FileBase DT3_rLS_rCA1_20151003_1092um_720um ElecNo 2 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.15 and 0.22 GB. - 8 bytes per element (scalar), 10002000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.07 and 0.11 GB. - 8 bytes per element (scalar), 4800960 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.02 and 0.03 GB. - 2 bytes per element (data_int), 4800960 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.01 and 0.01 GB. - 1 bytes per element (char), 4800960 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.01 and 0.01 GB. - 1 bytes per element (char), 4800960 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=200040, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.26 and 0.39 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 200040 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 200040 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 13 (885 points): Lose 315.942218 but Gain 1983.519302 Iteration 0F (5.261843 sec): 19 clusters Score: Raw -21488926.610883 + Penalty 35703.347430 = -21453223.263453 nChanged 189076 Deleting Class 15 (400 points): Lose 393.288063 but Gain 1983.519302 Iteration 1F (7.953015 sec): 18 clusters Score: Raw -22113016.336837 + Penalty 33719.828128 = -22079296.508709 nChanged 43575 Deleting Class 8 (222 points): Lose 288.846055 but Gain 1983.519302 Iteration 2F (10.520110 sec): 17 clusters Score: Raw -22188962.308606 + Penalty 31736.308826 = -22157225.999779 nChanged 18255 Deleting Class 14 (598 points): Lose 821.793803 but Gain 1983.519302 Iteration 3F (12.927368 sec): 16 clusters Score: Raw -22218870.015905 + Penalty 29752.789525 = -22189117.226380 nChanged 10299 Deleting Class 5 (183 points): Lose 915.046484 but Gain 1983.519302 Iteration 4F (15.165576 sec): 15 clusters Score: Raw -22232632.873401 + Penalty 27769.270223 = -22204863.603178 nChanged 7537 Deleting Class 7 (759 points): Lose 1217.774006 but Gain 1983.519302 Iteration 5Q (16.381249 sec): 14 clusters Score: Raw -22244132.400102 + Penalty 25785.750921 = -22218346.649181 nChanged 7633 Deleting Class 18 (760 points): Lose 1399.821362 but Gain 1983.519302 Iteration 6Q (17.469371 sec): 13 clusters Score: Raw -22256220.254179 + Penalty 23802.231620 = -22232418.022559 nChanged 7916 Deleting Class 10 (111 points): Lose 1856.922235 but Gain 1983.519302 Iteration 7Q (18.513694 sec): 12 clusters Score: Raw -22263059.487894 + Penalty 21818.712318 = -22241240.775576 nChanged 6690 Iteration 8Q (19.448584 sec): 12 clusters Score: Raw -22268869.400547 + Penalty 21818.712318 = -22247050.688228 nChanged 6049 Iteration 9Q (20.439744 sec): 12 clusters Score: Raw -22273215.308924 + Penalty 21818.712318 = -22251396.596606 nChanged 5407 Iteration 10Q (21.322835 sec): 12 clusters Score: Raw -22276387.163183 + Penalty 21818.712318 = -22254568.450865 nChanged 4747 Iteration 11Q (22.266835 sec): 12 clusters Score: Raw -22278736.296567 + Penalty 21818.712318 = -22256917.584249 nChanged 3942 Iteration 12Q (23.205455 sec): 12 clusters Score: Raw -22280424.036429 + Penalty 21818.712318 = -22258605.324111 nChanged 3229 Iteration 13Q (24.096671 sec): 12 clusters Score: Raw -22281797.942535 + Penalty 21818.712318 = -22259979.230217 nChanged 2727 Iteration 14Q (25.005311 sec): 12 clusters Score: Raw -22282913.240079 + Penalty 21818.712318 = -22261094.527761 nChanged 2242 Iteration 15Q (25.937754 sec): 12 clusters Score: Raw -22283657.193138 + Penalty 21818.712318 = -22261838.480820 nChanged 1956 Iteration 16Q (26.819265 sec): 12 clusters Score: Raw -22284192.551783 + Penalty 21818.712318 = -22262373.839465 nChanged 1658 Iteration 17Q (27.646972 sec): 12 clusters Score: Raw -22284668.102906 + Penalty 21818.712318 = -22262849.390588 nChanged 1496 Iteration 18Q (28.584274 sec): 12 clusters Score: Raw -22285099.672328 + Penalty 21818.712318 = -22263280.960010 nChanged 1337 Iteration 19Q (29.434158 sec): 12 clusters Score: Raw -22285439.606430 + Penalty 21818.712318 = -22263620.894112 nChanged 1223 Writing temp clu file Because OldScore, -22263280.960010, is greater than current (better) Score,-22263620.894112 Compute initial score before splitting: Score: Raw -22285439.606430 + Penalty 21818.712318 = -22263620.894112 Trying to split cluster 1 (7519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.533711 sec): 2 clusters Score: Raw -864118.428701 + Penalty 1450.343120 = -862668.085581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.595430 sec): 3 clusters Score: Raw -860121.438186 + Penalty 2900.686240 = -857220.751946 nChanged 3190 SP:Iteration 1F (29.657021 sec): 3 clusters Score: Raw -862392.867970 + Penalty 2900.686240 = -859492.181730 nChanged 804 SP:Iteration 2F (29.718684 sec): 3 clusters Score: Raw -863383.427251 + Penalty 2900.686240 = -860482.741011 nChanged 788 SP:Iteration 3F (29.778997 sec): 3 clusters Score: Raw -864839.608459 + Penalty 2900.686240 = -861938.922219 nChanged 847 SP:Iteration 4F (29.830505 sec): 3 clusters Score: Raw -866754.040962 + Penalty 2900.686240 = -863853.354722 nChanged 778 SP:Iteration 5F (29.892030 sec): 3 clusters Score: Raw -868687.621488 + Penalty 2900.686240 = -865786.935248 nChanged 583 SP:Iteration 6F (29.953281 sec): 3 clusters Score: Raw -869897.184300 + Penalty 2900.686240 = -866996.498061 nChanged 370 SP:Iteration 7Q (30.012953 sec): 3 clusters Score: Raw -870441.845027 + Penalty 2900.686240 = -867541.158787 nChanged 215 SP:Iteration 8Q (30.074557 sec): 3 clusters Score: Raw -870632.340687 + Penalty 2900.686240 = -867731.654448 nChanged 110 SP:Iteration 9Q (30.128334 sec): 3 clusters Score: Raw -870698.766093 + Penalty 2900.686240 = -867798.079854 nChanged 76 SP:Iteration 10Q (30.180864 sec): 3 clusters Score: Raw -870734.189028 + Penalty 2900.686240 = -867833.502788 nChanged 36 SP:Iteration 11Q (30.242372 sec): 3 clusters Score: Raw -870745.458696 + Penalty 2900.686240 = -867844.772456 nChanged 15 SP:Iteration 12Q (30.307217 sec): 3 clusters Score: Raw -870748.280403 + Penalty 2900.686240 = -867847.594164 nChanged 7 SP:Iteration 13Q (30.367958 sec): 3 clusters Score: Raw -870749.378219 + Penalty 2900.686240 = -867848.691979 nChanged 6 SP:Iteration 14Q (30.426546 sec): 3 clusters Score: Raw -870750.346004 + Penalty 2900.686240 = -867849.659764 nChanged 4 SP:Iteration 15Q (30.475351 sec): 3 clusters Score: Raw -870751.146837 + Penalty 2900.686240 = -867850.460598 nChanged 6 SP:Iteration 16Q (30.544578 sec): 3 clusters Score: Raw -870752.448653 + Penalty 2900.686240 = -867851.762413 nChanged 3 SP:Iteration 17Q (30.605898 sec): 3 clusters Score: Raw -870753.424932 + Penalty 2900.686240 = -867852.738693 nChanged 2 SP:Iteration 18Q (30.667583 sec): 3 clusters Score: Raw -870753.866697 + Penalty 2900.686240 = -867853.180458 nChanged 2 SP:Iteration 19Q (30.723743 sec): 3 clusters Score: Raw -870754.358880 + Penalty 2900.686240 = -867853.672641 nChanged 2 SP:Iteration 20F (30.769214 sec): 3 clusters Score: Raw -870754.663766 + Penalty 2900.686240 = -867853.977527 nChanged 1 SP:Iteration 21Q (30.839900 sec): 3 clusters Score: Raw -870754.787945 + Penalty 2900.686240 = -867854.101705 nChanged 1 SP:Iteration 22Q (30.899991 sec): 3 clusters Score: Raw -870754.918615 + Penalty 2900.686240 = -867854.232375 nChanged 0 SP:Iteration 23F (30.951236 sec): 3 clusters Score: Raw -870754.918615 + Penalty 2900.686240 = -867854.232375 nChanged 0 Score: Raw -22292233.170243 + Penalty 23802.231620 = -22268430.938623 Splitting cluster 1 changes total score from -22263620.894112 to -22268430.938623 So it's getting split into cluster 5. Trying to split cluster 2 (4680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.713105 sec): 2 clusters Score: Raw -501233.831375 + Penalty 1373.296176 = -499860.535199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.770165 sec): 3 clusters Score: Raw -498879.929335 + Penalty 2746.592351 = -496133.336984 nChanged 1858 SP:Iteration 1F (32.825648 sec): 3 clusters Score: Raw -499873.364557 + Penalty 2746.592351 = -497126.772206 nChanged 358 SP:Iteration 2F (32.886848 sec): 3 clusters Score: Raw -500101.380681 + Penalty 2746.592351 = -497354.788330 nChanged 309 SP:Iteration 3F (32.937602 sec): 3 clusters Score: Raw -500285.638166 + Penalty 2746.592351 = -497539.045814 nChanged 245 SP:Iteration 4F (32.999774 sec): 3 clusters Score: Raw -500441.754780 + Penalty 2746.592351 = -497695.162428 nChanged 215 SP:Iteration 5Q (33.055480 sec): 3 clusters Score: Raw -500579.367987 + Penalty 2746.592351 = -497832.775636 nChanged 213 SP:Iteration 6Q (33.104580 sec): 3 clusters Score: Raw -500744.232301 + Penalty 2746.592351 = -497997.639949 nChanged 199 SP:Iteration 7Q (33.155773 sec): 3 clusters Score: Raw -500895.553131 + Penalty 2746.592351 = -498148.960780 nChanged 180 SP:Iteration 8Q (33.206705 sec): 3 clusters Score: Raw -501030.416942 + Penalty 2746.592351 = -498283.824590 nChanged 167 SP:Iteration 9Q (33.272029 sec): 3 clusters Score: Raw -501173.274614 + Penalty 2746.592351 = -498426.682262 nChanged 156 SP:Iteration 10Q (33.326897 sec): 3 clusters Score: Raw -501307.715127 + Penalty 2746.592351 = -498561.122776 nChanged 141 SP:Iteration 11Q (33.366411 sec): 3 clusters Score: Raw -501423.398740 + Penalty 2746.592351 = -498676.806388 nChanged 91 SP:Iteration 12Q (33.416279 sec): 3 clusters Score: Raw -501488.993062 + Penalty 2746.592351 = -498742.400711 nChanged 71 SP:Iteration 13Q (33.473895 sec): 3 clusters Score: Raw -501542.776838 + Penalty 2746.592351 = -498796.184486 nChanged 48 SP:Iteration 14Q (33.517360 sec): 3 clusters Score: Raw -501573.498772 + Penalty 2746.592351 = -498826.906420 nChanged 43 SP:Iteration 15Q (33.567881 sec): 3 clusters Score: Raw -501597.992055 + Penalty 2746.592351 = -498851.399704 nChanged 27 SP:Iteration 16Q (33.628454 sec): 3 clusters Score: Raw -501614.623433 + Penalty 2746.592351 = -498868.031081 nChanged 27 SP:Iteration 17Q (33.685100 sec): 3 clusters Score: Raw -501633.505343 + Penalty 2746.592351 = -498886.912992 nChanged 24 SP:Iteration 18Q (33.739248 sec): 3 clusters Score: Raw -501649.535099 + Penalty 2746.592351 = -498902.942748 nChanged 21 SP:Iteration 19Q (33.783249 sec): 3 clusters Score: Raw -501660.193195 + Penalty 2746.592351 = -498913.600843 nChanged 19 SP:Iteration 20F (33.841026 sec): 3 clusters Score: Raw -501673.707526 + Penalty 2746.592351 = -498927.115175 nChanged 18 SP:Iteration 21Q (33.898181 sec): 3 clusters Score: Raw -501682.465209 + Penalty 2746.592351 = -498935.872858 nChanged 16 SP:Iteration 22Q (33.955381 sec): 3 clusters Score: Raw -501690.405707 + Penalty 2746.592351 = -498943.813356 nChanged 15 SP:Iteration 23Q (34.018042 sec): 3 clusters Score: Raw -501697.987944 + Penalty 2746.592351 = -498951.395592 nChanged 10 SP:Iteration 24Q (34.070791 sec): 3 clusters Score: Raw -501704.710917 + Penalty 2746.592351 = -498958.118565 nChanged 10 SP:Iteration 25Q (34.129101 sec): 3 clusters Score: Raw -501709.715605 + Penalty 2746.592351 = -498963.123254 nChanged 6 SP:Iteration 26Q (34.182895 sec): 3 clusters Score: Raw -501713.267698 + Penalty 2746.592351 = -498966.675346 nChanged 3 SP:Iteration 27Q (34.240658 sec): 3 clusters Score: Raw -501713.839541 + Penalty 2746.592351 = -498967.247190 nChanged 2 SP:Iteration 28Q (34.294592 sec): 3 clusters Score: Raw -501714.389707 + Penalty 2746.592351 = -498967.797355 nChanged 3 SP:Iteration 29Q (34.349757 sec): 3 clusters Score: Raw -501715.998426 + Penalty 2746.592351 = -498969.406074 nChanged 4 SP:Iteration 30Q (34.405867 sec): 3 clusters Score: Raw -501718.341725 + Penalty 2746.592351 = -498971.749374 nChanged 1 SP:Iteration 31Q (34.458559 sec): 3 clusters Score: Raw -501719.189409 + Penalty 2746.592351 = -498972.597058 nChanged 2 SP:Iteration 32Q (34.499993 sec): 3 clusters Score: Raw -501719.769268 + Penalty 2746.592351 = -498973.176917 nChanged 0 SP:Iteration 33F (34.552586 sec): 3 clusters Score: Raw -501719.769268 + Penalty 2746.592351 = -498973.176917 nChanged 0 Trying to split cluster 3 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.587940 sec): 2 clusters Score: Raw -95446.151260 + Penalty 1107.363221 = -94338.788039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.629651 sec): 3 clusters Score: Raw -95183.843669 + Penalty 2214.726442 = -92969.117227 nChanged 264 SP:Iteration 1F (34.680019 sec): 3 clusters Score: Raw -95419.520344 + Penalty 2214.726442 = -93204.793903 nChanged 63 SP:Iteration 2F (34.724487 sec): 3 clusters Score: Raw -95491.970710 + Penalty 2214.726442 = -93277.244268 nChanged 33 SP:Iteration 3Q (34.777390 sec): 3 clusters Score: Raw -95521.262234 + Penalty 2214.726442 = -93306.535793 nChanged 25 SP:Iteration 4Q (34.832334 sec): 3 clusters Score: Raw -95549.153918 + Penalty 2214.726442 = -93334.427477 nChanged 15 SP:Iteration 5Q (34.883991 sec): 3 clusters Score: Raw -95565.260972 + Penalty 2214.726442 = -93350.534531 nChanged 11 SP:Iteration 6Q (34.939638 sec): 3 clusters Score: Raw -95576.006414 + Penalty 2214.726442 = -93361.279972 nChanged 9 SP:Iteration 7Q (34.981598 sec): 3 clusters Score: Raw -95582.960901 + Penalty 2214.726442 = -93368.234459 nChanged 6 SP:Iteration 8Q (35.031277 sec): 3 clusters Score: Raw -95588.570203 + Penalty 2214.726442 = -93373.843761 nChanged 4 SP:Iteration 9Q (35.092548 sec): 3 clusters Score: Raw -95590.876918 + Penalty 2214.726442 = -93376.150477 nChanged 2 SP:Iteration 10Q (35.142407 sec): 3 clusters Score: Raw -95592.417329 + Penalty 2214.726442 = -93377.690888 nChanged 0 SP:Iteration 11F (35.180310 sec): 3 clusters Score: Raw -95592.417329 + Penalty 2214.726442 = -93377.690888 nChanged 0 Trying to split cluster 4 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.208309 sec): 2 clusters Score: Raw -57651.133432 + Penalty 1031.165909 = -56619.967523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.264418 sec): 3 clusters Score: Raw -57616.039491 + Penalty 2062.331817 = -55553.707674 nChanged 154 SP:Iteration 1F (35.310898 sec): 3 clusters Score: Raw -57826.739970 + Penalty 2062.331817 = -55764.408153 nChanged 43 SP:Iteration 2F (35.357581 sec): 3 clusters Score: Raw -57912.309664 + Penalty 2062.331817 = -55849.977847 nChanged 28 SP:Iteration 3Q (35.404346 sec): 3 clusters Score: Raw -57997.128871 + Penalty 2062.331817 = -55934.797054 nChanged 36 SP:Iteration 4F (35.455739 sec): 3 clusters Score: Raw -58075.350035 + Penalty 2062.331817 = -56013.018217 nChanged 38 SP:Iteration 5F (35.512649 sec): 3 clusters Score: Raw -58191.792680 + Penalty 2062.331817 = -56129.460863 nChanged 32 SP:Iteration 6F (35.563240 sec): 3 clusters Score: Raw -58318.914963 + Penalty 2062.331817 = -56256.583146 nChanged 22 SP:Iteration 7Q (35.601515 sec): 3 clusters Score: Raw -58366.588981 + Penalty 2062.331817 = -56304.257164 nChanged 10 SP:Iteration 8Q (35.661091 sec): 3 clusters Score: Raw -58389.787747 + Penalty 2062.331817 = -56327.455930 nChanged 8 SP:Iteration 9Q (35.701018 sec): 3 clusters Score: Raw -58410.598759 + Penalty 2062.331817 = -56348.266941 nChanged 5 SP:Iteration 10Q (35.755383 sec): 3 clusters Score: Raw -58418.111321 + Penalty 2062.331817 = -56355.779504 nChanged 4 SP:Iteration 11Q (35.789222 sec): 3 clusters Score: Raw -58422.568045 + Penalty 2062.331817 = -56360.236228 nChanged 1 SP:Iteration 12Q (35.836417 sec): 3 clusters Score: Raw -58425.600770 + Penalty 2062.331817 = -56363.268953 nChanged 2 SP:Iteration 13Q (35.882412 sec): 3 clusters Score: Raw -58431.480585 + Penalty 2062.331817 = -56369.148768 nChanged 4 SP:Iteration 14Q (35.939937 sec): 3 clusters Score: Raw -58438.178776 + Penalty 2062.331817 = -56375.846959 nChanged 1 SP:Iteration 15Q (35.977453 sec): 3 clusters Score: Raw -58439.289024 + Penalty 2062.331817 = -56376.957206 nChanged 1 SP:Iteration 16Q (36.031392 sec): 3 clusters Score: Raw -58440.391143 + Penalty 2062.331817 = -56378.059326 nChanged 0 SP:Iteration 17F (36.081273 sec): 3 clusters Score: Raw -58450.160994 + Penalty 2062.331817 = -56387.829177 nChanged 2 SP:Iteration 18Q (36.134959 sec): 3 clusters Score: Raw -58515.043216 + Penalty 2062.331817 = -56452.711399 nChanged 3 SP:Iteration 19Q (36.179840 sec): 3 clusters Score: Raw -58527.545501 + Penalty 2062.331817 = -56465.213684 nChanged 3 SP:Iteration 20F (36.233046 sec): 3 clusters Score: Raw -58534.100335 + Penalty 2062.331817 = -56471.768518 nChanged 0 Trying to split cluster 6 (27800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.299044 sec): 2 clusters Score: Raw -3236049.907690 + Penalty 1662.828586 = -3234387.079104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.395405 sec): 3 clusters Score: Raw -3219076.765630 + Penalty 3325.657172 = -3215751.108458 nChanged 12685 SP:Iteration 1F (36.483734 sec): 3 clusters Score: Raw -3226181.801280 + Penalty 3325.657172 = -3222856.144107 nChanged 1310 SP:Iteration 2Q (36.586252 sec): 3 clusters Score: Raw -3226630.488285 + Penalty 3325.657172 = -3223304.831113 nChanged 1315 SP:Iteration 3Q (36.678244 sec): 3 clusters Score: Raw -3227161.835677 + Penalty 3325.657172 = -3223836.178505 nChanged 1458 SP:Iteration 4F (36.788403 sec): 3 clusters Score: Raw -3227909.405341 + Penalty 3325.657172 = -3224583.748168 nChanged 1682 SP:Iteration 5F (36.886781 sec): 3 clusters Score: Raw -3228992.097964 + Penalty 3325.657172 = -3225666.440792 nChanged 1942 SP:Iteration 6F (36.980314 sec): 3 clusters Score: Raw -3230467.115432 + Penalty 3325.657172 = -3227141.458259 nChanged 1982 SP:Iteration 7F (37.084527 sec): 3 clusters Score: Raw -3232161.146249 + Penalty 3325.657172 = -3228835.489076 nChanged 1703 SP:Iteration 8F (37.184827 sec): 3 clusters Score: Raw -3233727.651375 + Penalty 3325.657172 = -3230401.994203 nChanged 1217 SP:Iteration 9Q (37.274530 sec): 3 clusters Score: Raw -3234857.043404 + Penalty 3325.657172 = -3231531.386231 nChanged 744 SP:Iteration 10Q (37.378053 sec): 3 clusters Score: Raw -3235512.536996 + Penalty 3325.657172 = -3232186.879824 nChanged 396 SP:Iteration 11Q (37.472139 sec): 3 clusters Score: Raw -3235841.593295 + Penalty 3325.657172 = -3232515.936123 nChanged 224 SP:Iteration 12Q (37.551829 sec): 3 clusters Score: Raw -3236022.235486 + Penalty 3325.657172 = -3232696.578313 nChanged 157 SP:Iteration 13Q (37.650219 sec): 3 clusters Score: Raw -3236133.492465 + Penalty 3325.657172 = -3232807.835292 nChanged 69 SP:Iteration 14Q (37.727126 sec): 3 clusters Score: Raw -3236187.389213 + Penalty 3325.657172 = -3232861.732041 nChanged 49 SP:Iteration 15Q (37.823978 sec): 3 clusters Score: Raw -3236228.248584 + Penalty 3325.657172 = -3232902.591411 nChanged 39 SP:Iteration 16Q (37.908020 sec): 3 clusters Score: Raw -3236268.986268 + Penalty 3325.657172 = -3232943.329095 nChanged 25 SP:Iteration 17Q (37.986232 sec): 3 clusters Score: Raw -3236308.146714 + Penalty 3325.657172 = -3232982.489542 nChanged 26 SP:Iteration 18Q (38.070843 sec): 3 clusters Score: Raw -3236340.499171 + Penalty 3325.657172 = -3233014.841998 nChanged 22 SP:Iteration 19Q (38.148159 sec): 3 clusters Score: Raw -3236361.899315 + Penalty 3325.657172 = -3233036.242143 nChanged 17 SP:Iteration 20F (38.235730 sec): 3 clusters Score: Raw -3236376.810123 + Penalty 3325.657172 = -3233051.152950 nChanged 20 SP:Iteration 21Q (38.332298 sec): 3 clusters Score: Raw -3236392.910683 + Penalty 3325.657172 = -3233067.253511 nChanged 14 SP:Iteration 22Q (38.418197 sec): 3 clusters Score: Raw -3236405.251589 + Penalty 3325.657172 = -3233079.594416 nChanged 17 SP:Iteration 23Q (38.502498 sec): 3 clusters Score: Raw -3236416.694952 + Penalty 3325.657172 = -3233091.037780 nChanged 6 SP:Iteration 24Q (38.592035 sec): 3 clusters Score: Raw -3236421.973872 + Penalty 3325.657172 = -3233096.316699 nChanged 6 SP:Iteration 25Q (38.677693 sec): 3 clusters Score: Raw -3236424.740320 + Penalty 3325.657172 = -3233099.083148 nChanged 3 SP:Iteration 26Q (38.768333 sec): 3 clusters Score: Raw -3236427.182674 + Penalty 3325.657172 = -3233101.525502 nChanged 3 SP:Iteration 27Q (38.857542 sec): 3 clusters Score: Raw -3236428.487740 + Penalty 3325.657172 = -3233102.830567 nChanged 2 SP:Iteration 28Q (38.943322 sec): 3 clusters Score: Raw -3236429.177780 + Penalty 3325.657172 = -3233103.520608 nChanged 1 SP:Iteration 29Q (39.029578 sec): 3 clusters Score: Raw -3236429.652215 + Penalty 3325.657172 = -3233103.995043 nChanged 1 SP:Iteration 30Q (39.118511 sec): 3 clusters Score: Raw -3236429.936452 + Penalty 3325.657172 = -3233104.279280 nChanged 0 SP:Iteration 31F (39.214972 sec): 3 clusters Score: Raw -3236429.936452 + Penalty 3325.657172 = -3233104.279280 nChanged 0 Trying to split cluster 9 (7777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.250534 sec): 2 clusters Score: Raw -863718.429192 + Penalty 1455.825465 = -862262.603727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.315630 sec): 3 clusters Score: Raw -859486.940246 + Penalty 2911.650930 = -856575.289316 nChanged 3289 SP:Iteration 1F (39.379189 sec): 3 clusters Score: Raw -861180.685439 + Penalty 2911.650930 = -858269.034509 nChanged 494 SP:Iteration 2F (39.438530 sec): 3 clusters Score: Raw -861405.723172 + Penalty 2911.650930 = -858494.072242 nChanged 394 SP:Iteration 3F (39.499120 sec): 3 clusters Score: Raw -861577.820628 + Penalty 2911.650930 = -858666.169698 nChanged 333 SP:Iteration 4Q (39.561987 sec): 3 clusters Score: Raw -861705.436779 + Penalty 2911.650930 = -858793.785849 nChanged 262 SP:Iteration 5Q (39.614085 sec): 3 clusters Score: Raw -861807.125325 + Penalty 2911.650930 = -858895.474395 nChanged 257 SP:Iteration 6Q (39.677727 sec): 3 clusters Score: Raw -861906.357449 + Penalty 2911.650930 = -858994.706519 nChanged 261 SP:Iteration 7Q (39.733575 sec): 3 clusters Score: Raw -862037.874974 + Penalty 2911.650930 = -859126.224044 nChanged 271 SP:Iteration 8Q (39.796355 sec): 3 clusters Score: Raw -862179.092810 + Penalty 2911.650930 = -859267.441880 nChanged 305 SP:Iteration 9Q (39.861463 sec): 3 clusters Score: Raw -862326.056271 + Penalty 2911.650930 = -859414.405341 nChanged 292 SP:Iteration 10Q (39.907623 sec): 3 clusters Score: Raw -862470.350866 + Penalty 2911.650930 = -859558.699936 nChanged 280 SP:Iteration 11Q (39.978118 sec): 3 clusters Score: Raw -862632.230391 + Penalty 2911.650930 = -859720.579461 nChanged 270 SP:Iteration 12Q (40.038580 sec): 3 clusters Score: Raw -862785.270394 + Penalty 2911.650930 = -859873.619464 nChanged 257 SP:Iteration 13Q (40.090681 sec): 3 clusters Score: Raw -862950.010293 + Penalty 2911.650930 = -860038.359363 nChanged 258 SP:Iteration 14Q (40.151707 sec): 3 clusters Score: Raw -863095.787524 + Penalty 2911.650930 = -860184.136594 nChanged 219 SP:Iteration 15Q (40.213064 sec): 3 clusters Score: Raw -863192.235329 + Penalty 2911.650930 = -860280.584399 nChanged 150 SP:Iteration 16Q (40.273260 sec): 3 clusters Score: Raw -863247.096148 + Penalty 2911.650930 = -860335.445218 nChanged 120 SP:Iteration 17Q (40.335254 sec): 3 clusters Score: Raw -863285.891642 + Penalty 2911.650930 = -860374.240712 nChanged 93 SP:Iteration 18Q (40.403259 sec): 3 clusters Score: Raw -863317.377433 + Penalty 2911.650930 = -860405.726503 nChanged 88 SP:Iteration 19Q (40.455883 sec): 3 clusters Score: Raw -863345.376587 + Penalty 2911.650930 = -860433.725657 nChanged 71 SP:Iteration 20F (40.523092 sec): 3 clusters Score: Raw -863366.598253 + Penalty 2911.650930 = -860454.947323 nChanged 70 SP:Iteration 21Q (40.583165 sec): 3 clusters Score: Raw -863387.868374 + Penalty 2911.650930 = -860476.217444 nChanged 60 SP:Iteration 22Q (40.640084 sec): 3 clusters Score: Raw -863403.030756 + Penalty 2911.650930 = -860491.379826 nChanged 54 SP:Iteration 23Q (40.693574 sec): 3 clusters Score: Raw -863419.092468 + Penalty 2911.650930 = -860507.441538 nChanged 57 SP:Iteration 24Q (40.753994 sec): 3 clusters Score: Raw -863433.162056 + Penalty 2911.650930 = -860521.511126 nChanged 54 SP:Iteration 25Q (40.826736 sec): 3 clusters Score: Raw -863446.955941 + Penalty 2911.650930 = -860535.305011 nChanged 36 SP:Iteration 26Q (40.878553 sec): 3 clusters Score: Raw -863456.398357 + Penalty 2911.650930 = -860544.747427 nChanged 42 SP:Iteration 27Q (40.946798 sec): 3 clusters Score: Raw -863468.195496 + Penalty 2911.650930 = -860556.544565 nChanged 37 SP:Iteration 28Q (40.996919 sec): 3 clusters Score: Raw -863477.846974 + Penalty 2911.650930 = -860566.196044 nChanged 40 SP:Iteration 29Q (41.053131 sec): 3 clusters Score: Raw -863489.375898 + Penalty 2911.650930 = -860577.724968 nChanged 47 SP:Iteration 30Q (41.116601 sec): 3 clusters Score: Raw -863501.585874 + Penalty 2911.650930 = -860589.934944 nChanged 46 SP:Iteration 31Q (41.181290 sec): 3 clusters Score: Raw -863512.122446 + Penalty 2911.650930 = -860600.471516 nChanged 38 SP:Iteration 32Q (41.243698 sec): 3 clusters Score: Raw -863520.992589 + Penalty 2911.650930 = -860609.341659 nChanged 32 SP:Iteration 33Q (41.306929 sec): 3 clusters Score: Raw -863530.376264 + Penalty 2911.650930 = -860618.725334 nChanged 36 SP:Iteration 34Q (41.367384 sec): 3 clusters Score: Raw -863539.379639 + Penalty 2911.650930 = -860627.728709 nChanged 28 SP:Iteration 35Q (41.426208 sec): 3 clusters Score: Raw -863545.971661 + Penalty 2911.650930 = -860634.320731 nChanged 24 SP:Iteration 36Q (41.470854 sec): 3 clusters Score: Raw -863552.045883 + Penalty 2911.650930 = -860640.394953 nChanged 25 SP:Iteration 37Q (41.543255 sec): 3 clusters Score: Raw -863557.902718 + Penalty 2911.650930 = -860646.251787 nChanged 25 SP:Iteration 38Q (41.593436 sec): 3 clusters Score: Raw -863563.011465 + Penalty 2911.650930 = -860651.360535 nChanged 18 SP:Iteration 39Q (41.663237 sec): 3 clusters Score: Raw -863566.720474 + Penalty 2911.650930 = -860655.069544 nChanged 28 SP:Iteration 40F (41.725233 sec): 3 clusters Score: Raw -863573.726269 + Penalty 2911.650930 = -860662.075339 nChanged 30 SP:Iteration 41Q (41.777105 sec): 3 clusters Score: Raw -863580.018561 + Penalty 2911.650930 = -860668.367631 nChanged 22 SP:Iteration 42Q (41.844807 sec): 3 clusters Score: Raw -863584.450075 + Penalty 2911.650930 = -860672.799145 nChanged 14 SP:Iteration 43Q (41.906005 sec): 3 clusters Score: Raw -863586.910197 + Penalty 2911.650930 = -860675.259267 nChanged 7 SP:Iteration 44Q (41.957819 sec): 3 clusters Score: Raw -863588.174273 + Penalty 2911.650930 = -860676.523342 nChanged 9 SP:Iteration 45Q (42.020817 sec): 3 clusters Score: Raw -863589.514478 + Penalty 2911.650930 = -860677.863548 nChanged 7 SP:Iteration 46Q (42.082182 sec): 3 clusters Score: Raw -863590.284362 + Penalty 2911.650930 = -860678.633432 nChanged 4 SP:Iteration 47Q (42.148539 sec): 3 clusters Score: Raw -863590.734579 + Penalty 2911.650930 = -860679.083649 nChanged 4 SP:Iteration 48Q (42.218023 sec): 3 clusters Score: Raw -863591.642264 + Penalty 2911.650930 = -860679.991334 nChanged 8 SP:Iteration 49Q (42.268952 sec): 3 clusters Score: Raw -863593.397723 + Penalty 2911.650930 = -860681.746793 nChanged 9 SP:Iteration 50Q (42.326206 sec): 3 clusters Score: Raw -863595.015688 + Penalty 2911.650930 = -860683.364757 nChanged 13 SP:Iteration 51Q (42.381777 sec): 3 clusters Score: Raw -863598.117974 + Penalty 2911.650930 = -860686.467044 nChanged 13 SP:Iteration 52Q (42.442418 sec): 3 clusters Score: Raw -863601.600712 + Penalty 2911.650930 = -860689.949782 nChanged 18 SP:Iteration 53Q (42.508319 sec): 3 clusters Score: Raw -863606.141375 + Penalty 2911.650930 = -860694.490445 nChanged 19 SP:Iteration 54Q (42.564751 sec): 3 clusters Score: Raw -863610.964606 + Penalty 2911.650930 = -860699.313676 nChanged 21 SP:Iteration 55Q (42.633291 sec): 3 clusters Score: Raw -863614.904003 + Penalty 2911.650930 = -860703.253073 nChanged 21 SP:Iteration 56Q (42.696083 sec): 3 clusters Score: Raw -863619.275951 + Penalty 2911.650930 = -860707.625020 nChanged 22 SP:Iteration 57Q (42.751996 sec): 3 clusters Score: Raw -863622.986052 + Penalty 2911.650930 = -860711.335122 nChanged 14 SP:Iteration 58Q (42.812495 sec): 3 clusters Score: Raw -863625.489640 + Penalty 2911.650930 = -860713.838710 nChanged 17 SP:Iteration 59Q (42.862836 sec): 3 clusters Score: Raw -863628.414036 + Penalty 2911.650930 = -860716.763106 nChanged 11 SP:Iteration 60F (42.920947 sec): 3 clusters Score: Raw -863630.305593 + Penalty 2911.650930 = -860718.654663 nChanged 10 SP:Iteration 61Q (42.993640 sec): 3 clusters Score: Raw -863631.378908 + Penalty 2911.650930 = -860719.727978 nChanged 5 SP:Iteration 62Q (43.054491 sec): 3 clusters Score: Raw -863632.105521 + Penalty 2911.650930 = -860720.454591 nChanged 7 SP:Iteration 63Q (43.119440 sec): 3 clusters Score: Raw -863632.845927 + Penalty 2911.650930 = -860721.194996 nChanged 3 SP:Iteration 64Q (43.175577 sec): 3 clusters Score: Raw -863633.365127 + Penalty 2911.650930 = -860721.714197 nChanged 7 SP:Iteration 65Q (43.240475 sec): 3 clusters Score: Raw -863634.936471 + Penalty 2911.650930 = -860723.285540 nChanged 6 SP:Iteration 66Q (43.301714 sec): 3 clusters Score: Raw -863636.064876 + Penalty 2911.650930 = -860724.413946 nChanged 5 SP:Iteration 67Q (43.361481 sec): 3 clusters Score: Raw -863637.118967 + Penalty 2911.650930 = -860725.468037 nChanged 7 SP:Iteration 68Q (43.426621 sec): 3 clusters Score: Raw -863638.486513 + Penalty 2911.650930 = -860726.835583 nChanged 8 SP:Iteration 69Q (43.488694 sec): 3 clusters Score: Raw -863639.845849 + Penalty 2911.650930 = -860728.194919 nChanged 5 SP:Iteration 70Q (43.545125 sec): 3 clusters Score: Raw -863641.347312 + Penalty 2911.650930 = -860729.696382 nChanged 10 SP:Iteration 71Q (43.604462 sec): 3 clusters Score: Raw -863643.626509 + Penalty 2911.650930 = -860731.975579 nChanged 11 SP:Iteration 72Q (43.674183 sec): 3 clusters Score: Raw -863645.561758 + Penalty 2911.650930 = -860733.910828 nChanged 14 SP:Iteration 73Q (43.737356 sec): 3 clusters Score: Raw -863647.351802 + Penalty 2911.650930 = -860735.700872 nChanged 10 SP:Iteration 74Q (43.799516 sec): 3 clusters Score: Raw -863648.882577 + Penalty 2911.650930 = -860737.231647 nChanged 6 SP:Iteration 75Q (43.848423 sec): 3 clusters Score: Raw -863649.814594 + Penalty 2911.650930 = -860738.163664 nChanged 5 SP:Iteration 76Q (43.906160 sec): 3 clusters Score: Raw -863650.535696 + Penalty 2911.650930 = -860738.884766 nChanged 9 SP:Iteration 77Q (43.980274 sec): 3 clusters Score: Raw -863651.475224 + Penalty 2911.650930 = -860739.824294 nChanged 3 SP:Iteration 78Q (44.041691 sec): 3 clusters Score: Raw -863652.121225 + Penalty 2911.650930 = -860740.470295 nChanged 6 SP:Iteration 79Q (44.102811 sec): 3 clusters Score: Raw -863653.311953 + Penalty 2911.650930 = -860741.661022 nChanged 6 SP:Iteration 80F (44.169205 sec): 3 clusters Score: Raw -863654.669153 + Penalty 2911.650930 = -860743.018223 nChanged 5 SP:Iteration 81Q (44.230945 sec): 3 clusters Score: Raw -863655.909362 + Penalty 2911.650930 = -860744.258432 nChanged 9 SP:Iteration 82Q (44.281551 sec): 3 clusters Score: Raw -863657.682793 + Penalty 2911.650930 = -860746.031863 nChanged 7 SP:Iteration 83Q (44.344722 sec): 3 clusters Score: Raw -863659.088008 + Penalty 2911.650930 = -860747.437078 nChanged 6 SP:Iteration 84Q (44.411815 sec): 3 clusters Score: Raw -863659.695102 + Penalty 2911.650930 = -860748.044172 nChanged 2 SP:Iteration 85Q (44.470768 sec): 3 clusters Score: Raw -863660.046887 + Penalty 2911.650930 = -860748.395956 nChanged 4 SP:Iteration 86Q (44.522833 sec): 3 clusters Score: Raw -863660.717125 + Penalty 2911.650930 = -860749.066195 nChanged 2 SP:Iteration 87Q (44.584319 sec): 3 clusters Score: Raw -863660.979761 + Penalty 2911.650930 = -860749.328831 nChanged 2 SP:Iteration 88Q (44.645621 sec): 3 clusters Score: Raw -863661.166253 + Penalty 2911.650930 = -860749.515323 nChanged 0 SP:Iteration 89F (44.716654 sec): 3 clusters Score: Raw -863661.166253 + Penalty 2911.650930 = -860749.515323 nChanged 0 Trying to split cluster 11 (10420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.753721 sec): 2 clusters Score: Raw -1163052.855312 + Penalty 1503.365876 = -1161549.489435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.821264 sec): 3 clusters Score: Raw -1157053.596834 + Penalty 3006.731752 = -1154046.865082 nChanged 4519 SP:Iteration 1F (44.877111 sec): 3 clusters Score: Raw -1159469.855655 + Penalty 3006.731752 = -1156463.123902 nChanged 650 SP:Iteration 2F (44.953947 sec): 3 clusters Score: Raw -1159765.900154 + Penalty 3006.731752 = -1156759.168402 nChanged 565 SP:Iteration 3F (45.015195 sec): 3 clusters Score: Raw -1160042.340560 + Penalty 3006.731752 = -1157035.608808 nChanged 564 SP:Iteration 4F (45.071450 sec): 3 clusters Score: Raw -1160431.542119 + Penalty 3006.731752 = -1157424.810367 nChanged 595 SP:Iteration 5F (45.147978 sec): 3 clusters Score: Raw -1160951.874962 + Penalty 3006.731752 = -1157945.143209 nChanged 670 SP:Iteration 6F (45.203926 sec): 3 clusters Score: Raw -1161569.467197 + Penalty 3006.731752 = -1158562.735445 nChanged 680 SP:Iteration 7F (45.282359 sec): 3 clusters Score: Raw -1162198.012598 + Penalty 3006.731752 = -1159191.280845 nChanged 648 SP:Iteration 8F (45.344349 sec): 3 clusters Score: Raw -1162712.214356 + Penalty 3006.731752 = -1159705.482603 nChanged 584 SP:Iteration 9F (45.411309 sec): 3 clusters Score: Raw -1163128.039834 + Penalty 3006.731752 = -1160121.308082 nChanged 448 SP:Iteration 10Q (45.466180 sec): 3 clusters Score: Raw -1163400.097966 + Penalty 3006.731752 = -1160393.366214 nChanged 327 SP:Iteration 11Q (45.532741 sec): 3 clusters Score: Raw -1163586.181421 + Penalty 3006.731752 = -1160579.449669 nChanged 253 SP:Iteration 12Q (45.598963 sec): 3 clusters Score: Raw -1163719.260055 + Penalty 3006.731752 = -1160712.528302 nChanged 199 SP:Iteration 13Q (45.675325 sec): 3 clusters Score: Raw -1163806.779421 + Penalty 3006.731752 = -1160800.047668 nChanged 149 SP:Iteration 14Q (45.728655 sec): 3 clusters Score: Raw -1163863.123228 + Penalty 3006.731752 = -1160856.391476 nChanged 132 SP:Iteration 15Q (45.792871 sec): 3 clusters Score: Raw -1163905.422266 + Penalty 3006.731752 = -1160898.690514 nChanged 102 SP:Iteration 16Q (45.859446 sec): 3 clusters Score: Raw -1163931.542135 + Penalty 3006.731752 = -1160924.810382 nChanged 96 SP:Iteration 17Q (45.936240 sec): 3 clusters Score: Raw -1163953.145283 + Penalty 3006.731752 = -1160946.413531 nChanged 57 SP:Iteration 18Q (45.987195 sec): 3 clusters Score: Raw -1163964.471045 + Penalty 3006.731752 = -1160957.739293 nChanged 42 SP:Iteration 19Q (46.050610 sec): 3 clusters Score: Raw -1163971.899391 + Penalty 3006.731752 = -1160965.167638 nChanged 38 SP:Iteration 20F (46.117693 sec): 3 clusters Score: Raw -1163979.999217 + Penalty 3006.731752 = -1160973.267465 nChanged 32 SP:Iteration 21Q (46.193733 sec): 3 clusters Score: Raw -1163986.777125 + Penalty 3006.731752 = -1160980.045372 nChanged 38 SP:Iteration 22Q (46.260896 sec): 3 clusters Score: Raw -1163993.339682 + Penalty 3006.731752 = -1160986.607930 nChanged 31 SP:Iteration 23Q (46.325994 sec): 3 clusters Score: Raw -1163997.287400 + Penalty 3006.731752 = -1160990.555648 nChanged 21 SP:Iteration 24Q (46.380165 sec): 3 clusters Score: Raw -1164000.318593 + Penalty 3006.731752 = -1160993.586841 nChanged 16 SP:Iteration 25Q (46.456280 sec): 3 clusters Score: Raw -1164002.163824 + Penalty 3006.731752 = -1160995.432072 nChanged 9 SP:Iteration 26Q (46.521434 sec): 3 clusters Score: Raw -1164003.334910 + Penalty 3006.731752 = -1160996.603158 nChanged 8 SP:Iteration 27Q (46.589959 sec): 3 clusters Score: Raw -1164004.142176 + Penalty 3006.731752 = -1160997.410424 nChanged 5 SP:Iteration 28Q (46.642854 sec): 3 clusters Score: Raw -1164004.767233 + Penalty 3006.731752 = -1160998.035480 nChanged 6 SP:Iteration 29Q (46.713536 sec): 3 clusters Score: Raw -1164005.362227 + Penalty 3006.731752 = -1160998.630475 nChanged 8 SP:Iteration 30Q (46.783428 sec): 3 clusters Score: Raw -1164006.207397 + Penalty 3006.731752 = -1160999.475645 nChanged 3 SP:Iteration 31Q (46.848855 sec): 3 clusters Score: Raw -1164006.482590 + Penalty 3006.731752 = -1160999.750837 nChanged 2 SP:Iteration 32Q (46.910671 sec): 3 clusters Score: Raw -1164006.638480 + Penalty 3006.731752 = -1160999.906727 nChanged 2 SP:Iteration 33Q (46.974486 sec): 3 clusters Score: Raw -1164006.973416 + Penalty 3006.731752 = -1161000.241664 nChanged 3 SP:Iteration 34Q (47.037545 sec): 3 clusters Score: Raw -1164007.194105 + Penalty 3006.731752 = -1161000.462352 nChanged 3 SP:Iteration 35Q (47.099542 sec): 3 clusters Score: Raw -1164007.359912 + Penalty 3006.731752 = -1161000.628159 nChanged 1 SP:Iteration 36Q (47.166317 sec): 3 clusters Score: Raw -1164007.413918 + Penalty 3006.731752 = -1161000.682166 nChanged 1 SP:Iteration 37Q (47.237781 sec): 3 clusters Score: Raw -1164007.471058 + Penalty 3006.731752 = -1161000.739306 nChanged 0 SP:Iteration 38F (47.306724 sec): 3 clusters Score: Raw -1164007.471058 + Penalty 3006.731752 = -1161000.739306 nChanged 0 Trying to split cluster 12 (5613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.339905 sec): 2 clusters Score: Raw -642546.470858 + Penalty 1402.836600 = -641143.634258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.388581 sec): 3 clusters Score: Raw -639569.775641 + Penalty 2805.673200 = -636764.102441 nChanged 2290 SP:Iteration 1F (47.448419 sec): 3 clusters Score: Raw -640855.002215 + Penalty 2805.673200 = -638049.329015 nChanged 419 SP:Iteration 2F (47.518316 sec): 3 clusters Score: Raw -641130.324925 + Penalty 2805.673200 = -638324.651725 nChanged 358 SP:Iteration 3F (47.569422 sec): 3 clusters Score: Raw -641382.468746 + Penalty 2805.673200 = -638576.795546 nChanged 303 SP:Iteration 4F (47.621478 sec): 3 clusters Score: Raw -641614.851818 + Penalty 2805.673200 = -638809.178618 nChanged 277 SP:Iteration 5Q (47.681290 sec): 3 clusters Score: Raw -641848.322982 + Penalty 2805.673200 = -639042.649782 nChanged 241 SP:Iteration 6Q (47.736757 sec): 3 clusters Score: Raw -642049.553017 + Penalty 2805.673200 = -639243.879817 nChanged 223 SP:Iteration 7Q (47.795356 sec): 3 clusters Score: Raw -642205.757734 + Penalty 2805.673200 = -639400.084535 nChanged 179 SP:Iteration 8Q (47.865506 sec): 3 clusters Score: Raw -642314.113789 + Penalty 2805.673200 = -639508.440589 nChanged 136 SP:Iteration 9Q (47.924626 sec): 3 clusters Score: Raw -642404.473942 + Penalty 2805.673200 = -639598.800742 nChanged 116 SP:Iteration 10Q (47.982379 sec): 3 clusters Score: Raw -642468.017127 + Penalty 2805.673200 = -639662.343927 nChanged 105 SP:Iteration 11Q (48.026588 sec): 3 clusters Score: Raw -642524.213291 + Penalty 2805.673200 = -639718.540091 nChanged 78 SP:Iteration 12Q (48.083366 sec): 3 clusters Score: Raw -642567.484819 + Penalty 2805.673200 = -639761.811619 nChanged 63 SP:Iteration 13Q (48.146292 sec): 3 clusters Score: Raw -642591.699965 + Penalty 2805.673200 = -639786.026765 nChanged 40 SP:Iteration 14Q (48.207581 sec): 3 clusters Score: Raw -642604.819199 + Penalty 2805.673200 = -639799.145999 nChanged 35 SP:Iteration 15Q (48.268718 sec): 3 clusters Score: Raw -642616.111875 + Penalty 2805.673200 = -639810.438675 nChanged 28 SP:Iteration 16Q (48.328967 sec): 3 clusters Score: Raw -642625.819257 + Penalty 2805.673200 = -639820.146057 nChanged 23 SP:Iteration 17Q (48.384896 sec): 3 clusters Score: Raw -642633.769488 + Penalty 2805.673200 = -639828.096288 nChanged 22 SP:Iteration 18Q (48.440192 sec): 3 clusters Score: Raw -642639.031030 + Penalty 2805.673200 = -639833.357830 nChanged 10 SP:Iteration 19Q (48.495667 sec): 3 clusters Score: Raw -642640.926793 + Penalty 2805.673200 = -639835.253593 nChanged 6 SP:Iteration 20F (48.559558 sec): 3 clusters Score: Raw -642642.861446 + Penalty 2805.673200 = -639837.188246 nChanged 6 SP:Iteration 21Q (48.607922 sec): 3 clusters Score: Raw -642644.471727 + Penalty 2805.673200 = -639838.798527 nChanged 9 SP:Iteration 22Q (48.674580 sec): 3 clusters Score: Raw -642646.425895 + Penalty 2805.673200 = -639840.752695 nChanged 5 SP:Iteration 23Q (48.723279 sec): 3 clusters Score: Raw -642647.687482 + Penalty 2805.673200 = -639842.014282 nChanged 7 SP:Iteration 24Q (48.792498 sec): 3 clusters Score: Raw -642649.056160 + Penalty 2805.673200 = -639843.382960 nChanged 4 SP:Iteration 25Q (48.838775 sec): 3 clusters Score: Raw -642650.544273 + Penalty 2805.673200 = -639844.871073 nChanged 13 SP:Iteration 26Q (48.908274 sec): 3 clusters Score: Raw -642653.527886 + Penalty 2805.673200 = -639847.854686 nChanged 5 SP:Iteration 27Q (48.965133 sec): 3 clusters Score: Raw -642654.706640 + Penalty 2805.673200 = -639849.033440 nChanged 3 SP:Iteration 28Q (49.021959 sec): 3 clusters Score: Raw -642655.438275 + Penalty 2805.673200 = -639849.765075 nChanged 5 SP:Iteration 29Q (49.068125 sec): 3 clusters Score: Raw -642656.567319 + Penalty 2805.673200 = -639850.894119 nChanged 3 SP:Iteration 30Q (49.129052 sec): 3 clusters Score: Raw -642657.181881 + Penalty 2805.673200 = -639851.508681 nChanged 1 SP:Iteration 31Q (49.193019 sec): 3 clusters Score: Raw -642657.412851 + Penalty 2805.673200 = -639851.739651 nChanged 1 SP:Iteration 32Q (49.250771 sec): 3 clusters Score: Raw -642657.666951 + Penalty 2805.673200 = -639851.993751 nChanged 1 SP:Iteration 33Q (49.309375 sec): 3 clusters Score: Raw -642657.821095 + Penalty 2805.673200 = -639852.147895 nChanged 1 SP:Iteration 34Q (49.369679 sec): 3 clusters Score: Raw -642658.177920 + Penalty 2805.673200 = -639852.504720 nChanged 1 SP:Iteration 35Q (49.426888 sec): 3 clusters Score: Raw -642658.259213 + Penalty 2805.673200 = -639852.586014 nChanged 0 SP:Iteration 36F (49.473436 sec): 3 clusters Score: Raw -642658.259213 + Penalty 2805.673200 = -639852.586014 nChanged 0 Trying to split cluster 16 (3279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.502377 sec): 2 clusters Score: Raw -348284.564536 + Penalty 1315.485239 = -346969.079297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.555944 sec): 3 clusters Score: Raw -346688.487918 + Penalty 2630.970477 = -344057.517440 nChanged 1301 SP:Iteration 1F (49.608387 sec): 3 clusters Score: Raw -347480.712091 + Penalty 2630.970477 = -344849.741614 nChanged 280 SP:Iteration 2F (49.668643 sec): 3 clusters Score: Raw -347679.679236 + Penalty 2630.970477 = -345048.708759 nChanged 221 SP:Iteration 3F (49.711493 sec): 3 clusters Score: Raw -347824.562318 + Penalty 2630.970477 = -345193.591840 nChanged 145 SP:Iteration 4Q (49.760005 sec): 3 clusters Score: Raw -347912.193501 + Penalty 2630.970477 = -345281.223023 nChanged 120 SP:Iteration 5Q (49.820106 sec): 3 clusters Score: Raw -347976.516367 + Penalty 2630.970477 = -345345.545890 nChanged 111 SP:Iteration 6Q (49.878062 sec): 3 clusters Score: Raw -348035.245366 + Penalty 2630.970477 = -345404.274888 nChanged 100 SP:Iteration 7Q (49.922915 sec): 3 clusters Score: Raw -348087.585183 + Penalty 2630.970477 = -345456.614706 nChanged 90 SP:Iteration 8Q (49.977601 sec): 3 clusters Score: Raw -348150.625992 + Penalty 2630.970477 = -345519.655514 nChanged 117 SP:Iteration 9Q (50.024737 sec): 3 clusters Score: Raw -348264.777759 + Penalty 2630.970477 = -345633.807282 nChanged 134 SP:Iteration 10Q (50.074503 sec): 3 clusters Score: Raw -348383.454366 + Penalty 2630.970477 = -345752.483889 nChanged 120 SP:Iteration 11Q (50.135431 sec): 3 clusters Score: Raw -348476.134116 + Penalty 2630.970477 = -345845.163638 nChanged 103 SP:Iteration 12Q (50.181794 sec): 3 clusters Score: Raw -348561.271591 + Penalty 2630.970477 = -345930.301114 nChanged 92 SP:Iteration 13Q (50.236778 sec): 3 clusters Score: Raw -348624.605685 + Penalty 2630.970477 = -345993.635207 nChanged 61 SP:Iteration 14Q (50.293082 sec): 3 clusters Score: Raw -348661.215825 + Penalty 2630.970477 = -346030.245347 nChanged 41 SP:Iteration 15Q (50.345585 sec): 3 clusters Score: Raw -348682.713959 + Penalty 2630.970477 = -346051.743482 nChanged 32 SP:Iteration 16Q (50.394513 sec): 3 clusters Score: Raw -348700.536785 + Penalty 2630.970477 = -346069.566308 nChanged 33 SP:Iteration 17Q (50.448648 sec): 3 clusters Score: Raw -348714.367914 + Penalty 2630.970477 = -346083.397437 nChanged 25 SP:Iteration 18Q (50.497216 sec): 3 clusters Score: Raw -348725.514820 + Penalty 2630.970477 = -346094.544343 nChanged 23 SP:Iteration 19Q (50.543555 sec): 3 clusters Score: Raw -348735.754168 + Penalty 2630.970477 = -346104.783691 nChanged 15 SP:Iteration 20F (50.610508 sec): 3 clusters Score: Raw -348750.197059 + Penalty 2630.970477 = -346119.226582 nChanged 18 SP:Iteration 21Q (50.663034 sec): 3 clusters Score: Raw -348775.523377 + Penalty 2630.970477 = -346144.552899 nChanged 23 SP:Iteration 22Q (50.709139 sec): 3 clusters Score: Raw -348789.097203 + Penalty 2630.970477 = -346158.126726 nChanged 15 SP:Iteration 23Q (50.758107 sec): 3 clusters Score: Raw -348798.208535 + Penalty 2630.970477 = -346167.238058 nChanged 8 SP:Iteration 24Q (50.808920 sec): 3 clusters Score: Raw -348801.961494 + Penalty 2630.970477 = -346170.991017 nChanged 9 SP:Iteration 25Q (50.868999 sec): 3 clusters Score: Raw -348805.422647 + Penalty 2630.970477 = -346174.452170 nChanged 7 SP:Iteration 26Q (50.912878 sec): 3 clusters Score: Raw -348810.460413 + Penalty 2630.970477 = -346179.489936 nChanged 8 SP:Iteration 27Q (50.971674 sec): 3 clusters Score: Raw -348814.739050 + Penalty 2630.970477 = -346183.768573 nChanged 8 SP:Iteration 28Q (51.016363 sec): 3 clusters Score: Raw -348817.856997 + Penalty 2630.970477 = -346186.886519 nChanged 5 SP:Iteration 29Q (51.055073 sec): 3 clusters Score: Raw -348819.976074 + Penalty 2630.970477 = -346189.005596 nChanged 5 SP:Iteration 30Q (51.105340 sec): 3 clusters Score: Raw -348823.674140 + Penalty 2630.970477 = -346192.703663 nChanged 2 SP:Iteration 31Q (51.155648 sec): 3 clusters Score: Raw -348825.116991 + Penalty 2630.970477 = -346194.146513 nChanged 2 SP:Iteration 32Q (51.210632 sec): 3 clusters Score: Raw -348826.601736 + Penalty 2630.970477 = -346195.631258 nChanged 5 SP:Iteration 33Q (51.271250 sec): 3 clusters Score: Raw -348828.197815 + Penalty 2630.970477 = -346197.227338 nChanged 2 SP:Iteration 34Q (51.321749 sec): 3 clusters Score: Raw -348828.762331 + Penalty 2630.970477 = -346197.791853 nChanged 2 SP:Iteration 35Q (51.372953 sec): 3 clusters Score: Raw -348829.373639 + Penalty 2630.970477 = -346198.403162 nChanged 0 SP:Iteration 36F (51.419105 sec): 3 clusters Score: Raw -348829.373639 + Penalty 2630.970477 = -346198.403162 nChanged 0 Trying to split cluster 17 (128596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.634313 sec): 2 clusters Score: Raw -14468123.359498 + Penalty 1911.720035 = -14466211.639462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.893030 sec): 3 clusters Score: Raw -14383859.136807 + Penalty 3823.440070 = -14380035.696737 nChanged 61646 SP:Iteration 1F (52.146910 sec): 3 clusters Score: Raw -14420483.060367 + Penalty 3823.440070 = -14416659.620297 nChanged 4558 SP:Iteration 2Q (52.415836 sec): 3 clusters Score: Raw -14421674.159599 + Penalty 3823.440070 = -14417850.719529 nChanged 4663 SP:Iteration 3Q (52.672234 sec): 3 clusters Score: Raw -14423074.063066 + Penalty 3823.440070 = -14419250.622995 nChanged 5032 SP:Iteration 4Q (52.946393 sec): 3 clusters Score: Raw -14424905.519184 + Penalty 3823.440070 = -14421082.079113 nChanged 5643 SP:Iteration 5Q (53.212055 sec): 3 clusters Score: Raw -14427464.484159 + Penalty 3823.440070 = -14423641.044089 nChanged 6598 SP:Iteration 6F (53.475478 sec): 3 clusters Score: Raw -14431030.975597 + Penalty 3823.440070 = -14427207.535527 nChanged 7473 SP:Iteration 7F (53.735401 sec): 3 clusters Score: Raw -14435507.928051 + Penalty 3823.440070 = -14431684.487980 nChanged 8083 SP:Iteration 8F (53.992468 sec): 3 clusters Score: Raw -14440935.463561 + Penalty 3823.440070 = -14437112.023491 nChanged 7977 SP:Iteration 9F (54.241124 sec): 3 clusters Score: Raw -14446531.270939 + Penalty 3823.440070 = -14442707.830869 nChanged 7207 SP:Iteration 10F (54.501522 sec): 3 clusters Score: Raw -14451724.851606 + Penalty 3823.440070 = -14447901.411535 nChanged 6002 SP:Iteration 11Q (54.753609 sec): 3 clusters Score: Raw -14455959.789954 + Penalty 3823.440070 = -14452136.349883 nChanged 4768 SP:Iteration 12Q (55.012785 sec): 3 clusters Score: Raw -14459312.304989 + Penalty 3823.440070 = -14455488.864919 nChanged 3756 SP:Iteration 13Q (55.269391 sec): 3 clusters Score: Raw -14462139.139085 + Penalty 3823.440070 = -14458315.699014 nChanged 2937 SP:Iteration 14Q (55.512161 sec): 3 clusters Score: Raw -14464966.134707 + Penalty 3823.440070 = -14461142.694637 nChanged 2031 SP:Iteration 15Q (55.738486 sec): 3 clusters Score: Raw -14469410.462124 + Penalty 3823.440070 = -14465587.022054 nChanged 1112 SP:Iteration 16Q (55.950841 sec): 3 clusters Score: Raw -14475439.212600 + Penalty 3823.440070 = -14471615.772530 nChanged 2206 SP:Iteration 17Q (56.172322 sec): 3 clusters Score: Raw -14477351.816547 + Penalty 3823.440070 = -14473528.376476 nChanged 2197 SP:Iteration 18Q (56.394752 sec): 3 clusters Score: Raw -14479212.104939 + Penalty 3823.440070 = -14475388.664869 nChanged 2571 SP:Iteration 19Q (56.616069 sec): 3 clusters Score: Raw -14481442.934797 + Penalty 3823.440070 = -14477619.494727 nChanged 2843 SP:Iteration 20F (56.885226 sec): 3 clusters Score: Raw -14483874.490356 + Penalty 3823.440070 = -14480051.050285 nChanged 3065 SP:Iteration 21Q (57.114291 sec): 3 clusters Score: Raw -14486352.590774 + Penalty 3823.440070 = -14482529.150703 nChanged 3136 SP:Iteration 22Q (57.347887 sec): 3 clusters Score: Raw -14488738.477492 + Penalty 3823.440070 = -14484915.037422 nChanged 3007 SP:Iteration 23Q (57.579693 sec): 3 clusters Score: Raw -14490889.592845 + Penalty 3823.440070 = -14487066.152774 nChanged 2895 SP:Iteration 24Q (57.810136 sec): 3 clusters Score: Raw -14493010.941046 + Penalty 3823.440070 = -14489187.500976 nChanged 2898 SP:Iteration 25Q (58.036245 sec): 3 clusters Score: Raw -14495354.505692 + Penalty 3823.440070 = -14491531.065622 nChanged 2962 SP:Iteration 26Q (58.266584 sec): 3 clusters Score: Raw -14498246.131731 + Penalty 3823.440070 = -14494422.691660 nChanged 2828 SP:Iteration 27Q (58.488089 sec): 3 clusters Score: Raw -14501355.858575 + Penalty 3823.440070 = -14497532.418504 nChanged 2004 SP:Iteration 28Q (58.707114 sec): 3 clusters Score: Raw -14503392.118743 + Penalty 3823.440070 = -14499568.678673 nChanged 900 SP:Iteration 29Q (58.927901 sec): 3 clusters Score: Raw -14504090.613591 + Penalty 3823.440070 = -14500267.173521 nChanged 280 SP:Iteration 30Q (59.159850 sec): 3 clusters Score: Raw -14504288.196316 + Penalty 3823.440070 = -14500464.756246 nChanged 88 SP:Iteration 31Q (59.377706 sec): 3 clusters Score: Raw -14504342.775404 + Penalty 3823.440070 = -14500519.335334 nChanged 24 SP:Iteration 32Q (59.611204 sec): 3 clusters Score: Raw -14504376.703196 + Penalty 3823.440070 = -14500553.263126 nChanged 17 SP:Iteration 33Q (59.847502 sec): 3 clusters Score: Raw -14504382.538991 + Penalty 3823.440070 = -14500559.098920 nChanged 2 SP:Iteration 34Q (60.074480 sec): 3 clusters Score: Raw -14504382.574226 + Penalty 3823.440070 = -14500559.134155 nChanged 0 SP:Iteration 35F (60.340922 sec): 3 clusters Score: Raw -14507960.807172 + Penalty 3823.440070 = -14504137.367102 nChanged 2681 SP:Iteration 36Q (60.571621 sec): 3 clusters Score: Raw -14517370.424268 + Penalty 3823.440070 = -14513546.984197 nChanged 1741 SP:Iteration 37Q (60.797008 sec): 3 clusters Score: Raw -14527782.946433 + Penalty 3823.440070 = -14523959.506363 nChanged 385 SP:Iteration 38Q (61.009952 sec): 3 clusters Score: Raw -14530030.877228 + Penalty 3823.440070 = -14526207.437157 nChanged 49 SP:Iteration 39Q (61.216023 sec): 3 clusters Score: Raw -14530313.414956 + Penalty 3823.440070 = -14526489.974885 nChanged 9 SP:Iteration 40F (61.471064 sec): 3 clusters Score: Raw -14530688.221221 + Penalty 3823.440070 = -14526864.781151 nChanged 14 SP:Iteration 41Q (61.683744 sec): 3 clusters Score: Raw -14530706.078170 + Penalty 3823.440070 = -14526882.638099 nChanged 0 SP:Iteration 42F (61.942442 sec): 3 clusters Score: Raw -14530706.078170 + Penalty 3823.440070 = -14526882.638099 nChanged 0 Score: Raw -22354815.888915 + Penalty 25785.750921 = -22329030.137993 Splitting cluster 17 changes total score from -22263620.894112 to -22329030.137993 So it's getting split into cluster 7. Trying to split cluster 19 (2804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.867288 sec): 2 clusters Score: Raw -309650.818250 + Penalty 1290.055365 = -308360.762884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.920978 sec): 3 clusters Score: Raw -308344.263025 + Penalty 2580.110731 = -305764.152294 nChanged 1006 SP:Iteration 1F (63.975770 sec): 3 clusters Score: Raw -308945.447879 + Penalty 2580.110731 = -306365.337148 nChanged 229 SP:Iteration 2F (64.030248 sec): 3 clusters Score: Raw -309080.098109 + Penalty 2580.110731 = -306499.987379 nChanged 113 SP:Iteration 3Q (64.076704 sec): 3 clusters Score: Raw -309143.196297 + Penalty 2580.110731 = -306563.085566 nChanged 80 SP:Iteration 4Q (64.129514 sec): 3 clusters Score: Raw -309188.071416 + Penalty 2580.110731 = -306607.960686 nChanged 74 SP:Iteration 5Q (64.181647 sec): 3 clusters Score: Raw -309226.574727 + Penalty 2580.110731 = -306646.463996 nChanged 54 SP:Iteration 6Q (64.223825 sec): 3 clusters Score: Raw -309251.074655 + Penalty 2580.110731 = -306670.963924 nChanged 35 SP:Iteration 7Q (64.287076 sec): 3 clusters Score: Raw -309268.399678 + Penalty 2580.110731 = -306688.288948 nChanged 35 SP:Iteration 8Q (64.329677 sec): 3 clusters Score: Raw -309285.813781 + Penalty 2580.110731 = -306705.703050 nChanged 41 SP:Iteration 9Q (64.388807 sec): 3 clusters Score: Raw -309301.318576 + Penalty 2580.110731 = -306721.207845 nChanged 27 SP:Iteration 10Q (64.444018 sec): 3 clusters Score: Raw -309312.360032 + Penalty 2580.110731 = -306732.249302 nChanged 25 SP:Iteration 11Q (64.488954 sec): 3 clusters Score: Raw -309322.192406 + Penalty 2580.110731 = -306742.081675 nChanged 21 SP:Iteration 12Q (64.542587 sec): 3 clusters Score: Raw -309329.966765 + Penalty 2580.110731 = -306749.856034 nChanged 23 SP:Iteration 13Q (64.591869 sec): 3 clusters Score: Raw -309341.674076 + Penalty 2580.110731 = -306761.563346 nChanged 31 SP:Iteration 14Q (64.640871 sec): 3 clusters Score: Raw -309355.908515 + Penalty 2580.110731 = -306775.797784 nChanged 27 SP:Iteration 15Q (64.698610 sec): 3 clusters Score: Raw -309367.336075 + Penalty 2580.110731 = -306787.225344 nChanged 27 SP:Iteration 16Q (64.753699 sec): 3 clusters Score: Raw -309378.662805 + Penalty 2580.110731 = -306798.552075 nChanged 33 SP:Iteration 17Q (64.805983 sec): 3 clusters Score: Raw -309390.559053 + Penalty 2580.110731 = -306810.448322 nChanged 30 SP:Iteration 18Q (64.844919 sec): 3 clusters Score: Raw -309403.196715 + Penalty 2580.110731 = -306823.085984 nChanged 29 SP:Iteration 19Q (64.901200 sec): 3 clusters Score: Raw -309417.119425 + Penalty 2580.110731 = -306837.008694 nChanged 22 SP:Iteration 20F (64.956557 sec): 3 clusters Score: Raw -309424.836188 + Penalty 2580.110731 = -306844.725458 nChanged 21 SP:Iteration 21Q (65.011959 sec): 3 clusters Score: Raw -309433.199735 + Penalty 2580.110731 = -306853.089005 nChanged 20 SP:Iteration 22Q (65.066143 sec): 3 clusters Score: Raw -309439.898755 + Penalty 2580.110731 = -306859.788024 nChanged 13 SP:Iteration 23Q (65.120459 sec): 3 clusters Score: Raw -309444.154012 + Penalty 2580.110731 = -306864.043281 nChanged 12 SP:Iteration 24Q (65.163990 sec): 3 clusters Score: Raw -309448.476197 + Penalty 2580.110731 = -306868.365467 nChanged 11 SP:Iteration 25Q (65.229206 sec): 3 clusters Score: Raw -309454.261677 + Penalty 2580.110731 = -306874.150946 nChanged 13 SP:Iteration 26Q (65.277520 sec): 3 clusters Score: Raw -309457.582100 + Penalty 2580.110731 = -306877.471369 nChanged 5 SP:Iteration 27Q (65.326692 sec): 3 clusters Score: Raw -309459.657089 + Penalty 2580.110731 = -306879.546358 nChanged 10 SP:Iteration 28Q (65.375361 sec): 3 clusters Score: Raw -309463.122480 + Penalty 2580.110731 = -306883.011749 nChanged 8 SP:Iteration 29Q (65.427061 sec): 3 clusters Score: Raw -309464.941271 + Penalty 2580.110731 = -306884.830540 nChanged 6 SP:Iteration 30Q (65.480282 sec): 3 clusters Score: Raw -309466.495390 + Penalty 2580.110731 = -306886.384659 nChanged 9 SP:Iteration 31Q (65.521960 sec): 3 clusters Score: Raw -309468.885454 + Penalty 2580.110731 = -306888.774723 nChanged 7 SP:Iteration 32Q (65.573305 sec): 3 clusters Score: Raw -309471.242111 + Penalty 2580.110731 = -306891.131380 nChanged 13 SP:Iteration 33Q (65.620846 sec): 3 clusters Score: Raw -309475.204276 + Penalty 2580.110731 = -306895.093546 nChanged 13 SP:Iteration 34Q (65.673136 sec): 3 clusters Score: Raw -309481.825717 + Penalty 2580.110731 = -306901.714986 nChanged 8 SP:Iteration 35Q (65.721265 sec): 3 clusters Score: Raw -309485.586597 + Penalty 2580.110731 = -306905.475867 nChanged 9 SP:Iteration 36Q (65.771754 sec): 3 clusters Score: Raw -309488.761205 + Penalty 2580.110731 = -306908.650475 nChanged 10 SP:Iteration 37Q (65.818730 sec): 3 clusters Score: Raw -309492.630865 + Penalty 2580.110731 = -306912.520135 nChanged 8 SP:Iteration 38Q (65.868538 sec): 3 clusters Score: Raw -309495.980874 + Penalty 2580.110731 = -306915.870144 nChanged 8 SP:Iteration 39Q (65.924286 sec): 3 clusters Score: Raw -309499.419411 + Penalty 2580.110731 = -306919.308680 nChanged 9 SP:Iteration 40F (65.978163 sec): 3 clusters Score: Raw -309503.312071 + Penalty 2580.110731 = -306923.201340 nChanged 8 SP:Iteration 41Q (66.038580 sec): 3 clusters Score: Raw -309505.917422 + Penalty 2580.110731 = -306925.806692 nChanged 10 SP:Iteration 42Q (66.093147 sec): 3 clusters Score: Raw -309508.669133 + Penalty 2580.110731 = -306928.558403 nChanged 5 SP:Iteration 43Q (66.141138 sec): 3 clusters Score: Raw -309509.833463 + Penalty 2580.110731 = -306929.722732 nChanged 5 SP:Iteration 44Q (66.197997 sec): 3 clusters Score: Raw -309511.133670 + Penalty 2580.110731 = -306931.022939 nChanged 0 SP:Iteration 45F (66.246735 sec): 3 clusters Score: Raw -309511.133670 + Penalty 2580.110731 = -306931.022939 nChanged 0 Iteration 20F (68.101545 sec): 14 clusters Score: Raw -22365767.438897 + Penalty 25785.750921 = -22339981.687975 nChanged 9570 Iteration 21Q (69.269504 sec): 14 clusters Score: Raw -22374749.051393 + Penalty 25785.750921 = -22348963.300472 nChanged 6348 Iteration 22Q (70.330994 sec): 14 clusters Score: Raw -22379429.990108 + Penalty 25785.750921 = -22353644.239186 nChanged 5375 Iteration 23Q (71.424578 sec): 14 clusters Score: Raw -22382775.006625 + Penalty 25785.750921 = -22356989.255703 nChanged 4653 Iteration 24Q (72.570334 sec): 14 clusters Score: Raw -22385205.385791 + Penalty 25785.750921 = -22359419.634870 nChanged 3922 Iteration 25Q (73.650976 sec): 14 clusters Score: Raw -22387003.604424 + Penalty 25785.750921 = -22361217.853502 nChanged 3310 Iteration 26Q (74.662436 sec): 14 clusters Score: Raw -22388306.470124 + Penalty 25785.750921 = -22362520.719203 nChanged 2783 Iteration 27Q (75.770061 sec): 14 clusters Score: Raw -22389312.940549 + Penalty 25785.750921 = -22363527.189627 nChanged 2435 Iteration 28Q (76.888206 sec): 14 clusters Score: Raw -22390198.116398 + Penalty 25785.750921 = -22364412.365476 nChanged 2235 Iteration 29Q (77.918069 sec): 14 clusters Score: Raw -22391316.105149 + Penalty 25785.750921 = -22365530.354228 nChanged 2046 Iteration 30Q (78.984675 sec): 14 clusters Score: Raw -22392968.060811 + Penalty 25785.750921 = -22367182.309890 nChanged 1966 Iteration 31Q (80.106835 sec): 14 clusters Score: Raw -22394154.920755 + Penalty 25785.750921 = -22368369.169833 nChanged 1887 Iteration 32Q (81.134405 sec): 14 clusters Score: Raw -22394789.603703 + Penalty 25785.750921 = -22369003.852782 nChanged 1669 Iteration 33Q (82.216060 sec): 14 clusters Score: Raw -22395193.403483 + Penalty 25785.750921 = -22369407.652562 nChanged 1491 Iteration 34Q (83.361897 sec): 14 clusters Score: Raw -22395522.687161 + Penalty 25785.750921 = -22369736.936239 nChanged 1346 Iteration 35Q (84.455258 sec): 14 clusters Score: Raw -22395819.081281 + Penalty 25785.750921 = -22370033.330360 nChanged 1215 Iteration 36Q (85.468112 sec): 14 clusters Score: Raw -22396148.046519 + Penalty 25785.750921 = -22370362.295597 nChanged 1165 Iteration 37Q (86.474002 sec): 14 clusters Score: Raw -22396660.057530 + Penalty 25785.750921 = -22370874.306608 nChanged 1180 Iteration 38Q (87.502537 sec): 14 clusters Score: Raw -22397680.689554 + Penalty 25785.750921 = -22371894.938632 nChanged 1155 Iteration 39Q (88.486164 sec): 14 clusters Score: Raw -22399032.154610 + Penalty 25785.750921 = -22373246.403689 nChanged 1085 Iteration 40F (90.370901 sec): 14 clusters Score: Raw -22399507.304566 + Penalty 25785.750921 = -22373721.553644 nChanged 964 Iteration 41Q (91.432426 sec): 14 clusters Score: Raw -22399722.957252 + Penalty 25785.750921 = -22373937.206331 nChanged 810 Iteration 42Q (92.438547 sec): 14 clusters Score: Raw -22399903.735205 + Penalty 25785.750921 = -22374117.984284 nChanged 730 Iteration 43Q (93.506950 sec): 14 clusters Score: Raw -22400049.248279 + Penalty 25785.750921 = -22374263.497358 nChanged 674 Iteration 44Q (94.569068 sec): 14 clusters Score: Raw -22400234.931676 + Penalty 25785.750921 = -22374449.180754 nChanged 606 Iteration 45Q (95.570427 sec): 14 clusters Score: Raw -22400390.577707 + Penalty 25785.750921 = -22374604.826785 nChanged 540 Iteration 46Q (96.670138 sec): 14 clusters Score: Raw -22400448.947882 + Penalty 25785.750921 = -22374663.196961 nChanged 496 Iteration 47Q (97.749715 sec): 14 clusters Score: Raw -22400491.713972 + Penalty 25785.750921 = -22374705.963050 nChanged 441 Iteration 48Q (98.657757 sec): 14 clusters Score: Raw -22400528.785703 + Penalty 25785.750921 = -22374743.034781 nChanged 411 Iteration 49Q (99.611915 sec): 14 clusters Score: Raw -22400558.578767 + Penalty 25785.750921 = -22374772.827846 nChanged 371 Iteration 50Q (100.711089 sec): 14 clusters Score: Raw -22400582.834412 + Penalty 25785.750921 = -22374797.083491 nChanged 326 Iteration 51Q (101.756203 sec): 14 clusters Score: Raw -22400603.782285 + Penalty 25785.750921 = -22374818.031364 nChanged 289 Iteration 52Q (102.742612 sec): 14 clusters Score: Raw -22400620.467246 + Penalty 25785.750921 = -22374834.716325 nChanged 253 Iteration 53Q (103.754212 sec): 14 clusters Score: Raw -22400635.445360 + Penalty 25785.750921 = -22374849.694438 nChanged 259 Iteration 54Q (104.853063 sec): 14 clusters Score: Raw -22400650.388860 + Penalty 25785.750921 = -22374864.637939 nChanged 268 Iteration 55Q (105.815604 sec): 14 clusters Score: Raw -22400665.988467 + Penalty 25785.750921 = -22374880.237546 nChanged 255 Iteration 56Q (106.807029 sec): 14 clusters Score: Raw -22400680.944405 + Penalty 25785.750921 = -22374895.193483 nChanged 260 Iteration 57Q (107.965501 sec): 14 clusters Score: Raw -22400695.529206 + Penalty 25785.750921 = -22374909.778284 nChanged 248 Iteration 58Q (108.988926 sec): 14 clusters Score: Raw -22400707.883522 + Penalty 25785.750921 = -22374922.132601 nChanged 221 Writing temp clu file Because OldScore, -22374909.778284, is greater than current (better) Score,-22374922.132601 Compute initial score before splitting: Score: Raw -22400707.883522 + Penalty 25785.750921 = -22374922.132601 Trying to split cluster 1 (3765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.075397 sec): 2 clusters Score: Raw -433210.434322 + Penalty 1337.944260 = -431872.490062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.123601 sec): 3 clusters Score: Raw -431385.470038 + Penalty 2675.888521 = -428709.581517 nChanged 1458 SP:Iteration 1F (109.174095 sec): 3 clusters Score: Raw -432219.083903 + Penalty 2675.888521 = -429543.195382 nChanged 281 SP:Iteration 2F (109.226593 sec): 3 clusters Score: Raw -432417.362655 + Penalty 2675.888521 = -429741.474134 nChanged 220 SP:Iteration 3F (109.285202 sec): 3 clusters Score: Raw -432569.460603 + Penalty 2675.888521 = -429893.572083 nChanged 198 SP:Iteration 4F (109.323695 sec): 3 clusters Score: Raw -432711.093300 + Penalty 2675.888521 = -430035.204779 nChanged 194 SP:Iteration 5F (109.375754 sec): 3 clusters Score: Raw -432859.887239 + Penalty 2675.888521 = -430183.998718 nChanged 165 SP:Iteration 6Q (109.432960 sec): 3 clusters Score: Raw -432977.914328 + Penalty 2675.888521 = -430302.025807 nChanged 127 SP:Iteration 7Q (109.479374 sec): 3 clusters Score: Raw -433075.480042 + Penalty 2675.888521 = -430399.591522 nChanged 118 SP:Iteration 8Q (109.524292 sec): 3 clusters Score: Raw -433157.229984 + Penalty 2675.888521 = -430481.341463 nChanged 83 SP:Iteration 9Q (109.573678 sec): 3 clusters Score: Raw -433211.444203 + Penalty 2675.888521 = -430535.555683 nChanged 62 SP:Iteration 10Q (109.624756 sec): 3 clusters Score: Raw -433252.552693 + Penalty 2675.888521 = -430576.664172 nChanged 54 SP:Iteration 11Q (109.671850 sec): 3 clusters Score: Raw -433283.549797 + Penalty 2675.888521 = -430607.661276 nChanged 52 SP:Iteration 12Q (109.725195 sec): 3 clusters Score: Raw -433321.998486 + Penalty 2675.888521 = -430646.109966 nChanged 40 SP:Iteration 13Q (109.764808 sec): 3 clusters Score: Raw -433350.331740 + Penalty 2675.888521 = -430674.443219 nChanged 30 SP:Iteration 14Q (109.821370 sec): 3 clusters Score: Raw -433367.625692 + Penalty 2675.888521 = -430691.737171 nChanged 27 SP:Iteration 15Q (109.863463 sec): 3 clusters Score: Raw -433381.905386 + Penalty 2675.888521 = -430706.016866 nChanged 19 SP:Iteration 16Q (109.915204 sec): 3 clusters Score: Raw -433394.354917 + Penalty 2675.888521 = -430718.466397 nChanged 18 SP:Iteration 17Q (109.968270 sec): 3 clusters Score: Raw -433405.249539 + Penalty 2675.888521 = -430729.361018 nChanged 10 SP:Iteration 18Q (110.019143 sec): 3 clusters Score: Raw -433410.017796 + Penalty 2675.888521 = -430734.129275 nChanged 10 SP:Iteration 19Q (110.067908 sec): 3 clusters Score: Raw -433416.886325 + Penalty 2675.888521 = -430740.997804 nChanged 12 SP:Iteration 20F (110.127627 sec): 3 clusters Score: Raw -433425.630868 + Penalty 2675.888521 = -430749.742347 nChanged 15 SP:Iteration 21Q (110.179600 sec): 3 clusters Score: Raw -433437.539606 + Penalty 2675.888521 = -430761.651085 nChanged 18 SP:Iteration 22Q (110.221392 sec): 3 clusters Score: Raw -433451.242314 + Penalty 2675.888521 = -430775.353794 nChanged 13 SP:Iteration 23Q (110.274109 sec): 3 clusters Score: Raw -433460.321985 + Penalty 2675.888521 = -430784.433465 nChanged 16 SP:Iteration 24Q (110.332427 sec): 3 clusters Score: Raw -433472.176468 + Penalty 2675.888521 = -430796.287947 nChanged 19 SP:Iteration 25Q (110.378502 sec): 3 clusters Score: Raw -433494.669569 + Penalty 2675.888521 = -430818.781049 nChanged 23 SP:Iteration 26Q (110.431330 sec): 3 clusters Score: Raw -433520.781731 + Penalty 2675.888521 = -430844.893210 nChanged 25 SP:Iteration 27Q (110.474816 sec): 3 clusters Score: Raw -433551.516547 + Penalty 2675.888521 = -430875.628026 nChanged 20 SP:Iteration 28Q (110.524446 sec): 3 clusters Score: Raw -433575.714325 + Penalty 2675.888521 = -430899.825805 nChanged 21 SP:Iteration 29Q (110.579467 sec): 3 clusters Score: Raw -433601.966101 + Penalty 2675.888521 = -430926.077580 nChanged 22 SP:Iteration 30Q (110.622306 sec): 3 clusters Score: Raw -433626.237662 + Penalty 2675.888521 = -430950.349141 nChanged 14 SP:Iteration 31Q (110.674670 sec): 3 clusters Score: Raw -433636.537801 + Penalty 2675.888521 = -430960.649281 nChanged 8 SP:Iteration 32Q (110.714023 sec): 3 clusters Score: Raw -433644.214919 + Penalty 2675.888521 = -430968.326399 nChanged 7 SP:Iteration 33Q (110.768095 sec): 3 clusters Score: Raw -433649.599772 + Penalty 2675.888521 = -430973.711251 nChanged 6 SP:Iteration 34Q (110.822053 sec): 3 clusters Score: Raw -433652.586688 + Penalty 2675.888521 = -430976.698167 nChanged 6 SP:Iteration 35Q (110.874978 sec): 3 clusters Score: Raw -433655.370557 + Penalty 2675.888521 = -430979.482036 nChanged 1 SP:Iteration 36Q (110.914512 sec): 3 clusters Score: Raw -433656.128901 + Penalty 2675.888521 = -430980.240380 nChanged 0 SP:Iteration 37F (110.968580 sec): 3 clusters Score: Raw -433656.128901 + Penalty 2675.888521 = -430980.240380 nChanged 0 Trying to split cluster 2 (5103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.995450 sec): 2 clusters Score: Raw -565540.643708 + Penalty 1387.357381 = -564153.286328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.048121 sec): 3 clusters Score: Raw -562883.710476 + Penalty 2774.714761 = -560108.995715 nChanged 2082 SP:Iteration 1F (111.100369 sec): 3 clusters Score: Raw -564089.832713 + Penalty 2774.714761 = -561315.117951 nChanged 367 SP:Iteration 2F (111.146578 sec): 3 clusters Score: Raw -564301.320477 + Penalty 2774.714761 = -561526.605716 nChanged 284 SP:Iteration 3F (111.196363 sec): 3 clusters Score: Raw -564449.487098 + Penalty 2774.714761 = -561674.772337 nChanged 238 SP:Iteration 4Q (111.245474 sec): 3 clusters Score: Raw -564589.114545 + Penalty 2774.714761 = -561814.399784 nChanged 242 SP:Iteration 5Q (111.302968 sec): 3 clusters Score: Raw -564743.230311 + Penalty 2774.714761 = -561968.515549 nChanged 215 SP:Iteration 6Q (111.358996 sec): 3 clusters Score: Raw -564902.538297 + Penalty 2774.714761 = -562127.823536 nChanged 222 SP:Iteration 7Q (111.416919 sec): 3 clusters Score: Raw -565091.140183 + Penalty 2774.714761 = -562316.425422 nChanged 249 SP:Iteration 8Q (111.462577 sec): 3 clusters Score: Raw -565309.507566 + Penalty 2774.714761 = -562534.792804 nChanged 246 SP:Iteration 9Q (111.528049 sec): 3 clusters Score: Raw -565504.211186 + Penalty 2774.714761 = -562729.496425 nChanged 246 SP:Iteration 10Q (111.573048 sec): 3 clusters Score: Raw -565692.882523 + Penalty 2774.714761 = -562918.167761 nChanged 196 SP:Iteration 11Q (111.628775 sec): 3 clusters Score: Raw -565866.476453 + Penalty 2774.714761 = -563091.761692 nChanged 216 SP:Iteration 12Q (111.683549 sec): 3 clusters Score: Raw -566013.541127 + Penalty 2774.714761 = -563238.826365 nChanged 190 SP:Iteration 13Q (111.737247 sec): 3 clusters Score: Raw -566131.322461 + Penalty 2774.714761 = -563356.607700 nChanged 168 SP:Iteration 14Q (111.792525 sec): 3 clusters Score: Raw -566241.654895 + Penalty 2774.714761 = -563466.940134 nChanged 153 SP:Iteration 15Q (111.842599 sec): 3 clusters Score: Raw -566334.074203 + Penalty 2774.714761 = -563559.359441 nChanged 153 SP:Iteration 16Q (111.893785 sec): 3 clusters Score: Raw -566422.571465 + Penalty 2774.714761 = -563647.856704 nChanged 154 SP:Iteration 17Q (111.937084 sec): 3 clusters Score: Raw -566502.696494 + Penalty 2774.714761 = -563727.981733 nChanged 125 SP:Iteration 18Q (111.988936 sec): 3 clusters Score: Raw -566570.221455 + Penalty 2774.714761 = -563795.506693 nChanged 130 SP:Iteration 19Q (112.045282 sec): 3 clusters Score: Raw -566641.437139 + Penalty 2774.714761 = -563866.722378 nChanged 101 SP:Iteration 20F (112.091951 sec): 3 clusters Score: Raw -566691.037437 + Penalty 2774.714761 = -563916.322676 nChanged 102 SP:Iteration 21Q (112.157997 sec): 3 clusters Score: Raw -566743.019966 + Penalty 2774.714761 = -563968.305205 nChanged 94 SP:Iteration 22Q (112.204499 sec): 3 clusters Score: Raw -566792.293676 + Penalty 2774.714761 = -564017.578915 nChanged 85 SP:Iteration 23Q (112.256075 sec): 3 clusters Score: Raw -566837.715277 + Penalty 2774.714761 = -564063.000516 nChanged 77 SP:Iteration 24Q (112.299462 sec): 3 clusters Score: Raw -566878.523734 + Penalty 2774.714761 = -564103.808973 nChanged 77 SP:Iteration 25Q (112.361196 sec): 3 clusters Score: Raw -566923.960367 + Penalty 2774.714761 = -564149.245606 nChanged 69 SP:Iteration 26Q (112.416199 sec): 3 clusters Score: Raw -566966.110020 + Penalty 2774.714761 = -564191.395259 nChanged 71 SP:Iteration 27Q (112.468278 sec): 3 clusters Score: Raw -567005.719513 + Penalty 2774.714761 = -564231.004752 nChanged 45 SP:Iteration 28Q (112.524911 sec): 3 clusters Score: Raw -567026.970460 + Penalty 2774.714761 = -564252.255699 nChanged 26 SP:Iteration 29Q (112.569450 sec): 3 clusters Score: Raw -567041.341041 + Penalty 2774.714761 = -564266.626279 nChanged 16 SP:Iteration 30Q (112.631084 sec): 3 clusters Score: Raw -567049.698474 + Penalty 2774.714761 = -564274.983713 nChanged 16 SP:Iteration 31Q (112.690458 sec): 3 clusters Score: Raw -567056.163952 + Penalty 2774.714761 = -564281.449191 nChanged 11 SP:Iteration 32Q (112.743279 sec): 3 clusters Score: Raw -567059.918568 + Penalty 2774.714761 = -564285.203807 nChanged 3 SP:Iteration 33Q (112.786016 sec): 3 clusters Score: Raw -567060.797564 + Penalty 2774.714761 = -564286.082803 nChanged 1 SP:Iteration 34Q (112.843599 sec): 3 clusters Score: Raw -567061.153111 + Penalty 2774.714761 = -564286.438350 nChanged 1 SP:Iteration 35Q (112.885091 sec): 3 clusters Score: Raw -567061.684396 + Penalty 2774.714761 = -564286.969635 nChanged 1 SP:Iteration 36Q (112.938697 sec): 3 clusters Score: Raw -567061.951676 + Penalty 2774.714761 = -564287.236915 nChanged 2 SP:Iteration 37Q (112.998994 sec): 3 clusters Score: Raw -567062.614638 + Penalty 2774.714761 = -564287.899877 nChanged 1 SP:Iteration 38Q (113.044073 sec): 3 clusters Score: Raw -567062.763804 + Penalty 2774.714761 = -564288.049043 nChanged 1 SP:Iteration 39Q (113.101517 sec): 3 clusters Score: Raw -567062.915516 + Penalty 2774.714761 = -564288.200754 nChanged 0 SP:Iteration 40F (113.161031 sec): 3 clusters Score: Raw -567062.915516 + Penalty 2774.714761 = -564288.200754 nChanged 0 Score: Raw -22402237.396888 + Penalty 27769.270223 = -22374468.126665 Splitting cluster 2 changes total score from -22374922.132601 to -22374468.126665 So it's not getting split. Trying to split cluster 3 (967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.183061 sec): 2 clusters Score: Raw -101195.722223 + Penalty 1117.057256 = -100078.664968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.228767 sec): 3 clusters Score: Raw -100942.264940 + Penalty 2234.114511 = -98708.150429 nChanged 293 SP:Iteration 1F (115.271204 sec): 3 clusters Score: Raw -101234.277729 + Penalty 2234.114511 = -99000.163218 nChanged 78 SP:Iteration 2F (115.319612 sec): 3 clusters Score: Raw -101341.127408 + Penalty 2234.114511 = -99107.012897 nChanged 37 SP:Iteration 3Q (115.356935 sec): 3 clusters Score: Raw -101381.387519 + Penalty 2234.114511 = -99147.273008 nChanged 23 SP:Iteration 4Q (115.408307 sec): 3 clusters Score: Raw -101403.613229 + Penalty 2234.114511 = -99169.498718 nChanged 23 SP:Iteration 5Q (115.443754 sec): 3 clusters Score: Raw -101423.590284 + Penalty 2234.114511 = -99189.475773 nChanged 15 SP:Iteration 6Q (115.482765 sec): 3 clusters Score: Raw -101434.873850 + Penalty 2234.114511 = -99200.759339 nChanged 11 SP:Iteration 7Q (115.527105 sec): 3 clusters Score: Raw -101442.113437 + Penalty 2234.114511 = -99207.998926 nChanged 4 SP:Iteration 8Q (115.573935 sec): 3 clusters Score: Raw -101446.954463 + Penalty 2234.114511 = -99212.839952 nChanged 6 SP:Iteration 9Q (115.614106 sec): 3 clusters Score: Raw -101450.664248 + Penalty 2234.114511 = -99216.549737 nChanged 3 SP:Iteration 10Q (115.654601 sec): 3 clusters Score: Raw -101452.095618 + Penalty 2234.114511 = -99217.981107 nChanged 3 SP:Iteration 11Q (115.694975 sec): 3 clusters Score: Raw -101454.393285 + Penalty 2234.114511 = -99220.278774 nChanged 5 SP:Iteration 12Q (115.736147 sec): 3 clusters Score: Raw -101459.154940 + Penalty 2234.114511 = -99225.040429 nChanged 8 SP:Iteration 13Q (115.776467 sec): 3 clusters Score: Raw -101465.010914 + Penalty 2234.114511 = -99230.896403 nChanged 0 SP:Iteration 14F (115.816849 sec): 3 clusters Score: Raw -101465.010914 + Penalty 2234.114511 = -99230.896403 nChanged 0 Trying to split cluster 4 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.829714 sec): 2 clusters Score: Raw -59189.056830 + Penalty 1037.867889 = -58151.188940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.869356 sec): 3 clusters Score: Raw -59189.460279 + Penalty 2075.735779 = -57113.724500 nChanged 179 SP:Iteration 1F (115.908402 sec): 3 clusters Score: Raw -59482.487050 + Penalty 2075.735779 = -57406.751271 nChanged 56 SP:Iteration 2F (115.956721 sec): 3 clusters Score: Raw -59575.590864 + Penalty 2075.735779 = -57499.855085 nChanged 23 SP:Iteration 3Q (115.990312 sec): 3 clusters Score: Raw -59608.023657 + Penalty 2075.735779 = -57532.287879 nChanged 12 SP:Iteration 4Q (116.028377 sec): 3 clusters Score: Raw -59626.335552 + Penalty 2075.735779 = -57550.599773 nChanged 19 SP:Iteration 5Q (116.067021 sec): 3 clusters Score: Raw -59652.401802 + Penalty 2075.735779 = -57576.666023 nChanged 14 SP:Iteration 6Q (116.106286 sec): 3 clusters Score: Raw -59671.951482 + Penalty 2075.735779 = -57596.215703 nChanged 9 SP:Iteration 7Q (116.136191 sec): 3 clusters Score: Raw -59691.182529 + Penalty 2075.735779 = -57615.446750 nChanged 14 SP:Iteration 8Q (116.186698 sec): 3 clusters Score: Raw -59727.086525 + Penalty 2075.735779 = -57651.350747 nChanged 11 SP:Iteration 9Q (116.220052 sec): 3 clusters Score: Raw -59754.250495 + Penalty 2075.735779 = -57678.514717 nChanged 5 SP:Iteration 10Q (116.258441 sec): 3 clusters Score: Raw -59758.244657 + Penalty 2075.735779 = -57682.508878 nChanged 4 SP:Iteration 11Q (116.296871 sec): 3 clusters Score: Raw -59765.764936 + Penalty 2075.735779 = -57690.029157 nChanged 3 SP:Iteration 12Q (116.335572 sec): 3 clusters Score: Raw -59768.760509 + Penalty 2075.735779 = -57693.024730 nChanged 2 SP:Iteration 13Q (116.374817 sec): 3 clusters Score: Raw -59772.976128 + Penalty 2075.735779 = -57697.240349 nChanged 7 SP:Iteration 14Q (116.411096 sec): 3 clusters Score: Raw -59786.105361 + Penalty 2075.735779 = -57710.369582 nChanged 5 SP:Iteration 15Q (116.458685 sec): 3 clusters Score: Raw -59790.114726 + Penalty 2075.735779 = -57714.378947 nChanged 2 SP:Iteration 16Q (116.507734 sec): 3 clusters Score: Raw -59793.281644 + Penalty 2075.735779 = -57717.545865 nChanged 1 SP:Iteration 17Q (116.560864 sec): 3 clusters Score: Raw -59793.861919 + Penalty 2075.735779 = -57718.126140 nChanged 0 SP:Iteration 18F (116.596580 sec): 3 clusters Score: Raw -59823.164775 + Penalty 2075.735779 = -57747.428996 nChanged 3 SP:Iteration 19Q (116.649703 sec): 3 clusters Score: Raw -59907.954663 + Penalty 2075.735779 = -57832.218884 nChanged 9 SP:Iteration 20F (116.700959 sec): 3 clusters Score: Raw -59971.377248 + Penalty 2075.735779 = -57895.641469 nChanged 9 SP:Iteration 21Q (116.744757 sec): 3 clusters Score: Raw -60030.418297 + Penalty 2075.735779 = -57954.682518 nChanged 10 SP:Iteration 22Q (116.799449 sec): 3 clusters Score: Raw -60057.776949 + Penalty 2075.735779 = -57982.041170 nChanged 9 SP:Iteration 23Q (116.854919 sec): 3 clusters Score: Raw -60101.516876 + Penalty 2075.735779 = -58025.781097 nChanged 9 SP:Iteration 24Q (116.898698 sec): 3 clusters Score: Raw -60205.556029 + Penalty 2075.735779 = -58129.820250 nChanged 15 SP:Iteration 25Q (116.941594 sec): 3 clusters Score: Raw -60380.116577 + Penalty 2075.735779 = -58304.380799 nChanged 15 SP:Iteration 26Q (116.984466 sec): 3 clusters Score: Raw -60500.804577 + Penalty 2075.735779 = -58425.068798 nChanged 8 SP:Iteration 27Q (117.037943 sec): 3 clusters Score: Raw -60529.460879 + Penalty 2075.735779 = -58453.725100 nChanged 2 SP:Iteration 28Q (117.087076 sec): 3 clusters Score: Raw -60540.726233 + Penalty 2075.735779 = -58464.990454 nChanged 3 SP:Iteration 29Q (117.139163 sec): 3 clusters Score: Raw -60547.321834 + Penalty 2075.735779 = -58471.586055 nChanged 0 SP:Iteration 30F (117.183917 sec): 3 clusters Score: Raw -60562.996247 + Penalty 2075.735779 = -58487.260469 nChanged 1 SP:Iteration 31Q (117.235535 sec): 3 clusters Score: Raw -60568.936344 + Penalty 2075.735779 = -58493.200565 nChanged 0 SP:Iteration 32F (117.286258 sec): 3 clusters Score: Raw -60568.936344 + Penalty 2075.735779 = -58493.200565 nChanged 0 Score: Raw -22402095.004594 + Penalty 27769.270223 = -22374325.734371 Splitting cluster 4 changes total score from -22374922.132601 to -22374325.734371 So it's not getting split. Trying to split cluster 5 (2573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.313699 sec): 2 clusters Score: Raw -312216.773350 + Penalty 1276.084519 = -310940.688831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.374991 sec): 3 clusters Score: Raw -311052.549444 + Penalty 2552.169039 = -308500.380405 nChanged 949 SP:Iteration 1F (119.430474 sec): 3 clusters Score: Raw -311642.750718 + Penalty 2552.169039 = -309090.581679 nChanged 206 SP:Iteration 2F (119.480768 sec): 3 clusters Score: Raw -311794.303413 + Penalty 2552.169039 = -309242.134374 nChanged 124 SP:Iteration 3Q (119.537295 sec): 3 clusters Score: Raw -311877.020316 + Penalty 2552.169039 = -309324.851277 nChanged 96 SP:Iteration 4Q (119.591916 sec): 3 clusters Score: Raw -311946.131244 + Penalty 2552.169039 = -309393.962205 nChanged 87 SP:Iteration 5Q (119.644419 sec): 3 clusters Score: Raw -311997.722118 + Penalty 2552.169039 = -309445.553079 nChanged 68 SP:Iteration 6Q (119.696378 sec): 3 clusters Score: Raw -312045.520822 + Penalty 2552.169039 = -309493.351784 nChanged 63 SP:Iteration 7Q (119.740078 sec): 3 clusters Score: Raw -312089.835311 + Penalty 2552.169039 = -309537.666272 nChanged 50 SP:Iteration 8Q (119.800242 sec): 3 clusters Score: Raw -312126.911587 + Penalty 2552.169039 = -309574.742548 nChanged 42 SP:Iteration 9Q (119.854197 sec): 3 clusters Score: Raw -312153.977070 + Penalty 2552.169039 = -309601.808031 nChanged 38 SP:Iteration 10Q (119.901543 sec): 3 clusters Score: Raw -312179.473317 + Penalty 2552.169039 = -309627.304278 nChanged 39 SP:Iteration 11Q (119.964569 sec): 3 clusters Score: Raw -312203.751415 + Penalty 2552.169039 = -309651.582376 nChanged 33 SP:Iteration 12Q (120.015242 sec): 3 clusters Score: Raw -312220.894102 + Penalty 2552.169039 = -309668.725063 nChanged 31 SP:Iteration 13Q (120.071824 sec): 3 clusters Score: Raw -312239.764882 + Penalty 2552.169039 = -309687.595843 nChanged 41 SP:Iteration 14Q (120.125202 sec): 3 clusters Score: Raw -312263.959907 + Penalty 2552.169039 = -309711.790868 nChanged 33 SP:Iteration 15Q (120.165575 sec): 3 clusters Score: Raw -312287.861928 + Penalty 2552.169039 = -309735.692889 nChanged 34 SP:Iteration 16Q (120.223502 sec): 3 clusters Score: Raw -312309.590119 + Penalty 2552.169039 = -309757.421080 nChanged 44 SP:Iteration 17Q (120.270452 sec): 3 clusters Score: Raw -312346.663039 + Penalty 2552.169039 = -309794.494000 nChanged 39 SP:Iteration 18Q (120.322179 sec): 3 clusters Score: Raw -312375.695666 + Penalty 2552.169039 = -309823.526627 nChanged 33 SP:Iteration 19Q (120.371338 sec): 3 clusters Score: Raw -312401.366755 + Penalty 2552.169039 = -309849.197716 nChanged 36 SP:Iteration 20F (120.422873 sec): 3 clusters Score: Raw -312429.482580 + Penalty 2552.169039 = -309877.313541 nChanged 31 SP:Iteration 21Q (120.483234 sec): 3 clusters Score: Raw -312461.410886 + Penalty 2552.169039 = -309909.241847 nChanged 39 SP:Iteration 22Q (120.538745 sec): 3 clusters Score: Raw -312513.705932 + Penalty 2552.169039 = -309961.536893 nChanged 43 SP:Iteration 23Q (120.582907 sec): 3 clusters Score: Raw -312592.459602 + Penalty 2552.169039 = -310040.290563 nChanged 50 SP:Iteration 24Q (120.634127 sec): 3 clusters Score: Raw -312736.468903 + Penalty 2552.169039 = -310184.299864 nChanged 66 SP:Iteration 25Q (120.690471 sec): 3 clusters Score: Raw -313107.838972 + Penalty 2552.169039 = -310555.669933 nChanged 72 SP:Iteration 26Q (120.743159 sec): 3 clusters Score: Raw -313436.338417 + Penalty 2552.169039 = -310884.169378 nChanged 102 SP:Iteration 27Q (120.789657 sec): 3 clusters Score: Raw -313589.723888 + Penalty 2552.169039 = -311037.554849 nChanged 88 SP:Iteration 28Q (120.833106 sec): 3 clusters Score: Raw -313717.092663 + Penalty 2552.169039 = -311164.923624 nChanged 59 SP:Iteration 29Q (120.883387 sec): 3 clusters Score: Raw -313796.509315 + Penalty 2552.169039 = -311244.340276 nChanged 50 SP:Iteration 30Q (120.946163 sec): 3 clusters Score: Raw -313864.276814 + Penalty 2552.169039 = -311312.107775 nChanged 28 SP:Iteration 31Q (120.987335 sec): 3 clusters Score: Raw -313903.714326 + Penalty 2552.169039 = -311351.545287 nChanged 26 SP:Iteration 32Q (121.042819 sec): 3 clusters Score: Raw -313938.336896 + Penalty 2552.169039 = -311386.167857 nChanged 16 SP:Iteration 33Q (121.089536 sec): 3 clusters Score: Raw -313956.750278 + Penalty 2552.169039 = -311404.581239 nChanged 11 SP:Iteration 34Q (121.128374 sec): 3 clusters Score: Raw -313981.249533 + Penalty 2552.169039 = -311429.080494 nChanged 9 SP:Iteration 35Q (121.179789 sec): 3 clusters Score: Raw -313994.590852 + Penalty 2552.169039 = -311442.421813 nChanged 6 SP:Iteration 36Q (121.219616 sec): 3 clusters Score: Raw -314002.829626 + Penalty 2552.169039 = -311450.660587 nChanged 3 SP:Iteration 37Q (121.275013 sec): 3 clusters Score: Raw -314004.495547 + Penalty 2552.169039 = -311452.326508 nChanged 3 SP:Iteration 38Q (121.323609 sec): 3 clusters Score: Raw -314007.084398 + Penalty 2552.169039 = -311454.915359 nChanged 1 SP:Iteration 39Q (121.369359 sec): 3 clusters Score: Raw -314011.798602 + Penalty 2552.169039 = -311459.629563 nChanged 2 SP:Iteration 40F (121.416664 sec): 3 clusters Score: Raw -314083.693720 + Penalty 2552.169039 = -311531.524681 nChanged 35 SP:Iteration 41Q (121.464900 sec): 3 clusters Score: Raw -314221.288354 + Penalty 2552.169039 = -311669.119315 nChanged 34 SP:Iteration 42Q (121.517375 sec): 3 clusters Score: Raw -314390.535476 + Penalty 2552.169039 = -311838.366437 nChanged 16 SP:Iteration 43Q (121.566582 sec): 3 clusters Score: Raw -314546.332862 + Penalty 2552.169039 = -311994.163823 nChanged 14 SP:Iteration 44Q (121.606702 sec): 3 clusters Score: Raw -315095.744144 + Penalty 2552.169039 = -312543.575105 nChanged 3 SP:Iteration 45Q (121.653264 sec): 3 clusters Score: Raw -315160.705722 + Penalty 2552.169039 = -312608.536683 nChanged 0 SP:Iteration 46F (121.701195 sec): 3 clusters Score: Raw -315160.705722 + Penalty 2552.169039 = -312608.536683 nChanged 0 Score: Raw -22403659.057453 + Penalty 27769.270223 = -22375889.787230 Splitting cluster 5 changes total score from -22374922.132601 to -22375889.787230 So it's getting split into cluster 8. Trying to split cluster 6 (33201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (123.762846 sec): 2 clusters Score: Raw -3858141.912623 + Penalty 1691.679482 = -3856450.233141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (123.856182 sec): 3 clusters Score: Raw -3837400.283504 + Penalty 3383.358964 = -3834016.924540 nChanged 15440 SP:Iteration 1F (123.954038 sec): 3 clusters Score: Raw -3846498.802537 + Penalty 3383.358964 = -3843115.443573 nChanged 1803 SP:Iteration 2F (124.052418 sec): 3 clusters Score: Raw -3847459.283020 + Penalty 3383.358964 = -3844075.924056 nChanged 2000 SP:Iteration 3F (124.153117 sec): 3 clusters Score: Raw -3848699.135752 + Penalty 3383.358964 = -3845315.776787 nChanged 2131 SP:Iteration 4F (124.251242 sec): 3 clusters Score: Raw -3850212.319865 + Penalty 3383.358964 = -3846828.960901 nChanged 2273 SP:Iteration 5F (124.349789 sec): 3 clusters Score: Raw -3851974.234702 + Penalty 3383.358964 = -3848590.875737 nChanged 2155 SP:Iteration 6F (124.444831 sec): 3 clusters Score: Raw -3853594.731425 + Penalty 3383.358964 = -3850211.372461 nChanged 1953 SP:Iteration 7F (124.541704 sec): 3 clusters Score: Raw -3854965.082181 + Penalty 3383.358964 = -3851581.723217 nChanged 1640 SP:Iteration 8Q (124.641279 sec): 3 clusters Score: Raw -3855946.927917 + Penalty 3383.358964 = -3852563.568952 nChanged 1229 SP:Iteration 9Q (124.734604 sec): 3 clusters Score: Raw -3856566.262051 + Penalty 3383.358964 = -3853182.903086 nChanged 939 SP:Iteration 10Q (124.832373 sec): 3 clusters Score: Raw -3856938.295267 + Penalty 3383.358964 = -3853554.936303 nChanged 676 SP:Iteration 11Q (124.933176 sec): 3 clusters Score: Raw -3857150.131086 + Penalty 3383.358964 = -3853766.772121 nChanged 533 SP:Iteration 12Q (125.047075 sec): 3 clusters Score: Raw -3857298.608109 + Penalty 3383.358964 = -3853915.249145 nChanged 389 SP:Iteration 13Q (125.133831 sec): 3 clusters Score: Raw -3857388.331306 + Penalty 3383.358964 = -3854004.972342 nChanged 294 SP:Iteration 14Q (125.231951 sec): 3 clusters Score: Raw -3857439.083208 + Penalty 3383.358964 = -3854055.724244 nChanged 234 SP:Iteration 15Q (125.335864 sec): 3 clusters Score: Raw -3857477.543265 + Penalty 3383.358964 = -3854094.184300 nChanged 207 SP:Iteration 16Q (125.434923 sec): 3 clusters Score: Raw -3857514.463904 + Penalty 3383.358964 = -3854131.104940 nChanged 235 SP:Iteration 17Q (125.528206 sec): 3 clusters Score: Raw -3857551.404554 + Penalty 3383.358964 = -3854168.045590 nChanged 198 SP:Iteration 18Q (125.628537 sec): 3 clusters Score: Raw -3857579.842360 + Penalty 3383.358964 = -3854196.483395 nChanged 188 SP:Iteration 19Q (125.728906 sec): 3 clusters Score: Raw -3857604.552493 + Penalty 3383.358964 = -3854221.193529 nChanged 162 SP:Iteration 20F (125.834131 sec): 3 clusters Score: Raw -3857625.043299 + Penalty 3383.358964 = -3854241.684334 nChanged 166 SP:Iteration 21Q (125.935631 sec): 3 clusters Score: Raw -3857645.399012 + Penalty 3383.358964 = -3854262.040047 nChanged 154 SP:Iteration 22Q (126.037741 sec): 3 clusters Score: Raw -3857664.007619 + Penalty 3383.358964 = -3854280.648655 nChanged 158 SP:Iteration 23Q (126.134554 sec): 3 clusters Score: Raw -3857681.863344 + Penalty 3383.358964 = -3854298.504379 nChanged 144 SP:Iteration 24Q (126.244291 sec): 3 clusters Score: Raw -3857696.453342 + Penalty 3383.358964 = -3854313.094378 nChanged 131 SP:Iteration 25Q (126.338086 sec): 3 clusters Score: Raw -3857709.308938 + Penalty 3383.358964 = -3854325.949973 nChanged 127 SP:Iteration 26Q (126.435110 sec): 3 clusters Score: Raw -3857721.632057 + Penalty 3383.358964 = -3854338.273092 nChanged 110 SP:Iteration 27Q (126.543518 sec): 3 clusters Score: Raw -3857732.098148 + Penalty 3383.358964 = -3854348.739184 nChanged 118 SP:Iteration 28Q (126.636757 sec): 3 clusters Score: Raw -3857743.385053 + Penalty 3383.358964 = -3854360.026088 nChanged 120 SP:Iteration 29Q (126.743802 sec): 3 clusters Score: Raw -3857754.358372 + Penalty 3383.358964 = -3854370.999407 nChanged 116 SP:Iteration 30Q (126.837571 sec): 3 clusters Score: Raw -3857765.357474 + Penalty 3383.358964 = -3854381.998510 nChanged 104 SP:Iteration 31Q (126.931796 sec): 3 clusters Score: Raw -3857774.743312 + Penalty 3383.358964 = -3854391.384348 nChanged 100 SP:Iteration 32Q (127.039277 sec): 3 clusters Score: Raw -3857784.775735 + Penalty 3383.358964 = -3854401.416771 nChanged 101 SP:Iteration 33Q (127.133069 sec): 3 clusters Score: Raw -3857794.396100 + Penalty 3383.358964 = -3854411.037136 nChanged 95 SP:Iteration 34Q (127.243132 sec): 3 clusters Score: Raw -3857804.612611 + Penalty 3383.358964 = -3854421.253646 nChanged 111 SP:Iteration 35Q (127.343555 sec): 3 clusters Score: Raw -3857817.280360 + Penalty 3383.358964 = -3854433.921395 nChanged 134 SP:Iteration 36Q (127.447817 sec): 3 clusters Score: Raw -3857833.673069 + Penalty 3383.358964 = -3854450.314105 nChanged 134 SP:Iteration 37Q (127.549339 sec): 3 clusters Score: Raw -3857852.540262 + Penalty 3383.358964 = -3854469.181298 nChanged 152 SP:Iteration 38Q (127.652257 sec): 3 clusters Score: Raw -3857874.663578 + Penalty 3383.358964 = -3854491.304614 nChanged 148 SP:Iteration 39Q (127.743467 sec): 3 clusters Score: Raw -3857894.163962 + Penalty 3383.358964 = -3854510.804998 nChanged 148 SP:Iteration 40F (127.851595 sec): 3 clusters Score: Raw -3857915.680300 + Penalty 3383.358964 = -3854532.321336 nChanged 164 SP:Iteration 41Q (127.952413 sec): 3 clusters Score: Raw -3857941.030630 + Penalty 3383.358964 = -3854557.671666 nChanged 158 SP:Iteration 42Q (128.057272 sec): 3 clusters Score: Raw -3857961.564620 + Penalty 3383.358964 = -3854578.205656 nChanged 143 SP:Iteration 43Q (128.157348 sec): 3 clusters Score: Raw -3857979.919430 + Penalty 3383.358964 = -3854596.560466 nChanged 146 SP:Iteration 44Q (128.255241 sec): 3 clusters Score: Raw -3857999.232988 + Penalty 3383.358964 = -3854615.874023 nChanged 164 SP:Iteration 45Q (128.350876 sec): 3 clusters Score: Raw -3858021.642088 + Penalty 3383.358964 = -3854638.283123 nChanged 162 SP:Iteration 46Q (128.444263 sec): 3 clusters Score: Raw -3858043.261712 + Penalty 3383.358964 = -3854659.902748 nChanged 159 SP:Iteration 47Q (128.552925 sec): 3 clusters Score: Raw -3858063.800136 + Penalty 3383.358964 = -3854680.441171 nChanged 156 SP:Iteration 48Q (128.646889 sec): 3 clusters Score: Raw -3858083.254939 + Penalty 3383.358964 = -3854699.895975 nChanged 155 SP:Iteration 49Q (128.757568 sec): 3 clusters Score: Raw -3858102.305143 + Penalty 3383.358964 = -3854718.946178 nChanged 159 SP:Iteration 50Q (128.858230 sec): 3 clusters Score: Raw -3858122.457257 + Penalty 3383.358964 = -3854739.098293 nChanged 173 SP:Iteration 51Q (128.959530 sec): 3 clusters Score: Raw -3858143.658805 + Penalty 3383.358964 = -3854760.299840 nChanged 176 SP:Iteration 52Q (129.056097 sec): 3 clusters Score: Raw -3858165.515255 + Penalty 3383.358964 = -3854782.156290 nChanged 154 SP:Iteration 53Q (129.165563 sec): 3 clusters Score: Raw -3858184.439067 + Penalty 3383.358964 = -3854801.080102 nChanged 147 SP:Iteration 54Q (129.267432 sec): 3 clusters Score: Raw -3858203.555285 + Penalty 3383.358964 = -3854820.196321 nChanged 152 SP:Iteration 55Q (129.362429 sec): 3 clusters Score: Raw -3858226.009084 + Penalty 3383.358964 = -3854842.650119 nChanged 173 SP:Iteration 56Q (129.463762 sec): 3 clusters Score: Raw -3858252.683265 + Penalty 3383.358964 = -3854869.324301 nChanged 200 SP:Iteration 57Q (129.563901 sec): 3 clusters Score: Raw -3858285.013935 + Penalty 3383.358964 = -3854901.654971 nChanged 191 SP:Iteration 58Q (129.653093 sec): 3 clusters Score: Raw -3858312.896431 + Penalty 3383.358964 = -3854929.537466 nChanged 177 SP:Iteration 59Q (129.753257 sec): 3 clusters Score: Raw -3858337.950769 + Penalty 3383.358964 = -3854954.591804 nChanged 170 SP:Iteration 60F (129.864422 sec): 3 clusters Score: Raw -3858360.508952 + Penalty 3383.358964 = -3854977.149987 nChanged 174 SP:Iteration 61Q (129.955492 sec): 3 clusters Score: Raw -3858381.922485 + Penalty 3383.358964 = -3854998.563520 nChanged 152 SP:Iteration 62Q (130.059958 sec): 3 clusters Score: Raw -3858397.605790 + Penalty 3383.358964 = -3855014.246826 nChanged 122 SP:Iteration 63Q (130.158577 sec): 3 clusters Score: Raw -3858410.646789 + Penalty 3383.358964 = -3855027.287824 nChanged 125 SP:Iteration 64Q (130.251748 sec): 3 clusters Score: Raw -3858424.333003 + Penalty 3383.358964 = -3855040.974039 nChanged 118 SP:Iteration 65Q (130.353989 sec): 3 clusters Score: Raw -3858438.874664 + Penalty 3383.358964 = -3855055.515700 nChanged 120 SP:Iteration 66Q (130.454617 sec): 3 clusters Score: Raw -3858452.108043 + Penalty 3383.358964 = -3855068.749078 nChanged 112 SP:Iteration 67Q (130.554274 sec): 3 clusters Score: Raw -3858464.811008 + Penalty 3383.358964 = -3855081.452043 nChanged 119 SP:Iteration 68Q (130.652905 sec): 3 clusters Score: Raw -3858477.765221 + Penalty 3383.358964 = -3855094.406257 nChanged 113 SP:Iteration 69Q (130.748257 sec): 3 clusters Score: Raw -3858487.588016 + Penalty 3383.358964 = -3855104.229052 nChanged 93 SP:Iteration 70Q (130.846050 sec): 3 clusters Score: Raw -3858495.574591 + Penalty 3383.358964 = -3855112.215627 nChanged 86 SP:Iteration 71Q (130.953998 sec): 3 clusters Score: Raw -3858505.696518 + Penalty 3383.358964 = -3855122.337553 nChanged 84 SP:Iteration 72Q (131.057294 sec): 3 clusters Score: Raw -3858513.982373 + Penalty 3383.358964 = -3855130.623409 nChanged 73 SP:Iteration 73Q (131.158231 sec): 3 clusters Score: Raw -3858519.791852 + Penalty 3383.358964 = -3855136.432887 nChanged 62 SP:Iteration 74Q (131.252647 sec): 3 clusters Score: Raw -3858524.581791 + Penalty 3383.358964 = -3855141.222826 nChanged 62 SP:Iteration 75Q (131.351668 sec): 3 clusters Score: Raw -3858529.712102 + Penalty 3383.358964 = -3855146.353138 nChanged 62 SP:Iteration 76Q (131.462792 sec): 3 clusters Score: Raw -3858534.225334 + Penalty 3383.358964 = -3855150.866370 nChanged 46 SP:Iteration 77Q (131.556058 sec): 3 clusters Score: Raw -3858537.934156 + Penalty 3383.358964 = -3855154.575192 nChanged 51 SP:Iteration 78Q (131.652860 sec): 3 clusters Score: Raw -3858541.628886 + Penalty 3383.358964 = -3855158.269922 nChanged 48 SP:Iteration 79Q (131.745833 sec): 3 clusters Score: Raw -3858545.804214 + Penalty 3383.358964 = -3855162.445250 nChanged 46 SP:Iteration 80F (131.849894 sec): 3 clusters Score: Raw -3858549.012225 + Penalty 3383.358964 = -3855165.653261 nChanged 31 SP:Iteration 81Q (131.936780 sec): 3 clusters Score: Raw -3858550.955832 + Penalty 3383.358964 = -3855167.596868 nChanged 29 SP:Iteration 82Q (132.036850 sec): 3 clusters Score: Raw -3858552.673586 + Penalty 3383.358964 = -3855169.314622 nChanged 39 SP:Iteration 83Q (132.141284 sec): 3 clusters Score: Raw -3858555.518637 + Penalty 3383.358964 = -3855172.159673 nChanged 39 SP:Iteration 84Q (132.234666 sec): 3 clusters Score: Raw -3858558.117197 + Penalty 3383.358964 = -3855174.758233 nChanged 29 SP:Iteration 85Q (132.337086 sec): 3 clusters Score: Raw -3858559.863332 + Penalty 3383.358964 = -3855176.504368 nChanged 29 SP:Iteration 86Q (132.440590 sec): 3 clusters Score: Raw -3858561.917191 + Penalty 3383.358964 = -3855178.558226 nChanged 43 SP:Iteration 87Q (132.534207 sec): 3 clusters Score: Raw -3858565.399406 + Penalty 3383.358964 = -3855182.040441 nChanged 43 SP:Iteration 88Q (132.628458 sec): 3 clusters Score: Raw -3858568.141256 + Penalty 3383.358964 = -3855184.782291 nChanged 37 SP:Iteration 89Q (132.735802 sec): 3 clusters Score: Raw -3858570.329055 + Penalty 3383.358964 = -3855186.970091 nChanged 27 SP:Iteration 90Q (132.823308 sec): 3 clusters Score: Raw -3858571.836119 + Penalty 3383.358964 = -3855188.477155 nChanged 24 SP:Iteration 91Q (132.925228 sec): 3 clusters Score: Raw -3858573.125123 + Penalty 3383.358964 = -3855189.766159 nChanged 26 SP:Iteration 92Q (133.022780 sec): 3 clusters Score: Raw -3858574.941773 + Penalty 3383.358964 = -3855191.582809 nChanged 25 SP:Iteration 93Q (133.113783 sec): 3 clusters Score: Raw -3858576.391143 + Penalty 3383.358964 = -3855193.032178 nChanged 25 SP:Iteration 94Q (133.207581 sec): 3 clusters Score: Raw -3858578.172094 + Penalty 3383.358964 = -3855194.813130 nChanged 32 SP:Iteration 95Q (133.307010 sec): 3 clusters Score: Raw -3858580.212944 + Penalty 3383.358964 = -3855196.853980 nChanged 33 SP:Iteration 96Q (133.408595 sec): 3 clusters Score: Raw -3858582.176085 + Penalty 3383.358964 = -3855198.817121 nChanged 22 SP:Iteration 97Q (133.507184 sec): 3 clusters Score: Raw -3858583.394884 + Penalty 3383.358964 = -3855200.035919 nChanged 20 SP:Iteration 98Q (133.600031 sec): 3 clusters Score: Raw -3858584.393558 + Penalty 3383.358964 = -3855201.034594 nChanged 19 SP:Iteration 99Q (133.695961 sec): 3 clusters Score: Raw -3858585.255661 + Penalty 3383.358964 = -3855201.896696 nChanged 18 SP:Iteration 100F (133.803040 sec): 3 clusters Score: Raw -3858586.012717 + Penalty 3383.358964 = -3855202.653753 nChanged 21 SP:Iteration 101Q (133.902107 sec): 3 clusters Score: Raw -3858586.854948 + Penalty 3383.358964 = -3855203.495983 nChanged 15 SP:Iteration 102Q (133.985989 sec): 3 clusters Score: Raw -3858587.569392 + Penalty 3383.358964 = -3855204.210428 nChanged 9 SP:Iteration 103Q (134.097103 sec): 3 clusters Score: Raw -3858587.973800 + Penalty 3383.358964 = -3855204.614835 nChanged 11 SP:Iteration 104Q (134.197066 sec): 3 clusters Score: Raw -3858588.411635 + Penalty 3383.358964 = -3855205.052671 nChanged 8 SP:Iteration 105Q (134.294957 sec): 3 clusters Score: Raw -3858588.665443 + Penalty 3383.358964 = -3855205.306479 nChanged 7 SP:Iteration 106Q (134.389701 sec): 3 clusters Score: Raw -3858588.905792 + Penalty 3383.358964 = -3855205.546828 nChanged 9 SP:Iteration 107Q (134.496146 sec): 3 clusters Score: Raw -3858589.378707 + Penalty 3383.358964 = -3855206.019742 nChanged 5 SP:Iteration 108Q (134.593343 sec): 3 clusters Score: Raw -3858589.625756 + Penalty 3383.358964 = -3855206.266792 nChanged 5 SP:Iteration 109Q (134.696361 sec): 3 clusters Score: Raw -3858589.866105 + Penalty 3383.358964 = -3855206.507141 nChanged 2 SP:Iteration 110Q (134.798729 sec): 3 clusters Score: Raw -3858589.913673 + Penalty 3383.358964 = -3855206.554709 nChanged 2 SP:Iteration 111Q (134.898118 sec): 3 clusters Score: Raw -3858590.007313 + Penalty 3383.358964 = -3855206.648348 nChanged 4 SP:Iteration 112Q (134.999014 sec): 3 clusters Score: Raw -3858590.227542 + Penalty 3383.358964 = -3855206.868578 nChanged 6 SP:Iteration 113Q (135.096764 sec): 3 clusters Score: Raw -3858590.596316 + Penalty 3383.358964 = -3855207.237352 nChanged 7 SP:Iteration 114Q (135.198169 sec): 3 clusters Score: Raw -3858590.862643 + Penalty 3383.358964 = -3855207.503679 nChanged 7 SP:Iteration 115Q (135.289731 sec): 3 clusters Score: Raw -3858591.149174 + Penalty 3383.358964 = -3855207.790210 nChanged 6 SP:Iteration 116Q (135.394585 sec): 3 clusters Score: Raw -3858591.403078 + Penalty 3383.358964 = -3855208.044114 nChanged 4 SP:Iteration 117Q (135.496685 sec): 3 clusters Score: Raw -3858591.605613 + Penalty 3383.358964 = -3855208.246648 nChanged 7 SP:Iteration 118Q (135.595183 sec): 3 clusters Score: Raw -3858591.942052 + Penalty 3383.358964 = -3855208.583088 nChanged 13 SP:Iteration 119Q (135.694427 sec): 3 clusters Score: Raw -3858592.582719 + Penalty 3383.358964 = -3855209.223755 nChanged 11 SP:Iteration 120F (135.796883 sec): 3 clusters Score: Raw -3858593.013742 + Penalty 3383.358964 = -3855209.654777 nChanged 7 SP:Iteration 121Q (135.894739 sec): 3 clusters Score: Raw -3858593.210434 + Penalty 3383.358964 = -3855209.851470 nChanged 5 SP:Iteration 122Q (135.992173 sec): 3 clusters Score: Raw -3858593.400390 + Penalty 3383.358964 = -3855210.041426 nChanged 7 SP:Iteration 123Q (136.082207 sec): 3 clusters Score: Raw -3858593.707931 + Penalty 3383.358964 = -3855210.348967 nChanged 9 SP:Iteration 124Q (136.188344 sec): 3 clusters Score: Raw -3858594.116083 + Penalty 3383.358964 = -3855210.757119 nChanged 15 SP:Iteration 125Q (136.283476 sec): 3 clusters Score: Raw -3858594.776817 + Penalty 3383.358964 = -3855211.417852 nChanged 14 SP:Iteration 126Q (136.387357 sec): 3 clusters Score: Raw -3858595.502803 + Penalty 3383.358964 = -3855212.143839 nChanged 11 SP:Iteration 127Q (136.482178 sec): 3 clusters Score: Raw -3858596.193614 + Penalty 3383.358964 = -3855212.834650 nChanged 13 SP:Iteration 128Q (136.589702 sec): 3 clusters Score: Raw -3858597.046678 + Penalty 3383.358964 = -3855213.687714 nChanged 20 SP:Iteration 129Q (136.684346 sec): 3 clusters Score: Raw -3858598.336367 + Penalty 3383.358964 = -3855214.977403 nChanged 18 SP:Iteration 130Q (136.769677 sec): 3 clusters Score: Raw -3858599.541965 + Penalty 3383.358964 = -3855216.183001 nChanged 23 SP:Iteration 131Q (136.877029 sec): 3 clusters Score: Raw -3858601.202650 + Penalty 3383.358964 = -3855217.843686 nChanged 23 SP:Iteration 132Q (136.962563 sec): 3 clusters Score: Raw -3858602.747573 + Penalty 3383.358964 = -3855219.388608 nChanged 30 SP:Iteration 133Q (137.070651 sec): 3 clusters Score: Raw -3858604.726626 + Penalty 3383.358964 = -3855221.367662 nChanged 28 SP:Iteration 134Q (137.173713 sec): 3 clusters Score: Raw -3858606.740504 + Penalty 3383.358964 = -3855223.381540 nChanged 33 SP:Iteration 135Q (137.274319 sec): 3 clusters Score: Raw -3858608.904134 + Penalty 3383.358964 = -3855225.545169 nChanged 34 SP:Iteration 136Q (137.375472 sec): 3 clusters Score: Raw -3858611.438962 + Penalty 3383.358964 = -3855228.079998 nChanged 42 SP:Iteration 137Q (137.476713 sec): 3 clusters Score: Raw -3858614.110318 + Penalty 3383.358964 = -3855230.751354 nChanged 41 SP:Iteration 138Q (137.568906 sec): 3 clusters Score: Raw -3858617.374864 + Penalty 3383.358964 = -3855234.015899 nChanged 39 SP:Iteration 139Q (137.666364 sec): 3 clusters Score: Raw -3858620.048266 + Penalty 3383.358964 = -3855236.689301 nChanged 46 SP:Iteration 140F (137.773778 sec): 3 clusters Score: Raw -3858624.023971 + Penalty 3383.358964 = -3855240.665007 nChanged 38 SP:Iteration 141Q (137.871707 sec): 3 clusters Score: Raw -3858626.921879 + Penalty 3383.358964 = -3855243.562915 nChanged 27 SP:Iteration 142Q (137.973530 sec): 3 clusters Score: Raw -3858628.753963 + Penalty 3383.358964 = -3855245.394999 nChanged 28 SP:Iteration 143Q (138.073214 sec): 3 clusters Score: Raw -3858630.689876 + Penalty 3383.358964 = -3855247.330912 nChanged 29 SP:Iteration 144Q (138.170301 sec): 3 clusters Score: Raw -3858632.430619 + Penalty 3383.358964 = -3855249.071655 nChanged 24 SP:Iteration 145Q (138.261129 sec): 3 clusters Score: Raw -3858633.609214 + Penalty 3383.358964 = -3855250.250249 nChanged 15 SP:Iteration 146Q (138.347964 sec): 3 clusters Score: Raw -3858634.405651 + Penalty 3383.358964 = -3855251.046687 nChanged 13 SP:Iteration 147Q (138.448088 sec): 3 clusters Score: Raw -3858635.048392 + Penalty 3383.358964 = -3855251.689428 nChanged 12 SP:Iteration 148Q (138.533649 sec): 3 clusters Score: Raw -3858635.684979 + Penalty 3383.358964 = -3855252.326015 nChanged 16 SP:Iteration 149Q (138.636894 sec): 3 clusters Score: Raw -3858636.640596 + Penalty 3383.358964 = -3855253.281632 nChanged 10 SP:Iteration 150Q (138.738852 sec): 3 clusters Score: Raw -3858637.077444 + Penalty 3383.358964 = -3855253.718480 nChanged 6 SP:Iteration 151Q (138.841243 sec): 3 clusters Score: Raw -3858637.234392 + Penalty 3383.358964 = -3855253.875427 nChanged 4 SP:Iteration 152Q (138.940630 sec): 3 clusters Score: Raw -3858637.334541 + Penalty 3383.358964 = -3855253.975576 nChanged 3 SP:Iteration 153Q (139.033753 sec): 3 clusters Score: Raw -3858637.436003 + Penalty 3383.358964 = -3855254.077038 nChanged 2 SP:Iteration 154Q (139.122950 sec): 3 clusters Score: Raw -3858637.487629 + Penalty 3383.358964 = -3855254.128665 nChanged 4 SP:Iteration 155Q (139.221300 sec): 3 clusters Score: Raw -3858637.621196 + Penalty 3383.358964 = -3855254.262232 nChanged 2 SP:Iteration 156Q (139.327466 sec): 3 clusters Score: Raw -3858637.692951 + Penalty 3383.358964 = -3855254.333986 nChanged 3 SP:Iteration 157Q (139.425894 sec): 3 clusters Score: Raw -3858637.811492 + Penalty 3383.358964 = -3855254.452527 nChanged 3 SP:Iteration 158Q (139.515713 sec): 3 clusters Score: Raw -3858637.878962 + Penalty 3383.358964 = -3855254.519998 nChanged 3 SP:Iteration 159Q (139.624294 sec): 3 clusters Score: Raw -3858637.936110 + Penalty 3383.358964 = -3855254.577146 nChanged 0 SP:Iteration 160F (139.727343 sec): 3 clusters Score: Raw -3858637.936110 + Penalty 3383.358964 = -3855254.577146 nChanged 0 Trying to split cluster 7 (42269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.802109 sec): 2 clusters Score: Raw -4839336.459194 + Penalty 1730.919001 = -4837605.540193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.920252 sec): 3 clusters Score: Raw -4812774.849362 + Penalty 3461.838002 = -4809313.011360 nChanged 19615 SP:Iteration 1F (140.039463 sec): 3 clusters Score: Raw -4824307.822264 + Penalty 3461.838002 = -4820845.984262 nChanged 2486 SP:Iteration 2F (140.153886 sec): 3 clusters Score: Raw -4825835.580179 + Penalty 3461.838002 = -4822373.742177 nChanged 2922 SP:Iteration 3F (140.265461 sec): 3 clusters Score: Raw -4828189.360867 + Penalty 3461.838002 = -4824727.522866 nChanged 3393 SP:Iteration 4F (140.382651 sec): 3 