104479.921309 + Penalty 5320.995918 = -99158.925390 nChanged 16 SP:Iteration 11Q (1383.464031 sec): 3 clusters Score: Raw -104514.575795 + Penalty 5320.995918 = -99193.579876 nChanged 14 SP:Iteration 12Q (1383.582202 sec): 3 clusters Score: Raw -104536.242835 + Penalty 5320.995918 = -99215.246916 nChanged 10 SP:Iteration 13Q (1383.678785 sec): 3 clusters Score: Raw -104555.452457 + Penalty 5320.995918 = -99234.456539 nChanged 12 SP:Iteration 14Q (1383.805434 sec): 3 clusters Score: Raw -104594.432587 + Penalty 5320.995918 = -99273.436668 nChanged 22 SP:Iteration 15Q (1383.942144 sec): 3 clusters Score: Raw -104650.009076 + Penalty 5320.995918 = -99329.013158 nChanged 16 SP:Iteration 16Q (1384.042139 sec): 3 clusters Score: Raw -104682.149029 + Penalty 5320.995918 = -99361.153111 nChanged 14 SP:Iteration 17Q (1384.162988 sec): 3 clusters Score: Raw -104718.313819 + Penalty 5320.995918 = -99397.317901 nChanged 10 SP:Iteration 18Q (1384.269943 sec): 3 clusters Score: Raw -104736.675889 + Penalty 5320.995918 = -99415.679970 nChanged 10 SP:Iteration 19Q (1384.393891 sec): 3 clusters Score: Raw -104764.683470 + Penalty 5320.995918 = -99443.687552 nChanged 5 SP:Iteration 20F (1384.507669 sec): 3 clusters Score: Raw -104773.602866 + Penalty 5320.995918 = -99452.606947 nChanged 4 SP:Iteration 21Q (1384.625108 sec): 3 clusters Score: Raw -104783.939243 + Penalty 5320.995918 = -99462.943324 nChanged 6 SP:Iteration 22Q (1384.746784 sec): 3 clusters Score: Raw -104805.432913 + Penalty 5320.995918 = -99484.436994 nChanged 8 SP:Iteration 23Q (1384.856841 sec): 3 clusters Score: Raw -104818.681511 + Penalty 5320.995918 = -99497.685593 nChanged 3 SP:Iteration 24Q (1384.971142 sec): 3 clusters Score: Raw -104825.815813 + Penalty 5320.995918 = -99504.819894 nChanged 2 SP:Iteration 25Q (1385.113745 sec): 3 clusters Score: Raw -104830.071928 + Penalty 5320.995918 = -99509.076010 nChanged 0 SP:Iteration 26F (1385.210760 sec): 3 clusters Score: Raw -104830.071928 + Penalty 5320.995918 = -99509.076010 nChanged 0 Trying to split cluster 3 (4565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1385.298061 sec): 2 clusters Score: Raw -323006.899415 + Penalty 3121.897390 = -319885.002025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1385.439068 sec): 3 clusters Score: Raw -321069.560879 + Penalty 6243.794781 = -314825.766099 nChanged 1611 SP:Iteration 1F (1385.576318 sec): 3 clusters Score: Raw -322514.043222 + Penalty 6243.794781 = -316270.248441 nChanged 514 SP:Iteration 2F (1385.753445 sec): 3 clusters Score: Raw -323249.291711 + Penalty 6243.794781 = -317005.496930 nChanged 362 SP:Iteration 3F (1385.868958 sec): 3 clusters Score: Raw -323767.990384 + Penalty 6243.794781 = -317524.195603 nChanged 294 SP:Iteration 4F (1386.008157 sec): 3 clusters Score: Raw -324154.985326 + Penalty 6243.794781 = -317911.190545 nChanged 241 SP:Iteration 5F (1386.146044 sec): 3 clusters Score: Raw -324482.091941 + Penalty 6243.794781 = -318238.297161 nChanged 195 SP:Iteration 6Q (1386.244877 sec): 3 clusters Score: Raw -324753.948060 + Penalty 6243.794781 = -318510.153279 nChanged 193 SP:Iteration 7Q (1386.393278 sec): 3 clusters Score: Raw -325001.996739 + Penalty 6243.794781 = -318758.201958 nChanged 175 SP:Iteration 8Q (1386.494699 sec): 3 clusters Score: Raw -325242.432861 + Penalty 6243.794781 = -318998.638080 nChanged 154 SP:Iteration 9Q (1386.648039 sec): 3 clusters Score: Raw -325452.775590 + Penalty 6243.794781 = -319208.980809 nChanged 134 SP:Iteration 10Q (1386.742382 sec): 3 clusters Score: Raw -325599.726393 + Penalty 6243.794781 = -319355.931613 nChanged 114 SP:Iteration 11Q (1386.879200 sec): 3 clusters Score: Raw -325723.294457 + Penalty 6243.794781 = -319479.499676 nChanged 90 SP:Iteration 12Q (1387.012466 sec): 3 clusters Score: Raw -325835.198636 + Penalty 6243.794781 = -319591.403855 nChanged 75 SP:Iteration 13Q (1387.140884 sec): 3 clusters Score: Raw -325904.483493 + Penalty 6243.794781 = -319660.688712 nChanged 52 SP:Iteration 14Q (1387.268034 sec): 3 clusters Score: Raw -325943.725685 + Penalty 6243.794781 = -319699.930904 nChanged 32 SP:Iteration 15Q (1387.362854 sec): 3 clusters Score: Raw -325966.196525 + Penalty 6243.794781 = -319722.401744 nChanged 24 SP:Iteration 16Q (1387.484924 sec): 3 clusters Score: Raw -325980.526606 + Penalty 6243.794781 = -319736.731825 nChanged 26 SP:Iteration 17Q (1387.610589 sec): 3 clusters Score: Raw -325993.527359 + Penalty 6243.794781 = -319749.732578 nChanged 14 SP:Iteration 18Q (1387.734683 sec): 3 clusters Score: Raw -326002.505005 + Penalty 6243.794781 = -319758.710225 nChanged 13 SP:Iteration 19Q (1387.871014 sec): 3 clusters Score: Raw -326008.788759 + Penalty 6243.794781 = -319764.993978 nChanged 14 SP:Iteration 20F (1387.996530 sec): 3 clusters Score: Raw -326016.485518 + Penalty 6243.794781 = -319772.690738 nChanged 9 SP:Iteration 21Q (1388.108357 sec): 3 clusters Score: Raw -326020.757804 + Penalty 6243.794781 = -319776.963024 nChanged 5 SP:Iteration 22Q (1388.273651 sec): 3 clusters Score: Raw -326022.666939 + Penalty 6243.794781 = -319778.872158 nChanged 2 SP:Iteration 23Q (1388.382779 sec): 3 clusters Score: Raw -326023.085349 + Penalty 6243.794781 = -319779.290568 nChanged 2 SP:Iteration 24Q (1388.507423 sec): 3 clusters Score: Raw -326023.574154 + Penalty 6243.794781 = -319779.779373 nChanged 0 SP:Iteration 25F (1388.647054 sec): 3 clusters Score: Raw -326023.574154 + Penalty 6243.794781 = -319779.779373 nChanged 0 Trying to split cluster 4 (4444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1388.711963 sec): 2 clusters Score: Raw -366002.213404 + Penalty 3111.944411 = -362890.268993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1388.837267 sec): 3 clusters Score: Raw -364125.835095 + Penalty 6223.888822 = -357901.946274 nChanged 1541 SP:Iteration 1F (1388.965870 sec): 3 clusters Score: Raw -365213.257563 + Penalty 6223.888822 = -358989.368742 nChanged 417 SP:Iteration 2F (1389.103232 sec): 3 clusters Score: Raw -365649.813393 + Penalty 6223.888822 = -359425.924571 nChanged 310 SP:Iteration 3F (1389.242111 sec): 3 clusters Score: Raw -366022.965206 + Penalty 6223.888822 = -359799.076384 nChanged 280 SP:Iteration 4F (1389.345358 sec): 3 clusters Score: Raw -366354.423297 + Penalty 6223.888822 = -360130.534475 nChanged 255 SP:Iteration 5F (1389.473035 sec): 3 clusters Score: Raw -366717.500251 + Penalty 6223.888822 = -360493.611430 nChanged 235 SP:Iteration 6F (1389.610965 sec): 3 clusters Score: Raw -367028.596245 + Penalty 6223.888822 = -360804.707423 nChanged 198 SP:Iteration 7Q (1389.744860 sec): 3 clusters Score: Raw -367270.221500 + Penalty 6223.888822 = -361046.332678 nChanged 154 SP:Iteration 8Q (1389.872414 sec): 3 clusters Score: Raw -367419.648806 + Penalty 6223.888822 = -361195.759985 nChanged 116 SP:Iteration 9Q (1390.021271 sec): 3 clusters Score: Raw -367515.542534 + Penalty 6223.888822 = -361291.653713 nChanged 83 SP:Iteration 10Q (1390.145682 sec): 3 clusters Score: Raw -367578.302571 + Penalty 6223.888822 = -361354.413749 nChanged 53 SP:Iteration 11Q (1390.244461 sec): 3 clusters Score: Raw -367616.738368 + Penalty 6223.888822 = -361392.849546 nChanged 50 SP:Iteration 12Q (1390.378321 sec): 3 clusters Score: Raw -367658.131757 + Penalty 6223.888822 = -361434.242935 nChanged 53 SP:Iteration 13Q (1390.524659 sec): 3 clusters Score: Raw -367706.992467 + Penalty 6223.888822 = -361483.103646 nChanged 55 SP:Iteration 14Q (1390.628374 sec): 3 clusters Score: Raw -367747.754445 + Penalty 6223.888822 = -361523.865624 nChanged 37 SP:Iteration 15Q (1390.744892 sec): 3 clusters Score: Raw -367769.230123 + Penalty 6223.888822 = -361545.341301 nChanged 29 SP:Iteration 16Q (1390.900925 sec): 3 clusters Score: Raw -367787.206723 + Penalty 6223.888822 = -361563.317902 nChanged 25 SP:Iteration 17Q (1391.017842 sec): 3 clusters Score: Raw -367802.885856 + Penalty 6223.888822 = -361578.997034 nChanged 25 SP:Iteration 18Q (1391.150639 sec): 3 clusters Score: Raw -367814.933296 + Penalty 6223.888822 = -361591.044474 nChanged 18 SP:Iteration 19Q (1391.276119 sec): 3 clusters Score: Raw -367826.319544 + Penalty 6223.888822 = -361602.430723 nChanged 13 SP:Iteration 20F (1391.408361 sec): 3 clusters Score: Raw -367833.902983 + Penalty 6223.888822 = -361610.014162 nChanged 5 SP:Iteration 21Q (1391.513122 sec): 3 clusters Score: Raw -367835.791642 + Penalty 6223.888822 = -361611.902820 nChanged 3 SP:Iteration 22Q (1391.654715 sec): 3 clusters Score: Raw -367837.488620 + Penalty 6223.888822 = -361613.599799 nChanged 2 SP:Iteration 23Q (1391.798479 sec): 3 clusters Score: Raw -367837.859333 + Penalty 6223.888822 = -361613.970512 nChanged 2 SP:Iteration 24Q (1391.902917 sec): 3 clusters Score: Raw -367838.621775 + Penalty 6223.888822 = -361614.732954 nChanged 2 SP:Iteration 25Q (1392.038341 sec): 3 clusters Score: Raw -367839.085445 + Penalty 6223.888822 = -361615.196623 nChanged 0 SP:Iteration 26F (1392.186643 sec): 3 clusters Score: Raw -367839.085445 + Penalty 6223.888822 = -361615.196623 nChanged 0 Trying to split cluster 5 (5912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1392.257360 sec): 2 clusters Score: Raw -548912.036218 + Penalty 3217.695971 = -545694.340248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1392.391972 sec): 3 clusters Score: Raw -546279.474743 + Penalty 6435.391942 = -539844.082802 nChanged 2150 SP:Iteration 1F (1392.510567 sec): 3 clusters Score: Raw -547560.096121 + Penalty 6435.391942 = -541124.704180 nChanged 455 SP:Iteration 2F (1392.616526 sec): 3 clusters Score: Raw -547884.051245 + Penalty 6435.391942 = -541448.659303 nChanged 307 SP:Iteration 3F (1392.767682 sec): 3 clusters Score: Raw -548113.232365 + Penalty 6435.391942 = -541677.840423 nChanged 254 SP:Iteration 4Q (1392.896811 sec): 3 clusters Score: Raw -548307.808399 + Penalty 6435.391942 = -541872.416457 nChanged 256 SP:Iteration 5Q (1393.032086 sec): 3 clusters Score: Raw -548508.719665 + Penalty 6435.391942 = -542073.327723 nChanged 227 SP:Iteration 6Q (1393.174673 sec): 3 clusters Score: Raw -548675.994363 + Penalty 6435.391942 = -542240.602421 nChanged 202 SP:Iteration 7Q (1393.286838 sec): 3 clusters Score: Raw -548818.646917 + Penalty 6435.391942 = -542383.254975 nChanged 182 SP:Iteration 8Q (1393.436489 sec): 3 clusters Score: Raw -548934.653043 + Penalty 6435.391942 = -542499.261101 nChanged 155 SP:Iteration 9Q (1393.547906 sec): 3 clusters Score: Raw -549043.958239 + Penalty 6435.391942 = -542608.566297 nChanged 148 SP:Iteration 10Q (1393.675201 sec): 3 clusters Score: Raw -549144.446432 + Penalty 6435.391942 = -542709.054490 nChanged 120 SP:Iteration 11Q (1393.803721 sec): 3 clusters Score: Raw -549218.287892 + Penalty 6435.391942 = -542782.895950 nChanged 110 SP:Iteration 12Q (1393.947095 sec): 3 clusters Score: Raw -549279.652198 + Penalty 6435.391942 = -542844.260256 nChanged 90 SP:Iteration 13Q (1394.083491 sec): 3 clusters Score: Raw -549333.433630 + Penalty 6435.391942 = -542898.041688 nChanged 78 SP:Iteration 14Q (1394.195641 sec): 3 clusters Score: Raw -549373.441375 + Penalty 6435.391942 = -542938.049433 nChanged 60 SP:Iteration 15Q (1394.317507 sec): 3 clusters Score: Raw -549401.243524 + Penalty 6435.391942 = -542965.851583 nChanged 53 SP:Iteration 16Q (1394.467098 sec): 3 clusters Score: Raw -549428.231053 + Penalty 6435.391942 = -542992.839111 nChanged 46 SP:Iteration 17Q (1394.604835 sec): 3 clusters Score: Raw -549452.333922 + Penalty 6435.391942 = -543016.941980 nChanged 44 SP:Iteration 18Q (1394.734602 sec): 3 clusters Score: Raw -549472.608632 + Penalty 6435.391942 = -543037.216690 nChanged 38 SP:Iteration 19Q (1394.857040 sec): 3 clusters Score: Raw -549491.156383 + Penalty 6435.391942 = -543055.764441 nChanged 32 SP:Iteration 20F (1394.984441 sec): 3 clusters Score: Raw -549504.010079 + Penalty 6435.391942 = -543068.618137 nChanged 20 SP:Iteration 21Q (1395.135240 sec): 3 clusters Score: Raw -549512.574789 + Penalty 6435.391942 = -543077.182847 nChanged 14 SP:Iteration 22Q (1395.239937 sec): 3 clusters Score: Raw -549519.091974 + Penalty 6435.391942 = -543083.700033 nChanged 14 SP:Iteration 23Q (1395.383566 sec): 3 clusters Score: Raw -549525.081821 + Penalty 6435.391942 = -543089.689879 nChanged 14 SP:Iteration 24Q (1395.473248 sec): 3 clusters Score: Raw -549530.652456 + Penalty 6435.391942 = -543095.260514 nChanged 15 SP:Iteration 25Q (1395.605460 sec): 3 clusters Score: Raw -549537.211459 + Penalty 6435.391942 = -543101.819517 nChanged 14 SP:Iteration 26Q (1395.706008 sec): 3 clusters Score: Raw -549542.400961 + Penalty 6435.391942 = -543107.009019 nChanged 15 SP:Iteration 27Q (1395.826625 sec): 3 clusters Score: Raw -549550.088130 + Penalty 6435.391942 = -543114.696189 nChanged 10 SP:Iteration 28Q (1395.955105 sec): 3 clusters Score: Raw -549554.719843 + Penalty 6435.391942 = -543119.327901 nChanged 9 SP:Iteration 29Q (1396.105896 sec): 3 clusters Score: Raw -549559.454445 + Penalty 6435.391942 = -543124.062503 nChanged 10 SP:Iteration 30Q (1396.241558 sec): 3 clusters Score: Raw -549563.321958 + Penalty 6435.391942 = -543127.930016 nChanged 7 SP:Iteration 31Q (1396.355653 sec): 3 clusters Score: Raw -549565.757780 + Penalty 6435.391942 = -543130.365838 nChanged 6 SP:Iteration 32Q (1396.491412 sec): 3 clusters Score: Raw -549568.653684 + Penalty 6435.391942 = -543133.261742 nChanged 4 SP:Iteration 33Q (1396.613180 sec): 3 clusters Score: Raw -549570.824329 + Penalty 6435.391942 = -543135.432388 nChanged 4 SP:Iteration 34Q (1396.709586 sec): 3 clusters Score: Raw -549571.912767 + Penalty 6435.391942 = -543136.520825 nChanged 1 SP:Iteration 35Q (1396.836084 sec): 3 clusters Score: Raw -549572.116982 + Penalty 6435.391942 = -543136.725040 nChanged 1 SP:Iteration 36Q (1396.981929 sec): 3 clusters Score: Raw -549572.492083 + Penalty 6435.391942 = -543137.100142 nChanged 1 SP:Iteration 37Q (1397.116846 sec): 3 clusters Score: Raw -549572.627544 + Penalty 6435.391942 = -543137.235602 nChanged 0 SP:Iteration 38F (1397.222296 sec): 3 clusters Score: Raw -549572.627544 + Penalty 6435.391942 = -543137.235602 nChanged 0 Trying to split cluster 6 (2104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1397.311884 sec): 2 clusters Score: Raw -146174.995501 + Penalty 2834.916160 = -143340.079341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1397.429359 sec): 3 clusters Score: Raw -145679.185096 + Penalty 5669.832320 = -140009.352776 nChanged 598 SP:Iteration 1F (1397.554396 sec): 3 clusters Score: Raw -146398.558725 + Penalty 5669.832320 = -140728.726405 nChanged 195 SP:Iteration 2F (1397.646814 sec): 3 clusters Score: Raw -146768.631643 + Penalty 5669.832320 = -141098.799322 nChanged 136 SP:Iteration 3F (1397.760800 sec): 3 clusters Score: Raw -147110.541206 + Penalty 5669.832320 = -141440.708886 nChanged 115 SP:Iteration 4F (1397.884786 sec): 3 clusters Score: Raw -147397.485797 + Penalty 5669.832320 = -141727.653477 nChanged 110 SP:Iteration 5F (1397.966810 sec): 3 clusters Score: Raw -147688.315644 + Penalty 5669.832320 = -142018.483324 nChanged 95 SP:Iteration 6Q (1398.092769 sec): 3 clusters Score: Raw -147897.449780 + Penalty 5669.832320 = -142227.617460 nChanged 78 SP:Iteration 7Q (1398.200836 sec): 3 clusters Score: Raw -148096.390739 + Penalty 5669.832320 = -142426.558419 nChanged 82 SP:Iteration 8Q (1398.299696 sec): 3 clusters Score: Raw -148313.445740 + Penalty 5669.832320 = -142643.613420 nChanged 81 SP:Iteration 9Q (1398.405211 sec): 3 clusters Score: Raw -148548.988237 + Penalty 5669.832320 = -142879.155917 nChanged 71 SP:Iteration 10Q (1398.532923 sec): 3 clusters Score: Raw -148765.724358 + Penalty 5669.832320 = -143095.892038 nChanged 52 SP:Iteration 11Q (1398.660753 sec): 3 clusters Score: Raw -148891.841959 + Penalty 5669.832320 = -143222.009639 nChanged 22 SP:Iteration 12Q (1398.753065 sec): 3 clusters Score: Raw -148956.678467 + Penalty 5669.832320 = -143286.846147 nChanged 14 SP:Iteration 13Q (1398.901207 sec): 3 clusters Score: Raw -148987.034773 + Penalty 5669.832320 = -143317.202452 nChanged 11 SP:Iteration 14Q (1399.004046 sec): 3 clusters Score: Raw -149006.917065 + Penalty 5669.832320 = -143337.084745 nChanged 13 SP:Iteration 15Q (1399.119364 sec): 3 clusters Score: Raw -149031.095780 + Penalty 5669.832320 = -143361.263460 nChanged 14 SP:Iteration 16Q (1399.236901 sec): 3 clusters Score: Raw -149052.730853 + Penalty 5669.832320 = -143382.898532 nChanged 8 SP:Iteration 17Q (1399.356380 sec): 3 clusters Score: Raw -149063.099644 + Penalty 5669.832320 = -143393.267324 nChanged 4 SP:Iteration 18Q (1399.481866 sec): 3 clusters Score: Raw -149067.209203 + Penalty 5669.832320 = -143397.376883 nChanged 4 SP:Iteration 19Q (1399.589545 sec): 3 clusters Score: Raw -149072.008827 + Penalty 5669.832320 = -143402.176507 nChanged 4 SP:Iteration 20F (1399.682623 sec): 3 clusters Score: Raw -149075.580994 + Penalty 5669.832320 = -143405.748674 nChanged 2 SP:Iteration 21Q (1399.827836 sec): 3 clusters Score: Raw -149078.547788 + Penalty 5669.832320 = -143408.715468 nChanged 2 SP:Iteration 22Q (1399.926727 sec): 3 clusters Score: Raw -149081.709578 + Penalty 5669.832320 = -143411.877257 nChanged 3 SP:Iteration 23Q (1400.046033 sec): 3 clusters Score: Raw -149085.865250 + Penalty 5669.832320 = -143416.032929 nChanged 2 SP:Iteration 24Q (1400.166977 sec): 3 clusters Score: Raw -149087.707116 + Penalty 5669.832320 = -143417.874796 nChanged 1 SP:Iteration 25Q (1400.280942 sec): 3 clusters Score: Raw -149088.196149 + Penalty 5669.832320 = -143418.363828 nChanged 0 SP:Iteration 26F (1400.382459 sec): 3 clusters Score: Raw -149088.196149 + Penalty 5669.832320 = -143418.363828 nChanged 0 Score: Raw -3293545.193662 + Penalty 47218.081701 = -3246327.111961 Splitting cluster 6 changes total score from -3247348.751455 to -3246327.111961 So it's not getting split. Trying to split cluster 7 (8586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1401.717192 sec): 2 clusters Score: Raw -757962.565589 + Penalty 3355.947596 = -754606.617993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1401.824755 sec): 3 clusters Score: Raw -753750.811113 + Penalty 6711.895192 = -747038.915921 nChanged 3344 SP:Iteration 1F (1401.981918 sec): 3 clusters Score: Raw -755727.777392 + Penalty 6711.895192 = -749015.882200 nChanged 636 SP:Iteration 2F (1402.088752 sec): 3 clusters Score: Raw -756130.013719 + Penalty 6711.895192 = -749418.118527 nChanged 490 SP:Iteration 3F (1402.226000 sec): 3 clusters Score: Raw -756427.177174 + Penalty 6711.895192 = -749715.281982 nChanged 380 SP:Iteration 4Q (1402.384684 sec): 3 clusters Score: Raw -756630.874250 + Penalty 6711.895192 = -749918.979057 nChanged 310 SP:Iteration 5Q (1402.487498 sec): 3 clusters Score: Raw -756797.931367 + Penalty 6711.895192 = -750086.036175 nChanged 273 SP:Iteration 6Q (1402.655184 sec): 3 clusters Score: Raw -756944.488729 + Penalty 6711.895192 = -750232.593537 nChanged 240 SP:Iteration 7Q (1402.789745 sec): 3 clusters Score: Raw -757088.548835 + Penalty 6711.895192 = -750376.653642 nChanged 246 SP:Iteration 8Q (1402.927020 sec): 3 clusters Score: Raw -757231.548095 + Penalty 6711.895192 = -750519.652902 nChanged 242 SP:Iteration 9Q (1403.054670 sec): 3 clusters Score: Raw -757381.913319 + Penalty 6711.895192 = -750670.018126 nChanged 276 SP:Iteration 10Q (1403.186206 sec): 3 clusters Score: Raw -757565.521983 + Penalty 6711.895192 = -750853.626790 nChanged 283 SP:Iteration 11Q (1403.327022 sec): 3 clusters Score: Raw -757752.935651 + Penalty 6711.895192 = -751041.040459 nChanged 298 SP:Iteration 12Q (1403.468420 sec): 3 clusters Score: Raw -757957.272743 + Penalty 6711.895192 = -751245.377551 nChanged 292 SP:Iteration 13Q (1403.615179 sec): 3 clusters Score: Raw -758160.374216 + Penalty 6711.895192 = -751448.479024 nChanged 286 SP:Iteration 14Q (1403.751225 sec): 3 clusters Score: Raw -758366.058806 + Penalty 6711.895192 = -751654.163613 nChanged 266 SP:Iteration 15Q (1403.895232 sec): 3 clusters Score: Raw -758547.940288 + Penalty 6711.895192 = -751836.045095 nChanged 240 SP:Iteration 16Q (1404.029299 sec): 3 clusters Score: Raw -758707.139089 + Penalty 6711.895192 = -751995.243896 nChanged 236 SP:Iteration 17Q (1404.170136 sec): 3 clusters Score: Raw -758855.510024 + Penalty 6711.895192 = -752143.614831 nChanged 192 SP:Iteration 18Q (1404.280443 sec): 3 clusters Score: Raw -758978.620981 + Penalty 6711.895192 = -752266.725789 nChanged 190 SP:Iteration 19Q (1404.435632 sec): 3 clusters Score: Raw -759081.213243 + Penalty 6711.895192 = -752369.318050 nChanged 151 SP:Iteration 20F (1404.563683 sec): 3 clusters Score: Raw -759165.498231 + Penalty 6711.895192 = -752453.603039 nChanged 122 SP:Iteration 21Q (1404.737881 sec): 3 clusters Score: Raw -759232.163179 + Penalty 6711.895192 = -752520.267986 nChanged 117 SP:Iteration 22Q (1404.867251 sec): 3 clusters Score: Raw -759291.055511 + Penalty 6711.895192 = -752579.160319 nChanged 76 SP:Iteration 23Q (1404.987002 sec): 3 clusters Score: Raw -759320.411084 + Penalty 6711.895192 = -752608.515891 nChanged 49 SP:Iteration 24Q (1405.134582 sec): 3 clusters Score: Raw -759337.479757 + Penalty 6711.895192 = -752625.584565 nChanged 35 SP:Iteration 25Q (1405.259945 sec): 3 clusters Score: Raw -759347.464701 + Penalty 6711.895192 = -752635.569509 nChanged 29 SP:Iteration 26Q (1405.397587 sec): 3 clusters Score: Raw -759357.889259 + Penalty 6711.895192 = -752645.994067 nChanged 31 SP:Iteration 27Q (1405.544587 sec): 3 clusters Score: Raw -759366.649411 + Penalty 6711.895192 = -752654.754219 nChanged 25 SP:Iteration 28Q (1405.677599 sec): 3 clusters Score: Raw -759374.184970 + Penalty 6711.895192 = -752662.289778 nChanged 24 SP:Iteration 29Q (1405.804042 sec): 3 clusters Score: Raw -759382.262519 + Penalty 6711.895192 = -752670.367327 nChanged 22 SP:Iteration 30Q (1405.953877 sec): 3 clusters Score: Raw -759388.621108 + Penalty 6711.895192 = -752676.725916 nChanged 13 SP:Iteration 31Q (1406.084653 sec): 3 clusters Score: Raw -759391.578600 + Penalty 6711.895192 = -752679.683408 nChanged 13 SP:Iteration 32Q (1406.209346 sec): 3 clusters Score: Raw -759395.665831 + Penalty 6711.895192 = -752683.770638 nChanged 11 SP:Iteration 33Q (1406.366539 sec): 3 clusters Score: Raw -759398.621724 + Penalty 6711.895192 = -752686.726532 nChanged 10 SP:Iteration 34Q (1406.492103 sec): 3 clusters Score: Raw -759401.388653 + Penalty 6711.895192 = -752689.493460 nChanged 13 SP:Iteration 35Q (1406.631588 sec): 3 clusters Score: Raw -759405.036057 + Penalty 6711.895192 = -752693.140864 nChanged 17 SP:Iteration 36Q (1406.782930 sec): 3 clusters Score: Raw -759409.647350 + Penalty 6711.895192 = -752697.752158 nChanged 13 SP:Iteration 37Q (1406.900420 sec): 3 clusters Score: Raw -759413.297292 + Penalty 6711.895192 = -752701.402100 nChanged 11 SP:Iteration 38Q (1407.067282 sec): 3 clusters Score: Raw -759416.975168 + Penalty 6711.895192 = -752705.079975 nChanged 12 SP:Iteration 39Q (1407.203112 sec): 3 clusters Score: Raw -759419.783108 + Penalty 6711.895192 = -752707.887916 nChanged 14 SP:Iteration 40F (1407.331271 sec): 3 clusters Score: Raw -759423.802489 + Penalty 6711.895192 = -752711.907297 nChanged 11 SP:Iteration 41Q (1407.458331 sec): 3 clusters Score: Raw -759427.987785 + Penalty 6711.895192 = -752716.092593 nChanged 14 SP:Iteration 42Q (1407.605968 sec): 3 clusters Score: Raw -759433.295890 + Penalty 6711.895192 = -752721.400698 nChanged 13 SP:Iteration 43Q (1407.751005 sec): 3 clusters Score: Raw -759437.592901 + Penalty 6711.895192 = -752725.697709 nChanged 11 SP:Iteration 44Q (1407.874530 sec): 3 clusters Score: Raw -759440.853490 + Penalty 6711.895192 = -752728.958298 nChanged 13 SP:Iteration 45Q (1407.997075 sec): 3 clusters Score: Raw -759444.745077 + Penalty 6711.895192 = -752732.849885 nChanged 13 SP:Iteration 46Q (1408.129679 sec): 3 clusters Score: Raw -759448.355787 + Penalty 6711.895192 = -752736.460595 nChanged 14 SP:Iteration 47Q (1408.288272 sec): 3 clusters Score: Raw -759453.042827 + Penalty 6711.895192 = -752741.147635 nChanged 9 SP:Iteration 48Q (1408.421911 sec): 3 clusters Score: Raw -759455.955106 + Penalty 6711.895192 = -752744.059914 nChanged 10 SP:Iteration 49Q (1408.560737 sec): 3 clusters Score: Raw -759459.029199 + Penalty 6711.895192 = -752747.134007 nChanged 7 SP:Iteration 50Q (1408.675998 sec): 3 clusters Score: Raw -759460.705894 + Penalty 6711.895192 = -752748.810701 nChanged 4 SP:Iteration 51Q (1408.817748 sec): 3 clusters Score: Raw -759462.016034 + Penalty 6711.895192 = -752750.120842 nChanged 2 SP:Iteration 52Q (1408.962152 sec): 3 clusters Score: Raw -759462.414352 + Penalty 6711.895192 = -752750.519160 nChanged 1 SP:Iteration 53Q (1409.121674 sec): 3 clusters Score: Raw -759462.636108 + Penalty 6711.895192 = -752750.740916 nChanged 3 SP:Iteration 54Q (1409.257043 sec): 3 clusters Score: Raw -759463.332161 + Penalty 6711.895192 = -752751.436969 nChanged 3 SP:Iteration 55Q (1409.378478 sec): 3 clusters Score: Raw -759463.934881 + Penalty 6711.895192 = -752752.039689 nChanged 2 SP:Iteration 56Q (1409.538248 sec): 3 clusters Score: Raw -759464.260010 + Penalty 6711.895192 = -752752.364817 nChanged 0 SP:Iteration 57F (1409.659253 sec): 3 clusters Score: Raw -759464.260010 + Penalty 6711.895192 = -752752.364817 nChanged 0 Trying to split cluster 8 (2981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1409.742889 sec): 2 clusters Score: Raw -246041.436025 + Penalty 2964.005222 = -243077.430804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1409.864889 sec): 3 clusters Score: Raw -244956.864330 + Penalty 5928.010443 = -239028.853887 nChanged 998 SP:Iteration 1F (1409.959329 sec): 3 clusters Score: Raw -245676.047080 + Penalty 5928.010443 = -239748.036636 nChanged 217 SP:Iteration 2F (1410.092020 sec): 3 clusters Score: Raw -245882.673520 + Penalty 5928.010443 = -239954.663076 nChanged 139 SP:Iteration 3Q (1410.219208 sec): 3 clusters Score: Raw -246026.042704 + Penalty 5928.010443 = -240098.032261 nChanged 122 SP:Iteration 4Q (1410.343377 sec): 3 clusters Score: Raw -246144.022691 + Penalty 5928.010443 = -240216.012247 nChanged 93 SP:Iteration 5Q (1410.465979 sec): 3 clusters Score: Raw -246242.112147 + Penalty 5928.010443 = -240314.101703 nChanged 99 SP:Iteration 6Q (1410.586375 sec): 3 clusters Score: Raw -246351.016624 + Penalty 5928.010443 = -240423.006181 nChanged 94 SP:Iteration 7Q (1410.711907 sec): 3 clusters Score: Raw -246453.532936 + Penalty 5928.010443 = -240525.522493 nChanged 95 SP:Iteration 8Q (1410.829965 sec): 3 clusters Score: Raw -246548.640159 + Penalty 5928.010443 = -240620.629715 nChanged 67 SP:Iteration 9Q (1410.926934 sec): 3 clusters Score: Raw -246627.178324 + Penalty 5928.010443 = -240699.167881 nChanged 73 SP:Iteration 10Q (1411.071064 sec): 3 clusters Score: Raw -246709.015528 + Penalty 5928.010443 = -240781.005085 nChanged 81 SP:Iteration 11Q (1411.194920 sec): 3 clusters Score: Raw -246818.443022 + Penalty 5928.010443 = -240890.432579 nChanged 78 SP:Iteration 12Q (1411.317505 sec): 3 clusters Score: Raw -246933.709594 + Penalty 5928.010443 = -241005.699150 nChanged 100 SP:Iteration 13Q (1411.410425 sec): 3 clusters Score: Raw -247094.394498 + Penalty 5928.010443 = -241166.384055 nChanged 99 SP:Iteration 14Q (1411.531300 sec): 3 clusters Score: Raw -247259.926918 + Penalty 5928.010443 = -241331.916474 nChanged 93 SP:Iteration 15Q (1411.686207 sec): 3 clusters Score: Raw -247391.930072 + Penalty 5928.010443 = -241463.919629 nChanged 84 SP:Iteration 16Q (1411.791331 sec): 3 clusters Score: Raw -247494.010059 + Penalty 5928.010443 = -241565.999616 nChanged 77 SP:Iteration 17Q (1411.915773 sec): 3 clusters Score: Raw -247606.368851 + Penalty 5928.010443 = -241678.358408 nChanged 63 SP:Iteration 18Q (1412.044229 sec): 3 clusters Score: Raw -247696.393616 + Penalty 5928.010443 = -241768.383172 nChanged 59 SP:Iteration 19Q (1412.176304 sec): 3 clusters Score: Raw -247769.799911 + Penalty 5928.010443 = -241841.789467 nChanged 43 SP:Iteration 20F (1412.298319 sec): 3 clusters Score: Raw -247827.113838 + Penalty 5928.010443 = -241899.103394 nChanged 39 SP:Iteration 21Q (1412.413392 sec): 3 clusters Score: Raw -247874.176656 + Penalty 5928.010443 = -241946.166213 nChanged 29 SP:Iteration 22Q (1412.519141 sec): 3 clusters Score: Raw -247906.157649 + Penalty 5928.010443 = -241978.147205 nChanged 23 SP:Iteration 23Q (1412.670497 sec): 3 clusters Score: Raw -247928.474163 + Penalty 5928.010443 = -242000.463719 nChanged 22 SP:Iteration 24Q (1412.782547 sec): 3 clusters Score: Raw -247957.769451 + Penalty 5928.010443 = -242029.759008 nChanged 26 SP:Iteration 25Q (1412.911443 sec): 3 clusters Score: Raw -247984.540224 + Penalty 5928.010443 = -242056.529781 nChanged 17 SP:Iteration 26Q (1413.037680 sec): 3 clusters Score: Raw -248003.630244 + Penalty 5928.010443 = -242075.619800 nChanged 16 SP:Iteration 27Q (1413.135649 sec): 3 clusters Score: Raw -248025.808161 + Penalty 5928.010443 = -242097.797717 nChanged 16 SP:Iteration 28Q (1413.271054 sec): 3 clusters Score: Raw -248043.911803 + Penalty 5928.010443 = -242115.901359 nChanged 10 SP:Iteration 29Q (1413.386595 sec): 3 clusters Score: Raw -248056.666111 + Penalty 5928.010443 = -242128.655668 nChanged 10 SP:Iteration 30Q (1413.478192 sec): 3 clusters Score: Raw -248066.853950 + Penalty 5928.010443 = -242138.843507 nChanged 13 SP:Iteration 31Q (1413.584650 sec): 3 clusters Score: Raw -248077.451474 + Penalty 5928.010443 = -242149.441030 nChanged 6 SP:Iteration 32Q (1413.704660 sec): 3 clusters Score: Raw -248084.271761 + Penalty 5928.010443 = -242156.261317 nChanged 5 SP:Iteration 33Q (1413.858774 sec): 3 clusters Score: Raw -248088.322298 + Penalty 5928.010443 = -242160.311854 nChanged 2 SP:Iteration 34Q (1413.974642 sec): 3 clusters Score: Raw -248089.108328 + Penalty 5928.010443 = -242161.097884 nChanged 2 SP:Iteration 35Q (1414.080939 sec): 3 clusters Score: Raw -248090.065852 + Penalty 5928.010443 = -242162.055409 nChanged 1 SP:Iteration 36Q (1414.224358 sec): 3 clusters Score: Raw -248091.125724 + Penalty 5928.010443 = -242163.115280 nChanged 3 SP:Iteration 37Q (1414.322634 sec): 3 clusters Score: Raw -248093.235348 + Penalty 5928.010443 = -242165.224905 nChanged 2 SP:Iteration 38Q (1414.464735 sec): 3 clusters Score: Raw -248094.187205 + Penalty 5928.010443 = -242166.176762 nChanged 3 SP:Iteration 39Q (1414.567755 sec): 3 clusters Score: Raw -248097.200291 + Penalty 5928.010443 = -242169.189847 nChanged 0 SP:Iteration 40F (1414.665995 sec): 3 clusters Score: Raw -248097.200291 + Penalty 5928.010443 = -242169.189847 nChanged 0 Trying to split cluster 9 (2172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1414.743426 sec): 2 clusters Score: Raw -187247.816964 + Penalty 2846.701064 = -184401.115900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1414.852769 sec): 3 clusters Score: Raw -186572.675511 + Penalty 5693.402128 = -180879.273383 nChanged 654 SP:Iteration 1F (1414.977157 sec): 3 clusters Score: Raw -187123.994387 + Penalty 5693.402128 = -181430.592260 nChanged 173 SP:Iteration 2F (1415.097951 sec): 3 clusters Score: Raw -187332.765580 + Penalty 5693.402128 = -181639.363452 nChanged 106 SP:Iteration 3Q (1415.204726 sec): 3 clusters Score: Raw -187493.219591 + Penalty 5693.402128 = -181799.817463 nChanged 88 SP:Iteration 4Q (1415.326351 sec): 3 clusters Score: Raw -187619.766071 + Penalty 5693.402128 = -181926.363943 nChanged 92 SP:Iteration 5Q (1415.454085 sec): 3 clusters Score: Raw -187756.776218 + Penalty 5693.402128 = -182063.374090 nChanged 90 SP:Iteration 6Q (1415.571042 sec): 3 clusters Score: Raw -187904.267927 + Penalty 5693.402128 = -182210.865799 nChanged 87 SP:Iteration 7Q (1415.687649 sec): 3 clusters Score: Raw -188034.695601 + Penalty 5693.402128 = -182341.293473 nChanged 73 SP:Iteration 8Q (1415.796843 sec): 3 clusters Score: Raw -188166.462628 + Penalty 5693.402128 = -182473.060500 nChanged 81 SP:Iteration 9Q (1415.915197 sec): 3 clusters Score: Raw -188333.903958 + Penalty 5693.402128 = -182640.501830 nChanged 74 SP:Iteration 10Q (1416.066556 sec): 3 clusters Score: Raw -188462.290253 + Penalty 5693.402128 = -182768.888125 nChanged 48 SP:Iteration 11Q (1416.157123 sec): 3 clusters Score: Raw -188545.265915 + Penalty 5693.402128 = -182851.863787 nChanged 39 SP:Iteration 12Q (1416.284660 sec): 3 clusters Score: Raw -188611.676891 + Penalty 5693.402128 = -182918.274764 nChanged 40 SP:Iteration 13Q (1416.364375 sec): 3 clusters Score: Raw -188685.382023 + Penalty 5693.402128 = -182991.979896 nChanged 48 SP:Iteration 14Q (1416.489306 sec): 3 clusters Score: Raw -188774.368861 + Penalty 5693.402128 = -183080.966733 nChanged 38 SP:Iteration 15Q (1416.575893 sec): 3 clusters Score: Raw -188826.847653 + Penalty 5693.402128 = -183133.445525 nChanged 32 SP:Iteration 16Q (1416.693191 sec): 3 clusters Score: Raw -188861.809012 + Penalty 5693.402128 = -183168.406884 nChanged 20 SP:Iteration 17Q (1416.795683 sec): 3 clusters Score: Raw -188885.610905 + Penalty 5693.402128 = -183192.208777 nChanged 13 SP:Iteration 18Q (1416.895357 sec): 3 clusters Score: Raw -188900.566971 + Penalty 5693.402128 = -183207.164843 nChanged 10 SP:Iteration 19Q (1416.971656 sec): 3 clusters Score: Raw -188911.070093 + Penalty 5693.402128 = -183217.667966 nChanged 8 SP:Iteration 20F (1417.078450 sec): 3 clusters Score: Raw -188918.895262 + Penalty 5693.402128 = -183225.493134 nChanged 7 SP:Iteration 21Q (1417.193581 sec): 3 clusters Score: Raw -188925.454547 + Penalty 5693.402128 = -183232.052419 nChanged 7 SP:Iteration 22Q (1417.330769 sec): 3 clusters Score: Raw -188929.648367 + Penalty 5693.402128 = -183236.246239 nChanged 0 SP:Iteration 23F (1417.455940 sec): 3 clusters Score: Raw -188929.648367 + Penalty 5693.402128 = -183236.246239 nChanged 0 Trying to split cluster 10 (1561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1417.505136 sec): 2 clusters Score: Raw -89692.979877 + Penalty 2724.316852 = -86968.663026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1417.645529 sec): 3 clusters Score: Raw -89427.116998 + Penalty 5448.633703 = -83978.483295 nChanged 449 SP:Iteration 1F (1417.766814 sec): 3 clusters Score: Raw -90065.305636 + Penalty 5448.633703 = -84616.671933 nChanged 135 SP:Iteration 2F (1417.857842 sec): 3 clusters Score: Raw -90310.355169 + Penalty 5448.633703 = -84861.721466 nChanged 87 SP:Iteration 3F (1417.987720 sec): 3 clusters Score: Raw -90481.202977 + Penalty 5448.633703 = -85032.569274 nChanged 60 SP:Iteration 4Q (1418.093422 sec): 3 clusters Score: Raw -90576.665198 + Penalty 5448.633703 = -85128.031494 nChanged 43 SP:Iteration 5Q (1418.204241 sec): 3 clusters Score: Raw -90641.783529 + Penalty 5448.633703 = -85193.149826 nChanged 28 SP:Iteration 6Q (1418.306448 sec): 3 clusters Score: Raw -90690.729891 + Penalty 5448.633703 = -85242.096188 nChanged 23 SP:Iteration 7Q (1418.414117 sec): 3 clusters Score: Raw -90740.646465 + Penalty 5448.633703 = -85292.012761 nChanged 26 SP:Iteration 8Q (1418.540263 sec): 3 clusters Score: Raw -90791.898684 + Penalty 5448.633703 = -85343.264981 nChanged 14 SP:Iteration 9Q (1418.659462 sec): 3 clusters Score: Raw -90811.419208 + Penalty 5448.633703 = -85362.785505 nChanged 16 SP:Iteration 10Q (1418.736541 sec): 3 clusters Score: Raw -90834.119589 + Penalty 5448.633703 = -85385.485886 nChanged 3 SP:Iteration 11Q (1418.861243 sec): 3 clusters Score: Raw -90837.723284 + Penalty 5448.633703 = -85389.089581 nChanged 3 SP:Iteration 12Q (1419.005510 sec): 3 clusters Score: Raw -90840.148373 + Penalty 5448.633703 = -85391.514670 nChanged 3 SP:Iteration 13Q (1419.114902 sec): 3 clusters Score: Raw -90842.770202 + Penalty 5448.633703 = -85394.136499 nChanged 4 SP:Iteration 14Q (1419.214432 sec): 3 clusters Score: Raw -90847.127525 + Penalty 5448.633703 = -85398.493822 nChanged 4 SP:Iteration 15Q (1419.359077 sec): 3 clusters Score: Raw -90851.736554 + Penalty 5448.633703 = -85403.102851 nChanged 2 SP:Iteration 16Q (1419.465443 sec): 3 clusters Score: Raw -90854.627514 + Penalty 5448.633703 = -85405.993811 nChanged 5 SP:Iteration 17Q (1419.557105 sec): 3 clusters Score: Raw -90860.524399 + Penalty 5448.633703 = -85411.890696 nChanged 4 SP:Iteration 18Q (1419.676944 sec): 3 clusters Score: Raw -90865.166276 + Penalty 5448.633703 = -85416.532573 nChanged 5 SP:Iteration 19Q (1419.814806 sec): 3 clusters Score: Raw -90872.284099 + Penalty 5448.633703 = -85423.650396 nChanged 5 SP:Iteration 20F (1419.936073 sec): 3 clusters Score: Raw -90885.821877 + Penalty 5448.633703 = -85437.188174 nChanged 12 SP:Iteration 21Q (1420.037857 sec): 3 clusters Score: Raw -90902.133692 + Penalty 5448.633703 = -85453.499989 nChanged 11 SP:Iteration 22Q (1420.172479 sec): 3 clusters Score: Raw -90917.550024 + Penalty 5448.633703 = -85468.916320 nChanged 11 SP:Iteration 23Q (1420.304186 sec): 3 clusters Score: Raw -90936.055867 + Penalty 5448.633703 = -85487.422164 nChanged 9 SP:Iteration 24Q (1420.408965 sec): 3 clusters Score: Raw -90953.647991 + Penalty 5448.633703 = -85505.014288 nChanged 11 SP:Iteration 25Q (1420.528551 sec): 3 clusters Score: Raw -90972.277998 + Penalty 5448.633703 = -85523.644295 nChanged 11 SP:Iteration 26Q (1420.655507 sec): 3 clusters Score: Raw -90990.207277 + Penalty 5448.633703 = -85541.573574 nChanged 14 SP:Iteration 27Q (1420.749952 sec): 3 clusters Score: Raw -91013.685125 + Penalty 5448.633703 = -85565.051422 nChanged 16 SP:Iteration 28Q (1420.888749 sec): 3 clusters Score: Raw -91034.809279 + Penalty 5448.633703 = -85586.175575 nChanged 6 SP:Iteration 29Q (1420.973002 sec): 3 clusters Score: Raw -91042.617045 + Penalty 5448.633703 = -85593.983342 nChanged 5 SP:Iteration 30Q (1421.063388 sec): 3 clusters Score: Raw -91054.526893 + Penalty 5448.633703 = -85605.893190 nChanged 10 SP:Iteration 31Q (1421.167806 sec): 3 clusters Score: Raw -91087.184513 + Penalty 5448.633703 = -85638.550809 nChanged 17 SP:Iteration 32Q (1421.280844 sec): 3 clusters Score: Raw -91120.882155 + Penalty 5448.633703 = -85672.248452 nChanged 15 SP:Iteration 33Q (1421.420579 sec): 3 clusters Score: Raw -91148.341728 + Penalty 5448.633703 = -85699.708025 nChanged 12 SP:Iteration 34Q (1421.520512 sec): 3 clusters Score: Raw -91166.854618 + Penalty 5448.633703 = -85718.220915 nChanged 10 SP:Iteration 35Q (1421.622880 sec): 3 clusters Score: Raw -91179.204568 + Penalty 5448.633703 = -85730.570865 nChanged 6 SP:Iteration 36Q (1421.731104 sec): 3 clusters Score: Raw -91185.140454 + Penalty 5448.633703 = -85736.506751 nChanged 5 SP:Iteration 37Q (1421.838270 sec): 3 clusters Score: Raw -91189.854677 + Penalty 5448.633703 = -85741.220974 nChanged 3 SP:Iteration 38Q (1421.957683 sec): 3 clusters Score: Raw -91194.824884 + Penalty 5448.633703 = -85746.191181 nChanged 5 SP:Iteration 39Q (1422.075217 sec): 3 clusters Score: Raw -91199.214946 + Penalty 5448.633703 = -85750.581242 nChanged 4 SP:Iteration 40F (1422.160221 sec): 3 clusters Score: Raw -91205.227670 + Penalty 5448.633703 = -85756.593967 nChanged 4 SP:Iteration 41Q (1422.273955 sec): 3 clusters Score: Raw -91214.935727 + Penalty 5448.633703 = -85766.302024 nChanged 3 SP:Iteration 42Q (1422.414238 sec): 3 clusters Score: Raw -91220.821714 + Penalty 5448.633703 = -85772.188011 nChanged 5 SP:Iteration 43Q (1422.522580 sec): 3 clusters Score: Raw -91228.720682 + Penalty 5448.633703 = -85780.086979 nChanged 8 SP:Iteration 44Q (1422.619745 sec): 3 clusters Score: Raw -91239.154933 + Penalty 5448.633703 = -85790.521229 nChanged 6 SP:Iteration 45Q (1422.746466 sec): 3 clusters Score: Raw -91246.757033 + Penalty 5448.633703 = -85798.123330 nChanged 8 SP:Iteration 46Q (1422.864247 sec): 3 clusters Score: Raw -91258.298326 + Penalty 5448.633703 = -85809.664623 nChanged 11 SP:Iteration 47Q (1422.963542 sec): 3 clusters Score: Raw -91272.807398 + Penalty 5448.633703 = -85824.173695 nChanged 12 SP:Iteration 48Q (1423.096568 sec): 3 clusters Score: Raw -91286.875972 + Penalty 5448.633703 = -85838.242269 nChanged 11 SP:Iteration 49Q (1423.201615 sec): 3 clusters Score: Raw -91300.751734 + Penalty 5448.633703 = -85852.118030 nChanged 15 SP:Iteration 50Q (1423.314829 sec): 3 clusters Score: Raw -91322.598313 + Penalty 5448.633703 = -85873.964610 nChanged 17 SP:Iteration 51Q (1423.458565 sec): 3 clusters Score: Raw -91363.208776 + Penalty 5448.633703 = -85914.575073 nChanged 18 SP:Iteration 52Q (1423.569816 sec): 3 clusters Score: Raw -91401.302770 + Penalty 5448.633703 = -85952.669066 nChanged 20 SP:Iteration 53Q (1423.679282 sec): 3 clusters Score: Raw -91432.769683 + Penalty 5448.633703 = -85984.135980 nChanged 20 SP:Iteration 54Q (1423.787377 sec): 3 clusters Score: Raw -91468.297389 + Penalty 5448.633703 = -86019.663686 nChanged 16 SP:Iteration 55Q (1423.871698 sec): 3 clusters Score: Raw -91492.105901 + Penalty 5448.633703 = -86043.472198 nChanged 11 SP:Iteration 56Q (1423.967770 sec): 3 clusters Score: Raw -91518.990418 + Penalty 5448.633703 = -86070.356714 nChanged 20 SP:Iteration 57Q (1424.084141 sec): 3 clusters Score: Raw -91549.759933 + Penalty 5448.633703 = -86101.126230 nChanged 15 SP:Iteration 58Q (1424.186911 sec): 3 clusters Score: Raw -91574.974038 + Penalty 5448.633703 = -86126.340335 nChanged 9 SP:Iteration 59Q (1424.261128 sec): 3 clusters Score: Raw -91587.663940 + Penalty 5448.633703 = -86139.030237 nChanged 9 SP:Iteration 60F (1424.376833 sec): 3 clusters Score: Raw -91602.198118 + Penalty 5448.633703 = -86153.564415 nChanged 9 SP:Iteration 61Q (1424.507850 sec): 3 clusters Score: Raw -91616.890642 + Penalty 5448.633703 = -86168.256938 nChanged 11 SP:Iteration 62Q (1424.596722 sec): 3 clusters Score: Raw -91634.283323 + Penalty 5448.633703 = -86185.649619 nChanged 8 SP:Iteration 63Q (1424.708779 sec): 3 clusters Score: Raw -91646.249093 + Penalty 5448.633703 = -86197.615390 nChanged 6 SP:Iteration 64Q (1424.838484 sec): 3 clusters Score: Raw -91653.859050 + Penalty 5448.633703 = -86205.225346 nChanged 3 SP:Iteration 65Q (1424.956885 sec): 3 clusters Score: Raw -91657.505210 + Penalty 5448.633703 = -86208.871507 nChanged 2 SP:Iteration 66Q (1425.080118 sec): 3 clusters Score: Raw -91660.363291 + Penalty 5448.633703 = -86211.729588 nChanged 2 SP:Iteration 67Q (1425.216937 sec): 3 clusters Score: Raw -91662.936260 + Penalty 5448.633703 = -86214.302557 nChanged 1 SP:Iteration 68Q (1425.313350 sec): 3 clusters Score: Raw -91663.928001 + Penalty 5448.633703 = -86215.294298 nChanged 1 SP:Iteration 69Q (1425.432455 sec): 3 clusters Score: Raw -91665.960988 + Penalty 5448.633703 = -86217.327285 nChanged 1 SP:Iteration 70Q (1425.532680 sec): 3 clusters Score: Raw -91666.586627 + Penalty 5448.633703 = -86217.952923 nChanged 0 SP:Iteration 71F (1425.661603 sec): 3 clusters Score: Raw -91666.586627 + Penalty 5448.633703 = -86217.952923 nChanged 0 Trying to split cluster 11 (4439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1425.735189 sec): 2 clusters Score: Raw -393978.734500 + Penalty 3111.527322 = -390867.207178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1425.825555 sec): 3 clusters Score: Raw -392039.123198 + Penalty 6223.054644 = -385816.068554 nChanged 1581 SP:Iteration 1F (1425.963359 sec): 3 clusters Score: Raw -393003.659918 + Penalty 6223.054644 = -386780.605274 nChanged 356 SP:Iteration 2F (1426.058463 sec): 3 clusters Score: Raw -393277.175431 + Penalty 6223.054644 = -387054.120787 nChanged 227 SP:Iteration 3F (1426.200758 sec): 3 clusters Score: Raw -393439.730536 + Penalty 6223.054644 = -387216.675892 nChanged 147 SP:Iteration 4Q (1426.321248 sec): 3 clusters Score: Raw -393534.849344 + Penalty 6223.054644 = -387311.794700 nChanged 125 SP:Iteration 5Q (1426.461201 sec): 3 clusters Score: Raw -393626.070948 + Penalty 6223.054644 = -387403.016304 nChanged 112 SP:Iteration 6Q (1426.580211 sec): 3 clusters Score: Raw -393737.345706 + Penalty 6223.054644 = -387514.291062 nChanged 119 SP:Iteration 7Q (1426.723097 sec): 3 clusters Score: Raw -393874.387973 + Penalty 6223.054644 = -387651.333329 nChanged 122 SP:Iteration 8Q (1426.865562 sec): 3 clusters Score: Raw -393994.339286 + Penalty 6223.054644 = -387771.284642 nChanged 125 SP:Iteration 9Q (1426.978721 sec): 3 clusters Score: Raw -394110.872227 + Penalty 6223.054644 = -387887.817583 nChanged 126 SP:Iteration 10Q (1427.098778 sec): 3 clusters Score: Raw -394233.358579 + Penalty 6223.054644 = -388010.303935 nChanged 147 SP:Iteration 11Q (1427.216780 sec): 3 clusters Score: Raw -394367.519116 + Penalty 6223.054644 = -388144.464472 nChanged 153 SP:Iteration 12Q (1427.348160 sec): 3 clusters Score: Raw -394509.498938 + Penalty 6223.054644 = -388286.444294 nChanged 170 SP:Iteration 13Q (1427.475945 sec): 3 clusters Score: Raw -394673.668231 + Penalty 6223.054644 = -388450.613587 nChanged 172 SP:Iteration 14Q (1427.620113 sec): 3 clusters Score: Raw -394862.047594 + Penalty 6223.054644 = -388638.992950 nChanged 163 SP:Iteration 15Q (1427.734560 sec): 3 clusters Score: Raw -395034.918770 + Penalty 6223.054644 = -388811.864126 nChanged 156 SP:Iteration 16Q (1427.899180 sec): 3 clusters Score: Raw -395187.332833 + Penalty 6223.054644 = -388964.278189 nChanged 126 SP:Iteration 17Q (1428.040696 sec): 3 clusters Score: Raw -395303.242746 + Penalty 6223.054644 = -389080.188102 nChanged 104 SP:Iteration 18Q (1428.160834 sec): 3 clusters Score: Raw -395396.053649 + Penalty 6223.054644 = -389172.999005 nChanged 86 SP:Iteration 19Q (1428.285907 sec): 3 clusters Score: Raw -395465.048537 + Penalty 6223.054644 = -389241.993893 nChanged 68 SP:Iteration 20F (1428.401392 sec): 3 clusters Score: Raw -395516.157229 + Penalty 6223.054644 = -389293.102585 nChanged 47 SP:Iteration 21Q (1428.533958 sec): 3 clusters Score: Raw -395560.307062 + Penalty 6223.054644 = -389337.252418 nChanged 48 SP:Iteration 22Q (1428.680571 sec): 3 clusters Score: Raw -395602.801225 + Penalty 6223.054644 = -389379.746581 nChanged 34 SP:Iteration 23Q (1428.779594 sec): 3 clusters Score: Raw -395631.294981 + Penalty 6223.054644 = -389408.240337 nChanged 25 SP:Iteration 24Q (1428.889956 sec): 3 clusters Score: Raw -395651.385167 + Penalty 6223.054644 = -389428.330523 nChanged 28 SP:Iteration 25Q (1428.998193 sec): 3 clusters Score: Raw -395675.361704 + Penalty 6223.054644 = -389452.307060 nChanged 27 SP:Iteration 26Q (1429.121368 sec): 3 clusters Score: Raw -395701.661773 + Penalty 6223.054644 = -389478.607129 nChanged 34 SP:Iteration 27Q (1429.253860 sec): 3 clusters Score: Raw -395725.090850 + Penalty 6223.054644 = -389502.036206 nChanged 19 SP:Iteration 28Q (1429.359596 sec): 3 clusters Score: Raw -395738.719182 + Penalty 6223.054644 = -389515.664538 nChanged 12 SP:Iteration 29Q (1429.493808 sec): 3 clusters Score: Raw -395744.375400 + Penalty 6223.054644 = -389521.320756 nChanged 11 SP:Iteration 30Q (1429.618784 sec): 3 clusters Score: Raw -395752.428585 + Penalty 6223.054644 = -389529.373941 nChanged 14 SP:Iteration 31Q (1429.739802 sec): 3 clusters Score: Raw -395764.244532 + Penalty 6223.054644 = -389541.189888 nChanged 11 SP:Iteration 32Q (1429.841254 sec): 3 clusters Score: Raw -395771.199701 + Penalty 6223.054644 = -389548.145057 nChanged 7 SP:Iteration 33Q (1429.962380 sec): 3 clusters Score: Raw -395775.584083 + Penalty 6223.054644 = -389552.529439 nChanged 8 SP:Iteration 34Q (1430.091426 sec): 3 clusters Score: Raw -395779.564798 + Penalty 6223.054644 = -389556.510154 nChanged 5 SP:Iteration 35Q (1430.237104 sec): 3 clusters Score: Raw -395781.184902 + Penalty 6223.054644 = -389558.130258 nChanged 4 SP:Iteration 36Q (1430.366156 sec): 3 clusters Score: Raw -395782.272434 + Penalty 6223.054644 = -389559.217790 nChanged 1 SP:Iteration 37Q (1430.463968 sec): 3 clusters Score: Raw -395783.068995 + Penalty 6223.054644 = -389560.014351 nChanged 0 SP:Iteration 38F (1430.609588 sec): 3 clusters Score: Raw -395783.068995 + Penalty 6223.054644 = -389560.014351 nChanged 0 Time taken for this iteration:192.351207 seconds. 8->12 Clusters: Score -3247348.751455, best is -3247038.357533 THE BEST YET! Starting from 9 clusters... ------ Clustering full data set of 40960 points ------ SP: Assigned 9 initial classes randomly. Deleting Class 4 (2587 points): Lose 1068.860260 but Gain 3934.840142 Iteration 0F (1431.456408 sec): 8 clusters Score: Raw -3017317.935203 + Penalty 27543.880992 = -2989774.054211 nChanged 33795 Deleting Class 2 (2836 points): Lose 3771.090110 but Gain 3934.840142 Iteration 1F (1432.218593 sec): 7 clusters Score: Raw -3141204.185019 + Penalty 23609.040850 = -3117595.144169 nChanged 18477 Iteration 2F (1432.848229 sec): 7 clusters Score: Raw -3203693.714780 + Penalty 23609.040850 = -3180084.673930 nChanged 8613 Iteration 3F (1433.444498 sec): 7 clusters Score: Raw -3221860.282631 + Penalty 23609.040850 = -3198251.241781 nChanged 5291 Iteration 4F (1434.077429 sec): 7 clusters Score: Raw -3231256.941780 + Penalty 23609.040850 = -3207647.900930 nChanged 3698 Iteration 5F (1434.696054 sec): 7 clusters Score: Raw -3237359.085073 + Penalty 23609.040850 = -3213750.044222 nChanged 2747 Iteration 6F (1435.334458 sec): 7 clusters Score: Raw -3241624.090499 + Penalty 23609.040850 = -3218015.049648 nChanged 2135 Iteration 7F (1435.950277 sec): 7 clusters Score: Raw -3244519.335589 + Penalty 23609.040850 = -3220910.294739 nChanged 1733 Iteration 8Q (1436.486377 sec): 7 clusters Score: Raw -3246377.195372 + Penalty 23609.040850 = -3222768.154522 nChanged 1367 Iteration 9Q (1437.048129 sec): 7 clusters Score: Raw -3247457.814062 + Penalty 23609.040850 = -3223848.773212 nChanged 1036 Iteration 10Q (1437.559603 sec): 7 clusters Score: Raw -3248126.993093 + Penalty 23609.040850 = -3224517.952243 nChanged 858 Iteration 11Q (1438.073121 sec): 7 clusters Score: Raw -3248609.410775 + Penalty 23609.040850 = -3225000.369925 nChanged 719 Iteration 12Q (1438.621988 sec): 7 clusters Score: Raw -3248951.140694 + Penalty 23609.040850 = -3225342.099844 nChanged 611 Iteration 13Q (1439.161033 sec): 7 clusters Score: Raw -3249237.060707 + Penalty 23609.040850 = -3225628.019857 nChanged 568 Iteration 14Q (1439.670442 sec): 7 clusters Score: Raw -3249478.182496 + Penalty 23609.040850 = -3225869.141645 nChanged 541 Iteration 15Q (1440.189846 sec): 7 clusters Score: Raw -3249715.952553 + Penalty 23609.040850 = -3226106.911703 nChanged 549 Iteration 16Q (1440.704350 sec): 7 clusters Score: Raw -3249982.731032 + Penalty 23609.040850 = -3226373.690182 nChanged 580 Iteration 17Q (1441.221852 sec): 7 clusters Score: Raw -3250266.482955 + Penalty 23609.040850 = -3226657.442105 nChanged 597 Iteration 18Q (1441.734898 sec): 7 clusters Score: Raw -3250561.524879 + Penalty 23609.040850 = -3226952.484029 nChanged 610 Iteration 19Q (1442.288164 sec): 7 clusters Score: Raw -3250890.734027 + Penalty 23609.040850 = -3227281.693177 nChanged 627 Writing temp clu file Because OldScore, -3226952.484029, is greater than current (better) Score,-3227281.693177 Compute initial score before splitting: Score: Raw -3250890.734027 + Penalty 23609.040850 = -3227281.693177 Trying to split cluster 1 (4214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1442.417912 sec): 2 clusters Score: Raw -274735.228546 + Penalty 3092.255094 = -271642.973453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1442.551961 sec): 3 clusters Score: Raw -273125.725637 + Penalty 6184.510187 = -266941.215450 nChanged 1513 SP:Iteration 1F (1442.657760 sec): 3 clusters Score: Raw -274948.632592 + Penalty 6184.510187 = -268764.122404 nChanged 555 SP:Iteration 2F (1442.806802 sec): 3 clusters Score: Raw -276121.648414 + Penalty 6184.510187 = -269937.138227 nChanged 419 SP:Iteration 3F (1442.938238 sec): 3 clusters Score: Raw -276802.570427 + Penalty 6184.510187 = -270618.060239 nChanged 255 SP:Iteration 4F (1443.056861 sec): 3 clusters Score: Raw -277141.570714 + Penalty 6184.510187 = -270957.060526 nChanged 158 SP:Iteration 5Q (1443.161583 sec): 3 clusters Score: Raw -277349.812411 + Penalty 6184.510187 = -271165.302224 nChanged 120 SP:Iteration 6Q (1443.315834 sec): 3 clusters Score: Raw -277501.676331 + Penalty 6184.510187 = -271317.166143 nChanged 97 SP:Iteration 7Q (1443.442622 sec): 3 clusters Score: Raw -277605.482013 + Penalty 6184.510187 = -271420.971826 nChanged 77 SP:Iteration 8Q (1443.562403 sec): 3 clusters Score: Raw -277675.702719 + Penalty 6184.510187 = -271491.192531 nChanged 50 SP:Iteration 9Q (1443.662115 sec): 3 clusters Score: Raw -277719.361717 + Penalty 6184.510187 = -271534.851530 nChanged 42 SP:Iteration 10Q (1443.781789 sec): 3 clusters Score: Raw -277754.447984 + Penalty 6184.510187 = -271569.937796 nChanged 34 SP:Iteration 11Q (1443.916633 sec): 3 clusters Score: Raw -277774.356803 + Penalty 6184.510187 = -271589.846615 nChanged 28 SP:Iteration 12Q (1444.034289 sec): 3 clusters Score: Raw -277791.134669 + Penalty 6184.510187 = -271606.624482 nChanged 21 SP:Iteration 13Q (1444.165796 sec): 3 clusters Score: Raw -277801.051648 + Penalty 6184.510187 = -271616.541460 nChanged 13 SP:Iteration 14Q (1444.281764 sec): 3 clusters Score: Raw -277806.957254 + Penalty 6184.510187 = -271622.447066 nChanged 7 SP:Iteration 15Q (1444.419708 sec): 3 clusters Score: Raw -277812.012306 + Penalty 6184.510187 = -271627.502119 nChanged 9 SP:Iteration 16Q (1444.545346 sec): 3 clusters Score: Raw -277816.424783 + Penalty 6184.510187 = -271631.914596 nChanged 7 SP:Iteration 17Q (1444.683718 sec): 3 clusters Score: Raw -277820.778291 + Penalty 6184.510187 = -271636.268104 nChanged 9 SP:Iteration 18Q (1444.801612 sec): 3 clusters Score: Raw -277823.674167 + Penalty 6184.510187 = -271639.163980 nChanged 6 SP:Iteration 19Q (1444.937599 sec): 3 clusters Score: Raw -277826.123881 + Penalty 6184.510187 = -271641.613693 nChanged 2 SP:Iteration 20F (1445.058190 sec): 3 clusters Score: Raw -277827.422369 + Penalty 6184.510187 = -271642.912182 nChanged 1 SP:Iteration 21Q (1445.177342 sec): 3 clusters Score: Raw -277827.686739 + Penalty 6184.510187 = -271643.176552 nChanged 0 SP:Iteration 22F (1445.335594 sec): 3 clusters Score: Raw -277827.686739 + Penalty 6184.510187 = -271643.176552 nChanged 0 Score: Raw -3254183.393025 + Penalty 27543.880992 = -3226639.512033 Splitting cluster 1 changes total score from -3227281.693177 to -3226639.512033 So it's not getting split. Trying to split cluster 3 (2996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1446.144048 sec): 2 clusters Score: Raw -193264.329510 + Penalty 2965.864854 = -190298.464656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1446.263226 sec): 3 clusters Score: Raw -192461.109006 + Penalty 5931.729708 = -186529.379298 nChanged 1015 SP:Iteration 1F (1446.373689 sec): 3 clusters Score: Raw -194287.747670 + Penalty 5931.729708 = -188356.017961 nChanged 391 SP:Iteration 2F (1446.490689 sec): 3 clusters Score: Raw -195283.597888 + Penalty 5931.729708 = -189351.868179 nChanged 259 SP:Iteration 3F (1446.656416 sec): 3 clusters Score: Raw -195972.858650 + Penalty 5931.729708 = -190041.128942 nChanged 207 SP:Iteration 4F (1446.773136 sec): 3 clusters Score: Raw -196472.469507 + Penalty 5931.729708 = -190540.739799 nChanged 141 SP:Iteration 5Q (1446.889679 sec): 3 clusters Score: Raw -196690.676708 + Penalty 5931.729708 = -190758.946999 nChanged 72 SP:Iteration 6Q (1447.014151 sec): 3 clusters Score: Raw -196765.960293 + Penalty 5931.729708 = -190834.230585 nChanged 51 SP:Iteration 7Q (1447.109444 sec): 3 clusters Score: Raw -196811.883093 + Penalty 5931.729708 = -190880.153384 nChanged 42 SP:Iteration 8Q (1447.221622 sec): 3 clusters Score: Raw -196853.926843 + Penalty 5931.729708 = -190922.197134 nChanged 23 SP:Iteration 9Q (1447.374157 sec): 3 clusters Score: Raw -196869.194949 + Penalty 5931.729708 = -190937.465240 nChanged 19 SP:Iteration 10Q (1447.471271 sec): 3 clusters Score: Raw -196889.036568 + Penalty 5931.729708 = -190957.306860 nChanged 14 SP:Iteration 11Q (1447.582132 sec): 3 clusters Score: Raw -196900.186966 + Penalty 5931.729708 = -190968.457258 nChanged 11 SP:Iteration 12Q (1447.714855 sec): 3 clusters Score: Raw -196909.372710 + Penalty 5931.729708 = -190977.643002 nChanged 9 SP:Iteration 13Q (1447.865274 sec): 3 clusters Score: Raw -196919.459538 + Penalty 5931.729708 = -190987.729829 nChanged 9 SP:Iteration 14Q (1447.982686 sec): 3 clusters Score: Raw -196927.858461 + Penalty 5931.729708 = -190996.128752 nChanged 8 SP:Iteration 15Q (1448.097080 sec): 3 clusters Score: Raw -196933.124280 + Penalty 5931.729708 = -191001.394572 nChanged 10 SP:Iteration 16Q (1448.226528 sec): 3 clusters Score: Raw -196942.447340 + Penalty 5931.729708 = -191010.717632 nChanged 5 SP:Iteration 17Q (1448.323756 sec): 3 clusters Score: Raw -196949.344271 + Penalty 5931.729708 = -191017.614562 nChanged 8 SP:Iteration 18Q (1448.471730 sec): 3 clusters Score: Raw -196958.714887 + Penalty 5931.729708 = -191026.985179 nChanged 8 SP:Iteration 19Q (1448.568813 sec): 3 clusters Score: Raw -196965.991887 + Penalty 5931.729708 = -191034.262179 nChanged 3 SP:Iteration 20F (1448.690216 sec): 3 clusters Score: Raw -196968.161515 + Penalty 5931.729708 = -191036.431807 nChanged 3 SP:Iteration 21Q (1448.834569 sec): 3 clusters Score: Raw -196970.404940 + Penalty 5931.729708 = -191038.675232 nChanged 1 SP:Iteration 22Q (1448.984905 sec): 3 clusters Score: Raw -196971.014730 + Penalty 5931.729708 = -191039.285022 nChanged 0 SP:Iteration 23F (1449.100634 sec): 3 clusters Score: Raw -196971.014730 + Penalty 5931.729708 = -191039.285022 nChanged 0 Score: Raw -3254797.620052 + Penalty 27543.880992 = -3227253.739060 Splitting cluster 3 changes total score from -3227281.693177 to -3227253.739060 So it's not getting split. Trying to split cluster 5 (12827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1449.936109 sec): 2 clusters Score: Raw -1153792.490635 + Penalty 3504.673467 = -1150287.817168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1450.087433 sec): 3 clusters Score: Raw -1147032.232231 + Penalty 7009.346934 = -1140022.885297 nChanged 5266 SP:Iteration 1F (1450.205496 sec): 3 clusters Score: Raw -1150183.323745 + Penalty 7009.346934 = -1143173.976811 nChanged 1106 SP:Iteration 2F (1450.374240 sec): 3 clusters Score: Raw -1151227.867962 + Penalty 7009.346934 = -1144218.521028 nChanged 1002 SP:Iteration 3F (1450.524493 sec): 3 clusters Score: Raw -1152075.174982 + Penalty 7009.346934 = -1145065.828048 nChanged 851 SP:Iteration 4F (1450.670922 sec): 3 clusters Score: Raw -1152750.404244 + Penalty 7009.346934 = -1145741.057309 nChanged 734 SP:Iteration 5F (1450.833138 sec): 3 clusters Score: Raw -1153372.551295 + Penalty 7009.346934 = -1146363.204360 nChanged 731 SP:Iteration 6F (1450.984050 sec): 3 clusters Score: Raw -1154059.555586 + Penalty 7009.346934 = -1147050.208652 nChanged 696 SP:Iteration 7F (1451.127385 sec): 3 clusters Score: Raw -1154841.104645 + Penalty 7009.346934 = -1147831.757711 nChanged 665 SP:Iteration 8F (1451.296210 sec): 3 clusters Score: Raw -1155690.399469 + Penalty 7009.346934 = -1148681.052535 nChanged 592 SP:Iteration 9Q (1451.433812 sec): 3 clusters Score: Raw -1156427.641750 + Penalty 7009.346934 = -1149418.294816 nChanged 526 SP:Iteration 10Q (1451.581227 sec): 3 clusters Score: Raw -1157101.538131 + Penalty 7009.346934 = -1150092.191197 nChanged 495 SP:Iteration 11Q (1451.715491 sec): 3 clusters Score: Raw -1157716.733989 + Penalty 7009.346934 = -1150707.387055 nChanged 489 SP:Iteration 12Q (1451.853110 sec): 3 clusters Score: Raw -1158592.431005 + Penalty 7009.346934 = -1151583.084070 nChanged 501 SP:Iteration 13Q (1451.998255 sec): 3 clusters Score: Raw -1160318.951397 + Penalty 7009.346934 = -1153309.604463 nChanged 402 SP:Iteration 14Q (1452.120042 sec): 3 clusters Score: Raw -1162964.082306 + Penalty 7009.346934 = -1155954.735372 nChanged 155 SP:Iteration 15Q (1452.266456 sec): 3 clusters Score: Raw -1163429.347749 + Penalty 7009.346934 = -1156420.000815 nChanged 83 SP:Iteration 16Q (1452.434600 sec): 3 clusters Score: Raw -1163519.640255 + Penalty 7009.346934 = -1156510.293321 nChanged 36 SP:Iteration 17Q (1452.561624 sec): 3 clusters Score: Raw -1163540.270322 + Penalty 7009.346934 = -1156530.923388 nChanged 18 SP:Iteration 18Q (1452.692129 sec): 3 clusters Score: Raw -1163546.745594 + Penalty 7009.346934 = -1156537.398660 nChanged 5 SP:Iteration 19Q (1452.846668 sec): 3 clusters Score: Raw -1163548.032029 + Penalty 7009.346934 = -1156538.685095 nChanged 4 SP:Iteration 20F (1452.998447 sec): 3 clusters Score: Raw -1163549.037341 + Penalty 7009.346934 = -1156539.690407 nChanged 0 Score: Raw -3260847.481538 + Penalty 27543.880992 = -3233303.600546 Splitting cluster 5 changes total score from -3227281.693177 to -3233303.600546 So it's getting split into cluster 2. Trying to split cluster 6 (5692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1453.690670 sec): 2 clusters Score: Raw -465667.508368 + Penalty 3203.645683 = -462463.862685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1453.798071 sec): 3 clusters Score: Raw -463110.060785 + Penalty 6407.291367 = -456702.769418 nChanged 2144 SP:Iteration 1F (1453.903798 sec): 3 clusters Score: Raw -464738.441304 + Penalty 6407.291367 = -458331.149938 nChanged 545 SP:Iteration 2F (1453.999459 sec): 3 clusters Score: Raw -465367.647648 + Penalty 6407.291367 = -458960.356281 nChanged 402 SP:Iteration 3F (1454.105979 sec): 3 clusters Score: Raw -465794.050128 + Penalty 6407.291367 = -459386.758761 nChanged 321 SP:Iteration 4F (1454.245629 sec): 3 clusters Score: Raw -466138.718997 + Penalty 6407.291367 = -459731.427631 nChanged 314 SP:Iteration 5F (1454.360892 sec): 3 clusters Score: Raw -466508.793989 + Penalty 6407.291367 = -460101.502622 nChanged 296 SP:Iteration 6F (1454.488554 sec): 3 clusters Score: Raw -466889.858068 + Penalty 6407.291367 = -460482.566701 nChanged 279 SP:Iteration 7Q (1454.626228 sec): 3 clusters Score: Raw -467209.577265 + Penalty 6407.291367 = -460802.285898 nChanged 238 SP:Iteration 8Q (1454.763325 sec): 3 clusters Score: Raw -467500.744437 + Penalty 6407.291367 = -461093.453070 nChanged 204 SP:Iteration 9Q (1454.898976 sec): 3 clusters Score: Raw -467714.567478 + Penalty 6407.291367 = -461307.276111 nChanged 153 SP:Iteration 10Q (1455.027814 sec): 3 clusters Score: Raw -467869.525063 + Penalty 6407.291367 = -461462.233697 nChanged 139 SP:Iteration 11Q (1455.127700 sec): 3 clusters Score: Raw -468007.554431 + Penalty 6407.291367 = -461600.263064 nChanged 102 SP:Iteration 12Q (1455.280755 sec): 3 clusters Score: Raw -468129.012550 + Penalty 6407.291367 = -461721.721183 nChanged 99 SP:Iteration 13Q (1455.375570 sec): 3 clusters Score: Raw -468229.423369 + Penalty 6407.291367 = -461822.132003 nChanged 86 SP:Iteration 14Q (1455.520506 sec): 3 clusters Score: Raw -468310.571370 + Penalty 6407.291367 = -461903.280003 nChanged 71 SP:Iteration 15Q (1455.660420 sec): 3 clusters Score: Raw -468363.144433 + Penalty 6407.291367 = -461955.853066 nChanged 48 SP:Iteration 16Q (1455.771057 sec): 3 clusters Score: Raw -468393.899703 + Penalty 6407.291367 = -461986.608336 nChanged 39 SP:Iteration 17Q (1455.915055 sec): 3 clusters Score: Raw -468418.843682 + Penalty 6407.291367 = -462011.552315 nChanged 31 SP:Iteration 18Q (1456.036508 sec): 3 clusters Score: Raw -468437.170274 + Penalty 6407.291367 = -462029.878907 nChanged 23 SP:Iteration 19Q (1456.160252 sec): 3 clusters Score: Raw -468447.231731 + Penalty 6407.291367 = -462039.940364 nChanged 13 SP:Iteration 20F (1456.258550 sec): 3 clusters Score: Raw -468455.202432 + Penalty 6407.291367 = -462047.911065 nChanged 18 SP:Iteration 21Q (1456.412915 sec): 3 clusters Score: Raw -468465.144457 + Penalty 6407.291367 = -462057.853090 nChanged 16 SP:Iteration 22Q (1456.517387 sec): 3 clusters Score: Raw -468470.803445 + Penalty 6407.291367 = -462063.512078 nChanged 7 SP:Iteration 23Q (1456.638626 sec): 3 clusters Score: Raw -468474.046194 + Penalty 6407.291367 = -462066.754827 nChanged 7 SP:Iteration 24Q (1456.762776 sec): 3 clusters Score: Raw -468477.452937 + Penalty 6407.291367 = -462070.161571 nChanged 6 SP:Iteration 25Q (1456.888323 sec): 3 clusters Score: Raw -468480.334614 + Penalty 6407.291367 = -462073.043247 nChanged 8 SP:Iteration 26Q (1457.027621 sec): 3 clusters Score: Raw -468483.895915 + Penalty 6407.291367 = -462076.604548 nChanged 8 SP:Iteration 27Q (1457.156619 sec): 3 clusters Score: Raw -468487.254145 + Penalty 6407.291367 = -462079.962778 nChanged 7 SP:Iteration 28Q (1457.266570 sec): 3 clusters Score: Raw -468490.219455 + Penalty 6407.291367 = -462082.928088 nChanged 8 SP:Iteration 29Q (1457.433255 sec): 3 clusters Score: Raw -468494.878197 + Penalty 6407.291367 = -462087.586831 nChanged 8 SP:Iteration 30Q (1457.566582 sec): 3 clusters Score: Raw -468499.249169 + Penalty 6407.291367 = -462091.957803 nChanged 13 SP:Iteration 31Q (1457.671540 sec): 3 clusters Score: Raw -468505.640168 + Penalty 6407.291367 = -462098.348802 nChanged 17 SP:Iteration 32Q (1457.795761 sec): 3 clusters Score: Raw -468513.776022 + Penalty 6407.291367 = -462106.484655 nChanged 12 SP:Iteration 33Q (1457.914153 sec): 3 clusters Score: Raw -468520.188419 + Penalty 6407.291367 = -462112.897052 nChanged 13 SP:Iteration 34Q (1458.061335 sec): 3 clusters Score: Raw -468526.686493 + Penalty 6407.291367 = -462119.395126 nChanged 11 SP:Iteration 35Q (1458.188825 sec): 3 clusters Score: Raw -468531.356760 + Penalty 6407.291367 = -462124.065394 nChanged 9 SP:Iteration 36Q (1458.323622 sec): 3 clusters Score: Raw -468536.490103 + Penalty 6407.291367 = -462129.198736 nChanged 12 SP:Iteration 37Q (1458.445380 sec): 3 clusters Score: Raw -468542.521458 + Penalty 6407.291367 = -462135.230092 nChanged 6 SP:Iteration 38Q (1458.582088 sec): 3 clusters Score: Raw -468546.002149 + Penalty 6407.291367 = -462138.710782 nChanged 8 SP:Iteration 39Q (1458.702785 sec): 3 clusters Score: Raw -468549.081643 + Penalty 6407.291367 = -462141.790276 nChanged 7 SP:Iteration 40F (1458.828745 sec): 3 clusters Score: Raw -468552.485338 + Penalty 6407.291367 = -462145.193972 nChanged 7 SP:Iteration 41Q (1458.943774 sec): 3 clusters Score: Raw -468555.332898 + Penalty 6407.291367 = -462148.041531 nChanged 11 SP:Iteration 42Q (1459.103865 sec): 3 clusters Score: Raw -468561.328934 + Penalty 6407.291367 = -462154.037567 nChanged 13 SP:Iteration 43Q (1459.213390 sec): 3 clusters Score: Raw -468567.839666 + Penalty 6407.291367 = -462160.548299 nChanged 14 SP:Iteration 44Q (1459.365300 sec): 3 clusters Score: Raw -468578.547489 + Penalty 6407.291367 = -462171.256123 nChanged 22 SP:Iteration 45Q (1459.488923 sec): 3 clusters Score: Raw -468592.589449 + Penalty 6407.291367 = -462185.298082 nChanged 22 SP:Iteration 46Q (1459.609956 sec): 3 clusters Score: Raw -468605.441418 + Penalty 6407.291367 = -462198.150051 nChanged 18 SP:Iteration 47Q (1459.723557 sec): 3 clusters Score: Raw -468615.788766 + Penalty 6407.291367 = -462208.497399 nChanged 21 SP:Iteration 48Q (1459.857251 sec): 3 clusters Score: Raw -468626.860568 + Penalty 6407.291367 = -462219.569202 nChanged 19 SP:Iteration 49Q (1459.981734 sec): 3 clusters Score: Raw -468637.892588 + Penalty 6407.291367 = -462230.601222 nChanged 18 SP:Iteration 50Q (1460.132347 sec): 3 clusters Score: Raw -468649.384775 + Penalty 6407.291367 = -462242.093408 nChanged 25 SP:Iteration 51Q (1460.262551 sec): 3 clusters Score: Raw -468662.934050 + Penalty 6407.291367 = -462255.642683 nChanged 28 SP:Iteration 52Q (1460.389686 sec): 3 clusters Score: Raw -468679.894001 + Penalty 6407.291367 = -462272.602634 nChanged 26 SP:Iteration 53Q (1460.515347 sec): 3 clusters Score: Raw -468700.349599 + Penalty 6407.291367 = -462293.058233 nChanged 37 SP:Iteration 54Q (1460.645908 sec): 3 clusters Score: Raw -468741.441217 + Penalty 6407.291367 = -462334.149850 nChanged 55 SP:Iteration 55Q (1460.755660 sec): 3 clusters Score: Raw -468822.574465 + Penalty 6407.291367 = -462415.283099 nChanged 77 SP:Iteration 56Q (1460.893805 sec): 3 clusters Score: Raw -468956.461469 + Penalty 6407.291367 = -462549.170103 nChanged 82 SP:Iteration 57Q (1461.018788 sec): 3 clusters Score: Raw -469108.881583 + Penalty 6407.291367 = -462701.590216 nChanged 87 SP:Iteration 58Q (1461.124674 sec): 3 clusters Score: Raw -469235.596158 + Penalty 6407.291367 = -462828.304791 nChanged 68 SP:Iteration 59Q (1461.246316 sec): 3 clusters Score: Raw -469278.653134 + Penalty 6407.291367 = -462871.361768 nChanged 35 SP:Iteration 60F (1461.405121 sec): 3 clusters Score: Raw -469297.163697 + Penalty 6407.291367 = -462889.872330 nChanged 24 SP:Iteration 61Q (1461.500636 sec): 3 clusters Score: Raw -469312.051785 + Penalty 6407.291367 = -462904.760418 nChanged 19 SP:Iteration 62Q (1461.651484 sec): 3 clusters Score: Raw -469320.653542 + Penalty 6407.291367 = -462913.362176 nChanged 7 SP:Iteration 63Q (1461.795994 sec): 3 clusters Score: Raw -469323.769734 + Penalty 6407.291367 = -462916.478368 nChanged 7 SP:Iteration 64Q (1461.916411 sec): 3 clusters Score: Raw -469326.636155 + Penalty 6407.291367 = -462919.344789 nChanged 4 SP:Iteration 65Q (1462.043024 sec): 3 clusters Score: Raw -469328.570626 + Penalty 6407.291367 = -462921.279259 nChanged 5 SP:Iteration 66Q (1462.211059 sec): 3 clusters Score: Raw -469329.757894 + Penalty 6407.291367 = -462922.466527 nChanged 3 SP:Iteration 67Q (1462.349866 sec): 3 clusters Score: Raw -469330.212026 + Penalty 6407.291367 = -462922.920659 nChanged 1 SP:Iteration 68Q (1462.468727 sec): 3 clusters Score: Raw -469330.369932 + Penalty 6407.291367 = -462923.078565 nChanged 0 SP:Iteration 69F (1462.626020 sec): 3 clusters Score: Raw -469330.369932 + Penalty 6407.291367 = -462923.078565 nChanged 0 Score: Raw -3264510.343101 + Penalty 31478.721134 = -3233031.621968 Splitting cluster 6 changes total score from -3227281.693177 to -3233031.621968 So it's getting split into cluster 4. Trying to split cluster 7 (5170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1463.528246 sec): 2 clusters Score: Raw -412137.235392 + Penalty 3168.007662 = -408969.227730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1463.624398 sec): 3 clusters Score: Raw -409905.995288 + Penalty 6336.015324 = -403569.979964 nChanged 1837 SP:Iteration 1F (1463.767492 sec): 3 clusters Score: Raw -411338.685188 + Penalty 6336.015324 = -405002.669864 nChanged 540 SP:Iteration 2F (1463.888838 sec): 3 clusters Score: Raw -412037.728426 + Penalty 6336.015324 = -405701.713102 nChanged 442 SP:Iteration 3F (1464.049983 sec): 3 clusters Score: Raw -412651.174180 + Penalty 6336.015324 = -406315.158856 nChanged 367 SP:Iteration 4F (1464.163265 sec): 3 clusters Score: Raw -413191.874665 + Penalty 6336.015324 = -406855.859341 nChanged 315 SP:Iteration 5F (1464.282857 sec): 3 clusters Score: Raw -413623.737778 + Penalty 6336.015324 = -407287.722454 nChanged 266 SP:Iteration 6F (1464.412524 sec): 3 clusters Score: Raw -413993.376807 + Penalty 6336.015324 = -407657.361484 nChanged 206 SP:Iteration 7Q (1464.529426 sec): 3 clusters Score: Raw -414259.188002 + Penalty 6336.015324 = -407923.172678 nChanged 162 SP:Iteration 8Q (1464.662442 sec): 3 clusters Score: Raw -414453.179820 + Penalty 6336.015324 = -408117.164496 nChanged 124 SP:Iteration 9Q (1464.757241 sec): 3 clusters Score: Raw -414577.505306 + Penalty 6336.015324 = -408241.489982 nChanged 88 SP:Iteration 10Q (1464.877859 sec): 3 clusters Score: Raw -414652.910175 + Penalty 6336.015324 = -408316.894851 nChanged 54 SP:Iteration 11Q (1464.999973 sec): 3 clusters Score: Raw -414699.263318 + Penalty 6336.015324 = -408363.247994 nChanged 35 SP:Iteration 12Q (1465.138940 sec): 3 clusters Score: Raw -414725.749699 + Penalty 6336.015324 = -408389.734375 nChanged 30 SP:Iteration 13Q (1465.250702 sec): 3 clusters Score: Raw -414744.408358 + Penalty 6336.015324 = -408408.393034 nChanged 20 SP:Iteration 14Q (1465.368150 sec): 3 clusters Score: Raw -414757.902744 + Penalty 6336.015324 = -408421.887420 nChanged 13 SP:Iteration 15Q (1465.476832 sec): 3 clusters Score: Raw -414766.646864 + Penalty 6336.015324 = -408430.631541 nChanged 11 SP:Iteration 16Q (1465.598027 sec): 3 clusters Score: Raw -414771.050527 + Penalty 6336.015324 = -408435.035203 nChanged 6 SP:Iteration 17Q (1465.728083 sec): 3 clusters Score: Raw -414773.449925 + Penalty 6336.015324 = -408437.434601 nChanged 1 SP:Iteration 18Q (1465.887974 sec): 3 clusters Score: Raw -414773.744598 + Penalty 6336.015324 = -408437.729274 nChanged 1 SP:Iteration 19Q (1466.026905 sec): 3 clusters Score: Raw -414773.995074 + Penalty 6336.015324 = -408437.979750 nChanged 0 SP:Iteration 20F (1466.166108 sec): 3 clusters Score: Raw -414773.995074 + Penalty 6336.015324 = -408437.979750 nChanged 0 Trying to split cluster 8 (10053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1466.257219 sec): 2 clusters Score: Raw -819923.663272 + Penalty 3414.389572 = -816509.273699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1466.390604 sec): 3 clusters Score: Raw -814901.341241 + Penalty 6828.779145 = -808072.562096 nChanged 4003 SP:Iteration 1F (1466.532346 sec): 3 clusters Score: Raw -817895.937986 + Penalty 6828.779145 = -811067.158841 nChanged 1243 SP:Iteration 2F (1466.689260 sec): 3 clusters Score: Raw -819771.008544 + Penalty 6828.779145 = -812942.229399 nChanged 1134 SP:Iteration 3F (1466.802396 sec): 3 clusters Score: Raw -821323.343669 + Penalty 6828.779145 = -814494.564524 nChanged 812 SP:Iteration 4F (1466.943545 sec): 3 clusters Score: Raw -822254.325682 + Penalty 6828.779145 = -815425.546537 nChanged 537 SP:Iteration 5F (1467.084400 sec): 3 clusters Score: Raw -822717.990471 + Penalty 6828.779145 = -815889.211326 nChanged 323 SP:Iteration 6Q (1467.246047 sec): 3 clusters Score: Raw -822896.893259 + Penalty 6828.779145 = -816068.114114 nChanged 211 SP:Iteration 7Q (1467.367710 sec): 3 clusters Score: Raw -822997.013344 + Penalty 6828.779145 = -816168.234199 nChanged 147 SP:Iteration 8Q (1467.526354 sec): 3 clusters Score: Raw -823064.466948 + Penalty 6828.779145 = -816235.687803 nChanged 124 SP:Iteration 9Q (1467.673681 sec): 3 clusters Score: Raw -823119.956091 + Penalty 6828.779145 = -816291.176946 nChanged 92 SP:Iteration 10Q (1467.815789 sec): 3 clusters Score: Raw -823156.415836 + Penalty 6828.779145 = -816327.636691 nChanged 77 SP:Iteration 11Q (1467.976625 sec): 3 clusters Score: Raw -823182.120803 + Penalty 6828.779145 = -816353.341658 nChanged 52 SP:Iteration 12Q (1468.129216 sec): 3 clusters Score: Raw -823197.250493 + Penalty 6828.779145 = -816368.471348 nChanged 42 SP:Iteration 13Q (1468.285500 sec): 3 clusters Score: Raw -823209.064245 + Penalty 6828.779145 = -816380.285100 nChanged 33 SP:Iteration 14Q (1468.433468 sec): 3 clusters Score: Raw -823218.096295 + Penalty 6828.779145 = -816389.317150 nChanged 23 SP:Iteration 15Q (1468.569466 sec): 3 clusters Score: Raw -823223.935614 + Penalty 6828.779145 = -816395.156469 nChanged 28 SP:Iteration 16Q (1468.701335 sec): 3 clusters Score: Raw -823230.704305 + Penalty 6828.779145 = -816401.925160 nChanged 21 SP:Iteration 17Q (1468.841767 sec): 3 clusters Score: Raw -823235.099009 + Penalty 6828.779145 = -816406.319864 nChanged 17 SP:Iteration 18Q (1468.951691 sec): 3 clusters Score: Raw -823238.855763 + Penalty 6828.779145 = -816410.076618 nChanged 17 SP:Iteration 19Q (1469.115864 sec): 3 clusters Score: Raw -823242.936880 + Penalty 6828.779145 = -816414.157735 nChanged 10 SP:Iteration 20F (1469.264263 sec): 3 clusters Score: Raw -823245.022815 + Penalty 6828.779145 = -816416.243670 nChanged 14 SP:Iteration 21Q (1469.400337 sec): 3 clusters Score: Raw -823248.931556 + Penalty 6828.779145 = -816420.152412 nChanged 18 SP:Iteration 22Q (1469.522416 sec): 3 clusters Score: Raw -823254.004205 + Penalty 6828.779145 = -816425.225060 nChanged 20 SP:Iteration 23Q (1469.678651 sec): 3 clusters Score: Raw -823258.742327 + Penalty 6828.779145 = -816429.963183 nChanged 17 SP:Iteration 24Q (1469.808785 sec): 3 clusters Score: Raw -823261.471883 + Penalty 6828.779145 = -816432.692738 nChanged 18 SP:Iteration 25Q (1469.952214 sec): 3 clusters Score: Raw -823264.433405 + Penalty 6828.779145 = -816435.654260 nChanged 13 SP:Iteration 26Q (1470.087167 sec): 3 clusters Score: Raw -823267.010909 + Penalty 6828.779145 = -816438.231764 nChanged 10 SP:Iteration 27Q (1470.220379 sec): 3 clusters Score: Raw -823269.163709 + Penalty 6828.779145 = -816440.384564 nChanged 7 SP:Iteration 28Q (1470.361865 sec): 3 clusters Score: Raw -823270.899787 + Penalty 6828.779145 = -816442.120642 nChanged 8 SP:Iteration 29Q (1470.498710 sec): 3 clusters Score: Raw -823272.512926 + Penalty 6828.779145 = -816443.733781 nChanged 5 SP:Iteration 30Q (1470.643339 sec): 3 clusters Score: Raw -823273.285243 + Penalty 6828.779145 = -816444.506098 nChanged 5 SP:Iteration 31Q (1470.771733 sec): 3 clusters Score: Raw -823273.959853 + Penalty 6828.779145 = -816445.180708 nChanged 5 SP:Iteration 32Q (1470.890337 sec): 3 clusters Score: Raw -823274.766297 + Penalty 6828.779145 = -816445.987152 nChanged 10 SP:Iteration 33Q (1471.020983 sec): 3 clusters Score: Raw -823276.832015 + Penalty 6828.779145 = -816448.052870 nChanged 10 SP:Iteration 34Q (1471.165647 sec): 3 clusters Score: Raw -823278.131388 + Penalty 6828.779145 = -816449.352243 nChanged 3 SP:Iteration 35Q (1471.276427 sec): 3 clusters Score: Raw -823278.682530 + Penalty 6828.779145 = -816449.903385 nChanged 5 SP:Iteration 36Q (1471.403246 sec): 3 clusters Score: Raw -823279.576322 + Penalty 6828.779145 = -816450.797177 nChanged 5 SP:Iteration 37Q (1471.548117 sec): 3 clusters Score: Raw -823280.710098 + Penalty 6828.779145 = -816451.930953 nChanged 5 SP:Iteration 38Q (1471.708333 sec): 3 clusters Score: Raw -823283.076528 + Penalty 6828.779145 = -816454.297383 nChanged 9 SP:Iteration 39Q (1471.855021 sec): 3 clusters Score: Raw -823284.719419 + Penalty 6828.779145 = -816455.940274 nChanged 9 SP:Iteration 40F (1471.983195 sec): 3 clusters Score: Raw -823286.459626 + Penalty 6828.779145 = -816457.680481 nChanged 10 SP:Iteration 41Q (1472.117818 sec): 3 clusters Score: Raw -823288.325281 + Penalty 6828.779145 = -816459.546136 nChanged 5 SP:Iteration 42Q (1472.241469 sec): 3 clusters Score: Raw -823289.286996 + Penalty 6828.779145 = -816460.507851 nChanged 4 SP:Iteration 43Q (1472.367929 sec): 3 clusters Score: Raw -823290.388809 + Penalty 6828.779145 = -816461.609664 nChanged 4 SP:Iteration 44Q (1472.467188 sec): 3 clusters Score: Raw -823291.067441 + Penalty 6828.779145 = -816462.288296 nChanged 3 SP:Iteration 45Q (1472.594231 sec): 3 clusters Score: Raw -823291.650625 + Penalty 6828.779145 = -816462.871480 nChanged 5 SP:Iteration 46Q (1472.769529 sec): 3 clusters Score: Raw -823292.665460 + Penalty 6828.779145 = -816463.886315 nChanged 5 SP:Iteration 47Q (1472.908516 sec): 3 clusters Score: Raw -823293.209326 + Penalty 6828.779145 = -816464.430181 nChanged 0 SP:Iteration 48F (1473.058023 sec): 3 clusters Score: Raw -823293.209326 + Penalty 6828.779145 = -816464.430181 nChanged 0 Iteration 20F (1473.913472 sec): 9 clusters Score: Raw -3265837.011794 + Penalty 31478.721134 = -3234358.290660 nChanged 1567 Iteration 21Q (1474.574854 sec): 9 clusters Score: Raw -3266687.226501 + Penalty 31478.721134 = -3235208.505368 nChanged 638 Iteration 22Q (1475.234149 sec): 9 clusters Score: Raw -3266985.374954 + Penalty 31478.721134 = -3235506.653820 nChanged 396 Iteration 23Q (1475.842091 sec): 9 clusters Score: Raw -3267186.738377 + Penalty 31478.721134 = -3235708.017243 nChanged 305 Iteration 24Q (1476.492847 sec): 9 clusters Score: Raw -3267329.593866 + Penalty 31478.721134 = -3235850.872732 nChanged 248 Iteration 25Q (1477.081262 sec): 9 clusters Score: Raw -3267431.150581 + Penalty 31478.721134 = -3235952.429447 nChanged 185 Iteration 26Q (1477.685314 sec): 9 clusters Score: Raw -3267500.002095 + Penalty 31478.721134 = -3236021.280961 nChanged 160 Iteration 27Q (1478.311499 sec): 9 clusters Score: Raw -3267549.290602 + Penalty 31478.721134 = -3236070.569468 nChanged 132 Iteration 28Q (1478.929408 sec): 9 clusters Score: Raw -3267586.650017 + Penalty 31478.721134 = -3236107.928883 nChanged 112 Iteration 29Q (1479.552794 sec): 9 clusters Score: Raw -3267619.685373 + Penalty 31478.721134 = -3236140.964239 nChanged 104 Iteration 30Q (1480.175350 sec): 9 clusters Score: Raw -3267647.621732 + Penalty 31478.721134 = -3236168.900598 nChanged 91 Iteration 31Q (1480.813131 sec): 9 clusters Score: Raw -3267673.152720 + Penalty 31478.721134 = -3236194.431586 nChanged 90 Iteration 32Q (1481.443027 sec): 9 clusters Score: Raw -3267702.544531 + Penalty 31478.721134 = -3236223.823397 nChanged 85 Iteration 33Q (1482.050464 sec): 9 clusters Score: Raw -3267721.664604 + Penalty 31478.721134 = -3236242.943471 nChanged 69 Iteration 34Q (1482.725233 sec): 9 clusters Score: Raw -3267740.555510 + Penalty 31478.721134 = -3236261.834376 nChanged 73 Iteration 35Q (1483.364100 sec): 9 clusters Score: Raw -3267757.133569 + Penalty 31478.721134 = -3236278.412435 nChanged 45 Iteration 36Q (1484.004237 sec): 9 clusters Score: Raw -3267766.923939 + Penalty 31478.721134 = -3236288.202805 nChanged 34 Iteration 37Q (1484.683050 sec): 9 clusters Score: Raw -3267773.846262 + Penalty 31478.721134 = -3236295.125128 nChanged 20 Iteration 38Q (1485.330716 sec): 9 clusters Score: Raw -3267778.966369 + Penalty 31478.721134 = -3236300.245235 nChanged 29 Iteration 39Q (1485.993403 sec): 9 clusters Score: Raw -3267784.897748 + Penalty 31478.721134 = -3236306.176615 nChanged 28 Iteration 40F (1486.784143 sec): 9 clusters Score: Raw -3267813.618113 + Penalty 31478.721134 = -3236334.896979 nChanged 40 Iteration 41Q (1487.447870 sec): 9 clusters Score: Raw -3267833.166902 + Penalty 31478.721134 = -3236354.445768 nChanged 31 Iteration 42Q (1488.123470 sec): 9 clusters Score: Raw -3267846.788913 + Penalty 31478.721134 = -3236368.067779 nChanged 35 Iteration 43Q (1488.773501 sec): 9 clusters Score: Raw -3267862.885956 + Penalty 31478.721134 = -3236384.164822 nChanged 45 Iteration 44Q (1489.379287 sec): 9 clusters Score: Raw -3267878.749782 + Penalty 31478.721134 = -3236400.028648 nChanged 44 Iteration 45Q (1490.013819 sec): 9 clusters Score: Raw -3267891.238064 + Penalty 31478.721134 = -3236412.516931 nChanged 45 Iteration 46Q (1490.636496 sec): 9 clusters Score: Raw -3267907.412089 + Penalty 31478.721134 = -3236428.690955 nChanged 37 Iteration 47Q (1491.254899 sec): 9 clusters Score: Raw -3267919.471908 + Penalty 31478.721134 = -3236440.750774 nChanged 34 Iteration 48Q (1491.884244 sec): 9 clusters Score: Raw -3267929.847979 + Penalty 31478.721134 = -3236451.126845 nChanged 24 Iteration 49Q (1492.549605 sec): 9 clusters Score: Raw -3267939.603689 + Penalty 31478.721134 = -3236460.882555 nChanged 30 Iteration 50Q (1493.150883 sec): 9 clusters Score: Raw -3267952.124445 + Penalty 31478.721134 = -3236473.403311 nChanged 24 Iteration 51Q (1493.792381 sec): 9 clusters Score: Raw -3267958.634176 + Penalty 31478.721134 = -3236479.913042 nChanged 27 Iteration 52Q (1494.438595 sec): 9 clusters Score: Raw -3267968.213603 + Penalty 31478.721134 = -3236489.492469 nChanged 34 Iteration 53Q (1495.086146 sec): 9 clusters Score: Raw -3267978.903060 + Penalty 31478.721134 = -3236500.181927 nChanged 33 Iteration 54Q (1495.701580 sec): 9 clusters Score: Raw -3267988.330469 + Penalty 31478.721134 = -3236509.609335 nChanged 25 Iteration 55Q (1496.355255 sec): 9 clusters Score: Raw -3267995.108608 + Penalty 31478.721134 = -3236516.387474 nChanged 34 Iteration 56Q (1496.931752 sec): 9 clusters Score: Raw -3268004.573474 + Penalty 31478.721134 = -3236525.852340 nChanged 28 Iteration 57Q (1497.571419 sec): 9 clusters Score: Raw -3268011.580265 + Penalty 31478.721134 = -3236532.859131 nChanged 28 Iteration 58Q (1498.199661 sec): 9 clusters Score: Raw -3268019.171220 + Penalty 31478.721134 = -3236540.450086 nChanged 25 Writing temp clu file Because OldScore, -3236532.859131, is greater than current (better) Score,-3236540.450086 Compute initial score before splitting: Score: Raw -3268019.171220 + Penalty 31478.721134 = -3236540.450086 Trying to split cluster 1 (4479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1498.328763 sec): 2 clusters Score: Raw -295135.960296 + Penalty 3114.850959 = -292021.109337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1498.453838 sec): 3 clusters Score: Raw -293407.380572 + Penalty 6229.701919 = -287177.678653 nChanged 1626 SP:Iteration 1F (1498.581053 sec): 3 clusters Score: Raw -294965.461019 + Penalty 6229.701919 = -288735.759100 nChanged 485 SP:Iteration 2F (1498.715745 sec): 3 clusters Score: Raw -295835.275098 + Penalty 6229.701919 = -289605.573179 nChanged 392 SP:Iteration 3F (1498.813938 sec): 3 clusters Score: Raw -296444.594475 + Penalty 6229.701919 = -290214.892556 nChanged 315 SP:Iteration 4F (1498.943663 sec): 3 clusters Score: Raw -296878.508021 + Penalty 6229.701919 = -290648.806102 nChanged 235 SP:Iteration 5F (1499.076291 sec): 3 clusters Score: Raw -297187.716608 + Penalty 6229.701919 = -290958.014689 nChanged 176 SP:Iteration 6Q (1499.228081 sec): 3 clusters Score: Raw -297407.414529 + Penalty 6229.701919 = -291177.712610 nChanged 141 SP:Iteration 7Q (1499.354471 sec): 3 clusters Score: Raw -297544.954204 + Penalty 6229.701919 = -291315.252285 nChanged 91 SP:Iteration 8Q (1499.480551 sec): 3 clusters Score: Raw -297618.524316 + Penalty 6229.701919 = -291388.822397 nChanged 61 SP:Iteration 9Q (1499.570928 sec): 3 clusters Score: Raw -297657.714173 + Penalty 6229.701919 = -291428.012254 nChanged 41 SP:Iteration 10Q (1499.698265 sec): 3 clusters Score: Raw -297685.256458 + Penalty 6229.701919 = -291455.554539 nChanged 29 SP:Iteration 11Q (1499.823230 sec): 3 clusters Score: Raw -297702.327401 + Penalty 6229.701919 = -291472.625482 nChanged 25 SP:Iteration 12Q (1499.959720 sec): 3 clusters Score: Raw -297722.014142 + Penalty 6229.701919 = -291492.312224 nChanged 24 SP:Iteration 13Q (1500.083103 sec): 3 clusters Score: Raw -297742.110186 + Penalty 6229.701919 = -291512.408267 nChanged 17 SP:Iteration 14Q (1500.181851 sec): 3 clusters Score: Raw -297751.481542 + Penalty 6229.701919 = -291521.779623 nChanged 10 SP:Iteration 15Q (1500.331723 sec): 3 clusters Score: Raw -297763.680349 + Penalty 6229.701919 = -291533.978430 nChanged 7 SP:Iteration 16Q (1500.428901 sec): 3 clusters Score: Raw -297766.633748 + Penalty 6229.701919 = -291536.931829 nChanged 3 SP:Iteration 17Q (1500.573902 sec): 3 clusters Score: Raw -297767.492968 + Penalty 6229.701919 = -291537.791049 nChanged 3 SP:Iteration 18Q (1500.708912 sec): 3 clusters Score: Raw -297768.365492 + Penalty 6229.701919 = -291538.663573 nChanged 4 SP:Iteration 19Q (1500.860364 sec): 3 clusters Score: Raw -297769.153377 + Penalty 6229.701919 = -291539.451458 nChanged 1 SP:Iteration 20F (1500.981396 sec): 3 clusters Score: Raw -297769.333039 + Penalty 6229.701919 = -291539.631120 nChanged 1 SP:Iteration 21Q (1501.096075 sec): 3 clusters Score: Raw -297770.410443 + Penalty 6229.701919 = -291540.708524 nChanged 1 SP:Iteration 22Q (1501.242561 sec): 3 clusters Score: Raw -297771.114985 + Penalty 6229.701919 = -291541.413066 nChanged 2 SP:Iteration 23Q (1501.344475 sec): 3 clusters Score: Raw -297772.181471 + Penalty 6229.701919 = -291542.479552 nChanged 3 SP:Iteration 24Q (1501.463089 sec): 3 clusters Score: Raw -297773.816022 + Penalty 6229.701919 = -291544.114103 nChanged 3 SP:Iteration 25Q (1501.582550 sec): 3 clusters Score: Raw -297775.458015 + Penalty 6229.701919 = -291545.756096 nChanged 4 SP:Iteration 26Q (1501.737567 sec): 3 clusters Score: Raw -297776.804382 + Penalty 6229.701919 = -291547.102463 nChanged 5 SP:Iteration 27Q (1501.887594 sec): 3 clusters Score: Raw -297779.703955 + Penalty 6229.701919 = -291550.002036 nChanged 5 SP:Iteration 28Q (1501.988525 sec): 3 clusters Score: Raw -297782.227451 + Penalty 6229.701919 = -291552.525532 nChanged 4 SP:Iteration 29Q (1502.127354 sec): 3 clusters Score: Raw -297784.608082 + Penalty 6229.701919 = -291554.906163 nChanged 4 SP:Iteration 30Q (1502.267700 sec): 3 clusters Score: Raw -297786.233963 + Penalty 6229.701919 = -291556.532044 nChanged 5 SP:Iteration 31Q (1502.401389 sec): 3 clusters Score: Raw -297788.470703 + Penalty 6229.701919 = -291558.768784 nChanged 4 SP:Iteration 32Q (1502.494402 sec): 3 clusters Score: Raw -297789.967385 + Penalty 6229.701919 = -291560.265466 nChanged 2 SP:Iteration 33Q (1502.644808 sec): 3 clusters Score: Raw -297790.633563 + Penalty 6229.701919 = -291560.931644 nChanged 0 SP:Iteration 34F (1502.772619 sec): 3 clusters Score: Raw -297790.633563 + Penalty 6229.701919 = -291560.931644 nChanged 0 Trying to split cluster 2 (8120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1502.852559 sec): 2 clusters Score: Raw -739694.917323 + Penalty 3335.272653 = -736359.644670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1502.989391 sec): 3 clusters Score: Raw -735643.905764 + Penalty 6670.545306 = -728973.360458 nChanged 3185 SP:Iteration 1F (1503.103548 sec): 3 clusters Score: Raw -737545.202008 + Penalty 6670.545306 = -730874.656702 nChanged 751 SP:Iteration 2F (1503.235377 sec): 3 clusters Score: Raw -738208.307849 + Penalty 6670.545306 = -731537.762543 nChanged 620 SP:Iteration 3F (1503.384265 sec): 3 clusters Score: Raw -738840.392112 + Penalty 6670.545306 = -732169.846806 nChanged 627 SP:Iteration 4F (1503.530622 sec): 3 clusters Score: Raw -739658.262452 + Penalty 6670.545306 = -732987.717146 nChanged 662 SP:Iteration 5F (1503.661929 sec): 3 clusters Score: Raw -740878.449459 + Penalty 6670.545306 = -734207.904153 nChanged 678 SP:Iteration 6F (1503.821475 sec): 3 clusters Score: Raw -742902.802614 + Penalty 6670.545306 = -736232.257308 nChanged 551 SP:Iteration 7F (1503.952954 sec): 3 clusters Score: Raw -744610.145062 + Penalty 6670.545306 = -737939.599756 nChanged 438 SP:Iteration 8F (1504.087572 sec): 3 clusters Score: Raw -745386.568585 + Penalty 6670.545306 = -738716.023279 nChanged 245 SP:Iteration 9Q (1504.226323 sec): 3 clusters Score: Raw -745801.826715 + Penalty 6670.545306 = -739131.281409 nChanged 157 SP:Iteration 10Q (1504.354624 sec): 3 clusters Score: Raw -746018.808048 + Penalty 6670.545306 = -739348.262742 nChanged 129 SP:Iteration 11Q (1504.472433 sec): 3 clusters Score: Raw -746251.241404 + Penalty 6670.545306 = -739580.696098 nChanged 112 SP:Iteration 12Q (1504.594839 sec): 3 clusters Score: Raw -746456.137972 + Penalty 6670.545306 = -739785.592666 nChanged 93 SP:Iteration 13Q (1504.748710 sec): 3 clusters Score: Raw -746584.949856 + Penalty 6670.545306 = -739914.404550 nChanged 60 SP:Iteration 14Q (1504.853710 sec): 3 clusters Score: Raw -746646.782476 + Penalty 6670.545306 = -739976.237170 nChanged 46 SP:Iteration 15Q (1504.992782 sec): 3 clusters Score: Raw -746688.927207 + Penalty 6670.545306 = -740018.381901 nChanged 39 SP:Iteration 16Q (1505.110325 sec): 3 clusters Score: Raw -746714.814400 + Penalty 6670.545306 = -740044.269094 nChanged 22 SP:Iteration 17Q (1505.259687 sec): 3 clusters Score: Raw -746723.908604 + Penalty 6670.545306 = -740053.363298 nChanged 9 SP:Iteration 18Q (1505.409915 sec): 3 clusters Score: Raw -746728.564217 + Penalty 6670.545306 = -740058.018911 nChanged 12 SP:Iteration 19Q (1505.538805 sec): 3 clusters Score: Raw -746733.558823 + Penalty 6670.545306 = -740063.013517 nChanged 10 SP:Iteration 20F (1505.677300 sec): 3 clusters Score: Raw -746737.133782 + Penalty 6670.545306 = -740066.588476 nChanged 7 SP:Iteration 21Q (1505.803594 sec): 3 clusters Score: Raw -746739.854210 + Penalty 6670.545306 = -740069.308904 nChanged 6 SP:Iteration 22Q (1505.932400 sec): 3 clusters Score: Raw -746741.753018 + Penalty 6670.545306 = -740071.207712 nChanged 2 SP:Iteration 23Q (1506.057181 sec): 3 clusters Score: Raw -746742.224099 + Penalty 6670.545306 = -740071.678793 nChanged 1 SP:Iteration 24Q (1506.188005 sec): 3 clusters Score: Raw -746742.488023 + Penalty 6670.545306 = -740071.942717 nChanged 3 SP:Iteration 25Q (1506.314850 sec): 3 clusters Score: Raw -746743.369790 + Penalty 6670.545306 = -740072.824484 nChanged 3 SP:Iteration 26Q (1506.460781 sec): 3 clusters Score: Raw -746744.152563 + Penalty 6670.545306 = -740073.607257 nChanged 1 SP:Iteration 27Q (1506.597656 sec): 3 clusters Score: Raw -746744.288472 + Penalty 6670.545306 = -740073.743166 nChanged 1 SP:Iteration 28Q (1506.730022 sec): 3 clusters Score: Raw -746744.626748 + Penalty 6670.545306 = -740074.081442 nChanged 1 SP:Iteration 29Q (1506.873515 sec): 3 clusters Score: Raw -746745.077251 + Penalty 6670.545306 = -740074.531945 nChanged 2 SP:Iteration 30Q (1507.010026 sec): 3 clusters Score: Raw -746745.803881 + Penalty 6670.545306 = -740075.258575 nChanged 2 SP:Iteration 31Q (1507.153620 sec): 3 clusters Score: Raw -746746.933776 + Penalty 6670.545306 = -740076.388470 nChanged 2 SP:Iteration 32Q (1507.292786 sec): 3 clusters Score: Raw -746747.531961 + Penalty 6670.545306 = -740076.986655 nChanged 0 SP:Iteration 33F (1507.451657 sec): 3 clusters Score: Raw -746747.531961 + Penalty 6670.545306 = -740076.986655 nChanged 0 Score: Raw -3275079.199184 + Penalty 35413.561276 = -3239665.637908 Splitting cluster 2 changes total score from -3236540.450086 to -3239665.637908 So it's getting split into cluster 9. Trying to split cluster 3 (2754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1508.434448 sec): 2 clusters Score: Raw -174915.355267 + Penalty 2934.659986 = -171980.695281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1508.523501 sec): 3 clusters Score: Raw -174097.787253 + Penalty 5869.319972 = -168228.467281 nChanged 903 SP:Iteration 1F (1508.653263 sec): 3 clusters Score: Raw -175093.813108 + Penalty 5869.319972 = -169224.493136 nChanged 275 SP:Iteration 2F (1508.776927 sec): 3 clusters Score: Raw -175696.535658 + Penalty 5869.319972 = -169827.215685 nChanged 207 SP:Iteration 3F (1508.880507 sec): 3 clusters Score: Raw -176087.369426 + Penalty 5869.319972 = -170218.049454 nChanged 155 SP:Iteration 4F (1509.028476 sec): 3 clusters Score: Raw -176336.638471 + Penalty 5869.319972 = -170467.318499 nChanged 125 SP:Iteration 5Q (1509.142997 sec): 3 clusters Score: Raw -176538.628363 + Penalty 5869.319972 = -170669.308391 nChanged 109 SP:Iteration 6Q (1509.284157 sec): 3 clusters Score: Raw -176720.481752 + Penalty 5869.319972 = -170851.161780 nChanged 92 SP:Iteration 7Q (1509.389639 sec): 3 clusters Score: Raw -176851.334921 + Penalty 5869.319972 = -170982.014949 nChanged 76 SP:Iteration 8Q (1509.519208 sec): 3 clusters Score: Raw -176949.375158 + Penalty 5869.319972 = -171080.055185 nChanged 59 SP:Iteration 9Q (1509.617238 sec): 3 clusters Score: Raw -177014.206015 + Penalty 5869.319972 = -171144.886042 nChanged 51 SP:Iteration 10Q (1509.734521 sec): 3 clusters Score: Raw -177080.338032 + Penalty 5869.319972 = -171211.018060 nChanged 52 SP:Iteration 11Q (1509.865407 sec): 3 clusters Score: Raw -177153.310594 + Penalty 5869.319972 = -171283.990622 nChanged 51 SP:Iteration 12Q (1509.987859 sec): 3 clusters Score: Raw -177222.344839 + Penalty 5869.319972 = -171353.024866 nChanged 49 SP:Iteration 13Q (1510.110561 sec): 3 clusters Score: Raw -177290.606366 + Penalty 5869.319972 = -171421.286394 nChanged 43 SP:Iteration 14Q (1510.242817 sec): 3 clusters Score: Raw -177346.450871 + Penalty 5869.319972 = -171477.130898 nChanged 37 SP:Iteration 15Q (1510.372534 sec): 3 clusters Score: Raw -177393.166698 + Penalty 5869.319972 = -171523.846725 nChanged 29 SP:Iteration 16Q (1510.493728 sec): 3 clusters Score: Raw -177438.647021 + Penalty 5869.319972 = -171569.327048 nChanged 34 SP:Iteration 17Q (1510.628575 sec): 3 clusters Score: Raw -177499.110131 + Penalty 5869.319972 = -171629.790158 nChanged 26 SP:Iteration 18Q (1510.751826 sec): 3 clusters Score: Raw -177533.006552 + Penalty 5869.319972 = -171663.686579 nChanged 20 SP:Iteration 19Q (1510.875044 sec): 3 clusters Score: Raw -177555.241727 + Penalty 5869.319972 = -171685.921755 nChanged 18 SP:Iteration 20F (1511.007438 sec): 3 clusters Score: Raw -177590.307315 + Penalty 5869.319972 = -171720.987343 nChanged 20 SP:Iteration 21Q (1511.141764 sec): 3 clusters Score: Raw -177646.455656 + Penalty 5869.319972 = -171777.135684 nChanged 28 SP:Iteration 22Q (1511.253750 sec): 3 clusters Score: Raw -177709.904781 + Penalty 5869.319972 = -171840.584809 nChanged 34 SP:Iteration 23Q (1511.382034 sec): 3 clusters Score: Raw -177792.776593 + Penalty 5869.319972 = -171923.456621 nChanged 40 SP:Iteration 24Q (1511.495229 sec): 3 clusters Score: Raw -177846.829265 + Penalty 5869.319972 = -171977.509292 nChanged 31 SP:Iteration 25Q (1511.615965 sec): 3 clusters Score: Raw -177881.891691 + Penalty 5869.319972 = -172012.571719 nChanged 28 SP:Iteration 26Q (1511.722403 sec): 3 clusters Score: Raw -177913.180146 + Penalty 5869.319972 = -172043.860173 nChanged 30 SP:Iteration 27Q (1511.846194 sec): 3 clusters Score: Raw -177947.015283 + Penalty 5869.319972 = -172077.695310 nChanged 25 SP:Iteration 28Q (1511.966909 sec): 3 clusters Score: Raw -177978.672207 + Penalty 5869.319972 = -172109.352235 nChanged 18 SP:Iteration 29Q (1512.075362 sec): 3 clusters Score: Raw -177996.727411 + Penalty 5869.319972 = -172127.407438 nChanged 9 SP:Iteration 30Q (1512.229265 sec): 3 clusters Score: Raw -178002.613863 + Penalty 5869.319972 = -172133.293890 nChanged 6 SP:Iteration 31Q (1512.343965 sec): 3 clusters Score: Raw -178009.318040 + Penalty 5869.319972 = -172139.998068 nChanged 8 SP:Iteration 32Q (1512.443885 sec): 3 clusters Score: Raw -178015.156334 + Penalty 5869.319972 = -172145.836362 nChanged 3 SP:Iteration 33Q (1512.580091 sec): 3 clusters Score: Raw -178016.317663 + Penalty 5869.319972 = -172146.997691 nChanged 2 SP:Iteration 34Q (1512.666531 sec): 3 clusters Score: Raw -178017.220598 + Penalty 5869.319972 = -172147.900626 nChanged 3 SP:Iteration 35Q (1512.814276 sec): 3 clusters Score: Raw -178019.696617 + Penalty 5869.319972 = -172150.376645 nChanged 3 SP:Iteration 36Q (1512.935997 sec): 3 clusters Score: Raw -178021.452143 + Penalty 5869.319972 = -172152.132171 nChanged 1 SP:Iteration 37Q (1513.055376 sec): 3 clusters Score: Raw -178023.155833 + Penalty 5869.319972 = -172153.835861 nChanged 0 SP:Iteration 38F (1513.181313 sec): 3 clusters Score: Raw -178023.155833 + Penalty 5869.319972 = -172153.835861 nChanged 0 Score: Raw -3278186.999749 + Penalty 39348.401417 = -3238838.598332 Splitting cluster 3 changes total score from -3236540.450086 to -3238838.598332 So it's getting split into cluster 