clusters Score: Raw -4831338.890535 + Penalty 3461.838002 = -4827877.052533 nChanged 3496 SP:Iteration 5F (140.502007 sec): 3 clusters Score: Raw -4834468.155864 + Penalty 3461.838002 = -4831006.317863 nChanged 3122 SP:Iteration 6F (140.625278 sec): 3 clusters Score: Raw -4836927.189010 + Penalty 3461.838002 = -4833465.351008 nChanged 2493 SP:Iteration 7F (140.738619 sec): 3 clusters Score: Raw -4838520.183251 + Penalty 3461.838002 = -4835058.345250 nChanged 1861 SP:Iteration 8Q (140.863381 sec): 3 clusters Score: Raw -4839568.550874 + Penalty 3461.838002 = -4836106.712873 nChanged 1461 SP:Iteration 9Q (140.980889 sec): 3 clusters Score: Raw -4840373.614011 + Penalty 3461.838002 = -4836911.776010 nChanged 1233 SP:Iteration 10Q (141.093027 sec): 3 clusters Score: Raw -4841055.312712 + Penalty 3461.838002 = -4837593.474710 nChanged 1057 SP:Iteration 11Q (141.213482 sec): 3 clusters Score: Raw -4841679.375163 + Penalty 3461.838002 = -4838217.537161 nChanged 939 SP:Iteration 12Q (141.328528 sec): 3 clusters Score: Raw -4842197.139513 + Penalty 3461.838002 = -4838735.301512 nChanged 790 SP:Iteration 13Q (141.433522 sec): 3 clusters Score: Raw -4842561.922105 + Penalty 3461.838002 = -4839100.084103 nChanged 643 SP:Iteration 14Q (141.548326 sec): 3 clusters Score: Raw -4842793.318029 + Penalty 3461.838002 = -4839331.480028 nChanged 516 SP:Iteration 15Q (141.657000 sec): 3 clusters Score: Raw -4842953.636132 + Penalty 3461.838002 = -4839491.798131 nChanged 447 SP:Iteration 16Q (141.775610 sec): 3 clusters Score: Raw -4843078.525956 + Penalty 3461.838002 = -4839616.687955 nChanged 375 SP:Iteration 17Q (141.882059 sec): 3 clusters Score: Raw -4843163.212729 + Penalty 3461.838002 = -4839701.374728 nChanged 308 SP:Iteration 18Q (141.994779 sec): 3 clusters Score: Raw -4843224.998652 + Penalty 3461.838002 = -4839763.160651 nChanged 273 SP:Iteration 19Q (142.106465 sec): 3 clusters Score: Raw -4843277.699502 + Penalty 3461.838002 = -4839815.861500 nChanged 262 SP:Iteration 20F (142.225308 sec): 3 clusters Score: Raw -4843324.303765 + Penalty 3461.838002 = -4839862.465763 nChanged 222 SP:Iteration 21Q (142.327543 sec): 3 clusters Score: Raw -4843361.804084 + Penalty 3461.838002 = -4839899.966082 nChanged 200 SP:Iteration 22Q (142.445726 sec): 3 clusters Score: Raw -4843394.652218 + Penalty 3461.838002 = -4839932.814217 nChanged 196 SP:Iteration 23Q (142.555850 sec): 3 clusters Score: Raw -4843422.801816 + Penalty 3461.838002 = -4839960.963814 nChanged 160 SP:Iteration 24Q (142.675043 sec): 3 clusters Score: Raw -4843442.194023 + Penalty 3461.838002 = -4839980.356021 nChanged 134 SP:Iteration 25Q (142.779172 sec): 3 clusters Score: Raw -4843456.638644 + Penalty 3461.838002 = -4839994.800642 nChanged 105 SP:Iteration 26Q (142.901837 sec): 3 clusters Score: Raw -4843465.318821 + Penalty 3461.838002 = -4840003.480820 nChanged 86 SP:Iteration 27Q (143.012415 sec): 3 clusters Score: Raw -4843471.891001 + Penalty 3461.838002 = -4840010.053000 nChanged 85 SP:Iteration 28Q (143.126014 sec): 3 clusters Score: Raw -4843477.919348 + Penalty 3461.838002 = -4840016.081346 nChanged 70 SP:Iteration 29Q (143.238905 sec): 3 clusters Score: Raw -4843483.026742 + Penalty 3461.838002 = -4840021.188740 nChanged 63 SP:Iteration 30Q (143.352328 sec): 3 clusters Score: Raw -4843486.927996 + Penalty 3461.838002 = -4840025.089994 nChanged 56 SP:Iteration 31Q (143.454136 sec): 3 clusters Score: Raw -4843490.314131 + Penalty 3461.838002 = -4840028.476129 nChanged 50 SP:Iteration 32Q (143.573202 sec): 3 clusters Score: Raw -4843493.118070 + Penalty 3461.838002 = -4840031.280069 nChanged 41 SP:Iteration 33Q (143.690260 sec): 3 clusters Score: Raw -4843495.263495 + Penalty 3461.838002 = -4840033.425493 nChanged 36 SP:Iteration 34Q (143.802969 sec): 3 clusters Score: Raw -4843497.592163 + Penalty 3461.838002 = -4840035.754161 nChanged 43 SP:Iteration 35Q (143.914940 sec): 3 clusters Score: Raw -4843499.443254 + Penalty 3461.838002 = -4840037.605252 nChanged 29 SP:Iteration 36Q (144.027745 sec): 3 clusters Score: Raw -4843500.551293 + Penalty 3461.838002 = -4840038.713292 nChanged 19 SP:Iteration 37Q (144.137234 sec): 3 clusters Score: Raw -4843501.323298 + Penalty 3461.838002 = -4840039.485297 nChanged 17 SP:Iteration 38Q (144.250041 sec): 3 clusters Score: Raw -4843501.936297 + Penalty 3461.838002 = -4840040.098295 nChanged 11 SP:Iteration 39Q (144.355256 sec): 3 clusters Score: Raw -4843502.301316 + Penalty 3461.838002 = -4840040.463315 nChanged 7 SP:Iteration 40F (144.463014 sec): 3 clusters Score: Raw -4843502.512410 + Penalty 3461.838002 = -4840040.674409 nChanged 9 SP:Iteration 41Q (144.587612 sec): 3 clusters Score: Raw -4843502.752875 + Penalty 3461.838002 = -4840040.914873 nChanged 6 SP:Iteration 42Q (144.697516 sec): 3 clusters Score: Raw -4843502.937932 + Penalty 3461.838002 = -4840041.099930 nChanged 8 SP:Iteration 43Q (144.813650 sec): 3 clusters Score: Raw -4843503.165863 + Penalty 3461.838002 = -4840041.327861 nChanged 7 SP:Iteration 44Q (144.935016 sec): 3 clusters Score: Raw -4843503.313986 + Penalty 3461.838002 = -4840041.475985 nChanged 5 SP:Iteration 45Q (145.036679 sec): 3 clusters Score: Raw -4843503.471518 + Penalty 3461.838002 = -4840041.633516 nChanged 4 SP:Iteration 46Q (145.158686 sec): 3 clusters Score: Raw -4843503.593657 + Penalty 3461.838002 = -4840041.755656 nChanged 7 SP:Iteration 47Q (145.261254 sec): 3 clusters Score: Raw -4843503.764001 + Penalty 3461.838002 = -4840041.925999 nChanged 2 SP:Iteration 48Q (145.373806 sec): 3 clusters Score: Raw -4843503.833828 + Penalty 3461.838002 = -4840041.995827 nChanged 3 SP:Iteration 49Q (145.480224 sec): 3 clusters Score: Raw -4843503.898609 + Penalty 3461.838002 = -4840042.060607 nChanged 3 SP:Iteration 50Q (145.596252 sec): 3 clusters Score: Raw -4843503.984359 + Penalty 3461.838002 = -4840042.146358 nChanged 5 SP:Iteration 51Q (145.710232 sec): 3 clusters Score: Raw -4843504.121151 + Penalty 3461.838002 = -4840042.283150 nChanged 3 SP:Iteration 52Q (145.814904 sec): 3 clusters Score: Raw -4843504.182145 + Penalty 3461.838002 = -4840042.344143 nChanged 3 SP:Iteration 53Q (145.929459 sec): 3 clusters Score: Raw -4843504.267957 + Penalty 3461.838002 = -4840042.429955 nChanged 4 SP:Iteration 54Q (146.042417 sec): 3 clusters Score: Raw -4843504.453595 + Penalty 3461.838002 = -4840042.615593 nChanged 7 SP:Iteration 55Q (146.158361 sec): 3 clusters Score: Raw -4843504.765252 + Penalty 3461.838002 = -4840042.927251 nChanged 4 SP:Iteration 56Q (146.272551 sec): 3 clusters Score: Raw -4843504.818761 + Penalty 3461.838002 = -4840042.980760 nChanged 2 SP:Iteration 57Q (146.382188 sec): 3 clusters Score: Raw -4843504.845456 + Penalty 3461.838002 = -4840043.007454 nChanged 1 SP:Iteration 58Q (146.497518 sec): 3 clusters Score: Raw -4843504.855542 + Penalty 3461.838002 = -4840043.017540 nChanged 0 SP:Iteration 59F (146.610869 sec): 3 clusters Score: Raw -4843504.855542 + Penalty 3461.838002 = -4840043.017540 nChanged 0 Score: Raw -22407827.453800 + Penalty 29752.789525 = -22378074.664275 Splitting cluster 7 changes total score from -22374922.132601 to -22378074.664275 So it's getting split into cluster 10. Trying to split cluster 9 (17754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.823405 sec): 2 clusters Score: Raw -1983049.589371 + Penalty 1589.959495 = -1981459.629876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.902746 sec): 3 clusters Score: Raw -1972540.108832 + Penalty 3179.918990 = -1969360.189842 nChanged 7961 SP:Iteration 1F (148.972967 sec): 3 clusters Score: Raw -1976688.966885 + Penalty 3179.918990 = -1973509.047895 nChanged 971 SP:Iteration 2F (149.057022 sec): 3 clusters Score: Raw -1977058.197938 + Penalty 3179.918990 = -1973878.278949 nChanged 828 SP:Iteration 3Q (149.138064 sec): 3 clusters Score: Raw -1977354.980815 + Penalty 3179.918990 = -1974175.061826 nChanged 743 SP:Iteration 4Q (149.214279 sec): 3 clusters Score: Raw -1977654.191949 + Penalty 3179.918990 = -1974474.272960 nChanged 765 SP:Iteration 5Q (149.289693 sec): 3 clusters Score: Raw -1978012.645676 + Penalty 3179.918990 = -1974832.726686 nChanged 818 SP:Iteration 6Q (149.357605 sec): 3 clusters Score: Raw -1978468.930808 + Penalty 3179.918990 = -1975289.011819 nChanged 923 SP:Iteration 7F (149.446926 sec): 3 clusters Score: Raw -1979084.283415 + Penalty 3179.918990 = -1975904.364426 nChanged 986 SP:Iteration 8F (149.515416 sec): 3 clusters Score: Raw -1979767.651940 + Penalty 3179.918990 = -1976587.732950 nChanged 978 SP:Iteration 9F (149.604102 sec): 3 clusters Score: Raw -1980414.286100 + Penalty 3179.918990 = -1977234.367110 nChanged 808 SP:Iteration 10Q (149.674001 sec): 3 clusters Score: Raw -1980861.281416 + Penalty 3179.918990 = -1977681.362426 nChanged 627 SP:Iteration 11Q (149.761920 sec): 3 clusters Score: Raw -1981108.490055 + Penalty 3179.918990 = -1977928.571065 nChanged 458 SP:Iteration 12Q (149.839753 sec): 3 clusters Score: Raw -1981243.026955 + Penalty 3179.918990 = -1978063.107965 nChanged 328 SP:Iteration 13Q (149.918966 sec): 3 clusters Score: Raw -1981330.569705 + Penalty 3179.918990 = -1978150.650715 nChanged 254 SP:Iteration 14Q (150.000271 sec): 3 clusters Score: Raw -1981398.082249 + Penalty 3179.918990 = -1978218.163260 nChanged 228 SP:Iteration 15Q (150.071460 sec): 3 clusters Score: Raw -1981449.451325 + Penalty 3179.918990 = -1978269.532336 nChanged 194 SP:Iteration 16Q (150.153828 sec): 3 clusters Score: Raw -1981492.791641 + Penalty 3179.918990 = -1978312.872651 nChanged 186 SP:Iteration 17Q (150.228568 sec): 3 clusters Score: Raw -1981536.969716 + Penalty 3179.918990 = -1978357.050726 nChanged 200 SP:Iteration 18Q (150.295005 sec): 3 clusters Score: Raw -1981583.264880 + Penalty 3179.918990 = -1978403.345891 nChanged 208 SP:Iteration 19Q (150.381439 sec): 3 clusters Score: Raw -1981631.132072 + Penalty 3179.918990 = -1978451.213083 nChanged 193 SP:Iteration 20F (150.445019 sec): 3 clusters Score: Raw -1981684.083291 + Penalty 3179.918990 = -1978504.164302 nChanged 237 SP:Iteration 21Q (150.517968 sec): 3 clusters Score: Raw -1981755.939174 + Penalty 3179.918990 = -1978576.020185 nChanged 239 SP:Iteration 22Q (150.602572 sec): 3 clusters Score: Raw -1981824.389530 + Penalty 3179.918990 = -1978644.470540 nChanged 236 SP:Iteration 23Q (150.678457 sec): 3 clusters Score: Raw -1981898.731190 + Penalty 3179.918990 = -1978718.812200 nChanged 253 SP:Iteration 24Q (150.748409 sec): 3 clusters Score: Raw -1981985.394686 + Penalty 3179.918990 = -1978805.475697 nChanged 263 SP:Iteration 25Q (150.836636 sec): 3 clusters Score: Raw -1982083.602118 + Penalty 3179.918990 = -1978903.683129 nChanged 285 SP:Iteration 26Q (150.912036 sec): 3 clusters Score: Raw -1982198.610403 + Penalty 3179.918990 = -1979018.691413 nChanged 307 SP:Iteration 27Q (150.984239 sec): 3 clusters Score: Raw -1982336.141098 + Penalty 3179.918990 = -1979156.222109 nChanged 363 SP:Iteration 28Q (151.062636 sec): 3 clusters Score: Raw -1982524.228439 + Penalty 3179.918990 = -1979344.309449 nChanged 387 SP:Iteration 29Q (151.145797 sec): 3 clusters Score: Raw -1982750.287258 + Penalty 3179.918990 = -1979570.368269 nChanged 360 SP:Iteration 30Q (151.213178 sec): 3 clusters Score: Raw -1982985.302352 + Penalty 3179.918990 = -1979805.383362 nChanged 354 SP:Iteration 31Q (151.281186 sec): 3 clusters Score: Raw -1983191.599831 + Penalty 3179.918990 = -1980011.680841 nChanged 286 SP:Iteration 32Q (151.358459 sec): 3 clusters Score: Raw -1983336.737921 + Penalty 3179.918990 = -1980156.818932 nChanged 225 SP:Iteration 33Q (151.432975 sec): 3 clusters Score: Raw -1983437.174386 + Penalty 3179.918990 = -1980257.255397 nChanged 217 SP:Iteration 34Q (151.512314 sec): 3 clusters Score: Raw -1983520.004590 + Penalty 3179.918990 = -1980340.085600 nChanged 156 SP:Iteration 35Q (151.588134 sec): 3 clusters Score: Raw -1983573.772890 + Penalty 3179.918990 = -1980393.853900 nChanged 131 SP:Iteration 36Q (151.659731 sec): 3 clusters Score: Raw -1983611.881864 + Penalty 3179.918990 = -1980431.962875 nChanged 114 SP:Iteration 37Q (151.746231 sec): 3 clusters Score: Raw -1983637.800723 + Penalty 3179.918990 = -1980457.881734 nChanged 88 SP:Iteration 38Q (151.825986 sec): 3 clusters Score: Raw -1983654.878652 + Penalty 3179.918990 = -1980474.959662 nChanged 79 SP:Iteration 39Q (151.900843 sec): 3 clusters Score: Raw -1983669.188901 + Penalty 3179.918990 = -1980489.269912 nChanged 54 SP:Iteration 40F (151.979483 sec): 3 clusters Score: Raw -1983683.514024 + Penalty 3179.918990 = -1980503.595035 nChanged 46 SP:Iteration 41Q (152.051177 sec): 3 clusters Score: Raw -1983689.779185 + Penalty 3179.918990 = -1980509.860196 nChanged 22 SP:Iteration 42Q (152.129721 sec): 3 clusters Score: Raw -1983691.709549 + Penalty 3179.918990 = -1980511.790560 nChanged 14 SP:Iteration 43Q (152.203847 sec): 3 clusters Score: Raw -1983692.740814 + Penalty 3179.918990 = -1980512.821825 nChanged 12 SP:Iteration 44Q (152.278242 sec): 3 clusters Score: Raw -1983693.805356 + Penalty 3179.918990 = -1980513.886366 nChanged 8 SP:Iteration 45Q (152.349665 sec): 3 clusters Score: Raw -1983694.833006 + Penalty 3179.918990 = -1980514.914017 nChanged 8 SP:Iteration 46Q (152.425885 sec): 3 clusters Score: Raw -1983695.446847 + Penalty 3179.918990 = -1980515.527857 nChanged 3 SP:Iteration 47Q (152.490561 sec): 3 clusters Score: Raw -1983695.601864 + Penalty 3179.918990 = -1980515.682875 nChanged 6 SP:Iteration 48Q (152.569233 sec): 3 clusters Score: Raw -1983696.074952 + Penalty 3179.918990 = -1980516.155962 nChanged 9 SP:Iteration 49Q (152.633235 sec): 3 clusters Score: Raw -1983696.909106 + Penalty 3179.918990 = -1980516.990117 nChanged 6 SP:Iteration 50Q (152.711311 sec): 3 clusters Score: Raw -1983697.288453 + Penalty 3179.918990 = -1980517.369464 nChanged 6 SP:Iteration 51Q (152.780177 sec): 3 clusters Score: Raw -1983697.541223 + Penalty 3179.918990 = -1980517.622234 nChanged 2 SP:Iteration 52Q (152.858514 sec): 3 clusters Score: Raw -1983697.695549 + Penalty 3179.918990 = -1980517.776560 nChanged 5 SP:Iteration 53Q (152.919003 sec): 3 clusters Score: Raw -1983698.156213 + Penalty 3179.918990 = -1980518.237224 nChanged 6 SP:Iteration 54Q (153.000256 sec): 3 clusters Score: Raw -1983698.489007 + Penalty 3179.918990 = -1980518.570018 nChanged 2 SP:Iteration 55Q (153.075898 sec): 3 clusters Score: Raw -1983698.580836 + Penalty 3179.918990 = -1980518.661847 nChanged 1 SP:Iteration 56Q (153.149877 sec): 3 clusters Score: Raw -1983698.665269 + Penalty 3179.918990 = -1980518.746279 nChanged 1 SP:Iteration 57Q (153.221744 sec): 3 clusters Score: Raw -1983698.692107 + Penalty 3179.918990 = -1980518.773117 nChanged 1 SP:Iteration 58Q (153.291507 sec): 3 clusters Score: Raw -1983698.748225 + Penalty 3179.918990 = -1980518.829235 nChanged 0 SP:Iteration 59F (153.365842 sec): 3 clusters Score: Raw -1983698.748225 + Penalty 3179.918990 = -1980518.829235 nChanged 0 Trying to split cluster 11 (8155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.397669 sec): 2 clusters Score: Raw -910959.625813 + Penalty 1463.537809 = -909496.088004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.455150 sec): 3 clusters Score: Raw -906431.082303 + Penalty 2927.075617 = -903504.006686 nChanged 3452 SP:Iteration 1F (153.512629 sec): 3 clusters Score: Raw -908286.343363 + Penalty 2927.075617 = -905359.267746 nChanged 528 SP:Iteration 2F (153.560090 sec): 3 clusters Score: Raw -908536.123830 + Penalty 2927.075617 = -905609.048212 nChanged 440 SP:Iteration 3F (153.614488 sec): 3 clusters Score: Raw -908752.048907 + Penalty 2927.075617 = -905824.973290 nChanged 393 SP:Iteration 4Q (153.675793 sec): 3 clusters Score: Raw -908927.027135 + Penalty 2927.075617 = -905999.951518 nChanged 360 SP:Iteration 5Q (153.723769 sec): 3 clusters Score: Raw -909090.909281 + Penalty 2927.075617 = -906163.833664 nChanged 327 SP:Iteration 6Q (153.776649 sec): 3 clusters Score: Raw -909236.923337 + Penalty 2927.075617 = -906309.847719 nChanged 306 SP:Iteration 7Q (153.832373 sec): 3 clusters Score: Raw -909390.628870 + Penalty 2927.075617 = -906463.553253 nChanged 295 SP:Iteration 8Q (153.887092 sec): 3 clusters Score: Raw -909560.707137 + Penalty 2927.075617 = -906633.631520 nChanged 302 SP:Iteration 9Q (153.943444 sec): 3 clusters Score: Raw -909745.059676 + Penalty 2927.075617 = -906817.984059 nChanged 326 SP:Iteration 10Q (154.003068 sec): 3 clusters Score: Raw -909942.216529 + Penalty 2927.075617 = -907015.140912 nChanged 280 SP:Iteration 11Q (154.053182 sec): 3 clusters Score: Raw -910128.808130 + Penalty 2927.075617 = -907201.732512 nChanged 257 SP:Iteration 12Q (154.121723 sec): 3 clusters Score: Raw -910328.781009 + Penalty 2927.075617 = -907401.705391 nChanged 247 SP:Iteration 13Q (154.176498 sec): 3 clusters Score: Raw -910537.264526 + Penalty 2927.075617 = -907610.188909 nChanged 216 SP:Iteration 14Q (154.232641 sec): 3 clusters Score: Raw -910720.323469 + Penalty 2927.075617 = -907793.247852 nChanged 159 SP:Iteration 15Q (154.295365 sec): 3 clusters Score: Raw -910862.417070 + Penalty 2927.075617 = -907935.341453 nChanged 103 SP:Iteration 16Q (154.350631 sec): 3 clusters Score: Raw -910940.772164 + Penalty 2927.075617 = -908013.696547 nChanged 78 SP:Iteration 17Q (154.416772 sec): 3 clusters Score: Raw -910993.473883 + Penalty 2927.075617 = -908066.398265 nChanged 56 SP:Iteration 18Q (154.473172 sec): 3 clusters Score: Raw -911033.176690 + Penalty 2927.075617 = -908106.101072 nChanged 50 SP:Iteration 19Q (154.527166 sec): 3 clusters Score: Raw -911068.849475 + Penalty 2927.075617 = -908141.773858 nChanged 50 SP:Iteration 20F (154.600042 sec): 3 clusters Score: Raw -911113.931482 + Penalty 2927.075617 = -908186.855865 nChanged 44 SP:Iteration 21Q (154.655894 sec): 3 clusters Score: Raw -911146.544096 + Penalty 2927.075617 = -908219.468479 nChanged 34 SP:Iteration 22Q (154.714786 sec): 3 clusters Score: Raw -911171.529002 + Penalty 2927.075617 = -908244.453385 nChanged 32 SP:Iteration 23Q (154.775933 sec): 3 clusters Score: Raw -911191.471098 + Penalty 2927.075617 = -908264.395480 nChanged 23 SP:Iteration 24Q (154.836011 sec): 3 clusters Score: Raw -911204.972171 + Penalty 2927.075617 = -908277.896554 nChanged 17 SP:Iteration 25Q (154.893209 sec): 3 clusters Score: Raw -911215.321903 + Penalty 2927.075617 = -908288.246286 nChanged 14 SP:Iteration 26Q (154.941136 sec): 3 clusters Score: Raw -911222.079166 + Penalty 2927.075617 = -908295.003548 nChanged 13 SP:Iteration 27Q (155.011084 sec): 3 clusters Score: Raw -911231.783590 + Penalty 2927.075617 = -908304.707972 nChanged 15 SP:Iteration 28Q (155.059862 sec): 3 clusters Score: Raw -911242.265142 + Penalty 2927.075617 = -908315.189525 nChanged 16 SP:Iteration 29Q (155.120317 sec): 3 clusters Score: Raw -911250.104271 + Penalty 2927.075617 = -908323.028654 nChanged 11 SP:Iteration 30Q (155.191746 sec): 3 clusters Score: Raw -911256.028496 + Penalty 2927.075617 = -908328.952879 nChanged 8 SP:Iteration 31Q (155.238437 sec): 3 clusters Score: Raw -911261.131703 + Penalty 2927.075617 = -908334.056085 nChanged 6 SP:Iteration 32Q (155.299860 sec): 3 clusters Score: Raw -911263.881567 + Penalty 2927.075617 = -908336.805949 nChanged 8 SP:Iteration 33Q (155.363238 sec): 3 clusters Score: Raw -911266.873771 + Penalty 2927.075617 = -908339.798154 nChanged 4 SP:Iteration 34Q (155.427326 sec): 3 clusters Score: Raw -911267.917077 + Penalty 2927.075617 = -908340.841459 nChanged 1 SP:Iteration 35Q (155.489517 sec): 3 clusters Score: Raw -911268.378133 + Penalty 2927.075617 = -908341.302515 nChanged 1 SP:Iteration 36Q (155.542629 sec): 3 clusters Score: Raw -911268.518615 + Penalty 2927.075617 = -908341.442997 nChanged 0 SP:Iteration 37F (155.591304 sec): 3 clusters Score: Raw -911268.518615 + Penalty 2927.075617 = -908341.442997 nChanged 0 Trying to split cluster 12 (4641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (155.621870 sec): 2 clusters Score: Raw -530734.883550 + Penalty 1371.936335 = -529362.947215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (155.688738 sec): 3 clusters Score: Raw -528317.854322 + Penalty 2743.872670 = -525573.981652 nChanged 1875 SP:Iteration 1F (155.727617 sec): 3 clusters Score: Raw -529334.021730 + Penalty 2743.872670 = -526590.149060 nChanged 317 SP:Iteration 2F (155.781113 sec): 3 clusters Score: Raw -529499.380499 + Penalty 2743.872670 = -526755.507828 nChanged 231 SP:Iteration 3Q (155.836486 sec): 3 clusters Score: Raw -529611.935963 + Penalty 2743.872670 = -526868.063292 nChanged 179 SP:Iteration 4Q (155.900889 sec): 3 clusters Score: Raw -529690.525646 + Penalty 2743.872670 = -526946.652976 nChanged 137 SP:Iteration 5Q (155.961467 sec): 3 clusters Score: Raw -529742.414383 + Penalty 2743.872670 = -526998.541712 nChanged 99 SP:Iteration 6Q (156.002661 sec): 3 clusters Score: Raw -529775.932633 + Penalty 2743.872670 = -527032.059963 nChanged 99 SP:Iteration 7Q (156.069555 sec): 3 clusters Score: Raw -529814.444464 + Penalty 2743.872670 = -527070.571794 nChanged 93 SP:Iteration 8Q (156.125073 sec): 3 clusters Score: Raw -529849.764409 + Penalty 2743.872670 = -527105.891739 nChanged 84 SP:Iteration 9Q (156.178778 sec): 3 clusters Score: Raw -529880.994104 + Penalty 2743.872670 = -527137.121434 nChanged 87 SP:Iteration 10Q (156.235937 sec): 3 clusters Score: Raw -529917.968330 + Penalty 2743.872670 = -527174.095660 nChanged 76 SP:Iteration 11Q (156.290491 sec): 3 clusters Score: Raw -529952.929000 + Penalty 2743.872670 = -527209.056330 nChanged 83 SP:Iteration 12Q (156.344578 sec): 3 clusters Score: Raw -529991.712773 + Penalty 2743.872670 = -527247.840103 nChanged 93 SP:Iteration 13Q (156.401145 sec): 3 clusters Score: Raw -530040.994043 + Penalty 2743.872670 = -527297.121373 nChanged 102 SP:Iteration 14Q (156.458534 sec): 3 clusters Score: Raw -530105.899843 + Penalty 2743.872670 = -527362.027172 nChanged 124 SP:Iteration 15Q (156.503953 sec): 3 clusters Score: Raw -530184.758377 + Penalty 2743.872670 = -527440.885707 nChanged 145 SP:Iteration 16Q (156.560284 sec): 3 clusters Score: Raw -530264.694569 + Penalty 2743.872670 = -527520.821899 nChanged 122 SP:Iteration 17Q (156.616310 sec): 3 clusters Score: Raw -530349.307236 + Penalty 2743.872670 = -527605.434565 nChanged 138 SP:Iteration 18Q (156.673537 sec): 3 clusters Score: Raw -530438.599421 + Penalty 2743.872670 = -527694.726750 nChanged 145 SP:Iteration 19Q (156.737878 sec): 3 clusters Score: Raw -530520.712342 + Penalty 2743.872670 = -527776.839671 nChanged 97 SP:Iteration 20F (156.794736 sec): 3 clusters Score: Raw -530571.940480 + Penalty 2743.872670 = -527828.067810 nChanged 92 SP:Iteration 21Q (156.845023 sec): 3 clusters Score: Raw -530615.671219 + Penalty 2743.872670 = -527871.798548 nChanged 73 SP:Iteration 22Q (156.904876 sec): 3 clusters Score: Raw -530647.800593 + Penalty 2743.872670 = -527903.927923 nChanged 61 SP:Iteration 23Q (156.954849 sec): 3 clusters Score: Raw -530670.473801 + Penalty 2743.872670 = -527926.601131 nChanged 50 SP:Iteration 24Q (157.005863 sec): 3 clusters Score: Raw -530688.868115 + Penalty 2743.872670 = -527944.995445 nChanged 46 SP:Iteration 25Q (157.056856 sec): 3 clusters Score: Raw -530703.060259 + Penalty 2743.872670 = -527959.187589 nChanged 34 SP:Iteration 26Q (157.104681 sec): 3 clusters Score: Raw -530716.826425 + Penalty 2743.872670 = -527972.953755 nChanged 42 SP:Iteration 27Q (157.172071 sec): 3 clusters Score: Raw -530728.631028 + Penalty 2743.872670 = -527984.758358 nChanged 29 SP:Iteration 28Q (157.221042 sec): 3 clusters Score: Raw -530736.573769 + Penalty 2743.872670 = -527992.701099 nChanged 26 SP:Iteration 29Q (157.278444 sec): 3 clusters Score: Raw -530743.427674 + Penalty 2743.872670 = -527999.555004 nChanged 12 SP:Iteration 30Q (157.331949 sec): 3 clusters Score: Raw -530747.028598 + Penalty 2743.872670 = -528003.155927 nChanged 17 SP:Iteration 31Q (157.390918 sec): 3 clusters Score: Raw -530751.122048 + Penalty 2743.872670 = -528007.249377 nChanged 14 SP:Iteration 32Q (157.446220 sec): 3 clusters Score: Raw -530755.318803 + Penalty 2743.872670 = -528011.446133 nChanged 23 SP:Iteration 33Q (157.502770 sec): 3 clusters Score: Raw -530761.081845 + Penalty 2743.872670 = -528017.209175 nChanged 18 SP:Iteration 34Q (157.555143 sec): 3 clusters Score: Raw -530766.315181 + Penalty 2743.872670 = -528022.442511 nChanged 18 SP:Iteration 35Q (157.606663 sec): 3 clusters Score: Raw -530770.945326 + Penalty 2743.872670 = -528027.072656 nChanged 19 SP:Iteration 36Q (157.666410 sec): 3 clusters Score: Raw -530775.921870 + Penalty 2743.872670 = -528032.049200 nChanged 15 SP:Iteration 37Q (157.719744 sec): 3 clusters Score: Raw -530779.927454 + Penalty 2743.872670 = -528036.054784 nChanged 20 SP:Iteration 38Q (157.772524 sec): 3 clusters Score: Raw -530785.120111 + Penalty 2743.872670 = -528041.247441 nChanged 11 SP:Iteration 39Q (157.826308 sec): 3 clusters Score: Raw -530787.218556 + Penalty 2743.872670 = -528043.345885 nChanged 12 SP:Iteration 40F (157.882157 sec): 3 clusters Score: Raw -530790.172638 + Penalty 2743.872670 = -528046.299967 nChanged 14 SP:Iteration 41Q (157.937934 sec): 3 clusters Score: Raw -530794.297133 + Penalty 2743.872670 = -528050.424462 nChanged 12 SP:Iteration 42Q (157.999153 sec): 3 clusters Score: Raw -530798.992183 + Penalty 2743.872670 = -528055.119513 nChanged 20 SP:Iteration 43Q (158.056984 sec): 3 clusters Score: Raw -530804.652487 + Penalty 2743.872670 = -528060.779817 nChanged 19 SP:Iteration 44Q (158.114305 sec): 3 clusters Score: Raw -530809.927064 + Penalty 2743.872670 = -528066.054394 nChanged 13 SP:Iteration 45Q (158.166306 sec): 3 clusters Score: Raw -530813.393086 + Penalty 2743.872670 = -528069.520416 nChanged 13 SP:Iteration 46Q (158.227561 sec): 3 clusters Score: Raw -530818.037391 + Penalty 2743.872670 = -528074.164721 nChanged 15 SP:Iteration 47Q (158.283867 sec): 3 clusters Score: Raw -530822.081348 + Penalty 2743.872670 = -528078.208678 nChanged 15 SP:Iteration 48Q (158.328667 sec): 3 clusters Score: Raw -530826.109586 + Penalty 2743.872670 = -528082.236916 nChanged 10 SP:Iteration 49Q (158.385238 sec): 3 clusters Score: Raw -530828.106155 + Penalty 2743.872670 = -528084.233485 nChanged 11 SP:Iteration 50Q (158.445430 sec): 3 clusters Score: Raw -530831.270913 + Penalty 2743.872670 = -528087.398243 nChanged 13 SP:Iteration 51Q (158.503597 sec): 3 clusters Score: Raw -530835.554843 + Penalty 2743.872670 = -528091.682172 nChanged 12 SP:Iteration 52Q (158.560498 sec): 3 clusters Score: Raw -530837.967635 + Penalty 2743.872670 = -528094.094965 nChanged 12 SP:Iteration 53Q (158.615644 sec): 3 clusters Score: Raw -530841.871205 + Penalty 2743.872670 = -528097.998535 nChanged 19 SP:Iteration 54Q (158.665939 sec): 3 clusters Score: Raw -530847.436931 + Penalty 2743.872670 = -528103.564260 nChanged 13 SP:Iteration 55Q (158.722592 sec): 3 clusters Score: Raw -530851.409661 + Penalty 2743.872670 = -528107.536991 nChanged 9 SP:Iteration 56Q (158.793096 sec): 3 clusters Score: Raw -530853.822042 + Penalty 2743.872670 = -528109.949372 nChanged 6 SP:Iteration 57Q (158.847164 sec): 3 clusters Score: Raw -530855.035168 + Penalty 2743.872670 = -528111.162497 nChanged 7 SP:Iteration 58Q (158.900932 sec): 3 clusters Score: Raw -530856.203713 + Penalty 2743.872670 = -528112.331042 nChanged 2 SP:Iteration 59Q (158.953002 sec): 3 clusters Score: Raw -530856.560574 + Penalty 2743.872670 = -528112.687904 nChanged 1 SP:Iteration 60F (159.015616 sec): 3 clusters Score: Raw -530856.869640 + Penalty 2743.872670 = -528112.996970 nChanged 0 Trying to split cluster 16 (7614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (159.049828 sec): 2 clusters Score: Raw -812370.662669 + Penalty 1452.383390 = -810918.279279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (159.111280 sec): 3 clusters Score: Raw -808275.409690 + Penalty 2904.766780 = -805370.642910 nChanged 3174 SP:Iteration 1F (159.172240 sec): 3 clusters Score: Raw -810240.080930 + Penalty 2904.766780 = -807335.314151 nChanged 576 SP:Iteration 2F (159.233033 sec): 3 clusters Score: Raw -810594.180285 + Penalty 2904.766780 = -807689.413506 nChanged 444 SP:Iteration 3F (159.294778 sec): 3 clusters Score: Raw -810839.329417 + Penalty 2904.766780 = -807934.562638 nChanged 385 SP:Iteration 4F (159.352726 sec): 3 clusters Score: Raw -811076.411904 + Penalty 2904.766780 = -808171.645124 nChanged 325 SP:Iteration 5Q (159.417135 sec): 3 clusters Score: Raw -811265.568842 + Penalty 2904.766780 = -808360.802062 nChanged 275 SP:Iteration 6Q (159.466037 sec): 3 clusters Score: Raw -811421.395462 + Penalty 2904.766780 = -808516.628682 nChanged 252 SP:Iteration 7Q (159.534667 sec): 3 clusters Score: Raw -811570.046980 + Penalty 2904.766780 = -808665.280201 nChanged 251 SP:Iteration 8Q (159.586479 sec): 3 clusters Score: Raw -811698.190702 + Penalty 2904.766780 = -808793.423923 nChanged 193 SP:Iteration 9Q (159.655753 sec): 3 clusters Score: Raw -811800.788871 + Penalty 2904.766780 = -808896.022091 nChanged 170 SP:Iteration 10Q (159.706450 sec): 3 clusters Score: Raw -811890.837969 + Penalty 2904.766780 = -808986.071189 nChanged 139 SP:Iteration 11Q (159.777729 sec): 3 clusters Score: Raw -811993.814024 + Penalty 2904.766780 = -809089.047245 nChanged 143 SP:Iteration 12Q (159.828049 sec): 3 clusters Score: Raw -812138.620633 + Penalty 2904.766780 = -809233.853854 nChanged 147 SP:Iteration 13Q (159.889268 sec): 3 clusters Score: Raw -812312.750777 + Penalty 2904.766780 = -809407.983998 nChanged 132 SP:Iteration 14Q (159.952028 sec): 3 clusters Score: Raw -812461.438529 + Penalty 2904.766780 = -809556.671750 nChanged 127 SP:Iteration 15Q (160.015268 sec): 3 clusters Score: Raw -812581.410581 + Penalty 2904.766780 = -809676.643802 nChanged 108 SP:Iteration 16Q (160.076945 sec): 3 clusters Score: Raw -812670.006331 + Penalty 2904.766780 = -809765.239551 nChanged 91 SP:Iteration 17Q (160.145799 sec): 3 clusters Score: Raw -812722.213305 + Penalty 2904.766780 = -809817.446526 nChanged 59 SP:Iteration 18Q (160.199956 sec): 3 clusters Score: Raw -812749.391054 + Penalty 2904.766780 = -809844.624274 nChanged 46 SP:Iteration 19Q (160.253491 sec): 3 clusters Score: Raw -812767.970770 + Penalty 2904.766780 = -809863.203991 nChanged 25 SP:Iteration 20F (160.315060 sec): 3 clusters Score: Raw -812777.844670 + Penalty 2904.766780 = -809873.077891 nChanged 23 SP:Iteration 21Q (160.375937 sec): 3 clusters Score: Raw -812786.160631 + Penalty 2904.766780 = -809881.393851 nChanged 17 SP:Iteration 22Q (160.428556 sec): 3 clusters Score: Raw -812790.735669 + Penalty 2904.766780 = -809885.968889 nChanged 7 SP:Iteration 23Q (160.482924 sec): 3 clusters Score: Raw -812792.536436 + Penalty 2904.766780 = -809887.769656 nChanged 9 SP:Iteration 24Q (160.541376 sec): 3 clusters Score: Raw -812795.526102 + Penalty 2904.766780 = -809890.759323 nChanged 16 SP:Iteration 25Q (160.609645 sec): 3 clusters Score: Raw -812801.274909 + Penalty 2904.766780 = -809896.508130 nChanged 13 SP:Iteration 26Q (160.668172 sec): 3 clusters Score: Raw -812805.311459 + Penalty 2904.766780 = -809900.544680 nChanged 9 SP:Iteration 27Q (160.721062 sec): 3 clusters Score: Raw -812807.914192 + Penalty 2904.766780 = -809903.147412 nChanged 8 SP:Iteration 28Q (160.779979 sec): 3 clusters Score: Raw -812809.685128 + Penalty 2904.766780 = -809904.918349 nChanged 5 SP:Iteration 29Q (160.846196 sec): 3 clusters Score: Raw -812811.570924 + Penalty 2904.766780 = -809906.804145 nChanged 4 SP:Iteration 30Q (160.895205 sec): 3 clusters Score: Raw -812812.731479 + Penalty 2904.766780 = -809907.964700 nChanged 5 SP:Iteration 31Q (160.951411 sec): 3 clusters Score: Raw -812813.993657 + Penalty 2904.766780 = -809909.226877 nChanged 5 SP:Iteration 32Q (161.015011 sec): 3 clusters Score: Raw -812815.483491 + Penalty 2904.766780 = -809910.716712 nChanged 3 SP:Iteration 33Q (161.064919 sec): 3 clusters Score: Raw -812816.354687 + Penalty 2904.766780 = -809911.587907 nChanged 4 SP:Iteration 34Q (161.128509 sec): 3 clusters Score: Raw -812817.361711 + Penalty 2904.766780 = -809912.594932 nChanged 4 SP:Iteration 35Q (161.181916 sec): 3 clusters Score: Raw -812818.475774 + Penalty 2904.766780 = -809913.708995 nChanged 3 SP:Iteration 36Q (161.234413 sec): 3 clusters Score: Raw -812819.394930 + Penalty 2904.766780 = -809914.628151 nChanged 2 SP:Iteration 37Q (161.303905 sec): 3 clusters Score: Raw -812819.617681 + Penalty 2904.766780 = -809914.850901 nChanged 2 SP:Iteration 38Q (161.364838 sec): 3 clusters Score: Raw -812819.792443 + Penalty 2904.766780 = -809915.025664 nChanged 0 SP:Iteration 39F (161.407747 sec): 3 clusters Score: Raw -812819.792443 + Penalty 2904.766780 = -809915.025664 nChanged 0 Trying to split cluster 17 (70622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (161.536801 sec): 2 clusters Score: Raw -8067845.417431 + Penalty 1814.328261 = -8066031.089170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (161.697560 sec): 3 clusters Score: Raw -8022330.490418 + Penalty 3628.656522 = -8018701.833897 nChanged 33545 SP:Iteration 1F (161.857479 sec): 3 clusters Score: Raw -8042119.994528 + Penalty 3628.656522 = -8038491.338007 nChanged 3252 SP:Iteration 2Q (162.031747 sec): 3 clusters Score: Raw -8043562.669915 + Penalty 3628.656522 = -8039934.013393 nChanged 3801 SP:Iteration 3F (162.193230 sec): 3 clusters Score: Raw -8045789.121634 + Penalty 3628.656522 = -8042160.465113 nChanged 4516 SP:Iteration 4F (162.351559 sec): 3 clusters Score: Raw -8049071.172951 + Penalty 3628.656522 = -8045442.516430 nChanged 5180 SP:Iteration 5F (162.505315 sec): 3 clusters Score: Raw -8053290.332336 + Penalty 3628.656522 = -8049661.675815 nChanged 5319 SP:Iteration 6F (162.670300 sec): 3 clusters Score: Raw -8057464.882568 + Penalty 3628.656522 = -8053836.226046 nChanged 4728 SP:Iteration 7F (162.826006 sec): 3 clusters Score: Raw -8060797.695058 + Penalty 3628.656522 = -8057169.038537 nChanged 3788 SP:Iteration 8F (162.999709 sec): 3 clusters Score: Raw -8063192.237594 + Penalty 3628.656522 = -8059563.581072 nChanged 2701 SP:Iteration 9Q (163.169787 sec): 3 clusters Score: Raw -8064560.048082 + Penalty 3628.656522 = -8060931.391560 nChanged 1926 SP:Iteration 10Q (163.325938 sec): 3 clusters Score: Raw -8065317.206832 + Penalty 3628.656522 = -8061688.550311 nChanged 1497 SP:Iteration 11Q (163.484947 sec): 3 clusters Score: Raw -8065831.182557 + Penalty 3628.656522 = -8062202.526035 nChanged 1264 SP:Iteration 12Q (163.644538 sec): 3 clusters Score: Raw -8066219.667070 + Penalty 3628.656522 = -8062591.010549 nChanged 1117 SP:Iteration 13Q (163.806090 sec): 3 clusters Score: Raw -8066559.953716 + Penalty 3628.656522 = -8062931.297194 nChanged 1036 SP:Iteration 14Q (163.972507 sec): 3 clusters Score: Raw -8066894.824728 + Penalty 3628.656522 = -8063266.168206 nChanged 1043 SP:Iteration 15Q (164.125187 sec): 3 clusters Score: Raw -8067262.587895 + Penalty 3628.656522 = -8063633.931374 nChanged 1054 SP:Iteration 16Q (164.289611 sec): 3 clusters Score: Raw -8067667.123966 + Penalty 3628.656522 = -8064038.467445 nChanged 1046 SP:Iteration 17Q (164.430461 sec): 3 clusters Score: Raw -8068097.346438 + Penalty 3628.656522 = -8064468.689917 nChanged 998 SP:Iteration 18Q (164.585459 sec): 3 clusters Score: Raw -8068507.842919 + Penalty 3628.656522 = -8064879.186397 nChanged 948 SP:Iteration 19Q (164.738969 sec): 3 clusters Score: Raw -8068890.012753 + Penalty 3628.656522 = -8065261.356231 nChanged 890 SP:Iteration 20F (164.887674 sec): 3 clusters Score: Raw -8069264.737463 + Penalty 3628.656522 = -8065636.080942 nChanged 823 SP:Iteration 21Q (165.044338 sec): 3 clusters Score: Raw -8069615.103100 + Penalty 3628.656522 = -8065986.446579 nChanged 760 SP:Iteration 22Q (165.206668 sec): 3 clusters Score: Raw -8069913.837730 + Penalty 3628.656522 = -8066285.181209 nChanged 670 SP:Iteration 23Q (165.367027 sec): 3 clusters Score: Raw -8070155.362549 + Penalty 3628.656522 = -8066526.706027 nChanged 598 SP:Iteration 24Q (165.511458 sec): 3 clusters Score: Raw -8070356.712994 + Penalty 3628.656522 = -8066728.056473 nChanged 501 SP:Iteration 25Q (165.666215 sec): 3 clusters Score: Raw -8070486.773608 + Penalty 3628.656522 = -8066858.117086 nChanged 430 SP:Iteration 26Q (165.817456 sec): 3 clusters Score: Raw -8070577.901159 + Penalty 3628.656522 = -8066949.244637 nChanged 353 SP:Iteration 27Q (165.967110 sec): 3 clusters Score: Raw -8070642.933309 + Penalty 3628.656522 = -8067014.276787 nChanged 318 SP:Iteration 28Q (166.105666 sec): 3 clusters Score: Raw -8070696.517623 + Penalty 3628.656522 = -8067067.861102 nChanged 298 SP:Iteration 29Q (166.260902 sec): 3 clusters Score: Raw -8070737.743074 + Penalty 3628.656522 = -8067109.086552 nChanged 256 SP:Iteration 30Q (166.413361 sec): 3 clusters Score: Raw -8070771.213678 + Penalty 3628.656522 = -8067142.557156 nChanged 236 SP:Iteration 31Q (166.554748 sec): 3 clusters Score: Raw -8070797.528804 + Penalty 3628.656522 = -8067168.872282 nChanged 201 SP:Iteration 32Q (166.714041 sec): 3 clusters Score: Raw -8070816.591945 + Penalty 3628.656522 = -8067187.935423 nChanged 153 SP:Iteration 33Q (166.864596 sec): 3 clusters Score: Raw -8070829.752404 + Penalty 3628.656522 = -8067201.095882 nChanged 139 SP:Iteration 34Q (167.027274 sec): 3 clusters Score: Raw -8070841.712457 + Penalty 3628.656522 = -8067213.055936 nChanged 129 SP:Iteration 35Q (167.175565 sec): 3 clusters Score: Raw -8070852.445997 + Penalty 3628.656522 = -8067223.789476 nChanged 117 SP:Iteration 36Q (167.327261 sec): 3 clusters Score: Raw -8070863.711429 + Penalty 3628.656522 = -8067235.054907 nChanged 127 SP:Iteration 37Q (167.473226 sec): 3 clusters Score: Raw -8070875.494858 + Penalty 3628.656522 = -8067246.838336 nChanged 115 SP:Iteration 38Q (167.628402 sec): 3 clusters Score: Raw -8070883.652850 + Penalty 3628.656522 = -8067254.996328 nChanged 92 SP:Iteration 39Q (167.772393 sec): 3 clusters Score: Raw -8070889.892729 + Penalty 3628.656522 = -8067261.236208 nChanged 74 SP:Iteration 40F (167.937691 sec): 3 clusters Score: Raw -8070894.124328 + Penalty 3628.656522 = -8067265.467806 nChanged 73 SP:Iteration 41Q (168.096349 sec): 3 clusters Score: Raw -8070897.930308 + Penalty 3628.656522 = -8067269.273787 nChanged 58 SP:Iteration 42Q (168.239969 sec): 3 clusters Score: Raw -8070901.040736 + Penalty 3628.656522 = -8067272.384214 nChanged 50 SP:Iteration 43Q (168.395558 sec): 3 clusters Score: Raw -8070903.465766 + Penalty 3628.656522 = -8067274.809244 nChanged 43 SP:Iteration 44Q (168.535098 sec): 3 clusters Score: Raw -8070904.983281 + Penalty 3628.656522 = -8067276.326760 nChanged 33 SP:Iteration 45Q (168.694427 sec): 3 clusters Score: Raw -8070906.339602 + Penalty 3628.656522 = -8067277.683081 nChanged 42 SP:Iteration 46Q (168.845915 sec): 3 clusters Score: Raw -8070908.221796 + Penalty 3628.656522 = -8067279.565274 nChanged 50 SP:Iteration 47Q (168.993739 sec): 3 clusters Score: Raw -8070911.265759 + Penalty 3628.656522 = -8067282.609238 nChanged 53 SP:Iteration 48Q (169.136230 sec): 3 clusters Score: Raw -8070914.419579 + Penalty 3628.656522 = -8067285.763057 nChanged 50 SP:Iteration 49Q (169.284574 sec): 3 clusters Score: Raw -8070917.308357 + Penalty 3628.656522 = -8067288.651835 nChanged 49 SP:Iteration 50Q (169.427551 sec): 3 clusters Score: Raw -8070920.335246 + Penalty 3628.656522 = -8067291.678725 nChanged 44 SP:Iteration 51Q (169.574789 sec): 3 clusters Score: Raw -8070922.714895 + Penalty 3628.656522 = -8067294.058373 nChanged 40 SP:Iteration 52Q (169.724411 sec): 3 clusters Score: Raw -8070924.439781 + Penalty 3628.656522 = -8067295.783259 nChanged 32 SP:Iteration 53Q (169.874059 sec): 3 clusters Score: Raw -8070925.814467 + Penalty 3628.656522 = -8067297.157946 nChanged 30 SP:Iteration 54Q (170.009227 sec): 3 clusters Score: Raw -8070927.134259 + Penalty 3628.656522 = -8067298.477737 nChanged 15 SP:Iteration 55Q (170.161044 sec): 3 clusters Score: Raw -8070927.605766 + Penalty 3628.656522 = -8067298.949244 nChanged 18 SP:Iteration 56Q (170.297660 sec): 3 clusters Score: Raw -8070928.120581 + Penalty 3628.656522 = -8067299.464059 nChanged 15 SP:Iteration 57Q (170.450221 sec): 3 clusters Score: Raw -8070928.632992 + Penalty 3628.656522 = -8067299.976470 nChanged 12 SP:Iteration 58Q (170.594667 sec): 3 clusters Score: Raw -8070929.007874 + Penalty 3628.656522 = -8067300.351352 nChanged 9 SP:Iteration 59Q (170.742653 sec): 3 clusters Score: Raw -8070929.280360 + Penalty 3628.656522 = -8067300.623838 nChanged 4 SP:Iteration 60F (170.920997 sec): 3 clusters Score: Raw -8070929.392592 + Penalty 3628.656522 = -8067300.736071 nChanged 3 SP:Iteration 61Q (171.067988 sec): 3 clusters Score: Raw -8070929.451312 + Penalty 3628.656522 = -8067300.794791 nChanged 3 SP:Iteration 62Q (171.210927 sec): 3 clusters Score: Raw -8070929.529899 + Penalty 3628.656522 = -8067300.873377 nChanged 4 SP:Iteration 63Q (171.362525 sec): 3 clusters Score: Raw -8070929.646265 + Penalty 3628.656522 = -8067300.989744 nChanged 5 SP:Iteration 64Q (171.505113 sec): 3 clusters Score: Raw -8070929.767263 + Penalty 3628.656522 = -8067301.110742 nChanged 4 SP:Iteration 65Q (171.661121 sec): 3 clusters Score: Raw -8070929.891097 + Penalty 3628.656522 = -8067301.234576 nChanged 2 SP:Iteration 66Q (171.803670 sec): 3 clusters Score: Raw -8070929.964069 + Penalty 3628.656522 = -8067301.307547 nChanged 4 SP:Iteration 67Q (171.941592 sec): 3 clusters Score: Raw -8070930.035476 + Penalty 3628.656522 = -8067301.378955 nChanged 0 SP:Iteration 68F (172.109304 sec): 3 clusters Score: Raw -8070930.035476 + Penalty 3628.656522 = -8067301.378955 nChanged 0 Score: Raw -22410912.071845 + Penalty 31736.308826 = -22379175.763019 Splitting cluster 17 changes total score from -22374922.132601 to -22379175.763019 So it's getting split into cluster 13. Trying to split cluster 19 (2714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.468024 sec): 2 clusters Score: Raw -302926.973699 + Penalty 1284.754062 = -301642.219638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.521766 sec): 3 clusters Score: Raw -301670.388728 + Penalty 2569.508123 = -299100.880605 nChanged 993 SP:Iteration 1F (174.581296 sec): 3 clusters Score: Raw -302274.530096 + Penalty 2569.508123 = -299705.021973 nChanged 207 SP:Iteration 2F (174.628330 sec): 3 clusters Score: Raw -302403.957364 + Penalty 2569.508123 = -299834.449240 nChanged 125 SP:Iteration 3Q (174.681998 sec): 3 clusters Score: Raw -302462.000425 + Penalty 2569.508123 = -299892.492302 nChanged 72 SP:Iteration 4Q (174.738808 sec): 3 clusters Score: Raw -302504.030941 + Penalty 2569.508123 = -299934.522818 nChanged 59 SP:Iteration 5Q (174.786215 sec): 3 clusters Score: Raw -302532.501401 + Penalty 2569.508123 = -299962.993277 nChanged 45 SP:Iteration 6Q (174.836567 sec): 3 clusters Score: Raw -302554.382417 + Penalty 2569.508123 = -299984.874294 nChanged 36 SP:Iteration 7Q (174.887185 sec): 3 clusters Score: Raw -302575.739239 + Penalty 2569.508123 = -300006.231116 nChanged 35 SP:Iteration 8Q (174.941649 sec): 3 clusters Score: Raw -302590.238142 + Penalty 2569.508123 = -300020.730019 nChanged 28 SP:Iteration 9Q (174.984883 sec): 3 clusters Score: Raw -302603.932846 + Penalty 2569.508123 = -300034.424723 nChanged 29 SP:Iteration 10Q (175.038612 sec): 3 clusters Score: Raw -302614.602297 + Penalty 2569.508123 = -300045.094174 nChanged 20 SP:Iteration 11Q (175.097619 sec): 3 clusters Score: Raw -302621.098203 + Penalty 2569.508123 = -300051.590079 nChanged 15 SP:Iteration 12Q (175.141151 sec): 3 clusters Score: Raw -302625.233996 + Penalty 2569.508123 = -300055.725873 nChanged 15 SP:Iteration 13Q (175.206627 sec): 3 clusters Score: Raw -302631.487781 + Penalty 2569.508123 = -300061.979658 nChanged 13 SP:Iteration 14Q (175.251104 sec): 3 clusters Score: Raw -302637.017837 + Penalty 2569.508123 = -300067.509714 nChanged 18 SP:Iteration 15Q (175.313471 sec): 3 clusters Score: Raw -302642.513572 + Penalty 2569.508123 = -300073.005449 nChanged 12 SP:Iteration 16Q (175.365882 sec): 3 clusters Score: Raw -302647.560390 + Penalty 2569.508123 = -300078.052267 nChanged 19 SP:Iteration 17Q (175.419381 sec): 3 clusters Score: Raw -302656.479829 + Penalty 2569.508123 = -300086.971706 nChanged 22 SP:Iteration 18Q (175.467136 sec): 3 clusters Score: Raw -302667.050755 + Penalty 2569.508123 = -300097.542631 nChanged 23 SP:Iteration 19Q (175.517213 sec): 3 clusters Score: Raw -302677.545038 + Penalty 2569.508123 = -300108.036915 nChanged 25 SP:Iteration 20F (175.575628 sec): 3 clusters Score: Raw -302689.184691 + Penalty 2569.508123 = -300119.676568 nChanged 23 SP:Iteration 21Q (175.623053 sec): 3 clusters Score: Raw -302699.505955 + Penalty 2569.508123 = -300129.997832 nChanged 21 SP:Iteration 22Q (175.675320 sec): 3 clusters Score: Raw -302707.851705 + Penalty 2569.508123 = -300138.343582 nChanged 14 SP:Iteration 23Q (175.729534 sec): 3 clusters Score: Raw -302711.669788 + Penalty 2569.508123 = -300142.161665 nChanged 9 SP:Iteration 24Q (175.793874 sec): 3 clusters Score: Raw -302714.487553 + Penalty 2569.508123 = -300144.979430 nChanged 11 SP:Iteration 25Q (175.843839 sec): 3 clusters Score: Raw -302720.073034 + Penalty 2569.508123 = -300150.564911 nChanged 13 SP:Iteration 26Q (175.879124 sec): 3 clusters Score: Raw -302724.548360 + Penalty 2569.508123 = -300155.040237 nChanged 7 SP:Iteration 27Q (175.914530 sec): 3 clusters Score: Raw -302726.921481 + Penalty 2569.508123 = -300157.413358 nChanged 8 SP:Iteration 28Q (175.955306 sec): 3 clusters Score: Raw -302729.393096 + Penalty 2569.508123 = -300159.884973 nChanged 7 SP:Iteration 29Q (175.996202 sec): 3 clusters Score: Raw -302731.714813 + Penalty 2569.508123 = -300162.206690 nChanged 5 SP:Iteration 30Q (176.037177 sec): 3 clusters Score: Raw -302733.245856 + Penalty 2569.508123 = -300163.737733 nChanged 4 SP:Iteration 31Q (176.086246 sec): 3 clusters Score: Raw -302734.898777 + Penalty 2569.508123 = -300165.390654 nChanged 3 SP:Iteration 32Q (176.136615 sec): 3 clusters Score: Raw -302735.605324 + Penalty 2569.508123 = -300166.097201 nChanged 5 SP:Iteration 33Q (176.175321 sec): 3 clusters Score: Raw -302736.984661 + Penalty 2569.508123 = -300167.476538 nChanged 2 SP:Iteration 34Q (176.223548 sec): 3 clusters Score: Raw -302738.053397 + Penalty 2569.508123 = -300168.545274 nChanged 4 SP:Iteration 35Q (176.288782 sec): 3 clusters Score: Raw -302740.004656 + Penalty 2569.508123 = -300170.496533 nChanged 6 SP:Iteration 36Q (176.341853 sec): 3 clusters Score: Raw -302741.516589 + Penalty 2569.508123 = -300172.008466 nChanged 4 SP:Iteration 37Q (176.390821 sec): 3 clusters Score: Raw -302742.764884 + Penalty 2569.508123 = -300173.256761 nChanged 5 SP:Iteration 38Q (176.425177 sec): 3 clusters Score: Raw -302744.327123 + Penalty 2569.508123 = -300174.818999 nChanged 8 SP:Iteration 39Q (176.472471 sec): 3 clusters Score: Raw -302748.299446 + Penalty 2569.508123 = -300178.791323 nChanged 11 SP:Iteration 40F (176.533575 sec): 3 clusters Score: Raw -302751.497529 + Penalty 2569.508123 = -300181.989406 nChanged 8 SP:Iteration 41Q (176.576504 sec): 3 clusters Score: Raw -302753.980330 + Penalty 2569.508123 = -300184.472207 nChanged 6 SP:Iteration 42Q (176.635436 sec): 3 clusters Score: Raw -302755.725528 + Penalty 2569.508123 = -300186.217405 nChanged 9 SP:Iteration 43Q (176.684860 sec): 3 clusters Score: Raw -302758.803081 + Penalty 2569.508123 = -300189.294957 nChanged 11 SP:Iteration 44Q (176.723727 sec): 3 clusters Score: Raw -302762.810388 + Penalty 2569.508123 = -300193.302265 nChanged 9 SP:Iteration 45Q (176.768939 sec): 3 clusters Score: Raw -302766.568184 + Penalty 2569.508123 = -300197.060061 nChanged 13 SP:Iteration 46Q (176.829999 sec): 3 clusters Score: Raw -302773.238938 + Penalty 2569.508123 = -300203.730815 nChanged 13 SP:Iteration 47Q (176.880502 sec): 3 clusters Score: Raw -302778.378606 + Penalty 2569.508123 = -300208.870483 nChanged 12 SP:Iteration 48Q (176.935157 sec): 3 clusters Score: Raw -302783.534311 + Penalty 2569.508123 = -300214.026187 nChanged 12 SP:Iteration 49Q (176.983247 sec): 3 clusters Score: Raw -302789.414581 + Penalty 2569.508123 = -300219.906458 nChanged 12 SP:Iteration 50Q (177.031145 sec): 3 clusters Score: Raw -302795.589909 + Penalty 2569.508123 = -300226.081786 nChanged 15 SP:Iteration 51Q (177.078948 sec): 3 clusters Score: Raw -302803.492775 + Penalty 2569.508123 = -300233.984651 nChanged 16 SP:Iteration 52Q (177.126577 sec): 3 clusters Score: Raw -302809.264127 + Penalty 2569.508123 = -300239.756004 nChanged 9 SP:Iteration 53Q (177.174837 sec): 3 clusters Score: Raw -302812.653568 + Penalty 2569.508123 = -300243.145445 nChanged 10 SP:Iteration 54Q (177.214502 sec): 3 clusters Score: Raw -302816.948124 + Penalty 2569.508123 = -300247.440001 nChanged 9 SP:Iteration 55Q (177.268580 sec): 3 clusters Score: Raw -302822.205022 + Penalty 2569.508123 = -300252.696899 nChanged 13 SP:Iteration 56Q (177.310486 sec): 3 clusters Score: Raw -302829.100931 + Penalty 2569.508123 = -300259.592808 nChanged 13 SP:Iteration 57Q (177.375366 sec): 3 clusters Score: Raw -302835.673427 + Penalty 2569.508123 = -300266.165304 nChanged 9 SP:Iteration 58Q (177.426184 sec): 3 clusters Score: Raw -302839.121052 + Penalty 2569.508123 = -300269.612929 nChanged 5 SP:Iteration 59Q (177.466313 sec): 3 clusters Score: Raw -302841.737913 + Penalty 2569.508123 = -300272.229790 nChanged 6 SP:Iteration 60F (177.517705 sec): 3 clusters Score: Raw -302844.846241 + Penalty 2569.508123 = -300275.338117 nChanged 6 SP:Iteration 61Q (177.572688 sec): 3 clusters Score: Raw -302846.964490 + Penalty 2569.508123 = -300277.456367 nChanged 5 SP:Iteration 62Q (177.633415 sec): 3 clusters Score: Raw -302849.491600 + Penalty 2569.508123 = -300279.983476 nChanged 5 SP:Iteration 63Q (177.686219 sec): 3 clusters Score: Raw -302851.598946 + Penalty 2569.508123 = -300282.090823 nChanged 7 SP:Iteration 64Q (177.728454 sec): 3 clusters Score: Raw -302855.466435 + Penalty 2569.508123 = -300285.958312 nChanged 7 SP:Iteration 65Q (177.792730 sec): 3 clusters Score: Raw -302858.492881 + Penalty 2569.508123 = -300288.984758 nChanged 9 SP:Iteration 66Q (177.837785 sec): 3 clusters Score: Raw -302861.827811 + Penalty 2569.508123 = -300292.319688 nChanged 7 SP:Iteration 67Q (177.892476 sec): 3 clusters Score: Raw -302864.217990 + Penalty 2569.508123 = -300294.709867 nChanged 9 SP:Iteration 68Q (177.936982 sec): 3 clusters Score: Raw -302867.584801 + Penalty 2569.508123 = -300298.076678 nChanged 12 SP:Iteration 69Q (177.993493 sec): 3 clusters Score: Raw -302874.692874 + Penalty 2569.508123 = -300305.184751 nChanged 15 SP:Iteration 70Q (178.033899 sec): 3 clusters Score: Raw -302884.251743 + Penalty 2569.508123 = -300314.743620 nChanged 16 SP:Iteration 71Q (178.069714 sec): 3 clusters Score: Raw -302892.982699 + Penalty 2569.508123 = -300323.474575 nChanged 12 SP:Iteration 72Q (178.106389 sec): 3 clusters Score: Raw -302897.557827 + Penalty 2569.508123 = -300328.049704 nChanged 8 SP:Iteration 73Q (178.155675 sec): 3 clusters Score: Raw -302902.002734 + Penalty 2569.508123 = -300332.494611 nChanged 8 SP:Iteration 74Q (178.200786 sec): 3 clusters Score: Raw -302906.967906 + Penalty 2569.508123 = -300337.459782 nChanged 10 SP:Iteration 75Q (178.245090 sec): 3 clusters Score: Raw -302911.446459 + Penalty 2569.508123 = -300341.938335 nChanged 12 SP:Iteration 76Q (178.284936 sec): 3 clusters Score: Raw -302918.537026 + Penalty 2569.508123 = -300349.028903 nChanged 6 SP:Iteration 77Q (178.333887 sec): 3 clusters Score: Raw -302922.056725 + Penalty 2569.508123 = -300352.548602 nChanged 8 SP:Iteration 78Q (178.370846 sec): 3 clusters Score: Raw -302924.974193 + Penalty 2569.508123 = -300355.466070 nChanged 6 SP:Iteration 79Q (178.414163 sec): 3 clusters Score: Raw -302927.775130 + Penalty 2569.508123 = -300358.267006 nChanged 7 SP:Iteration 80F (178.470005 sec): 3 clusters Score: Raw -302929.797043 + Penalty 2569.508123 = -300360.288920 nChanged 7 SP:Iteration 81Q (178.521853 sec): 3 clusters Score: Raw -302932.387009 + Penalty 2569.508123 = -300362.878886 nChanged 6 SP:Iteration 82Q (178.567100 sec): 3 clusters Score: Raw -302934.527696 + Penalty 2569.508123 = -300365.019572 nChanged 3 SP:Iteration 83Q (178.615778 sec): 3 clusters Score: Raw -302936.003632 + Penalty 2569.508123 = -300366.495509 nChanged 5 SP:Iteration 84Q (178.669156 sec): 3 clusters Score: Raw -302939.983451 + Penalty 2569.508123 = -300370.475328 nChanged 6 SP:Iteration 85Q (178.724595 sec): 3 clusters Score: Raw -302942.934750 + Penalty 2569.508123 = -300373.426627 nChanged 6 SP:Iteration 86Q (178.778076 sec): 3 clusters Score: Raw -302945.926027 + Penalty 2569.508123 = -300376.417904 nChanged 5 SP:Iteration 87Q (178.820391 sec): 3 clusters Score: Raw -302949.176945 + Penalty 2569.508123 = -300379.668822 nChanged 5 SP:Iteration 88Q (178.861896 sec): 3 clusters Score: Raw -302951.031973 + Penalty 2569.508123 = -300381.523850 nChanged 1 SP:Iteration 89Q (178.915123 sec): 3 clusters Score: Raw -302951.276460 + Penalty 2569.508123 = -300381.768337 nChanged 0 SP:Iteration 90F (178.975572 sec): 3 clusters Score: Raw -302951.276460 + Penalty 2569.508123 = -300381.768337 nChanged 0 Iteration 59Q (180.678635 sec): 17 clusters Score: Raw -22412104.326532 + Penalty 31736.308826 = -22380368.017706 nChanged 3136 Iteration 60F (182.970922 sec): 17 clusters Score: Raw -22412896.953518 + Penalty 31736.308826 = -22381160.644691 nChanged 1827 Iteration 61Q (184.249632 sec): 17 clusters Score: Raw -22413228.384947 + Penalty 31736.308826 = -22381492.076121 nChanged 1181 Iteration 62Q (185.620199 sec): 17 clusters Score: Raw -22413382.745873 + Penalty 31736.308826 = -22381646.437046 nChanged 920 Iteration 63Q (186.877125 sec): 17 clusters Score: Raw -22413472.467312 + Penalty 31736.308826 = -22381736.158486 nChanged 757 Iteration 64Q (188.139674 sec): 17 clusters Score: Raw -22413546.730763 + Penalty 31736.308826 = -22381810.421937 nChanged 651 Iteration 65Q (189.379279 sec): 17 clusters Score: Raw -22413605.722102 + Penalty 31736.308826 = -22381869.413275 nChanged 577 Iteration 66Q (190.609790 sec): 17 clusters Score: Raw -22413656.066079 + Penalty 31736.308826 = -22381919.757253 nChanged 562 Iteration 67Q (191.935042 sec): 17 clusters Score: Raw -22413702.528183 + Penalty 31736.308826 = -22381966.219357 nChanged 502 Iteration 68Q (193.260016 sec): 17 clusters Score: Raw -22413740.460381 + Penalty 31736.308826 = -22382004.151555 nChanged 462 Iteration 69Q (194.505364 sec): 17 clusters Score: Raw -22413774.434151 + Penalty 31736.308826 = -22382038.125324 nChanged 431 Iteration 70Q (195.831305 sec): 17 clusters Score: Raw -22413805.640423 + Penalty 31736.308826 = -22382069.331597 nChanged 438 Iteration 71Q (197.099894 sec): 17 clusters Score: Raw -22413837.509656 + Penalty 31736.308826 = -22382101.200830 nChanged 411 Iteration 72Q (198.459208 sec): 17 clusters Score: Raw -22413869.205067 + Penalty 31736.308826 = -22382132.896240 nChanged 410 Iteration 73Q (199.708789 sec): 17 clusters Score: Raw -22413899.748963 + Penalty 31736.308826 = -22382163.440137 nChanged 402 Iteration 74Q (201.010830 sec): 17 clusters Score: Raw -22413927.152005 + Penalty 31736.308826 = -22382190.843178 nChanged 357 Iteration 75Q (202.372805 sec): 17 clusters Score: Raw -22413950.967559 + Penalty 31736.308826 = -22382214.658732 nChanged 336 Iteration 76Q (203.626714 sec): 17 clusters Score: Raw -22413972.887360 + Penalty 31736.308826 = -22382236.578534 nChanged 312 Iteration 77Q (204.984765 sec): 17 clusters Score: Raw -22413990.879419 + Penalty 31736.308826 = -22382254.570592 nChanged 290 Iteration 78Q (206.313206 sec): 17 clusters Score: Raw -22414005.833076 + Penalty 31736.308826 = -22382269.524250 nChanged 259 Iteration 79Q (207.570711 sec): 17 clusters Score: Raw -22414019.634092 + Penalty 31736.308826 = -22382283.325265 nChanged 268 Iteration 80F (209.857339 sec): 17 clusters Score: Raw -22414042.402714 + Penalty 31736.308826 = -22382306.093888 nChanged 251 Iteration 81Q (211.118941 sec): 17 clusters Score: Raw -22414070.765840 + Penalty 31736.308826 = -22382334.457014 nChanged 270 Iteration 82Q (212.427625 sec): 17 clusters Score: Raw -22414086.814879 + Penalty 31736.308826 = -22382350.506052 nChanged 264 Iteration 83Q (213.758217 sec): 17 clusters Score: Raw -22414102.024201 + Penalty 31736.308826 = -22382365.715375 nChanged 262 Iteration 84Q (215.050895 sec): 17 clusters Score: Raw -22414115.432754 + Penalty 31736.308826 = -22382379.123927 nChanged 207 Iteration 85Q (216.411824 sec): 17 clusters Score: Raw -22414125.237453 + Penalty 31736.308826 = -22382388.928627 nChanged 182 Iteration 86Q (217.712819 sec): 17 clusters Score: Raw -22414134.330466 + Penalty 31736.308826 = -22382398.021639 nChanged 196 Iteration 87Q (219.017213 sec): 17 clusters Score: Raw -22414143.698084 + Penalty 31736.308826 = -22382407.389258 nChanged 190 Iteration 88Q (220.206570 sec): 17 clusters Score: Raw -22414152.232797 + Penalty 31736.308826 = -22382415.923970 nChanged 196 Iteration 89Q (221.494547 sec): 17 clusters Score: Raw -22414161.438978 + Penalty 31736.308826 = -22382425.130151 nChanged 211 Iteration 90Q (222.715478 sec): 17 clusters Score: Raw -22414172.851442 + Penalty 31736.308826 = -22382436.542616 nChanged 227 Iteration 91Q (223.982889 sec): 17 clusters Score: Raw -22414184.400220 + Penalty 31736.308826 = -22382448.091394 nChanged 211 Iteration 92Q (225.230547 sec): 17 clusters Score: Raw -22414194.181789 + Penalty 31736.308826 = -22382457.872963 nChanged 185 Iteration 93Q (226.466471 sec): 17 clusters Score: Raw -22414202.731303 + Penalty 31736.308826 = -22382466.422476 nChanged 174 Iteration 94Q (227.720975 sec): 17 clusters Score: Raw -22414210.462667 + Penalty 31736.308826 = -22382474.153840 nChanged 161 Iteration 95Q (228.949350 sec): 17 clusters Score: Raw -22414218.199473 + Penalty 31736.308826 = -22382481.890647 nChanged 159 Iteration 96Q (230.159198 sec): 17 clusters Score: Raw -22414225.109179 + Penalty 31736.308826 = -22382488.800353 nChanged 120 Iteration 97Q (231.337719 sec): 17 clusters Score: Raw -22414230.457034 + Penalty 31736.308826 = -22382494.148208 nChanged 115 Iteration 98Q (232.572737 sec): 17 clusters Score: Raw -22414235.436810 + Penalty 31736.308826 = -22382499.127984 nChanged 90 Writing temp clu file Because OldScore, -22382494.148208, is greater than current (better) Score,-22382499.127984 Compute initial score before splitting: Score: Raw -22414235.436810 + Penalty 31736.308826 = -22382499.127984 Trying to split cluster 1 (3703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.660872 sec): 2 clusters Score: Raw -425417.935157 + Penalty 1335.246019 = -424082.689138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.715150 sec): 3 clusters Score: Raw -423604.145981 + Penalty 2670.492039 = -420933.653942 nChanged 1437 SP:Iteration 1F (232.773362 sec): 3 clusters Score: Raw -424411.162093 + Penalty 2670.492039 = -421740.670054 nChanged 270 SP:Iteration 2F (232.818166 sec): 3 clusters Score: Raw -424561.540544 + Penalty 2670.492039 = -421891.048505 nChanged 184 SP:Iteration 3Q (232.870626 sec): 3 clusters Score: Raw -424671.634721 + Penalty 2670.492039 = -422001.142682 nChanged 154 SP:Iteration 4Q (232.920516 sec): 3 clusters Score: Raw -424758.108448 + Penalty 2670.492039 = -422087.616409 nChanged 131 SP:Iteration 5Q (232.964379 sec): 3 clusters Score: Raw -424817.465154 + Penalty 2670.492039 = -422146.973115 nChanged 103 SP:Iteration 6Q (233.029186 sec): 3 clusters Score: Raw -424865.619053 + Penalty 2670.492039 = -422195.127014 nChanged 96 SP:Iteration 7Q (233.083646 sec): 3 clusters Score: Raw -424913.360489 + Penalty 2670.492039 = -422242.868450 nChanged 92 SP:Iteration 8Q (233.141449 sec): 3 clusters Score: Raw -424950.939236 + Penalty 2670.492039 = -422280.447197 nChanged 67 SP:Iteration 9Q (233.197102 sec): 3 clusters Score: Raw -424980.467225 + Penalty 2670.492039 = -422309.975186 nChanged 67 SP:Iteration 10Q (233.240799 sec): 3 clusters Score: Raw -425007.030260 + Penalty 2670.492039 = -422336.538221 nChanged 60 SP:Iteration 11Q (233.294758 sec): 3 clusters Score: Raw -425032.467959 + Penalty 2670.492039 = -422361.975920 nChanged 59 SP:Iteration 12Q (233.352399 sec): 3 clusters Score: Raw -425056.171992 + Penalty 2670.492039 = -422385.679953 nChanged 71 SP:Iteration 13Q (233.407744 sec): 3 clusters Score: Raw -425093.681818 + Penalty 2670.492039 = -422423.189780 nChanged 69 SP:Iteration 14Q (233.456025 sec): 3 clusters Score: Raw -425131.420598 + Penalty 2670.492039 = -422460.928559 nChanged 75 SP:Iteration 15Q (233.521213 sec): 3 clusters Score: Raw -425168.548412 + Penalty 2670.492039 = -422498.056373 nChanged 60 SP:Iteration 16Q (233.570581 sec): 3 clusters Score: Raw -425204.043618 + Penalty 2670.492039 = -422533.551579 nChanged 56 SP:Iteration 17Q (233.624035 sec): 3 clusters Score: Raw -425238.349412 + Penalty 2670.492039 = -422567.857373 nChanged 48 SP:Iteration 18Q (233.668493 sec): 3 clusters Score: Raw -425268.228899 + Penalty 2670.492039 = -422597.736860 nChanged 56 SP:Iteration 19Q (233.724524 sec): 3 clusters Score: Raw -425302.116554 + Penalty 2670.492039 = -422631.624516 nChanged 48 SP:Iteration 20F (233.775980 sec): 3 clusters Score: Raw -425323.693265 + Penalty 2670.492039 = -422653.201226 nChanged 45 SP:Iteration 21Q (233.839097 sec): 3 clusters Score: Raw -425343.542544 + Penalty 2670.492039 = -422673.050505 nChanged 35 SP:Iteration 22Q (233.895074 sec): 3 clusters Score: Raw -425362.318882 + Penalty 2670.492039 = -422691.826843 nChanged 47 SP:Iteration 23Q (233.949217 sec): 3 clusters Score: Raw -425386.052382 + Penalty 2670.492039 = -422715.560343 nChanged 39 SP:Iteration 24Q (233.992538 sec): 3 clusters Score: Raw -425403.591547 + Penalty 2670.492039 = -422733.099508 nChanged 36 SP:Iteration 25Q (234.050931 sec): 3 clusters Score: Raw -425422.033750 + Penalty 2670.492039 = -422751.541712 nChanged 33 SP:Iteration 26Q (234.113974 sec): 3 clusters Score: Raw -425437.473607 + Penalty 2670.492039 = -422766.981569 nChanged 29 SP:Iteration 27Q (234.157245 sec): 3 clusters Score: Raw -425452.361776 + Penalty 2670.492039 = -422781.869738 nChanged 27 SP:Iteration 28Q (234.220693 sec): 3 clusters Score: Raw -425466.172734 + Penalty 2670.492039 = -422795.680696 nChanged 24 SP:Iteration 29Q (234.267790 sec): 3 clusters Score: Raw -425474.546057 + Penalty 2670.492039 = -422804.054018 nChanged 20 SP:Iteration 30Q (234.327884 sec): 3 clusters Score: Raw -425481.834284 + Penalty 2670.492039 = -422811.342246 nChanged 20 SP:Iteration 31Q (234.388117 sec): 3 clusters Score: Raw -425490.477350 + Penalty 2670.492039 = -422819.985311 nChanged 15 SP:Iteration 32Q (234.439520 sec): 3 clusters Score: Raw -425495.178357 + Penalty 2670.492039 = -422824.686318 nChanged 12 SP:Iteration 33Q (234.494770 sec): 3 clusters Score: Raw -425500.649517 + Penalty 2670.492039 = -422830.157479 nChanged 12 SP:Iteration 34Q (234.549696 sec): 3 clusters Score: Raw -425507.007578 + Penalty 2670.492039 = -422836.515539 nChanged 11 SP:Iteration 35Q (234.605451 sec): 3 clusters Score: Raw -425512.074869 + Penalty 2670.492039 = -422841.582831 nChanged 8 SP:Iteration 36Q (234.654693 sec): 3 clusters Score: Raw -425516.961008 + Penalty 2670.492039 = -422846.468969 nChanged 13 SP:Iteration 37Q (234.707659 sec): 3 clusters Score: Raw -425524.396097 + Penalty 2670.492039 = -422853.904058 nChanged 12 SP:Iteration 38Q (234.750647 sec): 3 clusters Score: Raw -425529.792613 + Penalty 2670.492039 = -422859.300574 nChanged 9 SP:Iteration 39Q (234.805195 sec): 3 clusters Score: Raw -425534.444218 + Penalty 2670.492039 = -422863.952179 nChanged 12 SP:Iteration 40F (234.849216 sec): 3 clusters Score: Raw -425543.002947 + Penalty 2670.492039 = -422872.510908 nChanged 18 SP:Iteration 41Q (234.900862 sec): 3 clusters Score: Raw -425550.966112 + Penalty 2670.492039 = -422880.474073 nChanged 15 SP:Iteration 42Q (234.955735 sec): 3 clusters Score: Raw -425559.931065 + Penalty 2670.492039 = -422889.439026 nChanged 18 SP:Iteration 43Q (235.012785 sec): 3 clusters Score: Raw -425567.644091 + Penalty 2670.492039 = -422897.152052 nChanged 12 SP:Iteration 44Q (235.065219 sec): 3 clusters Score: Raw -425572.668026 + Penalty 2670.492039 = -422902.175987 nChanged 4 SP:Iteration 45Q (235.113730 sec): 3 clusters Score: Raw -425574.498359 + Penalty 2670.492039 = -422904.006320 nChanged 2 SP:Iteration 46Q (235.161994 sec): 3 clusters Score: Raw -425575.179126 + Penalty 2670.492039 = -422904.687087 nChanged 5 SP:Iteration 47Q (235.215930 sec): 3 clusters Score: Raw -425576.699242 + Penalty 2670.492039 = -422906.207203 nChanged 3 SP:Iteration 48Q (235.254781 sec): 3 clusters Score: Raw -425578.965126 + Penalty 2670.492039 = -422908.473087 nChanged 5 SP:Iteration 49Q (235.320760 sec): 3 clusters Score: Raw -425581.770185 + Penalty 2670.492039 = -422911.278146 nChanged 4 SP:Iteration 50Q (235.370678 sec): 3 clusters Score: Raw -425583.443493 + Penalty 2670.492039 = -422912.951454 nChanged 7 SP:Iteration 51Q (235.414016 sec): 3 clusters Score: Raw -425586.584150 + Penalty 2670.492039 = -422916.092112 nChanged 5 SP:Iteration 52Q (235.468647 sec): 3 clusters Score: Raw -425589.070544 + Penalty 2670.492039 = -422918.578505 nChanged 3 SP:Iteration 53Q (235.506528 sec): 3 clusters Score: Raw -425591.349644 + Penalty 2670.492039 = -422920.857605 nChanged 3 SP:Iteration 54Q (235.554439 sec): 3 clusters Score: Raw -425593.919405 + Penalty 2670.492039 = -422923.427366 nChanged 5 SP:Iteration 55Q (235.602521 sec): 3 clusters Score: Raw -425596.988255 + Penalty 2670.492039 = -422926.496216 nChanged 9 SP:Iteration 56Q (235.651812 sec): 3 clusters Score: Raw -425602.291174 + Penalty 2670.492039 = -422931.799135 nChanged 9 SP:Iteration 57Q (235.700660 sec): 3 clusters Score: Raw -425604.714440 + Penalty 2670.492039 = -422934.222401 nChanged 0 SP:Iteration 58F (235.758310 sec): 3 clusters Score: Raw -425604.714440 + Penalty 2670.492039 = -422934.222401 nChanged 0 Trying to split cluster 2 (4602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (235.792749 sec): 2 clusters Score: Raw -509075.838495 + Penalty 1370.565019 = -507705.273476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.853190 sec): 3 clusters Score: Raw -506719.596220 + Penalty 2741.130038 = -503978.466182 nChanged 1877 SP:Iteration 1F (235.893916 sec): 3 clusters Score: Raw -507724.348931 + Penalty 2741.130038 = -504983.218893 nChanged 290 SP:Iteration 2F (235.944756 sec): 3 clusters Score: Raw -507876.366384 + Penalty 2741.130038 = -505135.236346 nChanged 238 SP:Iteration 3F (236.004838 sec): 3 clusters Score: Raw -508027.272135 + Penalty 2741.130038 = -505286.142097 nChanged 212 SP:Iteration 4Q (236.061690 sec): 3 clusters Score: Raw -508277.280904 + Penalty 2741.130038 = -505536.150866 nChanged 266 SP:Iteration 5F (236.123968 sec): 3 clusters Score: Raw -508640.301042 + Penalty 2741.130038 = -505899.171004 nChanged 339 SP:Iteration 6F (236.167215 sec): 3 clusters Score: Raw -509014.509708 + Penalty 2741.130038 = -506273.379670 nChanged 399 SP:Iteration 7F (236.229114 sec): 3 clusters Score: Raw -509421.277357 + Penalty 2741.130038 = -506680.147319 nChanged 381 SP:Iteration 8F (236.274599 sec): 3 clusters Score: Raw -509747.724680 + Penalty 2741.130038 = -507006.594642 nChanged 272 SP:Iteration 9F (236.330466 sec): 3 clusters Score: Raw -509971.412471 + Penalty 2741.130038 = -507230.282433 nChanged 173 SP:Iteration 10Q (236.385805 sec): 3 clusters Score: Raw -510094.337255 + Penalty 2741.130038 = -507353.207217 nChanged 106 SP:Iteration 11Q (236.445466 sec): 3 clusters Score: Raw -510152.765746 + Penalty 2741.130038 = -507411.635708 nChanged 51 SP:Iteration 12Q (236.506742 sec): 3 clusters Score: Raw -510181.042884 + Penalty 2741.130038 = -507439.912846 nChanged 40 SP:Iteration 13Q (236.569049 sec): 3 clusters Score: Raw -510198.571401 + Penalty 2741.130038 = -507457.441363 nChanged 31 SP:Iteration 14Q (236.624430 sec): 3 clusters Score: Raw -510213.551291 + Penalty 2741.130038 = -507472.421254 nChanged 23 SP:Iteration 15Q (236.669565 sec): 3 clusters Score: Raw -510219.064845 + Penalty 2741.130038 = -507477.934807 nChanged 9 SP:Iteration 16Q (236.724706 sec): 3 clusters Score: Raw -510222.666569 + Penalty 2741.130038 = -507481.536531 nChanged 8 SP:Iteration 17Q (236.783353 sec): 3 clusters Score: Raw -510225.984670 + Penalty 2741.130038 = -507484.854632 nChanged 7 SP:Iteration 18Q (236.834150 sec): 3 clusters Score: Raw -510228.342178 + Penalty 2741.130038 = -507487.212140 nChanged 7 SP:Iteration 19Q (236.885550 sec): 3 clusters Score: Raw -510231.231509 + Penalty 2741.130038 = -507490.101471 nChanged 11 SP:Iteration 20F (236.933826 sec): 3 clusters Score: Raw -510236.232951 + Penalty 2741.130038 = -507495.102913 nChanged 11 SP:Iteration 21Q (236.983816 sec): 3 clusters Score: Raw -510239.973349 + Penalty 2741.130038 = -507498.843311 nChanged 12 SP:Iteration 22Q (237.034637 sec): 3 clusters Score: Raw -510244.261038 + Penalty 2741.130038 = -507503.131000 nChanged 8 SP:Iteration 23Q (237.098758 sec): 3 clusters Score: Raw -510246.619199 + Penalty 2741.130038 = -507505.489161 nChanged 8 SP:Iteration 24Q (237.157022 sec): 3 clusters Score: Raw -510248.852625 + Penalty 2741.130038 = -507507.722587 nChanged 3 SP:Iteration 25Q (237.214540 sec): 3 clusters Score: Raw -510250.227303 + Penalty 2741.130038 = -507509.097265 nChanged 3 SP:Iteration 26Q (237.269825 sec): 3 clusters Score: Raw -510251.507616 + Penalty 2741.130038 = -507510.377578 nChanged 2 SP:Iteration 27Q (237.329067 sec): 3 clusters Score: Raw -510251.851377 + Penalty 2741.130038 = -507510.721339 nChanged 2 SP:Iteration 28Q (237.376544 sec): 3 clusters Score: Raw -510252.641964 + Penalty 2741.130038 = -507511.511926 nChanged 1 SP:Iteration 29Q (237.425950 sec): 3 clusters Score: Raw -510252.979993 + Penalty 2741.130038 = -507511.849955 nChanged 0 SP:Iteration 30F (237.472207 sec): 3 clusters Score: Raw -510252.979993 + Penalty 2741.130038 = -507511.849955 nChanged 0 Trying to split cluster 3 (1015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (237.490794 sec): 2 clusters Score: Raw -106169.150461 + Penalty 1124.929632 = -105044.220828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (237.546099 sec): 3 clusters Score: Raw -105863.839619 + Penalty 2249.859265 = -103613.980354 nChanged 325 SP:Iteration 1F (237.596215 sec): 3 clusters Score: Raw -106146.329211 + Penalty 2249.859265 = -103896.469946 nChanged 99 SP:Iteration 2F (237.622774 sec): 3 clusters Score: Raw -106299.429850 + Penalty 2249.859265 = -104049.570586 nChanged 65 SP:Iteration 3F (237.667328 sec): 3 clusters Score: Raw -106391.800701 + Penalty 2249.859265 = -104141.941436 nChanged 51 SP:Iteration 4F (237.717437 sec): 3 clusters Score: Raw -106482.878651 + Penalty 2249.859265 = -104233.019386 nChanged 50 SP:Iteration 5Q (237.759164 sec): 3 clusters Score: Raw -106573.584205 + Penalty 2249.859265 = -104323.724941 nChanged 49 SP:Iteration 6Q (237.798987 sec): 3 clusters Score: Raw -106638.289601 + Penalty 2249.859265 = -104388.430336 nChanged 26 SP:Iteration 7Q (237.850228 sec): 3 clusters Score: Raw -106664.108502 + Penalty 2249.859265 = -104414.249238 nChanged 8 SP:Iteration 8Q (237.885203 sec): 3 clusters Score: Raw -106677.401524 + Penalty 2249.859265 = -104427.542260 nChanged 12 SP:Iteration 9Q (237.936811 sec): 3 clusters Score: Raw -106689.135834 + Penalty 2249.859265 = -104439.276570 nChanged 8 SP:Iteration 10Q (237.991797 sec): 3 clusters Score: Raw -106695.007690 + Penalty 2249.859265 = -104445.148425 nChanged 4 SP:Iteration 11Q (238.046271 sec): 3 clusters Score: Raw -106700.494789 + Penalty 2249.859265 = -104450.635524 nChanged 6 SP:Iteration 12Q (238.100434 sec): 3 clusters Score: Raw -106706.936245 + Penalty 2249.859265 = -104457.076980 nChanged 3 SP:Iteration 13Q (238.150109 sec): 3 clusters Score: Raw -106709.540529 + Penalty 2249.859265 = -104459.681265 nChanged 2 SP:Iteration 14Q (238.195663 sec): 3 clusters Score: Raw -106710.971102 + Penalty 2249.859265 = -104461.111837 nChanged 0 SP:Iteration 15F (238.243714 sec): 3 clusters Score: Raw -106710.971102 + Penalty 2249.859265 = -104461.111837 nChanged 0 Trying to split cluster 4 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.259400 sec): 2 clusters Score: Raw -59015.043570 + Penalty 1038.141228 = -57976.902342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.317574 sec): 3 clusters Score: Raw -59034.400541 + Penalty 2076.282457 = -56958.118084 nChanged 196 SP:Iteration 1F (238.360945 sec): 3 clusters Score: Raw -59338.705841 + Penalty 2076.282457 = -57262.423384 nChanged 62 SP:Iteration 2F (238.409435 sec): 3 clusters Score: Raw -59517.538308 + Penalty 2076.282457 = -57441.255851 nChanged 52 SP:Iteration 3F (238.457509 sec): 3 clusters Score: Raw -59779.821012 + Penalty 2076.282457 = -57703.538555 nChanged 58 SP:Iteration 4F (238.501713 sec): 3 clusters Score: Raw -60256.172528 + Penalty 2076.282457 = -58179.890072 nChanged 30 SP:Iteration 5F (238.548693 sec): 3 clusters Score: Raw -60377.123612 + Penalty 2076.282457 = -58300.841156 nChanged 11 SP:Iteration 6Q (238.592817 sec): 3 clusters Score: Raw -60402.850638 + Penalty 2076.282457 = -58326.568182 nChanged 6 SP:Iteration 7Q (238.636983 sec): 3 clusters Score: Raw -60430.586462 + Penalty 2076.282457 = -58354.304005 nChanged 3 SP:Iteration 8Q (238.693546 sec): 3 clusters Score: Raw -60441.316418 + Penalty 2076.282457 = -58365.033961 nChanged 1 SP:Iteration 9Q (238.749368 sec): 3 clusters Score: Raw -60444.403743 + Penalty 2076.282457 = -58368.121286 nChanged 1 SP:Iteration 10Q (238.799836 sec): 3 clusters Score: Raw -60446.488878 + Penalty 2076.282457 = -58370.206421 nChanged 2 SP:Iteration 11Q (238.845718 sec): 3 clusters Score: Raw -60456.616482 + Penalty 2076.282457 = -58380.334025 nChanged 3 SP:Iteration 12Q (238.891802 sec): 3 clusters Score: Raw -60471.962794 + Penalty 2076.282457 = -58395.680337 nChanged 4 SP:Iteration 13Q (238.944866 sec): 3 clusters Score: Raw -60502.164618 + Penalty 2076.282457 = -58425.882161 nChanged 1 SP:Iteration 14Q (238.981819 sec): 3 clusters Score: Raw -60506.144588 + Penalty 2076.282457 = -58429.862132 nChanged 0 SP:Iteration 15F (239.034600 sec): 3 clusters Score: Raw -60506.144588 + Penalty 2076.282457 = -58429.862132 nChanged 0 Score: Raw -22415729.253315 + Penalty 33719.828128 = -22382009.425187 Splitting cluster 4 changes total score from -22382499.127984 to -22382009.425187 So it's not getting split. Trying to split cluster 5 (1430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (241.507436 sec): 2 clusters Score: Raw -176334.598073 + Penalty 1180.632330 = -175153.965743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (241.560051 sec): 3 clusters Score: Raw -175764.316396 + Penalty 2361.264660 = -173403.051736 nChanged 480 SP:Iteration 1F (241.608301 sec): 3 clusters Score: Raw -176141.367296 + Penalty 2361.264660 = -173780.102636 nChanged 106 SP:Iteration 2F (241.645742 sec): 3 clusters Score: Raw -176239.774412 + Penalty 2361.264660 = -173878.509752 nChanged 75 SP:Iteration 3F (241.702059 sec): 3 clusters Score: Raw -176310.282445 + Penalty 2361.264660 = -173949.017785 nChanged 39 SP:Iteration 4Q (241.760051 sec): 3 clusters Score: Raw -176348.151758 + Penalty 2361.264660 = -173986.887098 nChanged 33 SP:Iteration 5Q (241.811316 sec): 3 clusters Score: Raw -176378.535558 + Penalty 2361.264660 = -174017.270898 nChanged 32 SP:Iteration 6Q (241.861636 sec): 3 clusters Score: Raw -176404.359536 + Penalty 2361.264660 = -174043.094876 nChanged 21 SP:Iteration 7Q (241.912994 sec): 3 clusters Score: Raw -176426.532890 + Penalty 2361.264660 = -174065.268230 nChanged 25 SP:Iteration 8Q (241.952365 sec): 3 clusters Score: Raw -176452.530104 + Penalty 2361.264660 = -174091.265444 nChanged 20 SP:Iteration 9Q (242.011526 sec): 3 clusters Score: Raw -176470.539315 + Penalty 2361.264660 = -174109.274655 nChanged 18 SP:Iteration 10Q (242.052417 sec): 3 clusters Score: Raw -176485.866281 + Penalty 2361.264660 = -174124.601621 nChanged 18 SP:Iteration 11Q (242.109559 sec): 3 clusters Score: Raw -176500.475894 + Penalty 2361.264660 = -174139.211234 nChanged 15 SP:Iteration 12Q (242.161430 sec): 3 clusters Score: Raw -176515.842069 + Penalty 2361.264660 = -174154.577409 nChanged 19 SP:Iteration 13Q (242.211149 sec): 3 clusters Score: Raw -176530.595932 + Penalty 2361.264660 = -174169.331272 nChanged 14 SP:Iteration 14Q (242.263284 sec): 3 clusters Score: Raw -176542.601800 + Penalty 2361.264660 = -174181.337140 nChanged 13 SP:Iteration 15Q (242.316275 sec): 3 clusters Score: Raw -176556.226405 + Penalty 2361.264660 = -174194.961745 nChanged 11 SP:Iteration 16Q (242.369308 sec): 3 clusters Score: Raw -176566.492754 + Penalty 2361.264660 = -174205.228094 nChanged 13 SP:Iteration 17Q (242.421435 sec): 3 clusters Score: Raw -176576.625975 + Penalty 2361.264660 = -174215.361315 nChanged 11 SP:Iteration 18Q (242.461528 sec): 3 clusters Score: Raw -176589.282968 + Penalty 2361.264660 = -174228.018308 nChanged 9 SP:Iteration 19Q (242.515716 sec): 3 clusters Score: Raw -176596.322116 + Penalty 2361.264660 = -174235.057456 nChanged 7 SP:Iteration 20F (242.567504 sec): 3 clusters Score: Raw -176601.750656 + Penalty 2361.264660 = -174240.485996 nChanged 5 SP:Iteration 21Q (242.611068 sec): 3 clusters Score: Raw -176604.514045 + Penalty 2361.264660 = -174243.249385 nChanged 4 SP:Iteration 22Q (242.665665 sec): 3 clusters Score: Raw -176607.548140 + Penalty 2361.264660 = -174246.283480 nChanged 4 SP:Iteration 23Q (242.719715 sec): 3 clusters Score: Raw -176609.888725 + Penalty 2361.264660 = -174248.624065 nChanged 0 SP:Iteration 24F (242.770437 sec): 3 clusters Score: Raw -176609.888725 + Penalty 2361.264660 = -174248.624065 nChanged 0 Trying to split cluster 6 (37454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (242.843531 sec): 2 clusters Score: Raw -4347341.043985 + Penalty 1711.266179 = -4345629.777806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (242.946575 sec): 3 clusters Score: Raw -4324114.911028 + Penalty 3422.532358 = -4320692.378671 nChanged 17288 SP:Iteration 1F (243.063229 sec): 3 clusters Score: Raw -4334209.546940 + Penalty 3422.532358 = -4330787.014582 nChanged 2031 SP:Iteration 2F (243.168325 sec): 3 clusters Score: Raw -4335234.600017 + Penalty 3422.532358 = -4331812.067660 nChanged 2203 SP:Iteration 3F (243.284568 sec): 3 clusters Score: Raw -4336609.640828 + Penalty 3422.532358 = -4333187.108471 nChanged 2464 SP:Iteration 4F (243.393504 sec): 3 clusters Score: Raw -4338305.322968 + Penalty 3422.532358 = -4334882.790611 nChanged 2571 SP:Iteration 5F (243.496214 sec): 3 clusters Score: Raw -4340282.222412 + Penalty 3422.532358 = -4336859.690054 nChanged 2603 SP:Iteration 6F (243.608813 sec): 3 clusters Score: Raw -4342340.396345 + Penalty 3422.532358 = -4338917.863988 nChanged 2344 SP:Iteration 7F (243.725319 sec): 3 clusters Score: Raw -4344013.881137 + Penalty 3422.532358 = -4340591.348780 nChanged 1813 SP:Iteration 8Q (243.829343 sec): 3 clusters Score: Raw -4345076.383539 + Penalty 3422.532358 = -4341653.851181 nChanged 1352 SP:Iteration 9Q (243.941827 sec): 3 clusters Score: Raw -4345732.394005 + Penalty 3422.532358 = -4342309.861648 nChanged 988 SP:Iteration 10Q (244.040171 sec): 3 clusters Score: Raw -4346142.997101 + Penalty 3422.532358 = -4342720.464743 nChanged 780 SP:Iteration 11Q (244.149964 sec): 3 clusters Score: Raw -4346411.047807 + Penalty 3422.532358 = -4342988.515449 nChanged 562 SP:Iteration 12Q (244.263998 sec): 3 clusters Score: Raw -4346575.611589 + Penalty 3422.532358 = -4343153.079231 nChanged 463 SP:Iteration 13Q (244.377438 sec): 3 clusters Score: Raw -4346702.070437 + Penalty 3422.532358 = -4343279.538080 nChanged 419 SP:Iteration 14Q (244.487901 sec): 3 clusters Score: Raw -4346794.212986 + Penalty 3422.532358 = -4343371.680629 nChanged 367 SP:Iteration 15Q (244.584412 sec): 3 clusters Score: Raw -4346863.681941 + Penalty 3422.532358 = -4343441.149583 nChanged 279 SP:Iteration 16Q (244.691888 sec): 3 clusters Score: Raw -4346910.680983 + Penalty 3422.532358 = -4343488.148625 nChanged 240 SP:Iteration 17Q (244.799297 sec): 3 clusters Score: Raw -4346947.176366 + Penalty 3422.532358 = -4343524.644008 nChanged 200 SP:Iteration 18Q (244.903364 sec): 3 clusters Score: Raw -4346972.057479 + Penalty 3422.532358 = -4343549.525122 nChanged 158 SP:Iteration 19Q (245.009307 sec): 3 clusters Score: Raw -4346988.219329 + Penalty 3422.532358 = -4343565.686971 nChanged 118 SP:Iteration 20F (245.127997 sec): 3 clusters Score: Raw -4346995.992262 + Penalty 3422.532358 = -4343573.459905 nChanged 80 SP:Iteration 21Q (245.231630 sec): 3 clusters Score: Raw -4347000.489191 + Penalty 3422.532358 = -4343577.956834 nChanged 57 SP:Iteration 22Q (245.339172 sec): 3 clusters Score: Raw -4347003.394921 + Penalty 3422.532358 = -4343580.862564 nChanged 47 SP:Iteration 23Q (245.455909 sec): 3 clusters Score: Raw -4347005.382449 + Penalty 3422.532358 = -4343582.850092 nChanged 39 SP:Iteration 24Q (245.570441 sec): 3 clusters Score: Raw -4347007.139931 + Penalty 3422.532358 = -4343584.607573 nChanged 33 SP:Iteration 25Q (245.677415 sec): 3 clusters Score: Raw -4347008.893950 + Penalty 3422.532358 = -4343586.361593 nChanged 26 SP:Iteration 26Q (245.786597 sec): 3 clusters Score: Raw -4347010.181816 + Penalty 3422.532358 = -4343587.649458 nChanged 32 SP:Iteration 27Q (245.893247 sec): 3 clusters Score: Raw -4347011.996370 + Penalty 3422.532358 = -4343589.464013 nChanged 39 SP:Iteration 28Q (245.996931 sec): 3 clusters Score: Raw -4347013.928197 + Penalty 3422.532358 = -4343591.395839 nChanged 42 SP:Iteration 29Q (246.111089 sec): 3 clusters Score: Raw -4347015.717599 + Penalty 3422.532358 = -4343593.185241 nChanged 30 SP:Iteration 30Q (246.220841 sec): 3 clusters Score: Raw -4347016.743710 + Penalty 3422.532358 = -4343594.211352 nChanged 20 SP:Iteration 31Q (246.337130 sec): 3 clusters Score: Raw -4347017.727505 + Penalty 3422.532358 = -4343595.195148 nChanged 18 SP:Iteration 32Q (246.445510 sec): 3 clusters Score: Raw -4347018.821313 + Penalty 3422.532358 = -4343596.288955 nChanged 20 SP:Iteration 33Q (246.559097 sec): 3 clusters Score: Raw -4347019.434441 + Penalty 3422.532358 = -4343596.902084 nChanged 16 SP:Iteration 34Q (246.667119 sec): 3 clusters Score: Raw -4347020.156982 + Penalty 3422.532358 = -4343597.624624 nChanged 22 SP:Iteration 35Q (246.767050 sec): 3 clusters Score: Raw -4347021.168619 + Penalty 3422.532358 = -4343598.636261 nChanged 23 SP:Iteration 36Q (246.872120 sec): 3 clusters Score: Raw -4347022.151987 + Penalty 3422.532358 = -4343599.619629 nChanged 22 SP:Iteration 37Q (246.989831 sec): 3 clusters Score: Raw -4347022.910748 + Penalty 3422.532358 = -4343600.378391 nChanged 15 SP:Iteration 38Q (247.102145 sec): 3 clusters Score: Raw -4347023.575124 + Penalty 3422.532358 = -4343601.042767 nChanged 18 SP:Iteration 39Q (247.212904 sec): 3 clusters Score: Raw -4347024.308106 + Penalty 3422.532358 = -4343601.775749 nChanged 20 SP:Iteration 40F (247.318965 sec): 3 clusters Score: Raw -4347025.158142 + Penalty 3422.532358 = -4343602.625784 nChanged 17 SP:Iteration 41Q (247.428121 sec): 3 clusters Score: Raw -4347025.977708 + Penalty 3422.532358 = -4343603.445350 nChanged 23 SP:Iteration 42Q (247.541690 sec): 3 clusters Score: Raw -4347026.813811 + Penalty 3422.532358 = -4343604.281453 nChanged 13 SP:Iteration 43Q (247.652094 sec): 3 clusters Score: Raw -4347027.188898 + Penalty 3422.532358 = -4343604.656541 nChanged 11 SP:Iteration 44Q (247.754159 sec): 3 clusters Score: Raw -4347027.483924 + Penalty 3422.532358 = -4343604.951567 nChanged 8 SP:Iteration 45Q (247.865390 sec): 3 clusters Score: Raw -4347027.755656 + Penalty 3422.532358 = -4343605.223299 nChanged 9 SP:Iteration 46Q (247.964726 sec): 3 clusters Score: Raw -4347028.216078 + Penalty 3422.532358 = -4343605.683721 nChanged 14 SP:Iteration 47Q (248.073778 sec): 3 clusters Score: Raw -4347028.998731 + Penalty 3422.532358 = -4343606.466373 nChanged 23 SP:Iteration 48Q (248.188917 sec): 3 clusters Score: Raw -4347029.927919 + Penalty 3422.532358 = -4343607.395562 nChanged 12 SP:Iteration 49Q (248.302243 sec): 3 clusters Score: Raw -4347030.340106 + Penalty 3422.532358 = -4343607.807749 nChanged 12 SP:Iteration 50Q (248.411200 sec): 3 clusters Score: Raw -4347030.873259 + Penalty 3422.532358 = -4343608.340901 nChanged 14 SP:Iteration 51Q (248.532266 sec): 3 clusters Score: Raw -4347031.513758 + Penalty 3422.532358 = -4343608.981401 nChanged 17 SP:Iteration 52Q (248.645357 sec): 3 clusters Score: Raw -4347032.202915 + Penalty 3422.532358 = -4343609.670557 nChanged 15 SP:Iteration 53Q (248.750066 sec): 3 clusters Score: Raw -4347032.819784 + Penalty 3422.532358 = -4343610.287426 nChanged 15 SP:Iteration 54Q (248.862558 sec): 3 clusters Score: Raw -4347033.327716 + Penalty 3422.532358 = -4343610.795359 nChanged 11 SP:Iteration 55Q (248.970862 sec): 3 clusters Score: Raw -4347033.780465 + Penalty 3422.532358 = -4343611.248107 nChanged 9 SP:Iteration 56Q (249.075907 sec): 3 clusters Score: Raw -4347034.000888 + Penalty 3422.532358 = -4343611.468530 nChanged 7 SP:Iteration 57Q (249.170502 sec): 3 clusters Score: Raw -4347034.235775 + Penalty 3422.532358 = -4343611.703418 nChanged 12 SP:Iteration 58Q (249.294071 sec): 3 clusters Score: Raw -4347034.533889 + Penalty 3422.532358 = -4343612.001532 nChanged 14 SP:Iteration 59Q (249.398561 sec): 3 clusters Score: Raw -4347034.933622 + Penalty 3422.532358 = -4343612.401264 nChanged 9 SP:Iteration 60F (249.509203 sec): 3 clusters Score: Raw -4347035.204118 + Penalty 3422.532358 = -4343612.671760 nChanged 15 SP:Iteration 61Q (249.622354 sec): 3 clusters Score: Raw -4347035.639786 + Penalty 3422.532358 = -4343613.107428 nChanged 15 SP:Iteration 62Q (249.723509 sec): 3 clusters Score: Raw -4347036.117559 + Penalty 3422.532358 = -4343613.585201 nChanged 10 SP:Iteration 63Q (249.843241 sec): 3 clusters Score: Raw -4347036.428648 + Penalty 3422.532358 = -4343613.896290 nChanged 16 SP:Iteration 64Q (249.948220 sec): 3 clusters Score: Raw -4347037.065613 + Penalty 3422.532358 = -4343614.533256 nChanged 18 SP:Iteration 65Q (250.052393 sec): 3 clusters Score: Raw -4347037.818304 + Penalty 3422.532358 = -4343615.285946 nChanged 14 SP:Iteration 66Q (250.170844 sec): 3 clusters Score: Raw -4347038.249142 + Penalty 3422.532358 = -4343615.716785 nChanged 14 SP:Iteration 67Q (250.263182 sec): 3 clusters Score: Raw -4347038.714238 + Penalty 3422.532358 = -4343616.181881 nChanged 16 SP:Iteration 68Q (250.366425 sec): 3 clusters Score: Raw -4347039.340725 + Penalty 3422.532358 = -4343616.808367 nChanged 14 SP:Iteration 69Q (250.480046 sec): 3 clusters Score: Raw -4347039.845223 + Penalty 3422.532358 = -4343617.312865 nChanged 16 SP:Iteration 70Q (250.584307 sec): 3 clusters Score: Raw -4347040.507580 + Penalty 3422.532358 = -4343617.975222 nChanged 15 SP:Iteration 71Q (250.699924 sec): 3 clusters Score: Raw -4347041.128264 + Penalty 3422.532358 = -4343618.595907 nChanged 14 SP:Iteration 72Q (250.809869 sec): 3 clusters Score: Raw -4347041.767296 + Penalty 3422.532358 = -4343619.234939 nChanged 27 SP:Iteration 73Q (250.917760 sec): 3 clusters Score: Raw -4347042.899203 + Penalty 3422.532358 = -4343620.366845 nChanged 34 SP:Iteration 74Q (251.024591 sec): 3 clusters Score: Raw -4347044.761575 + Penalty 3422.532358 = -4343622.229217 nChanged 41 SP:Iteration 75Q (251.132539 sec): 3 clusters Score: Raw -4347047.079893 + Penalty 3422.532358 = -4343624.547536 nChanged 36 SP:Iteration 76Q (251.242642 sec): 3 clusters Score: Raw -4347049.041673 + Penalty 3422.532358 = -4343626.509316 nChanged 34 SP:Iteration 77Q (251.353217 sec): 3 clusters Score: Raw -4347050.420572 + Penalty 3422.532358 = -4343627.888215 nChanged 28 SP:Iteration 78Q (251.461347 sec): 3 clusters Score: Raw -4347051.459829 + Penalty 3422.532358 = -4343628.927471 nChanged 20 SP:Iteration 79Q (251.571852 sec): 3 clusters Score: Raw -4347052.275196 + Penalty 3422.532358 = -4343629.742839 nChanged 19 SP:Iteration 80F (251.662067 sec): 3 clusters Score: Raw -4347053.273491 + Penalty 3422.532358 = -4343630.741133 nChanged 22 SP:Iteration 81Q (251.775670 sec): 3 clusters Score: Raw -4347054.259636 + Penalty 3422.532358 = -4343631.727279 nChanged 20 SP:Iteration 82Q (251.871782 sec): 3 clusters Score: Raw -4347055.041873 + Penalty 3422.532358 = -4343632.509515 nChanged 20 SP:Iteration 83Q (251.989212 sec): 3 clusters Score: Raw -4347055.940689 + Penalty 3422.532358 = -4343633.408332 nChanged 22 SP:Iteration 84Q (252.098141 sec): 3 clusters Score: Raw -4347056.894502 + Penalty 3422.532358 = -4343634.362145 nChanged 21 SP:Iteration 85Q (252.207206 sec): 3 clusters Score: Raw -4347057.772366 + Penalty 3422.532358 = -4343635.240009 nChanged 15 SP:Iteration 86Q (252.317354 sec): 3 clusters Score: Raw -4347058.296821 + Penalty 3422.532358 = -4343635.764463 nChanged 14 SP:Iteration 87Q (252.421283 sec): 3 clusters Score: Raw -4347058.797207 + Penalty 3422.532358 = -4343636.264850 nChanged 14 SP:Iteration 88Q (252.530217 sec): 3 clusters Score: Raw -4347059.152758 + Penalty 3422.532358 = -4343636.620400 nChanged 12 SP:Iteration 89Q (252.642837 sec): 3 clusters Score: Raw -4347059.480366 + Penalty 3422.532358 = -4343636.948009 nChanged 11 SP:Iteration 90Q (252.747481 sec): 3 clusters Score: Raw -4347059.779886 + Penalty 3422.532358 = -4343637.247529 nChanged 9 SP:Iteration 91Q (252.858554 sec): 3 clusters Score: Raw -4347060.062071 + Penalty 3422.532358 = -4343637.529713 nChanged 9 SP:Iteration 92Q (252.967349 sec): 3 clusters Score: Raw -4347060.307358 + Penalty 3422.532358 = -4343637.775001 nChanged 5 SP:Iteration 93Q (253.080055 sec): 3 clusters Score: Raw -4347060.416121 + Penalty 3422.532358 = -4343637.883763 nChanged 3 SP:Iteration 94Q (253.186991 sec): 3 clusters Score: Raw -4347060.469529 + Penalty 3422.532358 = -4343637.937171 nChanged 2 SP:Iteration 95Q (253.288733 sec): 3 clusters Score: Raw -4347060.563289 + Penalty 3422.532358 = -4343638.030932 nChanged 9 SP:Iteration 96Q (253.399042 sec): 3 clusters Score: Raw -4347060.961606 + Penalty 3422.532358 = -4343638.429248 nChanged 14 SP:Iteration 97Q (253.509859 sec): 3 clusters Score: Raw -4347061.420004 + Penalty 3422.532358 = -4343638.887646 nChanged 13 SP:Iteration 98Q (253.616520 sec): 3 clusters Score: Raw -4347061.881155 + Penalty 3422.532358 = -4343639.348798 nChanged 9 SP:Iteration 99Q (253.720522 sec): 3 clusters Score: Raw -4347062.122797 + Penalty 3422.532358 = -4343639.590440 nChanged 10 SP:Iteration 100F (253.827669 sec): 3 clusters Score: Raw -4347062.530907 + Penalty 3422.532358 = -4343639.998549 nChanged 16 SP:Iteration 101Q (253.932894 sec): 3 clusters Score: Raw -4347063.261149 + Penalty 3422.532358 = -4343640.728792 nChanged 23 SP:Iteration 102Q (254.027054 sec): 3 clusters Score: Raw -4347064.175407 + Penalty 3422.532358 = -4343641.643049 nChanged 20 SP:Iteration 103Q (254.141092 sec): 3 clusters Score: Raw -4347064.892726 + Penalty 3422.532358 = -4343642.360369 nChanged 17 SP:Iteration 104Q (254.244594 sec): 3 clusters Score: Raw -4347065.647584 + Penalty 3422.532358 = -4343643.115227 nChanged 20 SP:Iteration 105Q (254.344007 sec): 3 clusters Score: Raw -4347066.599764 + Penalty 3422.532358 = -4343644.067406 nChanged 20 SP:Iteration 106Q (254.454267 sec): 3 clusters Score: Raw -4347067.491498 + Penalty 3422.532358 = -4343644.959140 nChanged 21 SP:Iteration 107Q (254.556096 sec): 3 clusters Score: Raw -4347068.529331 + Penalty 3422.532358 = -4343645.996974 nChanged 17 SP:Iteration 108Q (254.663297 sec): 3 clusters Score: Raw -4347069.102776 + Penalty 3422.532358 = -4343646.570419 nChanged 16 SP:Iteration 109Q (254.779379 sec): 3 clusters Score: Raw -4347069.637448 + Penalty 3422.532358 = -4343647.105091 nChanged 12 SP:Iteration 110Q (254.884927 sec): 3 clusters Score: Raw -4347070.065957 + Penalty 3422.532358 = -4343647.533599 nChanged 12 SP:Iteration 111Q (254.993711 sec): 3 clusters Score: Raw -4347070.336196 + Penalty 3422.532358 = -4343647.803838 nChanged 7 SP:Iteration 112Q (255.104348 sec): 3 clusters Score: Raw -4347070.487058 + Penalty 3422.532358 = -4343647.954700 nChanged 3 SP:Iteration 113Q (255.216582 sec): 3 clusters Score: Raw -4347070.563394 + Penalty 3422.532358 = -4343648.031036 nChanged 4 SP:Iteration 114Q (255.324551 sec): 3 clusters Score: Raw -4347070.682100 + Penalty 3422.532358 = -4343648.149742 nChanged 5 SP:Iteration 115Q (255.420604 sec): 3 clusters Score: Raw -4347070.770247 + Penalty 3422.532358 = -4343648.237889 nChanged 1 SP:Iteration 116Q (255.531364 sec): 3 clusters Score: Raw -4347070.792779 + Penalty 3422.532358 = -4343648.260421 nChanged 1 SP:Iteration 117Q (255.636532 sec): 3 clusters Score: Raw -4347070.812473 + Penalty 3422.532358 = -4343648.280115 nChanged 3 SP:Iteration 118Q (255.746196 sec): 3 clusters Score: Raw -4347070.872233 + Penalty 3422.532358 = -4343648.339876 nChanged 1 SP:Iteration 119Q (255.850130 sec): 3 clusters Score: Raw -4347070.887351 + Penalty 3422.532358 = -4343648.354993 nChanged 2 SP:Iteration 120F (255.951091 sec): 3 clusters Score: Raw -4347070.932643 + Penalty 3422.532358 = -4343648.400286 nChanged 0 Trying to split cluster 7 (30229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.016544 sec): 2 clusters Score: Raw -3462815.752456 + Penalty 1676.440514 = -3461139.311942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.118993 sec): 3 clusters Score: Raw -3444191.728058 + Penalty 3352.881027 = -3440838.847030 nChanged 13786 SP:Iteration 1F (256.208437 sec): 3 clusters Score: Raw -3452019.139971 + Penalty 3352.881027 = -3448666.258944 nChanged 1402 SP:Iteration 2Q (256.306329 sec): 3 clusters Score: Raw -3452510.655743 + Penalty 3352.881027 = -3449157.774716 nChanged 1362 SP:Iteration 3Q (256.411036 sec): 3 clusters Score: Raw -3453100.155841 + Penalty 3352.881027 = -3449747.274814 nChanged 1540 SP:Iteration 4F (256.506362 sec): 3 clusters Score: Raw -3453903.810480 + Penalty 3352.881027 = -3450550.929452 nChanged 1647 SP:Iteration 5F (256.585494 sec): 3 clusters Score: Raw -3454859.419797 + Penalty 3352.881027 = -3451506.538769 nChanged 1726 SP:Iteration 6F (256.690625 sec): 3 clusters Score: Raw -3455981.036225 + Penalty 3352.881027 = -3452628.155197 nChanged 1785 SP:Iteration 7F (256.787640 sec): 3 clusters Score: Raw -3457231.323915 + Penalty 3352.881027 = -3453878.442888 nChanged 1705 SP:Iteration 8F (256.877447 sec): 3 clusters Score: Raw -3458351.621805 + Penalty 3352.881027 = -3454998.740778 nChanged 1503 SP:Iteration 9Q (256.978964 sec): 3 clusters Score: Raw -3459167.807266 + Penalty 3352.881027 = -3455814.926239 nChanged 1219 SP:Iteration 10Q (257.079310 sec): 3 clusters Score: Raw -3459693.374389 + Penalty 3352.881027 = -3456340.493362 nChanged 866 SP:Iteration 11Q (257.166472 sec): 3 clusters Score: Raw -3459990.646622 + Penalty 3352.881027 = -3456637.765595 nChanged 668 SP:Iteration 12Q (257.276608 sec): 3 clusters Score: Raw -3460228.960534 + Penalty 3352.881027 = -3456876.079506 nChanged 612 SP:Iteration 13Q (257.374593 sec): 3 clusters Score: Raw -3460470.850557 + Penalty 3352.881027 = -3457117.969529 nChanged 579 SP:Iteration 14Q (257.472650 sec): 3 clusters Score: Raw -3460733.994008 + Penalty 3352.881027 = -3457381.112981 nChanged 563 SP:Iteration 15Q (257.568534 sec): 3 clusters Score: Raw -3461026.520907 + Penalty 3352.881027 = -3457673.639880 nChanged 599 SP:Iteration 16Q (257.665378 sec): 3 clusters Score: Raw -3461378.302032 + Penalty 3352.881027 = -3458025.421005 nChanged 623 SP:Iteration 17Q (257.768352 sec): 3 clusters Score: Raw -3461759.614857 + Penalty 3352.881027 = -3458406.733830 nChanged 604 SP:Iteration 18Q (257.854347 sec): 3 clusters Score: Raw -3462156.941427 + Penalty 3352.881027 = -3458804.060399 nChanged 588 SP:Iteration 19Q (257.954596 sec): 3 clusters Score: Raw -3462543.275722 + Penalty 3352.881027 = -3459190.394694 nChanged 576 SP:Iteration 20F (258.040944 sec): 3 clusters Score: Raw -3462872.527301 + Penalty 3352.881027 = -3459519.646273 nChanged 510 SP:Iteration 21Q (258.145807 sec): 3 clusters Score: Raw -3463135.807252 + Penalty 3352.881027 = -3459782.926225 nChanged 468 SP:Iteration 22Q (258.236161 sec): 3 clusters Score: Raw -3463353.143561 + Penalty 3352.881027 = -3460000.262533 nChanged 425 SP:Iteration 23Q (258.332898 sec): 3 clusters Score: Raw -3463539.108622 + Penalty 3352.881027 = -3460186.227595 nChanged 397 SP:Iteration 24Q (258.431828 sec): 3 clusters Score: Raw -3463701.430482 + Penalty 3352.881027 = -3460348.549455 nChanged 372 SP:Iteration 25Q (258.526529 sec): 3 clusters Score: Raw -3463832.838932 + Penalty 3352.881027 = -3460479.957904 nChanged 323 SP:Iteration 26Q (258.619945 sec): 3 clusters Score: Raw -3463934.139323 + Penalty 3352.881027 = -3460581.258295 nChanged 281 SP:Iteration 27Q (258.725487 sec): 3 clusters Score: Raw -3464031.126588 + Penalty 3352.881027 = -3460678.245560 nChanged 264 SP:Iteration 28Q (258.820069 sec): 3 clusters Score: Raw -3464105.214918 + Penalty 3352.881027 = -3460752.333891 nChanged 244 SP:Iteration 29Q (258.917970 sec): 3 clusters Score: Raw -3464173.083437 + Penalty 3352.881027 = -3460820.202409 nChanged 227 SP:Iteration 30Q (259.016187 sec): 3 clusters Score: Raw -3464234.544703 + Penalty 3352.881027 = -3460881.663676 nChanged 208 SP:Iteration 31Q (259.110489 sec): 3 clusters Score: Raw -3464289.038133 + Penalty 3352.881027 = -3460936.157106 nChanged 194 SP:Iteration 32Q (259.205291 sec): 3 clusters Score: Raw -3464334.434483 + Penalty 3352.881027 = -3460981.553456 nChanged 179 SP:Iteration 33Q (259.287534 sec): 3 clusters Score: Raw -3464378.877826 + Penalty 3352.881027 = -3461025.996799 nChanged 159 SP:Iteration 34Q (259.394809 sec): 3 clusters Score: Raw -3464410.863098 + Penalty 3352.881027 = -3461057.982070 nChanged 140 SP:Iteration 35Q (259.484100 sec): 3 clusters Score: Raw -3464437.536180 + Penalty 3352.881027 = -3461084.655152 nChanged 128 SP:Iteration 36Q (259.576169 sec): 3 clusters Score: Raw -3464463.056051 + Penalty 3352.881027 = -3461110.175023 nChanged 124 SP:Iteration 37Q (259.662044 sec): 3 clusters Score: Raw -3464484.714550 + Penalty 3352.881027 = -3461131.833523 nChanged 119 SP:Iteration 38Q (259.761115 sec): 3 clusters Score: Raw -3464505.747504 + Penalty 3352.881027 = -3461152.866477 nChanged 109 SP:Iteration 39Q (259.856587 sec): 3 clusters Score: Raw -3464521.624086 + Penalty 3352.881027 = -3461168.743059 nChanged 93 SP:Iteration 40F (259.955176 sec): 3 clusters Score: Raw -3464535.176724 + Penalty 3352.881027 = -3461182.295697 nChanged 89 SP:Iteration 41Q (260.048096 sec): 3 clusters Score: Raw -3464547.167006 + Penalty 3352.881027 = -3461194.285978 nChanged 86 SP:Iteration 42Q (260.145427 sec): 3 clusters Score: Raw -3464558.827034 + Penalty 3352.881027 = -3461205.946007 nChanged 73 SP:Iteration 43Q (260.241425 sec): 3 clusters Score: Raw -3464567.766157 + Penalty 3352.881027 = -3461214.885129 nChanged 58 SP:Iteration 44Q (260.331118 sec): 3 clusters Score: Raw -3464573.781736 + Penalty 3352.881027 = -3461220.900709 nChanged 48 SP:Iteration 45Q (260.419847 sec): 3 clusters Score: Raw -3464578.162819 + Penalty 3352.881027 = -3461225.281792 nChanged 44 SP:Iteration 46Q (260.509443 sec): 3 clusters Score: Raw -3464581.743383 + Penalty 3352.881027 = -3461228.862356 nChanged 29 SP:Iteration 47Q (260.600931 sec): 3 clusters Score: Raw -3464584.243475 + Penalty 3352.881027 = -3461231.362448 nChanged 31 SP:Iteration 48Q (260.694881 sec): 3 clusters Score: Raw -3464586.848897 + Penalty 3352.881027 = -3461233.967870 nChanged 22 SP:Iteration 49Q (260.786474 sec): 3 clusters Score: Raw -3464588.516466 + Penalty 3352.881027 = -3461235.635439 nChanged 17 SP:Iteration 50Q (260.877947 sec): 3 clusters Score: Raw -3464589.678424 + Penalty 3352.881027 = -3461236.797397 nChanged 12 SP:Iteration 51Q (260.965159 sec): 3 clusters Score: Raw -3464590.488442 + Penalty 3352.881027 = -3461237.607414 nChanged 15 SP:Iteration 52Q (261.052309 sec): 3 clusters Score: Raw -3464591.697208 + Penalty 3352.881027 = -3461238.816180 nChanged 19 SP:Iteration 53Q (261.146380 sec): 3 clusters Score: Raw -3464593.272123 + Penalty 3352.881027 = -3461240.391095 nChanged 21 SP:Iteration 54Q (261.236220 sec): 3 clusters Score: Raw -3464595.097562 + Penalty 3352.881027 = -3461242.216534 nChanged 18 SP:Iteration 55Q (261.324218 sec): 3 clusters Score: Raw -3464596.354555 + Penalty 3352.881027 = -3461243.473528 nChanged 17 SP:Iteration 56Q (261.408136 sec): 3 clusters Score: Raw -3464597.656898 + Penalty 3352.881027 = -3461244.775870 nChanged 20 SP:Iteration 57Q (261.501117 sec): 3 clusters Score: Raw -3464599.066995 + Penalty 3352.881027 = -3461246.185967 nChanged 24 SP:Iteration 58Q (261.581554 sec): 3 clusters Score: Raw -3464600.664519 + Penalty 3352.881027 = -3461247.783492 nChanged 20 SP:Iteration 59Q (261.684891 sec): 3 clusters Score: Raw -3464601.747321 + Penalty 3352.881027 = -3461248.866293 nChanged 9 SP:Iteration 60F (261.783696 sec): 3 clusters Score: Raw -3464602.308788 + Penalty 3352.881027 = -3461249.427760 nChanged 10 SP:Iteration 61Q (261.869517 sec): 3 clusters Score: Raw -3464602.772938 + Penalty 3352.881027 = -3461249.891911 nChanged 6 SP:Iteration 62Q (261.951877 sec): 3 clusters Score: Raw -3464603.128321 + Penalty 3352.881027 = -3461250.247294 nChanged 7 SP:Iteration 63Q (262.054327 sec): 3 clusters Score: Raw -3464603.626344 + Penalty 3352.881027 = -3461250.745316 nChanged 7 SP:Iteration 64Q (262.146409 sec): 3 clusters Score: Raw -3464603.989193 + Penalty 3352.881027 = -3461251.108166 nChanged 4 SP:Iteration 65Q (262.235945 sec): 3 clusters Score: Raw -3464604.220922 + Penalty 3352.881027 = -3461251.339895 nChanged 2 SP:Iteration 66Q (262.328411 sec): 3 clusters Score: Raw -3464604.489280 + Penalty 3352.881027 = -3461251.608252 nChanged 4 SP:Iteration 67Q (262.422408 sec): 3 clusters Score: Raw -3464604.823535 + Penalty 3352.881027 = -3461251.942508 nChanged 3 SP:Iteration 68Q (262.496986 sec): 3 clusters Score: Raw -3464605.052769 + Penalty 3352.881027 = -3461252.171742 nChanged 4 SP:Iteration 69Q (262.593971 sec): 3 clusters Score: Raw -3464605.355015 + Penalty 3352.881027 = -3461252.473988 nChanged 5 SP:Iteration 70Q (262.684329 sec): 3 clusters Score: Raw -3464605.636090 + Penalty 3352.881027 = -3461252.755063 nChanged 4 SP:Iteration 71Q (262.773595 sec): 3 clusters Score: Raw -3464605.749249 + Penalty 3352.881027 = -3461252.868222 nChanged 3 SP:Iteration 72Q (262.852465 sec): 3 clusters Score: Raw -3464605.869853 + Penalty 3352.881027 = -3461252.988826 nChanged 2 SP:Iteration 73Q (262.956955 sec): 3 clusters Score: Raw -3464605.915435 + Penalty 3352.881027 = -3461253.034408 nChanged 1 SP:Iteration 74Q (263.050423 sec): 3 clusters Score: Raw -3464605.962699 + Penalty 3352.881027 = -3461253.081672 nChanged 1 SP:Iteration 75Q (263.138369 sec): 3 clusters Score: Raw -3464605.994554 + Penalty 3352.881027 = -3461253.113527 nChanged 0 SP:Iteration 76F (263.228852 sec): 3 clusters Score: Raw -3464605.994554 + Penalty 3352.881027 = -3461253.113527 nChanged 0 Score: Raw -22416028.394395 + Penalty 33719.828128 = -22382308.566267 Splitting cluster 7 changes total score from -22382499.127984 to -22382308.566267 So it's not getting split. Trying to split cluster 8 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (265.684001 sec): 2 clusters Score: Raw -155777.284087 + Penalty 1160.837860 = -154616.446226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (265.738710 sec): 3 clusters Score: Raw -155300.959953 + Penalty 2321.675721 = -152979.284232 nChanged 388 SP:Iteration 1F (265.768805 sec): 3 clusters Score: Raw -155584.428060 + Penalty 2321.675721 = -153262.752339 nChanged 95 SP:Iteration 2F (265.818695 sec): 3 clusters Score: Raw -155685.255039 + Penalty 2321.675721 = -153363.579318 nChanged 70 SP:Iteration 3F (265.863516 sec): 3 clusters Score: Raw -155759.696386 + Penalty 2321.675721 = -153438.020665 nChanged 46 SP:Iteration 4Q (265.920804 sec): 3 clusters Score: Raw -155818.325389 + Penalty 2321.675721 = -153496.649668 nChanged 39 SP:Iteration 5Q (265.953360 sec): 3 clusters Score: Raw -155867.639921 + Penalty 2321.675721 = -153545.964200 nChanged 32 SP:Iteration 6Q (266.001774 sec): 3 clusters Score: Raw -155901.199538 + Penalty 2321.675721 = -153579.523818 nChanged 23 SP:Iteration 7Q (266.047836 sec): 3 clusters Score: Raw -155929.972021 + Penalty 2321.675721 = -153608.296300 nChanged 36 SP:Iteration 8Q (266.084929 sec): 3 clusters Score: Raw -155963.272831 + Penalty 2321.675721 = -153641.597110 nChanged 31 SP:Iteration 9Q (266.127551 sec): 3 clusters Score: Raw -155997.029346 + Penalty 2321.675721 = -153675.353625 nChanged 29 SP:Iteration 10Q (266.177091 sec): 3 clusters Score: Raw -156043.411775 + Penalty 2321.675721 = -153721.736054 nChanged 35 SP:Iteration 11Q (266.233956 sec): 3 clusters Score: Raw -156080.791961 + Penalty 2321.675721 = -153759.116240 nChanged 31 SP:Iteration 12Q (266.278264 sec): 3 clusters Score: Raw -156106.251153 + Penalty 2321.675721 = -153784.575432 nChanged 17 SP:Iteration 13Q (266.313921 sec): 3 clusters Score: Raw -156124.564447 + Penalty 2321.675721 = -153802.888726 nChanged 16 SP:Iteration 14Q (266.362902 sec): 3 clusters Score: Raw -156139.525414 + Penalty 2321.675721 = -153817.849693 nChanged 12 SP:Iteration 15Q (266.401873 sec): 3 clusters Score: Raw -156150.580849 + Penalty 2321.675721 = -153828.905128 nChanged 11 SP:Iteration 16Q (266.434132 sec): 3 clusters Score: Raw -156159.677759 + Penalty 2321.675721 = -153838.002039 nChanged 8 SP:Iteration 17Q (266.489327 sec): 3 clusters Score: Raw -156170.548702 + Penalty 2321.675721 = -153848.872981 nChanged 6 SP:Iteration 18Q (266.534423 sec): 3 clusters Score: Raw -156179.223748 + Penalty 2321.675721 = -153857.548027 nChanged 12 SP:Iteration 19Q (266.575264 sec): 3 clusters Score: Raw -156192.099606 + Penalty 2321.675721 = -153870.423885 nChanged 11 SP:Iteration 20F (266.625260 sec): 3 clusters Score: Raw -156199.265513 + Penalty 2321.675721 = -153877.589792 nChanged 2 SP:Iteration 21Q (266.670236 sec): 3 clusters Score: Raw -156202.776157 + Penalty 2321.675721 = -153881.100436 nChanged 5 SP:Iteration 22Q (266.713599 sec): 3 clusters Score: Raw -156207.254080 + Penalty 2321.675721 = -153885.578359 nChanged 5 SP:Iteration 23Q (266.757958 sec): 3 clusters Score: Raw -156210.122149 + Penalty 2321.675721 = -153888.446428 nChanged 5 SP:Iteration 24Q (266.801230 sec): 3 clusters Score: Raw -156215.158896 + Penalty 2321.675721 = -153893.483175 nChanged 6 SP:Iteration 25Q (266.855822 sec): 3 clusters Score: Raw -156221.971982 + Penalty 2321.675721 = -153900.296261 nChanged 7 SP:Iteration 26Q (266.891217 sec): 3 clusters Score: Raw -156232.913591 + Penalty 2321.675721 = -153911.237870 nChanged 5 SP:Iteration 27Q (266.939350 sec): 3 clusters Score: Raw -156235.598634 + Penalty 2321.675721 = -153913.922913 nChanged 1 SP:Iteration 28Q (266.988750 sec): 3 clusters Score: Raw -156237.019141 + Penalty 2321.675721 = -153915.343420 nChanged 1 SP:Iteration 29Q (267.036574 sec): 3 clusters Score: Raw -156238.601252 + Penalty 2321.675721 = -153916.925531 nChanged 1 SP:Iteration 30Q (267.080737 sec): 3 clusters Score: Raw -156238.875166 + Penalty 2321.675721 = -153917.199445 nChanged 0 SP:Iteration 31F (267.123705 sec): 3 clusters Score: Raw -156238.875166 + Penalty 2321.675721 = -153917.199445 nChanged 0 Trying to split cluster 9 (17461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (267.159889 sec): 2 clusters Score: Raw -1950858.731432 + Penalty 1587.255329 = -1949271.476103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (267.245027 sec): 3 clusters Score: Raw -1940522.612494 + Penalty 3174.510658 = -1937348.101836 nChanged 7878 SP:Iteration 1F (267.316829 sec): 3 clusters Score: Raw -1944761.182084 + Penalty 3174.510658 = -1941586.671426 nChanged 962 SP:Iteration 2F (267.379438 sec): 3 clusters Score: Raw -1945181.679810 + Penalty 3174.510658 = -1942007.169152 nChanged 878 SP:Iteration 3F (267.466284 sec): 3 clusters Score: Raw -1945604.158114 + Penalty 3174.510658 = -1942429.647456 nChanged 892 SP:Iteration 4F (267.529695 sec): 3 clusters Score: Raw -1946129.512978 + Penalty 3174.510658 = -1942955.002320 nChanged 1016 SP:Iteration 5F (267.604467 sec): 3 clusters Score: Raw -1946768.473067 + Penalty 3174.510658 = -1943593.962409 nChanged 1023 SP:Iteration 6F (267.682808 sec): 3 clusters Score: Raw -1947447.714677 + Penalty 3174.510658 = -1944273.204019 nChanged 1033 SP:Iteration 7F (267.762965 sec): 3 clusters Score: Raw -1948150.350823 + Penalty 3174.510658 = -1944975.840165 nChanged 944 SP:Iteration 8F (267.846023 sec): 3 clusters Score: Raw -1948819.701369 + Penalty 3174.510658 = -1945645.190711 nChanged 889 SP:Iteration 9F (267.923297 sec): 3 clusters Score: Raw -1949408.612970 + Penalty 3174.510658 = -1946234.102312 nChanged 762 SP:Iteration 10Q (268.001396 sec): 3 clusters Score: Raw -1949845.332954 + Penalty 3174.510658 = -1946670.822296 nChanged 552 SP:Iteration 11Q (268.078111 sec): 3 clusters Score: Raw -1950081.902064 + Penalty 3174.510658 = -1946907.391406 nChanged 436 SP:Iteration 12Q (268.158839 sec): 3 clusters Score: Raw -1950237.235789 + Penalty 3174.510658 = -1947062.725131 nChanged 290 SP:Iteration 13Q (268.224940 sec): 3 clusters Score: Raw -1950324.445142 + Penalty 3174.510658 = -1947149.934484 nChanged 237 SP:Iteration 14Q (268.308578 sec): 3 clusters Score: Raw -1950381.948537 + Penalty 3174.510658 = -1947207.437879 nChanged 190 SP:Iteration 15Q (268.384025 sec): 3 clusters Score: Raw -1950426.969956 + Penalty 3174.510658 = -1947252.459298 nChanged 157 SP:Iteration 16Q (268.456074 sec): 3 clusters Score: Raw -1950460.047796 + Penalty 3174.510658 = -1947285.537138 nChanged 135 SP:Iteration 17Q (268.524365 sec): 3 clusters Score: Raw -1950488.475404 + Penalty 3174.510658 = -1947313.964746 nChanged 129 SP:Iteration 18Q (268.607119 sec): 3 clusters Score: Raw -1950514.017317 + Penalty 3174.510658 = -1947339.506659 nChanged 111 SP:Iteration 19Q (268.689437 sec): 3 clusters Score: Raw -1950538.785797 + Penalty 3174.510658 = -1947364.275139 nChanged 123 SP:Iteration 20F (268.758692 sec): 3 clusters Score: Raw -1950563.262271 + Penalty 3174.510658 = -1947388.751613 nChanged 104 SP:Iteration 21Q (268.838159 sec): 3 clusters Score: Raw -1950582.863406 + Penalty 3174.510658 = -1947408.352748 nChanged 86 SP:Iteration 22Q (268.901910 sec): 3 clusters Score: Raw -1950593.448831 + Penalty 3174.510658 = -1947418.938173 nChanged 47 SP:Iteration 23Q (268.977461 sec): 3 clusters Score: Raw -1950600.119515 + Penalty 3174.510658 = -1947425.608857 nChanged 60 SP:Iteration 24Q (269.054874 sec): 3 clusters Score: Raw -1950608.595164 + Penalty 3174.510658 = -1947434.084506 nChanged 64 SP:Iteration 25Q (269.130940 sec): 3 clusters Score: Raw -1950618.856776 + Penalty 3174.510658 = -1947444.346118 nChanged 60 SP:Iteration 26Q (269.216478 sec): 3 clusters Score: Raw -1950627.093258 + Penalty 3174.510658 = -1947452.582600 nChanged 58 SP:Iteration 27Q (269.293871 sec): 3 clusters Score: Raw -1950634.397391 + Penalty 3174.510658 = -1947459.886733 nChanged 48 SP:Iteration 28Q (269.363849 sec): 3 clusters Score: Raw -1950639.549278 + Penalty 3174.510658 = -1947465.038620 nChanged 39 SP:Iteration 29Q (269.449113 sec): 3 clusters Score: Raw -1950643.480976 + Penalty 3174.510658 = -1947468.970318 nChanged 33 SP:Iteration 30Q (269.521994 sec): 3 clusters Score: Raw -1950647.481273 + Penalty 3174.510658 = -1947472.970615 nChanged 36 SP:Iteration 31Q (269.590373 sec): 3 clusters Score: Raw -1950653.229927 + Penalty 3174.510658 = -1947478.719269 nChanged 38 SP:Iteration 32Q (269.674585 sec): 3 clusters Score: Raw -1950657.074452 + Penalty 3174.510658 = -1947482.563794 nChanged 33 SP:Iteration 33Q (269.749981 sec): 3 clusters Score: Raw -1950660.397961 + Penalty 3174.510658 = -1947485.887303 nChanged 33 SP:Iteration 34Q (269.821778 sec): 3 clusters Score: Raw -1950664.251792 + Penalty 3174.510658 = -1947489.741134 nChanged 36 SP:Iteration 35Q (269.901308 sec): 3 clusters Score: Raw -1950669.079116 + Penalty 3174.510658 = -1947494.568458 nChanged 32 SP:Iteration 36Q (269.975738 sec): 3 clusters Score: Raw -1950673.225497 + Penalty 3174.510658 = -1947498.714839 nChanged 34 SP:Iteration 37Q (270.045369 sec): 3 clusters Score: Raw -1950677.586889 + Penalty 3174.510658 = -1947503.076231 nChanged 32 SP:Iteration 38Q (270.115255 sec): 3 clusters Score: Raw -1950681.631007 + Penalty 3174.510658 = -1947507.120349 nChanged 41 SP:Iteration 39Q (270.191534 sec): 3 clusters Score: Raw -1950685.580655 + Penalty 3174.510658 = -1947511.069997 nChanged 40 SP:Iteration 40F (270.276632 sec): 3 clusters Score: Raw -1950689.566274 + Penalty 3174.510658 = -1947515.055616 nChanged 33 SP:Iteration 41Q (270.341896 sec): 3 clusters Score: Raw -1950693.928925 + Penalty 3174.510658 = -1947519.418267 nChanged 34 SP:Iteration 42Q (270.423498 sec): 3 clusters Score: Raw -1950698.759681 + Penalty 3174.510658 = -1947524.249023 nChanged 42 SP:Iteration 43Q (270.504345 sec): 3 clusters Score: Raw -1950705.290097 + Penalty 3174.510658 = -1947530.779439 nChanged 35 SP:Iteration 44Q (270.569490 sec): 3 clusters Score: Raw -1950710.438730 + Penalty 3174.510658 = -1947535.928072 nChanged 50 SP:Iteration 45Q (270.656119 sec): 3 clusters Score: Raw -1950719.297183 + Penalty 3174.510658 = -1947544.786525 nChanged 54 SP:Iteration 46Q (270.732876 sec): 3 clusters Score: Raw -1950729.708680 + Penalty 3174.510658 = -1947555.198022 nChanged 60 SP:Iteration 47Q (270.808653 sec): 3 clusters Score: Raw -1950738.953618 + Penalty 3174.510658 = -1947564.442960 nChanged 47 SP:Iteration 48Q (270.884529 sec): 3 clusters Score: Raw -1950747.651706 + Penalty 3174.510658 = -1947573.141048 nChanged 51 SP:Iteration 49Q (270.961641 sec): 3 clusters Score: Raw -1950759.722486 + Penalty 3174.510658 = -1947585.211828 nChanged 65 SP:Iteration 50Q (271.026352 sec): 3 clusters Score: Raw -1950772.335112 + Penalty 3174.510658 = -1947597.824454 nChanged 70 SP:Iteration 51Q (271.111683 sec): 3 clusters Score: Raw -1950788.190220 + Penalty 3174.510658 = -1947613.679562 nChanged 70 SP:Iteration 52Q (271.175171 sec): 3 clusters Score: Raw -1950811.237420 + Penalty 3174.510658 = -1947636.726762 nChanged 101 SP:Iteration 53Q (271.255945 sec): 3 clusters Score: Raw -1950861.992324 + Penalty 3174.510658 = -1947687.481666 nChanged 134 SP:Iteration 54Q (271.326698 sec): 3 clusters Score: Raw -1950935.008448 + Penalty 3174.510658 = -1947760.497790 nChanged 152 SP:Iteration 55Q (271.395769 sec): 3 clusters Score: Raw -1951009.593488 + Penalty 3174.510658 = -1947835.082830 nChanged 150 SP:Iteration 56Q (271.472028 sec): 3 clusters Score: Raw -1951078.877041 + Penalty 3174.510658 = -1947904.366383 nChanged 159 SP:Iteration 57Q (271.550889 sec): 3 clusters Score: Raw -1951137.998179 + Penalty 3174.510658 = -1947963.487521 nChanged 143 SP:Iteration 58Q (271.607222 sec): 3 clusters Score: Raw -1951180.783804 + Penalty 3174.510658 = -1948006.273146 nChanged 135 SP:Iteration 59Q (271.682031 sec): 3 clusters Score: Raw -1951218.945516 + Penalty 3174.510658 = -1948044.434858 nChanged 118 SP:Iteration 60F (271.769528 sec): 3 clusters Score: Raw -1951247.230108 + Penalty 3174.510658 = -1948072.719450 nChanged 99 SP:Iteration 61Q (271.844067 sec): 3 clusters Score: Raw -1951269.862987 + Penalty 3174.510658 = -1948095.352329 nChanged 91 SP:Iteration 62Q (271.905774 sec): 3 clusters Score: Raw -1951286.973990 + Penalty 3174.510658 = -1948112.463332 nChanged 76 SP:Iteration 63Q (271.987096 sec): 3 clusters Score: Raw -1951300.671834 + Penalty 3174.510658 = -1948126.161176 nChanged 75 SP:Iteration 64Q (272.068740 sec): 3 clusters Score: Raw -1951312.661940 + Penalty 3174.510658 = -1948138.151282 nChanged 73 SP:Iteration 65Q (272.141790 sec): 3 clusters Score: Raw -1951326.357819 + Penalty 3174.510658 = -1948151.847161 nChanged 70 SP:Iteration 66Q (272.215946 sec): 3 clusters Score: Raw -1951339.514552 + Penalty 3174.510658 = -1948165.003894 nChanged 62 SP:Iteration 67Q (272.292350 sec): 3 clusters Score: Raw -1951350.398754 + Penalty 3174.510658 = -1948175.888096 nChanged 59 SP:Iteration 68Q (272.365818 sec): 3 clusters Score: Raw -1951359.474014 + Penalty 3174.510658 = -1948184.963356 nChanged 63 SP:Iteration 69Q (272.433985 sec): 3 clusters Score: Raw -1951368.933838 + Penalty 3174.510658 = -1948194.423180 nChanged 47 SP:Iteration 70Q (272.515011 sec): 3 clusters Score: Raw -1951376.287784 + Penalty 3174.510658 = -1948201.777126 nChanged 40 SP:Iteration 71Q (272.592215 sec): 3 clusters Score: Raw -1951381.949325 + Penalty 3174.510658 = -1948207.438667 nChanged 33 SP:Iteration 72Q (272.662227 sec): 3 clusters Score: Raw -1951385.698439 + Penalty 3174.510658 = -1948211.187781 nChanged 29 SP:Iteration 73Q (272.742413 sec): 3 clusters Score: Raw -1951389.635875 + Penalty 3174.510658 = -1948215.125217 nChanged 32 SP:Iteration 74Q (272.817236 sec): 3 clusters Score: Raw -1951393.495835 + Penalty 3174.510658 = -1948218.985177 nChanged 23 SP:Iteration 75Q (272.888448 sec): 3 clusters Score: Raw -1951396.733740 + Penalty 3174.510658 = -1948222.223082 nChanged 21 SP:Iteration 76Q (272.948824 sec): 3 clusters Score: Raw -1951398.928435 + Penalty 3174.510658 = -1948224.417777 nChanged 17 SP:Iteration 77Q (273.034651 sec): 3 clusters Score: Raw -1951400.399506 + Penalty 3174.510658 = -1948225.888848 nChanged 12 SP:Iteration 78Q (273.087810 sec): 3 clusters Score: Raw -1951401.253387 + Penalty 3174.510658 = -1948226.742729 nChanged 12 SP:Iteration 79Q (273.160639 sec): 3 clusters Score: Raw -1951402.140820 + Penalty 3174.510658 = -1948227.630162 nChanged 9 SP:Iteration 80F (273.245222 sec): 3 clusters Score: Raw -1951402.748038 + Penalty 3174.510658 = -1948228.237380 nChanged 8 SP:Iteration 81Q (273.306101 sec): 3 clusters Score: Raw -1951403.237268 + Penalty 3174.510658 = -1948228.726610 nChanged 7 SP:Iteration 82Q (273.386837 sec): 3 clusters Score: Raw -1951403.655411 + Penalty 3174.510658 = -1948229.144753 nChanged 7 SP:Iteration 83Q (273.453966 sec): 3 clusters Score: Raw -1951404.275795 + Penalty 3174.510658 = -1948229.765137 nChanged 10 SP:Iteration 84Q (273.538583 sec): 3 clusters Score: Raw -1951405.000159 + Penalty 3174.510658 = -1948230.489501 nChanged 6 SP:Iteration 85Q (273.611668 sec): 3 clusters Score: Raw -1951405.365543 + Penalty 3174.510658 = -1948230.854885 nChanged 9 SP:Iteration 86Q (273.676637 sec): 3 clusters Score: Raw -1951406.273985 + Penalty 3174.510658 = -1948231.763327 nChanged 10 SP:Iteration 87Q (273.751778 sec): 3 clusters Score: Raw -1951407.057290 + Penalty 3174.510658 = -1948232.546632 nChanged 11 SP:Iteration 88Q (273.833680 sec): 3 clusters Score: Raw -1951408.058295 + Penalty 3174.510658 = -1948233.547637 nChanged 11 SP:Iteration 89Q (273.907720 sec): 3 clusters Score: Raw -1951408.814696 + Penalty 3174.510658 = -1948234.304038 nChanged 7 SP:Iteration 90Q (273.985259 sec): 3 clusters Score: Raw -1951409.324740 + Penalty 3174.510658 = -1948234.814082 nChanged 10 SP:Iteration 91Q (274.061641 sec): 3 clusters Score: Raw -1951410.077455 + Penalty 3174.510658 = -1948235.566797 nChanged 8 SP:Iteration 92Q (274.137044 sec): 3 clusters Score: Raw -1951410.710630 + Penalty 3174.510658 = -1948236.199972 nChanged 7 SP:Iteration 93Q (274.209685 sec): 3 clusters Score: Raw -1951411.368363 + Penalty 3174.510658 = -1948236.857705 nChanged 12 SP:Iteration 94Q (274.269531 sec): 3 clusters Score: Raw -1951412.453231 + Penalty 3174.510658 = -1948237.942573 nChanged 9 SP:Iteration 95Q (274.338826 sec): 3 clusters Score: Raw -1951413.351951 + Penalty 3174.510658 = -1948238.841293 nChanged 7 SP:Iteration 96Q (274.418726 sec): 3 clusters Score: Raw -1951413.931457 + Penalty 3174.510658 = -1948239.420799 nChanged 7 SP:Iteration 97Q (274.478801 sec): 3 clusters Score: Raw -1951414.370141 + Penalty 3174.510658 = -1948239.859483 nChanged 7 SP:Iteration 98Q (274.557746 sec): 3 clusters Score: Raw -1951414.791670 + Penalty 3174.510658 = -1948240.281012 nChanged 2 SP:Iteration 99Q (274.629115 sec): 3 clusters Score: Raw -1951414.847182 + Penalty 3174.510658 = -1948240.336524 nChanged 3 SP:Iteration 100F (274.708272 sec): 3 clusters Score: Raw -1951415.162444 + Penalty 3174.510658 = -1948240.651786 nChanged 4 SP:Iteration 101Q (274.779211 sec): 3 clusters Score: Raw -1951415.609882 + Penalty 3174.510658 = -1948241.099224 nChanged 9 SP:Iteration 102Q (274.851395 sec): 3 clusters Score: Raw -1951416.345079 + Penalty 3174.510658 = -1948241.834421 nChanged 8 SP:Iteration 103Q (274.916857 sec): 3 clusters Score: Raw -1951416.956564 + Penalty 3174.510658 = -1948242.445906 nChanged 5 SP:Iteration 104Q (274.999606 sec): 3 clusters Score: Raw -1951417.433519 + Penalty 3174.510658 = -1948242.922861 nChanged 7 SP:Iteration 105Q (275.064427 sec): 3 clusters Score: Raw -1951418.321258 + Penalty 3174.510658 = -1948243.810600 nChanged 8 SP:Iteration 106Q (275.131521 sec): 3 clusters Score: Raw -1951418.915644 + Penalty 3174.510658 = -1948244.404986 nChanged 8 SP:Iteration 107Q (275.209847 sec): 3 clusters Score: Raw -1951419.742997 + Penalty 3174.510658 = -1948245.232339 nChanged 5 SP:Iteration 108Q (275.276557 sec): 3 clusters Score: Raw -1951420.243079 + Penalty 3174.510658 = -1948245.732421 nChanged 4 SP:Iteration 109Q (275.342590 sec): 3 clusters Score: Raw -1951420.518898 + Penalty 3174.510658 = -1948246.008240 nChanged 6 SP:Iteration 110Q (275.406042 sec): 3 clusters Score: Raw -1951420.934109 + Penalty 3174.510658 = -1948246.423451 nChanged 3 SP:Iteration 111Q (275.483295 sec): 3 clusters Score: Raw -1951421.049667 + Penalty 3174.510658 = -1948246.539009 nChanged 2 SP:Iteration 112Q (275.550486 sec): 3 clusters Score: Raw -1951421.134456 + Penalty 3174.510658 = -1948246.623798 nChanged 0 SP:Iteration 113F (275.635316 sec): 3 clusters Score: Raw -1951421.134456 + Penalty 3174.510658 = -1948246.623798 nChanged 0 Trying to split cluster 10 (12523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (275.678958 sec): 2 clusters Score: Raw -1460910.224280 + Penalty 1533.239863 = -1459376.984417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (275.735620 sec): 3 clusters Score: Raw -1453656.624191 + Penalty 3066.479726 = -1450590.144465 nChanged 5501 SP:Iteration 1F (275.808407 sec): 3 clusters Score: Raw -1456613.891697 + Penalty 3066.479726 = -1453547.411972 nChanged 755 SP:Iteration 2F (275.874302 sec): 3 clusters Score: Raw -1456942.186857 + Penalty 3066.479726 = -1453875.707131 nChanged 649 SP:Iteration 3F (275.929496 sec): 3 clusters Score: Raw -1457248.889344 + Penalty 3066.479726 = -1454182.409618 nChanged 663 SP:Iteration 4F (275.995500 sec): 3 clusters Score: Raw -1457556.298825 + Penalty 3066.479726 = -1454489.819099 nChanged 636 SP:Iteration 5F (276.064549 sec): 3 clusters Score: Raw -1457900.182766 + Penalty 3066.479726 = -1454833.703040 nChanged 671 SP:Iteration 6F (276.129894 sec): 3 clusters Score: Raw -1458328.656291 + Penalty 3066.479726 = -1455262.176566 nChanged 707 SP:Iteration 7F (276.186547 sec): 3 clusters Score: Raw -1458852.533943 + Penalty 3066.479726 = -1455786.054218 nChanged 681 SP:Iteration 8F (276.248963 sec): 3 clusters Score: Raw -1459435.375365 + Penalty 3066.479726 = -1456368.895640 nChanged 621 SP:Iteration 9Q (276.321035 sec): 3 clusters Score: Raw -1460009.082820 + Penalty 3066.479726 = -1456942.603095 nChanged 479 SP:Iteration 10Q (276.384852 sec): 3 clusters Score: Raw -1460461.942654 + Penalty 3066.479726 = -1457395.462928 nChanged 302 SP:Iteration 11Q (276.440170 sec): 3 clusters Score: Raw -1460742.547265 + Penalty 3066.479726 = -1457676.067539 nChanged 190 SP:Iteration 12Q (276.502622 sec): 3 clusters Score: Raw -1460897.481297 + Penalty 3066.479726 = -1457831.001571 nChanged 138 SP:Iteration 13Q (276.570126 sec): 3 clusters Score: Raw -1460989.743881 + Penalty 3066.479726 = -1457923.264156 nChanged 71 SP:Iteration 14Q (276.623103 sec): 3 clusters Score: Raw -1461034.349679 + Penalty 3066.479726 = -1457967.869953 nChanged 50 SP:Iteration 15Q (276.688510 sec): 3 clusters Score: Raw -1461064.093897 + Penalty 3066.479726 = -1457997.614171 nChanged 35 SP:Iteration 16Q (276.750800 sec): 3 clusters Score: Raw -1461089.123425 + Penalty 3066.479726 = -1458022.643699 nChanged 37 SP:Iteration 17Q (276.801878 sec): 3 clusters Score: Raw -1461115.495732 + Penalty 3066.479726 = -1458049.016007 nChanged 23 SP:Iteration 18Q (276.865626 sec): 3 clusters Score: Raw -1461126.123104 + Penalty 3066.479726 = -1458059.643379 nChanged 11 SP:Iteration 19Q (276.928612 sec): 3 clusters Score: Raw -1461132.372834 + Penalty 3066.479726 = -1458065.893108 nChanged 12 SP:Iteration 20F (276.998298 sec): 3 clusters Score: Raw -1461137.616898 + Penalty 3066.479726 = -1458071.137172 nChanged 10 SP:Iteration 21Q (277.069475 sec): 3 clusters Score: Raw -1461141.258443 + Penalty 3066.479726 = -1458074.778717 nChanged 8 SP:Iteration 22Q (277.132941 sec): 3 clusters Score: Raw -1461144.822830 + Penalty 3066.479726 = -1458078.343104 nChanged 6 SP:Iteration 23Q (277.199961 sec): 3 clusters Score: Raw -1461149.737350 + Penalty 3066.479726 = -1458083.257624 nChanged 7 SP:Iteration 24Q (277.265522 sec): 3 clusters Score: Raw -1461154.258053 + Penalty 3066.479726 = -1458087.778327 nChanged 4 SP:Iteration 25Q (277.328026 sec): 3 clusters Score: Raw -1461155.995178 + Penalty 3066.479726 = -1458089.515452 nChanged 3 SP:Iteration 26Q (277.380385 sec): 3 clusters Score: Raw -1461157.013430 + Penalty 3066.479726 = -1458090.533704 nChanged 3 SP:Iteration 27Q (277.452362 sec): 3 clusters Score: Raw -1461158.806888 + Penalty 3066.479726 = -1458092.327163 nChanged 3 SP:Iteration 28Q (277.502933 sec): 3 clusters Score: Raw -1461160.132945 + Penalty 3066.479726 = -1458093.653220 nChanged 3 SP:Iteration 29Q (277.570194 sec): 3 clusters Score: Raw -1461162.251631 + Penalty 3066.479726 = -1458095.771905 nChanged 1 SP:Iteration 30Q (277.625013 sec): 3 clusters Score: Raw -1461164.641445 + Penalty 3066.479726 = -1458098.161719 nChanged 3 SP:Iteration 31Q (277.695587 sec): 3 clusters Score: Raw -1461167.652618 + Penalty 3066.479726 = -1458101.172893 nChanged 6 SP:Iteration 32Q (277.763862 sec): 3 clusters Score: Raw -1461171.197282 + Penalty 3066.479726 = -1458104.717556 nChanged 3 SP:Iteration 33Q (277.826119 sec): 3 clusters Score: Raw -1461173.385821 + Penalty 3066.479726 = -1458106.906095 nChanged 1 SP:Iteration 34Q (277.892788 sec): 3 clusters Score: Raw -1461173.718682 + Penalty 3066.479726 = -1458107.238956 nChanged 0 SP:Iteration 35F (277.963303 sec): 3 clusters Score: Raw -1461173.718682 + Penalty 3066.479726 = -1458107.238956 nChanged 0 Trying to split cluster 11 (7499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (277.990593 sec): 2 clusters Score: Raw -838693.886870 + Penalty 1449.910306 = -837243.976565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.036771 sec): 3 clusters Score: Raw -834586.580481 + Penalty 2899.820611 = -831686.759870 nChanged 3171 SP:Iteration 1F (278.100955 sec): 3 clusters Score: Raw -836269.327099 + Penalty 2899.820611 = -833369.506488 nChanged 487 SP:Iteration 2F (278.167911 sec): 3 clusters Score: Raw -836474.344253 + Penalty 2899.820611 = -833574.523641 nChanged 358 SP:Iteration 3Q (278.217793 sec): 3 clusters Score: Raw -836624.647650 + Penalty 2899.820611 = -833724.827039 nChanged 299 SP:Iteration 4Q (278.286965 sec): 3 clusters Score: Raw -836736.842120 + Penalty 2899.820611 = -833837.021509 nChanged 220 SP:Iteration 5Q (278.347744 sec): 3 clusters Score: Raw -836815.412566 + Penalty 2899.820611 = -833915.591955 nChanged 203 SP:Iteration 6Q (278.397963 sec): 3 clusters Score: Raw -836887.176583 + Penalty 2899.820611 = -833987.355971 nChanged 185 SP:Iteration 7Q (278.471770 sec): 3 clusters Score: Raw -836951.591775 + Penalty 2899.820611 = -834051.771164 nChanged 182 SP:Iteration 8Q (278.524695 sec): 3 clusters Score: Raw -837025.769968 + Penalty 2899.820611 = -834125.949357 nChanged 198 SP:Iteration 9Q (278.589768 sec): 3 clusters Score: Raw -837118.180259 + Penalty 2899.820611 = -834218.359648 nChanged 205 SP:Iteration 10Q (278.645915 sec): 3 clusters Score: Raw -837213.513908 + Penalty 2899.820611 = -834313.693297 nChanged 212 SP:Iteration 11Q (278.699403 sec): 3 clusters Score: Raw -837308.213327 + Penalty 2899.820611 = -834408.392716 nChanged 209 SP:Iteration 12Q (278.760043 sec): 3 clusters Score: Raw -837419.663309 + Penalty 2899.820611 = -834519.842698 nChanged 244 SP:Iteration 13Q (278.834083 sec): 3 clusters Score: Raw -837567.971856 + Penalty 2899.820611 = -834668.151245 nChanged 273 SP:Iteration 14Q (278.884363 sec): 3 clusters Score: Raw -837741.361719 + Penalty 2899.820611 = -834841.541108 nChanged 255 SP:Iteration 15Q (278.948196 sec): 3 clusters Score: Raw -837902.060553 + Penalty 2899.820611 = -835002.239942 nChanged 227 SP:Iteration 16Q (279.016829 sec): 3 clusters Score: Raw -838081.762438 + Penalty 2899.820611 = -835181.941827 nChanged 227 SP:Iteration 17Q (279.077311 sec): 3 clusters Score: Raw -838254.686986 + Penalty 2899.820611 = -835354.866375 nChanged 169 SP:Iteration 18Q (279.137242 sec): 3 clusters Score: Raw -838349.360155 + Penalty 2899.820611 = -835449.539544 nChanged 138 SP:Iteration 19Q (279.196530 sec): 3 clusters Score: Raw -838427.727448 + Penalty 2899.820611 = -835527.906837 nChanged 117 SP:Iteration 20F (279.247652 sec): 3 clusters Score: Raw -838494.136678 + Penalty 2899.820611 = -835594.316067 nChanged 94 SP:Iteration 21Q (279.301584 sec): 3 clusters Score: Raw -838538.863498 + Penalty 2899.820611 = -835639.042887 nChanged 72 SP:Iteration 22Q (279.358663 sec): 3 clusters Score: Raw -838580.102448 + Penalty 2899.820611 = -835680.281837 nChanged 67 SP:Iteration 23Q (279.420449 sec): 3 clusters Score: Raw -838612.713454 + Penalty 2899.820611 = -835712.892843 nChanged 62 SP:Iteration 24Q (279.478078 sec): 3 clusters Score: Raw -838644.250076 + Penalty 2899.820611 = -835744.429465 nChanged 57 SP:Iteration 25Q (279.532140 sec): 3 clusters Score: Raw -838671.735863 + Penalty 2899.820611 = -835771.915252 nChanged 53 SP:Iteration 26Q (279.598520 sec): 3 clusters Score: Raw -838697.649655 + Penalty 2899.820611 = -835797.829043 nChanged 50 SP:Iteration 27Q (279.661832 sec): 3 clusters Score: Raw -838723.018197 + Penalty 2899.820611 = -835823.197585 nChanged 42 SP:Iteration 28Q (279.722120 sec): 3 clusters Score: Raw -838745.962519 + Penalty 2899.820611 = -835846.141908 nChanged 35 SP:Iteration 29Q (279.774683 sec): 3 clusters Score: Raw -838764.010410 + Penalty 2899.820611 = -835864.189799 nChanged 26 SP:Iteration 30Q (279.835141 sec): 3 clusters Score: Raw -838777.599940 + Penalty 2899.820611 = -835877.779329 nChanged 21 SP:Iteration 31Q (279.897774 sec): 3 clusters Score: Raw -838786.477568 + Penalty 2899.820611 = -835886.656956 nChanged 26 SP:Iteration 32Q (279.957869 sec): 3 clusters Score: Raw -838798.053037 + Penalty 2899.820611 = -835898.232426 nChanged 37 SP:Iteration 33Q (280.015970 sec): 3 clusters Score: Raw -838817.275960 + Penalty 2899.820611 = -835917.455349 nChanged 39 SP:Iteration 34Q (280.073762 sec): 3 clusters Score: Raw -838842.742573 + Penalty 2899.820611 = -835942.921962 nChanged 38 SP:Iteration 35Q (280.121414 sec): 3 clusters Score: Raw -838870.084841 + Penalty 2899.820611 = -835970.264230 nChanged 30 SP:Iteration 36Q (280.190984 sec): 3 clusters Score: Raw -838888.797170 + Penalty 2899.820611 = -835988.976559 nChanged 31 SP:Iteration 37Q (280.237196 sec): 3 clusters Score: Raw -838904.761635 + Penalty 2899.820611 = -836004.941024 nChanged 16 SP:Iteration 38Q (280.301438 sec): 3 clusters Score: Raw -838911.426491 + Penalty 2899.820611 = -836011.605880 nChanged 8 SP:Iteration 39Q (280.357062 sec): 3 clusters Score: Raw -838914.092617 + Penalty 2899.820611 = -836014.272006 nChanged 3 SP:Iteration 40F (280.406543 sec): 3 clusters Score: Raw -838914.640693 + Penalty 2899.820611 = -836014.820082 nChanged 0 Trying to split cluster 12 (4424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (280.434469 sec): 2 clusters Score: Raw -505556.942290 + Penalty 1364.154926 = -504192.787364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (280.496065 sec): 3 clusters Score: Raw -503287.889337 + Penalty 2728.309852 = -500559.579485 nChanged 1814 SP:Iteration 1F (280.547367 sec): 3 clusters Score: Raw -504346.739993 + Penalty 2728.309852 = -501618.430142 nChanged 328 SP:Iteration 2F (280.600671 sec): 3 clusters Score: Raw -504544.250571 + Penalty 2728.309852 = -501815.940719 nChanged 238 SP:Iteration 3F (280.652526 sec): 3 clusters Score: Raw -504684.307516 + Penalty 2728.309852 = -501955.997665 nChanged 189 SP:Iteration 4Q (280.714931 sec): 3 clusters Score: Raw -504788.477610 + Penalty 2728.309852 = -502060.167758 nChanged 169 SP:Iteration 5Q (280.771094 sec): 3 clusters Score: Raw -504881.951775 + Penalty 2728.309852 = -502153.641924 nChanged 154 SP:Iteration 6Q (280.827339 sec): 3 clusters Score: Raw -504966.111520 + Penalty 2728.309852 = -502237.801669 nChanged 156 SP:Iteration 7Q (280.876693 sec): 3 clusters Score: Raw -505059.771433 + Penalty 2728.309852 = -502331.461582 nChanged 141 SP:Iteration 8Q (280.921600 sec): 3 clusters Score: Raw -505130.671019 + Penalty 2728.309852 = -502402.361168 nChanged 113 SP:Iteration 9Q (280.974464 sec): 3 clusters Score: Raw -505186.193715 + Penalty 2728.309852 = -502457.883863 nChanged 97 SP:Iteration 10Q (281.042269 sec): 3 clusters Score: Raw -505230.864578 + Penalty 2728.309852 = -502502.554727 nChanged 83 SP:Iteration 11Q (281.095532 sec): 3 clusters Score: Raw -505269.686702 + Penalty 2728.309852 = -502541.376850 nChanged 79 SP:Iteration 12Q (281.144968 sec): 3 clusters Score: Raw -505302.086339 + Penalty 2728.309852 = -502573.776488 nChanged 71 SP:Iteration 13Q (281.207603 sec): 3 clusters Score: Raw -505334.042017 + Penalty 2728.309852 = -502605.732165 nChanged 73 SP:Iteration 14Q (281.254666 sec): 3 clusters Score: Raw -505370.149512 + Penalty 2728.309852 = -502641.839660 nChanged 77 SP:Iteration 15Q (281.319904 sec): 3 clusters Score: Raw -505401.847706 + Penalty 2728.309852 = -502673.537855 nChanged 73 SP:Iteration 16Q (281.374880 sec): 3 clusters Score: Raw -505431.635204 + Penalty 2728.309852 = -502703.325353 nChanged 55 SP:Iteration 17Q (281.422620 sec): 3 clusters Score: Raw -505449.481619 + Penalty 2728.309852 = -502721.171767 nChanged 39 SP:Iteration 18Q (281.479594 sec): 3 clusters Score: Raw -505462.183478 + Penalty 2728.309852 = -502733.873627 nChanged 36 SP:Iteration 19Q (281.538993 sec): 3 clusters Score: Raw -505475.981090 + Penalty 2728.309852 = -502747.671239 nChanged 48 SP:Iteration 20F (281.592814 sec): 3 clusters Score: Raw -505498.161930 + Penalty 2728.309852 = -502769.852079 nChanged 49 SP:Iteration 21Q (281.647975 sec): 3 clusters Score: Raw -505523.239842 + Penalty 2728.309852 = -502794.929991 nChanged 56 SP:Iteration 22Q (281.692896 sec): 3 clusters Score: Raw -505548.839653 + Penalty 2728.309852 = -502820.529802 nChanged 52 SP:Iteration 23Q (281.749211 sec): 3 clusters Score: Raw -505573.148916 + Penalty 2728.309852 = -502844.839064 nChanged 48 SP:Iteration 24Q (281.807218 sec): 3 clusters Score: Raw -505593.961927 + Penalty 2728.309852 = -502865.652076 nChanged 38 SP:Iteration 25Q (281.866037 sec): 3 clusters Score: Raw -505608.894932 + Penalty 2728.309852 = -502880.585080 nChanged 39 SP:Iteration 26Q (281.930861 sec): 3 clusters Score: Raw -505620.919839 + Penalty 2728.309852 = -502892.609987 nChanged 41 SP:Iteration 27Q (281.982101 sec): 3 clusters Score: Raw -505632.872050 + Penalty 2728.309852 = -502904.562199 nChanged 33 SP:Iteration 28Q (282.036102 sec): 3 clusters Score: Raw -505644.211209 + Penalty 2728.309852 = -502915.901357 nChanged 34 SP:Iteration 29Q (282.080613 sec): 3 clusters Score: Raw -505654.871655 + Penalty 2728.309852 = -502926.561803 nChanged 26 SP:Iteration 30Q (282.138043 sec): 3 clusters Score: Raw -505664.299872 + Penalty 2728.309852 = -502935.990020 nChanged 22 SP:Iteration 31Q (282.197947 sec): 3 clusters Score: Raw -505672.551738 + Penalty 2728.309852 = -502944.241886 nChanged 20 SP:Iteration 32Q (282.253061 sec): 3 clusters Score: Raw -505677.700461 + Penalty 2728.309852 = -502949.390609 nChanged 16 SP:Iteration 33Q (282.309559 sec): 3 clusters Score: Raw -505682.738363 + Penalty 2728.309852 = -502954.428511 nChanged 20 SP:Iteration 34Q (282.360082 sec): 3 clusters Score: Raw -505690.719556 + Penalty 2728.309852 = -502962.409704 nChanged 19 SP:Iteration 35Q (282.416949 sec): 3 clusters Score: Raw -505698.780265 + Penalty 2728.309852 = -502970.470413 nChanged 20 SP:Iteration 36Q (282.469635 sec): 3 clusters Score: Raw -505704.751038 + Penalty 2728.309852 = -502976.441187 nChanged 8 SP:Iteration 37Q (282.533940 sec): 3 clusters Score: Raw -505706.776451 + Penalty 2728.309852 = -502978.466599 nChanged 12 SP:Iteration 38Q (282.581392 sec): 3 clusters Score: Raw -505709.912894 + Penalty 2728.309852 = -502981.603042 nChanged 7 SP:Iteration 39Q (282.637240 sec): 3 clusters Score: Raw -505711.268730 + Penalty 2728.309852 = -502982.958878 nChanged 3 SP:Iteration 40F (282.691027 sec): 3 clusters Score: Raw -505712.413878 + Penalty 2728.309852 = -502984.104027 nChanged 1 SP:Iteration 41Q (282.746030 sec): 3 clusters Score: Raw -505712.552917 + Penalty 2728.309852 = -502984.243066 nChanged 0 SP:Iteration 42F (282.799798 sec): 3 clusters Score: Raw -505712.552917 + Penalty 2728.309852 = -502984.243066 nChanged 0 Trying to split cluster 13 (53274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (282.902740 sec): 2 clusters Score: Raw -6095031.673001 + Penalty 1768.520599 = -6093263.152402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (283.041067 sec): 3 clusters Score: Raw -6061165.284928 + Penalty 3537.041198 = -6057628.243730 nChanged 25088 SP:Iteration 1F (283.171103 sec): 3 clusters Score: Raw -6075982.899687 + Penalty 3537.041198 = -6072445.858489 nChanged 2952 SP:Iteration 2F (283.310274 sec): 3 clusters Score: Raw -6077484.887264 + Penalty 3537.041198 = -6073947.846066 nChanged 3601 SP:Iteration 3F (283.441992 sec): 3 clusters Score: Raw -6079890.071792 + Penalty 3537.041198 = -6076353.030594 nChanged 4207 SP:Iteration 4F (283.571741 sec): 3 clusters Score: Raw -6083366.066586 + Penalty 3537.041198 = -6079829.025388 nChanged 4240 SP:Iteration 5F (283.712280 sec): 3 clusters Score: Raw -6087235.859807 + Penalty 3537.041198 = -6083698.818609 nChanged 3411 SP:Iteration 6F (283.853956 sec): 3 clusters Score: Raw -6090448.178216 + Penalty 3537.041198 = -6086911.137018 nChanged 2291 SP:Iteration 7Q (283.986715 sec): 3 clusters Score: Raw -6092675.231365 + Penalty 3537.041198 = -6089138.190167 nChanged 1474 SP:Iteration 8Q (284.127013 sec): 3 clusters Score: Raw -6094076.720607 + Penalty 3537.041198 = -6090539.679409 nChanged 1029 SP:Iteration 9Q (284.244298 sec): 3 clusters Score: Raw -6094848.253029 + Penalty 3537.041198 = -6091311.211831 nChanged 690 SP:Iteration 10Q (284.375885 sec): 3 clusters Score: Raw -6095265.413660 + Penalty 3537.041198 = -6091728.372462 nChanged 492 SP:Iteration 11Q (284.500087 sec): 3 clusters Score: Raw -6095536.965540 + Penalty 3537.041198 = -6091999.924342 nChanged 360 SP:Iteration 12Q (284.617728 sec): 3 clusters Score: Raw -6095720.637765 + Penalty 3537.041198 = -6092183.596567 nChanged 296 SP:Iteration 13Q (284.736335 sec): 3 clusters Score: Raw -6095867.020986 + Penalty 3537.041198 = -6092329.979788 nChanged 255 SP:Iteration 14Q (284.852740 sec): 3 clusters Score: Raw -6095998.017551 + Penalty 3537.041198 = -6092460.976353 nChanged 196 SP:Iteration 15Q (284.980342 sec): 3 clusters Score: Raw -6096114.852523 + Penalty 3537.041198 = -6092577.811325 nChanged 180 SP:Iteration 16Q (285.099449 sec): 3 clusters Score: Raw -6096217.815072 + Penalty 3537.041198 = -6092680.773874 nChanged 144 SP:Iteration 17Q (285.215905 sec): 3 clusters Score: Raw -6096311.733849 + Penalty 3537.041198 = -6092774.692651 nChanged 124 SP:Iteration 18Q (285.328696 sec): 3 clusters Score: Raw -6096386.194479 + Penalty 3537.041198 = -6092849.153281 nChanged 110 SP:Iteration 19Q (285.450120 sec): 3 clusters Score: Raw -6096444.478161 + Penalty 3537.041198 = -6092907.436963 nChanged 86 SP:Iteration 20F (285.583322 sec): 3 clusters Score: Raw -6096479.380143 + Penalty 3537.041198 = -6092942.338945 nChanged 64 SP:Iteration 21Q (285.694581 sec): 3 clusters Score: Raw -6096498.853256 + Penalty 3537.041198 = -6092961.812058 nChanged 48 SP:Iteration 22Q (285.807165 sec): 3 clusters Score: Raw -6096514.148409 + Penalty 3537.041198 = -6092977.107211 nChanged 36 SP:Iteration 23Q (285.923140 sec): 3 clusters Score: Raw -6096521.491623 + Penalty 3537.041198 = -6092984.450424 nChanged 27 SP:Iteration 24Q (286.045435 sec): 3 clusters Score: Raw -6096527.539004 + Penalty 3537.041198 = -6092990.497806 nChanged 26 SP:Iteration 25Q (286.155357 sec): 3 clusters Score: Raw -6096534.323433 + Penalty 3537.041198 = -6092997.282235 nChanged 24 SP:Iteration 26Q (286.263656 sec): 3 clusters Score: Raw -6096540.062765 + Penalty 3537.041198 = -6093003.021567 nChanged 16 SP:Iteration 27Q (286.370674 sec): 3 clusters Score: Raw -6096543.322443 + Penalty 3537.041198 = -6093006.281245 nChanged 15 SP:Iteration 28Q (286.481949 sec): 3 clusters Score: Raw -6096545.742097 + Penalty 3537.041198 = -6093008.700899 nChanged 11 SP:Iteration 29Q (286.594498 sec): 3 clusters Score: Raw -6096547.172466 + Penalty 3537.041198 = -6093010.131268 nChanged 7 SP:Iteration 30Q (286.704135 sec): 3 clusters Score: Raw -6096547.925840 + Penalty 3537.041198 = -6093010.884642 nChanged 5 SP:Iteration 31Q (286.819140 sec): 3 clusters Score: Raw -6096548.500865 + Penalty 3537.041198 = -6093011.459667 nChanged 4 SP:Iteration 32Q (286.931989 sec): 3 clusters Score: Raw -6096549.338878 + Penalty 3537.041198 = -6093012.297680 nChanged 5 SP:Iteration 33Q (287.043964 sec): 3 clusters Score: Raw -6096549.999203 + Penalty 3537.041198 = -6093012.958005 nChanged 3 SP:Iteration 34Q (287.150325 sec): 3 clusters Score: Raw -6096550.426786 + Penalty 3537.041198 = -6093013.385588 nChanged 2 SP:Iteration 35Q (287.266189 sec): 3 clusters Score: Raw -6096550.595309 + Penalty 3537.041198 = -6093013.554111 nChanged 2 SP:Iteration 36Q (287.384157 sec): 3 clusters Score: Raw -6096550.785710 + Penalty 3537.041198 = -6093013.744512 nChanged 1 SP:Iteration 37Q (287.497475 sec): 3 clusters Score: Raw -6096550.981003 + Penalty 3537.041198 = -6093013.939805 nChanged 2 SP:Iteration 38Q (287.608708 sec): 3 clusters Score: Raw -6096551.143945 + Penalty 3537.041198 = -6093014.102747 nChanged 1 SP:Iteration 39Q (287.724235 sec): 3 clusters Score: Raw -6096551.235373 + Penalty 3537.041198 = -6093014.194175 nChanged 0 SP:Iteration 40F (287.858637 sec): 3 clusters Score: Raw -6096551.235373 + Penalty 3537.041198 = -6093014.194175 nChanged 0 Trying to split cluster 16 (8212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (287.893746 sec): 2 clusters Score: Raw -877111.950600 + Penalty 1464.669664 = -875647.280936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (287.950786 sec): 3 clusters Score: Raw -872561.430193 + Penalty 2929.339328 = -869632.090865 nChanged 3530 SP:Iteration 1F (288.005183 sec): 3 clusters Score: Raw -874674.840922 + Penalty 2929.339328 = -871745.501594 nChanged 638 SP:Iteration 2F (288.062442 sec): 3 clusters Score: Raw -875161.922575 + Penalty 2929.339328 = -872232.583247 nChanged 617 SP:Iteration 3F (288.130026 sec): 3 clusters Score: Raw -875668.673049 + Penalty 2929.339328 = -872739.333721 nChanged 587 SP:Iteration 4F (288.178515 sec): 3 clusters Score: Raw -876156.530022 + Penalty 2929.339328 = -873227.190694 nChanged 538 SP:Iteration 5F (288.238143 sec): 3 clusters Score: Raw -876512.504333 + Penalty 2929.339328 = -873583.165005 nChanged 417 SP:Iteration 6F (288.302067 sec): 3 clusters Score: Raw -876751.813119 + Penalty 2929.339328 = -873822.473791 nChanged 316 SP:Iteration 7Q (288.357549 sec): 3 clusters Score: Raw -876940.067654 + Penalty 2929.339328 = -874010.728326 nChanged 270 SP:Iteration 8Q (288.414016 sec): 3 clusters Score: Raw -877083.269197 + Penalty 2929.339328 = -874153.929869 nChanged 242 SP:Iteration 9Q (288.465892 sec): 3 clusters Score: Raw -877205.135999 + Penalty 2929.339328 = -874275.796671 nChanged 227 SP:Iteration 10Q (288.532680 sec): 3 clusters Score: Raw -877323.722135 + Penalty 2929.339328 = -874394.382807 nChanged 198 SP:Iteration 11Q (288.581500 sec): 3 clusters Score: Raw -877422.550113 + Penalty 2929.339328 = -874493.210785 nChanged 159 SP:Iteration 12Q (288.639905 sec): 3 clusters Score: Raw -877482.008651 + Penalty 2929.339328 = -874552.669323 nChanged 133 SP:Iteration 13Q (288.699386 sec): 3 clusters Score: Raw -877531.467794 + Penalty 2929.339328 = -874602.128466 nChanged 123 SP:Iteration 14Q (288.758875 sec): 3 clusters Score: Raw -877568.452779 + Penalty 2929.339328 = -874639.113451 nChanged 100 SP:Iteration 15Q (288.818475 sec): 3 clusters Score: Raw -877602.659915 + Penalty 2929.339328 = -874673.320587 nChanged 103 SP:Iteration 16Q (288.869288 sec): 3 clusters Score: Raw -877638.284168 + Penalty 2929.339328 = -874708.944840 nChanged 102 SP:Iteration 17Q (288.939380 sec): 3 clusters Score: Raw -877672.504683 + Penalty 2929.339328 = -874743.165355 nChanged 85 SP:Iteration 18Q (288.995973 sec): 3 clusters Score: Raw -877698.051622 + Penalty 2929.339328 = -874768.712294 nChanged 61 SP:Iteration 19Q (289.057724 sec): 3 clusters Score: Raw -877719.633801 + Penalty 2929.339328 = -874790.294473 nChanged 65 SP:Iteration 20F (289.110131 sec): 3 clusters Score: Raw -877743.313400 + Penalty 2929.339328 = -874813.974072 nChanged 58 SP:Iteration 21Q (289.174068 sec): 3 clusters Score: Raw -877763.504805 + Penalty 2929.339328 = -874834.165477 nChanged 50 SP:Iteration 22Q (289.236647 sec): 3 clusters Score: Raw -877778.694733 + Penalty 2929.339328 = -874849.355405 nChanged 45 SP:Iteration 23Q (289.292243 sec): 3 clusters Score: Raw -877790.505392 + Penalty 2929.339328 = -874861.166065 nChanged 40 SP:Iteration 24Q (289.354154 sec): 3 clusters Score: Raw -877800.486648 + Penalty 2929.339328 = -874871.147321 nChanged 33 SP:Iteration 25Q (289.399871 sec): 3 clusters Score: Raw -877810.269568 + Penalty 2929.339328 = -874880.930240 nChanged 25 SP:Iteration 26Q (289.470767 sec): 3 clusters Score: Raw -877816.985405 + Penalty 2929.339328 = -874887.646077 nChanged 22 SP:Iteration 27Q (289.529363 sec): 3 clusters Score: Raw -877822.261564 + Penalty 2929.339328 = -874892.922236 nChanged 17 SP:Iteration 28Q (289.589240 sec): 3 clusters Score: Raw -877825.189976 + Penalty 2929.339328 = -874895.850648 nChanged 10 SP:Iteration 29Q (289.648599 sec): 3 clusters Score: Raw -877826.708967 + Penalty 2929.339328 = -874897.369639 nChanged 8 SP:Iteration 30Q (289.705228 sec): 3 clusters Score: Raw -877828.344309 + Penalty 2929.339328 = -874899.004981 nChanged 10 SP:Iteration 31Q (289.771002 sec): 3 clusters Score: Raw -877830.411025 + Penalty 2929.339328 = -874901.071697 nChanged 12 SP:Iteration 32Q (289.824627 sec): 3 clusters Score: Raw -877832.947926 + Penalty 2929.339328 = -874903.608598 nChanged 14 SP:Iteration 33Q (289.882614 sec): 3 clusters Score: Raw -877836.411934 + Penalty 2929.339328 = -874907.072606 nChanged 17 SP:Iteration 34Q (289.945276 sec): 3 clusters Score: Raw -877839.335855 + Penalty 2929.339328 = -874909.996527 nChanged 10 SP:Iteration 35Q (290.004775 sec): 3 clusters Score: Raw -877841.991621 + Penalty 2929.339328 = -874912.652293 nChanged 12 SP:Iteration 36Q (290.060847 sec): 3 clusters Score: Raw -877844.671599 + Penalty 2929.339328 = -874915.332271 nChanged 11 SP:Iteration 37Q (290.114908 sec): 3 clusters Score: Raw -877846.773928 + Penalty 2929.339328 = -874917.434600 nChanged 10 SP:Iteration 38Q (290.181319 sec): 3 clusters Score: Raw -877849.296328 + Penalty 2929.339328 = -874919.957000 nChanged 12 SP:Iteration 39Q (290.236930 sec): 3 clusters Score: Raw -877852.570958 + Penalty 2929.339328 = -874923.231630 nChanged 13 SP:Iteration 40F (290.305748 sec): 3 clusters Score: Raw -877855.541041 + Penalty 2929.339328 = -874926.201713 nChanged 9 SP:Iteration 41Q (290.357387 sec): 3 clusters Score: Raw -877857.622258 + Penalty 2929.339328 = -874928.282930 nChanged 9 SP:Iteration 42Q (290.420536 sec): 3 clusters Score: Raw -877859.013741 + Penalty 2929.339328 = -874929.674413 nChanged 7 SP:Iteration 43Q (290.475385 sec): 3 clusters Score: Raw -877860.620217 + Penalty 2929.339328 = -874931.280889 nChanged 7 SP:Iteration 44Q (290.525431 sec): 3 clusters Score: Raw -877861.560070 + Penalty 2929.339328 = -874932.220743 nChanged 4 SP:Iteration 45Q (290.592578 sec): 3 clusters Score: Raw -877862.211340 + Penalty 2929.339328 = -874932.872012 nChanged 5 SP:Iteration 46Q (290.646167 sec): 3 clusters Score: Raw -877862.762025 + Penalty 2929.339328 = -874933.422697 nChanged 3 SP:Iteration 47Q (290.718466 sec): 3 clusters Score: Raw -877863.125044 + Penalty 2929.339328 = -874933.785716 nChanged 2 SP:Iteration 48Q (290.771438 sec): 3 clusters Score: Raw -877863.235721 + Penalty 2929.339328 = -874933.896393 nChanged 1 SP:Iteration 49Q (290.824880 sec): 3 clusters Score: Raw -877863.438867 + Penalty 2929.339328 = -874934.099539 nChanged 1 SP:Iteration 50Q (290.881450 sec): 3 clusters Score: Raw -877863.501885 + Penalty 2929.339328 = -874934.162558 nChanged 0 SP:Iteration 51F (290.945629 sec): 3 clusters Score: Raw -877863.501885 + Penalty 2929.339328 = -874934.162558 nChanged 0 Trying to split cluster 17 (13486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (290.976510 sec): 2 clusters Score: Raw -1569358.937376 + Penalty 1545.278701 = -1567813.658675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (291.052765 sec): 3 clusters Score: Raw -1561435.921462 + Penalty 3090.557402 = -1558345.364061 nChanged 6031 SP:Iteration 1F (291.115169 sec): 3 clusters Score: Raw -1564717.738648 + Penalty 3090.557402 = -1561627.181246 nChanged 810 SP:Iteration 2F (291.193539 sec): 3 clusters Score: Raw -1565027.615773 + Penalty 3090.557402 = -1561937.058372 nChanged 655 SP:Iteration 3Q (291.254726 sec): 3 clusters Score: Raw -1565297.266671 + Penalty 3090.557402 = -1562206.709269 nChanged 648 SP:Iteration 4Q (291.334793 sec): 3 clusters Score: Raw -1565592.349858 + Penalty 3090.557402 = -1562501.792456 nChanged 659 SP:Iteration 5Q (291.395211 sec): 3 clusters Score: Raw -1565939.724824 + Penalty 3090.557402 = -1562849.167423 nChanged 717 SP:Iteration 6F (291.455140 sec): 3 clusters Score: Raw -1566370.025889 + Penalty 3090.557402 = -1563279.468488 nChanged 771 SP:Iteration 7F (291.523824 sec): 3 clusters Score: Raw -1566925.865109 + Penalty 3090.557402 = -1563835.307707 nChanged 818 SP:Iteration 8F (291.591569 sec): 3 clusters Score: Raw -1567601.937615 + Penalty 3090.557402 = -1564511.380213 nChanged 709 SP:Iteration 9F (291.658098 sec): 3 clusters Score: Raw -1568218.681233 + Penalty 3090.557402 = -1565128.123832 nChanged 571 SP:Iteration 10Q (291.717628 sec): 3 clusters Score: Raw -1568722.025578 + Penalty 3090.557402 = -1565631.468177 nChanged 395 SP:Iteration 11Q (291.783972 sec): 3 clusters Score: Raw -1569048.723389 + Penalty 3090.557402 = -1565958.165988 nChanged 258 SP:Iteration 12Q (291.844033 sec): 3 clusters Score: Raw -1569252.010690 + Penalty 3090.557402 = -1566161.453288 nChanged 169 SP:Iteration 13Q (291.912425 sec): 3 clusters Score: Raw -1569374.425750 + Penalty 3090.557402 = -1566283.868348 nChanged 95 SP:Iteration 14Q (291.982797 sec): 3 clusters Score: Raw -1569448.418590 + Penalty 3090.557402 = -1566357.861188 nChanged 66 SP:Iteration 15Q (292.043604 sec): 3 clusters Score: Raw -1569503.759908 + Penalty 3090.557402 = -1566413.202506 nChanged 47 SP:Iteration 16Q (292.099470 sec): 3 clusters Score: Raw -1569535.223562 + Penalty 3090.557402 = -1566444.666161 nChanged 27 SP:Iteration 17Q (292.157497 sec): 3 clusters Score: Raw -1569555.155314 + Penalty 3090.557402 = -1566464.597913 nChanged 21 SP:Iteration 18Q (292.224141 sec): 3 clusters Score: Raw -1569574.343759 + Penalty 3090.557402 = -1566483.786358 nChanged 17 SP:Iteration 19Q (292.286266 sec): 3 clusters Score: Raw -1569590.649407 + Penalty 3090.557402 = -1566500.092005 nChanged 20 SP:Iteration 20F (292.337184 sec): 3 clusters Score: Raw -1569615.363196 + Penalty 3090.557402 = -1566524.805795 nChanged 24 SP:Iteration 21Q (292.405744 sec): 3 clusters Score: Raw -1569633.964165 + Penalty 3090.557402 = -1566543.406764 nChanged 16 SP:Iteration 22Q (292.462406 sec): 3 clusters Score: Raw -1569644.953112 + Penalty 3090.557402 = -1566554.395710 nChanged 12 SP:Iteration 23Q (292.525476 sec): 3 clusters Score: Raw -1569655.017538 + Penalty 3090.557402 = -1566564.460136 nChanged 4 SP:Iteration 24Q (292.602851 sec): 3 clusters Score: Raw -1569658.579498 + Penalty 3090.557402 = -1566568.022097 nChanged 6 SP:Iteration 25Q (292.668807 sec): 3 clusters Score: Raw -1569662.188295 + Penalty 3090.557402 = -1566571.630894 nChanged 3 SP:Iteration 26Q (292.734971 sec): 3 clusters Score: Raw -1569663.907585 + Penalty 3090.557402 = -1566573.350183 nChanged 2 SP:Iteration 27Q (292.789446 sec): 3 clusters Score: Raw -1569665.909086 + Penalty 3090.557402 = -1566575.351684 nChanged 0 SP:Iteration 28F (292.858137 sec): 3 clusters Score: Raw -1569665.909086 + Penalty 3090.557402 = -1566575.351684 nChanged 0 Trying to split cluster 19 (2802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (292.890855 sec): 2 clusters Score: Raw -313382.384391 + Penalty 1289.939418 = -312092.444973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (292.937657 sec): 3 clusters Score: Raw -312049.788780 + Penalty 2579.878836 = -309469.909944 nChanged 1041 SP:Iteration 1F (292.990862 sec): 3 clusters Score: Raw -312653.362668 + Penalty 2579.878836 = -310073.483832 nChanged 218 SP:Iteration 2F (293.055668 sec): 3 clusters Score: Raw -312800.144877 + Penalty 2579.878836 = -310220.266040 nChanged 144 SP:Iteration 3F (293.107479 sec): 3 clusters Score: Raw -312887.495324 + Penalty 2579.878836 = -310307.616488 nChanged 98 SP:Iteration 4Q (293.163389 sec): 3 clusters Score: Raw -312934.441482 + Penalty 2579.878836 = -310354.562646 nChanged 62 SP:Iteration 5Q (293.213350 sec): 3 clusters Score: Raw -312958.497502 + Penalty 2579.878836 = -310378.618665 nChanged 44 SP:Iteration 6Q (293.268944 sec): 3 clusters Score: Raw -312980.298427 + Penalty 2579.878836 = -310400.419591 nChanged 48 SP:Iteration 7Q (293.320688 sec): 3 clusters Score: Raw -313004.947631 + Penalty 2579.878836 = -310425.068795 nChanged 47 SP:Iteration 8Q (293.357874 sec): 3 clusters Score: Raw -313026.287531 + Penalty 2579.878836 = -310446.408695 nChanged 34 SP:Iteration 9Q (293.411588 sec): 3 clusters Score: Raw -313040.835110 + Penalty 2579.878836 = -310460.956274 nChanged 30 SP:Iteration 10Q (293.476701 sec): 3 clusters Score: Raw -313054.458284 + Penalty 2579.878836 = -310474.579448 nChanged 29 SP:Iteration 11Q (293.517010 sec): 3 clusters Score: Raw -313064.796237 + Penalty 2579.878836 = -310484.917401 nChanged 19 SP:Iteration 12Q (293.568611 sec): 3 clusters Score: Raw -313074.836229 + Penalty 2579.878836 = -310494.957392 nChanged 23 SP:Iteration 13Q (293.631798 sec): 3 clusters Score: Raw -313082.955738 + Penalty 2579.878836 = -310503.076901 nChanged 20 SP:Iteration 14Q (293.686639 sec): 3 clusters Score: Raw -313090.956778 + Penalty 2579.878836 = -310511.077942 nChanged 19 SP:Iteration 15Q (293.736808 sec): 3 clusters Score: Raw -313100.245952 + Penalty 2579.878836 = -310520.367115 nChanged 12 SP:Iteration 16Q (293.779147 sec): 3 clusters Score: Raw -313103.788326 + Penalty 2579.878836 = -310523.909490 nChanged 8 SP:Iteration 17Q (293.833436 sec): 3 clusters Score: Raw -313106.739555 + Penalty 2579.878836 = -310526.860719 nChanged 14 SP:Iteration 18Q (293.897694 sec): 3 clusters Score: Raw -313111.546488 + Penalty 2579.878836 = -310531.667652 nChanged 14 SP:Iteration 19Q (293.936328 sec): 3 clusters Score: Raw -313116.845005 + Penalty 2579.878836 = -310536.966168 nChanged 15 SP:Iteration 20F (293.996122 sec): 3 clusters Score: Raw -313122.333718 + Penalty 2579.878836 = -310542.454882 nChanged 10 SP:Iteration 21Q (294.052125 sec): 3 clusters Score: Raw -313125.921817 + Penalty 2579.878836 = -310546.042981 nChanged 14 SP:Iteration 22Q (294.097054 sec): 3 clusters Score: Raw -313130.850807 + Penalty 2579.878836 = -310550.971971 nChanged 12 SP:Iteration 23Q (294.160922 sec): 3 clusters Score: Raw -313134.734631 + Penalty 2579.878836 = -310554.855795 nChanged 15 SP:Iteration 24Q (294.202829 sec): 3 clusters Score: Raw -313140.811048 + Penalty 2579.878836 = -310560.932212 nChanged 17 SP:Iteration 25Q (294.245355 sec): 3 clusters Score: Raw -313145.399460 + Penalty 2579.878836 = -310565.520624 nChanged 9 SP:Iteration 26Q (294.295373 sec): 3 clusters Score: Raw -313148.369671 + Penalty 2579.878836 = -310568.490835 nChanged 4 SP:Iteration 27Q (294.347937 sec): 3 clusters Score: Raw -313149.457892 + Penalty 2579.878836 = -310569.579056 nChanged 0 SP:Iteration 28F (294.409507 sec): 3 clusters Score: Raw -313149.457892 + Penalty 2579.878836 = -310569.579056 nChanged 0 Iteration 99Q (295.627738 sec): 17 clusters Score: Raw -22414238.989575 + Penalty 31736.308826 = -22382502.680749 nChanged 97 Iteration 100F (297.937410 sec): 17 clusters Score: Raw -22414242.384212 + Penalty 31736.308826 = -22382506.075385 nChanged 93 Iteration 101Q (299.085936 sec): 17 clusters Score: Raw -22414249.748109 + Penalty 31736.308826 = -22382513.439283 nChanged 89 Iteration 102Q (300.331053 sec): 17 clusters Score: Raw -22414252.393933 + Penalty 31736.308826 = -22382516.085106 nChanged 75 Iteration 103Q (301.540362 sec): 17 clusters Score: Raw -22414255.348373 + Penalty 31736.308826 = -22382519.039546 nChanged 70 Iteration 104Q (302.690606 sec): 17 clusters Score: Raw -22414257.417603 + Penalty 31736.308826 = -22382521.108776 nChanged 56 Iteration 105Q (303.868696 sec): 17 clusters Score: Raw -22414258.958089 + Penalty 31736.308826 = -22382522.649262 nChanged 54 Iteration 106Q (305.087131 sec): 17 clusters Score: Raw -22414260.428251 + Penalty 31736.308826 = -22382524.119425 nChanged 46 Iteration 107Q (306.371292 sec): 17 clusters Score: Raw -22414261.629735 + Penalty 31736.308826 = -22382525.320909 nChanged 44 Iteration 108Q (307.563645 sec): 17 clusters Score: Raw -22414263.130469 + Penalty 31736.308826 = -22382526.821643 nChanged 38 Iteration 109Q (308.704936 sec): 17 clusters Score: Raw -22414264.528823 + Penalty 31736.308826 = -22382528.219997 nChanged 34 Iteration 110Q (309.919642 sec): 17 clusters Score: Raw -22414265.463202 + Penalty 31736.308826 = -22382529.154375 nChanged 27 Iteration 111Q (311.233239 sec): 17 clusters Score: Raw -22414266.148675 + Penalty 31736.308826 = -22382529.839849 nChanged 25 Iteration 112Q (312.468044 sec): 17 clusters Score: Raw -22414266.681261 + Penalty 31736.308826 = -22382530.372435 nChanged 30 Iteration 113Q (313.637368 sec): 17 clusters Score: Raw -22414267.269707 + Penalty 31736.308826 = -22382530.960881 nChanged 25 Iteration 114Q (314.912211 sec): 17 clusters Score: Raw -22414267.930459 + Penalty 31736.308826 = -22382531.621633 nChanged 30 Iteration 115Q (316.222655 sec): 17 clusters Score: Raw -22414268.777794 + Penalty 31736.308826 = -22382532.468967 nChanged 21 Iteration 116Q (317.414251 sec): 17 clusters Score: Raw -22414269.475548 + Penalty 31736.308826 = -22382533.166721 nChanged 23 Iteration 117Q (318.597858 sec): 17 clusters Score: Raw -22414270.106838 + Penalty 31736.308826 = -22382533.798011 nChanged 21 Iteration 118Q (319.681514 sec): 17 clusters Score: Raw -22414270.686252 + Penalty 31736.308826 = -22382534.377426 nChanged 19 Iteration 119Q (320.887610 sec): 17 clusters Score: Raw -22414271.101106 + Penalty 31736.308826 = -22382534.792280 nChanged 20 Iteration 120F (323.190961 sec): 17 clusters Score: Raw -22414271.753090 + Penalty 31736.308826 = -22382535.444263 nChanged 23 Iteration 121Q (324.414777 sec): 17 clusters Score: Raw -22414272.468384 + Penalty 31736.308826 = -22382536.159557 nChanged 28 Iteration 122Q (325.776638 sec): 17 clusters Score: Raw -22414273.332918 + Penalty 31736.308826 = -22382537.024092 nChanged 26 Iteration 123Q (326.952415 sec): 17 clusters Score: Raw -22414274.278680 + Penalty 31736.308826 = -22382537.969854 nChanged 20 Iteration 124Q (328.211440 sec): 17 clusters Score: Raw -22414275.012343 + Penalty 31736.308826 = -22382538.703517 nChanged 14 Iteration 125Q (329.550837 sec): 17 clusters Score: Raw -22414275.644867 + Penalty 31736.308826 = -22382539.336040 nChanged 21 Iteration 126Q (330.799582 sec): 17 clusters Score: Raw -22414276.357133 + Penalty 31736.308826 = -22382540.048306 nChanged 14 Iteration 127Q (332.028059 sec): 17 clusters Score: Raw -22414276.694343 + Penalty 31736.308826 = -22382540.385516 nChanged 12 Iteration 128Q (333.302264 sec): 17 clusters Score: Raw -22414277.256695 + Penalty 31736.308826 = -22382540.947869 nChanged 16 Iteration 129Q (334.644405 sec): 17 clusters Score: Raw -22414277.821550 + Penalty 31736.308826 = -22382541.512724 nChanged 22 Iteration 130Q (335.860930 sec): 17 clusters Score: Raw -22414278.900330 + Penalty 31736.308826 = -22382542.591504 nChanged 18 Iteration 131Q (337.126321 sec): 17 clusters Score: Raw -22414279.458844 + Penalty 31736.308826 = -22382543.150018 nChanged 16 Iteration 132Q (338.434715 sec): 17 clusters Score: Raw -22414279.996195 + Penalty 31736.308826 = -22382543.687368 nChanged 20 Iteration 133Q (339.721456 sec): 17 clusters Score: Raw -22414280.893975 + Penalty 31736.308826 = -22382544.585149 nChanged 18 Iteration 134Q (340.928781 sec): 17 clusters Score: Raw -22414281.581911 + Penalty 31736.308826 = -22382545.273085 nChanged 11 Iteration 135Q (342.219476 sec): 17 clusters Score: Raw -22414281.925684 + Penalty 31736.308826 = -22382545.616857 nChanged 16 Iteration 136Q (343.570780 sec): 17 clusters Score: Raw -22414282.623980 + Penalty 31736.308826 = -22382546.315154 nChanged 20 Iteration 137Q (344.775111 sec): 17 clusters Score: Raw -22414283.713493 + Penalty 31736.308826 = -22382547.404666 nChanged 22 Iteration 138Q (346.003921 sec): 17 clusters Score: Raw -22414284.757854 + Penalty 31736.308826 = -22382548.449028 nChanged 22 Writing temp clu file Because OldScore, -22382547.404666, is greater than current (better) Score,-22382548.449028 Compute initial score before splitting: Score: Raw -22414284.757854 + Penalty 31736.308826 = -22382548.449028 Trying to split cluster 1 (3703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (346.098048 sec): 2 clusters Score: Raw -425417.935157 + Penalty 1335.246019 = -424082.689138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (346.151647 sec): 3 clusters Score: Raw -423578.933532 + Penalty 2670.492039 = -420908.441494 nChanged 1396 SP:Iteration 1F (346.202975 sec): 3 clusters Score: Raw -424412.537524 + Penalty 2670.492039 = -421742.045485 nChanged 283 SP:Iteration 2F (346.246491 sec): 3 clusters Score: Raw -424605.682653 + Penalty 2670.492039 = -421935.190614 nChanged 206 SP:Iteration 3F (346.302598 sec): 3 clusters Score: Raw -424739.503700 + Penalty 2670.492039 = -422069.011661 nChanged 165 SP:Iteration 4Q (346.362520 sec): 3 clusters Score: Raw -424848.737595 + Penalty 2670.492039 = -422178.245556 nChanged 153 SP:Iteration 5Q (346.415596 sec): 3 clusters Score: Raw -424943.685085 + Penalty 2670.492039 = -422273.193046 nChanged 116 SP:Iteration 6Q (346.464859 sec): 3 clusters Score: Raw -425004.963530 + Penalty 2670.492039 = -422334.471491 nChanged 80 SP:Iteration 7Q (346.516194 sec): 3 clusters Score: Raw -425043.066923 + Penalty 2670.492039 = -422372.574884 nChanged 61 SP:Iteration 8Q (346.561359 sec): 3 clusters Score: Raw -425070.567930 + Penalty 2670.492039 = -422400.075892 nChanged 51 SP:Iteration 9Q (346.597443 sec): 3 clusters Score: Raw -425094.005778 + Penalty 2670.492039 = -422423.513739 nChanged 50 SP:Iteration 10Q (346.643932 sec): 3 clusters Score: Raw -425113.289096 + Penalty 2670.492039 = -422442.797058 nChanged 44 SP:Iteration 11Q (346.694081 sec): 3 clusters Score: Raw -425128.141301 + Penalty 2670.492039 = -422457.649262 nChanged 34 SP:Iteration 12Q (346.738039 sec): 3 clusters Score: Raw -425141.709208 + Penalty 2670.492039 = -422471.217169 nChanged 41 SP:Iteration 13Q (346.789461 sec): 3 clusters Score: Raw -425154.898132 + Penalty 2670.492039 = -422484.406094 nChanged 33 SP:Iteration 14Q (346.841036 sec): 3 clusters Score: Raw -425167.512981 + Penalty 2670.492039 = -422497.020943 nChanged 31 SP:Iteration 15Q (346.883652 sec): 3 clusters Score: Raw -425181.637265 + Penalty 2670.492039 = -422511.145226 nChanged 33 SP:Iteration 16Q (346.933382 sec): 3 clusters Score: Raw -425194.948939 + Penalty 2670.492039 = -422524.456900 nChanged 30 SP:Iteration 17Q (346.986601 sec): 3 clusters Score: Raw -425208.120551 + Penalty 2670.492039 = -422537.628513 nChanged 29 SP:Iteration 18Q (347.035806 sec): 3 clusters Score: Raw -425221.189784 + Penalty 2670.492039 = -422550.697745 nChanged 32 SP:Iteration 19Q (347.092387 sec): 3 clusters Score: Raw -425236.133259 + Penalty 2670.492039 = -422565.641220 nChanged 28 SP:Iteration 20F (347.130126 sec): 3 clusters Score: Raw -425247.032347 + Penalty 2670.492039 = -422576.540308 nChanged 30 SP:Iteration 21Q (347.182350 sec): 3 clusters Score: Raw -425261.068532 + Penalty 2670.492039 = -422590.576493 nChanged 26 SP:Iteration 22Q (347.239293 sec): 3 clusters Score: Raw -425272.914226 + Penalty 2670.492039 = -422602.422187 nChanged 28 SP:Iteration 23Q (347.290670 sec): 3 clusters Score: Raw -425285.335492 + Penalty 2670.492039 = -422614.843454 nChanged 32 SP:Iteration 24Q (347.326490 sec): 3 clusters Score: Raw -425302.604752 + Penalty 2670.492039 = -422632.112713 nChanged 29 SP:Iteration 25Q (347.378650 sec): 3 clusters Score: Raw -425317.933878 + Penalty 2670.492039 = -422647.441840 nChanged 36 SP:Iteration 26Q (347.436019 sec): 3 clusters Score: Raw -425341.442328 + Penalty 2670.492039 = -422670.950289 nChanged 37 SP:Iteration 27Q (347.483159 sec): 3 clusters Score: Raw -425360.454641 + Penalty 2670.492039 = -422689.962602 nChanged 35 SP:Iteration 28Q (347.526578 sec): 3 clusters Score: Raw -425381.650370 + Penalty 2670.492039 = -422711.158331 nChanged 32 SP:Iteration 29Q (347.571189 sec): 3 clusters Score: Raw -425404.310375 + Penalty 2670.492039 = -422733.818336 nChanged 50 SP:Iteration 30Q (347.618285 sec): 3 clusters Score: Raw -425446.102323 + Penalty 2670.492039 = -422775.610285 nChanged 46 SP:Iteration 31Q (347.661902 sec): 3 clusters Score: Raw -425485.225029 + Penalty 2670.492039 = -422814.732991 nChanged 38 SP:Iteration 32Q (347.704122 sec): 3 clusters Score: Raw -425512.907437 + Penalty 2670.492039 = -422842.415398 nChanged 26 SP:Iteration 33Q (347.743705 sec): 3 clusters Score: Raw -425531.490389 + Penalty 2670.492039 = -422860.998350 nChanged 22 SP:Iteration 34Q (347.786360 sec): 3 clusters Score: Raw -425549.084556 + Penalty 2670.492039 = -422878.592518 nChanged 22 SP:Iteration 35Q (347.848731 sec): 3 clusters Score: Raw -425567.139406 + Penalty 2670.492039 = -422896.647368 nChanged 16 SP:Iteration 36Q (347.891404 sec): 3 clusters Score: Raw -425577.933617 + Penalty 2670.492039 = -422907.441578 nChanged 14 SP:Iteration 37Q (347.942232 sec): 3 clusters Score: Raw -425587.676207 + Penalty 2670.492039 = -422917.184168 nChanged 17 SP:Iteration 38Q (347.993545 sec): 3 clusters Score: Raw -425601.036859 + Penalty 2670.492039 = -422930.544820 nChanged 10 SP:Iteration 39Q (348.062487 sec): 3 clusters Score: Raw -425609.728389 + Penalty 2670.492039 = -422939.236350 nChanged 10 SP:Iteration 40F (348.111181 sec): 3 clusters Score: Raw -425616.563081 + Penalty 2670.492039 = -422946.071042 nChanged 5 SP:Iteration 41Q (348.157605 sec): 3 clusters Score: Raw -425620.817152 + Penalty 2670.492039 = -422950.325113 nChanged 7 SP:Iteration 42Q (348.220135 sec): 3 clusters Score: Raw -425624.939001 + Penalty 2670.492039 = -422954.446962 nChanged 5 SP:Iteration 43Q (348.266888 sec): 3 clusters Score: Raw -425627.939808 + Penalty 2670.492039 = -422957.447769 nChanged 3 SP:Iteration 44Q (348.319642 sec): 3 clusters Score: Raw -425629.460890 + Penalty 2670.492039 = -422958.968851 nChanged 3 SP:Iteration 45Q (348.370987 sec): 3 clusters Score: Raw -425631.288979 + Penalty 2670.492039 = -422960.796940 nChanged 5 SP:Iteration 46Q (348.432357 sec): 3 clusters Score: Raw -425635.678479 + Penalty 2670.492039 = -422965.186441 nChanged 2 SP:Iteration 47Q (348.486662 sec): 3 clusters Score: Raw -425638.457792 + Penalty 2670.492039 = -422967.965753 nChanged 4 SP:Iteration 48Q (348.527967 sec): 3 clusters Score: Raw -425642.895715 + Penalty 2670.492039 = -422972.403676 nChanged 4 SP:Iteration 49Q (348.589641 sec): 3 clusters Score: Raw -425646.355807 + Penalty 2670.492039 = -422975.863768 nChanged 2 SP:Iteration 50Q (348.645796 sec): 3 clusters Score: Raw -425648.258756 + Penalty 2670.492039 = -422977.766717 nChanged 5 SP:Iteration 51Q (348.695707 sec): 3 clusters Score: Raw -425650.344972 + Penalty 2670.492039 = -422979.852933 nChanged 3 SP:Iteration 52Q (348.751291 sec): 3 clusters Score: Raw -425653.597717 + Penalty 2670.492039 = -422983.105678 nChanged 4 SP:Iteration 53Q (348.801861 sec): 3 clusters Score: Raw -425658.972858 + Penalty 2670.492039 = -422988.480820 nChanged 6 SP:Iteration 54Q (348.840306 sec): 3 clusters Score: Raw -425665.089969 + Penalty 2670.492039 = -422994.597930 nChanged 9 SP:Iteration 55Q (348.889708 sec): 3 clusters Score: Raw -425672.866987 + Penalty 2670.492039 = -423002.374948 nChanged 4 SP:Iteration 56Q (348.938231 sec): 3 clusters Score: Raw -425676.926600 + Penalty 2670.492039 = -423006.434561 nChanged 4 SP:Iteration 57Q (348.995177 sec): 3 clusters Score: Raw -425680.156179 + Penalty 2670.492039 = -423009.664140 nChanged 4 SP:Iteration 58Q (349.047486 sec): 3 clusters Score: Raw -425682.583032 + Penalty 2670.492039 = -423012.090993 nChanged 1 SP:Iteration 59Q (349.095098 sec): 3 clusters Score: Raw -425682.932415 + Penalty 2670.492039 = -423012.440377 nChanged 0 SP:Iteration 60F (349.139701 sec): 3 clusters Score: Raw -425682.932415 + Penalty 2670.492039 = -423012.440377 nChanged 0 Trying to split cluster 2 (4602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.179440 sec): 2 clusters Score: Raw -509075.838495 + Penalty 1370.565019 = -507705.273476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.222593 sec): 3 clusters Score: Raw -506777.997071 + Penalty 2741.130038 = -504036.867033 nChanged 1819 SP:Iteration 1F (349.281499 sec): 3 clusters Score: Raw -507879.221925 + Penalty 2741.130038 = -505138.091887 nChanged 370 SP:Iteration 2F (349.328327 sec): 3 clusters Score: Raw -508209.665293 + Penalty 2741.130038 = -505468.535255 nChanged 343 SP:Iteration 3F (349.384860 sec): 3 clusters Score: Raw -508647.238152 + Penalty 2741.130038 = -505906.108114 nChanged 339 SP:Iteration 4F (349.432955 sec): 3 clusters Score: Raw -509101.621360 + Penalty 2741.130038 = -506360.491322 nChanged 341 SP:Iteration 5F (349.486983 sec): 3 clusters Score: Raw -509457.511752 + Penalty 2741.130038 = -506716.381714 nChanged 307 SP:Iteration 6F (349.548374 sec): 3 clusters Score: Raw -509720.304635 + Penalty 2741.130038 = -506979.174598 nChanged 217 SP:Iteration 7Q (349.607228 sec): 3 clusters Score: Raw -509874.085968 + Penalty 2741.130038 = -507132.955931 nChanged 169 SP:Iteration 8Q (349.655202 sec): 3 clusters Score: Raw -509975.112635 + Penalty 2741.130038 = -507233.982597 nChanged 116 SP:Iteration 9Q (349.715351 sec): 3 clusters Score: Raw -510039.288766 + Penalty 2741.130038 = -507298.158728 nChanged 83 SP:Iteration 10Q (349.764618 sec): 3 clusters Score: Raw -510085.042608 + Penalty 2741.130038 = -507343.912570 nChanged 73 SP:Iteration 11Q (349.822264 sec): 3 clusters Score: Raw -510128.589098 + Penalty 2741.130038 = -507387.459060 nChanged 55 SP:Iteration 12Q (349.863839 sec): 3 clusters Score: Raw -510158.677881 + Penalty 2741.130038 = -507417.547843 nChanged 35 SP:Iteration 13Q (349.926911 sec): 3 clusters Score: Raw -510174.971034 + Penalty 2741.130038 = -507433.840996 nChanged 28 SP:Iteration 14Q (349.983513 sec): 3 clusters Score: Raw -510188.864860 + Penalty 2741.130038 = -507447.734822 nChanged 28 SP:Iteration 15Q (350.028457 sec): 3 clusters Score: Raw -510202.624788 + Penalty 2741.130038 = -507461.494750 nChanged 19 SP:Iteration 16Q (350.092848 sec): 3 clusters Score: Raw -510210.147788 + Penalty 2741.130038 = -507469.017750 nChanged 13 SP:Iteration 17Q (350.130655 sec): 3 clusters Score: Raw -510216.135786 + Penalty 2741.130038 = -507475.005748 nChanged 17 SP:Iteration 18Q (350.191435 sec): 3 clusters Score: Raw -510222.890275 + Penalty 2741.130038 = -507481.760237 nChanged 12 SP:Iteration 19Q (350.243071 sec): 3 clusters Score: Raw -510227.032209 + Penalty 2741.130038 = -507485.902171 nChanged 10 SP:Iteration 20F (350.301943 sec): 3 clusters Score: Raw -510230.494179 + Penalty 2741.130038 = -507489.364141 nChanged 9 SP:Iteration 21Q (350.355584 sec): 3 clusters Score: Raw -510233.317520 + Penalty 2741.130038 = -507492.187482 nChanged 7 SP:Iteration 22Q (350.400910 sec): 3 clusters Score: Raw -510234.610526 + Penalty 2741.130038 = -507493.480488 nChanged 1 SP:Iteration 23Q (350.454340 sec): 3 clusters Score: Raw -510234.971948 + Penalty 2741.130038 = -507493.841910 nChanged 1 SP:Iteration 24Q (350.510488 sec): 3 clusters Score: Raw -510235.231992 + Penalty 2741.130038 = -507494.101954 nChanged 0 SP:Iteration 25F (350.561680 sec): 3 clusters Score: Raw -510235.231992 + Penalty 2741.130038 = -507494.101954 nChanged 0 Trying to split cluster 3 (1015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (350.590835 sec): 2 clusters Score: Raw -106116.177406 + Penalty 1124.929632 = -104991.247773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (350.637948 sec): 3 clusters Score: Raw -105843.022811 + Penalty 2249.859265 = -103593.163546 nChanged 311 SP:Iteration 1F (350.675727 sec): 3 clusters Score: Raw -106356.582416 + Penalty 2249.859265 = -104106.723152 nChanged 142 SP:Iteration 2F (350.732246 sec): 3 clusters Score: Raw -106709.571891 + Penalty 2249.859265 = -104459.712627 nChanged 100 SP:Iteration 3F (350.764039 sec): 3 clusters Score: Raw -106886.037571 + Penalty 2249.859265 = -104636.178307 nChanged 41 SP:Iteration 4Q (350.802816 sec): 3 clusters Score: Raw -106966.896407 + Penalty 2249.859265 = -104717.037142 nChanged 23 SP:Iteration 5Q (350.840073 sec): 3 clusters Score: Raw -107011.520954 + Penalty 2249.859265 = -104761.661689 nChanged 13 SP:Iteration 6Q (350.885480 sec): 3 clusters Score: Raw -107031.244407 + Penalty 2249.859265 = -104781.385142 nChanged 9 SP:Iteration 7Q (350.916752 sec): 3 clusters Score: Raw -107042.841706 + Penalty 2249.859265 = -104792.982442 nChanged 6 SP:Iteration 8Q (350.962067 sec): 3 clusters Score: Raw -107048.924190 + Penalty 2249.859265 = -104799.064925 nChanged 7 SP:Iteration 9Q (350.993808 sec): 3 clusters Score: Raw -107055.901165 + Penalty 2249.859265 = -104806.041900 nChanged 9 SP:Iteration 10Q (351.036421 sec): 3 clusters Score: Raw -107063.751453 + Penalty 2249.859265 = -104813.892188 nChanged 3 SP:Iteration 11Q (351.074574 sec): 3 clusters Score: Raw -107066.874647 + Penalty 2249.859265 = -104817.015382 nChanged 2 SP:Iteration 12Q (351.122216 sec): 3 clusters Score: Raw -107068.712843 + Penalty 2249.859265 = -104818.853578 nChanged 4 SP:Iteration 13Q (351.160756 sec): 3 clusters Score: Raw -107073.236687 + Penalty 2249.859265 = -104823.377422 nChanged 5 SP:Iteration 14Q (351.205172 sec): 3 clusters Score: Raw -107076.914613 + Penalty 2249.859265 = -104827.055348 nChanged 2 SP:Iteration 15Q (351.250599 sec): 3 clusters Score: Raw -107078.222035 + Penalty 2249.859265 = -104828.362770 nChanged 0 SP:Iteration 16F (351.302412 sec): 3 clusters Score: Raw -107078.222035 + Penalty 2249.859265 = -104828.362770 nChanged 0 Trying to split cluster 4 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (351.318990 sec): 2 clusters Score: Raw -59015.043570 + Penalty 1038.141228 = -57976.902342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (351.357305 sec): 3 clusters Score: Raw -59063.082151 + Penalty 2076.282457 = -56986.799694 nChanged 182 SP:Iteration 1F (351.395046 sec): 3 clusters Score: Raw -59423.412982 + Penalty 2076.282457 = -57347.130526 nChanged 51 SP:Iteration 2F (351.432940 sec): 3 clusters Score: Raw -59546.798088 + Penalty 2076.282457 = -57470.515631 nChanged 28 SP:Iteration 3Q (351.470713 sec): 3 clusters Score: Raw -59602.766848 + Penalty 2076.282457 = -57526.484391 nChanged 27 SP:Iteration 4Q (351.508475 sec): 3 clusters Score: Raw -59669.262228 + Penalty 2076.282457 = -57592.979771 nChanged 28 SP:Iteration 5Q (351.546363 sec): 3 clusters Score: Raw -59752.448397 + Penalty 2076.282457 = -57676.165940 nChanged 42 SP:Iteration 6F (351.581962 sec): 3 clusters Score: Raw -59836.692981 + Penalty 2076.282457 = -57760.410524 nChanged 46 SP:Iteration 7F (351.632118 sec): 3 clusters Score: Raw -59977.270347 + Penalty 2076.282457 = -57900.987890 nChanged 39 SP:Iteration 8F (351.679940 sec): 3 clusters Score: Raw -60267.668833 + Penalty 2076.282457 = -58191.386376 nChanged 27 SP:Iteration 9Q (351.727835 sec): 3 clusters Score: Raw -60455.212930 + Penalty 2076.282457 = -58378.930474 nChanged 17 SP:Iteration 10Q (351.757417 sec): 3 clusters Score: Raw -60514.011947 + Penalty 2076.282457 = -58437.729490 nChanged 6 SP:Iteration 11Q (351.795230 sec): 3 clusters Score: Raw -60556.014045 + Penalty 2076.282457 = -58479.731589 nChanged 5 SP:Iteration 12Q (351.841181 sec): 3 clusters Score: Raw -60580.456556 + Penalty 2076.282457 = -58504.174099 nChanged 1 SP:Iteration 13Q (351.869679 sec): 3 clusters Score: Raw -60591.032363 + Penalty 2076.282457 = -58514.749906 nChanged 2 SP:Iteration 14Q (351.908249 sec): 3 clusters Score: Raw -60612.119066 + Penalty 2076.282457 = -58535.836609 nChanged 2 SP:Iteration 15Q (351.943696 sec): 3 clusters Score: Raw -60616.411759 + Penalty 2076.282457 = -58540.129303 nChanged 0 SP:Iteration 16F (351.979931 sec): 3 clusters Score: Raw -60616.411759 + Penalty 2076.282457 = -58540.129303 nChanged 0 Score: Raw -22415887.155083 + Penalty 33719.828128 = -22382167.326955 Splitting cluster 4 changes total score from -22382548.449028 to -22382167.326955 So it's not getting split. Trying to split cluster 5 (1430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (354.427656 sec): 2 clusters Score: Raw -176334.598073 + Penalty 1180.632330 = -175153.965743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (354.477724 sec): 3 clusters Score: Raw -175773.621427 + Penalty 2361.264660 = -173412.356766 nChanged 458 SP:Iteration 1F (354.525164 sec): 3 clusters Score: Raw -176127.426990 + Penalty 2361.264660 = -173766.162330 nChanged 129 SP:Iteration 2F (354.572902 sec): 3 clusters Score: Raw -176253.621483 + Penalty 2361.264660 = -173892.356823 nChanged 70 SP:Iteration 3Q (354.632773 sec): 3 clusters Score: Raw -176328.621718 + Penalty 2361.264660 = -173967.357058 nChanged 55 SP:Iteration 4Q (354.671200 sec): 3 clusters Score: Raw -176394.034626 + Penalty 2361.264660 = -174032.769966 nChanged 39 SP:Iteration 5Q (354.730381 sec): 3 clusters Score: Raw -176435.880916 + Penalty 2361.264660 = -174074.616256 nChanged 29 SP:Iteration 6Q (354.780434 sec): 3 clusters Score: Raw -176460.242511 + Penalty 2361.264660 = -174098.977851 nChanged 22 SP:Iteration 7Q (354.826050 sec): 3 clusters Score: Raw -176474.122359 + Penalty 2361.264660 = -174112.857699 nChanged 16 SP:Iteration 8Q (354.874287 sec): 3 clusters Score: Raw -176481.722483 + Penalty 2361.264660 = -174120.457822 nChanged 8 SP:Iteration 9Q (354.937285 sec): 3 clusters Score: Raw -176490.720809 + Penalty 2361.264660 = -174129.456149 nChanged 11 SP:Iteration 10Q (354.991210 sec): 3 clusters Score: Raw -176498.873519 + Penalty 2361.264660 = -174137.608859 nChanged 15 SP:Iteration 11Q (355.038733 sec): 3 clusters Score: Raw -176511.422845 + Penalty 2361.264660 = -174150.158185 nChanged 12 SP:Iteration 12Q (355.081347 sec): 3 clusters Score: Raw -176519.944993 + Penalty 2361.264660 = -174158.680333 nChanged 11 SP:Iteration 13Q (355.123852 sec): 3 clusters Score: Raw -176527.417741 + Penalty 2361.264660 = -174166.153080 nChanged 14 SP:Iteration 14Q (355.168512 sec): 3 clusters Score: Raw -176534.500264 + Penalty 2361.264660 = -174173.235604 nChanged 5 SP:Iteration 15Q (355.219493 sec): 3 clusters Score: Raw -176537.783358 + Penalty 2361.264660 = -174176.518697 nChanged 3 SP:Iteration 16Q (355.267467 sec): 3 clusters Score: Raw -176539.377526 + Penalty 2361.264660 = -174178.112866 nChanged 3 SP:Iteration 17Q (355.315446 sec): 3 clusters Score: Raw -176540.346539 + Penalty 2361.264660 = -174179.081879 nChanged 1 SP:Iteration 18Q (355.359111 sec): 3 clusters Score: Raw -176540.741706 + Penalty 2361.264660 = -174179.477046 nChanged 0 SP:Iteration 19F (355.419752 sec): 3 clusters Score: Raw -176540.741706 + Penalty 2361.264660 = -174179.477046 nChanged 0 Trying to split cluster 6 (37945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (355.496335 sec): 2 clusters Score: Raw -4403591.818380 + Penalty 1713.382616 = -4401878.435764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (355.603528 sec): 3 clusters Score: Raw -4379673.365247 + Penalty 3426.765232 = -4376246.600015 nChanged 17792 SP:Iteration 1F (355.711057 sec): 3 clusters Score: Raw -4389680.879284 + Penalty 3426.765232 = -4386254.114052 nChanged 1734 SP:Iteration 2Q (355.812387 sec): 3 clusters Score: Raw -4390329.462793 + Penalty 3426.765232 = -4386902.697560 nChanged 1871 SP:Iteration 3Q (355.919419 sec): 3 clusters Score: Raw -4391256.210334 + Penalty 3426.765232 = -4387829.445102 nChanged 2278 SP:Iteration 4F (356.028154 sec): 3 clusters Score: Raw -4392611.518189 + Penalty 3426.765232 = -4389184.752957 nChanged 2558 SP:Iteration 5F (356.126904 sec): 3 clusters Score: Raw -4394240.035233 + Penalty 3426.765232 = -4390813.270001 nChanged 2483 SP:Iteration 6F (356.221798 sec): 3 clusters Score: Raw -4396008.352501 + Penalty 3426.765232 = -4392581.587269 nChanged 2334 SP:Iteration 7F (356.323085 sec): 3 clusters Score: Raw -4397835.688978 + Penalty 3426.765232 = -4394408.923746 nChanged 2041 SP:Iteration 8F (356.439003 sec): 3 clusters Score: Raw -4399546.475862 + Penalty 3426.765232 = -4396119.710630 nChanged 1570 SP:Iteration 9Q (356.545906 sec): 3 clusters Score: Raw -4400809.509395 + Penalty 3426.765232 = -4397382.744163 nChanged 1191 SP:Iteration 10Q (356.643000 sec): 3 clusters Score: Raw -4401670.659366 + Penalty 3426.765232 = -4398243.894133 nChanged 908 SP:Iteration 11Q (356.753529 sec): 3 clusters Score: Raw -4402227.488974 + Penalty 3426.765232 = -4398800.723742 nChanged 752 SP:Iteration 12Q (356.858867 sec): 3 clusters Score: Raw -4402663.016293 + Penalty 3426.765232 = -4399236.251061 nChanged 645 SP:Iteration 13Q (356.970038 sec): 3 clusters Score: Raw -4403017.555092 + Penalty 3426.765232 = -4399590.789860 nChanged 593 SP:Iteration 14Q (357.069346 sec): 3 clusters Score: Raw -4403343.538478 + Penalty 3426.765232 = -4399916.773246 nChanged 549 SP:Iteration 15Q (357.176370 sec): 3 clusters Score: Raw -4403622.053638 + Penalty 3426.765232 = -4400195.288406 nChanged 497 SP:Iteration 16Q (357.286038 sec): 3 clusters Score: Raw -4403855.455985 + Penalty 3426.765232 = -4400428.690753 nChanged 430 SP:Iteration 17Q (357.384854 sec): 3 clusters Score: Raw -4404007.986840 + Penalty 3426.765232 = -4400581.221608 nChanged 357 SP:Iteration 18Q (357.482733 sec): 3 clusters Score: Raw -4404123.975707 + Penalty 3426.765232 = -4400697.210475 nChanged 310 SP:Iteration 19Q (357.589937 sec): 3 clusters Score: Raw -4404200.880971 + Penalty 3426.765232 = -4400774.115739 nChanged 240 SP:Iteration 20F (357.698784 sec): 3 clusters Score: Raw -4404257.320500 + Penalty 3426.765232 = -4400830.555268 nChanged 185 SP:Iteration 21Q (357.799657 sec): 3 clusters Score: Raw -4404296.220338 + Penalty 3426.765232 = -4400869.455106 nChanged 143 SP:Iteration 22Q (357.892490 sec): 3 clusters Score: Raw -4404318.524072 + Penalty 3426.765232 = -4400891.758840 nChanged 109 SP:Iteration 23Q (357.996437 sec): 3 clusters Score: Raw -4404332.786900 + Penalty 3426.765232 = -4400906.021668 nChanged 95 SP:Iteration 24Q (358.098369 sec): 3 clusters Score: Raw -4404344.112535 + Penalty 3426.765232 = -4400917.347303 nChanged 71 SP:Iteration 25Q (358.205940 sec): 3 clusters Score: Raw -4404350.689784 + Penalty 3426.765232 = -4400923.924552 nChanged 53 SP:Iteration 26Q (358.295865 sec): 3 clusters Score: Raw -4404355.156921 + Penalty 3426.765232 = -4400928.391689 nChanged 39 SP:Iteration 27Q (358.394226 sec): 3 clusters Score: Raw -4404358.454783 + Penalty 3426.765232 = -4400931.689551 nChanged 44 SP:Iteration 28Q (358.495948 sec): 3 clusters Score: Raw -4404361.550432 + Penalty 3426.765232 = -4400934.785200 nChanged 28 SP:Iteration 29Q (358.599986 sec): 3 clusters Score: Raw -4404363.511574 + Penalty 3426.765232 = -4400936.746342 nChanged 20 SP:Iteration 30Q (358.703881 sec): 3 clusters Score: Raw -4404364.949526 + Penalty 3426.765232 = -4400938.184294 nChanged 20 SP:Iteration 31Q (358.807023 sec): 3 clusters Score: Raw -4404366.041850 + Penalty 3426.765232 = -4400939.276617 nChanged 21 SP:Iteration 32Q (358.902194 sec): 3 clusters Score: Raw -4404367.311092 + Penalty 3426.765232 = -4400940.545860 nChanged 19 SP:Iteration 33Q (359.010029 sec): 3 clusters Score: Raw -4404368.222533 + Penalty 3426.765232 = -4400941.457301 nChanged 18 SP:Iteration 34Q (359.103653 sec): 3 clusters Score: Raw -4404369.042205 + Penalty 3426.765232 = -4400942.276973 nChanged 14 SP:Iteration 35Q (359.216480 sec): 3 clusters Score: Raw -4404369.857752 + Penalty 3426.765232 = -4400943.092520 nChanged 12 SP:Iteration 36Q (359.312713 sec): 3 clusters Score: Raw -4404370.393551 + Penalty 3426.765232 = -4400943.628319 nChanged 11 SP:Iteration 37Q (359.415122 sec): 3 clusters Score: Raw -4404370.887769 + Penalty 3426.765232 = -4400944.122536 nChanged 13 SP:Iteration 38Q (359.525153 sec): 3 clusters Score: Raw -4404371.357656 + Penalty 3426.765232 = -4400944.592424 nChanged 9 SP:Iteration 39Q (359.619150 sec): 3 clusters Score: Raw -4404371.835533 + Penalty 3426.765232 = -4400945.070301 nChanged 10 SP:Iteration 40F (359.740544 sec): 3 clusters Score: Raw -4404372.384861 + Penalty 3426.765232 = -4400945.619629 nChanged 10 SP:Iteration 41Q (359.850525 sec): 3 clusters Score: Raw -4404372.866631 + Penalty 3426.765232 = -4400946.101399 nChanged 11 SP:Iteration 42Q (359.957385 sec): 3 clusters Score: Raw -4404373.519204 + Penalty 3426.765232 = -4400946.753972 nChanged 13 SP:Iteration 43Q (360.063015 sec): 3 clusters Score: Raw -4404374.192968 + Penalty 3426.765232 = -4400947.427736 nChanged 18 SP:Iteration 44Q (360.173497 sec): 3 clusters Score: Raw -4404375.091119 + Penalty 3426.765232 = -4400948.325887 nChanged 10 SP:Iteration 45Q (360.266824 sec): 3 clusters Score: Raw -4404375.511774 + Penalty 3426.765232 = -4400948.746542 nChanged 9 SP:Iteration 46Q (360.379919 sec): 3 clusters Score: Raw -4404375.915488 + Penalty 3426.765232 = -4400949.150256 nChanged 8 SP:Iteration 47Q (360.477189 sec): 3 clusters Score: Raw -4404376.325777 + Penalty 3426.765232 = -4400949.560544 nChanged 3 SP:Iteration 48Q (360.580189 sec): 3 clusters Score: Raw -4404376.462072 + Penalty 3426.765232 = -4400949.696840 nChanged 4 SP:Iteration 49Q (360.682496 sec): 3 clusters Score: Raw -4404376.663398 + Penalty 3426.765232 = -4400949.898166 nChanged 1 SP:Iteration 50Q (360.780512 sec): 3 clusters Score: Raw -4404376.683647 + Penalty 3426.765232 = -4400949.918415 nChanged 1 SP:Iteration 51Q (360.881716 sec): 3 clusters Score: Raw -4404376.740939 + Penalty 3426.765232 = -4400949.975707 nChanged 1 SP:Iteration 52Q (360.978269 sec): 3 clusters Score: Raw -4404376.778402 + Penalty 3426.765232 = -4400950.013170 nChanged 1 SP:Iteration 53Q (361.088054 sec): 3 clusters Score: Raw -4404376.915846 + Penalty 3426.765232 = -4400950.150614 nChanged 4 SP:Iteration 54Q (361.193625 sec): 3 clusters Score: Raw -4404377.072455 + Penalty 3426.765232 = -4400950.307223 nChanged 3 SP:Iteration 55Q (361.289684 sec): 3 clusters Score: Raw -4404377.129607 + Penalty 3426.765232 = -4400950.364375 nChanged 2 SP:Iteration 56Q (361.400954 sec): 3 clusters Score: Raw -4404377.203402 + Penalty 3426.765232 = -4400950.438170 nChanged 1 SP:Iteration 57Q (361.500424 sec): 3 clusters Score: Raw -4404377.274400 + Penalty 3426.765232 = -4400950.509168 nChanged 1 SP:Iteration 58Q (361.597439 sec): 3 clusters Score: Raw -4404377.317409 + Penalty 3426.765232 = -4400950.552177 nChanged 1 SP:Iteration 59Q (361.697105 sec): 3 clusters Score: Raw -4404377.355232 + Penalty 3426.765232 = -4400950.589999 nChanged 1 SP:Iteration 60F (361.812294 sec): 3 clusters Score: Raw -4404377.382303 + Penalty 3426.765232 = -4400950.617071 nChanged 1 SP:Iteration 61Q (361.920123 sec): 3 clusters Score: Raw -4404377.429818 + Penalty 3426.765232 = -4400950.664585 nChanged 2 SP:Iteration 62Q (362.010982 sec): 3 clusters Score: Raw -4404377.526802 + Penalty 3426.765232 = -4400950.761570 nChanged 2 SP:Iteration 63Q (362.108787 sec): 3 clusters Score: Raw -4404377.576527 + Penalty 3426.765232 = -4400950.811295 nChanged 1 SP:Iteration 64Q (362.214745 sec): 3 clusters Score: Raw -4404377.627516 + Penalty 3426.765232 = -4400950.862284 nChanged 1 SP:Iteration 65Q (362.315605 sec): 3 clusters Score: Raw -4404377.638364 + Penalty 3426.765232 = -4400950.873131 nChanged 0 SP:Iteration 66F (362.430822 sec): 3 clusters Score: Raw -4404377.638364 + Penalty 3426.765232 = -4400950.873131 nChanged 0 Trying to split cluster 7 (30229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.495557 sec): 2 clusters Score: Raw -3462815.752456 + Penalty 1676.440514 = -3461139.311942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.593349 sec): 3 clusters Score: Raw -3443974.641213 + Penalty 3352.881027 = -3440621.760185 nChanged 14049 SP:Iteration 1F (362.682810 sec): 3 clusters Score: Raw -3452044.242082 + Penalty 3352.881027 = -3448691.361055 nChanged 1659 SP:Iteration 2F (362.783636 sec): 3 clusters Score: Raw -3452849.870575 + Penalty 3352.881027 = -3449496.989547 nChanged 1778 SP:Iteration 3F (362.873357 sec): 3 clusters Score: Raw -3453909.382122 + Penalty 3352.881027 = -3450556.501095 nChanged 1900 SP:Iteration 4F (362.974891 sec): 3 clusters Score: Raw -3455315.752357 + Penalty 3352.881027 = -3451962.871330 nChanged 2101 SP:Iteration 5F (363.071110 sec): 3 clusters Score: Raw -3457042.059750 + Penalty 3352.881027 = -3453689.178722 nChanged 2173 SP:Iteration 6F (363.167467 sec): 3 clusters Score: Raw -3458966.206710 + Penalty 3352.881027 = -3455613.325682 nChanged 1893 SP:Iteration 7F (363.257137 sec): 3 clusters Score: Raw -3460606.638917 + Penalty 3352.881027 = -3457253.757889 nChanged 1529 SP:Iteration 8F (363.353792 sec): 3 clusters Score: Raw -3462053.499483 + Penalty 3352.881027 = -3458700.618456 nChanged 1153 SP:Iteration 9Q (363.440307 sec): 3 clusters Score: Raw -3463202.654845 + Penalty 3352.881027 = -3459849.773818 nChanged 770 SP:Iteration 10Q (363.543527 sec): 3 clusters Score: Raw -3463860.971350 + Penalty 3352.881027 = -3460508.090323 nChanged 532 SP:Iteration 11Q (363.636140 sec): 3 clusters Score: Raw -3464178.418185 + Penalty 3352.881027 = -3460825.537158 nChanged 375 SP:Iteration 12Q (363.720621 sec): 3 clusters Score: Raw -3464323.109257 + Penalty 3352.881027 = -3460970.228230 nChanged 266 SP:Iteration 13Q (363.812308 sec): 3 clusters Score: Raw -3464410.412159 + Penalty 3352.881027 = -3461057.531132 nChanged 206 SP:Iteration 14Q (363.894328 sec): 3 clusters Score: Raw -3464463.822386 + Penalty 3352.881027 = -3461110.941359 nChanged 156 SP:Iteration 15Q (363.989909 sec): 3 clusters Score: Raw -3464497.018682 + Penalty 3352.881027 = -3461144.137655 nChanged 121 SP:Iteration 16Q (364.069076 sec): 3 clusters Score: Raw -3464523.174152 + Penalty 3352.881027 = -3461170.293125 nChanged 127 SP:Iteration 17Q (364.167886 sec): 3 clusters Score: Raw -3464550.325831 + Penalty 3352.881027 = -3461197.444804 nChanged 117 SP:Iteration 18Q (364.251930 sec): 3 clusters Score: Raw -3464568.410688 + Penalty 3352.881027 = -3461215.529660 nChanged 76 SP:Iteration 19Q (364.345735 sec): 3 clusters Score: Raw -3464578.085515 + Penalty 3352.881027 = -3461225.204488 nChanged 61 SP:Iteration 20F (364.424776 sec): 3 clusters Score: Raw -3464584.926117 + Penalty 3352.881027 = -3461232.045090 nChanged 51 SP:Iteration 21Q (364.526572 sec): 3 clusters Score: Raw -3464590.324383 + Penalty 3352.881027 = -3461237.443356 nChanged 44 SP:Iteration 22Q (364.612687 sec): 3 clusters Score: Raw -3464594.500088 + Penalty 3352.881027 = -3461241.619061 nChanged 38 SP:Iteration 23Q (364.700641 sec): 3 clusters Score: Raw -3464598.511271 + Penalty 3352.881027 = -3461245.630244 nChanged 39 SP:Iteration 24Q (364.789213 sec): 3 clusters Score: Raw -3464602.119072 + Penalty 3352.881027 = -3461249.238044 nChanged 21 SP:Iteration 25Q (364.868231 sec): 3 clusters Score: Raw -3464603.475570 + Penalty 3352.881027 = -3461250.594543 nChanged 20 SP:Iteration 26Q (364.969953 sec): 3 clusters Score: Raw -3464604.459240 + Penalty 3352.881027 = -3461251.578213 nChanged 10 SP:Iteration 27Q (365.054635 sec): 3 clusters Score: Raw -3464604.943590 + Penalty 3352.881027 = -3461252.062563 nChanged 8 SP:Iteration 28Q (365.140381 sec): 3 clusters Score: Raw -3464605.535960 + Penalty 3352.881027 = -3461252.654933 nChanged 9 SP:Iteration 29Q (365.236822 sec): 3 clusters Score: Raw -3464606.613978 + Penalty 3352.881027 = -3461253.732950 nChanged 14 SP:Iteration 30Q (365.326152 sec): 3 clusters Score: Raw -3464607.615905 + Penalty 3352.881027 = -3461254.734878 nChanged 10 SP:Iteration 31Q (365.418141 sec): 3 clusters Score: Raw -3464608.359450 + Penalty 3352.881027 = -3461255.478423 nChanged 10 SP:Iteration 32Q (365.502343 sec): 3 clusters Score: Raw -3464608.763321 + Penalty 3352.881027 = -3461255.882294 nChanged 3 SP:Iteration 33Q (365.598016 sec): 3 clusters Score: Raw -3464608.862569 + Penalty 3352.881027 = -3461255.981542 nChanged 2 SP:Iteration 34Q (365.689021 sec): 3 clusters Score: Raw -3464608.963564 + Penalty 3352.881027 = -3461256.082536 nChanged 3 SP:Iteration 35Q (365.783609 sec): 3 clusters Score: Raw -3464609.140763 + Penalty 3352.881027 = -3461256.259736 nChanged 3 SP:Iteration 36Q (365.873267 sec): 3 clusters Score: Raw -3464609.297466 + Penalty 3352.881027 = -3461256.416438 nChanged 3 SP:Iteration 37Q (365.959997 sec): 3 clusters Score: Raw -3464609.511208 + Penalty 3352.881027 = -3461256.630181 nChanged 3 SP:Iteration 38Q (366.050024 sec): 3 clusters Score: Raw -3464609.677446 + Penalty 3352.881027 = -3461256.796419 nChanged 1 SP:Iteration 39Q (366.138135 sec): 3 clusters Score: Raw -3464609.724487 + Penalty 3352.881027 = -3461256.843460 nChanged 2 SP:Iteration 40F (366.240680 sec): 3 clusters Score: Raw -3464609.826480 + Penalty 3352.881027 = -3461256.945453 nChanged 1 SP:Iteration 41Q (366.333592 sec): 3 clusters Score: Raw -3464609.856534 + Penalty 3352.881027 = -3461256.975507 nChanged 0 SP:Iteration 42F (366.422393 sec): 3 clusters Score: Raw -3464609.856534 + Penalty 3352.881027 = -3461256.975507 nChanged 0 Score: Raw -22416079.890972 + Penalty 33719.828128 = -22382360.062844 Splitting cluster 7 changes total score from -22382548.449028 to -22382360.062844 So it's not getting split. Trying to split cluster 8 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (368.876943 sec): 2 clusters Score: Raw -155777.284087 + Penalty 1160.837860 = -154616.446226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (368.914530 sec): 3 clusters Score: Raw -155327.334533 + Penalty 2321.675721 = -153005.658812 nChanged 384 SP:Iteration 1F (368.964489 sec): 3 clusters Score: Raw -155642.475455 + Penalty 2321.675721 = -153320.799734 nChanged 97 SP:Iteration 2F (369.008863 sec): 3 clusters Score: Raw -155716.989049 + Penalty 2321.675721 = -153395.313328 nChanged 49 SP:Iteration 3Q (369.048340 sec): 3 clusters Score: Raw -155752.189702 + Penalty 2321.675721 = -153430.513981 nChanged 32 SP:Iteration 4Q (369.083960 sec): 3 clusters Score: Raw -155775.898232 + Penalty 2321.675721 = -153454.222512 nChanged 21 SP:Iteration 5Q (369.121162 sec): 3 clusters Score: Raw -155798.783351 + Penalty 2321.675721 = -153477.107630 nChanged 18 SP:Iteration 6Q (369.171365 sec): 3 clusters Score: Raw -155816.231484 + Penalty 2321.675721 = -153494.555763 nChanged 24 SP:Iteration 7Q (369.201247 sec): 3 clusters Score: Raw -155839.406775 + Penalty 2321.675721 = -153517.731055 nChanged 22 SP:Iteration 8Q (369.243402 sec): 3 clusters Score: Raw -155860.060530 + Penalty 2321.675721 = -153538.384810 nChanged 20 SP:Iteration 9Q (369.289264 sec): 3 clusters Score: Raw -155878.639638 + Penalty 2321.675721 = -153556.963917 nChanged 16 SP:Iteration 10Q (369.345209 sec): 3 clusters Score: Raw -155892.914621 + Penalty 2321.675721 = -153571.238900 nChanged 12 SP:Iteration 11Q (369.391334 sec): 3 clusters Score: Raw -155900.699445 + Penalty 2321.675721 = -153579.023724 nChanged 12 SP:Iteration 12Q (369.434953 sec): 3 clusters Score: Raw -155909.759148 + Penalty 2321.675721 = -153588.083427 nChanged 11 SP:Iteration 13Q (369.474561 sec): 3 clusters Score: Raw -155919.303517 + Penalty 2321.675721 = -153597.627796 nChanged 7 SP:Iteration 14Q (369.514649 sec): 3 clusters Score: Raw -155922.584531 + Penalty 2321.675721 = -153600.908810 nChanged 5 SP:Iteration 15Q (369.554504 sec): 3 clusters Score: Raw -155926.857911 + Penalty 2321.675721 = -153605.182190 nChanged 7 SP:Iteration 16Q (369.601172 sec): 3 clusters Score: Raw -155932.179902 + Penalty 2321.675721 = -153610.504181 nChanged 6 SP:Iteration 17Q (369.639919 sec): 3 clusters Score: Raw -155937.521536 + Penalty 2321.675721 = -153615.845815 nChanged 8 SP:Iteration 18Q (369.671444 sec): 3 clusters Score: Raw -155941.654867 + Penalty 2321.675721 = -153619.979146 nChanged 2 SP:Iteration 19Q (369.729051 sec): 3 clusters Score: Raw -155945.120228 + Penalty 2321.675721 = -153623.444507 nChanged 6 SP:Iteration 20F (369.771126 sec): 3 clusters Score: Raw -155950.709408 + Penalty 2321.675721 = -153629.033688 nChanged 5 SP:Iteration 21Q (369.825684 sec): 3 clusters Score: Raw -155953.609208 + Penalty 2321.675721 = -153631.933487 nChanged 4 SP:Iteration 22Q (369.876481 sec): 3 clusters Score: Raw -155955.783649 + Penalty 2321.675721 = -153634.107928 nChanged 3 SP:Iteration 23Q (369.917213 sec): 3 clusters Score: Raw -155957.653485 + Penalty 2321.675721 = -153635.977765 nChanged 4 SP:Iteration 24Q (369.970702 sec): 3 clusters Score: Raw -155958.518817 + Penalty 2321.675721 = -153636.843096 nChanged 1 SP:Iteration 25Q (370.023598 sec): 3 clusters Score: Raw -155959.716209 + Penalty 2321.675721 = -153638.040488 nChanged 0 SP:Iteration 26F (370.070640 sec): 3 clusters Score: Raw -155959.716209 + Penalty 2321.675721 = -153638.040488 nChanged 0 Trying to split cluster 9 (17547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (370.120272 sec): 2 clusters Score: Raw -1960337.858696 + Penalty 1588.053720 = -1958749.804976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (370.196266 sec): 3 clusters Score: Raw -1949925.029347 + Penalty 3176.107439 = -1946748.921908 nChanged 7818 SP:Iteration 1F (370.267919 sec): 3 clusters Score: Raw -1954192.899492 + Penalty 3176.107439 = -1951016.792053 nChanged 877 SP:Iteration 2Q (370.351403 sec): 3 clusters Score: Raw -1954541.419633 + Penalty 3176.107439 = -1951365.312193 nChanged 842 SP:Iteration 3Q (370.419267 sec): 3 clusters Score: Raw -1954948.437368 + Penalty 3176.107439 = -1951772.329929 nChanged 899 SP:Iteration 4F (370.508324 sec): 3 clusters Score: Raw -1955447.932624 + Penalty 3176.107439 = -1952271.825185 nChanged 984 SP:Iteration 5F (370.584882 sec): 3 clusters Score: Raw -1956094.357406 + Penalty 3176.107439 = -1952918.249967 nChanged 1114 SP:Iteration 6F (370.657852 sec): 3 clusters Score: Raw -1956910.108799 + Penalty 3176.107439 = -1953734.001360 nChanged 1148 SP:Iteration 7F (370.738443 sec): 3 clusters Score: Raw -1957791.601332 + Penalty 3176.107439 = -1954615.493893 nChanged 1076 SP:Iteration 8F (370.810845 sec): 3 clusters Score: Raw -1958668.641044 + Penalty 3176.107439 = -1955492.533604 nChanged 901 SP:Iteration 9F (370.887525 sec): 3 clusters Score: Raw -1959320.745778 + Penalty 3176.107439 = -1956144.638339 nChanged 650 SP:Iteration 10Q (370.963103 sec): 3 clusters Score: Raw -1959686.382976 + Penalty 3176.107439 = -1956510.275537 nChanged 451 SP:Iteration 11Q (371.032868 sec): 3 clusters Score: Raw -1959880.678602 + Penalty 3176.107439 = -1956704.571163 nChanged 283 SP:Iteration 12Q (371.106825 sec): 3 clusters Score: Raw -1959982.209163 + Penalty 3176.107439 = -1956806.101724 nChanged 239 SP:Iteration 13Q (371.179582 sec): 3 clusters Score: Raw -1960074.707035 + Penalty 3176.107439 = -1956898.599596 nChanged 216 SP:Iteration 14Q (371.246202 sec): 3 clusters Score: Raw -1960155.163817 + Penalty 3176.107439 = -1956979.056377 nChanged 200 SP:Iteration 15Q (371.331772 sec): 3 clusters Score: Raw -1960245.081825 + Penalty 3176.107439 = -1957068.974386 nChanged 206 SP:Iteration 16Q (371.409860 sec): 3 clusters Score: Raw -1960366.746299 + Penalty 3176.107439 = -1957190.638860 nChanged 224 SP:Iteration 17Q (371.480989 sec): 3 clusters Score: Raw -1960502.820072 + Penalty 3176.107439 = -1957326.712633 nChanged 213 SP:Iteration 18Q (371.563846 sec): 3 clusters Score: Raw -1960624.082858 + Penalty 3176.107439 = -1957447.975419 nChanged 188 SP:Iteration 19Q (371.637245 sec): 3 clusters Score: Raw -1960709.273560 + Penalty 3176.107439 = -1957533.166121 nChanged 159 SP:Iteration 20F (371.713657 sec): 3 clusters Score: Raw -1960763.269957 + Penalty 3176.107439 = -1957587.162518 nChanged 128 SP:Iteration 21Q (371.787202 sec): 3 clusters Score: Raw -1960801.380285 + Penalty 3176.107439 = -1957625.272846 nChanged 107 SP:Iteration 22Q (371.863964 sec): 3 clusters Score: Raw -1960828.005696 + Penalty 3176.107439 = -1957651.898257 nChanged 80 SP:Iteration 23Q (371.944685 sec): 3 clusters Score: Raw -1960845.751794 + Penalty 3176.107439 = -1957669.644355 nChanged 71 SP:Iteration 24Q (372.018607 sec): 3 clusters Score: Raw -1960862.201761 + Penalty 3176.107439 = -1957686.094322 nChanged 71 SP:Iteration 25Q (372.093522 sec): 3 clusters Score: Raw -1960875.945343 + Penalty 3176.107439 = -1957699.837904 nChanged 55 SP:Iteration 26Q (372.165667 sec): 3 clusters Score: Raw -1960883.889618 + Penalty 3176.107439 = -1957707.782179 nChanged 48 SP:Iteration 27Q (372.239145 sec): 3 clusters Score: Raw -1960890.482721 + Penalty 3176.107439 = -1957714.375282 nChanged 35 SP:Iteration 28Q (372.314535 sec): 3 clusters Score: Raw -1960894.673242 + Penalty 3176.107439 = -1957718.565803 nChanged 22 SP:Iteration 29Q (372.390314 sec): 3 clusters Score: Raw -1960897.160104 + Penalty 3176.107439 = -1957721.052665 nChanged 16 SP:Iteration 30Q (372.464915 sec): 3 clusters Score: Raw -1960898.661402 + Penalty 3176.107439 = -1957722.553963 nChanged 13 SP:Iteration 31Q (372.525554 sec): 3 clusters Score: Raw -1960899.665937 + Penalty 3176.107439 = -1957723.558498 nChanged 13 SP:Iteration 32Q (372.590196 sec): 3 clusters Score: Raw -1960900.950158 + Penalty 3176.107439 = -1957724.842718 nChanged 15 SP:Iteration 33Q (372.664768 sec): 3 clusters Score: Raw -1960902.488636 + Penalty 3176.107439 = -1957726.381197 nChanged 9 SP:Iteration 34Q (372.749283 sec): 3 clusters Score: Raw -1960903.260577 + Penalty 3176.107439 = -1957727.153138 nChanged 7 SP:Iteration 35Q (372.818671 sec): 3 clusters Score: Raw -1960903.846770 + Penalty 3176.107439 = -1957727.739331 nChanged 7 SP:Iteration 36Q (372.899608 sec): 3 clusters Score: Raw -1960904.224765 + Penalty 3176.107439 = -1957728.117326 nChanged 3 SP:Iteration 37Q (372.963129 sec): 3 clusters Score: Raw -1960904.523871 + Penalty 3176.107439 = -1957728.416432 nChanged 5 SP:Iteration 38Q (373.041953 sec): 3 clusters Score: Raw -1960904.865330 + Penalty 3176.107439 = -1957728.757891 nChanged 3 SP:Iteration 39Q (373.104379 sec): 3 clusters Score: Raw -1960905.194644 + Penalty 3176.107439 = -1957729.087205 nChanged 6 SP:Iteration 40F (373.178431 sec): 3 clusters Score: Raw -1960905.740094 + Penalty 3176.107439 = -1957729.632655 nChanged 7 SP:Iteration 41Q (373.255562 sec): 3 clusters Score: Raw -1960906.285940 + Penalty 3176.107439 = -1957730.178501 nChanged 8 SP:Iteration 42Q (373.326121 sec): 3 clusters Score: Raw -1960906.830398 + Penalty 3176.107439 = -1957730.722959 nChanged 5 SP:Iteration 43Q (373.390987 sec): 3 clusters Score: Raw -1960907.155324 + Penalty 3176.107439 = -1957731.047885 nChanged 4 SP:Iteration 44Q (373.467391 sec): 3 clusters Score: Raw -1960907.677513 + Penalty 3176.107439 = -1957731.570074 nChanged 5 SP:Iteration 45Q (373.543714 sec): 3 clusters Score: Raw -1960908.120092 + Penalty 3176.107439 = -1957732.012653 nChanged 5 SP:Iteration 46Q (373.608767 sec): 3 clusters Score: Raw -1960908.555491 + Penalty 3176.107439 = -1957732.448052 nChanged 3 SP:Iteration 47Q (373.680064 sec): 3 clusters Score: Raw -1960908.858952 + Penalty 3176.107439 = -1957732.751513 nChanged 5 SP:Iteration 48Q (373.759343 sec): 3 clusters Score: Raw -1960909.288561 + Penalty 3176.107439 = -1957733.181122 nChanged 6 SP:Iteration 49Q (373.838189 sec): 3 clusters Score: Raw -1960910.063041 + Penalty 3176.107439 = -1957733.955602 nChanged 6 SP:Iteration 50Q (373.901101 sec): 3 clusters Score: Raw -1960910.531613 + Penalty 3176.107439 = -1957734.424174 nChanged 7 SP:Iteration 51Q (373.986410 sec): 3 clusters Score: Raw -1960911.064942 + Penalty 3176.107439 = -1957734.957502 nChanged 5 SP:Iteration 52Q (374.059386 sec): 3 clusters Score: Raw -1960911.334081 + Penalty 3176.107439 = -1957735.226642 nChanged 4 SP:Iteration 53Q (374.135163 sec): 3 clusters Score: Raw -1960911.599289 + Penalty 3176.107439 = -1957735.491850 nChanged 4 SP:Iteration 54Q (374.202743 sec): 3 clusters Score: Raw -1960911.803789 + Penalty 3176.107439 = -1957735.696350 nChanged 0 SP:Iteration 55F (374.280692 sec): 3 clusters Score: Raw -1960911.803789 + Penalty 3176.107439 = -1957735.696350 nChanged 0 Trying to split cluster 10 (12523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (374.324850 sec): 2 clusters Score: Raw -1460910.224280 + Penalty 1533.239863 = -1459376.984417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (374.391438 sec): 3 clusters Score: Raw -1453681.746576 + Penalty 3066.479726 = -1450615.266850 nChanged 5549 SP:Iteration 1F (374.451514 sec): 3 clusters Score: Raw -1456576.145708 + Penalty 3066.479726 = -1453509.665983 nChanged 745 SP:Iteration 2F (374.528448 sec): 3 clusters Score: Raw -1456882.631776 + Penalty 3066.479726 = -1453816.152050 nChanged 637 SP:Iteration 3F (374.595590 sec): 3 clusters Score: Raw -1457136.408139 + Penalty 3066.479726 = -1454069.928413 nChanged 579 SP:Iteration 4Q (374.665419 sec): 3 clusters Score: Raw -1457371.761618 + Penalty 3066.479726 = -1454305.281892 nChanged 519 SP:Iteration 5Q (374.733973 sec): 3 clusters Score: Raw -1457600.667546 + Penalty 3066.479726 = -1454534.187820 nChanged 531 SP:Iteration 6Q (374.800448 sec): 3 clusters Score: Raw -1457861.039059 + Penalty 3066.479726 = -1454794.559333 nChanged 542 SP:Iteration 7Q (374.868208 sec): 3 clusters Score: Raw -1458149.462513 + Penalty 3066.479726 = -1455082.982787 nChanged 580 SP:Iteration 8Q (374.936989 sec): 3 clusters Score: Raw -1458481.194295 + Penalty 3066.479726 = -1455414.714569 nChanged 586 SP:Iteration 9Q (374.997179 sec): 3 clusters Score: Raw -1458860.205936 + Penalty 3066.479726 = -1455793.726211 nChanged 568 SP:Iteration 10Q (375.074167 sec): 3 clusters Score: Raw -1459226.800078 + Penalty 3066.479726 = -1456160.320353 nChanged 557 SP:Iteration 11Q (375.135781 sec): 3 clusters Score: Raw -1459551.922630 + Penalty 3066.479726 = -1456485.442905 nChanged 477 SP:Iteration 12Q (375.203491 sec): 3 clusters Score: Raw -1459774.683272 + Penalty 3066.479726 = -1456708.203547 nChanged 316 SP:Iteration 13Q (375.267569 sec): 3 clusters Score: Raw -1459882.840385 + Penalty 3066.479726 = -1456816.360660 nChanged 236 SP:Iteration 14Q (375.334224 sec): 3 clusters Score: Raw -1459946.691647 + Penalty 3066.479726 = -1456880.211921 nChanged 134 SP:Iteration 15Q (375.410199 sec): 3 clusters Score: Raw -1459974.836386 + Penalty 3066.479726 = -1456908.356661 nChanged 99 SP:Iteration 16Q (375.475541 sec): 3 clusters Score: Raw -1459997.671892 + Penalty 3066.479726 = -1456931.192166 nChanged 101 SP:Iteration 17Q (375.535426 sec): 3 clusters Score: Raw -1460021.505869 + Penalty 3066.479726 = -1456955.026143 nChanged 103 SP:Iteration 18Q (375.602583 sec): 3 clusters Score: Raw -1460047.277382 + Penalty 3066.479726 = -1456980.797656 nChanged 113 SP:Iteration 19Q (375.680163 sec): 3 clusters Score: Raw -1460072.580947 + Penalty 3066.479726 = -1457006.101222 nChanged 71 SP:Iteration 20F (375.751717 sec): 3 clusters Score: Raw -1460085.906215 + Penalty 3066.479726 = -1457019.426489 nChanged 65 SP:Iteration 21Q (375.809842 sec): 3 clusters Score: Raw -1460097.267038 + Penalty 3066.479726 = -1457030.787313 nChanged 63 SP:Iteration 22Q (375.874550 sec): 3 clusters Score: Raw -1460107.962991 + Penalty 3066.479726 = -1457041.483266 nChanged 64 SP:Iteration 23Q (375.947407 sec): 3 clusters Score: Raw -1460117.431261 + Penalty 3066.479726 = -1457050.951535 nChanged 65 SP:Iteration 24Q (376.018462 sec): 3 clusters Score: Raw -1460128.637722 + Penalty 3066.479726 = -1457062.157996 nChanged 78 SP:Iteration 25Q (376.084015 sec): 3 clusters Score: Raw -1460142.018114 + Penalty 3066.479726 = -1457075.538388 nChanged 77 SP:Iteration 26Q (376.150437 sec): 3 clusters Score: Raw -1460155.263099 + Penalty 3066.479726 = -1457088.783374 nChanged 70 SP:Iteration 27Q (376.218998 sec): 3 clusters Score: Raw -1460168.537746 + Penalty 3066.479726 = -1457102.058021 nChanged 69 SP:Iteration 28Q (376.284765 sec): 3 clusters Score: Raw -1460179.226237 + Penalty 3066.479726 = -1457112.746511 nChanged 54 SP:Iteration 29Q (376.342671 sec): 3 clusters Score: Raw -1460187.455442 + Penalty 3066.479726 = -1457120.975716 nChanged 47 SP:Iteration 30Q (376.400237 sec): 3 clusters Score: Raw -1460195.144337 + Penalty 3066.479726 = -1457128.664611 nChanged 52 SP:Iteration 31Q (376.470030 sec): 3 clusters Score: Raw -1460205.108244 + Penalty 3066.479726 = -1457138.628518 nChanged 63 SP:Iteration 32Q (376.536628 sec): 3 clusters Score: Raw -1460216.937635 + Penalty 3066.479726 = -1457150.457909 nChanged 57 SP:Iteration 33Q (376.596336 sec): 3 clusters Score: Raw -1460227.319917 + Penalty 3066.479726 = -1457160.840191 nChanged 50 SP:Iteration 34Q (376.666076 sec): 3 clusters Score: Raw -1460236.802360 + Penalty 3066.479726 = -1457170.322634 nChanged 50 SP:Iteration 35Q (376.740239 sec): 3 clusters Score: Raw -1460245.781502 + Penalty 3066.479726 = -1457179.301777 nChanged 49 SP:Iteration 36Q (376.807923 sec): 3 clusters Score: Raw -1460253.962782 + Penalty 3066.479726 = -1457187.483056 nChanged 50 SP:Iteration 37Q (376.870675 sec): 3 clusters Score: Raw -1460262.668533 + Penalty 3066.479726 = -1457196.188807 nChanged 52 SP:Iteration 38Q (376.946566 sec): 3 clusters Score: Raw -1460272.180202 + Penalty 3066.479726 = -1457205.700476 nChanged 44 SP:Iteration 39Q (377.002062 sec): 3 clusters Score: Raw -1460280.426781 + Penalty 3066.479726 = -1457213.947056 nChanged 48 SP:Iteration 40F (377.080918 sec): 3 clusters Score: Raw -1460288.447928 + Penalty 3066.479726 = -1457221.968203 nChanged 55 SP:Iteration 41Q (377.138054 sec): 3 clusters Score: Raw -1460299.402158 + Penalty 3066.479726 = -1457232.922432 nChanged 63 SP:Iteration 42Q (377.212000 sec): 3 clusters Score: Raw -1460313.000528 + Penalty 3066.479726 = -1457246.520803 nChanged 67 SP:Iteration 43Q (377.280897 sec): 3 clusters Score: Raw -1460325.668000 + Penalty 3066.479726 = -1457259.188275 nChanged 60 SP:Iteration 44Q (377.339392 sec): 3 clusters Score: Raw -1460337.755063 + Penalty 3066.479726 = -1457271.275338 nChanged 57 SP:Iteration 45Q (377.410133 sec): 3 clusters Score: Raw -1460348.444808 + Penalty 3066.479726 = -1457281.965082 nChanged 63 SP:Iteration 46Q (377.468866 sec): 3 clusters Score: Raw -1460361.036640 + Penalty 3066.479726 = -1457294.556914 nChanged 72 SP:Iteration 47Q (377.539365 sec): 3 clusters Score: Raw -1460375.450205 + Penalty 3066.479726 = -1457308.970480 nChanged 73 SP:Iteration 48Q (377.612302 sec): 3 clusters Score: Raw -1460390.420008 + Penalty 3066.479726 = -1457323.940282 nChanged 82 SP:Iteration 49Q (377.682736 sec): 3 clusters Score: Raw -1460407.839675 + Penalty 3066.479726 = -1457341.359949 nChanged 73 SP:Iteration 50Q (377.741481 sec): 3 clusters Score: Raw -1460423.515680 + Penalty 3066.479726 = -1457357.035954 nChanged 72 SP:Iteration 51Q (377.810493 sec): 3 clusters Score: Raw -1460440.467076 + Penalty 3066.479726 = -1457373.987350 nChanged 72 SP:Iteration 52Q (377.885771 sec): 3 clusters Score: Raw -1460457.765501 + Penalty 3066.479726 = -1457391.285776 nChanged 72 SP:Iteration 53Q (377.954835 sec): 3 clusters Score: Raw -1460472.611679 + Penalty 3066.479726 = -1457406.131954 nChanged 66 SP:Iteration 54Q (378.023821 sec): 3 clusters Score: Raw -1460488.363301 + Penalty 3066.479726 = -1457421.883575 nChanged 66 SP:Iteration 55Q (378.092095 sec): 3 clusters Score: Raw -1460506.993475 + Penalty 3066.479726 = -1457440.513750 nChanged 80 SP:Iteration 56Q (378.161166 sec): 3 clusters Score: Raw -1460526.996534 + Penalty 3066.479726 = -1457460.516808 nChanged 72 SP:Iteration 57Q (378.218570 sec): 3 clusters Score: Raw -1460542.970513 + Penalty 3066.479726 = -1457476.490787 nChanged 67 SP:Iteration 58Q (378.298588 sec): 3 clusters Score: Raw -1460559.642536 + Penalty 3066.479726 = -1457493.162811 nChanged 72 SP:Iteration 59Q (378.355469 sec): 3 clusters Score: Raw -1460577.663906 + Penalty 3066.479726 = -1457511.184180 nChanged 71 SP:Iteration 60F (378.430831 sec): 3 clusters Score: Raw -1460593.785246 + Penalty 3066.479726 = -1457527.305520 nChanged 56 SP:Iteration 61Q (378.494215 sec): 3 clusters Score: Raw -1460606.830334 + Penalty 3066.479726 = -1457540.350609 nChanged 57 SP:Iteration 62Q (378.554021 sec): 3 clusters Score: Raw -1460618.456667 + Penalty 3066.479726 = -1457551.976942 nChanged 54 SP:Iteration 63Q (378.634646 sec): 3 clusters Score: Raw -1460626.903092 + Penalty 3066.479726 = -1457560.423367 nChanged 39 SP:Iteration 64Q (378.692381 sec): 3 clusters Score: Raw -1460632.584593 + Penalty 3066.479726 = -1457566.104868 nChanged 41 SP:Iteration 65Q (378.765868 sec): 3 clusters Score: Raw -1460640.480285 + Penalty 3066.479726 = -1457574.000559 nChanged 36 SP:Iteration 66Q (378.835806 sec): 3 clusters Score: Raw -1460647.536270 + Penalty 3066.479726 = -1457581.056544 nChanged 41 SP:Iteration 67Q (378.902296 sec): 3 clusters Score: Raw -1460656.427779 + Penalty 3066.479726 = -1457589.948053 nChanged 45 SP:Iteration 68Q (378.965343 sec): 3 clusters Score: Raw -1460665.857932 + Penalty 3066.479726 = -1457599.378206 nChanged 42 SP:Iteration 69Q (379.040142 sec): 3 clusters Score: Raw -1460674.105272 + Penalty 3066.479726 = -1457607.625547 nChanged 41 SP:Iteration 70Q (379.096982 sec): 3 clusters Score: Raw -1460681.695426 + Penalty 3066.479726 = -1457615.215700 nChanged 38 SP:Iteration 71Q (379.168833 sec): 3 clusters Score: Raw -1460688.591104 + Penalty 3066.479726 = -1457622.111378 nChanged 35 SP:Iteration 72Q (379.233875 sec): 3 clusters Score: Raw -1460695.533321 + Penalty 3066.479726 = -1457629.053595 nChanged 40 SP:Iteration 73Q (379.301391 sec): 3 clusters Score: Raw -1460703.595834 + Penalty 3066.479726 = -1457637.116109 nChanged 47 SP:Iteration 74Q (379.367983 sec): 3 clusters Score: Raw -1460714.276254 + Penalty 3066.479726 = -1457647.796529 nChanged 45 SP:Iteration 75Q (379.433343 sec): 3 clusters Score: Raw -1460725.098645 + Penalty 3066.479726 = -1457658.618919 nChanged 46 SP:Iteration 76Q (379.498015 sec): 3 clusters Score: Raw -1460734.395344 + Penalty 3066.479726 = -1457667.915618 nChanged 34 SP:Iteration 77Q (379.557295 sec): 3 clusters Score: Raw -1460739.662521 + Penalty 3066.479726 = -1457673.182795 nChanged 22 SP:Iteration 78Q (379.636846 sec): 3 clusters Score: Raw -1460743.546757 + Penalty 3066.479726 = -1457677.067031 nChanged 17 SP:Iteration 79Q (379.704723 sec): 3 clusters Score: Raw -1460747.244841 + Penalty 3066.479726 = -1457680.765115 nChanged 19 SP:Iteration 80F (379.769680 sec): 3 clusters Score: Raw -1460750.855807 + Penalty 3066.479726 = -1457684.376081 nChanged 15 SP:Iteration 81Q (379.829529 sec): 3 clusters Score: Raw -1460752.831717 + Penalty 3066.479726 = -1457686.351992 nChanged 7 SP:Iteration 82Q (379.907293 sec): 3 clusters Score: Raw -1460754.033335 + Penalty 3066.479726 = -1457687.553609 nChanged 8 SP:Iteration 83Q (379.976671 sec): 3 clusters Score: Raw -1460754.759315 + Penalty 3066.479726 = -1457688.279589 nChanged 5 SP:Iteration 84Q (380.036171 sec): 3 clusters Score: Raw -1460755.680258 + Penalty 3066.479726 = -1457689.200532 nChanged 10 SP:Iteration 85Q (380.112609 sec): 3 clusters Score: Raw -1460756.987875 + Penalty 3066.479726 = -1457690.508149 nChanged 13 SP:Iteration 86Q (380.180703 sec): 3 clusters Score: Raw -1460759.022127 + Penalty 3066.479726 = -1457692.542402 nChanged 13 SP:Iteration 87Q (380.249295 sec): 3 clusters Score: Raw -1460760.865570 + Penalty 3066.479726 = -1457694.385844 nChanged 13 SP:Iteration 88Q (380.305618 sec): 3 clusters Score: Raw -1460762.603213 + Penalty 3066.479726 = -1457696.123487 nChanged 14 SP:Iteration 89Q (380.369774 sec): 3 clusters Score: Raw -1460764.886960 + Penalty 3066.479726 = -1457698.407235 nChanged 20 SP:Iteration 90Q (380.429735 sec): 3 clusters Score: Raw -1460768.605376 + Penalty 3066.479726 = -1457702.125650 nChanged 28 SP:Iteration 91Q (380.494963 sec): 3 clusters Score: Raw -1460775.303007 + Penalty 3066.479726 = -1457708.823281 nChanged 32 SP:Iteration 92Q (380.558144 sec): 3 clusters Score: Raw -1460781.978244 + Penalty 3066.479726 = -1457715.498519 nChanged 33 SP:Iteration 93Q (380.620794 sec): 3 clusters Score: Raw -1460789.152333 + Penalty 3066.479726 = -1457722.672608 nChanged 38 SP:Iteration 94Q (380.695011 sec): 3 clusters Score: Raw -1460795.918028 + Penalty 3066.479726 = -1457729.438302 nChanged 32 SP:Iteration 95Q (380.751654 sec): 3 clusters Score: Raw -1460802.566632 + Penalty 3066.479726 = -1457736.086907 nChanged 33 SP:Iteration 96Q (380.815905 sec): 3 clusters Score: Raw -1460808.815562 + Penalty 3066.479726 = -1457742.335837 nChanged 34 SP:Iteration 97Q (380.888837 sec): 3 clusters Score: Raw -1460815.612097 + Penalty 3066.479726 = -1457749.132371 nChanged 31 SP:Iteration 98Q (380.957891 sec): 3 clusters Score: Raw -1460823.219551 + Penalty 3066.479726 = -1457756.739825 nChanged 28 SP:Iteration 99Q (381.025010 sec): 3 clusters Score: Raw -1460828.940528 + Penalty 3066.479726 = -1457762.460802 nChanged 29 SP:Iteration 100F (381.085806 sec): 3 clusters Score: Raw -1460835.206019 + Penalty 3066.479726 = -1457768.726293 nChanged 26 SP:Iteration 101Q (381.149603 sec): 3 clusters Score: Raw -1460840.184200 + Penalty 3066.479726 = -1457773.704474 nChanged 20 SP:Iteration 102Q (381.210514 sec): 3 clusters Score: Raw -1460844.361753 + Penalty 3066.479726 = -1457777.882027 nChanged 26 SP:Iteration 103Q (381.275486 sec): 3 clusters Score: Raw -1460849.413169 + Penalty 3066.479726 = -1457782.933444 nChanged 28 SP:Iteration 104Q (381.344564 sec): 3 clusters Score: Raw -1460856.499612 + Penalty 3066.479726 = -1457790.019887 nChanged 32 SP:Iteration 105Q (381.407028 sec): 3 clusters Score: Raw -1460864.139481 + Penalty 3066.479726 = -1457797.659756 nChanged 29 SP:Iteration 106Q (381.486383 sec): 3 clusters Score: Raw -1460870.066037 + Penalty 3066.479726 = -1457803.586312 nChanged 30 SP:Iteration 107Q (381.554266 sec): 3 clusters Score: Raw -1460876.310715 + Penalty 3066.479726 = -1457809.830989 nChanged 34 SP:Iteration 108Q (381.610214 sec): 3 clusters Score: Raw -1460884.510047 + Penalty 3066.479726 = -1457818.030321 nChanged 27 SP:Iteration 109Q (381.675255 sec): 3 clusters Score: Raw -1460891.982323 + Penalty 3066.479726 = -1457825.502597 nChanged 43 SP:Iteration 110Q (381.750685 sec): 3 clusters Score: Raw -1460904.741297 + Penalty 3066.479726 = -1457838.261571 nChanged 35 SP:Iteration 111Q (381.818761 sec): 3 clusters Score: Raw -1460912.550854 + Penalty 3066.479726 = -1457846.071128 nChanged 27 SP:Iteration 112Q (381.876197 sec): 3 clusters Score: Raw -1460919.664267 + Penalty 3066.479726 = -1457853.184541 nChanged 40 SP:Iteration 113Q (381.948332 sec): 3 clusters Score: Raw -1460931.905208 + Penalty 3066.479726 = -1457865.425482 nChanged 40 SP:Iteration 114Q (382.012856 sec): 3 clusters Score: Raw -1460943.396978 + Penalty 3066.479726 = -1457876.917252 nChanged 37 SP:Iteration 115Q (382.072471 sec): 3 clusters Score: Raw -1460953.126222 + Penalty 3066.479726 = -1457886.646496 nChanged 51 SP:Iteration 116Q (382.146538 sec): 3 clusters Score: Raw -1460967.860320 + Penalty 3066.479726 = -1457901.380595 nChanged 33 SP:Iteration 117Q (382.214556 sec): 3 clusters Score: Raw -1460977.643059 + Penalty 3066.479726 = -1457911.163334 nChanged 28 SP:Iteration 118Q (382.272658 sec): 3 clusters Score: Raw -1460984.855724 + Penalty 3066.479726 = -1457918.375999 nChanged 30 SP:Iteration 119Q (382.337730 sec): 3 clusters Score: Raw -1460991.711965 + Penalty 3066.479726 = -1457925.232239 nChanged 29 SP:Iteration 120F (382.420187 sec): 3 clusters Score: Raw -1460999.135049 + Penalty 3066.479726 = -1457932.655323 nChanged 28 SP:Iteration 121Q (382.476177 sec): 3 clusters Score: Raw -1461007.703446 + Penalty 3066.479726 = -1457941.223720 nChanged 37 SP:Iteration 122Q (382.552914 sec): 3 clusters Score: Raw -1461019.943076 + Penalty 3066.479726 = -1457953.463351 nChanged 38 SP:Iteration 123Q (382.611236 sec): 3 clusters Score: Raw -1461030.894512 + Penalty 3066.479726 = -1457964.414786 nChanged 28 SP:Iteration 124Q (382.684719 sec): 3 clusters Score: Raw -1461038.637197 + Penalty 3066.479726 = -1457972.157472 nChanged 26 SP:Iteration 125Q (382.749239 sec): 3 clusters Score: Raw -1461045.771994 + Penalty 3066.479726 = -1457979.292268 nChanged 26 SP:Iteration 126Q (382.806520 sec): 3 clusters Score: Raw -1461052.877407 + Penalty 3066.479726 = -1457986.397681 nChanged 28 SP:Iteration 127Q (382.871226 sec): 3 clusters Score: Raw -1461060.545369 + Penalty 3066.479726 = -1457994.065643 nChanged 23 SP:Iteration 128Q (382.936056 sec): 3 clusters Score: Raw -1461068.166927 + Penalty 3066.479726 = -1458001.687202 nChanged 25 SP:Iteration 129Q (383.000473 sec): 3 clusters Score: Raw -1461075.264947 + Penalty 3066.479726 = -1458008.785222 nChanged 20 SP:Iteration 130Q (383.069047 sec): 3 clusters Score: Raw -1461080.201200 + Penalty 3066.479726 = -1458013.721474 nChanged 16 SP:Iteration 131Q (383.131228 sec): 3 clusters Score: Raw -1461084.665288 + Penalty 3066.479726 = -1458018.185563 nChanged 18 SP:Iteration 132Q (383.197358 sec): 3 clusters Score: Raw -1461089.428640 + Penalty 3066.479726 = -1458022.948915 nChanged 17 SP:Iteration 133Q (383.263703 sec): 3 clusters Score: Raw -1461095.375288 + Penalty 3066.479726 = -1458028.895563 nChanged 18 SP:Iteration 134Q (383.326123 sec): 3 clusters Score: Raw -1461099.980242 + Penalty 3066.479726 = -1458033.500517 nChanged 13 SP:Iteration 135Q (383.384035 sec): 3 clusters Score: Raw -1461103.506238 + Penalty 3066.479726 = -1458037.026512 nChanged 10 SP:Iteration 136Q (383.456760 sec): 3 clusters Score: Raw -1461106.043802 + Penalty 3066.479726 = -1458039.564077 nChanged 12 SP:Iteration 137Q (383.519660 sec): 3 clusters Score: Raw -1461108.888365 + Penalty 3066.479726 = -1458042.408639 nChanged 15 SP:Iteration 138Q (383.587025 sec): 3 clusters Score: Raw -1461113.527161 + Penalty 3066.479726 = -1458047.047436 nChanged 20 SP:Iteration 139Q (383.654034 sec): 3 clusters Score: Raw -1461121.161997 + Penalty 3066.479726 = -1458054.682271 nChanged 26 SP:Iteration 140F (383.723114 sec): 3 clusters Score: Raw -1461133.042877 + Penalty 3066.479726 = -1458066.563151 nChanged 30 SP:Iteration 141Q (383.777213 sec): 3 clusters Score: Raw -1461145.936570 + Penalty 3066.479726 = -1458079.456844 nChanged 27 SP:Iteration 142Q (383.853743 sec): 3 clusters Score: Raw -1461154.852582 + Penalty 3066.479726 = -1458088.372856 nChanged 23 SP:Iteration 143Q (383.915498 sec): 3 clusters Score: Raw -1461162.993390 + Penalty 3066.479726 = -1458096.513664 nChanged 25 SP:Iteration 144Q (383.983830 sec): 3 clusters Score: Raw -1461170.269868 + Penalty 3066.479726 = -1458103.790143 nChanged 18 SP:Iteration 145Q (384.035653 sec): 3 clusters Score: Raw -1461174.719277 + Penalty 3066.479726 = -1458108.239551 nChanged 17 SP:Iteration 146Q (384.108442 sec): 3 clusters Score: Raw -1461182.188719 + Penalty 3066.479726 = -1458115.708993 nChanged 26 SP:Iteration 147Q (384.166307 sec): 3 clusters Score: Raw -1461190.331959 + Penalty 3066.479726 = -1458123.852233 nChanged 18 SP:Iteration 148Q (384.242657 sec): 3 clusters Score: Raw -1461195.265158 + Penalty 3066.479726 = -1458128.785432 nChanged 9 SP:Iteration 149Q (384.304641 sec): 3 clusters Score: Raw -1461197.976369 + Penalty 3066.479726 = -1458131.496644 nChanged 7 SP:Iteration 150Q (384.365023 sec): 3 clusters Score: Raw -1461199.575053 + Penalty 3066.479726 = -1458133.095328 nChanged 3 SP:Iteration 151Q (384.421890 sec): 3 clusters Score: Raw -1461200.197077 + Penalty 3066.479726 = -1458133.717351 nChanged 2 SP:Iteration 152Q (384.497923 sec): 3 clusters Score: Raw -1461200.384033 + Penalty 3066.479726 = -1458133.904308 nChanged 0 SP:Iteration 153F (384.568163 sec): 3 clusters Score: Raw -1461200.384033 + Penalty 3066.479726 = -1458133.904308 nChanged 0 Trying to split cluster 11 (7402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (384.602826 sec): 2 clusters Score: Raw -828066.609781 + Penalty 1447.794646 = -826618.815135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (384.652747 sec): 3 clusters Score: Raw -824039.062258 + Penalty 2895.589292 = -821143.472966 nChanged 3065 SP:Iteration 1F (384.720356 sec): 3 clusters Score: Raw -825778.246076 + Penalty 2895.589292 = -822882.656784 nChanged 512 SP:Iteration 2F (384.782137 sec): 3 clusters Score: Raw -826026.229908 + Penalty 2895.589292 = -823130.640616 nChanged 379 SP:Iteration 3F (384.838942 sec): 3 clusters Score: Raw -826194.663636 + Penalty 2895.589292 = -823299.074344 nChanged 314 SP:Iteration 4Q (384.888506 sec): 3 clusters Score: Raw -826342.300048 + Penalty 2895.589292 = -823446.710757 nChanged 282 SP:Iteration 5Q (384.949336 sec): 3 clusters Score: Raw -826477.794260 + Penalty 2895.589292 = -823582.204969 nChanged 278 SP:Iteration 6Q (385.015311 sec): 3 clusters Score: Raw -826637.044571 + Penalty 2895.589292 = -823741.455279 nChanged 305 SP:Iteration 7Q (385.079231 sec): 3 clusters Score: Raw -826823.494915 + Penalty 2895.589292 = -823927.905624 nChanged 283 SP:Iteration 8Q (385.139723 sec): 3 clusters Score: Raw -827003.775233 + Penalty 2895.589292 = -824108.185941 nChanged 293 SP:Iteration 9Q (385.195097 sec): 3 clusters Score: Raw -827223.950198 + Penalty 2895.589292 = -824328.360907 nChanged 288 SP:Iteration 10Q (385.250064 sec): 3 clusters Score: Raw -827417.852990 + Penalty 2895.589292 = -824522.263698 nChanged 276 SP:Iteration 11Q (385.308079 sec): 3 clusters Score: Raw -827575.625340 + Penalty 2895.589292 = -824680.036048 nChanged 218 SP:Iteration 12Q (385.366958 sec): 3 clusters Score: Raw -827681.327094 + Penalty 2895.589292 = -824785.737803 nChanged 145 SP:Iteration 13Q (385.431963 sec): 3 clusters Score: Raw -827741.942730 + Penalty 2895.589292 = -824846.353438 nChanged 125 SP:Iteration 14Q (385.478463 sec): 3 clusters Score: Raw -827784.687756 + Penalty 2895.589292 = -824889.098465 nChanged 104 SP:Iteration 15Q (385.549994 sec): 3 clusters Score: Raw -827821.372670 + Penalty 2895.589292 = -824925.783379 nChanged 85 SP:Iteration 16Q (385.612005 sec): 3 clusters Score: Raw -827844.314726 + Penalty 2895.589292 = -824948.725434 nChanged 57 SP:Iteration 17Q (385.662459 sec): 3 clusters Score: Raw -827859.070793 + Penalty 2895.589292 = -824963.481501 nChanged 55 SP:Iteration 18Q (385.728086 sec): 3 clusters Score: Raw -827873.242631 + Penalty 2895.589292 = -824977.653339 nChanged 54 SP:Iteration 19Q (385.788644 sec): 3 clusters Score: Raw -827884.456013 + Penalty 2895.589292 = -824988.866721 nChanged 38 SP:Iteration 20F (385.853178 sec): 3 clusters Score: Raw -827894.494010 + Penalty 2895.589292 = -824998.904718 nChanged 41 SP:Iteration 21Q (385.904332 sec): 3 clusters Score: Raw -827904.664428 + Penalty 2895.589292 = -825009.075136 nChanged 40 SP:Iteration 22Q (385.975237 sec): 3 clusters Score: Raw -827915.015909 + Penalty 2895.589292 = -825019.426617 nChanged 41 SP:Iteration 23Q (386.024085 sec): 3 clusters Score: Raw -827925.838312 + Penalty 2895.589292 = -825030.249020 nChanged 33 SP:Iteration 24Q (386.085556 sec): 3 clusters Score: Raw -827934.297652 + Penalty 2895.589292 = -825038.708360 nChanged 31 SP:Iteration 25Q (386.143720 sec): 3 clusters Score: Raw -827942.229310 + Penalty 2895.589292 = -825046.640019 nChanged 46 SP:Iteration 26Q (386.213697 sec): 3 clusters Score: Raw -827954.240069 + Penalty 2895.589292 = -825058.650777 nChanged 42 SP:Iteration 27Q (386.262919 sec): 3 clusters Score: Raw -827968.619570 + Penalty 2895.589292 = -825073.030278 nChanged 36 SP:Iteration 28Q (386.313791 sec): 3 clusters Score: Raw -827979.619592 + Penalty 2895.589292 = -825084.030301 nChanged 46 SP:Iteration 29Q (386.381258 sec): 3 clusters Score: Raw -827991.212534 + Penalty 2895.589292 = -825095.623243 nChanged 36 SP:Iteration 30Q (386.432769 sec): 3 clusters Score: Raw -828000.272989 + Penalty 2895.589292 = -825104.683697 nChanged 40 SP:Iteration 31Q (386.500438 sec): 3 clusters Score: Raw -828014.851902 + Penalty 2895.589292 = -825119.262610 nChanged 37 SP:Iteration 32Q (386.562821 sec): 3 clusters Score: Raw -828025.453814 + Penalty 2895.589292 = -825129.864522 nChanged 41 SP:Iteration 33Q (386.617637 sec): 3 clusters Score: Raw -828037.068464 + Penalty 2895.589292 = -825141.479172 nChanged 40 SP:Iteration 34Q (386.673551 sec): 3 clusters Score: Raw -828048.043429 + Penalty 2895.589292 = -825152.454137 nChanged 47 SP:Iteration 35Q (386.742335 sec): 3 clusters Score: Raw -828062.446400 + Penalty 2895.589292 = -825166.857108 nChanged 41 SP:Iteration 36Q (386.797380 sec): 3 clusters Score: Raw -828073.621206 + Penalty 2895.589292 = -825178.031915 nChanged 38 SP:Iteration 37Q (386.859177 sec): 3 clusters Score: Raw -828081.419276 + Penalty 2895.589292 = -825185.829984 nChanged 32 SP:Iteration 38Q (386.916663 sec): 3 clusters Score: Raw -828087.851743 + Penalty 2895.589292 = -825192.262452 nChanged 34 SP:Iteration 39Q (386.973973 sec): 3 clusters Score: Raw -828096.595613 + Penalty 2895.589292 = -825201.006321 nChanged 37 SP:Iteration 40F (387.024099 sec): 3 clusters Score: Raw -828105.258354 + Penalty 2895.589292 = -825209.669062 nChanged 25 SP:Iteration 41Q (387.077217 sec): 3 clusters Score: Raw -828110.043310 + Penalty 2895.589292 = -825214.454018 nChanged 20 SP:Iteration 42Q (387.141572 sec): 3 clusters Score: Raw -828113.589248 + Penalty 2895.589292 = -825217.999957 nChanged 23 SP:Iteration 43Q (387.199541 sec): 3 clusters Score: Raw -828118.313872 + Penalty 2895.589292 = -825222.724581 nChanged 25 SP:Iteration 44Q (387.255780 sec): 3 clusters Score: Raw -828123.646926 + Penalty 2895.589292 = -825228.057634 nChanged 16 SP:Iteration 45Q (387.316705 sec): 3 clusters Score: Raw -828126.244281 + Penalty 2895.589292 = -825230.654989 nChanged 16 SP:Iteration 46Q (387.367050 sec): 3 clusters Score: Raw -828129.016973 + Penalty 2895.589292 = -825233.427682 nChanged 15 SP:Iteration 47Q (387.418617 sec): 3 clusters Score: Raw -828131.057392 + Penalty 2895.589292 = -825235.468100 nChanged 10 SP:Iteration 48Q (387.475402 sec): 3 clusters Score: Raw -828133.187324 + Penalty 2895.589292 = -825237.598033 nChanged 15 SP:Iteration 49Q (387.533537 sec): 3 clusters Score: Raw -828135.593805 + Penalty 2895.589292 = -825240.004513 nChanged 17 SP:Iteration 50Q (387.587497 sec): 3 clusters Score: Raw -828138.178201 + Penalty 2895.589292 = -825242.588909 nChanged 13 SP:Iteration 51Q (387.649299 sec): 3 clusters Score: Raw -828140.192680 + Penalty 2895.589292 = -825244.603389 nChanged 16 SP:Iteration 52Q (387.709383 sec): 3 clusters Score: Raw -828143.449705 + Penalty 2895.589292 = -825247.860413 nChanged 26 SP:Iteration 53Q (387.774086 sec): 3 clusters Score: Raw -828148.446650 + Penalty 2895.589292 = -825252.857358 nChanged 20 SP:Iteration 54Q (387.829111 sec): 3 clusters Score: Raw -828152.536565 + Penalty 2895.589292 = -825256.947273 nChanged 22 SP:Iteration 55Q (387.892427 sec): 3 clusters Score: Raw -828157.381956 + Penalty 2895.589292 = -825261.792664 nChanged 23 SP:Iteration 56Q (387.952804 sec): 3 clusters Score: Raw -828161.940604 + Penalty 2895.589292 = -825266.351312 nChanged 17 SP:Iteration 57Q (388.010728 sec): 3 clusters Score: Raw -828165.418730 + Penalty 2895.589292 = -825269.829438 nChanged 19 SP:Iteration 58Q (388.061153 sec): 3 clusters Score: Raw -828169.307949 + Penalty 2895.589292 = -825273.718657 nChanged 16 SP:Iteration 59Q (388.120662 sec): 3 clusters Score: Raw -828171.962554 + Penalty 2895.589292 = -825276.373262 nChanged 13 SP:Iteration 60F (388.173803 sec): 3 clusters Score: Raw -828173.922277 + Penalty 2895.589292 = -825278.332985 nChanged 13 SP:Iteration 61Q (388.236405 sec): 3 clusters Score: Raw -828175.979909 + Penalty 2895.589292 = -825280.390618 nChanged 6 SP:Iteration 62Q (388.294161 sec): 3 clusters Score: Raw -828176.936746 + Penalty 2895.589292 = -825281.347455 nChanged 4 SP:Iteration 63Q (388.346868 sec): 3 clusters Score: Raw -828177.323137 + Penalty 2895.589292 = -825281.733846 nChanged 4 SP:Iteration 64Q (388.415418 sec): 3 clusters Score: Raw -828177.605665 + Penalty 2895.589292 = -825282.016373 nChanged 4 SP:Iteration 65Q (388.467475 sec): 3 clusters Score: Raw -828177.983337 + Penalty 2895.589292 = -825282.394046 nChanged 5 SP:Iteration 66Q (388.527065 sec): 3 clusters Score: Raw -828178.831214 + Penalty 2895.589292 = -825283.241922 nChanged 7 SP:Iteration 67Q (388.581484 sec): 3 clusters Score: Raw -828179.774713 + Penalty 2895.589292 = -825284.185421 nChanged 8 SP:Iteration 68Q (388.638249 sec): 3 clusters Score: Raw -828180.721797 + Penalty 2895.589292 = -825285.132505 nChanged 4 SP:Iteration 69Q (388.696477 sec): 3 clusters Score: Raw -828181.302121 + Penalty 2895.589292 = -825285.712829 nChanged 6 SP:Iteration 70Q (388.753539 sec): 3 clusters Score: Raw -828182.009048 + Penalty 2895.589292 = -825286.419757 nChanged 7 SP:Iteration 71Q (388.806356 sec): 3 clusters Score: Raw -828183.169346 + Penalty 2895.589292 = -825287.580054 nChanged 6 SP:Iteration 72Q (388.866459 sec): 3 clusters Score: Raw -828183.929349 + Penalty 2895.589292 = -825288.340058 nChanged 4 SP:Iteration 73Q (388.926900 sec): 3 clusters Score: Raw -828184.550580 + Penalty 2895.589292 = -825288.961288 nChanged 6 SP:Iteration 74Q (388.982748 sec): 3 clusters Score: Raw -828185.573744 + Penalty 2895.589292 = -825289.984453 nChanged 9 SP:Iteration 75Q (389.037515 sec): 3 clusters Score: Raw -828186.930071 + Penalty 2895.589292 = -825291.340779 nChanged 9 SP:Iteration 76Q (389.084247 sec): 3 clusters Score: Raw -828188.717454 + Penalty 2895.589292 = -825293.128163 nChanged 9 SP:Iteration 77Q (389.131944 sec): 3 clusters Score: Raw -828189.869681 + Penalty 2895.589292 = -825294.280389 nChanged 7 SP:Iteration 78Q (389.199706 sec): 3 clusters Score: Raw -828190.769527 + Penalty 2895.589292 = -825295.180235 nChanged 5 SP:Iteration 79Q (389.259592 sec): 3 clusters Score: Raw -828191.395820 + Penalty 2895.589292 = -825295.806528 nChanged 6 SP:Iteration 80F (389.309042 sec): 3 clusters Score: Raw -828192.181090 + Penalty 2895.589292 = -825296.591799 nChanged 9 SP:Iteration 81Q (389.369855 sec): 3 clusters Score: Raw -828193.773421 + Penalty 2895.589292 = -825298.184130 nChanged 10 SP:Iteration 82Q (389.422336 sec): 3 clusters Score: Raw -828195.857973 + Penalty 2895.589292 = -825300.268682 nChanged 6 SP:Iteration 83Q (389.478411 sec): 3 clusters Score: Raw -828197.402992 + Penalty 2895.589292 = -825301.813700 nChanged 12 SP:Iteration 84Q (389.523646 sec): 3 clusters Score: Raw -828199.849776 + Penalty 2895.589292 = -825304.260484 nChanged 11 SP:Iteration 85Q (389.571923 sec): 3 clusters Score: Raw -828201.310386 + Penalty 2895.589292 = -825305.721095 nChanged 6 SP:Iteration 86Q (389.631142 sec): 3 clusters Score: Raw -828202.372213 + Penalty 2895.589292 = -825306.782921 nChanged 7 SP:Iteration 87Q (389.696879 sec): 3 clusters Score: Raw -828203.986332 + Penalty 2895.589292 = -825308.397040 nChanged 10 SP:Iteration 88Q (389.748690 sec): 3 clusters Score: Raw -828205.594795 + Penalty 2895.589292 = -825310.005504 nChanged 13 SP:Iteration 89Q (389.806210 sec): 3 clusters Score: Raw -828208.443039 + Penalty 2895.589292 = -825312.853748 nChanged 12 SP:Iteration 90Q (389.859683 sec): 3 clusters Score: Raw -828210.559691 + Penalty 2895.589292 = -825314.970399 nChanged 15 SP:Iteration 91Q (389.916105 sec): 3 clusters Score: Raw -828213.945447 + Penalty 2895.589292 = -825318.356155 nChanged 16 SP:Iteration 92Q (389.979097 sec): 3 clusters Score: Raw -828217.036216 + Penalty 2895.589292 = -825321.446925 nChanged 17 SP:Iteration 93Q (390.040739 sec): 3 clusters Score: Raw -828220.552015 + Penalty 2895.589292 = -825324.962723 nChanged 16 SP:Iteration 94Q (390.091157 sec): 3 clusters Score: Raw -828223.449467 + Penalty 2895.589292 = -825327.860176 nChanged 13 SP:Iteration 95Q (390.157659 sec): 3 clusters Score: Raw -828226.196195 + Penalty 2895.589292 = -825330.606903 nChanged 12 SP:Iteration 96Q (390.208674 sec): 3 clusters Score: Raw -828227.964726 + Penalty 2895.589292 = -825332.375434 nChanged 10 SP:Iteration 97Q (390.268752 sec): 3 clusters Score: Raw -828229.876777 + Penalty 2895.589292 = -825334.287485 nChanged 5 SP:Iteration 98Q (390.338543 sec): 3 clusters Score: Raw -828230.544935 + Penalty 2895.589292 = -825334.955644 nChanged 7 SP:Iteration 99Q (390.403800 sec): 3 clusters Score: Raw -828231.339608 + Penalty 2895.589292 = -825335.750316 nChanged 6 SP:Iteration 100F (390.460716 sec): 3 clusters Score: Raw -828232.512439 + Penalty 2895.589292 = -825336.923148 nChanged 8 SP:Iteration 101Q (390.513027 sec): 3 clusters Score: Raw -828233.584701 + Penalty 2895.589292 = -825337.995409 nChanged 7 SP:Iteration 102Q (390.575228 sec): 3 clusters Score: Raw -828234.483914 + Penalty 2895.589292 = -825338.894622 nChanged 5 SP:Iteration 103Q (390.621403 sec): 3 clusters Score: Raw -828235.163461 + Penalty 2895.589292 = -825339.574169 nChanged 6 SP:Iteration 104Q (390.683260 sec): 3 clusters Score: Raw -828236.592483 + Penalty 2895.589292 = -825341.003191 nChanged 9 SP:Iteration 105Q (390.750701 sec): 3 clusters Score: Raw -828238.244305 + Penalty 2895.589292 = -825342.655014 nChanged 12 SP:Iteration 106Q (390.812020 sec): 3 clusters Score: Raw -828240.695261 + Penalty 2895.589292 = -825345.105970 nChanged 8 SP:Iteration 107Q (390.872577 sec): 3 clusters Score: Raw -828241.988150 + Penalty 2895.589292 = -825346.398859 nChanged 9 SP:Iteration 108Q (390.932046 sec): 3 clusters Score: Raw -828243.436863 + Penalty 2895.589292 = -825347.847572 nChanged 10 SP:Iteration 109Q (390.982118 sec): 3 clusters Score: Raw -828244.823610 + Penalty 2895.589292 = -825349.234319 nChanged 6 SP:Iteration 110Q (391.042609 sec): 3 clusters Score: Raw -828245.803888 + Penalty 2895.589292 = -825350.214596 nChanged 6 SP:Iteration 111Q (391.105174 sec): 3 clusters Score: Raw -828246.612157 + Penalty 2895.589292 = -825351.022865 nChanged 4 SP:Iteration 112Q (391.161859 sec): 3 clusters Score: Raw -828247.146582 + Penalty 2895.589292 = -825351.557290 nChanged 4 SP:Iteration 113Q (391.211530 sec): 3 clusters Score: Raw -828247.951045 + Penalty 2895.589292 = -825352.361753 nChanged 4 SP:Iteration 114Q (391.277121 sec): 3 clusters Score: Raw -828248.611518 + Penalty 2895.589292 = -825353.022226 nChanged 3 SP:Iteration 115Q (391.330423 sec): 3 clusters Score: Raw -828248.987404 + Penalty 2895.589292 = -825353.398112 nChanged 1 SP:Iteration 116Q (391.400015 sec): 3 clusters Score: Raw -828249.201654 + Penalty 2895.589292 = -825353.612362 nChanged 2 SP:Iteration 117Q (391.448666 sec): 3 clusters Score: Raw -828249.682482 + Penalty 2895.589292 = -825354.093190 nChanged 4 SP:Iteration 118Q (391.508548 sec): 3 clusters Score: Raw -828250.460999 + Penalty 2895.589292 = -825354.871707 nChanged 5 SP:Iteration 119Q (391.567755 sec): 3 clusters Score: Raw -828251.067314 + Penalty 2895.589292 = -825355.478022 nChanged 3 SP:Iteration 120F (391.630472 sec): 3 clusters Score: Raw -828251.603318 + Penalty 2895.589292 = -825356.014026 nChanged 6 SP:Iteration 121Q (391.682993 sec): 3 clusters Score: Raw -828253.280187 + Penalty 2895.589292 = -825357.690896 nChanged 7 SP:Iteration 122Q (391.746940 sec): 3 clusters Score: Raw -828254.350391 + Penalty 2895.589292 = -825358.761099 nChanged 7 SP:Iteration 123Q (391.801094 sec): 3 clusters Score: Raw -828255.575035 + Penalty 2895.589292 = -825359.985744 nChanged 5 SP:Iteration 124Q (391.856116 sec): 3 clusters Score: Raw -828256.541283 + Penalty 2895.589292 = -825360.951992 nChanged 6 SP:Iteration 125Q (391.920932 sec): 3 clusters Score: Raw -828257.233686 + Penalty 2895.589292 = -825361.644395 nChanged 2 SP:Iteration 126Q (391.974561 sec): 3 clusters Score: Raw -828257.340765 + Penalty 2895.589292 = -825361.751474 nChanged 2 SP:Iteration 127Q (392.039109 sec): 3 clusters Score: Raw -828257.589808 + Penalty 2895.589292 = -825362.000516 nChanged 1 SP:Iteration 128Q (392.094254 sec): 3 clusters Score: Raw -828257.620401 + Penalty 2895.589292 = -825362.031109 nChanged 1 SP:Iteration 129Q (392.152280 sec): 3 clusters Score: Raw -828257.711095 + Penalty 2895.589292 = -825362.121803 nChanged 3 SP:Iteration 130Q (392.215719 sec): 3 clusters Score: Raw -828258.120165 + Penalty 2895.589292 = -825362.530873 nChanged 3 SP:Iteration 131Q (392.275138 sec): 3 clusters Score: Raw -828258.387360 + Penalty 2895.589292 = -825362.798068 nChanged 2 SP:Iteration 132Q (392.331489 sec): 3 clusters Score: Raw -828258.630973 + Penalty 2895.589292 = -825363.041682 nChanged 4 SP:Iteration 133Q (392.397630 sec): 3 clusters Score: Raw -828259.231008 + Penalty 2895.589292 = -825363.641717 nChanged 5 SP:Iteration 134Q (392.450341 sec): 3 clusters Score: Raw -828260.141115 + Penalty 2895.589292 = -825364.551823 nChanged 4 SP:Iteration 135Q (392.519719 sec): 3 clusters Score: Raw -828260.569122 + Penalty 2895.589292 = -825364.979830 nChanged 3 SP:Iteration 136Q (392.580035 sec): 3 clusters Score: Raw -828260.990228 + Penalty 2895.589292 = -825365.400937 nChanged 2 SP:Iteration 137Q (392.633290 sec): 3 clusters Score: Raw -828261.903355 + Penalty 2895.589292 = -825366.314063 nChanged 6 SP:Iteration 138Q (392.691402 sec): 3 clusters Score: Raw -828263.253183 + Penalty 2895.589292 = -825367.663891 nChanged 6 SP:Iteration 139Q (392.756629 sec): 3 clusters Score: Raw -828264.135867 + Penalty 2895.589292 = -825368.546575 nChanged 3 SP:Iteration 140F (392.814105 sec): 3 clusters Score: Raw -828265.129319 + Penalty 2895.589292 = -825369.540027 nChanged 7 SP:Iteration 141Q (392.860866 sec): 3 clusters Score: Raw -828266.643139 + Penalty 2895.589292 = -825371.053847 nChanged 5 SP:Iteration 142Q (392.921440 sec): 3 clusters Score: Raw -828267.673556 + Penalty 2895.589292 = -825372.084264 nChanged 6 SP:Iteration 143Q (392.967982 sec): 3 clusters Score: Raw -828268.687763 + Penalty 2895.589292 = -825373.098471 nChanged 4 SP:Iteration 144Q (393.026603 sec): 3 clusters Score: Raw -828269.483379 + Penalty 2895.589292 = -825373.894087 nChanged 4 SP:Iteration 145Q (393.078346 sec): 3 clusters Score: Raw -828270.074645 + Penalty 2895.589292 = -825374.485353 nChanged 3 SP:Iteration 146Q (393.138912 sec): 3 clusters Score: Raw -828270.759272 + Penalty 2895.589292 = -825375.169981 nChanged 5 SP:Iteration 147Q (393.186528 sec): 3 clusters Score: Raw -828271.455308 + Penalty 2895.589292 = -825375.866016 nChanged 6 SP:Iteration 148Q (393.241056 sec): 3 clusters Score: Raw -828272.155456 + Penalty 2895.589292 = -825376.566165 nChanged 5 SP:Iteration 149Q (393.302199 sec): 3 clusters Score: Raw -828272.709058 + Penalty 2895.589292 = -825377.119767 nChanged 4 SP:Iteration 150Q (393.364123 sec): 3 clusters Score: Raw -828273.367939 + Penalty 2895.589292 = -825377.778648 nChanged 5 SP:Iteration 151Q (393.422239 sec): 3 clusters Score: Raw -828274.145343 + Penalty 2895.589292 = -825378.556051 nChanged 6 SP:Iteration 152Q (393.466576 sec): 3 clusters Score: Raw -828275.600046 + Penalty 2895.589292 = -825380.010754 nChanged 7 SP:Iteration 153Q (393.520244 sec): 3 clusters Score: Raw -828277.194171 + Penalty 2895.589292 = -825381.604879 nChanged 10 SP:Iteration 154Q (393.585369 sec): 3 clusters Score: Raw -828279.353192 + Penalty 2895.589292 = -825383.763901 nChanged 11 SP:Iteration 155Q (393.641363 sec): 3 clusters Score: Raw -828280.846377 + Penalty 2895.589292 = -825385.257085 nChanged 8 SP:Iteration 156Q (393.702274 sec): 3 clusters Score: Raw -828282.574850 + Penalty 2895.589292 = -825386.985558 nChanged 7 SP:Iteration 157Q (393.765927 sec): 3 clusters Score: Raw -828283.981071 + Penalty 2895.589292 = -825388.391779 nChanged 13 SP:Iteration 158Q (393.831804 sec): 3 clusters Score: Raw -828286.151195 + Penalty 2895.589292 = -825390.561903 nChanged 8 SP:Iteration 159Q (393.890160 sec): 3 clusters Score: Raw -828287.391356 + Penalty 2895.589292 = -825391.802065 nChanged 6 SP:Iteration 160F (393.950615 sec): 3 clusters Score: Raw -828288.373008 + Penalty 2895.589292 = -825392.783716 nChanged 8 SP:Iteration 161Q (394.002291 sec): 3 clusters Score: Raw -828289.628969 + Penalty 2895.589292 = -825394.039677 nChanged 8 SP:Iteration 162Q (394.063546 sec): 3 clusters Score: Raw -828291.236595 + Penalty 2895.589292 = -825395.647303 nChanged 7 SP:Iteration 163Q (394.136458 sec): 3 clusters Score: Raw -828293.046389 + Penalty 2895.589292 = -825397.457097 nChanged 6 SP:Iteration 164Q (394.183709 sec): 3 clusters Score: Raw -828294.282878 + Penalty 2895.589292 = -825398.693586 nChanged 4 SP:Iteration 165Q (394.240613 sec): 3 clusters Score: Raw -828295.094759 + Penalty 2895.589292 = -825399.505467 nChanged 1 SP:Iteration 166Q (394.311421 sec): 3 clusters Score: Raw -828295.307632 + Penalty 2895.589292 = -825399.718340 nChanged 2 SP:Iteration 167Q (394.372809 sec): 3 clusters Score: Raw -828295.646490 + Penalty 2895.589292 = -825400.057198 nChanged 3 SP:Iteration 168Q (394.431983 sec): 3 clusters Score: Raw -828295.959600 + Penalty 2895.589292 = -825400.370308 nChanged 1 SP:Iteration 169Q (394.492584 sec): 3 clusters Score: Raw -828296.051361 + Penalty 2895.589292 = -825400.462069 nChanged 2 SP:Iteration 170Q (394.551267 sec): 3 clusters Score: Raw -828296.395483 + Penalty 2895.589292 = -825400.806191 nChanged 3 SP:Iteration 171Q (394.600722 sec): 3 clusters Score: Raw -828297.032574 + Penalty 2895.589292 = -825401.443282 nChanged 3 SP:Iteration 172Q (394.661501 sec): 3 clusters Score: Raw -828297.843629 + Penalty 2895.589292 = -825402.254337 nChanged 4 SP:Iteration 173Q (394.718525 sec): 3 clusters Score: Raw -828298.421815 + Penalty 2895.589292 = -825402.832523 nChanged 2 SP:Iteration 174Q (394.780326 sec): 3 clusters Score: Raw -828298.571881 + Penalty 2895.589292 = -825402.982590 nChanged 1 SP:Iteration 175Q (394.843583 sec): 3 clusters Score: Raw -828298.912385 + Penalty 2895.589292 = -825403.323094 nChanged 2 SP:Iteration 176Q (394.898065 sec): 3 clusters Score: Raw -828299.044172 + Penalty 2895.589292 = -825403.454880 nChanged 1 SP:Iteration 177Q (394.965000 sec): 3 clusters Score: Raw -828299.269367 + Penalty 2895.589292 = -825403.680076 nChanged 2 SP:Iteration 178Q (395.018948 sec): 3 clusters Score: Raw -828299.741483 + Penalty 2895.589292 = -825404.152191 nChanged 1 SP:Iteration 179Q (395.086459 sec): 3 clusters Score: Raw -828299.892971 + Penalty 2895.589292 = -825404.303679 nChanged 0 SP:Iteration 180F (395.145004 sec): 3 clusters Score: Raw -828299.892971 + Penalty 2895.589292 = -825404.303679 nChanged 0 Trying to split cluster 12 (4428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (395.163401 sec): 2 clusters Score: Raw -506013.008851 + Penalty 1364.301785 = -504648.707066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (395.230734 sec): 3 clusters Score: Raw -503780.625211 + Penalty 2728.603570 = -501052.021641 nChanged 1765 SP:Iteration 1F (395.282110 sec): 3 clusters Score: Raw -504743.136671 + Penalty 2728.603570 = -502014.533100 nChanged 349 SP:Iteration 2F (395.330404 sec): 3 clusters Score: Raw -504952.053989 + Penalty 2728.603570 = -502223.450419 nChanged 246 SP:Iteration 3F (395.385866 sec): 3 clusters Score: Raw -505099.592169 + Penalty 2728.603570 = -502370.988598 nChanged 220 SP:Iteration 4Q (395.439931 sec): 3 clusters Score: Raw -505227.780214 + Penalty 2728.603570 = -502499.176643 nChanged 180 SP:Iteration 5Q (395.487146 sec): 3 clusters Score: Raw -505344.184111 + Penalty 2728.603570 = -502615.580541 nChanged 173 SP:Iteration 6Q (395.557422 sec): 3 clusters Score: Raw -505439.027162 + Penalty 2728.603570 = -502710.423591 nChanged 145 SP:Iteration 7Q (395.607392 sec): 3 clusters Score: Raw -505524.414182 + Penalty 2728.603570 = -502795.810611 nChanged 152 SP:Iteration 8Q (395.657627 sec): 3 clusters Score: Raw -505613.133131 + Penalty 2728.603570 = -502884.529560 nChanged 138 SP:Iteration 9Q (395.705478 sec): 3 clusters Score: Raw -505689.667726 + Penalty 2728.603570 = -502961.064156 nChanged 117 SP:Iteration 10Q (395.761472 sec): 3 clusters Score: Raw -505754.352192 + Penalty 2728.603570 = -503025.748621 nChanged 114 SP:Iteration 11Q (395.817665 sec): 3 clusters Score: Raw -505829.459087 + Penalty 2728.603570 = -503100.855517 nChanged 113 SP:Iteration 12Q (395.887800 sec): 3 clusters Score: Raw -505904.488828 + Penalty 2728.603570 = -503175.885257 nChanged 110 SP:Iteration 13Q (395.936838 sec): 3 clusters Score: Raw -505980.181385 + Penalty 2728.603570 = -503251.577814 nChanged 96 SP:Iteration 14Q (395.994561 sec): 3 clusters Score: Raw -506049.565167 + Penalty 2728.603570 = -503320.961596 nChanged 99 SP:Iteration 15Q (396.051039 sec): 3 clusters Score: Raw -506119.515895 + Penalty 2728.603570 = -503390.912325 nChanged 80 SP:Iteration 16Q (396.107816 sec): 3 clusters Score: Raw -506173.381410 + Penalty 2728.603570 = -503444.777840 nChanged 79 SP:Iteration 17Q (396.163987 sec): 3 clusters Score: Raw -506223.260749 + Penalty 2728.603570 = -503494.657179 nChanged 66 SP:Iteration 18Q (396.220557 sec): 3 clusters Score: Raw -506269.553463 + Penalty 2728.603570 = -503540.949892 nChanged 66 SP:Iteration 19Q (396.272440 sec): 3 clusters Score: Raw -506311.853092 + Penalty 2728.603570 = -503583.249521 nChanged 59 SP:Iteration 20F (396.326300 sec): 3 clusters Score: Raw -506350.222440 + Penalty 2728.603570 = -503621.618869 nChanged 47 SP:Iteration 21Q (396.382120 sec): 3 clusters Score: Raw -506376.265268 + Penalty 2728.603570 = -503647.661698 nChanged 37 SP:Iteration 22Q (396.436962 sec): 3 clusters Score: Raw -506397.018360 + Penalty 2728.603570 = -503668.414789 nChanged 33 SP:Iteration 23Q (396.480146 sec): 3 clusters Score: Raw -506418.922124 + Penalty 2728.603570 = -503690.318553 nChanged 35 SP:Iteration 24Q (396.546544 sec): 3 clusters Score: Raw -506437.953457 + Penalty 2728.603570 = -503709.349887 nChanged 29 SP:Iteration 25Q (396.603326 sec): 3 clusters Score: Raw -506451.974505 + Penalty 2728.603570 = -503723.370934 nChanged 29 SP:Iteration 26Q (396.659201 sec): 3 clusters Score: Raw -506464.213074 + Penalty 2728.603570 = -503735.609503 nChanged 16 SP:Iteration 27Q (396.715508 sec): 3 clusters Score: Raw -506469.152063 + Penalty 2728.603570 = -503740.548493 nChanged 13 SP:Iteration 28Q (396.759649 sec): 3 clusters Score: Raw -506475.353068 + Penalty 2728.603570 = -503746.749497 nChanged 14 SP:Iteration 29Q (396.819480 sec): 3 clusters Score: Raw -506483.752049 + Penalty 2728.603570 = -503755.148478 nChanged 11 SP:Iteration 30Q (396.879511 sec): 3 clusters Score: Raw -506487.436607 + Penalty 2728.603570 = -503758.833037 nChanged 7 SP:Iteration 31Q (396.925578 sec): 3 clusters Score: Raw -506488.994834 + Penalty 2728.603570 = -503760.391263 nChanged 3 SP:Iteration 32Q (396.981221 sec): 3 clusters Score: Raw -506490.172988 + Penalty 2728.603570 = -503761.569417 nChanged 5 SP:Iteration 33Q (397.038714 sec): 3 clusters Score: Raw -506492.609299 + Penalty 2728.603570 = -503764.005728 nChanged 7 SP:Iteration 34Q (397.096028 sec): 3 clusters Score: Raw -506495.612508 + Penalty 2728.603570 = -503767.008937 nChanged 7 SP:Iteration 35Q (397.157349 sec): 3 clusters Score: Raw -506498.185208 + Penalty 2728.603570 = -503769.581638 nChanged 7 SP:Iteration 36Q (397.207040 sec): 3 clusters Score: Raw -506500.203102 + Penalty 2728.603570 = -503771.599531 nChanged 1 SP:Iteration 37Q (397.265019 sec): 3 clusters Score: Raw -506500.529963 + Penalty 2728.603570 = -503771.926392 nChanged 4 SP:Iteration 38Q (397.326017 sec): 3 clusters Score: Raw -506501.289741 + Penalty 2728.603570 = -503772.686170 nChanged 0 SP:Iteration 39F (397.368198 sec): 3 clusters Score: Raw -506501.289741 + Penalty 2728.603570 = -503772.686170 nChanged 0 Trying to split cluster 13 (52542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (397.471724 sec): 2 clusters Score: Raw -6011706.152214 + Penalty 1766.272321 = -6009939.879894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (397.600200 sec): 3 clusters Score: Raw -5978379.722058 + Penalty 3532.544642 = -5974847.177416 nChanged 24791 SP:Iteration 1F (397.741352 sec): 3 clusters Score: Raw -5992755.242689 + Penalty 3532.544642 = -5989222.698047 nChanged 2489 SP:Iteration 2Q (397.876009 sec): 3 clusters Score: Raw -5993702.617695 + Penalty 3532.544642 = -5990170.073053 nChanged 2678 SP:Iteration 3F (398.008073 sec): 3 clusters Score: Raw -5994937.476238 + Penalty 3532.544642 = -5991404.931596 nChanged 2964 SP:Iteration 4F (398.136515 sec): 3 clusters Score: Raw -5996729.385802 + Penalty 3532.544642 = -5993196.841160 nChanged 3385 SP:Iteration 5F (398.265935 sec): 3 clusters Score: Raw -5999321.162976 + Penalty 3532.544642 = -5995788.618334 nChanged 3572 SP:Iteration 6F (398.404237 sec): 3 clusters Score: Raw -6002437.661987 + Penalty 3532.544642 = -5998905.117345 nChanged 3311 SP:Iteration 7F (398.530002 sec): 3 clusters Score: Raw -6004965.061480 + Penalty 3532.544642 = -6001432.516839 nChanged 2450 SP:Iteration 8Q (398.670071 sec): 3 clusters Score: Raw -6006223.779074 + Penalty 3532.544642 = -6002691.234432 nChanged 1512 SP:Iteration 9Q (398.807632 sec): 3 clusters Score: Raw -6006782.745004 + Penalty 3532.544642 = -6003250.200362 nChanged 1013 SP:Iteration 10Q (398.934561 sec): 3 clusters Score: Raw -6007165.970920 + Penalty 3532.544642 = -6003633.426278 nChanged 899 SP:Iteration 11Q (399.067665 sec): 3 clusters Score: Raw -6007510.161932 + Penalty 3532.544642 = -6003977.617290 nChanged 846 SP:Iteration 12Q (399.202016 sec): 3 clusters Score: Raw -6007810.518500 + Penalty 3532.544642 = -6004277.973858 nChanged 781 SP:Iteration 13Q (399.336132 sec): 3 clusters Score: Raw -6008090.591198 + Penalty 3532.544642 = -6004558.046556 nChanged 746 SP:Iteration 14Q (399.460110 sec): 3 clusters Score: Raw -6008362.130908 + Penalty 3532.544642 = -6004829.586266 nChanged 706 SP:Iteration 15Q (399.587819 sec): 3 clusters Score: Raw -6008626.339186 + Penalty 3532.544642 = -6005093.794544 nChanged 659 SP:Iteration 16Q (399.724209 sec): 3 clusters Score: Raw -6008881.793385 + Penalty 3532.544642 = -6005349.248743 nChanged 631 SP:Iteration 17Q (399.856277 sec): 3 clusters Score: Raw -6009123.830956 + Penalty 3532.544642 = -6005591.286315 nChanged 602 SP:Iteration 18Q (399.976837 sec): 3 clusters Score: Raw -6009364.871700 + Penalty 3532.544642 = -6005832.327058 nChanged 570 SP:Iteration 19Q (400.106512 sec): 3 clusters Score: Raw -6009599.411812 + Penalty 3532.544642 = -6006066.867170 nChanged 573 SP:Iteration 20F (400.247450 sec): 3 clusters Score: Raw -6009841.624567 + Penalty 3532.544642 = -6006309.079925 nChanged 562 SP:Iteration 21Q (400.380775 sec): 3 clusters Score: Raw -6010066.646841 + Penalty 3532.544642 = -6006534.102199 nChanged 521 SP:Iteration 22Q (400.513285 sec): 3 clusters Score: Raw -6010267.649111 + Penalty 3532.544642 = -6006735.104469 nChanged 472 SP:Iteration 23Q (400.641308 sec): 3 clusters Score: Raw -6010434.372940 + Penalty 3532.544642 = -6006901.828299 nChanged 445 SP:Iteration 24Q (400.754025 sec): 3 clusters Score: Raw -6010586.229286 + Penalty 3532.544642 = -6007053.684645 nChanged 421 SP:Iteration 25Q (400.886860 sec): 3 clusters Score: Raw -6010731.435950 + Penalty 3532.544642 = -6007198.891308 nChanged 419 SP:Iteration 26Q (401.009902 sec): 3 clusters Score: Raw -6010857.563499 + Penalty 3532.544642 = -6007325.018857 nChanged 348 SP:Iteration 27Q (401.145692 sec): 3 clusters Score: Raw -6010941.836357 + Penalty 3532.544642 = -6007409.291715 nChanged 296 SP:Iteration 28Q (401.274943 sec): 3 clusters Score: Raw -6011004.885073 + Penalty 3532.544642 = -6007472.340431 nChanged 288 SP:Iteration 29Q (401.402666 sec): 3 clusters Score: Raw -6011070.459094 + Penalty 3532.544642 = -6007537.914452 nChanged 295 SP:Iteration 30Q (401.534449 sec): 3 clusters Score: Raw -6011138.984716 + Penalty 3532.544642 = -6007606.440074 nChanged 280 SP:Iteration 31Q (401.654667 sec): 3 clusters Score: Raw -6011201.519203 + Penalty 3532.544642 = -6007668.974562 nChanged 259 SP:Iteration 32Q (401.781942 sec): 3 clusters Score: Raw -6011254.680820 + Penalty 3532.544642 = -6007722.136178 nChanged 246 SP:Iteration 33Q (401.912719 sec): 3 clusters Score: Raw -6011303.795203 + Penalty 3532.544642 = -6007771.250561 nChanged 222 SP:Iteration 34Q (402.043908 sec): 3 clusters Score: Raw -6011344.577446 + Penalty 3532.544642 = -6007812.032804 nChanged 221 SP:Iteration 35Q (402.158504 sec): 3 clusters Score: Raw -6011384.452986 + Penalty 3532.544642 = -6007851.908344 nChanged 206 SP:Iteration 36Q (402.285181 sec): 3 clusters Score: Raw -6011421.590117 + Penalty 3532.544642 = -6007889.045475 nChanged 199 SP:Iteration 37Q (402.404045 sec): 3 clusters Score: Raw -6011456.239720 + Penalty 3532.544642 = -6007923.695078 nChanged 208 SP:Iteration 38Q (402.531748 sec): 3 clusters Score: Raw -6011496.376034 + Penalty 3532.544642 = -6007963.831392 nChanged 210 SP:Iteration 39Q (402.652562 sec): 3 clusters Score: Raw -6011534.230991 + Penalty 3532.544642 = -6008001.686349 nChanged 210 SP:Iteration 40F (402.774556 sec): 3 clusters Score: Raw -6011576.134311 + Penalty 3532.544642 = -6008043.589669 nChanged 213 SP:Iteration 41Q (402.904265 sec): 3 clusters Score: Raw -6011623.258583 + Penalty 3532.544642 = -6008090.713941 nChanged 205 SP:Iteration 42Q (403.025637 sec): 3 clusters Score: Raw -6011668.365222 + Penalty 3532.544642 = -6008135.820581 nChanged 209 SP:Iteration 43Q (403.142200 sec): 3 clusters Score: Raw -6011712.926460 + Penalty 3532.544642 = -6008180.381819 nChanged 201 SP:Iteration 44Q (403.260875 sec): 3 clusters Score: Raw -6011754.510758 + Penalty 3532.544642 = -6008221.966116 nChanged 174 SP:Iteration 45Q (403.384346 sec): 3 clusters Score: Raw -6011785.429057 + Penalty 3532.544642 = -6008252.884415 nChanged 165 SP:Iteration 46Q (403.502148 sec): 3 clusters Score: Raw -6011815.757645 + Penalty 3532.544642 = -6008283.213003 nChanged 157 SP:Iteration 47Q (403.624666 sec): 3 clusters Score: Raw -6011841.648258 + Penalty 3532.544642 = -6008309.103616 nChanged 112 SP:Iteration 48Q (403.744689 sec): 3 clusters Score: Raw -6011857.853723 + Penalty 3532.544642 = -6008325.309081 nChanged 96 SP:Iteration 49Q (403.861083 sec): 3 clusters Score: Raw -6011870.294447 + Penalty 3532.544642 = -6008337.749805 nChanged 92 SP:Iteration 50Q (403.978777 sec): 3 clusters Score: Raw -6011883.329999 + Penalty 3532.544642 = -6008350.785357 nChanged 103 SP:Iteration 51Q (404.097965 sec): 3 clusters Score: Raw -6011897.600344 + Penalty 3532.544642 = -6008365.055702 nChanged 75 SP:Iteration 52Q (404.213812 sec): 3 clusters Score: Raw -6011906.120305 + Penalty 3532.544642 = -6008373.575664 nChanged 69 SP:Iteration 53Q (404.327526 sec): 3 clusters Score: Raw -6011913.815918 + Penalty 3532.544642 = -6008381.271276 nChanged 59 SP:Iteration 54Q (404.442330 sec): 3 clusters Score: Raw -6011921.481093 + Penalty 3532.544642 = -6008388.936451 nChanged 62 SP:Iteration 55Q (404.551881 sec): 3 clusters Score: Raw -6011929.689760 + Penalty 3532.544642 = -6008397.145118 nChanged 61 SP:Iteration 56Q (404.673637 sec): 3 clusters Score: Raw -6011937.044285 + Penalty 3532.544642 = -6008404.499643 nChanged 62 SP:Iteration 57Q (404.783576 sec): 3 clusters Score: Raw -6011946.090026 + Penalty 3532.544642 = -6008413.545384 nChanged 64 SP:Iteration 58Q (404.895964 sec): 3 clusters Score: Raw -6011954.288978 + Penalty 3532.544642 = -6008421.744336 nChanged 56 SP:Iteration 59Q (405.020757 sec): 3 clusters Score: Raw -6011961.217794 + Penalty 3532.544642 = -6008428.673152 nChanged 49 SP:Iteration 60F (405.151435 sec): 3 clusters Score: Raw -6011966.098705 + Penalty 3532.544642 = -6008433.554064 nChanged 37 SP:Iteration 61Q (405.263782 sec): 3 clusters Score: Raw -6011969.407349 + Penalty 3532.544642 = -6008436.862707 nChanged 28 SP:Iteration 62Q (405.388899 sec): 3 clusters Score: Raw -6011971.546702 + Penalty 3532.544642 = -6008439.002060 nChanged 25 SP:Iteration 63Q (405.513952 sec): 3 clusters Score: Raw -6011974.547007 + Penalty 3532.544642 = -6008442.002365 nChanged 24 SP:Iteration 64Q (405.639461 sec): 3 clusters Score: Raw -6011976.706262 + Penalty 3532.544642 = -6008444.161620 nChanged 22 SP:Iteration 65Q (405.760581 sec): 3 clusters Score: Raw -6011978.590234 + Penalty 3532.544642 = -6008446.045592 nChanged 25 SP:Iteration 66Q (405.882632 sec): 3 clusters Score: Raw -6011980.680609 + Penalty 3532.544642 = -6008448.135967 nChanged 19 SP:Iteration 67Q (405.995334 sec): 3 clusters Score: Raw -6011982.103415 + Penalty 3532.544642 = -6008449.558773 nChanged 24 SP:Iteration 68Q (406.104895 sec): 3 clusters Score: Raw -6011984.440606 + Penalty 3532.544642 = -6008451.895964 nChanged 30 SP:Iteration 69Q (406.215529 sec): 3 clusters Score: Raw -6011987.276597 + Penalty 3532.544642 = -6008454.731956 nChanged 26 SP:Iteration 70Q (406.322591 sec): 3 clusters Score: Raw -6011989.570633 + Penalty 3532.544642 = -6008457.025991 nChanged 18 SP:Iteration 71Q (406.427742 sec): 3 clusters Score: Raw -6011990.820309 + Penalty 3532.544642 = -6008458.275667 nChanged 13 SP:Iteration 72Q (406.554014 sec): 3 clusters Score: Raw -6011991.481870 + Penalty 3532.544642 = -6008458.937228 nChanged 7 SP:Iteration 73Q (406.671377 sec): 3 clusters Score: Raw -6011991.902709 + Penalty 3532.544642 = -6008459.358067 nChanged 5 SP:Iteration 74Q (406.779383 sec): 3 clusters Score: Raw -6011992.110606 + Penalty 3532.544642 = -6008459.565964 nChanged 2 SP:Iteration 75Q (406.903013 sec): 3 clusters Score: Raw -6011992.225315 + Penalty 3532.544642 = -6008459.680673 nChanged 3 SP:Iteration 76Q (407.021762 sec): 3 clusters Score: Raw -6011992.403558 + Penalty 3532.544642 = -6008459.858917 nChanged 5 SP:Iteration 77Q (407.138171 sec): 3 clusters Score: Raw -6011992.706342 + Penalty 3532.544642 = -6008460.161700 nChanged 5 SP:Iteration 78Q (407.257631 sec): 3 clusters Score: Raw -6011993.004616 + Penalty 3532.544642 = -6008460.459974 nChanged 7 SP:Iteration 79Q (407.372243 sec): 3 clusters Score: Raw -6011993.481342 + Penalty 3532.544642 = -6008460.936700 nChanged 7 SP:Iteration 80F (407.504441 sec): 3 clusters Score: Raw -6011993.930155 + Penalty 3532.544642 = -6008461.385514 nChanged 4 SP:Iteration 81Q (407.620115 sec): 3 clusters Score: Raw -6011994.189156 + Penalty 3532.544642 = -6008461.644514 nChanged 5 SP:Iteration 82Q (407.743664 sec): 3 clusters Score: Raw -6011994.520019 + Penalty 3532.544642 = -6008461.975377 nChanged 4 SP:Iteration 83Q (407.867539 sec): 3 clusters Score: Raw -6011994.822960 + Penalty 3532.544642 = -6008462.278318 nChanged 3 SP:Iteration 84Q (407.981883 sec): 3 clusters Score: Raw -6011994.963944 + Penalty 3532.544642 = -6008462.419302 nChanged 3 SP:Iteration 85Q (408.100460 sec): 3 clusters Score: Raw -6011995.131111 + Penalty 3532.544642 = -6008462.586469 nChanged 2 SP:Iteration 86Q (408.223329 sec): 3 clusters Score: Raw -6011995.214203 + Penalty 3532.544642 = -6008462.669561 nChanged 3 SP:Iteration 87Q (408.345278 sec): 3 clusters Score: Raw -6011995.337031 + Penalty 3532.544642 = -6008462.792389 nChanged 3 SP:Iteration 88Q (408.460246 sec): 3 clusters Score: Raw -6011995.539481 + Penalty 3532.544642 = -6008462.994839 nChanged 3 SP:Iteration 89Q (408.581414 sec): 3 clusters Score: Raw -6011995.675274 + Penalty 3532.544642 = -6008463.130632 nChanged 1 SP:Iteration 90Q (408.704755 sec): 3 clusters Score: Raw -6011995.701661 + Penalty 3532.544642 = -6008463.157019 nChanged 0 SP:Iteration 91F (408.831991 sec): 3 clusters Score: Raw -6011995.701661 + Penalty 3532.544642 = -6008463.157019 nChanged 0 Trying to split cluster 16 (8273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.874208 sec): 2 clusters Score: Raw -883818.044038 + Penalty 1465.872278 = -882352.171761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.942706 sec): 3 clusters Score: Raw -879315.408973 + Penalty 2931.744556 = -876383.664418 nChanged 3526 SP:Iteration 1F (409.006621 sec): 3 clusters Score: Raw -881420.244010 + Penalty 2931.744556 = -878488.499455 nChanged 641 SP:Iteration 2F (409.070026 sec): 3 clusters Score: Raw -881861.882844 + Penalty 2931.744556 = -878930.138289 nChanged 585 SP:Iteration 3F (409.133764 sec): 3 clusters Score: Raw -882332.303118 + Penalty 2931.744556 = -879400.558562 nChanged 586 SP:Iteration 4F (409.193427 sec): 3 clusters Score: Raw -882854.644889 + Penalty 2931.744556 = -879922.900333 nChanged 561 SP:Iteration 5F (409.252619 sec): 3 clusters Score: Raw -883380.048170 + Penalty 2931.744556 = -880448.303614 nChanged 457 SP:Iteration 6F (409.318571 sec): 3 clusters Score: Raw -883765.885135 + Penalty 2931.744556 = -880834.140580 nChanged 348 SP:Iteration 7Q (409.384825 sec): 3 clusters Score: Raw -884030.202449 + Penalty 2931.744556 = -881098.457893 nChanged 231 SP:Iteration 8Q (409.435120 sec): 3 clusters Score: Raw -884148.031086 + Penalty 2931.744556 = -881216.286530 nChanged 161 SP:Iteration 9Q (409.497885 sec): 3 clusters Score: Raw -884210.817186 + Penalty 2931.744556 = -881279.072631 nChanged 107 SP:Iteration 10Q (409.569818 sec): 3 clusters Score: Raw -884244.945950 + Penalty 2931.744556 = -881313.201394 nChanged 76 SP:Iteration 11Q (409.622140 sec): 3 clusters Score: Raw -884268.022751 + Penalty 2931.744556 = -881336.278195 nChanged 55 SP:Iteration 12Q (409.690091 sec): 3 clusters Score: Raw -884284.428864 + Penalty 2931.744556 = -881352.684308 nChanged 47 SP:Iteration 13Q (409.743982 sec): 3 clusters Score: Raw -884295.342638 + Penalty 2931.744556 = -881363.598083 nChanged 39 SP:Iteration 14Q (409.802014 sec): 3 clusters Score: Raw -884304.291187 + Penalty 2931.744556 = -881372.546631 nChanged 36 SP:Iteration 15Q (409.873817 sec): 3 clusters Score: Raw -884310.758856 + Penalty 2931.744556 = -881379.014300 nChanged 24 SP:Iteration 16Q (409.937309 sec): 3 clusters Score: Raw -884315.751250 + Penalty 2931.744556 = -881384.006694 nChanged 23 SP:Iteration 17Q (409.995267 sec): 3 clusters Score: Raw -884318.917205 + Penalty 2931.744556 = -881387.172649 nChanged 23 SP:Iteration 18Q (410.057499 sec): 3 clusters Score: Raw -884322.189866 + Penalty 2931.744556 = -881390.445310 nChanged 15 SP:Iteration 19Q (410.119141 sec): 3 clusters Score: Raw -884325.556458 + Penalty 2931.744556 = -881393.811902 nChanged 22 SP:Iteration 20F (410.169909 sec): 3 clusters Score: Raw -884329.689499 + Penalty 2931.744556 = -881397.944944 nChanged 29 SP:Iteration 21Q (410.233418 sec): 3 clusters Score: Raw -884335.192176 + Penalty 2931.744556 = -881403.447620 nChanged 24 SP:Iteration 22Q (410.306065 sec): 3 clusters Score: Raw -884339.438679 + Penalty 2931.744556 = -881407.694123 nChanged 19 SP:Iteration 23Q (410.362467 sec): 3 clusters Score: Raw -884342.168499 + Penalty 2931.744556 = -881410.423943 nChanged 17 SP:Iteration 24Q (410.426093 sec): 3 clusters Score: Raw -884344.084620 + Penalty 2931.744556 = -881412.340065 nChanged 12 SP:Iteration 25Q (410.482789 sec): 3 clusters Score: Raw -884345.657951 + Penalty 2931.744556 = -881413.913395 nChanged 9 SP:Iteration 26Q (410.549526 sec): 3 clusters Score: Raw -884347.308523 + Penalty 2931.744556 = -881415.563967 nChanged 19 SP:Iteration 27Q (410.598180 sec): 3 clusters Score: Raw -884351.207824 + Penalty 2931.744556 = -881419.463268 nChanged 19 SP:Iteration 28Q (410.660765 sec): 3 clusters Score: Raw -884354.263057 + Penalty 2931.744556 = -881422.518502 nChanged 15 SP:Iteration 29Q (410.716384 sec): 3 clusters Score: Raw -884356.723396 + Penalty 2931.744556 = -881424.978840 nChanged 17 SP:Iteration 30Q (410.775168 sec): 3 clusters Score: Raw -884360.136750 + Penalty 2931.744556 = -881428.392194 nChanged 18 SP:Iteration 31Q (410.836376 sec): 3 clusters Score: Raw -884363.219803 + Penalty 2931.744556 = -881431.475248 nChanged 20 SP:Iteration 32Q (410.899621 sec): 3 clusters Score: Raw -884367.755495 + Penalty 2931.744556 = -881436.010939 nChanged 27 SP:Iteration 33Q (410.961166 sec): 3 clusters Score: Raw -884374.251840 + Penalty 2931.744556 = -881442.507284 nChanged 24 SP:Iteration 34Q (411.021067 sec): 3 clusters Score: Raw -884379.266751 + Penalty 2931.744556 = -881447.522195 nChanged 27 SP:Iteration 35Q (411.079321 sec): 3 clusters Score: Raw -884385.392232 + Penalty 2931.744556 = -881453.647676 nChanged 23 SP:Iteration 36Q (411.149596 sec): 3 clusters Score: Raw -884391.458896 + Penalty 2931.744556 = -881459.714340 nChanged 22 SP:Iteration 37Q (411.214079 sec): 3 clusters Score: Raw -884397.315014 + Penalty 2931.744556 = -881465.570458 nChanged 35 SP:Iteration 38Q (411.271578 sec): 3 clusters Score: Raw -884410.772523 + Penalty 2931.744556 = -881479.027968 nChanged 40 SP:Iteration 39Q (411.337462 sec): 3 clusters Score: Raw -884425.236358 + Penalty 2931.744556 = -881493.491802 nChanged 44 SP:Iteration 40F (411.404674 sec): 3 clusters Score: Raw -884442.290119 + Penalty 2931.744556 = -881510.545563 nChanged 53 SP:Iteration 41Q (411.468610 sec): 3 clusters Score: Raw -884459.633534 + Penalty 2931.744556 = -881527.888979 nChanged 50 SP:Iteration 42Q (411.526715 sec): 3 clusters Score: Raw -884478.070360 + Penalty 2931.744556 = -881546.325804 nChanged 46 SP:Iteration 43Q (411.582084 sec): 3 clusters Score: Raw -884493.164423 + Penalty 2931.744556 = -881561.419868 nChanged 39 SP:Iteration 44Q (411.648829 sec): 3 clusters Score: Raw -884505.368676 + Penalty 2931.744556 = -881573.624121 nChanged 36 SP:Iteration 45Q (411.711754 sec): 3 clusters Score: Raw -884516.733476 + Penalty 2931.744556 = -881584.988920 nChanged 36 SP:Iteration 46Q (411.773272 sec): 3 clusters Score: Raw -884536.039212 + Penalty 2931.744556 = -881604.294656 nChanged 33 SP:Iteration 47Q (411.836919 sec): 3 clusters Score: Raw -884552.532978 + Penalty 2931.744556 = -881620.788422 nChanged 32 SP:Iteration 48Q (411.900065 sec): 3 clusters Score: Raw -884566.743621 + Penalty 2931.744556 = -881634.999065 nChanged 33 SP:Iteration 49Q (411.958902 sec): 3 clusters Score: Raw -884574.990676 + Penalty 2931.744556 = -881643.246120 nChanged 18 SP:Iteration 50Q (412.019457 sec): 3 clusters Score: Raw -884580.633414 + Penalty 2931.744556 = -881648.888859 nChanged 17 SP:Iteration 51Q (412.073645 sec): 3 clusters Score: Raw -884585.247816 + Penalty 2931.744556 = -881653.503260 nChanged 14 SP:Iteration 52Q (412.147809 sec): 3 clusters Score: Raw -884588.369824 + Penalty 2931.744556 = -881656.625268 nChanged 11 SP:Iteration 53Q (412.202027 sec): 3 clusters Score: Raw -884590.941586 + Penalty 2931.744556 = -881659.197031 nChanged 10 SP:Iteration 54Q (412.266935 sec): 3 clusters Score: Raw -884592.284305 + Penalty 2931.744556 = -881660.539749 nChanged 9 SP:Iteration 55Q (412.328492 sec): 3 clusters Score: Raw -884594.154204 + Penalty 2931.744556 = -881662.409648 nChanged 13 SP:Iteration 56Q (412.376353 sec): 3 clusters Score: Raw -884596.667178 + Penalty 2931.744556 = -881664.922622 nChanged 9 SP:Iteration 57Q (412.449375 sec): 3 clusters Score: Raw -884599.314179 + Penalty 2931.744556 = -881667.569623 nChanged 13 SP:Iteration 58Q (412.512048 sec): 3 clusters Score: Raw -884603.098988 + Penalty 2931.744556 = -881671.354432 nChanged 13 SP:Iteration 59Q (412.563942 sec): 3 clusters Score: Raw -884606.037622 + Penalty 2931.744556 = -881674.293067 nChanged 9 SP:Iteration 60F (412.634906 sec): 3 clusters Score: Raw -884607.760991 + Penalty 2931.744556 = -881676.016435 nChanged 5 SP:Iteration 61Q (412.697716 sec): 3 clusters Score: Raw -884608.560206 + Penalty 2931.744556 = -881676.815650 nChanged 7 SP:Iteration 62Q (412.762228 sec): 3 clusters Score: Raw -884610.091176 + Penalty 2931.744556 = -881678.346621 nChanged 12 SP:Iteration 63Q (412.824916 sec): 3 clusters Score: Raw -884612.409110 + Penalty 2931.744556 = -881680.664554 nChanged 7 SP:Iteration 64Q (412.875408 sec): 3 clusters Score: Raw -884614.016374 + Penalty 2931.744556 = -881682.271818 nChanged 11 SP:Iteration 65Q (412.930831 sec): 3 clusters Score: Raw -884616.953246 + Penalty 2931.744556 = -881685.208691 nChanged 11 SP:Iteration 66Q (412.991714 sec): 3 clusters Score: Raw -884619.659056 + Penalty 2931.744556 = -881687.914500 nChanged 10 SP:Iteration 67Q (413.061871 sec): 3 clusters Score: Raw -884621.351104 + Penalty 2931.744556 = -881689.606548 nChanged 6 SP:Iteration 68Q (413.111558 sec): 3 clusters Score: Raw -884622.538758 + Penalty 2931.744556 = -881690.794203 nChanged 7 SP:Iteration 69Q (413.182894 sec): 3 clusters Score: Raw -884623.691800 + Penalty 2931.744556 = -881691.947244 nChanged 4 SP:Iteration 70Q (413.240281 sec): 3 clusters Score: Raw -884624.461191 + Penalty 2931.744556 = -881692.716635 nChanged 5 SP:Iteration 71Q (413.293898 sec): 3 clusters Score: Raw -884625.734641 + Penalty 2931.744556 = -881693.990085 nChanged 5 SP:Iteration 72Q (413.350487 sec): 3 clusters Score: Raw -884628.024115 + Penalty 2931.744556 = -881696.279559 nChanged 5 SP:Iteration 73Q (413.421693 sec): 3 clusters Score: Raw -884628.942010 + Penalty 2931.744556 = -881697.197454 nChanged 2 SP:Iteration 74Q (413.484023 sec): 3 clusters Score: Raw -884629.451223 + Penalty 2931.744556 = -881697.706668 nChanged 0 SP:Iteration 75F (413.536811 sec): 3 clusters Score: Raw -884629.451223 + Penalty 2931.744556 = -881697.706668 nChanged 0 Trying to split cluster 17 (13667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (413.581925 sec): 2 clusters Score: Raw -1590320.745538 + Penalty 1547.445160 = -1588773.300378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (413.659688 sec): 3 clusters Score: Raw -1582330.020406 + Penalty 3094.890320 = -1579235.130086 nChanged 6055 SP:Iteration 1F (413.730856 sec): 3 clusters Score: Raw -1585624.786342 + Penalty 3094.890320 = -1582529.896022 nChanged 774 SP:Iteration 2F (413.790497 sec): 3 clusters Score: Raw -1585957.172967 + Penalty 3094.890320 = -1582862.282646 nChanged 683 SP:Iteration 3Q (413.862162 sec): 3 clusters Score: Raw -1586242.138272 + Penalty 3094.890320 = -1583147.247952 nChanged 607 SP:Iteration 4Q (413.929078 sec): 3 clusters Score: Raw -1586492.774039 + Penalty 3094.890320 = -1583397.883719 nChanged 545 SP:Iteration 5Q (413.999445 sec): 3 clusters Score: Raw -1586710.659366 + Penalty 3094.890320 = -1583615.769045 nChanged 509 SP:Iteration 6Q (414.069436 sec): 3 clusters Score: Raw -1586938.243649 + Penalty 3094.890320 = -1583843.353329 nChanged 510 SP:Iteration 7Q (414.139476 sec): 3 clusters Score: Raw -1587185.175453 + Penalty 3094.890320 = -1584090.285132 nChanged 542 SP:Iteration 8Q (414.211783 sec): 3 clusters Score: Raw -1587477.662298 + Penalty 3094.890320 = -1584382.771978 nChanged 573 SP:Iteration 9Q (414.286633 sec): 3 clusters Score: Raw -1587804.644854 + Penalty 3094.890320 = -1584709.754534 nChanged 571 SP:Iteration 10Q (414.365098 sec): 3 clusters Score: Raw -1588144.305754 + Penalty 3094.890320 = -1585049.415434 nChanged 546 SP:Iteration 11Q (414.433567 sec): 3 clusters Score: Raw -1588478.618104 + Penalty 3094.890320 = -1585383.727784 nChanged 503 SP:Iteration 12Q (414.489715 sec): 3 clusters Score: Raw -1588799.148740 + Penalty 3094.890320 = -1585704.258420 nChanged 463 SP:Iteration 13Q (414.559705 sec): 3 clusters Score: Raw -1589101.569190 + Penalty 3094.890320 = -1586006.678870 nChanged 418 SP:Iteration 14Q (414.640205 sec): 3 clusters Score: Raw -1589371.836178 + Penalty 3094.890320 = -1586276.945858 nChanged 331 SP:Iteration 15Q (414.699326 sec): 3 clusters Score: Raw -1589570.256897 + Penalty 3094.890320 = -1586475.366577 nChanged 279 SP:Iteration 16Q (414.776629 sec): 3 clusters Score: Raw -1589722.976573 + Penalty 3094.890320 = -1586628.086253 nChanged 264 SP:Iteration 17Q (414.836742 sec): 3 clusters Score: Raw -1589861.063610 + Penalty 3094.890320 = -1586766.173290 nChanged 205 SP:Iteration 18Q (414.913535 sec): 3 clusters Score: Raw -1589954.075609 + Penalty 3094.890320 = -1586859.185288 nChanged 170 SP:Iteration 19Q (414.982924 sec): 3 clusters Score: Raw -1590020.448240 + Penalty 3094.890320 = -1586925.557920 nChanged 139 SP:Iteration 20F (415.053441 sec): 3 clusters Score: Raw -1590074.347012 + Penalty 3094.890320 = -1586979.456692 nChanged 117 SP:Iteration 21Q (415.119707 sec): 3 clusters Score: Raw -1590119.527083 + Penalty 3094.890320 = -1587024.636763 nChanged 115 SP:Iteration 22Q (415.188720 sec): 3 clusters Score: Raw -1590168.367679 + Penalty 3094.890320 = -1587073.477358 nChanged 103 SP:Iteration 23Q (415.259304 sec): 3 clusters Score: Raw -1590215.064335 + Penalty 3094.890320 = -1587120.174015 nChanged 93 SP:Iteration 24Q (415.332062 sec): 3 clusters Score: Raw -1590253.842045 + Penalty 3094.890320 = -1587158.951724 nChanged 81 SP:Iteration 25Q (415.399794 sec): 3 clusters Score: Raw -1590286.011252 + Penalty 3094.890320 = -1587191.120932 nChanged 69 SP:Iteration 26Q (415.469593 sec): 3 clusters Score: Raw -1590314.506504 + Penalty 3094.890320 = -1587219.616183 nChanged 62 SP:Iteration 27Q (415.528411 sec): 3 clusters Score: Raw -1590338.139461 + Penalty 3094.890320 = -1587243.249141 nChanged 44 SP:Iteration 28Q (415.606054 sec): 3 clusters Score: Raw -1590355.661810 + Penalty 3094.890320 = -1587260.771489 nChanged 49 SP:Iteration 29Q (415.664996 sec): 3 clusters Score: Raw -1590377.148388 + Penalty 3094.890320 = -1587282.258068 nChanged 47 SP:Iteration 30Q (415.741960 sec): 3 clusters Score: Raw -1590396.589577 + Penalty 3094.890320 = -1587301.699257 nChanged 51 SP:Iteration 31Q (415.807618 sec): 3 clusters Score: Raw -1590418.399472 + Penalty 3094.890320 = -1587323.509152 nChanged 45 SP:Iteration 32Q (415.870535 sec): 3 clusters Score: Raw -1590437.697753 + Penalty 3094.890320 = -1587342.807432 nChanged 46 SP:Iteration 33Q (415.948036 sec): 3 clusters Score: Raw -1590456.849737 + Penalty 3094.890320 = -1587361.959416 nChanged 38 SP:Iteration 34Q (416.007666 sec): 3 clusters Score: Raw -1590472.573655 + Penalty 3094.890320 = -1587377.683334 nChanged 31 SP:Iteration 35Q (416.073302 sec): 3 clusters Score: Raw -1590481.872408 + Penalty 3094.890320 = -1587386.982088 nChanged 29 SP:Iteration 36Q (416.138825 sec): 3 clusters Score: Raw -1590492.223732 + Penalty 3094.890320 = -1587397.333412 nChanged 22 SP:Iteration 37Q (416.213424 sec): 3 clusters Score: Raw -1590500.835175 + Penalty 3094.890320 = -1587405.944854 nChanged 22 SP:Iteration 38Q (416.279273 sec): 3 clusters Score: Raw -1590508.881642 + Penalty 3094.890320 = -1587413.991322 nChanged 16 SP:Iteration 39Q (416.346004 sec): 3 clusters Score: Raw -1590515.507844 + Penalty 3094.890320 = -1587420.617524 nChanged 23 SP:Iteration 40F (416.416898 sec): 3 clusters Score: Raw -1590522.673535 + Penalty 3094.890320 = -1587427.783214 nChanged 20 SP:Iteration 41Q (416.480441 sec): 3 clusters Score: Raw -1590532.487539 + Penalty 3094.890320 = -1587437.597218 nChanged 26 SP:Iteration 42Q (416.543840 sec): 3 clusters Score: Raw -1590543.424860 + Penalty 3094.890320 = -1587448.534540 nChanged 18 SP:Iteration 43Q (416.611119 sec): 3 clusters Score: Raw -1590550.915915 + Penalty 3094.890320 = -1587456.025595 nChanged 19 SP:Iteration 44Q (416.674342 sec): 3 clusters Score: Raw -1590556.704823 + Penalty 3094.890320 = -1587461.814503 nChanged 12 SP:Iteration 45Q (416.739835 sec): 3 clusters Score: Raw -1590561.399481 + Penalty 3094.890320 = -1587466.509161 nChanged 9 SP:Iteration 46Q (416.806946 sec): 3 clusters Score: Raw -1590564.339521 + Penalty 3094.890320 = -1587469.449201 nChanged 11 SP:Iteration 47Q (416.874214 sec): 3 clusters Score: Raw -1590569.166207 + Penalty 3094.890320 = -1587474.275887 nChanged 10 SP:Iteration 48Q (416.940017 sec): 3 clusters Score: Raw -1590574.449428 + Penalty 3094.890320 = -1587479.559107 nChanged 17 SP:Iteration 49Q (417.007768 sec): 3 clusters Score: Raw -1590583.954165 + Penalty 3094.890320 = -1587489.063845 nChanged 11 SP:Iteration 50Q (417.060916 sec): 3 clusters Score: Raw -1590587.956957 + Penalty 3094.890320 = -1587493.066637 nChanged 10 SP:Iteration 51Q (417.123472 sec): 3 clusters Score: Raw -1590592.204611 + Penalty 3094.890320 = -1587497.314290 nChanged 13 SP:Iteration 52Q (417.199451 sec): 3 clusters Score: Raw -1590597.957380 + Penalty 3094.890320 = -1587503.067060 nChanged 11 SP:Iteration 53Q (417.261383 sec): 3 clusters Score: Raw -1590603.639809 + Penalty 3094.890320 = -1587508.749489 nChanged 7 SP:Iteration 54Q (417.329288 sec): 3 clusters Score: Raw -1590607.780864 + Penalty 3094.890320 = -1587512.890543 nChanged 10 SP:Iteration 55Q (417.391577 sec): 3 clusters Score: Raw -1590611.909726 + Penalty 3094.890320 = -1587517.019405 nChanged 9 SP:Iteration 56Q (417.461257 sec): 3 clusters Score: Raw -1590615.422215 + Penalty 3094.890320 = -1587520.531895 nChanged 7 SP:Iteration 57Q (417.527891 sec): 3 clusters Score: Raw -1590617.330914 + Penalty 3094.890320 = -1587522.440593 nChanged 6 SP:Iteration 58Q (417.584514 sec): 3 clusters Score: Raw -1590619.353075 + Penalty 3094.890320 = -1587524.462755 nChanged 2 SP:Iteration 59Q (417.660945 sec): 3 clusters Score: Raw -1590620.337075 + Penalty 3094.890320 = -1587525.446755 nChanged 2 SP:Iteration 60F (417.726666 sec): 3 clusters Score: Raw -1590621.002901 + Penalty 3094.890320 = -1587526.112581 nChanged 0 Trying to split cluster 19 (2808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (417.756047 sec): 2 clusters Score: Raw -314040.462758 + Penalty 1290.287012 = -312750.175746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (417.808027 sec): 3 clusters Score: Raw -312697.001486 + Penalty 2580.574024 = -310116.427462 nChanged 1049 SP:Iteration 1F (417.858346 sec): 3 clusters Score: Raw -313285.683255 + Penalty 2580.574024 = -310705.109232 nChanged 228 SP:Iteration 2F (417.895945 sec): 3 clusters Score: Raw -313440.026962 + Penalty 2580.574024 = -310859.452938 nChanged 161 SP:Iteration 3F (417.944234 sec): 3 clusters Score: Raw -313523.348796 + Penalty 2580.574024 = -310942.774773 nChanged 93 SP:Iteration 4Q (418.007635 sec): 3 clusters Score: Raw -313571.711177 + Penalty 2580.574024 = -310991.137154 nChanged 66 SP:Iteration 5Q (418.059644 sec): 3 clusters Score: Raw -313606.283654 + Penalty 2580.574024 = -311025.709630 nChanged 66 SP:Iteration 6Q (418.112228 sec): 3 clusters Score: Raw -313642.336384 + Penalty 2580.574024 = -311061.762360 nChanged 62 SP:Iteration 7Q (418.152482 sec): 3 clusters Score: Raw -313676.746547 + Penalty 2580.574024 = -311096.172523 nChanged 52 SP:Iteration 8Q (418.209296 sec): 3 clusters Score: Raw -313699.285260 + Penalty 2580.574024 = -311118.711237 nChanged 37 SP:Iteration 9Q (418.254679 sec): 3 clusters Score: Raw -313714.570604 + Penalty 2580.574024 = -311133.996580 nChanged 23 SP:Iteration 10Q (418.316301 sec): 3 clusters Score: Raw -313724.842831 + Penalty 2580.574024 = -311144.268808 nChanged 23 SP:Iteration 11Q (418.375547 sec): 3 clusters Score: Raw -313734.412870 + Penalty 2580.574024 = -311153.838846 nChanged 11 SP:Iteration 12Q (418.424106 sec): 3 clusters Score: Raw -313737.013722 + Penalty 2580.574024 = -311156.439698 nChanged 6 SP:Iteration 13Q (418.483741 sec): 3 clusters Score: Raw -313739.240385 + Penalty 2580.574024 = -311158.666361 nChanged 8 SP:Iteration 14Q (418.533217 sec): 3 clusters Score: Raw -313742.418032 + Penalty 2580.574024 = -311161.844008 nChanged 8 SP:Iteration 15Q (418.583462 sec): 3 clusters Score: Raw -313744.450875 + Penalty 2580.574024 = -311163.876852 nChanged 5 SP:Iteration 16Q (418.623673 sec): 3 clusters Score: Raw -313745.803111 + Penalty 2580.574024 = -311165.229087 nChanged 4 SP:Iteration 17Q (418.686966 sec): 3 clusters Score: Raw -313746.840062 + Penalty 2580.574024 = -311166.266039 nChanged 1 SP:Iteration 18Q (418.722834 sec): 3 clusters Score: Raw -313747.383783 + Penalty 2580.574024 = -311166.809760 nChanged 2 SP:Iteration 19Q (418.787154 sec): 3 clusters Score: Raw -313748.009470 + Penalty 2580.574024 = -311167.435446 nChanged 0 SP:Iteration 20F (418.825068 sec): 3 clusters Score: Raw -313748.009470 + Penalty 2580.574024 = -311167.435446 nChanged 0 Iteration 139Q (419.998878 sec): 17 clusters Score: Raw -22414285.965202 + Penalty 31736.308826 = -22382549.656375 nChanged 19 Iteration 140F (422.307886 sec): 17 clusters Score: Raw -22414287.127598 + Penalty 31736.308826 = -22382550.818771 nChanged 22 Iteration 141Q (423.475895 sec): 17 clusters Score: Raw -22414288.551836 + Penalty 31736.308826 = -22382552.243010 nChanged 29 Iteration 142Q (424.676228 sec): 17 clusters Score: Raw -22414290.784030 + Penalty 31736.308826 = -22382554.475204 nChanged 33 Iteration 143Q (425.903068 sec): 17 clusters Score: Raw -22414292.407746 + Penalty 31736.308826 = -22382556.098919 nChanged 25 Iteration 144Q (427.142100 sec): 17 clusters Score: Raw -22414293.625420 + Penalty 31736.308826 = -22382557.316593 nChanged 18 Iteration 145Q (428.439385 sec): 17 clusters Score: Raw -22414294.631210 + Penalty 31736.308826 = -22382558.322383 nChanged 24 Iteration 146Q (429.597508 sec): 17 clusters Score: Raw -22414295.934356 + Penalty 31736.308826 = -22382559.625529 nChanged 21 Iteration 147Q (430.852294 sec): 17 clusters Score: Raw -22414297.180589 + Penalty 31736.308826 = -22382560.871762 nChanged 27 Iteration 148Q (432.051187 sec): 17 clusters Score: Raw -22414299.057473 + Penalty 31736.308826 = -22382562.748647 nChanged 22 Iteration 149Q (433.226417 sec): 17 clusters Score: Raw -22414300.874595 + Penalty 31736.308826 = -22382564.565769 nChanged 23 Iteration 150Q (434.457021 sec): 17 clusters Score: Raw -22414302.191989 + Penalty 31736.308826 = -22382565.883163 nChanged 24 Iteration 151Q (435.545352 sec): 17 clusters Score: Raw -22414303.759380 + Penalty 31736.308826 = -22382567.450554 nChanged 24 Iteration 152Q (436.757769 sec): 17 clusters Score: Raw -22414304.585243 + Penalty 31736.308826 = -22382568.276416 nChanged 14 Iteration 153Q (437.945287 sec): 17 clusters Score: Raw -22414305.572811 + Penalty 31736.308826 = -22382569.263985 nChanged 13 Iteration 154Q (439.219923 sec): 17 clusters Score: Raw -22414306.089283 + Penalty 31736.308826 = -22382569.780457 nChanged 14 Iteration 155Q (440.399109 sec): 17 clusters Score: Raw -22414306.980985 + Penalty 31736.308826 = -22382570.672159 nChanged 16 Iteration 156Q (441.653272 sec): 17 clusters Score: Raw -22414307.822070 + Penalty 31736.308826 = -22382571.513243 nChanged 11 Iteration 157Q (442.724819 sec): 17 clusters Score: Raw -22414308.554660 + Penalty 31736.308826 = -22382572.245834 nChanged 7 Iteration 158Q (443.966648 sec): 17 clusters Score: Raw -22414308.925857 + Penalty 31736.308826 = -22382572.617030 nChanged 7 Iteration 159Q (445.234281 sec): 17 clusters Score: Raw -22414309.195305 + Penalty 31736.308826 = -22382572.886479 nChanged 7 Iteration 160F (447.528459 sec): 17 clusters Score: Raw -22414309.449107 + Penalty 31736.308826 = -22382573.140281 nChanged 9 Iteration 161Q (448.740608 sec): 17 clusters Score: Raw -22414309.792765 + Penalty 31736.308826 = -22382573.483938 nChanged 12 Iteration 162Q (450.034017 sec): 17 clusters Score: Raw -22414310.204561 + Penalty 31736.308826 = -22382573.895734 nChanged 4 Iteration 163Q (451.308094 sec): 17 clusters Score: Raw -22414310.376998 + Penalty 31736.308826 = -22382574.068172 nChanged 5 Iteration 164Q (452.512902 sec): 17 clusters Score: Raw -22414310.629972 + Penalty 31736.308826 = -22382574.321145 nChanged 4 Iteration 165Q (453.747754 sec): 17 clusters Score: Raw -22414310.887559 + Penalty 31736.308826 = -22382574.578733 nChanged 13 Iteration 166Q (454.997854 sec): 17 clusters Score: Raw -22414311.184020 + Penalty 31736.308826 = -22382574.875193 nChanged 4 Iteration 167Q (456.200057 sec): 17 clusters Score: Raw -22414311.255267 + Penalty 31736.308826 = -22382574.946440 nChanged 7 Iteration 168Q (457.432356 sec): 17 clusters Score: Raw -22414311.419084 + Penalty 31736.308826 = -22382575.110258 nChanged 6 Iteration 169Q (458.732067 sec): 17 clusters Score: Raw -22414311.577636 + Penalty 31736.308826 = -22382575.268810 nChanged 3 Iteration 170Q (459.920772 sec): 17 clusters Score: Raw -22414311.701561 + Penalty 31736.308826 = -22382575.392734 nChanged 3 Iteration 171Q (461.127516 sec): 17 clusters Score: Raw -22414311.868523 + Penalty 31736.308826 = -22382575.559696 nChanged 4 Iteration 172Q (462.444345 sec): 17 clusters Score: Raw -22414312.094156 + Penalty 31736.308826 = -22382575.785330 nChanged 4 Iteration 173Q (463.731999 sec): 17 clusters Score: Raw -22414312.240352 + Penalty 31736.308826 = -22382575.931526 nChanged 2 Iteration 174Q (464.866837 sec): 17 clusters Score: Raw -22414312.417380 + Penalty 31736.308826 = -22382576.108553 nChanged 2 Iteration 175Q (466.054609 sec): 17 clusters Score: Raw -22414312.640298 + Penalty 31736.308826 = -22382576.331472 nChanged 6 Iteration 176Q (467.340146 sec): 17 clusters Score: Raw -22414312.812554 + Penalty 31736.308826 = -22382576.503728 nChanged 3 Iteration 177Q (468.645808 sec): 17 clusters Score: Raw -22414312.915957 + Penalty 31736.308826 = -22382576.607130 nChanged 0 Iteration 178F (470.922980 sec): 17 clusters Score: Raw -22414312.915957 + Penalty 31736.308826 = -22382576.607130 nChanged 0 Compute initial score before splitting: Score: Raw -22414312.915957 + Penalty 31736.308826 = -22382576.607130 Trying to split cluster 1 (3703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (470.987108 sec): 2 clusters Score: Raw -425417.935157 + Penalty 1335.246019 = -424082.689138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (471.041731 sec): 3 clusters Score: Raw -423639.626120 + Penalty 2670.492039 = -420969.134081 nChanged 1389 SP:Iteration 1F (471.091086 sec): 3 clusters Score: Raw -424456.506791 + Penalty 2670.492039 = -421786.014752 nChanged 281 SP:Iteration 2F (471.146033 sec): 3 clusters Score: Raw -424639.558023 + Penalty 2670.492039 = -421969.065984 nChanged 202 SP:Iteration 3F (471.198802 sec): 3 clusters Score: Raw -424752.212904 + Penalty 2670.492039 = -422081.720865 nChanged 162 SP:Iteration 4Q (471.239836 sec): 3 clusters Score: Raw -424847.026186 + Penalty 2670.492039 = -422176.534147 nChanged 133 SP:Iteration 5Q (471.303991 sec): 3 clusters Score: Raw -424924.644078 + Penalty 2670.492039 = -422254.152039 nChanged 124 SP:Iteration 6Q (471.356114 sec): 3 clusters Score: Raw -424997.656437 + Penalty 2670.492039 = -422327.164398 nChanged 112 SP:Iteration 7Q (471.407091 sec): 3 clusters Score: Raw -425065.331046 + Penalty 2670.492039 = -422394.839007 nChanged 93 SP:Iteration 8Q (471.452452 sec): 3 clusters Score: Raw -425118.802392 + Penalty 2670.492039 = -422448.310353 nChanged 82 SP:Iteration 9Q (471.511325 sec): 3 clusters Score: Raw -425156.714598 + Penalty 2670.492039 = -422486.222560 nChanged 70 SP:Iteration 10Q (471.559416 sec): 3 clusters Score: Raw -425190.078748 + Penalty 2670.492039 = -422519.586709 nChanged 67 SP:Iteration 11Q (471.609579 sec): 3 clusters Score: Raw -425221.423595 + Penalty 2670.492039 = -422550.931557 nChanged 61 SP:Iteration 12Q (471.664089 sec): 3 clusters Score: Raw -425252.315921 + Penalty 2670.492039 = -422581.823883 nChanged 62 SP:Iteration 13Q (471.704828 sec): 3 clusters Score: Raw -425284.840651 + Penalty 2670.492039 = -422614.348612 nChanged 61 SP:Iteration 14Q (471.768111 sec): 3 clusters Score: Raw -425317.918316 + Penalty 2670.492039 = -422647.426277 nChanged 54 SP:Iteration 15Q (471.813965 sec): 3 clusters Score: Raw -425344.889692 + Penalty 2670.492039 = -422674.397653 nChanged 49 SP:Iteration 16Q (471.862766 sec): 3 clusters Score: Raw -425367.483065 + Penalty 2670.492039 = -422696.991026 nChanged 43 SP:Iteration 17Q (471.915317 sec): 3 clusters Score: Raw -425391.978639 + Penalty 2670.492039 = -422721.486600 nChanged 40 SP:Iteration 18Q (471.968644 sec): 3 clusters Score: Raw -425410.413521 + Penalty 2670.492039 = -422739.921482 nChanged 29 SP:Iteration 19Q (472.016237 sec): 3 clusters Score: Raw -425422.704500 + Penalty 2670.492039 = -422752.212461 nChanged 25 SP:Iteration 20F (472.063813 sec): 3 clusters Score: Raw -425433.277929 + Penalty 2670.492039 = -422762.785890 nChanged 24 SP:Iteration 21Q (472.114106 sec): 3 clusters Score: Raw -425446.465815 + Penalty 2670.492039 = -422775.973776 nChanged 25 SP:Iteration 22Q (472.181547 sec): 3 clusters Score: Raw -425460.110470 + Penalty 2670.492039 = -422789.618432 nChanged 18 SP:Iteration 23Q (472.236827 sec): 3 clusters Score: Raw -425467.166158 + Penalty 2670.492039 = -422796.674119 nChanged 19 SP:Iteration 24Q (472.283357 sec): 3 clusters Score: Raw -425476.360633 + Penalty 2670.492039 = -422805.868594 nChanged 17 SP:Iteration 25Q (472.338907 sec): 3 clusters Score: Raw -425482.226706 + Penalty 2670.492039 = -422811.734667 nChanged 13 SP:Iteration 26Q (472.405443 sec): 3 clusters Score: Raw -425486.909056 + Penalty 2670.492039 = -422816.417017 nChanged 10 SP:Iteration 27Q (472.461478 sec): 3 clusters Score: Raw -425489.210367 + Penalty 2670.492039 = -422818.718328 nChanged 7 SP:Iteration 28Q (472.490072 sec): 3 clusters Score: Raw -425491.458520 + Penalty 2670.492039 = -422820.966482 nChanged 10 SP:Iteration 29Q (472.541611 sec): 3 clusters Score: Raw -425494.851576 + Penalty 2670.492039 = -422824.359537 nChanged 4 SP:Iteration 30Q (472.581034 sec): 3 clusters Score: Raw -425496.056993 + Penalty 2670.492039 = -422825.564954 nChanged 8 SP:Iteration 31Q (472.633099 sec): 3 clusters Score: Raw -425500.223505 + Penalty 2670.492039 = -422829.731466 nChanged 8 SP:Iteration 32Q (472.680256 sec): 3 clusters Score: Raw -425502.895813 + Penalty 2670.492039 = -422832.403775 nChanged 12 SP:Iteration 33Q (472.733333 sec): 3 clusters Score: Raw -425506.656813 + Penalty 2670.492039 = -422836.164775 nChanged 9 SP:Iteration 34Q (472.774905 sec): 3 clusters Score: Raw -425510.804737 + Penalty 2670.492039 = -422840.312698 nChanged 9 SP:Iteration 35Q (472.822887 sec): 3 clusters Score: Raw -425513.914127 + Penalty 2670.492039 = -422843.422088 nChanged 11 SP:Iteration 36Q (472.883673 sec): 3 clusters Score: Raw -425517.888854 + Penalty 2670.492039 = -422847.396815 nChanged 9 SP:Iteration 37Q (472.928094 sec): 3 clusters Score: Raw -425521.644826 + Penalty 2670.492039 = -422851.152787 nChanged 10 SP:Iteration 38Q (472.992061 sec): 3 clusters Score: Raw -425527.546663 + Penalty 2670.492039 = -422857.054624 nChanged 12 SP:Iteration 39Q (473.046386 sec): 3 clusters Score: Raw -425532.122910 + Penalty 2670.492039 = -422861.630871 nChanged 8 SP:Iteration 40F (473.095279 sec): 3 clusters Score: Raw -425536.157281 + Penalty 2670.492039 = -422865.665242 nChanged 6 SP:Iteration 41Q (473.145488 sec): 3 clusters Score: Raw -425539.494799 + Penalty 2670.492039 = -422869.002760 nChanged 4 SP:Iteration 42Q (473.190809 sec): 3 clusters Score: Raw -425541.696863 + Penalty 2670.492039 = -422871.204824 nChanged 5 SP:Iteration 43Q (473.248546 sec): 3 clusters Score: Raw -425544.015952 + Penalty 2670.492039 = -422873.523913 nChanged 7 SP:Iteration 44Q (473.303369 sec): 3 clusters Score: Raw -425546.711731 + Penalty 2670.492039 = -422876.219693 nChanged 9 SP:Iteration 45Q (473.344145 sec): 3 clusters Score: Raw -425550.724484 + Penalty 2670.492039 = -422880.232445 nChanged 9 SP:Iteration 46Q (473.403870 sec): 3 clusters Score: Raw -425555.887305 + Penalty 2670.492039 = -422885.395267 nChanged 8 SP:Iteration 47Q (473.447318 sec): 3 clusters Score: Raw -425558.225051 + Penalty 2670.492039 = -422887.733012 nChanged 6 SP:Iteration 48Q (473.496032 sec): 3 clusters Score: Raw -425561.387310 + Penalty 2670.492039 = -422890.895271 nChanged 6 SP:Iteration 49Q (473.554949 sec): 3 clusters Score: Raw -425564.107588 + Penalty 2670.492039 = -422893.615549 nChanged 6 SP:Iteration 50Q (473.605253 sec): 3 clusters Score: Raw -425566.611693 + Penalty 2670.492039 = -422896.119655 nChanged 10 SP:Iteration 51Q (473.649745 sec): 3 clusters Score: Raw -425569.118626 + Penalty 2670.492039 = -422898.626587 nChanged 4 SP:Iteration 52Q (473.703516 sec): 3 clusters Score: Raw -425571.539249 + Penalty 2670.492039 = -422901.047210 nChanged 9 SP:Iteration 53Q (473.766147 sec): 3 clusters Score: Raw -425575.047934 + Penalty 2670.492039 = -422904.555896 nChanged 7 SP:Iteration 54Q (473.811116 sec): 3 clusters Score: Raw -425577.016997 + Penalty 2670.492039 = -422906.524958 nChanged 1 SP:Iteration 55Q (473.872475 sec): 3 clusters Score: Raw -425577.424521 + Penalty 2670.492039 = -422906.932482 nChanged 4 SP:Iteration 56Q (473.925887 sec): 3 clusters Score: Raw -425579.281737 + Penalty 2670.492039 = -422908.789698 nChanged 7 SP:Iteration 57Q (473.973827 sec): 3 clusters Score: Raw -425580.821201 + Penalty 2670.492039 = -422910.329163 nChanged 1 SP:Iteration 58Q (474.028129 sec): 3 clusters Score: Raw -425580.930465 + Penalty 2670.492039 = -422910.438426 nChanged 0 SP:Iteration 59F (474.081090 sec): 3 clusters Score: Raw -425580.930465 + Penalty 2670.492039 = -422910.438426 nChanged 0 Trying to split cluster 2 (4602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (474.112255 sec): 2 clusters Score: Raw -509075.838495 + Penalty 1370.565019 = -507705.273476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (474.166736 sec): 3 clusters Score: Raw -506784.500008 + Penalty 2741.130038 = -504043.369970 nChanged 1888 SP:Iteration 1F (474.208128 sec): 3 clusters Score: Raw -508374.063342 + Penalty 2741.130038 = -505632.933304 nChanged 563 SP:Iteration 2F (474.276358 sec): 3 clusters Score: Raw -509034.348925 + Penalty 2741.130038 = -506293.218887 nChanged 489 SP:Iteration 3F (474.331128 sec): 3 clusters Score: Raw -509549.828357 + Penalty 2741.130038 = -506808.698319 nChanged 366 SP:Iteration 4F (474.382341 sec): 3 clusters Score: Raw -509880.578653 + Penalty 2741.130038 = -507139.448615 nChanged 225 SP:Iteration 5Q (474.425759 sec): 3 clusters Score: Raw -510059.583149 + Penalty 2741.130038 = -507318.453112 nChanged 143 SP:Iteration 6Q (474.491277 sec): 3 clusters Score: Raw -510161.700042 + Penalty 2741.130038 = -507420.570004 nChanged 79 SP:Iteration 7Q (474.548226 sec): 3 clusters Score: Raw -510204.294988 + Penalty 2741.130038 = -507463.164951 nChanged 38 SP:Iteration 8Q (474.602317 sec): 3 clusters Score: Raw -510220.725205 + Penalty 2741.130038 = -507479.595167 nChanged 26 SP:Iteration 9Q (474.657446 sec): 3 clusters Score: Raw -510231.604678 + Penalty 2741.130038 = -507490.474641 nChanged 20 SP:Iteration 10Q (474.713251 sec): 3 clusters Score: Raw -510238.131595 + Penalty 2741.130038 = -507497.001557 nChanged 13 SP:Iteration 11Q (474.767489 sec): 3 clusters Score: Raw -510242.536379 + Penalty 2741.130038 = -507501.406341 nChanged 15 SP:Iteration 12Q (474.813038 sec): 3 clusters Score: Raw -510247.499864 + Penalty 2741.130038 = -507506.369826 nChanged 8 SP:Iteration 13Q (474.862257 sec): 3 clusters Score: Raw -510250.597998 + Penalty 2741.130038 = -507509.467960 nChanged 4 SP:Iteration 14Q (474.911938 sec): 3 clusters Score: Raw -510251.666042 + Penalty 2741.130038 = -507510.536004 nChanged 3 SP:Iteration 15Q (474.967648 sec): 3 clusters Score: Raw -510252.328651 + Penalty 2741.130038 = -507511.198613 nChanged 3 SP:Iteration 16Q (475.011887 sec): 3 clusters Score: Raw -510253.331666 + Penalty 2741.130038 = -507512.201628 nChanged 3 SP:Iteration 17Q (475.062356 sec): 3 clusters Score: Raw -510253.989770 + Penalty 2741.130038 = -507512.859732 nChanged 1 SP:Iteration 18Q (475.115708 sec): 3 clusters Score: Raw -510254.150385 + Penalty 2741.130038 = -507513.020347 nChanged 0 SP:Iteration 19F (475.175008 sec): 3 clusters Score: Raw -510254.150385 + Penalty 2741.130038 = -507513.020347 nChanged 0 Trying to split cluster 3 (1014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (475.194526 sec): 2 clusters Score: Raw -106010.047442 + Penalty 1124.769455 = -104885.277987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (475.256696 sec): 3 clusters Score: Raw -105713.248303 + Penalty 2249.538910 = -103463.709394 nChanged 337 SP:Iteration 1F (475.294302 sec): 3 clusters Score: Raw -106110.783842 + Penalty 2249.538910 = -103861.244933 nChanged 110 SP:Iteration 2F (475.342169 sec): 3 clusters Score: Raw -106334.558591 + Penalty 2249.538910 = -104085.019682 nChanged 86 SP:Iteration 3F (475.401188 sec): 3 clusters Score: Raw -106473.015929 + Penalty 2249.538910 = -104223.477019 nChanged 60 SP:Iteration 4F (475.449647 sec): 3 clusters Score: Raw -106564.904351 + Penalty 2249.538910 = -104315.365441 nChanged 46 SP:Iteration 5Q (475.487460 sec): 3 clusters Score: Raw -106650.475355 + Penalty 2249.538910 = -104400.936446 nChanged 28 SP:Iteration 6Q (475.538058 sec): 3 clusters Score: Raw -106725.899826 + Penalty 2249.538910 = -104476.360916 nChanged 22 SP:Iteration 7Q (475.584940 sec): 3 clusters Score: Raw -106790.045033 + Penalty 2249.538910 = -104540.506123 nChanged 24 SP:Iteration 8Q (475.640770 sec): 3 clusters Score: Raw -106833.009496 + Penalty 2249.538910 = -104583.470586 nChanged 17 SP:Iteration 9Q (475.686535 sec): 3 clusters Score: Raw -106866.821802 + Penalty 2249.538910 = -104617.282892 nChanged 11 SP:Iteration 10Q (475.735293 sec): 3 clusters Score: Raw -106883.257957 + Penalty 2249.538910 = -104633.719047 nChanged 10 SP:Iteration 11Q (475.782730 sec): 3 clusters Score: Raw -106894.444712 + Penalty 2249.538910 = -104644.905802 nChanged 8 SP:Iteration 12Q (475.829214 sec): 3 clusters Score: Raw -106903.141460 + Penalty 2249.538910 = -104653.602550 nChanged 3 SP:Iteration 13Q (475.875158 sec): 3 clusters Score: Raw -106906.774650 + Penalty 2249.538910 = -104657.235740 nChanged 0 SP:Iteration 14F (475.922006 sec): 3 clusters Score: Raw -106906.774650 + Penalty 2249.538910 = -104657.235740 nChanged 0 Trying to split cluster 4 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (475.952917 sec): 2 clusters Score: Raw -59015.043570 + Penalty 1038.141228 = -57976.902342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (475.999025 sec): 3 clusters Score: Raw -59050.908215 + Penalty 2076.282457 = -56974.625758 nChanged 175 SP:Iteration 1F (476.037588 sec): 3 clusters Score: Raw -59442.472344 + Penalty 2076.282457 = -57366.189887 nChanged 70 SP:Iteration 2F (476.092255 sec): 3 clusters Score: Raw -59695.298637 + Penalty 2076.282457 = -57619.016180 nChanged 51 SP:Iteration 3F (476.138965 sec): 3 clusters Score: Raw -59871.757284 + Penalty 2076.282457 = -57795.474828 nChanged 33 SP:Iteration 4F (476.179494 sec): 3 clusters Score: Raw -60141.446204 + Penalty 2076.282457 = -58065.163748 nChanged 33 SP:Iteration 5F (476.230222 sec): 3 clusters Score: Raw -60371.165731 + Penalty 2076.282457 = -58294.883274 nChanged 13 SP:Iteration 6Q (476.274051 sec): 3 clusters Score: Raw -60449.030485 + Penalty 2076.282457 = -58372.748028 nChanged 6 SP:Iteration 7Q (476.308983 sec): 3 clusters Score: Raw -60492.235375 + Penalty 2076.282457 = -58415.952918 nChanged 5 SP:Iteration 8Q (476.354144 sec): 3 clusters Score: Raw -60534.931146 + Penalty 2076.282457 = -58458.648689 nChanged 2 SP:Iteration 9Q (476.396460 sec): 3 clusters Score: Raw -60560.580806 + Penalty 2076.282457 = -58484.298349 nChanged 3 SP:Iteration 10Q (476.445818 sec): 3 clusters Score: Raw -60624.329665 + Penalty 2076.282457 = -58548.047208 nChanged 1 SP:Iteration 11Q (476.494037 sec): 3 clusters Score: Raw -60637.803489 + Penalty 2076.282457 = -58561.521033 nChanged 2 SP:Iteration 12Q (476.543982 sec): 3 clusters Score: Raw -60651.890848 + Penalty 2076.282457 = -58575.608391 nChanged 0 SP:Iteration 13F (476.577302 sec): 3 clusters Score: Raw -60651.890848 + Penalty 2076.282457 = -58575.608391 nChanged 0 Score: Raw -22415949.763234 + Penalty 33719.828128 = -22382229.935106 Splitting cluster 4 changes total score from -22382576.607130 to -22382229.935106 So it's not getting split. Trying to split cluster 5 (1430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (478.977766 sec): 2 clusters Score: Raw -176334.598073 + Penalty 1180.632330 = -175153.965743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (479.017593 sec): 3 clusters Score: Raw -175828.076446 + Penalty 2361.264660 = -173466.811786 nChanged 462 SP:Iteration 1F (479.065424 sec): 3 clusters Score: Raw -176146.418741 + Penalty 2361.264660 = -173785.154081 nChanged 91 SP:Iteration 2F (479.123697 sec): 3 clusters Score: Raw -176225.430947 + Penalty 2361.264660 = -173864.166287 nChanged 50 SP:Iteration 3Q (479.160339 sec): 3 clusters Score: Raw -176280.426464 + Penalty 2361.264660 = -173919.161804 nChanged 49 SP:Iteration 4Q (479.216406 sec): 3 clusters Score: Raw -176324.138145 + Penalty 2361.264660 = -173962.873485 nChanged 36 SP:Iteration 5Q (479.257030 sec): 3 clusters Score: Raw -176358.094929 + Penalty 2361.264660 = -173996.830269 nChanged 33 SP:Iteration 6Q (479.308834 sec): 3 clusters Score: Raw -176383.690125 + Penalty 2361.264660 = -174022.425465 nChanged 24 SP:Iteration 7Q (479.353226 sec): 3 clusters Score: Raw -176409.679861 + Penalty 2361.264660 = -174048.415201 nChanged 27 SP:Iteration 8Q (479.401009 sec): 3 clusters Score: Raw -176430.516421 + Penalty 2361.264660 = -174069.251761 nChanged 19 SP:Iteration 9Q (479.444316 sec): 3 clusters Score: Raw -176444.011540 + Penalty 2361.264660 = -174082.746880 nChanged 17 SP:Iteration 10Q (479.495921 sec): 3 clusters Score: Raw -176458.496477 + Penalty 2361.264660 = -174097.231817 nChanged 21 SP:Iteration 11Q (479.542803 sec): 3 clusters Score: Raw -176478.812547 + Penalty 2361.264660 = -174117.547887 nChanged 23 SP:Iteration 12Q (479.584751 sec): 3 clusters Score: Raw -176492.761390 + Penalty 2361.264660 = -174131.496730 nChanged 14 SP:Iteration 13Q (479.625551 sec): 3 clusters Score: Raw -176500.352876 + Penalty 2361.264660 = -174139.088216 nChanged 8 SP:Iteration 14Q (479.684936 sec): 3 clusters Score: Raw -176505.050692 + Penalty 2361.264660 = -174143.786032 nChanged 6 SP:Iteration 15Q (479.725493 sec): 3 clusters Score: Raw -176509.590087 + Penalty 2361.264660 = -174148.325427 nChanged 5 SP:Iteration 16Q (479.783250 sec): 3 clusters Score: Raw -176511.574172 + Penalty 2361.264660 = -174150.309512 nChanged 7 SP:Iteration 17Q (479.831853 sec): 3 clusters Score: Raw -176516.477455 + Penalty 2361.264660 = -174155.212795 nChanged 6 SP:Iteration 18Q (479.873998 sec): 3 clusters Score: Raw -176519.730320 + Penalty 2361.264660 = -174158.465660 nChanged 3 SP:Iteration 19Q (479.922720 sec): 3 clusters Score: Raw -176522.468494 + Penalty 2361.264660 = -174161.203834 nChanged 1 SP:Iteration 20F (479.975119 sec): 3 clusters Score: Raw -176522.668432 + Penalty 2361.264660 = -174161.403772 nChanged 2 SP:Iteration 21Q (480.015654 sec): 3 clusters Score: Raw -176523.728147 + Penalty 2361.264660 = -174162.463486 nChanged 1 SP:Iteration 22Q (480.072227 sec): 3 clusters Score: Raw -176524.107743 + Penalty 2361.264660 = -174162.843083 nChanged 0 SP:Iteration 23F (480.120704 sec): 3 clusters Score: Raw -176524.107743 + Penalty 2361.264660 = -174162.843083 nChanged 0 Trying to split cluster 6 (37972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (480.199678 sec): 2 clusters Score: Raw -4406724.143415 + Penalty 1713.498203 = -4405010.645212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.297544 sec): 3 clusters Score: Raw -4382919.135086 + Penalty 3426.996406 = -4379492.138680 nChanged 17778 SP:Iteration 1F (480.413937 sec): 3 clusters Score: Raw -4393245.908454 + Penalty 3426.996406 = -4389818.912049 nChanged 1922 SP:Iteration 2F (480.523152 sec): 3 clusters Score: Raw -4394152.448387 + Penalty 3426.996406 = -4390725.451982 nChanged 2108 SP:Iteration 3F (480.633338 sec): 3 clusters Score: Raw -4395300.346840 + Penalty 3426.996406 = -4391873.350435 nChanged 2312 SP:Iteration 4F (480.742911 sec): 3 clusters Score: Raw -4396840.998714 + Penalty 3426.996406 = -4393414.002309 nChanged 2580 SP:Iteration 5F (480.839962 sec): 3 clusters Score: Raw -4398768.883696 + Penalty 3426.996406 = -4395341.887290 nChanged 2692 SP:Iteration 6F (480.953852 sec): 3 clusters Score: Raw -4400962.861059 + Penalty 3426.996406 = -4397535.864653 nChanged 2508 SP:Iteration 7F (481.075375 sec): 3 clusters Score: Raw -4402870.800397 + Penalty 3426.996406 = -4399443.803992 nChanged 1892 SP:Iteration 8Q (481.177918 sec): 3 clusters Score: Raw -4404040.720731 + Penalty 3426.996406 = -4400613.724325 nChanged 1381 SP:Iteration 9Q (481.295828 sec): 3 clusters Score: Raw -4404705.708059 + Penalty 3426.996406 = -4401278.711653 nChanged 980 SP:Iteration 10Q (481.406727 sec): 3 clusters Score: Raw -4405126.566229 + Penalty 3426.996406 = -4401699.569823 nChanged 739 SP:Iteration 11Q (481.521977 sec): 3 clusters Score: Raw -4405427.077742 + Penalty 3426.996406 = -4402000.081337 nChanged 657 SP:Iteration 12Q (481.647792 sec): 3 clusters Score: Raw -4405657.149471 + Penalty 3426.996406 = -4402230.153065 nChanged 576 SP:Iteration 13Q (481.758478 sec): 3 clusters Score: Raw -4405855.604631 + Penalty 3426.996406 = -4402428.608225 nChanged 522 SP:Iteration 14Q (481.856026 sec): 3 clusters Score: Raw -4406019.021864 + Penalty 3426.996406 = -4402592.025458 nChanged 484 SP:Iteration 15Q (481.958038 sec): 3 clusters Score: Raw -4406163.806905 + Penalty 3426.996406 = -4402736.810500 nChanged 447 SP:Iteration 16Q (482.054387 sec): 3 clusters Score: Raw -4406280.744378 + Penalty 3426.996406 = -4402853.747972 nChanged 395 SP:Iteration 17Q (482.166902 sec): 3 clusters Score: Raw -4406373.632887 + Penalty 3426.996406 = -4402946.636481 nChanged 345 SP:Iteration 18Q (482.268523 sec): 3 clusters Score: Raw -4406447.957705 + Penalty 3426.996406 = -4403020.961299 nChanged 316 SP:Iteration 19Q (482.369173 sec): 3 clusters Score: Raw -4406509.604855 + Penalty 3426.996406 = -4403082.608449 nChanged 282 SP:Iteration 20F (482.472452 sec): 3 clusters Score: Raw -4406566.842397 + Penalty 3426.996406 = -4403139.845991 nChanged 313 SP:Iteration 21Q (482.584390 sec): 3 clusters Score: Raw -4406634.496725 + Penalty 3426.996406 = -4403207.500319 nChanged 274 SP:Iteration 22Q (482.702295 sec): 3 clusters Score: Raw -4406682.124559 + Penalty 3426.996406 = -4403255.128154 nChanged 233 SP:Iteration 23Q (482.809386 sec): 3 clusters Score: Raw -4406719.569513 + Penalty 3426.996406 = -4403292.573107 nChanged 255 SP:Iteration 24Q (482.912684 sec): 3 clusters Score: Raw -4406761.324993 + Penalty 3426.996406 = -4403334.328588 nChanged 257 SP:Iteration 25Q (483.010962 sec): 3 clusters Score: Raw -4406801.448952 + Penalty 3426.996406 = -4403374.452546 nChanged 251 SP:Iteration 26Q (483.117003 sec): 3 clusters Score: Raw -4406840.037671 + Penalty 3426.996406 = -4403413.041265 nChanged 259 SP:Iteration 27Q (483.221041 sec): 3 clusters Score: Raw -4406883.122724 + Penalty 3426.996406 = -4403456.126318 nChanged 277 SP:Iteration 28Q (483.334801 sec): 3 clusters Score: Raw -4406933.652632 + Penalty 3426.996406 = -4403506.656226 nChanged 282 SP:Iteration 29Q (483.445208 sec): 3 clusters Score: Raw -4406983.445516 + Penalty 3426.996406 = -4403556.449110 nChanged 245 SP:Iteration 30Q (483.551670 sec): 3 clusters Score: Raw -4407022.804007 + Penalty 3426.996406 = -4403595.807601 nChanged 216 SP:Iteration 31Q (483.662124 sec): 3 clusters Score: Raw -4407058.278672 + Penalty 3426.996406 = -4403631.282267 nChanged 230 SP:Iteration 32Q (483.772542 sec): 3 clusters Score: Raw -4407096.129975 + Penalty 3426.996406 = -4403669.133570 nChanged 211 SP:Iteration 33Q (483.883990 sec): 3 clusters Score: Raw -4407129.615575 + Penalty 3426.996406 = -4403702.619169 nChanged 203 SP:Iteration 34Q (483.991749 sec): 3 clusters Score: Raw -4407159.765784 + Penalty 3426.996406 = -4403732.769378 nChanged 186 SP:Iteration 35Q (484.097702 sec): 3 clusters Score: Raw -4407186.887712 + Penalty 3426.996406 = -4403759.891306 nChanged 174 SP:Iteration 36Q (484.196156 sec): 3 clusters Score: Raw -4407210.319878 + Penalty 3426.996406 = -4403783.323472 nChanged 166 SP:Iteration 37Q (484.305228 sec): 3 clusters Score: Raw -4407234.098630 + Penalty 3426.996406 = -4403807.102225 nChanged 168 SP:Iteration 38Q (484.409978 sec): 3 clusters Score: Raw -4407257.580222 + Penalty 3426.996406 = -4403830.583817 nChanged 158 SP:Iteration 39Q (484.501726 sec): 3 clusters Score: Raw -4407277.686523 + Penalty 3426.996406 = -4403850.690118 nChanged 136 SP:Iteration 40F (484.623567 sec): 3 clusters Score: Raw -4407292.026830 + Penalty 3426.996406 = -4403865.030424 nChanged 129 SP:Iteration 41Q (484.727470 sec): 3 clusters Score: Raw -4407304.994056 + Penalty 3426.996406 = -4403877.997650 nChanged 115 SP:Iteration 42Q (484.824149 sec): 3 clusters Score: Raw -4407317.607225 + Penalty 3426.996406 = -4403890.610819 nChanged 119 SP:Iteration 43Q (484.931099 sec): 3 clusters Score: Raw -4407329.713949 + Penalty 3426.996406 = -4403902.717543 nChanged 91 SP:Iteration 44Q (485.036573 sec): 3 clusters Score: Raw -4407337.506489 + Penalty 3426.996406 = -4403910.510084 nChanged 87 SP:Iteration 45Q (485.143563 sec): 3 clusters Score: Raw -4407344.931335 + Penalty 3426.996406 = -4403917.934929 nChanged 86 SP:Iteration 46Q (485.238547 sec): 3 clusters Score: Raw -4407353.533641 + Penalty 3426.996406 = -4403926.537235 nChanged 76 SP:Iteration 47Q (485.336595 sec): 3 clusters Score: Raw -4407361.201031 + Penalty 3426.996406 = -4403934.204625 nChanged 76 SP:Iteration 48Q (485.443321 sec): 3 clusters Score: Raw -4407367.300388 + Penalty 3426.996406 = -4403940.303983 nChanged 67 SP:Iteration 49Q (485.546655 sec): 3 clusters Score: Raw -4407373.101113 + Penalty 3426.996406 = -4403946.104707 nChanged 60 SP:Iteration 50Q (485.650671 sec): 3 clusters Score: Raw -4407379.259366 + Penalty 3426.996406 = -4403952.262961 nChanged 76 SP:Iteration 51Q (485.755243 sec): 3 clusters Score: Raw -4407386.276516 + Penalty 3426.996406 = -4403959.280110 nChanged 80 SP:Iteration 52Q (485.859749 sec): 3 clusters Score: Raw -4407394.052152 + Penalty 3426.996406 = -4403967.055747 nChanged 74 SP:Iteration 53Q (485.968225 sec): 3 clusters Score: Raw -4407400.911013 + Penalty 3426.996406 = -4403973.914607 nChanged 55 SP:Iteration 54Q (486.077812 sec): 3 clusters Score: Raw -4407405.202302 + Penalty 3426.996406 = -4403978.205897 nChanged 57 SP:Iteration 55Q (486.173655 sec): 3 clusters Score: Raw -4407410.551754 + Penalty 3426.996406 = -4403983.555348 nChanged 55 SP:Iteration 56Q (486.291526 sec): 3 clusters Score: Raw -4407415.157143 + Penalty 3426.996406 = -4403988.160737 nChanged 56 SP:Iteration 57Q (486.394919 sec): 3 clusters Score: Raw -4407419.434238 + Penalty 3426.996406 = -4403992.437832 nChanged 50 SP:Iteration 58Q (486.506792 sec): 3 clusters Score: Raw -4407423.802308 + Penalty 3426.996406 = -4403996.805902 nChanged 49 SP:Iteration 59Q (486.611731 sec): 3 clusters Score: Raw -4407428.194754 + Penalty 3426.996406 = -4404001.198348 nChanged 45 SP:Iteration 60F (486.725413 sec): 3 clusters Score: Raw -4407431.891376 + Penalty 3426.996406 = -4404004.894971 nChanged 50 SP:Iteration 61Q (486.827853 sec): 3 clusters Score: Raw -4407435.757401 + Penalty 3426.996406 = -4404008.760996 nChanged 40 SP:Iteration 62Q (486.935446 sec): 3 clusters Score: Raw -4407438.967730 + Penalty 3426.996406 = -4404011.971324 nChanged 41 SP:Iteration 63Q (487.040891 sec): 3 clusters Score: Raw -4407441.920507 + Penalty 3426.996406 = -4404014.924102 nChanged 37 SP:Iteration 64Q (487.145986 sec): 3 clusters Score: Raw -4407444.508585 + Penalty 3426.996406 = -4404017.512179 nChanged 37 SP:Iteration 65Q (487.253914 sec): 3 clusters Score: Raw -4407447.335627 + Penalty 3426.996406 = -4404020.339221 nChanged 37 SP:Iteration 66Q (487.347833 sec): 3 clusters Score: Raw -4407449.491193 + Penalty 3426.996406 = -4404022.494787 nChanged 32 SP:Iteration 67Q (487.459471 sec): 3 clusters Score: Raw -4407452.213291 + Penalty 3426.996406 = -4404025.216885 nChanged 38 SP:Iteration 68Q (487.556004 sec): 3 clusters Score: Raw -4407455.371521 + Penalty 3426.996406 = -4404028.375115 nChanged 39 SP:Iteration 69Q (487.664541 sec): 3 clusters Score: Raw -4407458.171785 + Penalty 3426.996406 = -4404031.175379 nChanged 29 SP:Iteration 70Q (487.769725 sec): 3 clusters Score: Raw -4407459.738217 + Penalty 3426.996406 = -4404032.741812 nChanged 22 SP:Iteration 71Q (487.870036 sec): 3 clusters Score: Raw -4407460.878479 + Penalty 3426.996406 = -4404033.882073 nChanged 15 SP:Iteration 72Q (487.977944 sec): 3 clusters Score: Raw -4407461.630214 + Penalty 3426.996406 = -4404034.633808 nChanged 17 SP:Iteration 73Q (488.084026 sec): 3 clusters Score: Raw -4407462.452751 + Penalty 3426.996406 = -4404035.456345 nChanged 15 SP:Iteration 74Q (488.182660 sec): 3 clusters Score: Raw -4407463.369644 + Penalty 3426.996406 = -4404036.373238 nChanged 17 SP:Iteration 75Q (488.290415 sec): 3 clusters Score: Raw -4407464.382564 + Penalty 3426.996406 = -4404037.386158 nChanged 17 SP:Iteration 76Q (488.398673 sec): 3 clusters Score: Raw -4407465.424281 + Penalty 3426.996406 = -4404038.427875 nChanged 23 SP:Iteration 77Q (488.501987 sec): 3 clusters Score: Raw -4407466.656673 + Penalty 3426.996406 = -4404039.660268 nChanged 22 SP:Iteration 78Q (488.592135 sec): 3 clusters Score: Raw -4407468.064748 + Penalty 3426.996406 = -4404041.068343 nChanged 15 SP:Iteration 79Q (488.696237 sec): 3 clusters Score: Raw -4407468.906898 + Penalty 3426.996406 = -4404041.910492 nChanged 14 SP:Iteration 80F (488.801482 sec): 3 clusters Score: Raw -4407469.620783 + Penalty 3426.996406 = -4404042.624378 nChanged 13 SP:Iteration 81Q (488.910820 sec): 3 clusters Score: Raw -4407470.290285 + Penalty 3426.996406 = -4404043.293879 nChanged 12 SP:Iteration 82Q (489.009995 sec): 3 clusters Score: Raw -4407471.016908 + Penalty 3426.996406 = -4404044.020502 nChanged 13 SP:Iteration 83Q (489.119085 sec): 3 clusters Score: Raw -4407471.702093 + Penalty 3426.996406 = -4404044.705688 nChanged 13 SP:Iteration 84Q (489.226279 sec): 3 clusters Score: Raw -4407472.277090 + Penalty 3426.996406 = -4404045.280684 nChanged 14 SP:Iteration 85Q (489.329828 sec): 3 clusters Score: Raw -4407473.155504 + Penalty 3426.996406 = -4404046.159099 nChanged 18 SP:Iteration 86Q (489.428044 sec): 3 clusters Score: Raw -4407474.274265 + Penalty 3426.996406 = -4404047.277860 nChanged 12 SP:Iteration 87Q (489.532127 sec): 3 clusters Score: Raw -4407474.986844 + Penalty 3426.996406 = -4404047.990438 nChanged 14 SP:Iteration 88Q (489.633913 sec): 3 clusters Score: Raw -4407475.693848 + Penalty 3426.996406 = -4404048.697442 nChanged 12 SP:Iteration 89Q (489.741820 sec): 3 clusters Score: Raw -4407476.133807 + Penalty 3426.996406 = -4404049.137401 nChanged 7 SP:Iteration 90Q (489.846753 sec): 3 clusters Score: Raw -4407476.377294 + Penalty 3426.996406 = -4404049.380888 nChanged 9 SP:Iteration 91Q (489.934831 sec): 3 clusters Score: Raw -4407476.680595 + Penalty 3426.996406 = -4404049.684189 nChanged 3 SP:Iteration 92Q (490.044188 sec): 3 clusters Score: Raw -4407476.753022 + Penalty 3426.996406 = -4404049.756616 nChanged 2 SP:Iteration 93Q (490.141589 sec): 3 clusters Score: Raw -4407476.814819 + Penalty 3426.996406 = -4404049.818414 nChanged 0 SP:Iteration 94F (490.242527 sec): 3 clusters Score: Raw -4407476.814819 + Penalty 3426.996406 = -4404049.818414 nChanged 0 Trying to split cluster 7 (30229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (490.310489 sec): 2 clusters Score: Raw -3462815.752456 + Penalty 1676.440514 = -3461139.311942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (490.412906 sec): 3 clusters Score: Raw -3444145.031468 + Penalty 3352.881027 = -3440792.150441 nChanged 13886 SP:Iteration 1F (490.505103 sec): 3 clusters Score: Raw -3451888.626542 + Penalty 3352.881027 = -3448535.745515 nChanged 1313 SP:Iteration 2Q (490.601163 sec): 3 clusters Score: Raw -3452257.366457 + Penalty 3352.881027 = -3448904.485430 nChanged 1166 SP:Iteration 3Q (490.698982 sec): 3 clusters Score: Raw -3452626.477585 + Penalty 3352.881027 = -3449273.596557 nChanged 1160 SP:Iteration 4Q (490.800024 sec): 3 clusters Score: Raw -3453037.664780 + Penalty 3352.881027 = -3449684.783753 nChanged 1204 SP:Iteration 5Q (490.885384 sec): 3 clusters Score: Raw -3453524.993900 + Penalty 3352.881027 = -3450172.112873 nChanged 1305 SP:Iteration 6Q (490.982995 sec): 3 clusters Score: Raw -3454177.454020 + Penalty 3352.881027 = -3450824.572993 nChanged 1494 SP:Iteration 7Q (491.075252 sec): 3 clusters Score: Raw -3455047.585896 + Penalty 3352.881027 = -3451694.704869 nChanged 1681 SP:Iteration 8F (491.180018 sec): 3 clusters Score: Raw -3456147.957687 + Penalty 3352.881027 = -3452795.076660 nChanged 1750 SP:Iteration 9F (491.281048 sec): 3 clusters Score: Raw -3457442.472106 + Penalty 3352.881027 = -3454089.591079 nChanged 1824 SP:Iteration 10F (491.379090 sec): 3 clusters Score: Raw -3458792.130413 + Penalty 3352.881027 = -3455439.249386 nChanged 1688 SP:Iteration 11F (491.477260 sec): 3 clusters Score: Raw -3460020.992018 + Penalty 3352.881027 = -3456668.110990 nChanged 1461 SP:Iteration 12Q (491.577349 sec): 3 clusters Score: Raw -3460971.704585 + Penalty 3352.881027 = -3457618.823557 nChanged 1111 SP:Iteration 13Q (491.676382 sec): 3 clusters Score: Raw -3461627.845233 + Penalty 3352.881027 = -3458274.964206 nChanged 941 SP:Iteration 14Q (491.772051 sec): 3 clusters Score: Raw -3462131.769945 + Penalty 3352.881027 = -3458778.888917 nChanged 791 SP:Iteration 15Q (491.863322 sec): 3 clusters Score: Raw -3462543.799303 + Penalty 3352.881027 = -3459190.918276 nChanged 713 SP:Iteration 16Q (491.950457 sec): 3 clusters Score: Raw -3462891.692238 + Penalty 3352.881027 = -3459538.811211 nChanged 624 SP:Iteration 17Q (492.048899 sec): 3 clusters Score: Raw -3463186.646227 + Penalty 3352.881027 = -3459833.765200 nChanged 570 SP:Iteration 18Q (492.150666 sec): 3 clusters Score: Raw -3463435.753578 + Penalty 3352.881027 = -3460082.872551 nChanged 512 SP:Iteration 19Q (492.245662 sec): 3 clusters Score: Raw -3463654.494964 + Penalty 3352.881027 = -3460301.613936 nChanged 415 SP:Iteration 20F (492.343414 sec): 3 clusters Score: Raw -3463814.260865 + Penalty 3352.881027 = -3460461.379838 nChanged 406 SP:Iteration 21Q (492.442287 sec): 3 clusters Score: Raw -3463981.747418 + Penalty 3352.881027 = -3460628.866391 nChanged 358 SP:Iteration 22Q (492.538733 sec): 3 clusters Score: Raw -3464138.045002 + Penalty 3352.881027 = -3460785.163975 nChanged 349 SP:Iteration 23Q (492.634711 sec): 3 clusters Score: Raw -3464284.401218 + Penalty 3352.881027 = -3460931.520191 nChanged 320 SP:Iteration 24Q (492.721789 sec): 3 clusters Score: Raw -3464418.327801 + Penalty 3352.881027 = -3461065.446774 nChanged 300 SP:Iteration 25Q (492.815324 sec): 3 clusters Score: Raw -3464530.029976 + Penalty 3352.881027 = -3461177.148948 nChanged 240 SP:Iteration 26Q (492.901246 sec): 3 clusters Score: Raw -3464607.473050 + Penalty 3352.881027 = -3461254.592022 nChanged 211 SP:Iteration 27Q (492.997423 sec): 3 clusters Score: Raw -3464667.159839 + Penalty 3352.881027 = -3461314.278812 nChanged 168 SP:Iteration 28Q (493.098624 sec): 3 clusters Score: Raw -3464701.794268 + Penalty 3352.881027 = -3461348.913241 nChanged 140 SP:Iteration 29Q (493.188483 sec): 3 clusters Score: Raw -3464723.226470 + Penalty 3352.881027 = -3461370.345443 nChanged 106 SP:Iteration 30Q (493.287823 sec): 3 clusters Score: Raw -3464737.888828 + Penalty 3352.881027 = -3461385.007801 nChanged 101 SP:Iteration 31Q (493.373562 sec): 3 clusters Score: Raw -3464752.216988 + Penalty 3352.881027 = -3461399.335960 nChanged 80 SP:Iteration 32Q (493.468009 sec): 3 clusters Score: Raw -3464765.085442 + Penalty 3352.881027 = -3461412.204415 nChanged 79 SP:Iteration 33Q (493.564423 sec): 3 clusters Score: Raw -3464776.282264 + Penalty 3352.881027 = -3461423.401237 nChanged 62 SP:Iteration 34Q (493.656176 sec): 3 clusters Score: Raw -3464782.453375 + Penalty 3352.881027 = -3461429.572347 nChanged 56 SP:Iteration 35Q (493.751024 sec): 3 clusters Score: Raw -3464788.305877 + Penalty 3352.881027 = -3461435.424850 nChanged 51 SP:Iteration 36Q (493.851545 sec): 3 clusters Score: Raw -3464792.808314 + Penalty 3352.881027 = -3461439.927287 nChanged 36 SP:Iteration 37Q (493.947624 sec): 3 clusters Score: Raw -3464795.726086 + Penalty 3352.881027 = -3461442.845059 nChanged 27 SP:Iteration 38Q (494.041047 sec): 3 clusters Score: Raw -3464797.563628 + Penalty 3352.881027 = -3461444.682601 nChanged 24 SP:Iteration 39Q (494.133904 sec): 3 clusters Score: Raw -3464799.207556 + Penalty 3352.881027 = -3461446.326528 nChanged 20 SP:Iteration 40F (494.224663 sec): 3 clusters Score: Raw -3464800.569685 + Penalty 3352.881027 = -3461447.688657 nChanged 15 SP:Iteration 41Q (494.315372 sec): 3 clusters Score: Raw -3464801.418439 + Penalty 3352.881027 = -3461448.537411 nChanged 13 SP:Iteration 42Q (494.407527 sec): 3 clusters Score: Raw -3464802.107882 + Penalty 3352.881027 = -3461449.226854 nChanged 15 SP:Iteration 43Q (494.503725 sec): 3 clusters Score: Raw -3464802.847942 + Penalty 3352.881027 = -3461449.966915 nChanged 9 SP:Iteration 44Q (494.597049 sec): 3 clusters Score: Raw -3464803.503573 + Penalty 3352.881027 = -3461450.622546 nChanged 10 SP:Iteration 45Q (494.684247 sec): 3 clusters Score: Raw -3464804.030509 + Penalty 3352.881027 = -3461451.149481 nChanged 12 SP:Iteration 46Q (494.768871 sec): 3 clusters Score: Raw -3464804.755606 + Penalty 3352.881027 = -3461451.874579 nChanged 13 SP:Iteration 47Q (494.865970 sec): 3 clusters Score: Raw -3464805.397865 + Penalty 3352.881027 = -3461452.516837 nChanged 10 SP:Iteration 48Q (494.961332 sec): 3 clusters Score: Raw -3464806.166766 + Penalty 3352.881027 = -3461453.285739 nChanged 11 SP:Iteration 49Q (495.054818 sec): 3 clusters Score: Raw -3464806.999186 + Penalty 3352.881027 = -3461454.118158 nChanged 22 SP:Iteration 50Q (495.147334 sec): 3 clusters Score: Raw -3464808.517874 + Penalty 3352.881027 = -3461455.636847 nChanged 17 SP:Iteration 51Q (495.239743 sec): 3 clusters Score: Raw -3464809.446396 + Penalty 3352.881027 = -3461456.565368 nChanged 15 SP:Iteration 52Q (495.331258 sec): 3 clusters Score: Raw -3464810.488408 + Penalty 3352.881027 = -3461457.607381 nChanged 16 SP:Iteration 53Q (495.423283 sec): 3 clusters Score: Raw -3464811.600358 + Penalty 3352.881027 = -3461458.719331 nChanged 18 SP:Iteration 54Q (495.514220 sec): 3 clusters Score: Raw -3464812.710372 + Penalty 3352.881027 = -3461459.829345 nChanged 15 SP:Iteration 55Q (495.608517 sec): 3 clusters Score: Raw -3464813.543979 + Penalty 3352.881027 = -3461460.662952 nChanged 19 SP:Iteration 56Q (495.699839 sec): 3 clusters Score: Raw -3464814.709060 + Penalty 3352.881027 = -3461461.828032 nChanged 18 SP:Iteration 57Q (495.792147 sec): 3 clusters Score: Raw -3464815.763548 + Penalty 3352.881027 = -3461462.882520 nChanged 13 SP:Iteration 58Q (495.879751 sec): 3 clusters Score: Raw -3464816.542050 + Penalty 3352.881027 = -3461463.661022 nChanged 14 SP:Iteration 59Q (495.973073 sec): 3 clusters Score: Raw -3464817.161281 + Penalty 3352.881027 = -3461464.280254 nChanged 13 SP:Iteration 60F (496.069771 sec): 3 clusters Score: Raw -3464817.914589 + Penalty 3352.881027 = -3461465.033561 nChanged 13 SP:Iteration 61Q (496.171351 sec): 3 clusters Score: Raw -3464818.591272 + Penalty 3352.881027 = -3461465.710245 nChanged 13 SP:Iteration 62Q (496.271346 sec): 3 clusters Score: Raw -3464819.190328 + Penalty 3352.881027 = -3461466.309301 nChanged 9 SP:Iteration 63Q (496.361831 sec): 3 clusters Score: Raw -3464819.610615 + Penalty 3352.881027 = -3461466.729588 nChanged 7 SP:Iteration 64Q (496.458318 sec): 3 clusters Score: Raw -3464819.911817 + Penalty 3352.881027 = -3461467.030789 nChanged 10 SP:Iteration 65Q (496.550994 sec): 3 clusters Score: Raw -3464820.430160 + Penalty 3352.881027 = -3461467.549132 nChanged 8 SP:Iteration 66Q (496.644339 sec): 3 clusters Score: Raw -3464820.897924 + Penalty 3352.881027 = -3461468.016897 nChanged 9 SP:Iteration 67Q (496.736916 sec): 3 clusters Score: Raw -3464821.349149 + Penalty 3352.881027 = -3461468.468121 nChanged 10 SP:Iteration 68Q (496.825550 sec): 3 clusters Score: Raw -3464821.857124 + Penalty 3352.881027 = -3461468.976097 nChanged 5 SP:Iteration 69Q (496.921667 sec): 3 clusters Score: Raw -3464822.040611 + Penalty 3352.881027 = -3461469.159583 nChanged 8 SP:Iteration 70Q (497.008823 sec): 3 clusters Score: Raw -3464822.506065 + Penalty 3352.881027 = -3461469.625037 nChanged 7 SP:Iteration 71Q (497.102053 sec): 3 clusters Score: Raw -3464822.825818 + Penalty 3352.881027 = -3461469.944791 nChanged 3 SP:Iteration 72Q (497.195569 sec): 3 clusters Score: Raw -3464822.925906 + Penalty 3352.881027 = -3461470.044878 nChanged 1 SP:Iteration 73Q (497.285941 sec): 3 clusters Score: Raw -3464822.954856 + Penalty 3352.881027 = -3461470.073828 nChanged 2 SP:Iteration 74Q (497.381501 sec): 3 clusters Score: Raw -3464823.017712 + Penalty 3352.881027 = -3461470.136684 nChanged 1 SP:Iteration 75Q (497.466758 sec): 3 clusters Score: Raw -3464823.044779 + Penalty 3352.881027 = -3461470.163751 nChanged 1 SP:Iteration 76Q (497.568463 sec): 3 clusters Score: Raw -3464823.060232 + Penalty 3352.881027 = -3461470.179205 nChanged 0 SP:Iteration 77F (497.667536 sec): 3 clusters Score: Raw -3464823.060232 + Penalty 3352.881027 = -3461470.179205 nChanged 0 Score: Raw -22416320.223733 + Penalty 33719.828128 = -22382600.395605 Splitting cluster 7 changes total score from -22382576.607130 to -22382600.395605 So it's getting split into cluster 14. Trying to split cluster 8 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (500.068843 sec): 2 clusters Score: Raw -155777.284087 + Penalty 1160.837860 = -154616.446226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (500.110669 sec): 3 clusters Score: Raw -155309.256510 + Penalty 2321.675721 = -152987.580789 nChanged 380 SP:Iteration 1F (500.153760 sec): 3 clusters Score: Raw -155644.942011 + Penalty 2321.675721 = -153323.266290 nChanged 91 SP:Iteration 2F (500.197235 sec): 3 clusters Score: Raw -155715.970989 + Penalty 2321.675721 = -153394.295268 nChanged 49 SP:Iteration 3Q (500.248903 sec): 3 clusters Score: Raw -155774.642902 + Penalty 2321.675721 = -153452.967181 nChanged 45 SP:Iteration 4Q (500.287182 sec): 3 clusters Score: Raw -155819.280262 + Penalty 2321.675721 = -153497.604541 nChanged 35 SP:Iteration 5Q (500.346182 sec): 3 clusters Score: Raw -155856.111739 + Penalty 2321.675721 = -153534.436018 nChanged 26 SP:Iteration 6Q (500.391616 sec): 3 clusters Score: Raw -155881.976014 + Penalty 2321.675721 = -153560.300293 nChanged 18 SP:Iteration 7Q (500.426162 sec): 3 clusters Score: Raw -155896.156721 + Penalty 2321.675721 = -153574.481000 nChanged 10 SP:Iteration 8Q (500.483171 sec): 3 clusters Score: Raw -155901.585032 + Penalty 2321.675721 = -153579.909311 nChanged 6 SP:Iteration 9Q (500.523735 sec): 3 clusters Score: Raw -155904.360453 + Penalty 2321.675721 = -153582.684732 nChanged 7 SP:Iteration 10Q (500.573544 sec): 3 clusters Score: Raw -155909.292429 + Penalty 2321.675721 = -153587.616708 nChanged 11 SP:Iteration 11Q (500.614092 sec): 3 clusters Score: Raw -155919.665234 + Penalty 2321.675721 = -153597.989513 nChanged 8 SP:Iteration 12Q (500.659914 sec): 3 clusters Score: Raw -155925.585767 + Penalty 2321.675721 = -153603.910046 nChanged 6 SP:Iteration 13Q (500.709782 sec): 3 clusters Score: Raw -155929.379354 + Penalty 2321.675721 = -153607.703634 nChanged 6 SP:Iteration 14Q (500.764899 sec): 3 clusters Score: Raw -155937.076979 + Penalty 2321.675721 = -153615.401258 nChanged 6 SP:Iteration 15Q (500.814192 sec): 3 clusters Score: Raw -155943.168199 + Penalty 2321.675721 = -153621.492478 nChanged 5 SP:Iteration 16Q (500.861919 sec): 3 clusters Score: Raw -155946.673914 + Penalty 2321.675721 = -153624.998193 nChanged 3 SP:Iteration 17Q (500.908518 sec): 3 clusters Score: Raw -155947.741696 + Penalty 2321.675721 = -153626.065975 nChanged 1 SP:Iteration 18Q (500.957798 sec): 3 clusters Score: Raw -155948.187873 + Penalty 2321.675721 = -153626.512152 nChanged 1 SP:Iteration 19Q (501.007202 sec): 3 clusters Score: Raw -155949.030755 + Penalty 2321.675721 = -153627.355035 nChanged 1 SP:Iteration 20F (501.052924 sec): 3 clusters Score: Raw -155950.870958 + Penalty 2321.675721 = -153629.195237 nChanged 2 SP:Iteration 21Q (501.099490 sec): 3 clusters Score: Raw -155952.303830 + Penalty 2321.675721 = -153630.628109 nChanged 2 SP:Iteration 22Q (501.152077 sec): 3 clusters Score: Raw -155953.364217 + Penalty 2321.675721 = -153631.688496 nChanged 4 SP:Iteration 23Q (501.195011 sec): 3 clusters Score: Raw -155956.790393 + Penalty 2321.675721 = -153635.114672 nChanged 6 SP:Iteration 24Q (501.246735 sec): 3 clusters Score: Raw -155958.808708 + Penalty 2321.675721 = -153637.132987 nChanged 3 SP:Iteration 25Q (501.296691 sec): 3 clusters Score: Raw -155960.316017 + Penalty 2321.675721 = -153638.640296 nChanged 2 SP:Iteration 26Q (501.341224 sec): 3 clusters Score: Raw -155962.042066 + Penalty 2321.675721 = -153640.366345 nChanged 4 SP:Iteration 27Q (501.387132 sec): 3 clusters Score: Raw -155966.135758 + Penalty 2321.675721 = -153644.460037 nChanged 3 SP:Iteration 28Q (501.429868 sec): 3 clusters Score: Raw -155969.904817 + Penalty 2321.675721 = -153648.229096 nChanged 5 SP:Iteration 29Q (501.478223 sec): 3 clusters Score: Raw -155975.621239 + Penalty 2321.675721 = -153653.945518 nChanged 6 SP:Iteration 30Q (501.524603 sec): 3 clusters Score: Raw -155980.983972 + Penalty 2321.675721 = -153659.308251 nChanged 4 SP:Iteration 31Q (501.573211 sec): 3 clusters Score: Raw -155985.253530 + Penalty 2321.675721 = -153663.577810 nChanged 5 SP:Iteration 32Q (501.622258 sec): 3 clusters Score: Raw -155988.880868 + Penalty 2321.675721 = -153667.205147 nChanged 6 SP:Iteration 33Q (501.681411 sec): 3 clusters Score: Raw -155992.897878 + Penalty 2321.675721 = -153671.222157 nChanged 6 SP:Iteration 34Q (501.730339 sec): 3 clusters Score: Raw -155996.205879 + Penalty 2321.675721 = -153674.530159 nChanged 5 SP:Iteration 35Q (501.764862 sec): 3 clusters Score: Raw -155999.940769 + Penalty 2321.675721 = -153678.265048 nChanged 4 SP:Iteration 36Q (501.809729 sec): 3 clusters Score: Raw -156001.208610 + Penalty 2321.675721 = -153679.532889 nChanged 2 SP:Iteration 37Q (501.862519 sec): 3 clusters Score: Raw -156002.914015 + Penalty 2321.675721 = -153681.238294 nChanged 4 SP:Iteration 38Q (501.904889 sec): 3 clusters Score: Raw -156005.765959 + Penalty 2321.675721 = -153684.090238 nChanged 1 SP:Iteration 39Q (501.953528 sec): 3 clusters Score: Raw -156006.417856 + Penalty 2321.675721 = -153684.742136 nChanged 1 SP:Iteration 40F (501.987403 sec): 3 clusters Score: Raw -156006.890217 + Penalty 2321.675721 = -153685.214496 nChanged 0 Trying to split cluster 9 (17633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.032380 sec): 2 clusters Score: Raw -1969695.376561 + Penalty 1588.848207 = -1968106.528354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.116071 sec): 3 clusters Score: Raw -1959244.146861 + Penalty 3177.696413 = -1956066.450448 nChanged 7886 SP:Iteration 1F (502.191227 sec): 3 clusters Score: Raw -1963569.650299 + Penalty 3177.696413 = -1960391.953886 nChanged 905 SP:Iteration 2F (502.260176 sec): 3 clusters Score: Raw -1963927.725783 + Penalty 3177.696413 = -1960750.029370 nChanged 912 SP:Iteration 3F (502.343930 sec): 3 clusters Score: Raw -1964318.463276 + Penalty 3177.696413 = -1961140.766863 nChanged 880 SP:Iteration 4Q (502.420298 sec): 3 clusters Score: Raw -1964714.250448 + Penalty 3177.696413 = -1961536.554035 nChanged 873 SP:Iteration 5Q (502.497331 sec): 3 clusters Score: Raw -1965165.410202 + Penalty 3177.696413 = -1961987.713788 nChanged 958 SP:Iteration 6F (502.571200 sec): 3 clusters Score: Raw -1965754.908729 + Penalty 3177.696413 = -1962577.212316 nChanged 1070 SP:Iteration 7F (502.648255 sec): 3 clusters Score: Raw -1966552.023085 + Penalty 3177.696413 = -1963374.326672 nChanged 1024 SP:Iteration 8F (502.721057 sec): 3 clusters Score: Raw -1967428.135812 + Penalty 3177.696413 = -1964250.439399 nChanged 939 SP:Iteration 9F (502.801235 sec): 3 clusters Score: Raw -1968334.582798 + Penalty 3177.696413 = -1965156.886385 nChanged 675 SP:Iteration 10Q (502.877504 sec): 3 clusters Score: Raw -1969009.888417 + Penalty 3177.696413 = -1965832.192003 nChanged 398 SP:Iteration 11Q (502.949902 sec): 3 clusters Score: Raw -1969408.177169 + Penalty 3177.696413 = -1966230.480756 nChanged 252 SP:Iteration 12Q (503.019419 sec): 3 clusters Score: Raw -1969615.047386 + Penalty 3177.696413 = -1966437.350973 nChanged 174 SP:Iteration 13Q (503.091817 sec): 3 clusters Score: Raw -1969740.730633 + Penalty 3177.696413 = -1966563.034219 nChanged 125 SP:Iteration 14Q (503.161947 sec): 3 clusters Score: Raw -1969815.007266 + Penalty 3177.696413 = -1966637.310852 nChanged 87 SP:Iteration 15Q (503.244065 sec): 3 clusters Score: Raw -1969871.277816 + Penalty 3177.696413 = -1966693.581402 nChanged 70 SP:Iteration 16Q (503.317466 sec): 3 clusters Score: Raw -1969915.908132 + Penalty 3177.696413 = -1966738.211719 nChanged 57 SP:Iteration 17Q (503.368769 sec): 3 clusters Score: Raw -1969952.739665 + Penalty 3177.696413 = -1966775.043252 nChanged 40 SP:Iteration 18Q (503.438389 sec): 3 clusters Score: Raw -1969976.550616 + Penalty 3177.696413 = -1966798.854203 nChanged 34 SP:Iteration 19Q (503.512372 sec): 3 clusters Score: Raw -1969996.697331 + Penalty 3177.696413 = -1966819.000918 nChanged 35 SP:Iteration 20F (503.588499 sec): 3 clusters Score: Raw -1970017.550793 + Penalty 3177.696413 = -1966839.854380 nChanged 29 SP:Iteration 21Q (503.665557 sec): 3 clusters Score: Raw -1970033.012737 + Penalty 3177.696413 = -1966855.316324 nChanged 21 SP:Iteration 22Q (503.739780 sec): 3 clusters Score: Raw -1970045.320162 + Penalty 3177.696413 = -1966867.623749 nChanged 19 SP:Iteration 23Q (503.809874 sec): 3 clusters Score: Raw -1970054.762268 + Penalty 3177.696413 = -1966877.065854 nChanged 13 SP:Iteration 24Q (503.881528 sec): 3 clusters Score: Raw -1970061.392421 + Penalty 3177.696413 = -1966883.696008 nChanged 6 SP:Iteration 25Q (503.954051 sec): 3 clusters Score: Raw -1970063.341569 + Penalty 3177.696413 = -1966885.645156 nChanged 7 SP:Iteration 26Q (504.011699 sec): 3 clusters Score: Raw -1970066.923479 + Penalty 3177.696413 = -1966889.227066 nChanged 7 SP:Iteration 27Q (504.089672 sec): 3 clusters Score: Raw -1970070.044789 + Penalty 3177.696413 = -1966892.348376 nChanged 7 SP:Iteration 28Q (504.148162 sec): 3 clusters Score: Raw -1970073.111580 + Penalty 3177.696413 = -1966895.415167 nChanged 9 SP:Iteration 29Q (504.208102 sec): 3 clusters Score: Raw -1970077.635060 + Penalty 3177.696413 = -1966899.938646 nChanged 12 SP:Iteration 30Q (504.275898 sec): 3 clusters Score: Raw -1970083.424489 + Penalty 3177.696413 = -1966905.728076 nChanged 8 SP:Iteration 31Q (504.340322 sec): 3 clusters Score: Raw -1970087.754430 + Penalty 3177.696413 = -1966910.058017 nChanged 11 SP:Iteration 32Q (504.415695 sec): 3 clusters Score: Raw -1970092.285132 + Penalty 3177.696413 = -1966914.588719 nChanged 10 SP:Iteration 33Q (504.473271 sec): 3 clusters Score: Raw -1970097.829120 + Penalty 3177.696413 = -1966920.132707 nChanged 15 SP:Iteration 34Q (504.547213 sec): 3 clusters Score: Raw -1970104.233439 + Penalty 3177.696413 = -1966926.537026 nChanged 9 SP:Iteration 35Q (504.609880 sec): 3 clusters Score: Raw -1970108.274727 + Penalty 3177.696413 = -1966930.578314 nChanged 4 SP:Iteration 36Q (504.690944 sec): 3 clusters Score: Raw -1970109.669362 + Penalty 3177.696413 = -1966931.972949 nChanged 5 SP:Iteration 37Q (504.765299 sec): 3 clusters Score: Raw -1970111.789269 + Penalty 3177.696413 = -1966934.092856 nChanged 5 SP:Iteration 38Q (504.818269 sec): 3 clusters Score: Raw -1970114.135626 + Penalty 3177.696413 = -1966936.439212 nChanged 4 SP:Iteration 39Q (504.890619 sec): 3 clusters Score: Raw -1970116.586008 + Penalty 3177.696413 = -1966938.889595 nChanged 5 SP:Iteration 40F (504.949646 sec): 3 clusters Score: Raw -1970118.189570 + Penalty 3177.696413 = -1966940.493157 nChanged 2 SP:Iteration 41Q (505.019521 sec): 3 clusters Score: Raw -1970118.942081 + Penalty 3177.696413 = -1966941.245668 nChanged 1 SP:Iteration 42Q (505.076304 sec): 3 clusters Score: Raw -1970119.242036 + Penalty 3177.696413 = -1966941.545623 nChanged 2 SP:Iteration 43Q (505.142511 sec): 3 clusters Score: Raw -1970120.080456 + Penalty 3177.696413 = -1966942.384042 nChanged 1 SP:Iteration 44Q (505.212306 sec): 3 clusters Score: Raw -1970120.232465 + Penalty 3177.696413 = -1966942.536052 nChanged 2 SP:Iteration 45Q (505.284281 sec): 3 clusters Score: Raw -1970120.811412 + Penalty 3177.696413 = -1966943.114999 nChanged 2 SP:Iteration 46Q (505.338128 sec): 3 clusters Score: Raw -1970122.355127 + Penalty 3177.696413 = -1966944.658714 nChanged 3 SP:Iteration 47Q (505.395864 sec): 3 clusters Score: Raw -1970123.671099 + Penalty 3177.696413 = -1966945.974686 nChanged 4 SP:Iteration 48Q (505.466151 sec): 3 clusters Score: Raw -1970126.078418 + Penalty 3177.696413 = -1966948.382005 nChanged 2 SP:Iteration 49Q (505.525701 sec): 3 clusters Score: Raw -1970127.136711 + Penalty 3177.696413 = -1966949.440298 nChanged 3 SP:Iteration 50Q (505.593979 sec): 3 clusters Score: Raw -1970128.265224 + Penalty 3177.696413 = -1966950.568810 nChanged 2 SP:Iteration 51Q (505.648634 sec): 3 clusters Score: Raw -1970128.698925 + Penalty 3177.696413 = -1966951.002512 nChanged 0 SP:Iteration 52F (505.724071 sec): 3 clusters Score: Raw -1970128.698925 + Penalty 3177.696413 = -1966951.002512 nChanged 0 Trying to split cluster 10 (12523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (505.768324 sec): 2 clusters Score: Raw -1460910.224280 + Penalty 1533.239863 = -1459376.984417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (505.835359 sec): 3 clusters Score: Raw -1453689.903328 + Penalty 3066.479726 = -1450623.423602 nChanged 5471 SP:Iteration 1F (505.900884 sec): 3 clusters Score: Raw -1456612.209590 + Penalty 3066.479726 = -1453545.729864 nChanged 698 SP:Iteration 2F (505.958459 sec): 3 clusters Score: Raw -1456892.530833 + Penalty 3066.479726 = -1453826.051107 nChanged 604 SP:Iteration 3Q (506.019994 sec): 3 clusters Score: Raw -1457152.571252 + Penalty 3066.479726 = -1454086.091526 nChanged 541 SP:Iteration 4Q (506.091412 sec): 3 clusters Score: Raw -1457391.565534 + Penalty 3066.479726 = -1454325.085808 nChanged 541 SP:Iteration 5Q (506.153397 sec): 3 clusters Score: Raw -1457649.093041 + Penalty 3066.479726 = -1454582.613316 nChanged 522 SP:Iteration 6Q (506.229531 sec): 3 clusters Score: Raw -1457886.289096 + Penalty 3066.479726 = -1454819.809370 nChanged 492 SP:Iteration 7Q (506.294658 sec): 3 clusters Score: Raw -1458124.597496 + Penalty 3066.479726 = -1455058.117771 nChanged 472 SP:Iteration 8Q (506.352061 sec): 3 clusters Score: Raw -1458355.383044 + Penalty 3066.479726 = -1455288.903319 nChanged 478 SP:Iteration 9Q (506.429064 sec): 3 clusters Score: Raw -1458603.293464 + Penalty 3066.479726 = -1455536.813739 nChanged 520 SP:Iteration 10Q (506.499347 sec): 3 clusters Score: Raw -1458882.735186 + Penalty 3066.479726 = -1455816.255460 nChanged 495 SP:Iteration 11Q (506.568291 sec): 3 clusters Score: Raw -1459153.069137 + Penalty 3066.479726 = -1456086.589412 nChanged 460 SP:Iteration 12Q (506.632067 sec): 3 clusters Score: Raw -1459395.117028 + Penalty 3066.479726 = -1456328.637303 nChanged 423 SP:Iteration 13Q (506.699412 sec): 3 clusters Score: Raw -1459589.933848 + Penalty 3066.479726 = -1456523.454122 nChanged 341 SP:Iteration 14Q (506.765040 sec): 3 clusters Score: Raw -1459737.653583 + Penalty 3066.479726 = -1456671.173858 nChanged 285 SP:Iteration 15Q (506.834162 sec): 3 clusters Score: Raw -1459842.694035 + Penalty 3066.479726 = -1456776.214309 nChanged 214 SP:Iteration 16Q (506.890622 sec): 3 clusters Score: Raw -1459906.065378 + Penalty 3066.479726 = -1456839.585652 nChanged 168 SP:Iteration 17Q (506.953930 sec): 3 clusters Score: Raw -1459954.250260 + Penalty 3066.479726 = -1456887.770534 nChanged 170 SP:Iteration 18Q (507.028522 sec): 3 clusters Score: Raw -1460004.687843 + Penalty 3066.479726 = -1456938.208117 nChanged 151 SP:Iteration 19Q (507.085823 sec): 3 clusters Score: Raw -1460052.759537 + Penalty 3066.479726 = -1456986.279811 nChanged 152 SP:Iteration 20F (507.163432 sec): 3 clusters Score: Raw -1460104.936276 + Penalty 3066.479726 = -1457038.456550 nChanged 153 SP:Iteration 21Q (507.230892 sec): 3 clusters Score: Raw -1460154.292119 + Penalty 3066.479726 = -1457087.812393 nChanged 137 SP:Iteration 22Q (507.298917 sec): 3 clusters Score: Raw -1460195.971821 + Penalty 3066.479726 = -1457129.492095 nChanged 137 SP:Iteration 23Q (507.356842 sec): 3 clusters Score: Raw -1460234.841353 + Penalty 3066.479726 = -1457168.361628 nChanged 128 SP:Iteration 24Q (507.424572 sec): 3 clusters Score: Raw -1460269.189867 + Penalty 3066.479726 = -1457202.710142 nChanged 119 SP:Iteration 25Q (507.500678 sec): 3 clusters Score: Raw -1460298.225694 + Penalty 3066.479726 = -1457231.745968 nChanged 114 SP:Iteration 26Q (507.557896 sec): 3 clusters Score: Raw -1460325.434532 + Penalty 3066.479726 = -1457258.954806 nChanged 97 SP:Iteration 27Q (507.621748 sec): 3 clusters Score: Raw -1460350.732646 + Penalty 3066.479726 = -1457284.252920 nChanged 116 SP:Iteration 28Q (507.699839 sec): 3 clusters Score: Raw -1460387.164656 + Penalty 3066.479726 = -1457320.684931 nChanged 124 SP:Iteration 29Q (507.763744 sec): 3 clusters Score: Raw -1460428.493500 + Penalty 3066.479726 = -1457362.013774 nChanged 143 SP:Iteration 30Q (507.831714 sec): 3 clusters Score: Raw -1460480.360965 + Penalty 3066.479726 = -1457413.881240 nChanged 133 SP:Iteration 31Q (507.885694 sec): 3 clusters Score: Raw -1460528.326016 + Penalty 3066.479726 = -1457461.846291 nChanged 106 SP:Iteration 32Q (507.941707 sec): 3 clusters Score: Raw -1460564.526426 + Penalty 3066.479726 = -1457498.046701 nChanged 87 SP:Iteration 33Q (508.017782 sec): 3 clusters Score: Raw -1460591.043990 + Penalty 3066.479726 = -1457524.564265 nChanged 83 SP:Iteration 34Q (508.081641 sec): 3 clusters Score: Raw -1460613.710248 + Penalty 3066.479726 = -1457547.230522 nChanged 80 SP:Iteration 35Q (508.144940 sec): 3 clusters Score: Raw -1460635.891486 + Penalty 3066.479726 = -1457569.411760 nChanged 84 SP:Iteration 36Q (508.197620 sec): 3 clusters Score: Raw -1460665.679812 + Penalty 3066.479726 = -1457599.200087 nChanged 83 SP:Iteration 37Q (508.263199 sec): 3 clusters Score: Raw -1460695.276703 + Penalty 3066.479726 = -1457628.796977 nChanged 87 SP:Iteration 38Q (508.331005 sec): 3 clusters Score: Raw -1460725.482106 + Penalty 3066.479726 = -1457659.002380 nChanged 74 SP:Iteration 39Q (508.398711 sec): 3 clusters Score: Raw -1460751.801068 + Penalty 3066.479726 = -1457685.321343 nChanged 79 SP:Iteration 40F (508.472982 sec): 3 clusters Score: Raw -1460781.082067 + Penalty 3066.479726 = -1457714.602342 nChanged 74 SP:Iteration 41Q (508.542305 sec): 3 clusters Score: Raw -1460811.029204 + Penalty 3066.479726 = -1457744.549479 nChanged 82 SP:Iteration 42Q (508.612722 sec): 3 clusters Score: Raw -1460847.727224 + Penalty 3066.479726 = -1457781.247498 nChanged 73 SP:Iteration 43Q (508.668823 sec): 3 clusters Score: Raw -1460874.018027 + Penalty 3066.479726 = -1457807.538301 nChanged 66 SP:Iteration 44Q (508.744498 sec): 3 clusters Score: Raw -1460895.791952 + Penalty 3066.479726 = -1457829.312226 nChanged 51 SP:Iteration 45Q (508.801208 sec): 3 clusters Score: Raw -1460916.107904 + Penalty 3066.479726 = -1457849.628178 nChanged 69 SP:Iteration 46Q (508.872000 sec): 3 clusters Score: Raw -1460941.015523 + Penalty 3066.479726 = -1457874.535798 nChanged 58 SP:Iteration 47Q (508.944552 sec): 3 clusters Score: Raw -1460960.750904 + Penalty 3066.479726 = -1457894.271178 nChanged 50 SP:Iteration 48Q (509.011865 sec): 3 clusters Score: Raw -1460975.036014 + Penalty 3066.479726 = -1457908.556288 nChanged 43 SP:Iteration 49Q (509.066393 sec): 3 clusters Score: Raw -1460987.387356 + Penalty 3066.479726 = -1457920.907631 nChanged 31 SP:Iteration 50Q (509.138223 sec): 3 clusters Score: Raw -1460997.048637 + Penalty 3066.479726 = -1457930.568911 nChanged 35 SP:Iteration 51Q (509.204253 sec): 3 clusters Score: Raw -1461006.386578 + Penalty 3066.479726 = -1457939.906852 nChanged 33 SP:Iteration 52Q (509.263205 sec): 3 clusters Score: Raw -1461016.591340 + Penalty 3066.479726 = -1457950.111614 nChanged 39 SP:Iteration 53Q (509.330417 sec): 3 clusters Score: Raw -1461029.340391 + Penalty 3066.479726 = -1457962.860666 nChanged 40 SP:Iteration 54Q (509.388144 sec): 3 clusters Score: Raw -1461043.863900 + Penalty 3066.479726 = -1457977.384175 nChanged 37 SP:Iteration 55Q (509.455773 sec): 3 clusters Score: Raw -1461057.621768 + Penalty 3066.479726 = -1457991.142042 nChanged 36 SP:Iteration 56Q (509.524846 sec): 3 clusters Score: Raw -1461068.115476 + Penalty 3066.479726 = -1458001.635750 nChanged 35 SP:Iteration 57Q (509.585850 sec): 3 clusters Score: Raw -1461080.771017 + Penalty 3066.479726 = -1458014.291291 nChanged 40 SP:Iteration 58Q (509.659314 sec): 3 clusters Score: Raw -1461094.003116 + Penalty 3066.479726 = -1458027.523390 nChanged 31 SP:Iteration 59Q (509.720515 sec): 3 clusters Score: Raw -1461106.418987 + Penalty 3066.479726 = -1458039.939261 nChanged 29 SP:Iteration 60F (509.783904 sec): 3 clusters Score: Raw -1461117.830768 + Penalty 3066.479726 = -1458051.351043 nChanged 33 SP:Iteration 61Q (509.844570 sec): 3 clusters Score: Raw -1461129.251677 + Penalty 3066.479726 = -1458062.771952 nChanged 28 SP:Iteration 62Q (509.902676 sec): 3 clusters Score: Raw -1461140.562016 + Penalty 3066.479726 = -1458074.082290 nChanged 30 SP:Iteration 63Q (509.964398 sec): 3 clusters Score: Raw -1461150.628935 + Penalty 3066.479726 = -1458084.149210 nChanged 29 SP:Iteration 64Q (510.023247 sec): 3 clusters Score: Raw -1461159.333260 + Penalty 3066.479726 = -1458092.853535 nChanged 25 SP:Iteration 65Q (510.094053 sec): 3 clusters Score: Raw -1461165.673879 + Penalty 3066.479726 = -1458099.194154 nChanged 18 SP:Iteration 66Q (510.151401 sec): 3 clusters Score: Raw -1461171.535791 + Penalty 3066.479726 = -1458105.056066 nChanged 14 SP:Iteration 67Q (510.220187 sec): 3 clusters Score: Raw -1461177.165966 + Penalty 3066.479726 = -1458110.686241 nChanged 12 SP:Iteration 68Q (510.279491 sec): 3 clusters Score: Raw -1461182.087808 + Penalty 3066.479726 = -1458115.608083 nChanged 17 SP:Iteration 69Q (510.332509 sec): 3 clusters Score: Raw -1461188.025485 + Penalty 3066.479726 = -1458121.545759 nChanged 8 SP:Iteration 70Q (510.390796 sec): 3 clusters Score: Raw -1461189.710154 + Penalty 3066.479726 = -1458123.230429 nChanged 2 SP:Iteration 71Q (510.455888 sec): 3 clusters Score: Raw -1461190.210804 + Penalty 3066.479726 = -1458123.731078 nChanged 1 SP:Iteration 72Q (510.511111 sec): 3 clusters Score: Raw -1461190.397437 + Penalty 3066.479726 = -1458123.917712 nChanged 0 SP:Iteration 73F (510.567536 sec): 3 clusters Score: Raw -1461190.397437 + Penalty 3066.479726 = -1458123.917712 nChanged 0 Trying to split cluster 11 (7275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (510.604833 sec): 2 clusters Score: Raw -814352.649339 + Penalty 1444.982352 = -812907.666986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (510.653900 sec): 3 clusters Score: Raw -810337.186086 + Penalty 2889.964705 = -807447.221381 nChanged 3083 SP:Iteration 1F (510.702541 sec): 3 clusters Score: Raw -812004.598172 + Penalty 2889.964705 = -809114.633467 nChanged 434 SP:Iteration 2F (510.744708 sec): 3 clusters Score: Raw -812199.289203 + Penalty 2889.964705 = -809309.324498 nChanged 359 SP:Iteration 3Q (510.797723 sec): 3 clusters Score: Raw -812350.061789 + Penalty 2889.964705 = -809460.097084 nChanged 303 SP:Iteration 4Q (510.848067 sec): 3 clusters Score: Raw -812473.488021 + Penalty 2889.964705 = -809583.523316 nChanged 270 SP:Iteration 5Q (510.898124 sec): 3 clusters Score: Raw -812588.412628 + Penalty 2889.964705 = -809698.447923 nChanged 229 SP:Iteration 6Q (510.956869 sec): 3 clusters Score: Raw -812671.049338 + Penalty 2889.964705 = -809781.084633 nChanged 197 SP:Iteration 7Q (511.011101 sec): 3 clusters Score: Raw -812737.404336 + Penalty 2889.964705 = -809847.439631 nChanged 189 SP:Iteration 8Q (511.071911 sec): 3 clusters Score: Raw -812820.078759 + Penalty 2889.964705 = -809930.114054 nChanged 222 SP:Iteration 9Q (511.139419 sec): 3 clusters Score: Raw -812924.993802 + Penalty 2889.964705 = -810035.029097 nChanged 228 SP:Iteration 10Q (511.199701 sec): 3 clusters Score: Raw -813052.487738 + Penalty 2889.964705 = -810162.523033 nChanged 254 SP:Iteration 11Q (511.261767 sec): 3 clusters Score: Raw -813191.853535 + Penalty 2889.964705 = -810301.888830 nChanged 237 SP:Iteration 12Q (511.323549 sec): 3 clusters Score: Raw -813315.285742 + Penalty 2889.964705 = -810425.321038 nChanged 221 SP:Iteration 13Q (511.375056 sec): 3 clusters Score: Raw -813438.001536 + Penalty 2889.964705 = -810548.036831 nChanged 244 SP:Iteration 14Q (511.442436 sec): 3 clusters Score: Raw -813566.422970 + Penalty 2889.964705 = -810676.458265 nChanged 192 SP:Iteration 15Q (511.492500 sec): 3 clusters Score: Raw -813666.525740 + Penalty 2889.964705 = -810776.561035 nChanged 183 SP:Iteration 16Q (511.556755 sec): 3 clusters Score: Raw -813756.477756 + Penalty 2889.964705 = -810866.513051 nChanged 150 SP:Iteration 17Q (511.609162 sec): 3 clusters Score: Raw -813826.000450 + Penalty 2889.964705 = -810936.035745 nChanged 136 SP:Iteration 18Q (511.670791 sec): 3 clusters Score: Raw -813883.507586 + Penalty 2889.964705 = -810993.542881 nChanged 118 SP:Iteration 19Q (511.737589 sec): 3 clusters Score: Raw -813927.870154 + Penalty 2889.964705 = -811037.905449 nChanged 96 SP:Iteration 20F (511.795413 sec): 3 clusters Score: Raw -813963.113458 + Penalty 2889.964705 = -811073.148753 nChanged 92 SP:Iteration 21Q (511.857294 sec): 3 clusters Score: Raw -813992.355160 + Penalty 2889.964705 = -811102.390455 nChanged 63 SP:Iteration 22Q (511.916647 sec): 3 clusters Score: Raw -814008.162033 + Penalty 2889.964705 = -811118.197328 nChanged 35 SP:Iteration 23Q (511.961158 sec): 3 clusters Score: Raw -814014.609426 + Penalty 2889.964705 = -811124.644721 nChanged 26 SP:Iteration 24Q (512.017266 sec): 3 clusters Score: Raw -814019.488262 + Penalty 2889.964705 = -811129.523557 nChanged 20 SP:Iteration 25Q (512.075174 sec): 3 clusters Score: Raw -814023.706251 + Penalty 2889.964705 = -811133.741547 nChanged 29 SP:Iteration 26Q (512.136359 sec): 3 clusters Score: Raw -814029.421467 + Penalty 2889.964705 = -811139.456762 nChanged 18 SP:Iteration 27Q (512.198151 sec): 3 clusters Score: Raw -814032.331102 + Penalty 2889.964705 = -811142.366397 nChanged 12 SP:Iteration 28Q (512.259364 sec): 3 clusters Score: Raw -814034.529348 + Penalty 2889.964705 = -811144.564643 nChanged 10 SP:Iteration 29Q (512.319881 sec): 3 clusters Score: Raw -814036.361675 + Penalty 2889.964705 = -811146.396970 nChanged 9 SP:Iteration 30Q (512.375755 sec): 3 clusters Score: Raw -814037.837029 + Penalty 2889.964705 = -811147.872324 nChanged 6 SP:Iteration 31Q (512.424061 sec): 3 clusters Score: Raw -814038.513452 + Penalty 2889.964705 = -811148.548747 nChanged 6 SP:Iteration 32Q (512.495204 sec): 3 clusters Score: Raw -814039.380528 + Penalty 2889.964705 = -811149.415823 nChanged 4 SP:Iteration 33Q (512.557329 sec): 3 clusters Score: Raw -814039.816902 + Penalty 2889.964705 = -811149.852197 nChanged 3 SP:Iteration 34Q (512.608421 sec): 3 clusters Score: Raw -814040.357197 + Penalty 2889.964705 = -811150.392492 nChanged 3 SP:Iteration 35Q (512.672723 sec): 3 clusters Score: Raw -814041.126082 + Penalty 2889.964705 = -811151.161378 nChanged 5 SP:Iteration 36Q (512.732725 sec): 3 clusters Score: Raw -814042.199478 + Penalty 2889.964705 = -811152.234773 nChanged 3 SP:Iteration 37Q (512.795769 sec): 3 clusters Score: Raw -814042.829352 + Penalty 2889.964705 = -811152.864647 nChanged 3 SP:Iteration 38Q (512.851879 sec): 3 clusters Score: Raw -814043.162123 + Penalty 2889.964705 = -811153.197418 nChanged 3 SP:Iteration 39Q (512.913159 sec): 3 clusters Score: Raw -814043.563380 + Penalty 2889.964705 = -811153.598675 nChanged 1 SP:Iteration 40F (512.971747 sec): 3 clusters Score: Raw -814043.618046 + Penalty 2889.964705 = -811153.653341 nChanged 0 Trying to split cluster 12 (4430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (512.993770 sec): 2 clusters Score: Raw -506228.659450 + Penalty 1364.375165 = -504864.284284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (513.052768 sec): 3 clusters Score: Raw -503988.791503 + Penalty 2728.750330 = -501260.041173 nChanged 1764 SP:Iteration 1F (513.107484 sec): 3 clusters Score: Raw -505074.857431 + Penalty 2728.750330 = -502346.107100 nChanged 374 SP:Iteration 2F (513.166358 sec): 3 clusters Score: Raw -505350.651048 + Penalty 2728.750330 = -502621.900718 nChanged 276 SP:Iteration 3F (513.224288 sec): 3 clusters Score: Raw -505535.495047 + Penalty 2728.750330 = -502806.744716 nChanged 210 SP:Iteration 4Q (513.276959 sec): 3 clusters Score: Raw -505686.482807 + Penalty 2728.750330 = -502957.732476 nChanged 202 SP:Iteration 5Q (513.331319 sec): 3 clusters Score: Raw -505807.329992 + Penalty 2728.750330 = -503078.579661 nChanged 156 SP:Iteration 6Q (513.385717 sec): 3 clusters Score: Raw -505897.062695 + Penalty 2728.750330 = -503168.312365 nChanged 146 SP:Iteration 7Q (513.432275 sec): 3 clusters Score: Raw -505991.975572 + Penalty 2728.750330 = -503263.225242 nChanged 139 SP:Iteration 8Q (513.492122 sec): 3 clusters Score: Raw -506084.527408 + Penalty 2728.750330 = -503355.777078 nChanged 123 SP:Iteration 9Q (513.548059 sec): 3 clusters Score: Raw -506168.377751 + Penalty 2728.750330 = -503439.627421 nChanged 104 SP:Iteration 10Q (513.595899 sec): 3 clusters Score: Raw -506231.700299 + Penalty 2728.750330 = -503502.949969 nChanged 103 SP:Iteration 11Q (513.659334 sec): 3 clusters Score: Raw -506283.875544 + Penalty 2728.750330 = -503555.125214 nChanged 68 SP:Iteration 12Q (513.719016 sec): 3 clusters Score: Raw -506324.156975 + Penalty 2728.750330 = -503595.406644 nChanged 68 SP:Iteration 13Q (513.765475 sec): 3 clusters Score: Raw -506364.722789 + Penalty 2728.750330 = -503635.972459 nChanged 66 SP:Iteration 14Q (513.822597 sec): 3 clusters Score: Raw -506401.556723 + Penalty 2728.750330 = -503672.806393 nChanged 68 SP:Iteration 15Q (513.878783 sec): 3 clusters Score: Raw -506447.815897 + Penalty 2728.750330 = -503719.065566 nChanged 74 SP:Iteration 16Q (513.937081 sec): 3 clusters Score: Raw -506492.325976 + Penalty 2728.750330 = -503763.575646 nChanged 52 SP:Iteration 17Q (513.990360 sec): 3 clusters Score: Raw -506518.995154 + Penalty 2728.750330 = -503790.244823 nChanged 41 SP:Iteration 18Q (514.045546 sec): 3 clusters Score: Raw -506537.944789 + Penalty 2728.750330 = -503809.194458 nChanged 31 SP:Iteration 19Q (514.100421 sec): 3 clusters Score: Raw -506553.199200 + Penalty 2728.750330 = -503824.448869 nChanged 31 SP:Iteration 20F (514.156889 sec): 3 clusters Score: Raw -506570.646256 + Penalty 2728.750330 = -503841.895926 nChanged 35 SP:Iteration 21Q (514.218318 sec): 3 clusters Score: Raw -506587.262277 + Penalty 2728.750330 = -503858.511946 nChanged 26 SP:Iteration 22Q (514.267750 sec): 3 clusters Score: Raw -506597.968031 + Penalty 2728.750330 = -503869.217700 nChanged 21 SP:Iteration 23Q (514.331110 sec): 3 clusters Score: Raw -506603.449577 + Penalty 2728.750330 = -503874.699246 nChanged 17 SP:Iteration 24Q (514.384038 sec): 3 clusters Score: Raw -506610.714076 + Penalty 2728.750330 = -503881.963746 nChanged 20 SP:Iteration 25Q (514.435670 sec): 3 clusters Score: Raw -506618.735430 + Penalty 2728.750330 = -503889.985099 nChanged 13 SP:Iteration 26Q (514.487297 sec): 3 clusters Score: Raw -506622.376001 + Penalty 2728.750330 = -503893.625671 nChanged 10 SP:Iteration 27Q (514.546953 sec): 3 clusters Score: Raw -506625.053691 + Penalty 2728.750330 = -503896.303360 nChanged 8 SP:Iteration 28Q (514.596847 sec): 3 clusters Score: Raw -506628.160917 + Penalty 2728.750330 = -503899.410586 nChanged 9 SP:Iteration 29Q (514.650174 sec): 3 clusters Score: Raw -506631.416193 + Penalty 2728.750330 = -503902.665863 nChanged 11 SP:Iteration 30Q (514.694087 sec): 3 clusters Score: Raw -506635.469655 + Penalty 2728.750330 = -503906.719325 nChanged 6 SP:Iteration 31Q (514.744037 sec): 3 clusters Score: Raw -506636.762438 + Penalty 2728.750330 = -503908.012108 nChanged 6 SP:Iteration 32Q (514.808976 sec): 3 clusters Score: Raw -506638.146867 + Penalty 2728.750330 = -503909.396536 nChanged 3 SP:Iteration 33Q (514.860792 sec): 3 clusters Score: Raw -506638.917950 + Penalty 2728.750330 = -503910.167619 nChanged 3 SP:Iteration 34Q (514.908053 sec): 3 clusters Score: Raw -506640.006590 + Penalty 2728.750330 = -503911.256260 nChanged 7 SP:Iteration 35Q (514.971303 sec): 3 clusters Score: Raw -506643.157950 + Penalty 2728.750330 = -503914.407620 nChanged 13 SP:Iteration 36Q (515.022031 sec): 3 clusters Score: Raw -506649.582785 + Penalty 2728.750330 = -503920.832455 nChanged 18 SP:Iteration 37Q (515.070143 sec): 3 clusters Score: Raw -506657.935624 + Penalty 2728.750330 = -503929.185294 nChanged 14 SP:Iteration 38Q (515.129992 sec): 3 clusters Score: Raw -506663.227967 + Penalty 2728.750330 = -503934.477637 nChanged 13 SP:Iteration 39Q (515.188890 sec): 3 clusters Score: Raw -506668.363656 + Penalty 2728.750330 = -503939.613326 nChanged 13 SP:Iteration 40F (515.238991 sec): 3 clusters Score: Raw -506672.886078 + Penalty 2728.750330 = -503944.135748 nChanged 8 SP:Iteration 41Q (515.298150 sec): 3 clusters Score: Raw -506674.700901 + Penalty 2728.750330 = -503945.950571 nChanged 5 SP:Iteration 42Q (515.354270 sec): 3 clusters Score: Raw -506676.175169 + Penalty 2728.750330 = -503947.424839 nChanged 7 SP:Iteration 43Q (515.402962 sec): 3 clusters Score: Raw -506678.474583 + Penalty 2728.750330 = -503949.724252 nChanged 4 SP:Iteration 44Q (515.460142 sec): 3 clusters Score: Raw -506679.471912 + Penalty 2728.750330 = -503950.721581 nChanged 3 SP:Iteration 45Q (515.515496 sec): 3 clusters Score: Raw -506680.609186 + Penalty 2728.750330 = -503951.858856 nChanged 5 SP:Iteration 46Q (515.570586 sec): 3 clusters Score: Raw -506681.981232 + Penalty 2728.750330 = -503953.230901 nChanged 2 SP:Iteration 47Q (515.612730 sec): 3 clusters Score: Raw -506682.720440 + Penalty 2728.750330 = -503953.970109 nChanged 1 SP:Iteration 48Q (515.668459 sec): 3 clusters Score: Raw -506682.904230 + Penalty 2728.750330 = -503954.153899 nChanged 0 SP:Iteration 49F (515.737138 sec): 3 clusters Score: Raw -506682.904230 + Penalty 2728.750330 = -503954.153899 nChanged 0 Trying to split cluster 13 (52412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (515.828310 sec): 2 clusters Score: Raw -5997062.750846 + Penalty 1765.869763 = -5995296.881082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (515.966685 sec): 3 clusters Score: Raw -5963497.223684 + Penalty 3531.739527 = -5959965.484157 nChanged 24713 SP:Iteration 1F (516.092545 sec): 3 clusters Score: Raw -5977837.971870 + Penalty 3531.739527 = -5974306.232343 nChanged 2294 SP:Iteration 2Q (516.243364 sec): 3 clusters Score: Raw -5978640.820569 + Penalty 3531.739527 = -5975109.081042 nChanged 2376 SP:Iteration 3Q (516.389093 sec): 3 clusters Score: Raw -5979611.076743 + Penalty 3531.739527 = -5976079.337217 nChanged 2630 SP:Iteration 4F (516.521370 sec): 3 clusters Score: Raw -5980984.153011 + Penalty 3531.739527 = -5977452.413484 nChanged 2911 SP:Iteration 5F (516.656659 sec): 3 clusters Score: Raw -5982787.825389 + Penalty 3531.739527 = -5979256.085862 nChanged 3119 SP:Iteration 6F (516.791232 sec): 3 clusters Score: Raw -5984979.133261 + Penalty 3531.739527 = -5981447.393734 nChanged 3191 SP:Iteration 7F (516.918548 sec): 3 clusters Score: Raw -5987301.733870 + Penalty 3531.739527 = -5983769.994343 nChanged 2894 SP:Iteration 8F (517.065371 sec): 3 clusters Score: Raw -5989319.229702 + Penalty 3531.739527 = -5985787.490175 nChanged 2383 SP:Iteration 9Q (517.201399 sec): 3 clusters Score: Raw -5990833.906997 + Penalty 3531.739527 = -5987302.167470 nChanged 1974 SP:Iteration 10Q (517.328663 sec): 3 clusters Score: Raw -5991954.580413 + Penalty 3531.739527 = -5988422.840886 nChanged 1499 SP:Iteration 11Q (517.467839 sec): 3 clusters Score: Raw -5992718.506641 + Penalty 3531.739527 = -5989186.767115 nChanged 1185 SP:Iteration 12Q (517.587826 sec): 3 clusters Score: Raw -5993272.615252 + Penalty 3531.739527 = -5989740.875726 nChanged 1031 SP:Iteration 13Q (517.716020 sec): 3 clusters Score: Raw -5993768.848201 + Penalty 3531.739527 = -5990237.108675 nChanged 928 SP:Iteration 14Q (517.844229 sec): 3 clusters Score: Raw -5994224.434621 + Penalty 3531.739527 = -5990692.695095 nChanged 880 SP:Iteration 15Q (517.956726 sec): 3 clusters Score: Raw -5994659.541247 + Penalty 3531.739527 = -5991127.801721 nChanged 802 SP:Iteration 16Q (518.087694 sec): 3 clusters Score: Raw -5995049.417825 + Penalty 3531.739527 = -5991517.678298 nChanged 701 SP:Iteration 17Q (518.209722 sec): 3 clusters Score: Raw -5995375.394478 + Penalty 3531.739527 = -5991843.654951 nChanged 646 SP:Iteration 18Q (518.334496 sec): 3 clusters Score: Raw -5995680.637474 + Penalty 3531.739527 = -5992148.897947 nChanged 573 SP:Iteration 19Q (518.448407 sec): 3 clusters Score: Raw -5995956.594807 + Penalty 3531.739527 = -5992424.855280 nChanged 544 SP:Iteration 20F (518.585269 sec): 3 clusters Score: Raw -5996219.700939 + Penalty 3531.739527 = -5992687.961412 nChanged 461 SP:Iteration 21Q (518.700137 sec): 3 clusters Score: Raw -5996451.773616 + Penalty 3531.739527 = -5992920.034089 nChanged 403 SP:Iteration 22Q (518.819757 sec): 3 clusters Score: Raw -5996653.437076 + Penalty 3531.739527 = -5993121.697550 nChanged 337 SP:Iteration 23Q (518.927097 sec): 3 clusters Score: Raw -5996832.958960 + Penalty 3531.739527 = -5993301.219433 nChanged 289 SP:Iteration 24Q (519.054057 sec): 3 clusters Score: Raw -5996994.103709 + Penalty 3531.739527 = -5993462.364182 nChanged 219 SP:Iteration 25Q (519.166294 sec): 3 clusters Score: Raw -5997112.130056 + Penalty 3531.739527 = -5993580.390529 nChanged 186 SP:Iteration 26Q (519.274565 sec): 3 clusters Score: Raw -5997212.264912 + Penalty 3531.739527 = -5993680.525385 nChanged 154 SP:Iteration 27Q (519.385263 sec): 3 clusters Score: Raw -5997287.000932 + Penalty 3531.739527 = -5993755.261405 nChanged 103 SP:Iteration 28Q (519.506134 sec): 3 clusters Score: Raw -5997332.418779 + Penalty 3531.739527 = -5993800.679252 nChanged 59 SP:Iteration 29Q (519.607681 sec): 3 clusters Score: Raw -5997358.788376 + Penalty 3531.739527 = -5993827.048849 nChanged 64 SP:Iteration 30Q (519.728188 sec): 3 clusters Score: Raw -5997390.191757 + Penalty 3531.739527 = -5993858.452230 nChanged 58 SP:Iteration 31Q (519.837756 sec): 3 clusters Score: Raw -5997415.000027 + Penalty 3531.739527 = -5993883.260500 nChanged 46 SP:Iteration 32Q (519.945199 sec): 3 clusters Score: Raw -5997435.411060 + Penalty 3531.739527 = -5993903.671533 nChanged 43 SP:Iteration 33Q (520.050028 sec): 3 clusters Score: Raw -5997451.544697 + Penalty 3531.739527 = -5993919.805170 nChanged 20 SP:Iteration 34Q (520.163897 sec): 3 clusters Score: Raw -5997460.047621 + Penalty 3531.739527 = -5993928.308094 nChanged 19 SP:Iteration 35Q (520.268713 sec): 3 clusters Score: Raw -5997469.501113 + Penalty 3531.739527 = -5993937.761586 nChanged 27 SP:Iteration 36Q (520.394235 sec): 3 clusters Score: Raw -5997480.327468 + Penalty 3531.739527 = -5993948.587941 nChanged 20 SP:Iteration 37Q (520.504621 sec): 3 clusters Score: Raw -5997489.129387 + Penalty 3531.739527 = -5993957.389860 nChanged 16 SP:Iteration 38Q (520.621273 sec): 3 clusters Score: Raw -5997497.239149 + Penalty 3531.739527 = -5993965.499622 nChanged 21 SP:Iteration 39Q (520.734231 sec): 3 clusters Score: Raw -5997507.610426 + Penalty 3531.739527 = -5993975.870899 nChanged 20 SP:Iteration 40F (520.861811 sec): 3 clusters Score: Raw -5997517.253489 + Penalty 3531.739527 = -5993985.513962 nChanged 23 SP:Iteration 41Q (520.972654 sec): 3 clusters Score: Raw -5997526.648768 + Penalty 3531.739527 = -5993994.909242 nChanged 12 SP:Iteration 42Q (521.083034 sec): 3 clusters Score: Raw -5997533.088822 + Penalty 3531.739527 = -5994001.349296 nChanged 9 SP:Iteration 43Q (521.200112 sec): 3 clusters Score: Raw -5997535.626610 + Penalty 3531.739527 = -5994003.887083 nChanged 4 SP:Iteration 44Q (521.310823 sec): 3 clusters Score: Raw -5997537.040993 + Penalty 3531.739527 = -5994005.301466 nChanged 3 SP:Iteration 45Q (521.423190 sec): 3 clusters Score: Raw -5997538.533495 + Penalty 3531.739527 = -5994006.793968 nChanged 3 SP:Iteration 46Q (521.541816 sec): 3 clusters Score: Raw -5997539.322824 + Penalty 3531.739527 = -5994007.583297 nChanged 4 SP:Iteration 47Q (521.652733 sec): 3 clusters Score: Raw -5997540.622397 + Penalty 3531.739527 = -5994008.882871 nChanged 4 SP:Iteration 48Q (521.768871 sec): 3 clusters Score: Raw -5997541.950470 + Penalty 3531.739527 = -5994010.210943 nChanged 0 SP:Iteration 49F (521.895226 sec): 3 clusters Score: Raw -5997541.950470 + Penalty 3531.739527 = -5994010.210943 nChanged 0 Trying to split cluster 16 (8330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (521.932800 sec): 2 clusters Score: Raw -889908.967620 + Penalty 1466.988044 = -888441.979576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (521.991540 sec): 3 clusters Score: Raw -885341.926806 + Penalty 2933.976089 = -882407.950717 nChanged 3539 SP:Iteration 1F (522.040022 sec): 3 clusters Score: Raw -887622.421542 + Penalty 2933.976089 = -884688.445453 nChanged 760 SP:Iteration 2F (522.097254 sec): 3 clusters Score: Raw -888332.408641 + Penalty 2933.976089 = -885398.432552 nChanged 769 SP:Iteration 3F (522.148023 sec): 3 clusters Score: Raw -889010.200680 + Penalty 2933.976089 = -886076.224591 nChanged 653 SP:Iteration 4F (522.201779 sec): 3 clusters Score: Raw -889553.125367 + Penalty 2933.976089 = -886619.149279 nChanged 513 SP:Iteration 5F (522.255163 sec): 3 clusters Score: Raw -889908.099434 + Penalty 2933.976089 = -886974.123345 nChanged 353 SP:Iteration 6Q (522.319993 sec): 3 clusters Score: Raw -890097.316513 + Penalty 2933.976089 = -887163.340424 nChanged 244 SP:Iteration 7Q (522.371375 sec): 3 clusters Score: Raw -890220.300731 + Penalty 2933.976089 = -887286.324642 nChanged 203 SP:Iteration 8Q (522.428003 sec): 3 clusters Score: Raw -890305.215581 + Penalty 2933.976089 = -887371.239492 nChanged 158 SP:Iteration 9Q (522.482023 sec): 3 clusters Score: Raw -890368.699314 + Penalty 2933.976089 = -887434.723225 nChanged 130 SP:Iteration 10Q (522.539775 sec): 3 clusters Score: Raw -890419.761020 + Penalty 2933.976089 = -887485.784931 nChanged 118 SP:Iteration 11Q (522.604614 sec): 3 clusters Score: Raw -890461.762501 + Penalty 2933.976089 = -887527.786412 nChanged 97 SP:Iteration 12Q (522.654069 sec): 3 clusters Score: Raw -890495.343294 + Penalty 2933.976089 = -887561.367205 nChanged 84 SP:Iteration 13Q (522.726683 sec): 3 clusters Score: Raw -890522.085787 + Penalty 2933.976089 = -887588.109698 nChanged 77 SP:Iteration 14Q (522.777123 sec): 3 clusters Score: Raw -890547.752510 + Penalty 2933.976089 = -887613.776421 nChanged 70 SP:Iteration 15Q (522.847749 sec): 3 clusters Score: Raw -890571.968121 + Penalty 2933.976089 = -887637.992032 nChanged 59 SP:Iteration 16Q (522.911908 sec): 3 clusters Score: Raw -890590.810804 + Penalty 2933.976089 = -887656.834715 nChanged 52 SP:Iteration 17Q (522.965750 sec): 3 clusters Score: Raw -890605.917607 + Penalty 2933.976089 = -887671.941518 nChanged 47 SP:Iteration 18Q (523.016677 sec): 3 clusters Score: Raw -890616.967339 + Penalty 2933.976089 = -887682.991250 nChanged 39 SP:Iteration 19Q (523.084203 sec): 3 clusters Score: Raw -890626.640686 + Penalty 2933.976089 = -887692.664597 nChanged 37 SP:Iteration 20F (523.143477 sec): 3 clusters Score: Raw -890634.459090 + Penalty 2933.976089 = -887700.483001 nChanged 17 SP:Iteration 21Q (523.204594 sec): 3 clusters Score: Raw -890637.213258 + Penalty 2933.976089 = -887703.237169 nChanged 13 SP:Iteration 22Q (523.265133 sec): 3 clusters Score: Raw -890639.434044 + Penalty 2933.976089 = -887705.457955 nChanged 17 SP:Iteration 23Q (523.315710 sec): 3 clusters Score: Raw -890642.396591 + Penalty 2933.976089 = -887708.420502 nChanged 11 SP:Iteration 24Q (523.377507 sec): 3 clusters Score: Raw -890644.473774 + Penalty 2933.976089 = -887710.497685 nChanged 8 SP:Iteration 25Q (523.442737 sec): 3 clusters Score: Raw -890646.112498 + Penalty 2933.976089 = -887712.136409 nChanged 7 SP:Iteration 26Q (523.499728 sec): 3 clusters Score: Raw -890647.489768 + Penalty 2933.976089 = -887713.513680 nChanged 9 SP:Iteration 27Q (523.555612 sec): 3 clusters Score: Raw -890649.193533 + Penalty 2933.976089 = -887715.217444 nChanged 10 SP:Iteration 28Q (523.628091 sec): 3 clusters Score: Raw -890651.155428 + Penalty 2933.976089 = -887717.179339 nChanged 10 SP:Iteration 29Q (523.691700 sec): 3 clusters Score: Raw -890653.429302 + Penalty 2933.976089 = -887719.453213 nChanged 7 SP:Iteration 30Q (523.753600 sec): 3 clusters Score: Raw -890654.745012 + Penalty 2933.976089 = -887720.768923 nChanged 4 SP:Iteration 31Q (523.801642 sec): 3 clusters Score: Raw -890655.214632 + Penalty 2933.976089 = -887721.238543 nChanged 5 SP:Iteration 32Q (523.872253 sec): 3 clusters Score: Raw -890655.803416 + Penalty 2933.976089 = -887721.827327 nChanged 3 SP:Iteration 33Q (523.933945 sec): 3 clusters Score: Raw -890656.093601 + Penalty 2933.976089 = -887722.117513 nChanged 4 SP:Iteration 34Q (523.984773 sec): 3 clusters Score: Raw -890657.011408 + Penalty 2933.976089 = -887723.035319 nChanged 5 SP:Iteration 35Q (524.051480 sec): 3 clusters Score: Raw -890658.106891 + Penalty 2933.976089 = -887724.130802 nChanged 6 SP:Iteration 36Q (524.105215 sec): 3 clusters Score: Raw -890659.129745 + Penalty 2933.976089 = -887725.153656 nChanged 7 SP:Iteration 37Q (524.172520 sec): 3 clusters Score: Raw -890660.607349 + Penalty 2933.976089 = -887726.631260 nChanged 6 SP:Iteration 38Q (524.220593 sec): 3 clusters Score: Raw -890661.585000 + Penalty 2933.976089 = -887727.608911 nChanged 5 SP:Iteration 39Q (524.292149 sec): 3 clusters Score: Raw -890662.859108 + Penalty 2933.976089 = -887728.883019 nChanged 4 SP:Iteration 40F (524.354890 sec): 3 clusters Score: Raw -890663.790155 + Penalty 2933.976089 = -887729.814066 nChanged 6 SP:Iteration 41Q (524.401514 sec): 3 clusters Score: Raw -890664.834932 + Penalty 2933.976089 = -887730.858843 nChanged 1 SP:Iteration 42Q (524.463015 sec): 3 clusters Score: Raw -890665.034232 + Penalty 2933.976089 = -887731.058143 nChanged 2 SP:Iteration 43Q (524.526663 sec): 3 clusters Score: Raw -890665.268036 + Penalty 2933.976089 = -887731.291947 nChanged 1 SP:Iteration 44Q (524.590608 sec): 3 clusters Score: Raw -890665.491509 + Penalty 2933.976089 = -887731.515420 nChanged 0 SP:Iteration 45F (524.657665 sec): 3 clusters Score: Raw -890665.491509 + Penalty 2933.976089 = -887731.515420 nChanged 0 Trying to split cluster 17 (13715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (524.701811 sec): 2 clusters Score: Raw -1595841.946236 + Penalty 1548.014878 = -1594293.931358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (524.773620 sec): 3 clusters Score: Raw -1587841.232621 + Penalty 3096.029756 = -1584745.202865 nChanged 6028 SP:Iteration 1F (524.845761 sec): 3 clusters Score: Raw -1591169.788208 + Penalty 3096.029756 = -1588073.758451 nChanged 805 SP:Iteration 2F (524.915076 sec): 3 clusters Score: Raw -1591520.655768 + Penalty 3096.029756 = -1588424.626012 nChanged 725 SP:Iteration 3F (524.976241 sec): 3 clusters Score: Raw -1591852.962661 + Penalty 3096.029756 = -1588756.932905 nChanged 726 SP:Iteration 4F (525.051068 sec): 3 clusters Score: Raw -1592238.640893 + Penalty 3096.029756 = -1589142.611136 nChanged 796 SP:Iteration 5F (525.119744 sec): 3 clusters Score: Raw -1592683.507860 + Penalty 3096.029756 = -1589587.478104 nChanged 781 SP:Iteration 6F (525.180390 sec): 3 clusters Score: Raw -1593191.272897 + Penalty 3096.029756 = -1590095.243141 nChanged 813 SP:Iteration 7F (525.249777 sec): 3 clusters Score: Raw -1593815.268999 + Penalty 3096.029756 = -1590719.239242 nChanged 756 SP:Iteration 8F (525.334112 sec): 3 clusters Score: Raw -1594476.148960 + Penalty 3096.029756 = -1591380.119204 nChanged 633 SP:Iteration 9Q (525.404608 sec): 3 clusters Score: Raw -1595065.042144 + Penalty 3096.029756 = -1591969.012388 nChanged 458 SP:Iteration 10Q (525.472016 sec): 3 clusters Score: Raw -1595414.168439 + Penalty 3096.029756 = -1592318.138683 nChanged 301 SP:Iteration 11Q (525.531322 sec): 3 clusters Score: Raw -1595598.043744 + Penalty 3096.029756 = -1592502.013988 nChanged 222 SP:Iteration 12Q (525.600902 sec): 3 clusters Score: Raw -1595718.997175 + Penalty 3096.029756 = -1592622.967419 nChanged 148 SP:Iteration 13Q (525.676578 sec): 3 clusters Score: Raw -1595793.603420 + Penalty 3096.029756 = -1592697.573664 nChanged 120 SP:Iteration 14Q (525.744141 sec): 3 clusters Score: Raw -1595847.467507 + Penalty 3096.029756 = -1592751.437751 nChanged 112 SP:Iteration 15Q (525.814370 sec): 3 clusters Score: Raw -1595895.677855 + Penalty 3096.029756 = -1592799.648099 nChanged 82 SP:Iteration 16Q (525.879091 sec): 3 clusters Score: Raw -1595933.862281 + Penalty 3096.029756 = -1592837.832525 nChanged 62 SP:Iteration 17Q (525.941526 sec): 3 clusters Score: Raw -1595961.179325 + Penalty 3096.029756 = -1592865.149569 nChanged 59 SP:Iteration 18Q (526.006985 sec): 3 clusters Score: Raw -1595985.096245 + Penalty 3096.029756 = -1592889.066489 nChanged 58 SP:Iteration 19Q (526.071038 sec): 3 clusters Score: Raw -1596003.725879 + Penalty 3096.029756 = -1592907.696123 nChanged 43 SP:Iteration 20F (526.138564 sec): 3 clusters Score: Raw -1596015.781824 + Penalty 3096.029756 = -1592919.752067 nChanged 29 SP:Iteration 21Q (526.208317 sec): 3 clusters Score: Raw -1596022.195772 + Penalty 3096.029756 = -1592926.166016 nChanged 15 SP:Iteration 22Q (526.275449 sec): 3 clusters Score: Raw -1596024.969737 + Penalty 3096.029756 = -1592928.939981 nChanged 15 SP:Iteration 23Q (526.328132 sec): 3 clusters Score: Raw -1596028.910616 + Penalty 3096.029756 = -1592932.880860 nChanged 12 SP:Iteration 24Q (526.400545 sec): 3 clusters Score: Raw -1596031.305787 + Penalty 3096.029756 = -1592935.276031 nChanged 10 SP:Iteration 25Q (526.462892 sec): 3 clusters Score: Raw -1596033.198384 + Penalty 3096.029756 = -1592937.168628 nChanged 6 SP:Iteration 26Q (526.530949 sec): 3 clusters Score: Raw -1596034.491781 + Penalty 3096.029756 = -1592938.462025 nChanged 8 SP:Iteration 27Q (526.596743 sec): 3 clusters Score: Raw -1596036.299567 + Penalty 3096.029756 = -1592940.269811 nChanged 6 SP:Iteration 28Q (526.664470 sec): 3 clusters Score: Raw -1596037.711366 + Penalty 3096.029756 = -1592941.681610 nChanged 10 SP:Iteration 29Q (526.720461 sec): 3 clusters Score: Raw -1596041.402598 + Penalty 3096.029756 = -1592945.372842 nChanged 12 SP:Iteration 30Q (526.785654 sec): 3 clusters Score: Raw -1596046.184192 + Penalty 3096.029756 = -1592950.154436 nChanged 13 SP:Iteration 31Q (526.840335 sec): 3 clusters Score: Raw -1596049.729527 + Penalty 3096.029756 = -1592953.699771 nChanged 9 SP:Iteration 32Q (526.904047 sec): 3 clusters Score: Raw -1596052.024641 + Penalty 3096.029756 = -1592955.994885 nChanged 10 SP:Iteration 33Q (526.969670 sec): 3 clusters Score: Raw -1596055.317522 + Penalty 3096.029756 = -1592959.287766 nChanged 11 SP:Iteration 34Q (527.036101 sec): 3 clusters Score: Raw -1596059.760908 + Penalty 3096.029756 = -1592963.731152 nChanged 14 SP:Iteration 35Q (527.092107 sec): 3 clusters Score: Raw -1596064.419257 + Penalty 3096.029756 = -1592968.389501 nChanged 16 SP:Iteration 36Q (527.163808 sec): 3 clusters Score: Raw -1596069.092403 + Penalty 3096.029756 = -1592973.062647 nChanged 13 SP:Iteration 37Q (527.228670 sec): 3 clusters Score: Raw -1596072.933038 + Penalty 3096.029756 = -1592976.903282 nChanged 10 SP:Iteration 38Q (527.291952 sec): 3 clusters Score: Raw -1596075.448691 + Penalty 3096.029756 = -1592979.418935 nChanged 11 SP:Iteration 39Q (527.353795 sec): 3 clusters Score: Raw -1596078.667882 + Penalty 3096.029756 = -1592982.638126 nChanged 9 SP:Iteration 40F (527.421923 sec): 3 clusters Score: Raw -1596080.031607 + Penalty 3096.029756 = -1592984.001851 nChanged 5 SP:Iteration 41Q (527.485685 sec): 3 clusters Score: Raw -1596080.967904 + Penalty 3096.029756 = -1592984.938148 nChanged 2 SP:Iteration 42Q (527.552285 sec): 3 clusters Score: Raw -1596081.610478 + Penalty 3096.029756 = -1592985.580722 nChanged 5 SP:Iteration 43Q (527.615031 sec): 3 clusters Score: Raw -1596082.878436 + Penalty 3096.029756 = -1592986.848680 nChanged 3 SP:Iteration 44Q (527.673527 sec): 3 clusters Score: Raw -1596083.410573 + Penalty 3096.029756 = -1592987.380817 nChanged 3 SP:Iteration 45Q (527.747392 sec): 3 clusters Score: Raw -1596083.899065 + Penalty 3096.029756 = -1592987.869309 nChanged 5 SP:Iteration 46Q (527.793788 sec): 3 clusters Score: Raw -1596084.953029 + Penalty 3096.029756 = -1592988.923273 nChanged 4 SP:Iteration 47Q (527.858401 sec): 3 clusters Score: Raw -1596085.482615 + Penalty 3096.029756 = -1592989.452859 nChanged 4 SP:Iteration 48Q (527.925875 sec): 3 clusters Score: Raw -1596086.299347 + Penalty 3096.029756 = -1592990.269591 nChanged 4 SP:Iteration 49Q (527.984807 sec): 3 clusters Score: Raw -1596087.002675 + Penalty 3096.029756 = -1592990.972919 nChanged 3 SP:Iteration 50Q (528.047544 sec): 3 clusters Score: Raw -1596087.475116 + Penalty 3096.029756 = -1592991.445360 nChanged 1 SP:Iteration 51Q (528.111517 sec): 3 clusters Score: Raw -1596087.596331 + Penalty 3096.029756 = -1592991.566575 nChanged 0 SP:Iteration 52F (528.176007 sec): 3 clusters Score: Raw -1596087.596331 + Penalty 3096.029756 = -1592991.566575 nChanged 0 Trying to split cluster 19 (2846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (528.214583 sec): 2 clusters Score: Raw -318347.973296 + Penalty 1292.471339 = -317055.501957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (528.253338 sec): 3 clusters Score: Raw -317018.864241 + Penalty 2584.942678 = -314433.921563 nChanged 1040 SP:Iteration 1F (528.305260 sec): 3 clusters Score: Raw -317659.770224 + Penalty 2584.942678 = -315074.827546 nChanged 228 SP:Iteration 2F (528.356386 sec): 3 clusters Score: Raw -317818.820117 + Penalty 2584.942678 = -315233.877439 nChanged 149 SP:Iteration 3F (528.408919 sec): 3 clusters Score: Raw -317918.723776 + Penalty 2584.942678 = -315333.781098 nChanged 120 SP:Iteration 4Q (528.453395 sec): 3 clusters Score: Raw -318000.052215 + Penalty 2584.942678 = -315415.109537 nChanged 88 SP:Iteration 5Q (528.505060 sec): 3 clusters Score: Raw -318046.034778 + Penalty 2584.942678 = -315461.092100 nChanged 60 SP:Iteration 6Q (528.558438 sec): 3 clusters Score: Raw -318078.210405 + Penalty 2584.942678 = -315493.267726 nChanged 56 SP:Iteration 7Q (528.604054 sec): 3 clusters Score: Raw -318110.257906 + Penalty 2584.942678 = -315525.315228 nChanged 49 SP:Iteration 8Q (528.659356 sec): 3 clusters Score: Raw -318132.748240 + Penalty 2584.942678 = -315547.805562 nChanged 47 SP:Iteration 9Q (528.713776 sec): 3 clusters Score: Raw -318157.337740 + Penalty 2584.942678 = -315572.395062 nChanged 43 SP:Iteration 10Q (528.760960 sec): 3 clusters Score: Raw -318182.533284 + Penalty 2584.942678 = -315597.590606 nChanged 47 SP:Iteration 11Q (528.818369 sec): 3 clusters Score: Raw -318209.124004 + Penalty 2584.942678 = -315624.181326 nChanged 49 SP:Iteration 12Q (528.867548 sec): 3 clusters Score: Raw -318236.780434 + Penalty 2584.942678 = -315651.837756 nChanged 55 SP:Iteration 13Q (528.918498 sec): 3 clusters Score: Raw -318266.105025 + Penalty 2584.942678 = -315681.162347 nChanged 41 SP:Iteration 14Q (528.971801 sec): 3 clusters Score: Raw -318288.795284 + Penalty 2584.942678 = -315703.852606 nChanged 33 SP:Iteration 15Q (529.007490 sec): 3 clusters Score: Raw -318305.139483 + Penalty 2584.942678 = -315720.196805 nChanged 29 SP:Iteration 16Q (529.055539 sec): 3 clusters Score: Raw -318317.577242 + Penalty 2584.942678 = -315732.634564 nChanged 22 SP:Iteration 17Q (529.113026 sec): 3 clusters Score: Raw -318323.987356 + Penalty 2584.942678 = -315739.044678 nChanged 16 SP:Iteration 18Q (529.169710 sec): 3 clusters Score: Raw -318329.103164 + Penalty 2584.942678 = -315744.160485 nChanged 16 SP:Iteration 19Q (529.223001 sec): 3 clusters Score: Raw -318335.014933 + Penalty 2584.942678 = -315750.072255 nChanged 15 SP:Iteration 20F (529.271455 sec): 3 clusters Score: Raw -318341.920985 + Penalty 2584.942678 = -315756.978307 nChanged 14 SP:Iteration 21Q (529.320852 sec): 3 clusters Score: Raw -318348.072687 + Penalty 2584.942678 = -315763.130008 nChanged 16 SP:Iteration 22Q (529.359571 sec): 3 clusters Score: Raw -318354.267670 + Penalty 2584.942678 = -315769.324992 nChanged 17 SP:Iteration 23Q (529.425215 sec): 3 clusters Score: Raw -318361.810611 + Penalty 2584.942678 = -315776.867933 nChanged 15 SP:Iteration 24Q (529.465778 sec): 3 clusters Score: Raw -318370.124578 + Penalty 2584.942678 = -315785.181900 nChanged 17 SP:Iteration 25Q (529.515748 sec): 3 clusters Score: Raw -318376.935148 + Penalty 2584.942678 = -315791.992470 nChanged 12 SP:Iteration 26Q (529.571919 sec): 3 clusters Score: Raw -318382.223400 + Penalty 2584.942678 = -315797.280722 nChanged 12 SP:Iteration 27Q (529.616831 sec): 3 clusters Score: Raw -318387.076402 + Penalty 2584.942678 = -315802.133724 nChanged 13 SP:Iteration 28Q (529.675505 sec): 3 clusters Score: Raw -318392.780333 + Penalty 2584.942678 = -315807.837655 nChanged 7 SP:Iteration 29Q (529.725494 sec): 3 clusters Score: Raw -318397.052666 + Penalty 2584.942678 = -315812.109988 nChanged 11 SP:Iteration 30Q (529.774881 sec): 3 clusters Score: Raw -318402.020075 + Penalty 2584.942678 = -315817.077397 nChanged 12 SP:Iteration 31Q (529.830300 sec): 3 clusters Score: Raw -318407.211825 + Penalty 2584.942678 = -315822.269147 nChanged 5 SP:Iteration 32Q (529.874282 sec): 3 clusters Score: Raw -318410.072304 + Penalty 2584.942678 = -315825.129626 nChanged 5 SP:Iteration 33Q (529.935334 sec): 3 clusters Score: Raw -318412.441470 + Penalty 2584.942678 = -315827.498792 nChanged 4 SP:Iteration 34Q (529.986302 sec): 3 clusters Score: Raw -318414.314270 + Penalty 2584.942678 = -315829.371592 nChanged 2 SP:Iteration 35Q (530.031613 sec): 3 clusters Score: Raw -318414.998957 + Penalty 2584.942678 = -315830.056279 nChanged 2 SP:Iteration 36Q (530.079153 sec): 3 clusters Score: Raw -318416.193910 + Penalty 2584.942678 = -315831.251232 nChanged 1 SP:Iteration 37Q (530.130122 sec): 3 clusters Score: Raw -318416.630486 + Penalty 2584.942678 = -315831.687808 nChanged 1 SP:Iteration 38Q (530.184907 sec): 3 clusters Score: Raw -318417.409538 + Penalty 2584.942678 = -315832.466859 nChanged 1 SP:Iteration 39Q (530.238202 sec): 3 clusters Score: Raw -318417.654490 + Penalty 2584.942678 = -315832.711812 nChanged 0 SP:Iteration 40F (530.279210 sec): 3 clusters Score: Raw -318417.654490 + Penalty 2584.942678 = -315832.711812 nChanged 0 Iteration 179F (532.719300 sec): 18 clusters Score: Raw -22416818.468231 + Penalty 33719.828128 = -22383098.640103 nChanged 1190 Iteration 180F (535.110402 sec): 18 clusters Score: Raw -22417115.919386 + Penalty 33719.828128 = -22383396.091258 nChanged 594 Iteration 181Q (536.325419 sec): 18 clusters Score: Raw -22417222.550973 + Penalty 33719.828128 = -22383502.722845 nChanged 399 Iteration 182Q (537.582159 sec): 18 clusters Score: Raw -22417280.136463 + Penalty 33719.828128 = -22383560.308335 nChanged 281 Iteration 183Q (538.938984 sec): 18 clusters Score: Raw -22417314.798611 + Penalty 33719.828128 = -22383594.970483 nChanged 212 Iteration 184Q (540.267467 sec): 18 clusters Score: Raw -22417338.282638 + Penalty 33719.828128 = -22383618.454510 nChanged 180 Iteration 185Q (541.564031 sec): 18 clusters Score: Raw -22417358.034347 + Penalty 33719.828128 = -22383638.206219 nChanged 138 Iteration 186Q (542.838500 sec): 18 clusters Score: Raw -22417370.941401 + Penalty 33719.828128 = -22383651.113273 nChanged 107 Iteration 187Q (544.135885 sec): 18 clusters Score: Raw -22417379.097931 + Penalty 33719.828128 = -22383659.269803 nChanged 99 Iteration 188Q (545.491618 sec): 18 clusters Score: Raw -22417385.976768 + Penalty 33719.828128 = -22383666.148640 nChanged 77 Iteration 189Q (546.857430 sec): 18 clusters Score: Raw -22417391.001736 + Penalty 33719.828128 = -22383671.173608 nChanged 77 Iteration 190Q (548.100367 sec): 18 clusters Score: Raw -22417396.010937 + Penalty 33719.828128 = -22383676.182809 nChanged 65 Iteration 191Q (549.360419 sec): 18 clusters Score: Raw -22417399.974275 + Penalty 33719.828128 = -22383680.146147 nChanged 54 Iteration 192Q (550.639509 sec): 18 clusters Score: Raw -22417403.185852 + Penalty 33719.828128 = -22383683.357724 nChanged 46 Iteration 193Q (551.917494 sec): 18 clusters Score: Raw -22417405.798076 + Penalty 33719.828128 = -22383685.969948 nChanged 31 Iteration 194Q (553.179757 sec): 18 clusters Score: Raw -22417407.871704 + Penalty 33719.828128 = -22383688.043576 nChanged 42 Iteration 195Q (554.404998 sec): 18 clusters Score: Raw -22417410.680505 + Penalty 33719.828128 = -22383690.852377 nChanged 36 Iteration 196Q (555.704457 sec): 18 clusters Score: Raw -22417413.317030 + Penalty 33719.828128 = -22383693.488902 nChanged 37 Iteration 197Q (557.041195 sec): 18 clusters Score: Raw -22417415.743334 + Penalty 33719.828128 = -22383695.915206 nChanged 33 Iteration 198Q (558.259441 sec): 18 clusters Score: Raw -22417417.928692 + Penalty 33719.828128 = -22383698.100564 nChanged 29 Iteration 199Q (559.462263 sec): 18 clusters Score: Raw -22417419.237031 + Penalty 33719.828128 = -22383699.408903 nChanged 19 Iteration 200F (561.861847 sec): 18 clusters Score: Raw -22417419.959840 + Penalty 33719.828128 = -22383700.131712 nChanged 15 Iteration 201Q (563.130780 sec): 18 clusters Score: Raw -22417420.565989 + Penalty 33719.828128 = -22383700.737861 nChanged 14 Iteration 202Q (564.400914 sec): 18 clusters Score: Raw -22417421.222355 + Penalty 33719.828128 = -22383701.394227 nChanged 13 Iteration 203Q (565.585449 sec): 18 clusters Score: Raw -22417421.719588 + Penalty 33719.828128 = -22383701.891460 nChanged 9 Iteration 204Q (566.912872 sec): 18 clusters Score: Raw -22417422.061507 + Penalty 33719.828128 = -22383702.233379 nChanged 4 Iteration 205Q (568.235945 sec): 18 clusters Score: Raw -22417422.213460 + Penalty 33719.828128 = -22383702.385332 nChanged 2 Iteration 206Q (569.506987 sec): 18 clusters Score: Raw -22417422.255651 + Penalty 33719.828128 = -22383702.427523 nChanged 3 Iteration 207Q (570.779701 sec): 18 clusters Score: Raw -22417422.344303 + Penalty 33719.828128 = -22383702.516175 nChanged 5 Iteration 208Q (572.047389 sec): 18 clusters Score: Raw -22417422.549701 + Penalty 33719.828128 = -22383702.721573 nChanged 6 Iteration 209Q (573.389475 sec): 18 clusters Score: Raw -22417422.700944 + Penalty 33719.828128 = -22383702.872816 nChanged 5 Iteration 210Q (574.714685 sec): 18 clusters Score: Raw -22417422.839341 + Penalty 33719.828128 = -22383703.011213 nChanged 3 Iteration 211Q (575.984248 sec): 18 clusters Score: Raw -22417422.957399 + Penalty 33719.828128 = -22383703.129271 nChanged 4 Iteration 212Q (577.273286 sec): 18 clusters Score: Raw -22417423.094685 + Penalty 33719.828128 = -22383703.266557 nChanged 2 Iteration 213Q (578.541335 sec): 18 clusters Score: Raw -22417423.145273 + Penalty 33719.828128 = -22383703.317145 nChanged 2 Iteration 214Q (579.913342 sec): 18 clusters Score: Raw -22417423.188297 + Penalty 33719.828128 = -22383703.360169 nChanged 1 Iteration 215Q (581.273469 sec): 18 clusters Score: Raw -22417423.207995 + Penalty 33719.828128 = -22383703.379867 nChanged 1 Iteration 216Q (582.568015 sec): 18 clusters Score: Raw -22417423.237963 + Penalty 33719.828128 = -22383703.409835 nChanged 1 Iteration 217Q (583.823197 sec): 18 clusters Score: Raw -22417423.305795 + Penalty 33719.828128 = -22383703.477667 nChanged 0 Iteration 218F (586.210647 sec): 18 clusters Score: Raw -22417423.305795 + Penalty 33719.828128 = -22383703.477667 nChanged 0 Compute initial score before splitting: Score: Raw -22417423.305795 + Penalty 33719.828128 = -22383703.477667 Trying to split cluster 1 (3597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (586.278470 sec): 2 clusters Score: Raw -413311.551787 + Penalty 1330.526510 = -411981.025278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (586.319797 sec): 3 clusters Score: Raw -411544.810345 + Penalty 2661.053019 = -408883.757326 nChanged 1366 SP:Iteration 1F (586.377348 sec): 3 clusters Score: Raw -412350.700943 + Penalty 2661.053019 = -409689.647924 nChanged 270 SP:Iteration 2F (586.416684 sec): 3 clusters Score: Raw -412515.358903 + Penalty 2661.053019 = -409854.305884 nChanged 208 SP:Iteration 3F (586.462331 sec): 3 clusters Score: Raw -412619.373321 + Penalty 2661.053019 = -409958.320302 nChanged 139 SP:Iteration 4Q (586.523218 sec): 3 clusters Score: Raw -412716.002355 + Penalty 2661.053019 = -410054.949335 nChanged 141 SP:Iteration 5Q (586.560442 sec): 3 clusters Score: Raw -412804.997276 + Penalty 2661.053019 = -410143.944256 nChanged 125 SP:Iteration 6Q (586.606440 sec): 3 clusters Score: Raw -412879.288677 + Penalty 2661.053019 = -410218.235658 nChanged 96 SP:Iteration 7Q (586.665449 sec): 3 clusters Score: Raw -412935.673213 + Penalty 2661.053019 = -410274.620193 nChanged 75 SP:Iteration 8Q (586.704734 sec): 3 clusters Score: Raw -412975.353113 + Penalty 2661.053019 = -410314.300094 nChanged 75 SP:Iteration 9Q (586.761898 sec): 3 clusters Score: Raw -413020.800429 + Penalty 2661.053019 = -410359.747409 nChanged 77 SP:Iteration 10Q (586.817726 sec): 3 clusters Score: Raw -413060.879499 + Penalty 2661.053019 = -410399.826480 nChanged 67 SP:Iteration 11Q (586.865354 sec): 3 clusters Score: Raw -413102.264629 + Penalty 2661.053019 = -410441.211609 nChanged 74 SP:Iteration 12Q (586.902035 sec): 3 clusters Score: Raw -413147.009649 + Penalty 2661.053019 = -410485.956630 nChanged 61 SP:Iteration 13Q (586.960519 sec): 3 clusters Score: Raw -413181.160403 + Penalty 2661.053019 = -410520.107383 nChanged 51 SP:Iteration 14Q (587.005159 sec): 3 clusters Score: Raw -413209.870995 + Penalty 2661.053019 = -410548.817976 nChanged 54 SP:Iteration 15Q (587.054222 sec): 3 clusters Score: Raw -413241.511020 + Penalty 2661.053019 = -410580.458000 nChanged 51 SP:Iteration 16Q (587.103091 sec): 3 clusters Score: Raw -413284.028551 + Penalty 2661.053019 = -410622.975532 nChanged 59 SP:Iteration 17Q (587.151704 sec): 3 clusters Score: Raw -413327.387242 + Penalty 2661.053019 = -410666.334223 nChanged 43 SP:Iteration 18Q (587.203052 sec): 3 clusters Score: Raw -413359.559492 + Penalty 2661.053019 = -410698.506473 nChanged 39 SP:Iteration 19Q (587.252018 sec): 3 clusters Score: Raw -413397.067746 + Penalty 2661.053019 = -410736.014726 nChanged 36 SP:Iteration 20F (587.302363 sec): 3 clusters Score: Raw -413423.535131 + Penalty 2661.053019 = -410762.482111 nChanged 30 SP:Iteration 21Q (587.362724 sec): 3 clusters Score: Raw -413448.870662 + Penalty 2661.053019 = -410787.817643 nChanged 28 SP:Iteration 22Q (587.416094 sec): 3 clusters Score: Raw -413466.719701 + Penalty 2661.053019 = -410805.666682 nChanged 17 SP:Iteration 23Q (587.455832 sec): 3 clusters Score: Raw -413475.147497 + Penalty 2661.053019 = -410814.094478 nChanged 10 SP:Iteration 24Q (587.517883 sec): 3 clusters Score: Raw -413479.550703 + Penalty 2661.053019 = -410818.497683 nChanged 9 SP:Iteration 25Q (587.572214 sec): 3 clusters Score: Raw -413484.833315 + Penalty 2661.053019 = -410823.780295 nChanged 12 SP:Iteration 26Q (587.625144 sec): 3 clusters Score: Raw -413491.502328 + Penalty 2661.053019 = -410830.449309 nChanged 15 SP:Iteration 27Q (587.663111 sec): 3 clusters Score: Raw -413501.593060 + Penalty 2661.053019 = -410840.540041 nChanged 12 SP:Iteration 28Q (587.721533 sec): 3 clusters Score: Raw -413508.600778 + Penalty 2661.053019 = -410847.547759 nChanged 7 SP:Iteration 29Q (587.780970 sec): 3 clusters Score: Raw -413514.263596 + Penalty 2661.053019 = -410853.210577 nChanged 7 SP:Iteration 30Q (587.822800 sec): 3 clusters Score: Raw -413519.274752 + Penalty 2661.053019 = -410858.221732 nChanged 3 SP:Iteration 31Q (587.876924 sec): 3 clusters Score: Raw -413522.164417 + Penalty 2661.053019 = -410861.111398 nChanged 3 SP:Iteration 32Q (587.926389 sec): 3 clusters Score: Raw -413524.581101 + Penalty 2661.053019 = -410863.528082 nChanged 2 SP:Iteration 33Q (587.983261 sec): 3 clusters Score: Raw -413526.193166 + Penalty 2661.053019 = -410865.140147 nChanged 1 SP:Iteration 34Q (588.025299 sec): 3 clusters Score: Raw -413526.571524 + Penalty 2661.053019 = -410865.518505 nChanged 0 SP:Iteration 35F (588.088651 sec): 3 clusters Score: Raw -413526.571524 + Penalty 2661.053019 = -410865.518505 nChanged 0 Trying to split cluster 2 (4321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (588.119867 sec): 2 clusters Score: Raw -477558.051680 + Penalty 1360.326847 = -476197.724833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (588.166246 sec): 3 clusters Score: Raw -475361.013218 + Penalty 2720.653694 = -472640.359524 nChanged 1759 SP:Iteration 1F (588.226462 sec): 3 clusters Score: Raw -476338.961681 + Penalty 2720.653694 = -473618.307987 nChanged 339 SP:Iteration 2F (588.282179 sec): 3 clusters Score: Raw -476556.711679 + Penalty 2720.653694 = -473836.057985 nChanged 266 SP:Iteration 3F (588.333516 sec): 3 clusters Score: Raw -476774.695482 + Penalty 2720.653694 = -474054.041788 nChanged 264 SP:Iteration 4F (588.387167 sec): 3 clusters Score: Raw -477096.790929 + Penalty 2720.653694 = -474376.137235 nChanged 323 SP:Iteration 5F (588.434011 sec): 3 clusters Score: Raw -477537.221393 + Penalty 2720.653694 = -474816.567698 nChanged 312 SP:Iteration 6F (588.495337 sec): 3 clusters Score: Raw -477904.949250 + Penalty 2720.653694 = -475184.295556 nChanged 270 SP:Iteration 7F (588.548942 sec): 3 clusters Score: Raw -478177.220889 + Penalty 2720.653694 = -475456.567195 nChanged 190 SP:Iteration 8Q (588.599943 sec): 3 clusters Score: Raw -478339.862874 + Penalty 2720.653694 = -475619.209179 nChanged 131 SP:Iteration 9Q (588.645982 sec): 3 clusters Score: Raw -478429.781453 + Penalty 2720.653694 = -475709.127759 nChanged 90 SP:Iteration 10Q (588.712593 sec): 3 clusters Score: Raw -478478.890129 + Penalty 2720.653694 = -475758.236435 nChanged 58 SP:Iteration 11Q (588.763373 sec): 3 clusters Score: Raw -478499.178662 + Penalty 2720.653694 = -475778.524968 nChanged 40 SP:Iteration 12Q (588.815054 sec): 3 clusters Score: Raw -478514.754045 + Penalty 2720.653694 = -475794.100351 nChanged 37 SP:Iteration 13Q (588.863618 sec): 3 clusters Score: Raw -478532.374131 + Penalty 2720.653694 = -475811.720436 nChanged 33 SP:Iteration 14Q (588.913015 sec): 3 clusters Score: Raw -478546.175042 + Penalty 2720.653694 = -475825.521348 nChanged 22 SP:Iteration 15Q (588.967643 sec): 3 clusters Score: Raw -478553.650719 + Penalty 2720.653694 = -475832.997024 nChanged 20 SP:Iteration 16Q (589.022122 sec): 3 clusters Score: Raw -478558.916637 + Penalty 2720.653694 = -475838.262943 nChanged 9 SP:Iteration 17Q (589.068513 sec): 3 clusters Score: Raw -478560.900023 + Penalty 2720.653694 = -475840.246329 nChanged 6 SP:Iteration 18Q (589.121612 sec): 3 clusters Score: Raw -478562.763472 + Penalty 2720.653694 = -475842.109778 nChanged 3 SP:Iteration 19Q (589.169883 sec): 3 clusters Score: Raw -478563.450876 + Penalty 2720.653694 = -475842.797182 nChanged 4 SP:Iteration 20F (589.222165 sec): 3 clusters Score: Raw -478564.779841 + Penalty 2720.653694 = -475844.126147 nChanged 3 SP:Iteration 21Q (589.276661 sec): 3 clusters Score: Raw -478565.145601 + Penalty 2720.653694 = -475844.491907 nChanged 3 SP:Iteration 22Q (589.331904 sec): 3 clusters Score: Raw -478565.792681 + Penalty 2720.653694 = -475845.138986 nChanged 1 SP:Iteration 23Q (589.385397 sec): 3 clusters Score: Raw -478565.964196 + Penalty 2720.653694 = -475845.310502 nChanged 0 SP:Iteration 24F (589.439343 sec): 3 clusters Score: Raw -478565.964196 + Penalty 2720.653694 = -475845.310502 nChanged 0 Trying to split cluster 3 (1014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (589.453678 sec): 2 clusters Score: Raw -106007.829244 + Penalty 1124.769455 = -104883.059790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (589.507913 sec): 3 clusters Score: Raw -105730.644693 + Penalty 2249.538910 = -103481.105783 nChanged 317 SP:Iteration 1F (589.553934 sec): 3 clusters Score: Raw -106031.157149 + Penalty 2249.538910 = -103781.618240 nChanged 86 SP:Iteration 2F (589.590250 sec): 3 clusters Score: Raw -106143.447565 + Penalty 2249.538910 = -103893.908655 nChanged 50 SP:Iteration 3Q (589.640107 sec): 3 clusters Score: Raw -106212.261791 + Penalty 2249.538910 = -103962.722881 nChanged 36 SP:Iteration 4Q (589.696360 sec): 3 clusters Score: Raw -106262.945009 + Penalty 2249.538910 = -104013.406100 nChanged 24 SP:Iteration 5Q (589.750376 sec): 3 clusters Score: Raw -106324.126361 + Penalty 2249.538910 = -104074.587451 nChanged 28 SP:Iteration 6Q (589.792773 sec): 3 clusters Score: Raw -106352.387546 + Penalty 2249.538910 = -104102.848636 nChanged 14 SP:Iteration 7Q (589.841680 sec): 3 clusters Score: Raw -106372.635817 + Penalty 2249.538910 = -104123.096907 nChanged 13 SP:Iteration 8Q (589.877409 sec): 3 clusters Score: Raw -106384.960783 + Penalty 2249.538910 = -104135.421874 nChanged 8 SP:Iteration 9Q (589.926036 sec): 3 clusters Score: Raw -106390.403108 + Penalty 2249.538910 = -104140.864199 nChanged 5 SP:Iteration 10Q (589.972101 sec): 3 clusters Score: Raw -106395.709603 + Penalty 2249.538910 = -104146.170693 nChanged 2 SP:Iteration 11Q (590.019877 sec): 3 clusters Score: Raw -106396.428630 + Penalty 2249.538910 = -104146.889720 nChanged 1 SP:Iteration 12Q (590.065074 sec): 3 clusters Score: Raw -106396.603276 + Penalty 2249.538910 = -104147.064366 nChanged 1 SP:Iteration 13Q (590.116435 sec): 3 clusters Score: Raw -106396.972603 + Penalty 2249.538910 = -104147.433693 nChanged 1 SP:Iteration 14Q (590.168257 sec): 3 clusters Score: Raw -106397.429157 + Penalty 2249.538910 = -104147.890248 nChanged 0 SP:Iteration 15F (590.211551 sec): 3 clusters Score: Raw -106397.429157 + Penalty 2249.538910 = -104147.890248 nChanged 0 Trying to split cluster 4 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (590.234201 sec): 2 clusters Score: Raw -58926.700627 + Penalty 1037.867889 = -57888.832737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (590.271623 sec): 3 clusters Score: Raw -58958.484182 + Penalty 2075.735779 = -56882.748403 nChanged 172 SP:Iteration 1F (590.324998 sec): 3 clusters Score: Raw -59462.499900 + Penalty 2075.735779 = -57386.764121 nChanged 92 SP:Iteration 2F (590.364617 sec): 3 clusters Score: Raw -60064.702154 + Penalty 2075.735779 = -57988.966375 nChanged 60 SP:Iteration 3F (590.415169 sec): 3 clusters Score: Raw -60277.582498 + Penalty 2075.735779 = -58201.846719 nChanged 20 SP:Iteration 4Q (590.446716 sec): 3 clusters Score: Raw -60379.436094 + Penalty 2075.735779 = -58303.700315 nChanged 8 SP:Iteration 5Q (590.496037 sec): 3 clusters Score: Raw -60452.072210 + Penalty 2075.735779 = -58376.336431 nChanged 5 SP:Iteration 6Q (590.525567 sec): 3 clusters Score: Raw -60471.197974 + Penalty 2075.735779 = -58395.462195 nChanged 1 SP:Iteration 7Q (590.567384 sec): 3 clusters Score: Raw -60476.703510 + Penalty 2075.735779 = -58400.967732 nChanged 1 SP:Iteration 8Q (590.610934 sec): 3 clusters Score: Raw -60482.854616 + Penalty 2075.735779 = -58407.118838 nChanged 0 SP:Iteration 9F (590.661568 sec): 3 clusters Score: Raw -60482.854616 + Penalty 2075.735779 = -58407.118838 nChanged 0 Score: Raw -22418979.459785 + Penalty 35703.347430 = -22383276.112355 Splitting cluster 4 changes total score from -22383703.477667 to -22383276.112355 So it's not getting split. Trying to split cluster 5 (1446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (593.227143 sec): 2 clusters Score: Raw -178197.315689 + Penalty 1182.440415 = -177014.875273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (593.275706 sec): 3 clusters Score: Raw -177647.676344 + Penalty 2364.880831 = -175282.795513 nChanged 448 SP:Iteration 1F (593.322228 sec): 3 clusters Score: Raw -178010.289805 + Penalty 2364.880831 = -175645.408974 nChanged 123 SP:Iteration 2F (593.366051 sec): 3 clusters Score: Raw -178098.961432 + Penalty 2364.880831 = -175734.080601 nChanged 59 SP:Iteration 3Q (593.409454 sec): 3 clusters Score: Raw -178151.906014 + Penalty 2364.880831 = -175787.025183 nChanged 52 SP:Iteration 4Q (593.448786 sec): 3 clusters Score: Raw -178194.006014 + Penalty 2364.880831 = -175829.125183 nChanged 36 SP:Iteration 5Q (593.502680 sec): 3 clusters Score: Raw -178226.534931 + Penalty 2364.880831 = -175861.654100 nChanged 30 SP:Iteration 6Q (593.551997 sec): 3 clusters Score: Raw -178252.553865 + Penalty 2364.880831 = -175887.673034 nChanged 23 SP:Iteration 7Q (593.604173 sec): 3 clusters Score: Raw -178267.102420 + Penalty 2364.880831 = -175902.221589 nChanged 21 SP:Iteration 8Q (593.641548 sec): 3 clusters Score: Raw -178281.025662 + Penalty 2364.880831 = -175916.144831 nChanged 14 SP:Iteration 9Q (593.695418 sec): 3 clusters Score: Raw -178295.122377 + Penalty 2364.880831 = -175930.241546 nChanged 12 SP:Iteration 10Q (593.745725 sec): 3 clusters Score: Raw -178308.141470 + Penalty 2364.880831 = -175943.260639 nChanged 7 SP:Iteration 11Q (593.798159 sec): 3 clusters Score: Raw -178312.533614 + Penalty 2364.880831 = -175947.652783 nChanged 10 SP:Iteration 12Q (593.849538 sec): 3 clusters Score: Raw -178319.027483 + Penalty 2364.880831 = -175954.146652 nChanged 8 SP:Iteration 13Q (593.895056 sec): 3 clusters Score: Raw -178325.522446 + Penalty 2364.880831 = -175960.641616 nChanged 3 SP:Iteration 14Q (593.941649 sec): 3 clusters Score: Raw -178327.030141 + Penalty 2364.880831 = -175962.149310 nChanged 1 SP:Iteration 15Q (593.985227 sec): 3 clusters Score: Raw -178327.640478 + Penalty 2364.880831 = -175962.759647 nChanged 3 SP:Iteration 16Q (594.033987 sec): 3 clusters Score: Raw -178329.116790 + Penalty 2364.880831 = -175964.235959 nChanged 2 SP:Iteration 17Q (594.083652 sec): 3 clusters Score: Raw -178329.662326 + Penalty 2364.880831 = -175964.781495 nChanged 1 SP:Iteration 18Q (594.133562 sec): 3 clusters Score: Raw -178330.307948 + Penalty 2364.880831 = -175965.427118 nChanged 3 SP:Iteration 19Q (594.185661 sec): 3 clusters Score: Raw -178331.774840 + Penalty 2364.880831 = -175966.894009 nChanged 3 SP:Iteration 20F (594.232718 sec): 3 clusters Score: Raw -178333.684502 + Penalty 2364.880831 = -175968.803671 nChanged 4 SP:Iteration 21Q (594.278214 sec): 3 clusters Score: Raw -178335.729681 + Penalty 2364.880831 = -175970.848850 nChanged 2 SP:Iteration 22Q (594.323465 sec): 3 clusters Score: Raw -178336.984065 + Penalty 2364.880831 = -175972.103234 nChanged 3 SP:Iteration 23Q (594.368276 sec): 3 clusters Score: Raw -178338.139820 + Penalty 2364.880831 = -175973.258989 nChanged 2 SP:Iteration 24Q (594.418188 sec): 3 clusters Score: Raw -178339.352385 + Penalty 2364.880831 = -175974.471554 nChanged 1 SP:Iteration 25Q (594.465636 sec): 3 clusters Score: Raw -178339.965181 + Penalty 2364.880831 = -175975.084350 nChanged 1 SP:Iteration 26Q (594.513664 sec): 3 clusters Score: Raw -178340.280230 + Penalty 2364.880831 = -175975.399399 nChanged 1 SP:Iteration 27Q (594.564267 sec): 3 clusters Score: Raw -178341.206743 + Penalty 2364.880831 = -175976.325912 nChanged 1 SP:Iteration 28Q (594.610420 sec): 3 clusters Score: Raw -178342.204623 + Penalty 2364.880831 = -175977.323792 nChanged 3 SP:Iteration 29Q (594.645346 sec): 3 clusters Score: Raw -178343.399971 + Penalty 2364.880831 = -175978.519140 nChanged 1 SP:Iteration 30Q (594.694473 sec): 3 clusters Score: Raw -178343.679263 + Penalty 2364.880831 = -175978.798432 nChanged 0 SP:Iteration 31F (594.740967 sec): 3 clusters Score: Raw -178343.679263 + Penalty 2364.880831 = -175978.798432 nChanged 0 Trying to split cluster 6 (37974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (594.825365 sec): 2 clusters Score: Raw -4406964.343246 + Penalty 1713.506762 = -4405250.836484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (594.932157 sec): 3 clusters Score: Raw -4383204.171947 + Penalty 3427.013523 = -4379777.158424 nChanged 17698 SP:Iteration 1F (595.035299 sec): 3 clusters Score: Raw -4393388.748595 + Penalty 3427.013523 = -4389961.735072 nChanged 1886 SP:Iteration 2Q (595.151354 sec): 3 clusters Score: Raw -4394157.564302 + Penalty 3427.013523 = -4390730.550779 nChanged 1951 SP:Iteration 3F (595.253902 sec): 3 clusters Score: Raw -4395076.054333 + Penalty 3427.013523 = -4391649.040810 nChanged 2045 SP:Iteration 4F (595.365360 sec): 3 clusters Score: Raw -4396261.788681 + Penalty 3427.013523 = -4392834.775158 nChanged 2291 SP:Iteration 5F (595.470417 sec): 3 clusters Score: Raw -4397835.215332 + Penalty 3427.013523 = -4394408.201809 nChanged 2480 SP:Iteration 6F (595.584484 sec): 3 clusters Score: Raw -4399861.931155 + Penalty 3427.013523 = -4396434.917632 nChanged 2556 SP:Iteration 7F (595.688631 sec): 3 clusters Score: Raw -4401997.586645 + Penalty 3427.013523 = -4398570.573122 nChanged 2310 SP:Iteration 8F (595.801524 sec): 3 clusters Score: Raw -4403705.451069 + Penalty 3427.013523 = -4400278.437546 nChanged 1738 SP:Iteration 9Q (595.913276 sec): 3 clusters Score: Raw -4404673.649946 + Penalty 3427.013523 = -4401246.636423 nChanged 1182 SP:Iteration 10Q (596.013229 sec): 3 clusters Score: Raw -4405220.758350 + Penalty 3427.013523 = -4401793.744827 nChanged 858 SP:Iteration 11Q (596.122902 sec): 3 clusters Score: Raw -4405617.106662 + Penalty 3427.013523 = -4402190.093139 nChanged 753 SP:Iteration 12Q (596.230228 sec): 3 clusters Score: Raw -4405918.251662 + Penalty 3427.013523 = -4402491.238139 nChanged 629 SP:Iteration 13Q (596.340660 sec): 3 clusters Score: Raw -4406165.326883 + Penalty 3427.013523 = -4402738.313360 nChanged 553 SP:Iteration 14Q (596.443237 sec): 3 clusters Score: Raw -4406354.479181 + Penalty 3427.013523 = -4402927.465658 nChanged 497 SP:Iteration 15Q (596.547697 sec): 3 clusters Score: Raw -4406511.933093 + Penalty 3427.013523 = -4403084.919570 nChanged 432 SP:Iteration 16Q (596.666499 sec): 3 clusters Score: Raw -4406634.608039 + Penalty 3427.013523 = -4403207.594516 nChanged 383 SP:Iteration 17Q (596.763329 sec): 3 clusters Score: Raw -4406735.246291 + Penalty 3427.013523 = -4403308.232768 nChanged 348 SP:Iteration 18Q (596.876530 sec): 3 clusters Score: Raw -4406817.509074 + Penalty 3427.013523 = -4403390.495551 nChanged 312 SP:Iteration 19Q (596.981524 sec): 3 clusters Score: Raw -4406884.534272 + Penalty 3427.013523 = -4403457.520749 nChanged 306 SP:Iteration 20F (597.085107 sec): 3 clusters Score: Raw -4406948.977559 + Penalty 3427.013523 = -4403521.964036 nChanged 304 SP:Iteration 21Q (597.183002 sec): 3 clusters Score: Raw -4407007.709621 + Penalty 3427.013523 = -4403580.696098 nChanged 282 SP:Iteration 22Q (597.296045 sec): 3 clusters Score: Raw -4407056.119709 + Penalty 3427.013523 = -4403629.106186 nChanged 254 SP:Iteration 23Q (597.393699 sec): 3 clusters Score: Raw -4407098.273355 + Penalty 3427.013523 = -4403671.259832 nChanged 251 SP:Iteration 24Q (597.495645 sec): 3 clusters Score: Raw -4407142.347288 + Penalty 3427.013523 = -4403715.333765 nChanged 254 SP:Iteration 25Q (597.597191 sec): 3 clusters Score: Raw -4407188.591700 + Penalty 3427.013523 = -4403761.578177 nChanged 255 SP:Iteration 26Q (597.706702 sec): 3 clusters Score: Raw -4407234.249894 + Penalty 3427.013523 = -4403807.236371 nChanged 241 SP:Iteration 27Q (597.796480 sec): 3 clusters Score: Raw -4407273.877609 + Penalty 3427.013523 = -4403846.864086 nChanged 228 SP:Iteration 28Q (597.900432 sec): 3 clusters Score: Raw -4407312.652433 + Penalty 3427.013523 = -4403885.638910 nChanged 231 SP:Iteration 29Q (598.000669 sec): 3 clusters Score: Raw -4407349.863772 + Penalty 3427.013523 = -4403922.850249 nChanged 216 SP:Iteration 30Q (598.111521 sec): 3 clusters Score: Raw -4407384.620369 + Penalty 3427.013523 = -4403957.606846 nChanged 209 SP:Iteration 31Q (598.210227 sec): 3 clusters Score: Raw -4407415.603220 + Penalty 3427.013523 = -4403988.589697 nChanged 196 SP:Iteration 32Q (598.302495 sec): 3 clusters Score: Raw -4407444.545795 + Penalty 3427.013523 = -4404017.532272 nChanged 182 SP:Iteration 33Q (598.401992 sec): 3 clusters Score: Raw -4407469.038796 + Penalty 3427.013523 = -4404042.025273 nChanged 167 SP:Iteration 34Q (598.512491 sec): 3 clusters Score: Raw -4407492.027916 + Penalty 3427.013523 = -4404065.014393 nChanged 164 SP:Iteration 35Q (598.618447 sec): 3 clusters Score: Raw -4407513.034139 + Penalty 3427.013523 = -4404086.020616 nChanged 143 SP:Iteration 36Q (598.727772 sec): 3 clusters Score: Raw -4407528.945893 + Penalty 3427.013523 = -4404101.932370 nChanged 119 SP:Iteration 37Q (598.826719 sec): 3 clusters Score: Raw -4407541.045021 + Penalty 3427.013523 = -4404114.031498 nChanged 131 SP:Iteration 38Q (598.931495 sec): 3 clusters Score: Raw -4407555.274986 + Penalty 3427.013523 = -4404128.261463 nChanged 122 SP:Iteration 39Q (599.033813 sec): 3 clusters Score: Raw -4407567.587580 + Penalty 3427.013523 = -4404140.574057 nChanged 89 SP:Iteration 40F (599.141268 sec): 3 clusters Score: Raw -4407575.417095 + Penalty 3427.013523 = -4404148.403572 nChanged 76 SP:Iteration 41Q (599.240576 sec): 3 clusters Score: Raw -4407581.490464 + Penalty 3427.013523 = -4404154.476941 nChanged 77 SP:Iteration 42Q (599.351215 sec): 3 clusters Score: Raw -4407589.171678 + Penalty 3427.013523 = -4404162.158155 nChanged 80 SP:Iteration 43Q (599.451819 sec): 3 clusters Score: Raw -4407597.766896 + Penalty 3427.013523 = -4404170.753373 nChanged 75 SP:Iteration 44Q (599.560705 sec): 3 clusters Score: Raw -4407604.085544 + Penalty 3427.013523 = -4404177.072021 nChanged 64 SP:Iteration 45Q (599.664300 sec): 3 clusters Score: Raw -4407609.273243 + Penalty 3427.013523 = -4404182.259720 nChanged 64 SP:Iteration 46Q (599.770182 sec): 3 clusters Score: Raw -4407615.611755 + Penalty 3427.013523 = -4404188.598232 nChanged 79 SP:Iteration 47Q (599.876692 sec): 3 clusters Score: Raw -4407623.394585 + Penalty 3427.013523 = -4404196.381062 nChanged 78 SP:Iteration 48Q (599.979034 sec): 3 clusters Score: Raw -4407630.634990 + Penalty 3427.013523 = -4404203.621467 nChanged 65 SP:Iteration 49Q (600.073166 sec): 3 clusters Score: Raw -4407636.544605 + Penalty 3427.013523 = -4404209.531082 nChanged 63 SP:Iteration 50Q (600.182557 sec): 3 clusters Score: Raw -4407642.302479 + Penalty 3427.013523 = -4404215.288956 nChanged 54 SP:Iteration 51Q (600.284360 sec): 3 clusters Score: Raw -4407647.169319 + Penalty 3427.013523 = -4404220.155796 nChanged 56 SP:Iteration 52Q (600.387312 sec): 3 clusters Score: Raw -4407651.869793 + Penalty 3427.013523 = -4404224.856270 nChanged 51 SP:Iteration 53Q (600.484769 sec): 3 clusters Score: Raw -4407656.051774 + Penalty 3427.013523 = -4404229.038251 nChanged 55 SP:Iteration 54Q (600.585317 sec): 3 clusters Score: Raw -4407660.535881 + Penalty 3427.013523 = -4404233.522358 nChanged 54 SP:Iteration 55Q (600.697637 sec): 3 clusters Score: Raw -4407665.484301 + Penalty 3427.013523 = -4404238.470778 nChanged 52 SP:Iteration 56Q (600.793284 sec): 3 clusters Score: Raw -4407669.883405 + Penalty 3427.013523 = -4404242.869882 nChanged 55 SP:Iteration 57Q (600.912388 sec): 3 clusters Score: Raw -4407674.347238 + Penalty 3427.013523 = -4404247.333715 nChanged 43 SP:Iteration 58Q (601.011454 sec): 3 clusters Score: Raw -4407677.684729 + Penalty 3427.013523 = -4404250.671206 nChanged 46 SP:Iteration 59Q (601.110089 sec): 3 clusters Score: Raw -4407681.420492 + Penalty 3427.013523 = -4404254.406969 nChanged 35 SP:Iteration 60F (601.229348 sec): 3 clusters Score: Raw -4407683.785723 + Penalty 3427.013523 = -4404256.772200 nChanged 35 SP:Iteration 61Q (601.324515 sec): 3 clusters Score: Raw -4407686.086408 + Penalty 3427.013523 = -4404259.072885 nChanged 47 SP:Iteration 62Q (601.437339 sec): 3 clusters Score: Raw -4407689.421551 + Penalty 3427.013523 = -4404262.408028 nChanged 37 SP:Iteration 63Q (601.544249 sec): 3 clusters Score: Raw -4407692.401477 + Penalty 3427.013523 = -4404265.387954 nChanged 45 SP:Iteration 64Q (601.645054 sec): 3 clusters Score: Raw -4407695.867987 + Penalty 3427.013523 = -4404268.854464 nChanged 33 SP:Iteration 65Q (601.740666 sec): 3 clusters Score: Raw -4407698.240482 + Penalty 3427.013523 = -4404271.226959 nChanged 25 SP:Iteration 66Q (601.838956 sec): 3 clusters Score: Raw -4407699.572075 + Penalty 3427.013523 = -4404272.558552 nChanged 24 SP:Iteration 67Q (601.944958 sec): 3 clusters Score: Raw -4407701.295554 + Penalty 3427.013523 = -4404274.282031 nChanged 24 SP:Iteration 68Q (602.049016 sec): 3 clusters Score: Raw -4407702.707474 + Penalty 3427.013523 = -4404275.693950 nChanged 23 SP:Iteration 69Q (602.145569 sec): 3 clusters Score: Raw -4407704.235466 + Penalty 3427.013523 = -4404277.221942 nChanged 21 SP:Iteration 70Q (602.257125 sec): 3 clusters Score: Raw -4407705.368476 + Penalty 3427.013523 = -4404278.354953 nChanged 17 SP:Iteration 71Q (602.349165 sec): 3 clusters Score: Raw -4407706.182703 + Penalty 3427.013523 = -4404279.169180 nChanged 12 SP:Iteration 72Q (602.450193 sec): 3 clusters Score: Raw -4407706.916561 + Penalty 3427.013523 = -4404279.903038 nChanged 20 SP:Iteration 73Q (602.559800 sec): 3 clusters Score: Raw -4407708.014676 + Penalty 3427.013523 = -4404281.001153 nChanged 12 SP:Iteration 74Q (602.657272 sec): 3 clusters Score: Raw -4407708.636821 + Penalty 3427.013523 = -4404281.623298 nChanged 13 SP:Iteration 75Q (602.772249 sec): 3 clusters Score: Raw -4407709.406717 + Penalty 3427.013523 = -4404282.393194 nChanged 15 SP:Iteration 76Q (602.877983 sec): 3 clusters Score: Raw -4407710.150091 + Penalty 3427.013523 = -4404283.136568 nChanged 12 SP:Iteration 77Q (602.977724 sec): 3 clusters Score: Raw -4407710.734076 + Penalty 3427.013523 = -4404283.720553 nChanged 9 SP:Iteration 78Q (603.094964 sec): 3 clusters Score: Raw -4407711.161109 + Penalty 3427.013523 = -4404284.147586 nChanged 13 SP:Iteration 79Q (603.197496 sec): 3 clusters Score: Raw -4407711.903507 + Penalty 3427.013523 = -4404284.889984 nChanged 11 SP:Iteration 80F (603.314082 sec): 3 clusters Score: Raw -4407712.362049 + Penalty 3427.013523 = -4404285.348526 nChanged 12 SP:Iteration 81Q (603.420859 sec): 3 clusters Score: Raw -4407713.270387 + Penalty 3427.013523 = -4404286.256864 nChanged 16 SP:Iteration 82Q (603.524115 sec): 3 clusters Score: Raw -4407714.376636 + Penalty 3427.013523 = -4404287.363113 nChanged 16 SP:Iteration 83Q (603.628805 sec): 3 clusters Score: Raw -4407715.143655 + Penalty 3427.013523 = -4404288.130132 nChanged 15 SP:Iteration 84Q (603.729319 sec): 3 clusters Score: Raw -4407715.718524 + Penalty 3427.013523 = -4404288.705001 nChanged 11 SP:Iteration 85Q (603.841436 sec): 3 clusters Score: Raw -4407716.142912 + Penalty 3427.013523 = -4404289.129389 nChanged 7 SP:Iteration 86Q (603.941679 sec): 3 clusters Score: Raw -4407716.422314 + Penalty 3427.013523 = -4404289.408791 nChanged 3 SP:Iteration 87Q (604.048814 sec): 3 clusters Score: Raw -4407716.539658 + Penalty 3427.013523 = -4404289.526135 nChanged 3 SP:Iteration 88Q (604.151265 sec): 3 clusters Score: Raw -4407716.613287 + Penalty 3427.013523 = -4404289.599764 nChanged 0 SP:Iteration 89F (604.258511 sec): 3 clusters Score: Raw -4407716.613287 + Penalty 3427.013523 = -4404289.599764 nChanged 0 Trying to split cluster 7 (21816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (604.317237 sec): 2 clusters Score: Raw -2501897.348745 + Penalty 1623.439825 = -2500273.908920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (604.400039 sec): 3 clusters Score: Raw -2488480.394128 + Penalty 3246.879650 = -2485233.514477 nChanged 9956 SP:Iteration 1F (604.485689 sec): 3 clusters Score: Raw -2494176.893351 + Penalty 3246.879650 = -2490930.013700 nChanged 1203 SP:Iteration 2F (604.561572 sec): 3 clusters Score: Raw -2494687.076952 + Penalty 3246.879650 = -2491440.197301 nChanged 1207 SP:Iteration 3F (604.655313 sec): 3 clusters Score: Raw -2495239.364875 + Penalty 3246.879650 = -2491992.485225 nChanged 1221 SP:Iteration 4F (604.739276 sec): 3 clusters Score: Raw -2495960.334244 + Penalty 3246.879650 = -2492713.454593 nChanged 1342 SP:Iteration 5F (604.826288 sec): 3 clusters Score: Raw -2496835.514742 + Penalty 3246.879650 = -2493588.635091 nChanged 1351 SP:Iteration 6F (604.911501 sec): 3 clusters Score: Raw -2497846.315488 + Penalty 3246.879650 = -2494599.435837 nChanged 1380 SP:Iteration 7F (604.998008 sec): 3 clusters Score: Raw -2498936.649035 + Penalty 3246.879650 = -2495689.769385 nChanged 1200 SP:Iteration 8F (605.081449 sec): 3 clusters Score: Raw -2499817.028985 + Penalty 3246.879650 = -2496570.149334 nChanged 943 SP:Iteration 9Q (605.170574 sec): 3 clusters Score: Raw -2500380.932428 + Penalty 3246.879650 = -2497134.052778 nChanged 667 SP:Iteration 10Q (605.253993 sec): 3 clusters Score: Raw -2500682.165034 + Penalty 3246.879650 = -2497435.285383 nChanged 478 SP:Iteration 11Q (605.340499 sec): 3 clusters Score: Raw -2500872.180849 + Penalty 3246.879650 = -2497625.301198 nChanged 364 SP:Iteration 12Q (605.423399 sec): 3 clusters Score: Raw -2500998.831085 + Penalty 3246.879650 = -2497751.951435 nChanged 271 SP:Iteration 13Q (605.505895 sec): 3 clusters Score: Raw -2501082.974752 + Penalty 3246.879650 = -2497836.095101 nChanged 247 SP:Iteration 14Q (605.589774 sec): 3 clusters Score: Raw -2501155.986567 + Penalty 3246.879650 = -2497909.106916 nChanged 236 SP:Iteration 15Q (605.659304 sec): 3 clusters Score: Raw -2501220.694470 + Penalty 3246.879650 = -2497973.814820 nChanged 201 SP:Iteration 16Q (605.755048 sec): 3 clusters Score: Raw -2501274.131529 + Penalty 3246.879650 = -2498027.251878 nChanged 184 SP:Iteration 17Q (605.841093 sec): 3 clusters Score: Raw -2501317.740912 + Penalty 3246.879650 = -2498070.861261 nChanged 183 SP:Iteration 18Q (605.922223 sec): 3 clusters Score: Raw -2501354.633501 + Penalty 3246.879650 = -2498107.753850 nChanged 152 SP:Iteration 19Q (606.004268 sec): 3 clusters Score: Raw -2501381.384961 + Penalty 3246.879650 = -2498134.505311 nChanged 112 SP:Iteration 20F (606.084292 sec): 3 clusters Score: Raw -2501399.594952 + Penalty 3246.879650 = -2498152.715301 nChanged 105 SP:Iteration 21Q (606.161275 sec): 3 clusters Score: Raw -2501415.347906 + Penalty 3246.879650 = -2498168.468255 nChanged 89 SP:Iteration 22Q (606.251699 sec): 3 clusters Score: Raw -2501427.914193 + Penalty 3246.879650 = -2498181.034543 nChanged 89 SP:Iteration 23Q (606.334463 sec): 3 clusters Score: Raw -2501440.331040 + Penalty 3246.879650 = -2498193.451390 nChanged 80 SP:Iteration 24Q (606.415743 sec): 3 clusters Score: Raw -2501449.605303 + Penalty 3246.879650 = -2498202.725652 nChanged 73 SP:Iteration 25Q (606.501257 sec): 3 clusters Score: Raw -2501458.840284 + Penalty 3246.879650 = -2498211.960634 nChanged 68 SP:Iteration 26Q (606.577911 sec): 3 clusters Score: Raw -2501466.099881 + Penalty 3246.879650 = -2498219.220230 nChanged 55 SP:Iteration 27Q (606.659881 sec): 3 clusters Score: Raw -2501472.525861 + Penalty 3246.879650 = -2498225.646210 nChanged 54 SP:Iteration 28Q (606.742699 sec): 3 clusters Score: Raw -2501478.876791 + Penalty 3246.879650 = -2498231.997140 nChanged 56 SP:Iteration 29Q (606.823779 sec): 3 clusters Score: Raw -2501486.562083 + Penalty 3246.879650 = -2498239.682433 nChanged 55 SP:Iteration 30Q (606.897060 sec): 3 clusters Score: Raw -2501493.921350 + Penalty 3246.879650 = -2498247.041700 nChanged 49 SP:Iteration 31Q (606.986556 sec): 3 clusters Score: Raw -2501499.233723 + Penalty 3246.879650 = -2498252.354072 nChanged 54 SP:Iteration 32Q (607.060817 sec): 3 clusters Score: Raw -2501504.517082 + Penalty 3246.879650 = -2498257.637432 nChanged 47 SP:Iteration 33Q (607.149850 sec): 3 clusters Score: Raw -2501509.681822 + Penalty 3246.879650 = -2498262.802172 nChanged 43 SP:Iteration 34Q (607.231464 sec): 3 clusters Score: Raw -2501514.462480 + Penalty 3246.879650 = -2498267.582830 nChanged 55 SP:Iteration 35Q (607.313317 sec): 3 clusters Score: Raw -2501519.568920 + Penalty 3246.879650 = -2498272.689270 nChanged 47 SP:Iteration 36Q (607.392118 sec): 3 clusters Score: Raw -2501524.666822 + Penalty 3246.879650 = -2498277.787172 nChanged 46 SP:Iteration 37Q (607.474427 sec): 3 clusters Score: Raw -2501529.315837 + Penalty 3246.879650 = -2498282.436186 nChanged 44 SP:Iteration 38Q (607.562292 sec): 3 clusters Score: Raw -2501533.359675 + Penalty 3246.879650 = -2498286.480024 nChanged 44 SP:Iteration 39Q (607.642824 sec): 3 clusters Score: Raw -2501537.575180 + Penalty 3246.879650 = -2498290.695529 nChanged 33 SP:Iteration 40F (607.723278 sec): 3 clusters Score: Raw -2501540.372660 + Penalty 3246.879650 = -2498293.493010 nChanged 21 SP:Iteration 41Q (607.792386 sec): 3 clusters Score: Raw -2501541.485714 + Penalty 3246.879650 = -2498294.606064 nChanged 15 SP:Iteration 42Q (607.887780 sec): 3 clusters Score: Raw -2501542.436611 + Penalty 3246.879650 = -2498295.556961 nChanged 14 SP:Iteration 43Q (607.972536 sec): 3 clusters Score: Raw -2501543.380596 + Penalty 3246.879650 = -2498296.500946 nChanged 13 SP:Iteration 44Q (608.052959 sec): 3 clusters Score: Raw -2501544.157626 + Penalty 3246.879650 = -2498297.277976 nChanged 16 SP:Iteration 45Q (608.134486 sec): 3 clusters Score: Raw -2501545.129461 + Penalty 3246.879650 = -2498298.249810 nChanged 14 SP:Iteration 46Q (608.218270 sec): 3 clusters Score: Raw -2501545.835029 + Penalty 3246.879650 = -2498298.955378 nChanged 7 SP:Iteration 47Q (608.303352 sec): 3 clusters Score: Raw -2501546.297048 + Penalty 3246.879650 = -2498299.417397 nChanged 6 SP:Iteration 48Q (608.379411 sec): 3 clusters Score: Raw -2501546.664481 + Penalty 3246.879650 = -2498299.784830 nChanged 8 SP:Iteration 49Q (608.463325 sec): 3 clusters Score: Raw -2501547.193794 + Penalty 3246.879650 = -2498300.314144 nChanged 10 SP:Iteration 50Q (608.539753 sec): 3 clusters Score: Raw -2501548.207454 + Penalty 3246.879650 = -2498301.327804 nChanged 16 SP:Iteration 51Q (608.634816 sec): 3 clusters Score: Raw -2501549.657517 + Penalty 3246.879650 = -2498302.777866 nChanged 18 SP:Iteration 52Q (608.719118 sec): 3 clusters Score: Raw -2501550.744841 + Penalty 3246.879650 = -2498303.865191 nChanged 13 SP:Iteration 53Q (608.792768 sec): 3 clusters Score: Raw -2501551.600510 + Penalty 3246.879650 = -2498304.720859 nChanged 12 SP:Iteration 54Q (608.864011 sec): 3 clusters Score: Raw -2501552.366498 + Penalty 3246.879650 = -2498305.486847 nChanged 15 SP:Iteration 55Q (608.948388 sec): 3 clusters Score: Raw -2501553.130525 + Penalty 3246.879650 = -2498306.250875 nChanged 12 SP:Iteration 56Q (609.025477 sec): 3 clusters Score: Raw -2501553.621784 + Penalty 3246.879650 = -2498306.742134 nChanged 4 SP:Iteration 57Q (609.099172 sec): 3 clusters Score: Raw -2501553.780534 + Penalty 3246.879650 = -2498306.900883 nChanged 5 SP:Iteration 58Q (609.192238 sec): 3 clusters Score: Raw -2501554.070030 + Penalty 3246.879650 = -2498307.190379 nChanged 5 SP:Iteration 59Q (609.270500 sec): 3 clusters Score: Raw -2501554.232600 + Penalty 3246.879650 = -2498307.352950 nChanged 5 SP:Iteration 60F (609.341458 sec): 3 clusters Score: Raw -2501554.455540 + Penalty 3246.879650 = -2498307.575890 nChanged 2 SP:Iteration 61Q (609.431426 sec): 3 clusters Score: Raw -2501554.532973 + Penalty 3246.879650 = -2498307.653322 nChanged 0 SP:Iteration 