10. Trying to split cluster 4 (3597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1514.364098 sec): 2 clusters Score: Raw -284526.771361 + Penalty 3033.600442 = -281493.170919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1514.497225 sec): 3 clusters Score: Raw -283136.829247 + Penalty 6067.200884 = -277069.628364 nChanged 1248 SP:Iteration 1F (1514.630071 sec): 3 clusters Score: Raw -284174.995740 + Penalty 6067.200884 = -278107.794856 nChanged 310 SP:Iteration 2F (1514.754177 sec): 3 clusters Score: Raw -284520.551931 + Penalty 6067.200884 = -278453.351048 nChanged 203 SP:Iteration 3F (1514.884981 sec): 3 clusters Score: Raw -284785.780719 + Penalty 6067.200884 = -278718.579835 nChanged 172 SP:Iteration 4Q (1515.003470 sec): 3 clusters Score: Raw -285024.962636 + Penalty 6067.200884 = -278957.761753 nChanged 155 SP:Iteration 5Q (1515.128152 sec): 3 clusters Score: Raw -285264.842756 + Penalty 6067.200884 = -279197.641872 nChanged 149 SP:Iteration 6Q (1515.252357 sec): 3 clusters Score: Raw -285489.322230 + Penalty 6067.200884 = -279422.121346 nChanged 144 SP:Iteration 7Q (1515.364162 sec): 3 clusters Score: Raw -285671.738996 + Penalty 6067.200884 = -279604.538112 nChanged 138 SP:Iteration 8Q (1515.504331 sec): 3 clusters Score: Raw -285853.077717 + Penalty 6067.200884 = -279785.876834 nChanged 113 SP:Iteration 9Q (1515.628501 sec): 3 clusters Score: Raw -285997.473213 + Penalty 6067.200884 = -279930.272330 nChanged 111 SP:Iteration 10Q (1515.780123 sec): 3 clusters Score: Raw -286164.273871 + Penalty 6067.200884 = -280097.072988 nChanged 100 SP:Iteration 11Q (1515.926352 sec): 3 clusters Score: Raw -286278.011795 + Penalty 6067.200884 = -280210.810912 nChanged 63 SP:Iteration 12Q (1516.044446 sec): 3 clusters Score: Raw -286340.516677 + Penalty 6067.200884 = -280273.315793 nChanged 64 SP:Iteration 13Q (1516.172123 sec): 3 clusters Score: Raw -286398.533650 + Penalty 6067.200884 = -280331.332766 nChanged 44 SP:Iteration 14Q (1516.273309 sec): 3 clusters Score: Raw -286439.477243 + Penalty 6067.200884 = -280372.276359 nChanged 30 SP:Iteration 15Q (1516.420246 sec): 3 clusters Score: Raw -286464.456637 + Penalty 6067.200884 = -280397.255753 nChanged 22 SP:Iteration 16Q (1516.539369 sec): 3 clusters Score: Raw -286477.322278 + Penalty 6067.200884 = -280410.121394 nChanged 18 SP:Iteration 17Q (1516.652311 sec): 3 clusters Score: Raw -286486.599850 + Penalty 6067.200884 = -280419.398966 nChanged 7 SP:Iteration 18Q (1516.792377 sec): 3 clusters Score: Raw -286489.384722 + Penalty 6067.200884 = -280422.183838 nChanged 6 SP:Iteration 19Q (1516.894979 sec): 3 clusters Score: Raw -286492.590496 + Penalty 6067.200884 = -280425.389612 nChanged 9 SP:Iteration 20F (1517.052368 sec): 3 clusters Score: Raw -286497.296823 + Penalty 6067.200884 = -280430.095939 nChanged 4 SP:Iteration 21Q (1517.190863 sec): 3 clusters Score: Raw -286501.492264 + Penalty 6067.200884 = -280434.291381 nChanged 9 SP:Iteration 22Q (1517.284573 sec): 3 clusters Score: Raw -286508.593546 + Penalty 6067.200884 = -280441.392662 nChanged 8 SP:Iteration 23Q (1517.438038 sec): 3 clusters Score: Raw -286511.933117 + Penalty 6067.200884 = -280444.732234 nChanged 5 SP:Iteration 24Q (1517.564324 sec): 3 clusters Score: Raw -286516.184841 + Penalty 6067.200884 = -280448.983957 nChanged 7 SP:Iteration 25Q (1517.686878 sec): 3 clusters Score: Raw -286520.187492 + Penalty 6067.200884 = -280452.986608 nChanged 5 SP:Iteration 26Q (1517.805416 sec): 3 clusters Score: Raw -286525.667821 + Penalty 6067.200884 = -280458.466937 nChanged 4 SP:Iteration 27Q (1517.909511 sec): 3 clusters Score: Raw -286529.587332 + Penalty 6067.200884 = -280462.386449 nChanged 10 SP:Iteration 28Q (1518.054098 sec): 3 clusters Score: Raw -286538.024654 + Penalty 6067.200884 = -280470.823770 nChanged 12 SP:Iteration 29Q (1518.177543 sec): 3 clusters Score: Raw -286546.416649 + Penalty 6067.200884 = -280479.215765 nChanged 5 SP:Iteration 30Q (1518.307288 sec): 3 clusters Score: Raw -286548.921850 + Penalty 6067.200884 = -280481.720967 nChanged 7 SP:Iteration 31Q (1518.422449 sec): 3 clusters Score: Raw -286553.028242 + Penalty 6067.200884 = -280485.827358 nChanged 5 SP:Iteration 32Q (1518.538430 sec): 3 clusters Score: Raw -286555.779607 + Penalty 6067.200884 = -280488.578723 nChanged 5 SP:Iteration 33Q (1518.637376 sec): 3 clusters Score: Raw -286558.732686 + Penalty 6067.200884 = -280491.531802 nChanged 4 SP:Iteration 34Q (1518.781423 sec): 3 clusters Score: Raw -286560.089658 + Penalty 6067.200884 = -280492.888774 nChanged 1 SP:Iteration 35Q (1518.899539 sec): 3 clusters Score: Raw -286560.761749 + Penalty 6067.200884 = -280493.560865 nChanged 1 SP:Iteration 36Q (1519.016516 sec): 3 clusters Score: Raw -286561.296956 + Penalty 6067.200884 = -280494.096073 nChanged 0 SP:Iteration 37F (1519.138172 sec): 3 clusters Score: Raw -286561.296956 + Penalty 6067.200884 = -280494.096073 nChanged 0 Trying to split cluster 5 (4303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1519.216891 sec): 2 clusters Score: Raw -396847.745713 + Penalty 3099.998595 = -393747.747118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1519.350638 sec): 3 clusters Score: Raw -395019.799800 + Penalty 6199.997190 = -388819.802610 nChanged 1511 SP:Iteration 1F (1519.473211 sec): 3 clusters Score: Raw -396142.158606 + Penalty 6199.997190 = -389942.161416 nChanged 348 SP:Iteration 2F (1519.585494 sec): 3 clusters Score: Raw -396534.138889 + Penalty 6199.997190 = -390334.141699 nChanged 277 SP:Iteration 3F (1519.714041 sec): 3 clusters Score: Raw -396963.790061 + Penalty 6199.997190 = -390763.792871 nChanged 276 SP:Iteration 4F (1519.865010 sec): 3 clusters Score: Raw -397417.502764 + Penalty 6199.997190 = -391217.505574 nChanged 285 SP:Iteration 5F (1519.996013 sec): 3 clusters Score: Raw -397875.921073 + Penalty 6199.997190 = -391675.923883 nChanged 253 SP:Iteration 6F (1520.105297 sec): 3 clusters Score: Raw -398205.660804 + Penalty 6199.997190 = -392005.663614 nChanged 219 SP:Iteration 7F (1520.242601 sec): 3 clusters Score: Raw -398467.830633 + Penalty 6199.997190 = -392267.833443 nChanged 166 SP:Iteration 8Q (1520.350226 sec): 3 clusters Score: Raw -398653.266640 + Penalty 6199.997190 = -392453.269450 nChanged 143 SP:Iteration 9Q (1520.494668 sec): 3 clusters Score: Raw -398810.040667 + Penalty 6199.997190 = -392610.043477 nChanged 107 SP:Iteration 10Q (1520.605273 sec): 3 clusters Score: Raw -398917.089140 + Penalty 6199.997190 = -392717.091950 nChanged 78 SP:Iteration 11Q (1520.713110 sec): 3 clusters Score: Raw -398987.008412 + Penalty 6199.997190 = -392787.011222 nChanged 52 SP:Iteration 12Q (1520.848031 sec): 3 clusters Score: Raw -399024.530237 + Penalty 6199.997190 = -392824.533047 nChanged 40 SP:Iteration 13Q (1520.998787 sec): 3 clusters Score: Raw -399050.656489 + Penalty 6199.997190 = -392850.659299 nChanged 22 SP:Iteration 14Q (1521.129889 sec): 3 clusters Score: Raw -399066.266381 + Penalty 6199.997190 = -392866.269191 nChanged 9 SP:Iteration 15Q (1521.248715 sec): 3 clusters Score: Raw -399072.074662 + Penalty 6199.997190 = -392872.077472 nChanged 7 SP:Iteration 16Q (1521.383384 sec): 3 clusters Score: Raw -399075.949610 + Penalty 6199.997190 = -392875.952420 nChanged 5 SP:Iteration 17Q (1521.499351 sec): 3 clusters Score: Raw -399078.176791 + Penalty 6199.997190 = -392878.179601 nChanged 3 SP:Iteration 18Q (1521.611998 sec): 3 clusters Score: Raw -399079.421938 + Penalty 6199.997190 = -392879.424748 nChanged 4 SP:Iteration 19Q (1521.736175 sec): 3 clusters Score: Raw -399081.637863 + Penalty 6199.997190 = -392881.640673 nChanged 1 SP:Iteration 20F (1521.860257 sec): 3 clusters Score: Raw -399081.966979 + Penalty 6199.997190 = -392881.969789 nChanged 2 SP:Iteration 21Q (1522.011851 sec): 3 clusters Score: Raw -399083.455200 + Penalty 6199.997190 = -392883.458010 nChanged 5 SP:Iteration 22Q (1522.132225 sec): 3 clusters Score: Raw -399087.166015 + Penalty 6199.997190 = -392887.168824 nChanged 6 SP:Iteration 23Q (1522.228541 sec): 3 clusters Score: Raw -399090.924512 + Penalty 6199.997190 = -392890.927322 nChanged 2 SP:Iteration 24Q (1522.353022 sec): 3 clusters Score: Raw -399092.302861 + Penalty 6199.997190 = -392892.305671 nChanged 0 SP:Iteration 25F (1522.492722 sec): 3 clusters Score: Raw -399092.302861 + Penalty 6199.997190 = -392892.305671 nChanged 0 Trying to split cluster 6 (3994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1522.576880 sec): 2 clusters Score: Raw -343707.582966 + Penalty 3072.389224 = -340635.193741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1522.697399 sec): 3 clusters Score: Raw -342055.843805 + Penalty 6144.778449 = -335911.065356 nChanged 1353 SP:Iteration 1F (1522.825835 sec): 3 clusters Score: Raw -343121.037337 + Penalty 6144.778449 = -336976.258888 nChanged 368 SP:Iteration 2F (1522.932798 sec): 3 clusters Score: Raw -343510.321351 + Penalty 6144.778449 = -337365.542903 nChanged 275 SP:Iteration 3F (1523.088971 sec): 3 clusters Score: Raw -343856.994248 + Penalty 6144.778449 = -337712.215800 nChanged 256 SP:Iteration 4F (1523.198515 sec): 3 clusters Score: Raw -344184.744097 + Penalty 6144.778449 = -338039.965648 nChanged 217 SP:Iteration 5F (1523.341648 sec): 3 clusters Score: Raw -344458.167428 + Penalty 6144.778449 = -338313.388979 nChanged 173 SP:Iteration 6Q (1523.492459 sec): 3 clusters Score: Raw -344645.251870 + Penalty 6144.778449 = -338500.473421 nChanged 152 SP:Iteration 7Q (1523.612024 sec): 3 clusters Score: Raw -344802.726465 + Penalty 6144.778449 = -338657.948016 nChanged 112 SP:Iteration 8Q (1523.740471 sec): 3 clusters Score: Raw -344918.381989 + Penalty 6144.778449 = -338773.603540 nChanged 79 SP:Iteration 9Q (1523.837636 sec): 3 clusters Score: Raw -344995.622482 + Penalty 6144.778449 = -338850.844033 nChanged 62 SP:Iteration 10Q (1523.970687 sec): 3 clusters Score: Raw -345042.854541 + Penalty 6144.778449 = -338898.076092 nChanged 39 SP:Iteration 11Q (1524.101009 sec): 3 clusters Score: Raw -345074.534953 + Penalty 6144.778449 = -338929.756504 nChanged 30 SP:Iteration 12Q (1524.221172 sec): 3 clusters Score: Raw -345099.843022 + Penalty 6144.778449 = -338955.064573 nChanged 25 SP:Iteration 13Q (1524.346137 sec): 3 clusters Score: Raw -345117.314862 + Penalty 6144.778449 = -338972.536413 nChanged 16 SP:Iteration 14Q (1524.470635 sec): 3 clusters Score: Raw -345124.906896 + Penalty 6144.778449 = -338980.128447 nChanged 8 SP:Iteration 15Q (1524.573170 sec): 3 clusters Score: Raw -345129.693947 + Penalty 6144.778449 = -338984.915498 nChanged 10 SP:Iteration 16Q (1524.693197 sec): 3 clusters Score: Raw -345137.195387 + Penalty 6144.778449 = -338992.416939 nChanged 11 SP:Iteration 17Q (1524.843991 sec): 3 clusters Score: Raw -345143.469638 + Penalty 6144.778449 = -338998.691189 nChanged 11 SP:Iteration 18Q (1524.953949 sec): 3 clusters Score: Raw -345151.793305 + Penalty 6144.778449 = -339007.014856 nChanged 8 SP:Iteration 19Q (1525.082719 sec): 3 clusters Score: Raw -345156.797412 + Penalty 6144.778449 = -339012.018963 nChanged 8 SP:Iteration 20F (1525.191036 sec): 3 clusters Score: Raw -345163.108898 + Penalty 6144.778449 = -339018.330450 nChanged 12 SP:Iteration 21Q (1525.328823 sec): 3 clusters Score: Raw -345173.637661 + Penalty 6144.778449 = -339028.859212 nChanged 4 SP:Iteration 22Q (1525.441627 sec): 3 clusters Score: Raw -345176.354811 + Penalty 6144.778449 = -339031.576362 nChanged 7 SP:Iteration 23Q (1525.567890 sec): 3 clusters Score: Raw -345183.815336 + Penalty 6144.778449 = -339039.036887 nChanged 9 SP:Iteration 24Q (1525.687740 sec): 3 clusters Score: Raw -345189.748961 + Penalty 6144.778449 = -339044.970512 nChanged 11 SP:Iteration 25Q (1525.838044 sec): 3 clusters Score: Raw -345196.421276 + Penalty 6144.778449 = -339051.642827 nChanged 7 SP:Iteration 26Q (1525.956498 sec): 3 clusters Score: Raw -345201.810055 + Penalty 6144.778449 = -339057.031606 nChanged 5 SP:Iteration 27Q (1526.080416 sec): 3 clusters Score: Raw -345204.473574 + Penalty 6144.778449 = -339059.695125 nChanged 1 SP:Iteration 28Q (1526.190065 sec): 3 clusters Score: Raw -345205.311123 + Penalty 6144.778449 = -339060.532674 nChanged 3 SP:Iteration 29Q (1526.309625 sec): 3 clusters Score: Raw -345207.580488 + Penalty 6144.778449 = -339062.802040 nChanged 3 SP:Iteration 30Q (1526.463663 sec): 3 clusters Score: Raw -345210.815086 + Penalty 6144.778449 = -339066.036637 nChanged 2 SP:Iteration 31Q (1526.584458 sec): 3 clusters Score: Raw -345212.628521 + Penalty 6144.778449 = -339067.850072 nChanged 2 SP:Iteration 32Q (1526.694031 sec): 3 clusters Score: Raw -345213.605982 + Penalty 6144.778449 = -339068.827533 nChanged 1 SP:Iteration 33Q (1526.824564 sec): 3 clusters Score: Raw -345214.161599 + Penalty 6144.778449 = -339069.383151 nChanged 1 SP:Iteration 34Q (1526.966507 sec): 3 clusters Score: Raw -345214.609317 + Penalty 6144.778449 = -339069.830868 nChanged 0 SP:Iteration 35F (1527.103078 sec): 3 clusters Score: Raw -345214.609317 + Penalty 6144.778449 = -339069.830868 nChanged 0 Trying to split cluster 7 (4657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1527.181811 sec): 2 clusters Score: Raw -373630.790577 + Penalty 3129.289958 = -370501.500618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1527.295590 sec): 3 clusters Score: Raw -371709.687309 + Penalty 6258.579917 = -365451.107392 nChanged 1681 SP:Iteration 1F (1527.451655 sec): 3 clusters Score: Raw -373191.866549 + Penalty 6258.579917 = -366933.286633 nChanged 514 SP:Iteration 2F (1527.589749 sec): 3 clusters Score: Raw -374074.171370 + Penalty 6258.579917 = -367815.591454 nChanged 450 SP:Iteration 3F (1527.696386 sec): 3 clusters Score: Raw -374927.476642 + Penalty 6258.579917 = -368668.896726 nChanged 384 SP:Iteration 4F (1527.860747 sec): 3 clusters Score: Raw -375548.011077 + Penalty 6258.579917 = -369289.431161 nChanged 275 SP:Iteration 5F (1527.980378 sec): 3 clusters Score: Raw -375989.445316 + Penalty 6258.579917 = -369730.865400 nChanged 183 SP:Iteration 6Q (1528.112074 sec): 3 clusters Score: Raw -376253.410903 + Penalty 6258.579917 = -369994.830987 nChanged 114 SP:Iteration 7Q (1528.236192 sec): 3 clusters Score: Raw -376379.671980 + Penalty 6258.579917 = -370121.092063 nChanged 62 SP:Iteration 8Q (1528.365163 sec): 3 clusters Score: Raw -376428.716578 + Penalty 6258.579917 = -370170.136662 nChanged 35 SP:Iteration 9Q (1528.488950 sec): 3 clusters Score: Raw -376451.567044 + Penalty 6258.579917 = -370192.987128 nChanged 22 SP:Iteration 10Q (1528.615009 sec): 3 clusters Score: Raw -376465.749849 + Penalty 6258.579917 = -370207.169932 nChanged 15 SP:Iteration 11Q (1528.719140 sec): 3 clusters Score: Raw -376480.017296 + Penalty 6258.579917 = -370221.437380 nChanged 16 SP:Iteration 12Q (1528.849678 sec): 3 clusters Score: Raw -376492.464499 + Penalty 6258.579917 = -370233.884583 nChanged 20 SP:Iteration 13Q (1528.976354 sec): 3 clusters Score: Raw -376506.006486 + Penalty 6258.579917 = -370247.426570 nChanged 12 SP:Iteration 14Q (1529.069064 sec): 3 clusters Score: Raw -376514.017819 + Penalty 6258.579917 = -370255.437903 nChanged 10 SP:Iteration 15Q (1529.225669 sec): 3 clusters Score: Raw -376518.022519 + Penalty 6258.579917 = -370259.442603 nChanged 3 SP:Iteration 16Q (1529.355991 sec): 3 clusters Score: Raw -376519.001055 + Penalty 6258.579917 = -370260.421139 nChanged 1 SP:Iteration 17Q (1529.485110 sec): 3 clusters Score: Raw -376519.781736 + Penalty 6258.579917 = -370261.201820 nChanged 0 SP:Iteration 18F (1529.600912 sec): 3 clusters Score: Raw -376519.781736 + Penalty 6258.579917 = -370261.201820 nChanged 0 Trying to split cluster 8 (9048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1529.698821 sec): 2 clusters Score: Raw -741646.735518 + Penalty 3375.365786 = -738271.369732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1529.826536 sec): 3 clusters Score: Raw -737186.087690 + Penalty 6750.731572 = -730435.356118 nChanged 3556 SP:Iteration 1F (1529.974216 sec): 3 clusters Score: Raw -739595.086837 + Penalty 6750.731572 = -732844.355265 nChanged 836 SP:Iteration 2F (1530.129028 sec): 3 clusters Score: Raw -740445.399030 + Penalty 6750.731572 = -733694.667458 nChanged 749 SP:Iteration 3F (1530.270442 sec): 3 clusters Score: Raw -741247.333311 + Penalty 6750.731572 = -734496.601739 nChanged 659 SP:Iteration 4F (1530.400415 sec): 3 clusters Score: Raw -741975.376139 + Penalty 6750.731572 = -735224.644567 nChanged 576 SP:Iteration 5F (1530.549429 sec): 3 clusters Score: Raw -742512.263908 + Penalty 6750.731572 = -735761.532336 nChanged 483 SP:Iteration 6F (1530.698396 sec): 3 clusters Score: Raw -742885.471647 + Penalty 6750.731572 = -736134.740074 nChanged 341 SP:Iteration 7Q (1530.830999 sec): 3 clusters Score: Raw -743108.172070 + Penalty 6750.731572 = -736357.440497 nChanged 260 SP:Iteration 8Q (1530.967533 sec): 3 clusters Score: Raw -743260.260091 + Penalty 6750.731572 = -736509.528518 nChanged 193 SP:Iteration 9Q (1531.113445 sec): 3 clusters Score: Raw -743360.777707 + Penalty 6750.731572 = -736610.046135 nChanged 162 SP:Iteration 10Q (1531.226193 sec): 3 clusters Score: Raw -743446.755931 + Penalty 6750.731572 = -736696.024359 nChanged 169 SP:Iteration 11Q (1531.389497 sec): 3 clusters Score: Raw -743537.090820 + Penalty 6750.731572 = -736786.359248 nChanged 163 SP:Iteration 12Q (1531.513351 sec): 3 clusters Score: Raw -743628.254334 + Penalty 6750.731572 = -736877.522762 nChanged 162 SP:Iteration 13Q (1531.662346 sec): 3 clusters Score: Raw -743714.642178 + Penalty 6750.731572 = -736963.910606 nChanged 133 SP:Iteration 14Q (1531.777459 sec): 3 clusters Score: Raw -743777.998141 + Penalty 6750.731572 = -737027.266568 nChanged 121 SP:Iteration 15Q (1531.926920 sec): 3 clusters Score: Raw -743840.937387 + Penalty 6750.731572 = -737090.205815 nChanged 104 SP:Iteration 16Q (1532.071644 sec): 3 clusters Score: Raw -743889.527002 + Penalty 6750.731572 = -737138.795430 nChanged 96 SP:Iteration 17Q (1532.205454 sec): 3 clusters Score: Raw -743938.375280 + Penalty 6750.731572 = -737187.643708 nChanged 94 SP:Iteration 18Q (1532.357518 sec): 3 clusters Score: Raw -743994.069347 + Penalty 6750.731572 = -737243.337775 nChanged 96 SP:Iteration 19Q (1532.476137 sec): 3 clusters Score: Raw -744057.783171 + Penalty 6750.731572 = -737307.051598 nChanged 112 SP:Iteration 20F (1532.613541 sec): 3 clusters Score: Raw -744120.423664 + Penalty 6750.731572 = -737369.692092 nChanged 114 SP:Iteration 21Q (1532.769574 sec): 3 clusters Score: Raw -744178.192502 + Penalty 6750.731572 = -737427.460930 nChanged 103 SP:Iteration 22Q (1532.887402 sec): 3 clusters Score: Raw -744228.681774 + Penalty 6750.731572 = -737477.950202 nChanged 79 SP:Iteration 23Q (1533.045946 sec): 3 clusters Score: Raw -744279.638987 + Penalty 6750.731572 = -737528.907415 nChanged 93 SP:Iteration 24Q (1533.191982 sec): 3 clusters Score: Raw -744343.467837 + Penalty 6750.731572 = -737592.736265 nChanged 116 SP:Iteration 25Q (1533.318588 sec): 3 clusters Score: Raw -744422.781605 + Penalty 6750.731572 = -737672.050033 nChanged 100 SP:Iteration 26Q (1533.422235 sec): 3 clusters Score: Raw -744483.338046 + Penalty 6750.731572 = -737732.606474 nChanged 91 SP:Iteration 27Q (1533.555657 sec): 3 clusters Score: Raw -744535.118689 + Penalty 6750.731572 = -737784.387117 nChanged 75 SP:Iteration 28Q (1533.695484 sec): 3 clusters Score: Raw -744573.055127 + Penalty 6750.731572 = -737822.323555 nChanged 60 SP:Iteration 29Q (1533.861699 sec): 3 clusters Score: Raw -744594.878380 + Penalty 6750.731572 = -737844.146808 nChanged 35 SP:Iteration 30Q (1533.977188 sec): 3 clusters Score: Raw -744608.704463 + Penalty 6750.731572 = -737857.972891 nChanged 28 SP:Iteration 31Q (1534.116216 sec): 3 clusters Score: Raw -744618.568901 + Penalty 6750.731572 = -737867.837329 nChanged 17 SP:Iteration 32Q (1534.257139 sec): 3 clusters Score: Raw -744624.329113 + Penalty 6750.731572 = -737873.597541 nChanged 14 SP:Iteration 33Q (1534.364407 sec): 3 clusters Score: Raw -744628.002595 + Penalty 6750.731572 = -737877.271023 nChanged 9 SP:Iteration 34Q (1534.499074 sec): 3 clusters Score: Raw -744630.958135 + Penalty 6750.731572 = -737880.226563 nChanged 16 SP:Iteration 35Q (1534.658368 sec): 3 clusters Score: Raw -744637.185535 + Penalty 6750.731572 = -737886.453963 nChanged 13 SP:Iteration 36Q (1534.793759 sec): 3 clusters Score: Raw -744640.919201 + Penalty 6750.731572 = -737890.187628 nChanged 16 SP:Iteration 37Q (1534.943594 sec): 3 clusters Score: Raw -744646.761569 + Penalty 6750.731572 = -737896.029997 nChanged 14 SP:Iteration 38Q (1535.065160 sec): 3 clusters Score: Raw -744650.950097 + Penalty 6750.731572 = -737900.218525 nChanged 10 SP:Iteration 39Q (1535.195463 sec): 3 clusters Score: Raw -744653.738352 + Penalty 6750.731572 = -737903.006780 nChanged 7 SP:Iteration 40F (1535.341349 sec): 3 clusters Score: Raw -744654.987797 + Penalty 6750.731572 = -737904.256225 nChanged 4 SP:Iteration 41Q (1535.487556 sec): 3 clusters Score: Raw -744655.807169 + Penalty 6750.731572 = -737905.075597 nChanged 2 SP:Iteration 42Q (1535.637308 sec): 3 clusters Score: Raw -744656.637047 + Penalty 6750.731572 = -737905.905475 nChanged 3 SP:Iteration 43Q (1535.755870 sec): 3 clusters Score: Raw -744657.584195 + Penalty 6750.731572 = -737906.852623 nChanged 2 SP:Iteration 44Q (1535.915083 sec): 3 clusters Score: Raw -744658.178423 + Penalty 6750.731572 = -737907.446850 nChanged 0 SP:Iteration 45F (1536.060389 sec): 3 clusters Score: Raw -744658.178423 + Penalty 6750.731572 = -737907.446850 nChanged 0 Iteration 59Q (1536.841482 sec): 11 clusters Score: Raw -3278868.767969 + Penalty 39348.401417 = -3239520.366551 nChanged 595 Iteration 60F (1537.818409 sec): 11 clusters Score: Raw -3279883.486034 + Penalty 39348.401417 = -3240535.084617 nChanged 991 Iteration 61Q (1538.508183 sec): 11 clusters Score: Raw -3280667.540960 + Penalty 39348.401417 = -3241319.139542 nChanged 654 Iteration 62Q (1539.250136 sec): 11 clusters Score: Raw -3281095.231480 + Penalty 39348.401417 = -3241746.830062 nChanged 484 Iteration 63Q (1540.017572 sec): 11 clusters Score: Raw -3281355.676965 + Penalty 39348.401417 = -3242007.275548 nChanged 381 Iteration 64Q (1540.794184 sec): 11 clusters Score: Raw -3281552.520348 + Penalty 39348.401417 = -3242204.118931 nChanged 360 Iteration 65Q (1541.565422 sec): 11 clusters Score: Raw -3281715.366522 + Penalty 39348.401417 = -3242366.965105 nChanged 306 Iteration 66Q (1542.410393 sec): 11 clusters Score: Raw -3281842.480616 + Penalty 39348.401417 = -3242494.079198 nChanged 263 Iteration 67Q (1543.214019 sec): 11 clusters Score: Raw -3281953.154874 + Penalty 39348.401417 = -3242604.753457 nChanged 221 Iteration 68Q (1543.978428 sec): 11 clusters Score: Raw -3282060.357807 + Penalty 39348.401417 = -3242711.956390 nChanged 193 Iteration 69Q (1544.738580 sec): 11 clusters Score: Raw -3282161.150347 + Penalty 39348.401417 = -3242812.748930 nChanged 160 Iteration 70Q (1545.493470 sec): 11 clusters Score: Raw -3282216.632429 + Penalty 39348.401417 = -3242868.231012 nChanged 136 Iteration 71Q (1546.276920 sec): 11 clusters Score: Raw -3282255.830712 + Penalty 39348.401417 = -3242907.429294 nChanged 109 Iteration 72Q (1547.067383 sec): 11 clusters Score: Raw -3282287.510806 + Penalty 39348.401417 = -3242939.109389 nChanged 95 Iteration 73Q (1547.871537 sec): 11 clusters Score: Raw -3282312.433512 + Penalty 39348.401417 = -3242964.032094 nChanged 80 Iteration 74Q (1548.671352 sec): 11 clusters Score: Raw -3282334.943772 + Penalty 39348.401417 = -3242986.542355 nChanged 70 Iteration 75Q (1549.456136 sec): 11 clusters Score: Raw -3282355.677055 + Penalty 39348.401417 = -3243007.275638 nChanged 55 Iteration 76Q (1550.245030 sec): 11 clusters Score: Raw -3282370.120934 + Penalty 39348.401417 = -3243021.719517 nChanged 53 Iteration 77Q (1551.018074 sec): 11 clusters Score: Raw -3282384.331247 + Penalty 39348.401417 = -3243035.929830 nChanged 45 Iteration 78Q (1551.857528 sec): 11 clusters Score: Raw -3282397.543725 + Penalty 39348.401417 = -3243049.142308 nChanged 39 Iteration 79Q (1552.605177 sec): 11 clusters Score: Raw -3282413.515431 + Penalty 39348.401417 = -3243065.114013 nChanged 52 Iteration 80F (1553.590602 sec): 11 clusters Score: Raw -3282442.623218 + Penalty 39348.401417 = -3243094.221801 nChanged 52 Iteration 81Q (1554.429802 sec): 11 clusters Score: Raw -3282463.655653 + Penalty 39348.401417 = -3243115.254235 nChanged 51 Iteration 82Q (1555.201585 sec): 11 clusters Score: Raw -3282478.805022 + Penalty 39348.401417 = -3243130.403605 nChanged 53 Iteration 83Q (1555.958258 sec): 11 clusters Score: Raw -3282493.392336 + Penalty 39348.401417 = -3243144.990918 nChanged 49 Iteration 84Q (1556.734143 sec): 11 clusters Score: Raw -3282507.474473 + Penalty 39348.401417 = -3243159.073056 nChanged 41 Iteration 85Q (1557.513616 sec): 11 clusters Score: Raw -3282517.384835 + Penalty 39348.401417 = -3243168.983418 nChanged 36 Iteration 86Q (1558.286671 sec): 11 clusters Score: Raw -3282525.487148 + Penalty 39348.401417 = -3243177.085730 nChanged 34 Iteration 87Q (1559.053477 sec): 11 clusters Score: Raw -3282534.475204 + Penalty 39348.401417 = -3243186.073787 nChanged 34 Iteration 88Q (1559.829392 sec): 11 clusters Score: Raw -3282545.776883 + Penalty 39348.401417 = -3243197.375466 nChanged 25 Iteration 89Q (1560.672067 sec): 11 clusters Score: Raw -3282551.741264 + Penalty 39348.401417 = -3243203.339846 nChanged 32 Iteration 90Q (1561.484116 sec): 11 clusters Score: Raw -3282559.494113 + Penalty 39348.401417 = -3243211.092696 nChanged 32 Iteration 91Q (1562.210251 sec): 11 clusters Score: Raw -3282566.574495 + Penalty 39348.401417 = -3243218.173078 nChanged 34 Iteration 92Q (1562.992721 sec): 11 clusters Score: Raw -3282574.189916 + Penalty 39348.401417 = -3243225.788499 nChanged 37 Iteration 93Q (1563.668584 sec): 11 clusters Score: Raw -3282581.927478 + Penalty 39348.401417 = -3243233.526061 nChanged 29 Iteration 94Q (1564.407323 sec): 11 clusters Score: Raw -3282587.751024 + Penalty 39348.401417 = -3243239.349607 nChanged 23 Iteration 95Q (1565.176482 sec): 11 clusters Score: Raw -3282592.060410 + Penalty 39348.401417 = -3243243.658993 nChanged 16 Iteration 96Q (1565.995078 sec): 11 clusters Score: Raw -3282594.286495 + Penalty 39348.401417 = -3243245.885078 nChanged 12 Iteration 97Q (1566.794394 sec): 11 clusters Score: Raw -3282596.469567 + Penalty 39348.401417 = -3243248.068150 nChanged 14 Iteration 98Q (1567.593032 sec): 11 clusters Score: Raw -3282598.853964 + Penalty 39348.401417 = -3243250.452547 nChanged 10 Writing temp clu file Because OldScore, -3243248.068150, is greater than current (better) Score,-3243250.452547 Compute initial score before splitting: Score: Raw -3282598.853964 + Penalty 39348.401417 = -3243250.452547 Trying to split cluster 1 (3753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1567.695917 sec): 2 clusters Score: Raw -247094.588569 + Penalty 3049.330151 = -244045.258418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1567.798069 sec): 3 clusters Score: Raw -245642.918563 + Penalty 6098.660302 = -239544.258261 nChanged 1315 SP:Iteration 1F (1567.911322 sec): 3 clusters Score: Raw -247043.936104 + Penalty 6098.660302 = -240945.275802 nChanged 430 SP:Iteration 2F (1568.000827 sec): 3 clusters Score: Raw -247885.466241 + Penalty 6098.660302 = -241786.805939 nChanged 347 SP:Iteration 3F (1568.147981 sec): 3 clusters Score: Raw -248454.036960 + Penalty 6098.660302 = -242355.376657 nChanged 235 SP:Iteration 4F (1568.269772 sec): 3 clusters Score: Raw -248840.377083 + Penalty 6098.660302 = -242741.716781 nChanged 171 SP:Iteration 5Q (1568.390992 sec): 3 clusters Score: Raw -249061.721392 + Penalty 6098.660302 = -242963.061090 nChanged 108 SP:Iteration 6Q (1568.545563 sec): 3 clusters Score: Raw -249180.789068 + Penalty 6098.660302 = -243082.128766 nChanged 80 SP:Iteration 7Q (1568.671617 sec): 3 clusters Score: Raw -249262.308174 + Penalty 6098.660302 = -243163.647872 nChanged 66 SP:Iteration 8Q (1568.782533 sec): 3 clusters Score: Raw -249313.428648 + Penalty 6098.660302 = -243214.768346 nChanged 38 SP:Iteration 9Q (1568.923109 sec): 3 clusters Score: Raw -249342.622821 + Penalty 6098.660302 = -243243.962519 nChanged 27 SP:Iteration 10Q (1569.032268 sec): 3 clusters Score: Raw -249360.150409 + Penalty 6098.660302 = -243261.490107 nChanged 23 SP:Iteration 11Q (1569.183750 sec): 3 clusters Score: Raw -249373.537172 + Penalty 6098.660302 = -243274.876870 nChanged 11 SP:Iteration 12Q (1569.303227 sec): 3 clusters Score: Raw -249380.581972 + Penalty 6098.660302 = -243281.921670 nChanged 11 SP:Iteration 13Q (1569.425297 sec): 3 clusters Score: Raw -249386.133723 + Penalty 6098.660302 = -243287.473420 nChanged 7 SP:Iteration 14Q (1569.538664 sec): 3 clusters Score: Raw -249390.468719 + Penalty 6098.660302 = -243291.808416 nChanged 9 SP:Iteration 15Q (1569.672208 sec): 3 clusters Score: Raw -249395.258736 + Penalty 6098.660302 = -243296.598433 nChanged 1 SP:Iteration 16Q (1569.800393 sec): 3 clusters Score: Raw -249396.153069 + Penalty 6098.660302 = -243297.492767 nChanged 1 SP:Iteration 17Q (1569.899162 sec): 3 clusters Score: Raw -249397.046992 + Penalty 6098.660302 = -243298.386689 nChanged 4 SP:Iteration 18Q (1570.022677 sec): 3 clusters Score: Raw -249400.615923 + Penalty 6098.660302 = -243301.955621 nChanged 9 SP:Iteration 19Q (1570.155934 sec): 3 clusters Score: Raw -249409.534813 + Penalty 6098.660302 = -243310.874511 nChanged 7 SP:Iteration 20F (1570.264879 sec): 3 clusters Score: Raw -249414.874136 + Penalty 6098.660302 = -243316.213834 nChanged 4 SP:Iteration 21Q (1570.417679 sec): 3 clusters Score: Raw -249416.311548 + Penalty 6098.660302 = -243317.651246 nChanged 3 SP:Iteration 22Q (1570.551418 sec): 3 clusters Score: Raw -249417.623489 + Penalty 6098.660302 = -243318.963187 nChanged 1 SP:Iteration 23Q (1570.653493 sec): 3 clusters Score: Raw -249418.570194 + Penalty 6098.660302 = -243319.909892 nChanged 1 SP:Iteration 24Q (1570.776794 sec): 3 clusters Score: Raw -249419.321768 + Penalty 6098.660302 = -243320.661466 nChanged 2 SP:Iteration 25Q (1570.913867 sec): 3 clusters Score: Raw -249420.237458 + Penalty 6098.660302 = -243321.577156 nChanged 1 SP:Iteration 26Q (1571.028331 sec): 3 clusters Score: Raw -249420.597241 + Penalty 6098.660302 = -243321.936939 nChanged 1 SP:Iteration 27Q (1571.143046 sec): 3 clusters Score: Raw -249421.198553 + Penalty 6098.660302 = -243322.538251 nChanged 1 SP:Iteration 28Q (1571.278857 sec): 3 clusters Score: Raw -249421.503046 + Penalty 6098.660302 = -243322.842744 nChanged 2 SP:Iteration 29Q (1571.399659 sec): 3 clusters Score: Raw -249426.583464 + Penalty 6098.660302 = -243327.923162 nChanged 3 SP:Iteration 30Q (1571.540483 sec): 3 clusters Score: Raw -249428.445797 + Penalty 6098.660302 = -243329.785495 nChanged 0 SP:Iteration 31F (1571.644141 sec): 3 clusters Score: Raw -249428.445797 + Penalty 6098.660302 = -243329.785495 nChanged 0 Trying to split cluster 2 (3376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1571.722577 sec): 2 clusters Score: Raw -312818.893937 + Penalty 3010.107560 = -309808.786377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1571.816158 sec): 3 clusters Score: Raw -311504.372113 + Penalty 6020.215120 = -305484.156992 nChanged 1113 SP:Iteration 1F (1571.964630 sec): 3 clusters Score: Raw -312335.597251 + Penalty 6020.215120 = -306315.382131 nChanged 300 SP:Iteration 2F (1572.064077 sec): 3 clusters Score: Raw -312688.287211 + Penalty 6020.215120 = -306668.072091 nChanged 205 SP:Iteration 3F (1572.178830 sec): 3 clusters Score: Raw -313019.506864 + Penalty 6020.215120 = -306999.291744 nChanged 193 SP:Iteration 4F (1572.286488 sec): 3 clusters Score: Raw -313356.712844 + Penalty 6020.215120 = -307336.497724 nChanged 191 SP:Iteration 5F (1572.397620 sec): 3 clusters Score: Raw -313685.800607 + Penalty 6020.215120 = -307665.585487 nChanged 196 SP:Iteration 6F (1572.504673 sec): 3 clusters Score: Raw -314071.961008 + Penalty 6020.215120 = -308051.745888 nChanged 210 SP:Iteration 7F (1572.624054 sec): 3 clusters Score: Raw -314611.756103 + Penalty 6020.215120 = -308591.540983 nChanged 192 SP:Iteration 8F (1572.711023 sec): 3 clusters Score: Raw -314963.601350 + Penalty 6020.215120 = -308943.386230 nChanged 112 SP:Iteration 9Q (1572.821114 sec): 3 clusters Score: Raw -315102.735146 + Penalty 6020.215120 = -309082.520026 nChanged 58 SP:Iteration 10Q (1572.957690 sec): 3 clusters Score: Raw -315173.495133 + Penalty 6020.215120 = -309153.280013 nChanged 36 SP:Iteration 11Q (1573.077304 sec): 3 clusters Score: Raw -315222.086882 + Penalty 6020.215120 = -309201.871762 nChanged 32 SP:Iteration 12Q (1573.188072 sec): 3 clusters Score: Raw -315265.065952 + Penalty 6020.215120 = -309244.850831 nChanged 40 SP:Iteration 13Q (1573.327393 sec): 3 clusters Score: Raw -315337.851753 + Penalty 6020.215120 = -309317.636633 nChanged 32 SP:Iteration 14Q (1573.443495 sec): 3 clusters Score: Raw -315399.638235 + Penalty 6020.215120 = -309379.423115 nChanged 35 SP:Iteration 15Q (1573.560409 sec): 3 clusters Score: Raw -315489.972181 + Penalty 6020.215120 = -309469.757061 nChanged 36 SP:Iteration 16Q (1573.652818 sec): 3 clusters Score: Raw -315572.725208 + Penalty 6020.215120 = -309552.510087 nChanged 28 SP:Iteration 17Q (1573.769538 sec): 3 clusters Score: Raw -315651.902221 + Penalty 6020.215120 = -309631.687101 nChanged 23 SP:Iteration 18Q (1573.910302 sec): 3 clusters Score: Raw -315716.341995 + Penalty 6020.215120 = -309696.126875 nChanged 17 SP:Iteration 19Q (1574.005950 sec): 3 clusters Score: Raw -315782.990808 + Penalty 6020.215120 = -309762.775688 nChanged 15 SP:Iteration 20F (1574.128515 sec): 3 clusters Score: Raw -315836.878372 + Penalty 6020.215120 = -309816.663251 nChanged 12 SP:Iteration 21Q (1574.244275 sec): 3 clusters Score: Raw -315871.517697 + Penalty 6020.215120 = -309851.302576 nChanged 3 SP:Iteration 22Q (1574.360424 sec): 3 clusters Score: Raw -315878.484628 + Penalty 6020.215120 = -309858.269508 nChanged 3 SP:Iteration 23Q (1574.469927 sec): 3 clusters Score: Raw -315881.737810 + Penalty 6020.215120 = -309861.522690 nChanged 0 SP:Iteration 24F (1574.597355 sec): 3 clusters Score: Raw -315881.737810 + Penalty 6020.215120 = -309861.522690 nChanged 0 Score: Raw -3285663.013072 + Penalty 43283.241559 = -3242379.771513 Splitting cluster 2 changes total score from -3243250.452547 to -3242379.771513 So it's not getting split. Trying to split cluster 3 (1584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1575.806960 sec): 2 clusters Score: Raw -103696.888435 + Penalty 2729.736026 = -100967.152409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1575.920919 sec): 3 clusters Score: Raw -103388.066012 + Penalty 5459.472052 = -97928.593960 nChanged 435 SP:Iteration 1F (1576.057808 sec): 3 clusters Score: Raw -103961.675983 + Penalty 5459.472052 = -98502.203931 nChanged 123 SP:Iteration 2F (1576.178501 sec): 3 clusters Score: Raw -104145.499012 + Penalty 5459.472052 = -98686.026960 nChanged 58 SP:Iteration 3Q (1576.273168 sec): 3 clusters Score: Raw -104245.179474 + Penalty 5459.472052 = -98785.707422 nChanged 46 SP:Iteration 4Q (1576.415807 sec): 3 clusters Score: Raw -104324.908417 + Penalty 5459.472052 = -98865.436365 nChanged 52 SP:Iteration 5Q (1576.531338 sec): 3 clusters Score: Raw -104406.227453 + Penalty 5459.472052 = -98946.755401 nChanged 38 SP:Iteration 6Q (1576.663561 sec): 3 clusters Score: Raw -104476.110592 + Penalty 5459.472052 = -99016.638540 nChanged 39 SP:Iteration 7Q (1576.761927 sec): 3 clusters Score: Raw -104568.156135 + Penalty 5459.472052 = -99108.684083 nChanged 50 SP:Iteration 8Q (1576.906270 sec): 3 clusters Score: Raw -104692.342592 + Penalty 5459.472052 = -99232.870540 nChanged 53 SP:Iteration 9Q (1577.028210 sec): 3 clusters Score: Raw -104783.604122 + Penalty 5459.472052 = -99324.132070 nChanged 46 SP:Iteration 10Q (1577.148456 sec): 3 clusters Score: Raw -104860.805519 + Penalty 5459.472052 = -99401.333467 nChanged 44 SP:Iteration 11Q (1577.247311 sec): 3 clusters Score: Raw -104955.736547 + Penalty 5459.472052 = -99496.264495 nChanged 35 SP:Iteration 12Q (1577.377608 sec): 3 clusters Score: Raw -105008.954684 + Penalty 5459.472052 = -99549.482632 nChanged 30 SP:Iteration 13Q (1577.498446 sec): 3 clusters Score: Raw -105059.631921 + Penalty 5459.472052 = -99600.159869 nChanged 32 SP:Iteration 14Q (1577.602413 sec): 3 clusters Score: Raw -105103.847704 + Penalty 5459.472052 = -99644.375651 nChanged 16 SP:Iteration 15Q (1577.717021 sec): 3 clusters Score: Raw -105127.396887 + Penalty 5459.472052 = -99667.924835 nChanged 21 SP:Iteration 16Q (1577.858181 sec): 3 clusters Score: Raw -105160.356766 + Penalty 5459.472052 = -99700.884713 nChanged 25 SP:Iteration 17Q (1577.974492 sec): 3 clusters Score: Raw -105196.174532 + Penalty 5459.472052 = -99736.702480 nChanged 13 SP:Iteration 18Q (1578.097640 sec): 3 clusters Score: Raw -105216.445259 + Penalty 5459.472052 = -99756.973207 nChanged 4 SP:Iteration 19Q (1578.215488 sec): 3 clusters Score: Raw -105220.302675 + Penalty 5459.472052 = -99760.830623 nChanged 2 SP:Iteration 20F (1578.319515 sec): 3 clusters Score: Raw -105223.922962 + Penalty 5459.472052 = -99764.450910 nChanged 3 SP:Iteration 21Q (1578.463186 sec): 3 clusters Score: Raw -105226.286280 + Penalty 5459.472052 = -99766.814228 nChanged 1 SP:Iteration 22Q (1578.585400 sec): 3 clusters Score: Raw -105228.629733 + Penalty 5459.472052 = -99769.157681 nChanged 1 SP:Iteration 23Q (1578.684266 sec): 3 clusters Score: Raw -105229.317402 + Penalty 5459.472052 = -99769.845350 nChanged 0 SP:Iteration 24F (1578.818973 sec): 3 clusters Score: Raw -105229.317402 + Penalty 5459.472052 = -99769.845350 nChanged 0 Trying to split cluster 4 (3555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1578.899809 sec): 2 clusters Score: Raw -280250.636389 + Penalty 3029.248882 = -277221.387507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1579.018377 sec): 3 clusters Score: Raw -278932.352906 + Penalty 6058.497764 = -272873.855143 nChanged 1179 SP:Iteration 1F (1579.113507 sec): 3 clusters Score: Raw -279842.666621 + Penalty 6058.497764 = -273784.168858 nChanged 277 SP:Iteration 2F (1579.256108 sec): 3 clusters Score: Raw -280105.484770 + Penalty 6058.497764 = -274046.987006 nChanged 184 SP:Iteration 3F (1579.354260 sec): 3 clusters Score: Raw -280272.812681 + Penalty 6058.497764 = -274214.314917 nChanged 142 SP:Iteration 4Q (1579.477686 sec): 3 clusters Score: Raw -280426.416315 + Penalty 6058.497764 = -274367.918551 nChanged 126 SP:Iteration 5Q (1579.624000 sec): 3 clusters Score: Raw -280598.112034 + Penalty 6058.497764 = -274539.614271 nChanged 126 SP:Iteration 6Q (1579.751035 sec): 3 clusters Score: Raw -280797.935540 + Penalty 6058.497764 = -274739.437776 nChanged 143 SP:Iteration 7Q (1579.860756 sec): 3 clusters Score: Raw -281070.453963 + Penalty 6058.497764 = -275011.956199 nChanged 150 SP:Iteration 8Q (1579.983069 sec): 3 clusters Score: Raw -281324.449014 + Penalty 6058.497764 = -275265.951251 nChanged 131 SP:Iteration 9Q (1580.111769 sec): 3 clusters Score: Raw -281493.865078 + Penalty 6058.497764 = -275435.367315 nChanged 101 SP:Iteration 10Q (1580.233008 sec): 3 clusters Score: Raw -281613.119390 + Penalty 6058.497764 = -275554.621626 nChanged 78 SP:Iteration 11Q (1580.355500 sec): 3 clusters Score: Raw -281693.827508 + Penalty 6058.497764 = -275635.329744 nChanged 52 SP:Iteration 12Q (1580.464156 sec): 3 clusters Score: Raw -281740.241850 + Penalty 6058.497764 = -275681.744086 nChanged 35 SP:Iteration 13Q (1580.607960 sec): 3 clusters Score: Raw -281773.633437 + Penalty 6058.497764 = -275715.135674 nChanged 26 SP:Iteration 14Q (1580.716230 sec): 3 clusters Score: Raw -281796.056017 + Penalty 6058.497764 = -275737.558253 nChanged 22 SP:Iteration 15Q (1580.838640 sec): 3 clusters Score: Raw -281820.155798 + Penalty 6058.497764 = -275761.658034 nChanged 30 SP:Iteration 16Q (1580.940540 sec): 3 clusters Score: Raw -281843.179398 + Penalty 6058.497764 = -275784.681634 nChanged 18 SP:Iteration 17Q (1581.083509 sec): 3 clusters Score: Raw -281857.130997 + Penalty 6058.497764 = -275798.633233 nChanged 15 SP:Iteration 18Q (1581.196618 sec): 3 clusters Score: Raw -281865.400574 + Penalty 6058.497764 = -275806.902810 nChanged 7 SP:Iteration 19Q (1581.326704 sec): 3 clusters Score: Raw -281870.423085 + Penalty 6058.497764 = -275811.925321 nChanged 5 SP:Iteration 20F (1581.449610 sec): 3 clusters Score: Raw -281873.143660 + Penalty 6058.497764 = -275814.645897 nChanged 7 SP:Iteration 21Q (1581.574380 sec): 3 clusters Score: Raw -281877.892997 + Penalty 6058.497764 = -275819.395234 nChanged 6 SP:Iteration 22Q (1581.698509 sec): 3 clusters Score: Raw -281881.811534 + Penalty 6058.497764 = -275823.313770 nChanged 2 SP:Iteration 23Q (1581.844263 sec): 3 clusters Score: Raw -281883.743630 + Penalty 6058.497764 = -275825.245866 nChanged 2 SP:Iteration 24Q (1581.941201 sec): 3 clusters Score: Raw -281886.180477 + Penalty 6058.497764 = -275827.682713 nChanged 4 SP:Iteration 25Q (1582.110347 sec): 3 clusters Score: Raw -281889.032870 + Penalty 6058.497764 = -275830.535107 nChanged 2 SP:Iteration 26Q (1582.245338 sec): 3 clusters Score: Raw -281890.947788 + Penalty 6058.497764 = -275832.450024 nChanged 2 SP:Iteration 27Q (1582.373973 sec): 3 clusters Score: Raw -281893.010341 + Penalty 6058.497764 = -275834.512577 nChanged 3 SP:Iteration 28Q (1582.500123 sec): 3 clusters Score: Raw -281895.430605 + Penalty 6058.497764 = -275836.932842 nChanged 3 SP:Iteration 29Q (1582.621861 sec): 3 clusters Score: Raw -281899.317033 + Penalty 6058.497764 = -275840.819269 nChanged 7 SP:Iteration 30Q (1582.744749 sec): 3 clusters Score: Raw -281904.939505 + Penalty 6058.497764 = -275846.441741 nChanged 8 SP:Iteration 31Q (1582.865363 sec): 3 clusters Score: Raw -281911.398388 + Penalty 6058.497764 = -275852.900625 nChanged 4 SP:Iteration 32Q (1582.987518 sec): 3 clusters Score: Raw -281913.415800 + Penalty 6058.497764 = -275854.918036 nChanged 5 SP:Iteration 33Q (1583.110875 sec): 3 clusters Score: Raw -281916.769342 + Penalty 6058.497764 = -275858.271578 nChanged 6 SP:Iteration 34Q (1583.222618 sec): 3 clusters Score: Raw -281921.086517 + Penalty 6058.497764 = -275862.588753 nChanged 6 SP:Iteration 35Q (1583.353062 sec): 3 clusters Score: Raw -281925.797730 + Penalty 6058.497764 = -275867.299966 nChanged 2 SP:Iteration 36Q (1583.458651 sec): 3 clusters Score: Raw -281926.535978 + Penalty 6058.497764 = -275868.038215 nChanged 2 SP:Iteration 37Q (1583.597988 sec): 3 clusters Score: Raw -281927.607222 + Penalty 6058.497764 = -275869.109458 nChanged 4 SP:Iteration 38Q (1583.732478 sec): 3 clusters Score: Raw -281930.075430 + Penalty 6058.497764 = -275871.577666 nChanged 1 SP:Iteration 39Q (1583.856687 sec): 3 clusters Score: Raw -281931.202336 + Penalty 6058.497764 = -275872.704572 nChanged 0 SP:Iteration 40F (1583.976144 sec): 3 clusters Score: Raw -281931.202336 + Penalty 6058.497764 = -275872.704572 nChanged 0 Trying to split cluster 5 (4301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1584.063619 sec): 2 clusters Score: Raw -396081.250891 + Penalty 3099.826350 = -392981.424541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1584.184369 sec): 3 clusters Score: Raw -394283.847185 + Penalty 6199.652699 = -388084.194485 nChanged 1483 SP:Iteration 1F (1584.318150 sec): 3 clusters Score: Raw -395364.183497 + Penalty 6199.652699 = -389164.530798 nChanged 356 SP:Iteration 2F (1584.418568 sec): 3 clusters Score: Raw -395735.435786 + Penalty 6199.652699 = -389535.783087 nChanged 276 SP:Iteration 3F (1584.539716 sec): 3 clusters Score: Raw -396053.962481 + Penalty 6199.652699 = -389854.309782 nChanged 215 SP:Iteration 4Q (1584.692998 sec): 3 clusters Score: Raw -396333.117338 + Penalty 6199.652699 = -390133.464638 nChanged 217 SP:Iteration 5F (1584.815967 sec): 3 clusters Score: Raw -396655.352076 + Penalty 6199.652699 = -390455.699377 nChanged 216 SP:Iteration 6F (1584.912677 sec): 3 clusters Score: Raw -396964.903643 + Penalty 6199.652699 = -390765.250944 nChanged 206 SP:Iteration 7Q (1585.067655 sec): 3 clusters Score: Raw -397240.010606 + Penalty 6199.652699 = -391040.357907 nChanged 160 SP:Iteration 8Q (1585.176407 sec): 3 clusters Score: Raw -397415.546718 + Penalty 6199.652699 = -391215.894019 nChanged 138 SP:Iteration 9Q (1585.336543 sec): 3 clusters Score: Raw -397550.754118 + Penalty 6199.652699 = -391351.101419 nChanged 101 SP:Iteration 10Q (1585.438720 sec): 3 clusters Score: Raw -397635.671818 + Penalty 6199.652699 = -391436.019119 nChanged 98 SP:Iteration 11Q (1585.574309 sec): 3 clusters Score: Raw -397719.257116 + Penalty 6199.652699 = -391519.604416 nChanged 94 SP:Iteration 12Q (1585.725291 sec): 3 clusters Score: Raw -397792.669726 + Penalty 6199.652699 = -391593.017027 nChanged 87 SP:Iteration 13Q (1585.855540 sec): 3 clusters Score: Raw -397856.125736 + Penalty 6199.652699 = -391656.473037 nChanged 87 SP:Iteration 14Q (1585.987543 sec): 3 clusters Score: Raw -397921.450738 + Penalty 6199.652699 = -391721.798039 nChanged 87 SP:Iteration 15Q (1586.116162 sec): 3 clusters Score: Raw -397999.646261 + Penalty 6199.652699 = -391799.993562 nChanged 91 SP:Iteration 16Q (1586.242755 sec): 3 clusters Score: Raw -398081.898429 + Penalty 6199.652699 = -391882.245730 nChanged 94 SP:Iteration 17Q (1586.351091 sec): 3 clusters Score: Raw -398173.024876 + Penalty 6199.652699 = -391973.372177 nChanged 107 SP:Iteration 18Q (1586.500850 sec): 3 clusters Score: Raw -398297.499392 + Penalty 6199.652699 = -392097.846693 nChanged 109 SP:Iteration 19Q (1586.622111 sec): 3 clusters Score: Raw -398433.675638 + Penalty 6199.652699 = -392234.022938 nChanged 104 SP:Iteration 20F (1586.738288 sec): 3 clusters Score: Raw -398570.752453 + Penalty 6199.652699 = -392371.099754 nChanged 89 SP:Iteration 21Q (1586.889554 sec): 3 clusters Score: Raw -398675.037281 + Penalty 6199.652699 = -392475.384582 nChanged 67 SP:Iteration 22Q (1586.997263 sec): 3 clusters Score: Raw -398729.555390 + Penalty 6199.652699 = -392529.902691 nChanged 36 SP:Iteration 23Q (1587.117545 sec): 3 clusters Score: Raw -398751.320012 + Penalty 6199.652699 = -392551.667313 nChanged 20 SP:Iteration 24Q (1587.239860 sec): 3 clusters Score: Raw -398762.651424 + Penalty 6199.652699 = -392562.998725 nChanged 15 SP:Iteration 25Q (1587.361579 sec): 3 clusters Score: Raw -398768.486453 + Penalty 6199.652699 = -392568.833754 nChanged 4 SP:Iteration 26Q (1587.485663 sec): 3 clusters Score: Raw -398770.399260 + Penalty 6199.652699 = -392570.746561 nChanged 2 SP:Iteration 27Q (1587.607996 sec): 3 clusters Score: Raw -398771.206347 + Penalty 6199.652699 = -392571.553648 nChanged 2 SP:Iteration 28Q (1587.728575 sec): 3 clusters Score: Raw -398772.017920 + Penalty 6199.652699 = -392572.365221 nChanged 2 SP:Iteration 29Q (1587.836083 sec): 3 clusters Score: Raw -398772.819615 + Penalty 6199.652699 = -392573.166916 nChanged 0 SP:Iteration 30F (1587.956584 sec): 3 clusters Score: Raw -398772.819615 + Penalty 6199.652699 = -392573.166916 nChanged 0 Trying to split cluster 6 (3614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1588.016892 sec): 2 clusters Score: Raw -309327.167539 + Penalty 3035.347360 = -306291.820179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1588.144622 sec): 3 clusters Score: Raw -307876.286810 + Penalty 6070.694719 = -301805.592091 nChanged 1226 SP:Iteration 1F (1588.249802 sec): 3 clusters Score: Raw -308741.641166 + Penalty 6070.694719 = -302670.946447 nChanged 274 SP:Iteration 2F (1588.349622 sec): 3 clusters Score: Raw -308974.722066 + Penalty 6070.694719 = -302904.027346 nChanged 196 SP:Iteration 3F (1588.456456 sec): 3 clusters Score: Raw -309170.846110 + Penalty 6070.694719 = -303100.151391 nChanged 156 SP:Iteration 4Q (1588.569148 sec): 3 clusters Score: Raw -309316.775492 + Penalty 6070.694719 = -303246.080773 nChanged 125 SP:Iteration 5Q (1588.663386 sec): 3 clusters Score: Raw -309434.224996 + Penalty 6070.694719 = -303363.530277 nChanged 93 SP:Iteration 6Q (1588.776525 sec): 3 clusters Score: Raw -309521.966505 + Penalty 6070.694719 = -303451.271786 nChanged 78 SP:Iteration 7Q (1588.892080 sec): 3 clusters Score: Raw -309588.068603 + Penalty 6070.694719 = -303517.373884 nChanged 64 SP:Iteration 8Q (1589.004303 sec): 3 clusters Score: Raw -309649.442516 + Penalty 6070.694719 = -303578.747797 nChanged 66 SP:Iteration 9Q (1589.138539 sec): 3 clusters Score: Raw -309709.167123 + Penalty 6070.694719 = -303638.472404 nChanged 71 SP:Iteration 10Q (1589.253687 sec): 3 clusters Score: Raw -309761.966067 + Penalty 6070.694719 = -303691.271348 nChanged 63 SP:Iteration 11Q (1589.390668 sec): 3 clusters Score: Raw -309819.126794 + Penalty 6070.694719 = -303748.432075 nChanged 70 SP:Iteration 12Q (1589.521909 sec): 3 clusters Score: Raw -309870.810529 + Penalty 6070.694719 = -303800.115810 nChanged 63 SP:Iteration 13Q (1589.610009 sec): 3 clusters Score: Raw -309921.811604 + Penalty 6070.694719 = -303851.116884 nChanged 65 SP:Iteration 14Q (1589.734364 sec): 3 clusters Score: Raw -309976.104185 + Penalty 6070.694719 = -303905.409466 nChanged 50 SP:Iteration 15Q (1589.845989 sec): 3 clusters Score: Raw -310026.729520 + Penalty 6070.694719 = -303956.034801 nChanged 52 SP:Iteration 16Q (1589.952367 sec): 3 clusters Score: Raw -310073.756966 + Penalty 6070.694719 = -304003.062246 nChanged 52 SP:Iteration 17Q (1590.089361 sec): 3 clusters Score: Raw -310127.688735 + Penalty 6070.694719 = -304056.994016 nChanged 56 SP:Iteration 18Q (1590.183006 sec): 3 clusters Score: Raw -310177.430595 + Penalty 6070.694719 = -304106.735876 nChanged 55 SP:Iteration 19Q (1590.281637 sec): 3 clusters Score: Raw -310227.394212 + Penalty 6070.694719 = -304156.699493 nChanged 51 SP:Iteration 20F (1590.405238 sec): 3 clusters Score: Raw -310274.292064 + Penalty 6070.694719 = -304203.597345 nChanged 39 SP:Iteration 21Q (1590.518285 sec): 3 clusters Score: Raw -310307.321071 + Penalty 6070.694719 = -304236.626351 nChanged 38 SP:Iteration 22Q (1590.607645 sec): 3 clusters Score: Raw -310348.328117 + Penalty 6070.694719 = -304277.633398 nChanged 48 SP:Iteration 23Q (1590.741689 sec): 3 clusters Score: Raw -310395.841148 + Penalty 6070.694719 = -304325.146429 nChanged 44 SP:Iteration 24Q (1590.845497 sec): 3 clusters Score: Raw -310437.425680 + Penalty 6070.694719 = -304366.730961 nChanged 39 SP:Iteration 25Q (1590.941632 sec): 3 clusters Score: Raw -310469.293000 + Penalty 6070.694719 = -304398.598281 nChanged 37 SP:Iteration 26Q (1591.066406 sec): 3 clusters Score: Raw -310496.956228 + Penalty 6070.694719 = -304426.261509 nChanged 31 SP:Iteration 27Q (1591.184441 sec): 3 clusters Score: Raw -310519.001485 + Penalty 6070.694719 = -304448.306766 nChanged 25 SP:Iteration 28Q (1591.308360 sec): 3 clusters Score: Raw -310538.493699 + Penalty 6070.694719 = -304467.798980 nChanged 26 SP:Iteration 29Q (1591.433467 sec): 3 clusters Score: Raw -310558.204595 + Penalty 6070.694719 = -304487.509876 nChanged 16 SP:Iteration 30Q (1591.540740 sec): 3 clusters Score: Raw -310571.342153 + Penalty 6070.694719 = -304500.647434 nChanged 18 SP:Iteration 31Q (1591.664790 sec): 3 clusters Score: Raw -310583.808444 + Penalty 6070.694719 = -304513.113725 nChanged 12 SP:Iteration 32Q (1591.770611 sec): 3 clusters Score: Raw -310590.925814 + Penalty 6070.694719 = -304520.231095 nChanged 7 SP:Iteration 33Q (1591.898007 sec): 3 clusters Score: Raw -310594.757163 + Penalty 6070.694719 = -304524.062444 nChanged 6 SP:Iteration 34Q (1592.029587 sec): 3 clusters Score: Raw -310597.505247 + Penalty 6070.694719 = -304526.810528 nChanged 5 SP:Iteration 35Q (1592.133010 sec): 3 clusters Score: Raw -310600.107823 + Penalty 6070.694719 = -304529.413104 nChanged 1 SP:Iteration 36Q (1592.283105 sec): 3 clusters Score: Raw -310600.336114 + Penalty 6070.694719 = -304529.641395 nChanged 0 SP:Iteration 37F (1592.394653 sec): 3 clusters Score: Raw -310600.336114 + Penalty 6070.694719 = -304529.641395 nChanged 0 Trying to split cluster 7 (4244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1592.465555 sec): 2 clusters Score: Raw -344097.798831 + Penalty 3094.883386 = -341002.915445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1592.589697 sec): 3 clusters Score: Raw -342357.268589 + Penalty 6189.766771 = -336167.501818 nChanged 1480 SP:Iteration 1F (1592.717424 sec): 3 clusters Score: Raw -343358.954715 + Penalty 6189.766771 = -337169.187944 nChanged 363 SP:Iteration 2F (1592.872590 sec): 3 clusters Score: Raw -343699.315950 + Penalty 6189.766771 = -337509.549179 nChanged 276 SP:Iteration 3F (1592.987940 sec): 3 clusters Score: Raw -344019.832475 + Penalty 6189.766771 = -337830.065704 nChanged 253 SP:Iteration 4F (1593.134407 sec): 3 clusters Score: Raw -344342.913023 + Penalty 6189.766771 = -338153.146252 nChanged 256 SP:Iteration 5F (1593.269046 sec): 3 clusters Score: Raw -344784.002149 + Penalty 6189.766771 = -338594.235378 nChanged 280 SP:Iteration 6F (1593.393445 sec): 3 clusters Score: Raw -345310.735459 + Penalty 6189.766771 = -339120.968688 nChanged 264 SP:Iteration 7F (1593.507200 sec): 3 clusters Score: Raw -345755.167584 + Penalty 6189.766771 = -339565.400813 nChanged 216 SP:Iteration 8F (1593.664271 sec): 3 clusters Score: Raw -346094.742233 + Penalty 6189.766771 = -339904.975462 nChanged 184 SP:Iteration 9Q (1593.793689 sec): 3 clusters Score: Raw -346306.781109 + Penalty 6189.766771 = -340117.014338 nChanged 99 SP:Iteration 10Q (1593.918235 sec): 3 clusters Score: Raw -346393.394520 + Penalty 6189.766771 = -340203.627748 nChanged 60 SP:Iteration 11Q (1594.026176 sec): 3 clusters Score: Raw -346464.559594 + Penalty 6189.766771 = -340274.792823 nChanged 59 SP:Iteration 12Q (1594.158820 sec): 3 clusters Score: Raw -346525.689693 + Penalty 6189.766771 = -340335.922922 nChanged 46 SP:Iteration 13Q (1594.303286 sec): 3 clusters Score: Raw -346571.368140 + Penalty 6189.766771 = -340381.601369 nChanged 48 SP:Iteration 14Q (1594.395697 sec): 3 clusters Score: Raw -346620.498925 + Penalty 6189.766771 = -340430.732154 nChanged 38 SP:Iteration 15Q (1594.544616 sec): 3 clusters Score: Raw -346661.056662 + Penalty 6189.766771 = -340471.289891 nChanged 35 SP:Iteration 16Q (1594.644059 sec): 3 clusters Score: Raw -346697.751903 + Penalty 6189.766771 = -340507.985132 nChanged 32 SP:Iteration 17Q (1594.783989 sec): 3 clusters Score: Raw -346731.606112 + Penalty 6189.766771 = -340541.839341 nChanged 32 SP:Iteration 18Q (1594.915787 sec): 3 clusters Score: Raw -346765.300008 + Penalty 6189.766771 = -340575.533236 nChanged 20 SP:Iteration 19Q (1595.034880 sec): 3 clusters Score: Raw -346785.083510 + Penalty 6189.766771 = -340595.316739 nChanged 18 SP:Iteration 20F (1595.187421 sec): 3 clusters Score: Raw -346804.390668 + Penalty 6189.766771 = -340614.623897 nChanged 18 SP:Iteration 21Q (1595.274283 sec): 3 clusters Score: Raw -346822.310125 + Penalty 6189.766771 = -340632.543353 nChanged 16 SP:Iteration 22Q (1595.418833 sec): 3 clusters Score: Raw -346836.775346 + Penalty 6189.766771 = -340647.008575 nChanged 16 SP:Iteration 23Q (1595.546925 sec): 3 clusters Score: Raw -346851.216616 + Penalty 6189.766771 = -340661.449844 nChanged 12 SP:Iteration 24Q (1595.665578 sec): 3 clusters Score: Raw -346861.503801 + Penalty 6189.766771 = -340671.737029 nChanged 13 SP:Iteration 25Q (1595.789168 sec): 3 clusters Score: Raw -346875.493321 + Penalty 6189.766771 = -340685.726549 nChanged 14 SP:Iteration 26Q (1595.905445 sec): 3 clusters Score: Raw -346888.515020 + Penalty 6189.766771 = -340698.748249 nChanged 9 SP:Iteration 27Q (1596.056664 sec): 3 clusters Score: Raw -346900.747105 + Penalty 6189.766771 = -340710.980334 nChanged 7 SP:Iteration 28Q (1596.182269 sec): 3 clusters Score: Raw -346905.047515 + Penalty 6189.766771 = -340715.280743 nChanged 2 SP:Iteration 29Q (1596.300700 sec): 3 clusters Score: Raw -346906.697475 + Penalty 6189.766771 = -340716.930704 nChanged 2 SP:Iteration 30Q (1596.401037 sec): 3 clusters Score: Raw -346907.984831 + Penalty 6189.766771 = -340718.218060 nChanged 2 SP:Iteration 31Q (1596.526865 sec): 3 clusters Score: Raw -346908.623278 + Penalty 6189.766771 = -340718.856506 nChanged 1 SP:Iteration 32Q (1596.655600 sec): 3 clusters Score: Raw -346909.370944 + Penalty 6189.766771 = -340719.604172 nChanged 1 SP:Iteration 33Q (1596.775373 sec): 3 clusters Score: Raw -346910.333239 + Penalty 6189.766771 = -340720.566467 nChanged 3 SP:Iteration 34Q (1596.921002 sec): 3 clusters Score: Raw -346913.200940 + Penalty 6189.766771 = -340723.434168 nChanged 3 SP:Iteration 35Q (1597.048257 sec): 3 clusters Score: Raw -346914.833890 + Penalty 6189.766771 = -340725.067119 nChanged 1 SP:Iteration 36Q (1597.174929 sec): 3 clusters Score: Raw -346915.371268 + Penalty 6189.766771 = -340725.604496 nChanged 1 SP:Iteration 37Q (1597.301485 sec): 3 clusters Score: Raw -346916.168834 + Penalty 6189.766771 = -340726.402063 nChanged 0 SP:Iteration 38F (1597.427773 sec): 3 clusters Score: Raw -346916.168834 + Penalty 6189.766771 = -340726.402063 nChanged 0 Trying to split cluster 8 (7072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1597.512954 sec): 2 clusters Score: Raw -564176.371381 + Penalty 3284.074433 = -560892.296948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1597.645350 sec): 3 clusters Score: Raw -560815.153908 + Penalty 6568.148866 = -554247.005042 nChanged 2743 SP:Iteration 1F (1597.779420 sec): 3 clusters Score: Raw -562627.090341 + Penalty 6568.148866 = -556058.941475 nChanged 602 SP:Iteration 2F (1597.906866 sec): 3 clusters Score: Raw -563193.803767 + Penalty 6568.148866 = -556625.654901 nChanged 515 SP:Iteration 3F (1598.061515 sec): 3 clusters Score: Raw -563741.307039 + Penalty 6568.148866 = -557173.158173 nChanged 456 SP:Iteration 4F (1598.198130 sec): 3 clusters Score: Raw -564248.303238 + Penalty 6568.148866 = -557680.154372 nChanged 415 SP:Iteration 5F (1598.325521 sec): 3 clusters Score: Raw -564688.902529 + Penalty 6568.148866 = -558120.753663 nChanged 403 SP:Iteration 6F (1598.472195 sec): 3 clusters Score: Raw -565072.741859 + Penalty 6568.148866 = -558504.592993 nChanged 351 SP:Iteration 7Q (1598.632515 sec): 3 clusters Score: Raw -565351.778420 + Penalty 6568.148866 = -558783.629554 nChanged 231 SP:Iteration 8Q (1598.766521 sec): 3 clusters Score: Raw -565538.087018 + Penalty 6568.148866 = -558969.938153 nChanged 188 SP:Iteration 9Q (1598.898514 sec): 3 clusters Score: Raw -565673.576285 + Penalty 6568.148866 = -559105.427419 nChanged 138 SP:Iteration 10Q (1599.006586 sec): 3 clusters Score: Raw -565756.373880 + Penalty 6568.148866 = -559188.225014 nChanged 102 SP:Iteration 11Q (1599.152552 sec): 3 clusters Score: Raw -565807.552567 + Penalty 6568.148866 = -559239.403701 nChanged 72 SP:Iteration 12Q (1599.294961 sec): 3 clusters Score: Raw -565841.319850 + Penalty 6568.148866 = -559273.170985 nChanged 63 SP:Iteration 13Q (1599.440200 sec): 3 clusters Score: Raw -565872.829552 + Penalty 6568.148866 = -559304.680686 nChanged 60 SP:Iteration 14Q (1599.564226 sec): 3 clusters Score: Raw -565896.708513 + Penalty 6568.148866 = -559328.559647 nChanged 32 SP:Iteration 15Q (1599.695852 sec): 3 clusters Score: Raw -565908.066363 + Penalty 6568.148866 = -559339.917497 nChanged 44 SP:Iteration 16Q (1599.840756 sec): 3 clusters Score: Raw -565927.062406 + Penalty 6568.148866 = -559358.913540 nChanged 40 SP:Iteration 17Q (1599.994157 sec): 3 clusters Score: Raw -565941.730260 + Penalty 6568.148866 = -559373.581395 nChanged 23 SP:Iteration 18Q (1600.152341 sec): 3 clusters Score: Raw -565949.430383 + Penalty 6568.148866 = -559381.281517 nChanged 19 SP:Iteration 19Q (1600.282490 sec): 3 clusters Score: Raw -565956.320928 + Penalty 6568.148866 = -559388.172062 nChanged 19 SP:Iteration 20F (1600.422661 sec): 3 clusters Score: Raw -565963.282344 + Penalty 6568.148866 = -559395.133478 nChanged 17 SP:Iteration 21Q (1600.567530 sec): 3 clusters Score: Raw -565971.538411 + Penalty 6568.148866 = -559403.389545 nChanged 19 SP:Iteration 22Q (1600.715727 sec): 3 clusters Score: Raw -565984.406844 + Penalty 6568.148866 = -559416.257978 nChanged 32 SP:Iteration 23Q (1600.840710 sec): 3 clusters Score: Raw -566003.837167 + Penalty 6568.148866 = -559435.688302 nChanged 33 SP:Iteration 24Q (1600.942638 sec): 3 clusters Score: Raw -566024.426086 + Penalty 6568.148866 = -559456.277220 nChanged 44 SP:Iteration 25Q (1601.089619 sec): 3 clusters Score: Raw -566047.729434 + Penalty 6568.148866 = -559479.580568 nChanged 42 SP:Iteration 26Q (1601.215443 sec): 3 clusters Score: Raw -566065.657161 + Penalty 6568.148866 = -559497.508295 nChanged 33 SP:Iteration 27Q (1601.331362 sec): 3 clusters Score: Raw -566079.380734 + Penalty 6568.148866 = -559511.231868 nChanged 29 SP:Iteration 28Q (1601.496836 sec): 3 clusters Score: Raw -566089.850312 + Penalty 6568.148866 = -559521.701446 nChanged 29 SP:Iteration 29Q (1601.626043 sec): 3 clusters Score: Raw -566099.974992 + Penalty 6568.148866 = -559531.826126 nChanged 24 SP:Iteration 30Q (1601.759904 sec): 3 clusters Score: Raw -566110.612442 + Penalty 6568.148866 = -559542.463576 nChanged 33 SP:Iteration 31Q (1601.867089 sec): 3 clusters Score: Raw -566123.883738 + Penalty 6568.148866 = -559555.734872 nChanged 38 SP:Iteration 32Q (1602.004798 sec): 3 clusters Score: Raw -566147.342256 + Penalty 6568.148866 = -559579.193391 nChanged 50 SP:Iteration 33Q (1602.155311 sec): 3 clusters Score: Raw -566174.774313 + Penalty 6568.148866 = -559606.625447 nChanged 50 SP:Iteration 34Q (1602.288847 sec): 3 clusters Score: Raw -566201.832171 + Penalty 6568.148866 = -559633.683306 nChanged 47 SP:Iteration 35Q (1602.436009 sec): 3 clusters Score: Raw -566224.157396 + Penalty 6568.148866 = -559656.008531 nChanged 40 SP:Iteration 36Q (1602.554996 sec): 3 clusters Score: Raw -566243.412223 + Penalty 6568.148866 = -559675.263357 nChanged 33 SP:Iteration 37Q (1602.695227 sec): 3 clusters Score: Raw -566255.905670 + Penalty 6568.148866 = -559687.756804 nChanged 32 SP:Iteration 38Q (1602.812941 sec): 3 clusters Score: Raw -566269.980625 + Penalty 6568.148866 = -559701.831759 nChanged 34 SP:Iteration 39Q (1602.955028 sec): 3 clusters Score: Raw -566283.513663 + Penalty 6568.148866 = -559715.364797 nChanged 27 SP:Iteration 40F (1603.063773 sec): 3 clusters Score: Raw -566292.606951 + Penalty 6568.148866 = -559724.458085 nChanged 21 SP:Iteration 41Q (1603.203952 sec): 3 clusters Score: Raw -566299.958124 + Penalty 6568.148866 = -559731.809259 nChanged 16 SP:Iteration 42Q (1603.335951 sec): 3 clusters Score: Raw -566305.505276 + Penalty 6568.148866 = -559737.356410 nChanged 20 SP:Iteration 43Q (1603.491109 sec): 3 clusters Score: Raw -566312.582997 + Penalty 6568.148866 = -559744.434132 nChanged 19 SP:Iteration 44Q (1603.613670 sec): 3 clusters Score: Raw -566320.669612 + Penalty 6568.148866 = -559752.520746 nChanged 18 SP:Iteration 45Q (1603.785300 sec): 3 clusters Score: Raw -566326.946872 + Penalty 6568.148866 = -559758.798006 nChanged 7 SP:Iteration 46Q (1603.923809 sec): 3 clusters Score: Raw -566329.238125 + Penalty 6568.148866 = -559761.089259 nChanged 8 SP:Iteration 47Q (1604.069112 sec): 3 clusters Score: Raw -566331.610874 + Penalty 6568.148866 = -559763.462008 nChanged 7 SP:Iteration 48Q (1604.205321 sec): 3 clusters Score: Raw -566334.312633 + Penalty 6568.148866 = -559766.163767 nChanged 8 SP:Iteration 49Q (1604.348677 sec): 3 clusters Score: Raw -566336.543186 + Penalty 6568.148866 = -559768.394320 nChanged 4 SP:Iteration 50Q (1604.459892 sec): 3 clusters Score: Raw -566337.633133 + Penalty 6568.148866 = -559769.484268 nChanged 4 SP:Iteration 51Q (1604.598587 sec): 3 clusters Score: Raw -566339.238949 + Penalty 6568.148866 = -559771.090083 nChanged 6 SP:Iteration 52Q (1604.700866 sec): 3 clusters Score: Raw -566341.209385 + Penalty 6568.148866 = -559773.060520 nChanged 7 SP:Iteration 53Q (1604.828765 sec): 3 clusters Score: Raw -566343.707611 + Penalty 6568.148866 = -559775.558745 nChanged 4 SP:Iteration 54Q (1604.962762 sec): 3 clusters Score: Raw -566345.533277 + Penalty 6568.148866 = -559777.384411 nChanged 7 SP:Iteration 55Q (1605.088154 sec): 3 clusters Score: Raw -566347.537157 + Penalty 6568.148866 = -559779.388291 nChanged 10 SP:Iteration 56Q (1605.239518 sec): 3 clusters Score: Raw -566350.072457 + Penalty 6568.148866 = -559781.923591 nChanged 5 SP:Iteration 57Q (1605.364654 sec): 3 clusters Score: Raw -566351.941799 + Penalty 6568.148866 = -559783.792933 nChanged 5 SP:Iteration 58Q (1605.503667 sec): 3 clusters Score: Raw -566352.881425 + Penalty 6568.148866 = -559784.732559 nChanged 1 SP:Iteration 59Q (1605.619864 sec): 3 clusters Score: Raw -566353.123331 + Penalty 6568.148866 = -559784.974465 nChanged 1 SP:Iteration 60F (1605.734824 sec): 3 clusters Score: Raw -566353.273476 + Penalty 6568.148866 = -559785.124610 nChanged 1 SP:Iteration 61Q (1605.895690 sec): 3 clusters Score: Raw -566353.536607 + Penalty 6568.148866 = -559785.387741 nChanged 3 SP:Iteration 62Q (1606.027648 sec): 3 clusters Score: Raw -566354.154933 + Penalty 6568.148866 = -559786.006067 nChanged 4 SP:Iteration 63Q (1606.160958 sec): 3 clusters Score: Raw -566354.896152 + Penalty 6568.148866 = -559786.747286 nChanged 4 SP:Iteration 64Q (1606.269913 sec): 3 clusters Score: Raw -566355.411808 + Penalty 6568.148866 = -559787.262942 nChanged 4 SP:Iteration 65Q (1606.425294 sec): 3 clusters Score: Raw -566356.333523 + Penalty 6568.148866 = -559788.184657 nChanged 0 SP:Iteration 66F (1606.543881 sec): 3 clusters Score: Raw -566356.333523 + Penalty 6568.148866 = -559788.184657 nChanged 0 Trying to split cluster 9 (7800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1606.654492 sec): 2 clusters Score: Raw -706649.169977 + Penalty 3320.376174 = -703328.793803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1606.774403 sec): 3 clusters Score: Raw -702805.359964 + Penalty 6640.752348 = -696164.607616 nChanged 3085 SP:Iteration 1F (1606.941198 sec): 3 clusters Score: Raw -704629.512884 + Penalty 6640.752348 = -697988.760535 nChanged 618 SP:Iteration 2F (1607.084495 sec): 3 clusters Score: Raw -705180.137350 + Penalty 6640.752348 = -698539.385001 nChanged 527 SP:Iteration 3F (1607.200266 sec): 3 clusters Score: Raw -705660.406521 + Penalty 6640.752348 = -699019.654172 nChanged 456 SP:Iteration 4F (1607.364227 sec): 3 clusters Score: Raw -706050.680509 + Penalty 6640.752348 = -699409.928161 nChanged 379 SP:Iteration 5Q (1607.504185 sec): 3 clusters Score: Raw -706379.725432 + Penalty 6640.752348 = -699738.973084 nChanged 405 SP:Iteration 6F (1607.628489 sec): 3 clusters Score: Raw -706738.230405 + Penalty 6640.752348 = -700097.478056 nChanged 389 SP:Iteration 7Q (1607.766742 sec): 3 clusters Score: Raw -707170.548606 + Penalty 6640.752348 = -700529.796257 nChanged 421 SP:Iteration 8F (1607.897091 sec): 3 clusters Score: Raw -707650.418601 + Penalty 6640.752348 = -701009.666252 nChanged 415 SP:Iteration 9F (1608.015891 sec): 3 clusters Score: Raw -708174.841392 + Penalty 6640.752348 = -701534.089043 nChanged 369 SP:Iteration 10Q (1608.132408 sec): 3 clusters Score: Raw -708681.383920 + Penalty 6640.752348 = -702040.631571 nChanged 309 SP:Iteration 11Q (1608.256747 sec): 3 clusters Score: Raw -709072.604896 + Penalty 6640.752348 = -702431.852548 nChanged 248 SP:Iteration 12Q (1608.382521 sec): 3 clusters Score: Raw -709289.992160 + Penalty 6640.752348 = -702649.239811 nChanged 160 SP:Iteration 13Q (1608.522534 sec): 3 clusters Score: Raw -709403.674096 + Penalty 6640.752348 = -702762.921748 nChanged 106 SP:Iteration 14Q (1608.660942 sec): 3 clusters Score: Raw -709479.333851 + Penalty 6640.752348 = -702838.581503 nChanged 79 SP:Iteration 15Q (1608.810632 sec): 3 clusters Score: Raw -709528.179428 + Penalty 6640.752348 = -702887.427079 nChanged 59 SP:Iteration 16Q (1608.930455 sec): 3 clusters Score: Raw -709552.625858 + Penalty 6640.752348 = -702911.873510 nChanged 28 SP:Iteration 17Q (1609.051511 sec): 3 clusters Score: Raw -709565.462160 + Penalty 6640.752348 = -702924.709812 nChanged 26 SP:Iteration 18Q (1609.178108 sec): 3 clusters Score: Raw -709574.956851 + Penalty 6640.752348 = -702934.204503 nChanged 19 SP:Iteration 19Q (1609.316338 sec): 3 clusters Score: Raw -709580.578476 + Penalty 6640.752348 = -702939.826128 nChanged 17 SP:Iteration 20F (1609.452544 sec): 3 clusters Score: Raw -709585.193107 + Penalty 6640.752348 = -702944.440758 nChanged 8 SP:Iteration 21Q (1609.569800 sec): 3 clusters Score: Raw -709588.905087 + Penalty 6640.752348 = -702948.152739 nChanged 13 SP:Iteration 22Q (1609.715273 sec): 3 clusters Score: Raw -709593.540154 + Penalty 6640.752348 = -702952.787806 nChanged 13 SP:Iteration 23Q (1609.849408 sec): 3 clusters Score: Raw -709597.580782 + Penalty 6640.752348 = -702956.828433 nChanged 9 SP:Iteration 24Q (1609.984691 sec): 3 clusters Score: Raw -709600.297232 + Penalty 6640.752348 = -702959.544883 nChanged 4 SP:Iteration 25Q (1610.126780 sec): 3 clusters Score: Raw -709601.265668 + Penalty 6640.752348 = -702960.513319 nChanged 7 SP:Iteration 26Q (1610.234193 sec): 3 clusters Score: Raw -709602.611851 + Penalty 6640.752348 = -702961.859502 nChanged 2 SP:Iteration 27Q (1610.390654 sec): 3 clusters Score: Raw -709602.982142 + Penalty 6640.752348 = -702962.229794 nChanged 2 SP:Iteration 28Q (1610.520749 sec): 3 clusters Score: Raw -709603.552619 + Penalty 6640.752348 = -702962.800271 nChanged 3 SP:Iteration 29Q (1610.649346 sec): 3 clusters Score: Raw -709604.408385 + Penalty 6640.752348 = -702963.656036 nChanged 3 SP:Iteration 30Q (1610.804361 sec): 3 clusters Score: Raw -709604.998323 + Penalty 6640.752348 = -702964.245975 nChanged 3 SP:Iteration 31Q (1610.927609 sec): 3 clusters Score: Raw -709605.718409 + Penalty 6640.752348 = -702964.966061 nChanged 4 SP:Iteration 32Q (1611.054512 sec): 3 clusters Score: Raw -709606.870297 + Penalty 6640.752348 = -702966.117949 nChanged 5 SP:Iteration 33Q (1611.211522 sec): 3 clusters Score: Raw -709608.334086 + Penalty 6640.752348 = -702967.581737 nChanged 4 SP:Iteration 34Q (1611.350396 sec): 3 clusters Score: Raw -709609.373579 + Penalty 6640.752348 = -702968.621231 nChanged 2 SP:Iteration 35Q (1611.486346 sec): 3 clusters Score: Raw -709610.089748 + Penalty 6640.752348 = -702969.337399 nChanged 1 SP:Iteration 36Q (1611.619261 sec): 3 clusters Score: Raw -709610.254642 + Penalty 6640.752348 = -702969.502294 nChanged 0 SP:Iteration 37F (1611.744265 sec): 3 clusters Score: Raw -709610.254642 + Penalty 6640.752348 = -702969.502294 nChanged 0 Trying to split cluster 10 (1654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1611.809673 sec): 2 clusters Score: Raw -108450.612735 + Penalty 2745.757670 = -105704.855065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1611.929548 sec): 3 clusters Score: Raw -108161.042212 + Penalty 5491.515340 = -102669.526873 nChanged 471 SP:Iteration 1F (1612.040242 sec): 3 clusters Score: Raw -108767.252664 + Penalty 5491.515340 = -103275.737324 nChanged 147 SP:Iteration 2F (1612.145285 sec): 3 clusters Score: Raw -109146.559754 + Penalty 5491.515340 = -103655.044414 nChanged 123 SP:Iteration 3F (1612.252898 sec): 3 clusters Score: Raw -109459.756371 + Penalty 5491.515340 = -103968.241031 nChanged 94 SP:Iteration 4F (1612.366093 sec): 3 clusters Score: Raw -109713.735766 + Penalty 5491.515340 = -104222.220426 nChanged 68 SP:Iteration 5Q (1612.507002 sec): 3 clusters Score: Raw -109832.326684 + Penalty 5491.515340 = -104340.811344 nChanged 47 SP:Iteration 6Q (1612.633563 sec): 3 clusters Score: Raw -109896.417429 + Penalty 5491.515340 = -104404.902089 nChanged 21 SP:Iteration 7Q (1612.748165 sec): 3 clusters Score: Raw -109921.044719 + Penalty 5491.515340 = -104429.529379 nChanged 21 SP:Iteration 8Q (1612.837796 sec): 3 clusters Score: Raw -109958.273557 + Penalty 5491.515340 = -104466.758217 nChanged 20 SP:Iteration 9Q (1612.949380 sec): 3 clusters Score: Raw -109980.083543 + Penalty 5491.515340 = -104488.568203 nChanged 15 SP:Iteration 10Q (1613.087611 sec): 3 clusters Score: Raw -109996.822292 + Penalty 5491.515340 = -104505.306952 nChanged 15 SP:Iteration 11Q (1613.175278 sec): 3 clusters Score: Raw -110021.010797 + Penalty 5491.515340 = -104529.495457 nChanged 18 SP:Iteration 12Q (1613.306063 sec): 3 clusters Score: Raw -110055.286418 + Penalty 5491.515340 = -104563.771078 nChanged 14 SP:Iteration 13Q (1613.399859 sec): 3 clusters Score: Raw -110077.717038 + Penalty 5491.515340 = -104586.201699 nChanged 11 SP:Iteration 14Q (1613.524955 sec): 3 clusters Score: Raw -110093.030691 + Penalty 5491.515340 = -104601.515351 nChanged 6 SP:Iteration 15Q (1613.651662 sec): 3 clusters Score: Raw -110097.381250 + Penalty 5491.515340 = -104605.865910 nChanged 4 SP:Iteration 16Q (1613.739149 sec): 3 clusters Score: Raw -110106.613639 + Penalty 5491.515340 = -104615.098299 nChanged 5 SP:Iteration 17Q (1613.846850 sec): 3 clusters Score: Raw -110111.891065 + Penalty 5491.515340 = -104620.375725 nChanged 4 SP:Iteration 18Q (1613.965361 sec): 3 clusters Score: Raw -110115.476657 + Penalty 5491.515340 = -104623.961317 nChanged 1 SP:Iteration 19Q (1614.093319 sec): 3 clusters Score: Raw -110116.511157 + Penalty 5491.515340 = -104624.995817 nChanged 0 SP:Iteration 20F (1614.230073 sec): 3 clusters Score: Raw -110116.511157 + Penalty 5491.515340 = -104624.995817 nChanged 0 Iteration 99Q (1615.007382 sec): 11 clusters Score: Raw -3282600.404345 + Penalty 39348.401417 = -3243252.002928 nChanged 17 Iteration 100F (1616.003594 sec): 11 clusters Score: Raw -3282603.162868 + Penalty 39348.401417 = -3243254.761450 nChanged 22 Iteration 101Q (1616.776796 sec): 11 clusters Score: Raw -3282607.749437 + Penalty 39348.401417 = -3243259.348020 nChanged 23 Iteration 102Q (1617.506430 sec): 11 clusters Score: Raw -3282611.676807 + Penalty 39348.401417 = -3243263.275390 nChanged 22 Iteration 103Q (1618.272454 sec): 11 clusters Score: Raw -3282615.839112 + Penalty 39348.401417 = -3243267.437694 nChanged 21 Iteration 104Q (1619.062473 sec): 11 clusters Score: Raw -3282619.719433 + Penalty 39348.401417 = -3243271.318016 nChanged 27 Iteration 105Q (1619.851369 sec): 11 clusters Score: Raw -3282625.266699 + Penalty 39348.401417 = -3243276.865281 nChanged 19 Iteration 106Q (1620.691090 sec): 11 clusters Score: Raw -3282629.386546 + Penalty 39348.401417 = -3243280.985129 nChanged 21 Iteration 107Q (1621.455304 sec): 11 clusters Score: Raw -3282633.599482 + Penalty 39348.401417 = -3243285.198064 nChanged 20 Iteration 108Q (1622.235982 sec): 11 clusters Score: Raw -3282638.273520 + Penalty 39348.401417 = -3243289.872103 nChanged 18 Iteration 109Q (1623.024567 sec): 11 clusters Score: Raw -3282642.024644 + Penalty 39348.401417 = -3243293.623227 nChanged 12 Iteration 110Q (1623.749887 sec): 11 clusters Score: Raw -3282644.541721 + Penalty 39348.401417 = -3243296.140304 nChanged 17 Iteration 111Q (1624.542041 sec): 11 clusters Score: Raw -3282648.713033 + Penalty 39348.401417 = -3243300.311616 nChanged 14 Iteration 112Q (1625.282823 sec): 11 clusters Score: Raw -3282651.526943 + Penalty 39348.401417 = -3243303.125526 nChanged 16 Iteration 113Q (1626.023879 sec): 11 clusters Score: Raw -3282654.365062 + Penalty 39348.401417 = -3243305.963645 nChanged 13 Iteration 114Q (1626.792421 sec): 11 clusters Score: Raw -3282656.577622 + Penalty 39348.401417 = -3243308.176205 nChanged 9 Iteration 115Q (1627.582306 sec): 11 clusters Score: Raw -3282658.640945 + Penalty 39348.401417 = -3243310.239527 nChanged 10 Iteration 116Q (1628.398776 sec): 11 clusters Score: Raw -3282660.625206 + Penalty 39348.401417 = -3243312.223789 nChanged 9 Iteration 117Q (1629.161306 sec): 11 clusters Score: Raw -3282662.312864 + Penalty 39348.401417 = -3243313.911447 nChanged 13 Iteration 118Q (1629.942026 sec): 11 clusters Score: Raw -3282664.973772 + Penalty 39348.401417 = -3243316.572355 nChanged 12 Iteration 119Q (1630.747700 sec): 11 clusters Score: Raw -3282667.512556 + Penalty 39348.401417 = -3243319.111139 nChanged 12 Iteration 120F (1631.754419 sec): 11 clusters Score: Raw -3282670.227463 + Penalty 39348.401417 = -3243321.826046 nChanged 16 Iteration 121Q (1632.549458 sec): 11 clusters Score: Raw -3282674.126941 + Penalty 39348.401417 = -3243325.725523 nChanged 19 Iteration 122Q (1633.293887 sec): 11 clusters Score: Raw -3282678.955701 + Penalty 39348.401417 = -3243330.554284 nChanged 18 Iteration 123Q (1634.101365 sec): 11 clusters Score: Raw -3282682.357927 + Penalty 39348.401417 = -3243333.956509 nChanged 19 Iteration 124Q (1634.894417 sec): 11 clusters Score: Raw -3282686.197070 + Penalty 39348.401417 = -3243337.795653 nChanged 24 Iteration 125Q (1635.688237 sec): 11 clusters Score: Raw -3282690.970571 + Penalty 39348.401417 = -3243342.569154 nChanged 15 Iteration 126Q (1636.460658 sec): 11 clusters Score: Raw -3282694.374682 + Penalty 39348.401417 = -3243345.973265 nChanged 21 Iteration 127Q (1637.253833 sec): 11 clusters Score: Raw -3282698.797565 + Penalty 39348.401417 = -3243350.396148 nChanged 17 Iteration 128Q (1638.040212 sec): 11 clusters Score: Raw -3282702.130290 + Penalty 39348.401417 = -3243353.728873 nChanged 18 Iteration 129Q (1638.834112 sec): 11 clusters Score: Raw -3282704.772541 + Penalty 39348.401417 = -3243356.371124 nChanged 15 Iteration 130Q (1639.598871 sec): 11 clusters Score: Raw -3282707.650967 + Penalty 39348.401417 = -3243359.249550 nChanged 17 Iteration 131Q (1640.368855 sec): 11 clusters Score: Raw -3282712.162119 + Penalty 39348.401417 = -3243363.760702 nChanged 19 Iteration 132Q (1641.173276 sec): 11 clusters Score: Raw -3282717.205096 + Penalty 39348.401417 = -3243368.803678 nChanged 21 Iteration 133Q (1641.985978 sec): 11 clusters Score: Raw -3282721.850041 + Penalty 39348.401417 = -3243373.448624 nChanged 20 Iteration 134Q (1642.779363 sec): 11 clusters Score: Raw -3282725.656422 + Penalty 39348.401417 = -3243377.255005 nChanged 14 Iteration 135Q (1643.596939 sec): 11 clusters Score: Raw -3282728.375469 + Penalty 39348.401417 = -3243379.974051 nChanged 14 Iteration 136Q (1644.415062 sec): 11 clusters Score: Raw -3282730.898456 + Penalty 39348.401417 = -3243382.497039 nChanged 9 Iteration 137Q (1645.226400 sec): 11 clusters Score: Raw -3282732.750090 + Penalty 39348.401417 = -3243384.348672 nChanged 10 Iteration 138Q (1646.046224 sec): 11 clusters Score: Raw -3282735.142731 + Penalty 39348.401417 = -3243386.741314 nChanged 10 Writing temp clu file Because OldScore, -3243384.348672, is greater than current (better) Score,-3243386.741314 Compute initial score before splitting: Score: Raw -3282735.142731 + Penalty 39348.401417 = -3243386.741314 Trying to split cluster 1 (3629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1646.159303 sec): 2 clusters Score: Raw -238503.745997 + Penalty 3036.881947 = -235466.864050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1646.275810 sec): 3 clusters Score: Raw -237165.427032 + Penalty 6073.763894 = -231091.663138 nChanged 1254 SP:Iteration 1F (1646.403143 sec): 3 clusters Score: Raw -238447.801269 + Penalty 6073.763894 = -232374.037375 nChanged 401 SP:Iteration 2F (1646.493390 sec): 3 clusters Score: Raw -239184.630285 + Penalty 6073.763894 = -233110.866392 nChanged 334 SP:Iteration 3F (1646.645926 sec): 3 clusters Score: Raw -239780.452252 + Penalty 6073.763894 = -233706.688358 nChanged 254 SP:Iteration 4F (1646.736701 sec): 3 clusters Score: Raw -240182.647410 + Penalty 6073.763894 = -234108.883516 nChanged 184 SP:Iteration 5F (1646.888405 sec): 3 clusters Score: Raw -240410.483743 + Penalty 6073.763894 = -234336.719849 nChanged 120 SP:Iteration 6Q (1646.989082 sec): 3 clusters Score: Raw -240543.419858 + Penalty 6073.763894 = -234469.655964 nChanged 82 SP:Iteration 7Q (1647.120007 sec): 3 clusters Score: Raw -240632.576238 + Penalty 6073.763894 = -234558.812344 nChanged 64 SP:Iteration 8Q (1647.259023 sec): 3 clusters Score: Raw -240706.130052 + Penalty 6073.763894 = -234632.366158 nChanged 59 SP:Iteration 9Q (1647.389920 sec): 3 clusters Score: Raw -240765.471261 + Penalty 6073.763894 = -234691.707367 nChanged 50 SP:Iteration 10Q (1647.526106 sec): 3 clusters Score: Raw -240809.665184 + Penalty 6073.763894 = -234735.901290 nChanged 45 SP:Iteration 11Q (1647.649780 sec): 3 clusters Score: Raw -240868.325662 + Penalty 6073.763894 = -234794.561769 nChanged 56 SP:Iteration 12Q (1647.766924 sec): 3 clusters Score: Raw -240930.217463 + Penalty 6073.763894 = -234856.453569 nChanged 37 SP:Iteration 13Q (1647.894498 sec): 3 clusters Score: Raw -240963.039194 + Penalty 6073.763894 = -234889.275300 nChanged 37 SP:Iteration 14Q (1648.042358 sec): 3 clusters Score: Raw -240993.930565 + Penalty 6073.763894 = -234920.166672 nChanged 24 SP:Iteration 15Q (1648.170497 sec): 3 clusters Score: Raw -241004.747734 + Penalty 6073.763894 = -234930.983840 nChanged 14 SP:Iteration 16Q (1648.262720 sec): 3 clusters Score: Raw -241011.697025 + Penalty 6073.763894 = -234937.933131 nChanged 6 SP:Iteration 17Q (1648.394041 sec): 3 clusters Score: Raw -241013.942320 + Penalty 6073.763894 = -234940.178427 nChanged 2 SP:Iteration 18Q (1648.529751 sec): 3 clusters Score: Raw -241014.653295 + Penalty 6073.763894 = -234940.889402 nChanged 2 SP:Iteration 19Q (1648.653140 sec): 3 clusters Score: Raw -241015.535718 + Penalty 6073.763894 = -234941.771824 nChanged 7 SP:Iteration 20F (1648.758686 sec): 3 clusters Score: Raw -241018.686989 + Penalty 6073.763894 = -234944.923095 nChanged 3 SP:Iteration 21Q (1648.902595 sec): 3 clusters Score: Raw -241020.639460 + Penalty 6073.763894 = -234946.875566 nChanged 4 SP:Iteration 22Q (1649.036133 sec): 3 clusters Score: Raw -241023.022964 + Penalty 6073.763894 = -234949.259070 nChanged 1 SP:Iteration 23Q (1649.117855 sec): 3 clusters Score: Raw -241023.442209 + Penalty 6073.763894 = -234949.678315 nChanged 0 SP:Iteration 24F (1649.233573 sec): 3 clusters Score: Raw -241023.442209 + Penalty 6073.763894 = -234949.678315 nChanged 0 Trying to split cluster 2 (3387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1649.332002 sec): 2 clusters Score: Raw -313767.496198 + Penalty 3011.312795 = -310756.183402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1649.434955 sec): 3 clusters Score: Raw -312481.791076 + Penalty 6022.625591 = -306459.165485 nChanged 1095 SP:Iteration 1F (1649.557162 sec): 3 clusters Score: Raw -313312.544399 + Penalty 6022.625591 = -307289.918808 nChanged 287 SP:Iteration 2F (1649.698595 sec): 3 clusters Score: Raw -313630.130225 + Penalty 6022.625591 = -307607.504634 nChanged 218 SP:Iteration 3F (1649.800451 sec): 3 clusters Score: Raw -313895.389765 + Penalty 6022.625591 = -307872.764174 nChanged 172 SP:Iteration 4F (1649.931767 sec): 3 clusters Score: Raw -314182.286696 + Penalty 6022.625591 = -308159.661105 nChanged 195 SP:Iteration 5F (1650.054453 sec): 3 clusters Score: Raw -314527.601892 + Penalty 6022.625591 = -308504.976302 nChanged 202 SP:Iteration 6F (1650.176199 sec): 3 clusters Score: Raw -314920.216325 + Penalty 6022.625591 = -308897.590734 nChanged 202 SP:Iteration 7F (1650.302784 sec): 3 clusters Score: Raw -315455.296324 + Penalty 6022.625591 = -309432.670733 nChanged 182 SP:Iteration 8F (1650.421970 sec): 3 clusters Score: Raw -315900.526236 + Penalty 6022.625591 = -309877.900645 nChanged 116 SP:Iteration 9Q (1650.542000 sec): 3 clusters Score: Raw -316085.247560 + Penalty 6022.625591 = -310062.621969 nChanged 66 SP:Iteration 10Q (1650.645129 sec): 3 clusters Score: Raw -316222.282711 + Penalty 6022.625591 = -310199.657120 nChanged 57 SP:Iteration 11Q (1650.770310 sec): 3 clusters Score: Raw -316357.052948 + Penalty 6022.625591 = -310334.427358 nChanged 54 SP:Iteration 12Q (1650.907555 sec): 3 clusters Score: Raw -316493.549379 + Penalty 6022.625591 = -310470.923788 nChanged 30 SP:Iteration 13Q (1651.008007 sec): 3 clusters Score: Raw -316583.654000 + Penalty 6022.625591 = -310561.028409 nChanged 23 SP:Iteration 14Q (1651.133043 sec): 3 clusters Score: Raw -316654.848110 + Penalty 6022.625591 = -310632.222519 nChanged 19 SP:Iteration 15Q (1651.264144 sec): 3 clusters Score: Raw -316730.478069 + Penalty 6022.625591 = -310707.852478 nChanged 16 SP:Iteration 16Q (1651.374414 sec): 3 clusters Score: Raw -316794.738779 + Penalty 6022.625591 = -310772.113188 nChanged 13 SP:Iteration 17Q (1651.479072 sec): 3 clusters Score: Raw -316830.561462 + Penalty 6022.625591 = -310807.935871 nChanged 6 SP:Iteration 18Q (1651.597317 sec): 3 clusters Score: Raw -316840.133654 + Penalty 6022.625591 = -310817.508063 nChanged 1 SP:Iteration 19Q (1651.746385 sec): 3 clusters Score: Raw -316841.127103 + Penalty 6022.625591 = -310818.501512 nChanged 0 SP:Iteration 20F (1651.866875 sec): 3 clusters Score: Raw -316841.127103 + Penalty 6022.625591 = -310818.501512 nChanged 0 Score: Raw -3285810.710338 + Penalty 43283.241559 = -3242527.468779 Splitting cluster 2 changes total score from -3243386.741314 to -3242527.468779 So it's not getting split. Trying to split cluster 3 (1585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1653.094546 sec): 2 clusters Score: Raw -103712.868539 + Penalty 2729.969854 = -100982.898685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1653.228817 sec): 3 clusters Score: Raw -103575.066821 + Penalty 5459.939708 = -98115.127113 nChanged 454 SP:Iteration 1F (1653.370075 sec): 3 clusters Score: Raw -104351.360251 + Penalty 5459.939708 = -98891.420543 nChanged 150 SP:Iteration 2F (1653.464748 sec): 3 clusters Score: Raw -104695.461530 + Penalty 5459.939708 = -99235.521823 nChanged 94 SP:Iteration 3F (1653.598627 sec): 3 clusters Score: Raw -104893.109827 + Penalty 5459.939708 = -99433.170119 nChanged 72 SP:Iteration 4Q (1653.682194 sec): 3 clusters Score: Raw -105031.485483 + Penalty 5459.939708 = -99571.545775 nChanged 56 SP:Iteration 5Q (1653.831086 sec): 3 clusters Score: Raw -105140.774001 + Penalty 5459.939708 = -99680.834294 nChanged 32 SP:Iteration 6Q (1653.938050 sec): 3 clusters Score: Raw -105193.481218 + Penalty 5459.939708 = -99733.541511 nChanged 29 SP:Iteration 7Q (1654.052508 sec): 3 clusters Score: Raw -105250.955055 + Penalty 5459.939708 = -99791.015347 nChanged 25 SP:Iteration 8Q (1654.183833 sec): 3 clusters Score: Raw -105296.628461 + Penalty 5459.939708 = -99836.688754 nChanged 21 SP:Iteration 9Q (1654.301049 sec): 3 clusters Score: Raw -105327.049583 + Penalty 5459.939708 = -99867.109875 nChanged 12 SP:Iteration 10Q (1654.453118 sec): 3 clusters Score: Raw -105352.867120 + Penalty 5459.939708 = -99892.927413 nChanged 14 SP:Iteration 11Q (1654.562040 sec): 3 clusters Score: Raw -105377.373849 + Penalty 5459.939708 = -99917.434141 nChanged 13 SP:Iteration 12Q (1654.697414 sec): 3 clusters Score: Raw -105402.736063 + Penalty 5459.939708 = -99942.796356 nChanged 11 SP:Iteration 13Q (1654.827557 sec): 3 clusters Score: Raw -105419.491912 + Penalty 5459.939708 = -99959.552204 nChanged 8 SP:Iteration 14Q (1654.923073 sec): 3 clusters Score: Raw -105430.396358 + Penalty 5459.939708 = -99970.456651 nChanged 6 SP:Iteration 15Q (1655.033882 sec): 3 clusters Score: Raw -105436.378017 + Penalty 5459.939708 = -99976.438309 nChanged 5 SP:Iteration 16Q (1655.151483 sec): 3 clusters Score: Raw -105442.347686 + Penalty 5459.939708 = -99982.407978 nChanged 6 SP:Iteration 17Q (1655.267259 sec): 3 clusters Score: Raw -105452.942389 + Penalty 5459.939708 = -99993.002681 nChanged 2 SP:Iteration 18Q (1655.409808 sec): 3 clusters Score: Raw -105454.308118 + Penalty 5459.939708 = -99994.368411 nChanged 1 SP:Iteration 19Q (1655.532761 sec): 3 clusters Score: Raw -105457.667247 + Penalty 5459.939708 = -99997.727539 nChanged 2 SP:Iteration 20F (1655.636820 sec): 3 clusters Score: Raw -105460.817887 + Penalty 5459.939708 = -100000.878179 nChanged 4 SP:Iteration 21Q (1655.737191 sec): 3 clusters Score: Raw -105465.505697 + Penalty 5459.939708 = -100005.565990 nChanged 1 SP:Iteration 22Q (1655.872809 sec): 3 clusters Score: Raw -105467.418382 + Penalty 5459.939708 = -100007.478675 nChanged 0 SP:Iteration 23F (1655.959869 sec): 3 clusters Score: Raw -105467.418382 + Penalty 5459.939708 = -100007.478675 nChanged 0 Trying to split cluster 4 (3538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1656.028011 sec): 2 clusters Score: Raw -278866.432878 + Penalty 3027.472902 = -275838.959976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1656.157631 sec): 3 clusters Score: Raw -277500.018155 + Penalty 6054.945804 = -271445.072350 nChanged 1206 SP:Iteration 1F (1656.301350 sec): 3 clusters Score: Raw -278635.149842 + Penalty 6054.945804 = -272580.204038 nChanged 389 SP:Iteration 2F (1656.392850 sec): 3 clusters Score: Raw -279336.019753 + Penalty 6054.945804 = -273281.073949 nChanged 309 SP:Iteration 3F (1656.543941 sec): 3 clusters Score: Raw -279879.202662 + Penalty 6054.945804 = -273824.256858 nChanged 254 SP:Iteration 4F (1656.659169 sec): 3 clusters Score: Raw -280256.423617 + Penalty 6054.945804 = -274201.477813 nChanged 185 SP:Iteration 5F (1656.771315 sec): 3 clusters Score: Raw -280472.652735 + Penalty 6054.945804 = -274417.706931 nChanged 123 SP:Iteration 6Q (1656.904645 sec): 3 clusters Score: Raw -280652.547603 + Penalty 6054.945804 = -274597.601799 nChanged 98 SP:Iteration 7Q (1657.034411 sec): 3 clusters Score: Raw -280763.159894 + Penalty 6054.945804 = -274708.214089 nChanged 64 SP:Iteration 8Q (1657.137349 sec): 3 clusters Score: Raw -280817.785290 + Penalty 6054.945804 = -274762.839486 nChanged 47 SP:Iteration 9Q (1657.284049 sec): 3 clusters Score: Raw -280853.627762 + Penalty 6054.945804 = -274798.681958 nChanged 31 SP:Iteration 10Q (1657.386072 sec): 3 clusters Score: Raw -280877.135887 + Penalty 6054.945804 = -274822.190083 nChanged 20 SP:Iteration 11Q (1657.500950 sec): 3 clusters Score: Raw -280891.690539 + Penalty 6054.945804 = -274836.744735 nChanged 20 SP:Iteration 12Q (1657.619013 sec): 3 clusters Score: Raw -280908.570259 + Penalty 6054.945804 = -274853.624455 nChanged 11 SP:Iteration 13Q (1657.711464 sec): 3 clusters Score: Raw -280914.220877 + Penalty 6054.945804 = -274859.275073 nChanged 7 SP:Iteration 14Q (1657.832202 sec): 3 clusters Score: Raw -280918.752371 + Penalty 6054.945804 = -274863.806567 nChanged 5 SP:Iteration 15Q (1657.983460 sec): 3 clusters Score: Raw -280922.534233 + Penalty 6054.945804 = -274867.588428 nChanged 3 SP:Iteration 16Q (1658.078887 sec): 3 clusters Score: Raw -280925.306854 + Penalty 6054.945804 = -274870.361050 nChanged 6 SP:Iteration 17Q (1658.211821 sec): 3 clusters Score: Raw -280928.482951 + Penalty 6054.945804 = -274873.537146 nChanged 5 SP:Iteration 18Q (1658.334187 sec): 3 clusters Score: Raw -280933.015986 + Penalty 6054.945804 = -274878.070182 nChanged 7 SP:Iteration 19Q (1658.451158 sec): 3 clusters Score: Raw -280936.482028 + Penalty 6054.945804 = -274881.536224 nChanged 5 SP:Iteration 20F (1658.616567 sec): 3 clusters Score: Raw -280939.075309 + Penalty 6054.945804 = -274884.129505 nChanged 2 SP:Iteration 21Q (1658.752897 sec): 3 clusters Score: Raw -280940.137635 + Penalty 6054.945804 = -274885.191830 nChanged 1 SP:Iteration 22Q (1658.872157 sec): 3 clusters Score: Raw -280940.570181 + Penalty 6054.945804 = -274885.624377 nChanged 0 SP:Iteration 23F (1659.019315 sec): 3 clusters Score: Raw -280940.570181 + Penalty 6054.945804 = -274885.624377 nChanged 0 Trying to split cluster 5 (4303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1659.088241 sec): 2 clusters Score: Raw -396235.328099 + Penalty 3099.998595 = -393135.329504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1659.207231 sec): 3 clusters Score: Raw -394418.598532 + Penalty 6199.997190 = -388218.601342 nChanged 1514 SP:Iteration 1F (1659.331176 sec): 3 clusters Score: Raw -395381.311686 + Penalty 6199.997190 = -389181.314496 nChanged 361 SP:Iteration 2F (1659.454776 sec): 3 clusters Score: Raw -395722.702685 + Penalty 6199.997190 = -389522.705495 nChanged 275 SP:Iteration 3F (1659.569719 sec): 3 clusters Score: Raw -396114.178724 + Penalty 6199.997190 = -389914.181534 nChanged 305 SP:Iteration 4F (1659.698927 sec): 3 clusters Score: Raw -396665.738741 + Penalty 6199.997190 = -390465.741551 nChanged 311 SP:Iteration 5F (1659.812830 sec): 3 clusters Score: Raw -397240.803224 + Penalty 6199.997190 = -391040.806034 nChanged 295 SP:Iteration 6F (1659.942896 sec): 3 clusters Score: Raw -397678.002363 + Penalty 6199.997190 = -391478.005173 nChanged 248 SP:Iteration 7F (1660.039301 sec): 3 clusters Score: Raw -397949.108773 + Penalty 6199.997190 = -391749.111582 nChanged 177 SP:Iteration 8Q (1660.184159 sec): 3 clusters Score: Raw -398132.170967 + Penalty 6199.997190 = -391932.173777 nChanged 113 SP:Iteration 9Q (1660.307824 sec): 3 clusters Score: Raw -398226.284161 + Penalty 6199.997190 = -392026.286971 nChanged 60 SP:Iteration 10Q (1660.431536 sec): 3 clusters Score: Raw -398273.805337 + Penalty 6199.997190 = -392073.808147 nChanged 58 SP:Iteration 11Q (1660.544925 sec): 3 clusters Score: Raw -398320.524356 + Penalty 6199.997190 = -392120.527166 nChanged 51 SP:Iteration 12Q (1660.665123 sec): 3 clusters Score: Raw -398355.305049 + Penalty 6199.997190 = -392155.307859 nChanged 34 SP:Iteration 13Q (1660.779613 sec): 3 clusters Score: Raw -398381.507332 + Penalty 6199.997190 = -392181.510142 nChanged 35 SP:Iteration 14Q (1660.924307 sec): 3 clusters Score: Raw -398407.355305 + Penalty 6199.997190 = -392207.358115 nChanged 26 SP:Iteration 15Q (1661.036662 sec): 3 clusters Score: Raw -398426.955107 + Penalty 6199.997190 = -392226.957917 nChanged 19 SP:Iteration 16Q (1661.171327 sec): 3 clusters Score: Raw -398443.392545 + Penalty 6199.997190 = -392243.395355 nChanged 23 SP:Iteration 17Q (1661.292932 sec): 3 clusters Score: Raw -398457.985278 + Penalty 6199.997190 = -392257.988088 nChanged 19 SP:Iteration 18Q (1661.383540 sec): 3 clusters Score: Raw -398473.028373 + Penalty 6199.997190 = -392273.031183 nChanged 13 SP:Iteration 19Q (1661.503897 sec): 3 clusters Score: Raw -398483.407087 + Penalty 6199.997190 = -392283.409897 nChanged 9 SP:Iteration 20F (1661.650673 sec): 3 clusters Score: Raw -398492.211107 + Penalty 6199.997190 = -392292.213917 nChanged 10 SP:Iteration 21Q (1661.770439 sec): 3 clusters Score: Raw -398499.296792 + Penalty 6199.997190 = -392299.299602 nChanged 5 SP:Iteration 22Q (1661.896274 sec): 3 clusters Score: Raw -398502.353173 + Penalty 6199.997190 = -392302.355983 nChanged 5 SP:Iteration 23Q (1662.022017 sec): 3 clusters Score: Raw -398504.638864 + Penalty 6199.997190 = -392304.641674 nChanged 1 SP:Iteration 24Q (1662.147541 sec): 3 clusters Score: Raw -398504.962047 + Penalty 6199.997190 = -392304.964857 nChanged 1 SP:Iteration 25Q (1662.272132 sec): 3 clusters Score: Raw -398505.107067 + Penalty 6199.997190 = -392305.109877 nChanged 0 SP:Iteration 26F (1662.403060 sec): 3 clusters Score: Raw -398505.107067 + Penalty 6199.997190 = -392305.109877 nChanged 0 Trying to split cluster 6 (3615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1662.465994 sec): 2 clusters Score: Raw -309364.660646 + Penalty 3035.449863 = -306329.210782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1662.586292 sec): 3 clusters Score: Raw -307941.156924 + Penalty 6070.899727 = -301870.257197 nChanged 1232 SP:Iteration 1F (1662.686933 sec): 3 clusters Score: Raw -308777.244289 + Penalty 6070.899727 = -302706.344562 nChanged 271 SP:Iteration 2F (1662.783206 sec): 3 clusters Score: Raw -309012.995458 + Penalty 6070.899727 = -302942.095731 nChanged 178 SP:Iteration 3Q (1662.889833 sec): 3 clusters Score: Raw -309164.523457 + Penalty 6070.899727 = -303093.623730 nChanged 137 SP:Iteration 4Q (1663.012798 sec): 3 clusters Score: Raw -309297.591776 + Penalty 6070.899727 = -303226.692049 nChanged 131 SP:Iteration 5Q (1663.129138 sec): 3 clusters Score: Raw -309419.134479 + Penalty 6070.899727 = -303348.234752 nChanged 118 SP:Iteration 6Q (1663.256073 sec): 3 clusters Score: Raw -309543.130646 + Penalty 6070.899727 = -303472.230919 nChanged 110 SP:Iteration 7Q (1663.375878 sec): 3 clusters Score: Raw -309654.272935 + Penalty 6070.899727 = -303583.373208 nChanged 92 SP:Iteration 8Q (1663.492202 sec): 3 clusters Score: Raw -309749.746026 + Penalty 6070.899727 = -303678.846299 nChanged 93 SP:Iteration 9Q (1663.625776 sec): 3 clusters Score: Raw -309842.465446 + Penalty 6070.899727 = -303771.565719 nChanged 82 SP:Iteration 10Q (1663.714135 sec): 3 clusters Score: Raw -309929.551401 + Penalty 6070.899727 = -303858.651674 nChanged 71 SP:Iteration 11Q (1663.829855 sec): 3 clusters Score: Raw -310002.668181 + Penalty 6070.899727 = -303931.768455 nChanged 63 SP:Iteration 12Q (1663.967474 sec): 3 clusters Score: Raw -310047.322756 + Penalty 6070.899727 = -303976.423029 nChanged 49 SP:Iteration 13Q (1664.097415 sec): 3 clusters Score: Raw -310083.061234 + Penalty 6070.899727 = -304012.161508 nChanged 47 SP:Iteration 14Q (1664.241075 sec): 3 clusters Score: Raw -310133.943412 + Penalty 6070.899727 = -304063.043686 nChanged 57 SP:Iteration 15Q (1664.356843 sec): 3 clusters Score: Raw -310187.606885 + Penalty 6070.899727 = -304116.707158 nChanged 61 SP:Iteration 16Q (1664.473295 sec): 3 clusters Score: Raw -310237.527899 + Penalty 6070.899727 = -304166.628172 nChanged 51 SP:Iteration 17Q (1664.595692 sec): 3 clusters Score: Raw -310275.615522 + Penalty 6070.899727 = -304204.715795 nChanged 52 SP:Iteration 18Q (1664.730637 sec): 3 clusters Score: Raw -310316.899197 + Penalty 6070.899727 = -304245.999471 nChanged 41 SP:Iteration 19Q (1664.858364 sec): 3 clusters Score: Raw -310356.014529 + Penalty 6070.899727 = -304285.114803 nChanged 33 SP:Iteration 20F (1665.012628 sec): 3 clusters Score: Raw -310379.116579 + Penalty 6070.899727 = -304308.216852 nChanged 29 SP:Iteration 21Q (1665.151916 sec): 3 clusters Score: Raw -310400.572605 + Penalty 6070.899727 = -304329.672878 nChanged 29 SP:Iteration 22Q (1665.284654 sec): 3 clusters Score: Raw -310424.687128 + Penalty 6070.899727 = -304353.787401 nChanged 23 SP:Iteration 23Q (1665.405266 sec): 3 clusters Score: Raw -310442.116092 + Penalty 6070.899727 = -304371.216365 nChanged 18 SP:Iteration 24Q (1665.499341 sec): 3 clusters Score: Raw -310454.332757 + Penalty 6070.899727 = -304383.433030 nChanged 19 SP:Iteration 25Q (1665.650662 sec): 3 clusters Score: Raw -310464.417093 + Penalty 6070.899727 = -304393.517366 nChanged 11 SP:Iteration 26Q (1665.746855 sec): 3 clusters Score: Raw -310471.289593 + Penalty 6070.899727 = -304400.389866 nChanged 9 SP:Iteration 27Q (1665.876293 sec): 3 clusters Score: Raw -310478.336061 + Penalty 6070.899727 = -304407.436334 nChanged 18 SP:Iteration 28Q (1666.000481 sec): 3 clusters Score: Raw -310487.341951 + Penalty 6070.899727 = -304416.442225 nChanged 8 SP:Iteration 29Q (1666.131806 sec): 3 clusters Score: Raw -310492.034334 + Penalty 6070.899727 = -304421.134607 nChanged 12 SP:Iteration 30Q (1666.242019 sec): 3 clusters Score: Raw -310498.151119 + Penalty 6070.899727 = -304427.251393 nChanged 9 SP:Iteration 31Q (1666.356304 sec): 3 clusters Score: Raw -310503.486451 + Penalty 6070.899727 = -304432.586724 nChanged 5 SP:Iteration 32Q (1666.467652 sec): 3 clusters Score: Raw -310506.411214 + Penalty 6070.899727 = -304435.511487 nChanged 4 SP:Iteration 33Q (1666.626516 sec): 3 clusters Score: Raw -310509.344318 + Penalty 6070.899727 = -304438.444591 nChanged 4 SP:Iteration 34Q (1666.763774 sec): 3 clusters Score: Raw -310512.828024 + Penalty 6070.899727 = -304441.928297 nChanged 3 SP:Iteration 35Q (1666.861950 sec): 3 clusters Score: Raw -310514.755394 + Penalty 6070.899727 = -304443.855668 nChanged 4 SP:Iteration 36Q (1667.007211 sec): 3 clusters Score: Raw -310516.329885 + Penalty 6070.899727 = -304445.430158 nChanged 6 SP:Iteration 37Q (1667.102806 sec): 3 clusters Score: Raw -310518.738339 + Penalty 6070.899727 = -304447.838612 nChanged 1 SP:Iteration 38Q (1667.252401 sec): 3 clusters Score: Raw -310519.345596 + Penalty 6070.899727 = -304448.445869 nChanged 1 SP:Iteration 39Q (1667.361098 sec): 3 clusters Score: Raw -310520.012855 + Penalty 6070.899727 = -304449.113128 nChanged 0 SP:Iteration 40F (1667.479738 sec): 3 clusters Score: Raw -310520.012855 + Penalty 6070.899727 = -304449.113128 nChanged 0 Trying to split cluster 7 (4160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1667.550291 sec): 2 clusters Score: Raw -337708.067574 + Penalty 3087.476666 = -334620.590908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1667.667568 sec): 3 clusters Score: Raw -335998.665387 + Penalty 6174.953332 = -329823.712055 nChanged 1414 SP:Iteration 1F (1667.790955 sec): 3 clusters Score: Raw -337183.574791 + Penalty 6174.953332 = -331008.621459 nChanged 455 SP:Iteration 2F (1667.883434 sec): 3 clusters Score: Raw -337846.112807 + Penalty 6174.953332 = -331671.159475 nChanged 367 SP:Iteration 3F (1668.032368 sec): 3 clusters Score: Raw -338402.291851 + Penalty 6174.953332 = -332227.338520 nChanged 296 SP:Iteration 4F (1668.159073 sec): 3 clusters Score: Raw -338796.257397 + Penalty 6174.953332 = -332621.304065 nChanged 205 SP:Iteration 5Q (1668.260143 sec): 3 clusters Score: Raw -339027.428758 + Penalty 6174.953332 = -332852.475426 nChanged 153 SP:Iteration 6Q (1668.381854 sec): 3 clusters Score: Raw -339198.256699 + Penalty 6174.953332 = -333023.303367 nChanged 121 SP:Iteration 7Q (1668.530893 sec): 3 clusters Score: Raw -339326.739576 + Penalty 6174.953332 = -333151.786244 nChanged 70 SP:Iteration 8Q (1668.652401 sec): 3 clusters Score: Raw -339381.968266 + Penalty 6174.953332 = -333207.014935 nChanged 44 SP:Iteration 9Q (1668.762903 sec): 3 clusters Score: Raw -339417.767531 + Penalty 6174.953332 = -333242.814199 nChanged 42 SP:Iteration 10Q (1668.872879 sec): 3 clusters Score: Raw -339445.152000 + Penalty 6174.953332 = -333270.198668 nChanged 31 SP:Iteration 11Q (1669.002188 sec): 3 clusters Score: Raw -339470.527427 + Penalty 6174.953332 = -333295.574095 nChanged 28 SP:Iteration 12Q (1669.102956 sec): 3 clusters Score: Raw -339490.221008 + Penalty 6174.953332 = -333315.267676 nChanged 23 SP:Iteration 13Q (1669.252177 sec): 3 clusters Score: Raw -339506.430593 + Penalty 6174.953332 = -333331.477261 nChanged 17 SP:Iteration 14Q (1669.379416 sec): 3 clusters Score: Raw -339516.422099 + Penalty 6174.953332 = -333341.468768 nChanged 10 SP:Iteration 15Q (1669.506184 sec): 3 clusters Score: Raw -339520.433403 + Penalty 6174.953332 = -333345.480071 nChanged 5 SP:Iteration 16Q (1669.631532 sec): 3 clusters Score: Raw -339522.223567 + Penalty 6174.953332 = -333347.270235 nChanged 4 SP:Iteration 17Q (1669.742408 sec): 3 clusters Score: Raw -339524.711173 + Penalty 6174.953332 = -333349.757841 nChanged 5 SP:Iteration 18Q (1669.848811 sec): 3 clusters Score: Raw -339526.909764 + Penalty 6174.953332 = -333351.956432 nChanged 7 SP:Iteration 19Q (1669.955817 sec): 3 clusters Score: Raw -339530.703929 + Penalty 6174.953332 = -333355.750598 nChanged 3 SP:Iteration 20F (1670.037620 sec): 3 clusters Score: Raw -339531.876114 + Penalty 6174.953332 = -333356.922783 nChanged 2 SP:Iteration 21Q (1670.169008 sec): 3 clusters Score: Raw -339532.469371 + Penalty 6174.953332 = -333357.516040 nChanged 0 SP:Iteration 22F (1670.305487 sec): 3 clusters Score: Raw -339532.469371 + Penalty 6174.953332 = -333357.516040 nChanged 0 Trying to split cluster 8 (6961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1670.386870 sec): 2 clusters Score: Raw -552117.934387 + Penalty 3278.213055 = -548839.721332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1670.521248 sec): 3 clusters Score: Raw -548831.597685 + Penalty 6556.426110 = -542275.171574 nChanged 2607 SP:Iteration 1F (1670.657360 sec): 3 clusters Score: Raw -550442.070717 + Penalty 6556.426110 = -543885.644607 nChanged 595 SP:Iteration 2F (1670.797389 sec): 3 clusters Score: Raw -550953.543615 + Penalty 6556.426110 = -544397.117505 nChanged 484 SP:Iteration 3F (1670.950754 sec): 3 clusters Score: Raw -551490.822558 + Penalty 6556.426110 = -544934.396448 nChanged 464 SP:Iteration 4F (1671.066071 sec): 3 clusters Score: Raw -552054.894796 + Penalty 6556.426110 = -545498.468686 nChanged 485 SP:Iteration 5F (1671.192536 sec): 3 clusters Score: Raw -552739.300526 + Penalty 6556.426110 = -546182.874416 nChanged 494 SP:Iteration 6F (1671.336195 sec): 3 clusters Score: Raw -553380.097536 + Penalty 6556.426110 = -546823.671426 nChanged 379 SP:Iteration 7F (1671.449253 sec): 3 clusters Score: Raw -553817.017244 + Penalty 6556.426110 = -547260.591134 nChanged 300 SP:Iteration 8Q (1671.543985 sec): 3 clusters Score: Raw -554100.617912 + Penalty 6556.426110 = -547544.191802 nChanged 205 SP:Iteration 9Q (1671.706688 sec): 3 clusters Score: Raw -554250.014261 + Penalty 6556.426110 = -547693.588151 nChanged 122 SP:Iteration 10Q (1671.831154 sec): 3 clusters Score: Raw -554336.656113 + Penalty 6556.426110 = -547780.230003 nChanged 95 SP:Iteration 11Q (1671.968083 sec): 3 clusters Score: Raw -554392.726708 + Penalty 6556.426110 = -547836.300598 nChanged 71 SP:Iteration 12Q (1672.106987 sec): 3 clusters Score: Raw -554429.095688 + Penalty 6556.426110 = -547872.669578 nChanged 48 SP:Iteration 13Q (1672.237452 sec): 3 clusters Score: Raw -554450.453433 + Penalty 6556.426110 = -547894.027323 nChanged 30 SP:Iteration 14Q (1672.340075 sec): 3 clusters Score: Raw -554464.665956 + Penalty 6556.426110 = -547908.239846 nChanged 34 SP:Iteration 15Q (1672.467766 sec): 3 clusters Score: Raw -554477.082266 + Penalty 6556.426110 = -547920.656156 nChanged 28 SP:Iteration 16Q (1672.597360 sec): 3 clusters Score: Raw -554485.589392 + Penalty 6556.426110 = -547929.163282 nChanged 14 SP:Iteration 17Q (1672.751927 sec): 3 clusters Score: Raw -554489.247309 + Penalty 6556.426110 = -547932.821199 nChanged 11 SP:Iteration 18Q (1672.886110 sec): 3 clusters Score: Raw -554492.365630 + Penalty 6556.426110 = -547935.939520 nChanged 4 SP:Iteration 19Q (1673.021280 sec): 3 clusters Score: Raw -554493.784741 + Penalty 6556.426110 = -547937.358631 nChanged 1 SP:Iteration 20F (1673.162656 sec): 3 clusters Score: Raw -554493.955936 + Penalty 6556.426110 = -547937.529826 nChanged 2 SP:Iteration 21Q (1673.296736 sec): 3 clusters Score: Raw -554494.568960 + Penalty 6556.426110 = -547938.142850 nChanged 2 SP:Iteration 22Q (1673.418609 sec): 3 clusters Score: Raw -554495.270954 + Penalty 6556.426110 = -547938.844844 nChanged 1 SP:Iteration 23Q (1673.559349 sec): 3 clusters Score: Raw -554495.859975 + Penalty 6556.426110 = -547939.433865 nChanged 3 SP:Iteration 24Q (1673.680340 sec): 3 clusters Score: Raw -554497.125165 + Penalty 6556.426110 = -547940.699055 nChanged 1 SP:Iteration 25Q (1673.784973 sec): 3 clusters Score: Raw -554497.478021 + Penalty 6556.426110 = -547941.051911 nChanged 1 SP:Iteration 26Q (1673.912917 sec): 3 clusters Score: Raw -554497.831538 + Penalty 6556.426110 = -547941.405428 nChanged 3 SP:Iteration 27Q (1674.052770 sec): 3 clusters Score: Raw -554499.692626 + Penalty 6556.426110 = -547943.266516 nChanged 5 SP:Iteration 28Q (1674.207975 sec): 3 clusters Score: Raw -554501.387716 + Penalty 6556.426110 = -547944.961606 nChanged 2 SP:Iteration 29Q (1674.313205 sec): 3 clusters Score: Raw -554501.904078 + Penalty 6556.426110 = -547945.477968 nChanged 2 SP:Iteration 30Q (1674.445180 sec): 3 clusters Score: Raw -554502.336291 + Penalty 6556.426110 = -547945.910181 nChanged 1 SP:Iteration 31Q (1674.595655 sec): 3 clusters Score: Raw -554502.742760 + Penalty 6556.426110 = -547946.316650 nChanged 0 SP:Iteration 32F (1674.717866 sec): 3 clusters Score: Raw -554502.742760 + Penalty 6556.426110 = -547946.316650 nChanged 0 Trying to split cluster 9 (8120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1674.821881 sec): 2 clusters Score: Raw -733816.193099 + Penalty 3335.272653 = -730480.920446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1674.954408 sec): 3 clusters Score: Raw -729838.165423 + Penalty 6670.545306 = -723167.620117 nChanged 3094 SP:Iteration 1F (1675.085843 sec): 3 clusters Score: Raw -731530.891839 + Penalty 6670.545306 = -724860.346533 nChanged 642 SP:Iteration 2F (1675.221554 sec): 3 clusters Score: Raw -731927.635417 + Penalty 6670.545306 = -725257.090111 nChanged 449 SP:Iteration 3F (1675.350919 sec): 3 clusters Score: Raw -732242.717747 + Penalty 6670.545306 = -725572.172441 nChanged 385 SP:Iteration 4Q (1675.468359 sec): 3 clusters Score: Raw -732541.505847 + Penalty 6670.545306 = -725870.960541 nChanged 367 SP:Iteration 5Q (1675.610316 sec): 3 clusters Score: Raw -732814.485079 + Penalty 6670.545306 = -726143.939773 nChanged 352 SP:Iteration 6Q (1675.753986 sec): 3 clusters Score: Raw -733049.176720 + Penalty 6670.545306 = -726378.631414 nChanged 297 SP:Iteration 7Q (1675.900304 sec): 3 clusters Score: Raw -733250.097675 + Penalty 6670.545306 = -726579.552369 nChanged 282 SP:Iteration 8Q (1676.021711 sec): 3 clusters Score: Raw -733446.794013 + Penalty 6670.545306 = -726776.248707 nChanged 274 SP:Iteration 9Q (1676.169070 sec): 3 clusters Score: Raw -733684.722043 + Penalty 6670.545306 = -727014.176737 nChanged 322 SP:Iteration 10Q (1676.306667 sec): 3 clusters Score: Raw -733994.901582 + Penalty 6670.545306 = -727324.356277 nChanged 331 SP:Iteration 11Q (1676.444543 sec): 3 clusters Score: Raw -734311.644193 + Penalty 6670.545306 = -727641.098887 nChanged 303 SP:Iteration 12Q (1676.566415 sec): 3 clusters Score: Raw -734592.037303 + Penalty 6670.545306 = -727921.491997 nChanged 321 SP:Iteration 13Q (1676.709717 sec): 3 clusters Score: Raw -734923.257215 + Penalty 6670.545306 = -728252.711909 nChanged 328 SP:Iteration 14Q (1676.820377 sec): 3 clusters Score: Raw -735245.555738 + Penalty 6670.545306 = -728575.010432 nChanged 280 SP:Iteration 15Q (1676.952139 sec): 3 clusters Score: Raw -735494.890165 + Penalty 6670.545306 = -728824.344859 nChanged 226 SP:Iteration 16Q (1677.081726 sec): 3 clusters Score: Raw -735674.946363 + Penalty 6670.545306 = -729004.401057 nChanged 181 SP:Iteration 17Q (1677.208549 sec): 3 clusters Score: Raw -735826.861713 + Penalty 6670.545306 = -729156.316407 nChanged 161 SP:Iteration 18Q (1677.370625 sec): 3 clusters Score: Raw -735952.673054 + Penalty 6670.545306 = -729282.127748 nChanged 162 SP:Iteration 19Q (1677.509235 sec): 3 clusters Score: Raw -736068.718937 + Penalty 6670.545306 = -729398.173631 nChanged 132 SP:Iteration 20F (1677.622794 sec): 3 clusters Score: Raw -736156.719233 + Penalty 6670.545306 = -729486.173928 nChanged 132 SP:Iteration 21Q (1677.770110 sec): 3 clusters Score: Raw -736236.565999 + Penalty 6670.545306 = -729566.020693 nChanged 124 SP:Iteration 22Q (1677.900467 sec): 3 clusters Score: Raw -736320.561266 + Penalty 6670.545306 = -729650.015960 nChanged 129 SP:Iteration 23Q (1678.038105 sec): 3 clusters Score: Raw -736412.653675 + Penalty 6670.545306 = -729742.108369 nChanged 121 SP:Iteration 24Q (1678.179556 sec): 3 clusters Score: Raw -736497.959851 + Penalty 6670.545306 = -729827.414545 nChanged 114 SP:Iteration 25Q (1678.300641 sec): 3 clusters Score: Raw -736576.585702 + Penalty 6670.545306 = -729906.040396 nChanged 96 SP:Iteration 26Q (1678.455046 sec): 3 clusters Score: Raw -736643.761073 + Penalty 6670.545306 = -729973.215767 nChanged 86 SP:Iteration 27Q (1678.588358 sec): 3 clusters Score: Raw -736707.272343 + Penalty 6670.545306 = -730036.727037 nChanged 75 SP:Iteration 28Q (1678.727249 sec): 3 clusters Score: Raw -736759.360101 + Penalty 6670.545306 = -730088.814795 nChanged 70 SP:Iteration 29Q (1678.829438 sec): 3 clusters Score: Raw -736810.239795 + Penalty 6670.545306 = -730139.694489 nChanged 48 SP:Iteration 30Q (1678.984446 sec): 3 clusters Score: Raw -736836.585404 + Penalty 6670.545306 = -730166.040098 nChanged 30 SP:Iteration 31Q (1679.087332 sec): 3 clusters Score: Raw -736847.807495 + Penalty 6670.545306 = -730177.262189 nChanged 22 SP:Iteration 32Q (1679.222028 sec): 3 clusters Score: Raw -736856.013818 + Penalty 6670.545306 = -730185.468512 nChanged 15 SP:Iteration 33Q (1679.371107 sec): 3 clusters Score: Raw -736859.544362 + Penalty 6670.545306 = -730188.999056 nChanged 8 SP:Iteration 34Q (1679.491714 sec): 3 clusters Score: Raw -736861.468022 + Penalty 6670.545306 = -730190.922716 nChanged 7 SP:Iteration 35Q (1679.629250 sec): 3 clusters Score: Raw -736862.921203 + Penalty 6670.545306 = -730192.375897 nChanged 2 SP:Iteration 36Q (1679.761254 sec): 3 clusters Score: Raw -736863.326765 + Penalty 6670.545306 = -730192.781459 nChanged 3 SP:Iteration 37Q (1679.883008 sec): 3 clusters Score: Raw -736863.861006 + Penalty 6670.545306 = -730193.315700 nChanged 2 SP:Iteration 38Q (1680.011379 sec): 3 clusters Score: Raw -736864.312273 + Penalty 6670.545306 = -730193.766967 nChanged 1 SP:Iteration 39Q (1680.142694 sec): 3 clusters Score: Raw -736864.724986 + Penalty 6670.545306 = -730194.179680 nChanged 1 SP:Iteration 40F (1680.278999 sec): 3 clusters Score: Raw -736864.990704 + Penalty 6670.545306 = -730194.445398 nChanged 1 SP:Iteration 41Q (1680.403372 sec): 3 clusters Score: Raw -736865.317462 + Penalty 6670.545306 = -730194.772156 nChanged 1 SP:Iteration 42Q (1680.527897 sec): 3 clusters Score: Raw -736865.479134 + Penalty 6670.545306 = -730194.933828 nChanged 0 SP:Iteration 43F (1680.660136 sec): 3 clusters Score: Raw -736865.479134 + Penalty 6670.545306 = -730194.933828 nChanged 0 Trying to split cluster 10 (1655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1680.726130 sec): 2 clusters Score: Raw -108525.486055 + Penalty 2745.981605 = -105779.504451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1680.842169 sec): 3 clusters Score: Raw -108245.444764 + Penalty 5491.963209 = -102753.481555 nChanged 489 SP:Iteration 1F (1680.964234 sec): 3 clusters Score: Raw -109062.352205 + Penalty 5491.963209 = -103570.388996 nChanged 146 SP:Iteration 2F (1681.076331 sec): 3 clusters Score: Raw -109375.006732 + Penalty 5491.963209 = -103883.043522 nChanged 98 SP:Iteration 3F (1681.196058 sec): 3 clusters Score: Raw -109547.005740 + Penalty 5491.963209 = -104055.042531 nChanged 79 SP:Iteration 4Q (1681.314371 sec): 3 clusters Score: Raw -109683.889165 + Penalty 5491.963209 = -104191.925955 nChanged 51 SP:Iteration 5Q (1681.418763 sec): 3 clusters Score: Raw -109762.844538 + Penalty 5491.963209 = -104270.881329 nChanged 43 SP:Iteration 6Q (1681.535821 sec): 3 clusters Score: Raw -109843.325401 + Penalty 5491.963209 = -104351.362192 nChanged 31 SP:Iteration 7Q (1681.648977 sec): 3 clusters Score: Raw -109884.158396 + Penalty 5491.963209 = -104392.195186 nChanged 20 SP:Iteration 8Q (1681.766778 sec): 3 clusters Score: Raw -109908.696039 + Penalty 5491.963209 = -104416.732830 nChanged 16 SP:Iteration 9Q (1681.891682 sec): 3 clusters Score: Raw -109927.176881 + Penalty 5491.963209 = -104435.213672 nChanged 11 SP:Iteration 10Q (1682.026125 sec): 3 clusters Score: Raw -109937.328007 + Penalty 5491.963209 = -104445.364798 nChanged 5 SP:Iteration 11Q (1682.129876 sec): 3 clusters Score: Raw -109947.811149 + Penalty 5491.963209 = -104455.847940 nChanged 8 SP:Iteration 12Q (1682.274227 sec): 3 clusters Score: Raw -109957.208224 + Penalty 5491.963209 = -104465.245015 nChanged 5 SP:Iteration 13Q (1682.373886 sec): 3 clusters Score: Raw -109966.659634 + Penalty 5491.963209 = -104474.696425 nChanged 4 SP:Iteration 14Q (1682.504052 sec): 3 clusters Score: Raw -109970.401796 + Penalty 5491.963209 = -104478.438587 nChanged 4 SP:Iteration 15Q (1682.621629 sec): 3 clusters Score: Raw -109979.378773 + Penalty 5491.963209 = -104487.415563 nChanged 5 SP:Iteration 16Q (1682.710493 sec): 3 clusters Score: Raw -109987.345749 + Penalty 5491.963209 = -104495.382540 nChanged 6 SP:Iteration 17Q (1682.842096 sec): 3 clusters Score: Raw -109995.509395 + Penalty 5491.963209 = -104503.546186 nChanged 5 SP:Iteration 18Q (1682.948052 sec): 3 clusters Score: Raw -110001.118784 + Penalty 5491.963209 = -104509.155574 nChanged 6 SP:Iteration 19Q (1683.067669 sec): 3 clusters Score: Raw -110007.059145 + Penalty 5491.963209 = -104515.095936 nChanged 2 SP:Iteration 20F (1683.218098 sec): 3 clusters Score: Raw -110011.818232 + Penalty 5491.963209 = -104519.855022 nChanged 2 SP:Iteration 21Q (1683.346272 sec): 3 clusters Score: Raw -110012.433096 + Penalty 5491.963209 = -104520.469887 nChanged 1 SP:Iteration 22Q (1683.430743 sec): 3 clusters Score: Raw -110012.917303 + Penalty 5491.963209 = -104520.954094 nChanged 0 SP:Iteration 23F (1683.523353 sec): 3 clusters Score: Raw -110012.917303 + Penalty 5491.963209 = -104520.954094 nChanged 0 Iteration 139Q (1684.377160 sec): 11 clusters Score: Raw -3282737.559005 + Penalty 39348.401417 = -3243389.157588 nChanged 19 Iteration 140F (1685.441383 sec): 11 clusters Score: Raw -3282740.953578 + Penalty 39348.401417 = -3243392.552161 nChanged 15 Iteration 141Q (1686.232333 sec): 11 clusters Score: Raw -3282743.874816 + Penalty 39348.401417 = -3243395.473399 nChanged 15 Iteration 142Q (1686.980099 sec): 11 clusters Score: Raw -3282746.926059 + Penalty 39348.401417 = -3243398.524642 nChanged 15 Iteration 143Q (1687.820397 sec): 11 clusters Score: Raw -3282750.237809 + Penalty 39348.401417 = -3243401.836392 nChanged 19 Iteration 144Q (1688.654182 sec): 11 clusters Score: Raw -3282754.950490 + Penalty 39348.401417 = -3243406.549073 nChanged 17 Iteration 145Q (1689.497326 sec): 11 clusters Score: Raw -3282758.666661 + Penalty 39348.401417 = -3243410.265244 nChanged 13 Iteration 146Q (1690.303897 sec): 11 clusters Score: Raw -3282761.401754 + Penalty 39348.401417 = -3243413.000337 nChanged 21 Iteration 147Q (1691.116675 sec): 11 clusters Score: Raw -3282766.413241 + Penalty 39348.401417 = -3243418.011824 nChanged 15 Iteration 148Q (1691.900911 sec): 11 clusters Score: Raw -3282770.334614 + Penalty 39348.401417 = -3243421.933197 nChanged 23 Iteration 149Q (1692.661781 sec): 11 clusters Score: Raw -3282775.815398 + Penalty 39348.401417 = -3243427.413981 nChanged 26 Iteration 150Q (1693.455707 sec): 11 clusters Score: Raw -3282783.824919 + Penalty 39348.401417 = -3243435.423502 nChanged 42 Iteration 151Q (1694.271692 sec): 11 clusters Score: Raw -3282797.125739 + Penalty 39348.401417 = -3243448.724322 nChanged 58 Iteration 152Q (1695.083052 sec): 11 clusters Score: Raw -3282813.670583 + Penalty 39348.401417 = -3243465.269165 nChanged 51 Iteration 153Q (1695.915288 sec): 11 clusters Score: Raw -3282826.442288 + Penalty 39348.401417 = -3243478.040871 nChanged 47 Iteration 154Q (1696.706983 sec): 11 clusters Score: Raw -3282838.483858 + Penalty 39348.401417 = -3243490.082441 nChanged 44 Iteration 155Q (1697.555936 sec): 11 clusters Score: Raw -3282848.508226 + Penalty 39348.401417 = -3243500.106809 nChanged 50 Iteration 156Q (1698.299697 sec): 11 clusters Score: Raw -3282859.014195 + Penalty 39348.401417 = -3243510.612777 nChanged 34 Iteration 157Q (1699.038139 sec): 11 clusters Score: Raw -3282866.206549 + Penalty 39348.401417 = -3243517.805132 nChanged 27 Iteration 158Q (1699.803163 sec): 11 clusters Score: Raw -3282871.328505 + Penalty 39348.401417 = -3243522.927088 nChanged 24 Iteration 159Q (1700.597974 sec): 11 clusters Score: Raw -3282876.156303 + Penalty 39348.401417 = -3243527.754886 nChanged 31 Iteration 160F (1701.596517 sec): 11 clusters Score: Raw -3282882.929932 + Penalty 39348.401417 = -3243534.528515 nChanged 24 Iteration 161Q (1702.372709 sec): 11 clusters Score: Raw -3282888.526576 + Penalty 39348.401417 = -3243540.125159 nChanged 26 Iteration 162Q (1703.155674 sec): 11 clusters Score: Raw -3282894.116220 + Penalty 39348.401417 = -3243545.714802 nChanged 33 Iteration 163Q (1703.946672 sec): 11 clusters Score: Raw -3282901.248329 + Penalty 39348.401417 = -3243552.846912 nChanged 22 Iteration 164Q (1704.750869 sec): 11 clusters Score: Raw -3282905.830116 + Penalty 39348.401417 = -3243557.428699 nChanged 18 Iteration 165Q (1705.542205 sec): 11 clusters Score: Raw -3282909.045734 + Penalty 39348.401417 = -3243560.644316 nChanged 13 Iteration 166Q (1706.374075 sec): 11 clusters Score: Raw -3282911.358847 + Penalty 39348.401417 = -3243562.957430 nChanged 8 Iteration 167Q (1707.153684 sec): 11 clusters Score: Raw -3282913.249141 + Penalty 39348.401417 = -3243564.847723 nChanged 10 Iteration 168Q (1708.006790 sec): 11 clusters Score: Raw -3282914.742627 + Penalty 39348.401417 = -3243566.341210 nChanged 7 Iteration 169Q (1708.782217 sec): 11 clusters Score: Raw -3282915.769651 + Penalty 39348.401417 = -3243567.368234 nChanged 3 Iteration 170Q (1709.534170 sec): 11 clusters Score: Raw -3282916.382979 + Penalty 39348.401417 = -3243567.981561 nChanged 5 Iteration 171Q (1710.314366 sec): 11 clusters Score: Raw -3282917.301775 + Penalty 39348.401417 = -3243568.900358 nChanged 2 Iteration 172Q (1711.066355 sec): 11 clusters Score: Raw -3282917.638582 + Penalty 39348.401417 = -3243569.237165 nChanged 3 Iteration 173Q (1711.856101 sec): 11 clusters Score: Raw -3282918.091970 + Penalty 39348.401417 = -3243569.690553 nChanged 2 Iteration 174Q (1712.641059 sec): 11 clusters Score: Raw -3282918.289284 + Penalty 39348.401417 = -3243569.887867 nChanged 1 Iteration 175Q (1713.452973 sec): 11 clusters Score: Raw -3282918.436829 + Penalty 39348.401417 = -3243570.035412 nChanged 0 Iteration 176F (1714.464550 sec): 11 clusters Score: Raw -3282918.436829 + Penalty 39348.401417 = -3243570.035412 nChanged 0 Compute initial score before splitting: Score: Raw -3282918.436829 + Penalty 39348.401417 = -3243570.035412 Trying to split cluster 1 (3446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1714.595418 sec): 2 clusters Score: Raw -225806.334921 + Penalty 3017.711169 = -222788.623752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1714.728455 sec): 3 clusters Score: Raw -224578.175870 + Penalty 6035.422338 = -218542.753532 nChanged 1160 SP:Iteration 1F (1714.834928 sec): 3 clusters Score: Raw -225942.048819 + Penalty 6035.422338 = -219906.626481 nChanged 403 SP:Iteration 2F (1714.994070 sec): 3 clusters Score: Raw -226664.811794 + Penalty 6035.422338 = -220629.389456 nChanged 304 SP:Iteration 3F (1715.129308 sec): 3 clusters Score: Raw -227299.263926 + Penalty 6035.422338 = -221263.841588 nChanged 225 SP:Iteration 4F (1715.251669 sec): 3 clusters Score: Raw -227661.500006 + Penalty 6035.422338 = -221626.077668 nChanged 151 SP:Iteration 5Q (1715.352598 sec): 3 clusters Score: Raw -227869.245153 + Penalty 6035.422338 = -221833.822815 nChanged 110 SP:Iteration 6Q (1715.488485 sec): 3 clusters Score: Raw -227992.466069 + Penalty 6035.422338 = -221957.043731 nChanged 76 SP:Iteration 7Q (1715.599178 sec): 3 clusters Score: Raw -228061.706018 + Penalty 6035.422338 = -222026.283680 nChanged 52 SP:Iteration 8Q (1715.728355 sec): 3 clusters Score: Raw -228123.758826 + Penalty 6035.422338 = -222088.336488 nChanged 49 SP:Iteration 9Q (1715.826643 sec): 3 clusters Score: Raw -228169.097849 + Penalty 6035.422338 = -222133.675511 nChanged 30 SP:Iteration 10Q (1715.979746 sec): 3 clusters Score: Raw -228201.360342 + Penalty 6035.422338 = -222165.938004 nChanged 30 SP:Iteration 11Q (1716.073336 sec): 3 clusters Score: Raw -228227.008561 + Penalty 6035.422338 = -222191.586223 nChanged 20 SP:Iteration 12Q (1716.197158 sec): 3 clusters Score: Raw -228245.273855 + Penalty 6035.422338 = -222209.851517 nChanged 14 SP:Iteration 13Q (1716.326309 sec): 3 clusters Score: Raw -228256.930053 + Penalty 6035.422338 = -222221.507715 nChanged 11 SP:Iteration 14Q (1716.470712 sec): 3 clusters Score: Raw -228267.339801 + Penalty 6035.422338 = -222231.917463 nChanged 11 SP:Iteration 15Q (1716.606369 sec): 3 clusters Score: Raw -228272.215510 + Penalty 6035.422338 = -222236.793172 nChanged 3 SP:Iteration 16Q (1716.705540 sec): 3 clusters Score: Raw -228274.983819 + Penalty 6035.422338 = -222239.561481 nChanged 3 SP:Iteration 17Q (1716.839130 sec): 3 clusters Score: Raw -228277.357844 + Penalty 6035.422338 = -222241.935506 nChanged 1 SP:Iteration 18Q (1716.980977 sec): 3 clusters Score: Raw -228277.682491 + Penalty 6035.422338 = -222242.260153 nChanged 0 SP:Iteration 19F (1717.118078 sec): 3 clusters Score: Raw -228277.682491 + Penalty 6035.422338 = -222242.260153 nChanged 0 Trying to split cluster 2 (3375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1717.165684 sec): 2 clusters Score: Raw -312671.743457 + Penalty 3009.997799 = -309661.745658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1717.307707 sec): 3 clusters Score: Raw -311313.254572 + Penalty 6019.995597 = -305293.258975 nChanged 1131 SP:Iteration 1F (1717.426081 sec): 3 clusters Score: Raw -312079.752490 + Penalty 6019.995597 = -306059.756893 nChanged 239 SP:Iteration 2F (1717.564401 sec): 3 clusters Score: Raw -312278.512245 + Penalty 6019.995597 = -306258.516648 nChanged 148 SP:Iteration 3Q (1717.695821 sec): 3 clusters Score: Raw -312411.445701 + Penalty 6019.995597 = -306391.450104 nChanged 127 SP:Iteration 4Q (1717.807037 sec): 3 clusters Score: Raw -312516.164018 + Penalty 6019.995597 = -306496.168421 nChanged 99 SP:Iteration 5Q (1717.954422 sec): 3 clusters Score: Raw -312613.359020 + Penalty 6019.995597 = -306593.363423 nChanged 100 SP:Iteration 6Q (1718.054309 sec): 3 clusters Score: Raw -312709.218999 + Penalty 6019.995597 = -306689.223402 nChanged 97 SP:Iteration 7Q (1718.201689 sec): 3 clusters Score: Raw -312815.327117 + Penalty 6019.995597 = -306795.331520 nChanged 107 SP:Iteration 8Q (1718.313860 sec): 3 clusters Score: Raw -312983.944706 + Penalty 6019.995597 = -306963.949109 nChanged 133 SP:Iteration 9Q (1718.459051 sec): 3 clusters Score: Raw -313247.073637 + Penalty 6019.995597 = -307227.078040 nChanged 177 SP:Iteration 10F (1718.560455 sec): 3 clusters Score: Raw -313635.386720 + Penalty 6019.995597 = -307615.391123 nChanged 215 SP:Iteration 11F (1718.682187 sec): 3 clusters Score: Raw -314148.975521 + Penalty 6019.995597 = -308128.979924 nChanged 199 SP:Iteration 12F (1718.809244 sec): 3 clusters Score: Raw -314549.125512 + Penalty 6019.995597 = -308529.129915 nChanged 167 SP:Iteration 13Q (1718.946882 sec): 3 clusters Score: Raw -314769.715461 + Penalty 6019.995597 = -308749.719864 nChanged 108 SP:Iteration 14Q (1719.085404 sec): 3 clusters Score: Raw -314925.331207 + Penalty 6019.995597 = -308905.335610 nChanged 69 SP:Iteration 15Q (1719.179941 sec): 3 clusters Score: Raw -315029.758118 + Penalty 6019.995597 = -309009.762521 nChanged 56 SP:Iteration 16Q (1719.320658 sec): 3 clusters Score: Raw -315125.544347 + Penalty 6019.995597 = -309105.548750 nChanged 48 SP:Iteration 17Q (1719.437463 sec): 3 clusters Score: Raw -315245.614489 + Penalty 6019.995597 = -309225.618892 nChanged 53 SP:Iteration 18Q (1719.554003 sec): 3 clusters Score: Raw -315385.481205 + Penalty 6019.995597 = -309365.485608 nChanged 38 SP:Iteration 19Q (1719.650139 sec): 3 clusters Score: Raw -315497.196886 + Penalty 6019.995597 = -309477.201289 nChanged 24 SP:Iteration 20F (1719.776801 sec): 3 clusters Score: Raw -315579.392903 + Penalty 6019.995597 = -309559.397306 nChanged 16 SP:Iteration 21Q (1719.908980 sec): 3 clusters Score: Raw -315638.937331 + Penalty 6019.995597 = -309618.941734 nChanged 13 SP:Iteration 22Q (1720.045409 sec): 3 clusters Score: Raw -315681.582395 + Penalty 6019.995597 = -309661.586798 nChanged 8 SP:Iteration 23Q (1720.141646 sec): 3 clusters Score: Raw -315699.321651 + Penalty 6019.995597 = -309679.326054 nChanged 3 SP:Iteration 24Q (1720.261038 sec): 3 clusters Score: Raw -315702.620637 + Penalty 6019.995597 = -309682.625040 nChanged 0 SP:Iteration 25F (1720.407875 sec): 3 clusters Score: Raw -315702.620637 + Penalty 6019.995597 = -309682.625040 nChanged 0 Score: Raw -3285949.314010 + Penalty 43283.241559 = -3242666.072451 Splitting cluster 2 changes total score from -3243570.035412 to -3242666.072451 So it's not getting split. Trying to split cluster 3 (1588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1721.611228 sec): 2 clusters Score: Raw -103901.920980 + Penalty 2730.670453 = -101171.250527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1721.723237 sec): 3 clusters Score: Raw -103566.017478 + Penalty 5461.340906 = -98104.676573 nChanged 426 SP:Iteration 1F (1721.820079 sec): 3 clusters Score: Raw -104140.367277 + Penalty 5461.340906 = -98679.026371 nChanged 165 SP:Iteration 2F (1721.955213 sec): 3 clusters Score: Raw -104576.596961 + Penalty 5461.340906 = -99115.256055 nChanged 121 SP:Iteration 3F (1722.066563 sec): 3 clusters Score: Raw -105014.201503 + Penalty 5461.340906 = -99552.860598 nChanged 102 SP:Iteration 4F (1722.174571 sec): 3 clusters Score: Raw -105378.545646 + Penalty 5461.340906 = -99917.204740 nChanged 73 SP:Iteration 5Q (1722.270862 sec): 3 clusters Score: Raw -105544.817498 + Penalty 5461.340906 = -100083.476593 nChanged 53 SP:Iteration 6Q (1722.390537 sec): 3 clusters Score: Raw -105619.898181 + Penalty 5461.340906 = -100158.557275 nChanged 32 SP:Iteration 7Q (1722.506109 sec): 3 clusters Score: Raw -105671.878742 + Penalty 5461.340906 = -100210.537836 nChanged 20 SP:Iteration 8Q (1722.622461 sec): 3 clusters Score: Raw -105711.923447 + Penalty 5461.340906 = -100250.582541 nChanged 15 SP:Iteration 9Q (1722.735078 sec): 3 clusters Score: Raw -105740.976376 + Penalty 5461.340906 = -100279.635471 nChanged 12 SP:Iteration 10Q (1722.870048 sec): 3 clusters Score: Raw -105760.916780 + Penalty 5461.340906 = -100299.575874 nChanged 8 SP:Iteration 11Q (1722.989369 sec): 3 clusters Score: Raw -105772.591315 + Penalty 5461.340906 = -100311.250409 nChanged 6 SP:Iteration 12Q (1723.110802 sec): 3 clusters Score: Raw -105780.048323 + Penalty 5461.340906 = -100318.707418 nChanged 4 SP:Iteration 13Q (1723.226076 sec): 3 clusters Score: Raw -105795.284946 + Penalty 5461.340906 = -100333.944041 nChanged 7 SP:Iteration 14Q (1723.357000 sec): 3 clusters Score: Raw -105809.843365 + Penalty 5461.340906 = -100348.502460 nChanged 7 SP:Iteration 15Q (1723.460646 sec): 3 clusters Score: Raw -105818.207296 + Penalty 5461.340906 = -100356.866390 nChanged 12 SP:Iteration 16Q (1723.564317 sec): 3 clusters Score: Raw -105831.643349 + Penalty 5461.340906 = -100370.302444 nChanged 6 SP:Iteration 17Q (1723.682809 sec): 3 clusters Score: Raw -105836.134347 + Penalty 5461.340906 = -100374.793441 nChanged 7 SP:Iteration 18Q (1723.808320 sec): 3 clusters Score: Raw -105848.160391 + Penalty 5461.340906 = -100386.819485 nChanged 5 SP:Iteration 19Q (1723.904354 sec): 3 clusters Score: Raw -105854.687353 + Penalty 5461.340906 = -100393.346447 nChanged 2 SP:Iteration 20F (1724.018428 sec): 3 clusters Score: Raw -105855.781605 + Penalty 5461.340906 = -100394.440699 nChanged 1 SP:Iteration 21Q (1724.159793 sec): 3 clusters Score: Raw -105856.539550 + Penalty 5461.340906 = -100395.198644 nChanged 2 SP:Iteration 22Q (1724.283081 sec): 3 clusters Score: Raw -105857.319218 + Penalty 5461.340906 = -100395.978313 nChanged 1 SP:Iteration 23Q (1724.399865 sec): 3 clusters Score: Raw -105858.694881 + Penalty 5461.340906 = -100397.353975 nChanged 1 SP:Iteration 24Q (1724.505402 sec): 3 clusters Score: Raw -105859.437312 + Penalty 5461.340906 = -100398.096406 nChanged 1 SP:Iteration 25Q (1724.631715 sec): 3 clusters Score: Raw -105860.047570 + Penalty 5461.340906 = -100398.706664 nChanged 0 SP:Iteration 26F (1724.739594 sec): 3 clusters Score: Raw -105860.047570 + Penalty 5461.340906 = -100398.706664 nChanged 0 Trying to split cluster 4 (3530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1724.793691 sec): 2 clusters Score: Raw -278231.798861 + Penalty 3026.634192 = -275205.164669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1724.937752 sec): 3 clusters Score: Raw -276864.167207 + Penalty 6053.268384 = -270810.898823 nChanged 1161 SP:Iteration 1F (1725.050540 sec): 3 clusters Score: Raw -277786.120980 + Penalty 6053.268384 = -271732.852595 nChanged 351 SP:Iteration 2F (1725.197957 sec): 3 clusters Score: Raw -278207.213397 + Penalty 6053.268384 = -272153.945013 nChanged 281 SP:Iteration 3F (1725.326544 sec): 3 clusters Score: Raw -278631.464055 + Penalty 6053.268384 = -272578.195671 nChanged 236 SP:Iteration 4F (1725.427997 sec): 3 clusters Score: Raw -279058.660994 + Penalty 6053.268384 = -273005.392610 nChanged 227 SP:Iteration 5F (1725.549477 sec): 3 clusters Score: Raw -279488.600902 + Penalty 6053.268384 = -273435.332518 nChanged 189 SP:Iteration 6F (1725.683505 sec): 3 clusters Score: Raw -279724.617737 + Penalty 6053.268384 = -273671.349353 nChanged 118 SP:Iteration 7Q (1725.808538 sec): 3 clusters Score: Raw -279839.105739 + Penalty 6053.268384 = -273785.837355 nChanged 79 SP:Iteration 8Q (1725.935112 sec): 3 clusters Score: Raw -279905.207695 + Penalty 6053.268384 = -273851.939311 nChanged 39 SP:Iteration 9Q (1726.054125 sec): 3 clusters Score: Raw -279935.675100 + Penalty 6053.268384 = -273882.406715 nChanged 26 SP:Iteration 10Q (1726.162337 sec): 3 clusters Score: Raw -279953.446523 + Penalty 6053.268384 = -273900.178139 nChanged 19 SP:Iteration 11Q (1726.277527 sec): 3 clusters Score: Raw -279964.004027 + Penalty 6053.268384 = -273910.735642 nChanged 22 SP:Iteration 12Q (1726.373751 sec): 3 clusters Score: Raw -279979.929513 + Penalty 6053.268384 = -273926.661129 nChanged 14 SP:Iteration 13Q (1726.503337 sec): 3 clusters Score: Raw -279988.593252 + Penalty 6053.268384 = -273935.324868 nChanged 7 SP:Iteration 14Q (1726.575294 sec): 3 clusters Score: Raw -279993.958924 + Penalty 6053.268384 = -273940.690540 nChanged 3 SP:Iteration 15Q (1726.702406 sec): 3 clusters Score: Raw -279996.530578 + Penalty 6053.268384 = -273943.262194 nChanged 6 SP:Iteration 16Q (1726.824588 sec): 3 clusters Score: Raw -279999.737872 + Penalty 6053.268384 = -273946.469488 nChanged 4 SP:Iteration 17Q (1726.961646 sec): 3 clusters Score: Raw -280002.066785 + Penalty 6053.268384 = -273948.798401 nChanged 2 SP:Iteration 18Q (1727.091183 sec): 3 clusters Score: Raw -280003.188457 + Penalty 6053.268384 = -273949.920073 nChanged 1 SP:Iteration 19Q (1727.203510 sec): 3 clusters Score: Raw -280003.742380 + Penalty 6053.268384 = -273950.473996 nChanged 0 SP:Iteration 20F (1727.339975 sec): 3 clusters Score: Raw -280003.742380 + Penalty 6053.268384 = -273950.473996 nChanged 0 Trying to split cluster 5 (4306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1727.421888 sec): 2 clusters Score: Raw -396461.757657 + Penalty 3100.256813 = -393361.500844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1727.552970 sec): 3 clusters Score: Raw -394651.671835 + Penalty 6200.513626 = -388451.158209 nChanged 1484 SP:Iteration 1F (1727.675112 sec): 3 clusters Score: Raw -395704.064107 + Penalty 6200.513626 = -389503.550481 nChanged 350 SP:Iteration 2F (1727.777146 sec): 3 clusters Score: Raw -396075.802809 + Penalty 6200.513626 = -389875.289183 nChanged 272 SP:Iteration 3F (1727.929483 sec): 3 clusters Score: Raw -396467.744812 + Penalty 6200.513626 = -390267.231186 nChanged 272 SP:Iteration 4F (1728.059822 sec): 3 clusters Score: Raw -396955.564629 + Penalty 6200.513626 = -390755.051003 nChanged 324 SP:Iteration 5F (1728.163215 sec): 3 clusters Score: Raw -397494.908458 + Penalty 6200.513626 = -391294.394831 nChanged 332 SP:Iteration 6F (1728.286139 sec): 3 clusters Score: Raw -397981.770025 + Penalty 6200.513626 = -391781.256398 nChanged 258 SP:Iteration 7F (1728.409622 sec): 3 clusters Score: Raw -398304.006371 + Penalty 6200.513626 = -392103.492745 nChanged 179 SP:Iteration 8Q (1728.543239 sec): 3 clusters Score: Raw -398503.882388 + Penalty 6200.513626 = -392303.368762 nChanged 111 SP:Iteration 9Q (1728.679376 sec): 3 clusters Score: Raw -398601.483557 + Penalty 6200.513626 = -392400.969930 nChanged 59 SP:Iteration 10Q (1728.836482 sec): 3 clusters Score: Raw -398650.033837 + Penalty 6200.513626 = -392449.520211 nChanged 41 SP:Iteration 11Q (1728.973917 sec): 3 clusters Score: Raw -398680.485449 + Penalty 6200.513626 = -392479.971823 nChanged 27 SP:Iteration 12Q (1729.097960 sec): 3 clusters Score: Raw -398699.047154 + Penalty 6200.513626 = -392498.533528 nChanged 20 SP:Iteration 13Q (1729.206811 sec): 3 clusters Score: Raw -398713.557684 + Penalty 6200.513626 = -392513.044057 nChanged 12 SP:Iteration 14Q (1729.320825 sec): 3 clusters Score: Raw -398721.901116 + Penalty 6200.513626 = -392521.387489 nChanged 8 SP:Iteration 15Q (1729.447501 sec): 3 clusters Score: Raw -398727.779680 + Penalty 6200.513626 = -392527.266054 nChanged 6 SP:Iteration 16Q (1729.561993 sec): 3 clusters Score: Raw -398732.936253 + Penalty 6200.513626 = -392532.422627 nChanged 4 SP:Iteration 17Q (1729.732989 sec): 3 clusters Score: Raw -398736.022393 + Penalty 6200.513626 = -392535.508767 nChanged 3 SP:Iteration 18Q (1729.843496 sec): 3 clusters Score: Raw -398738.917704 + Penalty 6200.513626 = -392538.404077 nChanged 4 SP:Iteration 19Q (1729.956894 sec): 3 clusters Score: Raw -398741.634530 + Penalty 6200.513626 = -392541.120904 nChanged 3 SP:Iteration 20F (1730.108403 sec): 3 clusters Score: Raw -398743.366686 + Penalty 6200.513626 = -392542.853060 nChanged 1 SP:Iteration 21Q (1730.250183 sec): 3 clusters Score: Raw -398744.056858 + Penalty 6200.513626 = -392543.543231 nChanged 1 SP:Iteration 22Q (1730.383385 sec): 3 clusters Score: Raw -398744.871232 + Penalty 6200.513626 = -392544.357606 nChanged 0 SP:Iteration 23F (1730.511193 sec): 3 clusters Score: Raw -398744.871232 + Penalty 6200.513626 = -392544.357606 nChanged 0 Trying to split cluster 6 (3613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1730.583943 sec): 2 clusters Score: Raw -309163.672349 + Penalty 3035.244827 = -306128.427522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1730.680301 sec): 3 clusters Score: Raw -307727.307834 + Penalty 6070.489655 = -301656.818179 nChanged 1200 SP:Iteration 1F (1730.822969 sec): 3 clusters Score: Raw -308550.958535 + Penalty 6070.489655 = -302480.468880 nChanged 256 SP:Iteration 2F (1730.942850 sec): 3 clusters Score: Raw -308775.928438 + Penalty 6070.489655 = -302705.438784 nChanged 170 SP:Iteration 3Q (1731.073275 sec): 3 clusters Score: Raw -308909.214605 + Penalty 6070.489655 = -302838.724950 nChanged 117 SP:Iteration 4Q (1731.178900 sec): 3 clusters Score: Raw -309010.100455 + Penalty 6070.489655 = -302939.610800 nChanged 115 SP:Iteration 5Q (1731.324619 sec): 3 clusters Score: Raw -309128.583075 + Penalty 6070.489655 = -303058.093420 nChanged 107 SP:Iteration 6Q (1731.445729 sec): 3 clusters Score: Raw -309238.272454 + Penalty 6070.489655 = -303167.782799 nChanged 108 SP:Iteration 7Q (1731.551195 sec): 3 clusters Score: Raw -309335.264450 + Penalty 6070.489655 = -303264.774795 nChanged 104 SP:Iteration 8Q (1731.693072 sec): 3 clusters Score: Raw -309425.628015 + Penalty 6070.489655 = -303355.138360 nChanged 84 SP:Iteration 9Q (1731.814613 sec): 3 clusters Score: Raw -309500.241038 + Penalty 6070.489655 = -303429.751383 nChanged 73 SP:Iteration 10Q (1731.919705 sec): 3 clusters Score: Raw -309565.942140 + Penalty 6070.489655 = -303495.452485 nChanged 73 SP:Iteration 11Q (1732.075570 sec): 3 clusters Score: Raw -309630.331320 + Penalty 6070.489655 = -303559.841665 nChanged 67 SP:Iteration 12Q (1732.176131 sec): 3 clusters Score: Raw -309686.972056 + Penalty 6070.489655 = -303616.482401 nChanged 50 SP:Iteration 13Q (1732.331343 sec): 3 clusters Score: Raw -309732.210617 + Penalty 6070.489655 = -303661.720962 nChanged 55 SP:Iteration 14Q (1732.466605 sec): 3 clusters Score: Raw -309780.721550 + Penalty 6070.489655 = -303710.231895 nChanged 47 SP:Iteration 15Q (1732.592039 sec): 3 clusters Score: Raw -309818.015034 + Penalty 6070.489655 = -303747.525379 nChanged 34 SP:Iteration 16Q (1732.713315 sec): 3 clusters Score: Raw -309846.984174 + Penalty 6070.489655 = -303776.494519 nChanged 40 SP:Iteration 17Q (1732.841892 sec): 3 clusters Score: Raw -309880.735061 + Penalty 6070.489655 = -303810.245406 nChanged 48 SP:Iteration 18Q (1732.962955 sec): 3 clusters Score: Raw -309929.034370 + Penalty 6070.489655 = -303858.544715 nChanged 62 SP:Iteration 19Q (1733.077728 sec): 3 clusters Score: Raw -309988.087020 + Penalty 6070.489655 = -303917.597366 nChanged 63 SP:Iteration 20F (1733.175704 sec): 3 clusters Score: Raw -310039.016842 + Penalty 6070.489655 = -303968.527187 nChanged 48 SP:Iteration 21Q (1733.296048 sec): 3 clusters Score: Raw -310080.431478 + Penalty 6070.489655 = -304009.941823 nChanged 51 SP:Iteration 22Q (1733.427999 sec): 3 clusters Score: Raw -310125.169383 + Penalty 6070.489655 = -304054.679728 nChanged 47 SP:Iteration 23Q (1733.568455 sec): 3 clusters Score: Raw -310156.542241 + Penalty 6070.489655 = -304086.052587 nChanged 34 SP:Iteration 24Q (1733.695740 sec): 3 clusters Score: Raw -310181.541046 + Penalty 6070.489655 = -304111.051391 nChanged 25 SP:Iteration 25Q (1733.819126 sec): 3 clusters Score: Raw -310197.606578 + Penalty 6070.489655 = -304127.116923 nChanged 19 SP:Iteration 26Q (1733.960939 sec): 3 clusters Score: Raw -310207.672923 + Penalty 6070.489655 = -304137.183268 nChanged 14 SP:Iteration 27Q (1734.070209 sec): 3 clusters Score: Raw -310216.920964 + Penalty 6070.489655 = -304146.431309 nChanged 17 SP:Iteration 28Q (1734.193944 sec): 3 clusters Score: Raw -310229.819093 + Penalty 6070.489655 = -304159.329438 nChanged 13 SP:Iteration 29Q (1734.338770 sec): 3 clusters Score: Raw -310238.536502 + Penalty 6070.489655 = -304168.046847 nChanged 8 SP:Iteration 30Q (1734.477153 sec): 3 clusters Score: Raw -310242.582367 + Penalty 6070.489655 = -304172.092712 nChanged 7 SP:Iteration 31Q (1734.594439 sec): 3 clusters Score: Raw -310246.319966 + Penalty 6070.489655 = -304175.830311 nChanged 10 SP:Iteration 32Q (1734.737149 sec): 3 clusters Score: Raw -310251.777198 + Penalty 6070.489655 = -304181.287544 nChanged 9 SP:Iteration 33Q (1734.863976 sec): 3 clusters Score: Raw -310256.773404 + Penalty 6070.489655 = -304186.283749 nChanged 9 SP:Iteration 34Q (1734.977904 sec): 3 clusters Score: Raw -310263.981600 + Penalty 6070.489655 = -304193.491945 nChanged 10 SP:Iteration 35Q (1735.131020 sec): 3 clusters Score: Raw -310270.340451 + Penalty 6070.489655 = -304199.850796 nChanged 7 SP:Iteration 36Q (1735.223444 sec): 3 clusters Score: Raw -310274.042946 + Penalty 6070.489655 = -304203.553291 nChanged 11 SP:Iteration 37Q (1735.336416 sec): 3 clusters Score: Raw -310279.799458 + Penalty 6070.489655 = -304209.309803 nChanged 10 SP:Iteration 38Q (1735.485587 sec): 3 clusters Score: Raw -310285.151008 + Penalty 6070.489655 = -304214.661354 nChanged 5 SP:Iteration 39Q (1735.596972 sec): 3 clusters Score: Raw -310287.243279 + Penalty 6070.489655 = -304216.753624 nChanged 5 SP:Iteration 40F (1735.728587 sec): 3 clusters Score: Raw -310289.574648 + Penalty 6070.489655 = -304219.084993 nChanged 5 SP:Iteration 41Q (1735.840754 sec): 3 clusters Score: Raw -310292.580039 + Penalty 6070.489655 = -304222.090384 nChanged 10 SP:Iteration 42Q (1735.961275 sec): 3 clusters Score: Raw -310297.642310 + Penalty 6070.489655 = -304227.152655 nChanged 8 SP:Iteration 43Q (1736.045357 sec): 3 clusters Score: Raw -310301.425575 + Penalty 6070.489655 = -304230.935921 nChanged 7 SP:Iteration 44Q (1736.166143 sec): 3 clusters Score: Raw -310305.491202 + Penalty 6070.489655 = -304235.001547 nChanged 9 SP:Iteration 45Q (1736.274862 sec): 3 clusters Score: Raw -310310.303884 + Penalty 6070.489655 = -304239.814229 nChanged 9 SP:Iteration 46Q (1736.407496 sec): 3 clusters Score: Raw -310315.431702 + Penalty 6070.489655 = -304244.942047 nChanged 8 SP:Iteration 47Q (1736.514981 sec): 3 clusters Score: Raw -310319.815769 + Penalty 6070.489655 = -304249.326114 nChanged 8 SP:Iteration 48Q (1736.636953 sec): 3 clusters Score: Raw -310323.859426 + Penalty 6070.489655 = -304253.369771 nChanged 12 SP:Iteration 49Q (1736.763453 sec): 3 clusters Score: Raw -310330.971565 + Penalty 6070.489655 = -304260.481911 nChanged 12 SP:Iteration 50Q (1736.861842 sec): 3 clusters Score: Raw -310337.663305 + Penalty 6070.489655 = -304267.173651 nChanged 8 SP:Iteration 51Q (1736.981354 sec): 3 clusters Score: Raw -310342.368751 + Penalty 6070.489655 = -304271.879096 nChanged 7 SP:Iteration 52Q (1737.081683 sec): 3 clusters Score: Raw -310346.024780 + Penalty 6070.489655 = -304275.535125 nChanged 8 SP:Iteration 53Q (1737.215655 sec): 3 clusters Score: Raw -310350.231917 + Penalty 6070.489655 = -304279.742263 nChanged 6 SP:Iteration 54Q (1737.318169 sec): 3 clusters Score: Raw -310353.381716 + Penalty 6070.489655 = -304282.892061 nChanged 7 SP:Iteration 55Q (1737.446278 sec): 3 clusters Score: Raw -310357.244648 + Penalty 6070.489655 = -304286.754994 nChanged 7 SP:Iteration 56Q (1737.551436 sec): 3 clusters Score: Raw -310360.393331 + Penalty 6070.489655 = -304289.903676 nChanged 1 SP:Iteration 57Q (1737.695327 sec): 3 clusters Score: Raw -310361.982681 + Penalty 6070.489655 = -304291.493026 nChanged 2 SP:Iteration 58Q (1737.832592 sec): 3 clusters Score: Raw -310362.694838 + Penalty 6070.489655 = -304292.205183 nChanged 0 SP:Iteration 59F (1737.948790 sec): 3 clusters Score: Raw -310362.694838 + Penalty 6070.489655 = -304292.205183 nChanged 0 Trying to split cluster 7 (4100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1738.037756 sec): 2 clusters Score: Raw -333017.277298 + Penalty 3082.094005 = -329935.183293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1738.149951 sec): 3 clusters Score: Raw -331400.006007 + Penalty 6164.188009 = -325235.817997 nChanged 1391 SP:Iteration 1F (1738.273139 sec): 3 clusters Score: Raw -332778.543316 + Penalty 6164.188009 = -326614.355307 nChanged 451 SP:Iteration 2F (1738.390815 sec): 3 clusters Score: Raw -333442.543771 + Penalty 6164.188009 = -327278.355762 nChanged 319 SP:Iteration 3F (1738.515483 sec): 3 clusters Score: Raw -333840.203879 + Penalty 6164.188009 = -327676.015870 nChanged 234 SP:Iteration 4F (1738.648621 sec): 3 clusters Score: Raw -334173.606370 + Penalty 6164.188009 = -328009.418361 nChanged 215 SP:Iteration 5F (1738.772591 sec): 3 clusters Score: Raw -334426.786280 + Penalty 6164.188009 = -328262.598271 nChanged 138 SP:Iteration 6Q (1738.893299 sec): 3 clusters Score: Raw -334576.704233 + Penalty 6164.188009 = -328412.516224 nChanged 106 SP:Iteration 7Q (1739.032158 sec): 3 clusters Score: Raw -334684.425506 + Penalty 6164.188009 = -328520.237496 nChanged 87 SP:Iteration 8Q (1739.135211 sec): 3 clusters Score: Raw -334766.355881 + Penalty 6164.188009 = -328602.167872 nChanged 61 SP:Iteration 9Q (1739.259698 sec): 3 clusters Score: Raw -334821.407390 + Penalty 6164.188009 = -328657.219381 nChanged 44 SP:Iteration 10Q (1739.400955 sec): 3 clusters Score: Raw -334855.297130 + Penalty 6164.188009 = -328691.109121 nChanged 36 SP:Iteration 11Q (1739.529449 sec): 3 clusters Score: Raw -334885.137834 + Penalty 6164.188009 = -328720.949824 nChanged 26 SP:Iteration 12Q (1739.624725 sec): 3 clusters Score: Raw -334903.209754 + Penalty 6164.188009 = -328739.021745 nChanged 28 SP:Iteration 13Q (1739.767936 sec): 3 clusters Score: Raw -334924.421618 + Penalty 6164.188009 = -328760.233609 nChanged 26 SP:Iteration 14Q (1739.864008 sec): 3 clusters Score: Raw -334949.581861 + Penalty 6164.188009 = -328785.393852 nChanged 23 SP:Iteration 15Q (1739.997683 sec): 3 clusters Score: Raw -334967.680042 + Penalty 6164.188009 = -328803.492033 nChanged 16 SP:Iteration 16Q (1740.145864 sec): 3 clusters Score: Raw -334982.542434 + Penalty 6164.188009 = -328818.354424 nChanged 16 SP:Iteration 17Q (1740.241775 sec): 3 clusters Score: Raw -334995.750411 + Penalty 6164.188009 = -328831.562402 nChanged 12 SP:Iteration 18Q (1740.359626 sec): 3 clusters Score: Raw -335006.717747 + Penalty 6164.188009 = -328842.529738 nChanged 11 SP:Iteration 19Q (1740.506278 sec): 3 clusters Score: Raw -335013.037350 + Penalty 6164.188009 = -328848.849341 nChanged 12 SP:Iteration 20F (1740.627130 sec): 3 clusters Score: Raw -335024.988934 + Penalty 6164.188009 = -328860.800925 nChanged 12 SP:Iteration 21Q (1740.764867 sec): 3 clusters Score: Raw -335034.185884 + Penalty 6164.188009 = -328869.997874 nChanged 14 SP:Iteration 22Q (1740.898766 sec): 3 clusters Score: Raw -335043.674121 + Penalty 6164.188009 = -328879.486112 nChanged 12 SP:Iteration 23Q (1741.011908 sec): 3 clusters Score: Raw -335053.383611 + Penalty 6164.188009 = -328889.195602 nChanged 10 SP:Iteration 24Q (1741.114327 sec): 3 clusters Score: Raw -335061.188493 + Penalty 6164.188009 = -328897.000484 nChanged 6 SP:Iteration 25Q (1741.254461 sec): 3 clusters Score: Raw -335065.566889 + Penalty 6164.188009 = -328901.378879 nChanged 5 SP:Iteration 26Q (1741.368870 sec): 3 clusters Score: Raw -335067.923825 + Penalty 6164.188009 = -328903.735816 nChanged 1 SP:Iteration 27Q (1741.476276 sec): 3 clusters Score: Raw -335068.687124 + Penalty 6164.188009 = -328904.499115 nChanged 0 SP:Iteration 28F (1741.611922 sec): 3 clusters Score: Raw -335068.687124 + Penalty 6164.188009 = -328904.499115 nChanged 0 Trying to split cluster 8 (6798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1741.681813 sec): 2 clusters Score: Raw -535566.565930 + Penalty 3269.434172 = -532297.131758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1741.817286 sec): 3 clusters Score: Raw -532419.330023 + Penalty 6538.868344 = -525880.461679 nChanged 2552 SP:Iteration 1F (1741.961327 sec): 3 clusters Score: Raw -534228.500154 + Penalty 6538.868344 = -527689.631810 nChanged 601 SP:Iteration 2F (1742.071231 sec): 3 clusters Score: Raw -534855.832133 + Penalty 6538.868344 = -528316.963789 nChanged 521 SP:Iteration 3F (1742.197687 sec): 3 clusters Score: Raw -535464.306971 + Penalty 6538.868344 = -528925.438627 nChanged 464 SP:Iteration 4F (1742.321643 sec): 3 clusters Score: Raw -536003.053611 + Penalty 6538.868344 = -529464.185267 nChanged 420 SP:Iteration 5F (1742.474212 sec): 3 clusters Score: Raw -536463.409962 + Penalty 6538.868344 = -529924.541618 nChanged 345 SP:Iteration 6F (1742.584705 sec): 3 clusters Score: Raw -536771.956139 + Penalty 6538.868344 = -530233.087795 nChanged 275 SP:Iteration 7Q (1742.713976 sec): 3 clusters Score: Raw -536998.609331 + Penalty 6538.868344 = -530459.740986 nChanged 208 SP:Iteration 8Q (1742.878449 sec): 3 clusters Score: Raw -537155.600258 + Penalty 6538.868344 = -530616.731914 nChanged 165 SP:Iteration 9Q (1742.999467 sec): 3 clusters Score: Raw -537268.465723 + Penalty 6538.868344 = -530729.597379 nChanged 125 SP:Iteration 10Q (1743.119665 sec): 3 clusters Score: Raw -537340.250654 + Penalty 6538.868344 = -530801.382310 nChanged 86 SP:Iteration 11Q (1743.282105 sec): 3 clusters Score: Raw -537386.082296 + Penalty 6538.868344 = -530847.213952 nChanged 73 SP:Iteration 12Q (1743.411907 sec): 3 clusters Score: Raw -537424.108536 + Penalty 6538.868344 = -530885.240192 nChanged 69 SP:Iteration 13Q (1743.525815 sec): 3 clusters Score: Raw -537461.815235 + Penalty 6538.868344 = -530922.946891 nChanged 75 SP:Iteration 14Q (1743.657829 sec): 3 clusters Score: Raw -537507.952807 + Penalty 6538.868344 = -530969.084463 nChanged 77 SP:Iteration 15Q (1743.804744 sec): 3 clusters Score: Raw -537555.432914 + Penalty 6538.868344 = -531016.564570 nChanged 84 SP:Iteration 16Q (1743.961364 sec): 3 clusters Score: Raw -537609.538680 + Penalty 6538.868344 = -531070.670336 nChanged 70 SP:Iteration 17Q (1744.065200 sec): 3 clusters Score: Raw -537656.125958 + Penalty 6538.868344 = -531117.257614 nChanged 78 SP:Iteration 18Q (1744.204500 sec): 3 clusters Score: Raw -537705.590172 + Penalty 6538.868344 = -531166.721828 nChanged 67 SP:Iteration 19Q (1744.353231 sec): 3 clusters Score: Raw -537739.999514 + Penalty 6538.868344 = -531201.131170 nChanged 70 SP:Iteration 20F (1744.455802 sec): 3 clusters Score: Raw -537775.671092 + Penalty 6538.868344 = -531236.802748 nChanged 62 SP:Iteration 21Q (1744.618749 sec): 3 clusters Score: Raw -537824.747263 + Penalty 6538.868344 = -531285.878919 nChanged 75 SP:Iteration 22Q (1744.720187 sec): 3 clusters Score: Raw -537870.313176 + Penalty 6538.868344 = -531331.444832 nChanged 48 SP:Iteration 23Q (1744.874531 sec): 3 clusters Score: Raw -537891.349244 + Penalty 6538.868344 = -531352.480900 nChanged 32 SP:Iteration 24Q (1744.992247 sec): 3 clusters Score: Raw -537904.931278 + Penalty 6538.868344 = -531366.062934 nChanged 30 SP:Iteration 25Q (1745.136800 sec): 3 clusters Score: Raw -537919.724516 + Penalty 6538.868344 = -531380.856172 nChanged 34 SP:Iteration 26Q (1745.286024 sec): 3 clusters Score: Raw -537931.413388 + Penalty 6538.868344 = -531392.545044 nChanged 25 SP:Iteration 27Q (1745.421747 sec): 3 clusters Score: Raw -537939.543442 + Penalty 6538.868344 = -531400.675098 nChanged 15 SP:Iteration 28Q (1745.548365 sec): 3 clusters Score: Raw -537944.648962 + Penalty 6538.868344 = -531405.780618 nChanged 20 SP:Iteration 29Q (1745.658234 sec): 3 clusters Score: Raw -537951.844699 + Penalty 6538.868344 = -531412.976355 nChanged 12 SP:Iteration 30Q (1745.827734 sec): 3 clusters Score: Raw -537956.793528 + Penalty 6538.868344 = -531417.925184 nChanged 16 SP:Iteration 31Q (1745.965971 sec): 3 clusters Score: Raw -537964.025962 + Penalty 6538.868344 = -531425.157618 nChanged 14 SP:Iteration 32Q (1746.089885 sec): 3 clusters Score: Raw -537969.652578 + Penalty 6538.868344 = -531430.784234 nChanged 10 SP:Iteration 33Q (1746.260597 sec): 3 clusters Score: Raw -537972.468344 + Penalty 6538.868344 = -531433.600000 nChanged 8 SP:Iteration 34Q (1746.377692 sec): 3 clusters Score: Raw -537974.935744 + Penalty 6538.868344 = -531436.067400 nChanged 6 SP:Iteration 35Q (1746.517482 sec): 3 clusters Score: Raw -537976.694464 + Penalty 6538.868344 = -531437.826120 nChanged 4 SP:Iteration 36Q (1746.616994 sec): 3 clusters Score: Raw -537977.465133 + Penalty 6538.868344 = -531438.596789 nChanged 2 SP:Iteration 37Q (1746.761709 sec): 3 clusters Score: Raw -537978.255152 + Penalty 6538.868344 = -531439.386808 nChanged 0 SP:Iteration 38F (1746.866433 sec): 3 clusters Score: Raw -537978.255152 + Penalty 6538.868344 = -531439.386808 nChanged 0 Trying to split cluster 9 (8535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1746.952341 sec): 2 clusters Score: Raw -768754.491597 + Penalty 3353.740300 = -765400.751296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1747.071888 sec): 3 clusters Score: Raw -764553.675168 + Penalty 6707.480601 = -757846.194567 nChanged 3398 SP:Iteration 1F (1747.192009 sec): 3 clusters Score: Raw -766655.966592 + Penalty 6707.480601 = -759948.485991 nChanged 673 SP:Iteration 2F (1747.293143 sec): 3 clusters Score: Raw -767173.524706 + Penalty 6707.480601 = -760466.044105 nChanged 497 SP:Iteration 3F (1747.410392 sec): 3 clusters Score: Raw -767594.199564 + Penalty 6707.480601 = -760886.718963 nChanged 430 SP:Iteration 4F (1747.554588 sec): 3 clusters Score: Raw -767998.484014 + Penalty 6707.480601 = -761291.003413 nChanged 374 SP:Iteration 5Q (1747.698814 sec): 3 clusters Score: Raw -768349.554366 + Penalty 6707.480601 = -761642.073765 nChanged 378 SP:Iteration 6Q (1747.832994 sec): 3 clusters Score: Raw -768648.300733 + Penalty 6707.480601 = -761940.820132 nChanged 359 SP:Iteration 7Q (1747.961236 sec): 3 clusters Score: Raw -768919.482741 + Penalty 6707.480601 = -762212.002141 nChanged 363 SP:Iteration 8Q (1748.103919 sec): 3 clusters Score: Raw -769196.330492 + Penalty 6707.480601 = -762488.849891 nChanged 322 SP:Iteration 9Q (1748.240231 sec): 3 clusters Score: Raw -769447.349190 + Penalty 6707.480601 = -762739.868589 nChanged 314 SP:Iteration 10Q (1748.376890 sec): 3 clusters Score: Raw -769696.506783 + Penalty 6707.480601 = -762989.026182 nChanged 276 SP:Iteration 11Q (1748.503039 sec): 3 clusters Score: Raw -769915.590383 + Penalty 6707.480601 = -763208.109783 nChanged 245 SP:Iteration 12Q (1748.670304 sec): 3 clusters Score: Raw -770097.088263 + Penalty 6707.480601 = -763389.607662 nChanged 230 SP:Iteration 13Q (1748.808550 sec): 3 clusters Score: Raw -770314.470127 + Penalty 6707.480601 = -763606.989526 nChanged 226 SP:Iteration 14Q (1748.939042 sec): 3 clusters Score: Raw -770532.161431 + Penalty 6707.480601 = -763824.680830 nChanged 221 SP:Iteration 15Q (1749.061683 sec): 3 clusters Score: Raw -770712.132692 + Penalty 6707.480601 = -764004.652091 nChanged 204 SP:Iteration 16Q (1749.206900 sec): 3 clusters Score: Raw -770868.165880 + Penalty 6707.480601 = -764160.685279 nChanged 189 SP:Iteration 17Q (1749.344452 sec): 3 clusters Score: Raw -771006.175319 + Penalty 6707.480601 = -764298.694718 nChanged 170 SP:Iteration 18Q (1749.443188 sec): 3 clusters Score: Raw -771143.009922 + Penalty 6707.480601 = -764435.529321 nChanged 160 SP:Iteration 19Q (1749.581152 sec): 3 clusters Score: Raw -771254.428854 + Penalty 6707.480601 = -764546.948253 nChanged 120 SP:Iteration 20F (1749.734331 sec): 3 clusters Score: Raw -771327.521868 + Penalty 6707.480601 = -764620.041268 nChanged 97 SP:Iteration 21Q (1749.871314 sec): 3 clusters Score: Raw -771379.209407 + Penalty 6707.480601 = -764671.728806 nChanged 67 SP:Iteration 22Q (1750.007852 sec): 3 clusters Score: Raw -771414.485266 + Penalty 6707.480601 = -764707.004665 nChanged 65 SP:Iteration 23Q (1750.130385 sec): 3 clusters Score: Raw -771452.647813 + Penalty 6707.480601 = -764745.167212 nChanged 61 SP:Iteration 24Q (1750.263787 sec): 3 clusters Score: Raw -771483.834653 + Penalty 6707.480601 = -764776.354052 nChanged 54 SP:Iteration 25Q (1750.371872 sec): 3 clusters Score: Raw -771510.443616 + Penalty 6707.480601 = -764802.963016 nChanged 45 SP:Iteration 26Q (1750.532367 sec): 3 clusters Score: Raw -771531.234207 + Penalty 6707.480601 = -764823.753606 nChanged 35 SP:Iteration 27Q (1750.636968 sec): 3 clusters Score: Raw -771547.089712 + Penalty 6707.480601 = -764839.609111 nChanged 28 SP:Iteration 28Q (1750.789002 sec): 3 clusters Score: Raw -771560.323779 + Penalty 6707.480601 = -764852.843179 nChanged 33 SP:Iteration 29Q (1750.912371 sec): 3 clusters Score: Raw -771572.569227 + Penalty 6707.480601 = -764865.088626 nChanged 20 SP:Iteration 30Q (1751.083162 sec): 3 clusters Score: Raw -771579.697164 + Penalty 6707.480601 = -764872.216563 nChanged 16 SP:Iteration 31Q (1751.198006 sec): 3 clusters Score: Raw -771585.149166 + Penalty 6707.480601 = -764877.668565 nChanged 14 SP:Iteration 32Q (1751.383038 sec): 3 clusters Score: Raw -771589.820347 + Penalty 6707.480601 = -764882.339747 nChanged 10 SP:Iteration 33Q (1751.522463 sec): 3 clusters Score: Raw -771592.324755 + Penalty 6707.480601 = -764884.844154 nChanged 6 SP:Iteration 34Q (1751.630609 sec): 3 clusters Score: Raw -771593.823652 + Penalty 6707.480601 = -764886.343052 nChanged 5 SP:Iteration 35Q (1751.776332 sec): 3 clusters Score: Raw -771594.779292 + Penalty 6707.480601 = -764887.298692 nChanged 3 SP:Iteration 36Q (1751.931328 sec): 3 clusters Score: Raw -771595.233053 + Penalty 6707.480601 = -764887.752452 nChanged 1 SP:Iteration 37Q (1752.032981 sec): 3 clusters Score: Raw -771595.509594 + Penalty 6707.480601 = -764888.028993 nChanged 2 SP:Iteration 38Q (1752.185426 sec): 3 clusters Score: Raw -771595.802222 + Penalty 6707.480601 = -764888.321621 nChanged 0 SP:Iteration 39F (1752.308897 sec): 3 clusters Score: Raw -771595.802222 + Penalty 6707.480601 = -764888.321621 nChanged 0 Trying to split cluster 10 (1662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1752.409798 sec): 2 clusters Score: Raw -108993.044968 + Penalty 2747.545369 = -106245.499599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1752.523609 sec): 3 clusters Score: Raw -108712.005556 + Penalty 5495.090739 = -103216.914817 nChanged 477 SP:Iteration 1F (1752.614323 sec): 3 clusters Score: Raw -109442.948090 + Penalty 5495.090739 = -103947.857351 nChanged 182 SP:Iteration 2F (1752.750996 sec): 3 clusters Score: Raw -109956.335593 + Penalty 5495.090739 = -104461.244854 nChanged 135 SP:Iteration 3F (1752.884800 sec): 3 clusters Score: Raw -110334.707235 + Penalty 5495.090739 = -104839.616496 nChanged 80 SP:Iteration 4Q (1753.001969 sec): 3 clusters Score: Raw -110556.311093 + Penalty 5495.090739 = -105061.220354 nChanged 68 SP:Iteration 5Q (1753.120603 sec): 3 clusters Score: Raw -110713.292755 + Penalty 5495.090739 = -105218.202016 nChanged 33 SP:Iteration 6Q (1753.231233 sec): 3 clusters Score: Raw -110769.199911 + Penalty 5495.090739 = -105274.109173 nChanged 23 SP:Iteration 7Q (1753.351215 sec): 3 clusters Score: Raw -110817.936429 + Penalty 5495.090739 = -105322.845691 nChanged 15 SP:Iteration 8Q (1753.470604 sec): 3 clusters Score: Raw -110836.700874 + Penalty 5495.090739 = -105341.610135 nChanged 3 SP:Iteration 9Q (1753.563868 sec): 3 clusters Score: Raw -110840.387595 + Penalty 5495.090739 = -105345.296856 nChanged 3 SP:Iteration 10Q (1753.685526 sec): 3 clusters Score: Raw -110847.463982 + Penalty 5495.090739 = -105352.373243 nChanged 2 SP:Iteration 11Q (1753.814335 sec): 3 clusters Score: Raw -110849.756951 + Penalty 5495.090739 = -105354.666213 nChanged 1 SP:Iteration 12Q (1753.930707 sec): 3 clusters Score: Raw -110851.159471 + Penalty 5495.090739 = -105356.068732 nChanged 3 SP:Iteration 13Q (1754.038839 sec): 3 clusters Score: Raw -110854.395615 + Penalty 5495.090739 = -105359.304876 nChanged 2 SP:Iteration 14Q (1754.154462 sec): 3 clusters Score: Raw -110862.770188 + Penalty 5495.090739 = -105367.679449 nChanged 2 SP:Iteration 15Q (1754.269834 sec): 3 clusters Score: Raw -110864.397643 + Penalty 5495.090739 = -105369.306904 nChanged 0 SP:Iteration 16F (1754.356120 sec): 3 clusters Score: Raw -110864.397643 + Penalty 5495.090739 = -105369.306904 nChanged 0 Time taken for this iteration:323.727222 seconds. 9->11 Clusters: Score -3243570.035412, best is -3247348.751455 Starting from 10 clusters... ------ Clustering full data set of 40960 points ------ SP: Assigned 10 initial classes randomly. Deleting Class 3 (3388 points): Lose 817.751399 but Gain 3934.840142 Iteration 0F (1755.366117 sec): 9 clusters Score: Raw -3016415.953630 + Penalty 31478.721134 = -2984937.232496 nChanged 34195 Iteration 1F (1756.253098 sec): 9 clusters Score: Raw -3157968.769714 + Penalty 31478.721134 = -3126490.048580 nChanged 15752 Iteration 2F (1757.118963 sec): 9 clusters Score: Raw -3210669.602369 + Penalty 31478.721134 = -3179190.881235 nChanged 9413 Iteration 3F (1757.944365 sec): 9 clusters Score: Raw -3231218.922271 + Penalty 31478.721134 = -3199740.201138 nChanged 6427 Iteration 4F (1758.748647 sec): 9 clusters Score: Raw -3242060.866093 + Penalty 31478.721134 = -3210582.144959 nChanged 4529 Iteration 5F (1759.585204 sec): 9 clusters Score: Raw -3248500.477397 + Penalty 31478.721134 = -3217021.756264 nChanged 3217 Iteration 6F (1760.418489 sec): 9 clusters Score: Raw -3252279.387111 + Penalty 31478.721134 = -3220800.665977 nChanged 2239 Iteration 7F (1761.244053 sec): 9 clusters Score: Raw -3254478.176047 + Penalty 31478.721134 = -3222999.454913 nChanged 1734 Iteration 8Q (1761.953676 sec): 9 clusters Score: Raw -3255999.594762 + Penalty 31478.721134 = -3224520.873629 nChanged 1402 Iteration 9Q (1762.632015 sec): 9 clusters Score: Raw -3257265.366589 + Penalty 31478.721134 = -3225786.645456 nChanged 1318 Iteration 10Q (1763.332781 sec): 9 clusters Score: Raw -3258503.399357 + Penalty 31478.721134 = -3227024.678223 nChanged 1301 Iteration 11Q (1764.000209 sec): 9 clusters Score: Raw -3259822.087026 + Penalty 31478.721134 = -3228343.365893 nChanged 1366 Iteration 12Q (1764.681756 sec): 9 clusters Score: Raw -3261458.529828 + Penalty 31478.721134 = -3229979.808694 nChanged 1408 Iteration 13Q (1765.350047 sec): 9 clusters Score: Raw -3263303.326465 + Penalty 31478.721134 = -3231824.605332 nChanged 1448 Iteration 14Q (1765.999143 sec): 9 clusters Score: Raw -3265852.878669 + Penalty 31478.721134 = -3234374.157535 nChanged 1462 Iteration 15Q (1766.735507 sec): 9 clusters Score: Raw -3269385.279676 + Penalty 31478.721134 = -3237906.558542 nChanged 1186 Iteration 16Q (1767.422489 sec): 9 clusters Score: Raw -3271618.315831 + Penalty 31478.721134 = -3240139.594697 nChanged 861 Iteration 17Q (1768.060139 sec): 9 clusters Score: Raw -3272844.641535 + Penalty 31478.721134 = -3241365.920401 nChanged 483 Iteration 18Q (1768.766807 sec): 9 clusters Score: Raw -3273144.012960 + Penalty 31478.721134 = -3241665.291826 nChanged 295 Iteration 19Q (1769.428386 sec): 9 clusters Score: Raw -3273255.017168 + Penalty 31478.721134 = -3241776.296034 nChanged 207 Writing temp clu file Because OldScore, -3241665.291826, is greater than current (better) Score,-3241776.296034 Compute initial score before splitting: Score: Raw -3273255.017168 + Penalty 31478.721134 = -3241776.296034 Trying to split cluster 1 (11972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1769.574628 sec): 2 clusters Score: Raw -1050352.110326 + Penalty 3479.115734 = -1046872.994592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1769.728683 sec): 3 clusters Score: Raw -1044096.846295 + Penalty 6958.231469 = -1037138.614826 nChanged 4821 SP:Iteration 1F (1769.844031 sec): 3 clusters Score: Raw -1047049.154524 + Penalty 6958.231469 = -1040090.923055 nChanged 1087 SP:Iteration 2F (1769.981807 sec): 3 clusters Score: Raw -1048165.174302 + Penalty 6958.231469 = -1041206.942833 nChanged 1060 SP:Iteration 3F (1770.149174 sec): 3 clusters Score: Raw -1049384.789744 + Penalty 6958.231469 = -1042426.558275 nChanged 1053 SP:Iteration 4F (1770.279079 sec): 3 clusters Score: Raw -1050618.238464 + Penalty 6958.231469 = -1043660.006995 nChanged 932 SP:Iteration 5F (1770.426678 sec): 3 clusters Score: Raw -1051497.272601 + Penalty 6958.231469 = -1044539.041132 nChanged 646 SP:Iteration 6F (1770.580195 sec): 3 clusters Score: Raw -1051940.639448 + Penalty 6958.231469 = -1044982.407979 nChanged 426 SP:Iteration 7Q (1770.761148 sec): 3 clusters Score: Raw -1052175.271987 + Penalty 6958.231469 = -1045217.040518 nChanged 275 SP:Iteration 8Q (1770.911667 sec): 3 clusters Score: Raw -1052292.563821 + Penalty 6958.231469 = -1045334.332352 nChanged 183 SP:Iteration 9Q (1771.075843 sec): 3 clusters Score: Raw -1052350.613291 + Penalty 6958.231469 = -1045392.381822 nChanged 104 SP:Iteration 10Q (1771.229466 sec): 3 clusters Score: Raw -1052380.705057 + Penalty 6958.231469 = -1045422.473588 nChanged 92 SP:Iteration 11Q (1771.365390 sec): 3 clusters Score: Raw -1052406.786643 + Penalty 6958.231469 = -1045448.555174 nChanged 78 SP:Iteration 12Q (1771.543240 sec): 3 clusters Score: Raw -1052426.213231 + Penalty 6958.231469 = -1045467.981763 nChanged 66 SP:Iteration 13Q (1771.687150 sec): 3 clusters Score: Raw -1052441.311932 + Penalty 6958.231469 = -1045483.080463 nChanged 41 SP:Iteration 14Q (1771.842063 sec): 3 clusters Score: Raw -1052451.532033 + Penalty 6958.231469 = -1045493.300564 nChanged 36 SP:Iteration 15Q (1771.989717 sec): 3 clusters Score: Raw -1052458.545755 + Penalty 6958.231469 = -1045500.314286 nChanged 29 SP:Iteration 16Q (1772.134980 sec): 3 clusters Score: Raw -1052464.970907 + Penalty 6958.231469 = -1045506.739438 nChanged 36 SP:Iteration 17Q (1772.290396 sec): 3 clusters Score: Raw -1052473.138403 + Penalty 6958.231469 = -1045514.906935 nChanged 45 SP:Iteration 18Q (1772.437837 sec): 3 clusters Score: Raw -1052484.663346 + Penalty 6958.231469 = -1045526.431877 nChanged 41 SP:Iteration 19Q (1772.583227 sec): 3 clusters Score: Raw -1052498.669045 + Penalty 6958.231469 = -1045540.437576 nChanged 62 SP:Iteration 20F (1772.740621 sec): 3 clusters Score: Raw -1052517.122736 + Penalty 6958.231469 = -1045558.891267 nChanged 59 SP:Iteration 21Q (1772.877922 sec): 3 clusters Score: Raw -1052536.158987 + Penalty 6958.231469 = -1045577.927518 nChanged 68 SP:Iteration 22Q (1773.021214 sec): 3 clusters Score: Raw -1052562.583186 + Penalty 6958.231469 = -1045604.351717 nChanged 74 SP:Iteration 23Q (1773.170775 sec): 3 clusters Score: Raw -1052587.037122 + Penalty 6958.231469 = -1045628.805653 nChanged 72 SP:Iteration 24Q (1773.323532 sec): 3 clusters Score: Raw -1052609.533082 + Penalty 6958.231469 = -1045651.301613 nChanged 74 SP:Iteration 25Q (1773.442528 sec): 3 clusters Score: Raw -1052632.407105 + Penalty 6958.231469 = -1045674.175636 nChanged 64 SP:Iteration 26Q (1773.559953 sec): 3 clusters Score: Raw -1052652.472268 + Penalty 6958.231469 = -1045694.240799 nChanged 49 SP:Iteration 27Q (1773.711100 sec): 3 clusters Score: Raw -1052668.484704 + Penalty 6958.231469 = -1045710.253235 nChanged 46 SP:Iteration 28Q (1773.851698 sec): 3 clusters Score: Raw -1052683.341681 + Penalty 6958.231469 = -1045725.110212 nChanged 38 SP:Iteration 29Q (1773.970720 sec): 3 clusters Score: Raw -1052693.592374 + Penalty 6958.231469 = -1045735.360905 nChanged 39 SP:Iteration 30Q (1774.108727 sec): 3 clusters Score: Raw -1052703.600608 + Penalty 6958.231469 = -1045745.369139 nChanged 32 SP:Iteration 31Q (1774.241312 sec): 3 clusters Score: Raw -1052711.021885 + Penalty 6958.231469 = -1045752.790416 nChanged 29 SP:Iteration 32Q (1774.367846 sec): 3 clusters Score: Raw -1052720.774928 + Penalty 6958.231469 = -1045762.543459 nChanged 38 SP:Iteration 33Q (1774.515048 sec): 3 clusters Score: Raw -1052737.345034 + Penalty 6958.231469 = -1045779.113565 nChanged 45 SP:Iteration 34Q (1774.629912 sec): 3 clusters Score: Raw -1052755.062438 + Penalty 6958.231469 = -1045796.830969 nChanged 47 SP:Iteration 35Q (1774.814784 sec): 3 clusters Score: Raw -1052786.792373 + Penalty 6958.231469 = -1045828.560904 nChanged 72 SP:Iteration 36Q (1774.961575 sec): 3 clusters Score: Raw -1052831.124373 + Penalty 6958.231469 = -1045872.892904 nChanged 105 SP:Iteration 37Q (1775.082662 sec): 3 clusters Score: Raw -1052932.918215 + Penalty 6958.231469 = -1045974.686746 nChanged 128 SP:Iteration 38Q (1775.253859 sec): 3 clusters Score: Raw -1053103.030042 + Penalty 6958.231469 = -1046144.798573 nChanged 178 SP:Iteration 39Q (1775.383082 sec): 3 clusters Score: Raw -1053317.106048 + Penalty 6958.231469 = -1046358.874579 nChanged 179 SP:Iteration 40F (1775.583859 sec): 3 clusters Score: Raw -1053461.872270 + Penalty 6958.231469 = -1046503.640801 nChanged 167 SP:Iteration 41Q (1775.708248 sec): 3 clusters Score: Raw -1053548.645768 + Penalty 6958.231469 = -1046590.414299 nChanged 118 SP:Iteration 42Q (1775.880539 sec): 3 clusters Score: Raw -1053594.534823 + Penalty 6958.231469 = -1046636.303354 nChanged 99 SP:Iteration 43Q (1776.023135 sec): 3 clusters Score: Raw -1053631.365756 + Penalty 6958.231469 = -1046673.134288 nChanged 77 SP:Iteration 44Q (1776.142051 sec): 3 clusters Score: Raw -1053656.429230 + Penalty 6958.231469 = -1046698.197761 nChanged 52 SP:Iteration 45Q (1776.285724 sec): 3 clusters Score: Raw -1053672.137757 + Penalty 6958.231469 = -1046713.906288 nChanged 37 SP:Iteration 46Q (1776.466107 sec): 3 clusters Score: Raw -1053682.807344 + Penalty 6958.231469 = -1046724.575876 nChanged 34 SP:Iteration 47Q (1776.625514 sec): 3 clusters Score: Raw -1053691.183617 + Penalty 6958.231469 = -1046732.952149 nChanged 23 SP:Iteration 48Q (1776.770120 sec): 3 clusters Score: Raw -1053697.102892 + Penalty 6958.231469 = -1046738.871423 nChanged 18 SP:Iteration 49Q (1776.924394 sec): 3 clusters Score: Raw -1053700.806411 + Penalty 6958.231469 = -1046742.574942 nChanged 14 SP:Iteration 50Q (1777.076951 sec): 3 clusters Score: Raw -1053704.153680 + Penalty 6958.231469 = -1046745.922211 nChanged 12 SP:Iteration 51Q (1777.226128 sec): 3 clusters Score: Raw -1053706.693087 + Penalty 6958.231469 = -1046748.461618 nChanged 12 SP:Iteration 52Q (1777.369479 sec): 3 clusters Score: Raw -1053708.731341 + Penalty 6958.231469 = -1046750.499872 nChanged 8 SP:Iteration 53Q (1777.506232 sec): 3 clusters Score: Raw -1053709.868557 + Penalty 6958.231469 = -1046751.637088 nChanged 3 SP:Iteration 54Q (1777.631539 sec): 3 clusters Score: Raw -1053710.319922 + Penalty 6958.231469 = -1046752.088453 nChanged 2 SP:Iteration 55Q (1777.800615 sec): 3 clusters Score: Raw -1053710.728402 + Penalty 6958.231469 = -1046752.496933 nChanged 2 SP:Iteration 56Q (1777.921252 sec): 3 clusters Score: Raw -1053710.984630 + Penalty 6958.231469 = -1046752.753161 nChanged 1 SP:Iteration 57Q (1778.095637 sec): 3 clusters Score: Raw -1053711.147498 + Penalty 6958.231469 = -1046752.916029 nChanged 0 SP:Iteration 58F (1778.224672 sec): 3 clusters Score: Raw -1053711.147498 + Penalty 6958.231469 = -1046752.916029 nChanged 0 Trying to split cluster 2 (6155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1778.328568 sec): 2 clusters Score: Raw -512238.160901 + Penalty 3232.619924 = -509005.540977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1778.460178 sec): 3 clusters Score: Raw -509399.547105 + Penalty 6465.239849 = -502934.307256 nChanged 2311 SP:Iteration 1F (1778.589897 sec): 3 clusters Score: Raw -510992.678389 + Penalty 6465.239849 = -504527.438540 nChanged 564 SP:Iteration 2F (1778.723262 sec): 3 clusters Score: Raw -511552.276331 + Penalty 6465.239849 = -505087.036482 nChanged 428 SP:Iteration 3F (1778.827888 sec): 3 clusters Score: Raw -511975.155280 + Penalty 6465.239849 = -505509.915431 nChanged 326 SP:Iteration 4F (1778.975513 sec): 3 clusters Score: Raw -512278.907809 + Penalty 6465.239849 = -505813.667961 nChanged 301 SP:Iteration 5Q (1779.118793 sec): 3 clusters Score: Raw -512550.512209 + Penalty 6465.239849 = -506085.272360 nChanged 261 SP:Iteration 6Q (1779.245396 sec): 3 clusters Score: Raw -512784.575440 + Penalty 6465.239849 = -506319.335591 nChanged 217 SP:Iteration 7Q (1779.389332 sec): 3 clusters Score: Raw -512980.424356 + Penalty 6465.239849 = -506515.184507 nChanged 193 SP:Iteration 8Q (1779.527662 sec): 3 clusters Score: Raw -513134.704960 + Penalty 6465.239849 = -506669.465112 nChanged 169 SP:Iteration 9Q (1779.636362 sec): 3 clusters Score: Raw -513238.911210 + Penalty 6465.239849 = -506773.671361 nChanged 110 SP:Iteration 10Q (1779.766131 sec): 3 clusters Score: Raw -513304.498433 + Penalty 6465.239849 = -506839.258584 nChanged 102 SP:Iteration 11Q (1779.894728 sec): 3 clusters Score: Raw -513349.223895 + Penalty 6465.239849 = -506883.984046 nChanged 69 SP:Iteration 12Q (1780.039203 sec): 3 clusters Score: Raw -513383.585443 + Penalty 6465.239849 = -506918.345594 nChanged 58 SP:Iteration 13Q (1780.141776 sec): 3 clusters Score: Raw -513415.194970 + Penalty 6465.239849 = -506949.955121 nChanged 55 SP:Iteration 14Q (1780.270285 sec): 3 clusters Score: Raw -513438.808174 + Penalty 6465.239849 = -506973.568326 nChanged 45 SP:Iteration 15Q (1780.429811 sec): 3 clusters Score: Raw -513456.258993 + Penalty 6465.239849 = -506991.019145 nChanged 33 SP:Iteration 16Q (1780.552837 sec): 3 clusters Score: Raw -513468.878464 + Penalty 6465.239849 = -507003.638615 nChanged 34 SP:Iteration 17Q (1780.680438 sec): 3 clusters Score: Raw -513482.004421 + Penalty 6465.239849 = -507016.764572 nChanged 18 SP:Iteration 18Q (1780.782654 sec): 3 clusters Score: Raw -513489.046262 + Penalty 6465.239849 = -507023.806414 nChanged 18 SP:Iteration 19Q (1780.932949 sec): 3 clusters Score: Raw -513496.346617 + Penalty 6465.239849 = -507031.106769 nChanged 17 SP:Iteration 20F (1781.082316 sec): 3 clusters Score: Raw -513503.336321 + Penalty 6465.239849 = -507038.096472 nChanged 14 SP:Iteration 21Q (1781.179647 sec): 3 clusters Score: Raw -513510.003375 + Penalty 6465.239849 = -507044.763526 nChanged 11 SP:Iteration 22Q (1781.325860 sec): 3 clusters Score: Raw -513514.738574 + Penalty 6465.239849 = -507049.498726 nChanged 15 SP:Iteration 23Q (1781.448685 sec): 3 clusters Score: Raw -513519.463836 + Penalty 6465.239849 = -507054.223987 nChanged 14 SP:Iteration 24Q (1781.589727 sec): 3 clusters Score: Raw -513524.738481 + Penalty 6465.239849 = -507059.498633 nChanged 17 SP:Iteration 25Q (1781.722199 sec): 3 clusters Score: Raw -513531.533656 + Penalty 6465.239849 = -507066.293807 nChanged 15 SP:Iteration 26Q (1781.865971 sec): 3 clusters Score: Raw -513536.318415 + Penalty 6465.239849 = -507071.078567 nChanged 16 SP:Iteration 27Q (1781.997526 sec): 3 clusters Score: Raw -513542.730938 + Penalty 6465.239849 = -507077.491089 nChanged 20 SP:Iteration 28Q (1782.129426 sec): 3 clusters Score: Raw -513550.873453 + Penalty 6465.239849 = -507085.633604 nChanged 22 SP:Iteration 29Q (1782.261175 sec): 3 clusters Score: Raw -513558.529863 + Penalty 6465.239849 = -507093.290014 nChanged 22 SP:Iteration 30Q (1782.409334 sec): 3 clusters Score: Raw -513567.829103 + Penalty 6465.239849 = -507102.589255 nChanged 23 SP:Iteration 31Q (1782.510878 sec): 3 clusters Score: Raw -513576.120194 + Penalty 6465.239849 = -507110.880345 nChanged 19 SP:Iteration 32Q (1782.663899 sec): 3 clusters Score: Raw -513583.701754 + Penalty 6465.239849 = -507118.461905 nChanged 17 SP:Iteration 33Q (1782.776607 sec): 3 clusters Score: Raw -513593.093131 + Penalty 6465.239849 = -507127.853282 nChanged 24 SP:Iteration 34Q (1782.899672 sec): 3 clusters Score: Raw -513603.583423 + Penalty 6465.239849 = -507138.343574 nChanged 27 SP:Iteration 35Q (1783.038759 sec): 3 clusters Score: Raw -513614.518013 + Penalty 6465.239849 = -507149.278164 nChanged 25 SP:Iteration 36Q (1783.158595 sec): 3 clusters Score: Raw -513624.530023 + Penalty 6465.239849 = -507159.290174 nChanged 13 SP:Iteration 37Q (1783.290831 sec): 3 clusters Score: Raw -513630.630667 + Penalty 6465.239849 = -507165.390818 nChanged 21 SP:Iteration 38Q (1783.418803 sec): 3 clusters Score: Raw -513641.106359 + Penalty 6465.239849 = -507175.866510 nChanged 18 SP:Iteration 39Q (1783.540405 sec): 3 clusters Score: Raw -513649.040391 + Penalty 6465.239849 = -507183.800542 nChanged 24 SP:Iteration 40F (1783.672202 sec): 3 clusters Score: Raw -513664.594017 + Penalty 6465.239849 = -507199.354168 nChanged 34 SP:Iteration 41Q (1783.780283 sec): 3 clusters Score: Raw -513687.545721 + Penalty 6465.239849 = -507222.305872 nChanged 37 SP:Iteration 42Q (1783.908596 sec): 3 clusters Score: Raw -513713.087863 + Penalty 6465.239849 = -507247.848015 nChanged 46 SP:Iteration 43Q (1784.042484 sec): 3 clusters Score: Raw -513738.642250 + Penalty 6465.239849 = -507273.402402 nChanged 43 SP:Iteration 44Q (1784.204940 sec): 3 clusters Score: Raw -513763.185918 + Penalty 6465.239849 = -507297.946069 nChanged 51 SP:Iteration 45Q (1784.315642 sec): 3 clusters Score: Raw -513793.106972 + Penalty 6465.239849 = -507327.867123 nChanged 54 SP:Iteration 46Q (1784.451557 sec): 3 clusters Score: Raw -513820.639490 + Penalty 6465.239849 = -507355.399641 nChanged 53 SP:Iteration 47Q (1784.620324 sec): 3 clusters Score: Raw -513850.213416 + Penalty 6465.239849 = -507384.973567 nChanged 43 SP:Iteration 48Q (1784.719180 sec): 3 clusters Score: Raw -513875.432649 + Penalty 6465.239849 = -507410.192801 nChanged 40 SP:Iteration 49Q (1784.871741 sec): 3 clusters Score: Raw -513890.467325 + Penalty 6465.239849 = -507425.227476 nChanged 35 SP:Iteration 50Q (1785.000763 sec): 3 clusters Score: Raw -513905.787467 + Penalty 6465.239849 = -507440.547619 nChanged 37 SP:Iteration 51Q (1785.118954 sec): 3 clusters Score: Raw -513925.293479 + Penalty 6465.239849 = -507460.053630 nChanged 41 SP:Iteration 52Q (1785.229338 sec): 3 clusters Score: Raw -513947.468476 + Penalty 6465.239849 = -507482.228628 nChanged 39 SP:Iteration 53Q (1785.358016 sec): 3 clusters Score: Raw -513966.484241 + Penalty 6465.239849 = -507501.244392 nChanged 34 SP:Iteration 54Q (1785.502701 sec): 3 clusters Score: Raw -513979.286024 + Penalty 6465.239849 = -507514.046176 nChanged 28 SP:Iteration 55Q (1785.616518 sec): 3 clusters Score: Raw -513991.312869 + Penalty 6465.239849 = -507526.073020 nChanged 27 SP:Iteration 56Q (1785.735904 sec): 3 clusters Score: Raw -514001.647475 + Penalty 6465.239849 = -507536.407627 nChanged 18 SP:Iteration 57Q (1785.897048 sec): 3 clusters Score: Raw -514009.729540 + Penalty 6465.239849 = -507544.489691 nChanged 23 SP:Iteration 58Q (1786.022443 sec): 3 clusters Score: Raw -514021.052502 + Penalty 6465.239849 = -507555.812653 nChanged 10 SP:Iteration 59Q (1786.147017 sec): 3 clusters Score: Raw -514025.830407 + Penalty 6465.239849 = -507560.590558 nChanged 14 SP:Iteration 60F (1786.315250 sec): 3 clusters Score: Raw -514031.286922 + Penalty 6465.239849 = -507566.047074 nChanged 9 SP:Iteration 61Q (1786.444002 sec): 3 clusters Score: Raw -514034.529471 + Penalty 6465.239849 = -507569.289623 nChanged 6 SP:Iteration 62Q (1786.582238 sec): 3 clusters Score: Raw -514036.351275 + Penalty 6465.239849 = -507571.111427 nChanged 7 SP:Iteration 63Q (1786.702685 sec): 3 clusters Score: Raw -514039.058208 + Penalty 6465.239849 = -507573.818359 nChanged 7 SP:Iteration 64Q (1786.823745 sec): 3 clusters Score: Raw -514044.015027 + Penalty 6465.239849 = -507578.775178 nChanged 6 SP:Iteration 65Q (1786.952823 sec): 3 clusters Score: Raw -514045.444229 + Penalty 6465.239849 = -507580.204381 nChanged 1 SP:Iteration 66Q (1787.071035 sec): 3 clusters Score: Raw -514045.751689 + Penalty 6465.239849 = -507580.511841 nChanged 0 SP:Iteration 67F (1787.218994 sec): 3 clusters Score: Raw -514045.751689 + Penalty 6465.239849 = -507580.511841 nChanged 0 Trying to split cluster 4 (1744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1787.289698 sec): 2 clusters Score: Raw -101377.396405 + Penalty 2765.388512 = -98612.007893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1787.416286 sec): 3 clusters Score: Raw -101021.920159 + Penalty 5530.777024 = -95491.143135 nChanged 485 SP:Iteration 1F (1787.538053 sec): 3 clusters Score: Raw -101840.756965 + Penalty 5530.777024 = -96309.979941 nChanged 156 SP:Iteration 2F (1787.653483 sec): 3 clusters Score: Raw -102201.546215 + Penalty 5530.777024 = -96670.769191 nChanged 107 SP:Iteration 3F (1787.739586 sec): 3 clusters Score: Raw -102535.593021 + Penalty 5530.777024 = -97004.815997 nChanged 97 SP:Iteration 4F (1787.856070 sec): 3 clusters Score: Raw -102784.712799 + Penalty 5530.777024 = -97253.935775 nChanged 72 SP:Iteration 5Q (1787.994944 sec): 3 clusters Score: Raw -102929.275497 + Penalty 5530.777024 = -97398.498473 nChanged 53 SP:Iteration 6Q (1788.097157 sec): 3 clusters Score: Raw -103037.454858 + Penalty 5530.777024 = -97506.677834 nChanged 50 SP:Iteration 7Q (1788.237733 sec): 3 clusters Score: Raw -103164.493187 + Penalty 5530.777024 = -97633.716163 nChanged 36 SP:Iteration 8Q (1788.344817 sec): 3 clusters Score: Raw -103224.287116 + Penalty 5530.777024 = -97693.510092 nChanged 27 SP:Iteration 9Q (1788.474756 sec): 3 clusters Score: Raw -103269.146011 + Penalty 5530.777024 = -97738.368987 nChanged 24 SP:Iteration 10Q (1788.581172 sec): 3 clusters Score: Raw -103307.021288 + Penalty 5530.777024 = -97776.244264 nChanged 24 SP:Iteration 11Q (1788.714160 sec): 3 clusters Score: Raw -103337.609319 + Penalty 5530.777024 = -97806.832296 nChanged 14 SP:Iteration 12Q (1788.835237 sec): 3 clusters Score: Raw -103357.766932 + Penalty 5530.777024 = -97826.989908 nChanged 9 SP:Iteration 13Q (1788.956143 sec): 3 clusters Score: Raw -103370.785343 + Penalty 5530.777024 = -97840.008319 nChanged 9 SP:Iteration 14Q (1789.089702 sec): 3 clusters Score: Raw -103380.312567 + Penalty 5530.777024 = -97849.535543 nChanged 5 SP:Iteration 15Q (1789.212787 sec): 3 clusters Score: Raw -103386.063336 + Penalty 5530.777024 = -97855.286312 nChanged 1 SP:Iteration 16Q (1789.335053 sec): 3 clusters Score: Raw -103386.924434 + Penalty 5530.777024 = -97856.147410 nChanged 0 SP:Iteration 17F (1789.443664 sec): 3 clusters Score: Raw -103386.924434 + Penalty 5530.777024 = -97856.147410 nChanged 0 Trying to split cluster 5 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1789.527644 sec): 2 clusters Score: Raw -267909.814621 + Penalty 3036.064291 = -264873.750330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1789.626861 sec): 3 clusters Score: Raw -266516.056921 + Penalty 6072.128583 = -260443.928338 nChanged 1207 SP:Iteration 1F (1789.749165 sec): 3 clusters Score: Raw -267493.123541 + Penalty 6072.128583 = -261420.994958 nChanged 339 SP:Iteration 2F (1789.866346 sec): 3 clusters Score: Raw -267877.601224 + Penalty 6072.128583 = -261805.472641 nChanged 254 SP:Iteration 3F (1790.001715 sec): 3 clusters Score: Raw -268206.626017 + Penalty 6072.128583 = -262134.497434 nChanged 194 SP:Iteration 4F (1790.136048 sec): 3 clusters Score: Raw -268466.438332 + Penalty 6072.128583 = -262394.309749 nChanged 178 SP:Iteration 5Q (1790.252590 sec): 3 clusters Score: Raw -268695.190880 + Penalty 6072.128583 = -262623.062297 nChanged 178 SP:Iteration 6Q (1790.375438 sec): 3 clusters Score: Raw -268993.544096 + Penalty 6072.128583 = -262921.415513 nChanged 175 SP:Iteration 7Q (1790.511294 sec): 3 clusters Score: Raw -269277.893841 + Penalty 6072.128583 = -263205.765259 nChanged 169 SP:Iteration 8Q (1790.651999 sec): 3 clusters Score: Raw -269587.350126 + Penalty 6072.128583 = -263515.221543 nChanged 163 SP:Iteration 9Q (1790.775617 sec): 3 clusters Score: Raw -269845.791308 + Penalty 6072.128583 = -263773.662726 nChanged 111 SP:Iteration 10Q (1790.871353 sec): 3 clusters Score: Raw -269998.330708 + Penalty 6072.128583 = -263926.202126 nChanged 96 SP:Iteration 11Q (1790.992403 sec): 3 clusters Score: Raw -270109.338864 + Penalty 6072.128583 = -264037.210282 nChanged 57 SP:Iteration 12Q (1791.133029 sec): 3 clusters Score: Raw -270157.022658 + Penalty 6072.128583 = -264084.894076 nChanged 30 SP:Iteration 13Q (1791.254732 sec): 3 clusters Score: Raw -270181.085139 + Penalty 6072.128583 = -264108.956556 nChanged 27 SP:Iteration 14Q (1791.386312 sec): 3 clusters Score: Raw -270196.644500 + Penalty 6072.128583 = -264124.515917 nChanged 20 SP:Iteration 15Q (1791.509914 sec): 3 clusters Score: Raw -270212.899855 + Penalty 6072.128583 = -264140.771272 nChanged 15 SP:Iteration 16Q (1791.619398 sec): 3 clusters Score: Raw -270223.699910 + Penalty 6072.128583 = -264151.571327 nChanged 8 SP:Iteration 17Q (1791.743485 sec): 3 clusters Score: Raw -270228.261639 + Penalty 6072.128583 = -264156.133056 nChanged 8 SP:Iteration 18Q (1791.856715 sec): 3 clusters Score: Raw -270232.374858 + Penalty 6072.128583 = -264160.246276 nChanged 4 SP:Iteration 19Q (1791.965344 sec): 3 clusters Score: Raw -270234.192428 + Penalty 6072.128583 = -264162.063845 nChanged 4 SP:Iteration 20F (1792.123566 sec): 3 clusters Score: Raw -270240.367976 + Penalty 6072.128583 = -264168.239393 nChanged 6 SP:Iteration 21Q (1792.218963 sec): 3 clusters Score: Raw -270247.419640 + Penalty 6072.128583 = -264175.291058 nChanged 7 SP:Iteration 22Q (1792.364996 sec): 3 clusters Score: Raw -270252.289511 + Penalty 6072.128583 = -264180.160928 nChanged 8 SP:Iteration 23Q (1792.508723 sec): 3 clusters Score: Raw -270256.496315 + Penalty 6072.128583 = -264184.367732 nChanged 6 SP:Iteration 24Q (1792.634668 sec): 3 clusters Score: Raw -270259.768285 + Penalty 6072.128583 = -264187.639702 nChanged 4 SP:Iteration 25Q (1792.758810 sec): 3 clusters Score: Raw -270263.264450 + Penalty 6072.128583 = -264191.135867 nChanged 3 SP:Iteration 26Q (1792.871934 sec): 3 clusters Score: Raw -270265.944734 + Penalty 6072.128583 = -264193.816151 nChanged 6 SP:Iteration 27Q (1792.986276 sec): 3 clusters Score: Raw -270269.124334 + Penalty 6072.128583 = -264196.995751 nChanged 3 SP:Iteration 28Q (1793.097625 sec): 3 clusters Score: Raw -270270.813660 + Penalty 6072.128583 = -264198.685077 nChanged 1 SP:Iteration 29Q (1793.231155 sec): 3 clusters Score: Raw -270271.081943 + Penalty 6072.128583 = -264198.953361 nChanged 0 SP:Iteration 30F (1793.343684 sec): 3 clusters Score: Raw -270271.081943 + Penalty 6072.128583 = -264198.953361 nChanged 0 Trying to split cluster 6 (7160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1793.443569 sec): 2 clusters Score: Raw -652227.070469 + Penalty 3288.656279 = -648938.414190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1793.614809 sec): 3 clusters Score: Raw -648825.688619 + Penalty 6577.312558 = -642248.376062 nChanged 2753 SP:Iteration 1F (1793.748119 sec): 3 clusters Score: Raw -650885.815467 + Penalty 6577.312558 = -644308.502910 nChanged 690 SP:Iteration 2F (1793.873880 sec): 3 clusters Score: Raw -651739.831701 + Penalty 6577.312558 = -645162.519144 nChanged 602 SP:Iteration 3F (1794.026104 sec): 3 clusters Score: Raw -652452.787097 + Penalty 6577.312558 = -645875.474539 nChanged 581 SP:Iteration 4F (1794.144301 sec): 3 clusters Score: Raw -653071.759242 + Penalty 6577.312558 = -646494.446685 nChanged 526 SP:Iteration 5F (1794.275002 sec): 3 clusters Score: Raw -653693.668622 + Penalty 6577.312558 = -647116.356065 nChanged 475 SP:Iteration 6F (1794.422188 sec): 3 clusters Score: Raw -654259.449932 + Penalty 6577.312558 = -647682.137374 nChanged 404 SP:Iteration 7F (1794.571847 sec): 3 clusters Score: Raw -654779.694761 + Penalty 6577.312558 = -648202.382203 nChanged 284 SP:Iteration 8Q (1794.697948 sec): 3 clusters Score: Raw -655217.456457 + Penalty 6577.312558 = -648640.143900 nChanged 199 SP:Iteration 9Q (1794.832196 sec): 3 clusters Score: Raw -655635.878743 + Penalty 6577.312558 = -649058.566185 nChanged 144 SP:Iteration 10Q (1794.956196 sec): 3 clusters Score: Raw -655907.146371 + Penalty 6577.312558 = -649329.833813 nChanged 120 SP:Iteration 11Q (1795.061944 sec): 3 clusters Score: Raw -656050.221520 + Penalty 6577.312558 = -649472.908963 nChanged 87 SP:Iteration 12Q (1795.195619 sec): 3 clusters Score: Raw -656139.367562 + Penalty 6577.312558 = -649562.055004 nChanged 87 SP:Iteration 13Q (1795.334346 sec): 3 clusters Score: Raw -656235.109946 + Penalty 6577.312558 = -649657.797388 nChanged 90 SP:Iteration 14Q (1795.460737 sec): 3 clusters Score: Raw -656328.056863 + Penalty 6577.312558 = -649750.744305 nChanged 73 SP:Iteration 15Q (1795.620202 sec): 3 clusters Score: Raw -656387.719103 + Penalty 6577.312558 = -649810.406545 nChanged 68 SP:Iteration 16Q (1795.743218 sec): 3 clusters Score: Raw -656439.465844 + Penalty 6577.312558 = -649862.153286 nChanged 71 SP:Iteration 17Q (1795.870453 sec): 3 clusters Score: Raw -656485.410956 + Penalty 6577.312558 = -649908.098398 nChanged 56 SP:Iteration 18Q (1795.991636 sec): 3 clusters Score: Raw -656522.682382 + Penalty 6577.312558 = -649945.369825 nChanged 64 SP:Iteration 19Q (1796.093799 sec): 3 clusters Score: Raw -656552.790849 + Penalty 6577.312558 = -649975.478291 nChanged 40 SP:Iteration 20F (1796.242226 sec): 3 clusters Score: Raw -656570.509412 + Penalty 6577.312558 = -649993.196854 nChanged 33 SP:Iteration 21Q (1796.382552 sec): 3 clusters Score: Raw -656580.861232 + Penalty 6577.312558 = -650003.548674 nChanged 26 SP:Iteration 22Q (1796.510199 sec): 3 clusters Score: Raw -656590.755136 + Penalty 6577.312558 = -650013.442579 nChanged 23 SP:Iteration 23Q (1796.645735 sec): 3 clusters Score: Raw -656599.267342 + Penalty 6577.312558 = -650021.954784 nChanged 20 SP:Iteration 24Q (1796.767896 sec): 3 clusters Score: Raw -656608.885325 + Penalty 6577.312558 = -650031.572767 nChanged 22 SP:Iteration 25Q (1796.903795 sec): 3 clusters Score: Raw -656615.716071 + Penalty 6577.312558 = -650038.403513 nChanged 18 SP:Iteration 26Q (1797.045703 sec): 3 clusters Score: Raw -656620.742501 + Penalty 6577.312558 = -650043.429943 nChanged 14 SP:Iteration 27Q (1797.184922 sec): 3 clusters Score: Raw -656625.787452 + Penalty 6577.312558 = -650048.474895 nChanged 11 SP:Iteration 28Q (1797.316318 sec): 3 clusters Score: Raw -656629.129090 + Penalty 6577.312558 = -650051.816533 nChanged 6 SP:Iteration 29Q (1797.449999 sec): 3 clusters Score: Raw -656630.738359 + Penalty 6577.312558 = -650053.425802 nChanged 5 SP:Iteration 30Q (1797.579390 sec): 3 clusters Score: Raw -656632.753476 + Penalty 6577.312558 = -650055.440919 nChanged 10 SP:Iteration 31Q (1797.713631 sec): 3 clusters Score: Raw -656636.382746 + Penalty 6577.312558 = -650059.070189 nChanged 13 SP:Iteration 32Q (1797.808154 sec): 3 clusters Score: Raw -656640.593374 + Penalty 6577.312558 = -650063.280817 nChanged 10 SP:Iteration 33Q (1797.949084 sec): 3 clusters Score: Raw -656643.876291 + Penalty 6577.312558 = -650066.563733 nChanged 9 SP:Iteration 34Q (1798.078075 sec): 3 clusters Score: Raw -656646.876767 + Penalty 6577.312558 = -650069.564209 nChanged 7 SP:Iteration 35Q (1798.230939 sec): 3 clusters Score: Raw -656648.830282 + Penalty 6577.312558 = -650071.517725 nChanged 7 SP:Iteration 36Q (1798.366829 sec): 3 clusters Score: Raw -656650.856637 + Penalty 6577.312558 = -650073.544079 nChanged 6 SP:Iteration 37Q (1798.501051 sec): 3 clusters Score: Raw -656652.400819 + Penalty 6577.312558 = -650075.088261 nChanged 8 SP:Iteration 38Q (1798.629789 sec): 3 clusters Score: Raw -656654.574022 + Penalty 6577.312558 = -650077.261464 nChanged 9 SP:Iteration 39Q (1798.759132 sec): 3 clusters Score: Raw -656657.658254 + Penalty 6577.312558 = -650080.345696 nChanged 5 SP:Iteration 40F (1798.886355 sec): 3 clusters Score: Raw -656659.226402 + Penalty 6577.312558 = -650081.913844 nChanged 4 SP:Iteration 41Q (1798.997379 sec): 3 clusters Score: Raw -656660.288939 + Penalty 6577.312558 = -650082.976382 nChanged 3 SP:Iteration 42Q (1799.133283 sec): 3 clusters Score: Raw -656661.141935 + Penalty 6577.312558 = -650083.829378 nChanged 1 SP:Iteration 43Q (1799.262412 sec): 3 clusters Score: Raw -656661.226412 + Penalty 6577.312558 = -650083.913854 nChanged 0 SP:Iteration 44F (1799.396862 sec): 3 clusters Score: Raw -656661.226412 + Penalty 6577.312558 = -650083.913854 nChanged 0 Score: Raw -3277742.659264 + Penalty 35413.561276 = -3242329.097988 Splitting cluster 6 changes total score from -3241776.296034 to -3242329.097988 So it's getting split into cluster 3. Trying to split cluster 7 (4693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1800.395318 sec): 2 clusters Score: Raw -333592.092691 + Penalty 3132.143021 = -330459.949670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1800.510720 sec): 3 clusters Score: Raw -331652.044013 + Penalty 6264.286041 = -325387.757972 nChanged 1668 SP:Iteration 1F (1800.643485 sec): 3 clusters Score: Raw -332995.332025 + Penalty 6264.286041 = -326731.045984 nChanged 506 SP:Iteration 2F (1800.796626 sec): 3 clusters Score: Raw -333711.028273 + Penalty 6264.286041 = -327446.742232 nChanged 392 SP:Iteration 3F (1800.918700 sec): 3 clusters Score: Raw -334343.495496 + Penalty 6264.286041 = -328079.209455 nChanged 340 SP:Iteration 4F (1801.054136 sec): 3 clusters Score: Raw -334856.302599 + Penalty 6264.286041 = -328592.016558 nChanged 289 SP:Iteration 5F (1801.177746 sec): 3 clusters Score: Raw -335279.130514 + Penalty 6264.286041 = -329014.844473 nChanged 244 SP:Iteration 6F (1801.303685 sec): 3 clusters Score: Raw -335566.039306 + Penalty 6264.286041 = -329301.753265 nChanged 177 SP:Iteration 7Q (1801.421576 sec): 3 clusters Score: Raw -335755.236234 + Penalty 6264.286041 = -329490.950193 nChanged 147 SP:Iteration 8Q (1801.554040 sec): 3 clusters Score: Raw -335899.620526 + Penalty 6264.286041 = -329635.334485 nChanged 90 SP:Iteration 9Q (1801.657199 sec): 3 clusters Score: Raw -335970.901977 + Penalty 6264.286041 = -329706.615936 nChanged 71 SP:Iteration 10Q (1801.806758 sec): 3 clusters Score: Raw -336013.786711 + Penalty 6264.286041 = -329749.500670 nChanged 45 SP:Iteration 11Q (1801.946522 sec): 3 clusters Score: Raw -336042.913237 + Penalty 6264.286041 = -329778.627196 nChanged 40 SP:Iteration 12Q (1802.065764 sec): 3 clusters Score: Raw -336067.256994 + Penalty 6264.286041 = -329802.970953 nChanged 29 SP:Iteration 13Q (1802.171320 sec): 3 clusters Score: Raw -336081.320593 + Penalty 6264.286041 = -329817.034551 nChanged 18 SP:Iteration 14Q (1802.324038 sec): 3 clusters Score: Raw -336090.328288 + Penalty 6264.286041 = -329826.042247 nChanged 16 SP:Iteration 15Q (1802.431843 sec): 3 clusters Score: Raw -336098.514096 + Penalty 6264.286041 = -329834.228055 nChanged 11 SP:Iteration 16Q (1802.582635 sec): 3 clusters Score: Raw -336105.002928 + Penalty 6264.286041 = -329840.716887 nChanged 9 SP:Iteration 17Q (1802.712620 sec): 3 clusters Score: Raw -336108.770256 + Penalty 6264.286041 = -329844.484215 nChanged 10 SP:Iteration 18Q (1802.817249 sec): 3 clusters Score: Raw -336113.824461 + Penalty 6264.286041 = -329849.538420 nChanged 10 SP:Iteration 19Q (1802.945425 sec): 3 clusters Score: Raw -336118.450015 + Penalty 6264.286041 = -329854.163974 nChanged 12 SP:Iteration 20F (1803.096966 sec): 3 clusters Score: Raw -336124.027564 + Penalty 6264.286041 = -329859.741523 nChanged 9 SP:Iteration 21Q (1803.222624 sec): 3 clusters Score: Raw -336127.293758 + Penalty 6264.286041 = -329863.007717 nChanged 8 SP:Iteration 22Q (1803.347236 sec): 3 clusters Score: Raw -336130.648380 + Penalty 6264.286041 = -329866.362339 nChanged 11 SP:Iteration 23Q (1803.447095 sec): 3 clusters Score: Raw -336134.945243 + Penalty 6264.286041 = -329870.659202 nChanged 7 SP:Iteration 24Q (1803.582864 sec): 3 clusters Score: Raw -336137.573073 + Penalty 6264.286041 = -329873.287032 nChanged 6 SP:Iteration 25Q (1803.713897 sec): 3 clusters Score: Raw -336141.157241 + Penalty 6264.286041 = -329876.871200 nChanged 9 SP:Iteration 26Q (1803.853447 sec): 3 clusters Score: Raw -336145.320195 + Penalty 6264.286041 = -329881.034154 nChanged 12 SP:Iteration 27Q (1803.992686 sec): 3 clusters Score: Raw -336150.008940 + Penalty 6264.286041 = -329885.722899 nChanged 11 SP:Iteration 28Q (1804.094206 sec): 3 clusters Score: Raw -336155.097904 + Penalty 6264.286041 = -329890.811863 nChanged 13 SP:Iteration 29Q (1804.213361 sec): 3 clusters Score: Raw -336160.991076 + Penalty 6264.286041 = -329896.705035 nChanged 13 SP:Iteration 30Q (1804.335828 sec): 3 clusters Score: Raw -336164.893690 + Penalty 6264.286041 = -329900.607649 nChanged 8 SP:Iteration 31Q (1804.476274 sec): 3 clusters Score: Raw -336167.834659 + Penalty 6264.286041 = -329903.548618 nChanged 4 SP:Iteration 32Q (1804.613277 sec): 3 clusters Score: Raw -336169.088366 + Penalty 6264.286041 = -329904.802325 nChanged 2 SP:Iteration 33Q (1804.745140 sec): 3 clusters Score: Raw -336170.344358 + Penalty 6264.286041 = -329906.058317 nChanged 3 SP:Iteration 34Q (1804.842166 sec): 3 clusters Score: Raw -336171.207597 + Penalty 6264.286041 = -329906.921556 nChanged 2 SP:Iteration 35Q (1805.007722 sec): 3 clusters Score: Raw -336171.969917 + Penalty 6264.286041 = -329907.683876 nChanged 4 SP:Iteration 36Q (1805.122183 sec): 3 clusters Score: Raw -336173.947621 + Penalty 6264.286041 = -329909.661580 nChanged 6 SP:Iteration 37Q (1805.266096 sec): 3 clusters Score: Raw -336176.806025 + Penalty 6264.286041 = -329912.519984 nChanged 5 SP:Iteration 38Q (1805.400298 sec): 3 clusters Score: Raw -336178.750889 + Penalty 6264.286041 = -329914.464848 nChanged 4 SP:Iteration 39Q (1805.524551 sec): 3 clusters Score: Raw -336180.648814 + Penalty 6264.286041 = -329916.362773 nChanged 8 SP:Iteration 40F (1805.655617 sec): 3 clusters Score: Raw -336185.277082 + Penalty 6264.286041 = -329920.991041 nChanged 10 SP:Iteration 41Q (1805.789407 sec): 3 clusters Score: Raw -336190.260474 + Penalty 6264.286041 = -329925.974433 nChanged 10 SP:Iteration 42Q (1805.917987 sec): 3 clusters Score: Raw -336196.229256 + Penalty 6264.286041 = -329931.943215 nChanged 10 SP:Iteration 43Q (1806.051390 sec): 3 clusters Score: Raw -336203.122405 + Penalty 6264.286041 = -329938.836364 nChanged 12 SP:Iteration 44Q (1806.182253 sec): 3 clusters Score: Raw -336209.571312 + Penalty 6264.286041 = -329945.285271 nChanged 15 SP:Iteration 45Q (1806.323878 sec): 3 clusters Score: Raw -336215.786676 + Penalty 6264.286041 = -329951.500635 nChanged 12 SP:Iteration 46Q (1806.457138 sec): 3 clusters Score: Raw -336222.002250 + Penalty 6264.286041 = -329957.716209 nChanged 13 SP:Iteration 47Q (1806.577021 sec): 3 clusters Score: Raw -336229.308197 + Penalty 6264.286041 = -329965.022156 nChanged 14 SP:Iteration 48Q (1806.689938 sec): 3 clusters Score: Raw -336237.344919 + Penalty 6264.286041 = -329973.058878 nChanged 12 SP:Iteration 49Q (1806.812540 sec): 3 clusters Score: Raw -336246.371307 + Penalty 6264.286041 = -329982.085266 nChanged 17 SP:Iteration 50Q (1806.942900 sec): 3 clusters Score: Raw -336254.986337 + Penalty 6264.286041 = -329990.700296 nChanged 11 SP:Iteration 51Q (1807.058732 sec): 3 clusters Score: Raw -336259.826189 + Penalty 6264.286041 = -329995.540148 nChanged 10 SP:Iteration 52Q (1807.207775 sec): 3 clusters Score: Raw -336263.600390 + Penalty 6264.286041 = -329999.314349 nChanged 9 SP:Iteration 53Q (1807.344121 sec): 3 clusters Score: Raw -336268.380056 + Penalty 6264.286041 = -330004.094015 nChanged 9 SP:Iteration 54Q (1807.457811 sec): 3 clusters Score: Raw -336272.578204 + Penalty 6264.286041 = -330008.292163 nChanged 8 SP:Iteration 55Q (1807.591859 sec): 3 clusters Score: Raw -336277.037925 + Penalty 6264.286041 = -330012.751884 nChanged 6 SP:Iteration 56Q (1807.730095 sec): 3 clusters Score: Raw -336279.851340 + Penalty 6264.286041 = -330015.565299 nChanged 4 SP:Iteration 57Q (1807.852362 sec): 3 clusters Score: Raw -336280.940580 + Penalty 6264.286041 = -330016.654539 nChanged 6 SP:Iteration 58Q (1807.989644 sec): 3 clusters Score: Raw -336283.059397 + Penalty 6264.286041 = -330018.773356 nChanged 7 SP:Iteration 59Q (1808.109578 sec): 3 clusters Score: Raw -336286.262890 + Penalty 6264.286041 = -330021.976849 nChanged 14 SP:Iteration 60F (1808.246887 sec): 3 clusters Score: Raw -336291.300504 + Penalty 6264.286041 = -330027.014463 nChanged 10 SP:Iteration 61Q (1808.375473 sec): 3 clusters Score: Raw -336295.609401 + Penalty 6264.286041 = -330031.323360 nChanged 12 SP:Iteration 62Q (1808.505787 sec): 3 clusters Score: Raw -336301.416969 + Penalty 6264.286041 = -330037.130928 nChanged 10 SP:Iteration 63Q (1808.638204 sec): 3 clusters Score: Raw -336307.821512 + Penalty 6264.286041 = -330043.535471 nChanged 13 SP:Iteration 64Q (1808.738043 sec): 3 clusters Score: Raw -336314.572403 + Penalty 6264.286041 = -330050.286362 nChanged 8 SP:Iteration 65Q (1808.888794 sec): 3 clusters Score: Raw -336319.139496 + Penalty 6264.286041 = -330054.853455 nChanged 8 SP:Iteration 66Q (1809.006094 sec): 3 clusters Score: Raw -336322.334537 + Penalty 6264.286041 = -330058.048496 nChanged 6 SP:Iteration 67Q (1809.117147 sec): 3 clusters Score: Raw -336324.814411 + Penalty 6264.286041 = -330060.528370 nChanged 2 SP:Iteration 68Q (1809.223189 sec): 3 clusters Score: Raw -336325.674002 + Penalty 6264.286041 = -330061.387961 nChanged 1 SP:Iteration 69Q (1809.365893 sec): 3 clusters Score: Raw -336325.862996 + Penalty 6264.286041 = -330061.576955 nChanged 1 SP:Iteration 70Q (1809.484352 sec): 3 clusters Score: Raw -336326.397942 + Penalty 6264.286041 = -330062.111901 nChanged 3 SP:Iteration 71Q (1809.613262 sec): 3 clusters Score: Raw -336327.785691 + Penalty 6264.286041 = -330063.499650 nChanged 6 SP:Iteration 72Q (1809.717478 sec): 3 clusters Score: Raw -336330.059931 + Penalty 6264.286041 = -330065.773890 nChanged 5 SP:Iteration 73Q (1809.860168 sec): 3 clusters Score: Raw -336332.581207 + Penalty 6264.286041 = -330068.295166 nChanged 3 SP:Iteration 74Q (1809.965062 sec): 3 clusters Score: Raw -336333.551343 + Penalty 6264.286041 = -330069.265302 nChanged 1 SP:Iteration 75Q (1810.102659 sec): 3 clusters Score: Raw -336333.760060 + Penalty 6264.286041 = -330069.474019 nChanged 2 SP:Iteration 76Q (1810.214444 sec): 3 clusters Score: Raw -336334.846908 + Penalty 6264.286041 = -330070.560867 nChanged 3 SP:Iteration 77Q (1810.364421 sec): 3 clusters Score: Raw -336335.492125 + Penalty 6264.286041 = -330071.206084 nChanged 2 SP:Iteration 78Q (1810.483617 sec): 3 clusters Score: Raw -336336.584898 + Penalty 6264.286041 = -330072.298857 nChanged 3 SP:Iteration 79Q (1810.598597 sec): 3 clusters Score: Raw -336337.811975 + Penalty 6264.286041 = -330073.525934 nChanged 3 SP:Iteration 80F (1810.726058 sec): 3 clusters Score: Raw -336339.168727 + Penalty 6264.286041 = -330074.882686 nChanged 3 SP:Iteration 81Q (1810.849966 sec): 3 clusters Score: Raw -336340.013548 + Penalty 6264.286041 = -330075.727507 nChanged 3 SP:Iteration 82Q (1810.975513 sec): 3 clusters Score: Raw -336342.156146 + Penalty 6264.286041 = -330077.870105 nChanged 1 SP:Iteration 83Q (1811.100462 sec): 3 clusters Score: Raw -336342.651999 + Penalty 6264.286041 = -330078.365958 nChanged 1 SP:Iteration 84Q (1811.228789 sec): 3 clusters Score: Raw -336343.225264 + Penalty 6264.286041 = -330078.939223 nChanged 0 SP:Iteration 85F (1811.362790 sec): 3 clusters Score: Raw -336343.225264 + Penalty 6264.286041 = -330078.939223 nChanged 0 Trying to split cluster 8 (3691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1811.419970 sec): 2 clusters Score: Raw -300041.135672 + Penalty 3043.158326 = -296997.977345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1811.533215 sec): 3 clusters Score: Raw -298567.248176 + Penalty 6086.316653 = -292480.931523 nChanged 1215 SP:Iteration 1F (1811.640157 sec): 3 clusters Score: Raw -299412.068774 + Penalty 6086.316653 = -293325.752121 nChanged 299 SP:Iteration 2F (1811.744294 sec): 3 clusters Score: Raw -299677.836749 + Penalty 6086.316653 = -293591.520096 nChanged 197 SP:Iteration 3F (1811.885330 sec): 3 clusters Score: Raw -299855.610768 + Penalty 6086.316653 = -293769.294115 nChanged 142 SP:Iteration 4Q (1812.002286 sec): 3 clusters Score: Raw -299997.142525 + Penalty 6086.316653 = -293910.825872 nChanged 136 SP:Iteration 5Q (1812.125336 sec): 3 clusters Score: Raw -300141.877197 + Penalty 6086.316653 = -294055.560545 nChanged 164 SP:Iteration 6Q (1812.240813 sec): 3 clusters Score: Raw -300315.654313 + Penalty 6086.316653 = -294229.337660 nChanged 167 SP:Iteration 7Q (1812.368960 sec): 3 clusters Score: Raw -300515.646465 + Penalty 6086.316653 = -294429.329812 nChanged 174 SP:Iteration 8Q (1812.498184 sec): 3 clusters Score: Raw -300810.824964 + Penalty 6086.316653 = -294724.508311 nChanged 202 SP:Iteration 9F (1812.622764 sec): 3 clusters Score: Raw -301177.087564 + Penalty 6086.316653 = -295090.770911 nChanged 174 SP:Iteration 10Q (1812.725774 sec): 3 clusters Score: Raw -301480.938660 + Penalty 6086.316653 = -295394.622007 nChanged 137 SP:Iteration 11Q (1812.863996 sec): 3 clusters Score: Raw -301746.260245 + Penalty 6086.316653 = -295659.943592 nChanged 138 SP:Iteration 12Q (1813.006782 sec): 3 clusters Score: Raw -302051.203552 + Penalty 6086.316653 = -295964.886899 nChanged 124 SP:Iteration 13Q (1813.129799 sec): 3 clusters Score: Raw -302339.922342 + Penalty 6086.316653 = -296253.605689 nChanged 101 SP:Iteration 14Q (1813.256530 sec): 3 clusters Score: Raw -302564.103202 + Penalty 6086.316653 = -296477.786549 nChanged 76 SP:Iteration 15Q (1813.378197 sec): 3 clusters Score: Raw -302709.666302 + Penalty 6086.316653 = -296623.349649 nChanged 70 SP:Iteration 16Q (1813.510517 sec): 3 clusters Score: Raw -302830.705331 + Penalty 6086.316653 = -296744.388678 nChanged 53 SP:Iteration 17Q (1813.635754 sec): 3 clusters Score: Raw -302933.292141 + Penalty 6086.316653 = -296846.975488 nChanged 33 SP:Iteration 18Q (1813.736157 sec): 3 clusters Score: Raw -302970.433995 + Penalty 6086.316653 = -296884.117342 nChanged 23 SP:Iteration 19Q (1813.875687 sec): 3 clusters Score: Raw -302994.366320 + Penalty 6086.316653 = -296908.049667 nChanged 24 SP:Iteration 20F (1814.005032 sec): 3 clusters Score: Raw -303025.499862 + Penalty 6086.316653 = -296939.183209 nChanged 30 SP:Iteration 21Q (1814.145089 sec): 3 clusters Score: Raw -303105.419504 + Penalty 6086.316653 = -297019.102851 nChanged 55 SP:Iteration 22Q (1814.267828 sec): 3 clusters Score: Raw -303364.795211 + Penalty 6086.316653 = -297278.478558 nChanged 41 SP:Iteration 23Q (1814.394592 sec): 3 clusters Score: Raw -303531.478830 + Penalty 6086.316653 = -297445.162177 nChanged 13 SP:Iteration 24Q (1814.513340 sec): 3 clusters Score: Raw -303542.039881 + Penalty 6086.316653 = -297455.723228 nChanged 1 SP:Iteration 25Q (1814.608352 sec): 3 clusters Score: Raw -303542.659490 + Penalty 6086.316653 = -297456.342837 nChanged 0 SP:Iteration 26F (1814.746418 sec): 3 clusters Score: Raw -303542.659490 + Penalty 6086.316653 = -297456.342837 nChanged 0 Score: Raw -3281244.183082 + Penalty 39348.401417 = -3241895.781665 Splitting cluster 8 changes total score from -3241776.296034 to -3241895.781665 So it's getting split into cluster 10. Trying to split cluster 9 (1919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1815.838787 sec): 2 clusters Score: Raw -133700.204959 + Penalty 2800.816793 = -130899.388166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1815.951450 sec): 3 clusters Score: Raw -133170.412174 + Penalty 5601.633587 = -127568.778588 nChanged 544 SP:Iteration 1F (1816.067328 sec): 3 clusters Score: Raw -133720.949080 + Penalty 5601.633587 = -128119.315493 nChanged 141 SP:Iteration 2F (1816.177957 sec): 3 clusters Score: Raw -133933.579799 + Penalty 5601.633587 = -128331.946213 nChanged 100 SP:Iteration 3F (1816.293573 sec): 3 clusters Score: Raw -134181.671513 + Penalty 5601.633587 = -128580.037926 nChanged 100 SP:Iteration 4F (1816.409544 sec): 3 clusters Score: Raw -134524.195351 + Penalty 5601.633587 = -128922.561764 nChanged 88 SP:Iteration 5Q (1816.526019 sec): 3 clusters Score: Raw -134808.677783 + Penalty 5601.633587 = -129207.044196 nChanged 96 SP:Iteration 6F (1816.620119 sec): 3 clusters Score: Raw -134976.066102 + Penalty 5601.633587 = -129374.432515 nChanged 68 SP:Iteration 7Q (1816.761614 sec): 3 clusters Score: Raw -135070.364677 + Penalty 5601.633587 = -129468.731091 nChanged 52 SP:Iteration 8Q (1816.880515 sec): 3 clusters Score: Raw -135142.875154 + Penalty 5601.633587 = -129541.241567 nChanged 46 SP:Iteration 9Q (1816.970974 sec): 3 clusters Score: Raw -135215.091704 + Penalty 5601.633587 = -129613.458117 nChanged 48 SP:Iteration 10Q (1817.066502 sec): 3 clusters Score: Raw -135295.315655 + Penalty 5601.633587 = -129693.682069 nChanged 44 SP:Iteration 11Q (1817.185257 sec): 3 clusters Score: Raw -135371.369513 + Penalty 5601.633587 = -129769.735927 nChanged 36 SP:Iteration 12Q (1817.319103 sec): 3 clusters Score: Raw -135433.502604 + Penalty 5601.633587 = -129831.869017 nChanged 30 SP:Iteration 13Q (1817.408047 sec): 3 clusters Score: Raw -135502.128603 + Penalty 5601.633587 = -129900.495016 nChanged 31 SP:Iteration 14Q (1817.540798 sec): 3 clusters Score: Raw -135557.892981 + Penalty 5601.633587 = -129956.259395 nChanged 26 SP:Iteration 15Q (1817.649458 sec): 3 clusters Score: Raw -135606.289773 + Penalty 5601.633587 = -130004.656187 nChanged 27 SP:Iteration 16Q (1817.778575 sec): 3 clusters Score: Raw -135648.230340 + Penalty 5601.633587 = -130046.596754 nChanged 14 SP:Iteration 17Q (1817.859072 sec): 3 clusters Score: Raw -135670.301113 + Penalty 5601.633587 = -130068.667526 nChanged 10 SP:Iteration 18Q (1817.979508 sec): 3 clusters Score: Raw -135683.098579 + Penalty 5601.633587 = -130081.464993 nChanged 5 SP:Iteration 19Q (1818.114162 sec): 3 clusters Score: Raw -135690.364949 + Penalty 5601.633587 = -130088.731363 nChanged 8 SP:Iteration 20F (1818.216347 sec): 3 clusters Score: Raw -135705.671307 + Penalty 5601.633587 = -130104.037721 nChanged 7 SP:Iteration 21Q (1818.340767 sec): 3 clusters Score: Raw -135739.783299 + Penalty 5601.633587 = -130138.149712 nChanged 15 SP:Iteration 22Q (1818.447442 sec): 3 clusters Score: Raw -135789.651883 + Penalty 5601.633587 = -130188.018297 nChanged 18 SP:Iteration 23Q (1818.560943 sec): 3 clusters Score: Raw -135868.305371 + Penalty 5601.633587 = -130266.671785 nChanged 12 SP:Iteration 24Q (1818.702141 sec): 3 clusters Score: Raw -135911.209331 + Penalty 5601.633587 = -130309.575744 nChanged 17 SP:Iteration 25Q (1818.807641 sec): 3 clusters Score: Raw -135941.125945 + Penalty 5601.633587 = -130339.492358 nChanged 10 SP:Iteration 26Q (1818.930676 sec): 3 clusters Score: Raw -135960.870240 + Penalty 5601.633587 = -130359.236654 nChanged 11 SP:Iteration 27Q (1819.051353 sec): 3 clusters Score: Raw -135978.746664 + Penalty 5601.633587 = -130377.113078 nChanged 4 SP:Iteration 28Q (1819.173372 sec): 3 clusters Score: Raw -135984.452794 + Penalty 5601.633587 = -130382.819208 nChanged 0 SP:Iteration 29F (1819.288045 sec): 3 clusters Score: Raw -135984.452794 + Penalty 5601.633587 = -130382.819208 nChanged 0 Iteration 20F (1820.341466 sec): 11 clusters Score: Raw -3281967.264470 + Penalty 39348.401417 = -3242618.863053 nChanged 714 Iteration 21Q (1821.138499 sec): 11 clusters Score: Raw -3282594.843601 + Penalty 39348.401417 = -3243246.442183 nChanged 444 Iteration 22Q (1822.024098 sec): 11 clusters Score: Raw -3282909.916937 + Penalty 39348.401417 = -3243561.515520 nChanged 369 Iteration 23Q (1822.821319 sec): 11 clusters Score: Raw -3283142.789907 + Penalty 39348.401417 = -3243794.388490 nChanged 311 Iteration 24Q (1823.647562 sec): 11 clusters Score: Raw -3283323.881740 + Penalty 39348.401417 = -3243975.480323 nChanged 276 Iteration 25Q (1824.421627 sec): 11 clusters Score: Raw -3283472.169404 + Penalty 39348.401417 = -3244123.767987 nChanged 232 Iteration 26Q (1825.177871 sec): 11 clusters Score: Raw -3283596.098449 + Penalty 39348.401417 = -3244247.697032 nChanged 193 Iteration 27Q (1825.967053 sec): 11 clusters Score: Raw -3283686.069251 + Penalty 39348.401417 = -3244337.667834 nChanged 160 Iteration 28Q (1826.770745 sec): 11 clusters Score: Raw -3283762.899419 + Penalty 39348.401417 = -3244414.498001 nChanged 147 Iteration 29Q (1827.615900 sec): 11 clusters Score: Raw -3283827.921482 + Penalty 39348.401417 = -3244479.520064 nChanged 131 Iteration 30Q (1828.375909 sec): 11 clusters Score: Raw -3283880.403035 + Penalty 39348.401417 = -3244532.001618 nChanged 132 Iteration 31Q (1829.136090 sec): 11 clusters Score: Raw -3283932.669835 + Penalty 39348.401417 = -3244584.268418 nChanged 108 Iteration 32Q (1829.941122 sec): 11 clusters Score: Raw -3283973.307335 + Penalty 39348.401417 = -3244624.905918 nChanged 104 Iteration 33Q (1830.694534 sec): 11 clusters Score: Raw -3284008.676066 + Penalty 39348.401417 = -3244660.274649 nChanged 84 Iteration 34Q (1831.530538 sec): 11 clusters Score: Raw -3284039.556929 + Penalty 39348.401417 = -3244691.155511 nChanged 66 Iteration 35Q (1832.304389 sec): 11 clusters Score: Raw -3284060.812213 + Penalty 39348.401417 = -3244712.410795 nChanged 60 Iteration 36Q (1833.078846 sec): 11 clusters Score: Raw -3284081.511772 + Penalty 39348.401417 = -3244733.110355 nChanged 52 Iteration 37Q (1833.941798 sec): 11 clusters Score: Raw -3284102.830982 + Penalty 39348.401417 = -3244754.429565 nChanged 54 Iteration 38Q (1834.754350 sec): 11 clusters Score: Raw -3284118.173181 + Penalty 39348.401417 = -3244769.771763 nChanged 53 Iteration 39Q (1835.525898 sec): 11 clusters Score: Raw -3284136.317551 + Penalty 39348.401417 = -3244787.916134 nChanged 53 Iteration 40F (1836.536505 sec): 11 clusters Score: Raw -3284192.478181 + Penalty 39348.401417 = -3244844.076764 nChanged 73 Iteration 41Q (1837.347196 sec): 11 clusters Score: Raw -3284229.581721 + Penalty 39348.401417 = -3244881.180304 nChanged 72 Iteration 42Q (1838.205691 sec): 11 clusters Score: Raw -3284256.578284 + Penalty 39348.401417 = -3244908.176866 nChanged 61 Iteration 43Q (1838.993907 sec): 11 clusters Score: Raw -3284279.152014 + Penalty 39348.401417 = -3244930.750597 nChanged 62 Iteration 44Q (1839.784884 sec): 11 clusters Score: Raw -3284301.509942 + Penalty 39348.401417 = -3244953.108524 nChanged 49 Iteration 45Q (1840.582767 sec): 11 clusters Score: Raw -3284318.600584 + Penalty 39348.401417 = -3244970.199167 nChanged 43 Iteration 46Q (1841.391937 sec): 11 clusters Score: Raw -3284332.983158 + Penalty 39348.401417 = -3244984.581741 nChanged 43 Iteration 47Q (1842.144064 sec): 11 clusters Score: Raw -3284345.967680 + Penalty 39348.401417 = -3244997.566263 nChanged 42 Iteration 48Q (1842.949804 sec): 11 clusters Score: Raw -3284356.898006 + Penalty 39348.401417 = -3245008.496589 nChanged 39 Iteration 49Q (1843.829256 sec): 11 clusters Score: Raw -3284369.571310 + Penalty 39348.401417 = -3245021.169893 nChanged 41 Iteration 50Q (1844.603930 sec): 11 clusters Score: Raw -3284382.280075 + Penalty 39348.401417 = -3245033.878657 nChanged 43 Iteration 51Q (1845.410172 sec): 11 clusters Score: Raw -3284396.402258 + Penalty 39348.401417 = -3245048.000840 nChanged 42 Iteration 52Q (1846.203065 sec): 11 clusters Score: Raw -3284409.364742 + Penalty 39348.401417 = -3245060.963325 nChanged 35 Iteration 53Q (1847.013757 sec): 11 clusters Score: Raw -3284419.563363 + Penalty 39348.401417 = -3245071.161945 nChanged 29 Iteration 54Q (1847.849112 sec): 11 clusters Score: Raw -3284428.410769 + Penalty 39348.401417 = -3245080.009352 nChanged 28 Iteration 55Q (1848.629944 sec): 11 clusters Score: Raw -3284436.325107 + Penalty 39348.401417 = -3245087.923689 nChanged 30 Iteration 56Q (1849.420893 sec): 11 clusters Score: Raw -3284443.884693 + Penalty 39348.401417 = -3245095.483275 nChanged 17 Iteration 57Q (1850.171598 sec): 11 clusters Score: Raw -3284448.000415 + Penalty 39348.401417 = -3245099.598998 nChanged 18 Iteration 58Q (1851.008454 sec): 11 clusters Score: Raw -3284453.115392 + Penalty 39348.401417 = -3245104.713975 nChanged 23 Writing temp clu file Because OldScore, -3245099.598998, is greater than current (better) Score,-3245104.713975 Compute initial score before splitting: Score: Raw -3284453.115392 + Penalty 39348.401417 = -3245104.713975 Trying to split cluster 1 (11877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1851.139374 sec): 2 clusters Score: Raw -1044256.730524 + Penalty 3476.164023 = -1040780.566502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1851.295778 sec): 3 clusters Score: Raw -1038267.928261 + Penalty 6952.328046 = -1031315.600215 nChanged 4816 SP:Iteration 1F (1851.470099 sec): 3 clusters Score: Raw -1042067.556444 + Penalty 6952.328046 = -1035115.228398 nChanged 1321 SP:Iteration 2F (1851.639018 sec): 3 clusters Score: Raw -1043732.528646 + Penalty 6952.328046 = -1036780.200601 nChanged 1221 SP:Iteration 3F (1851.803880 sec): 3 clusters Score: Raw -1045087.996744 + Penalty 6952.328046 = -1038135.668698 nChanged 944 SP:Iteration 4F (1851.968693 sec): 3 clusters Score: Raw -1046026.855838 + Penalty 6952.328046 = -1039074.527792 nChanged 694 SP:Iteration 5F (1852.116833 sec): 3 clusters Score: Raw -1046642.397695 + Penalty 6952.328046 = -1039690.069649 nChanged 484 SP:Iteration 6Q (1852.259795 sec): 3 clusters Score: Raw -1047023.271198 + Penalty 6952.328046 = -1040070.943153 nChanged 339 SP:Iteration 7Q (1852.398853 sec): 3 clusters Score: Raw -1047294.794819 + Penalty 6952.328046 = -1040342.466773 nChanged 292 SP:Iteration 8Q (1852.521739 sec): 3 clusters Score: Raw -1047525.563960 + Penalty 6952.328046 = -1040573.235914 nChanged 272 SP:Iteration 9Q (1852.674694 sec): 3 clusters Score: Raw -1047768.237960 + Penalty 6952.328046 = -1040815.909914 nChanged 273 SP:Iteration 10Q (1852.827677 sec): 3 clusters Score: Raw -1047966.166748 + Penalty 6952.328046 = -1041013.838702 nChanged 214 SP:Iteration 11Q (1852.990290 sec): 3 clusters Score: Raw -1048113.962854 + Penalty 6952.328046 = -1041161.634808 nChanged 181 SP:Iteration 12Q (1853.110332 sec): 3 clusters Score: Raw -1048211.221611 + Penalty 6952.328046 = -1041258.893565 nChanged 154 SP:Iteration 13Q (1853.254980 sec): 3 clusters Score: Raw -1048281.811832 + Penalty 6952.328046 = -1041329.483786 nChanged 122 SP:Iteration 14Q (1853.393788 sec): 3 clusters Score: Raw -1048329.304924 + Penalty 6952.328046 = -1041376.976879 nChanged 96 SP:Iteration 15Q (1853.555726 sec): 3 clusters Score: Raw -1048364.459584 + Penalty 6952.328046 = -1041412.131539 nChanged 89 SP:Iteration 16Q (1853.700932 sec): 3 clusters Score: Raw -1048394.553011 + Penalty 6952.328046 = -1041442.224965 nChanged 65 SP:Iteration 17Q (1853.854769 sec): 3 clusters Score: Raw -1048420.144091 + Penalty 6952.328046 = -1041467.816046 nChanged 67 SP:Iteration 18Q (1853.983707 sec): 3 clusters Score: Raw -1048442.968335 + Penalty 6952.328046 = -1041490.640290 nChanged 63 SP:Iteration 19Q (1854.128772 sec): 3 clusters Score: Raw -1048463.567964 + Penalty 6952.328046 = -1041511.239918 nChanged 54 SP:Iteration 20F (1854.281010 sec): 3 clusters Score: Raw -1048482.933767 + Penalty 6952.328046 = -1041530.605721 nChanged 53 SP:Iteration 21Q (1854.420704 sec): 3 clusters Score: Raw -1048502.610830 + Penalty 6952.328046 = -1041550.282784 nChanged 69 SP:Iteration 22Q (1854.562131 sec): 3 clusters Score: Raw -1048529.919507 + Penalty 6952.328046 = -1041577.591462 nChanged 70 SP:Iteration 23Q (1854.695978 sec): 3 clusters Score: Raw -1048568.507955 + Penalty 6952.328046 = -1041616.179909 nChanged 88 SP:Iteration 24Q (1854.864029 sec): 3 clusters Score: Raw -1048622.090537 + Penalty 6952.328046 = -1041669.762491 nChanged 104 SP:Iteration 25Q (1855.014960 sec): 3 clusters Score: Raw -1048674.575176 + Penalty 6952.328046 = -1041722.247130 nChanged 77 SP:Iteration 26Q (1855.153129 sec): 3 clusters Score: Raw -1048711.974169 + Penalty 6952.328046 = -1041759.646124 nChanged 78 SP:Iteration 27Q (1855.297964 sec): 3 clusters Score: Raw -1048748.420641 + Penalty 6952.328046 = -1041796.092596 nChanged 64 SP:Iteration 28Q (1855.422324 sec): 3 clusters Score: Raw -1048774.727039 + Penalty 6952.328046 = -1041822.398994 nChanged 49 SP:Iteration 29Q (1855.599455 sec): 3 clusters Score: Raw -1048789.106428 + Penalty 6952.328046 = -1041836.778382 nChanged 33 SP:Iteration 30Q (1855.752667 sec): 3 clusters Score: Raw -1048795.770137 + Penalty 6952.328046 = -1041843.442092 nChanged 22 SP:Iteration 31Q (1855.906883 sec): 3 clusters Score: Raw -1048799.879972 + Penalty 6952.328046 = -1041847.551926 nChanged 14 SP:Iteration 32Q (1856.053597 sec): 3 clusters Score: Raw -1048802.960985 + Penalty 6952.328046 = -1041850.632940 nChanged 12 SP:Iteration 33Q (1856.210275 sec): 3 clusters Score: Raw -1048804.520502 + Penalty 6952.328046 = -1041852.192457 nChanged 9 SP:Iteration 34Q (1856.357367 sec): 3 clusters Score: Raw -1048805.892147 + Penalty 6952.328046 = -1041853.564102 nChanged 10 SP:Iteration 35Q (1856.507999 sec): 3 clusters Score: Raw -1048807.443780 + Penalty 6952.328046 = -1041855.115735 nChanged 2 SP:Iteration 36Q (1856.659846 sec): 3 clusters Score: Raw -1048807.833080 + Penalty 6952.328046 = -1041855.505034 nChanged 1 SP:Iteration 37Q (1856.812419 sec): 3 clusters Score: Raw -1048808.011034 + Penalty 6952.328046 = -1041855.682989 nChanged 1 SP:Iteration 38Q (1856.963579 sec): 3 clusters Score: Raw -1048808.103092 + Penalty 6952.328046 = -1041855.775047 nChanged 1 SP:Iteration 39Q (1857.114538 sec): 3 clusters Score: Raw -1048808.243149 + Penalty 6952.328046 = -1041855.915103 nChanged 0 SP:Iteration 40F (1857.250540 sec): 3 clusters Score: Raw -1048808.243149 + Penalty 6952.328046 = -1041855.915103 nChanged 0 Score: Raw -3289009.934580 + Penalty 43283.241559 = -3245726.693021 Splitting cluster 1 changes total score from -3245104.713975 to -3245726.693021 So it's getting split into cluster 11. Trying to split cluster 2 (4902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1858.464049 sec): 2 clusters Score: Raw -408434.818443 + Penalty 3148.286168 = -405286.532275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1858.587229 sec): 3 clusters Score: Raw -406391.335952 + Penalty 6296.572336 = -400094.763616 nChanged 1736 SP:Iteration 1F (1858.696552 sec): 3 clusters Score: Raw -407705.635846 + Penalty 6296.572336 = -401409.063510 nChanged 449 SP:Iteration 2F (1858.819838 sec): 3 clusters Score: Raw -408269.517769 + Penalty 6296.572336 = -401972.945433 nChanged 371 SP:Iteration 3F (1858.968849 sec): 3 clusters Score: Raw -408767.677054 + Penalty 6296.572336 = -402471.104718 nChanged 334 SP:Iteration 4F (1859.108951 sec): 3 clusters Score: Raw -409239.707950 + Penalty 6296.572336 = -402943.135614 nChanged 331 SP:Iteration 5F (1859.201965 sec): 3 clusters Score: Raw -409667.684644 + Penalty 6296.572336 = -403371.112308 nChanged 267 SP:Iteration 6F (1859.342434 sec): 3 clusters Score: Raw -409964.221160 + Penalty 6296.572336 = -403667.648824 nChanged 202 SP:Iteration 7Q (1859.469433 sec): 3 clusters Score: Raw -410170.459944 + Penalty 6296.572336 = -403873.887608 nChanged 143 SP:Iteration 8Q (1859.598852 sec): 3 clusters Score: Raw -410311.085727 + Penalty 6296.572336 = -404014.513391 nChanged 107 SP:Iteration 9Q (1859.699410 sec): 3 clusters Score: Raw -410403.221825 + Penalty 6296.572336 = -404106.649489 nChanged 85 SP:Iteration 10Q (1859.837561 sec): 3 clusters Score: Raw -410475.611454 + Penalty 6296.572336 = -404179.039118 nChanged 77 SP:Iteration 11Q (1859.958338 sec): 3 clusters Score: Raw -410536.760022 + Penalty 6296.572336 = -404240.187686 nChanged 62 SP:Iteration 12Q (1860.072262 sec): 3 clusters Score: Raw -410594.739315 + Penalty 6296.572336 = -404298.166979 nChanged 55 SP:Iteration 13Q (1860.209412 sec): 3 clusters Score: Raw -410639.281255 + Penalty 6296.572336 = -404342.708919 nChanged 38 SP:Iteration 14Q (1860.317584 sec): 3 clusters Score: Raw -410661.558028 + Penalty 6296.572336 = -404364.985692 nChanged 21 SP:Iteration 15Q (1860.462189 sec): 3 clusters Score: Raw -410672.248713 + Penalty 6296.572336 = -404375.676377 nChanged 9 SP:Iteration 16Q (1860.607431 sec): 3 clusters Score: Raw -410676.911793 + Penalty 6296.572336 = -404380.339457 nChanged 10 SP:Iteration 17Q (1860.743805 sec): 3 clusters Score: Raw -410681.361289 + Penalty 6296.572336 = -404384.788953 nChanged 2 SP:Iteration 18Q (1860.865811 sec): 3 clusters Score: Raw -410682.715255 + Penalty 6296.572336 = -404386.142919 nChanged 5 SP:Iteration 19Q (1860.990686 sec): 3 clusters Score: Raw -410686.029768 + Penalty 6296.572336 = -404389.457432 nChanged 4 SP:Iteration 20F (1861.133919 sec): 3 clusters Score: Raw -410688.248979 + Penalty 6296.572336 = -404391.676643 nChanged 5 SP:Iteration 21Q (1861.245599 sec): 3 clusters Score: Raw -410691.407121 + Penalty 6296.572336 = -404394.834785 nChanged 5 SP:Iteration 22Q (1861.402097 sec): 3 clusters Score: Raw -410693.424475 + Penalty 6296.572336 = -404396.852139 nChanged 2 SP:Iteration 23Q (1861.499964 sec): 3 clusters Score: Raw -410694.322615 + Penalty 6296.572336 = -404397.750279 nChanged 2 SP:Iteration 24Q (1861.648729 sec): 3 clusters Score: Raw -410694.904638 + Penalty 6296.572336 = -404398.332302 nChanged 2 SP:Iteration 25Q (1861.745433 sec): 3 clusters Score: Raw -410695.467351 + Penalty 6296.572336 = -404398.895015 nChanged 0 SP:Iteration 26F (1861.889265 sec): 3 clusters Score: Raw -410695.467351 + Penalty 6296.572336 = -404398.895015 nChanged 0 Trying to split cluster 3 (2347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1861.958368 sec): 2 clusters Score: Raw -213986.573254 + Penalty 2875.410929 = -211111.162324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1862.099497 sec): 3 clusters Score: Raw -213239.287606 + Penalty 5750.821858 = -207488.465748 nChanged 681 SP:Iteration 1F (1862.210682 sec): 3 clusters Score: Raw -213778.897202 + Penalty 5750.821858 = -208028.075344 nChanged 163 SP:Iteration 2F (1862.325018 sec): 3 clusters Score: Raw -213955.433016 + Penalty 5750.821858 = -208204.611158 nChanged 93 SP:Iteration 3Q (1862.454818 sec): 3 clusters Score: Raw -214048.858117 + Penalty 5750.821858 = -208298.036259 nChanged 62 SP:Iteration 4Q (1862.560607 sec): 3 clusters Score: Raw -214117.510913 + Penalty 5750.821858 = -208366.689055 nChanged 49 SP:Iteration 5Q (1862.690961 sec): 3 clusters Score: Raw -214150.883026 + Penalty 5750.821858 = -208400.061167 nChanged 34 SP:Iteration 6Q (1862.804423 sec): 3 clusters Score: Raw -214178.271213 + Penalty 5750.821858 = -208427.449355 nChanged 25 SP:Iteration 7Q (1862.903364 sec): 3 clusters Score: Raw -214199.117659 + Penalty 5750.821858 = -208448.295801 nChanged 27 SP:Iteration 8Q (1863.017025 sec): 3 clusters Score: Raw -214224.812494 + Penalty 5750.821858 = -208473.990636 nChanged 28 SP:Iteration 9Q (1863.155682 sec): 3 clusters Score: Raw -214247.762693 + Penalty 5750.821858 = -208496.940835 nChanged 27 SP:Iteration 10Q (1863.248730 sec): 3 clusters Score: Raw -214273.762626 + Penalty 5750.821858 = -208522.940768 nChanged 27 SP:Iteration 11Q (1863.384255 sec): 3 clusters Score: Raw -214298.836766 + Penalty 5750.821858 = -208548.014908 nChanged 39 SP:Iteration 12Q (1863.504068 sec): 3 clusters Score: Raw -214339.064766 + Penalty 5750.821858 = -208588.242908 nChanged 35 SP:Iteration 13Q (1863.618817 sec): 3 clusters Score: Raw -214369.095304 + Penalty 5750.821858 = -208618.273446 nChanged 31 SP:Iteration 14Q (1863.719649 sec): 3 clusters Score: Raw -214390.547809 + Penalty 5750.821858 = -208639.725951 nChanged 25 SP:Iteration 15Q (1863.811815 sec): 3 clusters Score: Raw -214411.500366 + Penalty 5750.821858 = -208660.678507 nChanged 19 SP:Iteration 16Q (1863.950736 sec): 3 clusters Score: Raw -214425.292520 + Penalty 5750.821858 = -208674.470662 nChanged 22 SP:Iteration 17Q (1864.067225 sec): 3 clusters Score: Raw -214448.847008 + Penalty 5750.821858 = -208698.025150 nChanged 24 SP:Iteration 18Q (1864.158590 sec): 3 clusters Score: Raw -214469.668020 + Penalty 5750.821858 = -208718.846162 nChanged 23 SP:Iteration 19Q (1864.273064 sec): 3 clusters Score: Raw -214492.326483 + Penalty 5750.821858 = -208741.504625 nChanged 23 SP:Iteration 20F (1864.392100 sec): 3 clusters Score: Raw -214512.199460 + Penalty 5750.821858 = -208761.377602 nChanged 16 SP:Iteration 21Q (1864.529951 sec): 3 clusters Score: Raw -214531.804734 + Penalty 5750.821858 = -208780.982876 nChanged 16 SP:Iteration 22Q (1864.629775 sec): 3 clusters Score: Raw -214543.281444 + Penalty 5750.821858 = -208792.459586 nChanged 15 SP:Iteration 23Q (1864.752269 sec): 3 clusters Score: Raw -214556.673901 + Penalty 5750.821858 = -208805.852043 nChanged 11 SP:Iteration 24Q (1864.875490 sec): 3 clusters Score: Raw -214563.716513 + Penalty 5750.821858 = -208812.894655 nChanged 7 SP:Iteration 25Q (1864.987164 sec): 3 clusters Score: Raw -214567.458312 + Penalty 5750.821858 = -208816.636454 nChanged 8 SP:Iteration 26Q (1865.097205 sec): 3 clusters Score: Raw -214574.389801 + Penalty 5750.821858 = -208823.567943 nChanged 16 SP:Iteration 27Q (1865.207547 sec): 3 clusters Score: Raw -214587.563764 + Penalty 5750.821858 = -208836.741906 nChanged 17 SP:Iteration 28Q (1865.294481 sec): 3 clusters Score: Raw -214604.039617 + Penalty 5750.821858 = -208853.217759 nChanged 11 SP:Iteration 29Q (1865.415697 sec): 3 clusters Score: Raw -214614.419963 + Penalty 5750.821858 = -208863.598105 nChanged 12 SP:Iteration 30Q (1865.548593 sec): 3 clusters Score: Raw -214627.132805 + Penalty 5750.821858 = -208876.310947 nChanged 10 SP:Iteration 31Q (1865.686154 sec): 3 clusters Score: Raw -214639.472350 + Penalty 5750.821858 = -208888.650492 nChanged 11 SP:Iteration 32Q (1865.770514 sec): 3 clusters Score: Raw -214652.424367 + Penalty 5750.821858 = -208901.602509 nChanged 12 SP:Iteration 33Q (1865.901744 sec): 3 clusters Score: Raw -214664.426768 + Penalty 5750.821858 = -208913.604910 nChanged 11 SP:Iteration 34Q (1866.013230 sec): 3 clusters Score: Raw -214675.948268 + Penalty 5750.821858 = -208925.126410 nChanged 9 SP:Iteration 35Q (1866.114449 sec): 3 clusters Score: Raw -214687.248454 + Penalty 5750.821858 = -208936.426596 nChanged 11 SP:Iteration 36Q (1866.213661 sec): 3 clusters Score: Raw -214701.218194 + Penalty 5750.821858 = -208950.396336 nChanged 9 SP:Iteration 37Q (1866.358028 sec): 3 clusters Score: Raw -214708.793795 + Penalty 5750.821858 = -208957.971937 nChanged 3 SP:Iteration 38Q (1866.476317 sec): 3 clusters Score: Raw -214710.392021 + Penalty 5750.821858 = -208959.570163 nChanged 2 SP:Iteration 39Q (1866.600859 sec): 3 clusters Score: Raw -214711.463817 + Penalty 5750.821858 = -208960.641959 nChanged 1 SP:Iteration 40F (1866.717526 sec): 3 clusters Score: Raw -214712.291553 + Penalty 5750.821858 = -208961.469695 nChanged 3 SP:Iteration 41Q (1866.843012 sec): 3 clusters Score: Raw -214714.625496 + Penalty 5750.821858 = -208963.803638 nChanged 1 SP:Iteration 42Q (1866.949473 sec): 3 clusters Score: Raw -214715.542351 + Penalty 5750.821858 = -208964.720493 nChanged 2 SP:Iteration 43Q (1867.079874 sec): 3 clusters Score: Raw -214717.585925 + Penalty 5750.821858 = -208966.764067 nChanged 2 SP:Iteration 44Q (1867.203812 sec): 3 clusters Score: Raw -214719.435238 + Penalty 5750.821858 = -208968.613380 nChanged 3 SP:Iteration 45Q (1867.299760 sec): 3 clusters Score: Raw -214721.454168 + Penalty 5750.821858 = -208970.632309 nChanged 1 SP:Iteration 46Q (1867.421488 sec): 3 clusters Score: Raw -214722.576613 + Penalty 5750.821858 = -208971.754755 nChanged 0 SP:Iteration 47F (1867.569467 sec): 3 clusters Score: Raw -214722.576613 + Penalty 5750.821858 = -208971.754755 nChanged 0 Trying to split cluster 4 (1764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1867.630745 sec): 2 clusters Score: Raw -102449.640412 + Penalty 2769.613187 = -99680.027224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1867.739694 sec): 3 clusters Score: Raw -102170.123092 + Penalty 5539.226374 = -96630.896718 nChanged 519 SP:Iteration 1F (1867.862994 sec): 3 clusters Score: Raw -103125.715418 + Penalty 5539.226374 = -97586.489043 nChanged 193 SP:Iteration 2F (1867.964647 sec): 3 clusters Score: Raw -103563.350943 + Penalty 5539.226374 = -98024.124569 nChanged 118 SP:Iteration 3F (1868.082854 sec): 3 clusters Score: Raw -103818.352013 + Penalty 5539.226374 = -98279.125638 nChanged 65 SP:Iteration 4Q (1868.198115 sec): 3 clusters Score: Raw -103954.914724 + Penalty 5539.226374 = -98415.688349 nChanged 45 SP:Iteration 5Q (1868.323583 sec): 3 clusters Score: Raw -104050.163919 + Penalty 5539.226374 = -98510.937544 nChanged 38 SP:Iteration 6Q (1868.432499 sec): 3 clusters Score: Raw -104136.345791 + Penalty 5539.226374 = -98597.119416 nChanged 26 SP:Iteration 7Q (1868.525650 sec): 3 clusters Score: Raw -104178.799086 + Penalty 5539.226374 = -98639.572712 nChanged 15 SP:Iteration 8Q (1868.646093 sec): 3 clusters Score: Raw -104195.557320 + Penalty 5539.226374 = -98656.330945 nChanged 14 SP:Iteration 9Q (1868.776238 sec): 3 clusters Score: Raw -104212.400988 + Penalty 5539.226374 = -98673.174614 nChanged 13 SP:Iteration 10Q (1868.893731 sec): 3 clusters Score: Raw -104226.988599 + Penalty 5539.226374 = -98687.762225 nChanged 10 SP:Iteration 11Q (1869.008711 sec): 3 clusters Score: Raw -104237.510664 + Penalty 5539.226374 = -98698.284290 nChanged 2 SP:Iteration 12Q (1869.118485 sec): 3 clusters Score: Raw -104240.137754 + Penalty 5539.226374 = -98700.911379 nChanged 1 SP:Iteration 13Q (1869.237738 sec): 3 clusters Score: Raw -104241.641431 + Penalty 5539.226374 = -98702.415056 nChanged 0 SP:Iteration 14F (1869.361126 sec): 3 clusters Score: Raw -104241.641431 + Penalty 5539.226374 = -98702.415056 nChanged 0 Trying to split cluster 5 (3194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1869.452835 sec): 2 clusters Score: Raw -235986.881949 + Penalty 2989.575366 = -232997.306583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1869.570903 sec): 3 clusters Score: Raw -234781.730398 + Penalty 5979.150733 = -228802.579665 nChanged 1076 SP:Iteration 1F (1869.684562 sec): 3 clusters Score: Raw -235739.373705 + Penalty 5979.150733 = -229760.222972 nChanged 288 SP:Iteration 2F (1869.808726 sec): 3 clusters Score: Raw -236115.981507 + Penalty 5979.150733 = -230136.830775 nChanged 200 SP:Iteration 3F (1869.937398 sec): 3 clusters Score: Raw -236420.039948 + Penalty 5979.150733 = -230440.889215 nChanged 189 SP:Iteration 4F (1870.067549 sec): 3 clusters Score: Raw -236747.205378 + Penalty 5979.150733 = -230768.054645 nChanged 189 SP:Iteration 5F (1870.215862 sec): 3 clusters Score: Raw -237099.689125 + Penalty 5979.150733 = -231120.538393 nChanged 179 SP:Iteration 6F (1870.334984 sec): 3 clusters Score: Raw -237397.064838 + Penalty 5979.150733 = -231417.914105 nChanged 158 SP:Iteration 7Q (1870.464909 sec): 3 clusters Score: Raw -237683.194978 + Penalty 5979.150733 = -231704.044245 nChanged 142 SP:Iteration 8Q (1870.592722 sec): 3 clusters Score: Raw -237941.435644 + Penalty 5979.150733 = -231962.284911 nChanged 132 SP:Iteration 9Q (1870.701162 sec): 3 clusters Score: Raw -238151.026993 + Penalty 5979.150733 = -232171.876260 nChanged 98 SP:Iteration 10Q (1870.806253 sec): 3 clusters Score: Raw -238267.684556 + Penalty 5979.150733 = -232288.533823 nChanged 70 SP:Iteration 11Q (1870.929131 sec): 3 clusters Score: Raw -238343.217155 + Penalty 5979.150733 = -232364.066422 nChanged 36 SP:Iteration 12Q (1871.067359 sec): 3 clusters Score: Raw -238371.402212 + Penalty 5979.150733 = -232392.251480 nChanged 13 SP:Iteration 13Q (1871.197205 sec): 3 clusters Score: Raw -238380.140637 + Penalty 5979.150733 = -232400.989904 nChanged 10 SP:Iteration 14Q (1871.310138 sec): 3 clusters Score: Raw -238385.773453 + Penalty 5979.150733 = -232406.622720 nChanged 8 SP:Iteration 15Q (1871.409132 sec): 3 clusters Score: Raw -238393.974254 + Penalty 5979.150733 = -232414.823522 nChanged 9 SP:Iteration 16Q (1871.554463 sec): 3 clusters Score: Raw -238402.885483 + Penalty 5979.150733 = -232423.734750 nChanged 11 SP:Iteration 17Q (1871.669095 sec): 3 clusters Score: Raw -238410.002552 + Penalty 5979.150733 = -232430.851819 nChanged 4 SP:Iteration 18Q (1871.799989 sec): 3 clusters Score: Raw -238414.154890 + Penalty 5979.150733 = -232435.004157 nChanged 2 SP:Iteration 19Q (1871.910781 sec): 3 clusters Score: Raw -238414.829529 + Penalty 5979.150733 = -232435.678797 nChanged 1 SP:Iteration 20F (1872.010118 sec): 3 clusters Score: Raw -238415.238004 + Penalty 5979.150733 = -232436.087271 nChanged 1 SP:Iteration 21Q (1872.136567 sec): 3 clusters Score: Raw -238415.518316 + Penalty 5979.150733 = -232436.367584 nChanged 2 SP:Iteration 22Q (1872.269961 sec): 3 clusters Score: Raw -238416.314818 + Penalty 5979.150733 = -232437.164085 nChanged 0 SP:Iteration 23F (1872.392652 sec): 3 clusters Score: Raw -238416.314818 + Penalty 5979.150733 = -232437.164085 nChanged 0 Trying to split cluster 6 (4838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1872.451805 sec): 2 clusters Score: Raw -449401.916627 + Penalty 3143.417104 = -446258.499523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1872.601328 sec): 3 clusters Score: Raw -447313.165782 + Penalty 6286.834208 = -441026.331574 nChanged 1715 SP:Iteration 1F (1872.702410 sec): 3 clusters Score: Raw -448308.456567 + Penalty 6286.834208 = -442021.622359 nChanged 376 SP:Iteration 2F (1872.848848 sec): 3 clusters Score: Raw -448562.518888 + Penalty 6286.834208 = -442275.684680 nChanged 254 SP:Iteration 3F (1872.944035 sec): 3 clusters Score: Raw -448722.122345 + Penalty 6286.834208 = -442435.288137 nChanged 153 SP:Iteration 4Q (1873.067277 sec): 3 clusters Score: Raw -448811.691494 + Penalty 6286.834208 = -442524.857286 nChanged 112 SP:Iteration 5Q (1873.211127 sec): 3 clusters Score: Raw -448877.658595 + Penalty 6286.834208 = -442590.824386 nChanged 97 SP:Iteration 6Q (1873.333295 sec): 3 clusters Score: Raw -448935.930257 + Penalty 6286.834208 = -442649.096049 nChanged 80 SP:Iteration 7Q (1873.473225 sec): 3 clusters Score: Raw -448985.916876 + Penalty 6286.834208 = -442699.082668 nChanged 78 SP:Iteration 8Q (1873.599400 sec): 3 clusters Score: Raw -449030.524725 + Penalty 6286.834208 = -442743.690517 nChanged 72 SP:Iteration 9Q (1873.735012 sec): 3 clusters Score: Raw -449080.356260 + Penalty 6286.834208 = -442793.522052 nChanged 84 SP:Iteration 10Q (1873.844743 sec): 3 clusters Score: Raw -449132.701460 + Penalty 6286.834208 = -442845.867252 nChanged 91 SP:Iteration 11Q (1874.009409 sec): 3 clusters Score: Raw -449201.982765 + Penalty 6286.834208 = -442915.148557 nChanged 91 SP:Iteration 12Q (1874.141029 sec): 3 clusters Score: Raw -449262.132078 + Penalty 6286.834208 = -442975.297870 nChanged 96 SP:Iteration 13Q (1874.232765 sec): 3 clusters Score: Raw -449331.828090 + Penalty 6286.834208 = -443044.993882 nChanged 89 SP:Iteration 14Q (1874.381524 sec): 3 clusters Score: Raw -449394.558031 + Penalty 6286.834208 = -443107.723823 nChanged 99 SP:Iteration 15Q (1874.520624 sec): 3 clusters Score: Raw -449454.938051 + Penalty 6286.834208 = -443168.103843 nChanged 106 SP:Iteration 16Q (1874.622231 sec): 3 clusters Score: Raw -449525.774990 + Penalty 6286.834208 = -443238.940782 nChanged 97 SP:Iteration 17Q (1874.753128 sec): 3 clusters Score: Raw -449599.894645 + Penalty 6286.834208 = -443313.060436 nChanged 121 SP:Iteration 18Q (1874.896908 sec): 3 clusters Score: Raw -449681.429294 + Penalty 6286.834208 = -443394.595086 nChanged 98 SP:Iteration 19Q (1875.031335 sec): 3 clusters Score: Raw -449750.380549 + Penalty 6286.834208 = -443463.546341 nChanged 99 SP:Iteration 20F (1875.139180 sec): 3 clusters Score: Raw -449831.578789 + Penalty 6286.834208 = -443544.744580 nChanged 113 SP:Iteration 21Q (1875.254905 sec): 3 clusters Score: Raw -449922.475361 + Penalty 6286.834208 = -443635.641153 nChanged 113 SP:Iteration 22Q (1875.396959 sec): 3 clusters Score: Raw -450015.094107 + Penalty 6286.834208 = -443728.259899 nChanged 101 SP:Iteration 23Q (1875.510272 sec): 3 clusters Score: Raw -450093.813764 + Penalty 6286.834208 = -443806.979556 nChanged 98 SP:Iteration 24Q (1875.673970 sec): 3 clusters Score: Raw -450158.614807 + Penalty 6286.834208 = -443871.780599 nChanged 82 SP:Iteration 25Q (1875.769950 sec): 3 clusters Score: Raw -450205.105905 + Penalty 6286.834208 = -443918.271697 nChanged 63 SP:Iteration 26Q (1875.890135 sec): 3 clusters Score: Raw -450244.210893 + Penalty 6286.834208 = -443957.376685 nChanged 44 SP:Iteration 27Q (1876.021809 sec): 3 clusters Score: Raw -450272.396579 + Penalty 6286.834208 = -443985.562371 nChanged 40 SP:Iteration 28Q (1876.155404 sec): 3 clusters Score: Raw -450295.075460 + Penalty 6286.834208 = -444008.241252 nChanged 38 SP:Iteration 29Q (1876.264637 sec): 3 clusters Score: Raw -450315.850620 + Penalty 6286.834208 = -444029.016412 nChanged 33 SP:Iteration 30Q (1876.414029 sec): 3 clusters Score: Raw -450334.261438 + Penalty 6286.834208 = -444047.427230 nChanged 29 SP:Iteration 31Q (1876.517857 sec): 3 clusters Score: Raw -450349.377335 + Penalty 6286.834208 = -444062.543127 nChanged 38 SP:Iteration 32Q (1876.644307 sec): 3 clusters Score: Raw -450368.808589 + Penalty 6286.834208 = -444081.974381 nChanged 28 SP:Iteration 33Q (1876.798020 sec): 3 clusters Score: Raw -450383.829412 + Penalty 6286.834208 = -444096.995204 nChanged 21 SP:Iteration 34Q (1876.922774 sec): 3 clusters Score: Raw -450397.587013 + Penalty 6286.834208 = -444110.752805 nChanged 16 SP:Iteration 35Q (1877.027482 sec): 3 clusters Score: Raw -450406.018153 + Penalty 6286.834208 = -444119.183945 nChanged 19 SP:Iteration 36Q (1877.162309 sec): 3 clusters Score: Raw -450415.119240 + Penalty 6286.834208 = -444128.285032 nChanged 15 SP:Iteration 37Q (1877.290255 sec): 3 clusters Score: Raw -450423.073233 + Penalty 6286.834208 = -444136.239025 nChanged 12 SP:Iteration 38Q (1877.458937 sec): 3 clusters Score: Raw -450428.535273 + Penalty 6286.834208 = -444141.701065 nChanged 8 SP:Iteration 39Q (1877.582312 sec): 3 clusters Score: Raw -450431.437831 + Penalty 6286.834208 = -444144.603622 nChanged 5 SP:Iteration 40F (1877.691516 sec): 3 clusters Score: Raw -450432.955981 + Penalty 6286.834208 = -444146.121773 nChanged 5 SP:Iteration 41Q (1877.839284 sec): 3 clusters Score: Raw -450436.050500 + Penalty 6286.834208 = -444149.216292 nChanged 10 SP:Iteration 42Q (1877.939272 sec): 3 clusters Score: Raw -450440.385315 + Penalty 6286.834208 = -444153.551107 nChanged 4 SP:Iteration 43Q (1878.078116 sec): 3 clusters Score: Raw -450442.746653 + Penalty 6286.834208 = -444155.912445 nChanged 6 SP:Iteration 44Q (1878.193516 sec): 3 clusters Score: Raw -450445.807156 + Penalty 6286.834208 = -444158.972947 nChanged 7 SP:Iteration 45Q (1878.298478 sec): 3 clusters Score: Raw -450448.536783 + Penalty 6286.834208 = -444161.702575 nChanged 4 SP:Iteration 46Q (1878.424453 sec): 3 clusters Score: Raw -450449.932067 + Penalty 6286.834208 = -444163.097859 nChanged 2 SP:Iteration 47Q (1878.588699 sec): 3 clusters Score: Raw -450451.783898 + Penalty 6286.834208 = -444164.949690 nChanged 3 SP:Iteration 48Q (1878.710027 sec): 3 clusters Score: Raw -450453.119715 + Penalty 6286.834208 = -444166.285507 nChanged 1 SP:Iteration 49Q (1878.831784 sec): 3 clusters Score: Raw -450454.114435 + Penalty 6286.834208 = -444167.280227 nChanged 3 SP:Iteration 50Q (1878.951782 sec): 3 clusters Score: Raw -450455.063388 + Penalty 6286.834208 = -444168.229179 nChanged 1 SP:Iteration 51Q (1879.087502 sec): 3 clusters Score: Raw -450456.036671 + Penalty 6286.834208 = -444169.202463 nChanged 4 SP:Iteration 52Q (1879.220226 sec): 3 clusters Score: Raw -450458.815037 + Penalty 6286.834208 = -444171.980829 nChanged 3 SP:Iteration 53Q (1879.348677 sec): 3 clusters Score: Raw -450460.456153 + Penalty 6286.834208 = -444173.621945 nChanged 7 SP:Iteration 54Q (1879.469519 sec): 3 clusters Score: Raw -450463.613066 + Penalty 6286.834208 = -444176.778858 nChanged 4 SP:Iteration 55Q (1879.601440 sec): 3 clusters Score: Raw -450465.412351 + Penalty 6286.834208 = -444178.578143 nChanged 5 SP:Iteration 56Q (1879.707329 sec): 3 clusters Score: Raw -450468.046304 + Penalty 6286.834208 = -444181.212095 nChanged 4 SP:Iteration 57Q (1879.859176 sec): 3 clusters Score: Raw -450469.638113 + Penalty 6286.834208 = -444182.803905 nChanged 0 SP:Iteration 58F (1879.970971 sec): 3 clusters Score: Raw -450469.638113 + Penalty 6286.834208 = -444182.803905 nChanged 0 Trying to split cluster 7 (4575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1880.048648 sec): 2 clusters Score: Raw -325207.155832 + Penalty 3122.708113 = -322084.447720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1880.144775 sec): 3 clusters Score: Raw -323223.752861 + Penalty 6245.416225 = -316978.336636 nChanged 1631 SP:Iteration 1F (1880.276533 sec): 3 clusters Score: Raw -324383.804211 + Penalty 6245.416225 = -318138.387986 nChanged 452 SP:Iteration 2F (1880.417802 sec): 3 clusters Score: Raw -324917.601069 + Penalty 6245.416225 = -318672.184843 nChanged 341 SP:Iteration 3F (1880.522984 sec): 3 clusters Score: Raw -325324.761939 + Penalty 6245.416225 = -319079.345714 nChanged 291 SP:Iteration 4F (1880.676122 sec): 3 clusters Score: Raw -325683.914255 + Penalty 6245.416225 = -319438.498030 nChanged 227 SP:Iteration 5Q (1880.805746 sec): 3 clusters Score: Raw -326004.419536 + Penalty 6245.416225 = -319759.003311 nChanged 219 SP:Iteration 6Q (1880.937122 sec): 3 clusters Score: Raw -326316.888267 + Penalty 6245.416225 = -320071.472042 nChanged 223 SP:Iteration 7Q (1881.053996 sec): 3 clusters Score: Raw -326671.815908 + Penalty 6245.416225 = -320426.399683 nChanged 206 SP:Iteration 8Q (1881.159792 sec): 3 clusters Score: Raw -326933.989433 + Penalty 6245.416225 = -320688.573207 nChanged 142 SP:Iteration 9Q (1881.306381 sec): 3 clusters Score: Raw -327094.600318 + Penalty 6245.416225 = -320849.184092 nChanged 128 SP:Iteration 10Q (1881.428065 sec): 3 clusters Score: Raw -327223.340511 + Penalty 6245.416225 = -320977.924286 nChanged 108 SP:Iteration 11Q (1881.548050 sec): 3 clusters Score: Raw -327319.593158 + Penalty 6245.416225 = -321074.176933 nChanged 86 SP:Iteration 12Q (1881.667324 sec): 3 clusters Score: Raw -327398.039374 + Penalty 6245.416225 = -321152.623148 nChanged 76 SP:Iteration 13Q (1881.795464 sec): 3 clusters Score: Raw -327464.302196 + Penalty 6245.416225 = -321218.885970 nChanged 59 SP:Iteration 14Q (1881.903790 sec): 3 clusters Score: Raw -327505.365792 + Penalty 6245.416225 = -321259.949567 nChanged 48 SP:Iteration 15Q (1882.050122 sec): 3 clusters Score: Raw -327534.943670 + Penalty 6245.416225 = -321289.527444 nChanged 43 SP:Iteration 16Q (1882.169430 sec): 3 clusters Score: Raw -327562.226426 + Penalty 6245.416225 = -321316.810200 nChanged 37 SP:Iteration 17Q (1882.316642 sec): 3 clusters Score: Raw -327591.483668 + Penalty 6245.416225 = -321346.067443 nChanged 32 SP:Iteration 18Q (1882.435117 sec): 3 clusters Score: Raw -327610.987134 + Penalty 6245.416225 = -321365.570909 nChanged 24 SP:Iteration 19Q (1882.550364 sec): 3 clusters Score: Raw -327626.365325 + Penalty 6245.416225 = -321380.949100 nChanged 22 SP:Iteration 20F (1882.661759 sec): 3 clusters Score: Raw -327638.618188 + Penalty 6245.416225 = -321393.201962 nChanged 16 SP:Iteration 21Q (1882.794263 sec): 3 clusters Score: Raw -327648.771383 + Penalty 6245.416225 = -321403.355157 nChanged 17 SP:Iteration 22Q (1882.931152 sec): 3 clusters Score: Raw -327657.486133 + Penalty 6245.416225 = -321412.069908 nChanged 14 SP:Iteration 23Q (1883.050612 sec): 3 clusters Score: Raw -327664.647051 + Penalty 6245.416225 = -321419.230825 nChanged 13 SP:Iteration 24Q (1883.151180 sec): 3 clusters Score: Raw -327670.203734 + Penalty 6245.416225 = -321424.787508 nChanged 8 SP:Iteration 25Q (1883.283491 sec): 3 clusters Score: Raw -327673.173163 + Penalty 6245.416225 = -321427.756937 nChanged 5 SP:Iteration 26Q (1883.422379 sec): 3 clusters Score: Raw -327675.763800 + Penalty 6245.416225 = -321430.347574 nChanged 7 SP:Iteration 27Q (1883.535504 sec): 3 clusters Score: Raw -327677.859087 + Penalty 6245.416225 = -321432.442861 nChanged 7 SP:Iteration 28Q (1883.662838 sec): 3 clusters Score: Raw -327680.734480 + Penalty 6245.416225 = -321435.318254 nChanged 8 SP:Iteration 29Q (1883.767148 sec): 3 clusters Score: Raw -327684.693151 + Penalty 6245.416225 = -321439.276926 nChanged 10 SP:Iteration 30Q (1883.915673 sec): 3 clusters Score: Raw -327689.137403 + Penalty 6245.416225 = -321443.721178 nChanged 9 SP:Iteration 31Q (1884.010463 sec): 3 clusters Score: Raw -327693.548303 + Penalty 6245.416225 = -321448.132077 nChanged 3 SP:Iteration 32Q (1884.133621 sec): 3 clusters Score: Raw -327694.317457 + Penalty 6245.416225 = -321448.901232 nChanged 0 SP:Iteration 33F (1884.290834 sec): 3 clusters Score: Raw -327694.317457 + Penalty 6245.416225 = -321448.901232 nChanged 0 Trying to split cluster 8 (4336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1884.359167 sec): 2 clusters Score: Raw -350218.615323 + Penalty 3102.829145 = -347115.786178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1884.485774 sec): 3 clusters Score: Raw -348391.364165 + Penalty 6205.658289 = -342185.705876 nChanged 1503 SP:Iteration 1F (1884.607617 sec): 3 clusters Score: Raw -349386.065630 + Penalty 6205.658289 = -343180.407341 nChanged 362 SP:Iteration 2F (1884.732467 sec): 3 clusters Score: Raw -349714.772013 + Penalty 6205.658289 = -343509.113723 nChanged 267 SP:Iteration 3F (1884.855649 sec): 3 clusters Score: Raw -349975.515352 + Penalty 6205.658289 = -343769.857062 nChanged 230 SP:Iteration 4F (1884.986744 sec): 3 clusters Score: Raw -350208.240059 + Penalty 6205.658289 = -344002.581770 nChanged 184 SP:Iteration 5Q (1885.117296 sec): 3 clusters Score: Raw -350443.501321 + Penalty 6205.658289 = -344237.843031 nChanged 182 SP:Iteration 6Q (1885.243613 sec): 3 clusters Score: Raw -350657.426704 + Penalty 6205.658289 = -344451.768414 nChanged 196 SP:Iteration 7Q (1885.369418 sec): 3 clusters Score: Raw -350887.223529 + Penalty 6205.658289 = -344681.565240 nChanged 184 SP:Iteration 8Q (1885.465685 sec): 3 clusters Score: Raw -351076.311018 + Penalty 6205.658289 = -344870.652729 nChanged 157 SP:Iteration 9Q (1885.619166 sec): 3 clusters Score: Raw -351278.438425 + Penalty 6205.658289 = -345072.780135 nChanged 161 SP:Iteration 10Q (1885.708901 sec): 3 clusters Score: Raw -351485.319888 + Penalty 6205.658289 = -345279.661598 nChanged 152 SP:Iteration 11Q (1885.834817 sec): 3 clusters Score: Raw -351668.893233 + Penalty 6205.658289 = -345463.234944 nChanged 144 SP:Iteration 12Q (1885.968005 sec): 3 clusters Score: Raw -351843.790993 + Penalty 6205.658289 = -345638.132703 nChanged 133 SP:Iteration 13Q (1886.067389 sec): 3 clusters Score: Raw -352008.160002 + Penalty 6205.658289 = -345802.501712 nChanged 113 SP:Iteration 14Q (1886.193050 sec): 3 clusters Score: Raw -352145.383120 + Penalty 6205.658289 = -345939.724831 nChanged 83 SP:Iteration 15Q (1886.316602 sec): 3 clusters Score: Raw -352243.457862 + Penalty 6205.658289 = -346037.799572 nChanged 67 SP:Iteration 16Q (1886.432692 sec): 3 clusters Score: Raw -352317.043662 + Penalty 6205.658289 = -346111.385373 nChanged 60 SP:Iteration 17Q (1886.553746 sec): 3 clusters Score: Raw -352368.245633 + Penalty 6205.658289 = -346162.587344 nChanged 42 SP:Iteration 18Q (1886.694951 sec): 3 clusters Score: Raw -352405.420141 + Penalty 6205.658289 = -346199.761852 nChanged 35 SP:Iteration 19Q (1886.822784 sec): 3 clusters Score: Raw -352435.596450 + Penalty 6205.658289 = -346229.938160 nChanged 26 SP:Iteration 20F (1886.938326 sec): 3 clusters Score: Raw -352454.529706 + Penalty 6205.658289 = -346248.871416 nChanged 26 SP:Iteration 21Q (1887.045410 sec): 3 clusters Score: Raw -352471.296258 + Penalty 6205.658289 = -346265.637968 nChanged 16 SP:Iteration 22Q (1887.163952 sec): 3 clusters Score: Raw -352479.803539 + Penalty 6205.658289 = -346274.145250 nChanged 13 SP:Iteration 23Q (1887.279040 sec): 3 clusters Score: Raw -352486.886924 + Penalty 6205.658289 = -346281.228635 nChanged 19 SP:Iteration 24Q (1887.421481 sec): 3 clusters Score: Raw -352498.270893 + Penalty 6205.658289 = -346292.612604 nChanged 12 SP:Iteration 25Q (1887.565908 sec): 3 clusters Score: Raw -352505.381668 + Penalty 6205.658289 = -346299.723379 nChanged 14 SP:Iteration 26Q (1887.686979 sec): 3 clusters Score: Raw -352512.827930 + Penalty 6205.658289 = -346307.169641 nChanged 18 SP:Iteration 27Q (1887.776293 sec): 3 clusters Score: Raw -352523.195496 + Penalty 6205.658289 = -346317.537207 nChanged 15 SP:Iteration 28Q (1887.897811 sec): 3 clusters Score: Raw -352531.994462 + Penalty 6205.658289 = -346326.336172 nChanged 11 SP:Iteration 29Q (1888.026345 sec): 3 clusters Score: Raw -352538.404595 + Penalty 6205.658289 = -346332.746306 nChanged 11 SP:Iteration 30Q (1888.144129 sec): 3 clusters Score: Raw -352543.965352 + Penalty 6205.658289 = -346338.307063 nChanged 7 SP:Iteration 31Q (1888.301695 sec): 3 clusters Score: Raw -352546.540269 + Penalty 6205.658289 = -346340.881980 nChanged 2 SP:Iteration 32Q (1888.428921 sec): 3 clusters Score: Raw -352546.939727 + Penalty 6205.658289 = -346341.281438 nChanged 1 SP:Iteration 33Q (1888.540262 sec): 3 clusters Score: Raw -352547.800339 + Penalty 6205.658289 = -346342.142050 nChanged 4 SP:Iteration 34Q (1888.675187 sec): 3 clusters Score: Raw -352550.483106 + Penalty 6205.658289 = -346344.824817 nChanged 5 SP:Iteration 35Q (1888.805333 sec): 3 clusters Score: Raw -352552.095886 + Penalty 6205.658289 = -346346.437596 nChanged 3 SP:Iteration 36Q (1888.906788 sec): 3 clusters Score: Raw -352553.218487 + Penalty 6205.658289 = -346347.560197 nChanged 2 SP:Iteration 37Q (1889.032389 sec): 3 clusters Score: Raw -352554.245317 + Penalty 6205.658289 = -346348.587028 nChanged 4 SP:Iteration 38Q (1889.176892 sec): 3 clusters Score: Raw -352556.935856 + Penalty 6205.658289 = -346351.277566 nChanged 6 SP:Iteration 39Q (1889.310024 sec): 3 clusters Score: Raw -352559.415919 + Penalty 6205.658289 = -346353.757630 nChanged 2 SP:Iteration 40F (1889.433955 sec): 3 clusters Score: Raw -352560.139774 + Penalty 6205.658289 = -346354.481484 nChanged 2 SP:Iteration 41Q (1889.525463 sec): 3 clusters Score: Raw -352560.916745 + Penalty 6205.658289 = -346355.258456 nChanged 2 SP:Iteration 42Q (1889.648349 sec): 3 clusters Score: Raw -352561.999357 + Penalty 6205.658289 = -346356.341068 nChanged 3 SP:Iteration 43Q (1889.793156 sec): 3 clusters Score: Raw -352563.135839 + Penalty 6205.658289 = -346357.477549 nChanged 3 SP:Iteration 44Q (1889.926165 sec): 3 clusters Score: Raw -352563.928499 + Penalty 6205.658289 = -346358.270210 nChanged 2 SP:Iteration 45Q (1890.064888 sec): 3 clusters Score: Raw -352564.468668 + Penalty 6205.658289 = -346358.810379 nChanged 1 SP:Iteration 46Q (1890.196924 sec): 3 clusters Score: Raw -352564.982065 + Penalty 6205.658289 = -346359.323776 nChanged 4 SP:Iteration 47Q (1890.346133 sec): 3 clusters Score: Raw -352566.906515 + Penalty 6205.658289 = -346361.248226 nChanged 5 SP:Iteration 48Q (1890.450335 sec): 3 clusters Score: Raw -352569.596894 + Penalty 6205.658289 = -346363.938605 nChanged 7 SP:Iteration 49Q (1890.595735 sec): 3 clusters Score: Raw -352573.633461 + Penalty 6205.658289 = -346367.975172 nChanged 5 SP:Iteration 50Q (1890.734399 sec): 3 clusters Score: Raw -352576.087854 + Penalty 6205.658289 = -346370.429564 nChanged 2 SP:Iteration 51Q (1890.868814 sec): 3 clusters Score: Raw -352577.411625 + Penalty 6205.658289 = -346371.753336 nChanged 5 SP:Iteration 52Q (1890.990681 sec): 3 clusters Score: Raw -352580.201978 + Penalty 6205.658289 = -346374.543689 nChanged 5 SP:Iteration 53Q (1891.118907 sec): 3 clusters Score: Raw -352581.801960 + Penalty 6205.658289 = -346376.143670 nChanged 3 SP:Iteration 54Q (1891.230276 sec): 3 clusters Score: Raw -352583.172955 + Penalty 6205.658289 = -346377.514666 nChanged 4 SP:Iteration 55Q (1891.366952 sec): 3 clusters Score: Raw -352584.874451 + Penalty 6205.658289 = -346379.216162 nChanged 4 SP:Iteration 56Q (1891.490284 sec): 3 clusters Score: Raw -352587.456089 + Penalty 6205.658289 = -346381.797799 nChanged 5 SP:Iteration 57Q (1891.607239 sec): 3 clusters Score: Raw -352590.134046 + Penalty 6205.658289 = -346384.475757 nChanged 3 SP:Iteration 58Q (1891.748519 sec): 3 clusters Score: Raw -352592.006382 + Penalty 6205.658289 = -346386.348093 nChanged 6 SP:Iteration 59Q (1891.849921 sec): 3 clusters Score: Raw -352596.324852 + Penalty 6205.658289 = -346390.666562 nChanged 6 SP:Iteration 60F (1891.992516 sec): 3 clusters Score: Raw -352600.512774 + Penalty 6205.658289 = -346394.854484 nChanged 10 SP:Iteration 61Q (1892.107094 sec): 3 clusters Score: Raw -352606.553072 + Penalty 6205.658289 = -346400.894782 nChanged 10 SP:Iteration 62Q (1892.233605 sec): 3 clusters Score: Raw -352613.295326 + Penalty 6205.658289 = -346407.637037 nChanged 6 SP:Iteration 63Q (1892.369829 sec): 3 clusters Score: Raw -352617.945447 + Penalty 6205.658289 = -346412.287158 nChanged 9 SP:Iteration 64Q (1892.509498 sec): 3 clusters Score: Raw -352621.697002 + Penalty 6205.658289 = -346416.038713 nChanged 5 SP:Iteration 65Q (1892.610498 sec): 3 clusters Score: Raw -352623.964957 + Penalty 6205.658289 = -346418.306668 nChanged 6 SP:Iteration 66Q (1892.729602 sec): 3 clusters Score: Raw -352626.914941 + Penalty 6205.658289 = -346421.256652 nChanged 2 SP:Iteration 67Q (1892.862860 sec): 3 clusters Score: Raw -352627.453226 + Penalty 6205.658289 = -346421.794937 nChanged 1 SP:Iteration 68Q (1892.993979 sec): 3 clusters Score: Raw -352628.344758 + Penalty 6205.658289 = -346422.686469 nChanged 4 SP:Iteration 69Q (1893.110057 sec): 3 clusters Score: Raw -352630.711048 + Penalty 6205.658289 = -346425.052758 nChanged 4 SP:Iteration 70Q (1893.227475 sec): 3 clusters Score: Raw -352632.649346 + Penalty 6205.658289 = -346426.991056 nChanged 5 SP:Iteration 71Q (1893.349912 sec): 3 clusters Score: Raw -352635.361029 + Penalty 6205.658289 = -346429.702739 nChanged 6 SP:Iteration 72Q (1893.473327 sec): 3 clusters Score: Raw -352638.035556 + Penalty 6205.658289 = -346432.377266 nChanged 8 SP:Iteration 73Q (1893.582897 sec): 3 clusters Score: Raw -352642.754977 + Penalty 6205.658289 = -346437.096688 nChanged 6 SP:Iteration 74Q (1893.731360 sec): 3 clusters Score: Raw -352645.635296 + Penalty 6205.658289 = -346439.977007 nChanged 6 SP:Iteration 75Q (1893.830337 sec): 3 clusters Score: Raw -352647.971591 + Penalty 6205.658289 = -346442.313302 nChanged 9 SP:Iteration 76Q (1893.972716 sec): 3 clusters Score: Raw -352652.519589 + Penalty 6205.658289 = -346446.861299 nChanged 8 SP:Iteration 77Q (1894.071499 sec): 3 clusters Score: Raw -352657.346987 + Penalty 6205.658289 = -346451.688698 nChanged 10 SP:Iteration 78Q (1894.223077 sec): 3 clusters Score: Raw -352661.275411 + Penalty 6205.658289 = -346455.617121 nChanged 4 SP:Iteration 79Q (1894.328717 sec): 3 clusters Score: Raw -352663.724249 + Penalty 6205.658289 = -346458.065960 nChanged 2 SP:Iteration 80F (1894.449460 sec): 3 clusters Score: Raw -352664.443848 + Penalty 6205.658289 = -346458.785559 nChanged 2 SP:Iteration 81Q (1894.567321 sec): 3 clusters Score: Raw -352665.215254 + Penalty 6205.658289 = -346459.556965 nChanged 2 SP:Iteration 82Q (1894.687152 sec): 3 clusters Score: Raw -352666.065233 + Penalty 6205.658289 = -346460.406943 nChanged 4 SP:Iteration 83Q (1894.830432 sec): 3 clusters Score: Raw -352667.787329 + Penalty 6205.658289 = -346462.129040 nChanged 6 SP:Iteration 84Q (1894.936619 sec): 3 clusters Score: Raw -352670.161494 + Penalty 6205.658289 = -346464.503205 nChanged 6 SP:Iteration 85Q (1895.067427 sec): 3 clusters Score: Raw -352673.218085 + Penalty 6205.658289 = -346467.559796 nChanged 6 SP:Iteration 86Q (1895.157784 sec): 3 clusters Score: Raw -352675.953247 + Penalty 6205.658289 = -346470.294957 nChanged 5 SP:Iteration 87Q (1895.304152 sec): 3 clusters Score: Raw -352677.427471 + Penalty 6205.658289 = -346471.769182 nChanged 3 SP:Iteration 88Q (1895.402643 sec): 3 clusters Score: Raw -352678.753105 + Penalty 6205.658289 = -346473.094816 nChanged 2 SP:Iteration 89Q (1895.545563 sec): 3 clusters Score: Raw -352679.472994 + Penalty 6205.658289 = -346473.814705 nChanged 1 SP:Iteration 90Q (1895.645994 sec): 3 clusters Score: Raw -352680.651384 + Penalty 6205.658289 = -346474.993094 nChanged 1 SP:Iteration 91Q (1895.765279 sec): 3 clusters Score: Raw -352681.220453 + Penalty 6205.658289 = -346475.562164 nChanged 0 SP:Iteration 92F (1895.896881 sec): 3 clusters Score: Raw -352681.220453 + Penalty 6205.658289 = -346475.562164 nChanged 0 Trying to split cluster 9 (1652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1895.962158 sec): 2 clusters Score: Raw -114809.780249 + Penalty 2745.309394 = -112064.470855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1896.081993 sec): 3 clusters Score: Raw -114457.190785 + Penalty 5490.618788 = -108966.571997 nChanged 444 SP:Iteration 1F (1896.190827 sec): 3 clusters Score: Raw -115062.808073 + Penalty 5490.618788 = -109572.189285 nChanged 133 SP:Iteration 2F (1896.307457 sec): 3 clusters Score: Raw -115283.237265 + Penalty 5490.618788 = -109792.618477 nChanged 88 SP:Iteration 3F (1896.423130 sec): 3 clusters Score: Raw -115483.813255 + Penalty 5490.618788 = -109993.194467 nChanged 71 SP:Iteration 4Q (1896.527868 sec): 3 clusters Score: Raw -115656.012740 + Penalty 5490.618788 = -110165.393952 nChanged 58 SP:Iteration 5Q (1896.623108 sec): 3 clusters Score: Raw -115818.161339 + Penalty 5490.618788 = -110327.542551 nChanged 65 SP:Iteration 6Q (1896.770424 sec): 3 clusters Score: Raw -115965.088195 + Penalty 5490.618788 = -110474.469407 nChanged 47 SP:Iteration 7Q (1896.881589 sec): 3 clusters Score: Raw -116052.488016 + Penalty 5490.618788 = -110561.869228 nChanged 39 SP:Iteration 8Q (1897.001243 sec): 3 clusters Score: Raw -116121.171564 + Penalty 5490.618788 = -110630.552776 nChanged 34 SP:Iteration 9Q (1897.082040 sec): 3 clusters Score: Raw -116171.836017 + Penalty 5490.618788 = -110681.217229 nChanged 38 SP:Iteration 10Q (1897.231380 sec): 3 clusters Score: Raw -116242.060061 + Penalty 5490.618788 = -110751.441273 nChanged 38 SP:Iteration 11Q (1897.322018 sec): 3 clusters Score: Raw -116292.984552 + Penalty 5490.618788 = -110802.365764 nChanged 23 SP:Iteration 12Q (1897.491909 sec): 3 clusters Score: Raw -116326.262294 + Penalty 5490.618788 = -110835.643506 nChanged 19 SP:Iteration 13Q (1897.585552 sec): 3 clusters Score: Raw -116350.144367 + Penalty 5490.618788 = -110859.525579 nChanged 14 SP:Iteration 14Q (1897.706376 sec): 3 clusters Score: Raw -116369.608389 + Penalty 5490.618788 = -110878.989601 nChanged 15 SP:Iteration 15Q (1897.822158 sec): 3 clusters Score: Raw -116393.364650 + Penalty 5490.618788 = -110902.745862 nChanged 10 SP:Iteration 16Q (1897.931725 sec): 3 clusters Score: Raw -116412.693251 + Penalty 5490.618788 = -110922.074463 nChanged 8 SP:Iteration 17Q (1898.067047 sec): 3 clusters Score: Raw -116442.417694 + Penalty 5490.618788 = -110951.798906 nChanged 13 SP:Iteration 18Q (1898.180610 sec): 3 clusters Score: Raw -116459.313223 + Penalty 5490.618788 = -110968.694435 nChanged 12 SP:Iteration 19Q (1898.295169 sec): 3 clusters Score: Raw -116476.418443 + Penalty 5490.618788 = -110985.799655 nChanged 11 SP:Iteration 20F (1898.411013 sec): 3 clusters Score: Raw -116490.910425 + Penalty 5490.618788 = -111000.291637 nChanged 8 SP:Iteration 21Q (1898.524683 sec): 3 clusters Score: Raw -116502.533513 + Penalty 5490.618788 = -111011.914725 nChanged 9 SP:Iteration 22Q (1898.640857 sec): 3 clusters Score: Raw -116516.106141 + Penalty 5490.618788 = -111025.487353 nChanged 8 SP:Iteration 23Q (1898.756126 sec): 3 clusters Score: Raw -116526.150075 + Penalty 5490.618788 = -111035.531287 nChanged 10 SP:Iteration 24Q (1898.861254 sec): 3 clusters Score: Raw -116539.151579 + Penalty 5490.618788 = -111048.532792 nChanged 8 SP:Iteration 25Q (1898.983118 sec): 3 clusters Score: Raw -116549.017245 + Penalty 5490.618788 = -111058.398457 nChanged 2 SP:Iteration 26Q (1899.092951 sec): 3 clusters Score: Raw -116552.720107 + Penalty 5490.618788 = -111062.101319 nChanged 1 SP:Iteration 27Q (1899.216809 sec): 3 clusters Score: Raw -116553.497648 + Penalty 5490.618788 = -111062.878860 nChanged 2 SP:Iteration 28Q (1899.330006 sec): 3 clusters Score: Raw -116555.402499 + Penalty 5490.618788 = -111064.783711 nChanged 1 SP:Iteration 29Q (1899.444028 sec): 3 clusters Score: Raw -116556.276918 + Penalty 5490.618788 = -111065.658130 nChanged 0 SP:Iteration 30F (1899.565379 sec): 3 clusters Score: Raw -116556.276918 + Penalty 5490.618788 = -111065.658130 nChanged 0 Trying to split cluster 10 (1473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1899.616157 sec): 2 clusters Score: Raw -125536.547385 + Penalty 2702.818402 = -122833.728983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1899.732627 sec): 3 clusters Score: Raw -125210.559603 + Penalty 5405.636805 = -119804.922799 nChanged 377 SP:Iteration 1F (1899.876681 sec): 3 clusters Score: Raw -125651.377517 + Penalty 5405.636805 = -120245.740712 nChanged 88 SP:Iteration 2F (1899.987301 sec): 3 clusters Score: Raw -125771.752143 + Penalty 5405.636805 = -120366.115339 nChanged 53 SP:Iteration 3Q (1900.145416 sec): 3 clusters Score: Raw -125850.271339 + Penalty 5405.636805 = -120444.634535 nChanged 38 SP:Iteration 4Q (1900.287442 sec): 3 clusters Score: Raw -125906.943687 + Penalty 5405.636805 = -120501.306882 nChanged 31 SP:Iteration 5Q (1900.412077 sec): 3 clusters Score: Raw -125959.083144 + Penalty 5405.636805 = -120553.446339 nChanged 24 SP:Iteration 6Q (1900.530836 sec): 3 clusters Score: Raw -125995.115673 + Penalty 5405.636805 = -120589.478868 nChanged 24 SP:Iteration 7Q (1900.652965 sec): 3 clusters Score: Raw -126032.898089 + Penalty 5405.636805 = -120627.261284 nChanged 22 SP:Iteration 8Q (1900.782968 sec): 3 clusters Score: Raw -126082.848150 + Penalty 5405.636805 = -120677.211346 nChanged 30 SP:Iteration 9Q (1900.892262 sec): 3 clusters Score: Raw -126137.050589 + Penalty 5405.636805 = -120731.413784 nChanged 25 SP:Iteration 10Q (1901.015642 sec): 3 clusters Score: Raw -126189.184910 + Penalty 5405.636805 = -120783.548105 nChanged 26 SP:Iteration 11Q (1901.119003 sec): 3 clusters Score: Raw -126224.050784 + Penalty 5405.636805 = -120818.413979 nChanged 28 SP:Iteration 12Q (1901.248864 sec): 3 clusters Score: Raw -126261.735113 + Penalty 5405.636805 = -120856.098309 nChanged 25 SP:Iteration 13Q (1901.372021 sec): 3 clusters Score: Raw -126294.410893 + Penalty 5405.636805 = -120888.774088 nChanged 19 SP:Iteration 14Q (1901.511265 sec): 3 clusters Score: Raw -126315.388643 + Penalty 5405.636805 = -120909.751838 nChanged 13 SP:Iteration 15Q (1901.632518 sec): 3 clusters Score: Raw -126335.822319 + Penalty 5405.636805 = -120930.185514 nChanged 21 SP:Iteration 16Q (1901.746181 sec): 3 clusters Score: Raw -126369.852185 + Penalty 5405.636805 = -120964.215380 nChanged 12 SP:Iteration 17Q (1901.872795 sec): 3 clusters Score: Raw -126394.471653 + Penalty 5405.636805 = -120988.834849 nChanged 14 SP:Iteration 18Q (1901.993176 sec): 3 clusters Score: Raw -126415.704126 + Penalty 5405.636805 = -121010.067322 nChanged 15 SP:Iteration 19Q (1902.098177 sec): 3 clusters Score: Raw -126438.251837 + Penalty 5405.636805 = -121032.615033 nChanged 9 SP:Iteration 20F (1902.215301 sec): 3 clusters Score: Raw -126449.527060 + Penalty 5405.636805 = -121043.890255 nChanged 7 SP:Iteration 21Q (1902.322156 sec): 3 clusters Score: Raw -126457.476834 + Penalty 5405.636805 = -121051.840029 nChanged 3 SP:Iteration 22Q (1902.437375 sec): 3 clusters Score: Raw -126459.748205 + Penalty 5405.636805 = -121054.111401 nChanged 1 SP:Iteration 23Q (1902.584460 sec): 3 clusters Score: Raw -126460.899843 + Penalty 5405.636805 = -121055.263038 nChanged 1 SP:Iteration 24Q (1902.723326 sec): 3 clusters Score: Raw -126463.641518 + Penalty 5405.636805 = -121058.004714 nChanged 2 SP:Iteration 25Q (1902.846559 sec): 3 clusters Score: Raw -126467.423164 + Penalty 5405.636805 = -121061.786359 nChanged 3 SP:Iteration 26Q (1902.945435 sec): 3 clusters Score: Raw -126474.861059 + Penalty 5405.636805 = -121069.224254 nChanged 4 SP:Iteration 27Q (1903.071175 sec): 3 clusters Score: Raw -126479.291158 + Penalty 5405.636805 = -121073.654353 nChanged 1 SP:Iteration 28Q (1903.186512 sec): 3 clusters Score: Raw -126479.965352 + Penalty 5405.636805 = -121074.328547 nChanged 0 SP:Iteration 29F (1903.322127 sec): 3 clusters Score: Raw -126479.965352 + Penalty 5405.636805 = -121074.328547 nChanged 0 Iteration 59Q (1904.244806 sec): 12 clusters Score: Raw -3289365.466706 + Penalty 43283.241559 = -3246082.225147 nChanged 439 Iteration 60F (1905.339414 sec): 12 clusters Score: Raw -3289764.656681 + Penalty 43283.241559 = -3246481.415122 nChanged 434 Iteration 61Q (1906.204291 sec): 12 clusters Score: Raw -3289971.343823 + Penalty 43283.241559 = -3246688.102264 nChanged 224 Iteration 62Q (1907.045068 sec): 12 clusters Score: Raw -3290062.563597 + Penalty 43283.241559 = -3246779.322038 nChanged 154 Iteration 63Q (1907.938340 sec): 12 clusters Score: Raw -3290111.835004 + Penalty 43283.241559 = -3246828.593445 nChanged 112 Iteration 64Q (1908.795926 sec): 12 clusters Score: Raw -3290143.680695 + Penalty 43283.241559 = -3246860.439136 nChanged 82 Iteration 65Q (1909.730417 sec): 12 clusters Score: Raw -3290168.478559 + Penalty 43283.241559 = -3246885.237000 nChanged 65 Iteration 66Q (1910.541825 sec): 12 clusters Score: Raw -3290187.382461 + Penalty 43283.241559 = -3246904.140902 nChanged 58 Iteration 67Q (1911.322850 sec): 12 clusters Score: Raw -3290204.683512 + Penalty 43283.241559 = -3246921.441953 nChanged 48 Iteration 68Q (1912.135643 sec): 12 clusters Score: Raw -3290217.277108 + Penalty 43283.241559 = -3246934.035549 nChanged 47 Iteration 69Q (1912.927646 sec): 12 clusters Score: Raw -3290228.749573 + Penalty 43283.241559 = -3246945.508014 nChanged 35 Iteration 70Q (1913.748296 sec): 12 clusters Score: Raw -3290237.370766 + Penalty 43283.241559 = -3246954.129207 nChanged 37 Iteration 71Q (1914.619147 sec): 12 clusters Score: Raw -3290247.916201 + Penalty 43283.241559 = -3246964.674642 nChanged 35 Iteration 72Q (1915.460408 sec): 12 clusters Score: Raw -3290257.353033 + Penalty 43283.241559 = -3246974.111474 nChanged 30 Iteration 73Q (1916.312036 sec): 12 clusters Score: Raw -3290265.534291 + Penalty 43283.241559 = -3246982.292732 nChanged 25 Iteration 74Q (1917.212678 sec): 12 clusters Score: Raw -3290272.069108 + Penalty 43283.241559 = -3246988.827550 nChanged 25 Iteration 75Q (1918.072188 sec): 12 clusters Score: Raw -3290277.765602 + Penalty 43283.241559 = -3246994.524043 nChanged 27 Iteration 76Q (1918.943055 sec): 12 clusters Score: Raw -3290284.473189 + Penalty 43283.241559 = -3247001.231630 nChanged 22 Iteration 77Q (1919.783269 sec): 12 clusters Score: Raw -3290289.960354 + Penalty 43283.241559 = -3247006.718795 nChanged 23 Iteration 78Q (1920.655332 sec): 12 clusters Score: Raw -3290295.929825 + Penalty 43283.241559 = -3247012.688266 nChanged 27 Iteration 79Q (1921.531373 sec): 12 clusters Score: Raw -3290302.632775 + Penalty 43283.241559 = -3247019.391216 nChanged 20 Iteration 80F (1922.674652 sec): 12 clusters Score: Raw -3290306.911071 + Penalty 43283.241559 = -3247023.669512 nChanged 15 Iteration 81Q (1923.552424 sec): 12 clusters Score: Raw -3290310.031985 + Penalty 43283.241559 = -3247026.790426 nChanged 9 Iteration 82Q (1924.396288 sec): 12 clusters Score: Raw -3290312.709162 + Penalty 43283.241559 = -3247029.467603 nChanged 9 Iteration 83Q (1925.261409 sec): 12 clusters Score: Raw -3290316.145092 + Penalty 43283.241559 = -3247032.903533 nChanged 11 Iteration 84Q (1926.155297 sec): 12 clusters Score: Raw -3290319.812507 + Penalty 43283.241559 = -3247036.570948 nChanged 17 Iteration 85Q (1927.009235 sec): 12 clusters Score: Raw -3290325.079996 + Penalty 43283.241559 = -3247041.838437 nChanged 17 Iteration 86Q (1927.828798 sec): 12 clusters Score: Raw -3290328.939767 + Penalty 43283.241559 = -3247045.698208 nChanged 11 Iteration 87Q (1928.667810 sec): 12 clusters Score: Raw -3290331.755184 + Penalty 43283.241559 = -3247048.513625 nChanged 10 Iteration 88Q (1929.546508 sec): 12 clusters Score: Raw -3290333.863477 + Penalty 43283.241559 = -3247050.621918 nChanged 12 Iteration 89Q (1930.429142 sec): 12 clusters Score: Raw -3290337.183648 + Penalty 43283.241559 = -3247053.942089 nChanged 15 Iteration 90Q (1931.325459 sec): 12 clusters Score: Raw -3290340.752839 + Penalty 43283.241559 = -3247057.511280 nChanged 18 Iteration 91Q (1932.184116 sec): 12 clusters Score: Raw -3290347.270949 + Penalty 43283.241559 = -3247064.029390 nChanged 23 Iteration 92Q (1933.073190 sec): 12 clusters Score: Raw -3290353.488234 + Penalty 43283.241559 = -3247070.246675 nChanged 22 Iteration 93Q (1933.943126 sec): 12 clusters Score: Raw -3290360.087806 + Penalty 43283.241559 = -3247076.846247 nChanged 20 Iteration 94Q (1934.788473 sec): 12 clusters Score: Raw -3290367.955304 + Penalty 43283.241559 = -3247084.713745 nChanged 17 Iteration 95Q (1935.629569 sec): 12 clusters Score: Raw -3290372.678902 + Penalty 43283.241559 = -3247089.437343 nChanged 10 Iteration 96Q (1936.594622 sec): 12 clusters Score: Raw -3290374.767479 + Penalty 43283.241559 = -3247091.525920 nChanged 4 Iteration 97Q (1937.445862 sec): 12 clusters Score: Raw -3290375.547128 + Penalty 43283.241559 = -3247092.305569 nChanged 8 Iteration 98Q (1938.339682 sec): 12 clusters Score: Raw -3290377.601955 + Penalty 43283.241559 = -3247094.360396 nChanged 9 Writing temp clu file Because OldScore, -3247092.305569, is greater than current (better) Score,-3247094.360396 Compute initial score before splitting: Score: Raw -3290377.601955 + Penalty 43283.241559 = -3247094.360396 Trying to split cluster 1 (6394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1938.454725 sec): 2 clusters Score: Raw -576789.489696 + Penalty 3246.734230 = -573542.755467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1938.589356 sec): 3 clusters Score: Raw -573777.218171 + Penalty 6493.468459 = -567283.749711 nChanged 2365 SP:Iteration 1F (1938.687770 sec): 3 clusters Score: Raw -575220.132236 + Penalty 6493.468459 = -568726.663777 nChanged 521 SP:Iteration 2F (1938.837050 sec): 3 clusters Score: Raw -575606.758305 + Penalty 6493.468459 = -569113.289846 nChanged 383 SP:Iteration 3F (1938.983111 sec): 3 clusters Score: Raw -575895.067320 + Penalty 6493.468459 = -569401.598860 nChanged 332 SP:Iteration 4F (1939.120992 sec): 3 clusters Score: Raw -576138.051010 + Penalty 6493.468459 = -569644.582550 nChanged 263 SP:Iteration 5Q (1939.269781 sec): 3 clusters Score: Raw -576332.533679 + Penalty 6493.468459 = -569839.065220 nChanged 246 SP:Iteration 6Q (1939.400643 sec): 3 clusters Score: Raw -576511.686428 + Penalty 6493.468459 = -570018.217969 nChanged 229 SP:Iteration 7Q (1939.505043 sec): 3 clusters Score: Raw -576670.217940 + Penalty 6493.468459 = -570176.749481 nChanged 210 SP:Iteration 8Q (1939.637571 sec): 3 clusters Score: Raw -576804.452423 + Penalty 6493.468459 = -570310.983963 nChanged 175 SP:Iteration 9Q (1939.800962 sec): 3 clusters Score: Raw -576916.306546 + Penalty 6493.468459 = -570422.838087 nChanged 131 SP:Iteration 10Q (1939.898353 sec): 3 clusters Score: Raw -577007.887267 + Penalty 6493.468459 = -570514.418808 nChanged 130 SP:Iteration 11Q (1940.051396 sec): 3 clusters Score: Raw -577094.446329 + Penalty 6493.468459 = -570600.977870 nChanged 104 SP:Iteration 12Q (1940.158054 sec): 3 clusters Score: Raw -577153.836479 + Penalty 6493.468459 = -570660.368020 nChanged 83 SP:Iteration 13Q (1940.312400 sec): 3 clusters Score: Raw -577198.081301 + Penalty 6493.468459 = -570704.612842 nChanged 71 SP:Iteration 14Q (1940.428314 sec): 3 clusters Score: Raw -577232.764856 + Penalty 6493.468459 = -570739.296397 nChanged 49 SP:Iteration 15Q (1940.589396 sec): 3 clusters Score: Raw -577255.296121 + Penalty 6493.468459 = -570761.827661 nChanged 33 SP:Iteration 16Q (1940.714821 sec): 3 clusters Score: Raw -577267.585851 + Penalty 6493.468459 = -570774.117392 nChanged 23 SP:Iteration 17Q (1940.849302 sec): 3 clusters Score: Raw -577276.679666 + Penalty 6493.468459 = -570783.211207 nChanged 27 SP:Iteration 18Q (1940.975232 sec): 3 clusters Score: Raw -577288.435042 + Penalty 6493.468459 = -570794.966583 nChanged 22 SP:Iteration 19Q (1941.080288 sec): 3 clusters Score: Raw -577297.094766 + Penalty 6493.468459 = -570803.626306 nChanged 20 SP:Iteration 20F (1941.234004 sec): 3 clusters Score: Raw -577304.986218 + Penalty 6493.468459 = -570811.517759 nChanged 14 SP:Iteration 21Q (1941.355674 sec): 3 clusters Score: Raw -577310.258803 + Penalty 6493.468459 = -570816.790344 nChanged 24 SP:Iteration 22Q (1941.480839 sec): 3 clusters Score: Raw -577318.529149 + Penalty 6493.468459 = -570825.060690 nChanged 25 SP:Iteration 23Q (1941.601833 sec): 3 clusters Score: Raw -577326.598317 + Penalty 6493.468459 = -570833.129858 nChanged 11 SP:Iteration 24Q (1941.715026 sec): 3 clusters Score: Raw -577331.297073 + Penalty 6493.468459 = -570837.828614 nChanged 16 SP:Iteration 25Q (1941.869394 sec): 3 clusters Score: Raw -577337.270267 + Penalty 6493.468459 = -570843.801808 nChanged 10 SP:Iteration 26Q (1941.980275 sec): 3 clusters Score: Raw -577340.680740 + Penalty 6493.468459 = -570847.212281 nChanged 9 SP:Iteration 27Q (1942.134310 sec): 3 clusters Score: Raw -577343.331657 + Penalty 6493.468459 = -570849.863198 nChanged 6 SP:Iteration 28Q (1942.263133 sec): 3 clusters Score: Raw -577345.323694 + Penalty 6493.468459 = -570851.855235 nChanged 8 SP:Iteration 29Q (1942.390986 sec): 3 clusters Score: Raw -577347.099104 + Penalty 6493.468459 = -570853.630644 nChanged 4 SP:Iteration 30Q (1942.521805 sec): 3 clusters Score: Raw -577348.157556 + Penalty 6493.468459 = -570854.689097 nChanged 1 SP:Iteration 31Q (1942.650038 sec): 3 clusters Score: Raw -577348.385194 + Penalty 6493.468459 = -570854.916735 nChanged 3 SP:Iteration 32Q (1942.774787 sec): 3 clusters Score: Raw -577349.698989 + Penalty 6493.468459 = -570856.230530 nChanged 3 SP:Iteration 33Q (1942.906415 sec): 3 clusters Score: Raw -577350.651131 + Penalty 6493.468459 = -570857.182671 nChanged 4 SP:Iteration 34Q (1943.008779 sec): 3 clusters Score: Raw -577351.970617 + Penalty 6493.468459 = -570858.502157 nChanged 1 SP:Iteration 35Q (1943.164261 sec): 3 clusters Score: Raw -577352.158139 + Penalty 6493.468459 = -570858.689680 nChanged 0 SP:Iteration 36F (1943.263518 sec): 3 clusters Score: Raw -577352.158139 + Penalty 6493.468459 = -570858.689680 nChanged 0 Trying to split cluster 2 (4539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1943.355921 sec): 2 clusters Score: Raw -377538.230496 + Penalty 3119.781172 = -374418.449324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1943.472077 sec): 3 clusters Score: Raw -375621.959401 + Penalty 6239.562344 = -369382.397057 nChanged 1587 SP:Iteration 1F (1943.581109 sec): 3 clusters Score: Raw -376802.789323 + Penalty 6239.562344 = -370563.226979 nChanged 406 SP:Iteration 2F (1943.716400 sec): 3 clusters Score: Raw -377282.691079 + Penalty 6239.562344 = -371043.128735 nChanged 347 SP:Iteration 3F (1943.851452 sec): 3 clusters Score: Raw -377793.024284 + Penalty 6239.562344 = -371553.461940 nChanged 339 SP:Iteration 4F (1943.980823 sec): 3 clusters Score: Raw -378264.221859 + Penalty 6239.562344 = -372024.659515 nChanged 300 SP:Iteration 5F (1944.099688 sec): 3 clusters Score: Raw -378674.813059 + Penalty 6239.562344 = -372435.250715 nChanged 244 SP:Iteration 6F (1944.222976 sec): 3 clusters Score: Raw -378976.997795 + Penalty 6239.562344 = -372737.435451 nChanged 177 SP:Iteration 7Q (1944.336677 sec): 3 clusters Score: Raw -379177.133746 + Penalty 6239.562344 = -372937.571402 nChanged 139 SP:Iteration 8Q (1944.467196 sec): 3 clusters Score: Raw -379297.974902 + Penalty 6239.562344 = -373058.412559 nChanged 85 SP:Iteration 9Q (1944.599493 sec): 3 clusters Score: Raw -379363.290925 + Penalty 6239.562344 = -373123.728581 nChanged 61 SP:Iteration 10Q (1944.699578 sec): 3 clusters Score: Raw -379410.304698 + Penalty 6239.562344 = -373170.742354 nChanged 43 SP:Iteration 11Q (1944.834922 sec): 3 clusters Score: Raw -379438.828155 + Penalty 6239.562344 = -373199.265811 nChanged 35 SP:Iteration 12Q (1944.968148 sec): 3 clusters Score: Raw -379458.407614 + Penalty 6239.562344 = -373218.845271 nChanged 27 SP:Iteration 13Q (1945.094739 sec): 3 clusters Score: Raw -379474.083296 + Penalty 6239.562344 = -373234.520952 nChanged 22 SP:Iteration 14Q (1945.211817 sec): 3 clusters Score: Raw -379490.129068 + Penalty 6239.562344 = -373250.566724 nChanged 23 SP:Iteration 15Q (1945.340344 sec): 3 clusters Score: Raw -379511.102707 + Penalty 6239.562344 = -373271.540363 nChanged 30 SP:Iteration 16Q (1945.500671 sec): 3 clusters Score: Raw -379534.671172 + Penalty 6239.562344 = -373295.108828 nChanged 32 SP:Iteration 17Q (1945.602586 sec): 3 clusters Score: Raw -379554.969444 + Penalty 6239.562344 = -373315.407100 nChanged 27 SP:Iteration 18Q (1945.727269 sec): 3 clusters Score: Raw -379572.715550 + Penalty 6239.562344 = -373333.153206 nChanged 26 SP:Iteration 19Q (1945.874930 sec): 3 clusters Score: Raw -379588.290243 + Penalty 6239.562344 = -373348.727900 nChanged 15 SP:Iteration 20F (1945.987297 sec): 3 clusters Score: Raw -379597.212604 + Penalty 6239.562344 = -373357.650261 nChanged 10 SP:Iteration 21Q (1946.112566 sec): 3 clusters Score: Raw -379601.726722 + Penalty 6239.562344 = -373362.164378 nChanged 7 SP:Iteration 22Q (1946.234067 sec): 3 clusters Score: Raw -379604.570570 + Penalty 6239.562344 = -373365.008226 nChanged 5 SP:Iteration 23Q (1946.355587 sec): 3 clusters Score: Raw -379606.544024 + Penalty 6239.562344 = -373366.981680 nChanged 5 SP:Iteration 24Q (1946.476298 sec): 3 clusters Score: Raw -379609.443517 + Penalty 6239.562344 = -373369.881173 nChanged 4 SP:Iteration 25Q (1946.602398 sec): 3 clusters Score: Raw -379612.730623 + Penalty 6239.562344 = -373373.168279 nChanged 4 SP:Iteration 26Q (1946.717890 sec): 3 clusters Score: Raw -379615.083421 + Penalty 6239.562344 = -373375.521077 nChanged 3 SP:Iteration 27Q (1946.836836 sec): 3 clusters Score: Raw -379616.972198 + Penalty 6239.562344 = -373377.409855 nChanged 3 SP:Iteration 28Q (1946.984513 sec): 3 clusters Score: Raw -379618.775820 + Penalty 6239.562344 = -373379.213476 nChanged 2 SP:Iteration 29Q (1947.094983 sec): 3 clusters Score: Raw -379620.211385 + Penalty 6239.562344 = -373380.649041 nChanged 2 SP:Iteration 30Q (1947.228719 sec): 3 clusters Score: Raw -379621.306218 + Penalty 6239.562344 = -373381.743874 nChanged 2 SP:Iteration 31Q (1947.358722 sec): 3 clusters Score: Raw -379622.031684 + Penalty 6239.562344 = -373382.469340 nChanged 2 SP:Iteration 32Q (1947.481691 sec): 3 clusters Score: Raw -379622.477305 + Penalty 6239.562344 = -373382.914961 nChanged 0 SP:Iteration 33F (1947.585322 sec): 3 clusters Score: Raw -379622.477305 + Penalty 6239.562344 = -373382.914961 nChanged 0 Trying to split cluster 3 (2351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1947.677450 sec): 2 clusters Score: Raw -214319.534218 + Penalty 2876.041836 = -211443.492382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1947.795505 sec): 3 clusters Score: Raw -213579.489178 + Penalty 5752.083672 = -207827.405506 nChanged 682 SP:Iteration 1F (1947.889481 sec): 3 clusters Score: Raw -214192.136264 + Penalty 5752.083672 = -208440.052592 nChanged 175 SP:Iteration 2F (1948.008873 sec): 3 clusters Score: Raw -214351.875221 + Penalty 5752.083672 = -208599.791549 nChanged 86 SP:Iteration 3Q (1948.154954 sec): 3 clusters Score: Raw -214442.747249 + Penalty 5752.083672 = -208690.663577 nChanged 62 SP:Iteration 4Q (1948.282920 sec): 3 clusters Score: Raw -214499.261705 + Penalty 5752.083672 = -208747.178033 nChanged 43 SP:Iteration 5Q (1948.379000 sec): 3 clusters Score: Raw -214536.717038 + Penalty 5752.083672 = -208784.633366 nChanged 38 SP:Iteration 6Q (1948.525359 sec): 3 clusters Score: Raw -214567.534164 + Penalty 5752.083672 = -208815.450492 nChanged 33 SP:Iteration 7Q (1948.625687 sec): 3 clusters Score: Raw -214589.025209 + Penalty 5752.083672 = -208836.941537 nChanged 25 SP:Iteration 8Q (1948.753795 sec): 3 clusters Score: Raw -214608.734199 + Penalty 5752.083672 = -208856.650527 nChanged 17 SP:Iteration 9Q (1948.880707 sec): 3 clusters Score: Raw -214621.229111 + Penalty 5752.083672 = -208869.145439 nChanged 23 SP:Iteration 10Q (1948.994213 sec): 3 clusters Score: Raw -214636.870144 + Penalty 5752.083672 = -208884.786472 nChanged 19 SP:Iteration 11Q (1949.131399 sec): 3 clusters Score: Raw -214648.970059 + Penalty 5752.083672 = -208896.886387 nChanged 22 SP:Iteration 12Q (1949.233727 sec): 3 clusters Score: Raw -214672.212014 + Penalty 5752.083672 = -208920.128342 nChanged 29 SP:Iteration 13Q (1949.345079 sec): 3 clusters Score: Raw -214702.141472 + Penalty 5752.083672 = -208950.057800 nChanged 29 SP:Iteration 14Q (1949.465628 sec): 3 clusters Score: Raw -214737.703958 + Penalty 5752.083672 = -208985.620286 nChanged 35 SP:Iteration 15Q (1949.611189 sec): 3 clusters Score: Raw -214774.620220 + Penalty 5752.083672 = -209022.536548 nChanged 38 SP:Iteration 16Q (1949.693912 sec): 3 clusters Score: Raw -214820.479432 + Penalty 5752.083672 = -209068.395760 nChanged 40 SP:Iteration 17Q (1949.832328 sec): 3 clusters Score: Raw -214870.234895 + Penalty 5752.083672 = -209118.151223 nChanged 42 SP:Iteration 18Q (1949.968268 sec): 3 clusters Score: Raw -214921.315332 + Penalty 5752.083672 = -209169.231660 nChanged 52 SP:Iteration 19Q (1950.098177 sec): 3 clusters Score: Raw -214980.156690 + Penalty 5752.083672 = -209228.073018 nChanged 45 SP:Iteration 20F (1950.197535 sec): 3 clusters Score: Raw -215031.983784 + Penalty 5752.083672 = -209279.900112 nChanged 51 SP:Iteration 21Q (1950.350666 sec): 3 clusters Score: Raw -215097.634258 + Penalty 5752.083672 = -209345.550586 nChanged 60 SP:Iteration 22Q (1950.475669 sec): 3 clusters Score: Raw -215174.715212 + Penalty 5752.083672 = -209422.631540 nChanged 53 SP:Iteration 23Q (1950.583501 sec): 3 clusters Score: Raw -215243.495418 + Penalty 5752.083672 = -209491.411746 nChanged 53 SP:Iteration 24Q (1950.706840 sec): 3 clusters Score: Raw -215310.393852 + Penalty 5752.083672 = -209558.310180 nChanged 42 SP:Iteration 25Q (1950.836878 sec): 3 clusters Score: Raw -215355.300057 + Penalty 5752.083672 = -209603.216385 nChanged 34 SP:Iteration 26Q (1950.964134 sec): 3 clusters Score: Raw -215386.046971 + Penalty 5752.083672 = -209633.963299 nChanged 24 SP:Iteration 27Q (1951.089837 sec): 3 clusters Score: Raw -215406.788661 + Penalty 5752.083672 = -209654.704989 nChanged 13 SP:Iteration 28Q (1951.203449 sec): 3 clusters Score: Raw -215422.053186 + Penalty 5752.083672 = -209669.969514 nChanged 19 SP:Iteration 29Q (1951.320809 sec): 3 clusters Score: Raw -215440.512778 + Penalty 5752.083672 = -209688.429106 nChanged 15 SP:Iteration 30Q (1951.436230 sec): 3 clusters Score: Raw -215460.043112 + Penalty 5752.083672 = -209707.959440 nChanged 11 SP:Iteration 31Q (1951.547653 sec): 3 clusters Score: Raw -215467.466881 + Penalty 5752.083672 = -209715.383209 nChanged 5 SP:Iteration 32Q (1951.662449 sec): 3 clusters Score: Raw -215472.523856 + Penalty 5752.083672 = -209720.440184 nChanged 5 SP:Iteration 33Q (1951.757524 sec): 3 clusters Score: Raw -215475.246043 + Penalty 5752.083672 = -209723.162371 nChanged 1 SP:Iteration 34Q (1951.899494 sec): 3 clusters Score: Raw -215475.867775 + Penalty 5752.083672 = -209723.784103 nChanged 3 SP:Iteration 35Q (1952.024211 sec): 3 clusters Score: Raw -215477.431135 + Penalty 5752.083672 = -209725.347463 nChanged 2 SP:Iteration 36Q (1952.117855 sec): 3 clusters Score: Raw -215478.616702 + Penalty 5752.083672 = -209726.533030 nChanged 0 SP:Iteration 37F (1952.240048 sec): 3 clusters Score: Raw -215478.616702 + Penalty 5752.083672 = -209726.533030 nChanged 0 Trying to split cluster 4 (1758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1952.312130 sec): 2 clusters Score: Raw -102091.010770 + Penalty 2768.350835 = -99322.659935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1952.432907 sec): 3 clusters Score: Raw -101751.816047 + Penalty 5536.701670 = -96215.114377 nChanged 490 SP:Iteration 1F (1952.559860 sec): 3 clusters Score: Raw -102401.101103 + Penalty 5536.701670 = -96864.399433 nChanged 142 SP:Iteration 2F (1952.684507 sec): 3 clusters Score: Raw -102654.279178 + Penalty 5536.701670 = -97117.577508 nChanged 98 SP:Iteration 3F (1952.781437 sec): 3 clusters Score: Raw -103018.863922 + Penalty 5536.701670 = -97482.162252 nChanged 88 SP:Iteration 4F (1952.903706 sec): 3 clusters Score: Raw -103225.471315 + Penalty 5536.701670 = -97688.769645 nChanged 65 SP:Iteration 5Q (1953.032539 sec): 3 clusters Score: Raw -103324.440887 + Penalty 5536.701670 = -97787.739217 nChanged 43 SP:Iteration 6Q (1953.151711 sec): 3 clusters Score: Raw -103391.316388 + Penalty 5536.701670 = -97854.614718 nChanged 42 SP:Iteration 7Q (1953.257967 sec): 3 clusters Score: Raw -103472.869031 + Penalty 5536.701670 = -97936.167361 nChanged 34 SP:Iteration 8Q (1953.373574 sec): 3 clusters Score: Raw -103533.230849 + Penalty 5536.701670 = -97996.529179 nChanged 26 SP:Iteration 9Q (1953.484622 sec): 3 clusters Score: Raw -103591.258207 + Penalty 5536.701670 = -98054.556537 nChanged 27 SP:Iteration 10Q (1953.596305 sec): 3 clusters Score: Raw -103659.587110 + Penalty 5536.701670 = -98122.885440 nChanged 26 SP:Iteration 11Q (1953.731626 sec): 3 clusters Score: Raw -103707.709615 + Penalty 5536.701670 = -98171.007945 nChanged 22 SP:Iteration 12Q (1953.854444 sec): 3 clusters Score: Raw -103754.191821 + Penalty 5536.701670 = -98217.490151 nChanged 15 SP:Iteration 13Q (1953.935310 sec): 3 clusters Score: Raw -103787.053780 + Penalty 5536.701670 = -98250.352110 nChanged 13 SP:Iteration 14Q (1954.065325 sec): 3 clusters Score: Raw -103817.561467 + Penalty 5536.701670 = -98280.859797 nChanged 9 SP:Iteration 15Q (1954.184894 sec): 3 clusters Score: Raw -103829.857858 + Penalty 5536.701670 = -98293.156188 nChanged 4 SP:Iteration 16Q (1954.279901 sec): 3 clusters Score: Raw -103833.154860 + Penalty 5536.701670 = -98296.453191 nChanged 4 SP:Iteration 17Q (1954.397157 sec): 3 clusters Score: Raw -103838.122419 + Penalty 5536.701670 = -98301.420749 nChanged 1 SP:Iteration 18Q (1954.522279 sec): 3 clusters Score: Raw -103838.966733 + Penalty 5536.701670 = -98302.265063 nChanged 0 SP:Iteration 19F (1954.666863 sec): 3 clusters Score: Raw -103838.966733 + Penalty 5536.701670 = -98302.265063 nChanged 0 Trying to split cluster 5 (2962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1954.734540 sec): 2 clusters Score: Raw -218315.857791 + Penalty 2961.636208 = -215354.221583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1954.828832 sec): 3 clusters Score: Raw -217266.761308 + Penalty 5923.272416 = -211343.488892 nChanged 966 SP:Iteration 1F (1954.978911 sec): 3 clusters Score: Raw -218049.888899 + Penalty 5923.272416 = -212126.616483 nChanged 223 SP:Iteration 2F (1955.096309 sec): 3 clusters Score: Raw -218308.087692 + Penalty 5923.272416 = -212384.815276 nChanged 158 SP:Iteration 3F (1955.184617 sec): 3 clusters Score: Raw -218507.830941 + Penalty 5923.272416 = -212584.558525 nChanged 150 SP:Iteration 4F (1955.290762 sec): 3 clusters Score: Raw -218757.023821 + Penalty 5923.272416 = -212833.751405 nChanged 163 SP:Iteration 5F (1955.424678 sec): 3 clusters Score: Raw -219054.114582 + Penalty 5923.272416 = -213130.842166 nChanged 156 SP:Iteration 6F (1955.541339 sec): 3 clusters Score: Raw -219336.895789 + Penalty 5923.272416 = -213413.623372 nChanged 138 SP:Iteration 7Q (1955.664344 sec): 3 clusters Score: Raw -219577.529900 + Penalty 5923.272416 = -213654.257484 nChanged 117 SP:Iteration 8Q (1955.787488 sec): 3 clusters Score: Raw -219755.679099 + Penalty 5923.272416 = -213832.406683 nChanged 98 SP:Iteration 9Q (1955.888715 sec): 3 clusters Score: Raw -219907.025396 + Penalty 5923.272416 = -213983.752979 nChanged 82 SP:Iteration 10Q (1956.037283 sec): 3 clusters Score: Raw -220035.060363 + Penalty 5923.272416 = -214111.787947 nChanged 76 SP:Iteration 11Q (1956.137002 sec): 3 clusters Score: Raw -220140.855995 + Penalty 5923.272416 = -214217.583578 nChanged 60 SP:Iteration 12Q (1956.276549 sec): 3 clusters Score: Raw -220211.022971 + Penalty 5923.272416 = -214287.750555 nChanged 42 SP:Iteration 13Q (1956.368874 sec): 3 clusters Score: Raw -220248.754423 + Penalty 5923.272416 = -214325.482007 nChanged 25 SP:Iteration 14Q (1956.514001 sec): 3 clusters Score: Raw -220279.385609 + Penalty 5923.272416 = -214356.113193 nChanged 28 SP:Iteration 15Q (1956.631272 sec): 3 clusters Score: Raw -220311.014174 + Penalty 5923.272416 = -214387.741758 nChanged 30 SP:Iteration 16Q (1956.739607 sec): 3 clusters Score: Raw -220339.391595 + Penalty 5923.272416 = -214416.119179 nChanged 19 SP:Iteration 17Q (1956.849084 sec): 3 clusters Score: Raw -220355.170052 + Penalty 5923.272416 = -214431.897636 nChanged 11 SP:Iteration 18Q (1956.965716 sec): 3 clusters Score: Raw -220365.708192 + Penalty 5923.272416 = -214442.435776 nChanged 11 SP:Iteration 19Q (1957.081755 sec): 3 clusters Score: Raw -220377.032322 + Penalty 5923.272416 = -214453.759906 nChanged 10 SP:Iteration 20F (1957.196109 sec): 3 clusters Score: Raw -220385.703437 + Penalty 5923.272416 = -214462.431021 nChanged 12 SP:Iteration 21Q (1957.306110 sec): 3 clusters Score: Raw -220400.007396 + Penalty 5923.272416 = -214476.734979 nChanged 15 SP:Iteration 22Q (1957.416975 sec): 3 clusters Score: Raw -220415.265813 + Penalty 5923.272416 = -214491.993397 nChanged 11 SP:Iteration 23Q (1957.530129 sec): 3 clusters Score: Raw -220423.848493 + Penalty 5923.272416 = -214500.576077 nChanged 10 SP:Iteration 24Q (1957.621789 sec): 3 clusters Score: Raw -220430.705296 + Penalty 5923.272416 = -214507.432880 nChanged 5 SP:Iteration 25Q (1957.740630 sec): 3 clusters Score: Raw -220439.503071 + Penalty 5923.272416 = -214516.230655 nChanged 9 SP:Iteration 26Q (1957.853156 sec): 3 clusters Score: Raw -220448.416076 + Penalty 5923.272416 = -214525.143660 nChanged 9 SP:Iteration 27Q (1957.986283 sec): 3 clusters Score: Raw -220457.633718 + Penalty 5923.272416 = -214534.361302 nChanged 7 SP:Iteration 28Q (1958.097390 sec): 3 clusters Score: Raw -220461.146923 + Penalty 5923.272416 = -214537.874507 nChanged 2 SP:Iteration 29Q (1958.207602 sec): 3 clusters Score: Raw -220463.088453 + Penalty 5923.272416 = -214539.816037 nChanged 2 SP:Iteration 30Q (1958.318294 sec): 3 clusters Score: Raw -220463.814209 + Penalty 5923.272416 = -214540.541792 nChanged 1 SP:Iteration 31Q (1958.440243 sec): 3 clusters Score: Raw -220464.279928 + Penalty 5923.272416 = -214541.007511 nChanged 0 SP:Iteration 32F (1958.539583 sec): 3 clusters Score: Raw -220464.279928 + Penalty 5923.272416 = -214541.007511 nChanged 0 Trying to split cluster 6 (4816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1958.613487 sec): 2 clusters Score: Raw -447621.005302 + Penalty 3141.728475 = -444479.276827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1958.759843 sec): 3 clusters Score: Raw -445613.483486 + Penalty 6283.456949 = -439330.026537 nChanged 1686 SP:Iteration 1F (1958.891940 sec): 3 clusters Score: Raw -446635.066575 + Penalty 6283.456949 = -440351.609626 nChanged 374 SP:Iteration 2F (1958.999304 sec): 3 clusters Score: Raw -446894.602852 + Penalty 6283.456949 = -440611.145902 nChanged 226 SP:Iteration 3Q (1959.153061 sec): 3 clusters Score: Raw -447032.042082 + Penalty 6283.456949 = -440748.585133 nChanged 142 SP:Iteration 4Q (1959.290335 sec): 3 clusters Score: Raw -447113.555873 + Penalty 6283.456949 = -440830.098923 nChanged 116 SP:Iteration 5Q (1959.394055 sec): 3 clusters Score: Raw -447186.930350 + Penalty 6283.456949 = -440903.473400 nChanged 107 SP:Iteration 6Q (1959.544003 sec): 3 clusters Score: Raw -447255.965594 + Penalty 6283.456949 = -440972.508645 nChanged 97 SP:Iteration 7Q (1959.665180 sec): 3 clusters Score: Raw -447320.176170 + Penalty 6283.456949 = -441036.719221 nChanged 76 SP:Iteration 8Q (1959.801979 sec): 3 clusters Score: Raw -447363.611439 + Penalty 6283.456949 = -441080.154489 nChanged 69 SP:Iteration 9Q (1959.908289 sec): 3 clusters Score: Raw -447408.432534 + Penalty 6283.456949 = -441124.975585 nChanged 62 SP:Iteration 10Q (1960.051772 sec): 3 clusters Score: Raw -447453.555122 + Penalty 6283.456949 = -441170.098173 nChanged 58 SP:Iteration 11Q (1960.181539 sec): 3 clusters Score: Raw -447501.566960 + Penalty 6283.456949 = -441218.110011 nChanged 76 SP:Iteration 12Q (1960.285211 sec): 3 clusters Score: Raw -447557.773424 + Penalty 6283.456949 = -441274.316474 nChanged 66 SP:Iteration 13Q (1960.415517 sec): 3 clusters Score: Raw -447597.200311 + Penalty 6283.456949 = -441313.743362 nChanged 59 SP:Iteration 14Q (1960.547795 sec): 3 clusters Score: Raw -447636.999101 + Penalty 6283.456949 = -441353.542152 nChanged 61 SP:Iteration 15Q (1960.648650 sec): 3 clusters Score: Raw -447674.942690 + Penalty 6283.456949 = -441391.485740 nChanged 52 SP:Iteration 16Q (1960.779782 sec): 3 clusters Score: Raw -447709.459668 + Penalty 6283.456949 = -441426.002718 nChanged 63 SP:Iteration 17Q (1960.916096 sec): 3 clusters Score: Raw -447750.450144 + Penalty 6283.456949 = -441466.993195 nChanged 62 SP:Iteration 18Q (1961.056027 sec): 3 clusters Score: Raw -447796.891137 + Penalty 6283.456949 = -441513.434187 nChanged 60 SP:Iteration 19Q (1961.188562 sec): 3 clusters Score: Raw -447846.844518 + Penalty 6283.456949 = -441563.387569 nChanged 70 SP:Iteration 20F (1961.294292 sec): 3 clusters Score: Raw -447913.922819 + Penalty 6283.456949 = -441630.465870 nChanged 75 SP:Iteration 21Q (1961.424874 sec): 3 clusters Score: Raw -447976.016632 + Penalty 6283.456949 = -441692.559683 nChanged 58 SP:Iteration 22Q (1961.557648 sec): 3 clusters Score: Raw -448024.626304 + Penalty 6283.456949 = -441741.169355 nChanged 60 SP:Iteration 23Q (1961.673360 sec): 3 clusters Score: Raw -448101.374345 + Penalty 6283.456949 = -441817.917395 nChanged 74 SP:Iteration 24Q (1961.803198 sec): 3 clusters Score: Raw -448186.874454 + Penalty 6283.456949 = -441903.417505 nChanged 78 SP:Iteration 25Q (1961.923980 sec): 3 clusters Score: Raw -448293.198547 + Penalty 6283.456949 = -442009.741598 nChanged 90 SP:Iteration 26Q (1962.055320 sec): 3 clusters Score: Raw -448392.467867 + Penalty 6283.456949 = -442109.010917 nChanged 73 SP:Iteration 27Q (1962.172805 sec): 3 clusters Score: Raw -448487.606018 + Penalty 6283.456949 = -442204.149069 nChanged 78 SP:Iteration 28Q (1962.317376 sec): 3 clusters Score: Raw -448587.834670 + Penalty 6283.456949 = -442304.377721 nChanged 86 SP:Iteration 29Q (1962.431524 sec): 3 clusters Score: Raw -448684.524995 + Penalty 6283.456949 = -442401.068045 nChanged 85 SP:Iteration 30Q (1962.551121 sec): 3 clusters Score: Raw -448781.685730 + Penalty 6283.456949 = -442498.228780 nChanged 112 SP:Iteration 31Q (1962.670446 sec): 3 clusters Score: Raw -448923.953880 + Penalty 6283.456949 = -442640.496930 nChanged 131 SP:Iteration 32Q (1962.800272 sec): 3 clusters Score: Raw -449091.944982 + Penalty 6283.456949 = -442808.488033 nChanged 105 SP:Iteration 33Q (1962.944901 sec): 3 clusters Score: Raw -449213.291641 + Penalty 6283.456949 = -442929.834691 nChanged 94 SP:Iteration 34Q (1963.068907 sec): 3 clusters Score: Raw -449344.058167 + Penalty 6283.456949 = -443060.601217 nChanged 98 SP:Iteration 35Q (1963.188745 sec): 3 clusters Score: Raw -449475.352373 + Penalty 6283.456949 = -443191.895423 nChanged 91 SP:Iteration 36Q (1963.286596 sec): 3 clusters Score: Raw -449606.658276 + Penalty 6283.456949 = -443323.201326 nChanged 79 SP:Iteration 37Q (1963.418469 sec): 3 clusters Score: Raw -449741.215152 + Penalty 6283.456949 = -443457.758202 nChanged 75 SP:Iteration 38Q (1963.539829 sec): 3 clusters Score: Raw -449863.463980 + Penalty 6283.456949 = -443580.007031 nChanged 54 SP:Iteration 39Q (1963.691665 sec): 3 clusters Score: Raw -449949.515734 + Penalty 6283.456949 = -443666.058784 nChanged 48 SP:Iteration 40F (1963.815202 sec): 3 clusters Score: Raw -450035.814256 + Penalty 6283.456949 = -443752.357307 nChanged 41 SP:Iteration 41Q (1963.935179 sec): 3 clusters Score: Raw -450113.116359 + Penalty 6283.456949 = -443829.659410 nChanged 37 SP:Iteration 42Q (1964.057566 sec): 3 clusters Score: Raw -450163.719631 + Penalty 6283.456949 = -443880.262682 nChanged 20 SP:Iteration 43Q (1964.184988 sec): 3 clusters Score: Raw -450179.056753 + Penalty 6283.456949 = -443895.599803 nChanged 9 SP:Iteration 44Q (1964.304853 sec): 3 clusters Score: Raw -450185.519999 + Penalty 6283.456949 = -443902.063050 nChanged 5 SP:Iteration 45Q (1964.412985 sec): 3 clusters Score: Raw -450188.632264 + Penalty 6283.456949 = -443905.175315 nChanged 2 SP:Iteration 46Q (1964.565253 sec): 3 clusters Score: Raw -450189.785591 + Penalty 6283.456949 = -443906.328642 nChanged 1 SP:Iteration 47Q (1964.674906 sec): 3 clusters Score: Raw -450190.883404 + Penalty 6283.456949 = -443907.426454 nChanged 0 SP:Iteration 48F (1964.794305 sec): 3 clusters Score: Raw -450190.883404 + Penalty 6283.456949 = -443907.426454 nChanged 0 Trying to split cluster 7 (4535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1964.852749 sec): 2 clusters Score: Raw -322032.261542 + Penalty 3119.454524 = -318912.807018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1965.005909 sec): 3 clusters Score: Raw -320121.399973 + Penalty 6238.909049 = -313882.490924 nChanged 1585 SP:Iteration 1F (1965.123567 sec): 3 clusters Score: Raw -321416.505194 + Penalty 6238.909049 = -315177.596145 nChanged 477 SP:Iteration 2F (1965.242075 sec): 3 clusters Score: Raw -322072.636134 + Penalty 6238.909049 = -315833.727086 nChanged 380 SP:Iteration 3F (1965.337171 sec): 3 clusters Score: Raw -322601.502129 + Penalty 6238.909049 = -316362.593080 nChanged 286 SP:Iteration 4F (1965.469716 sec): 3 clusters Score: Raw -322966.597909 + Penalty 6238.909049 = -316727.688860 nChanged 231 SP:Iteration 5F (1965.570467 sec): 3 clusters Score: Raw -323247.623212 + Penalty 6238.909049 = -317008.714163 nChanged 187 SP:Iteration 6Q (1965.701732 sec): 3 clusters Score: Raw -323446.078345 + Penalty 6238.909049 = -317207.169296 nChanged 130 SP:Iteration 7Q (1965.851475 sec): 3 clusters Score: Raw -323568.909533 + Penalty 6238.909049 = -317330.000485 nChanged 94 SP:Iteration 8Q (1965.969107 sec): 3 clusters Score: Raw -323648.706431 + Penalty 6238.909049 = -317409.797382 nChanged 91 SP:Iteration 9Q (1966.107602 sec): 3 clusters Score: Raw -323727.282914 + Penalty 6238.909049 = -317488.373865 nChanged 82 SP:Iteration 10Q (1966.238955 sec): 3 clusters Score: Raw -323791.477932 + Penalty 6238.909049 = -317552.568884 nChanged 69 SP:Iteration 11Q (1966.345854 sec): 3 clusters Score: Raw -323840.323543 + Penalty 6238.909049 = -317601.414495 nChanged 65 SP:Iteration 12Q (1966.454463 sec): 3 clusters Score: Raw -323890.953344 + Penalty 6238.909049 = -317652.044295 nChanged 61 SP:Iteration 13Q (1966.613220 sec): 3 clusters Score: Raw -323936.942086 + Penalty 6238.909049 = -317698.033038 nChanged 60 SP:Iteration 14Q (1966.743182 sec): 3 clusters Score: Raw -323984.179660 + Penalty 6238.909049 = -317745.270611 nChanged 52 SP:Iteration 15Q (1966.841491 sec): 3 clusters Score: Raw -324018.861373 + Penalty 6238.909049 = -317779.952325 nChanged 43 SP:Iteration 16Q (1966.970777 sec): 3 clusters Score: Raw -324046.362351 + Penalty 6238.909049 = -317807.453302 nChanged 34 SP:Iteration 17Q (1967.123427 sec): 3 clusters Score: Raw -324066.423101 + Penalty 6238.909049 = -317827.514053 nChanged 24 SP:Iteration 18Q (1967.250084 sec): 3 clusters Score: Raw -324077.952857 + Penalty 6238.909049 = -317839.043809 nChanged 15 SP:Iteration 19Q (1967.372896 sec): 3 clusters Score: Raw -324086.207640 + Penalty 6238.909049 = -317847.298591 nChanged 16 SP:Iteration 20F (1967.471104 sec): 3 clusters Score: Raw -324095.214989 + Penalty 6238.909049 = -317856.305941 nChanged 13 SP:Iteration 21Q (1967.619370 sec): 3 clusters Score: Raw -324102.440951 + Penalty 6238.909049 = -317863.531903 nChanged 10 SP:Iteration 22Q (1967.731721 sec): 3 clusters Score: Raw -324106.455561 + Penalty 6238.909049 = -317867.546512 nChanged 8 SP:Iteration 23Q (1967.853381 sec): 3 clusters Score: Raw -324108.489017 + Penalty 6238.909049 = -317869.579968 nChanged 6 SP:Iteration 24Q (1967.973185 sec): 3 clusters Score: Raw -324112.682832 + Penalty 6238.909049 = -317873.773783 nChanged 10 SP:Iteration 25Q (1968.131577 sec): 3 clusters Score: Raw -324116.528136 + Penalty 6238.909049 = -317877.619087 nChanged 9 SP:Iteration 26Q (1968.255176 sec): 3 clusters Score: Raw -324120.841933 + Penalty 6238.909049 = -317881.932884 nChanged 6 SP:Iteration 27Q (1968.348520 sec): 3 clusters Score: Raw -324124.571355 + Penalty 6238.909049 = -317885.662306 nChanged 6 SP:Iteration 28Q (1968.474843 sec): 3 clusters Score: Raw -324126.293105 + Penalty 6238.909049 = -317887.384056 nChanged 4 SP:Iteration 29Q (1968.629479 sec): 3 clusters Score: Raw -324128.050406 + Penalty 6238.909049 = -317889.141357 nChanged 1 SP:Iteration 30Q (1968.757373 sec): 3 clusters Score: Raw -324128.636055 + Penalty 6238.909049 = -317889.727007 nChanged 1 SP:Iteration 31Q (1968.879935 sec): 3 clusters Score: Raw -324128.962848 + Penalty 6238.909049 = -317890.053799 nChanged 2 SP:Iteration 32Q (1968.970195 sec): 3 clusters Score: Raw -324130.001702 + Penalty 6238.909049 = -317891.092653 nChanged 4 SP:Iteration 33Q (1969.103737 sec): 3 clusters Score: Raw -324131.014560 + Penalty 6238.909049 = -317892.105512 nChanged 4 SP:Iteration 34Q (1969.233512 sec): 3 clusters Score: Raw -324132.757030 + Penalty 6238.909049 = -317893.847981 nChanged 6 SP:Iteration 35Q (1969.345359 sec): 3 clusters Score: Raw -324135.851716 + Penalty 6238.909049 = -317896.942667 nChanged 8 SP:Iteration 36Q (1969.456056 sec): 3 clusters Score: Raw -324139.577177 + Penalty 6238.909049 = -317900.668128 nChanged 9 SP:Iteration 37Q (1969.582108 sec): 3 clusters Score: Raw -324143.287602 + Penalty 6238.909049 = -317904.378553 nChanged 3 SP:Iteration 38Q (1969.700769 sec): 3 clusters Score: Raw -324144.780595 + Penalty 6238.909049 = -317905.871546 nChanged 2 SP:Iteration 39Q (1969.853422 sec): 3 clusters Score: Raw -324145.807082 + Penalty 6238.909049 = -317906.898033 nChanged 4 SP:Iteration 40F (1969.972782 sec): 3 clusters Score: Raw -324148.786883 + Penalty 6238.909049 = -317909.877835 nChanged 10 SP:Iteration 41Q (1970.102376 sec): 3 clusters Score: Raw -324155.739638 + Penalty 6238.909049 = -317916.830589 nChanged 11 SP:Iteration 42Q (1970.193105 sec): 3 clusters Score: Raw -324166.939763 + Penalty 6238.909049 = -317928.030714 nChanged 23 SP:Iteration 43Q (1970.330527 sec): 3 clusters Score: Raw -324189.593899 + Penalty 6238.909049 = -317950.684851 nChanged 27 SP:Iteration 44Q (1970.459128 sec): 3 clusters Score: Raw -324208.334527 + Penalty 6238.909049 = -317969.425478 nChanged 25 SP:Iteration 45Q (1970.580414 sec): 3 clusters Score: Raw -324228.662010 + Penalty 6238.909049 = -317989.752962 nChanged 30 SP:Iteration 46Q (1970.689373 sec): 3 clusters Score: Raw -324250.375887 + Penalty 6238.909049 = -318011.466838 nChanged 24 SP:Iteration 47Q (1970.828655 sec): 3 clusters Score: Raw -324269.588506 + Penalty 6238.909049 = -318030.679458 nChanged 32 SP:Iteration 48Q (1970.960897 sec): 3 clusters Score: Raw -324296.583423 + Penalty 6238.909049 = -318057.674374 nChanged 26 SP:Iteration 49Q (1971.082303 sec): 3 clusters Score: Raw -324312.822678 + Penalty 6238.909049 = -318073.913629 nChanged 26 SP:Iteration 50Q (1971.226538 sec): 3 clusters Score: Raw -324329.196232 + Penalty 6238.909049 = -318090.287183 nChanged 24 SP:Iteration 51Q (1971.363366 sec): 3 clusters Score: Raw -324346.041121 + Penalty 6238.909049 = -318107.132072 nChanged 16 SP:Iteration 52Q (1971.495442 sec): 3 clusters Score: Raw -324355.088034 + Penalty 6238.909049 = -318116.178986 nChanged 12 SP:Iteration 53Q (1971.620393 sec): 3 clusters Score: Raw -324360.539794 + Penalty 6238.909049 = -318121.630746 nChanged 11 SP:Iteration 54Q (1971.753043 sec): 3 clusters Score: Raw -324365.129520 + Penalty 6238.909049 = -318126.220472 nChanged 5 SP:Iteration 55Q (1971.874837 sec): 3 clusters Score: Raw -324366.980680 + Penalty 6238.909049 = -318128.071631 nChanged 3 SP:Iteration 56Q (1971.995549 sec): 3 clusters Score: Raw -324367.831409 + Penalty 6238.909049 = -318128.922361 nChanged 1 SP:Iteration 57Q (1972.125437 sec): 3 clusters Score: Raw -324368.229681 + Penalty 6238.909049 = -318129.320632 nChanged 1 SP:Iteration 58Q (1972.262011 sec): 3 clusters Score: Raw -324368.458265 + Penalty 6238.909049 = -318129.549216 nChanged 0 SP:Iteration 59F (1972.379496 sec): 3 clusters Score: Raw -324368.458265 + Penalty 6238.909049 = -318129.549216 nChanged 0 Trying to split cluster 8 (4207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1972.464609 sec): 2 clusters Score: Raw -339665.822393 + Penalty 3091.639133 = -336574.183259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1972.585034 sec): 3 clusters Score: Raw -337901.018979 + Penalty 6183.278267 = -331717.740712 nChanged 1420 SP:Iteration 1F (1972.679179 sec): 3 clusters Score: Raw -339031.390531 + Penalty 6183.278267 = -332848.112264 nChanged 411 SP:Iteration 2F (1972.832706 sec): 3 clusters Score: Raw -339504.591432 + Penalty 6183.278267 = -333321.313165 nChanged 326 SP:Iteration 3F (1972.926343 sec): 3 clusters Score: Raw -339976.323975 + Penalty 6183.278267 = -333793.045708 nChanged 324 SP:Iteration 4F (1973.082758 sec): 3 clusters Score: Raw -340478.585563 + Penalty 6183.278267 = -334295.307296 nChanged 300 SP:Iteration 5F (1973.224199 sec): 3 clusters Score: Raw -340931.054323 + Penalty 6183.278267 = -334747.776056 nChanged 243 SP:Iteration 6F (1973.354733 sec): 3 clusters Score: Raw -341315.847222 + Penalty 6183.278267 = -335132.568955 nChanged 179 SP:Iteration 7Q (1973.462272 sec): 3 clusters Score: Raw -341566.033917 + Penalty 6183.278267 = -335382.755650 nChanged 117 SP:Iteration 8Q (1973.597677 sec): 3 clusters Score: Raw -341693.335320 + Penalty 6183.278267 = -335510.057053 nChanged 88 SP:Iteration 9Q (1973.724049 sec): 3 clusters Score: Raw -341770.593340 + Penalty 6183.278267 = -335587.315073 nChanged 54 SP:Iteration 10Q (1973.822232 sec): 3 clusters Score: Raw -341818.693838 + Penalty 6183.278267 = -335635.415571 nChanged 40 SP:Iteration 11Q (1973.954873 sec): 3 clusters Score: Raw -341855.223271 + Penalty 6183.278267 = -335671.945005 nChanged 34 SP:Iteration 12Q (1974.081284 sec): 3 clusters Score: Raw -341878.100479 + Penalty 6183.278267 = -335694.822212 nChanged 32 SP:Iteration 13Q (1974.194893 sec): 3 clusters Score: Raw -341898.361006 + Penalty 6183.278267 = -335715.082739 nChanged 20 SP:Iteration 14Q (1974.340681 sec): 3 clusters Score: Raw -341912.797960 + Penalty 6183.278267 = -335729.519693 nChanged 22 SP:Iteration 15Q (1974.474057 sec): 3 clusters Score: Raw -341928.096430 + Penalty 6183.278267 = -335744.818163 nChanged 16 SP:Iteration 16Q (1974.595329 sec): 3 clusters Score: Raw -341938.934530 + Penalty 6183.278267 = -335755.656263 nChanged 10 SP:Iteration 17Q (1974.690962 sec): 3 clusters Score: Raw -341943.367102 + Penalty 6183.278267 = -335760.088835 nChanged 4 SP:Iteration 18Q (1974.826406 sec): 3 clusters Score: Raw -341946.508946 + Penalty 6183.278267 = -335763.230680 nChanged 9 SP:Iteration 19Q (1974.951620 sec): 3 clusters Score: Raw -341950.687185 + Penalty 6183.278267 = -335767.408918 nChanged 7 SP:Iteration 20F (1975.072034 sec): 3 clusters Score: Raw -341953.951246 + Penalty 6183.278267 = -335770.672979 nChanged 1 SP:Iteration 21Q (1975.204139 sec): 3 clusters Score: Raw -341954.628523 + Penalty 6183.278267 = -335771.350256 nChanged 2 SP:Iteration 22Q (1975.325404 sec): 3 clusters Score: Raw -341955.663856 + Penalty 6183.278267 = -335772.385589 nChanged 3 SP:Iteration 23Q (1975.447005 sec): 3 clusters Score: Raw -341957.178999 + Penalty 6183.278267 = -335773.900732 nChanged 2 SP:Iteration 24Q (1975.573548 sec): 3 clusters Score: Raw -341957.964393 + Penalty 6183.278267 = -335774.686126 nChanged 1 SP:Iteration 25Q (1975.703577 sec): 3 clusters Score: Raw -341958.784231 + Penalty 6183.278267 = -335775.505964 nChanged 1 SP:Iteration 26Q (1975.827266 sec): 3 clusters Score: Raw -341959.172720 + Penalty 6183.278267 = -335775.894453 nChanged 0 SP:Iteration 27F (1975.954845 sec): 3 clusters Score: Raw -341959.172720 + Penalty 6183.278267 = -335775.894453 nChanged 0 Trying to split cluster 9 (1634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1976.037846 sec): 2 clusters Score: Raw -113480.813318 + Penalty 2741.250315 = -110739.563003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1976.127792 sec): 3 clusters Score: Raw -113141.341167 + Penalty 5482.500630 = -107658.840537 nChanged 438 SP:Iteration 1F (1976.262907 sec): 3 clusters Score: Raw -113666.172150 + Penalty 5482.500630 = -108183.671520 nChanged 134 SP:Iteration 2F (1976.378608 sec): 3 clusters Score: Raw -113924.339226 + Penalty 5482.500630 = -108441.838595 nChanged 97 SP:Iteration 3F (1976.501577 sec): 3 clusters Score: Raw -114127.801833 + Penalty 5482.500630 = -108645.301203 nChanged 90 SP:Iteration 4F (1976.590648 sec): 3 clusters Score: Raw -114339.154490 + Penalty 5482.500630 = -108856.653860 nChanged 84 SP:Iteration 5F (1976.720616 sec): 3 clusters Score: Raw -114561.161483 + Penalty 5482.500630 = -109078.660853 nChanged 73 SP:Iteration 6Q (1976.823863 sec): 3 clusters Score: Raw -114734.313029 + Penalty 5482.500630 = -109251.812399 nChanged 51 SP:Iteration 7Q (1976.950577 sec): 3 clusters Score: Raw -114868.966313 + Penalty 5482.500630 = -109386.465683 nChanged 44 SP:Iteration 8Q (1977.054659 sec): 3 clusters Score: Raw -115009.922528 + Penalty 5482.500630 = -109527.421898 nChanged 31 SP:Iteration 9Q (1977.155247 sec): 3 clusters Score: Raw -115099.744948 + Penalty 5482.500630 = -109617.244318 nChanged 29 SP:Iteration 10Q (1977.272127 sec): 3 clusters Score: Raw -115154.454183 + Penalty 5482.500630 = -109671.953553 nChanged 24 SP:Iteration 11Q (1977.378605 sec): 3 clusters Score: Raw -115192.911356 + Penalty 5482.500630 = -109710.410726 nChanged 25 SP:Iteration 12Q (1977.500870 sec): 3 clusters Score: Raw -115228.688267 + Penalty 5482.500630 = -109746.187637 nChanged 18 SP:Iteration 13Q (1977.627736 sec): 3 clusters Score: Raw -115258.102412 + Penalty 5482.500630 = -109775.601782 nChanged 18 SP:Iteration 14Q (1977.739180 sec): 3 clusters Score: Raw -115285.479135 + Penalty 5482.500630 = -109802.978505 nChanged 13 SP:Iteration 15Q (1977.874076 sec): 3 clusters Score: Raw -115303.615011 + Penalty 5482.500630 = -109821.114381 nChanged 6 SP:Iteration 16Q (1977.988300 sec): 3 clusters Score: Raw -115309.509039 + Penalty 5482.500630 = -109827.008409 nChanged 0 SP:Iteration 17F (1978.082144 sec): 3 clusters Score: Raw -115309.509039 + Penalty 5482.500630 = -109827.008409 nChanged 0 Trying to split cluster 10 (1477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1978.167099 sec): 2 clusters Score: Raw -125834.638112 + Penalty 2703.823149 = -123130.814963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1978.253830 sec): 3 clusters Score: Raw -125472.639205 + Penalty 5407.646297 = -120064.992907 nChanged 381 SP:Iteration 1F (1978.372529 sec): 3 clusters Score: Raw -125879.629750 + Penalty 5407.646297 = -120471.983452 nChanged 99 SP:Iteration 2F (1978.496321 sec): 3 clusters Score: Raw -126030.309767 + Penalty 5407.646297 = -120622.663469 nChanged 61 SP:Iteration 3Q (1978.618777 sec): 3 clusters Score: Raw -126138.754532 + Penalty 5407.646297 = -120731.108234 nChanged 53 SP:Iteration 4Q (1978.741323 sec): 3 clusters Score: Raw -126236.585151 + Penalty 5407.646297 = -120828.938854 nChanged 50 SP:Iteration 5Q (1978.859342 sec): 3 clusters Score: Raw -126328.873170 + Penalty 5407.646297 = -120921.226873 nChanged 45 SP:Iteration 6Q (1978.956722 sec): 3 clusters Score: Raw -126420.552247 + Penalty 5407.646297 = -121012.905950 nChanged 41 SP:Iteration 7Q (1979.078836 sec): 3 clusters Score: Raw -126483.925068 + Penalty 5407.646297 = -121076.278770 nChanged 26 SP:Iteration 8Q (1979.215846 sec): 3 clusters Score: Raw -126528.090958 + Penalty 5407.646297 = -121120.444660 nChanged 28 SP:Iteration 9Q (1979.325760 sec): 3 clusters Score: Raw -126577.790069 + Penalty 5407.646297 = -121170.143772 nChanged 28 SP:Iteration 10Q (1979.423647 sec): 3 clusters Score: Raw -126617.238117 + Penalty 5407.646297 = -121209.591820 nChanged 17 SP:Iteration 11Q (1979.541116 sec): 3 clusters Score: Raw -126640.165252 + Penalty 5407.646297 = -121232.518954 nChanged 15 SP:Iteration 12Q (1979.652095 sec): 3 clusters Score: Raw -126666.635918 + Penalty 5407.646297 = -121258.989620 nChanged 13 SP:Iteration 13Q (1979.748895 sec): 3 clusters Score: Raw -126698.756612 + Penalty 5407.646297 = -121291.110315 nChanged 16 SP:Iteration 14Q (1979.897308 sec): 3 clusters Score: Raw -126725.756324 + Penalty 5407.646297 = -121318.110026 nChanged 7 SP:Iteration 15Q (1980.011402 sec): 3 clusters Score: Raw -126736.241957 + Penalty 5407.646297 = -121328.595659 nChanged 5 SP:Iteration 16Q (1980.120148 sec): 3 clusters Score: Raw -126740.835752 + Penalty 5407.646297 = -121333.189455 nChanged 2 SP:Iteration 17Q (1980.232388 sec): 3 clusters Score: Raw -126743.951406 + Penalty 5407.646297 = -121336.305108 nChanged 0 SP:Iteration 18F (1980.351785 sec): 3 clusters Score: Raw -126743.951406 + Penalty 5407.646297 = -121336.305108 nChanged 0 Trying to split cluster 11 (6285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1980.440384 sec): 2 clusters Score: Raw -546411.057879 + Penalty 3240.363775 = -543170.694104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1980.569533 sec): 3 clusters Score: Raw -543530.904720 + Penalty 6480.727551 = -537050.177169 nChanged 2269 SP:Iteration 1F (1980.687577 sec): 3 clusters Score: Raw -544973.043394 + Penalty 6480.727551 = -538492.315843 nChanged 550 SP:Iteration 2F (1980.827998 sec): 3 clusters Score: Raw -545583.492456 + Penalty 6480.727551 = -539102.764905 nChanged 528 SP:Iteration 3F (1980.967511 sec): 3 clusters Score: Raw -546282.810539 + Penalty 6480.727551 = -539802.082988 nChanged 500 SP:Iteration 4F (1981.088147 sec): 3 clusters Score: Raw -547023.475737 + Penalty 6480.727551 = -540542.748187 nChanged 504 SP:Iteration 5F (1981.203708 sec): 3 clusters Score: Raw -547699.061034 + Penalty 6480.727551 = -541218.333484 nChanged 394 SP:Iteration 6F (1981.331109 sec): 3 clusters Score: Raw -548126.459610 + Penalty 6480.727551 = -541645.732059 nChanged 245 SP:Iteration 7Q (1981.491527 sec): 3 clusters Score: Raw -548339.769737 + Penalty 6480.727551 = -541859.042187 nChanged 168 SP:Iteration 8Q (1981.624758 sec): 3 clusters Score: Raw -548461.689426 + Penalty 6480.727551 = -541980.961875 nChanged 121 SP:Iteration 9Q (1981.748544 sec): 3 clusters Score: Raw -548541.928672 + Penalty 6480.727551 = -542061.201121 nChanged 90 SP:Iteration 10Q (1981.856557 sec): 3 clusters Score: Raw -548593.503828 + Penalty 6480.727551 = -542112.776277 nChanged 71 SP:Iteration 11Q (1981.977654 sec): 3 clusters Score: Raw -548632.871446 + Penalty 6480.727551 = -542152.143896 nChanged 60 SP:Iteration 12Q (1982.132408 sec): 3 clusters Score: Raw -548671.930511 + Penalty 6480.727551 = -542191.202960 nChanged 60 SP:Iteration 13Q (1982.230534 sec): 3 clusters Score: Raw -548708.990441 + Penalty 6480.727551 = -542228.262890 nChanged 52 SP:Iteration 14Q (1982.383323 sec): 3 clusters Score: Raw -548735.444650 + Penalty 6480.727551 = -542254.717099 nChanged 37 SP:Iteration 15Q (1982.497255 sec): 3 clusters Score: Raw -548756.842062 + Penalty 6480.727551 = -542276.114511 nChanged 25 SP:Iteration 16Q (1982.652007 sec): 3 clusters Score: Raw -548769.021582 + Penalty 6480.727551 = -542288.294031 nChanged 21 SP:Iteration 17Q (1982.757854 sec): 3 clusters Score: Raw -548776.852447 + Penalty 6480.727551 = -542296.124896 nChanged 15 SP:Iteration 18Q (1982.844651 sec): 3 clusters Score: Raw -548782.899723 + Penalty 6480.727551 = -542302.172172 nChanged 20 SP:Iteration 19Q (1982.974728 sec): 3 clusters Score: Raw -548792.417053 + Penalty 6480.727551 = -542311.689503 nChanged 19 SP:Iteration 20F (1983.120607 sec): 3 clusters Score: Raw -548800.618766 + Penalty 6480.727551 = -542319.891215 nChanged 16 SP:Iteration 21Q (1983.253445 sec): 3 clusters Score: Raw -548806.005458 + Penalty 6480.727551 = -542325.277907 nChanged 14 SP:Iteration 22Q (1983.380409 sec): 3 clusters Score: Raw -548811.400225 + Penalty 6480.727551 = -542330.672674 nChanged 10 SP:Iteration 23Q (1983.510406 sec): 3 clusters Score: Raw -548814.061758 + Penalty 6480.727551 = -542333.334207 nChanged 8 SP:Iteration 24Q (1983.645908 sec): 3 clusters Score: Raw -548816.627157 + Penalty 6480.727551 = -542335.899606 nChanged 10 SP:Iteration 25Q (1983.746606 sec): 3 clusters Score: Raw -548818.910841 + Penalty 6480.727551 = -542338.183291 nChanged 4 SP:Iteration 26Q (1983.895587 sec): 3 clusters Score: Raw -548819.619505 + Penalty 6480.727551 = -542338.891955 nChanged 5 SP:Iteration 27Q (1983.992955 sec): 3 clusters Score: Raw -548821.373444 + Penalty 6480.727551 = -542340.645894 nChanged 4 SP:Iteration 28Q (1984.115126 sec): 3 clusters Score: Raw -548822.375837 + Penalty 6480.727551 = -542341.648286 nChanged 2 SP:Iteration 29Q (1984.259780 sec): 3 clusters Score: Raw -548822.740829 + Penalty 6480.727551 = -542342.013278 nChanged 2 SP:Iteration 30Q (1984.405501 sec): 3 clusters Score: Raw -548823.420013 + Penalty 6480.727551 = -542342.692462 nChanged 2 SP:Iteration 31Q (1984.510676 sec): 3 clusters Score: Raw -548824.046212 + Penalty 6480.727551 = -542343.318661 nChanged 2 SP:Iteration 32Q (1984.685451 sec): 3 clusters Score: Raw -548824.831335 + Penalty 6480.727551 = -542344.103784 nChanged 3 SP:Iteration 33Q (1984.780758 sec): 3 clusters Score: Raw -548826.286269 + Penalty 6480.727551 = -542345.558718 nChanged 6 SP:Iteration 34Q (1984.932086 sec): 3 clusters Score: Raw -548828.154059 + Penalty 6480.727551 = -542347.426508 nChanged 3 SP:Iteration 35Q (1985.064566 sec): 3 clusters Score: Raw -548829.091083 + Penalty 6480.727551 = -542348.363532 nChanged 2 SP:Iteration 36Q (1985.183834 sec): 3 clusters Score: Raw -548829.619782 + Penalty 6480.727551 = -542348.892231 nChanged 4 SP:Iteration 37Q (1985.316931 sec): 3 clusters Score: Raw -548830.674270 + Penalty 6480.727551 = -542349.946720 nChanged 1 SP:Iteration 38Q (1985.424252 sec): 3 clusters Score: Raw -548830.839748 + Penalty 6480.727551 = -542350.112197 nChanged 0 SP:Iteration 39F (1985.581691 sec): 3 clusters Score: Raw -548830.839748 + Penalty 6480.727551 = -542350.112197 nChanged 0 Iteration 99Q (1986.441197 sec): 12 clusters Score: Raw -3290379.904654 + Penalty 43283.241559 = -3247096.663095 nChanged 5 Iteration 100F (1987.612298 sec): 12 clusters Score: Raw -3290381.008894 + Penalty 43283.241559 = -3247097.767335 nChanged 2 Iteration 101Q (1988.454350 sec): 12 clusters Score: Raw -3290381.343517 + Penalty 43283.241559 = -3247098.101958 nChanged 3 Iteration 102Q (1989.319405 sec): 12 clusters Score: Raw -3290382.157815 + Penalty 43283.241559 = -3247098.916256 nChanged 5 Iteration 103Q (1990.131400 sec): 12 clusters Score: Raw -3290383.112712 + Penalty 43283.241559 = -3247099.871153 nChanged 8 Iteration 104Q (1990.996443 sec): 12 clusters Score: Raw -3290385.727932 + Penalty 43283.241559 = -3247102.486373 nChanged 11 Iteration 105Q (1991.900452 sec): 12 clusters Score: Raw -3290389.754192 + Penalty 43283.241559 = -3247106.512633 nChanged 18 Iteration 106Q (1992.800960 sec): 12 clusters Score: Raw -3290394.833025 + Penalty 43283.241559 = -3247111.591466 nChanged 8 Iteration 107Q (1993.662306 sec): 12 clusters Score: Raw -3290397.494150 + Penalty 43283.241559 = -3247114.252591 nChanged 7 Iteration 108Q (1994.520077 sec): 12 clusters Score: Raw -3290399.176455 + Penalty 43283.241559 = -3247115.934896 nChanged 5 Iteration 109Q (1995.370824 sec): 12 clusters Score: Raw -3290400.599927 + Penalty 43283.241559 = -3247117.358368 nChanged 9 Iteration 110Q (1996.241865 sec): 12 clusters Score: Raw -3290403.336139 + Penalty 43283.241559 = -3247120.094580 nChanged 4 Iteration 111Q (1997.126398 sec): 12 clusters Score: Raw -3290404.040905 + Penalty 43283.241559 = -3247120.799346 nChanged 3 Iteration 112Q (1998.040866 sec): 12 clusters Score: Raw -3290404.511053 + Penalty 43283.241559 = -3247121.269494 nChanged 2 Iteration 113Q (1998.929950 sec): 12 clusters Score: Raw -3290404.782754 + Penalty 43283.241559 = -3247121.541195 nChanged 0 Iteration 114F (2000.041802 sec): 12 clusters Score: Raw -3290404.782754 + Penalty 43283.241559 = -3247121.541195 nChanged 0 Compute initial score before splitting: Score: Raw -3290404.782754 + Penalty 43283.241559 = -3247121.541195 Trying to split cluster 1 (6398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2000.161788 sec): 2 clusters Score: Raw -577146.156367 + Penalty 3246.965937 = -573899.190430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2000.288951 sec): 3 clusters Score: Raw -574168.609027 + Penalty 6493.931874 = -567674.677153 nChanged 2397 SP:Iteration 1F (2000.424044 sec): 3 clusters Score: Raw -575646.811288 + Penalty 6493.931874 = -569152.879414 nChanged 525 SP:Iteration 2F (2000.550170 sec): 3 clusters Score: Raw -576032.906222 + Penalty 6493.931874 = -569538.974348 nChanged 358 SP:Iteration 3F (2000.647933 sec): 3 clusters Score: Raw -576268.794017 + Penalty 6493.931874 = -569774.862143 nChanged 305 SP:Iteration 4Q (2000.779524 sec): 3 clusters Score: Raw -576474.132885 + Penalty 6493.931874 = -569980.201012 nChanged 264 SP:Iteration 5Q (2000.943820 sec): 3 clusters Score: Raw -576636.495560 + Penalty 6493.931874 = -570142.563686 nChanged 194 SP:Iteration 6Q (2001.044088 sec): 3 clusters Score: Raw -576767.247102 + Penalty 6493.931874 = -570273.315228 nChanged 188 SP:Iteration 7Q (2001.189738 sec): 3 clusters Score: Raw -576910.241585 + Penalty 6493.931874 = -570416.309711 nChanged 222 SP:Iteration 8Q (2001.307562 sec): 3 clusters Score: Raw -577067.255173 + Penalty 6493.931874 = -570573.323299 nChanged 192 SP:Iteration 9Q (2001.452366 sec): 3 clusters Score: Raw -577208.627287 + Penalty 6493.931874 = -570714.695413 nChanged 177 SP:Iteration 10Q (2001.552877 sec): 3 clusters Score: Raw -577336.509866 + Penalty 6493.931874 = -570842.577992 nChanged 167 SP:Iteration 11Q (2001.692151 sec): 3 clusters Score: Raw -577436.838261 + Penalty 6493.931874 = -570942.906388 nChanged 130 SP:Iteration 12Q (2001.822061 sec): 3 clusters Score: Raw -577517.946955 + Penalty 6493.931874 = -571024.015081 nChanged 126 SP:Iteration 13Q (2001.942148 sec): 3 clusters Score: Raw -577590.264499 + Penalty 6493.931874 = -571096.332625 nChanged 108 SP:Iteration 14Q (2002.078392 sec): 3 clusters Score: Raw -577650.948943 + Penalty 6493.931874 = -571157.017069 nChanged 89 SP:Iteration 15Q (2002.202110 sec): 3 clusters Score: Raw -577698.703665 + Penalty 6493.931874 = -571204.771791 nChanged 85 SP:Iteration 16Q (2002.328810 sec): 3 clusters Score: Raw -577743.972334 + Penalty 6493.931874 = -571250.040460 nChanged 73 SP:Iteration 17Q (2002.434043 sec): 3 clusters Score: Raw -577783.906578 + Penalty 6493.931874 = -571289.974704 nChanged 59 SP:Iteration 18Q (2002.584519 sec): 3 clusters Score: Raw -577812.946346 + Penalty 6493.931874 = -571319.014473 nChanged 56 SP:Iteration 19Q (2002.715344 sec): 3 clusters Score: Raw -577842.290432 + Penalty 6493.931874 = -571348.358559 nChanged 66 SP:Iteration 20F (2002.838886 sec): 3 clusters Score: Raw -577879.319157 + Penalty 6493.931874 = -571385.387283 nChanged 51 SP:Iteration 21Q (2002.940255 sec): 3 clusters Score: Raw -577901.843839 + Penalty 6493.931874 = -571407.911965 nChanged 40 SP:Iteration 22Q (2003.081846 sec): 3 clusters Score: Raw -577918.105079 + Penalty 6493.931874 = -571424.173205 nChanged 38 SP:Iteration 23Q (2003.186899 sec): 3 clusters Score: Raw -577938.359454 + Penalty 6493.931874 = -571444.427581 nChanged 39 SP:Iteration 24Q (2003.298062 sec): 3 clusters Score: Raw -577957.801783 + Penalty 6493.931874 = -571463.869909 nChanged 47 SP:Iteration 25Q (2003.387889 sec): 3 clusters Score: Raw -577982.330646 + Penalty 6493.931874 = -571488.398772 nChanged 50 SP:Iteration 26Q (2003.517341 sec): 3 clusters Score: Raw -578006.610753 + Penalty 6493.931874 = -571512.678879 nChanged 39 SP:Iteration 27Q (2003.633822 sec): 3 clusters Score: Raw -578023.969018 + Penalty 6493.931874 = -571530.037144 nChanged 39 SP:Iteration 28Q (2003.752016 sec): 3 clusters Score: Raw -578042.245065 + Penalty 6493.931874 = -571548.313191 nChanged 33 SP:Iteration 29Q (2003.886190 sec): 3 clusters Score: Raw -578057.555164 + Penalty 6493.931874 = -571563.623290 nChanged 30 SP:Iteration 30Q (2003.999268 sec): 3 clusters Score: Raw -578073.756696 + Penalty 6493.931874 = -571579.824822 nChanged 35 SP:Iteration 31Q (2004.118398 sec): 3 clusters Score: Raw -578090.978757 + Penalty 6493.931874 = -571597.046883 nChanged 33 SP:Iteration 32Q (2004.269805 sec): 3 clusters Score: Raw -578104.394744 + Penalty 6493.931874 = -571610.462871 nChanged 22 SP:Iteration 33Q (2004.409756 sec): 3 clusters Score: Raw -578111.658906 + Penalty 6493.931874 = -571617.727032 nChanged 14 SP:Iteration 34Q (2004.532598 sec): 3 clusters Score: Raw -578119.001051 + Penalty 6493.931874 = -571625.069177 nChanged 18 SP:Iteration 35Q (2004.632905 sec): 3 clusters Score: Raw -578126.711367 + Penalty 6493.931874 = -571632.779494 nChanged 15 SP:Iteration 36Q (2004.745426 sec): 3 clusters Score: Raw -578133.772370 + Penalty 6493.931874 = -571639.840496 nChanged 16 SP:Iteration 37Q (2004.873324 sec): 3 clusters Score: Raw -578139.464008 + Penalty 6493.931874 = -571645.532134 nChanged 12 SP:Iteration 38Q (2004.993957 sec): 3 clusters Score: Raw -578143.252790 + Penalty 6493.931874 = -571649.320916 nChanged 8 SP:Iteration 39Q (2005.123365 sec): 3 clusters Score: Raw -578147.167019 + Penalty 6493.931874 = -571653.235146 nChanged 10 SP:Iteration 40F (2005.263108 sec): 3 clusters Score: Raw -578151.240827 + Penalty 6493.931874 = -571657.308953 nChanged 11 SP:Iteration 41Q (2005.383975 sec): 3 clusters Score: Raw -578155.107871 + Penalty 6493.931874 = -571661.175997 nChanged 16 SP:Iteration 42Q (2005.514145 sec): 3 clusters Score: Raw -578161.090441 + Penalty 6493.931874 = -571667.158567 nChanged 11 SP:Iteration 43Q (2005.658583 sec): 3 clusters Score: Raw -578166.151560 + Penalty 6493.931874 = -571672.219686 nChanged 16 SP:Iteration 44Q (2005.763983 sec): 3 clusters Score: Raw -578172.700034 + Penalty 6493.931874 = -571678.768160 nChanged 15 SP:Iteration 45Q (2005.908235 sec): 3 clusters Score: Raw -578178.647557 + Penalty 6493.931874 = -571684.715683 nChanged 21 SP:Iteration 46Q (2006.039186 sec): 3 clusters Score: Raw -578186.663523 + Penalty 6493.931874 = -571692.731649 nChanged 16 SP:Iteration 47Q (2006.166164 sec): 3 clusters Score: Raw -578196.115830 + Penalty 6493.931874 = -571702.183956 nChanged 20 SP:Iteration 48Q (2006.260832 sec): 3 clusters Score: Raw -578209.674650 + Penalty 6493.931874 = -571715.742776 nChanged 26 SP:Iteration 49Q (2006.407603 sec): 3 clusters Score: Raw -578225.180321 + Penalty 6493.931874 = -571731.248447 nChanged 26 SP:Iteration 50Q (2006.532712 sec): 3 clusters Score: Raw -578240.698552 + Penalty 6493.931874 = -571746.766678 nChanged 30 SP:Iteration 51Q (2006.656068 sec): 3 clusters Score: Raw -578256.853458 + Penalty 6493.931874 = -571762.921584 nChanged 23 SP:Iteration 52Q (2006.781634 sec): 3 clusters Score: Raw -578272.336204 + Penalty 6493.931874 = -571778.404330 nChanged 30 SP:Iteration 53Q (2006.897616 sec): 3 clusters Score: Raw -578292.039248 + Penalty 6493.931874 = -571798.107374 nChanged 27 SP:Iteration 54Q (2007.021541 sec): 3 clusters Score: Raw -578309.117878 + Penalty 6493.931874 = -571815.186004 nChanged 36 SP:Iteration 55Q (2007.154204 sec): 3 clusters Score: Raw -578328.134813 + Penalty 6493.931874 = -571834.202939 nChanged 31 SP:Iteration 56Q (2007.293859 sec): 3 clusters Score: Raw -578347.521528 + Penalty 6493.931874 = -571853.589655 nChanged 21 SP:Iteration 57Q (2007.431769 sec): 3 clusters Score: Raw -578361.611986 + Penalty 6493.931874 = -571867.680113 nChanged 23 SP:Iteration 58Q (2007.552476 sec): 3 clusters Score: Raw -578376.716706 + Penalty 6493.931874 = -571882.784832 nChanged 28 SP:Iteration 59Q (2007.681588 sec): 3 clusters Score: Raw -578397.793551 + Penalty 6493.931874 = -571903.861677 nChanged 35 SP:Iteration 60F (2007.817442 sec): 3 clusters Score: Raw -578418.403944 + Penalty 6493.931874 = -571924.472070 nChanged 28 SP:Iteration 61Q (2007.988893 sec): 3 clusters Score: Raw -578438.969146 + Penalty 6493.931874 = -571945.037272 nChanged 30 SP:Iteration 62Q (2008.134156 sec): 3 clusters Score: Raw -578459.930633 + Penalty 6493.931874 = -571965.998759 nChanged 24 SP:Iteration 63Q (2008.253621 sec): 3 clusters Score: Raw -578474.399784 + Penalty 6493.931874 = -571980.467910 nChanged 24 SP:Iteration 64Q (2008.393474 sec): 3 clusters Score: Raw -578489.270267 + Penalty 6493.931874 = -571995.338393 nChanged 20 SP:Iteration 65Q (2008.519939 sec): 3 clusters Score: Raw -578500.095955 + Penalty 6493.931874 = -572006.164081 nChanged 20 SP:Iteration 66Q (2008.640729 sec): 3 clusters Score: Raw -578511.904732 + Penalty 6493.931874 = -572017.972858 nChanged 21 SP:Iteration 67Q (2008.754687 sec): 3 clusters Score: Raw -578523.155743 + Penalty 6493.931874 = -572029.223869 nChanged 20 SP:Iteration 68Q (2008.911879 sec): 3 clusters Score: Raw -578533.110881 + Penalty 6493.931874 = -572039.179007 nChanged 16 SP:Iteration 69Q (2009.055155 sec): 3 clusters Score: Raw -578543.755622 + Penalty 6493.931874 = -572049.823748 nChanged 26 SP:Iteration 70Q (2009.196074 sec): 3 clusters Score: Raw -578557.472837 + Penalty 6493.931874 = -572063.540963 nChanged 29 SP:Iteration 71Q (2009.299201 sec): 3 clusters Score: Raw -578573.868291 + Penalty 6493.931874 = -572079.936418 nChanged 25 SP:Iteration 72Q (2009.432657 sec): 3 clusters Score: Raw -578587.754909 + Penalty 6493.931874 = -572093.823035 nChanged 23 SP:Iteration 73Q (2009.559431 sec): 3 clusters Score: Raw -578604.791684 + Penalty 6493.931874 = -572110.859810 nChanged 27 SP:Iteration 74Q (2009.699390 sec): 3 clusters Score: Raw -578621.997893 + Penalty 6493.931874 = -572128.066019 nChanged 25 SP:Iteration 75Q (2009.828757 sec): 3 clusters Score: Raw -578635.162583 + Penalty 6493.931874 = -572141.230709 nChanged 20 SP:Iteration 76Q (2009.971938 sec): 3 clusters Score: Raw -578644.120657 + Penalty 6493.931874 = -572150.188783 nChanged 18 SP:Iteration 77Q (2010.119998 sec): 3 clusters Score: Raw -578654.939629 + Penalty 6493.931874 = -572161.007755 nChanged 17 SP:Iteration 78Q (2010.245690 sec): 3 clusters Score: Raw -578664.498319 + Penalty 6493.931874 = -572170.566445 nChanged 17 SP:Iteration 79Q (2010.372661 sec): 3 clusters Score: Raw -578672.732949 + Penalty 6493.931874 = -572178.801075 nChanged 15 SP:Iteration 80F (2010.499675 sec): 3 clusters Score: Raw -578679.837562 + Penalty 6493.931874 = -572185.905688 nChanged 11 SP:Iteration 81Q (2010.653069 sec): 3 clusters Score: Raw -578685.882990 + Penalty 6493.931874 = -572191.951116 nChanged 9 SP:Iteration 82Q (2010.786183 sec): 3 clusters Score: Raw -578690.931919 + Penalty 6493.931874 = -572197.000045 nChanged 12 SP:Iteration 83Q (2010.919695 sec): 3 clusters Score: Raw -578697.776048 + Penalty 6493.931874 = -572203.844175 nChanged 12 SP:Iteration 84Q (2011.036429 sec): 3 clusters Score: Raw -578703.699958 + Penalty 6493.931874 = -572209.768084 nChanged 8 SP:Iteration 85Q (2011.148005 sec): 3 clusters Score: Raw -578707.293854 + Penalty 6493.931874 = -572213.361980 nChanged 3 SP:Iteration 86Q (2011.277623 sec): 3 clusters Score: Raw -578708.923170 + Penalty 6493.931874 = -572214.991296 nChanged 4 SP:Iteration 87Q (2011.430770 sec): 3 clusters Score: Raw -578710.530943 + Penalty 6493.931874 = -572216.599069 nChanged 2 SP:Iteration 88Q (2011.570969 sec): 3 clusters Score: Raw -578711.377753 + Penalty 6493.931874 = -572217.445879 nChanged 0 SP:Iteration 89F (2011.699179 sec): 3 clusters Score: Raw -578711.377753 + Penalty 6493.931874 = -572217.445879 nChanged 0 Trying to split cluster 2 (4509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2011.765416 sec): 2 clusters Score: Raw -375096.390963 + Penalty 3117.324266 = -371979.066697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2011.904504 sec): 3 clusters Score: Raw -373175.874388 + Penalty 6234.648533 = -366941.225856 nChanged 1558 SP:Iteration 1F (2012.030499 sec): 3 clusters Score: Raw -374290.511069 + Penalty 6234.648533 = -368055.862536 nChanged 405 SP:Iteration 2F (2012.120849 sec): 3 clusters Score: Raw -374722.904004 + Penalty 6234.648533 = -368488.255471 nChanged 334 SP:Iteration 3F (2012.256852 sec): 3 clusters Score: Raw -375108.344862 + Penalty 6234.648533 = -368873.696330 nChanged 283 SP:Iteration 4F (2012.391157 sec): 3 clusters Score: Raw -375452.933611 + Penalty 6234.648533 = -369218.285078 nChanged 250 SP:Iteration 5F (2012.515669 sec): 3 clusters Score: Raw -375757.090562 + Penalty 6234.648533 = -369522.442029 nChanged 230 SP:Iteration 6F (2012.635629 sec): 3 clusters Score: Raw -376030.015332 + Penalty 6234.648533 = -369795.366799 nChanged 203 SP:Iteration 7Q (2012.762054 sec): 3 clusters Score: Raw -376259.906036 + Penalty 6234.648533 = -370025.257504 nChanged 161 SP:Iteration 8Q (2012.879677 sec): 3 clusters Score: Raw -376420.518377 + Penalty 6234.648533 = -370185.869844 nChanged 132 SP:Iteration 9Q (2013.012241 sec): 3 clusters Score: Raw -376547.431214 + Penalty 6234.648533 = -370312.782681 nChanged 106 SP:Iteration 10Q (2013.132891 sec): 3 clusters Score: Raw -376643.293022 + Penalty 6234.648533 = -370408.644489 nChanged 81 SP:Iteration 11Q (2013.267368 sec): 3 clusters Score: Raw -376712.014957 + Penalty 6234.648533 = -370477.366424 nChanged 68 SP:Iteration 12Q (2013.396694 sec): 3 clusters Score: Raw -376769.484155 + Penalty 6234.648533 = -370534.835623 nChanged 56 SP:Iteration 13Q (2013.516064 sec): 3 clusters Score: Raw -376816.538803 + Penalty 6234.648533 = -370581.890270 nChanged 52 SP:Iteration 14Q (2013.608784 sec): 3 clusters Score: Raw -376854.945696 + Penalty 6234.648533 = -370620.297164 nChanged 61 SP:Iteration 15Q (2013.742018 sec): 3 clusters Score: Raw -376892.055816 + Penalty 6234.648533 = -370657.407284 nChanged 36 SP:Iteration 16Q (2013.852549 sec): 3 clusters Score: Raw -376912.290195 + Penalty 6234.648533 = -370677.641662 nChanged 22 SP:Iteration 17Q (2013.992479 sec): 3 clusters Score: Raw -376926.455913 + Penalty 6234.648533 = -370691.807381 nChanged 20 SP:Iteration 18Q (2014.116302 sec): 3 clusters Score: Raw -376941.271752 + Penalty 6234.648533 = -370706.623219 nChanged 19 SP:Iteration 19Q (2014.211824 sec): 3 clusters Score: Raw -376953.883216 + Penalty 6234.648533 = -370719.234683 nChanged 23 SP:Iteration 20F (2014.339769 sec): 3 clusters Score: Raw -376973.425284 + Penalty 6234.648533 = -370738.776752 nChanged 26 SP:Iteration 21Q (2014.461471 sec): 3 clusters Score: Raw -376996.348498 + Penalty 6234.648533 = -370761.699965 nChanged 28 SP:Iteration 22Q (2014.593247 sec): 3 clusters Score: Raw -377014.877461 + Penalty 6234.648533 = -370780.228928 nChanged 27 SP:Iteration 23Q (2014.722985 sec): 3 clusters Score: Raw -377030.446459 + Penalty 6234.648533 = -370795.797926 nChanged 21 SP:Iteration 24Q (2014.824214 sec): 3 clusters Score: Raw -377040.228638 + Penalty 6234.648533 = -370805.580105 nChanged 14 SP:Iteration 25Q (2014.961579 sec): 3 clusters Score: Raw -377047.328880 + Penalty 6234.648533 = -370812.680347 nChanged 10 SP:Iteration 26Q (2015.125535 sec): 3 clusters Score: Raw -377053.204980 + Penalty 6234.648533 = -370818.556447 nChanged 8 SP:Iteration 27Q (2015.240446 sec): 3 clusters Score: Raw -377056.815659 + Penalty 6234.648533 = -370822.167126 nChanged 5 SP:Iteration 28Q (2015.351752 sec): 3 clusters Score: Raw -377059.030230 + Penalty 6234.648533 = -370824.381698 nChanged 2 SP:Iteration 29Q (2015.504418 sec): 3 clusters Score: Raw -377059.726740 + Penalty 6234.648533 = -370825.078207 nChanged 5 SP:Iteration 30Q (2015.631765 sec): 3 clusters Score: Raw -377061.557411 + Penalty 6234.648533 = -370826.908878 nChanged 3 SP:Iteration 31Q (2015.728797 sec): 3 clusters Score: Raw -377062.351830 + Penalty 6234.648533 = -370827.703297 nChanged 3 SP:Iteration 32Q (2015.868440 sec): 3 clusters Score: Raw -377063.770891 + Penalty 6234.648533 = -370829.122358 nChanged 3 SP:Iteration 33Q (2016.001295 sec): 3 clusters Score: Raw -377065.821870 + Penalty 6234.648533 = -370831.173337 nChanged 2 SP:Iteration 34Q (2016.134820 sec): 3 clusters Score: Raw -377067.320897 + Penalty 6234.648533 = -370832.672364 nChanged 1 SP:Iteration 35Q (2016.274468 sec): 3 clusters Score: Raw -377067.619749 + Penalty 6234.648533 = -370832.971216 nChanged 0 SP:Iteration 36F (2016.397517 sec): 3 clusters Score: Raw -377067.619749 + Penalty 6234.648533 = -370832.971216 nChanged 0 Trying to split cluster 3 (2351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2016.472191 sec): 2 clusters Score: Raw -214319.534218 + Penalty 2876.041836 = -211443.492382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2016.594925 sec): 3 clusters Score: Raw -213579.037194 + Penalty 5752.083672 = -207826.953522 nChanged 682 SP:Iteration 1F (2016.694676 sec): 3 clusters Score: Raw -214184.973806 + Penalty 5752.083672 = -208432.890134 nChanged 169 SP:Iteration 2F (2016.836958 sec): 3 clusters Score: Raw -214360.557903 + Penalty 5752.083672 = -208608.474231 nChanged 103 SP:Iteration 3Q (2016.944064 sec): 3 clusters Score: Raw -214464.722218 + Penalty 5752.083672 = -208712.638546 nChanged 61 SP:Iteration 4Q (2017.083815 sec): 3 clusters Score: Raw -214523.043738 + Penalty 5752.083672 = -208770.960066 nChanged 40 SP:Iteration 5Q (2017.217861 sec): 3 clusters Score: Raw -214564.100899 + Penalty 5752.083672 = -208812.017227 nChanged 34 SP:Iteration 6Q (2017.310057 sec): 3 clusters Score: Raw -214594.460836 + Penalty 5752.083672 = -208842.377165 nChanged 27 SP:Iteration 7Q (2017.423620 sec): 3 clusters Score: Raw -214615.013151 + Penalty 5752.083672 = -208862.929479 nChanged 15 SP:Iteration 8Q (2017.519518 sec): 3 clusters Score: Raw -214623.870132 + Penalty 5752.083672 = -208871.786460 nChanged 10 SP:Iteration 9Q (2017.671728 sec): 3 clusters Score: Raw -214631.901419 + Penalty 5752.083672 = -208879.817747 nChanged 16 SP:Iteration 10Q (2017.793346 sec): 3 clusters Score: Raw -214646.974298 + Penalty 5752.083672 = -208894.890626 nChanged 17 SP:Iteration 11Q (2017.926115 sec): 3 clusters Score: Raw -214662.245532 + Penalty 5752.083672 = -208910.161860 nChanged 15 SP:Iteration 12Q (2018.045198 sec): 3 clusters Score: Raw -214676.277656 + Penalty 5752.083672 = -208924.193984 nChanged 12 SP:Iteration 13Q (2018.143764 sec): 3 clusters Score: Raw -214685.741244 + Penalty 5752.083672 = -208933.657572 nChanged 19 SP:Iteration 14Q (2018.276350 sec): 3 clusters Score: Raw -214699.100869 + Penalty 5752.083672 = -208947.017197 nChanged 11 SP:Iteration 15Q (2018.371592 sec): 3 clusters Score: Raw -214708.923114 + Penalty 5752.083672 = -208956.839442 nChanged 9 SP:Iteration 16Q (2018.500590 sec): 3 clusters Score: Raw -214715.669641 + Penalty 5752.083672 = -208963.585969 nChanged 6 SP:Iteration 17Q (2018.613378 sec): 3 clusters Score: Raw -214720.596292 + Penalty 5752.083672 = -208968.512620 nChanged 4 SP:Iteration 18Q (2018.741573 sec): 3 clusters Score: Raw -214722.108424 + Penalty 5752.083672 = -208970.024752 nChanged 4 SP:Iteration 19Q (2018.839342 sec): 3 clusters Score: Raw -214726.038377 + Penalty 5752.083672 = -208973.954705 nChanged 5 SP:Iteration 20F (2018.981436 sec): 3 clusters Score: Raw -214730.351450 + Penalty 5752.083672 = -208978.267778 nChanged 4 SP:Iteration 21Q (2019.107539 sec): 3 clusters Score: Raw -214732.348915 + Penalty 5752.083672 = -208980.265244 nChanged 2 SP:Iteration 22Q (2019.220776 sec): 3 clusters Score: Raw -214733.995419 + Penalty 5752.083672 = -208981.911747 nChanged 3 SP:Iteration 23Q (2019.336338 sec): 3 clusters Score: Raw -214735.533783 + Penalty 5752.083672 = -208983.450111 nChanged 3 SP:Iteration 24Q (2019.440110 sec): 3 clusters Score: Raw -214737.180762 + Penalty 5752.083672 = -208985.097090 nChanged 3 SP:Iteration 25Q (2019.564850 sec): 3 clusters Score: Raw -214739.995155 + Penalty 5752.083672 = -208987.911483 nChanged 2 SP:Iteration 26Q (2019.702037 sec): 3 clusters Score: Raw -214741.178800 + Penalty 5752.083672 = -208989.095128 nChanged 2 SP:Iteration 27Q (2019.802770 sec): 3 clusters Score: Raw -214743.100294 + Penalty 5752.083672 = -208991.016622 nChanged 0 SP:Iteration 28F (2019.902475 sec): 3 clusters Score: Raw -214743.100294 + Penalty 5752.083672 = -208991.016622 nChanged 0 Trying to split cluster 4 (1757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2019.985866 sec): 2 clusters Score: Raw -102038.396992 + Penalty 2768.140024 = -99270.256968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2020.089949 sec): 3 clusters Score: Raw -101683.108358 + Penalty 5536.280048 = -96146.828310 nChanged 518 SP:Iteration 1F (2020.211064 sec): 3 clusters Score: Raw -102606.199094 + Penalty 5536.280048 = -97069.919046 nChanged 185 SP:Iteration 2F (2020.336707 sec): 3 clusters Score: Raw -103084.607381 + Penalty 5536.280048 = -97548.327333 nChanged 113 SP:Iteration 3F (2020.471933 sec): 3 clusters Score: Raw -103383.844485 + Penalty 5536.280048 = -97847.564437 nChanged 92 SP:Iteration 4F (2020.576359 sec): 3 clusters Score: Raw -103610.085624 + Penalty 5536.280048 = -98073.805576 nChanged 50 SP:Iteration 5Q (2020.708349 sec): 3 clusters Score: Raw -103721.128378 + Penalty 5536.280048 = -98184.848329 nChanged 46 SP:Iteration 6Q (2020.811476 sec): 3 clusters Score: Raw -103797.939288 + Penalty 5536.280048 = -98261.659240 nChanged 27 SP:Iteration 7Q (2020.932376 sec): 3 clusters Score: Raw -103845.932851 + Penalty 5536.280048 = -98309.652802 nChanged 23 SP:Iteration 8Q (2021.058321 sec): 3 clusters Score: Raw -103868.558833 + Penalty 5536.280048 = -98332.278785 nChanged 11 SP:Iteration 9Q (2021.175845 sec): 3 clusters Score: Raw -103881.595957 + Penalty 5536.280048 = -98345.315909 nChanged 6 SP:Iteration 10Q (2021.258938 sec): 3 clusters Score: Raw -103888.851677 + Penalty 5536.280048 = -98352.571629 nChanged 7 SP:Iteration 11Q (2021.380538 sec): 3 clusters Score: Raw -103894.061652 + Penalty 5536.280048 = -98357.781603 nChanged 2 SP:Iteration 12Q (2021.488106 sec): 3 clusters Score: Raw -103896.059548 + Penalty 5536.280048 = -98359.779500 nChanged 1 SP:Iteration 13Q (2021.593942 sec): 3 clusters Score: Raw -103898.625684 + Penalty 5536.280048 = -98362.345636 nChanged 4 SP:Iteration 14Q (2021.697613 sec): 3 clusters Score: Raw -103903.838485 + Penalty 5536.280048 = -98367.558436 nChanged 6 SP:Iteration 15Q (2021.825887 sec): 3 clusters Score: Raw -103911.132694 + Penalty 5536.280048 = -98374.852645 nChanged 4 SP:Iteration 16Q (2021.948275 sec): 3 clusters Score: Raw -103914.942084 + Penalty 5536.280048 = -98378.662035 nChanged 3 SP:Iteration 17Q (2022.048931 sec): 3 clusters Score: Raw -103917.370085 + Penalty 5536.280048 = -98381.090036 nChanged 0 SP:Iteration 18F (2022.183622 sec): 3 clusters Score: Raw -103917.370085 + Penalty 5536.280048 = -98381.090036 nChanged 0 Trying to split cluster 5 (2968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.246435 sec): 2 clusters Score: Raw -218765.409179 + Penalty 2962.385955 = -215803.023224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.340545 sec): 3 clusters Score: Raw -217710.974043 + Penalty 5924.771911 = -211786.202132 nChanged 931 SP:Iteration 1F (2022.490010 sec): 3 clusters Score: Raw -218551.038552 + Penalty 5924.771911 = -212626.266641 nChanged 257 SP:Iteration 2F (2022.607909 sec): 3 clusters Score: Raw -218932.707294 + Penalty 5924.771911 = -213007.935383 nChanged 194 SP:Iteration 3F (2022.726924 sec): 3 clusters Score: Raw -219306.681312 + Penalty 5924.771911 = -213381.909401 nChanged 188 SP:Iteration 4F (2022.811291 sec): 3 clusters Score: Raw -219636.797801 + Penalty 5924.771911 = -213712.025890 nChanged 184 SP:Iteration 5F (2022.947691 sec): 3 clusters Score: Raw -219936.441171 + Penalty 5924.771911 = -214011.669260 nChanged 149 SP:Iteration 6F (2023.057251 sec): 3 clusters Score: Raw -220214.482887 + Penalty 5924.771911 = -214289.710977 nChanged 139 SP:Iteration 7Q (2023.191644 sec): 3 clusters Score: Raw -220446.637646 + Penalty 5924.771911 = -214521.865736 nChanged 137 SP:Iteration 8Q (2023.302479 sec): 3 clusters Score: Raw -220686.348691 + Penalty 5924.771911 = -214761.576780 nChanged 122 SP:Iteration 9Q (2023.427381 sec): 3 clusters Score: Raw -220831.788753 + Penalty 5924.771911 = -214907.016842 nChanged 62 SP:Iteration 10Q (2023.562259 sec): 3 clusters Score: Raw -220912.124995 + Penalty 5924.771911 = -214987.353084 nChanged 49 SP:Iteration 11Q (2023.657732 sec): 3 clusters Score: Raw -220963.132814 + Penalty 5924.771911 = -215038.360903 nChanged 31 SP:Iteration 12Q (2023.790782 sec): 3 clusters Score: Raw -220989.183522 + Penalty 5924.771911 = -215064.411611 nChanged 20 SP:Iteration 13Q (2023.897513 sec): 3 clusters Score: Raw -221008.879863 + Penalty 5924.771911 = -215084.107952 nChanged 8 SP:Iteration 14Q (2024.044057 sec): 3 clusters Score: Raw -221017.548865 + Penalty 5924.771911 = -215092.776954 nChanged 11 SP:Iteration 15Q (2024.156481 sec): 3 clusters Score: Raw -221025.760769 + Penalty 5924.771911 = -215100.988858 nChanged 7 SP:Iteration 16Q (2024.298183 sec): 3 clusters Score: Raw -221031.447166 + Penalty 5924.771911 = -215106.675255 nChanged 6 SP:Iteration 17Q (2024.414967 sec): 3 clusters Score: Raw -221035.487165 + Penalty 5924.771911 = -215110.715254 nChanged 3 SP:Iteration 18Q (2024.519958 sec): 3 clusters Score: Raw -221038.736368 + Penalty 5924.771911 = -215113.964457 nChanged 3 SP:Iteration 19Q (2024.639900 sec): 3 clusters Score: Raw -221040.520771 + Penalty 5924.771911 = -215115.748860 nChanged 2 SP:Iteration 20F (2024.766581 sec): 3 clusters Score: Raw -221041.624315 + Penalty 5924.771911 = -215116.852405 nChanged 1 SP:Iteration 21Q (2024.902875 sec): 3 clusters Score: Raw -221042.336215 + Penalty 5924.771911 = -215117.564304 nChanged 2 SP:Iteration 22Q (2025.020181 sec): 3 clusters Score: Raw -221043.436910 + Penalty 5924.771911 = -215118.665000 nChanged 1 SP:Iteration 23Q (2025.144221 sec): 3 clusters Score: Raw -221044.355352 + Penalty 5924.771911 = -215119.583442 nChanged 1 SP:Iteration 24Q (2025.256221 sec): 3 clusters Score: Raw -221044.628840 + Penalty 5924.771911 = -215119.856929 nChanged 1 SP:Iteration 25Q (2025.373201 sec): 3 clusters Score: Raw -221045.592702 + Penalty 5924.771911 = -215120.820792 nChanged 0 SP:Iteration 26F (2025.506791 sec): 3 clusters Score: Raw -221045.592702 + Penalty 5924.771911 = -215120.820792 nChanged 0 Trying to split cluster 6 (4816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2025.616129 sec): 2 clusters Score: Raw -447621.005302 + Penalty 3141.728475 = -444479.276827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2025.734475 sec): 3 clusters Score: Raw -445531.694129 + Penalty 6283.456949 = -439248.237180 nChanged 1725 SP:Iteration 1F (2025.862025 sec): 3 clusters Score: Raw -446569.518535 + Penalty 6283.456949 = -440286.061586 nChanged 368 SP:Iteration 2F (2025.986965 sec): 3 clusters Score: Raw -446905.097273 + Penalty 6283.456949 = -440621.640324 nChanged 306 SP:Iteration 3F (2026.113133 sec): 3 clusters Score: Raw -447190.712475 + Penalty 6283.456949 = -440907.255525 nChanged 266 SP:Iteration 4F (2026.224546 sec): 3 clusters Score: Raw -447452.764395 + Penalty 6283.456949 = -441169.307445 nChanged 226 SP:Iteration 5Q (2026.351021 sec): 3 clusters Score: Raw -447659.889836 + Penalty 6283.456949 = -441376.432887 nChanged 218 SP:Iteration 6Q (2026.493018 sec): 3 clusters Score: Raw -447850.540813 + Penalty 6283.456949 = -441567.083864 nChanged 194 SP:Iteration 7Q (2026.621172 sec): 3 clusters Score: Raw -448018.018852 + Penalty 6283.456949 = -441734.561902 nChanged 158 SP:Iteration 8Q (2026.739820 sec): 3 clusters Score: Raw -448163.061111 + Penalty 6283.456949 = -441879.604162 nChanged 148 SP:Iteration 9Q (2026.876562 sec): 3 clusters Score: Raw -448294.308377 + Penalty 6283.456949 = -442010.851428 nChanged 124 SP:Iteration 10Q (2026.979586 sec): 3 clusters Score: Raw -448401.307227 + Penalty 6283.456949 = -442117.850278 nChanged 98 SP:Iteration 11Q (2027.128535 sec): 3 clusters Score: Raw -448478.011748 + Penalty 6283.456949 = -442194.554799 nChanged 85 SP:Iteration 12Q (2027.248023 sec): 3 clusters Score: Raw -448532.837014 + Penalty 6283.456949 = -442249.380064 nChanged 61 SP:Iteration 13Q (2027.403889 sec): 3 clusters Score: Raw -448576.492925 + Penalty 6283.456949 = -442293.035975 nChanged 54 SP:Iteration 14Q (2027.530090 sec): 3 clusters Score: Raw -448609.117892 + Penalty 6283.456949 = -442325.660942 nChanged 39 SP:Iteration 15Q (2027.633652 sec): 3 clusters Score: Raw -448634.731851 + Penalty 6283.456949 = -442351.274901 nChanged 32 SP:Iteration 16Q (2027.776824 sec): 3 clusters Score: Raw -448657.799157 + Penalty 6283.456949 = -442374.342207 nChanged 27 SP:Iteration 17Q (2027.892833 sec): 3 clusters Score: Raw -448675.917660 + Penalty 6283.456949 = -442392.460710 nChanged 19 SP:Iteration 18Q (2028.015958 sec): 3 clusters Score: Raw -448687.955299 + Penalty 6283.456949 = -442404.498350 nChanged 16 SP:Iteration 19Q (2028.163678 sec): 3 clusters Score: Raw -448696.437389 + Penalty 6283.456949 = -442412.980440 nChanged 13 SP:Iteration 20F (2028.258326 sec): 3 clusters Score: Raw -448702.695213 + Penalty 6283.456949 = -442419.238264 nChanged 10 SP:Iteration 21Q (2028.398668 sec): 3 clusters Score: Raw -448707.012684 + Penalty 6283.456949 = -442423.555734 nChanged 6 SP:Iteration 22Q (2028.525728 sec): 3 clusters Score: Raw -448709.568387 + Penalty 6283.456949 = -442426.111438 nChanged 4 SP:Iteration 23Q (2028.620866 sec): 3 clusters Score: Raw -448711.006469 + Penalty 6283.456949 = -442427.549520 nChanged 0 SP:Iteration 24F (2028.749468 sec): 3 clusters Score: Raw -448711.006469 + Penalty 6283.456949 = -442427.549520 nChanged 0 Trying to split cluster 7 (4532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2028.827449 sec): 2 clusters Score: Raw -321819.352172 + Penalty 3119.209350 = -318700.142823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2028.933449 sec): 3 clusters Score: Raw -319885.679049 + Penalty 6238.418699 = -313647.260350 nChanged 1609 SP:Iteration 1F (2029.070713 sec): 3 clusters Score: Raw -321155.359055 + Penalty 6238.418699 = -314916.940356 nChanged 440 SP:Iteration 2F (2029.197653 sec): 3 clusters Score: Raw -321654.506751 + Penalty 6238.418699 = -315416.088052 nChanged 330 SP:Iteration 3F (2029.317374 sec): 3 clusters Score: Raw -322168.328023 + Penalty 6238.418699 = -315929.909324 nChanged 301 SP:Iteration 4F (2029.440207 sec): 3 clusters Score: Raw -322613.220310 + Penalty 6238.418699 = -316374.801611 nChanged 258 SP:Iteration 5F (2029.585789 sec): 3 clusters Score: Raw -322976.925009 + Penalty 6238.418699 = -316738.506310 nChanged 236 SP:Iteration 6F (2029.711720 sec): 3 clusters Score: Raw -323284.083473 + Penalty 6238.418699 = -317045.664774 nChanged 191 SP:Iteration 7Q (2029.818523 sec): 3 clusters Score: Raw -323514.974878 + Penalty 6238.418699 = -317276.556179 nChanged 151 SP:Iteration 8Q (2029.960818 sec): 3 clusters Score: Raw -323688.055429 + Penalty 6238.418699 = -317449.636730 nChanged 131 SP:Iteration 9Q (2030.060377 sec): 3 clusters Score: Raw -323845.379420 + Penalty 6238.418699 = -317606.960721 nChanged 105 SP:Iteration 10Q (2030.194285 sec): 3 clusters Score: Raw -323944.998129 + Penalty 6238.418699 = -317706.579430 nChanged 93 SP:Iteration 11Q (2030.336563 sec): 3 clusters Score: Raw -324026.978817 + Penalty 6238.418699 = -317788.560118 nChanged 73 SP:Iteration 12Q (2030.437530 sec): 3 clusters Score: Raw -324081.261940 + Penalty 6238.418699 = -317842.843241 nChanged 47 SP:Iteration 13Q (2030.584005 sec): 3 clusters Score: Raw -324111.497391 + Penalty 6238.418699 = -317873.078692 nChanged 35 SP:Iteration 14Q (2030.706911 sec): 3 clusters Score: Raw -324132.915012 + Penalty 6238.418699 = -317894.496313 nChanged 23 SP:Iteration 15Q (2030.814763 sec): 3 clusters Score: Raw -324145.718656 + Penalty 6238.418699 = -317907.299957 nChanged 17 SP:Iteration 16Q (2030.908855 sec): 3 clusters Score: Raw -324153.253684 + Penalty 6238.418699 = -317914.834985 nChanged 7 SP:Iteration 17Q (2031.052258 sec): 3 clusters Score: Raw -324157.445372 + Penalty 6238.418699 = -317919.026673 nChanged 10 SP:Iteration 18Q (2031.177164 sec): 3 clusters Score: Raw -324161.370674 + Penalty 6238.418699 = -317922.951975 nChanged 7 SP:Iteration 19Q (2031.291754 sec): 3 clusters Score: Raw -324163.065582 + Penalty 6238.418699 = -317924.646883 nChanged 2 SP:Iteration 20F (2031.426333 sec): 3 clusters Score: Raw -324164.441705 + Penalty 6238.418699 = -317926.023006 nChanged 4 SP:Iteration 21Q (2031.561873 sec): 3 clusters Score: Raw -324168.293384 + Penalty 6238.418699 = -317929.874685 nChanged 8 SP:Iteration 22Q (2031.704129 sec): 3 clusters Score: Raw -324172.955886 + Penalty 6238.418699 = -317934.537187 nChanged 5 SP:Iteration 23Q (2031.846732 sec): 3 clusters Score: Raw -324176.067077 + Penalty 6238.418699 = -317937.648378 nChanged 7 SP:Iteration 24Q (2031.973078 sec): 3 clusters Score: Raw -324179.172003 + Penalty 6238.418699 = -317940.753304 nChanged 5 SP:Iteration 25Q (2032.088619 sec): 3 clusters Score: Raw -324181.432545 + Penalty 6238.418699 = -317943.013846 nChanged 4 SP:Iteration 26Q (2032.212706 sec): 3 clusters Score: Raw -324183.554004 + Penalty 6238.418699 = -317945.135305 nChanged 5 SP:Iteration 27Q (2032.345670 sec): 3 clusters Score: Raw -324185.576007 + Penalty 6238.418699 = -317947.157308 nChanged 4 SP:Iteration 28Q (2032.457149 sec): 3 clusters Score: Raw -324186.998098 + Penalty 6238.418699 = -317948.579399 nChanged 3 SP:Iteration 29Q (2032.587179 sec): 3 clusters Score: Raw -324188.445878 + Penalty 6238.418699 = -317950.027179 nChanged 4 SP:Iteration 30Q (2032.709261 sec): 3 clusters Score: Raw -324190.497052 + Penalty 6238.418699 = -317952.078353 nChanged 4 SP:Iteration 31Q (2032.887988 sec): 3 clusters Score: Raw -324192.415560 + Penalty 6238.418699 = -317953.996861 nChanged 3 SP:Iteration 32Q (2033.020821 sec): 3 clusters Score: Raw -324194.032407 + Penalty 6238.418699 = -317955.613708 nChanged 3 SP:Iteration 33Q (2033.122162 sec): 3 clusters Score: Raw -324195.450051 + Penalty 6238.418699 = -317957.031352 nChanged 1 SP:Iteration 34Q (2033.261148 sec): 3 clusters Score: Raw -324195.685016 + Penalty 6238.418699 = -317957.266317 nChanged 0 SP:Iteration 35F (2033.414015 sec): 3 clusters Score: Raw -324195.685016 + Penalty 6238.418699 = -317957.266317 nChanged 0 Trying to split cluster 8 (4227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2033.486838 sec): 2 clusters Score: Raw -341290.569940 + Penalty 3093.396310 = -338197.173630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2033.615914 sec): 3 clusters Score: Raw -339509.517877 + Penalty 6186.792620 = -333322.725256 nChanged 1498 SP:Iteration 1F (2033.720302 sec): 3 clusters Score: Raw -340699.479165 + Penalty 6186.792620 = -334512.686544 nChanged 427 SP:Iteration 2F (2033.870320 sec): 3 clusters Score: Raw -341185.405892 + Penalty 6186.792620 = -334998.613272 nChanged 338 SP:Iteration 3F (2033.992911 sec): 3 clusters Score: Raw -341610.746862 + Penalty 6186.792620 = -335423.954242 nChanged 281 SP:Iteration 4F (2034.115449 sec): 3 clusters Score: Raw -341999.350302 + Penalty 6186.792620 = -335812.557682 nChanged 250 SP:Iteration 5F (2034.231623 sec): 3 clusters Score: Raw -342344.069741 + Penalty 6186.792620 = -336157.277121 nChanged 242 SP:Iteration 6F (2034.344641 sec): 3 clusters Score: Raw -342722.491564 + Penalty 6186.792620 = -336535.698944 nChanged 210 SP:Iteration 7Q (2034.491615 sec): 3 clusters Score: Raw -343032.136646 + Penalty 6186.792620 = -336845.344026 nChanged 175 SP:Iteration 8Q (2034.586840 sec): 3 clusters Score: Raw -343283.425983 + Penalty 6186.792620 = -337096.633363 nChanged 146 SP:Iteration 9Q (2034.739216 sec): 3 clusters Score: Raw -343497.469358 + Penalty 6186.792620 = -337310.676738 nChanged 120 SP:Iteration 10Q (2034.877278 sec): 3 clusters Score: Raw -343646.729287 + Penalty 6186.792620 = -337459.936666 nChanged 90 SP:Iteration 11Q (2035.009213 sec): 3 clusters Score: Raw -343760.585629 + Penalty 6186.792620 = -337573.793009 nChanged 78 SP:Iteration 12Q (2035.143052 sec): 3 clusters Score: Raw -343853.242789 + Penalty 6186.792620 = -337666.450168 nChanged 58 SP:Iteration 13Q (2035.263665 sec): 3 clusters Score: Raw -343906.252654 + Penalty 6186.792620 = -337719.460034 nChanged 38 SP:Iteration 14Q (2035.379382 sec): 3 clusters Score: Raw -343938.760543 + Penalty 6186.792620 = -337751.967923 nChanged 28 SP:Iteration 15Q (2035.502953 sec): 3 clusters Score: Raw -343959.167436 + Penalty 6186.792620 = -337772.374816 nChanged 9 SP:Iteration 16Q (2035.598513 sec): 3 clusters Score: Raw -343962.870917 + Penalty 6186.792620 = -337776.078297 nChanged 1 SP:Iteration 17Q (2035.717951 sec): 3 clusters Score: Raw -343963.770887 + Penalty 6186.792620 = -337776.978267 nChanged 1 SP:Iteration 18Q (2035.844980 sec): 3 clusters Score: Raw -343963.992363 + Penalty 6186.792620 = -337777.199742 nChanged 1 SP:Iteration 19Q (2035.975282 sec): 3 clusters Score: Raw -343964.384363 + Penalty 6186.792620 = -337777.591743 nChanged 2 SP:Iteration 20F (2036.105853 sec): 3 clusters Score: Raw -343965.669792 + Penalty 6186.792620 = -337778.877171 nChanged 2 SP:Iteration 21Q (2036.241359 sec): 3 clusters Score: Raw -343966.518872 + Penalty 6186.792620 = -337779.726252 nChanged 0 SP:Iteration 22F (2036.370875 sec): 3 clusters Score: Raw -343966.518872 + Penalty 6186.792620 = -337779.726252 nChanged 0 Trying to split cluster 9 (1633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2036.472617 sec): 2 clusters Score: Raw -113412.364101 + Penalty 2741.023501 = -110671.340600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2036.576655 sec): 3 clusters Score: Raw -113031.748417 + Penalty 5482.047003 = -107549.701414 nChanged 435 SP:Iteration 1F (2036.710059 sec): 3 clusters Score: Raw -113718.471002 + Penalty 5482.047003 = -108236.423999 nChanged 151 SP:Iteration 2F (2036.800154 sec): 3 clusters Score: Raw -114153.723237 + Penalty 5482.047003 = -108671.676234 nChanged 114 SP:Iteration 3F (2036.943467 sec): 3 clusters Score: Raw -114542.573436 + Penalty 5482.047003 = -109060.526433 nChanged 95 SP:Iteration 4F (2037.036291 sec): 3 clusters Score: Raw -114912.203580 + Penalty 5482.047003 = -109430.156577 nChanged 93 SP:Iteration 5F (2037.181624 sec): 3 clusters Score: Raw -115127.396501 + Penalty 5482.047003 = -109645.349498 nChanged 70 SP:Iteration 6Q (2037.281572 sec): 3 clusters Score: Raw -115289.951154 + Penalty 5482.047003 = -109807.904151 nChanged 41 SP:Iteration 7Q (2037.422984 sec): 3 clusters Score: Raw -115389.946220 + Penalty 5482.047003 = -109907.899217 nChanged 31 SP:Iteration 8Q (2037.527970 sec): 3 clusters Score: Raw -115441.504646 + Penalty 5482.047003 = -109959.457643 nChanged 18 SP:Iteration 9Q (2037.659552 sec): 3 clusters Score: Raw -115467.858686 + Penalty 5482.047003 = -109985.811683 nChanged 9 SP:Iteration 10Q (2037.767404 sec): 3 clusters Score: Raw -115484.730919 + Penalty 5482.047003 = -110002.683916 nChanged 7 SP:Iteration 11Q (2037.896554 sec): 3 clusters Score: Raw -115497.394131 + Penalty 5482.047003 = -110015.347129 nChanged 4 SP:Iteration 12Q (2038.029991 sec): 3 clusters Score: Raw -115505.096319 + Penalty 5482.047003 = -110023.049316 nChanged 7 SP:Iteration 13Q (2038.165647 sec): 3 clusters Score: Raw -115518.314764 + Penalty 5482.047003 = -110036.267761 nChanged 5 SP:Iteration 14Q (2038.261315 sec): 3 clusters Score: Raw -115525.444597 + Penalty 5482.047003 = -110043.397594 nChanged 4 SP:Iteration 15Q (2038.409288 sec): 3 clusters Score: Raw -115528.860119 + Penalty 5482.047003 = -110046.813116 nChanged 2 SP:Iteration 16Q (2038.533103 sec): 3 clusters Score: Raw -115530.403094 + Penalty 5482.047003 = -110048.356091 nChanged 2 SP:Iteration 17Q (2038.645501 sec): 3 clusters Score: Raw -115533.895553 + Penalty 5482.047003 = -110051.848550 nChanged 0 SP:Iteration 18F (2038.763288 sec): 3 clusters Score: Raw -115533.895553 + Penalty 5482.047003 = -110051.848550 nChanged 0 Trying to split cluster 10 (1477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2038.818610 sec): 2 clusters Score: Raw -125834.638112 + Penalty 2703.823149 = -123130.814963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2038.947315 sec): 3 clusters Score: Raw -125483.910832 + Penalty 5407.646297 = -120076.264535 nChanged 388 SP:Iteration 1F (2039.040546 sec): 3 clusters Score: Raw -125879.384275 + Penalty 5407.646297 = -120471.737977 nChanged 94 SP:Iteration 2F (2039.206618 sec): 3 clusters Score: Raw -125995.147835 + Penalty 5407.646297 = -120587.501538 nChanged 26 SP:Iteration 3Q (2039.314731 sec): 3 clusters Score: Raw -126029.242657 + Penalty 5407.646297 = -120621.596359 nChanged 24 SP:Iteration 4Q (2039.438244 sec): 3 clusters Score: Raw -126054.835654 + Penalty 5407.646297 = -120647.189357 nChanged 13 SP:Iteration 5Q (2039.540549 sec): 3 clusters Score: Raw -126073.292025 + Penalty 5407.646297 = -120665.645727 nChanged 13 SP:Iteration 6Q (2039.661273 sec): 3 clusters Score: Raw -126088.583639 + Penalty 5407.646297 = -120680.937342 nChanged 8 SP:Iteration 7Q (2039.786573 sec): 3 clusters Score: Raw -126094.289277 + Penalty 5407.646297 = -120686.642979 nChanged 3 SP:Iteration 8Q (2039.878955 sec): 3 clusters Score: Raw -126097.279118 + Penalty 5407.646297 = -120689.632821 nChanged 5 SP:Iteration 9Q (2040.017528 sec): 3 clusters Score: Raw -126102.299722 + Penalty 5407.646297 = -120694.653425 nChanged 6 SP:Iteration 10Q (2040.137817 sec): 3 clusters Score: Raw -126110.931766 + Penalty 5407.646297 = -120703.285469 nChanged 5 SP:Iteration 11Q (2040.248315 sec): 3 clusters Score: Raw -126118.959796 + Penalty 5407.646297 = -120711.313499 nChanged 9 SP:Iteration 12Q (2040.364887 sec): 3 clusters Score: Raw -126129.857614 + Penalty 5407.646297 = -120722.211317 nChanged 12 SP:Iteration 13Q (2040.500100 sec): 3 clusters Score: Raw -126143.653504 + Penalty 5407.646297 = -120736.007207 nChanged 9 SP:Iteration 14Q (2040.596569 sec): 3 clusters Score: Raw -126155.228274 + Penalty 5407.646297 = -120747.581977 nChanged 8 SP:Iteration 15Q (2040.745721 sec): 3 clusters Score: Raw -126167.192207 + Penalty 5407.646297 = -120759.545909 nChanged 9 SP:Iteration 16Q (2040.831646 sec): 3 clusters Score: Raw -126176.839294 + Penalty 5407.646297 = -120769.192997 nChanged 9 SP:Iteration 17Q (2040.965967 sec): 3 clusters Score: Raw -126195.744692 + Penalty 5407.646297 = -120788.098394 nChanged 5 SP:Iteration 18Q (2041.078267 sec): 3 clusters Score: Raw -126201.159052 + Penalty 5407.646297 = -120793.512755 nChanged 4 SP:Iteration 19Q (2041.170450 sec): 3 clusters Score: Raw -126206.105391 + Penalty 5407.646297 = -120798.459094 nChanged 3 SP:Iteration 20F (2041.313562 sec): 3 clusters Score: Raw -126209.471662 + Penalty 5407.646297 = -120801.825365 nChanged 2 SP:Iteration 21Q (2041.446359 sec): 3 clusters Score: Raw -126213.668818 + Penalty 5407.646297 = -120806.022521 nChanged 4 SP:Iteration 22Q (2041.586148 sec): 3 clusters Score: Raw -126217.134126 + Penalty 5407.646297 = -120809.487828 nChanged 1 SP:Iteration 23Q (2041.691738 sec): 3 clusters Score: Raw -126217.691835 + Penalty 5407.646297 = -120810.045538 nChanged 1 SP:Iteration 24Q (2041.805967 sec): 3 clusters Score: Raw -126217.987813 + Penalty 5407.646297 = -120810.341516 nChanged 0 SP:Iteration 25F (2041.926349 sec): 3 clusters Score: Raw -126217.987813 + Penalty 5407.646297 = -120810.341516 nChanged 0 Trying to split cluster 11 (6290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2042.006810 sec): 2 clusters Score: Raw -546779.955691 + Penalty 3240.658408 = -543539.297284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2042.128899 sec): 3 clusters Score: Raw -543824.325561 + Penalty 6481.316815 = -537343.008746 nChanged 2396 SP:Iteration 1F (2042.262193 sec): 3 clusters Score: Raw -545220.942534 + Penalty 6481.316815 = -538739.625719 nChanged 518 SP:Iteration 2F (2042.376340 sec): 3 clusters Score: Raw -545596.081230 + Penalty 6481.316815 = -539114.764415 nChanged 373 SP:Iteration 3F (2042.474523 sec): 3 clusters Score: Raw -545912.136049 + Penalty 6481.316815 = -539430.819234 nChanged 307 SP:Iteration 4Q (2042.623212 sec): 3 clusters Score: Raw -546165.914170 + Penalty 6481.316815 = -539684.597355 nChanged 305 SP:Iteration 5Q (2042.737912 sec): 3 clusters Score: Raw -546461.260593 + Penalty 6481.316815 = -539979.943777 nChanged 316 SP:Iteration 6F (2042.840267 sec): 3 clusters Score: Raw -546763.792483 + Penalty 6481.316815 = -540282.475667 nChanged 306 SP:Iteration 7Q (2042.923313 sec): 3 clusters Score: Raw -547062.810644 + Penalty 6481.316815 = -540581.493829 nChanged 267 SP:Iteration 8Q (2043.034311 sec): 3 clusters Score: Raw -547314.471225 + Penalty 6481.316815 = -540833.154410 nChanged 259 SP:Iteration 9Q (2043.153347 sec): 3 clusters Score: Raw -547534.331073 + Penalty 6481.316815 = -541053.014258 nChanged 193 SP:Iteration 10Q (2043.284275 sec): 3 clusters Score: Raw -547685.702824 + Penalty 6481.316815 = -541204.386009 nChanged 175 SP:Iteration 11Q (2043.403276 sec): 3 clusters Score: Raw -547827.263583 + Penalty 6481.316815 = -541345.946768 nChanged 176 SP:Iteration 12Q (2043.520964 sec): 3 clusters Score: Raw -547964.593792 + Penalty 6481.316815 = -541483.276977 nChanged 145 SP:Iteration 13Q (2043.652658 sec): 3 clusters Score: Raw -548092.444693 + Penalty 6481.316815 = -541611.127878 nChanged 123 SP:Iteration 14Q (2043.770051 sec): 3 clusters Score: Raw -548210.558195 + Penalty 6481.316815 = -541729.241380 nChanged 117 SP:Iteration 15Q (2043.916344 sec): 3 clusters Score: Raw -548326.677218 + Penalty 6481.316815 = -541845.360402 nChanged 106 SP:Iteration 16Q (2044.062192 sec): 3 clusters Score: Raw -548421.684471 + Penalty 6481.316815 = -541940.367656 nChanged 87 SP:Iteration 17Q (2044.199416 sec): 3 clusters Score: Raw -548492.856968 + Penalty 6481.316815 = -542011.540153 nChanged 75 SP:Iteration 18Q (2044.336732 sec): 3 clusters Score: Raw -548542.251005 + Penalty 6481.316815 = -542060.934190 nChanged 65 SP:Iteration 19Q (2044.462733 sec): 3 clusters Score: Raw -548586.303242 + Penalty 6481.316815 = -542104.986427 nChanged 63 SP:Iteration 20F (2044.597996 sec): 3 clusters Score: Raw -548627.418592 + Penalty 6481.316815 = -542146.101777 nChanged 57 SP:Iteration 21Q (2044.704526 sec): 3 clusters Score: Raw -548662.224451 + Penalty 6481.316815 = -542180.907636 nChanged 45 SP:Iteration 22Q (2044.859783 sec): 3 clusters Score: Raw -548685.379566 + Penalty 6481.316815 = -542204.062750 nChanged 25 SP:Iteration 23Q (2044.963173 sec): 3 clusters Score: Raw -548700.258307 + Penalty 6481.316815 = -542218.941491 nChanged 26 SP:Iteration 24Q (2045.094913 sec): 3 clusters Score: Raw -548714.635145 + Penalty 6481.316815 = -542233.318330 nChanged 21 SP:Iteration 25Q (2045.246641 sec): 3 clusters Score: Raw -548727.551725 + Penalty 6481.316815 = -542246.234910 nChanged 22 SP:Iteration 26Q (2045.398603 sec): 3 clusters Score: Raw -548739.706368 + Penalty 6481.316815 = -542258.389553 nChanged 18 SP:Iteration 27Q (2045.506687 sec): 3 clusters Score: Raw -548749.499211 + Penalty 6481.316815 = -542268.182396 nChanged 10 SP:Iteration 28Q (2045.657000 sec): 3 clusters Score: Raw -548753.834171 + Penalty 6481.316815 = -542272.517356 nChanged 9 SP:Iteration 29Q (2045.751679 sec): 3 clusters Score: Raw -548758.449839 + Penalty 6481.316815 = -542277.133024 nChanged 10 SP:Iteration 30Q (2045.881798 sec): 3 clusters Score: Raw -548762.190757 + Penalty 6481.316815 = -542280.873942 nChanged 4 SP:Iteration 31Q (2046.012810 sec): 3 clusters Score: Raw -548763.939856 + Penalty 6481.316815 = -542282.623041 nChanged 4 SP:Iteration 32Q (2046.172193 sec): 3 clusters Score: Raw -548765.849967 + Penalty 6481.316815 = -542284.533151 nChanged 7 SP:Iteration 33Q (2046.311507 sec): 3 clusters Score: Raw -548768.863823 + Penalty 6481.316815 = -542287.547008 nChanged 6 SP:Iteration 34Q (2046.437387 sec): 3 clusters Score: Raw -548770.952435 + Penalty 6481.316815 = -542289.635619 nChanged 7 SP:Iteration 35Q (2046.560973 sec): 3 clusters Score: Raw -548775.009942 + Penalty 6481.316815 = -542293.693127 nChanged 10 SP:Iteration 36Q (2046.708692 sec): 3 clusters Score: Raw -548779.456412 + Penalty 6481.316815 = -542298.139597 nChanged 8 SP:Iteration 37Q (2046.830538 sec): 3 clusters Score: Raw -548781.662480 + Penalty 6481.316815 = -542300.345665 nChanged 5 SP:Iteration 38Q (2046.961174 sec): 3 clusters Score: Raw -548784.127494 + Penalty 6481.316815 = -542302.810679 nChanged 7 SP:Iteration 39Q (2047.084072 sec): 3 clusters Score: Raw -548788.612909 + Penalty 6481.316815 = -542307.296094 nChanged 6 SP:Iteration 40F (2047.204617 sec): 3 clusters Score: Raw -548790.984129 + Penalty 6481.316815 = -542309.667314 nChanged 2 SP:Iteration 41Q (2047.332299 sec): 3 clusters Score: Raw -548792.201085 + Penalty 6481.316815 = -542310.884270 nChanged 5 SP:Iteration 42Q (2047.440306 sec): 3 clusters Score: Raw -548794.627420 + Penalty 6481.316815 = -542313.310605 nChanged 3 SP:Iteration 43Q (2047.552631 sec): 3 clusters Score: Raw -548796.293086 + Penalty 6481.316815 = -542314.976271 nChanged 6 SP:Iteration 44Q (2047.688893 sec): 3 clusters Score: Raw -548800.458046 + Penalty 6481.316815 = -542319.141230 nChanged 6 SP:Iteration 45Q (2047.797082 sec): 3 clusters Score: Raw -548803.130041 + Penalty 6481.316815 = -542321.813226 nChanged 5 SP:Iteration 46Q (2047.892409 sec): 3 clusters Score: Raw -548804.984814 + Penalty 6481.316815 = -542323.667999 nChanged 2 SP:Iteration 47Q (2048.015903 sec): 3 clusters Score: Raw -548805.351339 + Penalty 6481.316815 = -542324.034523 nChanged 1 SP:Iteration 48Q (2048.131543 sec): 3 clusters Score: Raw -548806.006744 + Penalty 6481.316815 = -542324.689929 nChanged 1 SP:Iteration 49Q (2048.261433 sec): 3 clusters Score: Raw -548806.125709 + Penalty 6481.316815 = -542324.808894 nChanged 0 SP:Iteration 50F (2048.392596 sec): 3 clusters Score: Raw -548806.125709 + Penalty 6481.316815 = -542324.808894 nChanged 0 Time taken for this iteration:294.036187 seconds. 10->12 Clusters: Score -3247121.541195, best is -3247348.751455 Starting from 11 clusters... ------ Clustering full data set of 40960 points ------ SP: Assigned 11 initial classes randomly. Deleting Class 5 (3231 points): Lose 860.838098 but Gain 3934.840142 Iteration 0F (2049.350749 sec): 10 clusters Score: Raw -3014622.885102 + Penalty 35413.561276 = -2979209.323826 nChanged 34800 Iteration 1F (2050.268462 sec): 10 clusters Score: Raw -3158555.168957 + Penalty 35413.561276 = -3123141.607681 nChanged 16544 Iteration 2F (2051.196837 sec): 10 clusters Score: Raw -3215837.147156 + Penalty 35413.561276 = -3180423.585881 nChanged 9772 Iteration 3F (2052.165457 sec): 10 clusters Score: Raw -3238388.769537 + Penalty 35413.561276 = -3202975.208262 nChanged 6228 Iteration 4F (2053.043923 sec): 10 clusters Score: Raw -3248648.912530 + Penalty 35413.561276 = -3213235.351255 nChanged 3861 Iteration 5F (2053.984855 sec): 10 clusters Score: Raw -3254158.254082 + Penalty 35413.561276 = -3218744.692807 nChanged 2774 Iteration 6F (2054.903737 sec): 10 clusters Score: Raw -3258327.825207 + Penalty 35413.561276 = -3222914.263931 nChanged 2234 Iteration 7F (2055.853172 sec): 10 clusters Score: Raw -3262143.869127 + Penalty 35413.561276 = -3226730.307851 nChanged 2022 Iteration 8Q (2056.639966 sec): 10 clusters Score: Raw -3264763.514334 + Penalty 35413.561276 = -3229349.953058 nChanged 1785 Iteration 9Q (2057.446953 sec): 10 clusters Score: Raw -3266830.270297 + Penalty 35413.561276 = -3231416.709021 nChanged 1500 Iteration 10Q (2058.214690 sec): 10 clusters Score: Raw -3268887.856341 + Penalty 35413.561276 = -3233474.295065 nChanged 1147 Iteration 11Q (2058.943050 sec): 10 clusters Score: Raw -3270177.495047 + Penalty 35413.561276 = -3234763.933772 nChanged 890 Iteration 12Q (2059.640785 sec): 10 clusters Score: Raw -3270920.494975 + Penalty 35413.561276 = -3235506.933699 nChanged 706 Iteration 13Q (2060.442898 sec): 10 clusters Score: Raw -3271508.257978 + Penalty 35413.561276 = -3236094.696703 nChanged 670 Iteration 14Q (2061.139162 sec): 10 clusters Score: Raw -3272122.369230 + Penalty 35413.561276 = -3236708.807955 nChanged 598 Iteration 15Q (2061.870872 sec): 10 clusters Score: Raw -3272636.906012 + Penalty 35413.561276 = -3237223.344737 nChanged 553 Iteration 16Q (2062.558783 sec): 10 clusters Score: Raw -3273122.361845 + Penalty 35413.561276 = -3237708.800569 nChanged 521 Iteration 17Q (2063.287670 sec): 10 clusters Score: Raw -3273758.306207 + Penalty 35413.561276 = -3238344.744932 nChanged 488 Iteration 18Q (2064.017292 sec): 10 clusters Score: Raw -3274447.067838 + Penalty 35413.561276 = -3239033.506562 nChanged 379 Iteration 19Q (2064.719672 sec): 10 clusters Score: Raw -3274740.900653 + Penalty 35413.561276 = -3239327.339377 nChanged 282 Writing temp clu file Because OldScore, -3239033.506562, is greater than current (better) Score,-3239327.339377 Compute initial score before splitting: Score: Raw -3274740.900653 + Penalty 35413.561276 = -3239327.339377 Trying to split cluster 1 (1757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2064.812409 sec): 2 clusters Score: Raw -129316.173672 + Penalty 2768.140024 = -126548.033648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2064.909784 sec): 3 clusters Score: Raw -128838.577979 + Penalty 5536.280048 = -123302.297931 nChanged 463 SP:Iteration 1F (2065.025048 sec): 3 clusters Score: Raw -129340.172075 + Penalty 5536.280048 = -123803.892027 nChanged 124 SP:Iteration 2F (2065.117676 sec): 3 clusters Score: Raw -129509.550852 + Penalty 5536.280048 = -123973.270804 nChanged 77 SP:Iteration 3Q (2065.224969 sec): 3 clusters Score: Raw -129625.668349 + Penalty 5536.280048 = -124089.388301 nChanged 53 SP:Iteration 4Q (2065.324875 sec): 3 clusters Score: Raw -129695.954837 + Penalty 5536.280048 = -124159.674789 nChanged 39 SP:Iteration 5Q (2065.433754 sec): 3 clusters Score: Raw -129746.958807 + Penalty 5536.280048 = -124210.678758 nChanged 26 SP:Iteration 6Q (2065.536746 sec): 3 clusters Score: Raw -129775.999948 + Penalty 5536.280048 = -124239.719899 nChanged 19 SP:Iteration 7Q (2065.642071 sec): 3 clusters Score: Raw -129798.064062 + Penalty 5536.280048 = -124261.784013 nChanged 20 SP:Iteration 8Q (2065.775466 sec): 3 clusters Score: Raw -129823.341453 + Penalty 5536.280048 = -124287.061404 nChanged 15 SP:Iteration 9Q (2065.860704 sec): 3 clusters Score: Raw -129838.817786 + Penalty 5536.280048 = -124302.537738 nChanged 14 SP:Iteration 10Q (2065.993265 sec): 3 clusters Score: Raw -129854.023595 + Penalty 5536.280048 = -124317.743547 nChanged 10 SP:Iteration 11Q (2066.115931 sec): 3 clusters Score: Raw -129866.724913 + Penalty 5536.280048 = -124330.444865 nChanged 13 SP:Iteration 12Q (2066.196221 sec): 3 clusters Score: Raw -129884.172638 + Penalty 5536.280048 = -124347.892590 nChanged 13 SP:Iteration 13Q (2066.321342 sec): 3 clusters Score: Raw -129902.712235 + Penalty 5536.280048 = -124366.432187 nChanged 15 SP:Iteration 14Q (2066.434231 sec): 3 clusters Score: Raw -129921.584960 + Penalty 5536.280048 = -124385.304912 nChanged 13 SP:Iteration 15Q (2066.559378 sec): 3 clusters Score: Raw -129937.533602 + Penalty 5536.280048 = -124401.253553 nChanged 12 SP:Iteration 16Q (2066.666059 sec): 3 clusters Score: Raw -129953.915583 + Penalty 5536.280048 = -124417.635535 nChanged 9 SP:Iteration 17Q (2066.770263 sec): 3 clusters Score: Raw -129962.331309 + Penalty 5536.280048 = -124426.051261 nChanged 7 SP:Iteration 18Q (2066.852045 sec): 3 clusters Score: Raw -129970.663811 + Penalty 5536.280048 = -124434.383763 nChanged 9 SP:Iteration 19Q (2066.962184 sec): 3 clusters Score: Raw -129979.519237 + Penalty 5536.280048 = -124443.239189 nChanged 2 SP:Iteration 20F (2067.090489 sec): 3 clusters Score: Raw -129981.467411 + Penalty 5536.280048 = -124445.187363 nChanged 0 Trying to split cluster 2 (5879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2067.173889 sec): 2 clusters Score: Raw -478089.206761 + Penalty 3215.622096 = -474873.584666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2067.315645 sec): 3 clusters Score: Raw -475453.730349 + Penalty 6431.244191 = -469022.486158 nChanged 2156 SP:Iteration 1F (2067.449178 sec): 3 clusters Score: Raw -476949.000721 + Penalty 6431.244191 = -470517.756530 nChanged 526 SP:Iteration 2F (2067.577407 sec): 3 clusters Score: Raw -477582.620222 + Penalty 6431.244191 = -471151.376031 nChanged 487 SP:Iteration 3F (2067.716197 sec): 3 clusters Score: Raw -478427.146903 + Penalty 6431.244191 = -471995.902712 nChanged 512 SP:Iteration 4F (2067.834507 sec): 3 clusters Score: Raw -479394.174532 + Penalty 6431.244191 = -472962.930341 nChanged 473 SP:Iteration 5F (2067.963655 sec): 3 clusters Score: Raw -480119.851550 + Penalty 6431.244191 = -473688.607358 nChanged 337 SP:Iteration 6F (2068.096805 sec): 3 clusters Score: Raw -480616.343455 + Penalty 6431.244191 = -474185.099264 nChanged 298 SP:Iteration 7F (2068.235305 sec): 3 clusters Score: Raw -481028.847775 + Penalty 6431.244191 = -474597.603584 nChanged 215 SP:Iteration 8Q (2068.379003 sec): 3 clusters Score: Raw -481307.883239 + Penalty 6431.244191 = -474876.639047 nChanged 185 SP:Iteration 9Q (2068.502011 sec): 3 clusters Score: Raw -481551.805336 + Penalty 6431.244191 = -475120.561145 nChanged 147 SP:Iteration 10Q (2068.671488 sec): 3 clusters Score: Raw -481731.561846 + Penalty 6431.244191 = -475300.317654 nChanged 132 SP:Iteration 11Q (2068.772651 sec): 3 clusters Score: Raw -481901.290864 + Penalty 6431.244191 = -475470.046673 nChanged 106 SP:Iteration 12Q (2068.891920 sec): 3 clusters Score: Raw -482048.315967 + Penalty 6431.244191 = -475617.071775 nChanged 101 SP:Iteration 13Q (2069.042439 sec): 3 clusters Score: Raw -482187.459846 + Penalty 6431.244191 = -475756.215655 nChanged 90 SP:Iteration 14Q (2069.170953 sec): 3 clusters Score: Raw -482310.575981 + Penalty 6431.244191 = -475879.331790 nChanged 79 SP:Iteration 15Q (2069.300204 sec): 3 clusters Score: Raw -482419.059841 + Penalty 6431.244191 = -475987.815650 nChanged 47 SP:Iteration 16Q (2069.413117 sec): 3 clusters Score: Raw -482467.724286 + Penalty 6431.244191 = -476036.480094 nChanged 31 SP:Iteration 17Q (2069.542638 sec): 3 clusters Score: Raw -482493.432047 + Penalty 6431.244191 = -476062.187856 nChanged 21 SP:Iteration 18Q (2069.699342 sec): 3 clusters Score: Raw -482508.327483 + Penalty 6431.244191 = -476077.083292 nChanged 15 SP:Iteration 19Q (2069.797439 sec): 3 clusters Score: Raw -482515.125276 + Penalty 6431.244191 = -476083.881084 nChanged 5 SP:Iteration 20F (2069.955096 sec): 3 clusters Score: Raw -482518.956584 + Penalty 6431.244191 = -476087.712393 nChanged 5 SP:Iteration 21Q (2070.075341 sec): 3 clusters Score: Raw -482523.275558 + Penalty 6431.244191 = -476092.031367 nChanged 4 SP:Iteration 22Q (2070.202575 sec): 3 clusters Score: Raw -482525.554562 + Penalty 6431.244191 = -476094.310371 nChanged 4 SP:Iteration 23Q (2070.330508 sec): 3 clusters Score: Raw -482527.333009 + Penalty 6431.244191 = -476096.088818 nChanged 3 SP:Iteration 24Q (2070.462864 sec): 3 clusters Score: Raw -482528.483490 + Penalty 6431.244191 = -476097.239299 nChanged 1 SP:Iteration 25Q (2070.575297 sec): 3 clusters Score: Raw -482528.867566 + Penalty 6431.244191 = -476097.623375 nChanged 0 SP:Iteration 26F (2070.688139 sec): 3 clusters Score: Raw -482528.867566 + Penalty 6431.244191 = -476097.623375 nChanged 0 Score: Raw -3279268.303239 + Penalty 39348.401417 = -3239919.901821 Splitting cluster 2 changes total score from -3239327.339377 to -3239919.901821 So it's getting split into cluster 5. Trying to split cluster 3 (2692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2071.785001 sec): 2 clusters Score: Raw -190543.467329 + Penalty 2926.223705 = -187617.243623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2071.921480 sec): 3 clusters Score: Raw -189728.583645 + Penalty 5852.447411 = -183876.136234 nChanged 820 SP:Iteration 1F (2072.052071 sec): 3 clusters Score: Raw -190688.991619 + Penalty 5852.447411 = -184836.544208 nChanged 281 SP:Iteration 2F (2072.148794 sec): 3 clusters Score: Raw -191355.702105 + Penalty 5852.447411 = -185503.254694 nChanged 242 SP:Iteration 3F (2072.301782 sec): 3 clusters Score: Raw -192053.035682 + Penalty 5852.447411 = -186200.588271 nChanged 195 SP:Iteration 4F (2072.399663 sec): 3 clusters Score: Raw -192522.142185 + Penalty 5852.447411 = -186669.694774 nChanged 144 SP:Iteration 5F (2072.532867 sec): 3 clusters Score: Raw -192742.263788 + Penalty 5852.447411 = -186889.816377 nChanged 89 SP:Iteration 6Q (2072.660172 sec): 3 clusters Score: Raw -192879.241149 + Penalty 5852.447411 = -187026.793738 nChanged 75 SP:Iteration 7Q (2072.763007 sec): 3 clusters Score: Raw -192973.710895 + Penalty 5852.447411 = -187121.263484 nChanged 46 SP:Iteration 8Q (2072.867758 sec): 3 clusters Score: Raw -193023.016058 + Penalty 5852.447411 = -187170.568648 nChanged 27 SP:Iteration 9Q (2072.985602 sec): 3 clusters Score: Raw -193055.857683 + Penalty 5852.447411 = -187203.410273 nChanged 21 SP:Iteration 10Q (2073.125453 sec): 3 clusters Score: Raw -193076.470436 + Penalty 5852.447411 = -187224.023025 nChanged 14 SP:Iteration 11Q (2073.241669 sec): 3 clusters Score: Raw -193090.793118 + Penalty 5852.447411 = -187238.345707 nChanged 10 SP:Iteration 12Q (2073.365846 sec): 3 clusters Score: Raw -193098.311724 + Penalty 5852.447411 = -187245.864313 nChanged 5 SP:Iteration 13Q (2073.493606 sec): 3 clusters Score: Raw -193101.796441 + Penalty 5852.447411 = -187249.349030 nChanged 3 SP:Iteration 14Q (2073.609731 sec): 3 clusters Score: Raw -193105.124313 + Penalty 5852.447411 = -187252.676903 nChanged 2 SP:Iteration 15Q (2073.704783 sec): 3 clusters Score: Raw -193107.038087 + Penalty 5852.447411 = -187254.590676 nChanged 1 SP:Iteration 16Q (2073.810374 sec): 3 clusters Score: Raw -193108.011962 + Penalty 5852.447411 = -187255.564551 nChanged 1 SP:Iteration 17Q (2073.945892 sec): 3 clusters Score: Raw -193108.397358 + Penalty 5852.447411 = -187255.949947 nChanged 2 SP:Iteration 18Q (2074.078662 sec): 3 clusters Score: Raw -193109.506489 + Penalty 5852.447411 = -187257.059078 nChanged 4 SP:Iteration 19Q (2074.192529 sec): 3 clusters Score: Raw -193114.332722 + Penalty 5852.447411 = -187261.885311 nChanged 4 SP:Iteration 20F (2074.291068 sec): 3 clusters Score: Raw -193117.086537 + Penalty 5852.447411 = -187264.639126 nChanged 3 SP:Iteration 21Q (2074.430486 sec): 3 clusters Score: Raw -193119.363874 + Penalty 5852.447411 = -187266.916463 nChanged 3 SP:Iteration 22Q (2074.561241 sec): 3 clusters Score: Raw -193120.501332 + Penalty 5852.447411 = -187268.053921 nChanged 2 SP:Iteration 23Q (2074.694207 sec): 3 clusters Score: Raw -193123.526174 + Penalty 5852.447411 = -187271.078763 nChanged 4 SP:Iteration 24Q (2074.808198 sec): 3 clusters Score: Raw -193126.313971 + Penalty 5852.447411 = -187273.866561 nChanged 1 SP:Iteration 25Q (2074.901439 sec): 3 clusters Score: Raw -193127.736203 + Penalty 5852.447411 = -187275.288792 nChanged 2 SP:Iteration 26Q (2075.002123 sec): 3 clusters Score: Raw -193129.253448 + Penalty 5852.447411 = -187276.806037 nChanged 1 SP:Iteration 27Q (2075.133991 sec): 3 clusters Score: Raw -193129.571429 + Penalty 5852.447411 = -187277.124018 nChanged 1 SP:Iteration 28Q (2075.232191 sec): 3 clusters Score: Raw -193130.112573 + Penalty 5852.447411 = -187277.665162 nChanged 0 SP:Iteration 29F (2075.360512 sec): 3 clusters Score: Raw -193130.112573 + Penalty 5852.447411 = -187277.665162 nChanged 0 Trying to split cluster 4 (3383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2075.428471 sec): 2 clusters Score: Raw -263141.530387 + Penalty 3010.874982 = -260130.655405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2075.555996 sec): 3 clusters Score: Raw -261868.830382 + Penalty 6021.749963 = -255847.080419 nChanged 1121 SP:Iteration 1F (2075.689060 sec): 3 clusters Score: Raw -262791.194015 + Penalty 6021.749963 = -256769.444052 nChanged 310 SP:Iteration 2F (2075.809687 sec): 3 clusters Score: Raw -263182.263130 + Penalty 6021.749963 = -257160.513167 nChanged 232 SP:Iteration 3F (2075.966254 sec): 3 clusters Score: Raw -263539.750312 + Penalty 6021.749963 = -257518.000349 nChanged 207 SP:Iteration 4F (2076.067245 sec): 3 clusters Score: Raw -263941.164641 + Penalty 6021.749963 = -257919.414678 nChanged 212 SP:Iteration 5F (2076.193191 sec): 3 clusters Score: Raw -264293.635609 + Penalty 6021.749963 = -258271.885646 nChanged 172 SP:Iteration 6F (2076.309545 sec): 3 clusters Score: Raw -264568.791613 + Penalty 6021.749963 = -258547.041650 nChanged 155 SP:Iteration 7Q (2076.405352 sec): 3 clusters Score: Raw -264779.772520 + Penalty 6021.749963 = -258758.022557 nChanged 107 SP:Iteration 8Q (2076.525679 sec): 3 clusters Score: Raw -264901.387076 + Penalty 6021.749963 = -258879.637113 nChanged 83 SP:Iteration 9Q (2076.673246 sec): 3 clusters Score: Raw -264982.330940 + Penalty 6021.749963 = -258960.580977 nChanged 47 SP:Iteration 10Q (2076.793488 sec): 3 clusters Score: Raw -265020.256808 + Penalty 6021.749963 = -258998.506845 nChanged 36 SP:Iteration 11Q (2076.896951 sec): 3 clusters Score: Raw -265047.825411 + Penalty 6021.749963 = -259026.075448 nChanged 23 SP:Iteration 12Q (2077.002784 sec): 3 clusters Score: Raw -265064.243737 + Penalty 6021.749963 = -259042.493774 nChanged 20 SP:Iteration 13Q (2077.107585 sec): 3 clusters Score: Raw -265076.803334 + Penalty 6021.749963 = -259055.053371 nChanged 12 SP:Iteration 14Q (2077.223852 sec): 3 clusters Score: Raw -265083.997190 + Penalty 6021.749963 = -259062.247226 nChanged 14 SP:Iteration 15Q (2077.351161 sec): 3 clusters Score: Raw -265090.248290 + Penalty 6021.749963 = -259068.498327 nChanged 11 SP:Iteration 16Q (2077.442609 sec): 3 clusters Score: Raw -265098.361471 + Penalty 6021.749963 = -259076.611508 nChanged 11 SP:Iteration 17Q (2077.551913 sec): 3 clusters Score: Raw -265104.414075 + Penalty 6021.749963 = -259082.664112 nChanged 10 SP:Iteration 18Q (2077.678348 sec): 3 clusters Score: Raw -265110.356426 + Penalty 6021.749963 = -259088.606462 nChanged 7 SP:Iteration 19Q (2077.785466 sec): 3 clusters Score: Raw -265114.104684 + Penalty 6021.749963 = -259092.354721 nChanged 8 SP:Iteration 20F (2077.884143 sec): 3 clusters Score: Raw -265118.298688 + Penalty 6021.749963 = -259096.548725 nChanged 7 SP:Iteration 21Q (2077.992253 sec): 3 clusters Score: Raw -265122.930904 + Penalty 6021.749963 = -259101.180941 nChanged 7 SP:Iteration 22Q (2078.102678 sec): 3 clusters Score: Raw -265126.910594 + Penalty 6021.749963 = -259105.160631 nChanged 10 SP:Iteration 23Q (2078.218167 sec): 3 clusters Score: Raw -265133.257742 + Penalty 6021.749963 = -259111.507779 nChanged 7 SP:Iteration 24Q (2078.323810 sec): 3 clusters Score: Raw -265137.729686 + Penalty 6021.749963 = -259115.979723 nChanged 10 SP:Iteration 25Q (2078.436055 sec): 3 clusters Score: Raw -265143.312020 + Penalty 6021.749963 = -259121.562057 nChanged 7 SP:Iteration 26Q (2078.551598 sec): 3 clusters Score: Raw -265147.226317 + Penalty 6021.749963 = -259125.476354 nChanged 6 SP:Iteration 27Q (2078.660119 sec): 3 clusters Score: Raw -265150.439249 + Penalty 6021.749963 = -259128.689285 nChanged 4 SP:Iteration 28Q (2078.758741 sec): 3 clusters Score: Raw -265151.581205 + Penalty 6021.749963 = -259129.831242 nChanged 0 SP:Iteration 29F (2078.877804 sec): 3 clusters Score: Raw -265151.581205 + Penalty 6021.749963 = -259129.831242 nChanged 0 Trying to split cluster 6 (6934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2078.934829 sec): 2 clusters Score: Raw -634265.014284 + Penalty 3276.773183 = -630988.241101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2079.067283 sec): 3 clusters Score: Raw -630955.511481 + Penalty 6553.546366 = -624401.965116 nChanged 2688 SP:Iteration 1F (2079.191718 sec): 3 clusters Score: Raw -633133.319522 + Penalty 6553.546366 = -626579.773156 nChanged 744 SP:Iteration 2F (2079.313525 sec): 3 clusters Score: Raw -634165.197277 + Penalty 6553.546366 = -627611.650912 nChanged 670 SP:Iteration 3F (2079.450146 sec): 3 clusters Score: Raw -634995.674574 + Penalty 6553.546366 = -628442.128208 nChanged 567 SP:Iteration 4F (2079.562413 sec): 3 clusters Score: Raw -635689.041002 + Penalty 6553.546366 = -629135.494637 nChanged 490 SP:Iteration 5F (2079.691385 sec): 3 clusters Score: Raw -636346.261998 + Penalty 6553.546366 = -629792.715633 nChanged 388 SP:Iteration 6F (2079.798789 sec): 3 clusters Score: Raw -636978.671362 + Penalty 6553.546366 = -630425.124997 nChanged 237 SP:Iteration 7Q (2079.936752 sec): 3 clusters Score: Raw -637474.015811 + Penalty 6553.546366 = -630920.469446 nChanged 171 SP:Iteration 8Q (2080.022562 sec): 3 clusters Score: Raw -637765.824614 + Penalty 6553.546366 = -631212.278248 nChanged 151 SP:Iteration 9Q (2080.139125 sec): 3 clusters Score: Raw -637991.342630 + Penalty 6553.546366 = -631437.796264 nChanged 140 SP:Iteration 10Q (2080.276640 sec): 3 clusters Score: Raw -638166.755057 + Penalty 6553.546366 = -631613.208692 nChanged 123 SP:Iteration 11Q (2080.408932 sec): 3 clusters Score: Raw -638314.031465 + Penalty 6553.546366 = -631760.485100 nChanged 121 SP:Iteration 12Q (2080.519108 sec): 3 clusters Score: Raw -638438.031105 + Penalty 6553.546366 = -631884.484739 nChanged 108 SP:Iteration 13Q (2080.629254 sec): 3 clusters Score: Raw -638523.437793 + Penalty 6553.546366 = -631969.891427 nChanged 84 SP:Iteration 14Q (2080.720194 sec): 3 clusters Score: Raw -638579.180995 + Penalty 6553.546366 = -632025.634629 nChanged 57 SP:Iteration 15Q (2080.832431 sec): 3 clusters Score: Raw -638606.102937 + Penalty 6553.546366 = -632052.556571 nChanged 26 SP:Iteration 16Q (2080.961864 sec): 3 clusters Score: Raw -638617.759233 + Penalty 6553.546366 = -632064.212868 nChanged 29 SP:Iteration 17Q (2081.069374 sec): 3 clusters Score: Raw -638630.267559 + Penalty 6553.546366 = -632076.721194 nChanged 21 SP:Iteration 18Q (2081.209071 sec): 3 clusters Score: Raw -638636.941947 + Penalty 6553.546366 = -632083.395581 nChanged 15 SP:Iteration 19Q (2081.319668 sec): 3 clusters Score: Raw -638643.158528 + Penalty 6553.546366 = -632089.612162 nChanged 17 SP:Iteration 20F (2081.435414 sec): 3 clusters Score: Raw -638649.885705 + Penalty 6553.546366 = -632096.339339 nChanged 17 SP:Iteration 21Q (2081.570617 sec): 3 clusters Score: Raw -638655.929939 + Penalty 6553.546366 = -632102.383573 nChanged 10 SP:Iteration 22Q (2081.703809 sec): 3 clusters Score: Raw -638659.746848 + Penalty 6553.546366 = -632106.200482 nChanged 18 SP:Iteration 23Q (2081.820908 sec): 3 clusters Score: Raw -638668.745998 + Penalty 6553.546366 = -632115.199633 nChanged 17 SP:Iteration 24Q (2081.923896 sec): 3 clusters Score: Raw -638675.885844 + Penalty 6553.546366 = -632122.339478 nChanged 13 SP:Iteration 25Q (2082.058757 sec): 3 clusters Score: Raw -638681.057929 + Penalty 6553.546366 = -632127.511563 nChanged 8 SP:Iteration 26Q (2082.160316 sec): 3 clusters Score: Raw -638682.978529 + Penalty 6553.546366 = -632129.432163 nChanged 6 SP:Iteration 27Q (2082.281321 sec): 3 clusters Score: Raw -638684.687109 + Penalty 6553.546366 = -632131.140743 nChanged 8 SP:Iteration 28Q (2082.391891 sec): 3 clusters Score: Raw -638687.289448 + Penalty 6553.546366 = -632133.743083 nChanged 4 SP:Iteration 29Q (2082.516477 sec): 3 clusters Score: Raw -638688.640590 + Penalty 6553.546366 = -632135.094224 nChanged 1 SP:Iteration 30Q (2082.634276 sec): 3 clusters Score: Raw -638688.880864 + Penalty 6553.546366 = -632135.334498 nChanged 2 SP:Iteration 31Q (2082.735905 sec): 3 clusters Score: Raw -638689.401068 + Penalty 6553.546366 = -632135.854702 nChanged 2 SP:Iteration 32Q (2082.858178 sec): 3 clusters Score: Raw -638690.174459 + Penalty 6553.546366 = -632136.628093 nChanged 3 SP:Iteration 33Q (2082.970105 sec): 3 clusters Score: Raw -638690.755023 + Penalty 6553.546366 = -632137.208657 nChanged 0 SP:Iteration 34F (2083.119561 sec): 3 clusters Score: Raw -638690.755023 + Penalty 6553.546366 = -632137.208657 nChanged 0 Score: Raw -3283694.043977 + Penalty 43283.241559 = -3240410.802418 Splitting cluster 6 changes total score from -3239327.339377 to -3240410.802418 So it's getting split into cluster 11. Trying to split cluster 7 (12874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.166897 sec): 2 clusters Score: Raw -1128254.247901 + Penalty 3506.028552 = -1124748.219349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.305029 sec): 3 clusters Score: Raw -1121479.756165 + Penalty 7012.057104 = -1114467.699061 nChanged 5312 SP:Iteration 1F (2084.429446 sec): 3 clusters Score: Raw -1124832.170185 + Penalty 7012.057104 = -1117820.113081 nChanged 1206 SP:Iteration 2F (2084.571276 sec): 3 clusters Score: Raw -1126231.987383 + Penalty 7012.057104 = -1119219.930279 nChanged 1218 SP:Iteration 3F (2084.702384 sec): 3 clusters Score: Raw -1127963.651595 + Penalty 7012.057104 = -1120951.594491 nChanged 1206 SP:Iteration 4F (2084.831392 sec): 3 clusters Score: Raw -1129671.126608 + Penalty 7012.057104 = -1122659.069504 nChanged 1034 SP:Iteration 5F (2084.957017 sec): 3 clusters Score: Raw -1130880.544897 + Penalty 7012.057104 = -1123868.487793 nChanged 734 SP:Iteration 6F (2085.063327 sec): 3 clusters Score: Raw -1131520.373101 + Penalty 7012.057104 = -1124508.315997 nChanged 492 SP:Iteration 7Q (2085.222228 sec): 3 clusters Score: Raw -1131845.434991 + Penalty 7012.057104 = -1124833.377887 nChanged 313 SP:Iteration 8Q (2085.345437 sec): 3 clusters Score: Raw -1132019.564940 + Penalty 7012.057104 = -1125007.507836 nChanged 209 SP:Iteration 9Q (2085.453526 sec): 3 clusters Score: Raw -1132111.015934 + Penalty 7012.057104 = -1125098.958830 nChanged 142 SP:Iteration 10Q (2085.590645 sec): 3 clusters Score: Raw -1132166.691775 + Penalty 7012.057104 = -1125154.634671 nChanged 105 SP:Iteration 11Q (2085.728392 sec): 3 clusters Score: Raw -1132202.295080 + Penalty 7012.057104 = -1125190.237976 nChanged 84 SP:Iteration 12Q (2085.851014 sec): 3 clusters Score: Raw -1132233.124803 + Penalty 7012.057104 = -1125221.067699 nChanged 74 SP:Iteration 13Q (2085.973941 sec): 3 clusters Score: Raw -1132256.033675 + Penalty 7012.057104 = -1125243.976571 nChanged 55 SP:Iteration 14Q (2086.095518 sec): 3 clusters Score: Raw -1132276.123254 + Penalty 7012.057104 = -1125264.066150 nChanged 61 SP:Iteration 15Q (2086.244303 sec): 3 clusters Score: Raw -1132295.252278 + Penalty 7012.057104 = -1125283.195174 nChanged 59 SP:Iteration 16Q (2086.353304 sec): 3 clusters Score: Raw -1132312.314056 + Penalty 7012.057104 = -1125300.256952 nChanged 50 SP:Iteration 17Q (2086.508661 sec): 3 clusters Score: Raw -1132327.366333 + Penalty 7012.057104 = -1125315.309230 nChanged 42 SP:Iteration 18Q (2086.641493 sec): 3 clusters Score: Raw -1132337.772078 + Penalty 7012.057104 = -1125325.714974 nChanged 31 SP:Iteration 19Q (2086.764720 sec): 3 clusters Score: Raw -1132347.832318 + Penalty 7012.057104 = -1125335.775214 nChanged 38 SP:Iteration 20F (2086.908732 sec): 3 clusters Score: Raw -1132357.680725 + Penalty 7012.057104 = -1125345.623621 nChanged 34 SP:Iteration 21Q (2087.019355 sec): 3 clusters Score: Raw -1132367.575501 + Penalty 7012.057104 = -1125355.518397 nChanged 34 SP:Iteration 22Q (2087.141326 sec): 3 clusters Score: Raw -1132377.289782 + Penalty 7012.057104 = -1125365.232678 nChanged 38 SP:Iteration 23Q (2087.277424 sec): 3 clusters Score: Raw -1132390.137042 + Penalty 7012.057104 = -1125378.079938 nChanged 47 SP:Iteration 24Q (2087.401175 sec): 3 clusters Score: Raw -1132407.041797 + Penalty 7012.057104 = -1125394.984693 nChanged 42 SP:Iteration 25Q (2087.549966 sec): 3 clusters Score: Raw -1132422.637730 + Penalty 7012.057104 = -1125410.580626 nChanged 51 SP:Iteration 26Q (2087.681735 sec): 3 clusters Score: Raw -1132438.433397 + Penalty 7012.057104 = -1125426.376293 nChanged 44 SP:Iteration 27Q (2087.816648 sec): 3 clusters Score: Raw -1132452.369712 + Penalty 7012.057104 = -1125440.312608 nChanged 42 SP:Iteration 28Q (2087.934177 sec): 3 clusters Score: Raw -1132466.021212 + Penalty 7012.057104 = -1125453.964108 nChanged 38 SP:Iteration 29Q (2088.077709 sec): 3 clusters Score: Raw -1132478.864418 + Penalty 7012.057104 = -1125466.807314 nChanged 40 SP:Iteration 30Q (2088.202007 sec): 3 clusters Score: Raw -1132492.270670 + Penalty 7012.057104 = -1125480.213566 nChanged 39 SP:Iteration 31Q (2088.354713 sec): 3 clusters Score: Raw -1132506.233327 + Penalty 7012.057104 = -1125494.176223 nChanged 43 SP:Iteration 32Q (2088.459284 sec): 3 clusters Score: Raw -1132521.582842 + Penalty 7012.057104 = -1125509.525738 nChanged 33 SP:Iteration 33Q (2088.613783 sec): 3 clusters Score: Raw -1132532.230203 + Penalty 7012.057104 = -1125520.173099 nChanged 37 SP:Iteration 34Q (2088.747709 sec): 3 clusters Score: Raw -1132542.796154 + Penalty 7012.057104 = -1125530.739050 nChanged 30 SP:Iteration 35Q (2088.872828 sec): 3 clusters Score: Raw -1132551.048793 + Penalty 7012.057104 = -1125538.991689 nChanged 21 SP:Iteration 36Q (2089.004320 sec): 3 clusters Score: Raw -1132555.973419 + Penalty 7012.057104 = -1125543.916315 nChanged 25 SP:Iteration 37Q (2089.139742 sec): 3 clusters Score: Raw -1132561.750029 + Penalty 7012.057104 = -1125549.692925 nChanged 20 SP:Iteration 38Q (2089.294137 sec): 3 clusters Score: Raw -1132566.624776 + Penalty 7012.057104 = -1125554.567672 nChanged 22 SP:Iteration 39Q (2089.428140 sec): 3 clusters Score: Raw -1132571.147901 + Penalty 7012.057104 = -1125559.090797 nChanged 13 SP:Iteration 40F (2089.566280 sec): 3 clusters Score: Raw -1132574.053860 + Penalty 7012.057104 = -1125561.996756 nChanged 11 SP:Iteration 41Q (2089.669113 sec): 3 clusters Score: Raw -1132575.966396 + Penalty 7012.057104 = -1125563.909292 nChanged 10 SP:Iteration 42Q (2089.818190 sec): 3 clusters Score: Raw -1132577.211914 + Penalty 7012.057104 = -1125565.154810 nChanged 6 SP:Iteration 43Q (2089.933731 sec): 3 clusters Score: Raw -1132578.045939 + Penalty 7012.057104 = -1125565.988835 nChanged 3 SP:Iteration 44Q (2090.081247 sec): 3 clusters Score: Raw -1132578.594317 + Penalty 7012.057104 = -1125566.537213 nChanged 2 SP:Iteration 45Q (2090.233005 sec): 3 clusters Score: Raw -1132578.794739 + Penalty 7012.057104 = -1125566.737635 nChanged 2 SP:Iteration 46Q (2090.374568 sec): 3 clusters Score: Raw -1132579.322718 + Penalty 7012.057104 = -1125567.265614 nChanged 2 SP:Iteration 47Q (2090.507728 sec): 3 clusters Score: Raw -1132579.599746 + Penalty 7012.057104 = -1125567.542642 nChanged 3 SP:Iteration 48Q (2090.642847 sec): 3 clusters Score: Raw -1132580.267628 + Penalty 7012.057104 = -1125568.210524 nChanged 4 SP:Iteration 49Q (2090.786159 sec): 3 clusters Score: Raw -1132580.926967 + Penalty 7012.057104 = -1125568.869863 nChanged 2 SP:Iteration 50Q (2090.923867 sec): 3 clusters Score: Raw -1132581.406633 + Penalty 7012.057104 = -1125569.349529 nChanged 7 SP:Iteration 51Q (2091.039628 sec): 3 clusters Score: Raw -1132582.642561 + Penalty 7012.057104 = -1125570.585457 nChanged 8 SP:Iteration 52Q (2091.192038 sec): 3 clusters Score: Raw -1132583.663208 + Penalty 7012.057104 = -1125571.606104 nChanged 3 SP:Iteration 53Q (2091.318723 sec): 3 clusters Score: Raw -1132584.206984 + Penalty 7012.057104 = -1125572.149880 nChanged 2 SP:Iteration 54Q (2091.464659 sec): 3 clusters Score: Raw -1132584.450025 + Penalty 7012.057104 = -1125572.392921 nChanged 1 SP:Iteration 55Q (2091.602121 sec): 3 clusters Score: Raw -1132584.699350 + Penalty 7012.057104 = -1125572.642246 nChanged 1 SP:Iteration 56Q (2091.714695 sec): 3 clusters Score: Raw -1132584.812826 + Penalty 7012.057104 = -1125572.755722 nChanged 1 SP:Iteration 57Q (2091.817188 sec): 3 clusters Score: Raw -1132585.054316 + Penalty 7012.057104 = -1125572.997212 nChanged 3 SP:Iteration 58Q (2091.949184 sec): 3 clusters Score: Raw -1132585.702985 + Penalty 7012.057104 = -1125573.645881 nChanged 7 SP:Iteration 59Q (2092.097332 sec): 3 clusters Score: Raw -1132587.430147 + Penalty 7012.057104 = -1125575.373043 nChanged 5 SP:Iteration 60F (2092.227267 sec): 3 clusters Score: Raw -1132588.154650 + Penalty 7012.057104 = -1125576.097546 nChanged 4 SP:Iteration 61Q (2092.346464 sec): 3 clusters Score: Raw -1132588.623963 + Penalty 7012.057104 = -1125576.566859 nChanged 4 SP:Iteration 62Q (2092.480869 sec): 3 clusters Score: Raw -1132589.304154 + Penalty 7012.057104 = -1125577.247050 nChanged 0 SP:Iteration 63F (2092.590758 sec): 3 clusters Score: Raw -1132589.304154 + Penalty 7012.057104 = -1125577.247050 nChanged 0 Score: Raw -3288029.100230 + Penalty 47218.081701 = -3240811.018530 Splitting cluster 7 changes total score from -3239327.339377 to -3240811.018530 So it's getting split into cluster 12. Trying to split cluster 8 (1873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2093.747242 sec): 2 clusters Score: Raw -110618.907211 + Penalty 2791.827428 = -107827.079783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2093.838551 sec): 3 clusters Score: Raw -110187.972571 + Penalty 5583.654857 = -104604.317715 nChanged 587 SP:Iteration 1F (2093.956134 sec): 3 clusters Score: Raw -111155.644796 + Penalty 5583.654857 = -105571.989939 nChanged 238 SP:Iteration 2F (2094.064935 sec): 3 clusters Score: Raw -111786.142908 + Penalty 5583.654857 = -106202.488051 nChanged 166 SP:Iteration 3F (2094.172203 sec): 3 clusters Score: Raw -112261.606371 + Penalty 5583.654857 = -106677.951515 nChanged 113 SP:Iteration 4F (2094.254882 sec): 3 clusters Score: Raw -112576.298657 + Penalty 5583.654857 = -106992.643801 nChanged 81 SP:Iteration 5Q (2094.365552 sec): 3 clusters Score: Raw -112774.628004 + Penalty 5583.654857 = -107190.973148 nChanged 50 SP:Iteration 6Q (2094.458550 sec): 3 clusters Score: Raw -112867.109451 + Penalty 5583.654857 = -107283.454595 nChanged 34 SP:Iteration 7Q (2094.562965 sec): 3 clusters Score: Raw -112921.013510 + Penalty 5583.654857 = -107337.358653 nChanged 22 SP:Iteration 8Q (2094.655223 sec): 3 clusters Score: Raw -112951.437671 + Penalty 5583.654857 = -107367.782815 nChanged 12 SP:Iteration 9Q (2094.746329 sec): 3 clusters Score: Raw -112969.316816 + Penalty 5583.654857 = -107385.661959 nChanged 11 SP:Iteration 10Q (2094.847355 sec): 3 clusters Score: Raw -112998.311496 + Penalty 5583.654857 = -107414.656640 nChanged 11 SP:Iteration 11Q (2094.919198 sec): 3 clusters Score: Raw -113015.971350 + Penalty 5583.654857 = -107432.316493 nChanged 9 SP:Iteration 12Q (2095.007204 sec): 3 clusters Score: Raw -113029.146157 + Penalty 5583.654857 = -107445.491300 nChanged 10 SP:Iteration 13Q (2095.104152 sec): 3 clusters Score: Raw -113049.307310 + Penalty 5583.654857 = -107465.652454 nChanged 10 SP:Iteration 14Q (2095.203014 sec): 3 clusters Score: Raw -113067.904966 + Penalty 5583.654857 = -107484.250109 nChanged 7 SP:Iteration 15Q (2095.318906 sec): 3 clusters Score: Raw -113077.979827 + Penalty 5583.654857 = -107494.324971 nChanged 8 SP:Iteration 16Q (2095.413315 sec): 3 clusters Score: Raw -113089.072311 + Penalty 5583.654857 = -107505.417454 nChanged 3 SP:Iteration 17Q (2095.507511 sec): 3 clusters Score: Raw -113091.834226 + Penalty 5583.654857 = -107508.179370 nChanged 1 SP:Iteration 18Q (2095.611076 sec): 3 clusters Score: Raw -113093.117121 + Penalty 5583.654857 = -107509.462264 nChanged 0 SP:Iteration 19F (2095.710372 sec): 3 clusters Score: Raw -113093.117121 + Penalty 5583.654857 = -107509.462264 nChanged 0 Trying to split cluster 9 (1719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2095.764948 sec): 2 clusters Score: Raw -116923.108764 + Penalty 2760.039011 = -114163.069753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2095.865890 sec): 3 clusters Score: Raw -116555.274905 + Penalty 5520.078022 = -111035.196883 nChanged 477 SP:Iteration 1F (2095.964203 sec): 3 clusters Score: Raw -117363.227006 + Penalty 5520.078022 = -111843.148984 nChanged 161 SP:Iteration 2F (2096.052232 sec): 3 clusters Score: Raw -117908.985714 + Penalty 5520.078022 = -112388.907692 nChanged 117 SP:Iteration 3F (2096.149819 sec): 3 clusters Score: Raw -118164.339198 + Penalty 5520.078022 = -112644.261176 nChanged 85 SP:Iteration 4Q (2096.249139 sec): 3 clusters Score: Raw -118301.662883 + Penalty 5520.078022 = -112781.584861 nChanged 49 SP:Iteration 5Q (2096.332404 sec): 3 clusters Score: Raw -118395.378528 + Penalty 5520.078022 = -112875.300507 nChanged 40 SP:Iteration 6Q (2096.416491 sec): 3 clusters Score: Raw -118476.335537 + Penalty 5520.078022 = -112956.257515 nChanged 34 SP:Iteration 7Q (2096.529209 sec): 3 clusters Score: Raw -118522.230303 + Penalty 5520.078022 = -113002.152281 nChanged 19 SP:Iteration 8Q (2096.609528 sec): 3 clusters Score: Raw -118557.379468 + Penalty 5520.078022 = -113037.301446 nChanged 15 SP:Iteration 9Q (2096.720591 sec): 3 clusters Score: Raw -118585.728486 + Penalty 5520.078022 = -113065.650464 nChanged 12 SP:Iteration 10Q (2096.796462 sec): 3 clusters Score: Raw -118600.336880 + Penalty 5520.078022 = -113080.258858 nChanged 10 SP:Iteration 11Q (2096.883081 sec): 3 clusters Score: Raw -118612.338862 + Penalty 5520.078022 = -113092.260840 nChanged 6 SP:Iteration 12Q (2097.000554 sec): 3 clusters Score: Raw -118616.214699 + Penalty 5520.078022 = -113096.136677 nChanged 3 SP:Iteration 13Q (2097.092957 sec): 3 clusters Score: Raw -118621.762648 + Penalty 5520.078022 = -113101.684626 nChanged 3 SP:Iteration 14Q (2097.167095 sec): 3 clusters Score: Raw -118623.709013 + Penalty 5520.078022 = -113103.630991 nChanged 1 SP:Iteration 15Q (2097.268650 sec): 3 clusters Score: Raw -118624.978764 + Penalty 5520.078022 = -113104.900742 nChanged 2 SP:Iteration 16Q (2097.357116 sec): 3 clusters Score: Raw -118626.153458 + Penalty 5520.078022 = -113106.075436 nChanged 1 SP:Iteration 17Q (2097.456436 sec): 3 clusters Score: Raw -118626.860461 + Penalty 5520.078022 = -113106.782439 nChanged 1 SP:Iteration 18Q (2097.557265 sec): 3 clusters Score: Raw -118627.674227 + Penalty 5520.078022 = -113107.596205 nChanged 1 SP:Iteration 19Q (2097.646538 sec): 3 clusters Score: Raw -118628.239679 + Penalty 5520.078022 = -113108.161657 nChanged 1 SP:Iteration 20F (2097.750682 sec): 3 clusters Score: Raw -118629.429499 + Penalty 5520.078022 = -113109.351477 nChanged 0 Trying to split cluster 10 (3844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2097.807477 sec): 2 clusters Score: Raw -303963.674844 + Penalty 3058.206579 = -300905.468265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2097.919258 sec): 3 clusters Score: Raw -302456.544528 + Penalty 6116.413159 = -296340.131369 nChanged 1307 SP:Iteration 1F (2098.012536 sec): 3 clusters Score: Raw -303586.333787 + Penalty 6116.413159 = -297469.920629 nChanged 392 SP:Iteration 2F (2098.096153 sec): 3 clusters Score: Raw -304254.019473 + Penalty 6116.413159 = -298137.606314 nChanged 374 SP:Iteration 3F (2098.186853 sec): 3 clusters Score: Raw -305049.212494 + Penalty 6116.413159 = -298932.799336 nChanged 335 SP:Iteration 4F (2098.283368 sec): 3 clusters Score: Raw -305782.127590 + Penalty 6116.413159 = -299665.714431 nChanged 266 SP:Iteration 5F (2098.377477 sec): 3 clusters Score: Raw -306365.762073 + Penalty 6116.413159 = -300249.348915 nChanged 212 SP:Iteration 6F (2098.482769 sec): 3 clusters Score: Raw -306758.969230 + Penalty 6116.413159 = -300642.556071 nChanged 161 SP:Iteration 7Q (2098.595249 sec): 3 clusters Score: Raw -307096.351979 + Penalty 6116.413159 = -300979.938820 nChanged 115 SP:Iteration 8Q (2098.672799 sec): 3 clusters Score: Raw -307376.532154 + Penalty 6116.413159 = -301260.118995 nChanged 85 SP:Iteration 9Q (2098.758366 sec): 3 clusters Score: Raw -307591.902320 + Penalty 6116.413159 = -301475.489161 nChanged 61 SP:Iteration 10Q (2098.849670 sec): 3 clusters Score: Raw -307702.237834 + Penalty 6116.413159 = -301585.824675 nChanged 38 SP:Iteration 11Q (2098.959690 sec): 3 clusters Score: Raw -307748.605995 + Penalty 6116.413159 = -301632.192836 nChanged 21 SP:Iteration 12Q (2099.040864 sec): 3 clusters Score: Raw -307767.573207 + Penalty 6116.413159 = -301651.160048 nChanged 11 SP:Iteration 13Q (2099.134126 sec): 3 clusters Score: Raw -307776.435987 + Penalty 6116.413159 = -301660.022829 nChanged 8 SP:Iteration 14Q (2099.225644 sec): 3 clusters Score: Raw -307781.882553 + Penalty 6116.413159 = -301665.469394 nChanged 7 SP:Iteration 15Q (2099.321311 sec): 3 clusters Score: Raw -307787.915546 + Penalty 6116.413159 = -301671.502387 nChanged 3 SP:Iteration 16Q (2099.422296 sec): 3 clusters Score: Raw -307789.375916 + Penalty 6116.413159 = -301672.962758 nChanged 2 SP:Iteration 17Q (2099.521921 sec): 3 clusters Score: Raw -307790.303847 + Penalty 6116.413159 = -301673.890689 nChanged 2 SP:Iteration 18Q (2099.610293 sec): 3 clusters Score: Raw -307792.112935 + Penalty 6116.413159 = -301675.699776 nChanged 3 SP:Iteration 19Q (2099.711382 sec): 3 clusters Score: Raw -307794.112365 + Penalty 6116.413159 = -301677.699207 nChanged 0 SP:Iteration 20F (2099.810751 sec): 3 clusters Score: Raw -307794.112365 + Penalty 6116.413159 = -301677.699207 nChanged 0 Score: Raw -3291859.537751 + Penalty 51152.921842 = -3240706.615909 Splitting cluster 10 changes total score from -3239327.339377 to -3240706.615909 So it's getting split into cluster 13. Iteration 20F (2102.010657 sec): 14 clusters Score: Raw -3293807.983674 + Penalty 51152.921842 = -3242655.061832 nChanged 1796 Iteration 21Q (2102.850793 sec): 14 clusters Score: Raw -3295250.398170 + Penalty 51152.921842 = -3244097.476327 nChanged 834 Iteration 22Q (2103.708519 sec): 14 clusters Score: Raw -3295915.527140 + Penalty 51152.921842 = -3244762.605298 nChanged 523 Iteration 23Q (2104.553067 sec): 14 clusters Score: Raw -3296271.761403 + Penalty 51152.921842 = -3245118.839561 nChanged 372 Iteration 24Q (2105.402415 sec): 14 clusters Score: Raw -3296495.254488 + Penalty 51152.921842 = -3245342.332646 nChanged 284 Iteration 25Q (2106.236758 sec): 14 clusters Score: Raw -3296662.110913 + Penalty 51152.921842 = -3245509.189070 nChanged 239 Iteration 26Q (2107.100237 sec): 14 clusters Score: Raw -3296802.323509 + Penalty 51152.921842 = -3245649.401667 nChanged 194 Iteration 27Q (2107.935032 sec): 14 clusters Score: Raw -3296914.003993 + Penalty 51152.921842 = -3245761.082150 nChanged 201 Iteration 28Q (2108.749293 sec): 14 clusters Score: Raw -3297025.061071 + Penalty 51152.921842 = -3245872.139229 nChanged 166 Iteration 29Q (2109.577083 sec): 14 clusters Score: Raw -3297115.720575 + Penalty 51152.921842 = -3245962.798732 nChanged 131 Iteration 30Q (2110.419414 sec): 14 clusters Score: Raw -3297187.617328 + Penalty 51152.921842 = -3246034.695485 nChanged 105 Iteration 31Q (2111.237010 sec): 14 clusters Score: Raw -3297247.194702 + Penalty 51152.921842 = -3246094.272860 nChanged 94 Iteration 32Q (2112.075057 sec): 14 clusters Score: Raw -3297293.212544 + Penalty 51152.921842 = -3246140.290702 nChanged 87 Iteration 33Q (2112.888288 sec): 14 clusters Score: Raw -3297342.331752 + Penalty 51152.921842 = -3246189.409910 nChanged 82 Iteration 34Q (2113.695538 sec): 14 clusters Score: Raw -3297387.612869 + Penalty 51152.921842 = -3246234.691027 nChanged 72 Iteration 35Q (2114.545006 sec): 14 clusters Score: Raw -3297426.306761 + Penalty 51152.921842 = -3246273.384919 nChanged 62 Iteration 36Q (2115.350725 sec): 14 clusters Score: Raw -3297462.320003 + Penalty 51152.921842 = -3246309.398161 nChanged 58 Iteration 37Q (2116.166151 sec): 14 clusters Score: Raw -3297495.116544 + Penalty 51152.921842 = -3246342.194702 nChanged 68 Iteration 38Q (2116.963755 sec): 14 clusters Score: Raw -3297532.917323 + Penalty 51152.921842 = -3246379.995480 nChanged 49 Iteration 39Q (2117.763522 sec): 14 clusters Score: Raw -3297553.552083 + Penalty 51152.921842 = -3246400.630240 nChanged 33 Iteration 40F (2118.813129 sec): 14 clusters Score: Raw -3297612.086399 + Penalty 51152.921842 = -3246459.164556 nChanged 68 Iteration 41Q (2119.595615 sec): 14 clusters Score: Raw -3297708.036533 + Penalty 51152.921842 = -3246555.114690 nChanged 106 Iteration 42Q (2120.403906 sec): 14 clusters Score: Raw -3297795.353807 + Penalty 51152.921842 = -3246642.431965 nChanged 104 Iteration 43Q (2121.238673 sec): 14 clusters Score: Raw -3297855.138716 + Penalty 51152.921842 = -3246702.216873 nChanged 89 Iteration 44Q (2122.088051 sec): 14 clusters Score: Raw -3297898.844583 + Penalty 51152.921842 = -3246745.922740 nChanged 63 Iteration 45Q (2122.856729 sec): 14 clusters Score: Raw -3297926.867419 + Penalty 51152.921842 = -3246773.945577 nChanged 43 Iteration 46Q (2123.728820 sec): 14 clusters Score: Raw -3297943.199065 + Penalty 51152.921842 = -3246790.277223 nChanged 33 Iteration 47Q (2124.499342 sec): 14 clusters Score: Raw -3297955.658143 + Penalty 51152.921842 = -3246802.736301 nChanged 22 Iteration 48Q (2125.325222 sec): 14 clusters Score: Raw -3297966.024099 + Penalty 51152.921842 = -3246813.102256 nChanged 25 Iteration 49Q (2126.130708 sec): 14 clusters Score: Raw -3297977.450667 + Penalty 51152.921842 = -3246824.528825 nChanged 19 Iteration 50Q (2126.964448 sec): 14 clusters Score: Raw -3297985.785393 + Penalty 51152.921842 = -3246832.863550 nChanged 20 Iteration 51Q (2127.787256 sec): 14 clusters Score: Raw -3297994.499201 + Penalty 51152.921842 = -3246841.577359 nChanged 10 Iteration 52Q (2128.600897 sec): 14 clusters Score: Raw -3297997.350462 + Penalty 51152.921842 = -3246844.428619 nChanged 5 Iteration 53Q (2129.408241 sec): 14 clusters Score: Raw -3297999.886080 + Penalty 51152.921842 = -3246846.964238 nChanged 4 Iteration 54Q (2130.277137 sec): 14 clusters Score: Raw -3298001.489590 + Penalty 51152.921842 = -3246848.567747 nChanged 2 Iteration 55Q (2131.072997 sec): 14 clusters Score: Raw -3298002.090070 + Penalty 51152.921842 = -3246849.168228 nChanged 4 Iteration 56Q (2131.882926 sec): 14 clusters Score: Raw -3298003.695983 + Penalty 51152.921842 = -3246850.774140 nChanged 4 Iteration 57Q (2132.746324 sec): 14 clusters Score: Raw -3298005.412240 + Penalty 51152.921842 = -3246852.490397 nChanged 5 Iteration 58Q (2133.585372 sec): 14 clusters Score: Raw -3298008.280773 + Penalty 51152.921842 = -3246855.358930 nChanged 3 Writing temp clu file Because OldScore, -3246852.490397, is greater than current (better) Score,-3246855.358930 Compute initial score before splitting: Score: Raw -3298008.280773 + Penalty 51152.921842 = -3246855.358930 Trying to split cluster 1 (1592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2133.674683 sec): 2 clusters Score: Raw -115132.796884 + Penalty 2731.602529 = -112401.194355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2133.758212 sec): 3 clusters Score: Raw -114753.223219 + Penalty 5463.205058 = -109290.018162 nChanged 415 SP:Iteration 1F (2133.826429 sec): 3 clusters Score: Raw -115241.694069 + Penalty 5463.205058 = -109778.489011 nChanged 119 SP:Iteration 2F (2133.925709 sec): 3 clusters Score: Raw -115415.982110 + Penalty 5463.205058 = -109952.777053 nChanged 72 SP:Iteration 3Q (2134.003925 sec): 3 clusters Score: Raw -115490.336688 + Penalty 5463.205058 = -110027.131631 nChanged 29 SP:Iteration 4Q (2134.094847 sec): 3 clusters Score: Raw -115520.146492 + Penalty 5463.205058 = -110056.941434 nChanged 14 SP:Iteration 5Q (2134.173339 sec): 3 clusters Score: Raw -115542.062088 + Penalty 5463.205058 = -110078.857031 nChanged 19 SP:Iteration 6Q (2134.245711 sec): 3 clusters Score: Raw -115566.308498 + Penalty 5463.205058 = -110103.103440 nChanged 13 SP:Iteration 7Q (2134.356636 sec): 3 clusters Score: Raw -115580.408532 + Penalty 5463.205058 = -110117.203475 nChanged 4 SP:Iteration 8Q (2134.464740 sec): 3 clusters Score: Raw -115583.526941 + Penalty 5463.205058 = -110120.321883 nChanged 7 SP:Iteration 9Q (2134.550103 sec): 3 clusters Score: Raw -115594.951361 + Penalty 5463.205058 = -110131.746304 nChanged 3 SP:Iteration 10Q (2134.644792 sec): 3 clusters Score: Raw -115598.614907 + Penalty 5463.205058 = -110135.409850 nChanged 4 SP:Iteration 11Q (2134.738777 sec): 3 clusters Score: Raw -115603.047089 + Penalty 5463.205058 = -110139.842032 nChanged 2 SP:Iteration 12Q (2134.820284 sec): 3 clusters Score: Raw -115607.152249 + Penalty 5463.205058 = -110143.947192 nChanged 2 SP:Iteration 13Q (2134.894813 sec): 3 clusters Score: Raw -115613.524397 + Penalty 5463.205058 = -110150.319339 nChanged 3 SP:Iteration 14Q (2134.996788 sec): 3 clusters Score: Raw -115615.572887 + Penalty 5463.205058 = -110152.367830 nChanged 2 SP:Iteration 15Q (2135.090882 sec): 3 clusters Score: Raw -115619.322973 + Penalty 5463.205058 = -110156.117915 nChanged 2 SP:Iteration 16Q (2135.163896 sec): 3 clusters Score: Raw -115623.404868 + Penalty 5463.205058 = -110160.199810 nChanged 2 SP:Iteration 17Q (2135.279835 sec): 3 clusters Score: Raw -115625.655564 + Penalty 5463.205058 = -110162.450507 nChanged 1 SP:Iteration 18Q (2135.353939 sec): 3 clusters Score: Raw -115626.107202 + Penalty 5463.205058 = -110162.902145 nChanged 0 SP:Iteration 19F (2135.450195 sec): 3 clusters Score: Raw -115626.107202 + Penalty 5463.205058 = -110162.902145 nChanged 0 Trying to split cluster 2 (4061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2135.520911 sec): 2 clusters Score: Raw -338455.775565 + Penalty 3078.552868 = -335377.222698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2135.626394 sec): 3 clusters Score: Raw -336844.772857 + Penalty 6157.105735 = -330687.667122 nChanged 1389 SP:Iteration 1F (2135.705772 sec): 3 clusters Score: Raw -337829.114584 + Penalty 6157.105735 = -331672.008849 nChanged 335 SP:Iteration 2F (2135.809636 sec): 3 clusters Score: Raw -338114.356456 + Penalty 6157.105735 = -331957.250721 nChanged 230 SP:Iteration 3F (2135.900308 sec): 3 clusters Score: Raw -338309.113890 + Penalty 6157.105735 = -332152.008155 nChanged 168 SP:Iteration 4Q (2136.009459 sec): 3 clusters Score: Raw -338474.750631 + Penalty 6157.105735 = -332317.644896 nChanged 141 SP:Iteration 5Q (2136.084947 sec): 3 clusters Score: Raw -338615.164300 + Penalty 6157.105735 = -332458.058565 nChanged 117 SP:Iteration 6Q (2136.180109 sec): 3 clusters Score: Raw -338722.858760 + Penalty 6157.105735 = -332565.753025 nChanged 112 SP:Iteration 7Q (2136.262235 sec): 3 clusters Score: Raw -338831.968681 + Penalty 6157.105735 = -332674.862946 nChanged 100 SP:Iteration 8Q (2136.371069 sec): 3 clusters Score: Raw -338923.676734 + Penalty 6157.105735 = -332766.570999 nChanged 111 SP:Iteration 9Q (2136.467956 sec): 3 clusters Score: Raw -339013.823598 + Penalty 6157.105735 = -332856.717863 nChanged 95 SP:Iteration 10Q (2136.556815 sec): 3 clusters Score: Raw -339100.894593 + Penalty 6157.105735 = -332943.788858 nChanged 89 SP:Iteration 11Q (2136.654218 sec): 3 clusters Score: Raw -339186.886025 + Penalty 6157.105735 = -333029.780290 nChanged 91 SP:Iteration 12Q (2136.732014 sec): 3 clusters Score: Raw -339276.514989 + Penalty 6157.105735 = -333119.409254 nChanged 91 SP:Iteration 13Q (2136.838854 sec): 3 clusters Score: Raw -339355.834259 + Penalty 6157.105735 = -333198.728524 nChanged 78 SP:Iteration 14Q (2136.932828 sec): 3 clusters Score: Raw -339418.239784 + Penalty 6157.105735 = -333261.134049 nChanged 66 SP:Iteration 15Q (2137.027877 sec): 3 clusters Score: Raw -339470.267972 + Penalty 6157.105735 = -333313.162237 nChanged 50 SP:Iteration 16Q (2137.096706 sec): 3 clusters Score: Raw -339506.552344 + Penalty 6157.105735 = -333349.446609 nChanged 34 SP:Iteration 17Q (2137.175380 sec): 3 clusters Score: Raw -339529.771783 + Penalty 6157.105735 = -333372.666048 nChanged 26 SP:Iteration 18Q (2137.270637 sec): 3 clusters Score: Raw -339545.299541 + Penalty 6157.105735 = -333388.193806 nChanged 15 SP:Iteration 19Q (2137.364800 sec): 3 clusters Score: Raw -339558.823128 + Penalty 6157.105735 = -333401.717393 nChanged 25 SP:Iteration 20F (2137.478159 sec): 3 clusters Score: Raw -339578.565552 + Penalty 6157.105735 = -333421.459817 nChanged 24 SP:Iteration 21Q (2137.572079 sec): 3 clusters Score: Raw -339595.233195 + Penalty 6157.105735 = -333438.127460 nChanged 23 SP:Iteration 22Q (2137.646832 sec): 3 clusters Score: Raw -339610.360513 + Penalty 6157.105735 = -333453.254778 nChanged 22 SP:Iteration 23Q (2137.764080 sec): 3 clusters Score: Raw -339624.108123 + Penalty 6157.105735 = -333467.002388 nChanged 20 SP:Iteration 24Q (2137.849733 sec): 3 clusters Score: Raw -339639.282352 + Penalty 6157.105735 = -333482.176617 nChanged 29 SP:Iteration 25Q (2137.943959 sec): 3 clusters Score: Raw -339659.207485 + Penalty 6157.105735 = -333502.101750 nChanged 34 SP:Iteration 26Q (2138.033534 sec): 3 clusters Score: Raw -339685.247245 + Penalty 6157.105735 = -333528.141510 nChanged 31 SP:Iteration 27Q (2138.113549 sec): 3 clusters Score: Raw -339705.156368 + Penalty 6157.105735 = -333548.050633 nChanged 27 SP:Iteration 28Q (2138.215004 sec): 3 clusters Score: Raw -339726.462058 + Penalty 6157.105735 = -333569.356323 nChanged 23 SP:Iteration 29Q (2138.299104 sec): 3 clusters Score: Raw -339738.017515 + Penalty 6157.105735 = -333580.911780 nChanged 15 SP:Iteration 30Q (2138.365786 sec): 3 clusters Score: Raw -339746.054894 + Penalty 6157.105735 = -333588.949159 nChanged 21 SP:Iteration 31Q (2138.463764 sec): 3 clusters Score: Raw -339762.903910 + Penalty 6157.105735 = -333605.798175 nChanged 30 SP:Iteration 32Q (2138.551710 sec): 3 clusters Score: Raw -339781.981532 + Penalty 6157.105735 = -333624.875797 nChanged 24 SP:Iteration 33Q (2138.642417 sec): 3 clusters Score: Raw -339800.214498 + Penalty 6157.105735 = -333643.108763 nChanged 20 SP:Iteration 34Q (2138.755367 sec): 3 clusters Score: Raw -339810.712018 + Penalty 6157.105735 = -333653.606283 nChanged 8 SP:Iteration 35Q (2138.853602 sec): 3 clusters Score: Raw -339815.958156 + Penalty 6157.105735 = -333658.852420 nChanged 9 SP:Iteration 36Q (2138.927262 sec): 3 clusters Score: Raw -339820.242079 + Penalty 6157.105735 = -333663.136344 nChanged 3 SP:Iteration 37Q (2139.034316 sec): 3 clusters Score: Raw -339822.526162 + Penalty 6157.105735 = -333665.420427 nChanged 3 SP:Iteration 38Q (2139.104212 sec): 3 clusters Score: Raw -339824.599130 + Penalty 6157.105735 = -333667.493395 nChanged 3 SP:Iteration 39Q (2139.215430 sec): 3 clusters Score: Raw -339825.885130 + Penalty 6157.105735 = -333668.779395 nChanged 1 SP:Iteration 40F (2139.304859 sec): 3 clusters Score: Raw -339826.784042 + Penalty 6157.105735 = -333669.678307 nChanged 2 SP:Iteration 41Q (2139.399680 sec): 3 clusters Score: Raw -339827.786297 + Penalty 6157.105735 = -333670.680562 nChanged 2 SP:Iteration 42Q (2139.476314 sec): 3 clusters Score: Raw -339828.438865 + Penalty 6157.105735 = -333671.333130 nChanged 0 SP:Iteration 43F (2139.591410 sec): 3 clusters Score: Raw -339828.438865 + Penalty 6157.105735 = -333671.333130 nChanged 0 Trying to split cluster 3 (2109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2139.641774 sec): 2 clusters Score: Raw -150463.109091 + Penalty 2835.795581 = -147627.313510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2139.727029 sec): 3 clusters Score: Raw -149846.589337 + Penalty 5671.591163 = -144174.998174 nChanged 619 SP:Iteration 1F (2139.811228 sec): 3 clusters Score: Raw -150723.551375 + Penalty 5671.591163 = -145051.960212 nChanged 219 SP:Iteration 2F (2139.901228 sec): 3 clusters Score: Raw -151216.761919 + Penalty 5671.591163 = -145545.170756 nChanged 142 SP:Iteration 3F (2139.986357 sec): 3 clusters Score: Raw -151456.944021 + Penalty 5671.591163 = -145785.352859 nChanged 97 SP:Iteration 4Q (2140.074026 sec): 3 clusters Score: Raw -151596.387558 + Penalty 5671.591163 = -145924.796395 nChanged 47 SP:Iteration 5Q (2140.165258 sec): 3 clusters Score: Raw -151668.784343 + Penalty 5671.591163 = -145997.193180 nChanged 43 SP:Iteration 6Q (2140.254618 sec): 3 clusters Score: Raw -151732.306993 + Penalty 5671.591163 = -146060.715830 nChanged 31 SP:Iteration 7Q (2140.330463 sec): 3 clusters Score: Raw -151790.645573 + Penalty 5671.591163 = -146119.054410 nChanged 23 SP:Iteration 8Q (2140.409672 sec): 3 clusters Score: Raw -151822.723032 + Penalty 5671.591163 = -146151.131870 nChanged 19 SP:Iteration 9Q (2140.494444 sec): 3 clusters Score: Raw -151851.722809 + Penalty 5671.591163 = -146180.131647 nChanged 9 SP:Iteration 10Q (2140.581796 sec): 3 clusters Score: Raw -151861.478703 + Penalty 5671.591163 = -146189.887540 nChanged 5 SP:Iteration 11Q (2140.662793 sec): 3 clusters Score: Raw -151867.528268 + Penalty 5671.591163 = -146195.937105 nChanged 8 SP:Iteration 12Q (2140.758941 sec): 3 clusters Score: Raw -151876.424693 + Penalty 5671.591163 = -146204.833530 nChanged 5 SP:Iteration 13Q (2140.856489 sec): 3 clusters Score: Raw -151882.480106 + Penalty 5671.591163 = -146210.888943 nChanged 4 SP:Iteration 14Q (2140.948272 sec): 3 clusters Score: Raw -151886.152850 + Penalty 5671.591163 = -146214.561687 nChanged 3 SP:Iteration 15Q (2141.041674 sec): 3 clusters Score: Raw -151889.789528 + Penalty 5671.591163 = -146218.198365 nChanged 4 SP:Iteration 16Q (2141.105340 sec): 3 clusters Score: Raw -151893.659718 + Penalty 5671.591163 = -146222.068556 nChanged 2 SP:Iteration 17Q (2141.210194 sec): 3 clusters Score: Raw -151896.978339 + Penalty 5671.591163 = -146225.387177 nChanged 5 SP:Iteration 18Q (2141.287430 sec): 3 clusters Score: Raw -151902.926940 + Penalty 5671.591163 = -146231.335777 nChanged 7 SP:Iteration 19Q (2141.380477 sec): 3 clusters Score: Raw -151912.511894 + Penalty 5671.591163 = -146240.920731 nChanged 10 SP:Iteration 20F (2141.466229 sec): 3 clusters Score: Raw -151929.302602 + Penalty 5671.591163 = -146257.711439 nChanged 7 SP:Iteration 21Q (2141.562308 sec): 3 clusters Score: Raw -151940.400548 + Penalty 5671.591163 = -146268.809386 nChanged 6 SP:Iteration 22Q (2141.644479 sec): 3 clusters Score: Raw -151947.356454 + Penalty 5671.591163 = -146275.765291 nChanged 7 SP:Iteration 23Q (2141.717126 sec): 3 clusters Score: Raw -151956.727795 + Penalty 5671.591163 = -146285.136632 nChanged 8 SP:Iteration 24Q (2141.818990 sec): 3 clusters Score: Raw -151965.102899 + Penalty 5671.591163 = -146293.511736 nChanged 6 SP:Iteration 25Q (2141.901276 sec): 3 clusters Score: Raw -151974.050741 + Penalty 5671.591163 = -146302.459578 nChanged 7 SP:Iteration 26Q (2142.008743 sec): 3 clusters Score: Raw -151982.583381 + Penalty 5671.591163 = -146310.992218 nChanged 7 SP:Iteration 27Q (2142.080433 sec): 3 clusters Score: Raw -151991.588571 + Penalty 5671.591163 = -146319.997408 nChanged 8 SP:Iteration 28Q (2142.152165 sec): 3 clusters Score: Raw -152003.181976 + Penalty 5671.591163 = -146331.590813 nChanged 7 SP:Iteration 29Q (2142.244686 sec): 3 clusters Score: Raw -152012.015110 + Penalty 5671.591163 = -146340.423947 nChanged 8 SP:Iteration 30Q (2142.315131 sec): 3 clusters Score: Raw -152020.913907 + Penalty 5671.591163 = -146349.322744 nChanged 3 SP:Iteration 31Q (2142.420047 sec): 3 clusters Score: Raw -152023.767759 + Penalty 5671.591163 = -146352.176596 nChanged 4 SP:Iteration 32Q (2142.509457 sec): 3 clusters Score: Raw -152032.060331 + Penalty 5671.591163 = -146360.469169 nChanged 7 SP:Iteration 33Q (2142.575839 sec): 3 clusters Score: Raw -152041.261967 + Penalty 5671.591163 = -146369.670805 nChanged 3 SP:Iteration 34Q (2142.675925 sec): 3 clusters Score: Raw -152044.852605 + Penalty 5671.591163 = -146373.261442 nChanged 3 SP:Iteration 35Q (2142.771965 sec): 3 clusters Score: Raw -152049.183774 + Penalty 5671.591163 = -146377.592611 nChanged 5 SP:Iteration 36Q (2142.848800 sec): 3 clusters Score: Raw -152053.918002 + Penalty 5671.591163 = -146382.326839 nChanged 3 SP:Iteration 37Q (2142.952391 sec): 3 clusters Score: Raw -152058.421133 + Penalty 5671.591163 = -146386.829971 nChanged 5 SP:Iteration 38Q (2143.039642 sec): 3 clusters Score: Raw -152063.960540 + Penalty 5671.591163 = -146392.369377 nChanged 6 SP:Iteration 39Q (2143.111612 sec): 3 clusters Score: Raw -152070.190153 + Penalty 5671.591163 = -146398.598991 nChanged 1 SP:Iteration 40F (2143.206893 sec): 3 clusters Score: Raw -152071.141668 + Penalty 5671.591163 = -146399.550505 nChanged 1 SP:Iteration 41Q (2143.281012 sec): 3 clusters Score: Raw -152071.797996 + Penalty 5671.591163 = -146400.206833 nChanged 0 SP:Iteration 42F (2143.386760 sec): 3 clusters Score: Raw -152071.797996 + Penalty 5671.591163 = -146400.206833 nChanged 0 Trying to split cluster 4 (3283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2143.450324 sec): 2 clusters Score: Raw -255590.111073 + Penalty 2999.758036 = -252590.353037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2143.544090 sec): 3 clusters Score: Raw -254352.272019 + Penalty 5999.516072 = -248352.755947 nChanged 1078 SP:Iteration 1F (2143.638700 sec): 3 clusters Score: Raw -255342.530780 + Penalty 5999.516072 = -249343.014708 nChanged 311 SP:Iteration 2F (2143.718868 sec): 3 clusters Score: Raw -255716.947888 + Penalty 5999.516072 = -249717.431816 nChanged 219 SP:Iteration 3F (2143.813833 sec): 3 clusters Score: Raw -256023.225694 + Penalty 5999.516072 = -250023.709622 nChanged 193 SP:Iteration 4F (2143.919614 sec): 3 clusters Score: Raw -256314.910139 + Penalty 5999.516072 = -250315.394067 nChanged 189 SP:Iteration 5F (2144.011380 sec): 3 clusters Score: Raw -256598.159505 + Penalty 5999.516072 = -250598.643434 nChanged 175 SP:Iteration 6F (2144.118603 sec): 3 clusters Score: Raw -256818.677935 + Penalty 5999.516072 = -250819.161863 nChanged 129 SP:Iteration 7Q (2144.211451 sec): 3 clusters Score: Raw -256952.910988 + Penalty 5999.516072 = -250953.394917 nChanged 95 SP:Iteration 8Q (2144.290327 sec): 3 clusters Score: Raw -257040.053089 + Penalty 5999.516072 = -251040.537017 nChanged 79 SP:Iteration 9Q (2144.388283 sec): 3 clusters Score: Raw -257118.280011 + Penalty 5999.516072 = -251118.763939 nChanged 60 SP:Iteration 10Q (2144.486255 sec): 3 clusters Score: Raw -257168.872625 + Penalty 5999.516072 = -251169.356553 nChanged 41 SP:Iteration 11Q (2144.567716 sec): 3 clusters Score: Raw -257204.917998 + Penalty 5999.516072 = -251205.401926 nChanged 31 SP:Iteration 12Q (2144.659875 sec): 3 clusters Score: Raw -257225.086896 + Penalty 5999.516072 = -251225.570824 nChanged 18 SP:Iteration 13Q (2144.748631 sec): 3 clusters Score: Raw -257235.825138 + Penalty 5999.516072 = -251236.309066 nChanged 13 SP:Iteration 14Q (2144.825434 sec): 3 clusters Score: Raw -257242.450109 + Penalty 5999.516072 = -251242.934037 nChanged 6 SP:Iteration 15Q (2144.932693 sec): 3 clusters Score: Raw -257245.409554 + Penalty 5999.516072 = -251245.893482 nChanged 7 SP:Iteration 16Q (2145.028031 sec): 3 clusters Score: Raw -257249.514977 + Penalty 5999.516072 = -251249.998906 nChanged 9 SP:Iteration 17Q (2145.103957 sec): 3 clusters Score: Raw -257255.262892 + Penalty 5999.516072 = -251255.746820 nChanged 10 SP:Iteration 18Q (2145.207049 sec): 3 clusters Score: Raw -257260.542072 + Penalty 5999.516072 = -251261.026001 nChanged 6 SP:Iteration 19Q (2145.286440 sec): 3 clusters Score: Raw -257267.516125 + Penalty 5999.516072 = -251268.000054 nChanged 7 SP:Iteration 20F (2145.405066 sec): 3 clusters Score: Raw -257274.516063 + Penalty 5999.516072 = -251274.999991 nChanged 11 SP:Iteration 21Q (2145.491165 sec): 3 clusters Score: Raw -257280.052926 + Penalty 5999.516072 = -251280.536855 nChanged 11 SP:Iteration 22Q (2145.565149 sec): 3 clusters Score: Raw -257285.141727 + Penalty 5999.516072 = -251285.625655 nChanged 6 SP:Iteration 23Q (2145.676860 sec): 3 clusters Score: Raw -257287.899955 + Penalty 5999.516072 = -251288.383884 nChanged 8 SP:Iteration 24Q (2145.766460 sec): 3 clusters Score: Raw -257291.768135 + Penalty 5999.516072 = -251292.252063 nChanged 8 SP:Iteration 25Q (2145.850167 sec): 3 clusters Score: Raw -257295.924057 + Penalty 5999.516072 = -251296.407985 nChanged 3 SP:Iteration 26Q (2145.953717 sec): 3 clusters Score: Raw -257297.616786 + Penalty 5999.516072 = -251298.100714 nChanged 1 SP:Iteration 27Q (2146.033965 sec): 3 clusters Score: Raw -257297.981028 + Penalty 5999.516072 = -251298.464956 nChanged 0 SP:Iteration 28F (2146.112186 sec): 3 clusters Score: Raw -257297.981028 + Penalty 5999.516072 = -251298.464956 nChanged 0 Trying to split cluster 5 (2371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2146.174926 sec): 2 clusters Score: Raw -194621.594739 + Penalty 2879.180355 = -191742.414384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2146.261936 sec): 3 clusters Score: Raw -193883.133810 + Penalty 5758.360711 = -188124.773100 nChanged 707 SP:Iteration 1F (2146.360756 sec): 3 clusters Score: Raw -194689.189714 + Penalty 5758.360711 = -188930.829003 nChanged 231 SP:Iteration 2F (2146.448030 sec): 3 clusters Score: Raw -195160.856592 + Penalty 5758.360711 = -189402.495881 nChanged 143 SP:Iteration 3F (2146.529256 sec): 3 clusters Score: Raw -195410.690089 + Penalty 5758.360711 = -189652.329379 nChanged 118 SP:Iteration 4Q (2146.613870 sec): 3 clusters Score: Raw -195596.948165 + Penalty 5758.360711 = -189838.587455 nChanged 94 SP:Iteration 5Q (2146.710945 sec): 3 clusters Score: Raw -195711.673554 + Penalty 5758.360711 = -189953.312843 nChanged 65 SP:Iteration 6Q (2146.806919 sec): 3 clusters Score: Raw -195791.368957 + Penalty 5758.360711 = -190033.008247 nChanged 49 SP:Iteration 7Q (2146.911520 sec): 3 clusters Score: Raw -195854.672803 + Penalty 5758.360711 = -190096.312092 nChanged 44 SP:Iteration 8Q (2146.989773 sec): 3 clusters Score: Raw -195907.652068 + Penalty 5758.360711 = -190149.291358 nChanged 33 SP:Iteration 9Q (2147.067704 sec): 3 clusters Score: Raw -195943.278664 + Penalty 5758.360711 = -190184.917953 nChanged 21 SP:Iteration 10Q (2147.161367 sec): 3 clusters Score: Raw -195966.466845 + Penalty 5758.360711 = -190208.106134 nChanged 11 SP:Iteration 11Q (2147.254962 sec): 3 clusters Score: Raw -195979.516030 + Penalty 5758.360711 = -190221.155319 nChanged 7 SP:Iteration 12Q (2147.341808 sec): 3 clusters Score: Raw -195990.937542 + Penalty 5758.360711 = -190232.576831 nChanged 12 SP:Iteration 13Q (2147.448587 sec): 3 clusters Score: Raw -196003.189948 + Penalty 5758.360711 = -190244.829237 nChanged 9 SP:Iteration 14Q (2147.539683 sec): 3 clusters Score: Raw -196014.699633 + Penalty 5758.360711 = -190256.338923 nChanged 9 SP:Iteration 15Q (2147.623233 sec): 3 clusters Score: Raw -196021.340008 + Penalty 5758.360711 = -190262.979297 nChanged 6 SP:Iteration 16Q (2147.721006 sec): 3 clusters Score: Raw -196028.030601 + Penalty 5758.360711 = -190269.669891 nChanged 6 SP:Iteration 17Q (2147.818965 sec): 3 clusters Score: Raw -196036.802791 + Penalty 5758.360711 = -190278.442080 nChanged 8 SP:Iteration 18Q (2147.892350 sec): 3 clusters Score: Raw -196044.456338 + Penalty 5758.360711 = -190286.095627 nChanged 7 SP:Iteration 19Q (2147.988779 sec): 3 clusters Score: Raw -196050.599821 + Penalty 5758.360711 = -190292.239111 nChanged 8 SP:Iteration 20F (2148.081907 sec): 3 clusters Score: Raw -196058.145593 + Penalty 5758.360711 = -190299.784882 nChanged 4 SP:Iteration 21Q (2148.175992 sec): 3 clusters Score: Raw -196061.558778 + Penalty 5758.360711 = -190303.198067 nChanged 2 SP:Iteration 22Q (2148.264939 sec): 3 clusters Score: Raw -196062.819525 + Penalty 5758.360711 = -190304.458815 nChanged 2 SP:Iteration 23Q (2148.348138 sec): 3 clusters Score: Raw -196065.513926 + Penalty 5758.360711 = -190307.153215 nChanged 3 SP:Iteration 24Q (2148.437543 sec): 3 clusters Score: Raw -196068.538041 + Penalty 5758.360711 = -190310.177331 nChanged 2 SP:Iteration 25Q (2148.523730 sec): 3 clusters Score: Raw -196069.768937 + Penalty 5758.360711 = -190311.408226 nChanged 0 SP:Iteration 26F (2148.622080 sec): 3 clusters Score: Raw -196069.768937 + Penalty 5758.360711 = -190311.408226 nChanged 0 Trying to split cluster 6 (4837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2148.670991 sec): 2 clusters Score: Raw -449732.480338 + Penalty 3143.340515 = -446589.139823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2148.779931 sec): 3 clusters Score: Raw -447661.332571 + Penalty 6286.681030 = -441374.651541 nChanged 1690 SP:Iteration 1F (2148.868286 sec): 3 clusters Score: Raw -448674.484858 + Penalty 6286.681030 = -442387.803828 nChanged 383 SP:Iteration 2F (2148.963123 sec): 3 clusters Score: Raw -448925.427405 + Penalty 6286.681030 = -442638.746375 nChanged 224 SP:Iteration 3Q (2149.071145 sec): 3 clusters Score: Raw -449079.504307 + Penalty 6286.681030 = -442792.823278 nChanged 155 SP:Iteration 4Q (2149.160965 sec): 3 clusters Score: Raw -449170.618808 + Penalty 6286.681030 = -442883.937778 nChanged 111 SP:Iteration 5Q (2149.258182 sec): 3 clusters Score: Raw -449222.506394 + Penalty 6286.681030 = -442935.825364 nChanged 90 SP:Iteration 6Q (2149.383518 sec): 3 clusters Score: Raw -449265.782515 + Penalty 6286.681030 = -442979.101485 nChanged 77 SP:Iteration 7Q (2149.465322 sec): 3 clusters Score: Raw -449306.348912 + Penalty 6286.681030 = -443019.667882 nChanged 67 SP:Iteration 8Q (2149.560641 sec): 3 clusters Score: Raw -449345.102906 + Penalty 6286.681030 = -443058.421876 nChanged 66 SP:Iteration 9Q (2149.665003 sec): 3 clusters Score: Raw -449376.616297 + Penalty 6286.681030 = -443089.935267 nChanged 48 SP:Iteration 10Q (2149.753874 sec): 3 clusters Score: Raw -449403.524279 + Penalty 6286.681030 = -443116.843249 nChanged 47 SP:Iteration 11Q (2149.830948 sec): 3 clusters Score: Raw -449422.171957 + Penalty 6286.681030 = -443135.490927 nChanged 39 SP:Iteration 12Q (2149.944444 sec): 3 clusters Score: Raw -449442.960270 + Penalty 6286.681030 = -443156.279240 nChanged 45 SP:Iteration 13Q (2150.032375 sec): 3 clusters Score: Raw -449464.505222 + Penalty 6286.681030 = -443177.824193 nChanged 36 SP:Iteration 14Q (2150.135431 sec): 3 clusters Score: Raw -449480.490221 + Penalty 6286.681030 = -443193.809191 nChanged 25 SP:Iteration 15Q (2150.220850 sec): 3 clusters Score: Raw -449491.599402 + Penalty 6286.681030 = -443204.918373 nChanged 27 SP:Iteration 16Q (2150.333417 sec): 3 clusters Score: Raw -449504.937817 + Penalty 6286.681030 = -443218.256787 nChanged 28 SP:Iteration 17Q (2150.429204 sec): 3 clusters Score: Raw -449519.732487 + Penalty 6286.681030 = -443233.051457 nChanged 27 SP:Iteration 18Q (2150.520519 sec): 3 clusters Score: Raw -449533.416793 + Penalty 6286.681030 = -443246.735763 nChanged 22 SP:Iteration 19Q (2150.614308 sec): 3 clusters Score: Raw -449544.060412 + Penalty 6286.681030 = -443257.379383 nChanged 26 SP:Iteration 20F (2150.705503 sec): 3 clusters Score: Raw -449553.710986 + Penalty 6286.681030 = -443267.029956 nChanged 26 SP:Iteration 21Q (2150.801850 sec): 3 clusters Score: Raw -449565.883770 + Penalty 6286.681030 = -443279.202740 nChanged 31 SP:Iteration 22Q (2150.901486 sec): 3 clusters Score: Raw -449580.789268 + Penalty 6286.681030 = -443294.108238 nChanged 35 SP:Iteration 23Q (2151.007240 sec): 3 clusters Score: Raw -449598.102262 + Penalty 6286.681030 = -443311.421232 nChanged 37 SP:Iteration 24Q (2151.105882 sec): 3 clusters Score: Raw -449615.484276 + Penalty 6286.681030 = -443328.803247 nChanged 38 SP:Iteration 25Q (2151.180268 sec): 3 clusters Score: Raw -449630.785163 + Penalty 6286.681030 = -443344.104134 nChanged 37 SP:Iteration 26Q (2151.292558 sec): 3 clusters Score: Raw -449649.267802 + Penalty 6286.681030 = -443362.586772 nChanged 34 SP:Iteration 27Q (2151.375448 sec): 3 clusters Score: Raw -449664.248994 + Penalty 6286.681030 = -443377.567965 nChanged 37 SP:Iteration 28Q (2151.486240 sec): 3 clusters Score: Raw -449679.744513 + Penalty 6286.681030 = -443393.063483 nChanged 31 SP:Iteration 29Q (2151.571245 sec): 3 clusters Score: Raw -449695.232966 + Penalty 6286.681030 = -443408.551936 nChanged 27 SP:Iteration 30Q (2151.671884 sec): 3 clusters Score: Raw -449705.609385 + Penalty 6286.681030 = -443418.928356 nChanged 29 SP:Iteration 31Q (2151.764765 sec): 3 clusters Score: Raw -449718.878774 + Penalty 6286.681030 = -443432.197744 nChanged 31 SP:Iteration 32Q (2151.864479 sec): 3 clusters Score: Raw -449731.038186 + Penalty 6286.681030 = -443444.357156 nChanged 31 SP:Iteration 33Q (2151.975442 sec): 3 clusters Score: Raw -449745.873739 + Penalty 6286.681030 = -443459.192709 nChanged 36 SP:Iteration 34Q (2152.055111 sec): 3 clusters Score: Raw -449760.139799 + Penalty 6286.681030 = -443473.458769 nChanged 28 SP:Iteration 35Q (2152.163265 sec): 3 clusters Score: Raw -449771.971110 + Penalty 6286.681030 = -443485.290080 nChanged 30 SP:Iteration 36Q (2152.284257 sec): 3 clusters Score: Raw -449784.645781 + Penalty 6286.681030 = -443497.964751 nChanged 31 SP:Iteration 37Q (2152.381695 sec): 3 clusters Score: Raw -449795.196322 + Penalty 6286.681030 = -443508.515292 nChanged 21 SP:Iteration 38Q (2152.488315 sec): 3 clusters Score: Raw -449803.757736 + Penalty 6286.681030 = -443517.076706 nChanged 24 SP:Iteration 39Q (2152.588416 sec): 3 clusters Score: Raw -449813.163816 + Penalty 6286.681030 = -443526.482787 nChanged 35 SP:Iteration 40F (2152.677769 sec): 3 clusters Score: Raw -449827.739331 + Penalty 6286.681030 = -443541.058302 nChanged 35 SP:Iteration 41Q (2152.772888 sec): 3 clusters Score: Raw -449842.954269 + Penalty 6286.681030 = -443556.273239 nChanged 26 SP:Iteration 42Q (2152.858780 sec): 3 clusters Score: Raw -449854.965444 + Penalty 6286.681030 = -443568.284414 nChanged 28 SP:Iteration 43Q (2152.961721 sec): 3 clusters Score: Raw -449866.313609 + Penalty 6286.681030 = -443579.632579 nChanged 24 SP:Iteration 44Q (2153.034070 sec): 3 clusters Score: Raw -449877.485864 + Penalty 6286.681030 = -443590.804834 nChanged 32 SP:Iteration 45Q (2153.148490 sec): 3 clusters Score: Raw -449891.767358 + Penalty 6286.681030 = -443605.086328 nChanged 24 SP:Iteration 46Q (2153.225407 sec): 3 clusters Score: Raw -449902.206258 + Penalty 6286.681030 = -443615.525228 nChanged 21 SP:Iteration 47Q (2153.321161 sec): 3 clusters Score: Raw -449914.171610 + Penalty 6286.681030 = -443627.490580 nChanged 22 SP:Iteration 48Q (2153.417492 sec): 3 clusters Score: Raw -449927.362559 + Penalty 6286.681030 = -443640.681529 nChanged 32 SP:Iteration 49Q (2153.527394 sec): 3 clusters Score: Raw -449944.785575 + Penalty 6286.681030 = -443658.104545 nChanged 34 SP:Iteration 50Q (2153.631259 sec): 3 clusters Score: Raw -449964.271289 + Penalty 6286.681030 = -443677.590259 nChanged 34 SP:Iteration 51Q (2153.736602 sec): 3 clusters Score: Raw -449981.252665 + Penalty 6286.681030 = -443694.571635 nChanged 28 SP:Iteration 52Q (2153.833564 sec): 3 clusters Score: Raw -449994.276984 + Penalty 6286.681030 = -443707.595954 nChanged 31 SP:Iteration 53Q (2153.913392 sec): 3 clusters Score: Raw -450013.757123 + Penalty 6286.681030 = -443727.076093 nChanged 44 SP:Iteration 54Q (2154.020409 sec): 3 clusters Score: Raw -450041.299542 + Penalty 6286.681030 = -443754.618512 nChanged 43 SP:Iteration 55Q (2154.106784 sec): 3 clusters Score: Raw -450065.486941 + Penalty 6286.681030 = -443778.805911 nChanged 45 SP:Iteration 56Q (2154.207408 sec): 3 clusters Score: Raw -450090.526759 + Penalty 6286.681030 = -443803.845729 nChanged 51 SP:Iteration 57Q (2154.290150 sec): 3 clusters Score: Raw -450117.946103 + Penalty 6286.681030 = -443831.265073 nChanged 41 SP:Iteration 58Q (2154.396735 sec): 3 clusters Score: Raw -450140.193815 + Penalty 6286.681030 = -443853.512785 nChanged 36 SP:Iteration 59Q (2154.509572 sec): 3 clusters Score: Raw -450160.088243 + Penalty 6286.681030 = -443873.407213 nChanged 34 SP:Iteration 60F (2154.591465 sec): 3 clusters Score: Raw -450176.316515 + Penalty 6286.681030 = -443889.635485 nChanged 30 SP:Iteration 61Q (2154.696369 sec): 3 clusters Score: Raw -450193.969783 + Penalty 6286.681030 = -443907.288753 nChanged 33 SP:Iteration 62Q (2154.803372 sec): 3 clusters Score: Raw -450210.914139 + Penalty 6286.681030 = -443924.233109 nChanged 26 SP:Iteration 63Q (2154.892771 sec): 3 clusters Score: Raw -450226.726250 + Penalty 6286.681030 = -443940.045220 nChanged 27 SP:Iteration 64Q (2155.003890 sec): 3 clusters Score: Raw -450243.443812 + Penalty 6286.681030 = -443956.762782 nChanged 26 SP:Iteration 65Q (2155.098137 sec): 3 clusters Score: Raw -450258.445129 + Penalty 6286.681030 = -443971.764099 nChanged 22 SP:Iteration 66Q (2155.186601 sec): 3 clusters Score: Raw -450270.923694 + Penalty 6286.681030 = -443984.242664 nChanged 22 SP:Iteration 67Q (2155.280474 sec): 3 clusters Score: Raw -450281.677169 + Penalty 6286.681030 = -443994.996139 nChanged 18 SP:Iteration 68Q (2155.380837 sec): 3 clusters Score: Raw -450292.232268 + Penalty 6286.681030 = -444005.551238 nChanged 19 SP:Iteration 69Q (2155.475529 sec): 3 clusters Score: Raw -450302.258909 + Penalty 6286.681030 = -444015.577879 nChanged 18 SP:Iteration 70Q (2155.561391 sec): 3 clusters Score: Raw -450310.610157 + Penalty 6286.681030 = -444023.929127 nChanged 10 SP:Iteration 71Q (2155.658525 sec): 3 clusters Score: Raw -450314.513662 + Penalty 6286.681030 = -444027.832632 nChanged 6 SP:Iteration 72Q (2155.748826 sec): 3 clusters Score: Raw -450317.875676 + Penalty 6286.681030 = -444031.194646 nChanged 11 SP:Iteration 73Q (2155.844417 sec): 3 clusters Score: Raw -450323.093565 + Penalty 6286.681030 = -444036.412535 nChanged 9 SP:Iteration 74Q (2155.929572 sec): 3 clusters Score: Raw -450327.698306 + Penalty 6286.681030 = -444041.017277 nChanged 12 SP:Iteration 75Q (2156.032070 sec): 3 clusters Score: Raw -450335.221762 + Penalty 6286.681030 = -444048.540732 nChanged 21 SP:Iteration 76Q (2156.130681 sec): 3 clusters Score: Raw -450345.554997 + Penalty 6286.681030 = -444058.873967 nChanged 9 SP:Iteration 77Q (2156.241563 sec): 3 clusters Score: Raw -450350.587064 + Penalty 6286.681030 = -444063.906034 nChanged 11 SP:Iteration 78Q (2156.316390 sec): 3 clusters Score: Raw -450355.914393 + Penalty 6286.681030 = -444069.233363 nChanged 11 SP:Iteration 79Q (2156.422602 sec): 3 clusters Score: Raw -450361.028232 + Penalty 6286.681030 = -444074.347202 nChanged 12 SP:Iteration 80F (2156.515425 sec): 3 clusters Score: Raw -450367.014035 + Penalty 6286.681030 = -444080.333005 nChanged 15 SP:Iteration 81Q (2156.589917 sec): 3 clusters Score: Raw -450373.830855 + Penalty 6286.681030 = -444087.149825 nChanged 12 SP:Iteration 82Q (2156.680418 sec): 3 clusters Score: Raw -450379.391575 + Penalty 6286.681030 = -444092.710545 nChanged 8 SP:Iteration 83Q (2156.776356 sec): 3 clusters Score: Raw -450382.426486 + Penalty 6286.681030 = -444095.745456 nChanged 7 SP:Iteration 84Q (2156.887760 sec): 3 clusters Score: Raw -450385.829238 + Penalty 6286.681030 = -444099.148208 nChanged 9 SP:Iteration 85Q (2156.991866 sec): 3 clusters Score: Raw -450390.304639 + Penalty 6286.681030 = -444103.623609 nChanged 5 SP:Iteration 86Q (2157.078673 sec): 3 clusters Score: Raw -450392.732432 + Penalty 6286.681030 = -444106.051403 nChanged 5 SP:Iteration 87Q (2157.159059 sec): 3 clusters Score: Raw -450395.082493 + Penalty 6286.681030 = -444108.401463 nChanged 4 SP:Iteration 88Q (2157.284151 sec): 3 clusters Score: Raw -450397.247643 + Penalty 6286.681030 = -444110.566613 nChanged 6 SP:Iteration 89Q (2157.358554 sec): 3 clusters Score: Raw -450399.833142 + Penalty 6286.681030 = -444113.152112 nChanged 1 SP:Iteration 90Q (2157.482285 sec): 3 clusters Score: Raw -450400.270615 + Penalty 6286.681030 = -444113.589585 nChanged 1 SP:Iteration 91Q (2157.580061 sec): 3 clusters Score: Raw -450400.523517 + Penalty 6286.681030 = -444113.842487 nChanged 1 SP:Iteration 92Q (2157.673702 sec): 3 clusters Score: Raw -450400.787257 + Penalty 6286.681030 = -444114.106227 nChanged 0 SP:Iteration 93F (2157.754105 sec): 3 clusters Score: Raw -450400.787257 + Penalty 6286.681030 = -444114.106227 nChanged 0 Trying to split cluster 7 (4451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2157.824174 sec): 2 clusters Score: Raw -395497.946692 + Penalty 3112.527548 = -392385.419145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2157.923334 sec): 3 clusters Score: Raw -393601.289725 + Penalty 6225.055095 = -387376.234630 nChanged 1588 SP:Iteration 1F (2158.007078 sec): 3 clusters Score: Raw -394791.908228 + Penalty 6225.055095 = -388566.853133 nChanged 410 SP:Iteration 2F (2158.109105 sec): 3 clusters Score: Raw -395243.165338 + Penalty 6225.055095 = -389018.110243 nChanged 296 SP:Iteration 3F (2158.207895 sec): 3 clusters Score: Raw -395618.438635 + Penalty 6225.055095 = -389393.383540 nChanged 282 SP:Iteration 4F (2158.287915 sec): 3 clusters Score: Raw -395944.152085 + Penalty 6225.055095 = -389719.096990 nChanged 242 SP:Iteration 5F (2158.390679 sec): 3 clusters Score: Raw -396227.206560 + Penalty 6225.055095 = -390002.151465 nChanged 200 SP:Iteration 6Q (2158.506398 sec): 3 clusters Score: Raw -396454.925765 + Penalty 6225.055095 = -390229.870669 nChanged 173 SP:Iteration 7Q (2158.602188 sec): 3 clusters Score: Raw -396649.277053 + Penalty 6225.055095 = -390424.221958 nChanged 143 SP:Iteration 8Q (2158.693067 sec): 3 clusters Score: Raw -396814.611420 + Penalty 6225.055095 = -390589.556324 nChanged 118 SP:Iteration 9Q (2158.786205 sec): 3 clusters Score: Raw -396933.254533 + Penalty 6225.055095 = -390708.199438 nChanged 85 SP:Iteration 10Q (2158.876142 sec): 3 clusters Score: Raw -397009.132877 + Penalty 6225.055095 = -390784.077782 nChanged 65 SP:Iteration 11Q (2158.970109 sec): 3 clusters Score: Raw -397062.693718 + Penalty 6225.055095 = -390837.638623 nChanged 54 SP:Iteration 12Q (2159.070121 sec): 3 clusters Score: Raw -397100.924804 + Penalty 6225.055095 = -390875.869709 nChanged 40 SP:Iteration 13Q (2159.159231 sec): 3 clusters Score: Raw -397126.435993 + Penalty 6225.055095 = -390901.380898 nChanged 24 SP:Iteration 14Q (2159.253650 sec): 3 clusters Score: Raw -397140.053528 + Penalty 6225.055095 = -390914.998433 nChanged 20 SP:Iteration 15Q (2159.360152 sec): 3 clusters Score: Raw -397151.560584 + Penalty 6225.055095 = -390926.505489 nChanged 13 SP:Iteration 16Q (2159.460312 sec): 3 clusters Score: Raw -397158.529193 + Penalty 6225.055095 = -390933.474098 nChanged 12 SP:Iteration 17Q (2159.554473 sec): 3 clusters Score: Raw -397164.276141 + Penalty 6225.055095 = -390939.221046 nChanged 8 SP:Iteration 18Q (2159.636660 sec): 3 clusters Score: Raw -397167.522493 + Penalty 6225.055095 = -390942.467398 nChanged 5 SP:Iteration 19Q (2159.733285 sec): 3 clusters Score: Raw -397169.515188 + Penalty 6225.055095 = -390944.460093 nChanged 5 SP:Iteration 20F (2159.829973 sec): 3 clusters Score: Raw -397171.415103 + Penalty 6225.055095 = -390946.360008 nChanged 5 SP:Iteration 21Q (2159.929575 sec): 3 clusters Score: Raw -397175.306465 + Penalty 6225.055095 = -390950.251370 nChanged 12 SP:Iteration 22Q (2160.024890 sec): 3 clusters Score: Raw -397182.094639 + Penalty 6225.055095 = -390957.039544 nChanged 8 SP:Iteration 23Q (2160.103809 sec): 3 clusters Score: Raw -397186.822445 + Penalty 6225.055095 = -390961.767350 nChanged 4 SP:Iteration 24Q (2160.202956 sec): 3 clusters Score: Raw -397189.462923 + Penalty 6225.055095 = -390964.407828 nChanged 3 SP:Iteration 25Q (2160.293970 sec): 3 clusters Score: Raw -397191.127420 + Penalty 6225.055095 = -390966.072324 nChanged 1 SP:Iteration 26Q (2160.400896 sec): 3 clusters Score: Raw -397191.312624 + Penalty 6225.055095 = -390966.257529 nChanged 0 SP:Iteration 27F (2160.472194 sec): 3 clusters Score: Raw -397191.312624 + Penalty 6225.055095 = -390966.257529 nChanged 0 Trying to split cluster 8 (1694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2160.545245 sec): 2 clusters Score: Raw -99023.814619 + Penalty 2754.611138 = -96269.203481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2160.633363 sec): 3 clusters Score: Raw -98729.747976 + Penalty 5509.222276 = -93220.525701 nChanged 453 SP:Iteration 1F (2160.720146 sec): 3 clusters Score: Raw -99374.138829 + Penalty 5509.222276 = -93864.916554 nChanged 139 SP:Iteration 2F (2160.818413 sec): 3 clusters Score: Raw -99648.457106 + Penalty 5509.222276 = -94139.234830 nChanged 94 SP:Iteration 3F (2160.884771 sec): 3 clusters Score: Raw -99824.062156 + Penalty 5509.222276 = -94314.839881 nChanged 79 SP:Iteration 4Q (2160.972997 sec): 3 clusters Score: Raw -99968.703644 + Penalty 5509.222276 = -94459.481368 nChanged 68 SP:Iteration 5Q (2161.062495 sec): 3 clusters Score: Raw -100125.344519 + Penalty 5509.222276 = -94616.122244 nChanged 64 SP:Iteration 6Q (2161.133996 sec): 3 clusters Score: Raw -100292.393062 + Penalty 5509.222276 = -94783.170786 nChanged 49 SP:Iteration 7Q (2161.232729 sec): 3 clusters Score: Raw -100399.417113 + Penalty 5509.222276 = -94890.194837 nChanged 41 SP:Iteration 8Q (2161.299404 sec): 3 clusters Score: Raw -100482.907550 + Penalty 5509.222276 = -94973.685274 nChanged 43 SP:Iteration 9Q (2161.404941 sec): 3 clusters Score: Raw -100562.294408 + Penalty 5509.222276 = -95053.072132 nChanged 35 SP:Iteration 10Q (2161.482143 sec): 3 clusters Score: Raw -100643.699219 + Penalty 5509.222276 = -95134.476944 nChanged 28 SP:Iteration 11Q (2161.570459 sec): 3 clusters Score: Raw -100711.939388 + Penalty 5509.222276 = -95202.717113 nChanged 22 SP:Iteration 12Q (2161.655350 sec): 3 clusters Score: Raw -100751.115030 + Penalty 5509.222276 = -95241.892754 nChanged 17 SP:Iteration 13Q (2161.747574 sec): 3 clusters Score: Raw -100791.537100 + Penalty 5509.222276 = -95282.314824 nChanged 28 SP:Iteration 14Q (2161.822807 sec): 3 clusters Score: Raw -100852.504506 + Penalty 5509.222276 = -95343.282231 nChanged 23 SP:Iteration 15Q (2161.901844 sec): 3 clusters Score: Raw -100899.413568 + Penalty 5509.222276 = -95390.191293 nChanged 24 SP:Iteration 16Q (2161.990406 sec): 3 clusters Score: Raw -100941.001982 + Penalty 5509.222276 = -95431.779707 nChanged 19 SP:Iteration 17Q (2162.073754 sec): 3 clusters Score: Raw -100968.551731 + Penalty 5509.222276 = -95459.329455 nChanged 16 SP:Iteration 18Q (2162.156805 sec): 3 clusters Score: Raw -101006.036334 + Penalty 5509.222276 = -95496.814059 nChanged 10 SP:Iteration 19Q (2162.234515 sec): 3 clusters Score: Raw -101041.621922 + Penalty 5509.222276 = -95532.399647 nChanged 13 SP:Iteration 20F (2162.346542 sec): 3 clusters Score: Raw -101077.587833 + Penalty 5509.222276 = -95568.365557 nChanged 17 SP:Iteration 21Q (2162.435356 sec): 3 clusters Score: Raw -101161.689281 + Penalty 5509.222276 = -95652.467006 nChanged 23 SP:Iteration 22Q (2162.514153 sec): 3 clusters Score: Raw -101217.593835 + Penalty 5509.222276 = -95708.371559 nChanged 18 SP:Iteration 23Q (2162.608249 sec): 3 clusters Score: Raw -101238.920555 + Penalty 5509.222276 = -95729.698279 nChanged 6 SP:Iteration 24Q (2162.677558 sec): 3 clusters Score: Raw -101248.110581 + Penalty 5509.222276 = -95738.888306 nChanged 6 SP:Iteration 25Q (2162.775597 sec): 3 clusters Score: Raw -101254.047545 + Penalty 5509.222276 = -95744.825269 nChanged 3 SP:Iteration 26Q (2162.871639 sec): 3 clusters Score: Raw -101257.677594 + Penalty 5509.222276 = -95748.455319 nChanged 2 SP:Iteration 27Q (2162.952568 sec): 3 clusters Score: Raw -101260.652166 + Penalty 5509.222276 = -95751.429891 nChanged 2 SP:Iteration 28Q (2163.044720 sec): 3 clusters Score: Raw -101263.137592 + Penalty 5509.222276 = -95753.915317 nChanged 2 SP:Iteration 29Q (2163.146891 sec): 3 clusters Score: Raw -101266.376400 + Penalty 5509.222276 = -95757.154124 nChanged 0 SP:Iteration 30F (2163.223363 sec): 3 clusters Score: Raw -101266.376400 + Penalty 5509.222276 = -95757.154124 nChanged 0 Trying to split cluster 9 (1683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2163.262135 sec): 2 clusters Score: Raw -113781.435957 + Penalty 2752.197448 = -111029.238509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2163.353134 sec): 3 clusters Score: Raw -113461.192498 + Penalty 5504.394897 = -107956.797601 nChanged 485 SP:Iteration 1F (2163.453115 sec): 3 clusters Score: Raw -114447.091638 + Penalty 5504.394897 = -108942.696741 nChanged 188 SP:Iteration 2F (2163.533047 sec): 3 clusters Score: Raw -114856.266709 + Penalty 5504.394897 = -109351.871812 nChanged 107 SP:Iteration 3F (2163.630528 sec): 3 clusters Score: Raw -115067.197554 + Penalty 5504.394897 = -109562.802657 nChanged 67 SP:Iteration 4Q (2163.732476 sec): 3 clusters Score: Raw -115182.114054 + Penalty 5504.394897 = -109677.719157 nChanged 59 SP:Iteration 5Q (2163.819664 sec): 3 clusters Score: Raw -115320.669735 + Penalty 5504.394897 = -109816.274838 nChanged 52 SP:Iteration 6Q (2163.902369 sec): 3 clusters Score: Raw -115434.911828 + Penalty 5504.394897 = -109930.516931 nChanged 45 SP:Iteration 7Q (2164.003246 sec): 3 clusters Score: Raw -115548.333173 + Penalty 5504.394897 = -110043.938276 nChanged 23 SP:Iteration 8Q (2164.074171 sec): 3 clusters Score: Raw -115607.865958 + Penalty 5504.394897 = -110103.471061 nChanged 17 SP:Iteration 9Q (2164.161014 sec): 3 clusters Score: Raw -115641.112804 + Penalty 5504.394897 = -110136.717907 nChanged 11 SP:Iteration 10Q (2164.244953 sec): 3 clusters Score: Raw -115662.037793 + Penalty 5504.394897 = -110157.642896 nChanged 8 SP:Iteration 11Q (2164.330849 sec): 3 clusters Score: Raw -115674.484251 + Penalty 5504.394897 = -110170.089354 nChanged 4 SP:Iteration 12Q (2164.432674 sec): 3 clusters Score: Raw -115687.749601 + Penalty 5504.394897 = -110183.354704 nChanged 3 SP:Iteration 13Q (2164.520754 sec): 3 clusters Score: Raw -115694.958630 + Penalty 5504.394897 = -110190.563734 nChanged 2 SP:Iteration 14Q (2164.587354 sec): 3 clusters Score: Raw -115701.966167 + Penalty 5504.394897 = -110197.571270 nChanged 5 SP:Iteration 15Q (2164.674475 sec): 3 clusters Score: Raw -115709.308915 + Penalty 5504.394897 = -110204.914018 nChanged 5 SP:Iteration 16Q (2164.762455 sec): 3 clusters Score: Raw -115722.567683 + Penalty 5504.394897 = -110218.172786 nChanged 8 SP:Iteration 17Q (2164.869599 sec): 3 clusters Score: Raw -115739.329746 + Penalty 5504.394897 = -110234.934849 nChanged 3 SP:Iteration 18Q (2164.943480 sec): 3 clusters Score: Raw -115746.915358 + Penalty 5504.394897 = -110242.520461 nChanged 1 SP:Iteration 19Q (2165.054475 sec): 3 clusters Score: Raw -115748.888771 + Penalty 5504.394897 = -110244.493874 nChanged 0 SP:Iteration 20F (2165.143524 sec): 3 clusters Score: Raw -115748.888771 + Penalty 5504.394897 = -110244.493874 nChanged 0 Trying to split cluster 10 (2616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2165.185584 sec): 2 clusters Score: Raw -199051.719331 + Penalty 2915.613335 = -196136.105997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2165.276298 sec): 3 clusters Score: Raw -198139.784955 + Penalty 5831.226669 = -192308.558286 nChanged 809 SP:Iteration 1F (2165.362096 sec): 3 clusters Score: Raw -198784.391963 + Penalty 5831.226669 = -192953.165294 nChanged 191 SP:Iteration 2F (2165.455667 sec): 3 clusters Score: Raw -198989.373765 + Penalty 5831.226669 = -193158.147096 nChanged 126 SP:Iteration 3Q (2165.556313 sec): 3 clusters Score: Raw -199136.109017 + Penalty 5831.226669 = -193304.882348 nChanged 93 SP:Iteration 4Q (2165.654415 sec): 3 clusters Score: Raw -199247.773826 + Penalty 5831.226669 = -193416.547157 nChanged 73 SP:Iteration 5Q (2165.754475 sec): 3 clusters Score: Raw -199343.683833 + Penalty 5831.226669 = -193512.457164 nChanged 68 SP:Iteration 6Q (2165.848388 sec): 3 clusters Score: Raw -199434.043592 + Penalty 5831.226669 = -193602.816923 nChanged 54 SP:Iteration 7Q (2165.937867 sec): 3 clusters Score: Raw -199508.410257 + Penalty 5831.226669 = -193677.183588 nChanged 66 SP:Iteration 8Q (2166.018192 sec): 3 clusters Score: Raw -199583.346960 + Penalty 5831.226669 = -193752.120291 nChanged 49 SP:Iteration 9Q (2166.117783 sec): 3 clusters Score: Raw -199634.725151 + Penalty 5831.226669 = -193803.498482 nChanged 43 SP:Iteration 10Q (2166.237523 sec): 3 clusters Score: Raw -199682.053681 + Penalty 5831.226669 = -193850.827012 nChanged 52 SP:Iteration 11Q (2166.318487 sec): 3 clusters Score: Raw -199756.654438 + Penalty 5831.226669 = -193925.427769 nChanged 58 SP:Iteration 12Q (2166.406019 sec): 3 clusters Score: Raw -199837.099281 + Penalty 5831.226669 = -194005.872612 nChanged 55 SP:Iteration 13Q (2166.503090 sec): 3 clusters Score: Raw -199911.520375 + Penalty 5831.226669 = -194080.293706 nChanged 53 SP:Iteration 14Q (2166.576907 sec): 3 clusters Score: Raw -199992.143987 + Penalty 5831.226669 = -194160.917318 nChanged 50 SP:Iteration 15Q (2166.678633 sec): 3 clusters Score: Raw -200052.548257 + Penalty 5831.226669 = -194221.321588 nChanged 46 SP:Iteration 16Q (2166.758887 sec): 3 clusters Score: Raw -200102.958608 + Penalty 5831.226669 = -194271.731939 nChanged 36 SP:Iteration 17Q (2166.833533 sec): 3 clusters Score: Raw -200132.514391 + Penalty 5831.226669 = -194301.287722 nChanged 23 SP:Iteration 18Q (2166.927879 sec): 3 clusters Score: Raw -200153.104028 + Penalty 5831.226669 = -194321.877359 nChanged 23 SP:Iteration 19Q (2167.032469 sec): 3 clusters Score: Raw -200172.051431 + Penalty 5831.226669 = -194340.824762 nChanged 13 SP:Iteration 20F (2167.107883 sec): 3 clusters Score: Raw -200178.962174 + Penalty 5831.226669 = -194347.735505 nChanged 5 SP:Iteration 21Q (2167.207931 sec): 3 clusters Score: Raw -200181.150708 + Penalty 5831.226669 = -194349.924039 nChanged 3 SP:Iteration 22Q (2167.321813 sec): 3 clusters Score: Raw -200182.189140 + Penalty 5831.226669 = -194350.962471 nChanged 1 SP:Iteration 23Q (2167.417364 sec): 3 clusters Score: Raw -200182.465303 + Penalty 5831.226669 = -194351.238634 nChanged 1 SP:Iteration 24Q (2167.491465 sec): 3 clusters Score: Raw -200182.932757 + Penalty 5831.226669 = -194351.706088 nChanged 3 SP:Iteration 25Q (2167.588157 sec): 3 clusters Score: Raw -200184.864799 + Penalty 5831.226669 = -194353.638130 nChanged 1 SP:Iteration 26Q (2167.689015 sec): 3 clusters Score: Raw -200185.206233 + Penalty 5831.226669 = -194353.979564 nChanged 1 SP:Iteration 27Q (2167.773689 sec): 3 clusters Score: Raw -200185.674155 + Penalty 5831.226669 = -194354.447486 nChanged 0 SP:Iteration 28F (2167.865790 sec): 3 clusters Score: Raw -200185.674155 + Penalty 5831.226669 = -194354.447486 nChanged 0 Trying to split cluster 11 (2088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2167.919681 sec): 2 clusters Score: Raw -192435.834157 + Penalty 2832.087902 = -189603.746255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2167.993643 sec): 3 clusters Score: Raw -191813.982810 + Penalty 5664.175804 = -186149.807005 nChanged 597 SP:Iteration 1F (2168.107671 sec): 3 clusters Score: Raw -192383.533670 + Penalty 5664.175804 = -186719.357866 nChanged 148 SP:Iteration 2F (2168.173602 sec): 3 clusters Score: Raw -192551.622124 + Penalty 5664.175804 = -186887.446320 nChanged 80 SP:Iteration 3Q (2168.285868 sec): 3 clusters Score: Raw -192636.554752 + Penalty 5664.175804 = -186972.378947 nChanged 51 SP:Iteration 4Q (2168.354478 sec): 3 clusters Score: Raw -192695.597103 + Penalty 5664.175804 = -187031.421299 nChanged 40 SP:Iteration 5Q (2168.434504 sec): 3 clusters Score: Raw -192741.371911 + Penalty 5664.175804 = -187077.196107 nChanged 30 SP:Iteration 6Q (2168.549459 sec): 3 clusters Score: Raw -192771.006534 + Penalty 5664.175804 = -187106.830730 nChanged 25 SP:Iteration 7Q (2168.656772 sec): 3 clusters Score: Raw -192794.351833 + Penalty 5664.175804 = -187130.176029 nChanged 19 SP:Iteration 8Q (2168.732443 sec): 3 clusters Score: Raw -192815.910732 + Penalty 5664.175804 = -187151.734928 nChanged 21 SP:Iteration 9Q (2168.825358 sec): 3 clusters Score: Raw -192840.386173 + Penalty 5664.175804 = -187176.210368 nChanged 19 SP:Iteration 10Q (2168.916695 sec): 3 clusters Score: Raw -192857.127871 + Penalty 5664.175804 = -187192.952067 nChanged 20 SP:Iteration 11Q (2169.023636 sec): 3 clusters Score: Raw -192875.337989 + Penalty 5664.175804 = -187211.162185 nChanged 14 SP:Iteration 12Q (2169.109195 sec): 3 clusters Score: Raw -192887.186445 + Penalty 5664.175804 = -187223.010641 nChanged 11 SP:Iteration 13Q (2169.210756 sec): 3 clusters Score: Raw -192894.257061 + Penalty 5664.175804 = -187230.081257 nChanged 12 SP:Iteration 14Q (2169.283762 sec): 3 clusters Score: Raw -192905.638063 + Penalty 5664.175804 = -187241.462259 nChanged 9 SP:Iteration 15Q (2169.361698 sec): 3 clusters Score: Raw -192912.706403 + Penalty 5664.175804 = -187248.530599 nChanged 9 SP:Iteration 16Q (2169.442744 sec): 3 clusters Score: Raw -192919.994019 + Penalty 5664.175804 = -187255.818215 nChanged 10 SP:Iteration 17Q (2169.529556 sec): 3 clusters Score: Raw -192928.414647 + Penalty 5664.175804 = -187264.238843 nChanged 11 SP:Iteration 18Q (2169.615333 sec): 3 clusters Score: Raw -192938.199776 + Penalty 5664.175804 = -187274.023972 nChanged 6 SP:Iteration 19Q (2169.705511 sec): 3 clusters Score: Raw -192944.810661 + Penalty 5664.175804 = -187280.634856 nChanged 8 SP:Iteration 20F (2169.803436 sec): 3 clusters Score: Raw -192951.052998 + Penalty 5664.175804 = -187286.877193 nChanged 7 SP:Iteration 21Q (2169.901773 sec): 3 clusters Score: Raw -192955.944239 + Penalty 5664.175804 = -187291.768434 nChanged 5 SP:Iteration 22Q (2169.977859 sec): 3 clusters Score: Raw -192959.613284 + Penalty 5664.175804 = -187295.437480 nChanged 4 SP:Iteration 23Q (2170.053121 sec): 3 clusters Score: Raw -192962.770139 + Penalty 5664.175804 = -187298.594335 nChanged 6 SP:Iteration 24Q (2170.143029 sec): 3 clusters Score: Raw -192966.469811 + Penalty 5664.175804 = -187302.294007 nChanged 8 SP:Iteration 25Q (2170.227684 sec): 3 clusters Score: Raw -192977.047836 + Penalty 5664.175804 = -187312.872032 nChanged 7 SP:Iteration 26Q (2170.331202 sec): 3 clusters Score: Raw -192984.134936 + Penalty 5664.175804 = -187319.959132 nChanged 4 SP:Iteration 27Q (2170.404400 sec): 3 clusters Score: Raw -192986.651620 + Penalty 5664.175804 = -187322.475815 nChanged 6 SP:Iteration 28Q (2170.521307 sec): 3 clusters Score: Raw -192995.468903 + Penalty 5664.175804 = -187331.293099 nChanged 6 SP:Iteration 29Q (2170.610708 sec): 3 clusters Score: Raw -192999.565892 + Penalty 5664.175804 = -187335.390088 nChanged 5 SP:Iteration 30Q (2170.692561 sec): 3 clusters Score: Raw -193003.158683 + Penalty 5664.175804 = -187338.982879 nChanged 2 SP:Iteration 31Q (2170.779846 sec): 3 clusters Score: Raw -193004.279541 + Penalty 5664.175804 = -187340.103737 nChanged 1 SP:Iteration 32Q (2170.876454 sec): 3 clusters Score: Raw -193004.792026 + Penalty 5664.175804 = -187340.616222 nChanged 1 SP:Iteration 33Q (2170.981698 sec): 3 clusters Score: Raw -193005.031920 + Penalty 5664.175804 = -187340.856116 nChanged 0 SP:Iteration 34F (2171.050849 sec): 3 clusters Score: Raw -193005.031920 + Penalty 5664.175804 = -187340.856116 nChanged 0 Trying to split cluster 12 (7847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2171.139229 sec): 2 clusters Score: Raw -698774.535790 + Penalty 3322.601975 = -695451.933815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2171.243674 sec): 3 clusters Score: Raw -694916.223986 + Penalty 6645.203950 = -688271.020036 nChanged 3027 SP:Iteration 1F (2171.351898 sec): 3 clusters Score: Raw -696776.685259 + Penalty 6645.203950 = -690131.481309 nChanged 700 SP:Iteration 2F (2171.456638 sec): 3 clusters Score: Raw -697387.336606 + Penalty 6645.203950 = -690742.132656 nChanged 548 SP:Iteration 3F (2171.556198 sec): 3 clusters Score: Raw -697912.592895 + Penalty 6645.203950 = -691267.388945 nChanged 516 SP:Iteration 4F (2171.651758 sec): 3 clusters Score: Raw -698389.817958 + Penalty 6645.203950 = -691744.614008 nChanged 444 SP:Iteration 5F (2171.770046 sec): 3 clusters Score: Raw -698745.769806 + Penalty 6645.203950 = -692100.565856 nChanged 386 SP:Iteration 6Q (2171.863669 sec): 3 clusters Score: Raw -699062.233132 + Penalty 6645.203950 = -692417.029182 nChanged 335 SP:Iteration 7Q (2171.994716 sec): 3 clusters Score: Raw -699307.481164 + Penalty 6645.203950 = -692662.277214 nChanged 278 SP:Iteration 8Q (2172.088093 sec): 3 clusters Score: Raw -699473.034460 + Penalty 6645.203950 = -692827.830510 nChanged 193 SP:Iteration 9Q (2172.193972 sec): 3 clusters Score: Raw -699582.053686 + Penalty 6645.203950 = -692936.849736 nChanged 170 SP:Iteration 10Q (2172.287047 sec): 3 clusters Score: Raw -699668.010770 + Penalty 6645.203950 = -693022.806820 nChanged 134 SP:Iteration 11Q (2172.383825 sec): 3 clusters Score: Raw -699735.458933 + Penalty 6645.203950 = -693090.254983 nChanged 121 SP:Iteration 12Q (2172.486171 sec): 3 clusters Score: Raw -699789.841112 + Penalty 6645.203950 = -693144.637162 nChanged 71 SP:Iteration 13Q (2172.596740 sec): 3 clusters Score: Raw -699822.667906 + Penalty 6645.203950 = -693177.463956 nChanged 65 SP:Iteration 14Q (2172.705138 sec): 3 clusters Score: Raw -699849.885661 + Penalty 6645.203950 = -693204.681711 nChanged 65 SP:Iteration 15Q (2172.822801 sec): 3 clusters Score: Raw -699876.717326 + Penalty 6645.203950 = -693231.513376 nChanged 53 SP:Iteration 16Q (2172.922187 sec): 3 clusters Score: Raw -699902.288677 + Penalty 6645.203950 = -693257.084727 nChanged 59 SP:Iteration 17Q (2173.036349 sec): 3 clusters Score: Raw -699926.508075 + Penalty 6645.203950 = -693281.304125 nChanged 42 SP:Iteration 18Q (2173.119657 sec): 3 clusters Score: Raw -699942.589765 + Penalty 6645.203950 = -693297.385815 nChanged 33 SP:Iteration 19Q (2173.240779 sec): 3 clusters Score: Raw -699953.856647 + Penalty 6645.203950 = -693308.652697 nChanged 24 SP:Iteration 20F (2173.358975 sec): 3 clusters Score: Raw -699961.632157 + Penalty 6645.203950 = -693316.428207 nChanged 25 SP:Iteration 21Q (2173.471794 sec): 3 clusters Score: Raw -699970.876213 + Penalty 6645.203950 = -693325.672263 nChanged 18 SP:Iteration 22Q (2173.559974 sec): 3 clusters Score: Raw -699977.317634 + Penalty 6645.203950 = -693332.113684 nChanged 12 SP:Iteration 23Q (2173.689187 sec): 3 clusters Score: Raw -699980.748149 + Penalty 6645.203950 = -693335.544199 nChanged 8 SP:Iteration 24Q (2173.799196 sec): 3 clusters Score: Raw -699983.181015 + Penalty 6645.203950 = -693337.977065 nChanged 4 SP:Iteration 25Q (2173.910495 sec): 3 clusters Score: Raw -699984.438046 + Penalty 6645.203950 = -693339.234096 nChanged 7 SP:Iteration 26Q (2174.051776 sec): 3 clusters Score: Raw -699986.556800 + Penalty 6645.203950 = -693341.352850 nChanged 6 SP:Iteration 27Q (2174.142632 sec): 3 clusters Score: Raw -699988.041997 + Penalty 6645.203950 = -693342.838047 nChanged 7 SP:Iteration 28Q (2174.271045 sec): 3 clusters Score: Raw -699990.358398 + Penalty 6645.203950 = -693345.154448 nChanged 6 SP:Iteration 29Q (2174.368318 sec): 3 clusters Score: Raw -699991.797110 + Penalty 6645.203950 = -693346.593160 nChanged 4 SP:Iteration 30Q (2174.477009 sec): 3 clusters Score: Raw -699993.732900 + Penalty 6645.203950 = -693348.528950 nChanged 6 SP:Iteration 31Q (2174.571048 sec): 3 clusters Score: Raw -699995.554313 + Penalty 6645.203950 = -693350.350363 nChanged 5 SP:Iteration 32Q (2174.691776 sec): 3 clusters Score: Raw -699996.851821 + Penalty 6645.203950 = -693351.647871 nChanged 3 SP:Iteration 33Q (2174.788150 sec): 3 clusters Score: Raw -699997.406614 + Penalty 6645.203950 = -693352.202664 nChanged 1 SP:Iteration 34Q (2174.887107 sec): 3 clusters Score: Raw -699997.516450 + Penalty 6645.203950 = -693352.312500 nChanged 1 SP:Iteration 35Q (2174.997282 sec): 3 clusters Score: Raw -699997.801726 + Penalty 6645.203950 = -693352.597776 nChanged 3 SP:Iteration 36Q (2175.089611 sec): 3 clusters Score: Raw -699998.639036 + Penalty 6645.203950 = -693353.435086 nChanged 1 SP:Iteration 37Q (2175.209089 sec): 3 clusters Score: Raw -699998.944647 + Penalty 6645.203950 = -693353.740697 nChanged 3 SP:Iteration 38Q (2175.327305 sec): 3 clusters Score: Raw -699999.428628 + Penalty 6645.203950 = -693354.224678 nChanged 0 SP:Iteration 39F (2175.450857 sec): 3 clusters Score: Raw -699999.428628 + Penalty 6645.203950 = -693354.224678 nChanged 0 Trying to split cluster 13 (2326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2175.515166 sec): 2 clusters Score: Raw -195340.315512 + Penalty 2872.080926 = -192468.234586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2175.625920 sec): 3 clusters Score: Raw -194622.961099 + Penalty 5744.161852 = -188878.799247 nChanged 708 SP:Iteration 1F (2175.710924 sec): 3 clusters Score: Raw -195359.770806 + Penalty 5744.161852 = -189615.608954 nChanged 191 SP:Iteration 2F (2175.801054 sec): 3 clusters Score: Raw -195616.145047 + Penalty 5744.161852 = -189871.983196 nChanged 117 SP:Iteration 3F (2175.922554 sec): 3 clusters Score: Raw -195786.671125 + Penalty 5744.161852 = -190042.509273 nChanged 97 SP:Iteration 4Q (2176.006288 sec): 3 clusters Score: Raw -195901.294639 + Penalty 5744.161852 = -190157.132787 nChanged 73 SP:Iteration 5Q (2176.112713 sec): 3 clusters Score: Raw -195996.651848 + Penalty 5744.161852 = -190252.489996 nChanged 67 SP:Iteration 6Q (2176.202233 sec): 3 clusters Score: Raw -196080.907198 + Penalty 5744.161852 = -190336.745346 nChanged 50 SP:Iteration 7Q (2176.287501 sec): 3 clusters Score: Raw -196143.311436 + Penalty 5744.161852 = -190399.149585 nChanged 38 SP:Iteration 8Q (2176.391174 sec): 3 clusters Score: Raw -196185.835949 + Penalty 5744.161852 = -190441.674097 nChanged 32 SP:Iteration 9Q (2176.483818 sec): 3 clusters Score: Raw -196219.744048 + Penalty 5744.161852 = -190475.582196 nChanged 23 SP:Iteration 10Q (2176.586413 sec): 3 clusters Score: Raw -196242.220048 + Penalty 5744.161852 = -190498.058196 nChanged 16 SP:Iteration 11Q (2176.665296 sec): 3 clusters Score: Raw -196259.273878 + Penalty 5744.161852 = -190515.112026 nChanged 9 SP:Iteration 12Q (2176.759878 sec): 3 clusters Score: Raw -196267.116656 + Penalty 5744.161852 = -190522.954804 nChanged 7 SP:Iteration 13Q (2176.874417 sec): 3 clusters Score: Raw -196275.202988 + Penalty 5744.161852 = -190531.041136 nChanged 2 SP:Iteration 14Q (2176.943257 sec): 3 clusters Score: Raw -196276.926091 + Penalty 5744.161852 = -190532.764239 nChanged 3 SP:Iteration 15Q (2177.034021 sec): 3 clusters Score: Raw -196280.188214 + Penalty 5744.161852 = -190536.026362 nChanged 2 SP:Iteration 16Q (2177.127909 sec): 3 clusters Score: Raw -196281.482337 + Penalty 5744.161852 = -190537.320485 nChanged 3 SP:Iteration 17Q (2177.223199 sec): 3 clusters Score: Raw -196284.774031 + Penalty 5744.161852 = -190540.612179 nChanged 4 SP:Iteration 18Q (2177.318880 sec): 3 clusters Score: Raw -196288.208769 + Penalty 5744.161852 = -190544.046917 nChanged 3 SP:Iteration 19Q (2177.428271 sec): 3 clusters Score: Raw -196291.001384 + Penalty 5744.161852 = -190546.839532 nChanged 2 SP:Iteration 20F (2177.496801 sec): 3 clusters Score: Raw -196291.694812 + Penalty 5744.161852 = -190547.532961 nChanged 2 SP:Iteration 21Q (2177.601845 sec): 3 clusters Score: Raw -196293.011887 + Penalty 5744.161852 = -190548.850035 nChanged 2 SP:Iteration 22Q (2177.687482 sec): 3 clusters Score: Raw -196294.997826 + Penalty 5744.161852 = -190550.835974 nChanged 3 SP:Iteration 23Q (2177.779116 sec): 3 clusters Score: Raw -196296.715448 + Penalty 5744.161852 = -190552.553596 nChanged 1 SP:Iteration 24Q (2177.870349 sec): 3 clusters Score: Raw -196297.359720 + Penalty 5744.161852 = -190553.197869 nChanged 0 SP:Iteration 25F (2177.967997 sec): 3 clusters Score: Raw -196297.359720 + Penalty 5744.161852 = -190553.197869 nChanged 0 Iteration 59Q (2178.873713 sec): 14 clusters Score: Raw -3298010.670138 + Penalty 51152.921842 = -3246857.748296 nChanged 4 Iteration 60F (2180.030960 sec): 14 clusters Score: Raw -3298013.229017 + Penalty 51152.921842 = -3246860.307175 nChanged 3 Iteration 61Q (2180.889591 sec): 14 clusters Score: Raw -3298014.289098 + Penalty 51152.921842 = -3246861.367256 nChanged 3 Iteration 62Q (2181.819476 sec): 14 clusters Score: Raw -3298015.601893 + Penalty 51152.921842 = -3246862.680050 nChanged 2 Iteration 63Q (2182.707308 sec): 14 clusters Score: Raw -3298016.477503 + Penalty 51152.921842 = -3246863.555660 nChanged 1 Iteration 64Q (2183.534454 sec): 14 clusters Score: Raw -3298017.123059 + Penalty 51152.921842 = -3246864.201217 nChanged 2 Iteration 65Q (2184.412772 sec): 14 clusters Score: Raw -3298017.769675 + Penalty 51152.921842 = -3246864.847832 nChanged 0 Iteration 66F (2185.542792 sec): 14 clusters Score: Raw -3298017.769675 + Penalty 51152.921842 = -3246864.847832 nChanged 0 Compute initial score before splitting: Score: Raw -3298017.769675 + Penalty 51152.921842 = -3246864.847832 Trying to split cluster 1 (1593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2185.627552 sec): 2 clusters Score: Raw -115196.115516 + Penalty 2731.835182 = -112464.280334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2185.695442 sec): 3 clusters Score: Raw -114828.544431 + Penalty 5463.670364 = -109364.874067 nChanged 413 SP:Iteration 1F (2185.792115 sec): 3 clusters Score: Raw -115332.947769 + Penalty 5463.670364 = -109869.277405 nChanged 112 SP:Iteration 2F (2185.889340 sec): 3 clusters Score: Raw -115521.840404 + Penalty 5463.670364 = -110058.170040 nChanged 63 SP:Iteration 3Q (2185.983089 sec): 3 clusters Score: Raw -115640.411949 + Penalty 5463.670364 = -110176.741586 nChanged 49 SP:Iteration 4Q (2186.097518 sec): 3 clusters Score: Raw -115719.134405 + Penalty 5463.670364 = -110255.464042 nChanged 34 SP:Iteration 5Q (2186.189423 sec): 3 clusters Score: Raw -115761.961264 + Penalty 5463.670364 = -110298.290901 nChanged 23 SP:Iteration 6Q (2186.280583 sec): 3 clusters Score: Raw -115801.602923 + Penalty 5463.670364 = -110337.932559 nChanged 22 SP:Iteration 7Q (2186.376735 sec): 3 clusters Score: Raw -115831.658320 + Penalty 5463.670364 = -110367.987956 nChanged 13 SP:Iteration 8Q (2186.455267 sec): 3 clusters Score: Raw -115845.538759 + Penalty 5463.670364 = -110381.868395 nChanged 6 SP:Iteration 9Q (2186.552470 sec): 3 clusters Score: Raw -115851.131433 + Penalty 5463.670364 = -110387.461070 nChanged 8 SP:Iteration 10Q (2186.644791 sec): 3 clusters Score: Raw -115860.263114 + Penalty 5463.670364 = -110396.592751 nChanged 7 SP:Iteration 11Q (2186.749849 sec): 3 clusters Score: Raw -115867.224422 + Penalty 5463.670364 = -110403.554058 nChanged 5 SP:Iteration 12Q (2186.822373 sec): 3 clusters Score: Raw -115875.220632 + Penalty 5463.670364 = -110411.550268 nChanged 6 SP:Iteration 13Q (2186.910263 sec): 3 clusters Score: Raw -115882.187345 + Penalty 5463.670364 = -110418.516981 nChanged 4 SP:Iteration 14Q (2187.021567 sec): 3 clusters Score: Raw -115886.125963 + Penalty 5463.670364 = -110422.455599 nChanged 4 SP:Iteration 15Q (2187.101036 sec): 3 clusters Score: Raw -115893.020522 + Penalty 5463.670364 = -110429.350158 nChanged 3 SP:Iteration 16Q (2187.183643 sec): 3 clusters Score: Raw -115895.901950 + Penalty 5463.670364 = -110432.231586 nChanged 5 SP:Iteration 17Q (2187.286868 sec): 3 clusters Score: Raw -115899.795679 + Penalty 5463.670364 = -110436.125315 nChanged 1 SP:Iteration 18Q (2187.374477 sec): 3 clusters Score: Raw -115900.036487 + Penalty 5463.670364 = -110436.366123 nChanged 0 SP:Iteration 19F (2187.465957 sec): 3 clusters Score: Raw -115900.036487 + Penalty 5463.670364 = -110436.366123 nChanged 0 Trying to split cluster 2 (4058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2187.520335 sec): 2 clusters Score: Raw -338234.302286 + Penalty 3078.279065 = -335156.023221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2187.625778 sec): 3 clusters Score: Raw -336548.962981 + Penalty 6156.558131 = -330392.404850 nChanged 1401 SP:Iteration 1F (2187.715622 sec): 3 clusters Score: Raw -337458.047009 + Penalty 6156.558131 = -331301.488878 nChanged 324 SP:Iteration 2F (2187.819973 sec): 3 clusters Score: Raw -337721.757967 + Penalty 6156.558131 = -331565.199837 nChanged 203 SP:Iteration 3F (2187.907307 sec): 3 clusters Score: Raw -337870.685079 + Penalty 6156.558131 = -331714.126948 nChanged 130 SP:Iteration 4Q (2188.014084 sec): 3 clusters Score: Raw -337965.343790 + Penalty 6156.558131 = -331808.785660 nChanged 116 SP:Iteration 5Q (2188.107849 sec): 3 clusters Score: Raw -338055.711595 + Penalty 6156.558131 = -331899.153465 nChanged 101 SP:Iteration 6Q (2188.214203 sec): 3 clusters Score: Raw -338120.533678 + Penalty 6156.558131 = -331963.975547 nChanged 84 SP:Iteration 7Q (2188.292908 sec): 3 clusters Score: Raw -338170.587701 + Penalty 6156.558131 = -332014.029570 nChanged 77 SP:Iteration 8Q (2188.415970 sec): 3 clusters Score: Raw -338228.965987 + Penalty 6156.558131 = -332072.407856 nChanged 80 SP:Iteration 9Q (2188.506305 sec): 3 clusters Score: Raw -338292.974867 + Penalty 6156.558131 = -332136.416736 nChanged 75 SP:Iteration 10Q (2188.588194 sec): 3 clusters Score: Raw -338344.720763 + Penalty 6156.558131 = -332188.162632 nChanged 62 SP:Iteration 11Q (2188.683662 sec): 3 clusters Score: Raw -338393.886469 + Penalty 6156.558131 = -332237.328339 nChanged 68 SP:Iteration 12Q (2188.780528 sec): 3 clusters Score: Raw -338469.371967 + Penalty 6156.558131 = -332312.813836 nChanged 86 SP:Iteration 13Q (2188.890637 sec): 3 clusters Score: Raw -338537.436866 + Penalty 6156.558131 = -332380.878735 nChanged 84 SP:Iteration 14Q (2189.004382 sec): 3 clusters Score: Raw -338608.219344 + Penalty 6156.558131 = -332451.661213 nChanged 86 SP:Iteration 15Q (2189.091380 sec): 3 clusters Score: Raw -338677.210529 + Penalty 6156.558131 = -332520.652398 nChanged 81 SP:Iteration 16Q (2189.205898 sec): 3 clusters Score: Raw -338753.376309 + Penalty 6156.558131 = -332596.818178 nChanged 87 SP:Iteration 17Q (2189.291375 sec): 3 clusters Score: Raw -338833.672278 + Penalty 6156.558131 = -332677.114147 nChanged 88 SP:Iteration 18Q (2189.375430 sec): 3 clusters Score: Raw -338914.246032 + Penalty 6156.558131 = -332757.687902 nChanged 78 SP:Iteration 19Q (2189.488964 sec): 3 clusters Score: Raw -338986.728435 + Penalty 6156.558131 = -332830.170304 nChanged 75 SP:Iteration 20F (2189.575006 sec): 3 clusters Score: Raw -339048.085934 + Penalty 6156.558131 = -332891.527804 nChanged 60 SP:Iteration 21Q (2189.661724 sec): 3 clusters Score: Raw -339101.026625 + Penalty 6156.558131 = -332944.468494 nChanged 61 SP:Iteration 22Q (2189.772906 sec): 3 clusters Score: Raw -339157.316828 + Penalty 6156.558131 = -333000.758697 nChanged 64 SP:Iteration 23Q (2189.855029 sec): 3 clusters Score: Raw -339212.749340 + Penalty 6156.558131 = -333056.191209 nChanged 51 SP:Iteration 24Q (2189.956186 sec): 3 clusters Score: Raw -339260.401545 + Penalty 6156.558131 = -333103.843414 nChanged 49 SP:Iteration 25Q (2190.060916 sec): 3 clusters Score: Raw -339299.029628 + Penalty 6156.558131 = -333142.471498 nChanged 61 SP:Iteration 26Q (2190.162159 sec): 3 clusters Score: Raw -339342.033535 + Penalty 6156.558131 = -333185.475404 nChanged 48 SP:Iteration 27Q (2190.270270 sec): 3 clusters Score: Raw -339379.293064 + Penalty 6156.558131 = -333222.734933 nChanged 55 SP:Iteration 28Q (2190.359867 sec): 3 clusters Score: Raw -339418.345027 + Penalty 6156.558131 = -333261.786896 nChanged 55 SP:Iteration 29Q (2190.472555 sec): 3 clusters Score: Raw -339452.494648 + Penalty 6156.558131 = -333295.936518 nChanged 47 SP:Iteration 30Q (2190.562559 sec): 3 clusters Score: Raw -339478.658733 + Penalty 6156.558131 = -333322.100602 nChanged 29 SP:Iteration 31Q (2190.676123 sec): 3 clusters Score: Raw -339499.489205 + Penalty 6156.558131 = -333342.931074 nChanged 34 SP:Iteration 32Q (2190.753036 sec): 3 clusters Score: Raw -339521.782483 + Penalty 6156.558131 = -333365.224352 nChanged 32 SP:Iteration 33Q (2190.856905 sec): 3 clusters Score: Raw -339540.979293 + Penalty 6156.558131 = -333384.421163 nChanged 31 SP:Iteration 34Q (2190.958573 sec): 3 clusters Score: Raw -339561.938013 + Penalty 6156.558131 = -333405.379882 nChanged 26 SP:Iteration 35Q (2191.048069 sec): 3 clusters Score: Raw -339573.826223 + Penalty 6156.558131 = -333417.268092 nChanged 23 SP:Iteration 36Q (2191.145717 sec): 3 clusters Score: Raw -339584.610078 + Penalty 6156.558131 = -333428.051948 nChanged 19 SP:Iteration 37Q (2191.240078 sec): 3 clusters Score: Raw -339595.995976 + Penalty 6156.558131 = -333439.437845 nChanged 26 SP:Iteration 38Q (2191.345673 sec): 3 clusters Score: Raw -339611.879027 + Penalty 6156.558131 = -333455.320897 nChanged 27 SP:Iteration 39Q (2191.440341 sec): 3 clusters Score: Raw -339626.637348 + Penalty 6156.558131 = -333470.079217 nChanged 28 SP:Iteration 40F (2191.552018 sec): 3 clusters Score: Raw -339648.484547 + Penalty 6156.558131 = -333491.926416 nChanged 30 SP:Iteration 41Q (2191.636840 sec): 3 clusters Score: Raw -339674.088771 + Penalty 6156.558131 = -333517.530640 nChanged 30 SP:Iteration 42Q (2191.755942 sec): 3 clusters Score: Raw -339696.155659 + Penalty 6156.558131 = -333539.597528 nChanged 20 SP:Iteration 43Q (2191.847952 sec): 3 clusters Score: Raw -339706.113932 + Penalty 6156.558131 = -333549.555801 nChanged 17 SP:Iteration 44Q (2191.943678 sec): 3 clusters Score: Raw -339716.965397 + Penalty 6156.558131 = -333560.407266 nChanged 19 SP:Iteration 45Q (2192.041377 sec): 3 clusters Score: Raw -339725.669288 + Penalty 6156.558131 = -333569.111158 nChanged 16 SP:Iteration 46Q (2192.141187 sec): 3 clusters Score: Raw -339732.839029 + Penalty 6156.558131 = -333576.280898 nChanged 12 SP:Iteration 47Q (2192.260982 sec): 3 clusters Score: Raw -339739.170851 + Penalty 6156.558131 = -333582.612720 nChanged 11 SP:Iteration 48Q (2192.373104 sec): 3 clusters Score: Raw -339745.311586 + Penalty 6156.558131 = -333588.753456 nChanged 11 SP:Iteration 49Q (2192.460855 sec): 3 clusters Score: Raw -339753.106707 + Penalty 6156.558131 = -333596.548577 nChanged 13 SP:Iteration 50Q (2192.544188 sec): 3 clusters Score: Raw -339759.677194 + Penalty 6156.558131 = -333603.119063 nChanged 15 SP:Iteration 51Q (2192.642184 sec): 3 clusters Score: Raw -339766.311527 + Penalty 6156.558131 = -333609.753396 nChanged 11 SP:Iteration 52Q (2192.730257 sec): 3 clusters Score: Raw -339775.613002 + Penalty 6156.558131 = -333619.054871 nChanged 15 SP:Iteration 53Q (2192.835254 sec): 3 clusters Score: Raw -339787.000007 + Penalty 6156.558131 = -333630.441876 nChanged 23 SP:Iteration 54Q (2192.923328 sec): 3 clusters Score: Raw -339801.917585 + Penalty 6156.558131 = -333645.359455 nChanged 15 SP:Iteration 55Q (2193.040980 sec): 3 clusters Score: Raw -339810.792313 + Penalty 6156.558131 = -333654.234183 nChanged 15 SP:Iteration 56Q (2193.140475 sec): 3 clusters Score: Raw -339820.533058 + Penalty 6156.558131 = -333663.974927 nChanged 18 SP:Iteration 57Q (2193.251160 sec): 3 clusters Score: Raw -339829.566541 + Penalty 6156.558131 = -333673.008411 nChanged 10 SP:Iteration 58Q (2193.354085 sec): 3 clusters Score: Raw -339834.260050 + Penalty 6156.558131 = -333677.701919 nChanged 9 SP:Iteration 59Q (2193.433604 sec): 3 clusters Score: Raw -339838.819016 + Penalty 6156.558131 = -333682.260886 nChanged 4 SP:Iteration 60F (2193.539466 sec): 3 clusters Score: Raw -339840.228528 + Penalty 6156.558131 = -333683.670398 nChanged 2 SP:Iteration 61Q (2193.641515 sec): 3 clusters Score: Raw -339840.996515 + Penalty 6156.558131 = -333684.438385 nChanged 3 SP:Iteration 62Q (2193.729042 sec): 3 clusters Score: Raw -339842.063393 + Penalty 6156.558131 = -333685.505263 nChanged 1 SP:Iteration 63Q (2193.808955 sec): 3 clusters Score: Raw -339842.592519 + Penalty 6156.558131 = -333686.034388 nChanged 2 SP:Iteration 64Q (2193.922522 sec): 3 clusters Score: Raw -339843.158833 + Penalty 6156.558131 = -333686.600703 nChanged 4 SP:Iteration 65Q (2194.007300 sec): 3 clusters Score: Raw -339844.869478 + Penalty 6156.558131 = -333688.311347 nChanged 4 SP:Iteration 66Q (2194.115945 sec): 3 clusters Score: Raw -339846.741185 + Penalty 6156.558131 = -333690.183054 nChanged 2 SP:Iteration 67Q (2194.225645 sec): 3 clusters Score: Raw -339847.693348 + Penalty 6156.558131 = -333691.135217 nChanged 3 SP:Iteration 68Q (2194.302719 sec): 3 clusters Score: Raw -339849.788903 + Penalty 6156.558131 = -333693.230773 nChanged 3 SP:Iteration 69Q (2194.407377 sec): 3 clusters Score: Raw -339850.995836 + Penalty 6156.558131 = -333694.437706 nChanged 2 SP:Iteration 70Q (2194.505855 sec): 3 clusters Score: Raw -339851.821545 + Penalty 6156.558131 = -333695.263414 nChanged 1 SP:Iteration 71Q (2194.606597 sec): 3 clusters Score: Raw -339852.216874 + Penalty 6156.558131 = -333695.658743 nChanged 1 SP:Iteration 72Q (2194.702767 sec): 3 clusters Score: Raw -339852.610468 + Penalty 6156.558131 = -333696.052338 nChanged 1 SP:Iteration 73Q (2194.797132 sec): 3 clusters Score: Raw -339852.746084 + Penalty 6156.558131 = -333696.187953 nChanged 0 SP:Iteration 74F (2194.886249 sec): 3 clusters Score: Raw -339852.746084 + Penalty 6156.558131 = -333696.187953 nChanged 0 Trying to split cluster 3 (2108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2194.941166 sec): 2 clusters Score: Raw -150397.123653 + Penalty 2835.619864 = -147561.503789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2195.025830 sec): 3 clusters Score: Raw -149812.065330 + Penalty 5671.239728 = -144140.825602 nChanged 621 SP:Iteration 1F (2195.119870 sec): 3 clusters Score: Raw -150483.123857 + Penalty 5671.239728 = -144811.884129 nChanged 196 SP:Iteration 2F (2195.190415 sec): 3 clusters Score: Raw -150850.193222 + Penalty 5671.239728 = -145178.953494 nChanged 146 SP:Iteration 3F (2195.272980 sec): 3 clusters Score: Raw -151212.924743 + Penalty 5671.239728 = -145541.685015 nChanged 153 SP:Iteration 4F (2195.354743 sec): 3 clusters Score: Raw -151565.843131 + Penalty 5671.239728 = -145894.603403 nChanged 117 SP:Iteration 5F (2195.466503 sec): 3 clusters Score: Raw -151824.572305 + Penalty 5671.239728 = -146153.332577 nChanged 95 SP:Iteration 6Q (2195.566747 sec): 3 clusters Score: Raw -152010.619930 + Penalty 5671.239728 = -146339.380202 nChanged 65 SP:Iteration 7Q (2195.653198 sec): 3 clusters Score: Raw -152125.046791 + Penalty 5671.239728 = -146453.807063 nChanged 48 SP:Iteration 8Q (2195.743339 sec): 3 clusters Score: Raw -152210.712462 + Penalty 5671.239728 = -146539.472734 nChanged 39 SP:Iteration 9Q (2195.826207 sec): 3 clusters Score: Raw -152275.947336 + Penalty 5671.239728 = -146604.707608 nChanged 29 SP:Iteration 10Q (2195.911756 sec): 3 clusters Score: Raw -152311.409231 + Penalty 5671.239728 = -146640.169503 nChanged 26 SP:Iteration 11Q (2196.012538 sec): 3 clusters Score: Raw -152350.443457 + Penalty 5671.239728 = -146679.203729 nChanged 19 SP:Iteration 12Q (2196.109119 sec): 3 clusters Score: Raw -152384.554667 + Penalty 5671.239728 = -146713.314939 nChanged 16 SP:Iteration 13Q (2196.203549 sec): 3 clusters Score: Raw -152409.206332 + Penalty 5671.239728 = -146737.966604 nChanged 15 SP:Iteration 14Q (2196.301205 sec): 3 clusters Score: Raw -152427.179849 + Penalty 5671.239728 = -146755.940121 nChanged 17 SP:Iteration 15Q (2196.392893 sec): 3 clusters Score: Raw -152460.937072 + Penalty 5671.239728 = -146789.697344 nChanged 20 SP:Iteration 16Q (2196.488798 sec): 3 clusters Score: Raw -152493.894623 + Penalty 5671.239728 = -146822.654895 nChanged 17 SP:Iteration 17Q (2196.587702 sec): 3 clusters Score: Raw -152523.414931 + Penalty 5671.239728 = -146852.175203 nChanged 19 SP:Iteration 18Q (2196.678491 sec): 3 clusters Score: Raw -152561.419773 + Penalty 5671.239728 = -146890.180045 nChanged 17 SP:Iteration 19Q (2196.761550 sec): 3 clusters Score: Raw -152594.872970 + Penalty 5671.239728 = -146923.633242 nChanged 16 SP:Iteration 20F (2196.875324 sec): 3 clusters Score: Raw -152622.949195 + Penalty 5671.239728 = -146951.709467 nChanged 11 SP:Iteration 21Q (2196.949996 sec): 3 clusters Score: Raw -152648.847568 + Penalty 5671.239728 = -146977.607840 nChanged 10 SP:Iteration 22Q (2197.031755 sec): 3 clusters Score: Raw -152670.553538 + Penalty 5671.239728 = -146999.313809 nChanged 8 SP:Iteration 23Q (2197.123805 sec): 3 clusters Score: Raw -152683.686156 + Penalty 5671.239728 = -147012.446428 nChanged 8 SP:Iteration 24Q (2197.222772 sec): 3 clusters Score: Raw -152701.069105 + Penalty 5671.239728 = -147029.829377 nChanged 8 SP:Iteration 25Q (2197.314596 sec): 3 clusters Score: Raw -152710.881937 + Penalty 5671.239728 = -147039.642209 nChanged 5 SP:Iteration 26Q (2197.398271 sec): 3 clusters Score: Raw -152717.827401 + Penalty 5671.239728 = -147046.587673 nChanged 4 SP:Iteration 27Q (2197.498352 sec): 3 clusters Score: Raw -152721.742518 + Penalty 5671.239728 = -147050.502790 nChanged 0 SP:Iteration 28F (2197.578716 sec): 3 clusters Score: Raw -152721.742518 + Penalty 5671.239728 = -147050.502790 nChanged 0 Trying to split cluster 4 (3284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2197.659396 sec): 2 clusters Score: Raw -255669.738228 + Penalty 2999.870873 = -252669.867356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2197.760725 sec): 3 clusters Score: Raw -254398.401637 + Penalty 5999.741746 = -248398.659891 nChanged 1086 SP:Iteration 1F (2197.840638 sec): 3 clusters Score: Raw -255202.768167 + Penalty 5999.741746 = -249203.026421 nChanged 262 SP:Iteration 2F (2197.959386 sec): 3 clusters Score: Raw -255464.829203 + Penalty 5999.741746 = -249465.087457 nChanged 170 SP:Iteration 3F (2198.044861 sec): 3 clusters Score: Raw -255711.887452 + Penalty 5999.741746 = -249712.145706 nChanged 154 SP:Iteration 4Q (2198.141417 sec): 3 clusters Score: Raw -255867.889764 + Penalty 5999.741746 = -249868.148019 nChanged 110 SP:Iteration 5Q (2198.253131 sec): 3 clusters Score: Raw -255972.872573 + Penalty 5999.741746 = -249973.130827 nChanged 99 SP:Iteration 6Q (2198.352337 sec): 3 clusters Score: Raw -256054.282771 + Penalty 5999.741746 = -250054.541025 nChanged 84 SP:Iteration 7Q (2198.453716 sec): 3 clusters Score: Raw -256116.854405 + Penalty 5999.741746 = -250117.112659 nChanged 80 SP:Iteration 8Q (2198.533754 sec): 3 clusters Score: Raw -256193.705917 + Penalty 5999.741746 = -250193.964171 nChanged 95 SP:Iteration 9Q (2198.631034 sec): 3 clusters Score: Raw -256286.065307 + Penalty 5999.741746 = -250286.323561 nChanged 91 SP:Iteration 10Q (2198.754140 sec): 3 clusters Score: Raw -256377.881881 + Penalty 5999.741746 = -250378.140135 nChanged 84 SP:Iteration 11Q (2198.837242 sec): 3 clusters Score: Raw -256459.686968 + Penalty 5999.741746 = -250459.945222 nChanged 63 SP:Iteration 12Q (2198.912324 sec): 3 clusters Score: Raw -256527.762634 + Penalty 5999.741746 = -250528.020888 nChanged 64 SP:Iteration 13Q (2199.010770 sec): 3 clusters Score: Raw -256590.189585 + Penalty 5999.741746 = -250590.447839 nChanged 68 SP:Iteration 14Q (2199.096969 sec): 3 clusters Score: Raw -256666.129218 + Penalty 5999.741746 = -250666.387472 nChanged 51 SP:Iteration 15Q (2199.176904 sec): 3 clusters Score: Raw -256723.932950 + Penalty 5999.741746 = -250724.191204 nChanged 42 SP:Iteration 16Q (2199.282613 sec): 3 clusters Score: Raw -256760.084913 + Penalty 5999.741746 = -250760.343167 nChanged 38 SP:Iteration 17Q (2199.369815 sec): 3 clusters Score: Raw -256792.443166 + Penalty 5999.741746 = -250792.701420 nChanged 32 SP:Iteration 18Q (2199.468974 sec): 3 clusters Score: Raw -256819.454933 + Penalty 5999.741746 = -250819.713187 nChanged 27 SP:Iteration 19Q (2199.556438 sec): 3 clusters Score: Raw -256848.237982 + Penalty 5999.741746 = -250848.496236 nChanged 27 SP:Iteration 20F (2199.653012 sec): 3 clusters Score: Raw -256872.363047 + Penalty 5999.741746 = -250872.621301 nChanged 24 SP:Iteration 21Q (2199.754698 sec): 3 clusters Score: Raw -256896.138258 + Penalty 5999.741746 = -250896.396513 nChanged 19 SP:Iteration 22Q (2199.843897 sec): 3 clusters Score: Raw -256918.481518 + Penalty 5999.741746 = -250918.739773 nChanged 22 SP:Iteration 23Q (2199.936885 sec): 3 clusters Score: Raw -256938.047777 + Penalty 5999.741746 = -250938.306032 nChanged 14 SP:Iteration 24Q (2200.040621 sec): 3 clusters Score: Raw -256949.832285 + Penalty 5999.741746 = -250950.090540 nChanged 12 SP:Iteration 25Q (2200.124215 sec): 3 clusters Score: Raw -256958.687238 + Penalty 5999.741746 = -250958.945492 nChanged 7 SP:Iteration 26Q (2200.212310 sec): 3 clusters Score: Raw -256964.332632 + Penalty 5999.741746 = -250964.590886 nChanged 8 SP:Iteration 27Q (2200.300886 sec): 3 clusters Score: Raw -256971.983759 + Penalty 5999.741746 = -250972.242013 nChanged 9 SP:Iteration 28Q (2200.392558 sec): 3 clusters Score: Raw -256980.219907 + Penalty 5999.741746 = -250980.478161 nChanged 5 SP:Iteration 29Q (2200.489479 sec): 3 clusters Score: Raw -256985.137363 + Penalty 5999.741746 = -250985.395617 nChanged 6 SP:Iteration 30Q (2200.579380 sec): 3 clusters Score: Raw -256987.935111 + Penalty 5999.741746 = -250988.193365 nChanged 6 SP:Iteration 31Q (2200.655019 sec): 3 clusters Score: Raw -256990.931422 + Penalty 5999.741746 = -250991.189676 nChanged 1 SP:Iteration 32Q (2200.750469 sec): 3 clusters Score: Raw -256991.473610 + Penalty 5999.741746 = -250991.731864 nChanged 2 SP:Iteration 33Q (2200.846987 sec): 3 clusters Score: Raw -256992.403580 + Penalty 5999.741746 = -250992.661835 nChanged 2 SP:Iteration 34Q (2200.938286 sec): 3 clusters Score: Raw -256993.659360 + Penalty 5999.741746 = -250993.917615 nChanged 3 SP:Iteration 35Q (2201.050761 sec): 3 clusters Score: Raw -256996.298338 + Penalty 5999.741746 = -250996.556592 nChanged 6 SP:Iteration 36Q (2201.150030 sec): 3 clusters Score: Raw -257000.653956 + Penalty 5999.741746 = -251000.912211 nChanged 6 SP:Iteration 37Q (2201.230592 sec): 3 clusters Score: Raw -257007.128972 + Penalty 5999.741746 = -251007.387226 nChanged 5 SP:Iteration 38Q (2201.340844 sec): 3 clusters Score: Raw -257010.375333 + Penalty 5999.741746 = -251010.633588 nChanged 2 SP:Iteration 39Q (2201.432087 sec): 3 clusters Score: Raw -257011.652877 + Penalty 5999.741746 = -251011.911131 nChanged 2 SP:Iteration 40F (2201.549075 sec): 3 clusters Score: Raw -257017.328829 + Penalty 5999.741746 = -251017.587083 nChanged 5 SP:Iteration 41Q (2201.637753 sec): 3 clusters Score: Raw -257023.684496 + Penalty 5999.741746 = -251023.942751 nChanged 6 SP:Iteration 42Q (2201.731180 sec): 3 clusters Score: Raw -257029.716342 + Penalty 5999.741746 = -251029.974596 nChanged 12 SP:Iteration 43Q (2201.812405 sec): 3 clusters Score: Raw -257038.628176 + Penalty 5999.741746 = -251038.886430 nChanged 8 SP:Iteration 44Q (2201.891686 sec): 3 clusters Score: Raw -257045.281374 + Penalty 5999.741746 = -251045.539628 nChanged 5 SP:Iteration 45Q (2202.006686 sec): 3 clusters Score: Raw -257047.890425 + Penalty 5999.741746 = -251048.148680 nChanged 4 SP:Iteration 46Q (2202.106286 sec): 3 clusters Score: Raw -257050.909026 + Penalty 5999.741746 = -251051.167280 nChanged 4 SP:Iteration 47Q (2202.186191 sec): 3 clusters Score: Raw -257053.511600 + Penalty 5999.741746 = -251053.769854 nChanged 5 SP:Iteration 48Q (2202.297847 sec): 3 clusters Score: Raw -257056.929997 + Penalty 5999.741746 = -251057.188251 nChanged 3 SP:Iteration 49Q (2202.378233 sec): 3 clusters Score: Raw -257059.220943 + Penalty 5999.741746 = -251059.479197 nChanged 4 SP:Iteration 50Q (2202.465252 sec): 3 clusters Score: Raw -257062.011852 + Penalty 5999.741746 = -251062.270106 nChanged 4 SP:Iteration 51Q (2202.566987 sec): 3 clusters Score: Raw -257066.205031 + Penalty 5999.741746 = -251066.463285 nChanged 5 SP:Iteration 52Q (2202.679187 sec): 3 clusters Score: Raw -257069.758304 + Penalty 5999.741746 = -251070.016559 nChanged 2 SP:Iteration 53Q (2202.767676 sec): 3 clusters Score: Raw -257070.384072 + Penalty 5999.741746 = -251070.642326 nChanged 0 SP:Iteration 54F (2202.870676 sec): 3 clusters Score: Raw -257070.384072 + Penalty 5999.741746 = -251070.642326 nChanged 0 Trying to split cluster 5 (2372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2202.907758 sec): 2 clusters Score: Raw -194687.976315 + Penalty 2879.336586 = -191808.639729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2203.025181 sec): 3 clusters Score: Raw -193957.079996 + Penalty 5758.673171 = -188198.406825 nChanged 701 SP:Iteration 1F (2203.104577 sec): 3 clusters Score: Raw -194705.044672 + Penalty 5758.673171 = -188946.371501 nChanged 217 SP:Iteration 2F (2203.197386 sec): 3 clusters Score: Raw -194984.218053 + Penalty 5758.673171 = -189225.544882 nChanged 120 SP:Iteration 3F (2203.281432 sec): 3 clusters Score: Raw -195169.580606 + Penalty 5758.673171 = -189410.907435 nChanged 105 SP:Iteration 4Q (2203.385290 sec): 3 clusters Score: Raw -195337.219806 + Penalty 5758.673171 = -189578.546635 nChanged 81 SP:Iteration 5Q (2203.475754 sec): 3 clusters Score: Raw -195456.853537 + Penalty 5758.673171 = -189698.180365 nChanged 74 SP:Iteration 6Q (2203.560803 sec): 3 clusters Score: Raw -195579.998113 + Penalty 5758.673171 = -189821.324942 nChanged 69 SP:Iteration 7Q (2203.656136 sec): 3 clusters Score: Raw -195699.501708 + Penalty 5758.673171 = -189940.828537 nChanged 72 SP:Iteration 8Q (2203.745817 sec): 3 clusters Score: Raw -195834.798137 + Penalty 5758.673171 = -190076.124966 nChanged 73 SP:Iteration 9Q (2203.835127 sec): 3 clusters Score: Raw -195960.883607 + Penalty 5758.673171 = -190202.210436 nChanged 66 SP:Iteration 10Q (2203.917414 sec): 3 clusters Score: Raw -196073.976435 + Penalty 5758.673171 = -190315.303264 nChanged 58 SP:Iteration 11Q (2204.003450 sec): 3 clusters Score: Raw -196149.852121 + Penalty 5758.673171 = -190391.178950 nChanged 48 SP:Iteration 12Q (2204.117699 sec): 3 clusters Score: Raw -196223.591216 + Penalty 5758.673171 = -190464.918045 nChanged 46 SP:Iteration 13Q (2204.213150 sec): 3 clusters Score: Raw -196280.202188 + Penalty 5758.673171 = -190521.529017 nChanged 30 SP:Iteration 14Q (2204.293161 sec): 3 clusters Score: Raw -196318.740165 + Penalty 5758.673171 = -190560.066994 nChanged 26 SP:Iteration 15Q (2204.361186 sec): 3 clusters Score: Raw -196355.403397 + Penalty 5758.673171 = -190596.730226 nChanged 11 SP:Iteration 16Q (2204.461611 sec): 3 clusters Score: Raw -196369.315833 + Penalty 5758.673171 = -190610.642662 nChanged 8 SP:Iteration 17Q (2204.579097 sec): 3 clusters Score: Raw -196375.122702 + Penalty 5758.673171 = -190616.449530 nChanged 1 SP:Iteration 18Q (2204.666064 sec): 3 clusters Score: Raw -196375.463655 + Penalty 5758.673171 = -190616.790484 nChanged 0 SP:Iteration 19F (2204.761520 sec): 3 clusters Score: Raw -196375.463655 + Penalty 5758.673171 = -190616.790484 nChanged 0 Trying to split cluster 6 (4837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2204.824552 sec): 2 clusters Score: Raw -449732.480338 + Penalty 3143.340515 = -446589.139823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2204.924027 sec): 3 clusters Score: Raw -447592.075560 + Penalty 6286.681030 = -441305.394530 nChanged 1720 SP:Iteration 1F (2205.037355 sec): 3 clusters Score: Raw -448612.456062 + Penalty 6286.681030 = -442325.775033 nChanged 357 SP:Iteration 2F (2205.126895 sec): 3 clusters Score: Raw -448840.197589 + Penalty 6286.681030 = -442553.516559 nChanged 212 SP:Iteration 3Q (2205.237612 sec): 3 clusters Score: Raw -449007.671994 + Penalty 6286.681030 = -442720.990964 nChanged 186 SP:Iteration 4Q (2205.340815 sec): 3 clusters Score: Raw -449133.269400 + Penalty 6286.681030 = -442846.588370 nChanged 155 SP:Iteration 5Q (2205.444604 sec): 3 clusters Score: Raw -449238.716439 + Penalty 6286.681030 = -442952.035410 nChanged 137 SP:Iteration 6Q (2205.555993 sec): 3 clusters Score: Raw -449337.994766 + Penalty 6286.681030 = -443051.313736 nChanged 145 SP:Iteration 7Q (2205.675284 sec): 3 clusters Score: Raw -449452.584399 + Penalty 6286.681030 = -443165.903369 nChanged 163 SP:Iteration 8Q (2205.757036 sec): 3 clusters Score: Raw -449590.526463 + Penalty 6286.681030 = -443303.845433 nChanged 165 SP:Iteration 9Q (2205.852949 sec): 3 clusters Score: Raw -449728.061281 + Penalty 6286.681030 = -443441.380251 nChanged 135 SP:Iteration 10Q (2205.971530 sec): 3 clusters Score: Raw -449827.624702 + Penalty 6286.681030 = -443540.943672 nChanged 124 SP:Iteration 11Q (2206.080355 sec): 3 clusters Score: Raw -449919.906815 + Penalty 6286.681030 = -443633.225785 nChanged 134 SP:Iteration 12Q (2206.172158 sec): 3 clusters Score: Raw -450006.413195 + Penalty 6286.681030 = -443719.732165 nChanged 108 SP:Iteration 13Q (2206.262213 sec): 3 clusters Score: Raw -450087.601206 + Penalty 6286.681030 = -443800.920176 nChanged 104 SP:Iteration 14Q (2206.378842 sec): 3 clusters Score: Raw -450160.984670 + Penalty 6286.681030 = -443874.303641 nChanged 82 SP:Iteration 15Q (2206.456885 sec): 3 clusters Score: Raw -450203.654336 + Penalty 6286.681030 = -443916.973306 nChanged 64 SP:Iteration 16Q (2206.564878 sec): 3 clusters Score: Raw -450235.723174 + Penalty 6286.681030 = -443949.042144 nChanged 44 SP:Iteration 17Q (2206.672699 sec): 3 clusters Score: Raw -450256.548943 + Penalty 6286.681030 = -443969.867913 nChanged 44 SP:Iteration 18Q (2206.776844 sec): 3 clusters Score: Raw -450278.609395 + Penalty 6286.681030 = -443991.928365 nChanged 47 SP:Iteration 19Q (2206.883084 sec): 3 clusters Score: Raw -450303.945789 + Penalty 6286.681030 = -444017.264759 nChanged 54 SP:Iteration 20F (2207.002023 sec): 3 clusters Score: Raw -450335.752809 + Penalty 6286.681030 = -444049.071779 nChanged 40 SP:Iteration 21Q (2207.077352 sec): 3 clusters Score: Raw -450355.237492 + Penalty 6286.681030 = -444068.556462 nChanged 38 SP:Iteration 22Q (2207.194555 sec): 3 clusters Score: Raw -450370.911990 + Penalty 6286.681030 = -444084.230960 nChanged 24 SP:Iteration 23Q (2207.283804 sec): 3 clusters Score: Raw -450382.913800 + Penalty 6286.681030 = -444096.232770 nChanged 32 SP:Iteration 24Q (2207.392656 sec): 3 clusters Score: Raw -450399.163866 + Penalty 6286.681030 = -444112.482836 nChanged 32 SP:Iteration 25Q (2207.487643 sec): 3 clusters Score: Raw -450412.561051 + Penalty 6286.681030 = -444125.880021 nChanged 24 SP:Iteration 26Q (2207.571850 sec): 3 clusters Score: Raw -450423.439222 + Penalty 6286.681030 = -444136.758193 nChanged 24 SP:Iteration 27Q (2207.675329 sec): 3 clusters Score: Raw -450433.604130 + Penalty 6286.681030 = -444146.923100 nChanged 18 SP:Iteration 28Q (2207.761429 sec): 3 clusters Score: Raw -450441.181404 + Penalty 6286.681030 = -444154.500374 nChanged 10 SP:Iteration 29Q (2207.872500 sec): 3 clusters Score: Raw -450446.134446 + Penalty 6286.681030 = -444159.453416 nChanged 9 SP:Iteration 30Q (2207.959569 sec): 3 clusters Score: Raw -450451.200705 + Penalty 6286.681030 = -444164.519675 nChanged 4 SP:Iteration 31Q (2208.060957 sec): 3 clusters Score: Raw -450453.804411 + Penalty 6286.681030 = -444167.123382 nChanged 7 SP:Iteration 32Q (2208.177801 sec): 3 clusters Score: Raw -450457.367280 + Penalty 6286.681030 = -444170.686250 nChanged 9 SP:Iteration 33Q (2208.267237 sec): 3 clusters Score: Raw -450462.071221 + Penalty 6286.681030 = -444175.390191 nChanged 10 SP:Iteration 34Q (2208.364791 sec): 3 clusters Score: Raw -450466.274578 + Penalty 6286.681030 = -444179.593548 nChanged 7 SP:Iteration 35Q (2208.451039 sec): 3 clusters Score: Raw -450469.980675 + Penalty 6286.681030 = -444183.299645 nChanged 10 SP:Iteration 36Q (2208.556830 sec): 3 clusters Score: Raw -450474.190417 + Penalty 6286.681030 = -444187.509387 nChanged 8 SP:Iteration 37Q (2208.636383 sec): 3 clusters Score: Raw -450476.854498 + Penalty 6286.681030 = -444190.173468 nChanged 4 SP:Iteration 38Q (2208.745571 sec): 3 clusters Score: Raw -450478.234865 + Penalty 6286.681030 = -444191.553835 nChanged 3 SP:Iteration 39Q (2208.843595 sec): 3 clusters Score: Raw -450479.958399 + Penalty 6286.681030 = -444193.277369 nChanged 1 SP:Iteration 40F (2208.963143 sec): 3 clusters Score: Raw -450480.750702 + Penalty 6286.681030 = -444194.069673 nChanged 1 SP:Iteration 41Q (2209.063128 sec): 3 clusters Score: Raw -450480.984994 + Penalty 6286.681030 = -444194.303964 nChanged 1 SP:Iteration 42Q (2209.167324 sec): 3 clusters Score: Raw -450481.138950 + Penalty 6286.681030 = -444194.457921 nChanged 0 SP:Iteration 43F (2209.257923 sec): 3 clusters Score: Raw -450481.138950 + Penalty 6286.681030 = -444194.457921 nChanged 0 Trying to split cluster 7 (4451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2209.338953 sec): 2 clusters Score: Raw -395497.946692 + Penalty 3112.527548 = -392385.419145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2209.409080 sec): 3 clusters Score: Raw -393658.798044 + Penalty 6225.055095 = -387433.742949 nChanged 1526 SP:Iteration 1F (2209.521283 sec): 3 clusters Score: Raw -394675.265689 + Penalty 6225.055095 = -388450.210594 nChanged 387 SP:Iteration 2F (2209.612513 sec): 3 clusters Score: Raw -395002.889291 + Penalty 6225.055095 = -388777.834196 nChanged 218 SP:Iteration 3Q (2209.697199 sec): 3 clusters Score: Raw -395202.939796 + Penalty 6225.055095 = -388977.884701 nChanged 185 SP:Iteration 4Q (2209.801943 sec): 3 clusters Score: Raw -395364.530017 + Penalty 6225.055095 = -389139.474922 nChanged 159 SP:Iteration 5Q (2209.898211 sec): 3 clusters Score: Raw -395521.706466 + Penalty 6225.055095 = -389296.651371 nChanged 155 SP:Iteration 6Q (2209.995111 sec): 3 clusters Score: Raw -395670.399598 + Penalty 6225.055095 = -389445.344503 nChanged 158 SP:Iteration 7Q (2210.075938 sec): 3 clusters Score: Raw -395809.786288 + Penalty 6225.055095 = -389584.731193 nChanged 166 SP:Iteration 8Q (2210.186849 sec): 3 clusters Score: Raw -395983.257501 + Penalty 6225.055095 = -389758.202406 nChanged 180 SP:Iteration 9Q (2210.260972 sec): 3 clusters Score: Raw -396155.967922 + Penalty 6225.055095 = -389930.912827 nChanged 184 SP:Iteration 10Q (2210.347894 sec): 3 clusters Score: Raw -396355.374866 + Penalty 6225.055095 = -390130.319770 nChanged 209 SP:Iteration 11Q (2210.460818 sec): 3 clusters Score: Raw -396571.367104 + Penalty 6225.055095 = -390346.312009 nChanged 164 SP:Iteration 12Q (2210.540414 sec): 3 clusters Score: Raw -396751.675568 + Penalty 6225.055095 = -390526.620473 nChanged 145 SP:Iteration 13Q (2210.645401 sec): 3 clusters Score: Raw -396896.177666 + Penalty 6225.055095 = -390671.122571 nChanged 107 SP:Iteration 14Q (2210.732750 sec): 3 clusters Score: Raw -396988.605429 + Penalty 6225.055095 = -390763.550333 nChanged 73 SP:Iteration 15Q (2210.835860 sec): 3 clusters Score: Raw -397051.428066 + Penalty 6225.055095 = -390826.372971 nChanged 68 SP:Iteration 16Q (2210.918216 sec): 3 clusters Score: Raw -397107.217086 + Penalty 6225.055095 = -390882.161991 nChanged 50 SP:Iteration 17Q (2211.025033 sec): 3 clusters Score: Raw -397139.570594 + Penalty 6225.055095 = -390914.515499 nChanged 32 SP:Iteration 18Q (2211.106517 sec): 3 clusters Score: Raw -397163.421204 + Penalty 6225.055095 = -390938.366108 nChanged 25 SP:Iteration 19Q (2211.193307 sec): 3 clusters Score: Raw -397176.042944 + Penalty 6225.055095 = -390950.987848 nChanged 4 SP:Iteration 20F (2211.300203 sec): 3 clusters Score: Raw -397181.318089 + Penalty 6225.055095 = -390956.262994 nChanged 7 SP:Iteration 21Q (2211.375303 sec): 3 clusters Score: Raw -397186.455091 + Penalty 6225.055095 = -390961.399996 nChanged 7 SP:Iteration 22Q (2211.466894 sec): 3 clusters Score: Raw -397190.389486 + Penalty 6225.055095 = -390965.334391 nChanged 5 SP:Iteration 23Q (2211.585692 sec): 3 clusters Score: Raw -397193.370624 + Penalty 6225.055095 = -390968.315529 nChanged 5 SP:Iteration 24Q (2211.662680 sec): 3 clusters Score: Raw -397196.802086 + Penalty 6225.055095 = -390971.746991 nChanged 5 SP:Iteration 25Q (2211.762206 sec): 3 clusters Score: Raw -397198.575440 + Penalty 6225.055095 = -390973.520345 nChanged 3 SP:Iteration 26Q (2211.860383 sec): 3 clusters Score: Raw -397200.285327 + Penalty 6225.055095 = -390975.230232 nChanged 0 SP:Iteration 27F (2211.945133 sec): 3 clusters Score: Raw -397200.285327 + Penalty 6225.055095 = -390975.230232 nChanged 0 Trying to split cluster 8 (1691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2212.011866 sec): 2 clusters Score: Raw -98824.958474 + Penalty 2753.954417 = -96071.004057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2212.101440 sec): 3 clusters Score: Raw -98521.471549 + Penalty 5507.908834 = -93013.562715 nChanged 483 SP:Iteration 1F (2212.197691 sec): 3 clusters Score: Raw -99474.925937 + Penalty 5507.908834 = -93967.017103 nChanged 175 SP:Iteration 2F (2212.290059 sec): 3 clusters Score: Raw -99906.549332 + Penalty 5507.908834 = -94398.640498 nChanged 114 SP:Iteration 3F (2212.359105 sec): 3 clusters Score: Raw -100133.796343 + Penalty 5507.908834 = -94625.887509 nChanged 70 SP:Iteration 4Q (2212.470021 sec): 3 clusters Score: Raw -100246.588369 + Penalty 5507.908834 = -94738.679536 nChanged 41 SP:Iteration 5Q (2212.548838 sec): 3 clusters Score: Raw -100314.806596 + Penalty 5507.908834 = -94806.897762 nChanged 27 SP:Iteration 6Q (2212.634306 sec): 3 clusters Score: Raw -100354.502922 + Penalty 5507.908834 = -94846.594088 nChanged 13 SP:Iteration 7Q (2212.713417 sec): 3 clusters Score: Raw -100379.372389 + Penalty 5507.908834 = -94871.463556 nChanged 23 SP:Iteration 8Q (2212.805181 sec): 3 clusters Score: Raw -100415.749658 + Penalty 5507.908834 = -94907.840824 nChanged 19 SP:Iteration 9Q (2212.919238 sec): 3 clusters Score: Raw -100444.290335 + Penalty 5507.908834 = -94936.381501 nChanged 16 SP:Iteration 10Q (2212.998022 sec): 3 clusters Score: Raw -100475.417800 + Penalty 5507.908834 = -94967.508966 nChanged 11 SP:Iteration 11Q (2213.077957 sec): 3 clusters Score: Raw -100490.599307 + Penalty 5507.908834 = -94982.690474 nChanged 8 SP:Iteration 12Q (2213.173014 sec): 3 clusters Score: Raw -100500.851531 + Penalty 5507.908834 = -94992.942697 nChanged 3 SP:Iteration 13Q (2213.278362 sec): 3 clusters Score: Raw -100505.727147 + Penalty 5507.908834 = -94997.818313 nChanged 2 SP:Iteration 14Q (2213.375763 sec): 3 clusters Score: Raw -100507.512253 + Penalty 5507.908834 = -94999.603419 nChanged 3 SP:Iteration 15Q (2213.472187 sec): 3 clusters Score: Raw -100509.549089 + Penalty 5507.908834 = -95001.640256 nChanged 2 SP:Iteration 16Q (2213.567338 sec): 3 clusters Score: Raw -100512.229909 + Penalty 5507.908834 = -95004.321076 nChanged 1 SP:Iteration 17Q (2213.654033 sec): 3 clusters Score: Raw -100513.132843 + Penalty 5507.908834 = -95005.224010 nChanged 1 SP:Iteration 18Q (2213.750460 sec): 3 clusters Score: Raw -100515.083020 + Penalty 5507.908834 = -95007.174186 nChanged 0 SP:Iteration 19F (2213.841484 sec): 3 clusters Score: Raw -100515.083020 + Penalty 5507.908834 = -95007.174186 nChanged 0 Trying to split cluster 9 (1685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2213.894586 sec): 2 clusters Score: Raw -113915.925435 + Penalty 2752.637472 = -111163.287963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2213.968270 sec): 3 clusters Score: Raw -113613.758668 + Penalty 5505.274945 = -108108.483723 nChanged 465 SP:Iteration 1F (2214.058176 sec): 3 clusters Score: Raw -114489.764342 + Penalty 5505.274945 = -108984.489398 nChanged 166 SP:Iteration 2F (2214.162341 sec): 3 clusters Score: Raw -114905.991567 + Penalty 5505.274945 = -109400.716622 nChanged 108 SP:Iteration 3F (2214.263076 sec): 3 clusters Score: Raw -115150.513780 + Penalty 5505.274945 = -109645.238836 nChanged 75 SP:Iteration 4Q (2214.348277 sec): 3 clusters Score: Raw -115303.689753 + Penalty 5505.274945 = -109798.414808 nChanged 56 SP:Iteration 5Q (2214.432746 sec): 3 clusters Score: Raw -115380.626385 + Penalty 5505.274945 = -109875.351441 nChanged 30 SP:Iteration 6Q (2214.502641 sec): 3 clusters Score: Raw -115421.387148 + Penalty 5505.274945 = -109916.112203 nChanged 18 SP:Iteration 7Q (2214.604846 sec): 3 clusters Score: Raw -115444.511696 + Penalty 5505.274945 = -109939.236752 nChanged 10 SP:Iteration 8Q (2214.713090 sec): 3 clusters Score: Raw -115456.850344 + Penalty 5505.274945 = -109951.575400 nChanged 6 SP:Iteration 9Q (2214.802996 sec): 3 clusters Score: Raw -115464.099309 + Penalty 5505.274945 = -109958.824365 nChanged 2 SP:Iteration 10Q (2214.891820 sec): 3 clusters Score: Raw -115466.331554 + Penalty 5505.274945 = -109961.056609 nChanged 3 SP:Iteration 11Q (2214.983733 sec): 3 clusters Score: Raw -115470.492590 + Penalty 5505.274945 = -109965.217645 nChanged 3 SP:Iteration 12Q (2215.076832 sec): 3 clusters Score: Raw -115474.199432 + Penalty 5505.274945 = -109968.924487 nChanged 4 SP:Iteration 13Q (2215.174865 sec): 3 clusters Score: Raw -115478.084269 + Penalty 5505.274945 = -109972.809324 nChanged 1 SP:Iteration 14Q (2215.267153 sec): 3 clusters Score: Raw -115478.936465 + Penalty 5505.274945 = -109973.661521 nChanged 1 SP:Iteration 15Q (2215.350448 sec): 3 clusters Score: Raw -115484.890081 + Penalty 5505.274945 = -109979.615137 nChanged 1 SP:Iteration 16Q (2215.448803 sec): 3 clusters Score: Raw -115486.734392 + Penalty 5505.274945 = -109981.459448 nChanged 1 SP:Iteration 17Q (2215.521162 sec): 3 clusters Score: Raw -115487.537010 + Penalty 5505.274945 = -109982.262065 nChanged 1 SP:Iteration 18Q (2215.620932 sec): 3 clusters Score: Raw -115488.369122 + Penalty 5505.274945 = -109983.094177 nChanged 0 SP:Iteration 19F (2215.696506 sec): 3 clusters Score: Raw -115488.369122 + Penalty 5505.274945 = -109983.094177 nChanged 0 Trying to split cluster 10 (2616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2215.745436 sec): 2 clusters Score: Raw -199051.719331 + Penalty 2915.613335 = -196136.105997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2215.850229 sec): 3 clusters Score: Raw -198101.817051 + Penalty 5831.226669 = -192270.590382 nChanged 826 SP:Iteration 1F (2215.940225 sec): 3 clusters Score: Raw -198780.928718 + Penalty 5831.226669 = -192949.702049 nChanged 195 SP:Iteration 2F (2216.029192 sec): 3 clusters Score: Raw -199008.213680 + Penalty 5831.226669 = -193176.987011 nChanged 141 SP:Iteration 3F (2216.100956 sec): 3 clusters Score: Raw -199188.991311 + Penalty 5831.226669 = -193357.764642 nChanged 121 SP:Iteration 4Q (2216.178181 sec): 3 clusters Score: Raw -199369.805213 + Penalty 5831.226669 = -193538.578544 nChanged 113 SP:Iteration 5Q (2216.268108 sec): 3 clusters Score: Raw -199562.277037 + Penalty 5831.226669 = -193731.050368 nChanged 114 SP:Iteration 6Q (2216.369220 sec): 3 clusters Score: Raw -199765.817652 + Penalty 5831.226669 = -193934.590983 nChanged 110 SP:Iteration 7Q (2216.459881 sec): 3 clusters Score: Raw -199918.737748 + Penalty 5831.226669 = -194087.511079 nChanged 81 SP:Iteration 8Q (2216.553388 sec): 3 clusters Score: Raw -200023.821145 + Penalty 5831.226669 = -194192.594476 nChanged 70 SP:Iteration 9Q (2216.635867 sec): 3 clusters Score: Raw -200108.193411 + Penalty 5831.226669 = -194276.966742 nChanged 58 SP:Iteration 10Q (2216.731983 sec): 3 clusters Score: Raw -200163.441984 + Penalty 5831.226669 = -194332.215315 nChanged 49 SP:Iteration 11Q (2216.843448 sec): 3 clusters Score: Raw -200204.972985 + Penalty 5831.226669 = -194373.746316 nChanged 26 SP:Iteration 12Q (2216.929560 sec): 3 clusters Score: Raw -200230.389251 + Penalty 5831.226669 = -194399.162581 nChanged 26 SP:Iteration 13Q (2217.036578 sec): 3 clusters Score: Raw -200258.058892 + Penalty 5831.226669 = -194426.832223 nChanged 21 SP:Iteration 14Q (2217.133049 sec): 3 clusters Score: Raw -200279.518763 + Penalty 5831.226669 = -194448.292094 nChanged 21 SP:Iteration 15Q (2217.230694 sec): 3 clusters Score: Raw -200295.394974 + Penalty 5831.226669 = -194464.168305 nChanged 7 SP:Iteration 16Q (2217.300128 sec): 3 clusters Score: Raw -200300.783947 + Penalty 5831.226669 = -194469.557278 nChanged 5 SP:Iteration 17Q (2217.396437 sec): 3 clusters Score: Raw -200303.770067 + Penalty 5831.226669 = -194472.543398 nChanged 2 SP:Iteration 18Q (2217.493240 sec): 3 clusters Score: Raw -200305.205291 + Penalty 5831.226669 = -194473.978622 nChanged 3 SP:Iteration 19Q (2217.584339 sec): 3 clusters Score: Raw -200306.881424 + Penalty 5831.226669 = -194475.654754 nChanged 3 SP:Iteration 20F (2217.676284 sec): 3 clusters Score: Raw -200309.085644 + Penalty 5831.226669 = -194477.858975 nChanged 1 SP:Iteration 21Q (2217.767943 sec): 3 clusters Score: Raw -200309.405126 + Penalty 5831.226669 = -194478.178457 nChanged 0 SP:Iteration 22F (2217.871251 sec): 3 clusters Score: Raw -200309.405126 + Penalty 5831.226669 = -194478.178457 nChanged 0 Trying to split cluster 11 (2089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2217.918069 sec): 2 clusters Score: Raw -192515.972972 + Penalty 2832.265302 = -189683.707670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2218.009669 sec): 3 clusters Score: Raw -191965.231155 + Penalty 5664.530604 = -186300.700551 nChanged 618 SP:Iteration 1F (2218.117823 sec): 3 clusters Score: Raw -192566.341592 + Penalty 5664.530604 = -186901.810987 nChanged 139 SP:Iteration 2F (2218.195665 sec): 3 clusters Score: Raw -192714.630142 + Penalty 5664.530604 = -187050.099537 nChanged 63 SP:Iteration 3Q (2218.272753 sec): 3 clusters Score: Raw -192771.442215 + Penalty 5664.530604 = -187106.911611 nChanged 31 SP:Iteration 4Q (2218.380419 sec): 3 clusters Score: Raw -192804.868232 + Penalty 5664.530604 = -187140.337628 nChanged 28 SP:Iteration 5Q (2218.456522 sec): 3 clusters Score: Raw -192831.440007 + Penalty 5664.530604 = -187166.909402 nChanged 20 SP:Iteration 6Q (2218.540675 sec): 3 clusters Score: Raw -192849.387055 + Penalty 5664.530604 = -187184.856451 nChanged 15 SP:Iteration 7Q (2218.628609 sec): 3 clusters Score: Raw -192865.996808 + Penalty 5664.530604 = -187201.466204 nChanged 15 SP:Iteration 8Q (2218.719572 sec): 3 clusters Score: Raw -192881.153148 + Penalty 5664.530604 = -187216.622543 nChanged 17 SP:Iteration 9Q (2218.818646 sec): 3 clusters Score: Raw -192897.070321 + Penalty 5664.530604 = -187232.539717 nChanged 14 SP:Iteration 10Q (2218.914063 sec): 3 clusters Score: Raw -192910.062988 + Penalty 5664.530604 = -187245.532384 nChanged 8 SP:Iteration 11Q (2219.007957 sec): 3 clusters Score: Raw -192915.083201 + Penalty 5664.530604 = -187250.552596 nChanged 9 SP:Iteration 12Q (2219.104400 sec): 3 clusters Score: Raw -192921.082962 + Penalty 5664.530604 = -187256.552358 nChanged 5 SP:Iteration 13Q (2219.172700 sec): 3 clusters Score: Raw -192926.168512 + Penalty 5664.530604 = -187261.637908 nChanged 5 SP:Iteration 14Q (2219.262192 sec): 3 clusters Score: Raw -192931.444975 + Penalty 5664.530604 = -187266.914371 nChanged 6 SP:Iteration 15Q (2219.374730 sec): 3 clusters Score: Raw -192938.010025 + Penalty 5664.530604 = -187273.479420 nChanged 7 SP:Iteration 16Q (2219.469639 sec): 3 clusters Score: Raw -192944.827127 + Penalty 5664.530604 = -187280.296523 nChanged 2 SP:Iteration 17Q (2219.567750 sec): 3 clusters Score: Raw -192947.144303 + Penalty 5664.530604 = -187282.613699 nChanged 4 SP:Iteration 18Q (2219.644301 sec): 3 clusters Score: Raw -192951.136458 + Penalty 5664.530604 = -187286.605854 nChanged 2 SP:Iteration 19Q (2219.746089 sec): 3 clusters Score: Raw -192953.350734 + Penalty 5664.530604 = -187288.820130 nChanged 6 SP:Iteration 20F (2219.824193 sec): 3 clusters Score: Raw -192957.728119 + Penalty 5664.530604 = -187293.197514 nChanged 4 SP:Iteration 21Q (2219.910109 sec): 3 clusters Score: Raw -192960.039583 + Penalty 5664.530604 = -187295.508979 nChanged 2 SP:Iteration 22Q (2220.017605 sec): 3 clusters Score: Raw -192961.376864 + Penalty 5664.530604 = -187296.846259 nChanged 2 SP:Iteration 23Q (2220.117980 sec): 3 clusters Score: Raw -192962.251159 + Penalty 5664.530604 = -187297.720555 nChanged 0 SP:Iteration 24F (2220.218408 sec): 3 clusters Score: Raw -192962.251159 + Penalty 5664.530604 = -187297.720555 nChanged 0 Trying to split cluster 12 (7847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2220.287229 sec): 2 clusters Score: Raw -698774.535790 + Penalty 3322.601975 = -695451.933815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2220.396077 sec): 3 clusters Score: Raw -694922.884716 + Penalty 6645.203950 = -688277.680766 nChanged 2972 SP:Iteration 1F (2220.493507 sec): 3 clusters Score: Raw -696813.220559 + Penalty 6645.203950 = -690168.016609 nChanged 682 SP:Iteration 2F (2220.599544 sec): 3 clusters Score: Raw -697336.052108 + Penalty 6645.203950 = -690690.848158 nChanged 524 SP:Iteration 3F (2220.696763 sec): 3 clusters Score: Raw -697735.503062 + Penalty 6645.203950 = -691090.299112 nChanged 433 SP:Iteration 4F (2220.806972 sec): 3 clusters Score: Raw -698118.838547 + Penalty 6645.203950 = -691473.634597 nChanged 440 SP:Iteration 5F (2220.919943 sec): 3 clusters Score: Raw -698602.530020 + Penalty 6645.203950 = -691957.326070 nChanged 465 SP:Iteration 6F (2221.011006 sec): 3 clusters Score: Raw -699107.590956 + Penalty 6645.203950 = -692462.387006 nChanged 405 SP:Iteration 7F (2221.131789 sec): 3 clusters Score: Raw -699450.955902 + Penalty 6645.203950 = -692805.751952 nChanged 318 SP:Iteration 8Q (2221.253470 sec): 3 clusters Score: Raw -699678.347459 + Penalty 6645.203950 = -693033.143509 nChanged 249 SP:Iteration 9Q (2221.379299 sec): 3 clusters Score: Raw -699855.576067 + Penalty 6645.203950 = -693210.372117 nChanged 200 SP:Iteration 10Q (2221.485899 sec): 3 clusters Score: Raw -699986.676717 + Penalty 6645.203950 = -693341.472767 nChanged 168 SP:Iteration 11Q (2221.568598 sec): 3 clusters Score: Raw -700084.012469 + Penalty 6645.203950 = -693438.808519 nChanged 118 SP:Iteration 12Q (2221.703329 sec): 3 clusters Score: Raw -700144.641131 + Penalty 6645.203950 = -693499.437181 nChanged 103 SP:Iteration 13Q (2221.808118 sec): 3 clusters Score: Raw -700204.611772 + Penalty 6645.203950 = -693559.407822 nChanged 84 SP:Iteration 14Q (2221.907393 sec): 3 clusters Score: Raw -700256.543926 + Penalty 6645.203950 = -693611.339976 nChanged 93 SP:Iteration 15Q (2222.016904 sec): 3 clusters Score: Raw -700319.541929 + Penalty 6645.203950 = -693674.337979 nChanged 89 SP:Iteration 16Q (2222.134885 sec): 3 clusters Score: Raw -700374.586027 + Penalty 6645.203950 = -693729.382077 nChanged 83 SP:Iteration 17Q (2222.238430 sec): 3 clusters Score: Raw -700433.051446 + Penalty 6645.203950 = -693787.847496 nChanged 83 SP:Iteration 18Q (2222.352901 sec): 3 clusters Score: Raw -700493.508640 + Penalty 6645.203950 = -693848.304690 nChanged 73 SP:Iteration 19Q (2222.458380 sec): 3 clusters Score: Raw -700537.627460 + Penalty 6645.203950 = -693892.423510 nChanged 58 SP:Iteration 20F (2222.560489 sec): 3 clusters Score: Raw -700572.568585 + Penalty 6645.203950 = -693927.364635 nChanged 58 SP:Iteration 21Q (2222.661179 sec): 3 clusters Score: Raw -700606.824832 + Penalty 6645.203950 = -693961.620882 nChanged 38 SP:Iteration 22Q (2222.763406 sec): 3 clusters Score: Raw -700627.709417 + Penalty 6645.203950 = -693982.505467 nChanged 32 SP:Iteration 23Q (2222.862753 sec): 3 clusters Score: Raw -700640.964421 + Penalty 6645.203950 = -693995.760471 nChanged 25 SP:Iteration 24Q (2222.982793 sec): 3 clusters Score: Raw -700650.869296 + Penalty 6645.203950 = -694005.665346 nChanged 12 SP:Iteration 25Q (2223.067081 sec): 3 clusters Score: Raw -700654.260079 + Penalty 6645.203950 = -694009.056129 nChanged 7 SP:Iteration 26Q (2223.165099 sec): 3 clusters Score: Raw -700656.740810 + Penalty 6645.203950 = -694011.536860 nChanged 12 SP:Iteration 27Q (2223.292407 sec): 3 clusters Score: Raw -700660.832701 + Penalty 6645.203950 = -694015.628751 nChanged 6 SP:Iteration 28Q (2223.389315 sec): 3 clusters Score: Raw -700662.877058 + Penalty 6645.203950 = -694017.673108 nChanged 4 SP:Iteration 29Q (2223.518396 sec): 3 clusters Score: Raw -700664.514947 + Penalty 6645.203950 = -694019.310997 nChanged 9 SP:Iteration 30Q (2223.599599 sec): 3 clusters Score: Raw -700667.256485 + Penalty 6645.203950 = -694022.052535 nChanged 9 SP:Iteration 31Q (2223.712122 sec): 3 clusters Score: Raw -700670.107957 + Penalty 6645.203950 = -694024.904007 nChanged 5 SP:Iteration 32Q (2223.819745 sec): 3 clusters Score: Raw -700671.473433 + Penalty 6645.203950 = -694026.269483 nChanged 1 SP:Iteration 33Q (2223.934734 sec): 3 clusters Score: Raw -700671.781253 + Penalty 6645.203950 = -694026.577303 nChanged 2 SP:Iteration 34Q (2224.045034 sec): 3 clusters Score: Raw -700672.234216 + Penalty 6645.203950 = -694027.030266 nChanged 1 SP:Iteration 35Q (2224.154819 sec): 3 clusters Score: Raw -700672.698825 + Penalty 6645.203950 = -694027.494875 nChanged 5 SP:Iteration 36Q (2224.239717 sec): 3 clusters Score: Raw -700673.770905 + Penalty 6645.203950 = -694028.566955 nChanged 3 SP:Iteration 37Q (2224.344111 sec): 3 clusters Score: Raw -700674.789494 + Penalty 6645.203950 = -694029.585544 nChanged 3 SP:Iteration 38Q (2224.450888 sec): 3 clusters Score: Raw -700675.690840 + Penalty 6645.203950 = -694030.486890 nChanged 3 SP:Iteration 39Q (2224.552185 sec): 3 clusters Score: Raw -700676.600741 + Penalty 6645.203950 = -694031.396791 nChanged 3 SP:Iteration 40F (2224.668090 sec): 3 clusters Score: Raw -700677.316461 + Penalty 6645.203950 = -694032.112511 nChanged 2 SP:Iteration 41Q (2224.779472 sec): 3 clusters Score: Raw -700678.294347 + Penalty 6645.203950 = -694033.090397 nChanged 3 SP:Iteration 42Q (2224.882896 sec): 3 clusters Score: Raw -700679.615051 + Penalty 6645.203950 = -694034.411101 nChanged 2 SP:Iteration 43Q (2225.016144 sec): 3 clusters Score: Raw -700680.642555 + Penalty 6645.203950 = -694035.438605 nChanged 3 SP:Iteration 44Q (2225.126782 sec): 3 clusters Score: Raw -700681.457108 + Penalty 6645.203950 = -694036.253158 nChanged 0 SP:Iteration 45F (2225.222617 sec): 3 clusters Score: Raw -700681.457108 + Penalty 6645.203950 = -694036.253158 nChanged 0 Trying to split cluster 13 (2327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2225.284240 sec): 2 clusters Score: Raw -195411.383948 + Penalty 2872.240178 = -192539.143770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2225.385818 sec): 3 clusters Score: Raw -194621.734385 + Penalty 5744.480356 = -188877.254029 nChanged 722 SP:Iteration 1F (2225.460330 sec): 3 clusters Score: Raw -195189.627109 + Penalty 5744.480356 = -189445.146753 nChanged 176 SP:Iteration 2F (2225.569841 sec): 3 clusters Score: Raw -195406.052649 + Penalty 5744.480356 = -189661.572293 nChanged 131 SP:Iteration 3F (2225.653986 sec): 3 clusters Score: Raw -195599.511595 + Penalty 5744.480356 = -189855.031239 nChanged 118 SP:Iteration 4F (2225.745779 sec): 3 clusters Score: Raw -195757.179745 + Penalty 5744.480356 = -190012.699389 nChanged 95 SP:Iteration 5Q (2225.844387 sec): 3 clusters Score: Raw -195873.830254 + Penalty 5744.480356 = -190129.349898 nChanged 75 SP:Iteration 6Q (2225.959543 sec): 3 clusters Score: Raw -195975.072059 + Penalty 5744.480356 = -190230.591703 nChanged 63 SP:Iteration 7Q (2226.057168 sec): 3 clusters Score: Raw -196069.474491 + Penalty 5744.480356 = -190324.994135 nChanged 60 SP:Iteration 8Q (2226.155082 sec): 3 clusters Score: Raw -196168.022344 + Penalty 5744.480356 = -190423.541988 nChanged 60 SP:Iteration 9Q (2226.246476 sec): 3 clusters Score: Raw -196273.146933 + Penalty 5744.480356 = -190528.666577 nChanged 53 SP:Iteration 10Q (2226.344512 sec): 3 clusters Score: Raw -196348.543733 + Penalty 5744.480356 = -190604.063377 nChanged 51 SP:Iteration 11Q (2226.431264 sec): 3 clusters Score: Raw -196413.747411 + Penalty 5744.480356 = -190669.267055 nChanged 46 SP:Iteration 12Q (2226.544782 sec): 3 clusters Score: Raw -196476.813157 + Penalty 5744.480356 = -190732.332801 nChanged 37 SP:Iteration 13Q (2226.634907 sec): 3 clusters Score: Raw -196529.620638 + Penalty 5744.480356 = -190785.140282 nChanged 34 SP:Iteration 14Q (2226.709859 sec): 3 clusters Score: Raw -196572.860592 + Penalty 5744.480356 = -190828.380236 nChanged 31 SP:Iteration 15Q (2226.808334 sec): 3 clusters Score: Raw -196610.379702 + Penalty 5744.480356 = -190865.899346 nChanged 29 SP:Iteration 16Q (2226.895698 sec): 3 clusters Score: Raw -196648.935163 + Penalty 5744.480356 = -190904.454807 nChanged 34 SP:Iteration 17Q (2226.970740 sec): 3 clusters Score: Raw -196687.568084 + Penalty 5744.480356 = -190943.087728 nChanged 31 SP:Iteration 18Q (2227.087326 sec): 3 clusters Score: Raw -196731.494535 + Penalty 5744.480356 = -190987.014179 nChanged 22 SP:Iteration 19Q (2227.185770 sec): 3 clusters Score: Raw -196751.716890 + Penalty 5744.480356 = -191007.236534 nChanged 16 SP:Iteration 20F (2227.292156 sec): 3 clusters Score: Raw -196772.618533 + Penalty 5744.480356 = -191028.138177 nChanged 22 SP:Iteration 21Q (2227.383915 sec): 3 clusters Score: Raw -196791.941682 + Penalty 5744.480356 = -191047.461326 nChanged 9 SP:Iteration 22Q (2227.466071 sec): 3 clusters Score: Raw -196797.322413 + Penalty 5744.480356 = -191052.842057 nChanged 4 SP:Iteration 23Q (2227.592920 sec): 3 clusters Score: Raw -196800.179303 + Penalty 5744.480356 = -191055.698947 nChanged 4 SP:Iteration 24Q (2227.698558 sec): 3 clusters Score: Raw -196802.584058 + Penalty 5744.480356 = -191058.103702 nChanged 5 SP:Iteration 25Q (2227.794621 sec): 3 clusters Score: Raw -196805.206665 + Penalty 5744.480356 = -191060.726309 nChanged 1 SP:Iteration 26Q (2227.873515 sec): 3 clusters Score: Raw -196805.436509 + Penalty 5744.480356 = -191060.956153 nChanged 0 SP:Iteration 27F (2227.973229 sec): 3 clusters Score: Raw -196805.436509 + Penalty 5744.480356 = -191060.956153 nChanged 0 Time taken for this iteration:179.580532 seconds. 11->14 Clusters: Score -3246864.847832, best is -3247348.751455 Starting from 12 clusters... ------ Clustering full data set of 40960 points ------ SP: Assigned 12 initial classes randomly. Deleting Class 11 (2407 points): Lose 730.416002 but Gain 3934.840142 Iteration 0F (2228.892194 sec): 11 clusters Score: Raw -3011562.130518 + Penalty 39348.401417 = -2972213.729100 nChanged 34960 Deleting Class 9 (1754 points): Lose 3465.843230 but Gain 3934.840142 Iteration 1F (2229.696385 sec): 10 clusters Score: Raw -3158547.733897 + Penalty 35413.561276 = -3123134.172622 nChanged 18367 Iteration 2F (2230.450307 sec): 10 clusters Score: Raw -3217385.045500 + Penalty 35413.561276 = -3181971.484224 nChanged 9486 Iteration 3F (2231.220125 sec): 10 clusters Score: Raw -3237133.583067 + Penalty 35413.561276 = -3201720.021792 nChanged 5672 Iteration 4F (2231.950146 sec): 10 clusters Score: Raw -3246773.523524 + Penalty 35413.561276 = -3211359.962249 nChanged 3833 Iteration 5F (2232.672710 sec): 10 clusters Score: Raw -3252179.535619 + Penalty 35413.561276 = -3216765.974343 nChanged 2727 Iteration 6F (2233.388957 sec): 10 clusters Score: Raw -3255550.264346 + Penalty 35413.561276 = -3220136.703071 nChanged 2082 Iteration 7F (2234.102800 sec): 10 clusters Score: Raw -3257669.513570 + Penalty 35413.561276 = -3222255.952294 nChanged 1614 Iteration 8Q (2234.705364 sec): 10 clusters Score: Raw -3259004.126301 + Penalty 35413.561276 = -3223590.565026 nChanged 1295 Iteration 9Q (2235.271816 sec): 10 clusters Score: Raw -3260009.663804 + Penalty 35413.561276 = -3224596.102529 nChanged 1141 Iteration 10Q (2235.898107 sec): 10 clusters Score: Raw -3260912.162056 + Penalty 35413.561276 = -3225498.600780 nChanged 1074 Iteration 11Q (2236.474919 sec): 10 clusters Score: Raw -3261775.026123 + Penalty 35413.561276 = -3226361.464848 nChanged 1079 Iteration 12Q (2237.052322 sec): 10 clusters Score: Raw -3262695.869431 + Penalty 35413.561276 = -3227282.308156 nChanged 1170 Iteration 13Q (2237.648868 sec): 10 clusters Score: Raw -3263859.974790 + Penalty 35413.561276 = -3228446.413514 nChanged 1225 Iteration 14Q (2238.238575 sec): 10 clusters Score: Raw -3265229.392875 + Penalty 35413.561276 = -3229815.831599 nChanged 1255 Iteration 15Q (2238.823625 sec): 10 clusters Score: Raw -3266579.749004 + Penalty 35413.561276 = -3231166.187729 nChanged 1202 Iteration 16Q (2239.417574 sec): 10 clusters Score: Raw -3267916.666635 + Penalty 35413.561276 = -3232503.105360 nChanged 1195 Iteration 17Q (2239.994137 sec): 10 clusters Score: Raw -3269539.740737 + Penalty 35413.561276 = -3234126.179461 nChanged 1078 Iteration 18Q (2240.575734 sec): 10 clusters Score: Raw -3271060.610621 + Penalty 35413.561276 = -3235647.049346 nChanged 862 Iteration 19Q (2241.152626 sec): 10 clusters Score: Raw -3271968.725936 + Penalty 35413.561276 = -3236555.164660 nChanged 729 Writing temp clu file Because OldScore, -3235647.049346, is greater than current (better) Score,-3236555.164660 Compute initial score before splitting: Score: Raw -3271968.725936 + Penalty 35413.561276 = -3236555.164660 Trying to split cluster 1 (11259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2241.270547 sec): 2 clusters Score: Raw -985618.835134 + Penalty 3456.366004 = -982162.469130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2241.387422 sec): 3 clusters Score: Raw -979783.329850 + Penalty 6912.732008 = -972870.597842 nChanged 4560 SP:Iteration 1F (2241.500739 sec): 3 clusters Score: Raw -982731.073306 + Penalty 6912.732008 = -975818.341298 nChanged 1083 SP:Iteration 2F (2241.622548 sec): 3 clusters Score: Raw -984007.996027 + Penalty 6912.732008 = -977095.264019 nChanged 1205 SP:Iteration 3F (2241.727684 sec): 3 clusters Score: Raw -985530.933367 + Penalty 6912.732008 = -978618.201359 nChanged 1029 SP:Iteration 4F (2241.834898 sec): 3 clusters Score: Raw -986747.806501 + Penalty 6912.732008 = -979835.074493 nChanged 812 SP:Iteration 5F (2241.957583 sec): 3 clusters Score: Raw -987580.102260 + Penalty 6912.732008 = -980667.370252 nChanged 572 SP:Iteration 6F (2242.093911 sec): 3 clusters Score: Raw -988050.544515 + Penalty 6912.732008 = -981137.812507 nChanged 394 SP:Iteration 7Q (2242.196199 sec): 3 clusters Score: Raw -988318.111135 + Penalty 6912.732008 = -981405.379127 nChanged 249 SP:Iteration 8Q (2242.328181 sec): 3 clusters Score: Raw -988453.025822 + Penalty 6912.732008 = -981540.293814 nChanged 181 SP:Iteration 9Q (2242.437352 sec): 3 clusters Score: Raw -988538.181638 + Penalty 6912.732008 = -981625.449630 nChanged 140 SP:Iteration 10Q (2242.559350 sec): 3 clusters Score: Raw -988598.712342 + Penalty 6912.732008 = -981685.980334 nChanged 113 SP:Iteration 11Q (2242.666658 sec): 3 clusters Score: Raw -988642.085116 + Penalty 6912.732008 = -981729.353108 nChanged 83 SP:Iteration 12Q (2242.780334 sec): 3 clusters Score: Raw -988669.900855 + Penalty 6912.732008 = -981757.168847 nChanged 70 SP:Iteration 13Q (2242.894182 sec): 3 clusters Score: Raw -988692.856854 + Penalty 6912.732008 = -981780.124846 nChanged 66 SP:Iteration 14Q (2243.023141 sec): 3 clusters Score: Raw -988713.316581 + Penalty 6912.732008 = -981800.584573 nChanged 63 SP:Iteration 15Q (2243.128253 sec): 3 clusters Score: Raw -988734.354673 + Penalty 6912.732008 = -981821.622665 nChanged 59 SP:Iteration 16Q (2243.244675 sec): 3 clusters Score: Raw -988758.438080 + Penalty 6912.732008 = -981845.706072 nChanged 68 SP:Iteration 17Q (2243.341451 sec): 3 clusters Score: Raw -988785.852605 + Penalty 6912.732008 = -981873.120597 nChanged 67 SP:Iteration 18Q (2243.465693 sec): 3 clusters Score: Raw -988809.392935 + Penalty 6912.732008 = -981896.660927 nChanged 58 SP:Iteration 19Q (2243.574431 sec): 3 clusters Score: Raw -988828.551960 + Penalty 6912.732008 = -981915.819952 nChanged 51 SP:Iteration 20F (2243.687233 sec): 3 clusters Score: Raw -988843.336461 + Penalty 6912.732008 = -981930.604453 nChanged 45 SP:Iteration 21Q (2243.792521 sec): 3 clusters Score: Raw -988854.594903 + Penalty 6912.732008 = -981941.862895 nChanged 34 SP:Iteration 22Q (2243.922590 sec): 3 clusters Score: Raw -988862.607745 + Penalty 6912.732008 = -981949.875737 nChanged 28 SP:Iteration 23Q (2244.021480 sec): 3 clusters Score: Raw -988869.645396 + Penalty 6912.732008 = -981956.913387 nChanged 30 SP:Iteration 24Q (2244.116863 sec): 3 clusters Score: Raw -988876.037797 + Penalty 6912.732008 = -981963.305789 nChanged 30 SP:Iteration 25Q (2244.231035 sec): 3 clusters Score: Raw -988882.679423 + Penalty 6912.732008 = -981969.947415 nChanged 21 SP:Iteration 26Q (2244.361897 sec): 3 clusters Score: Raw -988887.717814 + Penalty 6912.732008 = -981974.985806 nChanged 19 SP:Iteration 27Q (2244.461964 sec): 3 clusters Score: Raw -988893.438731 + Penalty 6912.732008 = -981980.706723 nChanged 25 SP:Iteration 28Q (2244.571911 sec): 3 clusters Score: Raw -988900.564398 + Penalty 6912.732008 = -981987.832390 nChanged 19 SP:Iteration 29Q (2244.690732 sec): 3 clusters Score: Raw -988906.031702 + Penalty 6912.732008 = -981993.299694 nChanged 20 SP:Iteration 30Q (2244.818082 sec): 3 clusters Score: Raw -988911.312570 + Penalty 6912.732008 = -981998.580562 nChanged 16 SP:Iteration 31Q (2244.929191 sec): 3 clusters Score: Raw -988914.668671 + Penalty 6912.732008 = -982001.936663 nChanged 13 SP:Iteration 32Q (2245.048444 sec): 3 clusters Score: Raw -988917.436494 + Penalty 6912.732008 = -982004.704486 nChanged 13 SP:Iteration 33Q (2245.174595 sec): 3 clusters Score: Raw -988920.257581 + Penalty 6912.732008 = -982007.525573 nChanged 9 SP:Iteration 34Q (2245.297659 sec): 3 clusters Score: Raw -988921.592059 + Penalty 6912.732008 = -982008.860051 nChanged 9 SP:Iteration 35Q (2245.419841 sec): 3 clusters Score: Raw -988923.480339 + Penalty 6912.732008 = -982010.748331 nChanged 7 SP:Iteration 36Q (2245.525567 sec): 3 clusters Score: Raw -988924.802040 + Penalty 6912.732008 = -982012.070032 nChanged 11 SP:Iteration 37Q (2245.651647 sec): 3 clusters Score: Raw -988926.836028 + Penalty 6912.732008 = -982014.104020 nChanged 15 SP:Iteration 38Q (2245.761943 sec): 3 clusters Score: Raw -988930.195056 + Penalty 6912.732008 = -982017.463048 nChanged 15 SP:Iteration 39Q (2245.852451 sec): 3 clusters Score: Raw -988933.811563 + Penalty 6912.732008 = -982021.079555 nChanged 16 SP:Iteration 40F (2245.967846 sec): 3 clusters Score: Raw -988937.520577 + Penalty 6912.732008 = -982024.788569 nChanged 8 SP:Iteration 41Q (2246.088055 sec): 3 clusters Score: Raw -988938.910393 + Penalty 6912.732008 = -982026.178385 nChanged 6 SP:Iteration 42Q (2246.191829 sec): 3 clusters Score: Raw -988939.936294 + Penalty 6912.732008 = -982027.204286 nChanged 8 SP:Iteration 43Q (2246.318983 sec): 3 clusters Score: Raw -988941.452427 + Penalty 6912.732008 = -982028.720419 nChanged 3 SP:Iteration 44Q (2246.434733 sec): 3 clusters Score: Raw -988942.205146 + Penalty 6912.732008 = -982029.473138 nChanged 5 SP:Iteration 45Q (2246.549510 sec): 3 clusters Score: Raw -988943.032109 + Penalty 6912.732008 = -982030.300101 nChanged 7 SP:Iteration 46Q (2246.664867 sec): 3 clusters Score: Raw -988944.703297 + Penalty 6912.732008 = -982031.971289 nChanged 10 SP:Iteration 47Q (2246.779924 sec): 3 clusters Score: Raw -988946.329325 + Penalty 6912.732008 = -982033.597317 nChanged 4 SP:Iteration 48Q (2246.890143 sec): 3 clusters Score: Raw -988947.498930 + Penalty 6912.732008 = -982034.766922 nChanged 5 SP:Iteration 49Q (2246.999593 sec): 3 clusters Score: Raw -988948.523751 + Penalty 6912.732008 = -982035.791743 nChanged 3 SP:Iteration 50Q (2247.134826 sec): 3 clusters Score: Raw -988949.266131 + Penalty 6912.732008 = -982036.534123 nChanged 2 SP:Iteration 51Q (2247.243010 sec): 3 clusters Score: Raw -988949.618083 + Penalty 6912.732008 = -982036.886075 nChanged 1 SP:Iteration 52Q (2247.353251 sec): 3 clusters Score: Raw -988949.759774 + Penalty 6912.732008 = -982037.027766 nChanged 1 SP:Iteration 53Q (2247.470473 sec): 3 clusters Score: Raw -988949.892298 + Penalty 6912.732008 = -982037.160290 nChanged 0 SP:Iteration 54F (2247.575098 sec): 3 clusters Score: Raw -988949.892298 + Penalty 6912.732008 = -982037.160290 nChanged 0 Trying to split cluster 2 (7717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2247.640379 sec): 2 clusters Score: Raw -700385.015604 + Penalty 3316.412548 = -697068.603056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2247.745547 sec): 3 clusters Score: Raw -696634.775312 + Penalty 6632.825096 = -690001.950216 nChanged 3014 SP:Iteration 1F (2247.858263 sec): 3 clusters Score: Raw -698512.435867 + Penalty 6632.825096 = -691879.610771 nChanged 656 SP:Iteration 2F (2247.951378 sec): 3 clusters Score: Raw -699166.011571 + Penalty 6632.825096 = -692533.186474 nChanged 551 SP:Iteration 3F (2248.041178 sec): 3 clusters Score: Raw -699752.548467 + Penalty 6632.825096 = -693119.723371 nChanged 486 SP:Iteration 4F (2248.144266 sec): 3 clusters Score: Raw -700219.638560 + Penalty 6632.825096 = -693586.813464 nChanged 414 SP:Iteration 5F (2248.265165 sec): 3 clusters Score: Raw -700581.897463 + Penalty 6632.825096 = -693949.072367 nChanged 383 SP:Iteration 6Q (2248.349667 sec): 3 clusters Score: Raw -700885.677562 + Penalty 6632.825096 = -694252.852466 nChanged 309 SP:Iteration 7Q (2248.447020 sec): 3 clusters Score: Raw -701139.590100 + Penalty 6632.825096 = -694506.765004 nChanged 313 SP:Iteration 8Q (2248.569059 sec): 3 clusters Score: Raw -701371.157089 + Penalty 6632.825096 = -694738.331993 nChanged 309 SP:Iteration 9Q (2248.692552 sec): 3 clusters Score: Raw -701605.324001 + Penalty 6632.825096 = -694972.498904 nChanged 322 SP:Iteration 10Q (2248.789375 sec): 3 clusters Score: Raw -701853.622313 + Penalty 6632.825096 = -695220.797217 nChanged 310 SP:Iteration 11Q (2248.908993 sec): 3 clusters Score: Raw -702102.392963 + Penalty 6632.825096 = -695469.567867 nChanged 275 SP:Iteration 12Q (2248.991829 sec): 3 clusters Score: Raw -702339.765968 + Penalty 6632.825096 = -695706.940872 nChanged 244 SP:Iteration 13Q (2249.091638 sec): 3 clusters Score: Raw -702530.990881 + Penalty 6632.825096 = -695898.165785 nChanged 187 SP:Iteration 14Q (2249.186642 sec): 3 clusters Score: Raw -702669.401889 + Penalty 6632.825096 = -696036.576793 nChanged 148 SP:Iteration 15Q (2249.304112 sec): 3 clusters Score: Raw -702772.040336 + Penalty 6632.825096 = -696139.215240 nChanged 147 SP:Iteration 16Q (2249.405356 sec): 3 clusters Score: Raw -702894.483188 + Penalty 6632.825096 = -696261.658092 nChanged 157 SP:Iteration 17Q (2249.503516 sec): 3 clusters Score: Raw -703041.885035 + Penalty 6632.825096 = -696409.059939 nChanged 149 SP:Iteration 18Q (2249.617908 sec): 3 clusters Score: Raw -703207.762277 + Penalty 6632.825096 = -696574.937181 nChanged 128 SP:Iteration 19Q (2249.725030 sec): 3 clusters Score: Raw -703357.852968 + Penalty 6632.825096 = -696725.027871 nChanged 115 SP:Iteration 20F (2249.820209 sec): 3 clusters Score: Raw -703578.351956 + Penalty 6632.825096 = -696945.526860 nChanged 134 SP:Iteration 21Q (2249.930272 sec): 3 clusters Score: Raw -704041.605749 + Penalty 6632.825096 = -697408.780653 nChanged 161 SP:Iteration 22Q (2250.021211 sec): 3 clusters Score: Raw -704505.679669 + Penalty 6632.825096 = -697872.854573 nChanged 121 SP:Iteration 23Q (2250.122281 sec): 3 clusters Score: Raw -704640.488051 + Penalty 6632.825096 = -698007.662955 nChanged 73 SP:Iteration 24Q (2250.227852 sec): 3 clusters Score: Raw -704701.287766 + Penalty 6632.825096 = -698068.462670 nChanged 41 SP:Iteration 25Q (2250.329400 sec): 3 clusters Score: Raw -704731.885208 + Penalty 6632.825096 = -698099.060112 nChanged 30 SP:Iteration 26Q (2250.429196 sec): 3 clusters Score: Raw -704752.266385 + Penalty 6632.825096 = -698119.441289 nChanged 17 SP:Iteration 27Q (2250.528264 sec): 3 clusters Score: Raw -704760.846710 + Penalty 6632.825096 = -698128.021614 nChanged 14 SP:Iteration 28Q (2250.625095 sec): 3 clusters Score: Raw -704767.761943 + Penalty 6632.825096 = -698134.936846 nChanged 9 SP:Iteration 29Q (2250.717335 sec): 3 clusters Score: Raw -704772.425179 + Penalty 6632.825096 = -698139.600082 nChanged 2 SP:Iteration 30Q (2250.847164 sec): 3 clusters Score: Raw -704773.620476 + Penalty 6632.825096 = -698140.795380 nChanged 2 SP:Iteration 31Q (2250.956378 sec): 3 clusters Score: Raw -704774.321666 + Penalty 6632.825096 = -698141.496570 nChanged 0 SP:Iteration 32F (2251.044002 sec): 3 clusters Score: Raw -704774.767768 + Penalty 6632.825096 = -698141.942671 nChanged 1 SP:Iteration 33Q (2251.147728 sec): 3 clusters Score: Raw -704775.128318 + Penalty 6632.825096 = -698142.303222 nChanged 2 SP:Iteration 34Q (2251.259106 sec): 3 clusters Score: Raw -704775.733017 + Penalty 6632.825096 = -698142.907921 nChanged 1 SP:Iteration 35Q (2251.356236 sec): 3 clusters Score: Raw -704775.999527 + Penalty 6632.825096 = -698143.174431 nChanged 0 SP:Iteration 36F (2251.438164 sec): 3 clusters Score: Raw -704775.999527 + Penalty 6632.825096 = -698143.174431 nChanged 0 Score: Raw -3276760.764119 + Penalty 39348.401417 = -3237412.362702 Splitting cluster 2 changes total score from -3236555.164660 to -3237412.362702 So it's getting split into cluster 9. Trying to split cluster 3 (2487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2252.332573 sec): 2 clusters Score: Raw -211274.394340 + Penalty 2896.877420 = -208377.516919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2252.434864 sec): 3 clusters Score: Raw -210390.100872 + Penalty 5793.754841 = -204596.346031 nChanged 806 SP:Iteration 1F (2252.513704 sec): 3 clusters Score: Raw -211163.892308 + Penalty 5793.754841 = -205370.137467 nChanged 212 SP:Iteration 2F (2252.608629 sec): 3 clusters Score: Raw -211382.899442 + Penalty 5793.754841 = -205589.144602 nChanged 101 SP:Iteration 3Q (2252.706456 sec): 3 clusters Score: Raw -211491.903845 + Penalty 5793.754841 = -205698.149004 nChanged 73 SP:Iteration 4Q (2252.785769 sec): 3 clusters Score: Raw -211564.829960 + Penalty 5793.754841 = -205771.075119 nChanged 53 SP:Iteration 5Q (2252.869709 sec): 3 clusters Score: Raw -211615.267248 + Penalty 5793.754841 = -205821.512407 nChanged 43 SP:Iteration 6Q (2252.961629 sec): 3 clusters Score: Raw -211660.907679 + Penalty 5793.754841 = -205867.152838 nChanged 36 SP:Iteration 7Q (2253.051110 sec): 3 clusters Score: Raw -211702.480383 + Penalty 5793.754841 = -205908.725542 nChanged 38 SP:Iteration 8Q (2253.140461 sec): 3 clusters Score: Raw -211744.363233 + Penalty 5793.754841 = -205950.608393 nChanged 36 SP:Iteration 9Q (2253.233190 sec): 3 clusters Score: Raw -211792.454403 + Penalty 5793.754841 = -205998.699562 nChanged 48 SP:Iteration 10Q (2253.327106 sec): 3 clusters Score: Raw -211846.623651 + Penalty 5793.754841 = -206052.868810 nChanged 44 SP:Iteration 11Q (2253.427808 sec): 3 clusters Score: Raw -211894.133937 + Penalty 5793.754841 = -206100.379096 nChanged 39 SP:Iteration 12Q (2253.514351 sec): 3 clusters Score: Raw -211946.346785 + Penalty 5793.754841 = -206152.591944 nChanged 44 SP:Iteration 13Q (2253.641138 sec): 3 clusters Score: Raw -212003.491167 + Penalty 5793.754841 = -206209.736326 nChanged 37 SP:Iteration 14Q (2253.741956 sec): 3 clusters Score: Raw -212045.006369 + Penalty 5793.754841 = -206251.251528 nChanged 39 SP:Iteration 15Q (2253.810049 sec): 3 clusters Score: Raw -212082.919748 + Penalty 5793.754841 = -206289.164907 nChanged 34 SP:Iteration 16Q (2253.917213 sec): 3 clusters Score: Raw -212115.467740 + Penalty 5793.754841 = -206321.712899 nChanged 23 SP:Iteration 17Q (2253.988178 sec): 3 clusters Score: Raw -212134.245230 + Penalty 5793.754841 = -206340.490389 nChanged 21 SP:Iteration 18Q (2254.091249 sec): 3 clusters Score: Raw -212150.418886 + Penalty 5793.754841 = -206356.664045 nChanged 16 SP:Iteration 19Q (2254.168674 sec): 3 clusters Score: Raw -212163.064003 + Penalty 5793.754841 = -206369.309162 nChanged 15 SP:Iteration 20F (2254.261633 sec): 3 clusters Score: Raw -212176.197766 + Penalty 5793.754841 = -206382.442925 nChanged 19 SP:Iteration 21Q (2254.369988 sec): 3 clusters Score: Raw -212194.800796 + Penalty 5793.754841 = -206401.045955 nChanged 19 SP:Iteration 22Q (2254.466769 sec): 3 clusters Score: Raw -212212.344970 + Penalty 5793.754841 = -206418.590129 nChanged 19 SP:Iteration 23Q (2254.553782 sec): 3 clusters Score: Raw -212233.322067 + Penalty 5793.754841 = -206439.567226 nChanged 21 SP:Iteration 24Q (2254.631464 sec): 3 clusters Score: Raw -212253.576522 + Penalty 5793.754841 = -206459.821681 nChanged 18 SP:Iteration 25Q (2254.711024 sec): 3 clusters Score: Raw -212268.441155 + Penalty 5793.754841 = -206474.686315 nChanged 11 SP:Iteration 26Q (2254.804239 sec): 3 clusters Score: Raw -212277.013148 + Penalty 5793.754841 = -206483.258308 nChanged 6 SP:Iteration 27Q (2254.899586 sec): 3 clusters Score: Raw -212281.927512 + Penalty 5793.754841 = -206488.172671 nChanged 11 SP:Iteration 28Q (2254.984017 sec): 3 clusters Score: Raw -212292.124297 + Penalty 5793.754841 = -206498.369456 nChanged 14 SP:Iteration 29Q (2255.067296 sec): 3 clusters Score: Raw -212302.905888 + Penalty 5793.754841 = -206509.151047 nChanged 17 SP:Iteration 30Q (2255.154679 sec): 3 clusters Score: Raw -212317.161523 + Penalty 5793.754841 = -206523.406682 nChanged 12 SP:Iteration 31Q (2255.246891 sec): 3 clusters Score: Raw -212326.469828 + Penalty 5793.754841 = -206532.714987 nChanged 13 SP:Iteration 32Q (2255.351689 sec): 3 clusters Score: Raw -212338.468633 + Penalty 5793.754841 = -206544.713793 nChanged 14 SP:Iteration 33Q (2255.436169 sec): 3 clusters Score: Raw -212347.839913 + Penalty 5793.754841 = -206554.085072 nChanged 15 SP:Iteration 34Q (2255.516389 sec): 3 clusters Score: Raw -212362.359843 + Penalty 5793.754841 = -206568.605003 nChanged 24 SP:Iteration 35Q (2255.601861 sec): 3 clusters Score: Raw -212392.149701 + Penalty 5793.754841 = -206598.394860 nChanged 38 SP:Iteration 36Q (2255.703112 sec): 3 clusters Score: Raw -212445.184147 + Penalty 5793.754841 = -206651.429306 nChanged 48 SP:Iteration 37Q (2255.794557 sec): 3 clusters Score: Raw -212539.640916 + Penalty 5793.754841 = -206745.886075 nChanged 73 SP:Iteration 38Q (2255.892614 sec): 3 clusters Score: Raw -212744.297493 + Penalty 5793.754841 = -206950.542652 nChanged 77 SP:Iteration 39Q (2255.973092 sec): 3 clusters Score: Raw -212992.036403 + Penalty 5793.754841 = -207198.281562 nChanged 58 SP:Iteration 40F (2256.064776 sec): 3 clusters Score: Raw -213130.947869 + Penalty 5793.754841 = -207337.193028 nChanged 48 SP:Iteration 41Q (2256.161328 sec): 3 clusters Score: Raw -213251.058448 + Penalty 5793.754841 = -207457.303607 nChanged 36 SP:Iteration 42Q (2256.239574 sec): 3 clusters Score: Raw -213334.428895 + Penalty 5793.754841 = -207540.674054 nChanged 32 SP:Iteration 43Q (2256.335609 sec): 3 clusters Score: Raw -213414.071722 + Penalty 5793.754841 = -207620.316882 nChanged 26 SP:Iteration 44Q (2256.432308 sec): 3 clusters Score: Raw -213475.634876 + Penalty 5793.754841 = -207681.880035 nChanged 19 SP:Iteration 45Q (2256.497887 sec): 3 clusters Score: Raw -213504.556252 + Penalty 5793.754841 = -207710.801411 nChanged 16 SP:Iteration 46Q (2256.586628 sec): 3 clusters Score: Raw -213531.385560 + Penalty 5793.754841 = -207737.630720 nChanged 22 SP:Iteration 47Q (2256.683867 sec): 3 clusters Score: Raw -213599.906664 + Penalty 5793.754841 = -207806.151824 nChanged 28 SP:Iteration 48Q (2256.774417 sec): 3 clusters Score: Raw -213716.175133 + Penalty 5793.754841 = -207922.420292 nChanged 31 SP:Iteration 49Q (2256.848762 sec): 3 clusters Score: Raw -213881.933336 + Penalty 5793.754841 = -208088.178496 nChanged 16 SP:Iteration 50Q (2256.943391 sec): 3 clusters Score: Raw -213922.602655 + Penalty 5793.754841 = -208128.847815 nChanged 5 SP:Iteration 51Q (2257.032666 sec): 3 clusters Score: Raw -213931.018313 + Penalty 5793.754841 = -208137.263472 nChanged 1 SP:Iteration 52Q (2257.135732 sec): 3 clusters Score: Raw -213932.138509 + Penalty 5793.754841 = -208138.383668 nChanged 0 SP:Iteration 53F (2257.222875 sec): 3 clusters Score: Raw -213932.138509 + Penalty 5793.754841 = -208138.383668 nChanged 0 Trying to split cluster 4 (6206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2257.298039 sec): 2 clusters Score: Raw -513008.649573 + Penalty 3235.677219 = -509772.972354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2257.387879 sec): 3 clusters Score: Raw -510170.716956 + Penalty 6471.354437 = -503699.362519 nChanged 2294 SP:Iteration 1F (2257.475532 sec): 3 clusters Score: Raw -511699.150971 + Penalty 6471.354437 = -505227.796534 nChanged 510 SP:Iteration 2F (2257.587241 sec): 3 clusters Score: Raw -512070.588914 + Penalty 6471.354437 = -505599.234477 nChanged 331 SP:Iteration 3F (2257.683566 sec): 3 clusters Score: Raw -512344.399419 + Penalty 6471.354437 = -505873.044982 nChanged 304 SP:Iteration 4Q (2257.794122 sec): 3 clusters Score: Raw -512618.662034 + Penalty 6471.354437 = -506147.307597 nChanged 280 SP:Iteration 5Q (2257.871187 sec): 3 clusters Score: Raw -512922.027061 + Penalty 6471.354437 = -506450.672624 nChanged 301 SP:Iteration 6Q (2257.967340 sec): 3 clusters Score: Raw -513419.441119 + Penalty 6471.354437 = -506948.086682 nChanged 353 SP:Iteration 7F (2258.091894 sec): 3 clusters Score: Raw -514044.398070 + Penalty 6471.354437 = -507573.043633 nChanged 334 SP:Iteration 8F (2258.174802 sec): 3 clusters Score: Raw -514487.521907 + Penalty 6471.354437 = -508016.167470 nChanged 276 SP:Iteration 9Q (2258.293331 sec): 3 clusters Score: Raw -514771.361058 + Penalty 6471.354437 = -508300.006621 nChanged 219 SP:Iteration 10Q (2258.384919 sec): 3 clusters Score: Raw -514967.457775 + Penalty 6471.354437 = -508496.103338 nChanged 187 SP:Iteration 11Q (2258.473824 sec): 3 clusters Score: Raw -515133.840616 + Penalty 6471.354437 = -508662.486179 nChanged 159 SP:Iteration 12Q (2258.578972 sec): 3 clusters Score: Raw -515258.735688 + Penalty 6471.354437 = -508787.381251 nChanged 144 SP:Iteration 13Q (2258.685870 sec): 3 clusters Score: Raw -515359.009150 + Penalty 6471.354437 = -508887.654713 nChanged 132 SP:Iteration 14Q (2258.783094 sec): 3 clusters Score: Raw -515455.523485 + Penalty 6471.354437 = -508984.169048 nChanged 99 SP:Iteration 15Q (2258.877562 sec): 3 clusters Score: Raw -515522.561813 + Penalty 6471.354437 = -509051.207375 nChanged 73 SP:Iteration 16Q (2258.974310 sec): 3 clusters Score: Raw -515567.815945 + Penalty 6471.354437 = -509096.461508 nChanged 59 SP:Iteration 17Q (2259.075667 sec): 3 clusters Score: Raw -515596.222258 + Penalty 6471.354437 = -509124.867821 nChanged 54 SP:Iteration 18Q (2259.164579 sec): 3 clusters Score: Raw -515629.061675 + Penalty 6471.354437 = -509157.707237 nChanged 50 SP:Iteration 19Q (2259.252185 sec): 3 clusters Score: Raw -515657.565305 + Penalty 6471.354437 = -509186.210868 nChanged 48 SP:Iteration 20F (2259.347148 sec): 3 clusters Score: Raw -515683.917163 + Penalty 6471.354437 = -509212.562726 nChanged 48 SP:Iteration 21Q (2259.461286 sec): 3 clusters Score: Raw -515711.630153 + Penalty 6471.354437 = -509240.275716 nChanged 43 SP:Iteration 22Q (2259.568114 sec): 3 clusters Score: Raw -515731.819480 + Penalty 6471.354437 = -509260.465043 nChanged 32 SP:Iteration 23Q (2259.660420 sec): 3 clusters Score: Raw -515749.402474 + Penalty 6471.354437 = -509278.048037 nChanged 34 SP:Iteration 24Q (2259.773486 sec): 3 clusters Score: Raw -515768.515780 + Penalty 6471.354437 = -509297.161342 nChanged 39 SP:Iteration 25Q (2259.876095 sec): 3 clusters Score: Raw -515788.558892 + Penalty 6471.354437 = -509317.204455 nChanged 36 SP:Iteration 26Q (2259.966758 sec): 3 clusters Score: Raw -515803.617815 + Penalty 6471.354437 = -509332.263377 nChanged 34 SP:Iteration 27Q (2260.059447 sec): 3 clusters Score: Raw -515818.454913 + Penalty 6471.354437 = -509347.100475 nChanged 38 SP:Iteration 28Q (2260.143899 sec): 3 clusters Score: Raw -515835.114433 + Penalty 6471.354437 = -509363.759996 nChanged 29 SP:Iteration 29Q (2260.245470 sec): 3 clusters Score: Raw -515847.848219 + Penalty 6471.354437 = -509376.493782 nChanged 28 SP:Iteration 30Q (2260.351647 sec): 3 clusters Score: Raw -515861.425655 + Penalty 6471.354437 = -509390.071218 nChanged 30 SP:Iteration 31Q (2260.464436 sec): 3 clusters Score: Raw -515871.520759 + Penalty 6471.354437 = -509400.166322 nChanged 25 SP:Iteration 32Q (2260.547858 sec): 3 clusters Score: Raw -515881.071495 + Penalty 6471.354437 = -509409.717057 nChanged 28 SP:Iteration 33Q (2260.660080 sec): 3 clusters Score: Raw -515894.231532 + Penalty 6471.354437 = -509422.877095 nChanged 29 SP:Iteration 34Q (2260.783066 sec): 3 clusters Score: Raw -515907.770472 + Penalty 6471.354437 = -509436.416035 nChanged 22 SP:Iteration 35Q (2260.885564 sec): 3 clusters Score: Raw -515915.874175 + Penalty 6471.354437 = -509444.519738 nChanged 21 SP:Iteration 36Q (2260.966635 sec): 3 clusters Score: Raw -515925.107855 + Penalty 6471.354437 = -509453.753418 nChanged 19 SP:Iteration 37Q (2261.073596 sec): 3 clusters Score: Raw -515935.321470 + Penalty 6471.354437 = -509463.967033 nChanged 24 SP:Iteration 38Q (2261.185092 sec): 3 clusters Score: Raw -515947.030096 + Penalty 6471.354437 = -509475.675659 nChanged 27 SP:Iteration 39Q (2261.287311 sec): 3 clusters Score: Raw -515959.603481 + Penalty 6471.354437 = -509488.249044 nChanged 22 SP:Iteration 40F (2261.386184 sec): 3 clusters Score: Raw -515968.056913 + Penalty 6471.354437 = -509496.702476 nChanged 24 SP:Iteration 41Q (2261.464835 sec): 3 clusters Score: Raw -515981.453367 + Penalty 6471.354437 = -509510.098930 nChanged 21 SP:Iteration 42Q (2261.586322 sec): 3 clusters Score: Raw -515993.466632 + Penalty 6471.354437 = -509522.112195 nChanged 18 SP:Iteration 43Q (2261.687017 sec): 3 clusters Score: Raw -516000.887846 + Penalty 6471.354437 = -509529.533409 nChanged 23 SP:Iteration 44Q (2261.773927 sec): 3 clusters Score: Raw -516011.968325 + Penalty 6471.354437 = -509540.613888 nChanged 21 SP:Iteration 45Q (2261.864852 sec): 3 clusters Score: Raw -516021.221579 + Penalty 6471.354437 = -509549.867142 nChanged 17 SP:Iteration 46Q (2261.974453 sec): 3 clusters Score: Raw -516028.148606 + Penalty 6471.354437 = -509556.794169 nChanged 12 SP:Iteration 47Q (2262.062059 sec): 3 clusters Score: Raw -516032.241876 + Penalty 6471.354437 = -509560.887438 nChanged 10 SP:Iteration 48Q (2262.161000 sec): 3 clusters Score: Raw -516036.830314 + Penalty 6471.354437 = -509565.475877 nChanged 10 SP:Iteration 49Q (2262.248008 sec): 3 clusters Score: Raw -516039.777092 + Penalty 6471.354437 = -509568.422655 nChanged 7 SP:Iteration 50Q (2262.371606 sec): 3 clusters Score: Raw -516040.963676 + Penalty 6471.354437 = -509569.609239 nChanged 5 SP:Iteration 51Q (2262.453664 sec): 3 clusters Score: Raw -516042.142407 + Penalty 6471.354437 = -509570.787970 nChanged 4 SP:Iteration 52Q (2262.553086 sec): 3 clusters Score: Raw -516043.386643 + Penalty 6471.354437 = -509572.032206 nChanged 1 SP:Iteration 53Q (2262.672163 sec): 3 clusters Score: Raw -516044.127869 + Penalty 6471.354437 = -509572.773431 nChanged 1 SP:Iteration 54Q (2262.776545 sec): 3 clusters Score: Raw -516044.769599 + Penalty 6471.354437 = -509573.415161 nChanged 0 SP:Iteration 55F (2262.887756 sec): 3 clusters Score: Raw -516044.769599 + Penalty 6471.354437 = -509573.415161 nChanged 0 Trying to split cluster 5 (2235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2262.922600 sec): 2 clusters Score: Raw -163659.318129 + Penalty 2857.294706 = -160802.023423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2263.029994 sec): 3 clusters Score: Raw -162966.618213 + Penalty 5714.589412 = -157252.028801 nChanged 650 SP:Iteration 1F (2263.116200 sec): 3 clusters Score: Raw -163717.749554 + Penalty 5714.589412 = -158003.160143 nChanged 213 SP:Iteration 2F (2263.197132 sec): 3 clusters Score: Raw -164209.525235 + Penalty 5714.589412 = -158494.935823 nChanged 172 SP:Iteration 3F (2263.283102 sec): 3 clusters Score: Raw -164569.282032 + Penalty 5714.589412 = -158854.692620 nChanged 140 SP:Iteration 4F (2263.375427 sec): 3 clusters Score: Raw -164814.433516 + Penalty 5714.589412 = -159099.844104 nChanged 92 SP:Iteration 5Q (2263.476097 sec): 3 clusters Score: Raw -164950.095412 + Penalty 5714.589412 = -159235.506000 nChanged 60 SP:Iteration 6Q (2263.568554 sec): 3 clusters Score: Raw -165047.177066 + Penalty 5714.589412 = -159332.587654 nChanged 45 SP:Iteration 7Q (2263.643788 sec): 3 clusters Score: Raw -165113.190509 + Penalty 5714.589412 = -159398.601097 nChanged 42 SP:Iteration 8Q (2263.742508 sec): 3 clusters Score: Raw -165155.161740 + Penalty 5714.589412 = -159440.572328 nChanged 19 SP:Iteration 9Q (2263.845461 sec): 3 clusters Score: Raw -165174.506883 + Penalty 5714.589412 = -159459.917471 nChanged 19 SP:Iteration 10Q (2263.913698 sec): 3 clusters Score: Raw -165191.648212 + Penalty 5714.589412 = -159477.058800 nChanged 13 SP:Iteration 11Q (2264.026632 sec): 3 clusters Score: Raw -165204.684011 + Penalty 5714.589412 = -159490.094599 nChanged 10 SP:Iteration 12Q (2264.120311 sec): 3 clusters Score: Raw -165212.655147 + Penalty 5714.589412 = -159498.065735 nChanged 11 SP:Iteration 13Q (2264.196730 sec): 3 clusters Score: Raw -165221.060350 + Penalty 5714.589412 = -159506.470938 nChanged 8 SP:Iteration 14Q (2264.318643 sec): 3 clusters Score: Raw -165229.937390 + Penalty 5714.589412 = -159515.347978 nChanged 8 SP:Iteration 15Q (2264.394175 sec): 3 clusters Score: Raw -165239.317514 + Penalty 5714.589412 = -159524.728103 nChanged 6 SP:Iteration 16Q (2264.483198 sec): 3 clusters Score: Raw -165245.605232 + Penalty 5714.589412 = -159531.015821 nChanged 2 SP:Iteration 17Q (2264.573364 sec): 3 clusters Score: Raw -165246.792525 + Penalty 5714.589412 = -159532.203113 nChanged 2 SP:Iteration 18Q (2264.654891 sec): 3 clusters Score: Raw -165248.011982 + Penalty 5714.589412 = -159533.422570 nChanged 1 SP:Iteration 19Q (2264.761384 sec): 3 clusters Score: Raw -165248.214968 + Penalty 5714.589412 = -159533.625556 nChanged 1 SP:Iteration 20F (2264.842057 sec): 3 clusters Score: Raw -165248.613266 + Penalty 5714.589412 = -159534.023854 nChanged 0 Trying to split cluster 6 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2264.888937 sec): 2 clusters Score: Raw -63303.005375 + Penalty 2577.047061 = -60725.958314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2264.997423 sec): 3 clusters Score: Raw -63270.811753 + Penalty 5154.094123 = -58116.717630 nChanged 256 SP:Iteration 1F (2265.093416 sec): 3 clusters Score: Raw -63762.657194 + Penalty 5154.094123 = -58608.563071 nChanged 84 SP:Iteration 2F (2265.188580 sec): 3 clusters Score: Raw -63964.518339 + Penalty 5154.094123 = -58810.424216 nChanged 59 SP:Iteration 3F (2265.280658 sec): 3 clusters Score: Raw -64102.647527 + Penalty 5154.094123 = -58948.553405 nChanged 31 SP:Iteration 4Q (2265.356380 sec): 3 clusters Score: Raw -64178.682911 + Penalty 5154.094123 = -59024.588788 nChanged 22 SP:Iteration 5Q (2265.445447 sec): 3 clusters Score: Raw -64218.708097 + Penalty 5154.094123 = -59064.613975 nChanged 13 SP:Iteration 6Q (2265.535174 sec): 3 clusters Score: Raw -64234.000537 + Penalty 5154.094123 = -59079.906414 nChanged 4 SP:Iteration 7Q (2265.624654 sec): 3 clusters Score: Raw -64247.879309 + Penalty 5154.094123 = -59093.785187 nChanged 2 SP:Iteration 8Q (2265.717540 sec): 3 clusters Score: Raw -64254.402931 + Penalty 5154.094123 = -59100.308809 nChanged 6 SP:Iteration 9Q (2265.802980 sec): 3 clusters Score: Raw -64273.500099 + Penalty 5154.094123 = -59119.405976 nChanged 7 SP:Iteration 10Q (2265.888666 sec): 3 clusters Score: Raw -64287.247143 + Penalty 5154.094123 = -59133.153020 nChanged 8 SP:Iteration 11Q (2265.972744 sec): 3 clusters Score: Raw -64303.795137 + Penalty 5154.094123 = -59149.701014 nChanged 9 SP:Iteration 12Q (2266.045118 sec): 3 clusters Score: Raw -64323.676337 + Penalty 5154.094123 = -59169.582214 nChanged 8 SP:Iteration 13Q (2266.112403 sec): 3 clusters Score: Raw -64338.105013 + Penalty 5154.094123 = -59184.010890 nChanged 4 SP:Iteration 14Q (2266.211585 sec): 3 clusters Score: Raw -64348.476318 + Penalty 5154.094123 = -59194.382196 nChanged 4 SP:Iteration 15Q (2266.287215 sec): 3 clusters Score: Raw -64355.905484 + Penalty 5154.094123 = -59201.811361 nChanged 3 SP:Iteration 16Q (2266.378926 sec): 3 clusters Score: Raw -64361.658410 + Penalty 5154.094123 = -59207.564287 nChanged 1 SP:Iteration 17Q (2266.444993 sec): 3 clusters Score: Raw -64366.573435 + Penalty 5154.094123 = -59212.479312 nChanged 1 SP:Iteration 18Q (2266.547299 sec): 3 clusters Score: Raw -64367.799112 + Penalty 5154.094123 = -59213.704989 nChanged 2 SP:Iteration 19Q (2266.627843 sec): 3 clusters Score: Raw -64370.695791 + Penalty 5154.094123 = -59216.601668 nChanged 2 SP:Iteration 20F (2266.722283 sec): 3 clusters Score: Raw -64375.641786 + Penalty 5154.094123 = -59221.547663 nChanged 3 SP:Iteration 21Q (2266.788682 sec): 3 clusters Score: Raw -64384.375926 + Penalty 5154.094123 = -59230.281803 nChanged 1 SP:Iteration 22Q (2266.862373 sec): 3 clusters Score: Raw -64385.145039 + Penalty 5154.094123 = -59231.050916 nChanged 0 SP:Iteration 23F (2266.957351 sec): 3 clusters Score: Raw -64385.145039 + Penalty 5154.094123 = -59231.050916 nChanged 0 Trying to split cluster 7 (4868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2267.022009 sec): 2 clusters Score: Raw -347610.210271 + Penalty 3145.707447 = -344464.502824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2267.130905 sec): 3 clusters Score: Raw -345585.363742 + Penalty 6291.414894 = -339293.948848 nChanged 1745 SP:Iteration 1F (2267.232642 sec): 3 clusters Score: Raw -346983.785632 + Penalty 6291.414894 = -340692.370737 nChanged 470 SP:Iteration 2F (2267.322956 sec): 3 clusters Score: Raw -347547.087182 + Penalty 6291.414894 = -341255.672288 nChanged 374 SP:Iteration 3F (2267.440384 sec): 3 clusters Score: Raw -348056.779664 + Penalty 6291.414894 = -341765.364769 nChanged 314 SP:Iteration 4F (2267.515898 sec): 3 clusters Score: Raw -348551.620120 + Penalty 6291.414894 = -342260.205226 nChanged 313 SP:Iteration 5F (2267.616654 sec): 3 clusters Score: Raw -349000.545724 + Penalty 6291.414894 = -342709.130830 nChanged 263 SP:Iteration 6F (2267.709414 sec): 3 clusters Score: Raw -349342.971734 + Penalty 6291.414894 = -343051.556840 nChanged 228 SP:Iteration 7Q (2267.810865 sec): 3 clusters Score: Raw -349607.187712 + Penalty 6291.414894 = -343315.772818 nChanged 169 SP:Iteration 8Q (2267.908081 sec): 3 clusters Score: Raw -349766.491044 + Penalty 6291.414894 = -343475.076150 nChanged 125 SP:Iteration 9Q (2268.019751 sec): 3 clusters Score: Raw -349874.095672 + Penalty 6291.414894 = -343582.680777 nChanged 86 SP:Iteration 10Q (2268.105558 sec): 3 clusters Score: Raw -349945.653111 + Penalty 6291.414894 = -343654.238217 nChanged 79 SP:Iteration 11Q (2268.219510 sec): 3 clusters Score: Raw -350006.952923 + Penalty 6291.414894 = -343715.538029 nChanged 70 SP:Iteration 12Q (2268.302387 sec): 3 clusters Score: Raw -350059.965281 + Penalty 6291.414894 = -343768.550387 nChanged 61 SP:Iteration 13Q (2268.417847 sec): 3 clusters Score: Raw -350102.634189 + Penalty 6291.414894 = -343811.219294 nChanged 54 SP:Iteration 14Q (2268.517418 sec): 3 clusters Score: Raw -350138.086500 + Penalty 6291.414894 = -343846.671605 nChanged 34 SP:Iteration 15Q (2268.612263 sec): 3 clusters Score: Raw -350158.853735 + Penalty 6291.414894 = -343867.438841 nChanged 30 SP:Iteration 16Q (2268.697274 sec): 3 clusters Score: Raw -350174.143421 + Penalty 6291.414894 = -343882.728526 nChanged 21 SP:Iteration 17Q (2268.785093 sec): 3 clusters Score: Raw -350184.728181 + Penalty 6291.414894 = -343893.313286 nChanged 23 SP:Iteration 18Q (2268.891302 sec): 3 clusters Score: Raw -350197.490098 + Penalty 6291.414894 = -343906.075204 nChanged 26 SP:Iteration 19Q (2268.984418 sec): 3 clusters Score: Raw -350216.941424 + Penalty 6291.414894 = -343925.526530 nChanged 26 SP:Iteration 20F (2269.068006 sec): 3 clusters Score: Raw -350230.411630 + Penalty 6291.414894 = -343938.996735 nChanged 21 SP:Iteration 21Q (2269.164910 sec): 3 clusters Score: Raw -350240.497647 + Penalty 6291.414894 = -343949.082752 nChanged 16 SP:Iteration 22Q (2269.263959 sec): 3 clusters Score: Raw -350248.137833 + Penalty 6291.414894 = -343956.722939 nChanged 12 SP:Iteration 23Q (2269.355897 sec): 3 clusters Score: Raw -350252.510593 + Penalty 6291.414894 = -343961.095698 nChanged 6 SP:Iteration 24Q (2269.445195 sec): 3 clusters Score: Raw -350254.682147 + Penalty 6291.414894 = -343963.267253 nChanged 6 SP:Iteration 25Q (2269.543779 sec): 3 clusters Score: Raw -350257.432338 + Penalty 6291.414894 = -343966.017444 nChanged 5 SP:Iteration 26Q (2269.630686 sec): 3 clusters Score: Raw -350259.719202 + Penalty 6291.414894 = -343968.304307 nChanged 5 SP:Iteration 27Q (2269.715021 sec): 3 clusters Score: Raw -350261.614270 + Penalty 6291.414894 = -343970.199376 nChanged 2 SP:Iteration 28Q (2269.798706 sec): 3 clusters Score: Raw -350262.719957 + Penalty 6291.414894 = -343971.305062 nChanged 3 SP:Iteration 29Q (2269.911715 sec): 3 clusters Score: Raw -350263.420115 + Penalty 6291.414894 = -343972.005220 nChanged 1 SP:Iteration 30Q (2270.008081 sec): 3 clusters Score: Raw -350264.091819 + Penalty 6291.414894 = -343972.676924 nChanged 1 SP:Iteration 31Q (2270.092002 sec): 3 clusters Score: Raw -350264.614949 + Penalty 6291.414894 = -343973.200055 nChanged 2 SP:Iteration 32Q (2270.188955 sec): 3 clusters Score: Raw -350265.612559 + Penalty 6291.414894 = -343974.197665 nChanged 3 SP:Iteration 33Q (2270.279687 sec): 3 clusters Score: Raw -350266.678854 + Penalty 6291.414894 = -343975.263960 nChanged 2 SP:Iteration 34Q (2270.372598 sec): 3 clusters Score: Raw -350267.172320 + Penalty 6291.414894 = -343975.757426 nChanged 0 SP:Iteration 35F (2270.475173 sec): 3 clusters Score: Raw -350267.172320 + Penalty 6291.414894 = -343975.757426 nChanged 0 Trying to split cluster 8 (1829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2270.531818 sec): 2 clusters Score: Raw -116411.208903 + Penalty 2783.019882 = -113628.189021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2270.628850 sec): 3 clusters Score: Raw -116041.081754 + Penalty 5566.039764 = -110475.041989 nChanged 538 SP:Iteration 1F (2270.707583 sec): 3 clusters Score: Raw -116774.063370 + Penalty 5566.039764 = -111208.023606 nChanged 182 SP:Iteration 2F (2270.802113 sec): 3 clusters Score: Raw -117098.651145 + Penalty 5566.039764 = -111532.611380 nChanged 95 SP:Iteration 3F (2270.901220 sec): 3 clusters Score: Raw -117271.824118 + Penalty 5566.039764 = -111705.784354 nChanged 68 SP:Iteration 4Q (2270.984087 sec): 3 clusters Score: Raw -117410.698463 + Penalty 5566.039764 = -111844.658699 nChanged 60 SP:Iteration 5Q (2271.071833 sec): 3 clusters Score: Raw -117559.417555 + Penalty 5566.039764 = -111993.377791 nChanged 65 SP:Iteration 6Q (2271.155180 sec): 3 clusters Score: Raw -117700.443443 + Penalty 5566.039764 = -112134.403679 nChanged 49 SP:Iteration 7Q (2271.241841 sec): 3 clusters Score: Raw -117807.493753 + Penalty 5566.039764 = -112241.453989 nChanged 50 SP:Iteration 8Q (2271.341815 sec): 3 clusters Score: Raw -117893.297560 + Penalty 5566.039764 = -112327.257796 nChanged 39 SP:Iteration 9Q (2271.433550 sec): 3 clusters Score: Raw -117987.513598 + Penalty 5566.039764 = -112421.473833 nChanged 31 SP:Iteration 10Q (2271.516274 sec): 3 clusters Score: Raw -118035.185102 + Penalty 5566.039764 = -112469.145337 nChanged 29 SP:Iteration 11Q (2271.606822 sec): 3 clusters Score: Raw -118089.016078 + Penalty 5566.039764 = -112522.976314 nChanged 29 SP:Iteration 12Q (2271.700337 sec): 3 clusters Score: Raw -118136.290993 + Penalty 5566.039764 = -112570.251228 nChanged 22 SP:Iteration 13Q (2271.793798 sec): 3 clusters Score: Raw -118172.007307 + Penalty 5566.039764 = -112605.967542 nChanged 20 SP:Iteration 14Q (2271.868529 sec): 3 clusters Score: Raw -118203.816311 + Penalty 5566.039764 = -112637.776546 nChanged 19 SP:Iteration 15Q (2271.950488 sec): 3 clusters Score: Raw -118242.869332 + Penalty 5566.039764 = -112676.829567 nChanged 18 SP:Iteration 16Q (2272.034466 sec): 3 clusters Score: Raw -118278.968368 + Penalty 5566.039764 = -112712.928603 nChanged 12 SP:Iteration 17Q (2272.109157 sec): 3 clusters Score: Raw -118293.794332 + Penalty 5566.039764 = -112727.754568 nChanged 6 SP:Iteration 18Q (2272.189172 sec): 3 clusters Score: Raw -118318.465768 + Penalty 5566.039764 = -112752.426003 nChanged 8 SP:Iteration 19Q (2272.292949 sec): 3 clusters Score: Raw -118330.439902 + Penalty 5566.039764 = -112764.400138 nChanged 8 SP:Iteration 20F (2272.374940 sec): 3 clusters Score: Raw -118341.208501 + Penalty 5566.039764 = -112775.168736 nChanged 4 SP:Iteration 21Q (2272.459026 sec): 3 clusters Score: Raw -118345.117035 + Penalty 5566.039764 = -112779.077271 nChanged 3 SP:Iteration 22Q (2272.560680 sec): 3 clusters Score: Raw -118347.584252 + Penalty 5566.039764 = -112781.544487 nChanged 3 SP:Iteration 23Q (2272.654173 sec): 3 clusters Score: Raw -118350.503924 + Penalty 5566.039764 = -112784.464159 nChanged 0 SP:Iteration 24F (2272.744594 sec): 3 clusters Score: Raw -118350.503924 + Penalty 5566.039764 = -112784.464159 nChanged 0 Trying to split cluster 10 (3307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2272.795429 sec): 2 clusters Score: Raw -251939.825719 + Penalty 3002.456682 = -248937.369037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2272.891553 sec): 3 clusters Score: Raw -250650.405694 + Penalty 6004.913364 = -244645.492330 nChanged 1131 SP:Iteration 1F (2272.981801 sec): 3 clusters Score: Raw -251896.248776 + Penalty 6004.913364 = -245891.335412 nChanged 363 SP:Iteration 2F (2273.065305 sec): 3 clusters Score: Raw -252681.886066 + Penalty 6004.913364 = -246676.972701 nChanged 309 SP:Iteration 3F (2273.156150 sec): 3 clusters Score: Raw -253274.402086 + Penalty 6004.913364 = -247269.488722 nChanged 241 SP:Iteration 4F (2273.239476 sec): 3 clusters Score: Raw -253733.692820 + Penalty 6004.913364 = -247728.779455 nChanged 166 SP:Iteration 5F (2273.334600 sec): 3 clusters Score: Raw -254057.507453 + Penalty 6004.913364 = -248052.594088 nChanged 129 SP:Iteration 6Q (2273.433789 sec): 3 clusters Score: Raw -254276.249054 + Penalty 6004.913364 = -248271.335690 nChanged 98 SP:Iteration 7Q (2273.529990 sec): 3 clusters Score: Raw -254415.565625 + Penalty 6004.913364 = -248410.652261 nChanged 77 SP:Iteration 8Q (2273.603892 sec): 3 clusters Score: Raw -254484.740724 + Penalty 6004.913364 = -248479.827360 nChanged 47 SP:Iteration 9Q (2273.706014 sec): 3 clusters Score: Raw -254531.740761 + Penalty 6004.913364 = -248526.827397 nChanged 37 SP:Iteration 10Q (2273.777342 sec): 3 clusters Score: Raw -254569.958520 + Penalty 6004.913364 = -248565.045155 nChanged 34 SP:Iteration 11Q (2273.887912 sec): 3 clusters Score: Raw -254602.847178 + Penalty 6004.913364 = -248597.933814 nChanged 26 SP:Iteration 12Q (2273.965195 sec): 3 clusters Score: Raw -254627.493376 + Penalty 6004.913364 = -248622.580011 nChanged 29 SP:Iteration 13Q (2274.061765 sec): 3 clusters Score: Raw -254652.571709 + Penalty 6004.913364 = -248647.658345 nChanged 21 SP:Iteration 14Q (2274.164472 sec): 3 clusters Score: Raw -254678.382726 + Penalty 6004.913364 = -248673.469362 nChanged 24 SP:Iteration 15Q (2274.235706 sec): 3 clusters Score: Raw -254701.896975 + Penalty 6004.913364 = -248696.983610 nChanged 19 SP:Iteration 16Q (2274.340424 sec): 3 clusters Score: Raw -254717.858682 + Penalty 6004.913364 = -248712.945318 nChanged 9 SP:Iteration 17Q (2274.413372 sec): 3 clusters Score: Raw -254724.992387 + Penalty 6004.913364 = -248720.079023 nChanged 7 SP:Iteration 18Q (2274.517542 sec): 3 clusters Score: Raw -254728.382503 + Penalty 6004.913364 = -248723.469139 nChanged 4 SP:Iteration 19Q (2274.604723 sec): 3 clusters Score: Raw -254730.155603 + Penalty 6004.913364 = -248725.242239 nChanged 3 SP:Iteration 20F (2274.696005 sec): 3 clusters Score: Raw -254731.203891 + Penalty 6004.913364 = -248726.290527 nChanged 1 SP:Iteration 21Q (2274.768336 sec): 3 clusters Score: Raw -254732.043793 + Penalty 6004.913364 = -248727.130429 nChanged 2 SP:Iteration 22Q (2274.858777 sec): 3 clusters Score: Raw -254733.640373 + Penalty 6004.913364 = -248728.727009 nChanged 5 SP:Iteration 23Q (2274.957921 sec): 3 clusters Score: Raw -254736.754342 + Penalty 6004.913364 = -248731.840977 nChanged 4 SP:Iteration 24Q (2275.030743 sec): 3 clusters Score: Raw -254740.606123 + Penalty 6004.913364 = -248735.692759 nChanged 5 SP:Iteration 25Q (2275.137486 sec): 3 clusters Score: Raw -254743.089603 + Penalty 6004.913364 = -248738.176239 nChanged 3 SP:Iteration 26Q (2275.215543 sec): 3 clusters Score: Raw -254746.312092 + Penalty 6004.913364 = -248741.398728 nChanged 6 SP:Iteration 27Q (2275.325205 sec): 3 clusters Score: Raw -254749.444290 + Penalty 6004.913364 = -248744.530926 nChanged 4 SP:Iteration 28Q (2275.401408 sec): 3 clusters Score: Raw -254752.731376 + Penalty 6004.913364 = -248747.818012 nChanged 3 SP:Iteration 29Q (2275.502988 sec): 3 clusters Score: Raw -254755.621966 + Penalty 6004.913364 = -248750.708602 nChanged 4 SP:Iteration 30Q (2275.570752 sec): 3 clusters Score: Raw -254759.327128 + Penalty 6004.913364 = -248754.413763 nChanged 3 SP:Iteration 31Q (2275.668647 sec): 3 clusters Score: Raw -254761.083119 + Penalty 6004.913364 = -248756.169754 nChanged 2 SP:Iteration 32Q (2275.771023 sec): 3 clusters Score: Raw -254762.293581 + Penalty 6004.913364 = -248757.380217 nChanged 1 SP:Iteration 33Q (2275.856088 sec): 3 clusters Score: Raw -254762.700670 + Penalty 6004.913364 = -248757.787306 nChanged 0 SP:Iteration 34F (2275.946658 sec): 3 clusters Score: Raw -254762.700670 + Penalty 6004.913364 = -248757.787306 nChanged 0 Iteration 20F (2276.777426 sec): 11 clusters Score: Raw -3277601.791095 + Penalty 39348.401417 = -3238253.389677 nChanged 973 Iteration 21Q (2277.414297 sec): 11 clusters Score: Raw -3278606.298106 + Penalty 39348.401417 = -3239257.896689 nChanged 714 Iteration 22Q (2278.044515 sec): 11 clusters Score: Raw -3279328.578637 + Penalty 39348.401417 = -3239980.177220 nChanged 605 Iteration 23Q (2278.682036 sec): 11 clusters Score: Raw -3279884.659736 + Penalty 39348.401417 = -3240536.258319 nChanged 516 Iteration 24Q (2279.352247 sec): 11 clusters Score: Raw -3280264.212468 + Penalty 39348.401417 = -3240915.811051 nChanged 455 Iteration 25Q (2279.978554 sec): 11 clusters Score: Raw -3280583.764929 + Penalty 39348.401417 = -3241235.363512 nChanged 394 Iteration 26Q (2280.613323 sec): 11 clusters Score: Raw -3280855.607495 + Penalty 39348.401417 = -3241507.206078 nChanged 364 Iteration 27Q (2281.231515 sec): 11 clusters Score: Raw -3281120.581756 + Penalty 39348.401417 = -3241772.180338 nChanged 323 Iteration 28Q (2281.855311 sec): 11 clusters Score: Raw -3281353.059757 + Penalty 39348.401417 = -3242004.658340 nChanged 301 Iteration 29Q (2282.469445 sec): 11 clusters Score: Raw -3281556.813947 + Penalty 39348.401417 = -3242208.412529 nChanged 243 Iteration 30Q (2283.123112 sec): 11 clusters Score: Raw -3281726.895360 + Penalty 39348.401417 = -3242378.493943 nChanged 210 Iteration 31Q (2283.801291 sec): 11 clusters Score: Raw -3281838.582834 + Penalty 39348.401417 = -3242490.181417 nChanged 189 Iteration 32Q (2284.407824 sec): 11 clusters Score: Raw -3281931.122631 + Penalty 39348.401417 = -3242582.721214 nChanged 156 Iteration 33Q (2285.027136 sec): 11 clusters Score: Raw -3281992.065345 + Penalty 39348.401417 = -3242643.663928 nChanged 150 Iteration 34Q (2285.640793 sec): 11 clusters Score: Raw -3282055.608105 + Penalty 39348.401417 = -3242707.206687 nChanged 120 Iteration 35Q (2286.265651 sec): 11 clusters Score: Raw -3282116.409732 + Penalty 39348.401417 = -3242768.008315 nChanged 119 Iteration 36Q (2286.947310 sec): 11 clusters Score: Raw -3282186.797445 + Penalty 39348.401417 = -3242838.396028 nChanged 113 Iteration 37Q (2287.591824 sec): 11 clusters Score: Raw -3282284.986355 + Penalty 39348.401417 = -3242936.584938 nChanged 140 Iteration 38Q (2288.217076 sec): 11 clusters Score: Raw -3282403.388665 + Penalty 39348.401417 = -3243054.987248 nChanged 160 Iteration 39Q (2288.843842 sec): 11 clusters Score: Raw -3282546.466480 + Penalty 39348.401417 = -3243198.065062 nChanged 166 Iteration 40F (2289.698276 sec): 11 clusters Score: Raw -3282789.919137 + Penalty 39348.401417 = -3243441.517720 nChanged 241 Iteration 41Q (2290.340088 sec): 11 clusters Score: Raw -3282989.765866 + Penalty 39348.401417 = -3243641.364449 nChanged 187 Iteration 42Q (2290.966485 sec): 11 clusters Score: Raw -3283120.121329 + Penalty 39348.401417 = -3243771.719911 nChanged 162 Iteration 43Q (2291.640826 sec): 11 clusters Score: Raw -3283204.569859 + Penalty 39348.401417 = -3243856.168442 nChanged 137 Iteration 44Q (2292.246197 sec): 11 clusters Score: Raw -3283258.254145 + Penalty 39348.401417 = -3243909.852728 nChanged 123 Iteration 45Q (2292.894768 sec): 11 clusters Score: Raw -3283300.693342 + Penalty 39348.401417 = -3243952.291925 nChanged 89 Iteration 46Q (2293.548749 sec): 11 clusters Score: Raw -3283330.245462 + Penalty 39348.401417 = -3243981.844045 nChanged 73 Iteration 47Q (2294.202982 sec): 11 clusters Score: Raw -3283351.800682 + Penalty 39348.401417 = -3244003.399265 nChanged 55 Iteration 48Q (2294.873729 sec): 11 clusters Score: Raw -3283369.617300 + Penalty 39348.401417 = -3244021.215883 nChanged 54 Iteration 49Q (2295.558573 sec): 11 clusters Score: Raw -3283384.335060 + Penalty 39348.401417 = -3244035.933643 nChanged 49 Iteration 50Q (2296.216388 sec): 11 clusters Score: Raw -3283397.345296 + Penalty 39348.401417 = -3244048.943879 nChanged 45 Iteration 51Q (2296.837271 sec): 11 clusters Score: Raw -3283410.372679 + Penalty 39348.401417 = -3244061.971262 nChanged 44 Iteration 52Q (2297.491571 sec): 11 clusters Score: Raw -3283420.373724 + Penalty 39348.401417 = -3244071.972307 nChanged 28 Iteration 53Q (2298.149451 sec): 11 clusters Score: Raw -3283426.164877 + Penalty 39348.401417 = -3244077.763460 nChanged 24 Iteration 54Q (2298.797308 sec): 11 clusters Score: Raw -3283432.181897 + Penalty 39348.401417 = -3244083.780479 nChanged 22 Iteration 55Q (2299.447971 sec): 11 clusters Score: Raw -3283437.543893 + Penalty 39348.401417 = -3244089.142476 nChanged 18 Iteration 56Q (2300.090995 sec): 11 clusters Score: Raw -3283442.053047 + Penalty 39348.401417 = -3244093.651630 nChanged 23 Iteration 57Q (2300.742114 sec): 11 clusters Score: Raw -3283447.338179 + Penalty 39348.401417 = -3244098.936761 nChanged 20 Iteration 58Q (2301.377185 sec): 11 clusters Score: Raw -3283452.274064 + Penalty 39348.401417 = -3244103.872647 nChanged 16 Writing temp clu file Because OldScore, -3244098.936761, is greater than current (better) Score,-3244103.872647 Compute initial score before splitting: Score: Raw -3283452.274064 + Penalty 39348.401417 = -3244103.872647 Trying to split cluster 1 (9680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2301.483190 sec): 2 clusters Score: Raw -855985.789641 + Penalty 3400.381265 = -852585.408375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2301.601686 sec): 3 clusters Score: Raw -851126.430817 + Penalty 6800.762531 = -844325.668287 nChanged 3794 SP:Iteration 1F (2301.719480 sec): 3 clusters Score: Raw -853443.222698 + Penalty 6800.762531 = -846642.460167 nChanged 816 SP:Iteration 2F (2301.862545 sec): 3 clusters Score: Raw -854172.164942 + Penalty 6800.762531 = -847371.402411 nChanged 684 SP:Iteration 3F (2301.965412 sec): 3 clusters Score: Raw -854801.593968 + Penalty 6800.762531 = -848000.831438 nChanged 635 SP:Iteration 4F (2302.080846 sec): 3 clusters Score: Raw -855384.800914 + Penalty 6800.762531 = -848584.038383 nChanged 622 SP:Iteration 5F (2302.190495 sec): 3 clusters Score: Raw -855975.627437 + Penalty 6800.762531 = -849174.864906 nChanged 605 SP:Iteration 6F (2302.301887 sec): 3 clusters Score: Raw -856516.655396 + Penalty 6800.762531 = -849715.892865 nChanged 525 SP:Iteration 7F (2302.423552 sec): 3 clusters Score: Raw -856968.166432 + Penalty 6800.762531 = -850167.403901 nChanged 464 SP:Iteration 8Q (2302.525239 sec): 3 clusters Score: Raw -857310.140087 + Penalty 6800.762531 = -850509.377557 nChanged 319 SP:Iteration 9Q (2302.631479 sec): 3 clusters Score: Raw -857526.944426 + Penalty 6800.762531 = -850726.181896 nChanged 264 SP:Iteration 10Q (2302.754284 sec): 3 clusters Score: Raw -857700.413117 + Penalty 6800.762531 = -850899.650586 nChanged 222 SP:Iteration 11Q (2302.859606 sec): 3 clusters Score: Raw -857838.103312 + Penalty 6800.762531 = -851037.340781 nChanged 195 SP:Iteration 12Q (2302.989951 sec): 3 clusters Score: Raw -857949.631315 + Penalty 6800.762531 = -851148.868784 nChanged 147 SP:Iteration 13Q (2303.103682 sec): 3 clusters Score: Raw -858047.641074 + Penalty 6800.762531 = -851246.878543 nChanged 147 SP:Iteration 14Q (2303.211056 sec): 3 clusters Score: Raw -858151.798906 + Penalty 6800.762531 = -851351.036375 nChanged 141 SP:Iteration 15Q (2303.306015 sec): 3 clusters Score: Raw -858249.392212 + Penalty 6800.762531 = -851448.629681 nChanged 139 SP:Iteration 16Q (2303.420854 sec): 3 clusters Score: Raw -858350.502240 + Penalty 6800.762531 = -851549.739709 nChanged 112 SP:Iteration 17Q (2303.534487 sec): 3 clusters Score: Raw -858426.808460 + Penalty 6800.762531 = -851626.045929 nChanged 95 SP:Iteration 18Q (2303.652742 sec): 3 clusters Score: Raw -858501.421954 + Penalty 6800.762531 = -851700.659423 nChanged 106 SP:Iteration 19Q (2303.777533 sec): 3 clusters Score: Raw -858582.223550 + Penalty 6800.762531 = -851781.461020 nChanged 92 SP:Iteration 20F (2303.915948 sec): 3 clusters Score: Raw -858654.946123 + Penalty 6800.762531 = -851854.183592 nChanged 89 SP:Iteration 21Q (2304.042397 sec): 3 clusters Score: Raw -858712.581266 + Penalty 6800.762531 = -851911.818735 nChanged 80 SP:Iteration 22Q (2304.156992 sec): 3 clusters Score: Raw -858757.841207 + Penalty 6800.762531 = -851957.078676 nChanged 70 SP:Iteration 23Q (2304.250220 sec): 3 clusters Score: Raw -858793.912044 + Penalty 6800.762531 = -851993.149513 nChanged 52 SP:Iteration 24Q (2304.348364 sec): 3 clusters Score: Raw -858815.920384 + Penalty 6800.762531 = -852015.157853 nChanged 30 SP:Iteration 25Q (2304.465910 sec): 3 clusters Score: Raw -858827.211966 + Penalty 6800.762531 = -852026.449435 nChanged 26 SP:Iteration 26Q (2304.585957 sec): 3 clusters Score: Raw -858838.472501 + Penalty 6800.762531 = -852037.709971 nChanged 21 SP:Iteration 27Q (2304.712881 sec): 3 clusters Score: Raw -858845.706059 + Penalty 6800.762531 = -852044.943528 nChanged 15 SP:Iteration 28Q (2304.828168 sec): 3 clusters Score: Raw -858850.992000 + Penalty 6800.762531 = -852050.229469 nChanged 15 SP:Iteration 29Q (2304.933596 sec): 3 clusters Score: Raw -858856.674557 + Penalty 6800.762531 = -852055.912026 nChanged 10 SP:Iteration 30Q (2305.051530 sec): 3 clusters Score: Raw -858859.876759 + Penalty 6800.762531 = -852059.114229 nChanged 8 SP:Iteration 31Q (2305.210720 sec): 3 clusters Score: Raw -858862.224044 + Penalty 6800.762531 = -852061.461514 nChanged 10 SP:Iteration 32Q (2305.335350 sec): 3 clusters Score: Raw -858865.574287 + Penalty 6800.762531 = -852064.811756 nChanged 6 SP:Iteration 33Q (2305.459816 sec): 3 clusters Score: Raw -858867.721324 + Penalty 6800.762531 = -852066.958794 nChanged 4 SP:Iteration 34Q (2305.603930 sec): 3 clusters Score: Raw -858868.417456 + Penalty 6800.762531 = -852067.654926 nChanged 3 SP:Iteration 35Q (2305.747710 sec): 3 clusters Score: Raw -858869.035434 + Penalty 6800.762531 = -852068.272903 nChanged 2 SP:Iteration 36Q (2305.879562 sec): 3 clusters Score: Raw -858869.749501 + Penalty 6800.762531 = -852068.986970 nChanged 3 SP:Iteration 37Q (2306.030464 sec): 3 clusters Score: Raw -858871.054473 + Penalty 6800.762531 = -852070.291943 nChanged 1 SP:Iteration 38Q (2306.170140 sec): 3 clusters Score: Raw -858871.295836 + Penalty 6800.762531 = -852070.533305 nChanged 2 SP:Iteration 39Q (2306.322147 sec): 3 clusters Score: Raw -858871.641293 + Penalty 6800.762531 = -852070.878762 nChanged 2 SP:Iteration 40F (2306.463184 sec): 3 clusters Score: Raw -858872.168562 + Penalty 6800.762531 = -852071.406031 nChanged 7 SP:Iteration 41Q (2306.599509 sec): 3 clusters Score: Raw -858874.506340 + Penalty 6800.762531 = -852073.743810 nChanged 6 SP:Iteration 42Q (2306.711500 sec): 3 clusters Score: Raw -858876.074890 + Penalty 6800.762531 = -852075.312359 nChanged 7 SP:Iteration 43Q (2306.849059 sec): 3 clusters Score: Raw -858878.371848 + Penalty 6800.762531 = -852077.609318 nChanged 1 SP:Iteration 44Q (2306.985781 sec): 3 clusters Score: Raw -858878.689364 + Penalty 6800.762531 = -852077.926834 nChanged 1 SP:Iteration 45Q (2307.109927 sec): 3 clusters Score: Raw -858878.854426 + Penalty 6800.762531 = -852078.091895 nChanged 0 SP:Iteration 46F (2307.256831 sec): 3 clusters Score: Raw -858878.854426 + Penalty 6800.762531 = -852078.091895 nChanged 0 Trying to split cluster 2 (4007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2307.300590 sec): 2 clusters Score: Raw -348446.550756 + Penalty 3073.593200 = -345372.957556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2307.427461 sec): 3 clusters Score: Raw -346797.747966 + Penalty 6147.186400 = -340650.561566 nChanged 1346 SP:Iteration 1F (2307.528146 sec): 3 clusters Score: Raw -347733.903336 + Penalty 6147.186400 = -341586.716937 nChanged 298 SP:Iteration 2F (2307.647269 sec): 3 clusters Score: Raw -347982.240296 + Penalty 6147.186400 = -341835.053896 nChanged 193 SP:Iteration 3Q (2307.764044 sec): 3 clusters Score: Raw -348156.802522 + Penalty 6147.186400 = -342009.616122 nChanged 172 SP:Iteration 4Q (2307.893315 sec): 3 clusters Score: Raw -348324.849251 + Penalty 6147.186400 = -342177.662851 nChanged 174 SP:Iteration 5Q (2308.026341 sec): 3 clusters Score: Raw -348510.869293 + Penalty 6147.186400 = -342363.682893 nChanged 176 SP:Iteration 6Q (2308.131173 sec): 3 clusters Score: Raw -348715.301517 + Penalty 6147.186400 = -342568.115117 nChanged 176 SP:Iteration 7Q (2308.261387 sec): 3 clusters Score: Raw -348931.112941 + Penalty 6147.186400 = -342783.926541 nChanged 182 SP:Iteration 8Q (2308.391150 sec): 3 clusters Score: Raw -349134.795877 + Penalty 6147.186400 = -342987.609477 nChanged 135 SP:Iteration 9Q (2308.499952 sec): 3 clusters Score: Raw -349281.422554 + Penalty 6147.186400 = -343134.236154 nChanged 134 SP:Iteration 10Q (2308.636052 sec): 3 clusters Score: Raw -349460.319181 + Penalty 6147.186400 = -343313.132781 nChanged 139 SP:Iteration 11Q (2308.760125 sec): 3 clusters Score: Raw -349719.431048 + Penalty 6147.186400 = -343572.244648 nChanged 148 SP:Iteration 12Q (2308.876155 sec): 3 clusters Score: Raw -350045.967383 + Penalty 6147.186400 = -343898.780983 nChanged 129 SP:Iteration 13Q (2308.992311 sec): 3 clusters Score: Raw -350286.050707 + Penalty 6147.186400 = -344138.864307 nChanged 96 SP:Iteration 14Q (2309.117192 sec): 3 clusters Score: Raw -350415.953766 + Penalty 6147.186400 = -344268.767366 nChanged 75 SP:Iteration 15Q (2309.222594 sec): 3 clusters Score: Raw -350507.409231 + Penalty 6147.186400 = -344360.222831 nChanged 49 SP:Iteration 16Q (2309.349271 sec): 3 clusters Score: Raw -350556.324968 + Penalty 6147.186400 = -344409.138568 nChanged 26 SP:Iteration 17Q (2309.494002 sec): 3 clusters Score: Raw -350581.526562 + Penalty 6147.186400 = -344434.340162 nChanged 21 SP:Iteration 18Q (2309.604235 sec): 3 clusters Score: Raw -350603.008746 + Penalty 6147.186400 = -344455.822346 nChanged 20 SP:Iteration 19Q (2309.730592 sec): 3 clusters Score: Raw -350621.670443 + Penalty 6147.186400 = -344474.484043 nChanged 25 SP:Iteration 20F (2309.861049 sec): 3 clusters Score: Raw -350650.365697 + Penalty 6147.186400 = -344503.179297 nChanged 34 SP:Iteration 21Q (2309.951515 sec): 3 clusters Score: Raw -350692.302452 + Penalty 6147.186400 = -344545.116052 nChanged 37 SP:Iteration 22Q (2310.107058 sec): 3 clusters Score: Raw -350750.899173 + Penalty 6147.186400 = -344603.712773 nChanged 55 SP:Iteration 23Q (2310.204517 sec): 3 clusters Score: Raw -350860.980285 + Penalty 6147.186400 = -344713.793885 nChanged 80 SP:Iteration 24Q (2310.354022 sec): 3 clusters Score: Raw -351043.389847 + Penalty 6147.186400 = -344896.203447 nChanged 73 SP:Iteration 25Q (2310.447914 sec): 3 clusters Score: Raw -351177.729510 + Penalty 6147.186400 = -345030.543110 nChanged 65 SP:Iteration 26Q (2310.581708 sec): 3 clusters Score: Raw -351276.683861 + Penalty 6147.186400 = -345129.497461 nChanged 40 SP:Iteration 27Q (2310.718705 sec): 3 clusters Score: Raw -351328.723180 + Penalty 6147.186400 = -345181.536780 nChanged 22 SP:Iteration 28Q (2310.845643 sec): 3 clusters Score: Raw -351353.528714 + Penalty 6147.186400 = -345206.342314 nChanged 17 SP:Iteration 29Q (2310.960929 sec): 3 clusters Score: Raw -351370.690982 + Penalty 6147.186400 = -345223.504582 nChanged 12 SP:Iteration 30Q (2311.066482 sec): 3 clusters Score: Raw -351387.270688 + Penalty 6147.186400 = -345240.084288 nChanged 14 SP:Iteration 31Q (2311.202781 sec): 3 clusters Score: Raw -351403.556030 + Penalty 6147.186400 = -345256.369630 nChanged 11 SP:Iteration 32Q (2311.334754 sec): 3 clusters Score: Raw -351414.346395 + Penalty 6147.186400 = -345267.159995 nChanged 5 SP:Iteration 33Q (2311.465270 sec): 3 clusters Score: Raw -351419.360648 + Penalty 6147.186400 = -345272.174248 nChanged 7 SP:Iteration 34Q (2311.578610 sec): 3 clusters Score: Raw -351425.014335 + Penalty 6147.186400 = -345277.827935 nChanged 4 SP:Iteration 35Q (2311.672711 sec): 3 clusters Score: Raw -351428.546230 + Penalty 6147.186400 = -345281.359830 nChanged 3 SP:Iteration 36Q (2311.822285 sec): 3 clusters Score: Raw -351430.644246 + Penalty 6147.186400 = -345283.457846 nChanged 2 SP:Iteration 37Q (2311.930347 sec): 3 clusters Score: Raw -351431.953788 + Penalty 6147.186400 = -345284.767388 nChanged 0 SP:Iteration 38F (2312.050998 sec): 3 clusters Score: Raw -351431.953788 + Penalty 6147.186400 = -345284.767388 nChanged 0 Trying to split cluster 3 (2310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2312.121636 sec): 2 clusters Score: Raw -197127.045609 + Penalty 2869.523539 = -194257.522070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2312.211719 sec): 3 clusters Score: Raw -196398.483908 + Penalty 5739.047077 = -190659.436831 nChanged 691 SP:Iteration 1F (2312.350083 sec): 3 clusters Score: Raw -197001.183492 + Penalty 5739.047077 = -191262.136415 nChanged 178 SP:Iteration 2F (2312.465407 sec): 3 clusters Score: Raw -197193.981039 + Penalty 5739.047077 = -191454.933961 nChanged 109 SP:Iteration 3Q (2312.564330 sec): 3 clusters Score: Raw -197325.922431 + Penalty 5739.047077 = -191586.875354 nChanged 82 SP:Iteration 4Q (2312.698487 sec): 3 clusters Score: Raw -197434.720235 + Penalty 5739.047077 = -191695.673157 nChanged 68 SP:Iteration 5Q (2312.809487 sec): 3 clusters Score: Raw -197512.785006 + Penalty 5739.047077 = -191773.737928 nChanged 54 SP:Iteration 6Q (2312.912619 sec): 3 clusters Score: Raw -197561.073510 + Penalty 5739.047077 = -191822.026432 nChanged 44 SP:Iteration 7Q (2313.025024 sec): 3 clusters Score: Raw -197607.842199 + Penalty 5739.047077 = -191868.795121 nChanged 30 SP:Iteration 8Q (2313.147262 sec): 3 clusters Score: Raw -197646.233859 + Penalty 5739.047077 = -191907.186781 nChanged 31 SP:Iteration 9Q (2313.244166 sec): 3 clusters Score: Raw -197684.663124 + Penalty 5739.047077 = -191945.616047 nChanged 37 SP:Iteration 10Q (2313.386817 sec): 3 clusters Score: Raw -197739.477635 + Penalty 5739.047077 = -192000.430558 nChanged 43 SP:Iteration 11Q (2313.498163 sec): 3 clusters Score: Raw -197796.060615 + Penalty 5739.047077 = -192057.013538 nChanged 25 SP:Iteration 12Q (2313.616994 sec): 3 clusters Score: Raw -197828.581779 + Penalty 5739.047077 = -192089.534702 nChanged 29 SP:Iteration 13Q (2313.702577 sec): 3 clusters Score: Raw -197863.460175 + Penalty 5739.047077 = -192124.413098 nChanged 27 SP:Iteration 14Q (2313.845711 sec): 3 clusters Score: Raw -197903.886163 + Penalty 5739.047077 = -192164.839086 nChanged 27 SP:Iteration 15Q (2313.939467 sec): 3 clusters Score: Raw -197933.820283 + Penalty 5739.047077 = -192194.773205 nChanged 15 SP:Iteration 16Q (2314.075768 sec): 3 clusters Score: Raw -197946.833098 + Penalty 5739.047077 = -192207.786021 nChanged 12 SP:Iteration 17Q (2314.170449 sec): 3 clusters Score: Raw -197957.664049 + Penalty 5739.047077 = -192218.616972 nChanged 9 SP:Iteration 18Q (2314.292443 sec): 3 clusters Score: Raw -197964.934177 + Penalty 5739.047077 = -192225.887100 nChanged 11 SP:Iteration 19Q (2314.394632 sec): 3 clusters Score: Raw -197975.769025 + Penalty 5739.047077 = -192236.721948 nChanged 13 SP:Iteration 20F (2314.494787 sec): 3 clusters Score: Raw -197987.840567 + Penalty 5739.047077 = -192248.793490 nChanged 13 SP:Iteration 21Q (2314.595334 sec): 3 clusters Score: Raw -198002.156664 + Penalty 5739.047077 = -192263.109587 nChanged 11 SP:Iteration 22Q (2314.702666 sec): 3 clusters Score: Raw -198007.961440 + Penalty 5739.047077 = -192268.914362 nChanged 4 SP:Iteration 23Q (2314.808579 sec): 3 clusters Score: Raw -198010.260226 + Penalty 5739.047077 = -192271.213148 nChanged 3 SP:Iteration 24Q (2314.917624 sec): 3 clusters Score: Raw -198012.040117 + Penalty 5739.047077 = -192272.993040 nChanged 1 SP:Iteration 25Q (2315.017563 sec): 3 clusters Score: Raw -198012.624150 + Penalty 5739.047077 = -192273.577073 nChanged 3 SP:Iteration 26Q (2315.130915 sec): 3 clusters Score: Raw -198015.571723 + Penalty 5739.047077 = -192276.524646 nChanged 4 SP:Iteration 27Q (2315.231577 sec): 3 clusters Score: Raw -198018.266883 + Penalty 5739.047077 = -192279.219806 nChanged 5 SP:Iteration 28Q (2315.333187 sec): 3 clusters Score: Raw -198022.880916 + Penalty 5739.047077 = -192283.833838 nChanged 3 SP:Iteration 29Q (2315.424127 sec): 3 clusters Score: Raw -198025.370285 + Penalty 5739.047077 = -192286.323207 nChanged 5 SP:Iteration 30Q (2315.523208 sec): 3 clusters Score: Raw -198029.254063 + Penalty 5739.047077 = -192290.206985 nChanged 2 SP:Iteration 31Q (2315.623760 sec): 3 clusters Score: Raw -198030.285533 + Penalty 5739.047077 = -192291.238456 nChanged 3 SP:Iteration 32Q (2315.721210 sec): 3 clusters Score: Raw -198032.374973 + Penalty 5739.047077 = -192293.327896 nChanged 0 SP:Iteration 33F (2315.833462 sec): 3 clusters Score: Raw -198032.374973 + Penalty 5739.047077 = -192293.327896 nChanged 0 Trying to split cluster 4 (5126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2315.908587 sec): 2 clusters Score: Raw -424390.816119 + Penalty 3164.840976 = -421225.975143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2316.017125 sec): 3 clusters Score: Raw -422131.956475 + Penalty 6329.681952 = -415802.274523 nChanged 1867 SP:Iteration 1F (2316.130006 sec): 3 clusters Score: Raw -423435.514577 + Penalty 6329.681952 = -417105.832625 nChanged 477 SP:Iteration 2F (2316.219889 sec): 3 clusters Score: Raw -423994.389730 + Penalty 6329.681952 = -417664.707778 nChanged 382 SP:Iteration 3F (2316.321500 sec): 3 clusters Score: Raw -424674.580473 + Penalty 6329.681952 = -418344.898521 nChanged 418 SP:Iteration 4F (2316.435917 sec): 3 clusters Score: Raw -425402.575112 + Penalty 6329.681952 = -419072.893160 nChanged 383 SP:Iteration 5F (2316.534479 sec): 3 clusters Score: Raw -425914.871549 + Penalty 6329.681952 = -419585.189597 nChanged 290 SP:Iteration 6F (2316.666823 sec): 3 clusters Score: Raw -426226.228801 + Penalty 6329.681952 = -419896.546849 nChanged 181 SP:Iteration 7Q (2316.772747 sec): 3 clusters Score: Raw -426367.315340 + Penalty 6329.681952 = -420037.633388 nChanged 100 SP:Iteration 8Q (2316.856580 sec): 3 clusters Score: Raw -426426.711192 + Penalty 6329.681952 = -420097.029240 nChanged 72 SP:Iteration 9Q (2316.968646 sec): 3 clusters Score: Raw -426472.172911 + Penalty 6329.681952 = -420142.490959 nChanged 48 SP:Iteration 10Q (2317.089419 sec): 3 clusters Score: Raw -426500.196464 + Penalty 6329.681952 = -420170.514512 nChanged 34 SP:Iteration 11Q (2317.179515 sec): 3 clusters Score: Raw -426518.742918 + Penalty 6329.681952 = -420189.060966 nChanged 30 SP:Iteration 12Q (2317.303886 sec): 3 clusters Score: Raw -426536.488457 + Penalty 6329.681952 = -420206.806505 nChanged 18 SP:Iteration 13Q (2317.407090 sec): 3 clusters Score: Raw -426547.035498 + Penalty 6329.681952 = -420217.353546 nChanged 25 SP:Iteration 14Q (2317.505312 sec): 3 clusters Score: Raw -426555.924121 + Penalty 6329.681952 = -420226.242169 nChanged 13 SP:Iteration 15Q (2317.601837 sec): 3 clusters Score: Raw -426562.433599 + Penalty 6329.681952 = -420232.751647 nChanged 16 SP:Iteration 16Q (2317.706007 sec): 3 clusters Score: Raw -426570.635620 + Penalty 6329.681952 = -420240.953668 nChanged 15 SP:Iteration 17Q (2317.795170 sec): 3 clusters Score: Raw -426577.802165 + Penalty 6329.681952 = -420248.120213 nChanged 8 SP:Iteration 18Q (2317.886845 sec): 3 clusters Score: Raw -426582.756676 + Penalty 6329.681952 = -420253.074724 nChanged 2 SP:Iteration 19Q (2317.989717 sec): 3 clusters Score: Raw -426583.961905 + Penalty 6329.681952 = -420254.279953 nChanged 4 SP:Iteration 20F (2318.105359 sec): 3 clusters Score: Raw -426586.445105 + Penalty 6329.681952 = -420256.763153 nChanged 2 SP:Iteration 21Q (2318.215618 sec): 3 clusters Score: Raw -426586.756376 + Penalty 6329.681952 = -420257.074424 nChanged 2 SP:Iteration 22Q (2318.302301 sec): 3 clusters Score: Raw -426587.330234 + Penalty 6329.681952 = -420257.648282 nChanged 0 SP:Iteration 23F (2318.414121 sec): 3 clusters Score: Raw -426587.330234 + Penalty 6329.681952 = -420257.648282 nChanged 0 Trying to split cluster 5 (2100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2318.464724 sec): 2 clusters Score: Raw -154414.905764 + Penalty 2834.211117 = -151580.694647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2318.542626 sec): 3 clusters Score: Raw -153784.829017 + Penalty 5668.422234 = -148116.406782 nChanged 625 SP:Iteration 1F (2318.643767 sec): 3 clusters Score: Raw -154387.394521 + Penalty 5668.422234 = -148718.972287 nChanged 175 SP:Iteration 2F (2318.716888 sec): 3 clusters Score: Raw -154656.899765 + Penalty 5668.422234 = -148988.477531 nChanged 118 SP:Iteration 3F (2318.826764 sec): 3 clusters Score: Raw -154844.981176 + Penalty 5668.422234 = -149176.558942 nChanged 109 SP:Iteration 4F (2318.923994 sec): 3 clusters Score: Raw -155054.010459 + Penalty 5668.422234 = -149385.588225 nChanged 90 SP:Iteration 5Q (2319.002409 sec): 3 clusters Score: Raw -155235.724538 + Penalty 5668.422234 = -149567.302304 nChanged 76 SP:Iteration 6Q (2319.080088 sec): 3 clusters Score: Raw -155371.955464 + Penalty 5668.422234 = -149703.533230 nChanged 49 SP:Iteration 7Q (2319.183140 sec): 3 clusters Score: Raw -155436.208263 + Penalty 5668.422234 = -149767.786029 nChanged 42 SP:Iteration 8Q (2319.254254 sec): 3 clusters Score: Raw -155499.908424 + Penalty 5668.422234 = -149831.486190 nChanged 35 SP:Iteration 9Q (2319.366314 sec): 3 clusters Score: Raw -155561.817990 + Penalty 5668.422234 = -149893.395756 nChanged 42 SP:Iteration 10Q (2319.435394 sec): 3 clusters Score: Raw -155625.953577 + Penalty 5668.422234 = -149957.531342 nChanged 42 SP:Iteration 11Q (2319.538865 sec): 3 clusters Score: Raw -155707.623526 + Penalty 5668.422234 = -150039.201292 nChanged 42 SP:Iteration 12Q (2319.617929 sec): 3 clusters Score: Raw -155810.437177 + Penalty 5668.422234 = -150142.014943 nChanged 51 SP:Iteration 13Q (2319.692492 sec): 3 clusters Score: Raw -155916.283848 + Penalty 5668.422234 = -150247.861614 nChanged 44 SP:Iteration 14Q (2319.786373 sec): 3 clusters Score: Raw -156022.828313 + Penalty 5668.422234 = -150354.406079 nChanged 43 SP:Iteration 15Q (2319.860754 sec): 3 clusters Score: Raw -156101.124570 + Penalty 5668.422234 = -150432.702336 nChanged 32 SP:Iteration 16Q (2319.970348 sec): 3 clusters Score: Raw -156154.598498 + Penalty 5668.422234 = -150486.176264 nChanged 34 SP:Iteration 17Q (2320.057225 sec): 3 clusters Score: Raw -156208.111459 + Penalty 5668.422234 = -150539.689225 nChanged 17 SP:Iteration 18Q (2320.164782 sec): 3 clusters Score: Raw -156230.334750 + Penalty 5668.422234 = -150561.912516 nChanged 19 SP:Iteration 19Q (2320.253863 sec): 3 clusters Score: Raw -156250.917400 + Penalty 5668.422234 = -150582.495166 nChanged 12 SP:Iteration 20F (2320.327916 sec): 3 clusters Score: Raw -156264.277918 + Penalty 5668.422234 = -150595.855683 nChanged 10 SP:Iteration 21Q (2320.425124 sec): 3 clusters Score: Raw -156273.744740 + Penalty 5668.422234 = -150605.322506 nChanged 2 SP:Iteration 22Q (2320.508954 sec): 3 clusters Score: Raw -156276.146133 + Penalty 5668.422234 = -150607.723899 nChanged 6 SP:Iteration 23Q (2320.571031 sec): 3 clusters Score: Raw -156284.780589 + Penalty 5668.422234 = -150616.358355 nChanged 6 SP:Iteration 24Q (2320.667472 sec): 3 clusters Score: Raw -156290.719464 + Penalty 5668.422234 = -150622.297230 nChanged 4 SP:Iteration 25Q (2320.751424 sec): 3 clusters Score: Raw -156294.877207 + Penalty 5668.422234 = -150626.454973 nChanged 4 SP:Iteration 26Q (2320.833068 sec): 3 clusters Score: Raw -156298.529146 + Penalty 5668.422234 = -150630.106911 nChanged 1 SP:Iteration 27Q (2320.938115 sec): 3 clusters Score: Raw -156299.183777 + Penalty 5668.422234 = -150630.761543 nChanged 2 SP:Iteration 28Q (2321.026472 sec): 3 clusters Score: Raw -156301.071375 + Penalty 5668.422234 = -150632.649140 nChanged 2 SP:Iteration 29Q (2321.129445 sec): 3 clusters Score: Raw -156302.231162 + Penalty 5668.422234 = -150633.808927 nChanged 2 SP:Iteration 30Q (2321.202269 sec): 3 clusters Score: Raw -156303.307007 + Penalty 5668.422234 = -150634.884773 nChanged 0 SP:Iteration 31F (2321.290799 sec): 3 clusters Score: Raw -156303.307007 + Penalty 5668.422234 = -150634.884773 nChanged 0 Trying to split cluster 6 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2321.339249 sec): 2 clusters Score: Raw -64628.623652 + Penalty 2586.118136 = -62042.505516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2321.442037 sec): 3 clusters Score: Raw -64540.075871 + Penalty 5172.236272 = -59367.839599 nChanged 253 SP:Iteration 1F (2321.513407 sec): 3 clusters Score: Raw -65025.984390 + Penalty 5172.236272 = -59853.748118 nChanged 98 SP:Iteration 2F (2321.602495 sec): 3 clusters Score: Raw -65330.522010 + Penalty 5172.236272 = -60158.285738 nChanged 64 SP:Iteration 3F (2321.691005 sec): 3 clusters Score: Raw -65470.612501 + Penalty 5172.236272 = -60298.376229 nChanged 35 SP:Iteration 4Q (2321.779246 sec): 3 clusters Score: Raw -65561.618782 + Penalty 5172.236272 = -60389.382510 nChanged 28 SP:Iteration 5Q (2321.877675 sec): 3 clusters Score: Raw -65648.201138 + Penalty 5172.236272 = -60475.964866 nChanged 15 SP:Iteration 6Q (2321.942052 sec): 3 clusters Score: Raw -65688.292412 + Penalty 5172.236272 = -60516.056140 nChanged 15 SP:Iteration 7Q (2322.035788 sec): 3 clusters Score: Raw -65722.845837 + Penalty 5172.236272 = -60550.609565 nChanged 13 SP:Iteration 8Q (2322.127209 sec): 3 clusters Score: Raw -65748.652039 + Penalty 5172.236272 = -60576.415767 nChanged 10 SP:Iteration 9Q (2322.224874 sec): 3 clusters Score: Raw -65769.129130 + Penalty 5172.236272 = -60596.892858 nChanged 8 SP:Iteration 10Q (2322.312992 sec): 3 clusters Score: Raw -65785.807588 + Penalty 5172.236272 = -60613.571316 nChanged 3 SP:Iteration 11Q (2322.411652 sec): 3 clusters Score: Raw -65792.332661 + Penalty 5172.236272 = -60620.096389 nChanged 5 SP:Iteration 12Q (2322.479915 sec): 3 clusters Score: Raw -65797.613621 + Penalty 5172.236272 = -60625.377349 nChanged 3 SP:Iteration 13Q (2322.582971 sec): 3 clusters Score: Raw -65803.157019 + Penalty 5172.236272 = -60630.920747 nChanged 1 SP:Iteration 14Q (2322.668851 sec): 3 clusters Score: Raw -65804.559480 + Penalty 5172.236272 = -60632.323208 nChanged 1 SP:Iteration 15Q (2322.740502 sec): 3 clusters Score: Raw -65805.876490 + Penalty 5172.236272 = -60633.640218 nChanged 0 SP:Iteration 16F (2322.830992 sec): 3 clusters Score: Raw -65805.876490 + Penalty 5172.236272 = -60633.640218 nChanged 0 Trying to split cluster 7 (5207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2322.900937 sec): 2 clusters Score: Raw -373736.690679 + Penalty 3170.649766 = -370566.040913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2322.979651 sec): 3 clusters Score: Raw -371447.179856 + Penalty 6341.299532 = -365105.880324 nChanged 1869 SP:Iteration 1F (2323.090341 sec): 3 clusters Score: Raw -372847.435254 + Penalty 6341.299532 = -366506.135721 nChanged 523 SP:Iteration 2F (2323.189067 sec): 3 clusters Score: Raw -373397.902608 + Penalty 6341.299532 = -367056.603075 nChanged 395 SP:Iteration 3F (2323.301078 sec): 3 clusters Score: Raw -373922.053302 + Penalty 6341.299532 = -367580.753769 nChanged 376 SP:Iteration 4F (2323.405203 sec): 3 clusters Score: Raw -374558.432469 + Penalty 6341.299532 = -368217.132936 nChanged 381 SP:Iteration 5F (2323.499081 sec): 3 clusters Score: Raw -375216.675698 + Penalty 6341.299532 = -368875.376165 nChanged 338 SP:Iteration 6F (2323.598293 sec): 3 clusters Score: Raw -375744.984694 + Penalty 6341.299532 = -369403.685162 nChanged 263 SP:Iteration 7F (2323.707411 sec): 3 clusters Score: Raw -376095.308905 + Penalty 6341.299532 = -369754.009373 nChanged 169 SP:Iteration 8Q (2323.811761 sec): 3 clusters Score: Raw -376276.734224 + Penalty 6341.299532 = -369935.434692 nChanged 122 SP:Iteration 9Q (2323.921026 sec): 3 clusters Score: Raw -376367.618371 + Penalty 6341.299532 = -370026.318839 nChanged 82 SP:Iteration 10Q (2324.014431 sec): 3 clusters Score: Raw -376423.071599 + Penalty 6341.299532 = -370081.772067 nChanged 57 SP:Iteration 11Q (2324.089726 sec): 3 clusters Score: Raw -376455.421232 + Penalty 6341.299532 = -370114.121699 nChanged 44 SP:Iteration 12Q (2324.195752 sec): 3 clusters Score: Raw -376484.718779 + Penalty 6341.299532 = -370143.419246 nChanged 47 SP:Iteration 13Q (2324.276079 sec): 3 clusters Score: Raw -376510.642692 + Penalty 6341.299532 = -370169.343159 nChanged 38 SP:Iteration 14Q (2324.374540 sec): 3 clusters Score: Raw -376535.972431 + Penalty 6341.299532 = -370194.672899 nChanged 32 SP:Iteration 15Q (2324.453162 sec): 3 clusters Score: Raw -376553.249520 + Penalty 6341.299532 = -370211.949987 nChanged 30 SP:Iteration 16Q (2324.565636 sec): 3 clusters Score: Raw -376569.871078 + Penalty 6341.299532 = -370228.571546 nChanged 25 SP:Iteration 17Q (2324.664308 sec): 3 clusters Score: Raw -376583.208532 + Penalty 6341.299532 = -370241.909000 nChanged 20 SP:Iteration 18Q (2324.739404 sec): 3 clusters Score: Raw -376593.367716 + Penalty 6341.299532 = -370252.068183 nChanged 19 SP:Iteration 19Q (2324.854741 sec): 3 clusters Score: Raw -376603.724102 + Penalty 6341.299532 = -370262.424569 nChanged 24 SP:Iteration 20F (2324.954023 sec): 3 clusters Score: Raw -376615.961343 + Penalty 6341.299532 = -370274.661811 nChanged 14 SP:Iteration 21Q (2325.051937 sec): 3 clusters Score: Raw -376621.213279 + Penalty 6341.299532 = -370279.913746 nChanged 13 SP:Iteration 22Q (2325.137257 sec): 3 clusters Score: Raw -376626.852823 + Penalty 6341.299532 = -370285.553291 nChanged 10 SP:Iteration 23Q (2325.228223 sec): 3 clusters Score: Raw -376630.896673 + Penalty 6341.299532 = -370289.597140 nChanged 10 SP:Iteration 24Q (2325.329809 sec): 3 clusters Score: Raw -376635.426622 + Penalty 6341.299532 = -370294.127090 nChanged 8 SP:Iteration 25Q (2325.414189 sec): 3 clusters Score: Raw -376637.995123 + Penalty 6341.299532 = -370296.695591 nChanged 5 SP:Iteration 26Q (2325.514086 sec): 3 clusters Score: Raw -376640.082336 + Penalty 6341.299532 = -370298.782803 nChanged 6 SP:Iteration 27Q (2325.585771 sec): 3 clusters Score: Raw -376645.731388 + Penalty 6341.299532 = -370304.431855 nChanged 12 SP:Iteration 28Q (2325.680615 sec): 3 clusters Score: Raw -376651.932186 + Penalty 6341.299532 = -370310.632654 nChanged 16 SP:Iteration 29Q (2325.778116 sec): 3 clusters Score: Raw -376661.080823 + Penalty 6341.299532 = -370319.781291 nChanged 17 SP:Iteration 30Q (2325.903638 sec): 3 clusters Score: Raw -376668.753253 + Penalty 6341.299532 = -370327.453721 nChanged 17 SP:Iteration 31Q (2325.994911 sec): 3 clusters Score: Raw -376677.212672 + Penalty 6341.299532 = -370335.913139 nChanged 13 SP:Iteration 32Q (2326.081882 sec): 3 clusters Score: Raw -376683.147190 + Penalty 6341.299532 = -370341.847657 nChanged 16 SP:Iteration 33Q (2326.181115 sec): 3 clusters Score: Raw -376690.316661 + Penalty 6341.299532 = -370349.017128 nChanged 12 SP:Iteration 34Q (2326.285760 sec): 3 clusters Score: Raw -376696.335891 + Penalty 6341.299532 = -370355.036358 nChanged 13 SP:Iteration 35Q (2326.367709 sec): 3 clusters Score: Raw -376703.831945 + Penalty 6341.299532 = -370362.532413 nChanged 20 SP:Iteration 36Q (2326.470657 sec): 3 clusters Score: Raw -376716.144257 + Penalty 6341.299532 = -370374.844725 nChanged 26 SP:Iteration 37Q (2326.560678 sec): 3 clusters Score: Raw -376734.357996 + Penalty 6341.299532 = -370393.058463 nChanged 34 SP:Iteration 38Q (2326.643393 sec): 3 clusters Score: Raw -376760.449371 + Penalty 6341.299532 = -370419.149838 nChanged 33 SP:Iteration 39Q (2326.726529 sec): 3 clusters Score: Raw -376778.177908 + Penalty 6341.299532 = -370436.878375 nChanged 29 SP:Iteration 40F (2326.837798 sec): 3 clusters Score: Raw -376793.795804 + Penalty 6341.299532 = -370452.496271 nChanged 28 SP:Iteration 41Q (2326.938328 sec): 3 clusters Score: Raw -376810.107406 + Penalty 6341.299532 = -370468.807874 nChanged 26 SP:Iteration 42Q (2327.032425 sec): 3 clusters Score: Raw -376824.358248 + Penalty 6341.299532 = -370483.058716 nChanged 27 SP:Iteration 43Q (2327.112677 sec): 3 clusters Score: Raw -376840.876048 + Penalty 6341.299532 = -370499.576516 nChanged 19 SP:Iteration 44Q (2327.206364 sec): 3 clusters Score: Raw -376852.789119 + Penalty 6341.299532 = -370511.489586 nChanged 19 SP:Iteration 45Q (2327.306111 sec): 3 clusters Score: Raw -376861.807568 + Penalty 6341.299532 = -370520.508036 nChanged 17 SP:Iteration 46Q (2327.416289 sec): 3 clusters Score: Raw -376871.720891 + Penalty 6341.299532 = -370530.421359 nChanged 21 SP:Iteration 47Q (2327.509364 sec): 3 clusters Score: Raw -376884.357501 + Penalty 6341.299532 = -370543.057969 nChanged 20 SP:Iteration 48Q (2327.593329 sec): 3 clusters Score: Raw -376897.543798 + Penalty 6341.299532 = -370556.244265 nChanged 22 SP:Iteration 49Q (2327.698221 sec): 3 clusters Score: Raw -376909.470247 + Penalty 6341.299532 = -370568.170715 nChanged 18 SP:Iteration 50Q (2327.795578 sec): 3 clusters Score: Raw -376922.287099 + Penalty 6341.299532 = -370580.987566 nChanged 20 SP:Iteration 51Q (2327.884042 sec): 3 clusters Score: Raw -376935.739254 + Penalty 6341.299532 = -370594.439722 nChanged 11 SP:Iteration 52Q (2327.977507 sec): 3 clusters Score: Raw -376941.205295 + Penalty 6341.299532 = -370599.905763 nChanged 7 SP:Iteration 53Q (2328.066289 sec): 3 clusters Score: Raw -376943.917958 + Penalty 6341.299532 = -370602.618426 nChanged 11 SP:Iteration 54Q (2328.173629 sec): 3 clusters Score: Raw -376949.320508 + Penalty 6341.299532 = -370608.020975 nChanged 11 SP:Iteration 55Q (2328.264887 sec): 3 clusters Score: Raw -376956.178045 + Penalty 6341.299532 = -370614.878513 nChanged 8 SP:Iteration 56Q (2328.368214 sec): 3 clusters Score: Raw -376960.650883 + Penalty 6341.299532 = -370619.351350 nChanged 9 SP:Iteration 57Q (2328.455740 sec): 3 clusters Score: Raw -376968.086117 + Penalty 6341.299532 = -370626.786584 nChanged 11 SP:Iteration 58Q (2328.576303 sec): 3 clusters Score: Raw -376976.164235 + Penalty 6341.299532 = -370634.864703 nChanged 10 SP:Iteration 59Q (2328.650528 sec): 3 clusters Score: Raw -376983.524504 + Penalty 6341.299532 = -370642.224971 nChanged 14 SP:Iteration 60F (2328.766707 sec): 3 clusters Score: Raw -376995.236499 + Penalty 6341.299532 = -370653.936966 nChanged 11 SP:Iteration 61Q (2328.842632 sec): 3 clusters Score: Raw -377007.511945 + Penalty 6341.299532 = -370666.212413 nChanged 16 SP:Iteration 62Q (2328.956413 sec): 3 clusters Score: Raw -377020.406865 + Penalty 6341.299532 = -370679.107333 nChanged 13 SP:Iteration 63Q (2329.052476 sec): 3 clusters Score: Raw -377035.125390 + Penalty 6341.299532 = -370693.825858 nChanged 18 SP:Iteration 64Q (2329.127277 sec): 3 clusters Score: Raw -377045.487673 + Penalty 6341.299532 = -370704.188140 nChanged 18 SP:Iteration 65Q (2329.237885 sec): 3 clusters Score: Raw -377058.684606 + Penalty 6341.299532 = -370717.385073 nChanged 18 SP:Iteration 66Q (2329.333169 sec): 3 clusters Score: Raw -377070.110851 + Penalty 6341.299532 = -370728.811318 nChanged 12 SP:Iteration 67Q (2329.417474 sec): 3 clusters Score: Raw -377079.947214 + Penalty 6341.299532 = -370738.647682 nChanged 15 SP:Iteration 68Q (2329.520675 sec): 3 clusters Score: Raw -377090.510765 + Penalty 6341.299532 = -370749.211232 nChanged 12 SP:Iteration 69Q (2329.609646 sec): 3 clusters Score: Raw -377099.515898 + Penalty 6341.299532 = -370758.216365 nChanged 17 SP:Iteration 70Q (2329.699432 sec): 3 clusters Score: Raw -377110.871652 + Penalty 6341.299532 = -370769.572120 nChanged 14 SP:Iteration 71Q (2329.800468 sec): 3 clusters Score: Raw -377126.200139 + Penalty 6341.299532 = -370784.900607 nChanged 21 SP:Iteration 72Q (2329.893196 sec): 3 clusters Score: Raw -377144.486949 + Penalty 6341.299532 = -370803.187416 nChanged 24 SP:Iteration 73Q (2329.989738 sec): 3 clusters Score: Raw -377163.942870 + Penalty 6341.299532 = -370822.643337 nChanged 21 SP:Iteration 74Q (2330.077737 sec): 3 clusters Score: Raw -377181.288677 + Penalty 6341.299532 = -370839.989145 nChanged 20 SP:Iteration 75Q (2330.192552 sec): 3 clusters Score: Raw -377199.018617 + Penalty 6341.299532 = -370857.719085 nChanged 17 SP:Iteration 76Q (2330.278168 sec): 3 clusters Score: Raw -377219.399643 + Penalty 6341.299532 = -370878.100111 nChanged 18 SP:Iteration 77Q (2330.375448 sec): 3 clusters Score: Raw -377234.241703 + Penalty 6341.299532 = -370892.942170 nChanged 14 SP:Iteration 78Q (2330.455399 sec): 3 clusters Score: Raw -377244.678354 + Penalty 6341.299532 = -370903.378822 nChanged 11 SP:Iteration 79Q (2330.563700 sec): 3 clusters Score: Raw -377253.856532 + Penalty 6341.299532 = -370912.557000 nChanged 13 SP:Iteration 80F (2330.661128 sec): 3 clusters Score: Raw -377261.876920 + Penalty 6341.299532 = -370920.577387 nChanged 10 SP:Iteration 81Q (2330.733103 sec): 3 clusters Score: Raw -377270.709449 + Penalty 6341.299532 = -370929.409916 nChanged 6 SP:Iteration 82Q (2330.828776 sec): 3 clusters Score: Raw -377274.597638 + Penalty 6341.299532 = -370933.298105 nChanged 8 SP:Iteration 83Q (2330.920712 sec): 3 clusters Score: Raw -377283.999480 + Penalty 6341.299532 = -370942.699947 nChanged 8 SP:Iteration 84Q (2331.032381 sec): 3 clusters Score: Raw -377292.088496 + Penalty 6341.299532 = -370950.788964 nChanged 6 SP:Iteration 85Q (2331.121898 sec): 3 clusters Score: Raw -377294.868715 + Penalty 6341.299532 = -370953.569183 nChanged 2 SP:Iteration 86Q (2331.207588 sec): 3 clusters Score: Raw -377296.467353 + Penalty 6341.299532 = -370955.167821 nChanged 2 SP:Iteration 87Q (2331.295339 sec): 3 clusters Score: Raw -377297.428969 + Penalty 6341.299532 = -370956.129436 nChanged 4 SP:Iteration 88Q (2331.391515 sec): 3 clusters Score: Raw -377299.888546 + Penalty 6341.299532 = -370958.589013 nChanged 3 SP:Iteration 89Q (2331.489338 sec): 3 clusters Score: Raw -377301.516493 + Penalty 6341.299532 = -370960.216961 nChanged 2 SP:Iteration 90Q (2331.582421 sec): 3 clusters Score: Raw -377304.536036 + Penalty 6341.299532 = -370963.236504 nChanged 5 SP:Iteration 91Q (2331.690721 sec): 3 clusters Score: Raw -377306.953957 + Penalty 6341.299532 = -370965.654424 nChanged 1 SP:Iteration 92Q (2331.794368 sec): 3 clusters Score: Raw -377307.409113 + Penalty 6341.299532 = -370966.109581 nChanged 0 SP:Iteration 93F (2331.888038 sec): 3 clusters Score: Raw -377307.409113 + Penalty 6341.299532 = -370966.109581 nChanged 0 Score: Raw -3287026.182647 + Penalty 43283.241559 = -3243742.941088 Splitting cluster 7 changes total score from -3244103.872647 to -3243742.941088 So it's not getting split. Trying to split cluster 8 (1681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2332.823035 sec): 2 clusters Score: Raw -105456.074149 + Penalty 2751.756901 = -102704.317247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2332.918736 sec): 3 clusters Score: Raw -105106.091065 + Penalty 5503.513803 = -99602.577262 nChanged 470 SP:Iteration 1F (2332.994970 sec): 3 clusters Score: Raw -105691.605385 + Penalty 5503.513803 = -100188.091583 nChanged 131 SP:Iteration 2F (2333.070347 sec): 3 clusters Score: Raw -105898.483119 + Penalty 5503.513803 = -100394.969316 nChanged 88 SP:Iteration 3F (2333.164440 sec): 3 clusters Score: Raw -106039.501292 + Penalty 5503.513803 = -100535.987489 nChanged 60 SP:Iteration 4Q (2333.254769 sec): 3 clusters Score: Raw -106143.898935 + Penalty 5503.513803 = -100640.385132 nChanged 48 SP:Iteration 5Q (2333.335902 sec): 3 clusters Score: Raw -106220.362810 + Penalty 5503.513803 = -100716.849008 nChanged 30 SP:Iteration 6Q (2333.423447 sec): 3 clusters Score: Raw -106263.641567 + Penalty 5503.513803 = -100760.127764 nChanged 27 SP:Iteration 7Q (2333.482086 sec): 3 clusters Score: Raw -106304.022115 + Penalty 5503.513803 = -100800.508312 nChanged 30 SP:Iteration 8Q (2333.563377 sec): 3 clusters Score: Raw -106348.594682 + Penalty 5503.513803 = -100845.080879 nChanged 20 SP:Iteration 9Q (2333.664430 sec): 3 clusters Score: Raw -106368.690036 + Penalty 5503.513803 = -100865.176233 nChanged 17 SP:Iteration 10Q (2333.742401 sec): 3 clusters Score: Raw -106392.362463 + Penalty 5503.513803 = -100888.848661 nChanged 16 SP:Iteration 11Q (2333.827166 sec): 3 clusters Score: Raw -106421.735936 + Penalty 5503.513803 = -100918.222134 nChanged 22 SP:Iteration 12Q (2333.934877 sec): 3 clusters Score: Raw -106458.488792 + Penalty 5503.513803 = -100954.974990 nChanged 20 SP:Iteration 13Q (2334.013499 sec): 3 clusters Score: Raw -106487.903150 + Penalty 5503.513803 = -100984.389347 nChanged 14 SP:Iteration 14Q (2334.086677 sec): 3 clusters Score: Raw -106516.120070 + Penalty 5503.513803 = -101012.606267 nChanged 14 SP:Iteration 15Q (2334.175111 sec): 3 clusters Score: Raw -106534.831732 + Penalty 5503.513803 = -101031.317929 nChanged 6 SP:Iteration 16Q (2334.268822 sec): 3 clusters Score: Raw -106541.756803 + Penalty 5503.513803 = -101038.243000 nChanged 8 SP:Iteration 17Q (2334.360418 sec): 3 clusters Score: Raw -106556.094448 + Penalty 5503.513803 = -101052.580645 nChanged 7 SP:Iteration 18Q (2334.457558 sec): 3 clusters Score: Raw -106566.749022 + Penalty 5503.513803 = -101063.235219 nChanged 6 SP:Iteration 19Q (2334.529352 sec): 3 clusters Score: Raw -106577.421725 + Penalty 5503.513803 = -101073.907922 nChanged 6 SP:Iteration 20F (2334.604759 sec): 3 clusters Score: Raw -106584.476392 + Penalty 5503.513803 = -101080.962589 nChanged 10 SP:Iteration 21Q (2334.700194 sec): 3 clusters Score: Raw -106597.527773 + Penalty 5503.513803 = -101094.013970 nChanged 12 SP:Iteration 22Q (2334.782074 sec): 3 clusters Score: Raw -106611.151072 + Penalty 5503.513803 = -101107.637269 nChanged 10 SP:Iteration 23Q (2334.874072 sec): 3 clusters Score: Raw -106623.560488 + Penalty 5503.513803 = -101120.046685 nChanged 11 SP:Iteration 24Q (2334.949521 sec): 3 clusters Score: Raw -106642.238253 + Penalty 5503.513803 = -101138.724451 nChanged 14 SP:Iteration 25Q (2335.055799 sec): 3 clusters Score: Raw -106661.070381 + Penalty 5503.513803 = -101157.556578 nChanged 7 SP:Iteration 26Q (2335.126711 sec): 3 clusters Score: Raw -106671.117075 + Penalty 5503.513803 = -101167.603272 nChanged 6 SP:Iteration 27Q (2335.231950 sec): 3 clusters Score: Raw -106679.893157 + Penalty 5503.513803 = -101176.379354 nChanged 8 SP:Iteration 28Q (2335.317371 sec): 3 clusters Score: Raw -106687.221836 + Penalty 5503.513803 = -101183.708033 nChanged 6 SP:Iteration 29Q (2335.391400 sec): 3 clusters Score: Raw -106694.839652 + Penalty 5503.513803 = -101191.325849 nChanged 3 SP:Iteration 30Q (2335.487964 sec): 3 clusters Score: Raw -106698.013468 + Penalty 5503.513803 = -101194.499665 nChanged 2 SP:Iteration 31Q (2335.566645 sec): 3 clusters Score: Raw -106698.969773 + Penalty 5503.513803 = -101195.455970 nChanged 2 SP:Iteration 32Q (2335.666390 sec): 3 clusters Score: Raw -106699.956737 + Penalty 5503.513803 = -101196.442934 nChanged 2 SP:Iteration 33Q (2335.760139 sec): 3 clusters Score: Raw -106701.483705 + Penalty 5503.513803 = -101197.969902 nChanged 2 SP:Iteration 34Q (2335.837509 sec): 3 clusters Score: Raw -106704.826229 + Penalty 5503.513803 = -101201.312426 nChanged 2 SP:Iteration 35Q (2335.907970 sec): 3 clusters Score: Raw -106709.660242 + Penalty 5503.513803 = -101206.146439 nChanged 5 SP:Iteration 36Q (2335.996045 sec): 3 clusters Score: Raw -106713.526545 + Penalty 5503.513803 = -101210.012742 nChanged 1 SP:Iteration 37Q (2336.082844 sec): 3 clusters Score: Raw -106714.270358 + Penalty 5503.513803 = -101210.756556 nChanged 3 SP:Iteration 38Q (2336.193014 sec): 3 clusters Score: Raw -106720.471971 + Penalty 5503.513803 = -101216.958169 nChanged 3 SP:Iteration 39Q (2336.275001 sec): 3 clusters Score: Raw -106722.661466 + Penalty 5503.513803 = -101219.147663 nChanged 2 SP:Iteration 40F (2336.377581 sec): 3 clusters Score: Raw -106723.882590 + Penalty 5503.513803 = -101220.368787 nChanged 1 SP:Iteration 41Q (2336.463648 sec): 3 clusters Score: Raw -106725.054255 + Penalty 5503.513803 = -101221.540452 nChanged 2 SP:Iteration 42Q (2336.539796 sec): 3 clusters Score: Raw -106726.695743 + Penalty 5503.513803 = -101223.181940 nChanged 2 SP:Iteration 43Q (2336.613918 sec): 3 clusters Score: Raw -106727.866385 + Penalty 5503.513803 = -101224.352583 nChanged 2 SP:Iteration 44Q (2336.699908 sec): 3 clusters Score: Raw -106730.207994 + Penalty 5503.513803 = -101226.694191 nChanged 1 SP:Iteration 45Q (2336.778075 sec): 3 clusters Score: Raw -106731.159142 + Penalty 5503.513803 = -101227.645339 nChanged 2 SP:Iteration 46Q (2336.875255 sec): 3 clusters Score: Raw -106732.437017 + Penalty 5503.513803 = -101228.923214 nChanged 1 SP:Iteration 47Q (2336.969709 sec): 3 clusters Score: Raw -106734.527465 + Penalty 5503.513803 = -101231.013662 nChanged 3 SP:Iteration 48Q (2337.062404 sec): 3 clusters Score: Raw -106737.707523 + Penalty 5503.513803 = -101234.193720 nChanged 1 SP:Iteration 49Q (2337.145846 sec): 3 clusters Score: Raw -106738.476885 + Penalty 5503.513803 = -101234.963082 nChanged 1 SP:Iteration 50Q (2337.233692 sec): 3 clusters Score: Raw -106739.805367 + Penalty 5503.513803 = -101236.291564 nChanged 2 SP:Iteration 51Q (2337.322724 sec): 3 clusters Score: Raw -106741.519723 + Penalty 5503.513803 = -101238.005920 nChanged 1 SP:Iteration 52Q (2337.423150 sec): 3 clusters Score: Raw -106742.144329 + Penalty 5503.513803 = -101238.630527 nChanged 0 SP:Iteration 53F (2337.508534 sec): 3 clusters Score: Raw -106742.144329 + Penalty 5503.513803 = -101238.630527 nChanged 0 Trying to split cluster 9 (6342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2337.577936 sec): 2 clusters Score: Raw -584257.862082 + Penalty 3243.708773 = -581014.153309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2337.658526 sec): 3 clusters Score: Raw -581288.207108 + Penalty 6487.417546 = -574800.789561 nChanged 2364 SP:Iteration 1F (2337.756605 sec): 3 clusters Score: Raw -582732.755094 + Penalty 6487.417546 = -576245.337547 nChanged 498 SP:Iteration 2F (2337.860697 sec): 3 clusters Score: Raw -583094.669677 + Penalty 6487.417546 = -576607.252131 nChanged 397 SP:Iteration 3F (2337.954506 sec): 3 clusters Score: Raw -583381.568031 + Penalty 6487.417546 = -576894.150484 nChanged 321 SP:Iteration 4F (2338.065430 sec): 3 clusters Score: Raw -583622.860630 + Penalty 6487.417546 = -577135.443084 nChanged 308 SP:Iteration 5Q (2338.175094 sec): 3 clusters Score: Raw -583862.702013 + Penalty 6487.417546 = -577375.284467 nChanged 295 SP:Iteration 6Q (2338.265337 sec): 3 clusters Score: Raw -584079.598660 + Penalty 6487.417546 = -577592.181114 nChanged 257 SP:Iteration 7Q (2338.352877 sec): 3 clusters Score: Raw -584274.434541 + Penalty 6487.417546 = -577787.016995 nChanged 227 SP:Iteration 8Q (2338.477080 sec): 3 clusters Score: Raw -584456.758970 + Penalty 6487.417546 = -577969.341423 nChanged 220 SP:Iteration 9Q (2338.572012 sec): 3 clusters Score: Raw -584639.979194 + Penalty 6487.417546 = -578152.561647 nChanged 193 SP:Iteration 10Q (2338.660303 sec): 3 clusters Score: Raw -584823.025194 + Penalty 6487.417546 = -578335.607648 nChanged 196 SP:Iteration 11Q (2338.763520 sec): 3 clusters Score: Raw -585028.863648 + Penalty 6487.417546 = -578541.446101 nChanged 197 SP:Iteration 12Q (2338.870359 sec): 3 clusters Score: Raw -585210.833632 + Penalty 6487.417546 = -578723.416086 nChanged 160 SP:Iteration 13Q (2338.964654 sec): 3 clusters Score: Raw -585345.347884 + Penalty 6487.417546 = -578857.930338 nChanged 123 SP:Iteration 14Q (2339.060026 sec): 3 clusters Score: Raw -585433.789179 + Penalty 6487.417546 = -578946.371633 nChanged 101 SP:Iteration 15Q (2339.160762 sec): 3 clusters Score: Raw -585500.786594 + Penalty 6487.417546 = -579013.369047 nChanged 78 SP:Iteration 16Q (2339.275237 sec): 3 clusters Score: Raw -585561.582883 + Penalty 6487.417546 = -579074.165336 nChanged 60 SP:Iteration 17Q (2339.365460 sec): 3 clusters Score: Raw -585600.848386 + Penalty 6487.417546 = -579113.430840 nChanged 41 SP:Iteration 18Q (2339.472263 sec): 3 clusters Score: Raw -585622.522739 + Penalty 6487.417546 = -579135.105193 nChanged 33 SP:Iteration 19Q (2339.554237 sec): 3 clusters Score: Raw -585639.473875 + Penalty 6487.417546 = -579152.056328 nChanged 27 SP:Iteration 20F (2339.677292 sec): 3 clusters Score: Raw -585654.644767 + Penalty 6487.417546 = -579167.227220 nChanged 20 SP:Iteration 21Q (2339.760079 sec): 3 clusters Score: Raw -585664.091355 + Penalty 6487.417546 = -579176.673809 nChanged 15 SP:Iteration 22Q (2339.863744 sec): 3 clusters Score: Raw -585670.697501 + Penalty 6487.417546 = -579183.279955 nChanged 8 SP:Iteration 23Q (2339.973555 sec): 3 clusters Score: Raw -585673.785923 + Penalty 6487.417546 = -579186.368377 nChanged 8 SP:Iteration 24Q (2340.064723 sec): 3 clusters Score: Raw -585676.623274 + Penalty 6487.417546 = -579189.205728 nChanged 6 SP:Iteration 25Q (2340.162516 sec): 3 clusters Score: Raw -585679.018146 + Penalty 6487.417546 = -579191.600600 nChanged 7 SP:Iteration 26Q (2340.263119 sec): 3 clusters Score: Raw -585682.229605 + Penalty 6487.417546 = -579194.812058 nChanged 5 SP:Iteration 27Q (2340.376439 sec): 3 clusters Score: Raw -585684.350014 + Penalty 6487.417546 = -579196.932468 nChanged 4 SP:Iteration 28Q (2340.474788 sec): 3 clusters Score: Raw -585685.877276 + Penalty 6487.417546 = -579198.459730 nChanged 5 SP:Iteration 29Q (2340.566788 sec): 3 clusters Score: Raw -585688.061828 + Penalty 6487.417546 = -579200.644282 nChanged 3 SP:Iteration 30Q (2340.673779 sec): 3 clusters Score: Raw -585689.500578 + Penalty 6487.417546 = -579202.083032 nChanged 5 SP:Iteration 31Q (2340.758263 sec): 3 clusters Score: Raw -585691.699233 + Penalty 6487.417546 = -579204.281687 nChanged 7 SP:Iteration 32Q (2340.872517 sec): 3 clusters Score: Raw -585694.096649 + Penalty 6487.417546 = -579206.679103 nChanged 0 SP:Iteration 33F (2340.969480 sec): 3 clusters Score: Raw -585694.096649 + Penalty 6487.417546 = -579206.679103 nChanged 0 Trying to split cluster 10 (3429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2341.037199 sec): 2 clusters Score: Raw -262198.090815 + Penalty 3015.878874 = -259182.211940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2341.145296 sec): 3 clusters Score: Raw -260913.068154 + Penalty 6031.757749 = -254881.310405 nChanged 1144 SP:Iteration 1F (2341.239364 sec): 3 clusters Score: Raw -262286.590014 + Penalty 6031.757749 = -256254.832265 nChanged 343 SP:Iteration 2F (2341.309248 sec): 3 clusters Score: Raw -262891.999958 + Penalty 6031.757749 = -256860.242209 nChanged 255 SP:Iteration 3F (2341.415683 sec): 3 clusters Score: Raw -263256.681415 + Penalty 6031.757749 = -257224.923666 nChanged 201 SP:Iteration 4F (2341.485911 sec): 3 clusters Score: Raw -263548.976812 + Penalty 6031.757749 = -257517.219063 nChanged 178 SP:Iteration 5F (2341.566474 sec): 3 clusters Score: Raw -263801.100869 + Penalty 6031.757749 = -257769.343120 nChanged 145 SP:Iteration 6Q (2341.658294 sec): 3 clusters Score: Raw -263982.936008 + Penalty 6031.757749 = -257951.178259 nChanged 100 SP:Iteration 7Q (2341.766123 sec): 3 clusters Score: Raw -264085.190317 + Penalty 6031.757749 = -258053.432569 nChanged 73 SP:Iteration 8Q (2341.857442 sec): 3 clusters Score: Raw -264168.731067 + Penalty 6031.757749 = -258136.973318 nChanged 62 SP:Iteration 9Q (2341.934509 sec): 3 clusters Score: Raw -264241.311400 + Penalty 6031.757749 = -258209.553652 nChanged 52 SP:Iteration 10Q (2342.031260 sec): 3 clusters Score: Raw -264296.677427 + Penalty 6031.757749 = -258264.919678 nChanged 50 SP:Iteration 11Q (2342.123256 sec): 3 clusters Score: Raw -264346.085619 + Penalty 6031.757749 = -258314.327871 nChanged 36 SP:Iteration 12Q (2342.210549 sec): 3 clusters Score: Raw -264387.856502 + Penalty 6031.757749 = -258356.098754 nChanged 32 SP:Iteration 13Q (2342.306338 sec): 3 clusters Score: Raw -264421.397352 + Penalty 6031.757749 = -258389.639603 nChanged 29 SP:Iteration 14Q (2342.397136 sec): 3 clusters Score: Raw -264457.935873 + Penalty 6031.757749 = -258426.178125 nChanged 28 SP:Iteration 15Q (2342.488655 sec): 3 clusters Score: Raw -264499.086808 + Penalty 6031.757749 = -258467.329059 nChanged 28 SP:Iteration 16Q (2342.582233 sec): 3 clusters Score: Raw -264533.140379 + Penalty 6031.757749 = -258501.382631 nChanged 28 SP:Iteration 17Q (2342.668588 sec): 3 clusters Score: Raw -264558.346865 + Penalty 6031.757749 = -258526.589117 nChanged 18 SP:Iteration 18Q (2342.772647 sec): 3 clusters Score: Raw -264574.342796 + Penalty 6031.757749 = -258542.585047 nChanged 11 SP:Iteration 19Q (2342.848042 sec): 3 clusters Score: Raw -264584.858554 + Penalty 6031.757749 = -258553.100806 nChanged 11 SP:Iteration 20F (2342.939793 sec): 3 clusters Score: Raw -264596.345394 + Penalty 6031.757749 = -258564.587645 nChanged 9 SP:Iteration 21Q (2343.048317 sec): 3 clusters Score: Raw -264603.080582 + Penalty 6031.757749 = -258571.322834 nChanged 8 SP:Iteration 22Q (2343.113933 sec): 3 clusters Score: Raw -264611.703980 + Penalty 6031.757749 = -258579.946231 nChanged 5 SP:Iteration 23Q (2343.216733 sec): 3 clusters Score: Raw -264613.993424 + Penalty 6031.757749 = -258582.235675 nChanged 4 SP:Iteration 24Q (2343.284745 sec): 3 clusters Score: Raw -264616.143886 + Penalty 6031.757749 = -258584.386137 nChanged 5 SP:Iteration 25Q (2343.387172 sec): 3 clusters Score: Raw -264618.936352 + Penalty 6031.757749 = -258587.178603 nChanged 1 SP:Iteration 26Q (2343.499722 sec): 3 clusters Score: Raw -264619.992337 + Penalty 6031.757749 = -258588.234588 nChanged 1 SP:Iteration 27Q (2343.589705 sec): 3 clusters Score: Raw -264621.003289 + Penalty 6031.757749 = -258589.245540 nChanged 2 SP:Iteration 28Q (2343.674592 sec): 3 clusters Score: Raw -264622.166059 + Penalty 6031.757749 = -258590.408310 nChanged 3 SP:Iteration 29Q (2343.765641 sec): 3 clusters Score: Raw -264625.601652 + Penalty 6031.757749 = -258593.843903 nChanged 7 SP:Iteration 30Q (2343.875150 sec): 3 clusters Score: Raw -264630.295886 + Penalty 6031.757749 = -258598.538137 nChanged 3 SP:Iteration 31Q (2343.952316 sec): 3 clusters Score: Raw -264632.062131 + Penalty 6031.757749 = -258600.304382 nChanged 0 SP:Iteration 32F (2344.046552 sec): 3 clusters Score: Raw -264632.062131 + Penalty 6031.757749 = -258600.304382 nChanged 0 Iteration 59Q (2344.700330 sec): 11 clusters Score: Raw -3283455.859206 + Penalty 39348.401417 = -3244107.457788 nChanged 11 Iteration 60F (2345.522761 sec): 11 clusters Score: Raw -3283458.019689 + Penalty 39348.401417 = -3244109.618272 nChanged 10 Iteration 61Q (2346.159165 sec): 11 clusters Score: Raw -3283459.802573 + Penalty 39348.401417 = -3244111.401156 nChanged 13 Iteration 62Q (2346.803556 sec): 11 clusters Score: Raw -3283462.367387 + Penalty 39348.401417 = -3244113.965970 nChanged 15 Iteration 63Q (2347.435489 sec): 11 clusters Score: Raw -3283464.617594 + Penalty 39348.401417 = -3244116.216176 nChanged 8 Iteration 64Q (2348.070313 sec): 11 clusters Score: Raw -3283465.971506 + Penalty 39348.401417 = -3244117.570089 nChanged 10 Iteration 65Q (2348.678775 sec): 11 clusters Score: Raw -3283468.279271 + Penalty 39348.401417 = -3244119.877854 nChanged 5 Iteration 66Q (2349.329452 sec): 11 clusters Score: Raw -3283469.823331 + Penalty 39348.401417 = -3244121.421914 nChanged 1 Iteration 67Q (2349.937779 sec): 11 clusters Score: Raw -3283469.944405 + Penalty 39348.401417 = -3244121.542987 nChanged 1 Iteration 68Q (2350.589959 sec): 11 clusters Score: Raw -3283470.251328 + Penalty 39348.401417 = -3244121.849911 nChanged 1 Iteration 69Q (2351.229852 sec): 11 clusters Score: Raw -3283470.480214 + Penalty 39348.401417 = -3244122.078797 nChanged 2 Iteration 70Q (2351.855506 sec): 11 clusters Score: Raw -3283470.773985 + Penalty 39348.401417 = -3244122.372568 nChanged 3 Iteration 71Q (2352.486562 sec): 11 clusters Score: Raw -3283471.319870 + Penalty 39348.401417 = -3244122.918452 nChanged 4 Iteration 72Q (2353.126074 sec): 11 clusters Score: Raw -3283472.522867 + Penalty 39348.401417 = -3244124.121450 nChanged 3 Iteration 73Q (2353.753696 sec): 11 clusters Score: Raw -3283473.113288 + Penalty 39348.401417 = -3244124.711870 nChanged 9 Iteration 74Q (2354.389433 sec): 11 clusters Score: Raw -3283474.737230 + Penalty 39348.401417 = -3244126.335813 nChanged 11 Iteration 75Q (2355.005352 sec): 11 clusters Score: Raw -3283477.060802 + Penalty 39348.401417 = -3244128.659385 nChanged 15 Iteration 76Q (2355.599131 sec): 11 clusters Score: Raw -3283480.566134 + Penalty 39348.401417 = -3244132.164717 nChanged 12 Iteration 77Q (2356.242502 sec): 11 clusters Score: Raw -3283483.462599 + Penalty 39348.401417 = -3244135.061182 nChanged 20 Iteration 78Q (2356.879375 sec): 11 clusters Score: Raw -3283488.670679 + Penalty 39348.401417 = -3244140.269262 nChanged 13 Iteration 79Q (2357.509243 sec): 11 clusters Score: Raw -3283491.079762 + Penalty 39348.401417 = -3244142.678345 nChanged 9 Iteration 80F (2358.315509 sec): 11 clusters Score: Raw -3283493.089634 + Penalty 39348.401417 = -3244144.688216 nChanged 7 Iteration 81Q (2358.938139 sec): 11 clusters Score: Raw -3283494.356022 + Penalty 39348.401417 = -3244145.954605 nChanged 2 Iteration 82Q (2359.593456 sec): 11 clusters Score: Raw -3283494.572121 + Penalty 39348.401417 = -3244146.170704 nChanged 3 Iteration 83Q (2360.267498 sec): 11 clusters Score: Raw -3283494.827147 + Penalty 39348.401417 = -3244146.425730 nChanged 2 Iteration 84Q (2360.895900 sec): 11 clusters Score: Raw -3283495.131698 + Penalty 39348.401417 = -3244146.730281 nChanged 4 Iteration 85Q (2361.538775 sec): 11 clusters Score: Raw -3283495.995433 + Penalty 39348.401417 = -3244147.594016 nChanged 4 Iteration 86Q (2362.187632 sec): 11 clusters Score: Raw -3283496.507570 + Penalty 39348.401417 = -3244148.106152 nChanged 2 Iteration 87Q (2362.799268 sec): 11 clusters Score: Raw -3283496.690431 + Penalty 39348.401417 = -3244148.289013 nChanged 2 Iteration 88Q (2363.449559 sec): 11 clusters Score: Raw -3283497.041626 + Penalty 39348.401417 = -3244148.640209 nChanged 5 Iteration 89Q (2364.084231 sec): 11 clusters Score: Raw -3283498.134791 + Penalty 39348.401417 = -3244149.733374 nChanged 4 Iteration 90Q (2364.727016 sec): 11 clusters Score: Raw -3283498.527959 + Penalty 39348.401417 = -3244150.126542 nChanged 2 Iteration 91Q (2365.395132 sec): 11 clusters Score: Raw -3283498.731333 + Penalty 39348.401417 = -3244150.329916 nChanged 0 Iteration 92F (2366.252319 sec): 11 clusters Score: Raw -3283498.731333 + Penalty 39348.401417 = -3244150.329916 nChanged 0 Compute initial score before splitting: Score: Raw -3283498.731333 + Penalty 39348.401417 = -3244150.329916 Trying to split cluster 1 (9548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2366.340939 sec): 2 clusters Score: Raw -844811.905423 + Penalty 3395.294229 = -841416.611194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2366.466848 sec): 3 clusters Score: Raw -840060.923307 + Penalty 6790.588458 = -833270.334849 nChanged 3755 SP:Iteration 1F (2366.591350 sec): 3 clusters Score: Raw -842251.347490 + Penalty 6790.588458 = -835460.759032 nChanged 757 SP:Iteration 2F (2366.733356 sec): 3 clusters Score: Raw -842820.908351 + Penalty 6790.588458 = -836030.319894 nChanged 662 SP:Iteration 3F (2366.854486 sec): 3 clusters Score: Raw -843443.406258 + Penalty 6790.588458 = -836652.817801 nChanged 722 SP:Iteration 4F (2366.964694 sec): 3 clusters Score: Raw -844224.078948 + Penalty 6790.588458 = -837433.490490 nChanged 687 SP:Iteration 5F (2367.065701 sec): 3 clusters Score: Raw -844996.275350 + Penalty 6790.588458 = -838205.686893 nChanged 641 SP:Iteration 6F (2367.185916 sec): 3 clusters Score: Raw -845734.729556 + Penalty 6790.588458 = -838944.141099 nChanged 505 SP:Iteration 7F (2367.298185 sec): 3 clusters Score: Raw -846306.323651 + Penalty 6790.588458 = -839515.735193 nChanged 429 SP:Iteration 8Q (2367.429613 sec): 3 clusters Score: Raw -846836.853858 + Penalty 6790.588458 = -840046.265400 nChanged 349 SP:Iteration 9Q (2367.541363 sec): 3 clusters Score: Raw -847154.162479 + Penalty 6790.588458 = -840363.574021 nChanged 243 SP:Iteration 10Q (2367.653199 sec): 3 clusters Score: Raw -847288.088969 + Penalty 6790.588458 = -840497.500511 nChanged 137 SP:Iteration 11Q (2367.767220 sec): 3 clusters Score: Raw -847343.873817 + Penalty 6790.588458 = -840553.285359 nChanged 75 SP:Iteration 12Q (2367.908871 sec): 3 clusters Score: Raw -847374.920592 + Penalty 6790.588458 = -840584.332134 nChanged 67 SP:Iteration 13Q (2368.031715 sec): 3 clusters Score: Raw -847398.512053 + Penalty 6790.588458 = -840607.923595 nChanged 44 SP:Iteration 14Q (2368.123077 sec): 3 clusters Score: Raw -847414.605781 + Penalty 6790.588458 = -840624.017323 nChanged 39 SP:Iteration 15Q (2368.224390 sec): 3 clusters Score: Raw -847425.717915 + Penalty 6790.588458 = -840635.129458 nChanged 19 SP:Iteration 16Q (2368.352460 sec): 3 clusters Score: Raw -847433.162993 + Penalty 6790.588458 = -840642.574535 nChanged 22 SP:Iteration 17Q (2368.478619 sec): 3 clusters Score: Raw -847441.337103 + Penalty 6790.588458 = -840650.748645 nChanged 17 SP:Iteration 18Q (2368.581070 sec): 3 clusters Score: Raw -847447.151220 + Penalty 6790.588458 = -840656.562762 nChanged 10 SP:Iteration 19Q (2368.686648 sec): 3 clusters Score: Raw -847450.271980 + Penalty 6790.588458 = -840659.683522 nChanged 8 SP:Iteration 20F (2368.802022 sec): 3 clusters Score: Raw -847452.384314 + Penalty 6790.588458 = -840661.795857 nChanged 6 SP:Iteration 21Q (2368.940594 sec): 3 clusters Score: Raw -847454.416983 + Penalty 6790.588458 = -840663.828526 nChanged 6 SP:Iteration 22Q (2369.048226 sec): 3 clusters Score: Raw -847456.525924 + Penalty 6790.588458 = -840665.937466 nChanged 5 SP:Iteration 23Q (2369.156288 sec): 3 clusters Score: Raw -847457.346053 + Penalty 6790.588458 = -840666.757595 nChanged 3 SP:Iteration 24Q (2369.289649 sec): 3 clusters Score: Raw -847458.143217 + Penalty 6790.588458 = -840667.554759 nChanged 3 SP:Iteration 25Q (2369.387940 sec): 3 clusters Score: Raw -847458.941365 + Penalty 6790.588458 = -840668.352907 nChanged 6 SP:Iteration 26Q (2369.512741 sec): 3 clusters Score: Raw -847460.554025 + Penalty 6790.588458 = -840669.965567 nChanged 8 SP:Iteration 27Q (2369.623163 sec): 3 clusters Score: Raw -847462.706084 + Penalty 6790.588458 = -840672.117626 nChanged 2 SP:Iteration 28Q (2369.727387 sec): 3 clusters Score: Raw -847463.414659 + Penalty 6790.588458 = -840672.826201 nChanged 2 SP:Iteration 29Q (2369.848620 sec): 3 clusters Score: Raw -847464.130220 + Penalty 6790.588458 = -840673.541763 nChanged 1 SP:Iteration 30Q (2369.979758 sec): 3 clusters Score: Raw -847464.235327 + Penalty 6790.588458 = -840673.646869 nChanged 1 SP:Iteration 31Q (2370.084620 sec): 3 clusters Score: Raw -847464.476408 + Penalty 6790.588458 = -840673.887951 nChanged 2 SP:Iteration 32Q (2370.205493 sec): 3 clusters Score: Raw -847465.071019 + Penalty 6790.588458 = -840674.482561 nChanged 3 SP:Iteration 33Q (2370.335079 sec): 3 clusters Score: Raw -847465.715178 + Penalty 6790.588458 = -840675.126720 nChanged 4 SP:Iteration 34Q (2370.461750 sec): 3 clusters Score: Raw -847466.642862 + Penalty 6790.588458 = -840676.054404 nChanged 3 SP:Iteration 35Q (2370.592483 sec): 3 clusters Score: Raw -847467.701310 + Penalty 6790.588458 = -840677.112852 nChanged 4 SP:Iteration 36Q (2370.719509 sec): 3 clusters Score: Raw -847468.929088 + Penalty 6790.588458 = -840678.340630 nChanged 3 SP:Iteration 37Q (2370.828661 sec): 3 clusters Score: Raw -847469.678788 + Penalty 6790.588458 = -840679.090330 nChanged 1 SP:Iteration 38Q (2370.959132 sec): 3 clusters Score: Raw -847469.891124 + Penalty 6790.588458 = -840679.302666 nChanged 0 SP:Iteration 39F (2371.058341 sec): 3 clusters Score: Raw -847469.891124 + Penalty 6790.588458 = -840679.302666 nChanged 0 Trying to split cluster 2 (4144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2371.142564 sec): 2 clusters Score: Raw -360158.669057 + Penalty 3086.048918 = -357072.620138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2371.227086 sec): 3 clusters Score: Raw -358442.825308 + Penalty 6172.097837 = -352270.727471 nChanged 1421 SP:Iteration 1F (2371.326819 sec): 3 clusters Score: Raw -359508.066317 + Penalty 6172.097837 = -353335.968480 nChanged 378 SP:Iteration 2F (2371.441012 sec): 3 clusters Score: Raw -359899.463020 + Penalty 6172.097837 = -353727.365183 nChanged 260 SP:Iteration 3F (2371.530590 sec): 3 clusters Score: Raw -360164.368941 + Penalty 6172.097837 = -353992.271104 nChanged 200 SP:Iteration 4Q (2371.633714 sec): 3 clusters Score: Raw -360350.435126 + Penalty 6172.097837 = -354178.337289 nChanged 178 SP:Iteration 5Q (2371.754157 sec): 3 clusters Score: Raw -360572.703890 + Penalty 6172.097837 = -354400.606053 nChanged 197 SP:Iteration 6Q (2371.877474 sec): 3 clusters Score: Raw -360848.224507 + Penalty 6172.097837 = -354676.126670 nChanged 221 SP:Iteration 7F (2371.964465 sec): 3 clusters Score: Raw -361184.522404 + Penalty 6172.097837 = -355012.424567 nChanged 227 SP:Iteration 8F (2372.100890 sec): 3 clusters Score: Raw -361608.919031 + Penalty 6172.097837 = -355436.821194 nChanged 253 SP:Iteration 9F (2372.205245 sec): 3 clusters Score: Raw -362141.979897 + Penalty 6172.097837 = -355969.882060 nChanged 224 SP:Iteration 10F (2372.316934 sec): 3 clusters Score: Raw -362599.718149 + Penalty 6172.097837 = -356427.620312 nChanged 154 SP:Iteration 11Q (2372.433816 sec): 3 clusters Score: Raw -362901.945054 + Penalty 6172.097837 = -356729.847217 nChanged 100 SP:Iteration 12Q (2372.539060 sec): 3 clusters Score: Raw -363050.978927 + Penalty 6172.097837 = -356878.881090 nChanged 54 SP:Iteration 13Q (2372.626736 sec): 3 clusters Score: Raw -363144.990868 + Penalty 6172.097837 = -356972.893031 nChanged 40 SP:Iteration 14Q (2372.763636 sec): 3 clusters Score: Raw -363202.986810 + Penalty 6172.097837 = -357030.888973 nChanged 16 SP:Iteration 15Q (2372.846792 sec): 3 clusters Score: Raw -363218.093807 + Penalty 6172.097837 = -357045.995970 nChanged 9 SP:Iteration 16Q (2372.964231 sec): 3 clusters Score: Raw -363226.264516 + Penalty 6172.097837 = -357054.166679 nChanged 9 SP:Iteration 17Q (2373.070768 sec): 3 clusters Score: Raw -363235.440032 + Penalty 6172.097837 = -357063.342195 nChanged 8 SP:Iteration 18Q (2373.167163 sec): 3 clusters Score: Raw -363242.103907 + Penalty 6172.097837 = -357070.006070 nChanged 6 SP:Iteration 19Q (2373.289854 sec): 3 clusters Score: Raw -363246.811558 + Penalty 6172.097837 = -357074.713721 nChanged 1 SP:Iteration 20F (2373.382684 sec): 3 clusters Score: Raw -363247.234321 + Penalty 6172.097837 = -357075.136484 nChanged 1 SP:Iteration 21Q (2373.503913 sec): 3 clusters Score: Raw -363247.749372 + Penalty 6172.097837 = -357075.651535 nChanged 1 SP:Iteration 22Q (2373.594725 sec): 3 clusters Score: Raw -363248.562329 + Penalty 6172.097837 = -357076.464492 nChanged 0 SP:Iteration 23F (2373.739730 sec): 3 clusters Score: Raw -363248.562329 + Penalty 6172.097837 = -357076.464492 nChanged 0 Score: Raw -3286588.624605 + Penalty 43283.241559 = -3243305.383046 Splitting cluster 2 changes total score from -3244150.329916 to -3243305.383046 So it's not getting split. Trying to split cluster 3 (2308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2374.832111 sec): 2 clusters Score: Raw -196975.711688 + Penalty 2869.202621 = -194106.509067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2374.926101 sec): 3 clusters Score: Raw -196294.910214 + Penalty 5738.405241 = -190556.504973 nChanged 681 SP:Iteration 1F (2375.016539 sec): 3 clusters Score: Raw -196934.654450 + Penalty 5738.405241 = -191196.249209 nChanged 193 SP:Iteration 2F (2375.122272 sec): 3 clusters Score: Raw -197194.847021 + Penalty 5738.405241 = -191456.441780 nChanged 112 SP:Iteration 3Q (2375.206902 sec): 3 clusters Score: Raw -197326.077114 + Penalty 5738.405241 = -191587.671872 nChanged 68 SP:Iteration 4Q (2375.315682 sec): 3 clusters Score: Raw -197420.695203 + Penalty 5738.405241 = -191682.289962 nChanged 75 SP:Iteration 5Q (2375.434077 sec): 3 clusters Score: Raw -197510.785218 + Penalty 5738.405241 = -191772.379977 nChanged 78 SP:Iteration 6Q (2375.539501 sec): 3 clusters Score: Raw -197615.306987 + Penalty 5738.405241 = -191876.901746 nChanged 58 SP:Iteration 7Q (2375.632052 sec): 3 clusters Score: Raw -197701.743782 + Penalty 5738.405241 = -191963.338541 nChanged 59 SP:Iteration 8Q (2375.737914 sec): 3 clusters Score: Raw -197795.953059 + Penalty 5738.405241 = -192057.547818 nChanged 71 SP:Iteration 9Q (2375.837805 sec): 3 clusters Score: Raw -197908.287088 + Penalty 5738.405241 = -192169.881846 nChanged 73 SP:Iteration 10Q (2375.944678 sec): 3 clusters Score: Raw -198037.922925 + Penalty 5738.405241 = -192299.517683 nChanged 81 SP:Iteration 11Q (2376.046440 sec): 3 clusters Score: Raw -198201.826549 + Penalty 5738.405241 = -192463.421308 nChanged 91 SP:Iteration 12Q (2376.155508 sec): 3 clusters Score: Raw -198390.516195 + Penalty 5738.405241 = -192652.110954 nChanged 84 SP:Iteration 13Q (2376.261238 sec): 3 clusters Score: Raw -198583.638183 + Penalty 5738.405241 = -192845.232942 nChanged 90 SP:Iteration 14Q (2376.356876 sec): 3 clusters Score: Raw -198828.183138 + Penalty 5738.405241 = -193089.777897 nChanged 68 SP:Iteration 15Q (2376.467799 sec): 3 clusters Score: Raw -199033.579970 + Penalty 5738.405241 = -193295.174729 nChanged 53 SP:Iteration 16Q (2376.580883 sec): 3 clusters Score: Raw -199170.296693 + Penalty 5738.405241 = -193431.891452 nChanged 20 SP:Iteration 17Q (2376.677044 sec): 3 clusters Score: Raw -199214.100342 + Penalty 5738.405241 = -193475.695100 nChanged 14 SP:Iteration 18Q (2376.767701 sec): 3 clusters Score: Raw -199234.072583 + Penalty 5738.405241 = -193495.667342 nChanged 7 SP:Iteration 19Q (2376.876095 sec): 3 clusters Score: Raw -199241.936374 + Penalty 5738.405241 = -193503.531133 nChanged 2 SP:Iteration 20F (2377.001031 sec): 3 clusters Score: Raw -199243.568433 + Penalty 5738.405241 = -193505.163192 nChanged 0 Trying to split cluster 4 (5126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2377.066514 sec): 2 clusters Score: Raw -424346.991960 + Penalty 3164.840976 = -421182.150984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2377.179564 sec): 3 clusters Score: Raw -422119.273409 + Penalty 6329.681952 = -415789.591457 nChanged 1843 SP:Iteration 1F (2377.275196 sec): 3 clusters Score: Raw -423387.008544 + Penalty 6329.681952 = -417057.326592 nChanged 431 SP:Iteration 2F (2377.392933 sec): 3 clusters Score: Raw -423787.173181 + Penalty 6329.681952 = -417457.491229 nChanged 353 SP:Iteration 3F (2377.520512 sec): 3 clusters Score: Raw -424155.127430 + Penalty 6329.681952 = -417825.445478 nChanged 286 SP:Iteration 4F (2377.621156 sec): 3 clusters Score: Raw -424463.314301 + Penalty 6329.681952 = -418133.632349 nChanged 294 SP:Iteration 5F (2377.775400 sec): 3 clusters Score: Raw -424796.321709 + Penalty 6329.681952 = -418466.639757 nChanged 260 SP:Iteration 6F (2377.870110 sec): 3 clusters Score: Raw -425059.817128 + Penalty 6329.681952 = -418730.135176 nChanged 198 SP:Iteration 7Q (2377.990590 sec): 3 clusters Score: Raw -425263.497812 + Penalty 6329.681952 = -418933.815860 nChanged 167 SP:Iteration 8Q (2378.094786 sec): 3 clusters Score: Raw -425416.121141 + Penalty 6329.681952 = -419086.439189 nChanged 120 SP:Iteration 9Q (2378.213965 sec): 3 clusters Score: Raw -425525.583054 + Penalty 6329.681952 = -419195.901102 nChanged 87 SP:Iteration 10Q (2378.331795 sec): 3 clusters Score: Raw -425595.705873 + Penalty 6329.681952 = -419266.023921 nChanged 80 SP:Iteration 11Q (2378.473231 sec): 3 clusters Score: Raw -425644.821263 + Penalty 6329.681952 = -419315.139311 nChanged 59 SP:Iteration 12Q (2378.575866 sec): 3 clusters Score: Raw -425684.804642 + Penalty 6329.681952 = -419355.122690 nChanged 49 SP:Iteration 13Q (2378.687483 sec): 3 clusters Score: Raw -425716.183426 + Penalty 6329.681952 = -419386.501474 nChanged 38 SP:Iteration 14Q (2378.811391 sec): 3 clusters Score: Raw -425746.468509 + Penalty 6329.681952 = -419416.786557 nChanged 50 SP:Iteration 15Q (2378.921935 sec): 3 clusters Score: Raw -425788.052445 + Penalty 6329.681952 = -419458.370493 nChanged 62 SP:Iteration 16Q (2379.046846 sec): 3 clusters Score: Raw -425852.172053 + Penalty 6329.681952 = -419522.490101 nChanged 59 SP:Iteration 17Q (2379.182031 sec): 3 clusters Score: Raw -425922.932791 + Penalty 6329.681952 = -419593.250839 nChanged 71 SP:Iteration 18Q (2379.271785 sec): 3 clusters Score: Raw -426017.316948 + Penalty 6329.681952 = -419687.634996 nChanged 71 SP:Iteration 19Q (2379.393642 sec): 3 clusters Score: Raw -426097.746372 + Penalty 6329.681952 = -419768.064420 nChanged 57 SP:Iteration 20F (2379.530400 sec): 3 clusters Score: Raw -426142.621592 + Penalty 6329.681952 = -419812.939640 nChanged 62 SP:Iteration 21Q (2379.639088 sec): 3 clusters Score: Raw -426183.517783 + Penalty 6329.681952 = -419853.835831 nChanged 42 SP:Iteration 22Q (2379.772160 sec): 3 clusters Score: Raw -426208.401474 + Penalty 6329.681952 = -419878.719522 nChanged 38 SP:Iteration 23Q (2379.882665 sec): 3 clusters Score: Raw -426230.045340 + Penalty 6329.681952 = -419900.363388 nChanged 32 SP:Iteration 24Q (2379.991288 sec): 3 clusters Score: Raw -426246.383814 + Penalty 6329.681952 = -419916.701862 nChanged 29 SP:Iteration 25Q (2380.112482 sec): 3 clusters Score: Raw -426261.482710 + Penalty 6329.681952 = -419931.800758 nChanged 27 SP:Iteration 26Q (2380.212178 sec): 3 clusters Score: Raw -426277.296334 + Penalty 6329.681952 = -419947.614382 nChanged 19 SP:Iteration 27Q (2380.327174 sec): 3 clusters Score: Raw -426288.632696 + Penalty 6329.681952 = -419958.950744 nChanged 18 SP:Iteration 28Q (2380.458146 sec): 3 clusters Score: Raw -426297.930750 + Penalty 6329.681952 = -419968.248798 nChanged 14 SP:Iteration 29Q (2380.570324 sec): 3 clusters Score: Raw -426303.702203 + Penalty 6329.681952 = -419974.020251 nChanged 11 SP:Iteration 30Q (2380.682208 sec): 3 clusters Score: Raw -426308.722578 + Penalty 6329.681952 = -419979.040626 nChanged 11 SP:Iteration 31Q (2380.815405 sec): 3 clusters Score: Raw -426314.802251 + Penalty 6329.681952 = -419985.120299 nChanged 7 SP:Iteration 32Q (2380.919011 sec): 3 clusters Score: Raw -426319.162441 + Penalty 6329.681952 = -419989.480489 nChanged 10 SP:Iteration 33Q (2381.041222 sec): 3 clusters Score: Raw -426323.467121 + Penalty 6329.681952 = -419993.785169 nChanged 8 SP:Iteration 34Q (2381.169703 sec): 3 clusters Score: Raw -426327.052802 + Penalty 6329.681952 = -419997.370850 nChanged 1 SP:Iteration 35Q (2381.271220 sec): 3 clusters Score: Raw -426327.177000 + Penalty 6329.681952 = -419997.495048 nChanged 0 SP:Iteration 36F (2381.413730 sec): 3 clusters Score: Raw -426327.177000 + Penalty 6329.681952 = -419997.495048 nChanged 0 Trying to split cluster 5 (2098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2381.477479 sec): 2 clusters Score: Raw -154270.014183 + Penalty 2833.858092 = -151436.156091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2381.574642 sec): 3 clusters Score: Raw -153632.521610 + Penalty 5667.716184 = -147964.805426 nChanged 609 SP:Iteration 1F (2381.696791 sec): 3 clusters Score: Raw -154306.335938 + Penalty 5667.716184 = -148638.619754 nChanged 201 SP:Iteration 2F (2381.806628 sec): 3 clusters Score: Raw -154670.709559 + Penalty 5667.716184 = -149002.993376 nChanged 150 SP:Iteration 3F (2381.909234 sec): 3 clusters Score: Raw -155107.677782 + Penalty 5667.716184 = -149439.961599 nChanged 116 SP:Iteration 4F (2382.019378 sec): 3 clusters Score: Raw -155390.879809 + Penalty 5667.716184 = -149723.163625 nChanged 90 SP:Iteration 5Q (2382.104176 sec): 3 clusters Score: Raw -155554.576269 + Penalty 5667.716184 = -149886.860085 nChanged 72 SP:Iteration 6Q (2382.209097 sec): 3 clusters Score: Raw -155671.738564 + Penalty 5667.716184 = -150004.022381 nChanged 62 SP:Iteration 7Q (2382.323468 sec): 3 clusters Score: Raw -155757.947325 + Penalty 5667.716184 = -150090.231141 nChanged 41 SP:Iteration 8Q (2382.416418 sec): 3 clusters Score: Raw -155823.788404 + Penalty 5667.716184 = -150156.072220 nChanged 41 SP:Iteration 9Q (2382.534651 sec): 3 clusters Score: Raw -155877.317275 + Penalty 5667.716184 = -150209.601091 nChanged 30 SP:Iteration 10Q (2382.621177 sec): 3 clusters Score: Raw -155910.338999 + Penalty 5667.716184 = -150242.622815 nChanged 29 SP:Iteration 11Q (2382.732739 sec): 3 clusters Score: Raw -155941.149205 + Penalty 5667.716184 = -150273.433021 nChanged 18 SP:Iteration 12Q (2382.829247 sec): 3 clusters Score: Raw -155962.488000 + Penalty 5667.716184 = -150294.771817 nChanged 14 SP:Iteration 13Q (2382.948982 sec): 3 clusters Score: Raw -155977.329170 + Penalty 5667.716184 = -150309.612986 nChanged 12 SP:Iteration 14Q (2383.037996 sec): 3 clusters Score: Raw -155988.831074 + Penalty 5667.716184 = -150321.114891 nChanged 7 SP:Iteration 15Q (2383.153632 sec): 3 clusters Score: Raw -155996.088723 + Penalty 5667.716184 = -150328.372539 nChanged 3 SP:Iteration 16Q (2383.262739 sec): 3 clusters Score: Raw -155998.149744 + Penalty 5667.716184 = -150330.433560 nChanged 2 SP:Iteration 17Q (2383.377406 sec): 3 clusters Score: Raw -155999.681427 + Penalty 5667.716184 = -150331.965244 nChanged 2 SP:Iteration 18Q (2383.483285 sec): 3 clusters Score: Raw -156003.467318 + Penalty 5667.716184 = -150335.751134 nChanged 3 SP:Iteration 19Q (2383.594477 sec): 3 clusters Score: Raw -156005.411033 + Penalty 5667.716184 = -150337.694850 nChanged 1 SP:Iteration 20F (2383.702786 sec): 3 clusters Score: Raw -156006.425501 + Penalty 5667.716184 = -150338.709318 nChanged 2 SP:Iteration 21Q (2383.820036 sec): 3 clusters Score: Raw -156007.947260 + Penalty 5667.716184 = -150340.231076 nChanged 1 SP:Iteration 22Q (2383.928813 sec): 3 clusters Score: Raw -156008.443615 + Penalty 5667.716184 = -150340.727431 nChanged 1 SP:Iteration 23Q (2384.038839 sec): 3 clusters Score: Raw -156008.853621 + Penalty 5667.716184 = -150341.137438 nChanged 1 SP:Iteration 24Q (2384.132965 sec): 3 clusters Score: Raw -156009.439964 + Penalty 5667.716184 = -150341.723780 nChanged 0 SP:Iteration 25F (2384.237030 sec): 3 clusters Score: Raw -156009.439964 + Penalty 5667.716184 = -150341.723780 nChanged 0 Trying to split cluster 6 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2384.300293 sec): 2 clusters Score: Raw -64751.412418 + Penalty 2586.806798 = -62164.605620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2384.385671 sec): 3 clusters Score: Raw -64718.004647 + Penalty 5173.613596 = -59544.391051 nChanged 250 SP:Iteration 1F (2384.502342 sec): 3 clusters Score: Raw -65196.223793 + Penalty 5173.613596 = -60022.610197 nChanged 82 SP:Iteration 2F (2384.592163 sec): 3 clusters Score: Raw -65422.935181 + Penalty 5173.613596 = -60249.321585 nChanged 57 SP:Iteration 3F (2384.698535 sec): 3 clusters Score: Raw -65558.794666 + Penalty 5173.613596 = -60385.181071 nChanged 35 SP:Iteration 4Q (2384.804555 sec): 3 clusters Score: Raw -65673.008824 + Penalty 5173.613596 = -60499.395228 nChanged 26 SP:Iteration 5Q (2384.909381 sec): 3 clusters Score: Raw -65772.489541 + Penalty 5173.613596 = -60598.875945 nChanged 23 SP:Iteration 6Q (2385.032079 sec): 3 clusters Score: Raw -65825.900151 + Penalty 5173.613596 = -60652.286555 nChanged 17 SP:Iteration 7Q (2385.131421 sec): 3 clusters Score: Raw -65864.394036 + Penalty 5173.613596 = -60690.780441 nChanged 15 SP:Iteration 8Q (2385.245246 sec): 3 clusters Score: Raw -65916.537591 + Penalty 5173.613596 = -60742.923995 nChanged 14 SP:Iteration 9Q (2385.350956 sec): 3 clusters Score: Raw -65967.081953 + Penalty 5173.613596 = -60793.468357 nChanged 10 SP:Iteration 10Q (2385.431040 sec): 3 clusters Score: Raw -66022.484086 + Penalty 5173.613596 = -60848.870490 nChanged 10 SP:Iteration 11Q (2385.552389 sec): 3 clusters Score: Raw -66056.029453 + Penalty 5173.613596 = -60882.415857 nChanged 7 SP:Iteration 12Q (2385.644966 sec): 3 clusters Score: Raw -66067.563437 + Penalty 5173.613596 = -60893.949841 nChanged 1 SP:Iteration 13Q (2385.773869 sec): 3 clusters Score: Raw -66068.858686 + Penalty 5173.613596 = -60895.245091 nChanged 0 SP:Iteration 14F (2385.868341 sec): 3 clusters Score: Raw -66068.858686 + Penalty 5173.613596 = -60895.245091 nChanged 0 Trying to split cluster 7 (5207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2385.934039 sec): 2 clusters Score: Raw -373760.694424 + Penalty 3170.649766 = -370590.044658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2386.043283 sec): 3 clusters Score: Raw -371538.392951 + Penalty 6341.299532 = -365197.093419 nChanged 1898 SP:Iteration 1F (2386.165231 sec): 3 clusters Score: Raw -373075.744117 + Penalty 6341.299532 = -366734.444585 nChanged 525 SP:Iteration 2F (2386.291949 sec): 3 clusters Score: Raw -373971.580222 + Penalty 6341.299532 = -367630.280689 nChanged 441 SP:Iteration 3F (2386.400275 sec): 3 clusters Score: Raw -374764.166042 + Penalty 6341.299532 = -368422.866509 nChanged 381 SP:Iteration 4F (2386.525698 sec): 3 clusters Score: Raw -375250.713224 + Penalty 6341.299532 = -368909.413691 nChanged 280 SP:Iteration 5F (2386.645572 sec): 3 clusters Score: Raw -375529.326318 + Penalty 6341.299532 = -369188.026786 nChanged 226 SP:Iteration 6Q (2386.762841 sec): 3 clusters Score: Raw -375742.717412 + Penalty 6341.299532 = -369401.417879 nChanged 177 SP:Iteration 7Q (2386.870347 sec): 3 clusters Score: Raw -375911.218280 + Penalty 6341.299532 = -369569.918747 nChanged 133 SP:Iteration 8Q (2386.975082 sec): 3 clusters Score: Raw -376037.267070 + Penalty 6341.299532 = -369695.967538 nChanged 114 SP:Iteration 9Q (2387.106790 sec): 3 clusters Score: Raw -376142.725725 + Penalty 6341.299532 = -369801.426192 nChanged 103 SP:Iteration 10Q (2387.232896 sec): 3 clusters Score: Raw -376224.172690 + Penalty 6341.299532 = -369882.873158 nChanged 82 SP:Iteration 11Q (2387.328742 sec): 3 clusters Score: Raw -376284.572211 + Penalty 6341.299532 = -369943.272679 nChanged 69 SP:Iteration 12Q (2387.464774 sec): 3 clusters Score: Raw -376331.136937 + Penalty 6341.299532 = -369989.837404 nChanged 66 SP:Iteration 13Q (2387.590690 sec): 3 clusters Score: Raw -376386.035502 + Penalty 6341.299532 = -370044.735970 nChanged 63 SP:Iteration 14Q (2387.693265 sec): 3 clusters Score: Raw -376421.630685 + Penalty 6341.299532 = -370080.331153 nChanged 41 SP:Iteration 15Q (2387.791184 sec): 3 clusters Score: Raw -376450.408995 + Penalty 6341.299532 = -370109.109463 nChanged 47 SP:Iteration 16Q (2387.933123 sec): 3 clusters Score: Raw -376476.623479 + Penalty 6341.299532 = -370135.323946 nChanged 29 SP:Iteration 17Q (2388.058545 sec): 3 clusters Score: Raw -376490.558332 + Penalty 6341.299532 = -370149.258800 nChanged 29 SP:Iteration 18Q (2388.165125 sec): 3 clusters Score: Raw -376504.570888 + Penalty 6341.299532 = -370163.271356 nChanged 23 SP:Iteration 19Q (2388.275777 sec): 3 clusters Score: Raw -376518.519896 + Penalty 6341.299532 = -370177.220364 nChanged 21 SP:Iteration 20F (2388.407945 sec): 3 clusters Score: Raw -376532.072041 + Penalty 6341.299532 = -370190.772508 nChanged 21 SP:Iteration 21Q (2388.497964 sec): 3 clusters Score: Raw -376546.429857 + Penalty 6341.299532 = -370205.130325 nChanged 16 SP:Iteration 22Q (2388.625550 sec): 3 clusters Score: Raw -376556.877518 + Penalty 6341.299532 = -370215.577986 nChanged 17 SP:Iteration 23Q (2388.733000 sec): 3 clusters Score: Raw -376566.068622 + Penalty 6341.299532 = -370224.769090 nChanged 12 SP:Iteration 24Q (2388.841969 sec): 3 clusters Score: Raw -376572.211823 + Penalty 6341.299532 = -370230.912290 nChanged 15 SP:Iteration 25Q (2388.983752 sec): 3 clusters Score: Raw -376579.112264 + Penalty 6341.299532 = -370237.812731 nChanged 7 SP:Iteration 26Q (2389.081040 sec): 3 clusters Score: Raw -376581.920458 + Penalty 6341.299532 = -370240.620926 nChanged 6 SP:Iteration 27Q (2389.190545 sec): 3 clusters Score: Raw -376585.504075 + Penalty 6341.299532 = -370244.204543 nChanged 9 SP:Iteration 28Q (2389.319099 sec): 3 clusters Score: Raw -376589.278435 + Penalty 6341.299532 = -370247.978902 nChanged 8 SP:Iteration 29Q (2389.451999 sec): 3 clusters Score: Raw -376591.479614 + Penalty 6341.299532 = -370250.180081 nChanged 4 SP:Iteration 30Q (2389.542757 sec): 3 clusters Score: Raw -376592.908722 + Penalty 6341.299532 = -370251.609190 nChanged 5 SP:Iteration 31Q (2389.651933 sec): 3 clusters Score: Raw -376594.389057 + Penalty 6341.299532 = -370253.089524 nChanged 7 SP:Iteration 32Q (2389.760398 sec): 3 clusters Score: Raw -376597.286279 + Penalty 6341.299532 = -370255.986746 nChanged 3 SP:Iteration 33Q (2389.900600 sec): 3 clusters Score: Raw -376598.491516 + Penalty 6341.299532 = -370257.191984 nChanged 3 SP:Iteration 34Q (2390.011914 sec): 3 clusters Score: Raw -376599.672952 + Penalty 6341.299532 = -370258.373420 nChanged 2 SP:Iteration 35Q (2390.115287 sec): 3 clusters Score: Raw -376601.371615 + Penalty 6341.299532 = -370260.072082 nChanged 3 SP:Iteration 36Q (2390.217847 sec): 3 clusters Score: Raw -376602.128335 + Penalty 6341.299532 = -370260.828802 nChanged 1 SP:Iteration 37Q (2390.326251 sec): 3 clusters Score: Raw -376602.357977 + Penalty 6341.299532 = -370261.058444 nChanged 2 SP:Iteration 38Q (2390.461520 sec): 3 clusters Score: Raw -376602.742530 + Penalty 6341.299532 = -370261.442997 nChanged 2 SP:Iteration 39Q (2390.578081 sec): 3 clusters Score: Raw -376603.278738 + Penalty 6341.299532 = -370261.979206 nChanged 0 SP:Iteration 40F (2390.689662 sec): 3 clusters Score: Raw -376603.278738 + Penalty 6341.299532 = -370261.979206 nChanged 0 Trying to split cluster 8 (1679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2390.764031 sec): 2 clusters Score: Raw -105325.459839 + Penalty 2751.315830 = -102574.144009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2390.850198 sec): 3 clusters Score: Raw -104957.456229 + Penalty 5502.631660 = -99454.824569 nChanged 472 SP:Iteration 1F (2390.944048 sec): 3 clusters Score: Raw -105529.506366 + Penalty 5502.631660 = -100026.874706 nChanged 146 SP:Iteration 2F (2391.049259 sec): 3 clusters Score: Raw -105829.316584 + Penalty 5502.631660 = -100326.684924 nChanged 101 SP:Iteration 3F (2391.165891 sec): 3 clusters Score: Raw -106086.807126 + Penalty 5502.631660 = -100584.175466 nChanged 97 SP:Iteration 4F (2391.281433 sec): 3 clusters Score: Raw -106350.169095 + Penalty 5502.631660 = -100847.537435 nChanged 95 SP:Iteration 5F (2391.377929 sec): 3 clusters Score: Raw -106595.317103 + Penalty 5502.631660 = -101092.685443 nChanged 83 SP:Iteration 6Q (2391.470431 sec): 3 clusters Score: Raw -106821.258725 + Penalty 5502.631660 = -101318.627065 nChanged 69 SP:Iteration 7Q (2391.577619 sec): 3 clusters Score: Raw -106990.314039 + Penalty 5502.631660 = -101487.682380 nChanged 48 SP:Iteration 8Q (2391.689232 sec): 3 clusters Score: Raw -107097.064629 + Penalty 5502.631660 = -101594.432969 nChanged 32 SP:Iteration 9Q (2391.788028 sec): 3 clusters Score: Raw -107164.123607 + Penalty 5502.631660 = -101661.491947 nChanged 19 SP:Iteration 10Q (2391.896137 sec): 3 clusters Score: Raw -107191.730380 + Penalty 5502.631660 = -101689.098720 nChanged 16 SP:Iteration 11Q (2392.004235 sec): 3 clusters Score: Raw -107222.765766 + Penalty 5502.631660 = -101720.134106 nChanged 9 SP:Iteration 12Q (2392.117474 sec): 3 clusters Score: Raw -107239.361710 + Penalty 5502.631660 = -101736.730051 nChanged 7 SP:Iteration 13Q (2392.209508 sec): 3 clusters Score: Raw -107253.939679 + Penalty 5502.631660 = -101751.308019 nChanged 7 SP:Iteration 14Q (2392.314492 sec): 3 clusters Score: Raw -107261.731133 + Penalty 5502.631660 = -101759.099473 nChanged 6 SP:Iteration 15Q (2392.415327 sec): 3 clusters Score: Raw -107269.079567 + Penalty 5502.631660 = -101766.447907 nChanged 2 SP:Iteration 16Q (2392.542320 sec): 3 clusters Score: Raw -107271.500256 + Penalty 5502.631660 = -101768.868596 nChanged 2 SP:Iteration 17Q (2392.655356 sec): 3 clusters Score: Raw -107275.031630 + Penalty 5502.631660 = -101772.399970 nChanged 2 SP:Iteration 18Q (2392.760322 sec): 3 clusters Score: Raw -107278.031743 + Penalty 5502.631660 = -101775.400083 nChanged 0 SP:Iteration 19F (2392.864532 sec): 3 clusters Score: Raw -107278.031743 + Penalty 5502.631660 = -101775.400083 nChanged 0 Trying to split cluster 9 (6344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2392.953509 sec): 2 clusters Score: Raw -584435.685928 + Penalty 3243.825595 = -581191.860333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2393.060557 sec): 3 clusters Score: Raw -581563.346909 + Penalty 6487.651190 = -575075.695720 nChanged 2361 SP:Iteration 1F (2393.188789 sec): 3 clusters Score: Raw -583034.434440 + Penalty 6487.651190 = -576546.783250 nChanged 543 SP:Iteration 2F (2393.304695 sec): 3 clusters Score: Raw -583508.379154 + Penalty 6487.651190 = -577020.727964 nChanged 431 SP:Iteration 3F (2393.417895 sec): 3 clusters Score: Raw -583914.569151 + Penalty 6487.651190 = -577426.917962 nChanged 380 SP:Iteration 4F (2393.538120 sec): 3 clusters Score: Raw -584333.743406 + Penalty 6487.651190 = -577846.092217 nChanged 395 SP:Iteration 5F (2393.662674 sec): 3 clusters Score: Raw -584725.472733 + Penalty 6487.651190 = -578237.821543 nChanged 322 SP:Iteration 6F (2393.808908 sec): 3 clusters Score: Raw -585028.925928 + Penalty 6487.651190 = -578541.274739 nChanged 279 SP:Iteration 7Q (2393.922909 sec): 3 clusters Score: Raw -585276.314260 + Penalty 6487.651190 = -578788.663070 nChanged 212 SP:Iteration 8Q (2394.055960 sec): 3 clusters Score: Raw -585451.903735 + Penalty 6487.651190 = -578964.252545 nChanged 142 SP:Iteration 9Q (2394.174378 sec): 3 clusters Score: Raw -585545.623612 + Penalty 6487.651190 = -579057.972423 nChanged 99 SP:Iteration 10Q (2394.298937 sec): 3 clusters Score: Raw -585613.209646 + Penalty 6487.651190 = -579125.558456 nChanged 85 SP:Iteration 11Q (2394.419804 sec): 3 clusters Score: Raw -585662.700921 + Penalty 6487.651190 = -579175.049732 nChanged 65 SP:Iteration 12Q (2394.524520 sec): 3 clusters Score: Raw -585697.665059 + Penalty 6487.651190 = -579210.013869 nChanged 40 SP:Iteration 13Q (2394.650967 sec): 3 clusters Score: Raw -585719.344163 + Penalty 6487.651190 = -579231.692973 nChanged 25 SP:Iteration 14Q (2394.772505 sec): 3 clusters Score: Raw -585730.253262 + Penalty 6487.651190 = -579242.602073 nChanged 15 SP:Iteration 15Q (2394.895340 sec): 3 clusters Score: Raw -585736.343054 + Penalty 6487.651190 = -579248.691864 nChanged 11 SP:Iteration 16Q (2395.011362 sec): 3 clusters Score: Raw -585741.460066 + Penalty 6487.651190 = -579253.808877 nChanged 7 SP:Iteration 17Q (2395.149295 sec): 3 clusters Score: Raw -585743.998043 + Penalty 6487.651190 = -579256.346853 nChanged 6 SP:Iteration 18Q (2395.269751 sec): 3 clusters Score: Raw -585746.443614 + Penalty 6487.651190 = -579258.792424 nChanged 7 SP:Iteration 19Q (2395.383065 sec): 3 clusters Score: Raw -585749.622713 + Penalty 6487.651190 = -579261.971524 nChanged 8 SP:Iteration 20F (2395.503255 sec): 3 clusters Score: Raw -585754.202698 + Penalty 6487.651190 = -579266.551508 nChanged 7 SP:Iteration 21Q (2395.625274 sec): 3 clusters Score: Raw -585757.843743 + Penalty 6487.651190 = -579270.192553 nChanged 8 SP:Iteration 22Q (2395.752084 sec): 3 clusters Score: Raw -585761.868930 + Penalty 6487.651190 = -579274.217740 nChanged 6 SP:Iteration 23Q (2395.854580 sec): 3 clusters Score: Raw -585764.575425 + Penalty 6487.651190 = -579276.924235 nChanged 12 SP:Iteration 24Q (2395.986809 sec): 3 clusters Score: Raw -585769.238268 + Penalty 6487.651190 = -579281.587079 nChanged 7 SP:Iteration 25Q (2396.114613 sec): 3 clusters Score: Raw -585771.829847 + Penalty 6487.651190 = -579284.178658 nChanged 8 SP:Iteration 26Q (2396.216054 sec): 3 clusters Score: Raw -585774.695928 + Penalty 6487.651190 = -579287.044738 nChanged 5 SP:Iteration 27Q (2396.366473 sec): 3 clusters Score: Raw -585776.095372 + Penalty 6487.651190 = -579288.444182 nChanged 3 SP:Iteration 28Q (2396.472763 sec): 3 clusters Score: Raw -585777.208368 + Penalty 6487.651190 = -579289.557179 nChanged 1 SP:Iteration 29Q (2396.590637 sec): 3 clusters Score: Raw -585777.458309 + Penalty 6487.651190 = -579289.807119 nChanged 1 SP:Iteration 30Q (2396.714896 sec): 3 clusters Score: Raw -585777.718055 + Penalty 6487.651190 = -579290.066865 nChanged 1 SP:Iteration 31Q (2396.859973 sec): 3 clusters Score: Raw -585777.972312 + Penalty 6487.651190 = -579290.321122 nChanged 2 SP:Iteration 32Q (2396.969033 sec): 3 clusters Score: Raw -585779.098153 + Penalty 6487.651190 = -579291.446963 nChanged 7 SP:Iteration 33Q (2397.120075 sec): 3 clusters Score: Raw -585781.003836 + Penalty 6487.651190 = -579293.352647 nChanged 4 SP:Iteration 34Q (2397.248623 sec): 3 clusters Score: Raw -585782.879972 + Penalty 6487.651190 = -579295.228782 nChanged 7 SP:Iteration 35Q (2397.368618 sec): 3 clusters Score: Raw -585785.770770 + Penalty 6487.651190 = -579298.119580 nChanged 6 SP:Iteration 36Q (2397.468495 sec): 3 clusters Score: Raw -585788.202325 + Penalty 6487.651190 = -579300.551136 nChanged 5 SP:Iteration 37Q (2397.607726 sec): 3 clusters Score: Raw -585790.135227 + Penalty 6487.651190 = -579302.484037 nChanged 4 SP:Iteration 38Q (2397.707733 sec): 3 clusters Score: Raw -585791.539283 + Penalty 6487.651190 = -579303.888093 nChanged 5 SP:Iteration 39Q (2397.858226 sec): 3 clusters Score: Raw -585793.160671 + Penalty 6487.651190 = -579305.509481 nChanged 1 SP:Iteration 40F (2397.974618 sec): 3 clusters Score: Raw -585793.458609 + Penalty 6487.651190 = -579305.807419 nChanged 1 SP:Iteration 41Q (2398.086419 sec): 3 clusters Score: Raw -585793.783715 + Penalty 6487.651190 = -579306.132526 nChanged 2 SP:Iteration 42Q (2398.225969 sec): 3 clusters Score: Raw -585794.725128 + Penalty 6487.651190 = -579307.073938 nChanged 1 SP:Iteration 43Q (2398.329231 sec): 3 clusters Score: Raw -585794.981511 + Penalty 6487.651190 = -579307.330322 nChanged 0 SP:Iteration 44F (2398.454775 sec): 3 clusters Score: Raw -585794.981511 + Penalty 6487.651190 = -579307.330322 nChanged 0 Trying to split cluster 10 (3426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2398.531251 sec): 2 clusters Score: Raw -261959.486292 + Penalty 3015.554586 = -258943.931706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2398.659922 sec): 3 clusters Score: Raw -260796.522575 + Penalty 6031.109171 = -254765.413404 nChanged 1195 SP:Iteration 1F (2398.775587 sec): 3 clusters Score: Raw -262424.357787 + Penalty 6031.109171 = -256393.248616 nChanged 458 SP:Iteration 2F (2398.890551 sec): 3 clusters Score: Raw -263224.264662 + Penalty 6031.109171 = -257193.155491 nChanged 312 SP:Iteration 3F (2399.012141 sec): 3 clusters Score: Raw -263652.154238 + Penalty 6031.109171 = -257621.045067 nChanged 186 SP:Iteration 4F (2399.112981 sec): 3 clusters Score: Raw -263910.278863 + Penalty 6031.109171 = -257879.169692 nChanged 126 SP:Iteration 5Q (2399.242489 sec): 3 clusters Score: Raw -264114.172386 + Penalty 6031.109171 = -258083.063215 nChanged 105 SP:Iteration 6Q (2399.341742 sec): 3 clusters Score: Raw -264320.818983 + Penalty 6031.109171 = -258289.709812 nChanged 79 SP:Iteration 7Q (2399.452780 sec): 3 clusters Score: Raw -264453.797991 + Penalty 6031.109171 = -258422.688820 nChanged 70 SP:Iteration 8Q (2399.556230 sec): 3 clusters Score: Raw -264546.925461 + Penalty 6031.109171 = -258515.816290 nChanged 48 SP:Iteration 9Q (2399.664499 sec): 3 clusters Score: Raw -264614.293695 + Penalty 6031.109171 = -258583.184524 nChanged 37 SP:Iteration 10Q (2399.792137 sec): 3 clusters Score: Raw -264651.258509 + Penalty 6031.109171 = -258620.149338 nChanged 31 SP:Iteration 11Q (2399.895469 sec): 3 clusters Score: Raw -264694.345035 + Penalty 6031.109171 = -258663.235864 nChanged 23 SP:Iteration 12Q (2400.000237 sec): 3 clusters Score: Raw -264722.181961 + Penalty 6031.109171 = -258691.072790 nChanged 21 SP:Iteration 13Q (2400.107354 sec): 3 clusters Score: Raw -264748.736964 + Penalty 6031.109171 = -258717.627793 nChanged 23 SP:Iteration 14Q (2400.223838 sec): 3 clusters Score: Raw -264782.753675 + Penalty 6031.109171 = -258751.644503 nChanged 13 SP:Iteration 15Q (2400.320932 sec): 3 clusters Score: Raw -264801.440169 + Penalty 6031.109171 = -258770.330998 nChanged 17 SP:Iteration 16Q (2400.422098 sec): 3 clusters Score: Raw -264825.539147 + Penalty 6031.109171 = -258794.429976 nChanged 19 SP:Iteration 17Q (2400.531121 sec): 3 clusters Score: Raw -264847.946893 + Penalty 6031.109171 = -258816.837722 nChanged 10 SP:Iteration 18Q (2400.640170 sec): 3 clusters Score: Raw -264859.169684 + Penalty 6031.109171 = -258828.060513 nChanged 7 SP:Iteration 19Q (2400.726419 sec): 3 clusters Score: Raw -264871.243575 + Penalty 6031.109171 = -258840.134403 nChanged 9 SP:Iteration 20F (2400.844318 sec): 3 clusters Score: Raw -264886.209572 + Penalty 6031.109171 = -258855.100401 nChanged 14 SP:Iteration 21Q (2400.963208 sec): 3 clusters Score: Raw -264911.539206 + Penalty 6031.109171 = -258880.430035 nChanged 16 SP:Iteration 22Q (2401.068969 sec): 3 clusters Score: Raw -264936.674545 + Penalty 6031.109171 = -258905.565374 nChanged 21 SP:Iteration 23Q (2401.188593 sec): 3 clusters Score: Raw -264976.961063 + Penalty 6031.109171 = -258945.851892 nChanged 22 SP:Iteration 24Q (2401.304023 sec): 3 clusters Score: Raw -265046.101503 + Penalty 6031.109171 = -259014.992332 nChanged 30 SP:Iteration 25Q (2401.386935 sec): 3 clusters Score: Raw -265122.488278 + Penalty 6031.109171 = -259091.379107 nChanged 25 SP:Iteration 26Q (2401.521650 sec): 3 clusters Score: Raw -265178.993559 + Penalty 6031.109171 = -259147.884388 nChanged 29 SP:Iteration 27Q (2401.642071 sec): 3 clusters Score: Raw -265244.255548 + Penalty 6031.109171 = -259213.146377 nChanged 19 SP:Iteration 28Q (2401.748175 sec): 3 clusters Score: Raw -265281.341099 + Penalty 6031.109171 = -259250.231928 nChanged 14 SP:Iteration 29Q (2401.874755 sec): 3 clusters Score: Raw -265298.071230 + Penalty 6031.109171 = -259266.962059 nChanged 5 SP:Iteration 30Q (2401.970950 sec): 3 clusters Score: Raw -265304.580306 + Penalty 6031.109171 = -259273.471135 nChanged 2 SP:Iteration 31Q (2402.078127 sec): 3 clusters Score: Raw -265307.157325 + Penalty 6031.109171 = -259276.048154 nChanged 0 SP:Iteration 32F (2402.204728 sec): 3 clusters Score: Raw -265307.157325 + Penalty 6031.109171 = -259276.048154 nChanged 0 Score: Raw -3286846.402366 + Penalty 43283.241559 = -3243563.160807 Splitting cluster 10 changes total score from -3244150.329916 to -3243563.160807 So it's not getting split. Time taken for this iteration:175.244197 seconds. 12->11 Clusters: Score -3244150.329916, best is -3247348.751455 Main iterations: 1307 (time per iteration =609.521696 ms) Total iterations: 15492 (time per iteration =51.422983 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 178068724066.000000 (time per metric unit =4.473806ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 6588542790442.000000 (time per metric unit=120.913665ps) That took 796.644857 seconds.