62F (609.499431 sec): 3 clusters Score: Raw -2501554.532973 + Penalty 3246.879650 = -2498307.653322 nChanged 0 Trying to split cluster 8 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (609.523963 sec): 2 clusters Score: Raw -155777.284087 + Penalty 1160.837860 = -154616.446226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (609.577774 sec): 3 clusters Score: Raw -155321.567897 + Penalty 2321.675721 = -152999.892176 nChanged 420 SP:Iteration 1F (609.617911 sec): 3 clusters Score: Raw -155635.123095 + Penalty 2321.675721 = -153313.447374 nChanged 100 SP:Iteration 2F (609.668904 sec): 3 clusters Score: Raw -155745.658160 + Penalty 2321.675721 = -153423.982439 nChanged 65 SP:Iteration 3F (609.711262 sec): 3 clusters Score: Raw -155820.791652 + Penalty 2321.675721 = -153499.115931 nChanged 56 SP:Iteration 4Q (609.755418 sec): 3 clusters Score: Raw -155894.467732 + Penalty 2321.675721 = -153572.792011 nChanged 58 SP:Iteration 5Q (609.803748 sec): 3 clusters Score: Raw -155996.751808 + Penalty 2321.675721 = -153675.076087 nChanged 57 SP:Iteration 6Q (609.853300 sec): 3 clusters Score: Raw -156073.605265 + Penalty 2321.675721 = -153751.929545 nChanged 58 SP:Iteration 7Q (609.889737 sec): 3 clusters Score: Raw -156174.141899 + Penalty 2321.675721 = -153852.466178 nChanged 53 SP:Iteration 8Q (609.945793 sec): 3 clusters Score: Raw -156241.605379 + Penalty 2321.675721 = -153919.929658 nChanged 35 SP:Iteration 9Q (609.985421 sec): 3 clusters Score: Raw -156293.769781 + Penalty 2321.675721 = -153972.094060 nChanged 30 SP:Iteration 10Q (610.036433 sec): 3 clusters Score: Raw -156345.956133 + Penalty 2321.675721 = -154024.280412 nChanged 24 SP:Iteration 11Q (610.086997 sec): 3 clusters Score: Raw -156376.303915 + Penalty 2321.675721 = -154054.628194 nChanged 29 SP:Iteration 12Q (610.124394 sec): 3 clusters Score: Raw -156414.457043 + Penalty 2321.675721 = -154092.781322 nChanged 21 SP:Iteration 13Q (610.171634 sec): 3 clusters Score: Raw -156438.268375 + Penalty 2321.675721 = -154116.592655 nChanged 12 SP:Iteration 14Q (610.222110 sec): 3 clusters Score: Raw -156447.110244 + Penalty 2321.675721 = -154125.434523 nChanged 6 SP:Iteration 15Q (610.270327 sec): 3 clusters Score: Raw -156455.493162 + Penalty 2321.675721 = -154133.817441 nChanged 6 SP:Iteration 16Q (610.318375 sec): 3 clusters Score: Raw -156461.226551 + Penalty 2321.675721 = -154139.550830 nChanged 4 SP:Iteration 17Q (610.352166 sec): 3 clusters Score: Raw -156466.747356 + Penalty 2321.675721 = -154145.071635 nChanged 2 SP:Iteration 18Q (610.402840 sec): 3 clusters Score: Raw -156468.029517 + Penalty 2321.675721 = -154146.353797 nChanged 1 SP:Iteration 19Q (610.448990 sec): 3 clusters Score: Raw -156468.238677 + Penalty 2321.675721 = -154146.562956 nChanged 0 SP:Iteration 20F (610.497379 sec): 3 clusters Score: Raw -156468.238677 + Penalty 2321.675721 = -154146.562956 nChanged 0 Trying to split cluster 9 (17633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (610.547353 sec): 2 clusters Score: Raw -1969695.376561 + Penalty 1588.848207 = -1968106.528354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (610.611269 sec): 3 clusters Score: Raw -1959026.802805 + Penalty 3177.696413 = -1955849.106392 nChanged 7944 SP:Iteration 1F (610.695597 sec): 3 clusters Score: Raw -1963533.436911 + Penalty 3177.696413 = -1960355.740498 nChanged 1018 SP:Iteration 2F (610.762696 sec): 3 clusters Score: Raw -1964014.071675 + Penalty 3177.696413 = -1960836.375262 nChanged 969 SP:Iteration 3F (610.845589 sec): 3 clusters Score: Raw -1964512.829935 + Penalty 3177.696413 = -1961335.133522 nChanged 975 SP:Iteration 4F (610.922205 sec): 3 clusters Score: Raw -1964997.639005 + Penalty 3177.696413 = -1961819.942591 nChanged 907 SP:Iteration 5F (610.995465 sec): 3 clusters Score: Raw -1965466.828556 + Penalty 3177.696413 = -1962289.132143 nChanged 898 SP:Iteration 6F (611.072238 sec): 3 clusters Score: Raw -1965995.877436 + Penalty 3177.696413 = -1962818.181023 nChanged 909 SP:Iteration 7F (611.146587 sec): 3 clusters Score: Raw -1966540.807801 + Penalty 3177.696413 = -1963363.111387 nChanged 906 SP:Iteration 8F (611.223344 sec): 3 clusters Score: Raw -1967110.342075 + Penalty 3177.696413 = -1963932.645662 nChanged 813 SP:Iteration 9Q (611.293834 sec): 3 clusters Score: Raw -1967596.939513 + Penalty 3177.696413 = -1964419.243099 nChanged 672 SP:Iteration 10Q (611.371124 sec): 3 clusters Score: Raw -1967932.673412 + Penalty 3177.696413 = -1964754.976999 nChanged 534 SP:Iteration 11Q (611.439586 sec): 3 clusters Score: Raw -1968159.295053 + Penalty 3177.696413 = -1964981.598640 nChanged 402 SP:Iteration 12Q (611.514793 sec): 3 clusters Score: Raw -1968309.439008 + Penalty 3177.696413 = -1965131.742595 nChanged 327 SP:Iteration 13Q (611.600679 sec): 3 clusters Score: Raw -1968435.172932 + Penalty 3177.696413 = -1965257.476519 nChanged 291 SP:Iteration 14Q (611.676761 sec): 3 clusters Score: Raw -1968529.284007 + Penalty 3177.696413 = -1965351.587594 nChanged 271 SP:Iteration 15Q (611.754319 sec): 3 clusters Score: Raw -1968619.105547 + Penalty 3177.696413 = -1965441.409134 nChanged 260 SP:Iteration 16Q (611.828774 sec): 3 clusters Score: Raw -1968701.948928 + Penalty 3177.696413 = -1965524.252515 nChanged 248 SP:Iteration 17Q (611.906113 sec): 3 clusters Score: Raw -1968778.526708 + Penalty 3177.696413 = -1965600.830295 nChanged 238 SP:Iteration 18Q (611.971682 sec): 3 clusters Score: Raw -1968855.001196 + Penalty 3177.696413 = -1965677.304782 nChanged 238 SP:Iteration 19Q (612.048416 sec): 3 clusters Score: Raw -1968923.051603 + Penalty 3177.696413 = -1965745.355190 nChanged 207 SP:Iteration 20F (612.128622 sec): 3 clusters Score: Raw -1968979.050280 + Penalty 3177.696413 = -1965801.353867 nChanged 191 SP:Iteration 21Q (612.182426 sec): 3 clusters Score: Raw -1969026.995959 + Penalty 3177.696413 = -1965849.299546 nChanged 169 SP:Iteration 22Q (612.253722 sec): 3 clusters Score: Raw -1969068.539497 + Penalty 3177.696413 = -1965890.843084 nChanged 162 SP:Iteration 23Q (612.330644 sec): 3 clusters Score: Raw -1969104.196005 + Penalty 3177.696413 = -1965926.499591 nChanged 155 SP:Iteration 24Q (612.414596 sec): 3 clusters Score: Raw -1969135.971228 + Penalty 3177.696413 = -1965958.274814 nChanged 132 SP:Iteration 25Q (612.484043 sec): 3 clusters Score: Raw -1969162.087637 + Penalty 3177.696413 = -1965984.391224 nChanged 128 SP:Iteration 26Q (612.550195 sec): 3 clusters Score: Raw -1969188.252076 + Penalty 3177.696413 = -1966010.555663 nChanged 128 SP:Iteration 27Q (612.622145 sec): 3 clusters Score: Raw -1969210.359309 + Penalty 3177.696413 = -1966032.662896 nChanged 97 SP:Iteration 28Q (612.707434 sec): 3 clusters Score: Raw -1969226.144540 + Penalty 3177.696413 = -1966048.448127 nChanged 92 SP:Iteration 29Q (612.782184 sec): 3 clusters Score: Raw -1969239.300169 + Penalty 3177.696413 = -1966061.603756 nChanged 78 SP:Iteration 30Q (612.857686 sec): 3 clusters Score: Raw -1969249.583031 + Penalty 3177.696413 = -1966071.886618 nChanged 62 SP:Iteration 31Q (612.927759 sec): 3 clusters Score: Raw -1969256.001567 + Penalty 3177.696413 = -1966078.305153 nChanged 29 SP:Iteration 32Q (613.005017 sec): 3 clusters Score: Raw -1969258.955253 + Penalty 3177.696413 = -1966081.258840 nChanged 27 SP:Iteration 33Q (613.071618 sec): 3 clusters Score: Raw -1969261.957401 + Penalty 3177.696413 = -1966084.260988 nChanged 29 SP:Iteration 34Q (613.152932 sec): 3 clusters Score: Raw -1969264.952235 + Penalty 3177.696413 = -1966087.255822 nChanged 33 SP:Iteration 35Q (613.226588 sec): 3 clusters Score: Raw -1969269.015793 + Penalty 3177.696413 = -1966091.319379 nChanged 44 SP:Iteration 36Q (613.301215 sec): 3 clusters Score: Raw -1969274.096920 + Penalty 3177.696413 = -1966096.400507 nChanged 49 SP:Iteration 37Q (613.369956 sec): 3 clusters Score: Raw -1969278.743915 + Penalty 3177.696413 = -1966101.047502 nChanged 38 SP:Iteration 38Q (613.443115 sec): 3 clusters Score: Raw -1969281.972214 + Penalty 3177.696413 = -1966104.275800 nChanged 26 SP:Iteration 39Q (613.510099 sec): 3 clusters Score: Raw -1969283.895303 + Penalty 3177.696413 = -1966106.198889 nChanged 24 SP:Iteration 40F (613.592550 sec): 3 clusters Score: Raw -1969285.823784 + Penalty 3177.696413 = -1966108.127371 nChanged 19 SP:Iteration 41Q (613.675376 sec): 3 clusters Score: Raw -1969287.422929 + Penalty 3177.696413 = -1966109.726515 nChanged 26 SP:Iteration 42Q (613.751299 sec): 3 clusters Score: Raw -1969289.525579 + Penalty 3177.696413 = -1966111.829166 nChanged 17 SP:Iteration 43Q (613.827487 sec): 3 clusters Score: Raw -1969291.074505 + Penalty 3177.696413 = -1966113.378092 nChanged 22 SP:Iteration 44Q (613.893180 sec): 3 clusters Score: Raw -1969293.261164 + Penalty 3177.696413 = -1966115.564750 nChanged 24 SP:Iteration 45Q (613.970834 sec): 3 clusters Score: Raw -1969295.503750 + Penalty 3177.696413 = -1966117.807337 nChanged 27 SP:Iteration 46Q (614.047651 sec): 3 clusters Score: Raw -1969297.600281 + Penalty 3177.696413 = -1966119.903868 nChanged 22 SP:Iteration 47Q (614.122513 sec): 3 clusters Score: Raw -1969298.969961 + Penalty 3177.696413 = -1966121.273548 nChanged 10 SP:Iteration 48Q (614.198322 sec): 3 clusters Score: Raw -1969299.784130 + Penalty 3177.696413 = -1966122.087717 nChanged 11 SP:Iteration 49Q (614.274779 sec): 3 clusters Score: Raw -1969300.534265 + Penalty 3177.696413 = -1966122.837852 nChanged 9 SP:Iteration 50Q (614.345435 sec): 3 clusters Score: Raw -1969301.048482 + Penalty 3177.696413 = -1966123.352069 nChanged 8 SP:Iteration 51Q (614.419712 sec): 3 clusters Score: Raw -1969301.704179 + Penalty 3177.696413 = -1966124.007765 nChanged 8 SP:Iteration 52Q (614.486619 sec): 3 clusters Score: Raw -1969302.404074 + Penalty 3177.696413 = -1966124.707660 nChanged 11 SP:Iteration 53Q (614.571801 sec): 3 clusters Score: Raw -1969303.125527 + Penalty 3177.696413 = -1966125.429114 nChanged 11 SP:Iteration 54Q (614.634240 sec): 3 clusters Score: Raw -1969304.111579 + Penalty 3177.696413 = -1966126.415165 nChanged 13 SP:Iteration 55Q (614.710818 sec): 3 clusters Score: Raw -1969305.125727 + Penalty 3177.696413 = -1966127.429313 nChanged 17 SP:Iteration 56Q (614.790914 sec): 3 clusters Score: Raw -1969306.366696 + Penalty 3177.696413 = -1966128.670283 nChanged 17 SP:Iteration 57Q (614.868305 sec): 3 clusters Score: Raw -1969307.730977 + Penalty 3177.696413 = -1966130.034563 nChanged 17 SP:Iteration 58Q (614.939312 sec): 3 clusters Score: Raw -1969308.619675 + Penalty 3177.696413 = -1966130.923261 nChanged 7 SP:Iteration 59Q (615.019445 sec): 3 clusters Score: Raw -1969308.884829 + Penalty 3177.696413 = -1966131.188416 nChanged 3 SP:Iteration 60F (615.080902 sec): 3 clusters Score: Raw -1969308.966316 + Penalty 3177.696413 = -1966131.269903 nChanged 2 SP:Iteration 61Q (615.148243 sec): 3 clusters Score: Raw -1969309.056111 + Penalty 3177.696413 = -1966131.359698 nChanged 1 SP:Iteration 62Q (615.224505 sec): 3 clusters Score: Raw -1969309.086762 + Penalty 3177.696413 = -1966131.390349 nChanged 0 SP:Iteration 63F (615.299615 sec): 3 clusters Score: Raw -1969309.086762 + Penalty 3177.696413 = -1966131.390349 nChanged 0 Trying to split cluster 10 (13592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (615.345985 sec): 2 clusters Score: Raw -1584274.122949 + Penalty 1546.550958 = -1582727.571991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (615.400552 sec): 3 clusters Score: Raw -1576374.079873 + Penalty 3093.101916 = -1573280.977957 nChanged 6084 SP:Iteration 1F (615.470136 sec): 3 clusters Score: Raw -1579627.274315 + Penalty 3093.101916 = -1576534.172400 nChanged 760 SP:Iteration 2F (615.531333 sec): 3 clusters Score: Raw -1579926.456507 + Penalty 3093.101916 = -1576833.354591 nChanged 676 SP:Iteration 3Q (615.607607 sec): 3 clusters Score: Raw -1580201.944559 + Penalty 3093.101916 = -1577108.842643 nChanged 616 SP:Iteration 4Q (615.662288 sec): 3 clusters Score: Raw -1580458.302274 + Penalty 3093.101916 = -1577365.200359 nChanged 583 SP:Iteration 5Q (615.728665 sec): 3 clusters Score: Raw -1580752.905098 + Penalty 3093.101916 = -1577659.803182 nChanged 595 SP:Iteration 6Q (615.808685 sec): 3 clusters Score: Raw -1581108.577551 + Penalty 3093.101916 = -1578015.475636 nChanged 642 SP:Iteration 7Q (615.864863 sec): 3 clusters Score: Raw -1581553.125468 + Penalty 3093.101916 = -1578460.023552 nChanged 638 SP:Iteration 8Q (615.931103 sec): 3 clusters Score: Raw -1581977.800409 + Penalty 3093.101916 = -1578884.698493 nChanged 614 SP:Iteration 9Q (616.001895 sec): 3 clusters Score: Raw -1582387.707692 + Penalty 3093.101916 = -1579294.605776 nChanged 596 SP:Iteration 10Q (616.064783 sec): 3 clusters Score: Raw -1582762.809362 + Penalty 3093.101916 = -1579669.707446 nChanged 477 SP:Iteration 11Q (616.131849 sec): 3 clusters Score: Raw -1582995.998929 + Penalty 3093.101916 = -1579902.897013 nChanged 362 SP:Iteration 12Q (616.215949 sec): 3 clusters Score: Raw -1583159.841108 + Penalty 3093.101916 = -1580066.739192 nChanged 292 SP:Iteration 13Q (616.277196 sec): 3 clusters Score: Raw -1583262.645156 + Penalty 3093.101916 = -1580169.543241 nChanged 191 SP:Iteration 14Q (616.345321 sec): 3 clusters Score: Raw -1583322.659919 + Penalty 3093.101916 = -1580229.558004 nChanged 165 SP:Iteration 15Q (616.413834 sec): 3 clusters Score: Raw -1583375.038014 + Penalty 3093.101916 = -1580281.936098 nChanged 148 SP:Iteration 16Q (616.480215 sec): 3 clusters Score: Raw -1583418.653766 + Penalty 3093.101916 = -1580325.551851 nChanged 142 SP:Iteration 17Q (616.546447 sec): 3 clusters Score: Raw -1583461.662895 + Penalty 3093.101916 = -1580368.560980 nChanged 129 SP:Iteration 18Q (616.605704 sec): 3 clusters Score: Raw -1583497.546502 + Penalty 3093.101916 = -1580404.444587 nChanged 114 SP:Iteration 19Q (616.686114 sec): 3 clusters Score: Raw -1583529.536997 + Penalty 3093.101916 = -1580436.435082 nChanged 110 SP:Iteration 20F (616.756661 sec): 3 clusters Score: Raw -1583557.618350 + Penalty 3093.101916 = -1580464.516435 nChanged 117 SP:Iteration 21Q (616.814721 sec): 3 clusters Score: Raw -1583589.030562 + Penalty 3093.101916 = -1580495.928646 nChanged 108 SP:Iteration 22Q (616.889254 sec): 3 clusters Score: Raw -1583622.714510 + Penalty 3093.101916 = -1580529.612595 nChanged 112 SP:Iteration 23Q (616.956489 sec): 3 clusters Score: Raw -1583656.799922 + Penalty 3093.101916 = -1580563.698006 nChanged 98 SP:Iteration 24Q (617.029621 sec): 3 clusters Score: Raw -1583686.207653 + Penalty 3093.101916 = -1580593.105737 nChanged 92 SP:Iteration 25Q (617.099912 sec): 3 clusters Score: Raw -1583710.103915 + Penalty 3093.101916 = -1580617.001999 nChanged 78 SP:Iteration 26Q (617.169126 sec): 3 clusters Score: Raw -1583730.552259 + Penalty 3093.101916 = -1580637.450344 nChanged 83 SP:Iteration 27Q (617.234910 sec): 3 clusters Score: Raw -1583755.340507 + Penalty 3093.101916 = -1580662.238592 nChanged 95 SP:Iteration 28Q (617.298102 sec): 3 clusters Score: Raw -1583784.648931 + Penalty 3093.101916 = -1580691.547015 nChanged 97 SP:Iteration 29Q (617.364365 sec): 3 clusters Score: Raw -1583814.946151 + Penalty 3093.101916 = -1580721.844236 nChanged 93 SP:Iteration 30Q (617.432391 sec): 3 clusters Score: Raw -1583846.477721 + Penalty 3093.101916 = -1580753.375805 nChanged 98 SP:Iteration 31Q (617.490767 sec): 3 clusters Score: Raw -1583879.227072 + Penalty 3093.101916 = -1580786.125156 nChanged 103 SP:Iteration 32Q (617.559150 sec): 3 clusters Score: Raw -1583909.645832 + Penalty 3093.101916 = -1580816.543916 nChanged 89 SP:Iteration 33Q (617.631211 sec): 3 clusters Score: Raw -1583939.530329 + Penalty 3093.101916 = -1580846.428413 nChanged 107 SP:Iteration 34Q (617.698748 sec): 3 clusters Score: Raw -1583975.707975 + Penalty 3093.101916 = -1580882.606060 nChanged 99 SP:Iteration 35Q (617.758509 sec): 3 clusters Score: Raw -1584010.194039 + Penalty 3093.101916 = -1580917.092123 nChanged 82 SP:Iteration 36Q (617.838156 sec): 3 clusters Score: Raw -1584038.187208 + Penalty 3093.101916 = -1580945.085293 nChanged 73 SP:Iteration 37Q (617.900506 sec): 3 clusters Score: Raw -1584065.479353 + Penalty 3093.101916 = -1580972.377437 nChanged 78 SP:Iteration 38Q (617.970144 sec): 3 clusters Score: Raw -1584096.656995 + Penalty 3093.101916 = -1581003.555079 nChanged 76 SP:Iteration 39Q (618.037851 sec): 3 clusters Score: Raw -1584126.482562 + Penalty 3093.101916 = -1581033.380646 nChanged 81 SP:Iteration 40F (618.106547 sec): 3 clusters Score: Raw -1584160.968177 + Penalty 3093.101916 = -1581067.866261 nChanged 76 SP:Iteration 41Q (618.169634 sec): 3 clusters Score: Raw -1584193.755694 + Penalty 3093.101916 = -1581100.653778 nChanged 61 SP:Iteration 42Q (618.241121 sec): 3 clusters Score: Raw -1584221.016169 + Penalty 3093.101916 = -1581127.914254 nChanged 61 SP:Iteration 43Q (618.307137 sec): 3 clusters Score: Raw -1584243.491660 + Penalty 3093.101916 = -1581150.389744 nChanged 51 SP:Iteration 44Q (618.375580 sec): 3 clusters Score: Raw -1584261.127849 + Penalty 3093.101916 = -1581168.025933 nChanged 45 SP:Iteration 45Q (618.432278 sec): 3 clusters Score: Raw -1584275.293965 + Penalty 3093.101916 = -1581182.192049 nChanged 44 SP:Iteration 46Q (618.508403 sec): 3 clusters Score: Raw -1584292.742433 + Penalty 3093.101916 = -1581199.640518 nChanged 55 SP:Iteration 47Q (618.575595 sec): 3 clusters Score: Raw -1584313.817468 + Penalty 3093.101916 = -1581220.715553 nChanged 51 SP:Iteration 48Q (618.642472 sec): 3 clusters Score: Raw -1584334.442345 + Penalty 3093.101916 = -1581241.340430 nChanged 43 SP:Iteration 49Q (618.705864 sec): 3 clusters Score: Raw -1584353.497691 + Penalty 3093.101916 = -1581260.395775 nChanged 43 SP:Iteration 50Q (618.760061 sec): 3 clusters Score: Raw -1584372.497367 + Penalty 3093.101916 = -1581279.395451 nChanged 38 SP:Iteration 51Q (618.839717 sec): 3 clusters Score: Raw -1584387.804462 + Penalty 3093.101916 = -1581294.702546 nChanged 35 SP:Iteration 52Q (618.902710 sec): 3 clusters Score: Raw -1584401.443275 + Penalty 3093.101916 = -1581308.341359 nChanged 30 SP:Iteration 53Q (618.970429 sec): 3 clusters Score: Raw -1584414.873755 + Penalty 3093.101916 = -1581321.771839 nChanged 24 SP:Iteration 54Q (619.033345 sec): 3 clusters Score: Raw -1584424.662663 + Penalty 3093.101916 = -1581331.560747 nChanged 26 SP:Iteration 55Q (619.103484 sec): 3 clusters Score: Raw -1584434.581185 + Penalty 3093.101916 = -1581341.479269 nChanged 24 SP:Iteration 56Q (619.169424 sec): 3 clusters Score: Raw -1584446.197766 + Penalty 3093.101916 = -1581353.095851 nChanged 29 SP:Iteration 57Q (619.226940 sec): 3 clusters Score: Raw -1584462.552232 + Penalty 3093.101916 = -1581369.450316 nChanged 32 SP:Iteration 58Q (619.300108 sec): 3 clusters Score: Raw -1584476.526415 + Penalty 3093.101916 = -1581383.424500 nChanged 15 SP:Iteration 59Q (619.364099 sec): 3 clusters Score: Raw -1584481.380686 + Penalty 3093.101916 = -1581388.278771 nChanged 11 SP:Iteration 60F (619.424747 sec): 3 clusters Score: Raw -1584484.585002 + Penalty 3093.101916 = -1581391.483086 nChanged 5 SP:Iteration 61Q (619.499607 sec): 3 clusters Score: Raw -1584485.894915 + Penalty 3093.101916 = -1581392.792999 nChanged 6 SP:Iteration 62Q (619.567390 sec): 3 clusters Score: Raw -1584488.244849 + Penalty 3093.101916 = -1581395.142933 nChanged 3 SP:Iteration 63Q (619.634726 sec): 3 clusters Score: Raw -1584489.352738 + Penalty 3093.101916 = -1581396.250823 nChanged 4 SP:Iteration 64Q (619.700829 sec): 3 clusters Score: Raw -1584490.620967 + Penalty 3093.101916 = -1581397.519052 nChanged 2 SP:Iteration 65Q (619.766746 sec): 3 clusters Score: Raw -1584492.114235 + Penalty 3093.101916 = -1581399.012320 nChanged 3 SP:Iteration 66Q (619.822777 sec): 3 clusters Score: Raw -1584493.680821 + Penalty 3093.101916 = -1581400.578905 nChanged 5 SP:Iteration 67Q (619.897894 sec): 3 clusters Score: Raw -1584495.761054 + Penalty 3093.101916 = -1581402.659138 nChanged 3 SP:Iteration 68Q (619.965675 sec): 3 clusters Score: Raw -1584496.512471 + Penalty 3093.101916 = -1581403.410556 nChanged 3 SP:Iteration 69Q (620.032866 sec): 3 clusters Score: Raw -1584497.270538 + Penalty 3093.101916 = -1581404.168623 nChanged 1 SP:Iteration 70Q (620.099156 sec): 3 clusters Score: Raw -1584498.048964 + Penalty 3093.101916 = -1581404.947048 nChanged 3 SP:Iteration 71Q (620.161857 sec): 3 clusters Score: Raw -1584499.035619 + Penalty 3093.101916 = -1581405.933704 nChanged 3 SP:Iteration 72Q (620.229344 sec): 3 clusters Score: Raw -1584500.579841 + Penalty 3093.101916 = -1581407.477925 nChanged 4 SP:Iteration 73Q (620.295608 sec): 3 clusters Score: Raw -1584502.094628 + Penalty 3093.101916 = -1581408.992713 nChanged 2 SP:Iteration 74Q (620.362529 sec): 3 clusters Score: Raw -1584502.757690 + Penalty 3093.101916 = -1581409.655774 nChanged 0 SP:Iteration 75F (620.428431 sec): 3 clusters Score: Raw -1584502.757690 + Penalty 3093.101916 = -1581409.655774 nChanged 0 Trying to split cluster 11 (7275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (620.455305 sec): 2 clusters Score: Raw -814352.649339 + Penalty 1444.982352 = -812907.666986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (620.525507 sec): 3 clusters Score: Raw -810390.580001 + Penalty 2889.964705 = -807500.615296 nChanged 3036 SP:Iteration 1F (620.590560 sec): 3 clusters Score: Raw -812025.511883 + Penalty 2889.964705 = -809135.547179 nChanged 441 SP:Iteration 2F (620.654871 sec): 3 clusters Score: Raw -812208.432122 + Penalty 2889.964705 = -809318.467417 nChanged 323 SP:Iteration 3Q (620.705555 sec): 3 clusters Score: Raw -812339.583827 + Penalty 2889.964705 = -809449.619123 nChanged 285 SP:Iteration 4Q (620.762556 sec): 3 clusters Score: Raw -812435.297669 + Penalty 2889.964705 = -809545.332964 nChanged 207 SP:Iteration 5Q (620.837057 sec): 3 clusters Score: Raw -812493.807755 + Penalty 2889.964705 = -809603.843050 nChanged 167 SP:Iteration 6Q (620.899910 sec): 3 clusters Score: Raw -812546.223109 + Penalty 2889.964705 = -809656.258404 nChanged 175 SP:Iteration 7Q (620.951789 sec): 3 clusters Score: Raw -812608.529045 + Penalty 2889.964705 = -809718.564340 nChanged 174 SP:Iteration 8Q (621.013859 sec): 3 clusters Score: Raw -812685.964582 + Penalty 2889.964705 = -809795.999877 nChanged 191 SP:Iteration 9Q (621.082749 sec): 3 clusters Score: Raw -812765.702321 + Penalty 2889.964705 = -809875.737616 nChanged 180 SP:Iteration 10Q (621.146761 sec): 3 clusters Score: Raw -812844.013272 + Penalty 2889.964705 = -809954.048567 nChanged 198 SP:Iteration 11Q (621.197679 sec): 3 clusters Score: Raw -812938.350258 + Penalty 2889.964705 = -810048.385554 nChanged 186 SP:Iteration 12Q (621.259121 sec): 3 clusters Score: Raw -813045.273510 + Penalty 2889.964705 = -810155.308805 nChanged 191 SP:Iteration 13Q (621.321843 sec): 3 clusters Score: Raw -813179.514564 + Penalty 2889.964705 = -810289.549859 nChanged 223 SP:Iteration 14Q (621.391828 sec): 3 clusters Score: Raw -813345.327356 + Penalty 2889.964705 = -810455.362651 nChanged 214 SP:Iteration 15Q (621.443370 sec): 3 clusters Score: Raw -813498.108715 + Penalty 2889.964705 = -810608.144010 nChanged 213 SP:Iteration 16Q (621.490644 sec): 3 clusters Score: Raw -813647.007177 + Penalty 2889.964705 = -810757.042472 nChanged 209 SP:Iteration 17Q (621.556976 sec): 3 clusters Score: Raw -813783.133393 + Penalty 2889.964705 = -810893.168688 nChanged 183 SP:Iteration 18Q (621.613489 sec): 3 clusters Score: Raw -813884.894544 + Penalty 2889.964705 = -810994.929839 nChanged 129 SP:Iteration 19Q (621.679404 sec): 3 clusters Score: Raw -813949.662015 + Penalty 2889.964705 = -811059.697311 nChanged 98 SP:Iteration 20F (621.734380 sec): 3 clusters Score: Raw -814001.932005 + Penalty 2889.964705 = -811111.967300 nChanged 100 SP:Iteration 21Q (621.775606 sec): 3 clusters Score: Raw -814050.752452 + Penalty 2889.964705 = -811160.787747 nChanged 92 SP:Iteration 22Q (621.848795 sec): 3 clusters Score: Raw -814091.093801 + Penalty 2889.964705 = -811201.129096 nChanged 87 SP:Iteration 23Q (621.888939 sec): 3 clusters Score: Raw -814131.129167 + Penalty 2889.964705 = -811241.164462 nChanged 64 SP:Iteration 24Q (621.951407 sec): 3 clusters Score: Raw -814156.560622 + Penalty 2889.964705 = -811266.595917 nChanged 51 SP:Iteration 25Q (622.008481 sec): 3 clusters Score: Raw -814177.329180 + Penalty 2889.964705 = -811287.364475 nChanged 48 SP:Iteration 26Q (622.061553 sec): 3 clusters Score: Raw -814199.627902 + Penalty 2889.964705 = -811309.663197 nChanged 50 SP:Iteration 27Q (622.120511 sec): 3 clusters Score: Raw -814223.473996 + Penalty 2889.964705 = -811333.509291 nChanged 38 SP:Iteration 28Q (622.178213 sec): 3 clusters Score: Raw -814240.514622 + Penalty 2889.964705 = -811350.549917 nChanged 39 SP:Iteration 29Q (622.230894 sec): 3 clusters Score: Raw -814255.173910 + Penalty 2889.964705 = -811365.209205 nChanged 31 SP:Iteration 30Q (622.300919 sec): 3 clusters Score: Raw -814268.490806 + Penalty 2889.964705 = -811378.526101 nChanged 31 SP:Iteration 31Q (622.361257 sec): 3 clusters Score: Raw -814282.156846 + Penalty 2889.964705 = -811392.192141 nChanged 36 SP:Iteration 32Q (622.409627 sec): 3 clusters Score: Raw -814298.973379 + Penalty 2889.964705 = -811409.008674 nChanged 36 SP:Iteration 33Q (622.470158 sec): 3 clusters Score: Raw -814316.397058 + Penalty 2889.964705 = -811426.432353 nChanged 35 SP:Iteration 34Q (622.539211 sec): 3 clusters Score: Raw -814334.516492 + Penalty 2889.964705 = -811444.551787 nChanged 30 SP:Iteration 35Q (622.596491 sec): 3 clusters Score: Raw -814348.792602 + Penalty 2889.964705 = -811458.827897 nChanged 22 SP:Iteration 36Q (622.652958 sec): 3 clusters Score: Raw -814358.736397 + Penalty 2889.964705 = -811468.771692 nChanged 22 SP:Iteration 37Q (622.715803 sec): 3 clusters Score: Raw -814368.108274 + Penalty 2889.964705 = -811478.143569 nChanged 29 SP:Iteration 38Q (622.773961 sec): 3 clusters Score: Raw -814380.900784 + Penalty 2889.964705 = -811490.936079 nChanged 29 SP:Iteration 39Q (622.821814 sec): 3 clusters Score: Raw -814396.961984 + Penalty 2889.964705 = -811506.997279 nChanged 24 SP:Iteration 40F (622.886190 sec): 3 clusters Score: Raw -814410.265874 + Penalty 2889.964705 = -811520.301169 nChanged 22 SP:Iteration 41Q (622.931019 sec): 3 clusters Score: Raw -814422.831779 + Penalty 2889.964705 = -811532.867074 nChanged 23 SP:Iteration 42Q (622.983074 sec): 3 clusters Score: Raw -814436.675586 + Penalty 2889.964705 = -811546.710881 nChanged 20 SP:Iteration 43Q (623.045420 sec): 3 clusters Score: Raw -814447.403312 + Penalty 2889.964705 = -811557.438607 nChanged 13 SP:Iteration 44Q (623.093029 sec): 3 clusters Score: Raw -814454.157174 + Penalty 2889.964705 = -811564.192469 nChanged 17 SP:Iteration 45Q (623.162259 sec): 3 clusters Score: Raw -814463.068136 + Penalty 2889.964705 = -811573.103432 nChanged 11 SP:Iteration 46Q (623.219505 sec): 3 clusters Score: Raw -814468.344647 + Penalty 2889.964705 = -811578.379942 nChanged 12 SP:Iteration 47Q (623.272900 sec): 3 clusters Score: Raw -814475.790980 + Penalty 2889.964705 = -811585.826275 nChanged 10 SP:Iteration 48Q (623.319167 sec): 3 clusters Score: Raw -814482.528736 + Penalty 2889.964705 = -811592.564031 nChanged 14 SP:Iteration 49Q (623.383103 sec): 3 clusters Score: Raw -814487.367748 + Penalty 2889.964705 = -811597.403043 nChanged 5 SP:Iteration 50Q (623.441113 sec): 3 clusters Score: Raw -814489.521419 + Penalty 2889.964705 = -811599.556715 nChanged 5 SP:Iteration 51Q (623.504350 sec): 3 clusters Score: Raw -814492.591029 + Penalty 2889.964705 = -811602.626325 nChanged 3 SP:Iteration 52Q (623.563761 sec): 3 clusters Score: Raw -814494.093417 + Penalty 2889.964705 = -811604.128712 nChanged 4 SP:Iteration 53Q (623.622823 sec): 3 clusters Score: Raw -814495.580006 + Penalty 2889.964705 = -811605.615301 nChanged 5 SP:Iteration 54Q (623.669310 sec): 3 clusters Score: Raw -814498.514917 + Penalty 2889.964705 = -811608.550212 nChanged 4 SP:Iteration 55Q (623.737844 sec): 3 clusters Score: Raw -814500.510237 + Penalty 2889.964705 = -811610.545532 nChanged 4 SP:Iteration 56Q (623.795725 sec): 3 clusters Score: Raw -814502.964257 + Penalty 2889.964705 = -811612.999552 nChanged 4 SP:Iteration 57Q (623.849998 sec): 3 clusters Score: Raw -814504.095328 + Penalty 2889.964705 = -811614.130623 nChanged 3 SP:Iteration 58Q (623.897168 sec): 3 clusters Score: Raw -814505.859421 + Penalty 2889.964705 = -811615.894716 nChanged 1 SP:Iteration 59Q (623.965331 sec): 3 clusters Score: Raw -814506.332001 + Penalty 2889.964705 = -811616.367296 nChanged 2 SP:Iteration 60F (624.015933 sec): 3 clusters Score: Raw -814507.184558 + Penalty 2889.964705 = -811617.219853 nChanged 1 SP:Iteration 61Q (624.062872 sec): 3 clusters Score: Raw -814507.625170 + Penalty 2889.964705 = -811617.660465 nChanged 1 SP:Iteration 62Q (624.123666 sec): 3 clusters Score: Raw -814508.018874 + Penalty 2889.964705 = -811618.054169 nChanged 0 SP:Iteration 63F (624.187429 sec): 3 clusters Score: Raw -814508.018874 + Penalty 2889.964705 = -811618.054169 nChanged 0 Trying to split cluster 12 (4430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (624.218867 sec): 2 clusters Score: Raw -506228.659450 + Penalty 1364.375165 = -504864.284284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (624.270590 sec): 3 clusters Score: Raw -504014.649535 + Penalty 2728.750330 = -501285.899205 nChanged 1692 SP:Iteration 1F (624.324882 sec): 3 clusters Score: Raw -504902.756733 + Penalty 2728.750330 = -502174.006402 nChanged 320 SP:Iteration 2F (624.369875 sec): 3 clusters Score: Raw -505055.069807 + Penalty 2728.750330 = -502326.319476 nChanged 219 SP:Iteration 3Q (624.428714 sec): 3 clusters Score: Raw -505178.681790 + Penalty 2728.750330 = -502449.931459 nChanged 201 SP:Iteration 4Q (624.485827 sec): 3 clusters Score: Raw -505294.312919 + Penalty 2728.750330 = -502565.562588 nChanged 179 SP:Iteration 5Q (624.536475 sec): 3 clusters Score: Raw -505399.121137 + Penalty 2728.750330 = -502670.370807 nChanged 166 SP:Iteration 6Q (624.590280 sec): 3 clusters Score: Raw -505495.114500 + Penalty 2728.750330 = -502766.364170 nChanged 133 SP:Iteration 7Q (624.641458 sec): 3 clusters Score: Raw -505574.554493 + Penalty 2728.750330 = -502845.804162 nChanged 121 SP:Iteration 8Q (624.684607 sec): 3 clusters Score: Raw -505647.025048 + Penalty 2728.750330 = -502918.274718 nChanged 116 SP:Iteration 9Q (624.744521 sec): 3 clusters Score: Raw -505712.607867 + Penalty 2728.750330 = -502983.857536 nChanged 123 SP:Iteration 10Q (624.800591 sec): 3 clusters Score: Raw -505792.706962 + Penalty 2728.750330 = -503063.956632 nChanged 125 SP:Iteration 11Q (624.845513 sec): 3 clusters Score: Raw -505869.037012 + Penalty 2728.750330 = -503140.286681 nChanged 120 SP:Iteration 12Q (624.914247 sec): 3 clusters Score: Raw -505944.240508 + Penalty 2728.750330 = -503215.490177 nChanged 118 SP:Iteration 13Q (624.968703 sec): 3 clusters Score: Raw -506019.862593 + Penalty 2728.750330 = -503291.112263 nChanged 91 SP:Iteration 14Q (625.025914 sec): 3 clusters Score: Raw -506081.301872 + Penalty 2728.750330 = -503352.551541 nChanged 97 SP:Iteration 15Q (625.069030 sec): 3 clusters Score: Raw -506147.981848 + Penalty 2728.750330 = -503419.231517 nChanged 83 SP:Iteration 16Q (625.135490 sec): 3 clusters Score: Raw -506200.854111 + Penalty 2728.750330 = -503472.103780 nChanged 65 SP:Iteration 17Q (625.190670 sec): 3 clusters Score: Raw -506240.265338 + Penalty 2728.750330 = -503511.515007 nChanged 48 SP:Iteration 18Q (625.231233 sec): 3 clusters Score: Raw -506264.304710 + Penalty 2728.750330 = -503535.554380 nChanged 40 SP:Iteration 19Q (625.285641 sec): 3 clusters Score: Raw -506293.730718 + Penalty 2728.750330 = -503564.980387 nChanged 46 SP:Iteration 20F (625.331860 sec): 3 clusters Score: Raw -506330.387381 + Penalty 2728.750330 = -503601.637051 nChanged 56 SP:Iteration 21Q (625.381800 sec): 3 clusters Score: Raw -506377.259306 + Penalty 2728.750330 = -503648.508975 nChanged 43 SP:Iteration 22Q (625.431707 sec): 3 clusters Score: Raw -506407.409596 + Penalty 2728.750330 = -503678.659265 nChanged 39 SP:Iteration 23Q (625.481317 sec): 3 clusters Score: Raw -506435.384703 + Penalty 2728.750330 = -503706.634372 nChanged 38 SP:Iteration 24Q (625.529299 sec): 3 clusters Score: Raw -506460.721716 + Penalty 2728.750330 = -503731.971386 nChanged 31 SP:Iteration 25Q (625.579325 sec): 3 clusters Score: Raw -506486.590087 + Penalty 2728.750330 = -503757.839756 nChanged 35 SP:Iteration 26Q (625.639711 sec): 3 clusters Score: Raw -506508.611490 + Penalty 2728.750330 = -503779.861160 nChanged 17 SP:Iteration 27Q (625.682020 sec): 3 clusters Score: Raw -506517.274072 + Penalty 2728.750330 = -503788.523742 nChanged 15 SP:Iteration 28Q (625.739463 sec): 3 clusters Score: Raw -506523.936430 + Penalty 2728.750330 = -503795.186099 nChanged 13 SP:Iteration 29Q (625.785793 sec): 3 clusters Score: Raw -506529.955796 + Penalty 2728.750330 = -503801.205466 nChanged 10 SP:Iteration 30Q (625.840387 sec): 3 clusters Score: Raw -506536.154970 + Penalty 2728.750330 = -503807.404639 nChanged 12 SP:Iteration 31Q (625.898422 sec): 3 clusters Score: Raw -506543.875779 + Penalty 2728.750330 = -503815.125449 nChanged 12 SP:Iteration 32Q (625.954285 sec): 3 clusters Score: Raw -506551.151730 + Penalty 2728.750330 = -503822.401400 nChanged 9 SP:Iteration 33Q (626.001796 sec): 3 clusters Score: Raw -506554.778614 + Penalty 2728.750330 = -503826.028283 nChanged 7 SP:Iteration 34Q (626.055847 sec): 3 clusters Score: Raw -506559.972404 + Penalty 2728.750330 = -503831.222074 nChanged 8 SP:Iteration 35Q (626.109216 sec): 3 clusters Score: Raw -506563.239391 + Penalty 2728.750330 = -503834.489060 nChanged 7 SP:Iteration 36Q (626.161688 sec): 3 clusters Score: Raw -506567.388537 + Penalty 2728.750330 = -503838.638207 nChanged 5 SP:Iteration 37Q (626.203581 sec): 3 clusters Score: Raw -506569.995030 + Penalty 2728.750330 = -503841.244699 nChanged 5 SP:Iteration 38Q (626.258019 sec): 3 clusters Score: Raw -506572.339121 + Penalty 2728.750330 = -503843.588791 nChanged 8 SP:Iteration 39Q (626.315571 sec): 3 clusters Score: Raw -506576.384486 + Penalty 2728.750330 = -503847.634156 nChanged 5 SP:Iteration 40F (626.365345 sec): 3 clusters Score: Raw -506579.574087 + Penalty 2728.750330 = -503850.823756 nChanged 5 SP:Iteration 41Q (626.420164 sec): 3 clusters Score: Raw -506581.995480 + Penalty 2728.750330 = -503853.245149 nChanged 4 SP:Iteration 42Q (626.478627 sec): 3 clusters Score: Raw -506584.959989 + Penalty 2728.750330 = -503856.209658 nChanged 4 SP:Iteration 43Q (626.530797 sec): 3 clusters Score: Raw -506588.306117 + Penalty 2728.750330 = -503859.555786 nChanged 3 SP:Iteration 44Q (626.571514 sec): 3 clusters Score: Raw -506590.497868 + Penalty 2728.750330 = -503861.747537 nChanged 6 SP:Iteration 45Q (626.626767 sec): 3 clusters Score: Raw -506596.980251 + Penalty 2728.750330 = -503868.229920 nChanged 8 SP:Iteration 46Q (626.666659 sec): 3 clusters Score: Raw -506602.893132 + Penalty 2728.750330 = -503874.142801 nChanged 8 SP:Iteration 47Q (626.724234 sec): 3 clusters Score: Raw -506606.968290 + Penalty 2728.750330 = -503878.217960 nChanged 9 SP:Iteration 48Q (626.773796 sec): 3 clusters Score: Raw -506614.127575 + Penalty 2728.750330 = -503885.377245 nChanged 6 SP:Iteration 49Q (626.823196 sec): 3 clusters Score: Raw -506620.308829 + Penalty 2728.750330 = -503891.558499 nChanged 7 SP:Iteration 50Q (626.872122 sec): 3 clusters Score: Raw -506625.961530 + Penalty 2728.750330 = -503897.211199 nChanged 3 SP:Iteration 51Q (626.921386 sec): 3 clusters Score: Raw -506629.846783 + Penalty 2728.750330 = -503901.096452 nChanged 5 SP:Iteration 52Q (626.972255 sec): 3 clusters Score: Raw -506636.219212 + Penalty 2728.750330 = -503907.468881 nChanged 7 SP:Iteration 53Q (627.019214 sec): 3 clusters Score: Raw -506643.340813 + Penalty 2728.750330 = -503914.590482 nChanged 8 SP:Iteration 54Q (627.069763 sec): 3 clusters Score: Raw -506647.779610 + Penalty 2728.750330 = -503919.029280 nChanged 3 SP:Iteration 55Q (627.122180 sec): 3 clusters Score: Raw -506648.756133 + Penalty 2728.750330 = -503920.005803 nChanged 2 SP:Iteration 56Q (627.185979 sec): 3 clusters Score: Raw -506649.144120 + Penalty 2728.750330 = -503920.393789 nChanged 1 SP:Iteration 57Q (627.227375 sec): 3 clusters Score: Raw -506650.850034 + Penalty 2728.750330 = -503922.099703 nChanged 1 SP:Iteration 58Q (627.287153 sec): 3 clusters Score: Raw -506651.516156 + Penalty 2728.750330 = -503922.765825 nChanged 1 SP:Iteration 59Q (627.331575 sec): 3 clusters Score: Raw -506652.061278 + Penalty 2728.750330 = -503923.310948 nChanged 0 SP:Iteration 60F (627.376212 sec): 3 clusters Score: Raw -506652.061278 + Penalty 2728.750330 = -503923.310948 nChanged 0 Trying to split cluster 13 (52408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (627.477083 sec): 2 clusters Score: Raw -5996605.669995 + Penalty 1765.857361 = -5994839.812634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (627.606382 sec): 3 clusters Score: Raw -5963352.576980 + Penalty 3531.714722 = -5959820.862257 nChanged 24640 SP:Iteration 1F (627.742253 sec): 3 clusters Score: Raw -5977575.142097 + Penalty 3531.714722 = -5974043.427375 nChanged 2462 SP:Iteration 2Q (627.872545 sec): 3 clusters Score: Raw -5978592.705057 + Penalty 3531.714722 = -5975060.990335 nChanged 2834 SP:Iteration 3F (628.009675 sec): 3 clusters Score: Raw -5980082.650428 + Penalty 3531.714722 = -5976550.935706 nChanged 3320 SP:Iteration 4F (628.133141 sec): 3 clusters Score: Raw -5982204.519188 + Penalty 3531.714722 = -5978672.804466 nChanged 3680 SP:Iteration 5F (628.273352 sec): 3 clusters Score: Raw -5985046.733251 + Penalty 3531.714722 = -5981515.018529 nChanged 3718 SP:Iteration 6F (628.396174 sec): 3 clusters Score: Raw -5988174.271168 + Penalty 3531.714722 = -5984642.556445 nChanged 3136 SP:Iteration 7F (628.523608 sec): 3 clusters Score: Raw -5990724.283154 + Penalty 3531.714722 = -5987192.568431 nChanged 2327 SP:Iteration 8Q (628.665685 sec): 3 clusters Score: Raw -5992270.671654 + Penalty 3531.714722 = -5988738.956931 nChanged 1625 SP:Iteration 9Q (628.792821 sec): 3 clusters Score: Raw -5993118.678733 + Penalty 3531.714722 = -5989586.964011 nChanged 1139 SP:Iteration 10Q (628.922136 sec): 3 clusters Score: Raw -5993633.833113 + Penalty 3531.714722 = -5990102.118391 nChanged 875 SP:Iteration 11Q (629.049962 sec): 3 clusters Score: Raw -5994030.071807 + Penalty 3531.714722 = -5990498.357085 nChanged 722 SP:Iteration 12Q (629.176136 sec): 3 clusters Score: Raw -5994362.215399 + Penalty 3531.714722 = -5990830.500676 nChanged 632 SP:Iteration 13Q (629.290436 sec): 3 clusters Score: Raw -5994682.324867 + Penalty 3531.714722 = -5991150.610145 nChanged 610 SP:Iteration 14Q (629.419462 sec): 3 clusters Score: Raw -5995020.433872 + Penalty 3531.714722 = -5991488.719150 nChanged 629 SP:Iteration 15Q (629.538366 sec): 3 clusters Score: Raw -5995394.674887 + Penalty 3531.714722 = -5991862.960165 nChanged 591 SP:Iteration 16Q (629.664876 sec): 3 clusters Score: Raw -5995734.626885 + Penalty 3531.714722 = -5992202.912162 nChanged 555 SP:Iteration 17Q (629.786976 sec): 3 clusters Score: Raw -5996027.371230 + Penalty 3531.714722 = -5992495.656507 nChanged 497 SP:Iteration 18Q (629.915368 sec): 3 clusters Score: Raw -5996258.114742 + Penalty 3531.714722 = -5992726.400020 nChanged 476 SP:Iteration 19Q (630.027679 sec): 3 clusters Score: Raw -5996437.862008 + Penalty 3531.714722 = -5992906.147285 nChanged 441 SP:Iteration 20F (630.147738 sec): 3 clusters Score: Raw -5996602.545088 + Penalty 3531.714722 = -5993070.830366 nChanged 408 SP:Iteration 21Q (630.271437 sec): 3 clusters Score: Raw -5996737.382100 + Penalty 3531.714722 = -5993205.667378 nChanged 384 SP:Iteration 22Q (630.389495 sec): 3 clusters Score: Raw -5996866.412558 + Penalty 3531.714722 = -5993334.697835 nChanged 366 SP:Iteration 23Q (630.499484 sec): 3 clusters Score: Raw -5996980.672073 + Penalty 3531.714722 = -5993448.957350 nChanged 362 SP:Iteration 24Q (630.620701 sec): 3 clusters Score: Raw -5997103.226785 + Penalty 3531.714722 = -5993571.512063 nChanged 356 SP:Iteration 25Q (630.739339 sec): 3 clusters Score: Raw -5997229.973702 + Penalty 3531.714722 = -5993698.258980 nChanged 315 SP:Iteration 26Q (630.862650 sec): 3 clusters Score: Raw -5997340.708579 + Penalty 3531.714722 = -5993808.993857 nChanged 306 SP:Iteration 27Q (630.979152 sec): 3 clusters Score: Raw -5997453.680387 + Penalty 3531.714722 = -5993921.965665 nChanged 260 SP:Iteration 28Q (631.094945 sec): 3 clusters Score: Raw -5997539.171061 + Penalty 3531.714722 = -5994007.456338 nChanged 233 SP:Iteration 29Q (631.198731 sec): 3 clusters Score: Raw -5997612.138405 + Penalty 3531.714722 = -5994080.423682 nChanged 210 SP:Iteration 30Q (631.319212 sec): 3 clusters Score: Raw -5997673.451155 + Penalty 3531.714722 = -5994141.736433 nChanged 180 SP:Iteration 31Q (631.433808 sec): 3 clusters Score: Raw -5997725.671526 + Penalty 3531.714722 = -5994193.956804 nChanged 155 SP:Iteration 32Q (631.548456 sec): 3 clusters Score: Raw -5997766.565184 + Penalty 3531.714722 = -5994234.850461 nChanged 136 SP:Iteration 33Q (631.673449 sec): 3 clusters Score: Raw -5997799.726526 + Penalty 3531.714722 = -5994268.011804 nChanged 115 SP:Iteration 34Q (631.796452 sec): 3 clusters Score: Raw -5997829.252050 + Penalty 3531.714722 = -5994297.537328 nChanged 114 SP:Iteration 35Q (631.914383 sec): 3 clusters Score: Raw -5997860.447277 + Penalty 3531.714722 = -5994328.732555 nChanged 113 SP:Iteration 36Q (632.032359 sec): 3 clusters Score: Raw -5997892.427519 + Penalty 3531.714722 = -5994360.712797 nChanged 109 SP:Iteration 37Q (632.159591 sec): 3 clusters Score: Raw -5997922.849067 + Penalty 3531.714722 = -5994391.134344 nChanged 92 SP:Iteration 38Q (632.280904 sec): 3 clusters Score: Raw -5997949.737850 + Penalty 3531.714722 = -5994418.023128 nChanged 80 SP:Iteration 39Q (632.395676 sec): 3 clusters Score: Raw -5997970.676124 + Penalty 3531.714722 = -5994438.961401 nChanged 68 SP:Iteration 40F (632.522118 sec): 3 clusters Score: Raw -5997988.721197 + Penalty 3531.714722 = -5994457.006474 nChanged 55 SP:Iteration 41Q (632.638012 sec): 3 clusters Score: Raw -5998002.112531 + Penalty 3531.714722 = -5994470.397808 nChanged 58 SP:Iteration 42Q (632.742917 sec): 3 clusters Score: Raw -5998016.872321 + Penalty 3531.714722 = -5994485.157599 nChanged 50 SP:Iteration 43Q (632.862914 sec): 3 clusters Score: Raw -5998029.310925 + Penalty 3531.714722 = -5994497.596202 nChanged 45 SP:Iteration 44Q (632.980534 sec): 3 clusters Score: Raw -5998039.398930 + Penalty 3531.714722 = -5994507.684208 nChanged 44 SP:Iteration 45Q (633.093180 sec): 3 clusters Score: Raw -5998048.939220 + Penalty 3531.714722 = -5994517.224498 nChanged 34 SP:Iteration 46Q (633.212639 sec): 3 clusters Score: Raw -5998056.787373 + Penalty 3531.714722 = -5994525.072651 nChanged 35 SP:Iteration 47Q (633.322039 sec): 3 clusters Score: Raw -5998065.233117 + Penalty 3531.714722 = -5994533.518395 nChanged 24 SP:Iteration 48Q (633.435583 sec): 3 clusters Score: Raw -5998070.366496 + Penalty 3531.714722 = -5994538.651774 nChanged 22 SP:Iteration 49Q (633.542907 sec): 3 clusters Score: Raw -5998073.237579 + Penalty 3531.714722 = -5994541.522857 nChanged 12 SP:Iteration 50Q (633.663278 sec): 3 clusters Score: Raw -5998074.885402 + Penalty 3531.714722 = -5994543.170680 nChanged 12 SP:Iteration 51Q (633.785698 sec): 3 clusters Score: Raw -5998076.769695 + Penalty 3531.714722 = -5994545.054973 nChanged 13 SP:Iteration 52Q (633.903956 sec): 3 clusters Score: Raw -5998078.685153 + Penalty 3531.714722 = -5994546.970431 nChanged 18 SP:Iteration 53Q (634.020086 sec): 3 clusters Score: Raw -5998081.736605 + Penalty 3531.714722 = -5994550.021883 nChanged 16 SP:Iteration 54Q (634.126179 sec): 3 clusters Score: Raw -5998084.870795 + Penalty 3531.714722 = -5994553.156073 nChanged 11 SP:Iteration 55Q (634.247425 sec): 3 clusters Score: Raw -5998086.311186 + Penalty 3531.714722 = -5994554.596463 nChanged 6 SP:Iteration 56Q (634.360300 sec): 3 clusters Score: Raw -5998087.589088 + Penalty 3531.714722 = -5994555.874366 nChanged 10 SP:Iteration 57Q (634.475191 sec): 3 clusters Score: Raw -5998088.921972 + Penalty 3531.714722 = -5994557.207249 nChanged 9 SP:Iteration 58Q (634.593602 sec): 3 clusters Score: Raw -5998090.291737 + Penalty 3531.714722 = -5994558.577014 nChanged 10 SP:Iteration 59Q (634.701986 sec): 3 clusters Score: Raw -5998092.213217 + Penalty 3531.714722 = -5994560.498494 nChanged 15 SP:Iteration 60F (634.835351 sec): 3 clusters Score: Raw -5998094.917261 + Penalty 3531.714722 = -5994563.202538 nChanged 15 SP:Iteration 61Q (634.937864 sec): 3 clusters Score: Raw -5998098.048168 + Penalty 3531.714722 = -5994566.333445 nChanged 19 SP:Iteration 62Q (635.061479 sec): 3 clusters Score: Raw -5998103.005269 + Penalty 3531.714722 = -5994571.290547 nChanged 22 SP:Iteration 63Q (635.162418 sec): 3 clusters Score: Raw -5998107.156889 + Penalty 3531.714722 = -5994575.442167 nChanged 17 SP:Iteration 64Q (635.277969 sec): 3 clusters Score: Raw -5998109.810613 + Penalty 3531.714722 = -5994578.095891 nChanged 10 SP:Iteration 65Q (635.393112 sec): 3 clusters Score: Raw -5998111.677171 + Penalty 3531.714722 = -5994579.962449 nChanged 11 SP:Iteration 66Q (635.502716 sec): 3 clusters Score: Raw -5998112.795519 + Penalty 3531.714722 = -5994581.080797 nChanged 6 SP:Iteration 67Q (635.619118 sec): 3 clusters Score: Raw -5998113.724731 + Penalty 3531.714722 = -5994582.010008 nChanged 4 SP:Iteration 68Q (635.729122 sec): 3 clusters Score: Raw -5998114.407107 + Penalty 3531.714722 = -5994582.692385 nChanged 4 SP:Iteration 69Q (635.849346 sec): 3 clusters Score: Raw -5998114.902959 + Penalty 3531.714722 = -5994583.188237 nChanged 1 SP:Iteration 70Q (635.961213 sec): 3 clusters Score: Raw -5998114.973691 + Penalty 3531.714722 = -5994583.258969 nChanged 0 SP:Iteration 71F (636.092931 sec): 3 clusters Score: Raw -5998114.973691 + Penalty 3531.714722 = -5994583.258969 nChanged 0 Trying to split cluster 14 (7718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (636.132573 sec): 2 clusters Score: Raw -899852.627525 + Penalty 1454.587963 = -898398.039562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (636.190276 sec): 3 clusters Score: Raw -895593.791056 + Penalty 2909.175926 = -892684.615129 nChanged 3273 SP:Iteration 1F (636.251506 sec): 3 clusters Score: Raw -897455.351289 + Penalty 2909.175926 = -894546.175363 nChanged 546 SP:Iteration 2F (636.311308 sec): 3 clusters Score: Raw -897745.565351 + Penalty 2909.175926 = -894836.389424 nChanged 458 SP:Iteration 3F (636.372045 sec): 3 clusters Score: Raw -897976.482090 + Penalty 2909.175926 = -895067.306164 nChanged 374 SP:Iteration 4Q (636.428092 sec): 3 clusters Score: Raw -898176.945811 + Penalty 2909.175926 = -895267.769885 nChanged 363 SP:Iteration 5Q (636.493169 sec): 3 clusters Score: Raw -898379.356692 + Penalty 2909.175926 = -895470.180766 nChanged 359 SP:Iteration 6Q (636.543361 sec): 3 clusters Score: Raw -898586.277260 + Penalty 2909.175926 = -895677.101334 nChanged 337 SP:Iteration 7Q (636.603461 sec): 3 clusters Score: Raw -898791.790506 + Penalty 2909.175926 = -895882.614579 nChanged 342 SP:Iteration 8Q (636.664997 sec): 3 clusters Score: Raw -899013.912381 + Penalty 2909.175926 = -896104.736455 nChanged 304 SP:Iteration 9Q (636.724700 sec): 3 clusters Score: Raw -899178.068644 + Penalty 2909.175926 = -896268.892717 nChanged 243 SP:Iteration 10Q (636.772254 sec): 3 clusters Score: Raw -899302.736180 + Penalty 2909.175926 = -896393.560254 nChanged 181 SP:Iteration 11Q (636.837833 sec): 3 clusters Score: Raw -899395.868145 + Penalty 2909.175926 = -896486.692219 nChanged 136 SP:Iteration 12Q (636.903955 sec): 3 clusters Score: Raw -899453.172340 + Penalty 2909.175926 = -896543.996414 nChanged 114 SP:Iteration 13Q (636.950709 sec): 3 clusters Score: Raw -899498.259702 + Penalty 2909.175926 = -896589.083776 nChanged 88 SP:Iteration 14Q (637.010405 sec): 3 clusters Score: Raw -899530.028960 + Penalty 2909.175926 = -896620.853034 nChanged 83 SP:Iteration 15Q (637.082138 sec): 3 clusters Score: Raw -899561.930347 + Penalty 2909.175926 = -896652.754421 nChanged 72 SP:Iteration 16Q (637.142875 sec): 3 clusters Score: Raw -899586.057117 + Penalty 2909.175926 = -896676.881191 nChanged 75 SP:Iteration 17Q (637.196418 sec): 3 clusters Score: Raw -899611.818118 + Penalty 2909.175926 = -896702.642192 nChanged 68 SP:Iteration 18Q (637.261107 sec): 3 clusters Score: Raw -899630.528989 + Penalty 2909.175926 = -896721.353063 nChanged 58 SP:Iteration 19Q (637.317430 sec): 3 clusters Score: Raw -899644.605706 + Penalty 2909.175926 = -896735.429780 nChanged 48 SP:Iteration 20F (637.376913 sec): 3 clusters Score: Raw -899655.453279 + Penalty 2909.175926 = -896746.277353 nChanged 43 SP:Iteration 21Q (637.429082 sec): 3 clusters Score: Raw -899663.692929 + Penalty 2909.175926 = -896754.517003 nChanged 31 SP:Iteration 22Q (637.491446 sec): 3 clusters Score: Raw -899669.368958 + Penalty 2909.175926 = -896760.193032 nChanged 23 SP:Iteration 23Q (637.559148 sec): 3 clusters Score: Raw -899673.754330 + Penalty 2909.175926 = -896764.578404 nChanged 26 SP:Iteration 24Q (637.620886 sec): 3 clusters Score: Raw -899677.596749 + Penalty 2909.175926 = -896768.420823 nChanged 19 SP:Iteration 25Q (637.685010 sec): 3 clusters Score: Raw -899680.964904 + Penalty 2909.175926 = -896771.788978 nChanged 18 SP:Iteration 26Q (637.748126 sec): 3 clusters Score: Raw -899684.007670 + Penalty 2909.175926 = -896774.831744 nChanged 19 SP:Iteration 27Q (637.807698 sec): 3 clusters Score: Raw -899687.938247 + Penalty 2909.175926 = -896778.762321 nChanged 16 SP:Iteration 28Q (637.869631 sec): 3 clusters Score: Raw -899691.444472 + Penalty 2909.175926 = -896782.268546 nChanged 16 SP:Iteration 29Q (637.933010 sec): 3 clusters Score: Raw -899696.047168 + Penalty 2909.175926 = -896786.871242 nChanged 15 SP:Iteration 30Q (637.989172 sec): 3 clusters Score: Raw -899698.887289 + Penalty 2909.175926 = -896789.711362 nChanged 13 SP:Iteration 31Q (638.053487 sec): 3 clusters Score: Raw -899701.629882 + Penalty 2909.175926 = -896792.453955 nChanged 8 SP:Iteration 32Q (638.118211 sec): 3 clusters Score: Raw -899702.876209 + Penalty 2909.175926 = -896793.700283 nChanged 7 SP:Iteration 33Q (638.180894 sec): 3 clusters Score: Raw -899704.042899 + Penalty 2909.175926 = -896794.866973 nChanged 6 SP:Iteration 34Q (638.226446 sec): 3 clusters Score: Raw -899704.718355 + Penalty 2909.175926 = -896795.542429 nChanged 7 SP:Iteration 35Q (638.284255 sec): 3 clusters Score: Raw -899705.547178 + Penalty 2909.175926 = -896796.371252 nChanged 6 SP:Iteration 36Q (638.346909 sec): 3 clusters Score: Raw -899706.328858 + Penalty 2909.175926 = -896797.152932 nChanged 3 SP:Iteration 37Q (638.419765 sec): 3 clusters Score: Raw -899706.727423 + Penalty 2909.175926 = -896797.551497 nChanged 7 SP:Iteration 38Q (638.480326 sec): 3 clusters Score: Raw -899707.482320 + Penalty 2909.175926 = -896798.306394 nChanged 1 SP:Iteration 39Q (638.530365 sec): 3 clusters Score: Raw -899707.619962 + Penalty 2909.175926 = -896798.444036 nChanged 0 SP:Iteration 40F (638.600110 sec): 3 clusters Score: Raw -899707.619962 + Penalty 2909.175926 = -896798.444036 nChanged 0 Trying to split cluster 16 (8329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (638.637301 sec): 2 clusters Score: Raw -889808.352894 + Penalty 1466.968535 = -888341.384359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (638.697005 sec): 3 clusters Score: Raw -885206.042814 + Penalty 2933.937071 = -882272.105743 nChanged 3539 SP:Iteration 1F (638.753921 sec): 3 clusters Score: Raw -887193.706279 + Penalty 2933.937071 = -884259.769208 nChanged 535 SP:Iteration 2F (638.824234 sec): 3 clusters Score: Raw -887450.690074 + Penalty 2933.937071 = -884516.753003 nChanged 418 SP:Iteration 3F (638.886889 sec): 3 clusters Score: Raw -887641.944699 + Penalty 2933.937071 = -884708.007628 nChanged 351 SP:Iteration 4Q (638.942532 sec): 3 clusters Score: Raw -887834.699936 + Penalty 2933.937071 = -884900.762865 nChanged 375 SP:Iteration 5Q (639.007430 sec): 3 clusters Score: Raw -888087.730192 + Penalty 2933.937071 = -885153.793121 nChanged 402 SP:Iteration 6Q (639.065631 sec): 3 clusters Score: Raw -888367.366915 + Penalty 2933.937071 = -885433.429844 nChanged 409 SP:Iteration 7Q (639.129151 sec): 3 clusters Score: Raw -888675.782553 + Penalty 2933.937071 = -885741.845482 nChanged 416 SP:Iteration 8Q (639.181460 sec): 3 clusters Score: Raw -888931.973223 + Penalty 2933.937071 = -885998.036152 nChanged 401 SP:Iteration 9Q (639.252977 sec): 3 clusters Score: Raw -889137.644333 + Penalty 2933.937071 = -886203.707262 nChanged 346 SP:Iteration 10Q (639.315891 sec): 3 clusters Score: Raw -889311.986196 + Penalty 2933.937071 = -886378.049125 nChanged 322 SP:Iteration 11Q (639.371189 sec): 3 clusters Score: Raw -889490.544262 + Penalty 2933.937071 = -886556.607191 nChanged 284 SP:Iteration 12Q (639.425747 sec): 3 clusters Score: Raw -889648.559521 + Penalty 2933.937071 = -886714.622450 nChanged 258 SP:Iteration 13Q (639.479639 sec): 3 clusters Score: Raw -889785.990336 + Penalty 2933.937071 = -886852.053265 nChanged 246 SP:Iteration 14Q (639.541900 sec): 3 clusters Score: Raw -889935.909447 + Penalty 2933.937071 = -887001.972376 nChanged 222 SP:Iteration 15Q (639.614022 sec): 3 clusters Score: Raw -890073.697564 + Penalty 2933.937071 = -887139.760493 nChanged 205 SP:Iteration 16Q (639.665475 sec): 3 clusters Score: Raw -890198.933590 + Penalty 2933.937071 = -887264.996519 nChanged 161 SP:Iteration 17Q (639.728684 sec): 3 clusters Score: Raw -890295.205403 + Penalty 2933.937071 = -887361.268332 nChanged 127 SP:Iteration 18Q (639.794910 sec): 3 clusters Score: Raw -890378.782438 + Penalty 2933.937071 = -887444.845367 nChanged 112 SP:Iteration 19Q (639.853040 sec): 3 clusters Score: Raw -890455.562226 + Penalty 2933.937071 = -887521.625155 nChanged 85 SP:Iteration 20F (639.918110 sec): 3 clusters Score: Raw -890506.638833 + Penalty 2933.937071 = -887572.701762 nChanged 56 SP:Iteration 21Q (639.975631 sec): 3 clusters Score: Raw -890530.315236 + Penalty 2933.937071 = -887596.378165 nChanged 38 SP:Iteration 22Q (640.036807 sec): 3 clusters Score: Raw -890545.719692 + Penalty 2933.937071 = -887611.782621 nChanged 36 SP:Iteration 23Q (640.101335 sec): 3 clusters Score: Raw -890555.948534 + Penalty 2933.937071 = -887622.011463 nChanged 30 SP:Iteration 24Q (640.150280 sec): 3 clusters Score: Raw -890567.025490 + Penalty 2933.937071 = -887633.088419 nChanged 33 SP:Iteration 25Q (640.218065 sec): 3 clusters Score: Raw -890577.939130 + Penalty 2933.937071 = -887644.002059 nChanged 31 SP:Iteration 26Q (640.276714 sec): 3 clusters Score: Raw -890588.865413 + Penalty 2933.937071 = -887654.928342 nChanged 21 SP:Iteration 27Q (640.336697 sec): 3 clusters Score: Raw -890596.184658 + Penalty 2933.937071 = -887662.247587 nChanged 22 SP:Iteration 28Q (640.399397 sec): 3 clusters Score: Raw -890605.334462 + Penalty 2933.937071 = -887671.397391 nChanged 24 SP:Iteration 29Q (640.460018 sec): 3 clusters Score: Raw -890612.581121 + Penalty 2933.937071 = -887678.644050 nChanged 18 SP:Iteration 30Q (640.522858 sec): 3 clusters Score: Raw -890619.912856 + Penalty 2933.937071 = -887685.975785 nChanged 16 SP:Iteration 31Q (640.579123 sec): 3 clusters Score: Raw -890625.118098 + Penalty 2933.937071 = -887691.181027 nChanged 12 SP:Iteration 32Q (640.644482 sec): 3 clusters Score: Raw -890629.771376 + Penalty 2933.937071 = -887695.834305 nChanged 4 SP:Iteration 33Q (640.701813 sec): 3 clusters Score: Raw -890630.771028 + Penalty 2933.937071 = -887696.833957 nChanged 1 SP:Iteration 34Q (640.754307 sec): 3 clusters Score: Raw -890630.992080 + Penalty 2933.937071 = -887697.055009 nChanged 1 SP:Iteration 35Q (640.817180 sec): 3 clusters Score: Raw -890631.117948 + Penalty 2933.937071 = -887697.180877 nChanged 1 SP:Iteration 36Q (640.874876 sec): 3 clusters Score: Raw -890631.317402 + Penalty 2933.937071 = -887697.380331 nChanged 1 SP:Iteration 37Q (640.928696 sec): 3 clusters Score: Raw -890631.446062 + Penalty 2933.937071 = -887697.508991 nChanged 0 SP:Iteration 38F (640.996952 sec): 3 clusters Score: Raw -890631.446062 + Penalty 2933.937071 = -887697.508991 nChanged 0 Trying to split cluster 17 (13716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (641.040179 sec): 2 clusters Score: Raw -1595962.081368 + Penalty 1548.026726 = -1594414.054642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (641.115614 sec): 3 clusters Score: Raw -1587907.720997 + Penalty 3096.053452 = -1584811.667545 nChanged 6070 SP:Iteration 1F (641.189640 sec): 3 clusters Score: Raw -1591209.689146 + Penalty 3096.053452 = -1588113.635694 nChanged 698 SP:Iteration 2F (641.262968 sec): 3 clusters Score: Raw -1591488.902704 + Penalty 3096.053452 = -1588392.849252 nChanged 646 SP:Iteration 3Q (641.325087 sec): 3 clusters Score: Raw -1591747.101264 + Penalty 3096.053452 = -1588651.047812 nChanged 633 SP:Iteration 4Q (641.390206 sec): 3 clusters Score: Raw -1592023.370734 + Penalty 3096.053452 = -1588927.317282 nChanged 666 SP:Iteration 5Q (641.467946 sec): 3 clusters Score: Raw -1592370.651306 + Penalty 3096.053452 = -1589274.597854 nChanged 728 SP:Iteration 6F (641.543230 sec): 3 clusters Score: Raw -1592828.583525 + Penalty 3096.053452 = -1589732.530073 nChanged 796 SP:Iteration 7F (641.614059 sec): 3 clusters Score: Raw -1593411.043438 + Penalty 3096.053452 = -1590314.989986 nChanged 760 SP:Iteration 8F (641.685110 sec): 3 clusters Score: Raw -1594063.264528 + Penalty 3096.053452 = -1590967.211076 nChanged 756 SP:Iteration 9F (641.755876 sec): 3 clusters Score: Raw -1594730.860313 + Penalty 3096.053452 = -1591634.806861 nChanged 581 SP:Iteration 10Q (641.819951 sec): 3 clusters Score: Raw -1595203.333564 + Penalty 3096.053452 = -1592107.280113 nChanged 429 SP:Iteration 11Q (641.892414 sec): 3 clusters Score: Raw -1595505.017531 + Penalty 3096.053452 = -1592408.964079 nChanged 273 SP:Iteration 12Q (641.963513 sec): 3 clusters Score: Raw -1595660.749993 + Penalty 3096.053452 = -1592564.696541 nChanged 179 SP:Iteration 13Q (642.041354 sec): 3 clusters Score: Raw -1595743.455014 + Penalty 3096.053452 = -1592647.401562 nChanged 136 SP:Iteration 14Q (642.104156 sec): 3 clusters Score: Raw -1595804.966943 + Penalty 3096.053452 = -1592708.913491 nChanged 117 SP:Iteration 15Q (642.172226 sec): 3 clusters Score: Raw -1595857.644040 + Penalty 3096.053452 = -1592761.590588 nChanged 100 SP:Iteration 16Q (642.235509 sec): 3 clusters Score: Raw -1595898.029975 + Penalty 3096.053452 = -1592801.976523 nChanged 80 SP:Iteration 17Q (642.293518 sec): 3 clusters Score: Raw -1595926.274256 + Penalty 3096.053452 = -1592830.220804 nChanged 66 SP:Iteration 18Q (642.372081 sec): 3 clusters Score: Raw -1595947.192927 + Penalty 3096.053452 = -1592851.139475 nChanged 70 SP:Iteration 19Q (642.439195 sec): 3 clusters Score: Raw -1595969.865255 + Penalty 3096.053452 = -1592873.811803 nChanged 67 SP:Iteration 20F (642.504490 sec): 3 clusters Score: Raw -1595994.977984 + Penalty 3096.053452 = -1592898.924532 nChanged 65 SP:Iteration 21Q (642.571730 sec): 3 clusters Score: Raw -1596018.941489 + Penalty 3096.053452 = -1592922.888037 nChanged 67 SP:Iteration 22Q (642.632365 sec): 3 clusters Score: Raw -1596040.403337 + Penalty 3096.053452 = -1592944.349885 nChanged 56 SP:Iteration 23Q (642.705288 sec): 3 clusters Score: Raw -1596057.145012 + Penalty 3096.053452 = -1592961.091561 nChanged 49 SP:Iteration 24Q (642.765267 sec): 3 clusters Score: Raw -1596073.161466 + Penalty 3096.053452 = -1592977.108014 nChanged 45 SP:Iteration 25Q (642.839410 sec): 3 clusters Score: Raw -1596087.671672 + Penalty 3096.053452 = -1592991.618220 nChanged 37 SP:Iteration 26Q (642.910932 sec): 3 clusters Score: Raw -1596098.795651 + Penalty 3096.053452 = -1593002.742199 nChanged 32 SP:Iteration 27Q (642.967804 sec): 3 clusters Score: Raw -1596108.430222 + Penalty 3096.053452 = -1593012.376770 nChanged 24 SP:Iteration 28Q (643.046860 sec): 3 clusters Score: Raw -1596113.963479 + Penalty 3096.053452 = -1593017.910027 nChanged 17 SP:Iteration 29Q (643.101140 sec): 3 clusters Score: Raw -1596118.421208 + Penalty 3096.053452 = -1593022.367756 nChanged 17 SP:Iteration 30Q (643.178517 sec): 3 clusters Score: Raw -1596122.749870 + Penalty 3096.053452 = -1593026.696418 nChanged 10 SP:Iteration 31Q (643.235236 sec): 3 clusters Score: Raw -1596125.770785 + Penalty 3096.053452 = -1593029.717333 nChanged 14 SP:Iteration 32Q (643.298248 sec): 3 clusters Score: Raw -1596129.265237 + Penalty 3096.053452 = -1593033.211785 nChanged 11 SP:Iteration 33Q (643.377277 sec): 3 clusters Score: Raw -1596132.148027 + Penalty 3096.053452 = -1593036.094575 nChanged 9 SP:Iteration 34Q (643.442260 sec): 3 clusters Score: Raw -1596133.865901 + Penalty 3096.053452 = -1593037.812450 nChanged 8 SP:Iteration 35Q (643.513074 sec): 3 clusters Score: Raw -1596135.161553 + Penalty 3096.053452 = -1593039.108101 nChanged 6 SP:Iteration 36Q (643.582281 sec): 3 clusters Score: Raw -1596136.073666 + Penalty 3096.053452 = -1593040.020214 nChanged 7 SP:Iteration 37Q (643.652346 sec): 3 clusters Score: Raw -1596137.566964 + Penalty 3096.053452 = -1593041.513512 nChanged 6 SP:Iteration 38Q (643.721289 sec): 3 clusters Score: Raw -1596138.651865 + Penalty 3096.053452 = -1593042.598414 nChanged 7 SP:Iteration 39Q (643.781228 sec): 3 clusters Score: Raw -1596140.583603 + Penalty 3096.053452 = -1593044.530151 nChanged 8 SP:Iteration 40F (643.851942 sec): 3 clusters Score: Raw -1596141.971241 + Penalty 3096.053452 = -1593045.917789 nChanged 5 SP:Iteration 41Q (643.922207 sec): 3 clusters Score: Raw -1596143.252353 + Penalty 3096.053452 = -1593047.198901 nChanged 5 SP:Iteration 42Q (643.991395 sec): 3 clusters Score: Raw -1596144.462621 + Penalty 3096.053452 = -1593048.409169 nChanged 6 SP:Iteration 43Q (644.046510 sec): 3 clusters Score: Raw -1596145.770130 + Penalty 3096.053452 = -1593049.716678 nChanged 4 SP:Iteration 44Q (644.122743 sec): 3 clusters Score: Raw -1596146.435310 + Penalty 3096.053452 = -1593050.381858 nChanged 2 SP:Iteration 45Q (644.179317 sec): 3 clusters Score: Raw -1596147.008717 + Penalty 3096.053452 = -1593050.955265 nChanged 4 SP:Iteration 46Q (644.253763 sec): 3 clusters Score: Raw -1596147.793802 + Penalty 3096.053452 = -1593051.740350 nChanged 5 SP:Iteration 47Q (644.324741 sec): 3 clusters Score: Raw -1596149.238182 + Penalty 3096.053452 = -1593053.184730 nChanged 4 SP:Iteration 48Q (644.391157 sec): 3 clusters Score: Raw -1596150.514263 + Penalty 3096.053452 = -1593054.460811 nChanged 6 SP:Iteration 49Q (644.449265 sec): 3 clusters Score: Raw -1596153.010820 + Penalty 3096.053452 = -1593056.957368 nChanged 17 SP:Iteration 50Q (644.508939 sec): 3 clusters Score: Raw -1596159.113748 + Penalty 3096.053452 = -1593063.060296 nChanged 20 SP:Iteration 51Q (644.566419 sec): 3 clusters Score: Raw -1596165.251303 + Penalty 3096.053452 = -1593069.197851 nChanged 9 SP:Iteration 52Q (644.623757 sec): 3 clusters Score: Raw -1596168.603158 + Penalty 3096.053452 = -1593072.549706 nChanged 15 SP:Iteration 53Q (644.690894 sec): 3 clusters Score: Raw -1596173.715815 + Penalty 3096.053452 = -1593077.662363 nChanged 12 SP:Iteration 54Q (644.760835 sec): 3 clusters Score: Raw -1596177.858099 + Penalty 3096.053452 = -1593081.804647 nChanged 8 SP:Iteration 55Q (644.828473 sec): 3 clusters Score: Raw -1596179.780118 + Penalty 3096.053452 = -1593083.726666 nChanged 6 SP:Iteration 56Q (644.885209 sec): 3 clusters Score: Raw -1596182.027694 + Penalty 3096.053452 = -1593085.974242 nChanged 5 SP:Iteration 57Q (644.937899 sec): 3 clusters Score: Raw -1596183.288726 + Penalty 3096.053452 = -1593087.235275 nChanged 5 SP:Iteration 58Q (645.000105 sec): 3 clusters Score: Raw -1596185.203844 + Penalty 3096.053452 = -1593089.150392 nChanged 3 SP:Iteration 59Q (645.069226 sec): 3 clusters Score: Raw -1596185.702534 + Penalty 3096.053452 = -1593089.649083 nChanged 3 SP:Iteration 60F (645.131944 sec): 3 clusters Score: Raw -1596186.101266 + Penalty 3096.053452 = -1593090.047814 nChanged 2 SP:Iteration 61Q (645.196756 sec): 3 clusters Score: Raw -1596186.364682 + Penalty 3096.053452 = -1593090.311230 nChanged 1 SP:Iteration 62Q (645.270144 sec): 3 clusters Score: Raw -1596186.538372 + Penalty 3096.053452 = -1593090.484920 nChanged 2 SP:Iteration 63Q (645.335219 sec): 3 clusters Score: Raw -1596186.868454 + Penalty 3096.053452 = -1593090.815002 nChanged 1 SP:Iteration 64Q (645.394106 sec): 3 clusters Score: Raw -1596187.096919 + Penalty 3096.053452 = -1593091.043467 nChanged 3 SP:Iteration 65Q (645.455631 sec): 3 clusters Score: Raw -1596187.604505 + Penalty 3096.053452 = -1593091.551053 nChanged 2 SP:Iteration 66Q (645.528691 sec): 3 clusters Score: Raw -1596188.009796 + Penalty 3096.053452 = -1593091.956344 nChanged 0 SP:Iteration 67F (645.597485 sec): 3 clusters Score: Raw -1596188.009796 + Penalty 3096.053452 = -1593091.956344 nChanged 0 Trying to split cluster 19 (2846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (645.627937 sec): 2 clusters Score: Raw -318347.973296 + Penalty 1292.471339 = -317055.501957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (645.677862 sec): 3 clusters Score: Raw -317036.647040 + Penalty 2584.942678 = -314451.704362 nChanged 1071 SP:Iteration 1F (645.731719 sec): 3 clusters Score: Raw -317677.638883 + Penalty 2584.942678 = -315092.696205 nChanged 216 SP:Iteration 2F (645.780588 sec): 3 clusters Score: Raw -317816.796446 + Penalty 2584.942678 = -315231.853768 nChanged 152 SP:Iteration 3F (645.830900 sec): 3 clusters Score: Raw -317906.909925 + Penalty 2584.942678 = -315321.967247 nChanged 105 SP:Iteration 4Q (645.874331 sec): 3 clusters Score: Raw -317962.343683 + Penalty 2584.942678 = -315377.401005 nChanged 85 SP:Iteration 5Q (645.929917 sec): 3 clusters Score: Raw -318004.034069 + Penalty 2584.942678 = -315419.091391 nChanged 79 SP:Iteration 6Q (645.979718 sec): 3 clusters Score: Raw -318044.050693 + Penalty 2584.942678 = -315459.108015 nChanged 66 SP:Iteration 7Q (646.031223 sec): 3 clusters Score: Raw -318078.371065 + Penalty 2584.942678 = -315493.428387 nChanged 61 SP:Iteration 8Q (646.083308 sec): 3 clusters Score: Raw -318113.789851 + Penalty 2584.942678 = -315528.847173 nChanged 62 SP:Iteration 9Q (646.131620 sec): 3 clusters Score: Raw -318144.527083 + Penalty 2584.942678 = -315559.584405 nChanged 53 SP:Iteration 10Q (646.169622 sec): 3 clusters Score: Raw -318166.517653 + Penalty 2584.942678 = -315581.574975 nChanged 36 SP:Iteration 11Q (646.216165 sec): 3 clusters Score: Raw -318187.343291 + Penalty 2584.942678 = -315602.400613 nChanged 28 SP:Iteration 12Q (646.271581 sec): 3 clusters Score: Raw -318200.235655 + Penalty 2584.942678 = -315615.292977 nChanged 21 SP:Iteration 13Q (646.323185 sec): 3 clusters Score: Raw -318209.149184 + Penalty 2584.942678 = -315624.206506 nChanged 14 SP:Iteration 14Q (646.366124 sec): 3 clusters Score: Raw -318215.361328 + Penalty 2584.942678 = -315630.418650 nChanged 17 SP:Iteration 15Q (646.409217 sec): 3 clusters Score: Raw -318222.187679 + Penalty 2584.942678 = -315637.245000 nChanged 21 SP:Iteration 16Q (646.467856 sec): 3 clusters Score: Raw -318231.548765 + Penalty 2584.942678 = -315646.606087 nChanged 19 SP:Iteration 17Q (646.511174 sec): 3 clusters Score: Raw -318240.176568 + Penalty 2584.942678 = -315655.233890 nChanged 17 SP:Iteration 18Q (646.563861 sec): 3 clusters Score: Raw -318248.599813 + Penalty 2584.942678 = -315663.657135 nChanged 18 SP:Iteration 19Q (646.611509 sec): 3 clusters Score: Raw -318257.351982 + Penalty 2584.942678 = -315672.409304 nChanged 14 SP:Iteration 20F (646.672529 sec): 3 clusters Score: Raw -318263.961705 + Penalty 2584.942678 = -315679.019027 nChanged 13 SP:Iteration 21Q (646.710563 sec): 3 clusters Score: Raw -318270.494349 + Penalty 2584.942678 = -315685.551671 nChanged 8 SP:Iteration 22Q (646.772715 sec): 3 clusters Score: Raw -318273.112766 + Penalty 2584.942678 = -315688.170088 nChanged 8 SP:Iteration 23Q (646.826144 sec): 3 clusters Score: Raw -318277.001549 + Penalty 2584.942678 = -315692.058871 nChanged 7 SP:Iteration 24Q (646.877538 sec): 3 clusters Score: Raw -318280.392525 + Penalty 2584.942678 = -315695.449846 nChanged 9 SP:Iteration 25Q (646.913582 sec): 3 clusters Score: Raw -318287.296682 + Penalty 2584.942678 = -315702.354004 nChanged 11 SP:Iteration 26Q (646.976101 sec): 3 clusters Score: Raw -318297.540083 + Penalty 2584.942678 = -315712.597405 nChanged 20 SP:Iteration 27Q (647.024845 sec): 3 clusters Score: Raw -318311.359986 + Penalty 2584.942678 = -315726.417308 nChanged 21 SP:Iteration 28Q (647.071490 sec): 3 clusters Score: Raw -318322.054078 + Penalty 2584.942678 = -315737.111400 nChanged 15 SP:Iteration 29Q (647.117930 sec): 3 clusters Score: Raw -318327.867482 + Penalty 2584.942678 = -315742.924804 nChanged 13 SP:Iteration 30Q (647.158256 sec): 3 clusters Score: Raw -318336.381567 + Penalty 2584.942678 = -315751.438889 nChanged 15 SP:Iteration 31Q (647.208367 sec): 3 clusters Score: Raw -318347.459721 + Penalty 2584.942678 = -315762.517043 nChanged 18 SP:Iteration 32Q (647.253126 sec): 3 clusters Score: Raw -318360.324306 + Penalty 2584.942678 = -315775.381628 nChanged 20 SP:Iteration 33Q (647.304263 sec): 3 clusters Score: Raw -318370.863693 + Penalty 2584.942678 = -315785.921015 nChanged 12 SP:Iteration 34Q (647.348749 sec): 3 clusters Score: Raw -318378.308992 + Penalty 2584.942678 = -315793.366314 nChanged 13 SP:Iteration 35Q (647.398068 sec): 3 clusters Score: Raw -318387.022082 + Penalty 2584.942678 = -315802.079404 nChanged 17 SP:Iteration 36Q (647.444885 sec): 3 clusters Score: Raw -318395.041799 + Penalty 2584.942678 = -315810.099121 nChanged 9 SP:Iteration 37Q (647.503038 sec): 3 clusters Score: Raw -318400.146239 + Penalty 2584.942678 = -315815.203561 nChanged 12 SP:Iteration 38Q (647.551274 sec): 3 clusters Score: Raw -318408.739822 + Penalty 2584.942678 = -315823.797144 nChanged 8 SP:Iteration 39Q (647.599190 sec): 3 clusters Score: Raw -318414.111142 + Penalty 2584.942678 = -315829.168464 nChanged 9 SP:Iteration 40F (647.647345 sec): 3 clusters Score: Raw -318418.610839 + Penalty 2584.942678 = -315833.668161 nChanged 4 SP:Iteration 41Q (647.696786 sec): 3 clusters Score: Raw -318419.966598 + Penalty 2584.942678 = -315835.023920 nChanged 8 SP:Iteration 42Q (647.743152 sec): 3 clusters Score: Raw -318423.328497 + Penalty 2584.942678 = -315838.385819 nChanged 3 SP:Iteration 43Q (647.791099 sec): 3 clusters Score: Raw -318424.631474 + Penalty 2584.942678 = -315839.688796 nChanged 6 SP:Iteration 44Q (647.839133 sec): 3 clusters Score: Raw -318427.332902 + Penalty 2584.942678 = -315842.390224 nChanged 4 SP:Iteration 45Q (647.876477 sec): 3 clusters Score: Raw -318429.448626 + Penalty 2584.942678 = -315844.505948 nChanged 4 SP:Iteration 46Q (647.931654 sec): 3 clusters Score: Raw -318430.557371 + Penalty 2584.942678 = -315845.614693 nChanged 2 SP:Iteration 47Q (647.973085 sec): 3 clusters Score: Raw -318431.106554 + Penalty 2584.942678 = -315846.163876 nChanged 0 SP:Iteration 48F (648.023709 sec): 3 clusters Score: Raw -318431.106554 + Penalty 2584.942678 = -315846.163876 nChanged 0 Time taken for this iteration:645.665044 seconds. 20->18 Clusters: Score -22383703.477667, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 200040 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 9 (661 points): Lose 213.549947 but Gain 1983.519302 Iteration 0F (650.926132 sec): 20 clusters Score: Raw -21512370.105618 + Penalty 37686.866731 = -21474683.238886 nChanged 189664 Deleting Class 11 (221 points): Lose 296.924340 but Gain 1983.519302 Iteration 1F (653.622415 sec): 19 clusters Score: Raw -22110914.897819 + Penalty 35703.347430 = -22075211.550389 nChanged 44602 Deleting Class 12 (192 points): Lose 225.981511 but Gain 1983.519302 Iteration 2F (656.157308 sec): 18 clusters Score: Raw -22183643.463254 + Penalty 33719.828128 = -22149923.635126 nChanged 19742 Deleting Class 14 (167 points): Lose 230.614455 but Gain 1983.519302 Iteration 3F (658.570047 sec): 17 clusters Score: Raw -22214197.446579 + Penalty 31736.308826 = -22182461.137752 nChanged 9816 Deleting Class 4 (122 points): Lose 304.816048 but Gain 1983.519302 Iteration 4Q (659.940644 sec): 16 clusters Score: Raw -22227006.052774 + Penalty 29752.789525 = -22197253.263250 nChanged 6730 Deleting Class 16 (75 points): Lose 737.893577 but Gain 1983.519302 Iteration 5Q (661.169295 sec): 15 clusters Score: Raw -22235310.850354 + Penalty 27769.270223 = -22207541.580131 nChanged 5156 Deleting Class 8 (834 points): Lose 1342.484201 but Gain 1983.519302 Iteration 6Q (662.242934 sec): 14 clusters Score: Raw -22239278.174158 + Penalty 25785.750921 = -22213492.423237 nChanged 4228 Deleting Class 2 (349 points): Lose 1664.264408 but Gain 1983.519302 Iteration 7Q (663.186486 sec): 13 clusters Score: Raw -22241130.723569 + Penalty 23802.231620 = -22217328.491949 nChanged 3413 Deleting Class 6 (1031 points): Lose 1735.942722 but Gain 1983.519302 Iteration 8Q (664.173722 sec): 12 clusters Score: Raw -22242220.599245 + Penalty 21818.712318 = -22220401.886927 nChanged 4050 Iteration 9Q (665.091640 sec): 12 clusters Score: Raw -22246436.116238 + Penalty 21818.712318 = -22224617.403920 nChanged 3205 Iteration 10Q (666.025335 sec): 12 clusters Score: Raw -22248894.532667 + Penalty 21818.712318 = -22227075.820349 nChanged 2857 Iteration 11Q (666.925256 sec): 12 clusters Score: Raw -22251004.956666 + Penalty 21818.712318 = -22229186.244348 nChanged 2701 Iteration 12Q (667.811816 sec): 12 clusters Score: Raw -22252994.671209 + Penalty 21818.712318 = -22231175.958890 nChanged 2727 Iteration 13Q (668.712906 sec): 12 clusters Score: Raw -22255034.312604 + Penalty 21818.712318 = -22233215.600286 nChanged 2857 Iteration 14Q (669.616813 sec): 12 clusters Score: Raw -22257227.655545 + Penalty 21818.712318 = -22235408.943227 nChanged 3206 Iteration 15Q (670.485341 sec): 12 clusters Score: Raw -22259728.479171 + Penalty 21818.712318 = -22237909.766853 nChanged 3424 Iteration 16Q (671.379827 sec): 12 clusters Score: Raw -22262451.911585 + Penalty 21818.712318 = -22240633.199267 nChanged 3725 Iteration 17Q (672.344819 sec): 12 clusters Score: Raw -22265672.880604 + Penalty 21818.712318 = -22243854.168286 nChanged 3929 Iteration 18Q (673.254370 sec): 12 clusters Score: Raw -22270285.463966 + Penalty 21818.712318 = -22248466.751648 nChanged 4144 Iteration 19Q (674.208019 sec): 12 clusters Score: Raw -22273705.077380 + Penalty 21818.712318 = -22251886.365061 nChanged 4095 Writing temp clu file Because OldScore, -22248466.751648, is greater than current (better) Score,-22251886.365061 Compute initial score before splitting: Score: Raw -22273705.077380 + Penalty 21818.712318 = -22251886.365061 Trying to split cluster 1 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (674.291419 sec): 2 clusters Score: Raw -55754.310151 + Penalty 1011.490745 = -54742.819406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (674.334444 sec): 3 clusters Score: Raw -55661.913771 + Penalty 2022.981490 = -53638.932281 nChanged 117 SP:Iteration 1F (674.380394 sec): 3 clusters Score: Raw -55825.014584 + Penalty 2022.981490 = -53802.033095 nChanged 31 SP:Iteration 2F (674.418507 sec): 3 clusters Score: Raw -55877.733463 + Penalty 2022.981490 = -53854.751974 nChanged 18 SP:Iteration 3Q (674.460808 sec): 3 clusters Score: Raw -55902.120730 + Penalty 2022.981490 = -53879.139240 nChanged 7 SP:Iteration 4Q (674.505223 sec): 3 clusters Score: Raw -55911.036048 + Penalty 2022.981490 = -53888.054559 nChanged 5 SP:Iteration 5Q (674.561121 sec): 3 clusters Score: Raw -55919.684255 + Penalty 2022.981490 = -53896.702766 nChanged 5 SP:Iteration 6Q (674.616498 sec): 3 clusters Score: Raw -55927.152669 + Penalty 2022.981490 = -53904.171180 nChanged 4 SP:Iteration 7Q (674.667220 sec): 3 clusters Score: Raw -55930.570042 + Penalty 2022.981490 = -53907.588552 nChanged 5 SP:Iteration 8Q (674.716606 sec): 3 clusters Score: Raw -55937.005627 + Penalty 2022.981490 = -53914.024137 nChanged 1 SP:Iteration 9Q (674.763623 sec): 3 clusters Score: Raw -55937.402243 + Penalty 2022.981490 = -53914.420753 nChanged 1 SP:Iteration 10Q (674.800971 sec): 3 clusters Score: Raw -55938.653341 + Penalty 2022.981490 = -53915.671852 nChanged 2 SP:Iteration 11Q (674.860915 sec): 3 clusters Score: Raw -55939.929333 + Penalty 2022.981490 = -53916.947843 nChanged 1 SP:Iteration 12Q (674.901225 sec): 3 clusters Score: Raw -55940.977836 + Penalty 2022.981490 = -53917.996346 nChanged 2 SP:Iteration 13Q (674.947288 sec): 3 clusters Score: Raw -55942.329807 + Penalty 2022.981490 = -53919.348317 nChanged 1 SP:Iteration 14Q (674.985482 sec): 3 clusters Score: Raw -55942.568769 + Penalty 2022.981490 = -53919.587279 nChanged 0 SP:Iteration 15F (675.031842 sec): 3 clusters Score: Raw -55942.568769 + Penalty 2022.981490 = -53919.587279 nChanged 0 Trying to split cluster 3 (3285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (675.060205 sec): 2 clusters Score: Raw -368931.096799 + Penalty 1315.782314 = -367615.314485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (675.115177 sec): 3 clusters Score: Raw -367366.271969 + Penalty 2631.564628 = -364734.707342 nChanged 1230 SP:Iteration 1F (675.180216 sec): 3 clusters Score: Raw -368067.041829 + Penalty 2631.564628 = -365435.477201 nChanged 249 SP:Iteration 2F (675.234341 sec): 3 clusters Score: Raw -368232.370571 + Penalty 2631.564628 = -365600.805943 nChanged 178 SP:Iteration 3F (675.277165 sec): 3 clusters Score: Raw -368338.048868 + Penalty 2631.564628 = -365706.484241 nChanged 145 SP:Iteration 4Q (675.338771 sec): 3 clusters Score: Raw -368424.795525 + Penalty 2631.564628 = -365793.230897 nChanged 126 SP:Iteration 5Q (675.391873 sec): 3 clusters Score: Raw -368507.836883 + Penalty 2631.564628 = -365876.272256 nChanged 137 SP:Iteration 6Q (675.443580 sec): 3 clusters Score: Raw -368669.435858 + Penalty 2631.564628 = -366037.871231 nChanged 186 SP:Iteration 7F (675.486175 sec): 3 clusters Score: Raw -369264.216129 + Penalty 2631.564628 = -366632.651502 nChanged 265 SP:Iteration 8F (675.530407 sec): 3 clusters Score: Raw -370677.565634 + Penalty 2631.564628 = -368046.001006 nChanged 335 SP:Iteration 9F (675.577023 sec): 3 clusters Score: Raw -371201.930643 + Penalty 2631.564628 = -368570.366016 nChanged 215 SP:Iteration 10F (675.626956 sec): 3 clusters Score: Raw -371466.213423 + Penalty 2631.564628 = -368834.648795 nChanged 129 SP:Iteration 11Q (675.684284 sec): 3 clusters Score: Raw -371601.535505 + Penalty 2631.564628 = -368969.970878 nChanged 64 SP:Iteration 12Q (675.731417 sec): 3 clusters Score: Raw -371660.715340 + Penalty 2631.564628 = -369029.150713 nChanged 34 SP:Iteration 13Q (675.769817 sec): 3 clusters Score: Raw -371685.769909 + Penalty 2631.564628 = -369054.205281 nChanged 22 SP:Iteration 14Q (675.814722 sec): 3 clusters Score: Raw -371703.406925 + Penalty 2631.564628 = -369071.842298 nChanged 14 SP:Iteration 15Q (675.857358 sec): 3 clusters Score: Raw -371715.308232 + Penalty 2631.564628 = -369083.743605 nChanged 9 SP:Iteration 16Q (675.903482 sec): 3 clusters Score: Raw -371722.355970 + Penalty 2631.564628 = -369090.791343 nChanged 5 SP:Iteration 17Q (675.945582 sec): 3 clusters Score: Raw -371725.853966 + Penalty 2631.564628 = -369094.289339 nChanged 2 SP:Iteration 18Q (676.008903 sec): 3 clusters Score: Raw -371727.443413 + Penalty 2631.564628 = -369095.878785 nChanged 2 SP:Iteration 19Q (676.051825 sec): 3 clusters Score: Raw -371729.635706 + Penalty 2631.564628 = -369098.071078 nChanged 1 SP:Iteration 20F (676.114496 sec): 3 clusters Score: Raw -371730.017722 + Penalty 2631.564628 = -369098.453095 nChanged 0 Score: Raw -22277619.811201 + Penalty 23802.231620 = -22253817.579582 Splitting cluster 3 changes total score from -22251886.365061 to -22253817.579582 So it's getting split into cluster 2. Trying to split cluster 5 (4601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (677.884770 sec): 2 clusters Score: Raw -532420.054737 + Penalty 1370.529704 = -531049.525033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (677.934500 sec): 3 clusters Score: Raw -530068.153031 + Penalty 2741.059409 = -527327.093622 nChanged 1854 SP:Iteration 1F (677.990892 sec): 3 clusters Score: Raw -531137.997388 + Penalty 2741.059409 = -528396.937980 nChanged 326 SP:Iteration 2F (678.039817 sec): 3 clusters Score: Raw -531349.362209 + Penalty 2741.059409 = -528608.302800 nChanged 283 SP:Iteration 3F (678.097516 sec): 3 clusters Score: Raw -531584.540882 + Penalty 2741.059409 = -528843.481474 nChanged 279 SP:Iteration 4F (678.142632 sec): 3 clusters Score: Raw -531832.195452 + Penalty 2741.059409 = -529091.136043 nChanged 272 SP:Iteration 5F (678.201735 sec): 3 clusters Score: Raw -532078.128456 + Penalty 2741.059409 = -529337.069047 nChanged 262 SP:Iteration 6F (678.246920 sec): 3 clusters Score: Raw -532304.564820 + Penalty 2741.059409 = -529563.505412 nChanged 215 SP:Iteration 7Q (678.301813 sec): 3 clusters Score: Raw -532470.272698 + Penalty 2741.059409 = -529729.213290 nChanged 175 SP:Iteration 8Q (678.350350 sec): 3 clusters Score: Raw -532595.399585 + Penalty 2741.059409 = -529854.340176 nChanged 131 SP:Iteration 9Q (678.408618 sec): 3 clusters Score: Raw -532693.507732 + Penalty 2741.059409 = -529952.448324 nChanged 123 SP:Iteration 10Q (678.457658 sec): 3 clusters Score: Raw -532790.153635 + Penalty 2741.059409 = -530049.094226 nChanged 104 SP:Iteration 11Q (678.501353 sec): 3 clusters Score: Raw -532853.789734 + Penalty 2741.059409 = -530112.730325 nChanged 68 SP:Iteration 12Q (678.556978 sec): 3 clusters Score: Raw -532886.324833 + Penalty 2741.059409 = -530145.265425 nChanged 49 SP:Iteration 13Q (678.601453 sec): 3 clusters Score: Raw -532906.991714 + Penalty 2741.059409 = -530165.932305 nChanged 41 SP:Iteration 14Q (678.645949 sec): 3 clusters Score: Raw -532924.644966 + Penalty 2741.059409 = -530183.585557 nChanged 27 SP:Iteration 15Q (678.703756 sec): 3 clusters Score: Raw -532935.820776 + Penalty 2741.059409 = -530194.761367 nChanged 21 SP:Iteration 16Q (678.744549 sec): 3 clusters Score: Raw -532942.849891 + Penalty 2741.059409 = -530201.790482 nChanged 14 SP:Iteration 17Q (678.801003 sec): 3 clusters Score: Raw -532950.265562 + Penalty 2741.059409 = -530209.206154 nChanged 14 SP:Iteration 18Q (678.854158 sec): 3 clusters Score: Raw -532954.708985 + Penalty 2741.059409 = -530213.649576 nChanged 7 SP:Iteration 19Q (678.899051 sec): 3 clusters Score: Raw -532956.551083 + Penalty 2741.059409 = -530215.491674 nChanged 6 SP:Iteration 20F (678.942632 sec): 3 clusters Score: Raw -532957.898999 + Penalty 2741.059409 = -530216.839590 nChanged 2 SP:Iteration 21Q (678.994914 sec): 3 clusters Score: Raw -532958.531764 + Penalty 2741.059409 = -530217.472355 nChanged 2 SP:Iteration 22Q (679.044224 sec): 3 clusters Score: Raw -532958.866100 + Penalty 2741.059409 = -530217.806691 nChanged 4 SP:Iteration 23Q (679.098997 sec): 3 clusters Score: Raw -532959.399173 + Penalty 2741.059409 = -530218.339764 nChanged 2 SP:Iteration 24Q (679.154886 sec): 3 clusters Score: Raw -532959.796232 + Penalty 2741.059409 = -530218.736824 nChanged 2 SP:Iteration 25Q (679.218665 sec): 3 clusters Score: Raw -532960.305822 + Penalty 2741.059409 = -530219.246414 nChanged 2 SP:Iteration 26Q (679.281002 sec): 3 clusters Score: Raw -532960.787746 + Penalty 2741.059409 = -530219.728337 nChanged 2 SP:Iteration 27Q (679.334011 sec): 3 clusters Score: Raw -532961.497007 + Penalty 2741.059409 = -530220.437598 nChanged 0 SP:Iteration 28F (679.386488 sec): 3 clusters Score: Raw -532961.497007 + Penalty 2741.059409 = -530220.437598 nChanged 0 Trying to split cluster 7 (2762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (679.417294 sec): 2 clusters Score: Raw -294365.334482 + Penalty 1287.602929 = -293077.731553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (679.452363 sec): 3 clusters Score: Raw -293061.238118 + Penalty 2575.205859 = -290486.032259 nChanged 1096 SP:Iteration 1F (679.505673 sec): 3 clusters Score: Raw -293880.960118 + Penalty 2575.205859 = -291305.754260 nChanged 236 SP:Iteration 2F (679.556050 sec): 3 clusters Score: Raw -294121.027912 + Penalty 2575.205859 = -291545.822054 nChanged 172 SP:Iteration 3F (679.618094 sec): 3 clusters Score: Raw -294257.769990 + Penalty 2575.205859 = -291682.564132 nChanged 133 SP:Iteration 4Q (679.671822 sec): 3 clusters Score: Raw -294370.642857 + Penalty 2575.205859 = -291795.436999 nChanged 102 SP:Iteration 5Q (679.718467 sec): 3 clusters Score: Raw -294470.537201 + Penalty 2575.205859 = -291895.331342 nChanged 105 SP:Iteration 6Q (679.764770 sec): 3 clusters Score: Raw -294549.661195 + Penalty 2575.205859 = -291974.455336 nChanged 91 SP:Iteration 7Q (679.819425 sec): 3 clusters Score: Raw -294619.559235 + Penalty 2575.205859 = -292044.353377 nChanged 74 SP:Iteration 8Q (679.855562 sec): 3 clusters Score: Raw -294672.348516 + Penalty 2575.205859 = -292097.142657 nChanged 61 SP:Iteration 9Q (679.917071 sec): 3 clusters Score: Raw -294720.846018 + Penalty 2575.205859 = -292145.640160 nChanged 47 SP:Iteration 10Q (679.968223 sec): 3 clusters Score: Raw -294749.992435 + Penalty 2575.205859 = -292174.786576 nChanged 39 SP:Iteration 11Q (680.008108 sec): 3 clusters Score: Raw -294779.027721 + Penalty 2575.205859 = -292203.821862 nChanged 39 SP:Iteration 12Q (680.060962 sec): 3 clusters Score: Raw -294803.989839 + Penalty 2575.205859 = -292228.783981 nChanged 39 SP:Iteration 13Q (680.113681 sec): 3 clusters Score: Raw -294828.132663 + Penalty 2575.205859 = -292252.926804 nChanged 36 SP:Iteration 14Q (680.166040 sec): 3 clusters Score: Raw -294848.400124 + Penalty 2575.205859 = -292273.194266 nChanged 36 SP:Iteration 15Q (680.221731 sec): 3 clusters Score: Raw -294873.350397 + Penalty 2575.205859 = -292298.144538 nChanged 42 SP:Iteration 16Q (680.278691 sec): 3 clusters Score: Raw -294903.848295 + Penalty 2575.205859 = -292328.642436 nChanged 34 SP:Iteration 17Q (680.326919 sec): 3 clusters Score: Raw -294928.225780 + Penalty 2575.205859 = -292353.019922 nChanged 30 SP:Iteration 18Q (680.374180 sec): 3 clusters Score: Raw -294949.803856 + Penalty 2575.205859 = -292374.597997 nChanged 25 SP:Iteration 19Q (680.416900 sec): 3 clusters Score: Raw -294971.283982 + Penalty 2575.205859 = -292396.078124 nChanged 31 SP:Iteration 20F (680.464774 sec): 3 clusters Score: Raw -294993.508475 + Penalty 2575.205859 = -292418.302617 nChanged 24 SP:Iteration 21Q (680.512235 sec): 3 clusters Score: Raw -295014.975544 + Penalty 2575.205859 = -292439.769686 nChanged 33 SP:Iteration 22Q (680.565377 sec): 3 clusters Score: Raw -295044.315131 + Penalty 2575.205859 = -292469.109273 nChanged 22 SP:Iteration 23Q (680.613811 sec): 3 clusters Score: Raw -295062.226535 + Penalty 2575.205859 = -292487.020677 nChanged 16 SP:Iteration 24Q (680.658663 sec): 3 clusters Score: Raw -295076.002025 + Penalty 2575.205859 = -292500.796166 nChanged 16 SP:Iteration 25Q (680.697199 sec): 3 clusters Score: Raw -295091.653967 + Penalty 2575.205859 = -292516.448108 nChanged 19 SP:Iteration 26Q (680.743129 sec): 3 clusters Score: Raw -295111.970792 + Penalty 2575.205859 = -292536.764933 nChanged 11 SP:Iteration 27Q (680.799910 sec): 3 clusters Score: Raw -295129.453249 + Penalty 2575.205859 = -292554.247390 nChanged 14 SP:Iteration 28Q (680.846688 sec): 3 clusters Score: Raw -295149.643335 + Penalty 2575.205859 = -292574.437476 nChanged 15 SP:Iteration 29Q (680.891534 sec): 3 clusters Score: Raw -295166.339410 + Penalty 2575.205859 = -292591.133552 nChanged 14 SP:Iteration 30Q (680.930942 sec): 3 clusters Score: Raw -295180.287699 + Penalty 2575.205859 = -292605.081841 nChanged 12 SP:Iteration 31Q (680.973049 sec): 3 clusters Score: Raw -295194.209566 + Penalty 2575.205859 = -292619.003708 nChanged 7 SP:Iteration 32Q (681.026077 sec): 3 clusters Score: Raw -295210.634019 + Penalty 2575.205859 = -292635.428160 nChanged 8 SP:Iteration 33Q (681.059900 sec): 3 clusters Score: Raw -295220.065125 + Penalty 2575.205859 = -292644.859267 nChanged 9 SP:Iteration 34Q (681.117753 sec): 3 clusters Score: Raw -295236.239754 + Penalty 2575.205859 = -292661.033895 nChanged 10 SP:Iteration 35Q (681.170701 sec): 3 clusters Score: Raw -295251.830589 + Penalty 2575.205859 = -292676.624731 nChanged 5 SP:Iteration 36Q (681.224819 sec): 3 clusters Score: Raw -295257.492406 + Penalty 2575.205859 = -292682.286547 nChanged 7 SP:Iteration 37Q (681.275693 sec): 3 clusters Score: Raw -295267.057418 + Penalty 2575.205859 = -292691.851559 nChanged 5 SP:Iteration 38Q (681.322728 sec): 3 clusters Score: Raw -295272.832554 + Penalty 2575.205859 = -292697.626696 nChanged 3 SP:Iteration 39Q (681.371260 sec): 3 clusters Score: Raw -295275.674096 + Penalty 2575.205859 = -292700.468237 nChanged 3 SP:Iteration 40F (681.423376 sec): 3 clusters Score: Raw -295279.650233 + Penalty 2575.205859 = -292704.444374 nChanged 3 SP:Iteration 41Q (681.475681 sec): 3 clusters Score: Raw -295284.218624 + Penalty 2575.205859 = -292709.012765 nChanged 2 SP:Iteration 42Q (681.522821 sec): 3 clusters Score: Raw -295287.247879 + Penalty 2575.205859 = -292712.042021 nChanged 4 SP:Iteration 43Q (681.569266 sec): 3 clusters Score: Raw -295293.648723 + Penalty 2575.205859 = -292718.442865 nChanged 4 SP:Iteration 44Q (681.617147 sec): 3 clusters Score: Raw -295298.007095 + Penalty 2575.205859 = -292722.801237 nChanged 1 SP:Iteration 45Q (681.665919 sec): 3 clusters Score: Raw -295298.837594 + Penalty 2575.205859 = -292723.631735 nChanged 3 SP:Iteration 46Q (681.707244 sec): 3 clusters Score: Raw -295303.249567 + Penalty 2575.205859 = -292728.043709 nChanged 4 SP:Iteration 47Q (681.768662 sec): 3 clusters Score: Raw -295310.556840 + Penalty 2575.205859 = -292735.350981 nChanged 5 SP:Iteration 48Q (681.816682 sec): 3 clusters Score: Raw -295317.600000 + Penalty 2575.205859 = -292742.394141 nChanged 6 SP:Iteration 49Q (681.866367 sec): 3 clusters Score: Raw -295325.215570 + Penalty 2575.205859 = -292750.009711 nChanged 5 SP:Iteration 50Q (681.916952 sec): 3 clusters Score: Raw -295329.759293 + Penalty 2575.205859 = -292754.553435 nChanged 3 SP:Iteration 51Q (681.965248 sec): 3 clusters Score: Raw -295332.317795 + Penalty 2575.205859 = -292757.111936 nChanged 1 SP:Iteration 52Q (682.003063 sec): 3 clusters Score: Raw -295333.633325 + Penalty 2575.205859 = -292758.427466 nChanged 0 SP:Iteration 53F (682.050060 sec): 3 clusters Score: Raw -295333.633325 + Penalty 2575.205859 = -292758.427466 nChanged 0 Trying to split cluster 10 (7846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (682.084023 sec): 2 clusters Score: Raw -919465.151440 + Penalty 1457.260858 = -918007.890582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (682.141319 sec): 3 clusters Score: Raw -915141.600036 + Penalty 2914.521716 = -912227.078320 nChanged 3346 SP:Iteration 1F (682.197133 sec): 3 clusters Score: Raw -916971.489610 + Penalty 2914.521716 = -914056.967894 nChanged 473 SP:Iteration 2F (682.259592 sec): 3 clusters Score: Raw -917179.580057 + Penalty 2914.521716 = -914265.058341 nChanged 368 SP:Iteration 3Q (682.324114 sec): 3 clusters Score: Raw -917348.196434 + Penalty 2914.521716 = -914433.674718 nChanged 320 SP:Iteration 4Q (682.382518 sec): 3 clusters Score: Raw -917496.451654 + Penalty 2914.521716 = -914581.929938 nChanged 317 SP:Iteration 5Q (682.441931 sec): 3 clusters Score: Raw -917630.243528 + Penalty 2914.521716 = -914715.721812 nChanged 282 SP:Iteration 6Q (682.492353 sec): 3 clusters Score: Raw -917759.866720 + Penalty 2914.521716 = -914845.345004 nChanged 282 SP:Iteration 7Q (682.561194 sec): 3 clusters Score: Raw -917906.698633 + Penalty 2914.521716 = -914992.176916 nChanged 321 SP:Iteration 8Q (682.619231 sec): 3 clusters Score: Raw -918082.582342 + Penalty 2914.521716 = -915168.060626 nChanged 298 SP:Iteration 9Q (682.670331 sec): 3 clusters Score: Raw -918267.749775 + Penalty 2914.521716 = -915353.228059 nChanged 291 SP:Iteration 10Q (682.723177 sec): 3 clusters Score: Raw -918450.269537 + Penalty 2914.521716 = -915535.747821 nChanged 281 SP:Iteration 11Q (682.779872 sec): 3 clusters Score: Raw -918618.350225 + Penalty 2914.521716 = -915703.828509 nChanged 243 SP:Iteration 12Q (682.849751 sec): 3 clusters Score: Raw -918769.240376 + Penalty 2914.521716 = -915854.718660 nChanged 205 SP:Iteration 13Q (682.902050 sec): 3 clusters Score: Raw -918904.195064 + Penalty 2914.521716 = -915989.673348 nChanged 197 SP:Iteration 14Q (682.962719 sec): 3 clusters Score: Raw -919022.057888 + Penalty 2914.521716 = -916107.536171 nChanged 172 SP:Iteration 15Q (683.020723 sec): 3 clusters Score: Raw -919120.628343 + Penalty 2914.521716 = -916206.106627 nChanged 128 SP:Iteration 16Q (683.076419 sec): 3 clusters Score: Raw -919195.198486 + Penalty 2914.521716 = -916280.676769 nChanged 106 SP:Iteration 17Q (683.130761 sec): 3 clusters Score: Raw -919256.195612 + Penalty 2914.521716 = -916341.673896 nChanged 108 SP:Iteration 18Q (683.173715 sec): 3 clusters Score: Raw -919316.564014 + Penalty 2914.521716 = -916402.042298 nChanged 99 SP:Iteration 19Q (683.234155 sec): 3 clusters Score: Raw -919365.556017 + Penalty 2914.521716 = -916451.034301 nChanged 71 SP:Iteration 20F (683.295441 sec): 3 clusters Score: Raw -919399.248771 + Penalty 2914.521716 = -916484.727055 nChanged 69 SP:Iteration 21Q (683.347677 sec): 3 clusters Score: Raw -919427.353908 + Penalty 2914.521716 = -916512.832191 nChanged 62 SP:Iteration 22Q (683.400196 sec): 3 clusters Score: Raw -919453.724433 + Penalty 2914.521716 = -916539.202717 nChanged 46 SP:Iteration 23Q (683.452367 sec): 3 clusters Score: Raw -919474.125612 + Penalty 2914.521716 = -916559.603895 nChanged 34 SP:Iteration 24Q (683.523333 sec): 3 clusters Score: Raw -919486.992785 + Penalty 2914.521716 = -916572.471069 nChanged 32 SP:Iteration 25Q (683.578614 sec): 3 clusters Score: Raw -919497.726157 + Penalty 2914.521716 = -916583.204441 nChanged 29 SP:Iteration 26Q (683.639767 sec): 3 clusters Score: Raw -919507.657872 + Penalty 2914.521716 = -916593.136156 nChanged 27 SP:Iteration 27Q (683.694458 sec): 3 clusters Score: Raw -919517.349004 + Penalty 2914.521716 = -916602.827288 nChanged 28 SP:Iteration 28Q (683.742992 sec): 3 clusters Score: Raw -919531.624654 + Penalty 2914.521716 = -916617.102937 nChanged 40 SP:Iteration 29Q (683.807695 sec): 3 clusters Score: Raw -919549.417422 + Penalty 2914.521716 = -916634.895706 nChanged 28 SP:Iteration 30Q (683.854287 sec): 3 clusters Score: Raw -919559.691809 + Penalty 2914.521716 = -916645.170093 nChanged 14 SP:Iteration 31Q (683.921046 sec): 3 clusters Score: Raw -919564.336793 + Penalty 2914.521716 = -916649.815077 nChanged 20 SP:Iteration 32Q (683.982563 sec): 3 clusters Score: Raw -919570.567527 + Penalty 2914.521716 = -916656.045811 nChanged 15 SP:Iteration 33Q (684.041463 sec): 3 clusters Score: Raw -919576.041798 + Penalty 2914.521716 = -916661.520082 nChanged 16 SP:Iteration 34Q (684.087441 sec): 3 clusters Score: Raw -919580.780257 + Penalty 2914.521716 = -916666.258541 nChanged 12 SP:Iteration 35Q (684.149648 sec): 3 clusters Score: Raw -919584.772427 + Penalty 2914.521716 = -916670.250710 nChanged 9 SP:Iteration 36Q (684.199127 sec): 3 clusters Score: Raw -919587.413928 + Penalty 2914.521716 = -916672.892212 nChanged 12 SP:Iteration 37Q (684.266536 sec): 3 clusters Score: Raw -919590.851063 + Penalty 2914.521716 = -916676.329346 nChanged 6 SP:Iteration 38Q (684.329751 sec): 3 clusters Score: Raw -919592.305198 + Penalty 2914.521716 = -916677.783482 nChanged 5 SP:Iteration 39Q (684.384068 sec): 3 clusters Score: Raw -919593.560116 + Penalty 2914.521716 = -916679.038400 nChanged 5 SP:Iteration 40F (684.447835 sec): 3 clusters Score: Raw -919594.823649 + Penalty 2914.521716 = -916680.301933 nChanged 7 SP:Iteration 41Q (684.508411 sec): 3 clusters Score: Raw -919597.313893 + Penalty 2914.521716 = -916682.792176 nChanged 6 SP:Iteration 42Q (684.568140 sec): 3 clusters Score: Raw -919598.725420 + Penalty 2914.521716 = -916684.203703 nChanged 5 SP:Iteration 43Q (684.628082 sec): 3 clusters Score: Raw -919599.732658 + Penalty 2914.521716 = -916685.210942 nChanged 1 SP:Iteration 44Q (684.688207 sec): 3 clusters Score: Raw -919600.030162 + Penalty 2914.521716 = -916685.508446 nChanged 2 SP:Iteration 45Q (684.745395 sec): 3 clusters Score: Raw -919600.693273 + Penalty 2914.521716 = -916686.171557 nChanged 6 SP:Iteration 46Q (684.805400 sec): 3 clusters Score: Raw -919602.658785 + Penalty 2914.521716 = -916688.137069 nChanged 2 SP:Iteration 47Q (684.854701 sec): 3 clusters Score: Raw -919603.327530 + Penalty 2914.521716 = -916688.805814 nChanged 3 SP:Iteration 48Q (684.909832 sec): 3 clusters Score: Raw -919604.485117 + Penalty 2914.521716 = -916689.963401 nChanged 4 SP:Iteration 49Q (684.964018 sec): 3 clusters Score: Raw -919605.539104 + Penalty 2914.521716 = -916691.017388 nChanged 3 SP:Iteration 50Q (685.015786 sec): 3 clusters Score: Raw -919606.731908 + Penalty 2914.521716 = -916692.210192 nChanged 1 SP:Iteration 51Q (685.075222 sec): 3 clusters Score: Raw -919606.857158 + Penalty 2914.521716 = -916692.335441 nChanged 0 SP:Iteration 52F (685.138781 sec): 3 clusters Score: Raw -919606.857158 + Penalty 2914.521716 = -916692.335441 nChanged 0 Trying to split cluster 13 (3675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (685.167454 sec): 2 clusters Score: Raw -418683.723971 + Penalty 1334.012617 = -417349.711354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (685.204930 sec): 3 clusters Score: Raw -416869.154238 + Penalty 2668.025234 = -414201.129005 nChanged 1398 SP:Iteration 1F (685.259064 sec): 3 clusters Score: Raw -417704.123755 + Penalty 2668.025234 = -415036.098521 nChanged 269 SP:Iteration 2F (685.312127 sec): 3 clusters Score: Raw -417865.136404 + Penalty 2668.025234 = -415197.111171 nChanged 189 SP:Iteration 3F (685.358775 sec): 3 clusters Score: Raw -417953.852663 + Penalty 2668.025234 = -415285.827429 nChanged 127 SP:Iteration 4Q (685.408395 sec): 3 clusters Score: Raw -418006.904861 + Penalty 2668.025234 = -415338.879628 nChanged 85 SP:Iteration 5Q (685.447249 sec): 3 clusters Score: Raw -418040.901060 + Penalty 2668.025234 = -415372.875827 nChanged 53 SP:Iteration 6Q (685.495284 sec): 3 clusters Score: Raw -418063.823564 + Penalty 2668.025234 = -415395.798330 nChanged 46 SP:Iteration 7Q (685.543920 sec): 3 clusters Score: Raw -418079.606045 + Penalty 2668.025234 = -415411.580811 nChanged 39 SP:Iteration 8Q (685.605184 sec): 3 clusters Score: Raw -418094.557661 + Penalty 2668.025234 = -415426.532427 nChanged 44 SP:Iteration 9Q (685.654336 sec): 3 clusters Score: Raw -418113.697077 + Penalty 2668.025234 = -415445.671843 nChanged 61 SP:Iteration 10Q (685.690275 sec): 3 clusters Score: Raw -418140.678539 + Penalty 2668.025234 = -415472.653306 nChanged 51 SP:Iteration 11Q (685.742997 sec): 3 clusters Score: Raw -418166.791332 + Penalty 2668.025234 = -415498.766098 nChanged 58 SP:Iteration 12Q (685.796828 sec): 3 clusters Score: Raw -418192.413608 + Penalty 2668.025234 = -415524.388375 nChanged 50 SP:Iteration 13Q (685.856143 sec): 3 clusters Score: Raw -418215.664620 + Penalty 2668.025234 = -415547.639386 nChanged 44 SP:Iteration 14Q (685.909868 sec): 3 clusters Score: Raw -418235.888902 + Penalty 2668.025234 = -415567.863668 nChanged 43 SP:Iteration 15Q (685.965354 sec): 3 clusters Score: Raw -418252.511276 + Penalty 2668.025234 = -415584.486042 nChanged 31 SP:Iteration 16Q (686.019298 sec): 3 clusters Score: Raw -418265.932725 + Penalty 2668.025234 = -415597.907491 nChanged 37 SP:Iteration 17Q (686.071807 sec): 3 clusters Score: Raw -418285.811502 + Penalty 2668.025234 = -415617.786268 nChanged 45 SP:Iteration 18Q (686.117689 sec): 3 clusters Score: Raw -418308.798994 + Penalty 2668.025234 = -415640.773760 nChanged 42 SP:Iteration 19Q (686.172909 sec): 3 clusters Score: Raw -418329.263590 + Penalty 2668.025234 = -415661.238357 nChanged 42 SP:Iteration 20F (686.238520 sec): 3 clusters Score: Raw -418347.078214 + Penalty 2668.025234 = -415679.052980 nChanged 36 SP:Iteration 21Q (686.293669 sec): 3 clusters Score: Raw -418361.241098 + Penalty 2668.025234 = -415693.215864 nChanged 36 SP:Iteration 22Q (686.338509 sec): 3 clusters Score: Raw -418377.107506 + Penalty 2668.025234 = -415709.082272 nChanged 34 SP:Iteration 23Q (686.394955 sec): 3 clusters Score: Raw -418394.058619 + Penalty 2668.025234 = -415726.033385 nChanged 36 SP:Iteration 24Q (686.457206 sec): 3 clusters Score: Raw -418406.301833 + Penalty 2668.025234 = -415738.276599 nChanged 29 SP:Iteration 25Q (686.496933 sec): 3 clusters Score: Raw -418417.859400 + Penalty 2668.025234 = -415749.834166 nChanged 25 SP:Iteration 26Q (686.540980 sec): 3 clusters Score: Raw -418426.227841 + Penalty 2668.025234 = -415758.202608 nChanged 18 SP:Iteration 27Q (686.595661 sec): 3 clusters Score: Raw -418434.255243 + Penalty 2668.025234 = -415766.230009 nChanged 15 SP:Iteration 28Q (686.649858 sec): 3 clusters Score: Raw -418440.242606 + Penalty 2668.025234 = -415772.217372 nChanged 21 SP:Iteration 29Q (686.706593 sec): 3 clusters Score: Raw -418447.477172 + Penalty 2668.025234 = -415779.451939 nChanged 14 SP:Iteration 30Q (686.751306 sec): 3 clusters Score: Raw -418451.903909 + Penalty 2668.025234 = -415783.878676 nChanged 12 SP:Iteration 31Q (686.802965 sec): 3 clusters Score: Raw -418456.672705 + Penalty 2668.025234 = -415788.647471 nChanged 17 SP:Iteration 32Q (686.862745 sec): 3 clusters Score: Raw -418461.537680 + Penalty 2668.025234 = -415793.512447 nChanged 12 SP:Iteration 33Q (686.920984 sec): 3 clusters Score: Raw -418465.922991 + Penalty 2668.025234 = -415797.897757 nChanged 8 SP:Iteration 34Q (686.968852 sec): 3 clusters Score: Raw -418469.153406 + Penalty 2668.025234 = -415801.128172 nChanged 14 SP:Iteration 35Q (687.023494 sec): 3 clusters Score: Raw -418473.489640 + Penalty 2668.025234 = -415805.464406 nChanged 12 SP:Iteration 36Q (687.076616 sec): 3 clusters Score: Raw -418477.109240 + Penalty 2668.025234 = -415809.084006 nChanged 6 SP:Iteration 37Q (687.127368 sec): 3 clusters Score: Raw -418478.838661 + Penalty 2668.025234 = -415810.813428 nChanged 7 SP:Iteration 38Q (687.179513 sec): 3 clusters Score: Raw -418480.849961 + Penalty 2668.025234 = -415812.824728 nChanged 9 SP:Iteration 39Q (687.217041 sec): 3 clusters Score: Raw -418483.494655 + Penalty 2668.025234 = -415815.469421 nChanged 7 SP:Iteration 40F (687.278391 sec): 3 clusters Score: Raw -418486.649893 + Penalty 2668.025234 = -415818.624660 nChanged 10 SP:Iteration 41Q (687.325289 sec): 3 clusters Score: Raw -418492.718016 + Penalty 2668.025234 = -415824.692783 nChanged 12 SP:Iteration 42Q (687.384809 sec): 3 clusters Score: Raw -418497.104034 + Penalty 2668.025234 = -415829.078800 nChanged 13 SP:Iteration 43Q (687.442805 sec): 3 clusters Score: Raw -418501.304978 + Penalty 2668.025234 = -415833.279745 nChanged 12 SP:Iteration 44Q (687.494628 sec): 3 clusters Score: Raw -418504.597504 + Penalty 2668.025234 = -415836.572271 nChanged 9 SP:Iteration 45Q (687.543102 sec): 3 clusters Score: Raw -418508.000472 + Penalty 2668.025234 = -415839.975238 nChanged 9 SP:Iteration 46Q (687.605304 sec): 3 clusters Score: Raw -418510.851702 + Penalty 2668.025234 = -415842.826468 nChanged 11 SP:Iteration 47Q (687.646371 sec): 3 clusters Score: Raw -418515.008106 + Penalty 2668.025234 = -415846.982872 nChanged 11 SP:Iteration 48Q (687.705233 sec): 3 clusters Score: Raw -418520.139498 + Penalty 2668.025234 = -415852.114264 nChanged 17 SP:Iteration 49Q (687.749062 sec): 3 clusters Score: Raw -418527.113087 + Penalty 2668.025234 = -415859.087853 nChanged 15 SP:Iteration 50Q (687.805138 sec): 3 clusters Score: Raw -418532.441298 + Penalty 2668.025234 = -415864.416065 nChanged 17 SP:Iteration 51Q (687.853593 sec): 3 clusters Score: Raw -418538.366785 + Penalty 2668.025234 = -415870.341551 nChanged 15 SP:Iteration 52Q (687.905847 sec): 3 clusters Score: Raw -418543.780529 + Penalty 2668.025234 = -415875.755295 nChanged 16 SP:Iteration 53Q (687.950753 sec): 3 clusters Score: Raw -418549.544804 + Penalty 2668.025234 = -415881.519570 nChanged 17 SP:Iteration 54Q (688.015850 sec): 3 clusters Score: Raw -418553.640434 + Penalty 2668.025234 = -415885.615200 nChanged 11 SP:Iteration 55Q (688.071909 sec): 3 clusters Score: Raw -418556.906345 + Penalty 2668.025234 = -415888.881111 nChanged 7 SP:Iteration 56Q (688.127065 sec): 3 clusters Score: Raw -418559.368578 + Penalty 2668.025234 = -415891.343344 nChanged 4 SP:Iteration 57Q (688.184218 sec): 3 clusters Score: Raw -418560.723327 + Penalty 2668.025234 = -415892.698094 nChanged 3 SP:Iteration 58Q (688.239855 sec): 3 clusters Score: Raw -418561.368079 + Penalty 2668.025234 = -415893.342846 nChanged 2 SP:Iteration 59Q (688.290731 sec): 3 clusters Score: Raw -418561.766531 + Penalty 2668.025234 = -415893.741298 nChanged 0 SP:Iteration 60F (688.346484 sec): 3 clusters Score: Raw -418561.766531 + Penalty 2668.025234 = -415893.741298 nChanged 0 Trying to split cluster 15 (2418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (688.374914 sec): 2 clusters Score: Raw -293631.156265 + Penalty 1265.988105 = -292365.168160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (688.425583 sec): 3 clusters Score: Raw -292539.233639 + Penalty 2531.976210 = -290007.257429 nChanged 878 SP:Iteration 1F (688.475294 sec): 3 clusters Score: Raw -293118.096701 + Penalty 2531.976210 = -290586.120491 nChanged 198 SP:Iteration 2F (688.514727 sec): 3 clusters Score: Raw -293264.627946 + Penalty 2531.976210 = -290732.651736 nChanged 127 SP:Iteration 3F (688.578291 sec): 3 clusters Score: Raw -293341.224533 + Penalty 2531.976210 = -290809.248323 nChanged 80 SP:Iteration 4Q (688.622312 sec): 3 clusters Score: Raw -293400.158667 + Penalty 2531.976210 = -290868.182457 nChanged 83 SP:Iteration 5Q (688.679598 sec): 3 clusters Score: Raw -293447.097272 + Penalty 2531.976210 = -290915.121062 nChanged 65 SP:Iteration 6Q (688.726309 sec): 3 clusters Score: Raw -293495.302767 + Penalty 2531.976210 = -290963.326557 nChanged 54 SP:Iteration 7Q (688.784698 sec): 3 clusters Score: Raw -293540.804881 + Penalty 2531.976210 = -291008.828671 nChanged 64 SP:Iteration 8Q (688.834187 sec): 3 clusters Score: Raw -293596.354534 + Penalty 2531.976210 = -291064.378324 nChanged 58 SP:Iteration 9Q (688.884860 sec): 3 clusters Score: Raw -293635.342735 + Penalty 2531.976210 = -291103.366525 nChanged 60 SP:Iteration 10Q (688.928471 sec): 3 clusters Score: Raw -293693.624241 + Penalty 2531.976210 = -291161.648031 nChanged 51 SP:Iteration 11Q (688.974632 sec): 3 clusters Score: Raw -293739.938773 + Penalty 2531.976210 = -291207.962563 nChanged 47 SP:Iteration 12Q (689.006078 sec): 3 clusters Score: Raw -293782.969953 + Penalty 2531.976210 = -291250.993743 nChanged 51 SP:Iteration 13Q (689.047480 sec): 3 clusters Score: Raw -293832.772739 + Penalty 2531.976210 = -291300.796529 nChanged 45 SP:Iteration 14Q (689.091571 sec): 3 clusters Score: Raw -293864.075886 + Penalty 2531.976210 = -291332.099676 nChanged 28 SP:Iteration 15Q (689.141089 sec): 3 clusters Score: Raw -293882.750070 + Penalty 2531.976210 = -291350.773860 nChanged 24 SP:Iteration 16Q (689.181220 sec): 3 clusters Score: Raw -293899.698438 + Penalty 2531.976210 = -291367.722228 nChanged 12 SP:Iteration 17Q (689.223559 sec): 3 clusters Score: Raw -293906.846812 + Penalty 2531.976210 = -291374.870602 nChanged 9 SP:Iteration 18Q (689.268899 sec): 3 clusters Score: Raw -293913.157180 + Penalty 2531.976210 = -291381.180970 nChanged 9 SP:Iteration 19Q (689.311465 sec): 3 clusters Score: Raw -293918.726699 + Penalty 2531.976210 = -291386.750489 nChanged 12 SP:Iteration 20F (689.370518 sec): 3 clusters Score: Raw -293923.234989 + Penalty 2531.976210 = -291391.258779 nChanged 8 SP:Iteration 21Q (689.416139 sec): 3 clusters Score: Raw -293927.960537 + Penalty 2531.976210 = -291395.984327 nChanged 1 SP:Iteration 22Q (689.453020 sec): 3 clusters Score: Raw -293928.451171 + Penalty 2531.976210 = -291396.474961 nChanged 1 SP:Iteration 23Q (689.496422 sec): 3 clusters Score: Raw -293928.688016 + Penalty 2531.976210 = -291396.711806 nChanged 1 SP:Iteration 24Q (689.551496 sec): 3 clusters Score: Raw -293929.517019 + Penalty 2531.976210 = -291397.540809 nChanged 0 SP:Iteration 25F (689.588599 sec): 3 clusters Score: Raw -293929.517019 + Penalty 2531.976210 = -291397.540809 nChanged 0 Trying to split cluster 17 (138042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (689.805050 sec): 2 clusters Score: Raw -15529776.495187 + Penalty 1923.238406 = -15527853.256781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (690.075708 sec): 3 clusters Score: Raw -15439291.304731 + Penalty 3846.476811 = -15435444.827920 nChanged 66564 SP:Iteration 1F (690.349063 sec): 3 clusters Score: Raw -15478711.205520 + Penalty 3846.476811 = -15474864.728709 nChanged 5346 SP:Iteration 2Q (690.628254 sec): 3 clusters Score: Raw -15480312.828800 + Penalty 3846.476811 = -15476466.351989 nChanged 5860 SP:Iteration 3Q (690.916775 sec): 3 clusters Score: Raw -15482437.123896 + Penalty 3846.476811 = -15478590.647085 nChanged 6871 SP:Iteration 4Q (691.210419 sec): 3 clusters Score: Raw -15485611.423149 + Penalty 3846.476811 = -15481764.946338 nChanged 8026 SP:Iteration 5F (691.471199 sec): 3 clusters Score: Raw -15490625.309655 + Penalty 3846.476811 = -15486778.832844 nChanged 9866 SP:Iteration 6F (691.735561 sec): 3 clusters Score: Raw -15500779.743897 + Penalty 3846.476811 = -15496933.267086 nChanged 12869 SP:Iteration 7F (691.995244 sec): 3 clusters Score: Raw -15528637.870109 + Penalty 3846.476811 = -15524791.393298 nChanged 12702 SP:Iteration 8F (692.267351 sec): 3 clusters Score: Raw -15565933.819032 + Penalty 3846.476811 = -15562087.342221 nChanged 7116 SP:Iteration 9F (692.546272 sec): 3 clusters Score: Raw -15578881.422849 + Penalty 3846.476811 = -15575034.946038 nChanged 3473 SP:Iteration 10Q (692.809600 sec): 3 clusters Score: Raw -15597948.972669 + Penalty 3846.476811 = -15594102.495858 nChanged 931 SP:Iteration 11Q (693.027633 sec): 3 clusters Score: Raw -15604034.868980 + Penalty 3846.476811 = -15600188.392169 nChanged 2 SP:Iteration 12Q (693.265276 sec): 3 clusters Score: Raw -15604034.908383 + Penalty 3846.476811 = -15600188.431572 nChanged 0 SP:Iteration 13F (693.529925 sec): 3 clusters Score: Raw -15604034.908383 + Penalty 3846.476811 = -15600188.431572 nChanged 0 Score: Raw -22351878.224397 + Penalty 25785.750921 = -22326092.473476 Splitting cluster 17 changes total score from -22251886.365061 to -22326092.473476 So it's getting split into cluster 4. Trying to split cluster 18 (16905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (695.436718 sec): 2 clusters Score: Raw -1955568.361461 + Penalty 1581.996766 = -1953986.364694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (695.498396 sec): 3 clusters Score: Raw -1945482.112323 + Penalty 3163.993532 = -1942318.118791 nChanged 7585 SP:Iteration 1F (695.581406 sec): 3 clusters Score: Raw -1949525.456577 + Penalty 3163.993532 = -1946361.463045 nChanged 870 SP:Iteration 2F (695.656770 sec): 3 clusters Score: Raw -1949829.507162 + Penalty 3163.993532 = -1946665.513630 nChanged 756 SP:Iteration 3Q (695.727409 sec): 3 clusters Score: Raw -1950096.221171 + Penalty 3163.993532 = -1946932.227639 nChanged 672 SP:Iteration 4Q (695.791833 sec): 3 clusters Score: Raw -1950345.629644 + Penalty 3163.993532 = -1947181.636111 nChanged 647 SP:Iteration 5Q (695.866955 sec): 3 clusters Score: Raw -1950592.476810 + Penalty 3163.993532 = -1947428.483278 nChanged 637 SP:Iteration 6Q (695.946119 sec): 3 clusters Score: Raw -1950884.248942 + Penalty 3163.993532 = -1947720.255410 nChanged 717 SP:Iteration 7Q (696.016726 sec): 3 clusters Score: Raw -1951262.086350 + Penalty 3163.993532 = -1948098.092817 nChanged 843 SP:Iteration 8Q (696.097114 sec): 3 clusters Score: Raw -1951806.070888 + Penalty 3163.993532 = -1948642.077355 nChanged 1020 SP:Iteration 9F (696.166358 sec): 3 clusters Score: Raw -1952653.876078 + Penalty 3163.993532 = -1949489.882546 nChanged 1124 SP:Iteration 10F (696.232884 sec): 3 clusters Score: Raw -1953710.727702 + Penalty 3163.993532 = -1950546.734170 nChanged 1076 SP:Iteration 11F (696.286888 sec): 3 clusters Score: Raw -1954680.005614 + Penalty 3163.993532 = -1951516.012082 nChanged 869 SP:Iteration 12F (696.360323 sec): 3 clusters Score: Raw -1955273.891838 + Penalty 3163.993532 = -1952109.898306 nChanged 629 SP:Iteration 13Q (696.440276 sec): 3 clusters Score: Raw -1955590.849976 + Penalty 3163.993532 = -1952426.856443 nChanged 436 SP:Iteration 14Q (696.516788 sec): 3 clusters Score: Raw -1955751.985695 + Penalty 3163.993532 = -1952587.992162 nChanged 291 SP:Iteration 15Q (696.595172 sec): 3 clusters Score: Raw -1955842.541050 + Penalty 3163.993532 = -1952678.547517 nChanged 220 SP:Iteration 16Q (696.669108 sec): 3 clusters Score: Raw -1955900.868730 + Penalty 3163.993532 = -1952736.875198 nChanged 189 SP:Iteration 17Q (696.736811 sec): 3 clusters Score: Raw -1955954.360771 + Penalty 3163.993532 = -1952790.367239 nChanged 152 SP:Iteration 18Q (696.818057 sec): 3 clusters Score: Raw -1955990.232006 + Penalty 3163.993532 = -1952826.238474 nChanged 135 SP:Iteration 19Q (696.889971 sec): 3 clusters Score: Raw -1956020.236220 + Penalty 3163.993532 = -1952856.242688 nChanged 112 SP:Iteration 20F (696.961024 sec): 3 clusters Score: Raw -1956044.008099 + Penalty 3163.993532 = -1952880.014566 nChanged 97 SP:Iteration 21Q (697.030944 sec): 3 clusters Score: Raw -1956063.272489 + Penalty 3163.993532 = -1952899.278957 nChanged 85 SP:Iteration 22Q (697.117201 sec): 3 clusters Score: Raw -1956080.202147 + Penalty 3163.993532 = -1952916.208615 nChanged 92 SP:Iteration 23Q (697.189310 sec): 3 clusters Score: Raw -1956097.005357 + Penalty 3163.993532 = -1952933.011824 nChanged 79 SP:Iteration 24Q (697.251994 sec): 3 clusters Score: Raw -1956109.995684 + Penalty 3163.993532 = -1952946.002151 nChanged 64 SP:Iteration 25Q (697.332894 sec): 3 clusters Score: Raw -1956118.353898 + Penalty 3163.993532 = -1952954.360365 nChanged 46 SP:Iteration 26Q (697.407620 sec): 3 clusters Score: Raw -1956124.076673 + Penalty 3163.993532 = -1952960.083140 nChanged 44 SP:Iteration 27Q (697.479457 sec): 3 clusters Score: Raw -1956128.792334 + Penalty 3163.993532 = -1952964.798802 nChanged 27 SP:Iteration 28Q (697.555155 sec): 3 clusters Score: Raw -1956131.644384 + Penalty 3163.993532 = -1952967.650852 nChanged 30 SP:Iteration 29Q (697.620884 sec): 3 clusters Score: Raw -1956134.461898 + Penalty 3163.993532 = -1952970.468365 nChanged 30 SP:Iteration 30Q (697.702929 sec): 3 clusters Score: Raw -1956136.789702 + Penalty 3163.993532 = -1952972.796169 nChanged 21 SP:Iteration 31Q (697.782663 sec): 3 clusters Score: Raw -1956138.431580 + Penalty 3163.993532 = -1952974.438048 nChanged 25 SP:Iteration 32Q (697.858682 sec): 3 clusters Score: Raw -1956140.867534 + Penalty 3163.993532 = -1952976.874001 nChanged 25 SP:Iteration 33Q (697.927023 sec): 3 clusters Score: Raw -1956142.855642 + Penalty 3163.993532 = -1952978.862110 nChanged 19 SP:Iteration 34Q (697.991627 sec): 3 clusters Score: Raw -1956144.603725 + Penalty 3163.993532 = -1952980.610193 nChanged 17 SP:Iteration 35Q (698.061664 sec): 3 clusters Score: Raw -1956146.538900 + Penalty 3163.993532 = -1952982.545368 nChanged 18 SP:Iteration 36Q (698.130782 sec): 3 clusters Score: Raw -1956148.174779 + Penalty 3163.993532 = -1952984.181247 nChanged 16 SP:Iteration 37Q (698.201921 sec): 3 clusters Score: Raw -1956149.489607 + Penalty 3163.993532 = -1952985.496074 nChanged 18 SP:Iteration 38Q (698.263465 sec): 3 clusters Score: Raw -1956151.402845 + Penalty 3163.993532 = -1952987.409313 nChanged 22 SP:Iteration 39Q (698.330776 sec): 3 clusters Score: Raw -1956154.081663 + Penalty 3163.993532 = -1952990.088131 nChanged 27 SP:Iteration 40F (698.394118 sec): 3 clusters Score: Raw -1956157.774277 + Penalty 3163.993532 = -1952993.780745 nChanged 23 SP:Iteration 41Q (698.469447 sec): 3 clusters Score: Raw -1956160.488784 + Penalty 3163.993532 = -1952996.495252 nChanged 20 SP:Iteration 42Q (698.550996 sec): 3 clusters Score: Raw -1956162.715779 + Penalty 3163.993532 = -1952998.722247 nChanged 21 SP:Iteration 43Q (698.615470 sec): 3 clusters Score: Raw -1956165.194127 + Penalty 3163.993532 = -1953001.200595 nChanged 22 SP:Iteration 44Q (698.690835 sec): 3 clusters Score: Raw -1956168.091899 + Penalty 3163.993532 = -1953004.098367 nChanged 25 SP:Iteration 45Q (698.763883 sec): 3 clusters Score: Raw -1956170.137475 + Penalty 3163.993532 = -1953006.143943 nChanged 18 SP:Iteration 46Q (698.839142 sec): 3 clusters Score: Raw -1956172.125070 + Penalty 3163.993532 = -1953008.131538 nChanged 22 SP:Iteration 47Q (698.913545 sec): 3 clusters Score: Raw -1956175.230484 + Penalty 3163.993532 = -1953011.236952 nChanged 26 SP:Iteration 48Q (698.999269 sec): 3 clusters Score: Raw -1956177.236353 + Penalty 3163.993532 = -1953013.242821 nChanged 19 SP:Iteration 49Q (699.072652 sec): 3 clusters Score: Raw -1956178.545515 + Penalty 3163.993532 = -1953014.551982 nChanged 13 SP:Iteration 50Q (699.146026 sec): 3 clusters Score: Raw -1956179.585981 + Penalty 3163.993532 = -1953015.592449 nChanged 19 SP:Iteration 51Q (699.224182 sec): 3 clusters Score: Raw -1956181.436853 + Penalty 3163.993532 = -1953017.443320 nChanged 24 SP:Iteration 52Q (699.299984 sec): 3 clusters Score: Raw -1956183.858617 + Penalty 3163.993532 = -1953019.865084 nChanged 22 SP:Iteration 53Q (699.376323 sec): 3 clusters Score: Raw -1956186.081705 + Penalty 3163.993532 = -1953022.088173 nChanged 23 SP:Iteration 54Q (699.447546 sec): 3 clusters Score: Raw -1956188.217814 + Penalty 3163.993532 = -1953024.224282 nChanged 24 SP:Iteration 55Q (699.524441 sec): 3 clusters Score: Raw -1956190.574733 + Penalty 3163.993532 = -1953026.581201 nChanged 17 SP:Iteration 56Q (699.603775 sec): 3 clusters Score: Raw -1956192.150403 + Penalty 3163.993532 = -1953028.156871 nChanged 12 SP:Iteration 57Q (699.680206 sec): 3 clusters Score: Raw -1956193.195200 + Penalty 3163.993532 = -1953029.201667 nChanged 16 SP:Iteration 58Q (699.756088 sec): 3 clusters Score: Raw -1956194.823522 + Penalty 3163.993532 = -1953030.829989 nChanged 14 SP:Iteration 59Q (699.828863 sec): 3 clusters Score: Raw -1956195.597431 + Penalty 3163.993532 = -1953031.603899 nChanged 8 SP:Iteration 60F (699.906659 sec): 3 clusters Score: Raw -1956196.091431 + Penalty 3163.993532 = -1953032.097898 nChanged 4 SP:Iteration 61Q (699.983463 sec): 3 clusters Score: Raw -1956196.452530 + Penalty 3163.993532 = -1953032.458997 nChanged 8 SP:Iteration 62Q (700.058662 sec): 3 clusters Score: Raw -1956197.713329 + Penalty 3163.993532 = -1953033.719797 nChanged 13 SP:Iteration 63Q (700.132509 sec): 3 clusters Score: Raw -1956198.801640 + Penalty 3163.993532 = -1953034.808107 nChanged 9 SP:Iteration 64Q (700.212119 sec): 3 clusters Score: Raw -1956199.723619 + Penalty 3163.993532 = -1953035.730087 nChanged 13 SP:Iteration 65Q (700.289279 sec): 3 clusters Score: Raw -1956200.880126 + Penalty 3163.993532 = -1953036.886594 nChanged 14 SP:Iteration 66Q (700.366583 sec): 3 clusters Score: Raw -1956202.047939 + Penalty 3163.993532 = -1953038.054406 nChanged 15 SP:Iteration 67Q (700.438412 sec): 3 clusters Score: Raw -1956203.310154 + Penalty 3163.993532 = -1953039.316621 nChanged 14 SP:Iteration 68Q (700.516404 sec): 3 clusters Score: Raw -1956204.302615 + Penalty 3163.993532 = -1953040.309083 nChanged 11 SP:Iteration 69Q (700.589908 sec): 3 clusters Score: Raw -1956205.745654 + Penalty 3163.993532 = -1953041.752122 nChanged 15 SP:Iteration 70Q (700.670699 sec): 3 clusters Score: Raw -1956207.445404 + Penalty 3163.993532 = -1953043.451872 nChanged 15 SP:Iteration 71Q (700.738639 sec): 3 clusters Score: Raw -1956209.257803 + Penalty 3163.993532 = -1953045.264271 nChanged 16 SP:Iteration 72Q (700.815666 sec): 3 clusters Score: Raw -1956210.902427 + Penalty 3163.993532 = -1953046.908894 nChanged 17 SP:Iteration 73Q (700.897222 sec): 3 clusters Score: Raw -1956212.712799 + Penalty 3163.993532 = -1953048.719266 nChanged 23 SP:Iteration 74Q (700.966013 sec): 3 clusters Score: Raw -1956215.333212 + Penalty 3163.993532 = -1953051.339679 nChanged 23 SP:Iteration 75Q (701.040446 sec): 3 clusters Score: Raw -1956218.137042 + Penalty 3163.993532 = -1953054.143509 nChanged 28 SP:Iteration 76Q (701.113438 sec): 3 clusters Score: Raw -1956220.420584 + Penalty 3163.993532 = -1953056.427051 nChanged 20 SP:Iteration 77Q (701.192740 sec): 3 clusters Score: Raw -1956221.807359 + Penalty 3163.993532 = -1953057.813827 nChanged 12 SP:Iteration 78Q (701.268411 sec): 3 clusters Score: Raw -1956222.710622 + Penalty 3163.993532 = -1953058.717090 nChanged 13 SP:Iteration 79Q (701.346725 sec): 3 clusters Score: Raw -1956223.585388 + Penalty 3163.993532 = -1953059.591856 nChanged 15 SP:Iteration 80F (701.421637 sec): 3 clusters Score: Raw -1956224.546262 + Penalty 3163.993532 = -1953060.552730 nChanged 13 SP:Iteration 81Q (701.504006 sec): 3 clusters Score: Raw -1956225.626169 + Penalty 3163.993532 = -1953061.632637 nChanged 20 SP:Iteration 82Q (701.579855 sec): 3 clusters Score: Raw -1956227.496672 + Penalty 3163.993532 = -1953063.503139 nChanged 27 SP:Iteration 83Q (701.656542 sec): 3 clusters Score: Raw -1956230.000276 + Penalty 3163.993532 = -1953066.006744 nChanged 19 SP:Iteration 84Q (701.727293 sec): 3 clusters Score: Raw -1956231.700843 + Penalty 3163.993532 = -1953067.707310 nChanged 17 SP:Iteration 85Q (701.804289 sec): 3 clusters Score: Raw -1956233.110376 + Penalty 3163.993532 = -1953069.116843 nChanged 21 SP:Iteration 86Q (701.880038 sec): 3 clusters Score: Raw -1956235.034934 + Penalty 3163.993532 = -1953071.041401 nChanged 15 SP:Iteration 87Q (701.955446 sec): 3 clusters Score: Raw -1956236.117497 + Penalty 3163.993532 = -1953072.123965 nChanged 15 SP:Iteration 88Q (702.017930 sec): 3 clusters Score: Raw -1956237.423086 + Penalty 3163.993532 = -1953073.429554 nChanged 18 SP:Iteration 89Q (702.105821 sec): 3 clusters Score: Raw -1956238.709630 + Penalty 3163.993532 = -1953074.716097 nChanged 10 SP:Iteration 90Q (702.183283 sec): 3 clusters Score: Raw -1956239.111113 + Penalty 3163.993532 = -1953075.117581 nChanged 7 SP:Iteration 91Q (702.254539 sec): 3 clusters Score: Raw -1956239.449024 + Penalty 3163.993532 = -1953075.455492 nChanged 2 SP:Iteration 92Q (702.326740 sec): 3 clusters Score: Raw -1956239.529334 + Penalty 3163.993532 = -1953075.535802 nChanged 2 SP:Iteration 93Q (702.391097 sec): 3 clusters Score: Raw -1956239.646677 + Penalty 3163.993532 = -1953075.653145 nChanged 1 SP:Iteration 94Q (702.474894 sec): 3 clusters Score: Raw -1956239.677856 + Penalty 3163.993532 = -1953075.684323 nChanged 0 SP:Iteration 95F (702.531518 sec): 3 clusters Score: Raw -1956239.677856 + Penalty 3163.993532 = -1953075.684323 nChanged 0 Trying to split cluster 19 (18857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (702.585901 sec): 2 clusters Score: Raw -2039717.137204 + Penalty 1599.753915 = -2038117.383289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (702.665964 sec): 3 clusters Score: Raw -2028552.433796 + Penalty 3199.507830 = -2025352.925966 nChanged 8388 SP:Iteration 1F (702.741298 sec): 3 clusters Score: Raw -2033376.550500 + Penalty 3199.507830 = -2030177.042670 nChanged 1118 SP:Iteration 2F (702.831256 sec): 3 clusters Score: Raw -2033917.652874 + Penalty 3199.507830 = -2030718.145044 nChanged 1081 SP:Iteration 3F (702.902666 sec): 3 clusters Score: Raw -2034553.977057 + Penalty 3199.507830 = -2031354.469228 nChanged 1169 SP:Iteration 4F (702.992341 sec): 3 clusters Score: Raw -2035327.749554 + Penalty 3199.507830 = -2032128.241724 nChanged 1229 SP:Iteration 5F (703.068278 sec): 3 clusters Score: Raw -2036196.610057 + Penalty 3199.507830 = -2032997.102227 nChanged 1207 SP:Iteration 6F (703.151992 sec): 3 clusters Score: Raw -2037140.887529 + Penalty 3199.507830 = -2033941.379699 nChanged 1168 SP:Iteration 7F (703.223348 sec): 3 clusters Score: Raw -2038055.683577 + Penalty 3199.507830 = -2034856.175747 nChanged 975 SP:Iteration 8F (703.299226 sec): 3 clusters Score: Raw -2038646.554951 + Penalty 3199.507830 = -2035447.047121 nChanged 702 SP:Iteration 9Q (703.388861 sec): 3 clusters Score: Raw -2038985.325895 + Penalty 3199.507830 = -2035785.818065 nChanged 508 SP:Iteration 10Q (703.460939 sec): 3 clusters Score: Raw -2039175.151378 + Penalty 3199.507830 = -2035975.643548 nChanged 356 SP:Iteration 11Q (703.553403 sec): 3 clusters Score: Raw -2039276.139018 + Penalty 3199.507830 = -2036076.631188 nChanged 266 SP:Iteration 12Q (703.633361 sec): 3 clusters Score: Raw -2039339.916132 + Penalty 3199.507830 = -2036140.408302 nChanged 207 SP:Iteration 13Q (703.713911 sec): 3 clusters Score: Raw -2039384.744565 + Penalty 3199.507830 = -2036185.236735 nChanged 173 SP:Iteration 14Q (703.798679 sec): 3 clusters Score: Raw -2039420.147288 + Penalty 3199.507830 = -2036220.639458 nChanged 150 SP:Iteration 15Q (703.877389 sec): 3 clusters Score: Raw -2039448.557501 + Penalty 3199.507830 = -2036249.049671 nChanged 137 SP:Iteration 16Q (703.958862 sec): 3 clusters Score: Raw -2039474.119141 + Penalty 3199.507830 = -2036274.611311 nChanged 123 SP:Iteration 17Q (704.031391 sec): 3 clusters Score: Raw -2039492.795065 + Penalty 3199.507830 = -2036293.287236 nChanged 115 SP:Iteration 18Q (704.102885 sec): 3 clusters Score: Raw -2039508.897320 + Penalty 3199.507830 = -2036309.389490 nChanged 80 SP:Iteration 19Q (704.193081 sec): 3 clusters Score: Raw -2039519.308139 + Penalty 3199.507830 = -2036319.800310 nChanged 81 SP:Iteration 20F (704.273276 sec): 3 clusters Score: Raw -2039530.503725 + Penalty 3199.507830 = -2036330.995895 nChanged 68 SP:Iteration 21Q (704.352573 sec): 3 clusters Score: Raw -2039539.349754 + Penalty 3199.507830 = -2036339.841924 nChanged 68 SP:Iteration 22Q (704.432657 sec): 3 clusters Score: Raw -2039546.918514 + Penalty 3199.507830 = -2036347.410684 nChanged 59 SP:Iteration 23Q (704.511742 sec): 3 clusters Score: Raw -2039552.566227 + Penalty 3199.507830 = -2036353.058397 nChanged 44 SP:Iteration 24Q (704.592946 sec): 3 clusters Score: Raw -2039556.144339 + Penalty 3199.507830 = -2036356.636509 nChanged 37 SP:Iteration 25Q (704.670836 sec): 3 clusters Score: Raw -2039560.683770 + Penalty 3199.507830 = -2036361.175940 nChanged 42 SP:Iteration 26Q (704.750465 sec): 3 clusters Score: Raw -2039565.032651 + Penalty 3199.507830 = -2036365.524821 nChanged 56 SP:Iteration 27Q (704.833538 sec): 3 clusters Score: Raw -2039570.023452 + Penalty 3199.507830 = -2036370.515622 nChanged 46 SP:Iteration 28Q (704.910197 sec): 3 clusters Score: Raw -2039574.599746 + Penalty 3199.507830 = -2036375.091916 nChanged 38 SP:Iteration 29Q (704.987265 sec): 3 clusters Score: Raw -2039578.273052 + Penalty 3199.507830 = -2036378.765222 nChanged 41 SP:Iteration 30Q (705.061816 sec): 3 clusters Score: Raw -2039583.793238 + Penalty 3199.507830 = -2036384.285408 nChanged 45 SP:Iteration 31Q (705.145806 sec): 3 clusters Score: Raw -2039589.539184 + Penalty 3199.507830 = -2036390.031354 nChanged 51 SP:Iteration 32Q (705.220022 sec): 3 clusters Score: Raw -2039594.330818 + Penalty 3199.507830 = -2036394.822988 nChanged 52 SP:Iteration 33Q (705.297653 sec): 3 clusters Score: Raw -2039599.383145 + Penalty 3199.507830 = -2036399.875315 nChanged 55 SP:Iteration 34Q (705.386872 sec): 3 clusters Score: Raw -2039605.688848 + Penalty 3199.507830 = -2036406.181018 nChanged 58 SP:Iteration 35Q (705.462483 sec): 3 clusters Score: Raw -2039613.760732 + Penalty 3199.507830 = -2036414.252902 nChanged 70 SP:Iteration 36Q (705.544520 sec): 3 clusters Score: Raw -2039622.909963 + Penalty 3199.507830 = -2036423.402133 nChanged 78 SP:Iteration 37Q (705.624864 sec): 3 clusters Score: Raw -2039635.531967 + Penalty 3199.507830 = -2036436.024137 nChanged 91 SP:Iteration 38Q (705.703068 sec): 3 clusters Score: Raw -2039650.929044 + Penalty 3199.507830 = -2036451.421214 nChanged 95 SP:Iteration 39Q (705.781553 sec): 3 clusters Score: Raw -2039668.614804 + Penalty 3199.507830 = -2036469.106974 nChanged 120 SP:Iteration 40F (705.853525 sec): 3 clusters Score: Raw -2039696.153234 + Penalty 3199.507830 = -2036496.645404 nChanged 131 SP:Iteration 41Q (705.933703 sec): 3 clusters Score: Raw -2039724.530531 + Penalty 3199.507830 = -2036525.022701 nChanged 143 SP:Iteration 42Q (706.011206 sec): 3 clusters Score: Raw -2039757.677865 + Penalty 3199.507830 = -2036558.170035 nChanged 144 SP:Iteration 43Q (706.090963 sec): 3 clusters Score: Raw -2039795.194627 + Penalty 3199.507830 = -2036595.686797 nChanged 153 SP:Iteration 44Q (706.172921 sec): 3 clusters Score: Raw -2039835.385699 + Penalty 3199.507830 = -2036635.877869 nChanged 173 SP:Iteration 45Q (706.254932 sec): 3 clusters Score: Raw -2039879.350283 + Penalty 3199.507830 = -2036679.842453 nChanged 174 SP:Iteration 46Q (706.338573 sec): 3 clusters Score: Raw -2039917.930351 + Penalty 3199.507830 = -2036718.422521 nChanged 150 SP:Iteration 47Q (706.418079 sec): 3 clusters Score: Raw -2039949.815309 + Penalty 3199.507830 = -2036750.307479 nChanged 143 SP:Iteration 48Q (706.498611 sec): 3 clusters Score: Raw -2039981.156936 + Penalty 3199.507830 = -2036781.649106 nChanged 146 SP:Iteration 49Q (706.580668 sec): 3 clusters Score: Raw -2040010.599679 + Penalty 3199.507830 = -2036811.091849 nChanged 146 SP:Iteration 50Q (706.658341 sec): 3 clusters Score: Raw -2040041.568219 + Penalty 3199.507830 = -2036842.060389 nChanged 147 SP:Iteration 51Q (706.730752 sec): 3 clusters Score: Raw -2040073.683301 + Penalty 3199.507830 = -2036874.175471 nChanged 129 SP:Iteration 52Q (706.820980 sec): 3 clusters Score: Raw -2040096.247605 + Penalty 3199.507830 = -2036896.739775 nChanged 82 SP:Iteration 53Q (706.900386 sec): 3 clusters Score: Raw -2040107.875867 + Penalty 3199.507830 = -2036908.368037 nChanged 81 SP:Iteration 54Q (706.978553 sec): 3 clusters Score: Raw -2040118.978691 + Penalty 3199.507830 = -2036919.470861 nChanged 61 SP:Iteration 55Q (707.059676 sec): 3 clusters Score: Raw -2040127.846859 + Penalty 3199.507830 = -2036928.339029 nChanged 70 SP:Iteration 56Q (707.138626 sec): 3 clusters Score: Raw -2040138.236361 + Penalty 3199.507830 = -2036938.728531 nChanged 65 SP:Iteration 57Q (707.218195 sec): 3 clusters Score: Raw -2040145.274799 + Penalty 3199.507830 = -2036945.766969 nChanged 41 SP:Iteration 58Q (707.294725 sec): 3 clusters Score: Raw -2040149.605805 + Penalty 3199.507830 = -2036950.097975 nChanged 43 SP:Iteration 59Q (707.364588 sec): 3 clusters Score: Raw -2040154.176507 + Penalty 3199.507830 = -2036954.668677 nChanged 50 SP:Iteration 60F (707.443903 sec): 3 clusters Score: Raw -2040159.586027 + Penalty 3199.507830 = -2036960.078197 nChanged 43 SP:Iteration 61Q (707.531839 sec): 3 clusters Score: Raw -2040164.967142 + Penalty 3199.507830 = -2036965.459312 nChanged 38 SP:Iteration 62Q (707.608829 sec): 3 clusters Score: Raw -2040169.212572 + Penalty 3199.507830 = -2036969.704742 nChanged 39 SP:Iteration 63Q (707.673367 sec): 3 clusters Score: Raw -2040172.853484 + Penalty 3199.507830 = -2036973.345654 nChanged 32 SP:Iteration 64Q (707.749751 sec): 3 clusters Score: Raw -2040175.845985 + Penalty 3199.507830 = -2036976.338155 nChanged 31 SP:Iteration 65Q (707.829638 sec): 3 clusters Score: Raw -2040178.933106 + Penalty 3199.507830 = -2036979.425276 nChanged 36 SP:Iteration 66Q (707.906514 sec): 3 clusters Score: Raw -2040182.126809 + Penalty 3199.507830 = -2036982.618979 nChanged 26 SP:Iteration 67Q (707.982220 sec): 3 clusters Score: Raw -2040183.995124 + Penalty 3199.507830 = -2036984.487294 nChanged 9 SP:Iteration 68Q (708.064509 sec): 3 clusters Score: Raw -2040184.511684 + Penalty 3199.507830 = -2036985.003854 nChanged 10 SP:Iteration 69Q (708.146241 sec): 3 clusters Score: Raw -2040185.022488 + Penalty 3199.507830 = -2036985.514658 nChanged 11 SP:Iteration 70Q (708.229482 sec): 3 clusters Score: Raw -2040185.509319 + Penalty 3199.507830 = -2036986.001489 nChanged 6 SP:Iteration 71Q (708.305950 sec): 3 clusters Score: Raw -2040185.812993 + Penalty 3199.507830 = -2036986.305163 nChanged 8 SP:Iteration 72Q (708.375572 sec): 3 clusters Score: Raw -2040186.173195 + Penalty 3199.507830 = -2036986.665365 nChanged 4 SP:Iteration 73Q (708.460137 sec): 3 clusters Score: Raw -2040186.351470 + Penalty 3199.507830 = -2036986.843640 nChanged 0 SP:Iteration 74F (708.534487 sec): 3 clusters Score: Raw -2040186.351470 + Penalty 3199.507830 = -2036986.843640 nChanged 0 Trying to split cluster 20 (1074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (708.563237 sec): 2 clusters Score: Raw -106658.984182 + Penalty 1134.111107 = -105524.873074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (708.612010 sec): 3 clusters Score: Raw -106342.368237 + Penalty 2268.222214 = -104074.146023 nChanged 335 SP:Iteration 1F (708.654355 sec): 3 clusters Score: Raw -106749.464940 + Penalty 2268.222214 = -104481.242726 nChanged 98 SP:Iteration 2F (708.701664 sec): 3 clusters Score: Raw -106965.283043 + Penalty 2268.222214 = -104697.060828 nChanged 85 SP:Iteration 3F (708.745963 sec): 3 clusters Score: Raw -107171.290222 + Penalty 2268.222214 = -104903.068007 nChanged 74 SP:Iteration 4F (708.800090 sec): 3 clusters Score: Raw -107376.070179 + Penalty 2268.222214 = -105107.847964 nChanged 69 SP:Iteration 5F (708.850122 sec): 3 clusters Score: Raw -107502.204806 + Penalty 2268.222214 = -105233.982592 nChanged 52 SP:Iteration 6Q (708.893871 sec): 3 clusters Score: Raw -107577.956584 + Penalty 2268.222214 = -105309.734369 nChanged 31 SP:Iteration 7Q (708.955962 sec): 3 clusters Score: Raw -107640.628149 + Penalty 2268.222214 = -105372.405935 nChanged 25 SP:Iteration 8Q (709.006566 sec): 3 clusters Score: Raw -107697.177091 + Penalty 2268.222214 = -105428.954877 nChanged 16 SP:Iteration 9Q (709.047084 sec): 3 clusters Score: Raw -107726.621399 + Penalty 2268.222214 = -105458.399185 nChanged 14 SP:Iteration 10Q (709.088786 sec): 3 clusters Score: Raw -107742.452393 + Penalty 2268.222214 = -105474.230178 nChanged 6 SP:Iteration 11Q (709.134212 sec): 3 clusters Score: Raw -107748.584783 + Penalty 2268.222214 = -105480.362569 nChanged 3 SP:Iteration 12Q (709.185742 sec): 3 clusters Score: Raw -107750.070120 + Penalty 2268.222214 = -105481.847905 nChanged 4 SP:Iteration 13Q (709.234376 sec): 3 clusters Score: Raw -107753.908943 + Penalty 2268.222214 = -105485.686729 nChanged 4 SP:Iteration 14Q (709.288405 sec): 3 clusters Score: Raw -107755.842380 + Penalty 2268.222214 = -105487.620166 nChanged 4 SP:Iteration 15Q (709.340348 sec): 3 clusters Score: Raw -107759.480681 + Penalty 2268.222214 = -105491.258467 nChanged 4 SP:Iteration 16Q (709.380709 sec): 3 clusters Score: Raw -107762.577944 + Penalty 2268.222214 = -105494.355730 nChanged 5 SP:Iteration 17Q (709.431934 sec): 3 clusters Score: Raw -107764.974074 + Penalty 2268.222214 = -105496.751859 nChanged 0 SP:Iteration 18F (709.480675 sec): 3 clusters Score: Raw -107764.974074 + Penalty 2268.222214 = -105496.751859 nChanged 0 Deleting Class 2 (375 points): Lose 814.534548 but Gain 1983.519302 Iteration 20F (711.351926 sec): 13 clusters Score: Raw -22363769.108130 + Penalty 23802.231620 = -22339966.876511 nChanged 9770 Iteration 21Q (712.401751 sec): 13 clusters Score: Raw -22372709.782893 + Penalty 23802.231620 = -22348907.551273 nChanged 5600 Iteration 22Q (713.283571 sec): 13 clusters Score: Raw -22375962.151505 + Penalty 23802.231620 = -22352159.919885 nChanged 4229 Iteration 23Q (714.232966 sec): 13 clusters Score: Raw -22377850.860893 + Penalty 23802.231620 = -22354048.629273 nChanged 3470 Iteration 24Q (715.204660 sec): 13 clusters Score: Raw -22379166.699203 + Penalty 23802.231620 = -22355364.467583 nChanged 2991 Iteration 25Q (716.166154 sec): 13 clusters Score: Raw -22380173.700133 + Penalty 23802.231620 = -22356371.468513 nChanged 2519 Iteration 26Q (717.164550 sec): 13 clusters Score: Raw -22381018.326377 + Penalty 23802.231620 = -22357216.094757 nChanged 2340 Iteration 27Q (718.131122 sec): 13 clusters Score: Raw -22381809.726005 + Penalty 23802.231620 = -22358007.494385 nChanged 2200 Iteration 28Q (719.131154 sec): 13 clusters Score: Raw -22382573.387376 + Penalty 23802.231620 = -22358771.155756 nChanged 2229 Iteration 29Q (720.124707 sec): 13 clusters Score: Raw -22383366.722633 + Penalty 23802.231620 = -22359564.491014 nChanged 2043 Iteration 30Q (721.049172 sec): 13 clusters Score: Raw -22384158.826775 + Penalty 23802.231620 = -22360356.595156 nChanged 2001 Iteration 31Q (721.953430 sec): 13 clusters Score: Raw -22385028.053208 + Penalty 23802.231620 = -22361225.821589 nChanged 2025 Iteration 32Q (722.886541 sec): 13 clusters Score: Raw -22385910.465752 + Penalty 23802.231620 = -22362108.234132 nChanged 1927 Iteration 33Q (723.835899 sec): 13 clusters Score: Raw -22386655.180715 + Penalty 23802.231620 = -22362852.949095 nChanged 1730 Iteration 34Q (724.743637 sec): 13 clusters Score: Raw -22387304.138467 + Penalty 23802.231620 = -22363501.906847 nChanged 1675 Iteration 35Q (725.661862 sec): 13 clusters Score: Raw -22387899.403439 + Penalty 23802.231620 = -22364097.171820 nChanged 1573 Iteration 36Q (726.599877 sec): 13 clusters Score: Raw -22388444.966182 + Penalty 23802.231620 = -22364642.734562 nChanged 1505 Iteration 37Q (727.567364 sec): 13 clusters Score: Raw -22388944.215759 + Penalty 23802.231620 = -22365141.984139 nChanged 1415 Iteration 38Q (728.494351 sec): 13 clusters Score: Raw -22389395.584471 + Penalty 23802.231620 = -22365593.352851 nChanged 1349 Iteration 39Q (729.410796 sec): 13 clusters Score: Raw -22389788.661884 + Penalty 23802.231620 = -22365986.430264 nChanged 1200 Iteration 40F (731.135672 sec): 13 clusters Score: Raw -22390628.833954 + Penalty 23802.231620 = -22366826.602335 nChanged 1567 Iteration 41Q (732.073410 sec): 13 clusters Score: Raw -22391317.412566 + Penalty 23802.231620 = -22367515.180946 nChanged 1602 Iteration 42Q (733.048731 sec): 13 clusters Score: Raw -22391893.672857 + Penalty 23802.231620 = -22368091.441237 nChanged 1606 Iteration 43Q (734.002400 sec): 13 clusters Score: Raw -22392395.382333 + Penalty 23802.231620 = -22368593.150714 nChanged 1463 Iteration 44Q (734.974082 sec): 13 clusters Score: Raw -22392823.383309 + Penalty 23802.231620 = -22369021.151689 nChanged 1380 Iteration 45Q (735.847644 sec): 13 clusters Score: Raw -22393187.090033 + Penalty 23802.231620 = -22369384.858413 nChanged 1359 Iteration 46Q (736.799502 sec): 13 clusters Score: Raw -22393506.759090 + Penalty 23802.231620 = -22369704.527470 nChanged 1269 Iteration 47Q (737.755236 sec): 13 clusters Score: Raw -22393791.247564 + Penalty 23802.231620 = -22369989.015945 nChanged 1202 Iteration 48Q (738.710718 sec): 13 clusters Score: Raw -22394046.956796 + Penalty 23802.231620 = -22370244.725177 nChanged 1156 Iteration 49Q (739.661597 sec): 13 clusters Score: Raw -22394267.540437 + Penalty 23802.231620 = -22370465.308817 nChanged 1081 Iteration 50Q (740.587114 sec): 13 clusters Score: Raw -22394450.551843 + Penalty 23802.231620 = -22370648.320223 nChanged 959 Iteration 51Q (741.556676 sec): 13 clusters Score: Raw -22394593.585867 + Penalty 23802.231620 = -22370791.354247 nChanged 832 Iteration 52Q (742.473519 sec): 13 clusters Score: Raw -22394707.003060 + Penalty 23802.231620 = -22370904.771440 nChanged 735 Iteration 53Q (743.387401 sec): 13 clusters Score: Raw -22394799.783743 + Penalty 23802.231620 = -22370997.552123 nChanged 671 Iteration 54Q (744.245553 sec): 13 clusters Score: Raw -22394880.803415 + Penalty 23802.231620 = -22371078.571795 nChanged 652 Iteration 55Q (745.123857 sec): 13 clusters Score: Raw -22394952.055355 + Penalty 23802.231620 = -22371149.823735 nChanged 605 Iteration 56Q (746.011598 sec): 13 clusters Score: Raw -22395011.954250 + Penalty 23802.231620 = -22371209.722630 nChanged 520 Iteration 57Q (746.914428 sec): 13 clusters Score: Raw -22395060.468507 + Penalty 23802.231620 = -22371258.236887 nChanged 455 Iteration 58Q (747.786632 sec): 13 clusters Score: Raw -22395098.591117 + Penalty 23802.231620 = -22371296.359497 nChanged 404 Writing temp clu file Because OldScore, -22371258.236887, is greater than current (better) Score,-22371296.359497 Compute initial score before splitting: Score: Raw -22395098.591117 + Penalty 23802.231620 = -22371296.359497 Trying to split cluster 1 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (747.882062 sec): 2 clusters Score: Raw -65375.948801 + Penalty 1038.958498 = -64336.990303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (747.921186 sec): 3 clusters Score: Raw -65228.044936 + Penalty 2077.916995 = -63150.127941 nChanged 134 SP:Iteration 1F (747.970709 sec): 3 clusters Score: Raw -65373.908451 + Penalty 2077.916995 = -63295.991456 nChanged 48 SP:Iteration 2F (748.020663 sec): 3 clusters Score: Raw -65438.033679 + Penalty 2077.916995 = -63360.116684 nChanged 22 SP:Iteration 3Q (748.074719 sec): 3 clusters Score: Raw -65471.226355 + Penalty 2077.916995 = -63393.309360 nChanged 15 SP:Iteration 4Q (748.121033 sec): 3 clusters Score: Raw -65501.385080 + Penalty 2077.916995 = -63423.468085 nChanged 16 SP:Iteration 5Q (748.166186 sec): 3 clusters Score: Raw -65527.282284 + Penalty 2077.916995 = -63449.365289 nChanged 11 SP:Iteration 6Q (748.229163 sec): 3 clusters Score: Raw -65547.365533 + Penalty 2077.916995 = -63469.448538 nChanged 4 SP:Iteration 7Q (748.268098 sec): 3 clusters Score: Raw -65551.339340 + Penalty 2077.916995 = -63473.422345 nChanged 6 SP:Iteration 8Q (748.318946 sec): 3 clusters Score: Raw -65556.906239 + Penalty 2077.916995 = -63478.989244 nChanged 1 SP:Iteration 9Q (748.379639 sec): 3 clusters Score: Raw -65557.367092 + Penalty 2077.916995 = -63479.450097 nChanged 2 SP:Iteration 10Q (748.417994 sec): 3 clusters Score: Raw -65558.396755 + Penalty 2077.916995 = -63480.479760 nChanged 0 SP:Iteration 11F (748.476979 sec): 3 clusters Score: Raw -65558.396755 + Penalty 2077.916995 = -63480.479760 nChanged 0 Trying to split cluster 3 (4525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (748.513784 sec): 2 clusters Score: Raw -516677.390833 + Penalty 1367.823089 = -515309.567744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (748.565875 sec): 3 clusters Score: Raw -514441.610868 + Penalty 2735.646178 = -511705.964690 nChanged 1782 SP:Iteration 1F (748.616962 sec): 3 clusters Score: Raw -515409.334779 + Penalty 2735.646178 = -512673.688601 nChanged 372 SP:Iteration 2F (748.676345 sec): 3 clusters Score: Raw -515670.129163 + Penalty 2735.646178 = -512934.482984 nChanged 294 SP:Iteration 3F (748.727775 sec): 3 clusters Score: Raw -515870.304853 + Penalty 2735.646178 = -513134.658675 nChanged 230 SP:Iteration 4F (748.784536 sec): 3 clusters Score: Raw -516042.533023 + Penalty 2735.646178 = -513306.886844 nChanged 219 SP:Iteration 5Q (748.829560 sec): 3 clusters Score: Raw -516194.186869 + Penalty 2735.646178 = -513458.540691 nChanged 190 SP:Iteration 6Q (748.884912 sec): 3 clusters Score: Raw -516327.781659 + Penalty 2735.646178 = -513592.135480 nChanged 176 SP:Iteration 7Q (748.948458 sec): 3 clusters Score: Raw -516436.393045 + Penalty 2735.646178 = -513700.746867 nChanged 144 SP:Iteration 8Q (748.998889 sec): 3 clusters Score: Raw -516515.495104 + Penalty 2735.646178 = -513779.848926 nChanged 108 SP:Iteration 9Q (749.054743 sec): 3 clusters Score: Raw -516574.200761 + Penalty 2735.646178 = -513838.554583 nChanged 91 SP:Iteration 10Q (749.109993 sec): 3 clusters Score: Raw -516609.153431 + Penalty 2735.646178 = -513873.507253 nChanged 73 SP:Iteration 11Q (749.152502 sec): 3 clusters Score: Raw -516637.637276 + Penalty 2735.646178 = -513901.991098 nChanged 69 SP:Iteration 12Q (749.222192 sec): 3 clusters Score: Raw -516664.212420 + Penalty 2735.646178 = -513928.566242 nChanged 55 SP:Iteration 13Q (749.276107 sec): 3 clusters Score: Raw -516682.454533 + Penalty 2735.646178 = -513946.808354 nChanged 36 SP:Iteration 14Q (749.326525 sec): 3 clusters Score: Raw -516696.482253 + Penalty 2735.646178 = -513960.836075 nChanged 32 SP:Iteration 15Q (749.382429 sec): 3 clusters Score: Raw -516706.503942 + Penalty 2735.646178 = -513970.857763 nChanged 28 SP:Iteration 16Q (749.433168 sec): 3 clusters Score: Raw -516715.097553 + Penalty 2735.646178 = -513979.451375 nChanged 22 SP:Iteration 17Q (749.500077 sec): 3 clusters Score: Raw -516725.677012 + Penalty 2735.646178 = -513990.030834 nChanged 31 SP:Iteration 18Q (749.557924 sec): 3 clusters Score: Raw -516736.983758 + Penalty 2735.646178 = -514001.337580 nChanged 27 SP:Iteration 19Q (749.601008 sec): 3 clusters Score: Raw -516746.446416 + Penalty 2735.646178 = -514010.800237 nChanged 29 SP:Iteration 20F (749.662294 sec): 3 clusters Score: Raw -516756.813285 + Penalty 2735.646178 = -514021.167107 nChanged 21 SP:Iteration 21Q (749.716558 sec): 3 clusters Score: Raw -516763.145820 + Penalty 2735.646178 = -514027.499641 nChanged 23 SP:Iteration 22Q (749.762962 sec): 3 clusters Score: Raw -516768.707180 + Penalty 2735.646178 = -514033.061002 nChanged 10 SP:Iteration 23Q (749.832169 sec): 3 clusters Score: Raw -516771.721616 + Penalty 2735.646178 = -514036.075438 nChanged 6 SP:Iteration 24Q (749.877293 sec): 3 clusters Score: Raw -516773.119059 + Penalty 2735.646178 = -514037.472881 nChanged 10 SP:Iteration 25Q (749.927116 sec): 3 clusters Score: Raw -516775.978377 + Penalty 2735.646178 = -514040.332198 nChanged 8 SP:Iteration 26Q (749.974604 sec): 3 clusters Score: Raw -516777.824850 + Penalty 2735.646178 = -514042.178671 nChanged 9 SP:Iteration 27Q (750.036069 sec): 3 clusters Score: Raw -516781.256472 + Penalty 2735.646178 = -514045.610293 nChanged 10 SP:Iteration 28Q (750.091740 sec): 3 clusters Score: Raw -516786.612594 + Penalty 2735.646178 = -514050.966416 nChanged 14 SP:Iteration 29Q (750.138115 sec): 3 clusters Score: Raw -516790.904968 + Penalty 2735.646178 = -514055.258790 nChanged 10 SP:Iteration 30Q (750.194705 sec): 3 clusters Score: Raw -516793.423796 + Penalty 2735.646178 = -514057.777618 nChanged 8 SP:Iteration 31Q (750.257049 sec): 3 clusters Score: Raw -516795.891347 + Penalty 2735.646178 = -514060.245169 nChanged 10 SP:Iteration 32Q (750.314522 sec): 3 clusters Score: Raw -516797.624577 + Penalty 2735.646178 = -514061.978399 nChanged 3 SP:Iteration 33Q (750.367692 sec): 3 clusters Score: Raw -516798.138932 + Penalty 2735.646178 = -514062.492754 nChanged 1 SP:Iteration 34Q (750.431513 sec): 3 clusters Score: Raw -516798.278088 + Penalty 2735.646178 = -514062.631910 nChanged 0 SP:Iteration 35F (750.475108 sec): 3 clusters Score: Raw -516798.278088 + Penalty 2735.646178 = -514062.631910 nChanged 0 Trying to split cluster 4 (44138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (750.569480 sec): 2 clusters Score: Raw -5042098.647290 + Penalty 1737.949910 = -5040360.697380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (750.688837 sec): 3 clusters Score: Raw -5014209.342364 + Penalty 3475.899820 = -5010733.442544 nChanged 20826 SP:Iteration 1F (750.808475 sec): 3 clusters Score: Raw -5026293.895472 + Penalty 3475.899820 = -5022817.995653 nChanged 2333 SP:Iteration 2F (750.934765 sec): 3 clusters Score: Raw -5027516.879178 + Penalty 3475.899820 = -5024040.979358 nChanged 2621 SP:Iteration 3F (751.053371 sec): 3 clusters Score: Raw -5029155.211539 + Penalty 3475.899820 = -5025679.311720 nChanged 3027 SP:Iteration 4F (751.171922 sec): 3 clusters Score: Raw -5031404.157513 + Penalty 3475.899820 = -5027928.257694 nChanged 3226 SP:Iteration 5F (751.293072 sec): 3 clusters Score: Raw -5034035.265201 + Penalty 3475.899820 = -5030559.365381 nChanged 3159 SP:Iteration 6F (751.405532 sec): 3 clusters Score: Raw -5036635.460891 + Penalty 3475.899820 = -5033159.561072 nChanged 2807 SP:Iteration 7F (751.520815 sec): 3 clusters Score: Raw -5038593.934357 + Penalty 3475.899820 = -5035118.034537 nChanged 2187 SP:Iteration 8Q (751.641034 sec): 3 clusters Score: Raw -5039668.193491 + Penalty 3475.899820 = -5036192.293671 nChanged 1477 SP:Iteration 9Q (751.770941 sec): 3 clusters Score: Raw -5040207.743998 + Penalty 3475.899820 = -5036731.844178 nChanged 1017 SP:Iteration 10Q (751.888906 sec): 3 clusters Score: Raw -5040518.450114 + Penalty 3475.899820 = -5037042.550294 nChanged 844 SP:Iteration 11Q (752.005540 sec): 3 clusters Score: Raw -5040768.436057 + Penalty 3475.899820 = -5037292.536237 nChanged 815 SP:Iteration 12Q (752.126165 sec): 3 clusters Score: Raw -5041046.188769 + Penalty 3475.899820 = -5037570.288949 nChanged 862 SP:Iteration 13Q (752.234284 sec): 3 clusters Score: Raw -5041386.303242 + Penalty 3475.899820 = -5037910.403422 nChanged 976 SP:Iteration 14Q (752.357737 sec): 3 clusters Score: Raw -5041845.460729 + Penalty 3475.899820 = -5038369.560909 nChanged 1052 SP:Iteration 15Q (752.474398 sec): 3 clusters Score: Raw -5042419.340604 + Penalty 3475.899820 = -5038943.440785 nChanged 1145 SP:Iteration 16Q (752.599390 sec): 3 clusters Score: Raw -5043118.308782 + Penalty 3475.899820 = -5039642.408962 nChanged 1166 SP:Iteration 17Q (752.707499 sec): 3 clusters Score: Raw -5043815.709282 + Penalty 3475.899820 = -5040339.809463 nChanged 1071 SP:Iteration 18Q (752.830643 sec): 3 clusters Score: Raw -5044400.127827 + Penalty 3475.899820 = -5040924.228007 nChanged 901 SP:Iteration 19Q (752.949825 sec): 3 clusters Score: Raw -5044786.809104 + Penalty 3475.899820 = -5041310.909285 nChanged 681 SP:Iteration 20F (753.072822 sec): 3 clusters Score: Raw -5045007.784621 + Penalty 3475.899820 = -5041531.884801 nChanged 492 SP:Iteration 21Q (753.185819 sec): 3 clusters Score: Raw -5045127.999606 + Penalty 3475.899820 = -5041652.099786 nChanged 371 SP:Iteration 22Q (753.294798 sec): 3 clusters Score: Raw -5045206.688470 + Penalty 3475.899820 = -5041730.788650 nChanged 316 SP:Iteration 23Q (753.413860 sec): 3 clusters Score: Raw -5045261.894363 + Penalty 3475.899820 = -5041785.994544 nChanged 266 SP:Iteration 24Q (753.534840 sec): 3 clusters Score: Raw -5045305.079432 + Penalty 3475.899820 = -5041829.179612 nChanged 230 SP:Iteration 25Q (753.656331 sec): 3 clusters Score: Raw -5045336.494319 + Penalty 3475.899820 = -5041860.594500 nChanged 199 SP:Iteration 26Q (753.772721 sec): 3 clusters Score: Raw -5045358.182687 + Penalty 3475.899820 = -5041882.282867 nChanged 164 SP:Iteration 27Q (753.893795 sec): 3 clusters Score: Raw -5045373.780584 + Penalty 3475.899820 = -5041897.880765 nChanged 125 SP:Iteration 28Q (754.009140 sec): 3 clusters Score: Raw -5045383.776628 + Penalty 3475.899820 = -5041907.876808 nChanged 109 SP:Iteration 29Q (754.132943 sec): 3 clusters Score: Raw -5045392.472702 + Penalty 3475.899820 = -5041916.572882 nChanged 99 SP:Iteration 30Q (754.258807 sec): 3 clusters Score: Raw -5045399.474505 + Penalty 3475.899820 = -5041923.574685 nChanged 90 SP:Iteration 31Q (754.379757 sec): 3 clusters Score: Raw -5045405.730593 + Penalty 3475.899820 = -5041929.830774 nChanged 76 SP:Iteration 32Q (754.493062 sec): 3 clusters Score: Raw -5045410.994646 + Penalty 3475.899820 = -5041935.094827 nChanged 64 SP:Iteration 33Q (754.621075 sec): 3 clusters Score: Raw -5045414.922679 + Penalty 3475.899820 = -5041939.022859 nChanged 69 SP:Iteration 34Q (754.740038 sec): 3 clusters Score: Raw -5045419.253230 + Penalty 3475.899820 = -5041943.353411 nChanged 71 SP:Iteration 35Q (754.851706 sec): 3 clusters Score: Raw -5045424.267525 + Penalty 3475.899820 = -5041948.367705 nChanged 62 SP:Iteration 36Q (754.973776 sec): 3 clusters Score: Raw -5045428.094376 + Penalty 3475.899820 = -5041952.194556 nChanged 47 SP:Iteration 37Q (755.095498 sec): 3 clusters Score: Raw -5045430.172341 + Penalty 3475.899820 = -5041954.272521 nChanged 30 SP:Iteration 38Q (755.211952 sec): 3 clusters Score: Raw -5045431.274840 + Penalty 3475.899820 = -5041955.375020 nChanged 27 SP:Iteration 39Q (755.326323 sec): 3 clusters Score: Raw -5045432.300051 + Penalty 3475.899820 = -5041956.400232 nChanged 27 SP:Iteration 40F (755.439533 sec): 3 clusters Score: Raw -5045433.306858 + Penalty 3475.899820 = -5041957.407039 nChanged 30 SP:Iteration 41Q (755.555545 sec): 3 clusters Score: Raw -5045434.315429 + Penalty 3475.899820 = -5041958.415610 nChanged 21 SP:Iteration 42Q (755.682283 sec): 3 clusters Score: Raw -5045434.905780 + Penalty 3475.899820 = -5041959.005960 nChanged 9 SP:Iteration 43Q (755.799817 sec): 3 clusters Score: Raw -5045435.099734 + Penalty 3475.899820 = -5041959.199914 nChanged 6 SP:Iteration 44Q (755.918770 sec): 3 clusters Score: Raw -5045435.217953 + Penalty 3475.899820 = -5041959.318134 nChanged 1 SP:Iteration 45Q (756.031670 sec): 3 clusters Score: Raw -5045435.229595 + Penalty 3475.899820 = -5041959.329776 nChanged 0 SP:Iteration 46F (756.145274 sec): 3 clusters Score: Raw -5045435.229595 + Penalty 3475.899820 = -5041959.329776 nChanged 0 Score: Raw -22398452.823024 + Penalty 25785.750921 = -22372667.072103 Splitting cluster 4 changes total score from -22371296.359497 to -22372667.072103 So it's getting split into cluster 2. Trying to split cluster 5 (4126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (758.059564 sec): 2 clusters Score: Raw -474800.152806 + Penalty 1352.822850 = -473447.329956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (758.113689 sec): 3 clusters Score: Raw -472685.900359 + Penalty 2705.645700 = -469980.254659 nChanged 1647 SP:Iteration 1F (758.171592 sec): 3 clusters Score: Raw -473582.356859 + Penalty 2705.645700 = -470876.711159 nChanged 302 SP:Iteration 2F (758.214161 sec): 3 clusters Score: Raw -473740.813946 + Penalty 2705.645700 = -471035.168246 nChanged 209 SP:Iteration 3F (758.270545 sec): 3 clusters Score: Raw -473847.194212 + Penalty 2705.645700 = -471141.548511 nChanged 164 SP:Iteration 4Q (758.315494 sec): 3 clusters Score: Raw -473922.508211 + Penalty 2705.645700 = -471216.862510 nChanged 136 SP:Iteration 5Q (758.374556 sec): 3 clusters Score: Raw -473984.312547 + Penalty 2705.645700 = -471278.666847 nChanged 122 SP:Iteration 6Q (758.435492 sec): 3 clusters Score: Raw -474035.622219 + Penalty 2705.645700 = -471329.976519 nChanged 109 SP:Iteration 7Q (758.491687 sec): 3 clusters Score: Raw -474087.119002 + Penalty 2705.645700 = -471381.473302 nChanged 120 SP:Iteration 8Q (758.546253 sec): 3 clusters Score: Raw -474155.544762 + Penalty 2705.645700 = -471449.899062 nChanged 141 SP:Iteration 9Q (758.592308 sec): 3 clusters Score: Raw -474248.459656 + Penalty 2705.645700 = -471542.813956 nChanged 144 SP:Iteration 10Q (758.647307 sec): 3 clusters Score: Raw -474338.629801 + Penalty 2705.645700 = -471632.984100 nChanged 117 SP:Iteration 11Q (758.713856 sec): 3 clusters Score: Raw -474413.627039 + Penalty 2705.645700 = -471707.981339 nChanged 122 SP:Iteration 12Q (758.758170 sec): 3 clusters Score: Raw -474484.786721 + Penalty 2705.645700 = -471779.141021 nChanged 89 SP:Iteration 13Q (758.825724 sec): 3 clusters Score: Raw -474538.304915 + Penalty 2705.645700 = -471832.659215 nChanged 70 SP:Iteration 14Q (758.868455 sec): 3 clusters Score: Raw -474583.160722 + Penalty 2705.645700 = -471877.515021 nChanged 62 SP:Iteration 15Q (758.919764 sec): 3 clusters Score: Raw -474625.859735 + Penalty 2705.645700 = -471920.214035 nChanged 63 SP:Iteration 16Q (758.975447 sec): 3 clusters Score: Raw -474667.271919 + Penalty 2705.645700 = -471961.626219 nChanged 53 SP:Iteration 17Q (759.026869 sec): 3 clusters Score: Raw -474700.347180 + Penalty 2705.645700 = -471994.701480 nChanged 45 SP:Iteration 18Q (759.087280 sec): 3 clusters Score: Raw -474727.640004 + Penalty 2705.645700 = -472021.994304 nChanged 34 SP:Iteration 19Q (759.141735 sec): 3 clusters Score: Raw -474754.309421 + Penalty 2705.645700 = -472048.663721 nChanged 40 SP:Iteration 20F (759.200242 sec): 3 clusters Score: Raw -474789.393163 + Penalty 2705.645700 = -472083.747462 nChanged 40 SP:Iteration 21Q (759.243523 sec): 3 clusters Score: Raw -474820.830062 + Penalty 2705.645700 = -472115.184362 nChanged 42 SP:Iteration 22Q (759.298713 sec): 3 clusters Score: Raw -474862.291977 + Penalty 2705.645700 = -472156.646277 nChanged 28 SP:Iteration 23Q (759.363270 sec): 3 clusters Score: Raw -474890.016017 + Penalty 2705.645700 = -472184.370317 nChanged 28 SP:Iteration 24Q (759.408126 sec): 3 clusters Score: Raw -474913.024789 + Penalty 2705.645700 = -472207.379088 nChanged 23 SP:Iteration 25Q (759.473554 sec): 3 clusters Score: Raw -474932.063032 + Penalty 2705.645700 = -472226.417332 nChanged 15 SP:Iteration 26Q (759.525794 sec): 3 clusters Score: Raw -474945.853917 + Penalty 2705.645700 = -472240.208217 nChanged 14 SP:Iteration 27Q (759.581098 sec): 3 clusters Score: Raw -474956.144497 + Penalty 2705.645700 = -472250.498797 nChanged 13 SP:Iteration 28Q (759.634638 sec): 3 clusters Score: Raw -474964.456632 + Penalty 2705.645700 = -472258.810932 nChanged 13 SP:Iteration 29Q (759.686200 sec): 3 clusters Score: Raw -474972.331797 + Penalty 2705.645700 = -472266.686097 nChanged 11 SP:Iteration 30Q (759.737752 sec): 3 clusters Score: Raw -474977.929682 + Penalty 2705.645700 = -472272.283982 nChanged 7 SP:Iteration 31Q (759.782522 sec): 3 clusters Score: Raw -474982.127637 + Penalty 2705.645700 = -472276.481936 nChanged 8 SP:Iteration 32Q (759.830782 sec): 3 clusters Score: Raw -474987.364819 + Penalty 2705.645700 = -472281.719118 nChanged 4 SP:Iteration 33Q (759.879218 sec): 3 clusters Score: Raw -474990.040390 + Penalty 2705.645700 = -472284.394690 nChanged 4 SP:Iteration 34Q (759.926378 sec): 3 clusters Score: Raw -474992.385648 + Penalty 2705.645700 = -472286.739948 nChanged 5 SP:Iteration 35Q (759.982334 sec): 3 clusters Score: Raw -474995.887586 + Penalty 2705.645700 = -472290.241885 nChanged 6 SP:Iteration 36Q (760.023048 sec): 3 clusters Score: Raw -474998.580807 + Penalty 2705.645700 = -472292.935107 nChanged 4 SP:Iteration 37Q (760.081852 sec): 3 clusters Score: Raw -475001.429443 + Penalty 2705.645700 = -472295.783743 nChanged 4 SP:Iteration 38Q (760.125898 sec): 3 clusters Score: Raw -475003.645983 + Penalty 2705.645700 = -472298.000283 nChanged 4 SP:Iteration 39Q (760.181741 sec): 3 clusters Score: Raw -475006.192251 + Penalty 2705.645700 = -472300.546551 nChanged 5 SP:Iteration 40F (760.230088 sec): 3 clusters Score: Raw -475011.428944 + Penalty 2705.645700 = -472305.783243 nChanged 5 SP:Iteration 41Q (760.294387 sec): 3 clusters Score: Raw -475014.527524 + Penalty 2705.645700 = -472308.881824 nChanged 6 SP:Iteration 42Q (760.347583 sec): 3 clusters Score: Raw -475018.430519 + Penalty 2705.645700 = -472312.784818 nChanged 5 SP:Iteration 43Q (760.404451 sec): 3 clusters Score: Raw -475020.840241 + Penalty 2705.645700 = -472315.194540 nChanged 2 SP:Iteration 44Q (760.451628 sec): 3 clusters Score: Raw -475021.763038 + Penalty 2705.645700 = -472316.117338 nChanged 2 SP:Iteration 45Q (760.502493 sec): 3 clusters Score: Raw -475022.362646 + Penalty 2705.645700 = -472316.716945 nChanged 0 SP:Iteration 46F (760.569064 sec): 3 clusters Score: Raw -475022.362646 + Penalty 2705.645700 = -472316.716945 nChanged 0 Trying to split cluster 7 (6548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (760.591271 sec): 2 clusters Score: Raw -696180.690312 + Penalty 1427.873678 = -694752.816634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (760.662598 sec): 3 clusters Score: Raw -692650.985883 + Penalty 2855.747355 = -689795.238528 nChanged 2698 SP:Iteration 1F (760.723614 sec): 3 clusters Score: Raw -694197.508922 + Penalty 2855.747355 = -691341.761567 nChanged 482 SP:Iteration 2F (760.784314 sec): 3 clusters Score: Raw -694454.248329 + Penalty 2855.747355 = -691598.500974 nChanged 369 SP:Iteration 3F (760.841674 sec): 3 clusters Score: Raw -694658.908075 + Penalty 2855.747355 = -691803.160720 nChanged 298 SP:Iteration 4Q (760.893611 sec): 3 clusters Score: Raw -694858.265551 + Penalty 2855.747355 = -692002.518196 nChanged 322 SP:Iteration 5Q (760.961636 sec): 3 clusters Score: Raw -695054.089474 + Penalty 2855.747355 = -692198.342119 nChanged 310 SP:Iteration 6Q (761.025147 sec): 3 clusters Score: Raw -695257.038150 + Penalty 2855.747355 = -692401.290795 nChanged 306 SP:Iteration 7Q (761.077914 sec): 3 clusters Score: Raw -695487.260147 + Penalty 2855.747355 = -692631.512792 nChanged 329 SP:Iteration 8F (761.133761 sec): 3 clusters Score: Raw -695855.801878 + Penalty 2855.747355 = -693000.054523 nChanged 410 SP:Iteration 9F (761.197553 sec): 3 clusters Score: Raw -696378.670001 + Penalty 2855.747355 = -693522.922646 nChanged 401 SP:Iteration 10F (761.251537 sec): 3 clusters Score: Raw -696894.098645 + Penalty 2855.747355 = -694038.351290 nChanged 355 SP:Iteration 11F (761.296825 sec): 3 clusters Score: Raw -697326.802202 + Penalty 2855.747355 = -694471.054847 nChanged 259 SP:Iteration 12Q (761.349344 sec): 3 clusters Score: Raw -697667.871465 + Penalty 2855.747355 = -694812.124110 nChanged 186 SP:Iteration 13Q (761.412535 sec): 3 clusters Score: Raw -697941.641913 + Penalty 2855.747355 = -695085.894558 nChanged 156 SP:Iteration 14Q (761.472767 sec): 3 clusters Score: Raw -698113.316368 + Penalty 2855.747355 = -695257.569013 nChanged 124 SP:Iteration 15Q (761.519209 sec): 3 clusters Score: Raw -698181.374824 + Penalty 2855.747355 = -695325.627469 nChanged 96 SP:Iteration 16Q (761.583097 sec): 3 clusters Score: Raw -698223.821639 + Penalty 2855.747355 = -695368.074284 nChanged 82 SP:Iteration 17Q (761.643661 sec): 3 clusters Score: Raw -698264.649756 + Penalty 2855.747355 = -695408.902401 nChanged 88 SP:Iteration 18Q (761.702052 sec): 3 clusters Score: Raw -698326.519283 + Penalty 2855.747355 = -695470.771928 nChanged 117 SP:Iteration 19Q (761.748974 sec): 3 clusters Score: Raw -698448.845107 + Penalty 2855.747355 = -695593.097752 nChanged 138 SP:Iteration 20F (761.818653 sec): 3 clusters Score: Raw -698640.170888 + Penalty 2855.747355 = -695784.423533 nChanged 161 SP:Iteration 21Q (761.876426 sec): 3 clusters Score: Raw -698829.304605 + Penalty 2855.747355 = -695973.557250 nChanged 139 SP:Iteration 22Q (761.934412 sec): 3 clusters Score: Raw -699025.127816 + Penalty 2855.747355 = -696169.380461 nChanged 150 SP:Iteration 23Q (761.981959 sec): 3 clusters Score: Raw -699284.749904 + Penalty 2855.747355 = -696429.002549 nChanged 142 SP:Iteration 24Q (762.039926 sec): 3 clusters Score: Raw -699563.961868 + Penalty 2855.747355 = -696708.214513 nChanged 130 SP:Iteration 25Q (762.095182 sec): 3 clusters Score: Raw -699867.390884 + Penalty 2855.747355 = -697011.643529 nChanged 109 SP:Iteration 26Q (762.156069 sec): 3 clusters Score: Raw -700133.731881 + Penalty 2855.747355 = -697277.984526 nChanged 73 SP:Iteration 27Q (762.199822 sec): 3 clusters Score: Raw -700266.728258 + Penalty 2855.747355 = -697410.980903 nChanged 36 SP:Iteration 28Q (762.268032 sec): 3 clusters Score: Raw -700306.328287 + Penalty 2855.747355 = -697450.580932 nChanged 13 SP:Iteration 29Q (762.322756 sec): 3 clusters Score: Raw -700313.905980 + Penalty 2855.747355 = -697458.158625 nChanged 3 SP:Iteration 30Q (762.368205 sec): 3 clusters Score: Raw -700314.583189 + Penalty 2855.747355 = -697458.835834 nChanged 2 SP:Iteration 31Q (762.419164 sec): 3 clusters Score: Raw -700314.830555 + Penalty 2855.747355 = -697459.083200 nChanged 0 SP:Iteration 32F (762.480353 sec): 3 clusters Score: Raw -700321.210934 + Penalty 2855.747355 = -697465.463579 nChanged 4 SP:Iteration 33Q (762.538142 sec): 3 clusters Score: Raw -700334.979628 + Penalty 2855.747355 = -697479.232273 nChanged 3 SP:Iteration 34Q (762.598655 sec): 3 clusters Score: Raw -700367.161692 + Penalty 2855.747355 = -697511.414337 nChanged 2 SP:Iteration 35Q (762.658494 sec): 3 clusters Score: Raw -700385.167911 + Penalty 2855.747355 = -697529.420556 nChanged 2 SP:Iteration 36Q (762.718665 sec): 3 clusters Score: Raw -700420.838920 + Penalty 2855.747355 = -697565.091565 nChanged 1 SP:Iteration 37Q (762.771674 sec): 3 clusters Score: Raw -700430.619256 + Penalty 2855.747355 = -697574.871901 nChanged 0 SP:Iteration 38F (762.831194 sec): 3 clusters Score: Raw -700430.619256 + Penalty 2855.747355 = -697574.871901 nChanged 0 Score: Raw -22402702.751969 + Penalty 27769.270223 = -22374933.481746 Splitting cluster 7 changes total score from -22371296.359497 to -22374933.481746 So it's getting split into cluster 6. Trying to split cluster 10 (12611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (764.901636 sec): 2 clusters Score: Raw -1476613.025641 + Penalty 1534.377768 = -1475078.647873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (764.972686 sec): 3 clusters Score: Raw -1469257.635996 + Penalty 3068.755537 = -1466188.880459 nChanged 5522 SP:Iteration 1F (765.043032 sec): 3 clusters Score: Raw -1472179.559978 + Penalty 3068.755537 = -1469110.804441 nChanged 694 SP:Iteration 2F (765.109609 sec): 3 clusters Score: Raw -1472439.774890 + Penalty 3068.755537 = -1469371.019353 nChanged 591 SP:Iteration 3Q (765.171629 sec): 3 clusters Score: Raw -1472668.787852 + Penalty 3068.755537 = -1469600.032316 nChanged 538 SP:Iteration 4Q (765.251535 sec): 3 clusters Score: Raw -1472860.541994 + Penalty 3068.755537 = -1469791.786458 nChanged 503 SP:Iteration 5Q (765.322314 sec): 3 clusters Score: Raw -1473051.987166 + Penalty 3068.755537 = -1469983.231629 nChanged 499 SP:Iteration 6Q (765.390967 sec): 3 clusters Score: Raw -1473264.896148 + Penalty 3068.755537 = -1470196.140611 nChanged 482 SP:Iteration 7Q (765.461505 sec): 3 clusters Score: Raw -1473492.823911 + Penalty 3068.755537 = -1470424.068375 nChanged 494 SP:Iteration 8Q (765.516802 sec): 3 clusters Score: Raw -1473746.115606 + Penalty 3068.755537 = -1470677.360069 nChanged 549 SP:Iteration 9Q (765.580984 sec): 3 clusters Score: Raw -1474040.558434 + Penalty 3068.755537 = -1470971.802898 nChanged 534 SP:Iteration 10Q (765.650865 sec): 3 clusters Score: Raw -1474356.815787 + Penalty 3068.755537 = -1471288.060250 nChanged 565 SP:Iteration 11Q (765.726289 sec): 3 clusters Score: Raw -1474665.331964 + Penalty 3068.755537 = -1471596.576427 nChanged 491 SP:Iteration 12Q (765.790817 sec): 3 clusters Score: Raw -1474924.996241 + Penalty 3068.755537 = -1471856.240704 nChanged 422 SP:Iteration 13Q (765.857238 sec): 3 clusters Score: Raw -1475112.155163 + Penalty 3068.755537 = -1472043.399627 nChanged 340 SP:Iteration 14Q (765.916617 sec): 3 clusters Score: Raw -1475242.769015 + Penalty 3068.755537 = -1472174.013479 nChanged 271 SP:Iteration 15Q (765.985748 sec): 3 clusters Score: Raw -1475334.303273 + Penalty 3068.755537 = -1472265.547737 nChanged 190 SP:Iteration 16Q (766.049325 sec): 3 clusters Score: Raw -1475382.114250 + Penalty 3068.755537 = -1472313.358714 nChanged 141 SP:Iteration 17Q (766.123305 sec): 3 clusters Score: Raw -1475412.046360 + Penalty 3068.755537 = -1472343.290824 nChanged 102 SP:Iteration 18Q (766.173680 sec): 3 clusters Score: Raw -1475430.858357 + Penalty 3068.755537 = -1472362.102820 nChanged 83 SP:Iteration 19Q (766.248006 sec): 3 clusters Score: Raw -1475446.972303 + Penalty 3068.755537 = -1472378.216766 nChanged 88 SP:Iteration 20F (766.313580 sec): 3 clusters Score: Raw -1475463.152026 + Penalty 3068.755537 = -1472394.396490 nChanged 71 SP:Iteration 21Q (766.371901 sec): 3 clusters Score: Raw -1475476.980453 + Penalty 3068.755537 = -1472408.224916 nChanged 78 SP:Iteration 22Q (766.434345 sec): 3 clusters Score: Raw -1475489.394111 + Penalty 3068.755537 = -1472420.638575 nChanged 68 SP:Iteration 23Q (766.506186 sec): 3 clusters Score: Raw -1475500.433131 + Penalty 3068.755537 = -1472431.677595 nChanged 62 SP:Iteration 24Q (766.573884 sec): 3 clusters Score: Raw -1475510.249343 + Penalty 3068.755537 = -1472441.493806 nChanged 58 SP:Iteration 25Q (766.634076 sec): 3 clusters Score: Raw -1475519.469493 + Penalty 3068.755537 = -1472450.713957 nChanged 63 SP:Iteration 26Q (766.703591 sec): 3 clusters Score: Raw -1475530.923307 + Penalty 3068.755537 = -1472462.167770 nChanged 65 SP:Iteration 27Q (766.768138 sec): 3 clusters Score: Raw -1475541.028223 + Penalty 3068.755537 = -1472472.272686 nChanged 53 SP:Iteration 28Q (766.831331 sec): 3 clusters Score: Raw -1475549.135867 + Penalty 3068.755537 = -1472480.380330 nChanged 43 SP:Iteration 29Q (766.908782 sec): 3 clusters Score: Raw -1475555.703474 + Penalty 3068.755537 = -1472486.947937 nChanged 48 SP:Iteration 30Q (766.973149 sec): 3 clusters Score: Raw -1475561.832824 + Penalty 3068.755537 = -1472493.077287 nChanged 31 SP:Iteration 31Q (767.035082 sec): 3 clusters Score: Raw -1475565.883001 + Penalty 3068.755537 = -1472497.127464 nChanged 29 SP:Iteration 32Q (767.100510 sec): 3 clusters Score: Raw -1475569.906566 + Penalty 3068.755537 = -1472501.151029 nChanged 34 SP:Iteration 33Q (767.167610 sec): 3 clusters Score: Raw -1475574.339162 + Penalty 3068.755537 = -1472505.583625 nChanged 27 SP:Iteration 34Q (767.236653 sec): 3 clusters Score: Raw -1475576.888024 + Penalty 3068.755537 = -1472508.132488 nChanged 16 SP:Iteration 35Q (767.299172 sec): 3 clusters Score: Raw -1475578.341853 + Penalty 3068.755537 = -1472509.586317 nChanged 16 SP:Iteration 36Q (767.356184 sec): 3 clusters Score: Raw -1475580.208077 + Penalty 3068.755537 = -1472511.452541 nChanged 17 SP:Iteration 37Q (767.431245 sec): 3 clusters Score: Raw -1475581.648285 + Penalty 3068.755537 = -1472512.892748 nChanged 13 SP:Iteration 38Q (767.498422 sec): 3 clusters Score: Raw -1475582.831515 + Penalty 3068.755537 = -1472514.075978 nChanged 4 SP:Iteration 39Q (767.562190 sec): 3 clusters Score: Raw -1475583.198052 + Penalty 3068.755537 = -1472514.442515 nChanged 8 SP:Iteration 40F (767.629498 sec): 3 clusters Score: Raw -1475583.919210 + Penalty 3068.755537 = -1472515.163673 nChanged 8 SP:Iteration 41Q (767.698843 sec): 3 clusters Score: Raw -1475584.699621 + Penalty 3068.755537 = -1472515.944085 nChanged 13 SP:Iteration 42Q (767.761038 sec): 3 clusters Score: Raw -1475586.028056 + Penalty 3068.755537 = -1472517.272520 nChanged 12 SP:Iteration 43Q (767.831319 sec): 3 clusters Score: Raw -1475587.202218 + Penalty 3068.755537 = -1472518.446682 nChanged 10 SP:Iteration 44Q (767.895031 sec): 3 clusters Score: Raw -1475587.900323 + Penalty 3068.755537 = -1472519.144787 nChanged 8 SP:Iteration 45Q (767.948451 sec): 3 clusters Score: Raw -1475588.455919 + Penalty 3068.755537 = -1472519.700382 nChanged 6 SP:Iteration 46Q (768.024292 sec): 3 clusters Score: Raw -1475588.856119 + Penalty 3068.755537 = -1472520.100582 nChanged 7 SP:Iteration 47Q (768.088995 sec): 3 clusters Score: Raw -1475589.824420 + Penalty 3068.755537 = -1472521.068883 nChanged 6 SP:Iteration 48Q (768.152036 sec): 3 clusters Score: Raw -1475590.249761 + Penalty 3068.755537 = -1472521.494224 nChanged 4 SP:Iteration 49Q (768.229142 sec): 3 clusters Score: Raw -1475590.547025 + Penalty 3068.755537 = -1472521.791489 nChanged 6 SP:Iteration 50Q (768.289155 sec): 3 clusters Score: Raw -1475590.766504 + Penalty 3068.755537 = -1472522.010967 nChanged 1 SP:Iteration 51Q (768.349548 sec): 3 clusters Score: Raw -1475590.803317 + Penalty 3068.755537 = -1472522.047781 nChanged 0 SP:Iteration 52F (768.421798 sec): 3 clusters Score: Raw -1475590.803317 + Penalty 3068.755537 = -1472522.047781 nChanged 0 Trying to split cluster 13 (8292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (768.462593 sec): 2 clusters Score: Raw -946796.093368 + Penalty 1466.245052 = -945329.848316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (768.519216 sec): 3 clusters Score: Raw -942289.273004 + Penalty 2932.490104 = -939356.782900 nChanged 3475 SP:Iteration 1F (768.592205 sec): 3 clusters Score: Raw -944217.515693 + Penalty 2932.490104 = -941285.025589 nChanged 482 SP:Iteration 2F (768.651666 sec): 3 clusters Score: Raw -944433.603154 + Penalty 2932.490104 = -941501.113050 nChanged 408 SP:Iteration 3Q (768.716531 sec): 3 clusters Score: Raw -944629.254423 + Penalty 2932.490104 = -941696.764319 nChanged 377 SP:Iteration 4Q (768.769524 sec): 3 clusters Score: Raw -944818.111587 + Penalty 2932.490104 = -941885.621483 nChanged 356 SP:Iteration 5Q (768.831020 sec): 3 clusters Score: Raw -945036.610577 + Penalty 2932.490104 = -942104.120473 nChanged 381 SP:Iteration 6Q (768.894956 sec): 3 clusters Score: Raw -945280.892708 + Penalty 2932.490104 = -942348.402604 nChanged 382 SP:Iteration 7Q (768.958384 sec): 3 clusters Score: Raw -945532.405647 + Penalty 2932.490104 = -942599.915543 nChanged 374 SP:Iteration 8Q (769.026746 sec): 3 clusters Score: Raw -945798.687385 + Penalty 2932.490104 = -942866.197281 nChanged 372 SP:Iteration 9Q (769.082378 sec): 3 clusters Score: Raw -946080.982365 + Penalty 2932.490104 = -943148.492261 nChanged 376 SP:Iteration 10Q (769.135588 sec): 3 clusters Score: Raw -946358.649555 + Penalty 2932.490104 = -943426.159451 nChanged 333 SP:Iteration 11Q (769.204761 sec): 3 clusters Score: Raw -946565.094084 + Penalty 2932.490104 = -943632.603980 nChanged 247 SP:Iteration 12Q (769.267319 sec): 3 clusters Score: Raw -946691.693536 + Penalty 2932.490104 = -943759.203432 nChanged 175 SP:Iteration 13Q (769.328841 sec): 3 clusters Score: Raw -946759.775456 + Penalty 2932.490104 = -943827.285352 nChanged 141 SP:Iteration 14Q (769.392723 sec): 3 clusters Score: Raw -946808.879635 + Penalty 2932.490104 = -943876.389531 nChanged 94 SP:Iteration 15Q (769.447221 sec): 3 clusters Score: Raw -946839.081490 + Penalty 2932.490104 = -943906.591386 nChanged 68 SP:Iteration 16Q (769.498749 sec): 3 clusters Score: Raw -946855.856476 + Penalty 2932.490104 = -943923.366372 nChanged 52 SP:Iteration 17Q (769.569301 sec): 3 clusters Score: Raw -946867.408463 + Penalty 2932.490104 = -943934.918359 nChanged 35 SP:Iteration 18Q (769.627531 sec): 3 clusters Score: Raw -946874.353205 + Penalty 2932.490104 = -943941.863101 nChanged 31 SP:Iteration 19Q (769.686453 sec): 3 clusters Score: Raw -946880.477153 + Penalty 2932.490104 = -943947.987049 nChanged 37 SP:Iteration 20F (769.738162 sec): 3 clusters Score: Raw -946887.473515 + Penalty 2932.490104 = -943954.983411 nChanged 28 SP:Iteration 21Q (769.800948 sec): 3 clusters Score: Raw -946891.552540 + Penalty 2932.490104 = -943959.062436 nChanged 23 SP:Iteration 22Q (769.866691 sec): 3 clusters Score: Raw -946894.571329 + Penalty 2932.490104 = -943962.081225 nChanged 9 SP:Iteration 23Q (769.925798 sec): 3 clusters Score: Raw -946895.720699 + Penalty 2932.490104 = -943963.230595 nChanged 9 SP:Iteration 24Q (769.975698 sec): 3 clusters Score: Raw -946896.718415 + Penalty 2932.490104 = -943964.228311 nChanged 9 SP:Iteration 25Q (770.038299 sec): 3 clusters Score: Raw -946898.201952 + Penalty 2932.490104 = -943965.711848 nChanged 10 SP:Iteration 26Q (770.093383 sec): 3 clusters Score: Raw -946899.732992 + Penalty 2932.490104 = -943967.242888 nChanged 9 SP:Iteration 27Q (770.158590 sec): 3 clusters Score: Raw -946901.093491 + Penalty 2932.490104 = -943968.603387 nChanged 8 SP:Iteration 28Q (770.225499 sec): 3 clusters Score: Raw -946902.233657 + Penalty 2932.490104 = -943969.743553 nChanged 6 SP:Iteration 29Q (770.285025 sec): 3 clusters Score: Raw -946903.188399 + Penalty 2932.490104 = -943970.698295 nChanged 6 SP:Iteration 30Q (770.352068 sec): 3 clusters Score: Raw -946903.645433 + Penalty 2932.490104 = -943971.155329 nChanged 5 SP:Iteration 31Q (770.410118 sec): 3 clusters Score: Raw -946904.221586 + Penalty 2932.490104 = -943971.731482 nChanged 2 SP:Iteration 32Q (770.474134 sec): 3 clusters Score: Raw -946904.489910 + Penalty 2932.490104 = -943971.999806 nChanged 2 SP:Iteration 33Q (770.530947 sec): 3 clusters Score: Raw -946904.846839 + Penalty 2932.490104 = -943972.356735 nChanged 3 SP:Iteration 34Q (770.592088 sec): 3 clusters Score: Raw -946905.185684 + Penalty 2932.490104 = -943972.695580 nChanged 3 SP:Iteration 35Q (770.644025 sec): 3 clusters Score: Raw -946905.593389 + Penalty 2932.490104 = -943973.103285 nChanged 1 SP:Iteration 36Q (770.706668 sec): 3 clusters Score: Raw -946905.787664 + Penalty 2932.490104 = -943973.297560 nChanged 1 SP:Iteration 37Q (770.766675 sec): 3 clusters Score: Raw -946905.834131 + Penalty 2932.490104 = -943973.344027 nChanged 0 SP:Iteration 38F (770.825436 sec): 3 clusters Score: Raw -946905.834131 + Penalty 2932.490104 = -943973.344027 nChanged 0 Trying to split cluster 15 (2524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (770.852112 sec): 2 clusters Score: Raw -306596.071070 + Penalty 1272.960036 = -305323.111034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (770.902942 sec): 3 clusters Score: Raw -305469.390483 + Penalty 2545.920073 = -302923.470410 nChanged 913 SP:Iteration 1F (770.945282 sec): 3 clusters Score: Raw -306026.527741 + Penalty 2545.920073 = -303480.607668 nChanged 207 SP:Iteration 2F (770.993066 sec): 3 clusters Score: Raw -306155.088106 + Penalty 2545.920073 = -303609.168033 nChanged 117 SP:Iteration 3Q (771.033598 sec): 3 clusters Score: Raw -306222.788845 + Penalty 2545.920073 = -303676.868772 nChanged 83 SP:Iteration 4Q (771.084277 sec): 3 clusters Score: Raw -306266.943867 + Penalty 2545.920073 = -303721.023794 nChanged 60 SP:Iteration 5Q (771.134725 sec): 3 clusters Score: Raw -306302.844625 + Penalty 2545.920073 = -303756.924552 nChanged 59 SP:Iteration 6Q (771.181519 sec): 3 clusters Score: Raw -306335.308897 + Penalty 2545.920073 = -303789.388824 nChanged 56 SP:Iteration 7Q (771.236207 sec): 3 clusters Score: Raw -306371.678105 + Penalty 2545.920073 = -303825.758032 nChanged 38 SP:Iteration 8Q (771.282526 sec): 3 clusters Score: Raw -306393.752378 + Penalty 2545.920073 = -303847.832305 nChanged 39 SP:Iteration 9Q (771.327592 sec): 3 clusters Score: Raw -306415.496686 + Penalty 2545.920073 = -303869.576614 nChanged 38 SP:Iteration 10Q (771.377216 sec): 3 clusters Score: Raw -306441.341615 + Penalty 2545.920073 = -303895.421542 nChanged 45 SP:Iteration 11Q (771.432610 sec): 3 clusters Score: Raw -306462.929957 + Penalty 2545.920073 = -303917.009884 nChanged 30 SP:Iteration 12Q (771.474879 sec): 3 clusters Score: Raw -306473.710793 + Penalty 2545.920073 = -303927.790720 nChanged 18 SP:Iteration 13Q (771.521551 sec): 3 clusters Score: Raw -306483.535674 + Penalty 2545.920073 = -303937.615601 nChanged 23 SP:Iteration 14Q (771.567503 sec): 3 clusters Score: Raw -306497.827460 + Penalty 2545.920073 = -303951.907387 nChanged 29 SP:Iteration 15Q (771.613895 sec): 3 clusters Score: Raw -306513.398989 + Penalty 2545.920073 = -303967.478917 nChanged 34 SP:Iteration 16Q (771.651322 sec): 3 clusters Score: Raw -306536.320914 + Penalty 2545.920073 = -303990.400842 nChanged 33 SP:Iteration 17Q (771.699700 sec): 3 clusters Score: Raw -306558.961816 + Penalty 2545.920073 = -304013.041743 nChanged 32 SP:Iteration 18Q (771.745919 sec): 3 clusters Score: Raw -306578.069538 + Penalty 2545.920073 = -304032.149466 nChanged 28 SP:Iteration 19Q (771.792804 sec): 3 clusters Score: Raw -306602.114224 + Penalty 2545.920073 = -304056.194151 nChanged 33 SP:Iteration 20F (771.840938 sec): 3 clusters Score: Raw -306623.496104 + Penalty 2545.920073 = -304077.576031 nChanged 31 SP:Iteration 21Q (771.894513 sec): 3 clusters Score: Raw -306644.783841 + Penalty 2545.920073 = -304098.863768 nChanged 36 SP:Iteration 22Q (771.931987 sec): 3 clusters Score: Raw -306669.387376 + Penalty 2545.920073 = -304123.467303 nChanged 20 SP:Iteration 23Q (771.978660 sec): 3 clusters Score: Raw -306686.406465 + Penalty 2545.920073 = -304140.486392 nChanged 27 SP:Iteration 24Q (772.031783 sec): 3 clusters Score: Raw -306713.721354 + Penalty 2545.920073 = -304167.801281 nChanged 37 SP:Iteration 25Q (772.079670 sec): 3 clusters Score: Raw -306755.613123 + Penalty 2545.920073 = -304209.693050 nChanged 37 SP:Iteration 26Q (772.141172 sec): 3 clusters Score: Raw -306796.252327 + Penalty 2545.920073 = -304250.332255 nChanged 38 SP:Iteration 27Q (772.188881 sec): 3 clusters Score: Raw -306849.442722 + Penalty 2545.920073 = -304303.522650 nChanged 46 SP:Iteration 28Q (772.224999 sec): 3 clusters Score: Raw -306900.321576 + Penalty 2545.920073 = -304354.401503 nChanged 33 SP:Iteration 29Q (772.282529 sec): 3 clusters Score: Raw -306933.863301 + Penalty 2545.920073 = -304387.943229 nChanged 22 SP:Iteration 30Q (772.333017 sec): 3 clusters Score: Raw -306954.563625 + Penalty 2545.920073 = -304408.643552 nChanged 22 SP:Iteration 31Q (772.388739 sec): 3 clusters Score: Raw -306972.649677 + Penalty 2545.920073 = -304426.729604 nChanged 17 SP:Iteration 32Q (772.425984 sec): 3 clusters Score: Raw -306982.485221 + Penalty 2545.920073 = -304436.565148 nChanged 11 SP:Iteration 33Q (772.480129 sec): 3 clusters Score: Raw -306989.686786 + Penalty 2545.920073 = -304443.766713 nChanged 8 SP:Iteration 34Q (772.534950 sec): 3 clusters Score: Raw -306996.052850 + Penalty 2545.920073 = -304450.132778 nChanged 6 SP:Iteration 35Q (772.585389 sec): 3 clusters Score: Raw -306998.195093 + Penalty 2545.920073 = -304452.275020 nChanged 3 SP:Iteration 36Q (772.622596 sec): 3 clusters Score: Raw -307000.437725 + Penalty 2545.920073 = -304454.517652 nChanged 3 SP:Iteration 37Q (772.675826 sec): 3 clusters Score: Raw -307003.254979 + Penalty 2545.920073 = -304457.334906 nChanged 4 SP:Iteration 38Q (772.713243 sec): 3 clusters Score: Raw -307007.641864 + Penalty 2545.920073 = -304461.721791 nChanged 3 SP:Iteration 39Q (772.769376 sec): 3 clusters Score: Raw -307009.621844 + Penalty 2545.920073 = -304463.701771 nChanged 1 SP:Iteration 40F (772.816428 sec): 3 clusters Score: Raw -307013.548859 + Penalty 2545.920073 = -304467.628786 nChanged 3 SP:Iteration 41Q (772.870947 sec): 3 clusters Score: Raw -307021.033245 + Penalty 2545.920073 = -304475.113172 nChanged 5 SP:Iteration 42Q (772.920120 sec): 3 clusters Score: Raw -307027.692294 + Penalty 2545.920073 = -304481.772221 nChanged 4 SP:Iteration 43Q (772.969635 sec): 3 clusters Score: Raw -307032.602998 + Penalty 2545.920073 = -304486.682925 nChanged 4 SP:Iteration 44Q (773.018272 sec): 3 clusters Score: Raw -307036.644955 + Penalty 2545.920073 = -304490.724882 nChanged 5 SP:Iteration 45Q (773.058746 sec): 3 clusters Score: Raw -307038.822725 + Penalty 2545.920073 = -304492.902652 nChanged 2 SP:Iteration 46Q (773.116883 sec): 3 clusters Score: Raw -307039.765906 + Penalty 2545.920073 = -304493.845833 nChanged 1 SP:Iteration 47Q (773.161902 sec): 3 clusters Score: Raw -307042.747780 + Penalty 2545.920073 = -304496.827707 nChanged 5 SP:Iteration 48Q (773.210155 sec): 3 clusters Score: Raw -307046.701134 + Penalty 2545.920073 = -304500.781061 nChanged 1 SP:Iteration 49Q (773.257327 sec): 3 clusters Score: Raw -307046.951653 + Penalty 2545.920073 = -304501.031580 nChanged 1 SP:Iteration 50Q (773.313784 sec): 3 clusters Score: Raw -307047.764663 + Penalty 2545.920073 = -304501.844590 nChanged 0 SP:Iteration 51F (773.362806 sec): 3 clusters Score: Raw -307047.764663 + Penalty 2545.920073 = -304501.844590 nChanged 0 Trying to split cluster 17 (73719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (773.494123 sec): 2 clusters Score: Raw -8412543.391712 + Penalty 1821.302575 = -8410722.089137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (773.660491 sec): 3 clusters Score: Raw -8365072.571893 + Penalty 3642.605150 = -8361429.966743 nChanged 34901 SP:Iteration 1F (773.825974 sec): 3 clusters Score: Raw -8385248.579438 + Penalty 3642.605150 = -8381605.974288 nChanged 3067 SP:Iteration 2Q (774.003243 sec): 3 clusters Score: Raw -8386286.893268 + Penalty 3642.605150 = -8382644.288117 nChanged 3444 SP:Iteration 3Q (774.174226 sec): 3 clusters Score: Raw -8387722.033255 + Penalty 3642.605150 = -8384079.428104 nChanged 4087 SP:Iteration 4F (774.344445 sec): 3 clusters Score: Raw -8389974.187599 + Penalty 3642.605150 = -8386331.582449 nChanged 4958 SP:Iteration 5F (774.507105 sec): 3 clusters Score: Raw -8393421.497297 + Penalty 3642.605150 = -8389778.892147 nChanged 5275 SP:Iteration 6F (774.670653 sec): 3 clusters Score: Raw -8397628.715918 + Penalty 3642.605150 = -8393986.110768 nChanged 4908 SP:Iteration 7F (774.833829 sec): 3 clusters Score: Raw -8401564.438079 + Penalty 3642.605150 = -8397921.832929 nChanged 3810 SP:Iteration 8F (775.002819 sec): 3 clusters Score: Raw -8404496.309305 + Penalty 3642.605150 = -8400853.704155 nChanged 2934 SP:Iteration 9Q (775.171513 sec): 3 clusters Score: Raw -8406698.370896 + Penalty 3642.605150 = -8403055.765746 nChanged 2069 SP:Iteration 10Q (775.337573 sec): 3 clusters Score: Raw -8408181.324912 + Penalty 3642.605150 = -8404538.719762 nChanged 1659 SP:Iteration 11Q (775.496108 sec): 3 clusters Score: Raw -8409378.714151 + Penalty 3642.605150 = -8405736.109001 nChanged 1332 SP:Iteration 12Q (775.647408 sec): 3 clusters Score: Raw -8410317.504082 + Penalty 3642.605150 = -8406674.898932 nChanged 1095 SP:Iteration 13Q (775.796244 sec): 3 clusters Score: Raw -8411125.109466 + Penalty 3642.605150 = -8407482.504315 nChanged 965 SP:Iteration 14Q (775.957763 sec): 3 clusters Score: Raw -8411795.090831 + Penalty 3642.605150 = -8408152.485681 nChanged 869 SP:Iteration 15Q (776.107084 sec): 3 clusters Score: Raw -8412358.184007 + Penalty 3642.605150 = -8408715.578857 nChanged 741 SP:Iteration 16Q (776.261962 sec): 3 clusters Score: Raw -8412807.578771 + Penalty 3642.605150 = -8409164.973621 nChanged 628 SP:Iteration 17Q (776.389336 sec): 3 clusters Score: Raw -8413183.518771 + Penalty 3642.605150 = -8409540.913621 nChanged 556 SP:Iteration 18Q (776.534757 sec): 3 clusters Score: Raw -8413490.537399 + Penalty 3642.605150 = -8409847.932249 nChanged 487 SP:Iteration 19Q (776.680144 sec): 3 clusters Score: Raw -8413765.023080 + Penalty 3642.605150 = -8410122.417929 nChanged 440 SP:Iteration 20F (776.857727 sec): 3 clusters Score: Raw -8414007.767151 + Penalty 3642.605150 = -8410365.162001 nChanged 412 SP:Iteration 21Q (777.004870 sec): 3 clusters Score: Raw -8414208.419938 + Penalty 3642.605150 = -8410565.814788 nChanged 352 SP:Iteration 22Q (777.139935 sec): 3 clusters Score: Raw -8414345.979332 + Penalty 3642.605150 = -8410703.374182 nChanged 305 SP:Iteration 23Q (777.303834 sec): 3 clusters Score: Raw -8414441.485512 + Penalty 3642.605150 = -8410798.880362 nChanged 239 SP:Iteration 24Q (777.443197 sec): 3 clusters Score: Raw -8414501.585675 + Penalty 3642.605150 = -8410858.980525 nChanged 196 SP:Iteration 25Q (777.599449 sec): 3 clusters Score: Raw -8414544.907528 + Penalty 3642.605150 = -8410902.302378 nChanged 169 SP:Iteration 26Q (777.744435 sec): 3 clusters Score: Raw -8414578.065962 + Penalty 3642.605150 = -8410935.460812 nChanged 136 SP:Iteration 27Q (777.887595 sec): 3 clusters Score: Raw -8414604.388209 + Penalty 3642.605150 = -8410961.783059 nChanged 147 SP:Iteration 28Q (778.022132 sec): 3 clusters Score: Raw -8414632.989198 + Penalty 3642.605150 = -8410990.384048 nChanged 138 SP:Iteration 29Q (778.177207 sec): 3 clusters Score: Raw -8414657.544608 + Penalty 3642.605150 = -8411014.939458 nChanged 118 SP:Iteration 30Q (778.315882 sec): 3 clusters Score: Raw -8414672.688844 + Penalty 3642.605150 = -8411030.083694 nChanged 87 SP:Iteration 31Q (778.472096 sec): 3 clusters Score: Raw -8414684.215525 + Penalty 3642.605150 = -8411041.610375 nChanged 87 SP:Iteration 32Q (778.617706 sec): 3 clusters Score: Raw -8414694.245933 + Penalty 3642.605150 = -8411051.640782 nChanged 66 SP:Iteration 33Q (778.749529 sec): 3 clusters Score: Raw -8414702.750057 + Penalty 3642.605150 = -8411060.144907 nChanged 60 SP:Iteration 34Q (778.880273 sec): 3 clusters Score: Raw -8414710.470844 + Penalty 3642.605150 = -8411067.865694 nChanged 65 SP:Iteration 35Q (779.033837 sec): 3 clusters Score: Raw -8414716.841034 + Penalty 3642.605150 = -8411074.235884 nChanged 55 SP:Iteration 36Q (779.166264 sec): 3 clusters Score: Raw -8414722.856298 + Penalty 3642.605150 = -8411080.251148 nChanged 49 SP:Iteration 37Q (779.317353 sec): 3 clusters Score: Raw -8414727.705780 + Penalty 3642.605150 = -8411085.100630 nChanged 41 SP:Iteration 38Q (779.455102 sec): 3 clusters Score: Raw -8414730.869346 + Penalty 3642.605150 = -8411088.264196 nChanged 39 SP:Iteration 39Q (779.600430 sec): 3 clusters Score: Raw -8414734.427392 + Penalty 3642.605150 = -8411091.822241 nChanged 37 SP:Iteration 40F (779.769770 sec): 3 clusters Score: Raw -8414737.765554 + Penalty 3642.605150 = -8411095.160404 nChanged 34 SP:Iteration 41Q (779.909419 sec): 3 clusters Score: Raw -8414740.984891 + Penalty 3642.605150 = -8411098.379741 nChanged 34 SP:Iteration 42Q (780.061503 sec): 3 clusters Score: Raw -8414743.652876 + Penalty 3642.605150 = -8411101.047726 nChanged 28 SP:Iteration 43Q (780.211111 sec): 3 clusters Score: Raw -8414745.542832 + Penalty 3642.605150 = -8411102.937682 nChanged 20 SP:Iteration 44Q (780.357778 sec): 3 clusters Score: Raw -8414746.888095 + Penalty 3642.605150 = -8411104.282945 nChanged 20 SP:Iteration 45Q (780.501987 sec): 3 clusters Score: Raw -8414748.338472 + Penalty 3642.605150 = -8411105.733322 nChanged 16 SP:Iteration 46Q (780.664493 sec): 3 clusters Score: Raw -8414749.286277 + Penalty 3642.605150 = -8411106.681127 nChanged 16 SP:Iteration 47Q (780.802444 sec): 3 clusters Score: Raw -8414750.177522 + Penalty 3642.605150 = -8411107.572372 nChanged 17 SP:Iteration 48Q (780.935620 sec): 3 clusters Score: Raw -8414751.180592 + Penalty 3642.605150 = -8411108.575442 nChanged 16 SP:Iteration 49Q (781.085767 sec): 3 clusters Score: Raw -8414752.231297 + Penalty 3642.605150 = -8411109.626147 nChanged 13 SP:Iteration 50Q (781.234815 sec): 3 clusters Score: Raw -8414752.839382 + Penalty 3642.605150 = -8411110.234232 nChanged 10 SP:Iteration 51Q (781.379293 sec): 3 clusters Score: Raw -8414753.287541 + Penalty 3642.605150 = -8411110.682390 nChanged 5 SP:Iteration 52Q (781.539085 sec): 3 clusters Score: Raw -8414753.559699 + Penalty 3642.605150 = -8411110.954549 nChanged 9 SP:Iteration 53Q (781.681693 sec): 3 clusters Score: Raw -8414754.043128 + Penalty 3642.605150 = -8411111.437978 nChanged 7 SP:Iteration 54Q (781.830913 sec): 3 clusters Score: Raw -8414754.507617 + Penalty 3642.605150 = -8411111.902467 nChanged 11 SP:Iteration 55Q (781.988522 sec): 3 clusters Score: Raw -8414755.045623 + Penalty 3642.605150 = -8411112.440473 nChanged 9 SP:Iteration 56Q (782.138732 sec): 3 clusters Score: Raw -8414755.450393 + Penalty 3642.605150 = -8411112.845243 nChanged 7 SP:Iteration 57Q (782.289795 sec): 3 clusters Score: Raw -8414755.768796 + Penalty 3642.605150 = -8411113.163646 nChanged 5 SP:Iteration 58Q (782.433498 sec): 3 clusters Score: Raw -8414755.983642 + Penalty 3642.605150 = -8411113.378492 nChanged 4 SP:Iteration 59Q (782.585720 sec): 3 clusters Score: Raw -8414756.118627 + Penalty 3642.605150 = -8411113.513477 nChanged 1 SP:Iteration 60F (782.747395 sec): 3 clusters Score: Raw -8414756.149058 + Penalty 3642.605150 = -8411113.543908 nChanged 0 Score: Raw -22404915.509315 + Penalty 29752.789525 = -22375162.719790 Splitting cluster 17 changes total score from -22371296.359497 to -22375162.719790 So it's getting split into cluster 8. Trying to split cluster 18 (19331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (784.947927 sec): 2 clusters Score: Raw -2259895.491049 + Penalty 1603.788112 = -2258291.702937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (785.028828 sec): 3 clusters Score: Raw -2248204.761473 + Penalty 3207.576224 = -2244997.185249 nChanged 8703 SP:Iteration 1F (785.101412 sec): 3 clusters Score: Raw -2253127.295110 + Penalty 3207.576224 = -2249919.718886 nChanged 969 SP:Iteration 2F (785.182444 sec): 3 clusters Score: Raw -2253531.137239 + Penalty 3207.576224 = -2250323.561015 nChanged 962 SP:Iteration 3Q (785.265454 sec): 3 clusters Score: Raw -2253963.831181 + Penalty 3207.576224 = -2250756.254957 nChanged 924 SP:Iteration 4Q (785.343816 sec): 3 clusters Score: Raw -2254440.884859 + Penalty 3207.576224 = -2251233.308635 nChanged 996 SP:Iteration 5F (785.409006 sec): 3 clusters Score: Raw -2255065.371259 + Penalty 3207.576224 = -2251857.795035 nChanged 1039 SP:Iteration 6F (785.485344 sec): 3 clusters Score: Raw -2255806.888922 + Penalty 3207.576224 = -2252599.312698 nChanged 1049 SP:Iteration 7F (785.564832 sec): 3 clusters Score: Raw -2256591.089039 + Penalty 3207.576224 = -2253383.512816 nChanged 982 SP:Iteration 8F (785.633108 sec): 3 clusters Score: Raw -2257359.181959 + Penalty 3207.576224 = -2254151.605735 nChanged 868 SP:Iteration 9Q (785.712703 sec): 3 clusters Score: Raw -2258043.006836 + Penalty 3207.576224 = -2254835.430612 nChanged 724 SP:Iteration 10Q (785.798122 sec): 3 clusters Score: Raw -2258585.549263 + Penalty 3207.576224 = -2255377.973039 nChanged 615 SP:Iteration 11Q (785.878454 sec): 3 clusters Score: Raw -2258986.671744 + Penalty 3207.576224 = -2255779.095521 nChanged 457 SP:Iteration 12Q (785.953595 sec): 3 clusters Score: Raw -2259258.692411 + Penalty 3207.576224 = -2256051.116187 nChanged 322 SP:Iteration 13Q (786.027565 sec): 3 clusters Score: Raw -2259445.057312 + Penalty 3207.576224 = -2256237.481088 nChanged 269 SP:Iteration 14Q (786.093623 sec): 3 clusters Score: Raw -2259602.858327 + Penalty 3207.576224 = -2256395.282103 nChanged 230 SP:Iteration 15Q (786.167941 sec): 3 clusters Score: Raw -2259728.103589 + Penalty 3207.576224 = -2256520.527365 nChanged 182 SP:Iteration 16Q (786.243663 sec): 3 clusters Score: Raw -2259818.385144 + Penalty 3207.576224 = -2256610.808920 nChanged 127 SP:Iteration 17Q (786.318224 sec): 3 clusters Score: Raw -2259876.434904 + Penalty 3207.576224 = -2256668.858680 nChanged 99 SP:Iteration 18Q (786.393156 sec): 3 clusters Score: Raw -2259928.125845 + Penalty 3207.576224 = -2256720.549621 nChanged 86 SP:Iteration 19Q (786.460687 sec): 3 clusters Score: Raw -2259971.855580 + Penalty 3207.576224 = -2256764.279356 nChanged 66 SP:Iteration 20F (786.525553 sec): 3 clusters Score: Raw -2259999.759840 + Penalty 3207.576224 = -2256792.183616 nChanged 53 SP:Iteration 21Q (786.608006 sec): 3 clusters Score: Raw -2260022.959426 + Penalty 3207.576224 = -2256815.383202 nChanged 47 SP:Iteration 22Q (786.665477 sec): 3 clusters Score: Raw -2260041.100074 + Penalty 3207.576224 = -2256833.523850 nChanged 40 SP:Iteration 23Q (786.739003 sec): 3 clusters Score: Raw -2260055.971209 + Penalty 3207.576224 = -2256848.394985 nChanged 45 SP:Iteration 24Q (786.819203 sec): 3 clusters Score: Raw -2260073.935641 + Penalty 3207.576224 = -2256866.359417 nChanged 44 SP:Iteration 25Q (786.882898 sec): 3 clusters Score: Raw -2260090.438927 + Penalty 3207.576224 = -2256882.862703 nChanged 33 SP:Iteration 26Q (786.961117 sec): 3 clusters Score: Raw -2260104.570971 + Penalty 3207.576224 = -2256896.994747 nChanged 25 SP:Iteration 27Q (787.018420 sec): 3 clusters Score: Raw -2260113.983879 + Penalty 3207.576224 = -2256906.407655 nChanged 20 SP:Iteration 28Q (787.091553 sec): 3 clusters Score: Raw -2260122.918138 + Penalty 3207.576224 = -2256915.341914 nChanged 17 SP:Iteration 29Q (787.167723 sec): 3 clusters Score: Raw -2260130.374420 + Penalty 3207.576224 = -2256922.798197 nChanged 20 SP:Iteration 30Q (787.240259 sec): 3 clusters Score: Raw -2260139.808596 + Penalty 3207.576224 = -2256932.232372 nChanged 23 SP:Iteration 31Q (787.302621 sec): 3 clusters Score: Raw -2260149.273120 + Penalty 3207.576224 = -2256941.696897 nChanged 20 SP:Iteration 32Q (787.373495 sec): 3 clusters Score: Raw -2260157.506242 + Penalty 3207.576224 = -2256949.930018 nChanged 18 SP:Iteration 33Q (787.441842 sec): 3 clusters Score: Raw -2260166.786956 + Penalty 3207.576224 = -2256959.210732 nChanged 19 SP:Iteration 34Q (787.515868 sec): 3 clusters Score: Raw -2260175.308475 + Penalty 3207.576224 = -2256967.732251 nChanged 19 SP:Iteration 35Q (787.582062 sec): 3 clusters Score: Raw -2260185.403102 + Penalty 3207.576224 = -2256977.826879 nChanged 14 SP:Iteration 36Q (787.662353 sec): 3 clusters Score: Raw -2260193.221310 + Penalty 3207.576224 = -2256985.645087 nChanged 12 SP:Iteration 37Q (787.722391 sec): 3 clusters Score: Raw -2260198.847156 + Penalty 3207.576224 = -2256991.270932 nChanged 6 SP:Iteration 38Q (787.785789 sec): 3 clusters Score: Raw -2260201.133312 + Penalty 3207.576224 = -2256993.557088 nChanged 3 SP:Iteration 39Q (787.862227 sec): 3 clusters Score: Raw -2260202.017961 + Penalty 3207.576224 = -2256994.441738 nChanged 0 SP:Iteration 40F (787.934889 sec): 3 clusters Score: Raw -2260202.017961 + Penalty 3207.576224 = -2256994.441738 nChanged 0 Trying to split cluster 19 (22522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (787.996355 sec): 2 clusters Score: Raw -2467389.265215 + Penalty 1628.615282 = -2465760.649934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (788.080604 sec): 3 clusters Score: Raw -2453771.525916 + Penalty 3257.230564 = -2450514.295353 nChanged 10265 SP:Iteration 1F (788.164377 sec): 3 clusters Score: Raw -2459809.819687 + Penalty 3257.230564 = -2456552.589124 nChanged 1329 SP:Iteration 2F (788.250368 sec): 3 clusters Score: Raw -2460562.620870 + Penalty 3257.230564 = -2457305.390307 nChanged 1365 SP:Iteration 3F (788.325041 sec): 3 clusters Score: Raw -2461485.683334 + Penalty 3257.230564 = -2458228.452770 nChanged 1483 SP:Iteration 4F (788.410567 sec): 3 clusters Score: Raw -2462545.740422 + Penalty 3257.230564 = -2459288.509858 nChanged 1486 SP:Iteration 5F (788.499588 sec): 3 clusters Score: Raw -2463533.975726 + Penalty 3257.230564 = -2460276.745162 nChanged 1261 SP:Iteration 6F (788.580627 sec): 3 clusters Score: Raw -2464172.654473 + Penalty 3257.230564 = -2460915.423909 nChanged 924 SP:Iteration 7Q (788.669168 sec): 3 clusters Score: Raw -2464555.014766 + Penalty 3257.230564 = -2461297.784203 nChanged 698 SP:Iteration 8Q (788.751472 sec): 3 clusters Score: Raw -2464778.489111 + Penalty 3257.230564 = -2461521.258548 nChanged 554 SP:Iteration 9Q (788.835977 sec): 3 clusters Score: Raw -2464922.188782 + Penalty 3257.230564 = -2461664.958219 nChanged 430 SP:Iteration 10Q (788.925300 sec): 3 clusters Score: Raw -2465027.875364 + Penalty 3257.230564 = -2461770.644800 nChanged 379 SP:Iteration 11Q (789.006765 sec): 3 clusters Score: Raw -2465112.489656 + Penalty 3257.230564 = -2461855.259092 nChanged 366 SP:Iteration 12Q (789.097758 sec): 3 clusters Score: Raw -2465193.677381 + Penalty 3257.230564 = -2461936.446818 nChanged 314 SP:Iteration 13Q (789.181741 sec): 3 clusters Score: Raw -2465260.618542 + Penalty 3257.230564 = -2462003.387978 nChanged 288 SP:Iteration 14Q (789.258899 sec): 3 clusters Score: Raw -2465319.373952 + Penalty 3257.230564 = -2462062.143388 nChanged 277 SP:Iteration 15Q (789.343805 sec): 3 clusters Score: Raw -2465376.215149 + Penalty 3257.230564 = -2462118.984586 nChanged 268 SP:Iteration 16Q (789.420152 sec): 3 clusters Score: Raw -2465431.314430 + Penalty 3257.230564 = -2462174.083867 nChanged 259 SP:Iteration 17Q (789.506114 sec): 3 clusters Score: Raw -2465484.511877 + Penalty 3257.230564 = -2462227.281313 nChanged 254 SP:Iteration 18Q (789.589406 sec): 3 clusters Score: Raw -2465540.280036 + Penalty 3257.230564 = -2462283.049472 nChanged 284 SP:Iteration 19Q (789.664359 sec): 3 clusters Score: Raw -2465605.093512 + Penalty 3257.230564 = -2462347.862948 nChanged 254 SP:Iteration 20F (789.758894 sec): 3 clusters Score: Raw -2465665.163096 + Penalty 3257.230564 = -2462407.932533 nChanged 278 SP:Iteration 21Q (789.828955 sec): 3 clusters Score: Raw -2465738.597519 + Penalty 3257.230564 = -2462481.366955 nChanged 310 SP:Iteration 22Q (789.920408 sec): 3 clusters Score: Raw -2465828.448104 + Penalty 3257.230564 = -2462571.217541 nChanged 320 SP:Iteration 23Q (790.003990 sec): 3 clusters Score: Raw -2465931.659824 + Penalty 3257.230564 = -2462674.429261 nChanged 347 SP:Iteration 24Q (790.093944 sec): 3 clusters Score: Raw -2466053.439745 + Penalty 3257.230564 = -2462796.209181 nChanged 333 SP:Iteration 25Q (790.178696 sec): 3 clusters Score: Raw -2466174.823250 + Penalty 3257.230564 = -2462917.592686 nChanged 360 SP:Iteration 26Q (790.256982 sec): 3 clusters Score: Raw -2466303.726619 + Penalty 3257.230564 = -2463046.496056 nChanged 334 SP:Iteration 27Q (790.345474 sec): 3 clusters Score: Raw -2466420.558238 + Penalty 3257.230564 = -2463163.327674 nChanged 341 SP:Iteration 28Q (790.429115 sec): 3 clusters Score: Raw -2466546.262066 + Penalty 3257.230564 = -2463289.031503 nChanged 308 SP:Iteration 29Q (790.505196 sec): 3 clusters Score: Raw -2466656.620932 + Penalty 3257.230564 = -2463399.390369 nChanged 295 SP:Iteration 30Q (790.592182 sec): 3 clusters Score: Raw -2466764.119341 + Penalty 3257.230564 = -2463506.888777 nChanged 291 SP:Iteration 31Q (790.669384 sec): 3 clusters Score: Raw -2466867.932922 + Penalty 3257.230564 = -2463610.702359 nChanged 281 SP:Iteration 32Q (790.758475 sec): 3 clusters Score: Raw -2466966.889271 + Penalty 3257.230564 = -2463709.658708 nChanged 265 SP:Iteration 33Q (790.827172 sec): 3 clusters Score: Raw -2467056.428981 + Penalty 3257.230564 = -2463799.198417 nChanged 229 SP:Iteration 34Q (790.920770 sec): 3 clusters Score: Raw -2467135.473322 + Penalty 3257.230564 = -2463878.242758 nChanged 240 SP:Iteration 35Q (791.002201 sec): 3 clusters Score: Raw -2467215.407992 + Penalty 3257.230564 = -2463958.177429 nChanged 210 SP:Iteration 36Q (791.081396 sec): 3 clusters Score: Raw -2467280.811030 + Penalty 3257.230564 = -2464023.580466 nChanged 180 SP:Iteration 37Q (791.165264 sec): 3 clusters Score: Raw -2467340.618164 + Penalty 3257.230564 = -2464083.387600 nChanged 170 SP:Iteration 38Q (791.235003 sec): 3 clusters Score: Raw -2467397.175679 + Penalty 3257.230564 = -2464139.945115 nChanged 159 SP:Iteration 39Q (791.322864 sec): 3 clusters Score: Raw -2467445.651007 + Penalty 3257.230564 = -2464188.420443 nChanged 140 SP:Iteration 40F (791.400280 sec): 3 clusters Score: Raw -2467484.130193 + Penalty 3257.230564 = -2464226.899629 nChanged 101 SP:Iteration 41Q (791.491095 sec): 3 clusters Score: Raw -2467508.805195 + Penalty 3257.230564 = -2464251.574631 nChanged 98 SP:Iteration 42Q (791.561454 sec): 3 clusters Score: Raw -2467533.179345 + Penalty 3257.230564 = -2464275.948781 nChanged 85 SP:Iteration 43Q (791.649296 sec): 3 clusters Score: Raw -2467552.468511 + Penalty 3257.230564 = -2464295.237947 nChanged 77 SP:Iteration 44Q (791.730149 sec): 3 clusters Score: Raw -2467567.867461 + Penalty 3257.230564 = -2464310.636897 nChanged 69 SP:Iteration 45Q (791.808380 sec): 3 clusters Score: Raw -2467580.551236 + Penalty 3257.230564 = -2464323.320672 nChanged 55 SP:Iteration 46Q (791.879675 sec): 3 clusters Score: Raw -2467591.098633 + Penalty 3257.230564 = -2464333.868070 nChanged 52 SP:Iteration 47Q (791.969554 sec): 3 clusters Score: Raw -2467601.495828 + Penalty 3257.230564 = -2464344.265265 nChanged 54 SP:Iteration 48Q (792.035337 sec): 3 clusters Score: Raw -2467611.777333 + Penalty 3257.230564 = -2464354.546769 nChanged 44 SP:Iteration 49Q (792.119760 sec): 3 clusters Score: Raw -2467619.670824 + Penalty 3257.230564 = -2464362.440260 nChanged 35 SP:Iteration 50Q (792.190704 sec): 3 clusters Score: Raw -2467626.183270 + Penalty 3257.230564 = -2464368.952706 nChanged 46 SP:Iteration 51Q (792.266892 sec): 3 clusters Score: Raw -2467636.901425 + Penalty 3257.230564 = -2464379.670861 nChanged 53 SP:Iteration 52Q (792.341284 sec): 3 clusters Score: Raw -2467651.017513 + Penalty 3257.230564 = -2464393.786949 nChanged 52 SP:Iteration 53Q (792.431082 sec): 3 clusters Score: Raw -2467662.376830 + Penalty 3257.230564 = -2464405.146267 nChanged 37 SP:Iteration 54Q (792.515720 sec): 3 clusters Score: Raw -2467672.124685 + Penalty 3257.230564 = -2464414.894121 nChanged 42 SP:Iteration 55Q (792.587749 sec): 3 clusters Score: Raw -2467681.856562 + Penalty 3257.230564 = -2464424.625998 nChanged 41 SP:Iteration 56Q (792.667456 sec): 3 clusters Score: Raw -2467692.087949 + Penalty 3257.230564 = -2464434.857386 nChanged 40 SP:Iteration 57Q (792.744073 sec): 3 clusters Score: Raw -2467704.379427 + Penalty 3257.230564 = -2464447.148863 nChanged 42 SP:Iteration 58Q (792.819585 sec): 3 clusters Score: Raw -2467715.054454 + Penalty 3257.230564 = -2464457.823891 nChanged 40 SP:Iteration 59Q (792.894988 sec): 3 clusters Score: Raw -2467724.427233 + Penalty 3257.230564 = -2464467.196670 nChanged 46 SP:Iteration 60F (792.968378 sec): 3 clusters Score: Raw -2467734.512143 + Penalty 3257.230564 = -2464477.281579 nChanged 49 SP:Iteration 61Q (793.055327 sec): 3 clusters Score: Raw -2467745.604703 + Penalty 3257.230564 = -2464488.374139 nChanged 39 SP:Iteration 62Q (793.131999 sec): 3 clusters Score: Raw -2467755.626551 + Penalty 3257.230564 = -2464498.395988 nChanged 39 SP:Iteration 63Q (793.216193 sec): 3 clusters Score: Raw -2467764.547863 + Penalty 3257.230564 = -2464507.317300 nChanged 36 SP:Iteration 64Q (793.296924 sec): 3 clusters Score: Raw -2467773.732817 + Penalty 3257.230564 = -2464516.502254 nChanged 31 SP:Iteration 65Q (793.375094 sec): 3 clusters Score: Raw -2467780.140619 + Penalty 3257.230564 = -2464522.910055 nChanged 21 SP:Iteration 66Q (793.459101 sec): 3 clusters Score: Raw -2467784.697335 + Penalty 3257.230564 = -2464527.466772 nChanged 20 SP:Iteration 67Q (793.538502 sec): 3 clusters Score: Raw -2467789.643518 + Penalty 3257.230564 = -2464532.412954 nChanged 22 SP:Iteration 68Q (793.618280 sec): 3 clusters Score: Raw -2467793.873564 + Penalty 3257.230564 = -2464536.643000 nChanged 17 SP:Iteration 69Q (793.700322 sec): 3 clusters Score: Raw -2467798.529080 + Penalty 3257.230564 = -2464541.298516 nChanged 22 SP:Iteration 70Q (793.779929 sec): 3 clusters Score: Raw -2467804.692452 + Penalty 3257.230564 = -2464547.461889 nChanged 23 SP:Iteration 71Q (793.859824 sec): 3 clusters Score: Raw -2467809.029432 + Penalty 3257.230564 = -2464551.798869 nChanged 17 SP:Iteration 72Q (793.930551 sec): 3 clusters Score: Raw -2467812.476714 + Penalty 3257.230564 = -2464555.246150 nChanged 17 SP:Iteration 73Q (794.012942 sec): 3 clusters Score: Raw -2467815.348462 + Penalty 3257.230564 = -2464558.117898 nChanged 17 SP:Iteration 74Q (794.098248 sec): 3 clusters Score: Raw -2467817.682150 + Penalty 3257.230564 = -2464560.451586 nChanged 7 SP:Iteration 75Q (794.178159 sec): 3 clusters Score: Raw -2467818.558935 + Penalty 3257.230564 = -2464561.328371 nChanged 4 SP:Iteration 76Q (794.258719 sec): 3 clusters Score: Raw -2467819.127625 + Penalty 3257.230564 = -2464561.897061 nChanged 5 SP:Iteration 77Q (794.336991 sec): 3 clusters Score: Raw -2467820.240055 + Penalty 3257.230564 = -2464563.009491 nChanged 7 SP:Iteration 78Q (794.411340 sec): 3 clusters Score: Raw -2467821.256259 + Penalty 3257.230564 = -2464564.025695 nChanged 5 SP:Iteration 79Q (794.486919 sec): 3 clusters Score: Raw -2467822.599189 + Penalty 3257.230564 = -2464565.368626 nChanged 4 SP:Iteration 80F (794.575756 sec): 3 clusters Score: Raw -2467823.045903 + Penalty 3257.230564 = -2464565.815339 nChanged 4 SP:Iteration 81Q (794.655698 sec): 3 clusters Score: Raw -2467823.831485 + Penalty 3257.230564 = -2464566.600921 nChanged 4 SP:Iteration 82Q (794.735308 sec): 3 clusters Score: Raw -2467824.756762 + Penalty 3257.230564 = -2464567.526198 nChanged 3 SP:Iteration 83Q (794.809193 sec): 3 clusters Score: Raw -2467825.181510 + Penalty 3257.230564 = -2464567.950946 nChanged 6 SP:Iteration 84Q (794.886999 sec): 3 clusters Score: Raw -2467825.891809 + Penalty 3257.230564 = -2464568.661245 nChanged 4 SP:Iteration 85Q (794.957569 sec): 3 clusters Score: Raw -2467826.585198 + Penalty 3257.230564 = -2464569.354634 nChanged 3 SP:Iteration 86Q (795.045526 sec): 3 clusters Score: Raw -2467827.278953 + Penalty 3257.230564 = -2464570.048389 nChanged 8 SP:Iteration 87Q (795.125701 sec): 3 clusters Score: Raw -2467828.895396 + Penalty 3257.230564 = -2464571.664832 nChanged 8 SP:Iteration 88Q (795.204053 sec): 3 clusters Score: Raw -2467830.749969 + Penalty 3257.230564 = -2464573.519405 nChanged 12 SP:Iteration 89Q (795.283968 sec): 3 clusters Score: Raw -2467832.959101 + Penalty 3257.230564 = -2464575.728537 nChanged 12 SP:Iteration 90Q (795.360614 sec): 3 clusters Score: Raw -2467835.327866 + Penalty 3257.230564 = -2464578.097302 nChanged 10 SP:Iteration 91Q (795.438844 sec): 3 clusters Score: Raw -2467838.814302 + Penalty 3257.230564 = -2464581.583738 nChanged 12 SP:Iteration 92Q (795.518638 sec): 3 clusters Score: Raw -2467842.383860 + Penalty 3257.230564 = -2464585.153296 nChanged 9 SP:Iteration 93Q (795.599741 sec): 3 clusters Score: Raw -2467844.496440 + Penalty 3257.230564 = -2464587.265876 nChanged 9 SP:Iteration 94Q (795.676009 sec): 3 clusters Score: Raw -2467846.231223 + Penalty 3257.230564 = -2464589.000659 nChanged 9 SP:Iteration 95Q (795.750936 sec): 3 clusters Score: Raw -2467847.685411 + Penalty 3257.230564 = -2464590.454847 nChanged 9 SP:Iteration 96Q (795.831052 sec): 3 clusters Score: Raw -2467849.321730 + Penalty 3257.230564 = -2464592.091166 nChanged 10 SP:Iteration 97Q (795.904453 sec): 3 clusters Score: Raw -2467851.589331 + Penalty 3257.230564 = -2464594.358767 nChanged 8 SP:Iteration 98Q (795.989170 sec): 3 clusters Score: Raw -2467853.227770 + Penalty 3257.230564 = -2464595.997206 nChanged 5 SP:Iteration 99Q (796.057801 sec): 3 clusters Score: Raw -2467853.936276 + Penalty 3257.230564 = -2464596.705713 nChanged 2 SP:Iteration 100F (796.152228 sec): 3 clusters Score: Raw -2467854.153128 + Penalty 3257.230564 = -2464596.922564 nChanged 3 SP:Iteration 101Q (796.232796 sec): 3 clusters Score: Raw -2467854.508047 + Penalty 3257.230564 = -2464597.277483 nChanged 3 SP:Iteration 102Q (796.312746 sec): 3 clusters Score: Raw -2467855.181512 + Penalty 3257.230564 = -2464597.950948 nChanged 3 SP:Iteration 103Q (796.391833 sec): 3 clusters Score: Raw -2467855.770729 + Penalty 3257.230564 = -2464598.540165 nChanged 2 SP:Iteration 104Q (796.473464 sec): 3 clusters Score: Raw -2467856.011502 + Penalty 3257.230564 = -2464598.780938 nChanged 0 SP:Iteration 105F (796.559657 sec): 3 clusters Score: Raw -2467856.011502 + Penalty 3257.230564 = -2464598.780938 nChanged 0 Trying to split cluster 20 (1037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (796.589950 sec): 2 clusters Score: Raw -102110.807585 + Penalty 1128.414171 = -100982.393414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (796.629412 sec): 3 clusters Score: Raw -101930.169738 + Penalty 2256.828343 = -99673.341395 nChanged 340 SP:Iteration 1F (796.675424 sec): 3 clusters Score: Raw -102432.656614 + Penalty 2256.828343 = -100175.828272 nChanged 117 SP:Iteration 2F (796.727073 sec): 3 clusters Score: Raw -102673.097861 + Penalty 2256.828343 = -100416.269518 nChanged 72 SP:Iteration 3F (796.778075 sec): 3 clusters Score: Raw -102803.965480 + Penalty 2256.828343 = -100547.137137 nChanged 47 SP:Iteration 4Q (796.828132 sec): 3 clusters Score: Raw -102868.320660 + Penalty 2256.828343 = -100611.492318 nChanged 20 SP:Iteration 5Q (796.879397 sec): 3 clusters Score: Raw -102883.996157 + Penalty 2256.828343 = -100627.167814 nChanged 8 SP:Iteration 6Q (796.930732 sec): 3 clusters Score: Raw -102891.716010 + Penalty 2256.828343 = -100634.887667 nChanged 5 SP:Iteration 7Q (796.972816 sec): 3 clusters Score: Raw -102895.626043 + Penalty 2256.828343 = -100638.797701 nChanged 6 SP:Iteration 8Q (797.024883 sec): 3 clusters Score: Raw -102901.138929 + Penalty 2256.828343 = -100644.310586 nChanged 7 SP:Iteration 9Q (797.070750 sec): 3 clusters Score: Raw -102906.143827 + Penalty 2256.828343 = -100649.315484 nChanged 3 SP:Iteration 10Q (797.114630 sec): 3 clusters Score: Raw -102908.581384 + Penalty 2256.828343 = -100651.753041 nChanged 4 SP:Iteration 11Q (797.163799 sec): 3 clusters Score: Raw -102911.050013 + Penalty 2256.828343 = -100654.221670 nChanged 0 SP:Iteration 12F (797.213497 sec): 3 clusters Score: Raw -102911.050013 + Penalty 2256.828343 = -100654.221670 nChanged 0 Iteration 59Q (798.799259 sec): 16 clusters Score: Raw -22405943.187789 + Penalty 29752.789525 = -22376190.398265 nChanged 2494 Iteration 60F (800.969423 sec): 16 clusters Score: Raw -22407108.556461 + Penalty 29752.789525 = -22377355.766936 nChanged 2090 Iteration 61Q (802.068168 sec): 16 clusters Score: Raw -22407854.124946 + Penalty 29752.789525 = -22378101.335421 nChanged 1625 Iteration 62Q (803.248974 sec): 16 clusters Score: Raw -22408302.951229 + Penalty 29752.789525 = -22378550.161704 nChanged 1421 Iteration 63Q (804.455776 sec): 16 clusters Score: Raw -22408618.200897 + Penalty 29752.789525 = -22378865.411373 nChanged 1213 Iteration 64Q (805.654116 sec): 16 clusters Score: Raw -22408843.505226 + Penalty 29752.789525 = -22379090.715701 nChanged 1110 Iteration 65Q (806.808028 sec): 16 clusters Score: Raw -22409021.313464 + Penalty 29752.789525 = -22379268.523940 nChanged 1043 Iteration 66Q (807.997657 sec): 16 clusters Score: Raw -22409172.904190 + Penalty 29752.789525 = -22379420.114665 nChanged 951 Iteration 67Q (809.153379 sec): 16 clusters Score: Raw -22409291.710030 + Penalty 29752.789525 = -22379538.920505 nChanged 855 Iteration 68Q (810.260780 sec): 16 clusters Score: Raw -22409392.288255 + Penalty 29752.789525 = -22379639.498731 nChanged 752 Iteration 69Q (811.461656 sec): 16 clusters Score: Raw -22409473.931170 + Penalty 29752.789525 = -22379721.141645 nChanged 727 Iteration 70Q (812.434258 sec): 16 clusters Score: Raw -22409549.218146 + Penalty 29752.789525 = -22379796.428622 nChanged 662 Iteration 71Q (813.535526 sec): 16 clusters Score: Raw -22409615.025230 + Penalty 29752.789525 = -22379862.235706 nChanged 601 Iteration 72Q (814.674085 sec): 16 clusters Score: Raw -22409672.980638 + Penalty 29752.789525 = -22379920.191113 nChanged 583 Iteration 73Q (815.793488 sec): 16 clusters Score: Raw -22409724.312560 + Penalty 29752.789525 = -22379971.523035 nChanged 538 Iteration 74Q (816.942020 sec): 16 clusters Score: Raw -22409770.016035 + Penalty 29752.789525 = -22380017.226510 nChanged 499 Iteration 75Q (818.118173 sec): 16 clusters Score: Raw -22409810.046169 + Penalty 29752.789525 = -22380057.256644 nChanged 444 Iteration 76Q (819.291917 sec): 16 clusters Score: Raw -22409843.738862 + Penalty 29752.789525 = -22380090.949338 nChanged 414 Iteration 77Q (820.493776 sec): 16 clusters Score: Raw -22409874.500919 + Penalty 29752.789525 = -22380121.711395 nChanged 413 Iteration 78Q (821.633047 sec): 16 clusters Score: Raw -22409903.952207 + Penalty 29752.789525 = -22380151.162682 nChanged 358 Iteration 79Q (822.770026 sec): 16 clusters Score: Raw -22409927.416945 + Penalty 29752.789525 = -22380174.627421 nChanged 334 Iteration 80F (824.911404 sec): 16 clusters Score: Raw -22409949.723952 + Penalty 29752.789525 = -22380196.934427 nChanged 284 Iteration 81Q (825.988757 sec): 16 clusters Score: Raw -22409967.913118 + Penalty 29752.789525 = -22380215.123593 nChanged 251 Iteration 82Q (827.158262 sec): 16 clusters Score: Raw -22409983.426363 + Penalty 29752.789525 = -22380230.636838 nChanged 239 Iteration 83Q (828.360278 sec): 16 clusters Score: Raw -22409997.761713 + Penalty 29752.789525 = -22380244.972188 nChanged 207 Iteration 84Q (829.491525 sec): 16 clusters Score: Raw -22410009.167734 + Penalty 29752.789525 = -22380256.378209 nChanged 186 Iteration 85Q (830.611688 sec): 16 clusters Score: Raw -22410018.854414 + Penalty 29752.789525 = -22380266.064889 nChanged 156 Iteration 86Q (831.725515 sec): 16 clusters Score: Raw -22410026.726757 + Penalty 29752.789525 = -22380273.937232 nChanged 161 Iteration 87Q (832.844883 sec): 16 clusters Score: Raw -22410035.199262 + Penalty 29752.789525 = -22380282.409737 nChanged 150 Iteration 88Q (834.057597 sec): 16 clusters Score: Raw -22410042.554205 + Penalty 29752.789525 = -22380289.764681 nChanged 145 Iteration 89Q (835.216740 sec): 16 clusters Score: Raw -22410049.744443 + Penalty 29752.789525 = -22380296.954918 nChanged 140 Iteration 90Q (836.361649 sec): 16 clusters Score: Raw -22410056.647663 + Penalty 29752.789525 = -22380303.858138 nChanged 132 Iteration 91Q (837.456792 sec): 16 clusters Score: Raw -22410062.660846 + Penalty 29752.789525 = -22380309.871322 nChanged 132 Iteration 92Q (838.664527 sec): 16 clusters Score: Raw -22410068.666582 + Penalty 29752.789525 = -22380315.877057 nChanged 134 Iteration 93Q (839.878755 sec): 16 clusters Score: Raw -22410075.392541 + Penalty 29752.789525 = -22380322.603016 nChanged 152 Iteration 94Q (841.000129 sec): 16 clusters Score: Raw -22410082.694691 + Penalty 29752.789525 = -22380329.905166 nChanged 142 Iteration 95Q (842.103940 sec): 16 clusters Score: Raw -22410090.234264 + Penalty 29752.789525 = -22380337.444740 nChanged 142 Iteration 96Q (843.281038 sec): 16 clusters Score: Raw -22410097.858679 + Penalty 29752.789525 = -22380345.069154 nChanged 142 Iteration 97Q (844.504304 sec): 16 clusters Score: Raw -22410104.880536 + Penalty 29752.789525 = -22380352.091012 nChanged 140 Iteration 98Q (845.682174 sec): 16 clusters Score: Raw -22410111.227922 + Penalty 29752.789525 = -22380358.438397 nChanged 125 Writing temp clu file Because OldScore, -22380352.091012, is greater than current (better) Score,-22380358.438397 Compute initial score before splitting: Score: Raw -22410111.227922 + Penalty 29752.789525 = -22380358.438397 Trying to split cluster 1 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (845.775115 sec): 2 clusters Score: Raw -65446.464554 + Penalty 1039.230010 = -64407.234544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (845.821731 sec): 3 clusters Score: Raw -65333.210022 + Penalty 2078.460019 = -63254.750002 nChanged 138 SP:Iteration 1F (845.864591 sec): 3 clusters Score: Raw -65511.978267 + Penalty 2078.460019 = -63433.518248 nChanged 34 SP:Iteration 2F (845.905139 sec): 3 clusters Score: Raw -65566.295610 + Penalty 2078.460019 = -63487.835591 nChanged 22 SP:Iteration 3Q (845.951557 sec): 3 clusters Score: Raw -65604.639529 + Penalty 2078.460019 = -63526.179509 nChanged 16 SP:Iteration 4Q (845.994299 sec): 3 clusters Score: Raw -65632.604575 + Penalty 2078.460019 = -63554.144556 nChanged 12 SP:Iteration 5Q (846.041549 sec): 3 clusters Score: Raw -65656.201311 + Penalty 2078.460019 = -63577.741292 nChanged 7 SP:Iteration 6Q (846.074818 sec): 3 clusters Score: Raw -65671.497881 + Penalty 2078.460019 = -63593.037862 nChanged 5 SP:Iteration 7Q (846.117523 sec): 3 clusters Score: Raw -65679.627546 + Penalty 2078.460019 = -63601.167526 nChanged 3 SP:Iteration 8Q (846.167285 sec): 3 clusters Score: Raw -65683.247528 + Penalty 2078.460019 = -63604.787509 nChanged 2 SP:Iteration 9Q (846.216355 sec): 3 clusters Score: Raw -65685.761088 + Penalty 2078.460019 = -63607.301068 nChanged 0 SP:Iteration 10F (846.262620 sec): 3 clusters Score: Raw -65685.761088 + Penalty 2078.460019 = -63607.301068 nChanged 0 Trying to split cluster 2 (17167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (846.311375 sec): 2 clusters Score: Raw -1978722.029775 + Penalty 1584.495935 = -1977137.533840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (846.376591 sec): 3 clusters Score: Raw -1968430.955603 + Penalty 3168.991870 = -1965261.963733 nChanged 7711 SP:Iteration 1F (846.446855 sec): 3 clusters Score: Raw -1972650.461593 + Penalty 3168.991870 = -1969481.469723 nChanged 984 SP:Iteration 2F (846.523142 sec): 3 clusters Score: Raw -1973094.813976 + Penalty 3168.991870 = -1969925.822106 nChanged 1007 SP:Iteration 3F (846.600622 sec): 3 clusters Score: Raw -1973651.154339 + Penalty 3168.991870 = -1970482.162469 nChanged 1104 SP:Iteration 4F (846.662058 sec): 3 clusters Score: Raw -1974521.901912 + Penalty 3168.991870 = -1971352.910042 nChanged 1228 SP:Iteration 5F (846.738249 sec): 3 clusters Score: Raw -1975744.858568 + Penalty 3168.991870 = -1972575.866698 nChanged 1306 SP:Iteration 6F (846.811024 sec): 3 clusters Score: Raw -1977229.444293 + Penalty 3168.991870 = -1974060.452423 nChanged 1238 SP:Iteration 7F (846.887199 sec): 3 clusters Score: Raw -1978681.596486 + Penalty 3168.991870 = -1975512.604616 nChanged 1008 SP:Iteration 8F (846.972684 sec): 3 clusters Score: Raw -1979629.500743 + Penalty 3168.991870 = -1976460.508873 nChanged 735 SP:Iteration 9Q (847.046836 sec): 3 clusters Score: Raw -1980200.377815 + Penalty 3168.991870 = -1977031.385945 nChanged 559 SP:Iteration 10Q (847.106586 sec): 3 clusters Score: Raw -1980580.082412 + Penalty 3168.991870 = -1977411.090542 nChanged 370 SP:Iteration 11Q (847.186374 sec): 3 clusters Score: Raw -1980794.150942 + Penalty 3168.991870 = -1977625.159072 nChanged 256 SP:Iteration 12Q (847.261923 sec): 3 clusters Score: Raw -1980934.106928 + Penalty 3168.991870 = -1977765.115059 nChanged 216 SP:Iteration 13Q (847.335521 sec): 3 clusters Score: Raw -1981017.995722 + Penalty 3168.991870 = -1977849.003852 nChanged 148 SP:Iteration 14Q (847.405171 sec): 3 clusters Score: Raw -1981069.289734 + Penalty 3168.991870 = -1977900.297864 nChanged 121 SP:Iteration 15Q (847.467996 sec): 3 clusters Score: Raw -1981096.827637 + Penalty 3168.991870 = -1977927.835767 nChanged 86 SP:Iteration 16Q (847.536800 sec): 3 clusters Score: Raw -1981112.157748 + Penalty 3168.991870 = -1977943.165878 nChanged 57 SP:Iteration 17Q (847.609224 sec): 3 clusters Score: Raw -1981120.292709 + Penalty 3168.991870 = -1977951.300839 nChanged 37 SP:Iteration 18Q (847.678822 sec): 3 clusters Score: Raw -1981124.380708 + Penalty 3168.991870 = -1977955.388838 nChanged 24 SP:Iteration 19Q (847.757347 sec): 3 clusters Score: Raw -1981126.716903 + Penalty 3168.991870 = -1977957.725033 nChanged 17 SP:Iteration 20F (847.830970 sec): 3 clusters Score: Raw -1981127.827674 + Penalty 3168.991870 = -1977958.835804 nChanged 7 SP:Iteration 21Q (847.902133 sec): 3 clusters Score: Raw -1981128.421164 + Penalty 3168.991870 = -1977959.429294 nChanged 8 SP:Iteration 22Q (847.978382 sec): 3 clusters Score: Raw -1981128.900940 + Penalty 3168.991870 = -1977959.909070 nChanged 3 SP:Iteration 23Q (848.042722 sec): 3 clusters Score: Raw -1981129.132538 + Penalty 3168.991870 = -1977960.140668 nChanged 3 SP:Iteration 24Q (848.125855 sec): 3 clusters Score: Raw -1981129.271003 + Penalty 3168.991870 = -1977960.279133 nChanged 2 SP:Iteration 25Q (848.188024 sec): 3 clusters Score: Raw -1981129.385664 + Penalty 3168.991870 = -1977960.393794 nChanged 2 SP:Iteration 26Q (848.267753 sec): 3 clusters Score: Raw -1981129.481415 + Penalty 3168.991870 = -1977960.489545 nChanged 1 SP:Iteration 27Q (848.335084 sec): 3 clusters Score: Raw -1981129.507201 + Penalty 3168.991870 = -1977960.515331 nChanged 3 SP:Iteration 28Q (848.413512 sec): 3 clusters Score: Raw -1981129.612889 + Penalty 3168.991870 = -1977960.621019 nChanged 0 SP:Iteration 29F (848.492565 sec): 3 clusters Score: Raw -1981129.612889 + Penalty 3168.991870 = -1977960.621019 nChanged 0 Score: Raw -22412523.230914 + Penalty 31736.308826 = -22380786.922088 Splitting cluster 2 changes total score from -22380358.438397 to -22380786.922088 So it's getting split into cluster 9. Trying to split cluster 3 (4504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (850.784254 sec): 2 clusters Score: Raw -514169.796778 + Penalty 1367.067190 = -512802.729588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (850.823829 sec): 3 clusters Score: Raw -511912.612518 + Penalty 2734.134380 = -509178.478138 nChanged 1806 SP:Iteration 1F (850.884522 sec): 3 clusters Score: Raw -512922.938130 + Penalty 2734.134380 = -510188.803750 nChanged 340 SP:Iteration 2F (850.941830 sec): 3 clusters Score: Raw -513134.226670 + Penalty 2734.134380 = -510400.092290 nChanged 242 SP:Iteration 3F (850.992862 sec): 3 clusters Score: Raw -513305.722810 + Penalty 2734.134380 = -510571.588430 nChanged 234 SP:Iteration 4F (851.045240 sec): 3 clusters Score: Raw -513466.019250 + Penalty 2734.134380 = -510731.884870 nChanged 218 SP:Iteration 5Q (851.099073 sec): 3 clusters Score: Raw -513600.447356 + Penalty 2734.134380 = -510866.312976 nChanged 185 SP:Iteration 6Q (851.147791 sec): 3 clusters Score: Raw -513722.348979 + Penalty 2734.134380 = -510988.214599 nChanged 183 SP:Iteration 7Q (851.205186 sec): 3 clusters Score: Raw -513839.082609 + Penalty 2734.134380 = -511104.948229 nChanged 155 SP:Iteration 8Q (851.257614 sec): 3 clusters Score: Raw -513917.715645 + Penalty 2734.134380 = -511183.581265 nChanged 121 SP:Iteration 9Q (851.313300 sec): 3 clusters Score: Raw -513980.988161 + Penalty 2734.134380 = -511246.853781 nChanged 112 SP:Iteration 10Q (851.366494 sec): 3 clusters Score: Raw -514032.881134 + Penalty 2734.134380 = -511298.746754 nChanged 92 SP:Iteration 11Q (851.421391 sec): 3 clusters Score: Raw -514073.423212 + Penalty 2734.134380 = -511339.288832 nChanged 83 SP:Iteration 12Q (851.477238 sec): 3 clusters Score: Raw -514114.179712 + Penalty 2734.134380 = -511380.045332 nChanged 80 SP:Iteration 13Q (851.520611 sec): 3 clusters Score: Raw -514156.612690 + Penalty 2734.134380 = -511422.478310 nChanged 72 SP:Iteration 14Q (851.575017 sec): 3 clusters Score: Raw -514196.821049 + Penalty 2734.134380 = -511462.686668 nChanged 72 SP:Iteration 15Q (851.630480 sec): 3 clusters Score: Raw -514230.227293 + Penalty 2734.134380 = -511496.092913 nChanged 53 SP:Iteration 16Q (851.681210 sec): 3 clusters Score: Raw -514255.319855 + Penalty 2734.134380 = -511521.185475 nChanged 46 SP:Iteration 17Q (851.727519 sec): 3 clusters Score: Raw -514280.797529 + Penalty 2734.134380 = -511546.663149 nChanged 31 SP:Iteration 18Q (851.793036 sec): 3 clusters Score: Raw -514293.100557 + Penalty 2734.134380 = -511558.966177 nChanged 20 SP:Iteration 19Q (851.834781 sec): 3 clusters Score: Raw -514299.143194 + Penalty 2734.134380 = -511565.008814 nChanged 18 SP:Iteration 20F (851.889431 sec): 3 clusters Score: Raw -514306.126201 + Penalty 2734.134380 = -511571.991821 nChanged 21 SP:Iteration 21Q (851.943500 sec): 3 clusters Score: Raw -514312.912791 + Penalty 2734.134380 = -511578.778410 nChanged 20 SP:Iteration 22Q (851.991705 sec): 3 clusters Score: Raw -514320.422361 + Penalty 2734.134380 = -511586.287981 nChanged 19 SP:Iteration 23Q (852.046008 sec): 3 clusters Score: Raw -514326.958970 + Penalty 2734.134380 = -511592.824589 nChanged 19 SP:Iteration 24Q (852.093692 sec): 3 clusters Score: Raw -514332.909675 + Penalty 2734.134380 = -511598.775295 nChanged 15 SP:Iteration 25Q (852.144642 sec): 3 clusters Score: Raw -514338.277643 + Penalty 2734.134380 = -511604.143263 nChanged 21 SP:Iteration 26Q (852.199892 sec): 3 clusters Score: Raw -514348.311999 + Penalty 2734.134380 = -511614.177619 nChanged 25 SP:Iteration 27Q (852.251716 sec): 3 clusters Score: Raw -514358.777162 + Penalty 2734.134380 = -511624.642781 nChanged 17 SP:Iteration 28Q (852.304184 sec): 3 clusters Score: Raw -514363.867089 + Penalty 2734.134380 = -511629.732709 nChanged 14 SP:Iteration 29Q (852.354252 sec): 3 clusters Score: Raw -514367.356830 + Penalty 2734.134380 = -511633.222450 nChanged 5 SP:Iteration 30Q (852.407531 sec): 3 clusters Score: Raw -514368.465752 + Penalty 2734.134380 = -511634.331371 nChanged 5 SP:Iteration 31Q (852.460025 sec): 3 clusters Score: Raw -514369.805859 + Penalty 2734.134380 = -511635.671479 nChanged 3 SP:Iteration 32Q (852.523029 sec): 3 clusters Score: Raw -514370.936931 + Penalty 2734.134380 = -511636.802551 nChanged 3 SP:Iteration 33Q (852.567689 sec): 3 clusters Score: Raw -514371.691135 + Penalty 2734.134380 = -511637.556755 nChanged 7 SP:Iteration 34Q (852.623363 sec): 3 clusters Score: Raw -514373.157272 + Penalty 2734.134380 = -511639.022892 nChanged 7 SP:Iteration 35Q (852.688299 sec): 3 clusters Score: Raw -514374.354315 + Penalty 2734.134380 = -511640.219935 nChanged 2 SP:Iteration 36Q (852.742467 sec): 3 clusters Score: Raw -514374.626406 + Penalty 2734.134380 = -511640.492025 nChanged 0 SP:Iteration 37F (852.797869 sec): 3 clusters Score: Raw -514374.626406 + Penalty 2734.134380 = -511640.492025 nChanged 0 Trying to split cluster 4 (24734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (852.855841 sec): 2 clusters Score: Raw -2853312.595776 + Penalty 1643.839290 = -2851668.756486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (852.943059 sec): 3 clusters Score: Raw -2838122.799530 + Penalty 3287.678581 = -2834835.120949 nChanged 11341 SP:Iteration 1F (853.033723 sec): 3 clusters Score: Raw -2844293.878682 + Penalty 3287.678581 = -2841006.200101 nChanged 1080 SP:Iteration 2Q (853.122139 sec): 3 clusters Score: Raw -2844606.544287 + Penalty 3287.678581 = -2841318.865707 nChanged 930 SP:Iteration 3Q (853.211044 sec): 3 clusters Score: Raw -2844879.165382 + Penalty 3287.678581 = -2841591.486801 nChanged 902 SP:Iteration 4Q (853.297334 sec): 3 clusters Score: Raw -2845194.445601 + Penalty 3287.678581 = -2841906.767020 nChanged 945 SP:Iteration 5Q (853.386999 sec): 3 clusters Score: Raw -2845531.248650 + Penalty 3287.678581 = -2842243.570069 nChanged 936 SP:Iteration 6Q (853.476317 sec): 3 clusters Score: Raw -2845910.738086 + Penalty 3287.678581 = -2842623.059505 nChanged 1043 SP:Iteration 7Q (853.564177 sec): 3 clusters Score: Raw -2846409.624046 + Penalty 3287.678581 = -2843121.945465 nChanged 1165 SP:Iteration 8Q (853.654328 sec): 3 clusters Score: Raw -2847032.175145 + Penalty 3287.678581 = -2843744.496564 nChanged 1253 SP:Iteration 9F (853.737246 sec): 3 clusters Score: Raw -2847778.225186 + Penalty 3287.678581 = -2844490.546605 nChanged 1274 SP:Iteration 10F (853.830794 sec): 3 clusters Score: Raw -2848612.147576 + Penalty 3287.678581 = -2845324.468996 nChanged 1198 SP:Iteration 11Q (853.908373 sec): 3 clusters Score: Raw -2849410.812572 + Penalty 3287.678581 = -2846123.133992 nChanged 1121 SP:Iteration 12Q (854.008433 sec): 3 clusters Score: Raw -2850167.840858 + Penalty 3287.678581 = -2846880.162277 nChanged 966 SP:Iteration 13Q (854.098314 sec): 3 clusters Score: Raw -2850806.145244 + Penalty 3287.678581 = -2847518.466663 nChanged 835 SP:Iteration 14Q (854.187715 sec): 3 clusters Score: Raw -2851309.360318 + Penalty 3287.678581 = -2848021.681737 nChanged 653 SP:Iteration 15Q (854.277349 sec): 3 clusters Score: Raw -2851678.931640 + Penalty 3287.678581 = -2848391.253059 nChanged 552 SP:Iteration 16Q (854.354160 sec): 3 clusters Score: Raw -2851962.819168 + Penalty 3287.678581 = -2848675.140587 nChanged 469 SP:Iteration 17Q (854.436542 sec): 3 clusters Score: Raw -2852209.365476 + Penalty 3287.678581 = -2848921.686896 nChanged 409 SP:Iteration 18Q (854.530839 sec): 3 clusters Score: Raw -2852427.535535 + Penalty 3287.678581 = -2849139.856954 nChanged 352 SP:Iteration 19Q (854.615358 sec): 3 clusters Score: Raw -2852626.398186 + Penalty 3287.678581 = -2849338.719605 nChanged 319 SP:Iteration 20F (854.696753 sec): 3 clusters Score: Raw -2852803.704130 + Penalty 3287.678581 = -2849516.025549 nChanged 256 SP:Iteration 21Q (854.778843 sec): 3 clusters Score: Raw -2852941.081608 + Penalty 3287.678581 = -2849653.403027 nChanged 221 SP:Iteration 22Q (854.870006 sec): 3 clusters Score: Raw -2853061.977095 + Penalty 3287.678581 = -2849774.298514 nChanged 188 SP:Iteration 23Q (854.951141 sec): 3 clusters Score: Raw -2853165.796831 + Penalty 3287.678581 = -2849878.118250 nChanged 168 SP:Iteration 24Q (855.032413 sec): 3 clusters Score: Raw -2853264.967148 + Penalty 3287.678581 = -2849977.288568 nChanged 119 SP:Iteration 25Q (855.113743 sec): 3 clusters Score: Raw -2853338.085290 + Penalty 3287.678581 = -2850050.406710 nChanged 78 SP:Iteration 26Q (855.197802 sec): 3 clusters Score: Raw -2853378.246978 + Penalty 3287.678581 = -2850090.568397 nChanged 61 SP:Iteration 27Q (855.280192 sec): 3 clusters Score: Raw -2853412.373571 + Penalty 3287.678581 = -2850124.694990 nChanged 56 SP:Iteration 28Q (855.362486 sec): 3 clusters Score: Raw -2853446.721669 + Penalty 3287.678581 = -2850159.043089 nChanged 39 SP:Iteration 29Q (855.437748 sec): 3 clusters Score: Raw -2853473.240391 + Penalty 3287.678581 = -2850185.561811 nChanged 32 SP:Iteration 30Q (855.517197 sec): 3 clusters Score: Raw -2853491.624529 + Penalty 3287.678581 = -2850203.945948 nChanged 21 SP:Iteration 31Q (855.598627 sec): 3 clusters Score: Raw -2853507.286559 + Penalty 3287.678581 = -2850219.607979 nChanged 18 SP:Iteration 32Q (855.675933 sec): 3 clusters Score: Raw -2853516.838499 + Penalty 3287.678581 = -2850229.159918 nChanged 13 SP:Iteration 33Q (855.759919 sec): 3 clusters Score: Raw -2853525.410860 + Penalty 3287.678581 = -2850237.732280 nChanged 15 SP:Iteration 34Q (855.835087 sec): 3 clusters Score: Raw -2853536.473561 + Penalty 3287.678581 = -2850248.794981 nChanged 18 SP:Iteration 35Q (855.927996 sec): 3 clusters Score: Raw -2853547.184086 + Penalty 3287.678581 = -2850259.505505 nChanged 12 SP:Iteration 36Q (856.008151 sec): 3 clusters Score: Raw -2853555.635016 + Penalty 3287.678581 = -2850267.956435 nChanged 10 SP:Iteration 37Q (856.092000 sec): 3 clusters Score: Raw -2853564.967512 + Penalty 3287.678581 = -2850277.288932 nChanged 11 SP:Iteration 38Q (856.167033 sec): 3 clusters Score: Raw -2853574.079232 + Penalty 3287.678581 = -2850286.400651 nChanged 14 SP:Iteration 39Q (856.254647 sec): 3 clusters Score: Raw -2853581.342244 + Penalty 3287.678581 = -2850293.663663 nChanged 11 SP:Iteration 40F (856.342521 sec): 3 clusters Score: Raw -2853589.719953 + Penalty 3287.678581 = -2850302.041373 nChanged 7 SP:Iteration 41Q (856.423548 sec): 3 clusters Score: Raw -2853594.144076 + Penalty 3287.678581 = -2850306.465495 nChanged 6 SP:Iteration 42Q (856.503353 sec): 3 clusters Score: Raw -2853597.336268 + Penalty 3287.678581 = -2850309.657688 nChanged 5 SP:Iteration 43Q (856.583208 sec): 3 clusters Score: Raw -2853599.999561 + Penalty 3287.678581 = -2850312.320980 nChanged 3 SP:Iteration 44Q (856.664119 sec): 3 clusters Score: Raw -2853601.934367 + Penalty 3287.678581 = -2850314.255786 nChanged 2 SP:Iteration 45Q (856.738420 sec): 3 clusters Score: Raw -2853602.675871 + Penalty 3287.678581 = -2850314.997291 nChanged 2 SP:Iteration 46Q (856.825197 sec): 3 clusters Score: Raw -2853604.385309 + Penalty 3287.678581 = -2850316.706729 nChanged 1 SP:Iteration 47Q (856.905923 sec): 3 clusters Score: Raw -2853605.716388 + Penalty 3287.678581 = -2850318.037807 nChanged 2 SP:Iteration 48Q (856.981706 sec): 3 clusters Score: Raw -2853606.986258 + Penalty 3287.678581 = -2850319.307677 nChanged 1 SP:Iteration 49Q (857.060933 sec): 3 clusters Score: Raw -2853607.531313 + Penalty 3287.678581 = -2850319.852733 nChanged 2 SP:Iteration 50Q (857.140847 sec): 3 clusters Score: Raw -2853608.547627 + Penalty 3287.678581 = -2850320.869047 nChanged 1 SP:Iteration 51Q (857.219597 sec): 3 clusters Score: Raw -2853608.695097 + Penalty 3287.678581 = -2850321.016516 nChanged 1 SP:Iteration 52Q (857.295254 sec): 3 clusters Score: Raw -2853609.132328 + Penalty 3287.678581 = -2850321.453748 nChanged 0 SP:Iteration 53F (857.381906 sec): 3 clusters Score: Raw -2853609.132328 + Penalty 3287.678581 = -2850321.453748 nChanged 0 Trying to split cluster 5 (3935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (857.414654 sec): 2 clusters Score: Raw -452571.933922 + Penalty 1345.120751 = -451226.813171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (857.471508 sec): 3 clusters Score: Raw -450625.263286 + Penalty 2690.241502 = -447935.021784 nChanged 1544 SP:Iteration 1F (857.518601 sec): 3 clusters Score: Raw -451502.351484 + Penalty 2690.241502 = -448812.109982 nChanged 314 SP:Iteration 2F (857.583364 sec): 3 clusters Score: Raw -451686.140598 + Penalty 2690.241502 = -448995.899096 nChanged 203 SP:Iteration 3F (857.636645 sec): 3 clusters Score: Raw -451799.245640 + Penalty 2690.241502 = -449109.004137 nChanged 158 SP:Iteration 4Q (857.681052 sec): 3 clusters Score: Raw -451884.922083 + Penalty 2690.241502 = -449194.680581 nChanged 119 SP:Iteration 5Q (857.744199 sec): 3 clusters Score: Raw -451944.955744 + Penalty 2690.241502 = -449254.714242 nChanged 94 SP:Iteration 6Q (857.796321 sec): 3 clusters Score: Raw -451995.407950 + Penalty 2690.241502 = -449305.166448 nChanged 104 SP:Iteration 7Q (857.849053 sec): 3 clusters Score: Raw -452052.663582 + Penalty 2690.241502 = -449362.422080 nChanged 99 SP:Iteration 8Q (857.898355 sec): 3 clusters Score: Raw -452098.306906 + Penalty 2690.241502 = -449408.065404 nChanged 86 SP:Iteration 9Q (857.953052 sec): 3 clusters Score: Raw -452146.194123 + Penalty 2690.241502 = -449455.952620 nChanged 82 SP:Iteration 10Q (858.010866 sec): 3 clusters Score: Raw -452186.356142 + Penalty 2690.241502 = -449496.114640 nChanged 82 SP:Iteration 11Q (858.056044 sec): 3 clusters Score: Raw -452224.898073 + Penalty 2690.241502 = -449534.656571 nChanged 74 SP:Iteration 12Q (858.113008 sec): 3 clusters Score: Raw -452264.073869 + Penalty 2690.241502 = -449573.832366 nChanged 68 SP:Iteration 13Q (858.166907 sec): 3 clusters Score: Raw -452301.978535 + Penalty 2690.241502 = -449611.737033 nChanged 76 SP:Iteration 14Q (858.217423 sec): 3 clusters Score: Raw -452338.482353 + Penalty 2690.241502 = -449648.240851 nChanged 80 SP:Iteration 15Q (858.269873 sec): 3 clusters Score: Raw -452372.036011 + Penalty 2690.241502 = -449681.794509 nChanged 63 SP:Iteration 16Q (858.321143 sec): 3 clusters Score: Raw -452405.030935 + Penalty 2690.241502 = -449714.789433 nChanged 83 SP:Iteration 17Q (858.383120 sec): 3 clusters Score: Raw -452448.651493 + Penalty 2690.241502 = -449758.409991 nChanged 68 SP:Iteration 18Q (858.430050 sec): 3 clusters Score: Raw -452488.556917 + Penalty 2690.241502 = -449798.315415 nChanged 71 SP:Iteration 19Q (858.482384 sec): 3 clusters Score: Raw -452535.273145 + Penalty 2690.241502 = -449845.031643 nChanged 74 SP:Iteration 20F (858.535614 sec): 3 clusters Score: Raw -452574.884943 + Penalty 2690.241502 = -449884.643441 nChanged 69 SP:Iteration 21Q (858.593513 sec): 3 clusters Score: Raw -452608.589103 + Penalty 2690.241502 = -449918.347601 nChanged 45 SP:Iteration 22Q (858.643659 sec): 3 clusters Score: Raw -452628.999188 + Penalty 2690.241502 = -449938.757686 nChanged 43 SP:Iteration 23Q (858.708336 sec): 3 clusters Score: Raw -452648.131938 + Penalty 2690.241502 = -449957.890436 nChanged 38 SP:Iteration 24Q (858.752681 sec): 3 clusters Score: Raw -452662.186956 + Penalty 2690.241502 = -449971.945453 nChanged 23 SP:Iteration 25Q (858.817587 sec): 3 clusters Score: Raw -452672.456968 + Penalty 2690.241502 = -449982.215466 nChanged 21 SP:Iteration 26Q (858.870043 sec): 3 clusters Score: Raw -452679.993815 + Penalty 2690.241502 = -449989.752313 nChanged 18 SP:Iteration 27Q (858.913517 sec): 3 clusters Score: Raw -452684.390098 + Penalty 2690.241502 = -449994.148596 nChanged 8 SP:Iteration 28Q (858.971147 sec): 3 clusters Score: Raw -452686.759935 + Penalty 2690.241502 = -449996.518432 nChanged 5 SP:Iteration 29Q (859.025935 sec): 3 clusters Score: Raw -452688.758878 + Penalty 2690.241502 = -449998.517375 nChanged 7 SP:Iteration 30Q (859.080853 sec): 3 clusters Score: Raw -452691.813506 + Penalty 2690.241502 = -450001.572003 nChanged 11 SP:Iteration 31Q (859.132885 sec): 3 clusters Score: Raw -452695.183886 + Penalty 2690.241502 = -450004.942383 nChanged 4 SP:Iteration 32Q (859.185129 sec): 3 clusters Score: Raw -452696.688242 + Penalty 2690.241502 = -450006.446739 nChanged 5 SP:Iteration 33Q (859.233752 sec): 3 clusters Score: Raw -452698.952345 + Penalty 2690.241502 = -450008.710842 nChanged 5 SP:Iteration 34Q (859.281302 sec): 3 clusters Score: Raw -452700.211455 + Penalty 2690.241502 = -450009.969952 nChanged 8 SP:Iteration 35Q (859.324604 sec): 3 clusters Score: Raw -452702.429612 + Penalty 2690.241502 = -450012.188109 nChanged 2 SP:Iteration 36Q (859.370356 sec): 3 clusters Score: Raw -452703.527141 + Penalty 2690.241502 = -450013.285639 nChanged 3 SP:Iteration 37Q (859.429002 sec): 3 clusters Score: Raw -452704.476688 + Penalty 2690.241502 = -450014.235186 nChanged 5 SP:Iteration 38Q (859.481735 sec): 3 clusters Score: Raw -452705.730128 + Penalty 2690.241502 = -450015.488626 nChanged 2 SP:Iteration 39Q (859.533914 sec): 3 clusters Score: Raw -452706.507615 + Penalty 2690.241502 = -450016.266112 nChanged 7 SP:Iteration 40F (859.580354 sec): 3 clusters Score: Raw -452707.788379 + Penalty 2690.241502 = -450017.546876 nChanged 5 SP:Iteration 41Q (859.642286 sec): 3 clusters Score: Raw -452709.627770 + Penalty 2690.241502 = -450019.386267 nChanged 4 SP:Iteration 42Q (859.696985 sec): 3 clusters Score: Raw -452710.427958 + Penalty 2690.241502 = -450020.186455 nChanged 2 SP:Iteration 43Q (859.744635 sec): 3 clusters Score: Raw -452710.671999 + Penalty 2690.241502 = -450020.430497 nChanged 0 SP:Iteration 44F (859.807758 sec): 3 clusters Score: Raw -452710.671999 + Penalty 2690.241502 = -450020.430497 nChanged 0 Trying to split cluster 6 (5301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (859.838881 sec): 2 clusters Score: Raw -586568.658587 + Penalty 1393.543249 = -585175.115339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (859.896989 sec): 3 clusters Score: Raw -583801.327210 + Penalty 2787.086497 = -581014.240713 nChanged 2169 SP:Iteration 1F (859.945527 sec): 3 clusters Score: Raw -584960.892373 + Penalty 2787.086497 = -582173.805875 nChanged 351 SP:Iteration 2F (859.999392 sec): 3 clusters Score: Raw -585124.488857 + Penalty 2787.086497 = -582337.402360 nChanged 292 SP:Iteration 3F (860.056236 sec): 3 clusters Score: Raw -585296.002617 + Penalty 2787.086497 = -582508.916120 nChanged 281 SP:Iteration 4F (860.110460 sec): 3 clusters Score: Raw -585583.847188 + Penalty 2787.086497 = -582796.760691 nChanged 368 SP:Iteration 5F (860.157007 sec): 3 clusters Score: Raw -586215.840986 + Penalty 2787.086497 = -583428.754488 nChanged 467 SP:Iteration 6F (860.215049 sec): 3 clusters Score: Raw -586820.708970 + Penalty 2787.086497 = -584033.622473 nChanged 428 SP:Iteration 7F (860.275434 sec): 3 clusters Score: Raw -587241.775434 + Penalty 2787.086497 = -584454.688937 nChanged 288 SP:Iteration 8F (860.321735 sec): 3 clusters Score: Raw -587480.146574 + Penalty 2787.086497 = -584693.060077 nChanged 207 SP:Iteration 9Q (860.377720 sec): 3 clusters Score: Raw -587632.236147 + Penalty 2787.086497 = -584845.149650 nChanged 153 SP:Iteration 10Q (860.445697 sec): 3 clusters Score: Raw -587754.413016 + Penalty 2787.086497 = -584967.326519 nChanged 127 SP:Iteration 11Q (860.491447 sec): 3 clusters Score: Raw -587842.880688 + Penalty 2787.086497 = -585055.794190 nChanged 86 SP:Iteration 12Q (860.560250 sec): 3 clusters Score: Raw -587892.395533 + Penalty 2787.086497 = -585105.309035 nChanged 40 SP:Iteration 13Q (860.615561 sec): 3 clusters Score: Raw -587913.765668 + Penalty 2787.086497 = -585126.679171 nChanged 36 SP:Iteration 14Q (860.674156 sec): 3 clusters Score: Raw -587930.455535 + Penalty 2787.086497 = -585143.369037 nChanged 26 SP:Iteration 15Q (860.720663 sec): 3 clusters Score: Raw -587941.487110 + Penalty 2787.086497 = -585154.400613 nChanged 20 SP:Iteration 16Q (860.778707 sec): 3 clusters Score: Raw -587951.304667 + Penalty 2787.086497 = -585164.218169 nChanged 22 SP:Iteration 17Q (860.845653 sec): 3 clusters Score: Raw -587959.720197 + Penalty 2787.086497 = -585172.633700 nChanged 8 SP:Iteration 18Q (860.908285 sec): 3 clusters Score: Raw -587964.295140 + Penalty 2787.086497 = -585177.208643 nChanged 10 SP:Iteration 19Q (860.954907 sec): 3 clusters Score: Raw -587968.683335 + Penalty 2787.086497 = -585181.596837 nChanged 5 SP:Iteration 20F (861.019893 sec): 3 clusters Score: Raw -587970.538547 + Penalty 2787.086497 = -585183.452050 nChanged 1 SP:Iteration 21Q (861.066861 sec): 3 clusters Score: Raw -587970.666847 + Penalty 2787.086497 = -585183.580350 nChanged 1 SP:Iteration 22Q (861.133935 sec): 3 clusters Score: Raw -587971.448382 + Penalty 2787.086497 = -585184.361885 nChanged 3 SP:Iteration 23Q (861.190311 sec): 3 clusters Score: Raw -587972.565183 + Penalty 2787.086497 = -585185.478686 nChanged 4 SP:Iteration 24Q (861.233514 sec): 3 clusters Score: Raw -587973.901812 + Penalty 2787.086497 = -585186.815314 nChanged 2 SP:Iteration 25Q (861.285262 sec): 3 clusters Score: Raw -587974.372734 + Penalty 2787.086497 = -585187.286237 nChanged 1 SP:Iteration 26Q (861.350845 sec): 3 clusters Score: Raw -587974.819418 + Penalty 2787.086497 = -585187.732921 nChanged 2 SP:Iteration 27Q (861.401301 sec): 3 clusters Score: Raw -587975.564423 + Penalty 2787.086497 = -585188.477926 nChanged 1 SP:Iteration 28Q (861.461432 sec): 3 clusters Score: Raw -587975.714896 + Penalty 2787.086497 = -585188.628398 nChanged 0 SP:Iteration 29F (861.507627 sec): 3 clusters Score: Raw -587975.714896 + Penalty 2787.086497 = -585188.628398 nChanged 0 Score: Raw -22413930.287222 + Penalty 33719.828128 = -22380210.459094 Splitting cluster 6 changes total score from -22380358.438397 to -22380210.459094 So it's not getting split. Trying to split cluster 7 (3628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (863.980623 sec): 2 clusters Score: Raw -384017.372933 + Penalty 1331.920982 = -382685.451952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (864.044157 sec): 3 clusters Score: Raw -382329.408029 + Penalty 2663.841964 = -379665.566066 nChanged 1386 SP:Iteration 1F (864.092231 sec): 3 clusters Score: Raw -383368.567321 + Penalty 2663.841964 = -380704.725357 nChanged 387 SP:Iteration 2F (864.134234 sec): 3 clusters Score: Raw -383775.375076 + Penalty 2663.841964 = -381111.533112 nChanged 309 SP:Iteration 3F (864.196963 sec): 3 clusters Score: Raw -384081.617039 + Penalty 2663.841964 = -381417.775076 nChanged 240 SP:Iteration 4F (864.241085 sec): 3 clusters Score: Raw -384268.283206 + Penalty 2663.841964 = -381604.441242 nChanged 180 SP:Iteration 5Q (864.294340 sec): 3 clusters Score: Raw -384400.632694 + Penalty 2663.841964 = -381736.790730 nChanged 128 SP:Iteration 6Q (864.338204 sec): 3 clusters Score: Raw -384482.630319 + Penalty 2663.841964 = -381818.788355 nChanged 101 SP:Iteration 7Q (864.386178 sec): 3 clusters Score: Raw -384544.685766 + Penalty 2663.841964 = -381880.843802 nChanged 75 SP:Iteration 8Q (864.450453 sec): 3 clusters Score: Raw -384591.735585 + Penalty 2663.841964 = -381927.893621 nChanged 55 SP:Iteration 9Q (864.504011 sec): 3 clusters Score: Raw -384623.978240 + Penalty 2663.841964 = -381960.136276 nChanged 57 SP:Iteration 10Q (864.558205 sec): 3 clusters Score: Raw -384651.245629 + Penalty 2663.841964 = -381987.403665 nChanged 36 SP:Iteration 11Q (864.610447 sec): 3 clusters Score: Raw -384672.682433 + Penalty 2663.841964 = -382008.840470 nChanged 30 SP:Iteration 12Q (864.649783 sec): 3 clusters Score: Raw -384686.072947 + Penalty 2663.841964 = -382022.230983 nChanged 16 SP:Iteration 13Q (864.712435 sec): 3 clusters Score: Raw -384693.473246 + Penalty 2663.841964 = -382029.631283 nChanged 17 SP:Iteration 14Q (864.760842 sec): 3 clusters Score: Raw -384699.580549 + Penalty 2663.841964 = -382035.738586 nChanged 11 SP:Iteration 15Q (864.804102 sec): 3 clusters Score: Raw -384706.132288 + Penalty 2663.841964 = -382042.290324 nChanged 15 SP:Iteration 16Q (864.865606 sec): 3 clusters Score: Raw -384712.911715 + Penalty 2663.841964 = -382049.069752 nChanged 15 SP:Iteration 17Q (864.909334 sec): 3 clusters Score: Raw -384718.848959 + Penalty 2663.841964 = -382055.006995 nChanged 11 SP:Iteration 18Q (864.972196 sec): 3 clusters Score: Raw -384722.354564 + Penalty 2663.841964 = -382058.512601 nChanged 10 SP:Iteration 19Q (865.016993 sec): 3 clusters Score: Raw -384726.285738 + Penalty 2663.841964 = -382062.443774 nChanged 5 SP:Iteration 20F (865.063265 sec): 3 clusters Score: Raw -384728.167421 + Penalty 2663.841964 = -382064.325458 nChanged 3 SP:Iteration 21Q (865.112995 sec): 3 clusters Score: Raw -384729.904626 + Penalty 2663.841964 = -382066.062662 nChanged 1 SP:Iteration 22Q (865.166689 sec): 3 clusters Score: Raw -384730.490007 + Penalty 2663.841964 = -382066.648043 nChanged 2 SP:Iteration 23Q (865.218256 sec): 3 clusters Score: Raw -384731.454287 + Penalty 2663.841964 = -382067.612324 nChanged 1 SP:Iteration 24Q (865.272599 sec): 3 clusters Score: Raw -384731.722018 + Penalty 2663.841964 = -382067.880054 nChanged 1 SP:Iteration 25Q (865.324919 sec): 3 clusters Score: Raw -384732.532451 + Penalty 2663.841964 = -382068.690487 nChanged 0 SP:Iteration 26F (865.379336 sec): 3 clusters Score: Raw -384732.532451 + Penalty 2663.841964 = -382068.690487 nChanged 0 Trying to split cluster 8 (58009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (865.498442 sec): 2 clusters Score: Raw -6629693.702800 + Penalty 1782.357436 = -6627911.345364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (865.644740 sec): 3 clusters Score: Raw -6592832.024732 + Penalty 3564.714871 = -6589267.309861 nChanged 27407 SP:Iteration 1F (865.782827 sec): 3 clusters Score: Raw -6609412.443302 + Penalty 3564.714871 = -6605847.728431 nChanged 3174 SP:Iteration 2F (865.935971 sec): 3 clusters Score: Raw -6610983.897666 + Penalty 3564.714871 = -6607419.182795 nChanged 3472 SP:Iteration 3F (866.082768 sec): 3 clusters Score: Raw -6612925.881951 + Penalty 3564.714871 = -6609361.167080 nChanged 3674 SP:Iteration 4F (866.227722 sec): 3 clusters Score: Raw -6615129.828137 + Penalty 3564.714871 = -6611565.113265 nChanged 3755 SP:Iteration 5F (866.374571 sec): 3 clusters Score: Raw -6617382.673572 + Penalty 3564.714871 = -6613817.958701 nChanged 3562 SP:Iteration 6F (866.527134 sec): 3 clusters Score: Raw -6619429.829012 + Penalty 3564.714871 = -6615865.114141 nChanged 3037 SP:Iteration 7F (866.685455 sec): 3 clusters Score: Raw -6621105.552057 + Penalty 3564.714871 = -6617540.837186 nChanged 2585 SP:Iteration 8Q (866.841422 sec): 3 clusters Score: Raw -6622467.246450 + Penalty 3564.714871 = -6618902.531579 nChanged 2168 SP:Iteration 9Q (866.991684 sec): 3 clusters Score: Raw -6623565.777899 + Penalty 3564.714871 = -6620001.063028 nChanged 1762 SP:Iteration 10Q (867.146755 sec): 3 clusters Score: Raw -6624313.844939 + Penalty 3564.714871 = -6620749.130068 nChanged 1434 SP:Iteration 11Q (867.299826 sec): 3 clusters Score: Raw -6624834.420073 + Penalty 3564.714871 = -6621269.705201 nChanged 1174 SP:Iteration 12Q (867.433067 sec): 3 clusters Score: Raw -6625221.871304 + Penalty 3564.714871 = -6621657.156433 nChanged 973 SP:Iteration 13Q (867.587407 sec): 3 clusters Score: Raw -6625536.523695 + Penalty 3564.714871 = -6621971.808824 nChanged 938 SP:Iteration 14Q (867.728821 sec): 3 clusters Score: Raw -6625828.772232 + Penalty 3564.714871 = -6622264.057360 nChanged 898 SP:Iteration 15Q (867.885367 sec): 3 clusters Score: Raw -6626107.462428 + Penalty 3564.714871 = -6622542.747557 nChanged 904 SP:Iteration 16Q (868.031574 sec): 3 clusters Score: Raw -6626370.879627 + Penalty 3564.714871 = -6622806.164756 nChanged 898 SP:Iteration 17Q (868.167729 sec): 3 clusters Score: Raw -6626628.458583 + Penalty 3564.714871 = -6623063.743711 nChanged 892 SP:Iteration 18Q (868.315059 sec): 3 clusters Score: Raw -6626887.330364 + Penalty 3564.714871 = -6623322.615493 nChanged 878 SP:Iteration 19Q (868.454929 sec): 3 clusters Score: Raw -6627143.406343 + Penalty 3564.714871 = -6623578.691472 nChanged 832 SP:Iteration 20F (868.596099 sec): 3 clusters Score: Raw -6627380.981796 + Penalty 3564.714871 = -6623816.266925 nChanged 851 SP:Iteration 21Q (868.732011 sec): 3 clusters Score: Raw -6627646.830572 + Penalty 3564.714871 = -6624082.115700 nChanged 829 SP:Iteration 22Q (868.872029 sec): 3 clusters Score: Raw -6627922.287377 + Penalty 3564.714871 = -6624357.572506 nChanged 849 SP:Iteration 23Q (869.003145 sec): 3 clusters Score: Raw -6628202.674827 + Penalty 3564.714871 = -6624637.959956 nChanged 863 SP:Iteration 24Q (869.153851 sec): 3 clusters Score: Raw -6628487.686243 + Penalty 3564.714871 = -6624922.971372 nChanged 857 SP:Iteration 25Q (869.280677 sec): 3 clusters Score: Raw -6628753.178660 + Penalty 3564.714871 = -6625188.463789 nChanged 780 SP:Iteration 26Q (869.421975 sec): 3 clusters Score: Raw -6628984.632268 + Penalty 3564.714871 = -6625419.917396 nChanged 743 SP:Iteration 27Q (869.548460 sec): 3 clusters Score: Raw -6629198.158067 + Penalty 3564.714871 = -6625633.443195 nChanged 729 SP:Iteration 28Q (869.696368 sec): 3 clusters Score: Raw -6629403.723789 + Penalty 3564.714871 = -6625839.008918 nChanged 655 SP:Iteration 29Q (869.830110 sec): 3 clusters Score: Raw -6629569.008708 + Penalty 3564.714871 = -6626004.293837 nChanged 575 SP:Iteration 30Q (869.957858 sec): 3 clusters Score: Raw -6629695.595939 + Penalty 3564.714871 = -6626130.881068 nChanged 506 SP:Iteration 31Q (870.088044 sec): 3 clusters Score: Raw -6629802.020327 + Penalty 3564.714871 = -6626237.305455 nChanged 485 SP:Iteration 32Q (870.228570 sec): 3 clusters Score: Raw -6629898.993937 + Penalty 3564.714871 = -6626334.279066 nChanged 443 SP:Iteration 33Q (870.367675 sec): 3 clusters Score: Raw -6629982.527591 + Penalty 3564.714871 = -6626417.812720 nChanged 400 SP:Iteration 34Q (870.505419 sec): 3 clusters Score: Raw -6630053.300612 + Penalty 3564.714871 = -6626488.585741 nChanged 341 SP:Iteration 35Q (870.644047 sec): 3 clusters Score: Raw -6630110.166903 + Penalty 3564.714871 = -6626545.452032 nChanged 325 SP:Iteration 36Q (870.772795 sec): 3 clusters Score: Raw -6630163.553942 + Penalty 3564.714871 = -6626598.839071 nChanged 301 SP:Iteration 37Q (870.903545 sec): 3 clusters Score: Raw -6630207.738947 + Penalty 3564.714871 = -6626643.024076 nChanged 242 SP:Iteration 38Q (871.031601 sec): 3 clusters Score: Raw -6630239.705758 + Penalty 3564.714871 = -6626674.990886 nChanged 219 SP:Iteration 39Q (871.166899 sec): 3 clusters Score: Raw -6630268.369799 + Penalty 3564.714871 = -6626703.654928 nChanged 201 SP:Iteration 40F (871.308050 sec): 3 clusters Score: Raw -6630293.720064 + Penalty 3564.714871 = -6626729.005192 nChanged 195 SP:Iteration 41Q (871.439403 sec): 3 clusters Score: Raw -6630314.070014 + Penalty 3564.714871 = -6626749.355142 nChanged 153 SP:Iteration 42Q (871.579808 sec): 3 clusters Score: Raw -6630330.775261 + Penalty 3564.714871 = -6626766.060390 nChanged 142 SP:Iteration 43Q (871.721298 sec): 3 clusters Score: Raw -6630346.770532 + Penalty 3564.714871 = -6626782.055661 nChanged 144 SP:Iteration 44Q (871.853812 sec): 3 clusters Score: Raw -6630362.543170 + Penalty 3564.714871 = -6626797.828298 nChanged 127 SP:Iteration 45Q (871.988466 sec): 3 clusters Score: Raw -6630377.487894 + Penalty 3564.714871 = -6626812.773023 nChanged 146 SP:Iteration 46Q (872.118040 sec): 3 clusters Score: Raw -6630394.317467 + Penalty 3564.714871 = -6626829.602596 nChanged 140 SP:Iteration 47Q (872.254693 sec): 3 clusters Score: Raw -6630409.824899 + Penalty 3564.714871 = -6626845.110028 nChanged 123 SP:Iteration 48Q (872.384836 sec): 3 clusters Score: Raw -6630422.022962 + Penalty 3564.714871 = -6626857.308091 nChanged 115 SP:Iteration 49Q (872.521389 sec): 3 clusters Score: Raw -6630432.895008 + Penalty 3564.714871 = -6626868.180137 nChanged 102 SP:Iteration 50Q (872.648259 sec): 3 clusters Score: Raw -6630442.087668 + Penalty 3564.714871 = -6626877.372797 nChanged 86 SP:Iteration 51Q (872.781943 sec): 3 clusters Score: Raw -6630449.036982 + Penalty 3564.714871 = -6626884.322111 nChanged 74 SP:Iteration 52Q (872.910574 sec): 3 clusters Score: Raw -6630455.675371 + Penalty 3564.714871 = -6626890.960500 nChanged 82 SP:Iteration 53Q (873.051203 sec): 3 clusters Score: Raw -6630463.860819 + Penalty 3564.714871 = -6626899.145948 nChanged 80 SP:Iteration 54Q (873.185728 sec): 3 clusters Score: Raw -6630471.422084 + Penalty 3564.714871 = -6626906.707212 nChanged 76 SP:Iteration 55Q (873.317857 sec): 3 clusters Score: Raw -6630477.696338 + Penalty 3564.714871 = -6626912.981467 nChanged 66 SP:Iteration 56Q (873.442260 sec): 3 clusters Score: Raw -6630482.528808 + Penalty 3564.714871 = -6626917.813937 nChanged 53 SP:Iteration 57Q (873.576253 sec): 3 clusters Score: Raw -6630486.564827 + Penalty 3564.714871 = -6626921.849956 nChanged 44 SP:Iteration 58Q (873.710288 sec): 3 clusters Score: Raw -6630490.293142 + Penalty 3564.714871 = -6626925.578271 nChanged 47 SP:Iteration 59Q (873.833463 sec): 3 clusters Score: Raw -6630493.539341 + Penalty 3564.714871 = -6626928.824469 nChanged 37 SP:Iteration 60F (873.980001 sec): 3 clusters Score: Raw -6630495.471575 + Penalty 3564.714871 = -6626930.756704 nChanged 20 SP:Iteration 61Q (874.121909 sec): 3 clusters Score: Raw -6630496.688507 + Penalty 3564.714871 = -6626931.973636 nChanged 21 SP:Iteration 62Q (874.251473 sec): 3 clusters Score: Raw -6630497.785009 + Penalty 3564.714871 = -6626933.070138 nChanged 11 SP:Iteration 63Q (874.373003 sec): 3 clusters Score: Raw -6630498.580648 + Penalty 3564.714871 = -6626933.865777 nChanged 17 SP:Iteration 64Q (874.503835 sec): 3 clusters Score: Raw -6630499.575675 + Penalty 3564.714871 = -6626934.860804 nChanged 21 SP:Iteration 65Q (874.640354 sec): 3 clusters Score: Raw -6630500.897429 + Penalty 3564.714871 = -6626936.182558 nChanged 26 SP:Iteration 66Q (874.762567 sec): 3 clusters Score: Raw -6630502.234483 + Penalty 3564.714871 = -6626937.519612 nChanged 21 SP:Iteration 67Q (874.892496 sec): 3 clusters Score: Raw -6630503.520565 + Penalty 3564.714871 = -6626938.805693 nChanged 24 SP:Iteration 68Q (875.024834 sec): 3 clusters Score: Raw -6630505.131825 + Penalty 3564.714871 = -6626940.416954 nChanged 27 SP:Iteration 69Q (875.148707 sec): 3 clusters Score: Raw -6630507.115926 + Penalty 3564.714871 = -6626942.401054 nChanged 41 SP:Iteration 70Q (875.287106 sec): 3 clusters Score: Raw -6630510.794193 + Penalty 3564.714871 = -6626946.079321 nChanged 47 SP:Iteration 71Q (875.412883 sec): 3 clusters Score: Raw -6630514.879652 + Penalty 3564.714871 = -6626950.164780 nChanged 46 SP:Iteration 72Q (875.545380 sec): 3 clusters Score: Raw -6630518.892998 + Penalty 3564.714871 = -6626954.178127 nChanged 46 SP:Iteration 73Q (875.677765 sec): 3 clusters Score: Raw -6630523.306626 + Penalty 3564.714871 = -6626958.591755 nChanged 41 SP:Iteration 74Q (875.803944 sec): 3 clusters Score: Raw -6630526.192511 + Penalty 3564.714871 = -6626961.477640 nChanged 32 SP:Iteration 75Q (875.934414 sec): 3 clusters Score: Raw -6630529.013207 + Penalty 3564.714871 = -6626964.298336 nChanged 30 SP:Iteration 76Q (876.063448 sec): 3 clusters Score: Raw -6630532.289949 + Penalty 3564.714871 = -6626967.575078 nChanged 41 SP:Iteration 77Q (876.197637 sec): 3 clusters Score: Raw -6630535.865760 + Penalty 3564.714871 = -6626971.150888 nChanged 42 SP:Iteration 78Q (876.331406 sec): 3 clusters Score: Raw -6630539.059006 + Penalty 3564.714871 = -6626974.344135 nChanged 41 SP:Iteration 79Q (876.463746 sec): 3 clusters Score: Raw -6630542.451272 + Penalty 3564.714871 = -6626977.736401 nChanged 44 SP:Iteration 80F (876.615954 sec): 3 clusters Score: Raw -6630545.186404 + Penalty 3564.714871 = -6626980.471533 nChanged 33 SP:Iteration 81Q (876.757614 sec): 3 clusters Score: Raw -6630547.389084 + Penalty 3564.714871 = -6626982.674213 nChanged 32 SP:Iteration 82Q (876.879548 sec): 3 clusters Score: Raw -6630549.554649 + Penalty 3564.714871 = -6626984.839778 nChanged 34 SP:Iteration 83Q (877.010569 sec): 3 clusters Score: Raw -6630552.385146 + Penalty 3564.714871 = -6626987.670275 nChanged 36 SP:Iteration 84Q (877.136159 sec): 3 clusters Score: Raw -6630555.468251 + Penalty 3564.714871 = -6626990.753380 nChanged 36 SP:Iteration 85Q (877.268778 sec): 3 clusters Score: Raw -6630558.503925 + Penalty 3564.714871 = -6626993.789054 nChanged 33 SP:Iteration 86Q (877.390417 sec): 3 clusters Score: Raw -6630561.271584 + Penalty 3564.714871 = -6626996.556713 nChanged 38 SP:Iteration 87Q (877.523830 sec): 3 clusters Score: Raw -6630564.060663 + Penalty 3564.714871 = -6626999.345792 nChanged 29 SP:Iteration 88Q (877.655636 sec): 3 clusters Score: Raw -6630566.531369 + Penalty 3564.714871 = -6627001.816498 nChanged 38 SP:Iteration 89Q (877.776750 sec): 3 clusters Score: Raw -6630569.816154 + Penalty 3564.714871 = -6627005.101283 nChanged 42 SP:Iteration 90Q (877.917127 sec): 3 clusters Score: Raw -6630573.762019 + Penalty 3564.714871 = -6627009.047148 nChanged 49 SP:Iteration 91Q (878.044491 sec): 3 clusters Score: Raw -6630577.655016 + Penalty 3564.714871 = -6627012.940145 nChanged 42 SP:Iteration 92Q (878.164096 sec): 3 clusters Score: Raw -6630581.355149 + Penalty 3564.714871 = -6627016.640278 nChanged 51 SP:Iteration 93Q (878.292326 sec): 3 clusters Score: Raw -6630585.903231 + Penalty 3564.714871 = -6627021.188360 nChanged 58 SP:Iteration 94Q (878.409875 sec): 3 clusters Score: Raw -6630591.339207 + Penalty 3564.714871 = -6627026.624336 nChanged 48 SP:Iteration 95Q (878.546447 sec): 3 clusters Score: Raw -6630595.483689 + Penalty 3564.714871 = -6627030.768817 nChanged 49 SP:Iteration 96Q (878.680190 sec): 3 clusters Score: Raw -6630599.403321 + Penalty 3564.714871 = -6627034.688449 nChanged 42 SP:Iteration 97Q (878.813496 sec): 3 clusters Score: Raw -6630602.369304 + Penalty 3564.714871 = -6627037.654433 nChanged 28 SP:Iteration 98Q (878.934402 sec): 3 clusters Score: Raw -6630604.375255 + Penalty 3564.714871 = -6627039.660384 nChanged 31 SP:Iteration 99Q (879.075303 sec): 3 clusters Score: Raw -6630606.958218 + Penalty 3564.714871 = -6627042.243347 nChanged 31 SP:Iteration 100F (879.218595 sec): 3 clusters Score: Raw -6630609.984721 + Penalty 3564.714871 = -6627045.269850 nChanged 35 SP:Iteration 101Q (879.356890 sec): 3 clusters Score: Raw -6630612.853333 + Penalty 3564.714871 = -6627048.138462 nChanged 30 SP:Iteration 102Q (879.492508 sec): 3 clusters Score: Raw -6630615.373636 + Penalty 3564.714871 = -6627050.658765 nChanged 32 SP:Iteration 103Q (879.624770 sec): 3 clusters Score: Raw -6630618.763400 + Penalty 3564.714871 = -6627054.048529 nChanged 39 SP:Iteration 104Q (879.751607 sec): 3 clusters Score: Raw -6630622.378044 + Penalty 3564.714871 = -6627057.663173 nChanged 33 SP:Iteration 105Q (879.873371 sec): 3 clusters Score: Raw -6630625.112419 + Penalty 3564.714871 = -6627060.397548 nChanged 30 SP:Iteration 106Q (880.018726 sec): 3 clusters Score: Raw -6630627.565875 + Penalty 3564.714871 = -6627062.851004 nChanged 31 SP:Iteration 107Q (880.153512 sec): 3 clusters Score: Raw -6630629.795795 + Penalty 3564.714871 = -6627065.080924 nChanged 27 SP:Iteration 108Q (880.291781 sec): 3 clusters Score: Raw -6630631.506775 + Penalty 3564.714871 = -6627066.791904 nChanged 23 SP:Iteration 109Q (880.427554 sec): 3 clusters Score: Raw -6630633.428793 + Penalty 3564.714871 = -6627068.713922 nChanged 28 SP:Iteration 110Q (880.561916 sec): 3 clusters Score: Raw -6630635.527171 + Penalty 3564.714871 = -6627070.812300 nChanged 20 SP:Iteration 111Q (880.686015 sec): 3 clusters Score: Raw -6630636.847895 + Penalty 3564.714871 = -6627072.133024 nChanged 19 SP:Iteration 112Q (880.814110 sec): 3 clusters Score: Raw -6630638.092323 + Penalty 3564.714871 = -6627073.377452 nChanged 16 SP:Iteration 113Q (880.952469 sec): 3 clusters Score: Raw -6630638.927897 + Penalty 3564.714871 = -6627074.213026 nChanged 14 SP:Iteration 114Q (881.074257 sec): 3 clusters Score: Raw -6630639.770509 + Penalty 3564.714871 = -6627075.055637 nChanged 18 SP:Iteration 115Q (881.198052 sec): 3 clusters Score: Raw -6630641.025508 + Penalty 3564.714871 = -6627076.310637 nChanged 16 SP:Iteration 116Q (881.318111 sec): 3 clusters Score: Raw -6630642.084692 + Penalty 3564.714871 = -6627077.369820 nChanged 21 SP:Iteration 117Q (881.454632 sec): 3 clusters Score: Raw -6630643.375034 + Penalty 3564.714871 = -6627078.660163 nChanged 22 SP:Iteration 118Q (881.584114 sec): 3 clusters Score: Raw -6630644.637004 + Penalty 3564.714871 = -6627079.922133 nChanged 22 SP:Iteration 119Q (881.700297 sec): 3 clusters Score: Raw -6630646.240403 + Penalty 3564.714871 = -6627081.525532 nChanged 15 SP:Iteration 120F (881.854247 sec): 3 clusters Score: Raw -6630647.065937 + Penalty 3564.714871 = -6627082.351066 nChanged 12 SP:Iteration 121Q (881.985305 sec): 3 clusters Score: Raw -6630647.989480 + Penalty 3564.714871 = -6627083.274609 nChanged 13 SP:Iteration 122Q (882.112830 sec): 3 clusters Score: Raw -6630649.045398 + Penalty 3564.714871 = -6627084.330527 nChanged 13 SP:Iteration 123Q (882.224248 sec): 3 clusters Score: Raw -6630650.089215 + Penalty 3564.714871 = -6627085.374344 nChanged 14 SP:Iteration 124Q (882.354092 sec): 3 clusters Score: Raw -6630651.004130 + Penalty 3564.714871 = -6627086.289259 nChanged 12 SP:Iteration 125Q (882.489413 sec): 3 clusters Score: Raw -6630651.749141 + Penalty 3564.714871 = -6627087.034269 nChanged 8 SP:Iteration 126Q (882.603719 sec): 3 clusters Score: Raw -6630652.302837 + Penalty 3564.714871 = -6627087.587966 nChanged 7 SP:Iteration 127Q (882.730754 sec): 3 clusters Score: Raw -6630652.638348 + Penalty 3564.714871 = -6627087.923477 nChanged 6 SP:Iteration 128Q (882.844712 sec): 3 clusters Score: Raw -6630653.228012 + Penalty 3564.714871 = -6627088.513140 nChanged 12 SP:Iteration 129Q (882.978304 sec): 3 clusters Score: Raw -6630654.038374 + Penalty 3564.714871 = -6627089.323503 nChanged 13 SP:Iteration 130Q (883.105830 sec): 3 clusters Score: Raw -6630655.153901 + Penalty 3564.714871 = -6627090.439030 nChanged 15 SP:Iteration 131Q (883.230853 sec): 3 clusters Score: Raw -6630656.110782 + Penalty 3564.714871 = -6627091.395911 nChanged 10 SP:Iteration 132Q (883.356634 sec): 3 clusters Score: Raw -6630656.820807 + Penalty 3564.714871 = -6627092.105936 nChanged 7 SP:Iteration 133Q (883.496443 sec): 3 clusters Score: Raw -6630657.298998 + Penalty 3564.714871 = -6627092.584127 nChanged 10 SP:Iteration 134Q (883.620256 sec): 3 clusters Score: Raw -6630657.990476 + Penalty 3564.714871 = -6627093.275604 nChanged 12 SP:Iteration 135Q (883.749007 sec): 3 clusters Score: Raw -6630658.614623 + Penalty 3564.714871 = -6627093.899752 nChanged 2 SP:Iteration 136Q (883.869550 sec): 3 clusters Score: Raw -6630658.681561 + Penalty 3564.714871 = -6627093.966690 nChanged 1 SP:Iteration 137Q (884.001430 sec): 3 clusters Score: Raw -6630658.715194 + Penalty 3564.714871 = -6627094.000323 nChanged 1 SP:Iteration 138Q (884.126140 sec): 3 clusters Score: Raw -6630658.744903 + Penalty 3564.714871 = -6627094.030032 nChanged 0 SP:Iteration 139F (884.261782 sec): 3 clusters Score: Raw -6630658.744903 + Penalty 3564.714871 = -6627094.030032 nChanged 0 Trying to split cluster 10 (11627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (884.311867 sec): 2 clusters Score: Raw -1360409.113076 + Penalty 1521.176355 = -1358887.936722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (884.375015 sec): 3 clusters Score: Raw -1353619.813835 + Penalty 3042.352709 = -1350577.461126 nChanged 5150 SP:Iteration 1F (884.438698 sec): 3 clusters Score: Raw -1356530.680431 + Penalty 3042.352709 = -1353488.327722 nChanged 771 SP:Iteration 2F (884.505628 sec): 3 clusters Score: Raw -1356904.951302 + Penalty 3042.352709 = -1353862.598593 nChanged 664 SP:Iteration 3F (884.570723 sec): 3 clusters Score: Raw -1357278.120079 + Penalty 3042.352709 = -1354235.767370 nChanged 710 SP:Iteration 4F (884.640842 sec): 3 clusters Score: Raw -1357718.711374 + Penalty 3042.352709 = -1354676.358665 nChanged 736 SP:Iteration 5F (884.707950 sec): 3 clusters Score: Raw -1358222.567141 + Penalty 3042.352709 = -1355180.214432 nChanged 770 SP:Iteration 6F (884.773766 sec): 3 clusters Score: Raw -1358834.981281 + Penalty 3042.352709 = -1355792.628571 nChanged 688 SP:Iteration 7F (884.841970 sec): 3 clusters Score: Raw -1359403.699951 + Penalty 3042.352709 = -1356361.347242 nChanged 567 SP:Iteration 8Q (884.911243 sec): 3 clusters Score: Raw -1359896.830961 + Penalty 3042.352709 = -1356854.478252 nChanged 452 SP:Iteration 9Q (884.966875 sec): 3 clusters Score: Raw -1360266.566244 + Penalty 3042.352709 = -1357224.213535 nChanged 312 SP:Iteration 10Q (885.048342 sec): 3 clusters Score: Raw -1360505.292802 + Penalty 3042.352709 = -1357462.940093 nChanged 206 SP:Iteration 11Q (885.115678 sec): 3 clusters Score: Raw -1360667.489373 + Penalty 3042.352709 = -1357625.136664 nChanged 142 SP:Iteration 12Q (885.181936 sec): 3 clusters Score: Raw -1360788.019960 + Penalty 3042.352709 = -1357745.667251 nChanged 107 SP:Iteration 13Q (885.236718 sec): 3 clusters Score: Raw -1360873.752730 + Penalty 3042.352709 = -1357831.400021 nChanged 69 SP:Iteration 14Q (885.299974 sec): 3 clusters Score: Raw -1360917.176321 + Penalty 3042.352709 = -1357874.823612 nChanged 42 SP:Iteration 15Q (885.360035 sec): 3 clusters Score: Raw -1360937.802575 + Penalty 3042.352709 = -1357895.449866 nChanged 26 SP:Iteration 16Q (885.432135 sec): 3 clusters Score: Raw -1360953.003895 + Penalty 3042.352709 = -1357910.651186 nChanged 18 SP:Iteration 17Q (885.488242 sec): 3 clusters Score: Raw -1360964.469311 + Penalty 3042.352709 = -1357922.116602 nChanged 22 SP:Iteration 18Q (885.548824 sec): 3 clusters Score: Raw -1360976.118634 + Penalty 3042.352709 = -1357933.765925 nChanged 19 SP:Iteration 19Q (885.622061 sec): 3 clusters Score: Raw -1360986.199885 + Penalty 3042.352709 = -1357943.847176 nChanged 21 SP:Iteration 20F (885.690866 sec): 3 clusters Score: Raw -1360994.504460 + Penalty 3042.352709 = -1357952.151751 nChanged 11 SP:Iteration 21Q (885.752787 sec): 3 clusters Score: Raw -1360999.471961 + Penalty 3042.352709 = -1357957.119252 nChanged 10 SP:Iteration 22Q (885.821264 sec): 3 clusters Score: Raw -1361004.065879 + Penalty 3042.352709 = -1357961.713170 nChanged 8 SP:Iteration 23Q (885.886602 sec): 3 clusters Score: Raw -1361010.049583 + Penalty 3042.352709 = -1357967.696874 nChanged 8 SP:Iteration 24Q (885.950294 sec): 3 clusters Score: Raw -1361013.939519 + Penalty 3042.352709 = -1357971.586810 nChanged 8 SP:Iteration 25Q (886.006235 sec): 3 clusters Score: Raw -1361018.749509 + Penalty 3042.352709 = -1357976.396800 nChanged 11 SP:Iteration 26Q (886.069694 sec): 3 clusters Score: Raw -1361023.333445 + Penalty 3042.352709 = -1357980.980736 nChanged 9 SP:Iteration 27Q (886.132077 sec): 3 clusters Score: Raw -1361028.299715 + Penalty 3042.352709 = -1357985.947006 nChanged 5 SP:Iteration 28Q (886.184500 sec): 3 clusters Score: Raw -1361029.775355 + Penalty 3042.352709 = -1357987.422646 nChanged 3 SP:Iteration 29Q (886.258393 sec): 3 clusters Score: Raw -1361030.642357 + Penalty 3042.352709 = -1357988.289648 nChanged 5 SP:Iteration 30Q (886.317743 sec): 3 clusters Score: Raw -1361032.284547 + Penalty 3042.352709 = -1357989.931838 nChanged 3 SP:Iteration 31Q (886.379221 sec): 3 clusters Score: Raw -1361033.729323 + Penalty 3042.352709 = -1357991.376614 nChanged 1 SP:Iteration 32Q (886.443125 sec): 3 clusters Score: Raw -1361034.158802 + Penalty 3042.352709 = -1357991.806093 nChanged 3 SP:Iteration 33Q (886.508362 sec): 3 clusters Score: Raw -1361035.772741 + Penalty 3042.352709 = -1357993.420032 nChanged 6 SP:Iteration 34Q (886.567766 sec): 3 clusters Score: Raw -1361038.573842 + Penalty 3042.352709 = -1357996.221133 nChanged 6 SP:Iteration 35Q (886.633734 sec): 3 clusters Score: Raw -1361040.973529 + Penalty 3042.352709 = -1357998.620820 nChanged 5 SP:Iteration 36Q (886.698112 sec): 3 clusters Score: Raw -1361042.476206 + Penalty 3042.352709 = -1358000.123496 nChanged 4 SP:Iteration 37Q (886.747507 sec): 3 clusters Score: Raw -1361046.807452 + Penalty 3042.352709 = -1358004.454742 nChanged 3 SP:Iteration 38Q (886.812644 sec): 3 clusters Score: Raw -1361047.689469 + Penalty 3042.352709 = -1358005.336760 nChanged 2 SP:Iteration 39Q (886.876529 sec): 3 clusters Score: Raw -1361048.097102 + Penalty 3042.352709 = -1358005.744393 nChanged 0 SP:Iteration 40F (886.946206 sec): 3 clusters Score: Raw -1361048.097102 + Penalty 3042.352709 = -1358005.744393 nChanged 0 Trying to split cluster 13 (8369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (886.979531 sec): 2 clusters Score: Raw -957614.010324 + Penalty 1467.747073 = -956146.263251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (887.039832 sec): 3 clusters Score: Raw -953020.355413 + Penalty 2935.494147 = -950084.861266 nChanged 3516 SP:Iteration 1F (887.097036 sec): 3 clusters Score: Raw -955024.946053 + Penalty 2935.494147 = -952089.451906 nChanged 526 SP:Iteration 2F (887.144558 sec): 3 clusters Score: Raw -955278.797360 + Penalty 2935.494147 = -952343.303213 nChanged 430 SP:Iteration 3F (887.214643 sec): 3 clusters Score: Raw -955446.031922 + Penalty 2935.494147 = -952510.537775 nChanged 314 SP:Iteration 4Q (887.270531 sec): 3 clusters Score: Raw -955552.651787 + Penalty 2935.494147 = -952617.157640 nChanged 262 SP:Iteration 5Q (887.338610 sec): 3 clusters Score: Raw -955647.409733 + Penalty 2935.494147 = -952711.915586 nChanged 236 SP:Iteration 6Q (887.403241 sec): 3 clusters Score: Raw -955725.234696 + Penalty 2935.494147 = -952789.740549 nChanged 211 SP:Iteration 7Q (887.467199 sec): 3 clusters Score: Raw -955800.673175 + Penalty 2935.494147 = -952865.179028 nChanged 223 SP:Iteration 8Q (887.534168 sec): 3 clusters Score: Raw -955888.169436 + Penalty 2935.494147 = -952952.675289 nChanged 219 SP:Iteration 9Q (887.587112 sec): 3 clusters Score: Raw -955968.566876 + Penalty 2935.494147 = -953033.072730 nChanged 205 SP:Iteration 10Q (887.663342 sec): 3 clusters Score: Raw -956055.847253 + Penalty 2935.494147 = -953120.353106 nChanged 205 SP:Iteration 11Q (887.714223 sec): 3 clusters Score: Raw -956155.555245 + Penalty 2935.494147 = -953220.061098 nChanged 230 SP:Iteration 12Q (887.777671 sec): 3 clusters Score: Raw -956286.503741 + Penalty 2935.494147 = -953351.009594 nChanged 234 SP:Iteration 13Q (887.839707 sec): 3 clusters Score: Raw -956424.855281 + Penalty 2935.494147 = -953489.361134 nChanged 243 SP:Iteration 14Q (887.908860 sec): 3 clusters Score: Raw -956575.105498 + Penalty 2935.494147 = -953639.611352 nChanged 231 SP:Iteration 15Q (887.957839 sec): 3 clusters Score: Raw -956707.760776 + Penalty 2935.494147 = -953772.266629 nChanged 213 SP:Iteration 16Q (888.019160 sec): 3 clusters Score: Raw -956854.585934 + Penalty 2935.494147 = -953919.091788 nChanged 212 SP:Iteration 17Q (888.079772 sec): 3 clusters Score: Raw -956988.352212 + Penalty 2935.494147 = -954052.858066 nChanged 207 SP:Iteration 18Q (888.153134 sec): 3 clusters Score: Raw -957104.624181 + Penalty 2935.494147 = -954169.130034 nChanged 189 SP:Iteration 19Q (888.214511 sec): 3 clusters Score: Raw -957206.620792 + Penalty 2935.494147 = -954271.126646 nChanged 144 SP:Iteration 20F (888.267364 sec): 3 clusters Score: Raw -957288.536233 + Penalty 2935.494147 = -954353.042087 nChanged 144 SP:Iteration 21Q (888.328789 sec): 3 clusters Score: Raw -957379.444219 + Penalty 2935.494147 = -954443.950072 nChanged 141 SP:Iteration 22Q (888.393725 sec): 3 clusters Score: Raw -957461.199889 + Penalty 2935.494147 = -954525.705742 nChanged 112 SP:Iteration 23Q (888.454484 sec): 3 clusters Score: Raw -957531.309205 + Penalty 2935.494147 = -954595.815059 nChanged 90 SP:Iteration 24Q (888.519352 sec): 3 clusters Score: Raw -957594.764645 + Penalty 2935.494147 = -954659.270498 nChanged 73 SP:Iteration 25Q (888.582889 sec): 3 clusters Score: Raw -957640.192707 + Penalty 2935.494147 = -954704.698561 nChanged 59 SP:Iteration 26Q (888.644685 sec): 3 clusters Score: Raw -957669.984930 + Penalty 2935.494147 = -954734.490784 nChanged 44 SP:Iteration 27Q (888.706806 sec): 3 clusters Score: Raw -957690.440203 + Penalty 2935.494147 = -954754.946057 nChanged 37 SP:Iteration 28Q (888.763041 sec): 3 clusters Score: Raw -957710.176518 + Penalty 2935.494147 = -954774.682371 nChanged 33 SP:Iteration 29Q (888.818717 sec): 3 clusters Score: Raw -957725.614250 + Penalty 2935.494147 = -954790.120104 nChanged 27 SP:Iteration 30Q (888.872961 sec): 3 clusters Score: Raw -957738.821299 + Penalty 2935.494147 = -954803.327153 nChanged 20 SP:Iteration 31Q (888.943503 sec): 3 clusters Score: Raw -957751.185935 + Penalty 2935.494147 = -954815.691788 nChanged 26 SP:Iteration 32Q (888.992601 sec): 3 clusters Score: Raw -957767.588253 + Penalty 2935.494147 = -954832.094106 nChanged 26 SP:Iteration 33Q (889.054263 sec): 3 clusters Score: Raw -957780.734515 + Penalty 2935.494147 = -954845.240368 nChanged 20 SP:Iteration 34Q (889.119827 sec): 3 clusters Score: Raw -957791.099591 + Penalty 2935.494147 = -954855.605445 nChanged 14 SP:Iteration 35Q (889.179549 sec): 3 clusters Score: Raw -957797.135109 + Penalty 2935.494147 = -954861.640962 nChanged 10 SP:Iteration 36Q (889.238607 sec): 3 clusters Score: Raw -957801.202543 + Penalty 2935.494147 = -954865.708396 nChanged 8 SP:Iteration 37Q (889.300692 sec): 3 clusters Score: Raw -957804.499711 + Penalty 2935.494147 = -954869.005564 nChanged 8 SP:Iteration 38Q (889.359364 sec): 3 clusters Score: Raw -957809.583456 + Penalty 2935.494147 = -954874.089309 nChanged 14 SP:Iteration 39Q (889.419177 sec): 3 clusters Score: Raw -957817.700141 + Penalty 2935.494147 = -954882.205994 nChanged 13 SP:Iteration 40F (889.481769 sec): 3 clusters Score: Raw -957822.106145 + Penalty 2935.494147 = -954886.611999 nChanged 9 SP:Iteration 41Q (889.529424 sec): 3 clusters Score: Raw -957827.239385 + Penalty 2935.494147 = -954891.745239 nChanged 11 SP:Iteration 42Q (889.589340 sec): 3 clusters Score: Raw -957833.782825 + Penalty 2935.494147 = -954898.288678 nChanged 6 SP:Iteration 43Q (889.649933 sec): 3 clusters Score: Raw -957839.400753 + Penalty 2935.494147 = -954903.906606 nChanged 10 SP:Iteration 44Q (889.712456 sec): 3 clusters Score: Raw -957843.335361 + Penalty 2935.494147 = -954907.841215 nChanged 7 SP:Iteration 45Q (889.774365 sec): 3 clusters Score: Raw -957846.469870 + Penalty 2935.494147 = -954910.975724 nChanged 6 SP:Iteration 46Q (889.827089 sec): 3 clusters Score: Raw -957850.643906 + Penalty 2935.494147 = -954915.149759 nChanged 11 SP:Iteration 47Q (889.884762 sec): 3 clusters Score: Raw -957856.147553 + Penalty 2935.494147 = -954920.653407 nChanged 6 SP:Iteration 48Q (889.954605 sec): 3 clusters Score: Raw -957859.747242 + Penalty 2935.494147 = -954924.253095 nChanged 5 SP:Iteration 49Q (890.015386 sec): 3 clusters Score: Raw -957862.683883 + Penalty 2935.494147 = -954927.189737 nChanged 7 SP:Iteration 50Q (890.076102 sec): 3 clusters Score: Raw -957869.281777 + Penalty 2935.494147 = -954933.787630 nChanged 9 SP:Iteration 51Q (890.122421 sec): 3 clusters Score: Raw -957874.264136 + Penalty 2935.494147 = -954938.769989 nChanged 5 SP:Iteration 52Q (890.183122 sec): 3 clusters Score: Raw -957877.850244 + Penalty 2935.494147 = -954942.356097 nChanged 8 SP:Iteration 53Q (890.237347 sec): 3 clusters Score: Raw -957884.722474 + Penalty 2935.494147 = -954949.228327 nChanged 8 SP:Iteration 54Q (890.293331 sec): 3 clusters Score: Raw -957889.225458 + Penalty 2935.494147 = -954953.731312 nChanged 9 SP:Iteration 55Q (890.366367 sec): 3 clusters Score: Raw -957894.465240 + Penalty 2935.494147 = -954958.971094 nChanged 6 SP:Iteration 56Q (890.421558 sec): 3 clusters Score: Raw -957897.131247 + Penalty 2935.494147 = -954961.637101 nChanged 6 SP:Iteration 57Q (890.477656 sec): 3 clusters Score: Raw -957900.205382 + Penalty 2935.494147 = -954964.711235 nChanged 3 SP:Iteration 58Q (890.533315 sec): 3 clusters Score: Raw -957902.084245 + Penalty 2935.494147 = -954966.590098 nChanged 2 SP:Iteration 59Q (890.587165 sec): 3 clusters Score: Raw -957902.540428 + Penalty 2935.494147 = -954967.046281 nChanged 1 SP:Iteration 60F (890.649012 sec): 3 clusters Score: Raw -957903.111632 + Penalty 2935.494147 = -954967.617485 nChanged 1 SP:Iteration 61Q (890.701006 sec): 3 clusters Score: Raw -957903.410612 + Penalty 2935.494147 = -954967.916466 nChanged 0 SP:Iteration 62F (890.769411 sec): 3 clusters Score: Raw -957903.410612 + Penalty 2935.494147 = -954967.916466 nChanged 0 Trying to split cluster 15 (2535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (890.795019 sec): 2 clusters Score: Raw -307889.183734 + Penalty 1273.666699 = -306615.517035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (890.836098 sec): 3 clusters Score: Raw -306732.152070 + Penalty 2547.333398 = -304184.818672 nChanged 937 SP:Iteration 1F (890.890308 sec): 3 clusters Score: Raw -307294.882645 + Penalty 2547.333398 = -304747.549248 nChanged 197 SP:Iteration 2F (890.930709 sec): 3 clusters Score: Raw -307454.375101 + Penalty 2547.333398 = -304907.041703 nChanged 135 SP:Iteration 3F (890.984094 sec): 3 clusters Score: Raw -307545.578371 + Penalty 2547.333398 = -304998.244973 nChanged 107 SP:Iteration 4Q (891.035468 sec): 3 clusters Score: Raw -307616.895951 + Penalty 2547.333398 = -305069.562553 nChanged 88 SP:Iteration 5Q (891.082083 sec): 3 clusters Score: Raw -307677.363949 + Penalty 2547.333398 = -305130.030551 nChanged 77 SP:Iteration 6Q (891.129356 sec): 3 clusters Score: Raw -307723.884975 + Penalty 2547.333398 = -305176.551577 nChanged 59 SP:Iteration 7Q (891.176091 sec): 3 clusters Score: Raw -307757.669615 + Penalty 2547.333398 = -305210.336217 nChanged 45 SP:Iteration 8Q (891.223687 sec): 3 clusters Score: Raw -307788.091182 + Penalty 2547.333398 = -305240.757784 nChanged 53 SP:Iteration 9Q (891.270526 sec): 3 clusters Score: Raw -307824.309966 + Penalty 2547.333398 = -305276.976568 nChanged 64 SP:Iteration 10Q (891.314975 sec): 3 clusters Score: Raw -307876.319441 + Penalty 2547.333398 = -305328.986044 nChanged 66 SP:Iteration 11Q (891.362511 sec): 3 clusters Score: Raw -307928.922503 + Penalty 2547.333398 = -305381.589105 nChanged 61 SP:Iteration 12Q (891.399325 sec): 3 clusters Score: Raw -307979.256633 + Penalty 2547.333398 = -305431.923235 nChanged 51 SP:Iteration 13Q (891.450038 sec): 3 clusters Score: Raw -308012.813575 + Penalty 2547.333398 = -305465.480177 nChanged 44 SP:Iteration 14Q (891.501451 sec): 3 clusters Score: Raw -308039.673500 + Penalty 2547.333398 = -305492.340102 nChanged 55 SP:Iteration 15Q (891.545967 sec): 3 clusters Score: Raw -308076.655232 + Penalty 2547.333398 = -305529.321834 nChanged 57 SP:Iteration 16Q (891.597433 sec): 3 clusters Score: Raw -308120.332828 + Penalty 2547.333398 = -305572.999430 nChanged 52 SP:Iteration 17Q (891.644960 sec): 3 clusters Score: Raw -308166.886124 + Penalty 2547.333398 = -305619.552727 nChanged 60 SP:Iteration 18Q (891.692660 sec): 3 clusters Score: Raw -308208.331170 + Penalty 2547.333398 = -305660.997773 nChanged 53 SP:Iteration 19Q (891.739775 sec): 3 clusters Score: Raw -308258.557396 + Penalty 2547.333398 = -305711.223999 nChanged 66 SP:Iteration 20F (891.783729 sec): 3 clusters Score: Raw -308323.323054 + Penalty 2547.333398 = -305775.989656 nChanged 70 SP:Iteration 21Q (891.832710 sec): 3 clusters Score: Raw -308410.495162 + Penalty 2547.333398 = -305863.161764 nChanged 78 SP:Iteration 22Q (891.876465 sec): 3 clusters Score: Raw -308516.888092 + Penalty 2547.333398 = -305969.554694 nChanged 80 SP:Iteration 23Q (891.934950 sec): 3 clusters Score: Raw -308619.380983 + Penalty 2547.333398 = -306072.047585 nChanged 58 SP:Iteration 24Q (891.977072 sec): 3 clusters Score: Raw -308680.660136 + Penalty 2547.333398 = -306133.326738 nChanged 47 SP:Iteration 25Q (892.038243 sec): 3 clusters Score: Raw -308720.909954 + Penalty 2547.333398 = -306173.576557 nChanged 38 SP:Iteration 26Q (892.079838 sec): 3 clusters Score: Raw -308746.720884 + Penalty 2547.333398 = -306199.387486 nChanged 31 SP:Iteration 27Q (892.128604 sec): 3 clusters Score: Raw -308764.866676 + Penalty 2547.333398 = -306217.533278 nChanged 17 SP:Iteration 28Q (892.191452 sec): 3 clusters Score: Raw -308771.867989 + Penalty 2547.333398 = -306224.534591 nChanged 14 SP:Iteration 29Q (892.243733 sec): 3 clusters Score: Raw -308779.147677 + Penalty 2547.333398 = -306231.814279 nChanged 5 SP:Iteration 30Q (892.297839 sec): 3 clusters Score: Raw -308782.125113 + Penalty 2547.333398 = -306234.791715 nChanged 4 SP:Iteration 31Q (892.336977 sec): 3 clusters Score: Raw -308783.634436 + Penalty 2547.333398 = -306236.301039 nChanged 1 SP:Iteration 32Q (892.391262 sec): 3 clusters Score: Raw -308784.060753 + Penalty 2547.333398 = -306236.727355 nChanged 0 SP:Iteration 33F (892.445132 sec): 3 clusters Score: Raw -308784.060753 + Penalty 2547.333398 = -306236.727355 nChanged 0 Trying to split cluster 17 (8867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (892.482128 sec): 2 clusters Score: Raw -1036646.205700 + Penalty 1477.139917 = -1035169.065783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (892.547012 sec): 3 clusters Score: Raw -1031689.839117 + Penalty 2954.279835 = -1028735.559283 nChanged 3844 SP:Iteration 1F (892.598500 sec): 3 clusters Score: Raw -1033925.588640 + Penalty 2954.279835 = -1030971.308805 nChanged 613 SP:Iteration 2F (892.650733 sec): 3 clusters Score: Raw -1034211.851674 + Penalty 2954.279835 = -1031257.571839 nChanged 445 SP:Iteration 3F (892.711559 sec): 3 clusters Score: Raw -1034400.389003 + Penalty 2954.279835 = -1031446.109168 nChanged 346 SP:Iteration 4Q (892.762925 sec): 3 clusters Score: Raw -1034536.494811 + Penalty 2954.279835 = -1031582.214976 nChanged 305 SP:Iteration 5Q (892.822067 sec): 3 clusters Score: Raw -1034667.669748 + Penalty 2954.279835 = -1031713.389914 nChanged 278 SP:Iteration 6Q (892.873923 sec): 3 clusters Score: Raw -1034780.540837 + Penalty 2954.279835 = -1031826.261002 nChanged 252 SP:Iteration 7Q (892.943047 sec): 3 clusters Score: Raw -1034897.412953 + Penalty 2954.279835 = -1031943.133118 nChanged 270 SP:Iteration 8Q (892.996433 sec): 3 clusters Score: Raw -1035036.752242 + Penalty 2954.279835 = -1032082.472407 nChanged 263 SP:Iteration 9Q (893.061622 sec): 3 clusters Score: Raw -1035188.025778 + Penalty 2954.279835 = -1032233.745943 nChanged 266 SP:Iteration 10Q (893.110444 sec): 3 clusters Score: Raw -1035353.977105 + Penalty 2954.279835 = -1032399.697271 nChanged 283 SP:Iteration 11Q (893.174667 sec): 3 clusters Score: Raw -1035534.189105 + Penalty 2954.279835 = -1032579.909271 nChanged 292 SP:Iteration 12Q (893.232332 sec): 3 clusters Score: Raw -1035724.506229 + Penalty 2954.279835 = -1032770.226394 nChanged 269 SP:Iteration 13Q (893.289343 sec): 3 clusters Score: Raw -1035890.641402 + Penalty 2954.279835 = -1032936.361567 nChanged 225 SP:Iteration 14Q (893.346521 sec): 3 clusters Score: Raw -1036017.014238 + Penalty 2954.279835 = -1033062.734403 nChanged 232 SP:Iteration 15Q (893.404148 sec): 3 clusters Score: Raw -1036148.281592 + Penalty 2954.279835 = -1033194.001758 nChanged 214 SP:Iteration 16Q (893.464369 sec): 3 clusters Score: Raw -1036268.635225 + Penalty 2954.279835 = -1033314.355390 nChanged 177 SP:Iteration 17Q (893.522425 sec): 3 clusters Score: Raw -1036355.328438 + Penalty 2954.279835 = -1033401.048604 nChanged 146 SP:Iteration 18Q (893.582325 sec): 3 clusters Score: Raw -1036419.203026 + Penalty 2954.279835 = -1033464.923191 nChanged 132 SP:Iteration 19Q (893.641867 sec): 3 clusters Score: Raw -1036478.558996 + Penalty 2954.279835 = -1033524.279162 nChanged 126 SP:Iteration 20F (893.697123 sec): 3 clusters Score: Raw -1036543.778110 + Penalty 2954.279835 = -1033589.498275 nChanged 100 SP:Iteration 21Q (893.748521 sec): 3 clusters Score: Raw -1036593.040403 + Penalty 2954.279835 = -1033638.760569 nChanged 85 SP:Iteration 22Q (893.813163 sec): 3 clusters Score: Raw -1036625.233175 + Penalty 2954.279835 = -1033670.953341 nChanged 77 SP:Iteration 23Q (893.857981 sec): 3 clusters Score: Raw -1036654.403839 + Penalty 2954.279835 = -1033700.124004 nChanged 58 SP:Iteration 24Q (893.920099 sec): 3 clusters Score: Raw -1036678.121657 + Penalty 2954.279835 = -1033723.841822 nChanged 55 SP:Iteration 25Q (893.975956 sec): 3 clusters Score: Raw -1036702.047560 + Penalty 2954.279835 = -1033747.767725 nChanged 50 SP:Iteration 26Q (894.047895 sec): 3 clusters Score: Raw -1036725.115189 + Penalty 2954.279835 = -1033770.835354 nChanged 47 SP:Iteration 27Q (894.108956 sec): 3 clusters Score: Raw -1036742.603483 + Penalty 2954.279835 = -1033788.323648 nChanged 20 SP:Iteration 28Q (894.167356 sec): 3 clusters Score: Raw -1036749.736224 + Penalty 2954.279835 = -1033795.456389 nChanged 24 SP:Iteration 29Q (894.216740 sec): 3 clusters Score: Raw -1036758.507705 + Penalty 2954.279835 = -1033804.227870 nChanged 27 SP:Iteration 30Q (894.283830 sec): 3 clusters Score: Raw -1036769.940809 + Penalty 2954.279835 = -1033815.660975 nChanged 19 SP:Iteration 31Q (894.338383 sec): 3 clusters Score: Raw -1036777.551815 + Penalty 2954.279835 = -1033823.271980 nChanged 20 SP:Iteration 32Q (894.399966 sec): 3 clusters Score: Raw -1036784.010257 + Penalty 2954.279835 = -1033829.730422 nChanged 22 SP:Iteration 33Q (894.451817 sec): 3 clusters Score: Raw -1036790.100941 + Penalty 2954.279835 = -1033835.821107 nChanged 16 SP:Iteration 34Q (894.504323 sec): 3 clusters Score: Raw -1036795.175642 + Penalty 2954.279835 = -1033840.895807 nChanged 14 SP:Iteration 35Q (894.569517 sec): 3 clusters Score: Raw -1036799.671004 + Penalty 2954.279835 = -1033845.391169 nChanged 11 SP:Iteration 36Q (894.626285 sec): 3 clusters Score: Raw -1036802.666769 + Penalty 2954.279835 = -1033848.386934 nChanged 14 SP:Iteration 37Q (894.684387 sec): 3 clusters Score: Raw -1036807.362306 + Penalty 2954.279835 = -1033853.082471 nChanged 13 SP:Iteration 38Q (894.745572 sec): 3 clusters Score: Raw -1036812.461400 + Penalty 2954.279835 = -1033858.181566 nChanged 17 SP:Iteration 39Q (894.796359 sec): 3 clusters Score: Raw -1036819.359236 + Penalty 2954.279835 = -1033865.079401 nChanged 19 SP:Iteration 40F (894.860767 sec): 3 clusters Score: Raw -1036827.481139 + Penalty 2954.279835 = -1033873.201304 nChanged 11 SP:Iteration 41Q (894.910778 sec): 3 clusters Score: Raw -1036831.098836 + Penalty 2954.279835 = -1033876.819001 nChanged 9 SP:Iteration 42Q (894.972055 sec): 3 clusters Score: Raw -1036833.994254 + Penalty 2954.279835 = -1033879.714419 nChanged 8 SP:Iteration 43Q (895.031540 sec): 3 clusters Score: Raw -1036836.623477 + Penalty 2954.279835 = -1033882.343642 nChanged 11 SP:Iteration 44Q (895.091380 sec): 3 clusters Score: Raw -1036841.340550 + Penalty 2954.279835 = -1033887.060715 nChanged 8 SP:Iteration 45Q (895.151052 sec): 3 clusters Score: Raw -1036844.923080 + Penalty 2954.279835 = -1033890.643246 nChanged 10 SP:Iteration 46Q (895.213773 sec): 3 clusters Score: Raw -1036849.191764 + Penalty 2954.279835 = -1033894.911930 nChanged 8 SP:Iteration 47Q (895.260779 sec): 3 clusters Score: Raw -1036852.146251 + Penalty 2954.279835 = -1033897.866416 nChanged 7 SP:Iteration 48Q (895.318137 sec): 3 clusters Score: Raw -1036854.397255 + Penalty 2954.279835 = -1033900.117421 nChanged 5 SP:Iteration 49Q (895.383922 sec): 3 clusters Score: Raw -1036855.991343 + Penalty 2954.279835 = -1033901.711508 nChanged 4 SP:Iteration 50Q (895.432965 sec): 3 clusters Score: Raw -1036857.495887 + Penalty 2954.279835 = -1033903.216052 nChanged 0 SP:Iteration 51F (895.501952 sec): 3 clusters Score: Raw -1036857.495887 + Penalty 2954.279835 = -1033903.216052 nChanged 0 Trying to split cluster 18 (26281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (895.557762 sec): 2 clusters Score: Raw -3060676.518578 + Penalty 1653.697748 = -3059022.820831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (895.644997 sec): 3 clusters Score: Raw -3044645.077442 + Penalty 3307.395495 = -3041337.681947 nChanged 12009 SP:Iteration 1F (895.728780 sec): 3 clusters Score: Raw -3051273.248774 + Penalty 3307.395495 = -3047965.853279 nChanged 1265 SP:Iteration 2Q (895.826648 sec): 3 clusters Score: Raw -3051743.655013 + Penalty 3307.395495 = -3048436.259517 nChanged 1223 SP:Iteration 3Q (895.908586 sec): 3 clusters Score: Raw -3052234.581439 + Penalty 3307.395495 = -3048927.185944 nChanged 1288 SP:Iteration 4Q (896.004974 sec): 3 clusters Score: Raw -3052807.224353 + Penalty 3307.395495 = -3049499.828858 nChanged 1368 SP:Iteration 5F (896.100410 sec): 3 clusters Score: Raw -3053466.299750 + Penalty 3307.395495 = -3050158.904254 nChanged 1389 SP:Iteration 6F (896.193558 sec): 3 clusters Score: Raw -3054159.661699 + Penalty 3307.395495 = -3050852.266203 nChanged 1359 SP:Iteration 7F (896.285143 sec): 3 clusters Score: Raw -3054866.091978 + Penalty 3307.395495 = -3051558.696482 nChanged 1311 SP:Iteration 8Q (896.368132 sec): 3 clusters Score: Raw -3055589.125728 + Penalty 3307.395495 = -3052281.730232 nChanged 1278 SP:Iteration 9Q (896.470620 sec): 3 clusters Score: Raw -3056339.031507 + Penalty 3307.395495 = -3053031.636012 nChanged 1178 SP:Iteration 10Q (896.558135 sec): 3 clusters Score: Raw -3057002.020892 + Penalty 3307.395495 = -3053694.625397 nChanged 979 SP:Iteration 11Q (896.646154 sec): 3 clusters Score: Raw -3057471.114129 + Penalty 3307.395495 = -3054163.718634 nChanged 725 SP:Iteration 12Q (896.741498 sec): 3 clusters Score: Raw -3057756.488889 + Penalty 3307.395495 = -3054449.093394 nChanged 573 SP:Iteration 13Q (896.831409 sec): 3 clusters Score: Raw -3057952.205087 + Penalty 3307.395495 = -3054644.809591 nChanged 427 SP:Iteration 14Q (896.920183 sec): 3 clusters Score: Raw -3058079.049207 + Penalty 3307.395495 = -3054771.653712 nChanged 370 SP:Iteration 15Q (897.005168 sec): 3 clusters Score: Raw -3058194.853830 + Penalty 3307.395495 = -3054887.458334 nChanged 360 SP:Iteration 16Q (897.102647 sec): 3 clusters Score: Raw -3058311.808141 + Penalty 3307.395495 = -3055004.412645 nChanged 359 SP:Iteration 17Q (897.196619 sec): 3 clusters Score: Raw -3058428.179246 + Penalty 3307.395495 = -3055120.783751 nChanged 336 SP:Iteration 18Q (897.285974 sec): 3 clusters Score: Raw -3058527.998876 + Penalty 3307.395495 = -3055220.603380 nChanged 321 SP:Iteration 19Q (897.380177 sec): 3 clusters Score: Raw -3058612.675086 + Penalty 3307.395495 = -3055305.279591 nChanged 251 SP:Iteration 20F (897.468419 sec): 3 clusters Score: Raw -3058671.017694 + Penalty 3307.395495 = -3055363.622199 nChanged 214 SP:Iteration 21Q (897.560128 sec): 3 clusters Score: Raw -3058718.096920 + Penalty 3307.395495 = -3055410.701425 nChanged 211 SP:Iteration 22Q (897.651999 sec): 3 clusters Score: Raw -3058764.980806 + Penalty 3307.395495 = -3055457.585311 nChanged 190 SP:Iteration 23Q (897.735568 sec): 3 clusters Score: Raw -3058805.164037 + Penalty 3307.395495 = -3055497.768542 nChanged 188 SP:Iteration 24Q (897.836106 sec): 3 clusters Score: Raw -3058842.060373 + Penalty 3307.395495 = -3055534.664877 nChanged 180 SP:Iteration 25Q (897.925211 sec): 3 clusters Score: Raw -3058873.761714 + Penalty 3307.395495 = -3055566.366219 nChanged 169 SP:Iteration 26Q (898.018174 sec): 3 clusters Score: Raw -3058906.879851 + Penalty 3307.395495 = -3055599.484356 nChanged 185 SP:Iteration 27Q (898.107533 sec): 3 clusters Score: Raw -3058951.668689 + Penalty 3307.395495 = -3055644.273194 nChanged 204 SP:Iteration 28Q (898.192013 sec): 3 clusters Score: Raw -3059005.466282 + Penalty 3307.395495 = -3055698.070787 nChanged 210 SP:Iteration 29Q (898.277210 sec): 3 clusters Score: Raw -3059063.070278 + Penalty 3307.395495 = -3055755.674783 nChanged 211 SP:Iteration 30Q (898.378200 sec): 3 clusters Score: Raw -3059121.925612 + Penalty 3307.395495 = -3055814.530117 nChanged 223 SP:Iteration 31Q (898.462219 sec): 3 clusters Score: Raw -3059188.057637 + Penalty 3307.395495 = -3055880.662142 nChanged 233 SP:Iteration 32Q (898.556911 sec): 3 clusters Score: Raw -3059252.427905 + Penalty 3307.395495 = -3055945.032409 nChanged 230 SP:Iteration 33Q (898.641127 sec): 3 clusters Score: Raw -3059317.066981 + Penalty 3307.395495 = -3056009.671486 nChanged 208 SP:Iteration 34Q (898.730742 sec): 3 clusters Score: Raw -3059370.700058 + Penalty 3307.395495 = -3056063.304563 nChanged 201 SP:Iteration 35Q (898.810770 sec): 3 clusters Score: Raw -3059426.181921 + Penalty 3307.395495 = -3056118.786425 nChanged 200 SP:Iteration 36Q (898.903924 sec): 3 clusters Score: Raw -3059477.636643 + Penalty 3307.395495 = -3056170.241148 nChanged 171 SP:Iteration 37Q (898.984741 sec): 3 clusters Score: Raw -3059518.537200 + Penalty 3307.395495 = -3056211.141705 nChanged 194 SP:Iteration 38Q (899.080047 sec): 3 clusters Score: Raw -3059567.052356 + Penalty 3307.395495 = -3056259.656861 nChanged 182 SP:Iteration 39Q (899.167614 sec): 3 clusters Score: Raw -3059615.422695 + Penalty 3307.395495 = -3056308.027200 nChanged 181 SP:Iteration 40F (899.263546 sec): 3 clusters Score: Raw -3059661.923547 + Penalty 3307.395495 = -3056354.528051 nChanged 178 SP:Iteration 41Q (899.353975 sec): 3 clusters Score: Raw -3059706.262027 + Penalty 3307.395495 = -3056398.866532 nChanged 171 SP:Iteration 42Q (899.444628 sec): 3 clusters Score: Raw -3059751.675513 + Penalty 3307.395495 = -3056444.280017 nChanged 195 SP:Iteration 43Q (899.535043 sec): 3 clusters Score: Raw -3059812.222132 + Penalty 3307.395495 = -3056504.826637 nChanged 227 SP:Iteration 44Q (899.624333 sec): 3 clusters Score: Raw -3059885.731669 + Penalty 3307.395495 = -3056578.336174 nChanged 235 SP:Iteration 45Q (899.711564 sec): 3 clusters Score: Raw -3059959.529639 + Penalty 3307.395495 = -3056652.134144 nChanged 191 SP:Iteration 46Q (899.799152 sec): 3 clusters Score: Raw -3060020.578641 + Penalty 3307.395495 = -3056713.183146 nChanged 193 SP:Iteration 47Q (899.881169 sec): 3 clusters Score: Raw -3060086.291358 + Penalty 3307.395495 = -3056778.895863 nChanged 196 SP:Iteration 48Q (899.969403 sec): 3 clusters Score: Raw -3060147.160472 + Penalty 3307.395495 = -3056839.764977 nChanged 179 SP:Iteration 49Q (900.054959 sec): 3 clusters Score: Raw -3060201.699277 + Penalty 3307.395495 = -3056894.303782 nChanged 161 SP:Iteration 50Q (900.139712 sec): 3 clusters Score: Raw -3060246.706189 + Penalty 3307.395495 = -3056939.310694 nChanged 146 SP:Iteration 51Q (900.225982 sec): 3 clusters Score: Raw -3060286.389129 + Penalty 3307.395495 = -3056978.993634 nChanged 143 SP:Iteration 52Q (900.313081 sec): 3 clusters Score: Raw -3060324.695540 + Penalty 3307.395495 = -3057017.300045 nChanged 144 SP:Iteration 53Q (900.400829 sec): 3 clusters Score: Raw -3060371.554064 + Penalty 3307.395495 = -3057064.158569 nChanged 152 SP:Iteration 54Q (900.488275 sec): 3 clusters Score: Raw -3060424.007166 + Penalty 3307.395495 = -3057116.611670 nChanged 138 SP:Iteration 55Q (900.575465 sec): 3 clusters Score: Raw -3060474.217523 + Penalty 3307.395495 = -3057166.822028 nChanged 145 SP:Iteration 56Q (900.658455 sec): 3 clusters Score: Raw -3060529.802035 + Penalty 3307.395495 = -3057222.406540 nChanged 140 SP:Iteration 57Q (900.742434 sec): 3 clusters Score: Raw -3060579.161963 + Penalty 3307.395495 = -3057271.766468 nChanged 126 SP:Iteration 58Q (900.817708 sec): 3 clusters Score: Raw -3060624.058669 + Penalty 3307.395495 = -3057316.663174 nChanged 104 SP:Iteration 59Q (900.901862 sec): 3 clusters Score: Raw -3060655.102762 + Penalty 3307.395495 = -3057347.707266 nChanged 88 SP:Iteration 60F (901.002100 sec): 3 clusters Score: Raw -3060676.394826 + Penalty 3307.395495 = -3057368.999331 nChanged 77 SP:Iteration 61Q (901.079384 sec): 3 clusters Score: Raw -3060697.583949 + Penalty 3307.395495 = -3057390.188454 nChanged 84 SP:Iteration 62Q (901.166806 sec): 3 clusters Score: Raw -3060720.995811 + Penalty 3307.395495 = -3057413.600315 nChanged 74 SP:Iteration 63Q (901.252237 sec): 3 clusters Score: Raw -3060741.096467 + Penalty 3307.395495 = -3057433.700972 nChanged 72 SP:Iteration 64Q (901.336063 sec): 3 clusters Score: Raw -3060758.770915 + Penalty 3307.395495 = -3057451.375419 nChanged 62 SP:Iteration 65Q (901.422804 sec): 3 clusters Score: Raw -3060776.235662 + Penalty 3307.395495 = -3057468.840167 nChanged 65 SP:Iteration 66Q (901.507859 sec): 3 clusters Score: Raw -3060795.690698 + Penalty 3307.395495 = -3057488.295203 nChanged 51 SP:Iteration 67Q (901.592886 sec): 3 clusters Score: Raw -3060810.475024 + Penalty 3307.395495 = -3057503.079529 nChanged 55 SP:Iteration 68Q (901.677175 sec): 3 clusters Score: Raw -3060827.453193 + Penalty 3307.395495 = -3057520.057698 nChanged 56 SP:Iteration 69Q (901.754233 sec): 3 clusters Score: Raw -3060846.671862 + Penalty 3307.395495 = -3057539.276366 nChanged 66 SP:Iteration 70Q (901.846492 sec): 3 clusters Score: Raw -3060863.543396 + Penalty 3307.395495 = -3057556.147901 nChanged 61 SP:Iteration 71Q (901.918540 sec): 3 clusters Score: Raw -3060880.471016 + Penalty 3307.395495 = -3057573.075520 nChanged 46 SP:Iteration 72Q (902.006703 sec): 3 clusters Score: Raw -3060892.084910 + Penalty 3307.395495 = -3057584.689415 nChanged 34 SP:Iteration 73Q (902.090410 sec): 3 clusters Score: Raw -3060901.868872 + Penalty 3307.395495 = -3057594.473377 nChanged 28 SP:Iteration 74Q (902.172555 sec): 3 clusters Score: Raw -3060909.715843 + Penalty 3307.395495 = -3057602.320348 nChanged 28 SP:Iteration 75Q (902.254374 sec): 3 clusters Score: Raw -3060917.588172 + Penalty 3307.395495 = -3057610.192676 nChanged 18 SP:Iteration 76Q (902.341182 sec): 3 clusters Score: Raw -3060922.819934 + Penalty 3307.395495 = -3057615.424439 nChanged 19 SP:Iteration 77Q (902.423351 sec): 3 clusters Score: Raw -3060927.508182 + Penalty 3307.395495 = -3057620.112687 nChanged 17 SP:Iteration 78Q (902.509176 sec): 3 clusters Score: Raw -3060931.274853 + Penalty 3307.395495 = -3057623.879358 nChanged 20 SP:Iteration 79Q (902.593902 sec): 3 clusters Score: Raw -3060935.614080 + Penalty 3307.395495 = -3057628.218584 nChanged 17 SP:Iteration 80F (902.683737 sec): 3 clusters Score: Raw -3060939.507472 + Penalty 3307.395495 = -3057632.111977 nChanged 14 SP:Iteration 81Q (902.771485 sec): 3 clusters Score: Raw -3060943.277671 + Penalty 3307.395495 = -3057635.882176 nChanged 17 SP:Iteration 82Q (902.852115 sec): 3 clusters Score: Raw -3060947.148877 + Penalty 3307.395495 = -3057639.753382 nChanged 18 SP:Iteration 83Q (902.919646 sec): 3 clusters Score: Raw -3060950.623707 + Penalty 3307.395495 = -3057643.228212 nChanged 23 SP:Iteration 84Q (903.010773 sec): 3 clusters Score: Raw -3060956.207752 + Penalty 3307.395495 = -3057648.812257 nChanged 27 SP:Iteration 85Q (903.090358 sec): 3 clusters Score: Raw -3060963.007734 + Penalty 3307.395495 = -3057655.612239 nChanged 32 SP:Iteration 86Q (903.162792 sec): 3 clusters Score: Raw -3060972.716074 + Penalty 3307.395495 = -3057665.320578 nChanged 27 SP:Iteration 87Q (903.253076 sec): 3 clusters Score: Raw -3060980.380319 + Penalty 3307.395495 = -3057672.984824 nChanged 23 SP:Iteration 88Q (903.337412 sec): 3 clusters Score: Raw -3060986.852179 + Penalty 3307.395495 = -3057679.456684 nChanged 23 SP:Iteration 89Q (903.421565 sec): 3 clusters Score: Raw -3060993.081521 + Penalty 3307.395495 = -3057685.686026 nChanged 15 SP:Iteration 90Q (903.503909 sec): 3 clusters Score: Raw -3060996.321393 + Penalty 3307.395495 = -3057688.925898 nChanged 11 SP:Iteration 91Q (903.585762 sec): 3 clusters Score: Raw -3060998.949771 + Penalty 3307.395495 = -3057691.554276 nChanged 12 SP:Iteration 92Q (903.664072 sec): 3 clusters Score: Raw -3061001.291029 + Penalty 3307.395495 = -3057693.895533 nChanged 10 SP:Iteration 93Q (903.750025 sec): 3 clusters Score: Raw -3061003.089570 + Penalty 3307.395495 = -3057695.694075 nChanged 8 SP:Iteration 94Q (903.834584 sec): 3 clusters Score: Raw -3061004.556235 + Penalty 3307.395495 = -3057697.160740 nChanged 7 SP:Iteration 95Q (903.914028 sec): 3 clusters Score: Raw -3061006.792857 + Penalty 3307.395495 = -3057699.397362 nChanged 10 SP:Iteration 96Q (903.998596 sec): 3 clusters Score: Raw -3061010.616701 + Penalty 3307.395495 = -3057703.221206 nChanged 14 SP:Iteration 97Q (904.088210 sec): 3 clusters Score: Raw -3061016.391689 + Penalty 3307.395495 = -3057708.996194 nChanged 16 SP:Iteration 98Q (904.176107 sec): 3 clusters Score: Raw -3061023.464641 + Penalty 3307.395495 = -3057716.069146 nChanged 13 SP:Iteration 99Q (904.266207 sec): 3 clusters Score: Raw -3061028.902980 + Penalty 3307.395495 = -3057721.507485 nChanged 16 SP:Iteration 100F (904.358000 sec): 3 clusters Score: Raw -3061036.132584 + Penalty 3307.395495 = -3057728.737089 nChanged 18 SP:Iteration 101Q (904.445979 sec): 3 clusters Score: Raw -3061042.665820 + Penalty 3307.395495 = -3057735.270325 nChanged 19 SP:Iteration 102Q (904.528373 sec): 3 clusters Score: Raw -3061050.057940 + Penalty 3307.395495 = -3057742.662445 nChanged 11 SP:Iteration 103Q (904.607317 sec): 3 clusters Score: Raw -3061053.398459 + Penalty 3307.395495 = -3057746.002964 nChanged 6 SP:Iteration 104Q (904.695629 sec): 3 clusters Score: Raw -3061055.023104 + Penalty 3307.395495 = -3057747.627609 nChanged 6 SP:Iteration 105Q (904.776742 sec): 3 clusters Score: Raw -3061057.555741 + Penalty 3307.395495 = -3057750.160246 nChanged 5 SP:Iteration 106Q (904.858154 sec): 3 clusters Score: Raw -3061059.112435 + Penalty 3307.395495 = -3057751.716940 nChanged 4 SP:Iteration 107Q (904.944344 sec): 3 clusters Score: Raw -3061060.599353 + Penalty 3307.395495 = -3057753.203858 nChanged 6 SP:Iteration 108Q (905.026996 sec): 3 clusters Score: Raw -3061061.873184 + Penalty 3307.395495 = -3057754.477689 nChanged 0 SP:Iteration 109F (905.120354 sec): 3 clusters Score: Raw -3061061.873184 + Penalty 3307.395495 = -3057754.477689 nChanged 0 Trying to split cluster 19 (23417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (905.174059 sec): 2 clusters Score: Raw -2567223.634177 + Penalty 1634.947849 = -2565588.686328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (905.263084 sec): 3 clusters Score: Raw -2553040.152543 + Penalty 3269.895698 = -2549770.256845 nChanged 10639 SP:Iteration 1F (905.338699 sec): 3 clusters Score: Raw -2559384.489835 + Penalty 3269.895698 = -2556114.594136 nChanged 1407 SP:Iteration 2F (905.434819 sec): 3 clusters Score: Raw -2560142.766674 + Penalty 3269.895698 = -2556872.870976 nChanged 1500 SP:Iteration 3F (905.525205 sec): 3 clusters Score: Raw -2561119.265244 + Penalty 3269.895698 = -2557849.369545 nChanged 1606 SP:Iteration 4F (905.613951 sec): 3 clusters Score: Raw -2562228.932159 + Penalty 3269.895698 = -2558959.036460 nChanged 1526 SP:Iteration 5F (905.701758 sec): 3 clusters Score: Raw -2563271.572190 + Penalty 3269.895698 = -2560001.676492 nChanged 1316 SP:Iteration 6F (905.786056 sec): 3 clusters Score: Raw -2564231.163630 + Penalty 3269.895698 = -2560961.267932 nChanged 1102 SP:Iteration 7Q (905.870922 sec): 3 clusters Score: Raw -2565091.136321 + Penalty 3269.895698 = -2561821.240622 nChanged 806 SP:Iteration 8Q (905.959371 sec): 3 clusters Score: Raw -2565592.184675 + Penalty 3269.895698 = -2562322.288977 nChanged 587 SP:Iteration 9Q (906.044933 sec): 3 clusters Score: Raw -2565870.870962 + Penalty 3269.895698 = -2562600.975264 nChanged 445 SP:Iteration 10Q (906.118476 sec): 3 clusters Score: Raw -2566057.985055 + Penalty 3269.895698 = -2562788.089357 nChanged 348 SP:Iteration 11Q (906.203244 sec): 3 clusters Score: Raw -2566186.918152 + Penalty 3269.895698 = -2562917.022454 nChanged 305 SP:Iteration 12Q (906.295689 sec): 3 clusters Score: Raw -2566284.658492 + Penalty 3269.895698 = -2563014.762794 nChanged 238 SP:Iteration 13Q (906.381593 sec): 3 clusters Score: Raw -2566354.231736 + Penalty 3269.895698 = -2563084.336037 nChanged 225 SP:Iteration 14Q (906.465296 sec): 3 clusters Score: Raw -2566425.284261 + Penalty 3269.895698 = -2563155.388563 nChanged 227 SP:Iteration 15Q (906.548053 sec): 3 clusters Score: Raw -2566502.167582 + Penalty 3269.895698 = -2563232.271883 nChanged 218 SP:Iteration 16Q (906.633255 sec): 3 clusters Score: Raw -2566569.157699 + Penalty 3269.895698 = -2563299.262001 nChanged 198 SP:Iteration 17Q (906.719704 sec): 3 clusters Score: Raw -2566629.443039 + Penalty 3269.895698 = -2563359.547341 nChanged 201 SP:Iteration 18Q (906.806515 sec): 3 clusters Score: Raw -2566695.982808 + Penalty 3269.895698 = -2563426.087110 nChanged 216 SP:Iteration 19Q (906.889225 sec): 3 clusters Score: Raw -2566772.042628 + Penalty 3269.895698 = -2563502.146930 nChanged 220 SP:Iteration 20F (906.978131 sec): 3 clusters Score: Raw -2566855.115198 + Penalty 3269.895698 = -2563585.219500 nChanged 207 SP:Iteration 21Q (907.062011 sec): 3 clusters Score: Raw -2566927.607730 + Penalty 3269.895698 = -2563657.712031 nChanged 191 SP:Iteration 22Q (907.134432 sec): 3 clusters Score: Raw -2566984.055096 + Penalty 3269.895698 = -2563714.159397 nChanged 162 SP:Iteration 23Q (907.220743 sec): 3 clusters Score: Raw -2567032.610772 + Penalty 3269.895698 = -2563762.715073 nChanged 168 SP:Iteration 24Q (907.304071 sec): 3 clusters Score: Raw -2567092.120875 + Penalty 3269.895698 = -2563822.225176 nChanged 180 SP:Iteration 25Q (907.388782 sec): 3 clusters Score: Raw -2567159.158906 + Penalty 3269.895698 = -2563889.263207 nChanged 167 SP:Iteration 26Q (907.469627 sec): 3 clusters Score: Raw -2567215.609854 + Penalty 3269.895698 = -2563945.714156 nChanged 168 SP:Iteration 27Q (907.548889 sec): 3 clusters Score: Raw -2567268.740192 + Penalty 3269.895698 = -2563998.844494 nChanged 150 SP:Iteration 28Q (907.631706 sec): 3 clusters Score: Raw -2567319.485601 + Penalty 3269.895698 = -2564049.589903 nChanged 133 SP:Iteration 29Q (907.713483 sec): 3 clusters Score: Raw -2567359.789884 + Penalty 3269.895698 = -2564089.894186 nChanged 107 SP:Iteration 30Q (907.793625 sec): 3 clusters Score: Raw -2567393.752608 + Penalty 3269.895698 = -2564123.856910 nChanged 102 SP:Iteration 31Q (907.871814 sec): 3 clusters Score: Raw -2567426.625546 + Penalty 3269.895698 = -2564156.729847 nChanged 98 SP:Iteration 32Q (907.951210 sec): 3 clusters Score: Raw -2567458.459968 + Penalty 3269.895698 = -2564188.564270 nChanged 90 SP:Iteration 33Q (908.037575 sec): 3 clusters Score: Raw -2567484.374802 + Penalty 3269.895698 = -2564214.479103 nChanged 88 SP:Iteration 34Q (908.118894 sec): 3 clusters Score: Raw -2567506.323961 + Penalty 3269.895698 = -2564236.428263 nChanged 73 SP:Iteration 35Q (908.200307 sec): 3 clusters Score: Raw -2567525.646578 + Penalty 3269.895698 = -2564255.750880 nChanged 59 SP:Iteration 36Q (908.281135 sec): 3 clusters Score: Raw -2567540.278902 + Penalty 3269.895698 = -2564270.383204 nChanged 45 SP:Iteration 37Q (908.360841 sec): 3 clusters Score: Raw -2567553.981082 + Penalty 3269.895698 = -2564284.085383 nChanged 44 SP:Iteration 38Q (908.441200 sec): 3 clusters Score: Raw -2567568.079391 + Penalty 3269.895698 = -2564298.183693 nChanged 44 SP:Iteration 39Q (908.521815 sec): 3 clusters Score: Raw -2567579.819464 + Penalty 3269.895698 = -2564309.923766 nChanged 37 SP:Iteration 40F (908.604151 sec): 3 clusters Score: Raw -2567589.857445 + Penalty 3269.895698 = -2564319.961746 nChanged 38 SP:Iteration 41Q (908.685287 sec): 3 clusters Score: Raw -2567600.232547 + Penalty 3269.895698 = -2564330.336849 nChanged 37 SP:Iteration 42Q (908.771504 sec): 3 clusters Score: Raw -2567612.601006 + Penalty 3269.895698 = -2564342.705308 nChanged 43 SP:Iteration 43Q (908.855264 sec): 3 clusters Score: Raw -2567628.669802 + Penalty 3269.895698 = -2564358.774103 nChanged 46 SP:Iteration 44Q (908.933722 sec): 3 clusters Score: Raw -2567644.183426 + Penalty 3269.895698 = -2564374.287728 nChanged 34 SP:Iteration 45Q (909.013306 sec): 3 clusters Score: Raw -2567654.945052 + Penalty 3269.895698 = -2564385.049353 nChanged 31 SP:Iteration 46Q (909.093879 sec): 3 clusters Score: Raw -2567664.694510 + Penalty 3269.895698 = -2564394.798812 nChanged 32 SP:Iteration 47Q (909.175922 sec): 3 clusters Score: Raw -2567674.995287 + Penalty 3269.895698 = -2564405.099589 nChanged 24 SP:Iteration 48Q (909.256877 sec): 3 clusters Score: Raw -2567681.420985 + Penalty 3269.895698 = -2564411.525287 nChanged 17 SP:Iteration 49Q (909.333676 sec): 3 clusters Score: Raw -2567686.860209 + Penalty 3269.895698 = -2564416.964510 nChanged 19 SP:Iteration 50Q (909.415371 sec): 3 clusters Score: Raw -2567692.286938 + Penalty 3269.895698 = -2564422.391239 nChanged 15 SP:Iteration 51Q (909.494731 sec): 3 clusters Score: Raw -2567697.041553 + Penalty 3269.895698 = -2564427.145855 nChanged 18 SP:Iteration 52Q (909.578339 sec): 3 clusters Score: Raw -2567703.002020 + Penalty 3269.895698 = -2564433.106321 nChanged 11 SP:Iteration 53Q (909.657764 sec): 3 clusters Score: Raw -2567707.265458 + Penalty 3269.895698 = -2564437.369759 nChanged 11 SP:Iteration 54Q (909.730564 sec): 3 clusters Score: Raw -2567711.171314 + Penalty 3269.895698 = -2564441.275615 nChanged 15 SP:Iteration 55Q (909.809524 sec): 3 clusters Score: Raw -2567715.157517 + Penalty 3269.895698 = -2564445.261819 nChanged 13 SP:Iteration 56Q (909.889790 sec): 3 clusters Score: Raw -2567718.793259 + Penalty 3269.895698 = -2564448.897561 nChanged 13 SP:Iteration 57Q (909.972769 sec): 3 clusters Score: Raw -2567722.192700 + Penalty 3269.895698 = -2564452.297002 nChanged 11 SP:Iteration 58Q (910.058658 sec): 3 clusters Score: Raw -2567725.025000 + Penalty 3269.895698 = -2564455.129302 nChanged 1 SP:Iteration 59Q (910.137779 sec): 3 clusters Score: Raw -2567725.164347 + Penalty 3269.895698 = -2564455.268649 nChanged 0 SP:Iteration 60F (910.227471 sec): 3 clusters Score: Raw -2567725.164347 + Penalty 3269.895698 = -2564455.268649 nChanged 0 Trying to split cluster 20 (1000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (910.257013 sec): 2 clusters Score: Raw -98382.105583 + Penalty 1122.510233 = -97259.595351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (910.305970 sec): 3 clusters Score: Raw -98184.035350 + Penalty 2245.020466 = -95939.014884 nChanged 334 SP:Iteration 1F (910.341426 sec): 3 clusters Score: Raw -98850.175838 + Penalty 2245.020466 = -96605.155372 nChanged 151 SP:Iteration 2F (910.399599 sec): 3 clusters Score: Raw -99307.742083 + Penalty 2245.020466 = -97062.721618 nChanged 79 SP:Iteration 3F (910.447648 sec): 3 clusters Score: Raw -99674.940892 + Penalty 2245.020466 = -97429.920426 nChanged 43 SP:Iteration 4Q (910.482168 sec): 3 clusters Score: Raw -99891.785823 + Penalty 2245.020466 = -97646.765357 nChanged 27 SP:Iteration 5Q (910.540780 sec): 3 clusters Score: Raw -99966.805366 + Penalty 2245.020466 = -97721.784900 nChanged 12 SP:Iteration 6Q (910.584552 sec): 3 clusters Score: Raw -99989.182977 + Penalty 2245.020466 = -97744.162511 nChanged 12 SP:Iteration 7Q (910.625729 sec): 3 clusters Score: Raw -100002.590603 + Penalty 2245.020466 = -97757.570137 nChanged 9 SP:Iteration 8Q (910.659208 sec): 3 clusters Score: Raw -100015.327870 + Penalty 2245.020466 = -97770.307405 nChanged 3 SP:Iteration 9Q (910.707274 sec): 3 clusters Score: Raw -100018.905397 + Penalty 2245.020466 = -97773.884931 nChanged 1 SP:Iteration 10Q (910.753061 sec): 3 clusters Score: Raw -100020.675289 + Penalty 2245.020466 = -97775.654823 nChanged 1 SP:Iteration 11Q (910.801731 sec): 3 clusters Score: Raw -100021.496236 + Penalty 2245.020466 = -97776.475770 nChanged 0 SP:Iteration 12F (910.847435 sec): 3 clusters Score: Raw -100021.496236 + Penalty 2245.020466 = -97776.475770 nChanged 0 Score: Raw -22414162.621567 + Penalty 33719.828128 = -22380442.793439 Splitting cluster 20 changes total score from -22380358.438397 to -22380442.793439 So it's getting split into cluster 11. Iteration 99Q (914.725825 sec): 18 clusters Score: Raw -22414879.667769 + Penalty 33719.828128 = -22381159.839641 nChanged 1287 Iteration 100F (917.152961 sec): 18 clusters Score: Raw -22415412.421123 + Penalty 33719.828128 = -22381692.592995 nChanged 621 Iteration 101Q (918.426254 sec): 18 clusters Score: Raw -22415932.010669 + Penalty 33719.828128 = -22382212.182541 nChanged 478 Iteration 102Q (919.597588 sec): 18 clusters Score: Raw -22416111.284496 + Penalty 33719.828128 = -22382391.456368 nChanged 399 Iteration 103Q (920.879530 sec): 18 clusters Score: Raw -22416175.925908 + Penalty 33719.828128 = -22382456.097780 nChanged 336 Iteration 104Q (922.014044 sec): 18 clusters Score: Raw -22416217.915695 + Penalty 33719.828128 = -22382498.087567 nChanged 273 Iteration 105Q (923.331811 sec): 18 clusters Score: Raw -22416248.625454 + Penalty 33719.828128 = -22382528.797326 nChanged 228 Iteration 106Q (924.576776 sec): 18 clusters Score: Raw -22416269.490632 + Penalty 33719.828128 = -22382549.662504 nChanged 189 Iteration 107Q (925.840573 sec): 18 clusters Score: Raw -22416286.688669 + Penalty 33719.828128 = -22382566.860541 nChanged 165 Iteration 108Q (927.087551 sec): 18 clusters Score: Raw -22416298.001406 + Penalty 33719.828128 = -22382578.173278 nChanged 135 Iteration 109Q (928.170611 sec): 18 clusters Score: Raw -22416310.291574 + Penalty 33719.828128 = -22382590.463446 nChanged 125 Iteration 110Q (929.473440 sec): 18 clusters Score: Raw -22416322.660029 + Penalty 33719.828128 = -22382602.831901 nChanged 110 Iteration 111Q (930.701619 sec): 18 clusters Score: Raw -22416329.998918 + Penalty 33719.828128 = -22382610.170790 nChanged 96 Iteration 112Q (931.842482 sec): 18 clusters Score: Raw -22416335.310920 + Penalty 33719.828128 = -22382615.482792 nChanged 103 Iteration 113Q (933.086966 sec): 18 clusters Score: Raw -22416340.023702 + Penalty 33719.828128 = -22382620.195574 nChanged 93 Iteration 114Q (934.506790 sec): 18 clusters Score: Raw -22416344.243284 + Penalty 33719.828128 = -22382624.415156 nChanged 77 Iteration 115Q (935.739519 sec): 18 clusters Score: Raw -22416348.108956 + Penalty 33719.828128 = -22382628.280828 nChanged 77 Iteration 116Q (936.966790 sec): 18 clusters Score: Raw -22416352.162065 + Penalty 33719.828128 = -22382632.333937 nChanged 95 Iteration 117Q (938.230185 sec): 18 clusters Score: Raw -22416356.303811 + Penalty 33719.828128 = -22382636.475683 nChanged 73 Iteration 118Q (939.488025 sec): 18 clusters Score: Raw -22416359.310445 + Penalty 33719.828128 = -22382639.482317 nChanged 63 Iteration 119Q (940.820157 sec): 18 clusters Score: Raw -22416362.522156 + Penalty 33719.828128 = -22382642.694028 nChanged 56 Iteration 120F (943.243036 sec): 18 clusters Score: Raw -22416510.078013 + Penalty 33719.828128 = -22382790.249885 nChanged 65 Iteration 121Q (944.459600 sec): 18 clusters Score: Raw -22416633.486140 + Penalty 33719.828128 = -22382913.658012 nChanged 72 Iteration 122Q (945.650330 sec): 18 clusters Score: Raw -22416658.924841 + Penalty 33719.828128 = -22382939.096713 nChanged 57 Iteration 123Q (946.915829 sec): 18 clusters Score: Raw -22416667.232049 + Penalty 33719.828128 = -22382947.403921 nChanged 45 Iteration 124Q (948.177944 sec): 18 clusters Score: Raw -22416675.250438 + Penalty 33719.828128 = -22382955.422310 nChanged 42 Iteration 125Q (949.377451 sec): 18 clusters Score: Raw -22416681.786863 + Penalty 33719.828128 = -22382961.958734 nChanged 49 Iteration 126Q (950.678813 sec): 18 clusters Score: Raw -22416686.177017 + Penalty 33719.828128 = -22382966.348889 nChanged 58 Iteration 127Q (951.893899 sec): 18 clusters Score: Raw -22416694.094106 + Penalty 33719.828128 = -22382974.265978 nChanged 53 Iteration 128Q (953.243299 sec): 18 clusters Score: Raw -22416700.571726 + Penalty 33719.828128 = -22382980.743598 nChanged 53 Iteration 129Q (954.564665 sec): 18 clusters Score: Raw -22416705.058453 + Penalty 33719.828128 = -22382985.230325 nChanged 51 Iteration 130Q (955.825945 sec): 18 clusters Score: Raw -22416708.169241 + Penalty 33719.828128 = -22382988.341113 nChanged 37 Iteration 131Q (957.063644 sec): 18 clusters Score: Raw -22416709.893489 + Penalty 33719.828128 = -22382990.065361 nChanged 33 Iteration 132Q (958.392394 sec): 18 clusters Score: Raw -22416712.447258 + Penalty 33719.828128 = -22382992.619130 nChanged 29 Iteration 133Q (959.739384 sec): 18 clusters Score: Raw -22416714.329952 + Penalty 33719.828128 = -22382994.501823 nChanged 26 Iteration 134Q (960.987337 sec): 18 clusters Score: Raw -22416714.979132 + Penalty 33719.828128 = -22382995.151004 nChanged 20 Iteration 135Q (962.200586 sec): 18 clusters Score: Raw -22416715.542952 + Penalty 33719.828128 = -22382995.714824 nChanged 14 Iteration 136Q (963.486740 sec): 18 clusters Score: Raw -22416715.919620 + Penalty 33719.828128 = -22382996.091492 nChanged 9 Iteration 137Q (964.748708 sec): 18 clusters Score: Raw -22416716.230489 + Penalty 33719.828128 = -22382996.402361 nChanged 15 Iteration 138Q (966.123723 sec): 18 clusters Score: Raw -22416716.674319 + Penalty 33719.828128 = -22382996.846191 nChanged 13 Writing temp clu file Because OldScore, -22382996.402361, is greater than current (better) Score,-22382996.846191 Compute initial score before splitting: Score: Raw -22416716.674319 + Penalty 33719.828128 = -22382996.846191 Trying to split cluster 1 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (966.211233 sec): 2 clusters Score: Raw -65321.263353 + Penalty 1038.958498 = -64282.304855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (966.256659 sec): 3 clusters Score: Raw -65219.076428 + Penalty 2077.916995 = -63141.159432 nChanged 135 SP:Iteration 1F (966.298905 sec): 3 clusters Score: Raw -65378.357334 + Penalty 2077.916995 = -63300.440339 nChanged 35 SP:Iteration 2F (966.342372 sec): 3 clusters Score: Raw -65436.533010 + Penalty 2077.916995 = -63358.616015 nChanged 14 SP:Iteration 3Q (966.390597 sec): 3 clusters Score: Raw -65452.919668 + Penalty 2077.916995 = -63375.002673 nChanged 6 SP:Iteration 4Q (966.430525 sec): 3 clusters Score: Raw -65459.594139 + Penalty 2077.916995 = -63381.677144 nChanged 7 SP:Iteration 5Q (966.471691 sec): 3 clusters Score: Raw -65469.746650 + Penalty 2077.916995 = -63391.829655 nChanged 2 SP:Iteration 6Q (966.519916 sec): 3 clusters Score: Raw -65475.474440 + Penalty 2077.916995 = -63397.557445 nChanged 3 SP:Iteration 7Q (966.572145 sec): 3 clusters Score: Raw -65479.628931 + Penalty 2077.916995 = -63401.711936 nChanged 1 SP:Iteration 8Q (966.617175 sec): 3 clusters Score: Raw -65482.326976 + Penalty 2077.916995 = -63404.409981 nChanged 2 SP:Iteration 9Q (966.665865 sec): 3 clusters Score: Raw -65484.705222 + Penalty 2077.916995 = -63406.788227 nChanged 2 SP:Iteration 10Q (966.701761 sec): 3 clusters Score: Raw -65486.720536 + Penalty 2077.916995 = -63408.803541 nChanged 3 SP:Iteration 11Q (966.750580 sec): 3 clusters Score: Raw -65490.419088 + Penalty 2077.916995 = -63412.502093 nChanged 1 SP:Iteration 12Q (966.804095 sec): 3 clusters Score: Raw -65491.624634 + Penalty 2077.916995 = -63413.707639 nChanged 2 SP:Iteration 13Q (966.854157 sec): 3 clusters Score: Raw -65495.016664 + Penalty 2077.916995 = -63417.099669 nChanged 2 SP:Iteration 14Q (966.901033 sec): 3 clusters Score: Raw -65497.026372 + Penalty 2077.916995 = -63419.109377 nChanged 1 SP:Iteration 15Q (966.947813 sec): 3 clusters Score: Raw -65497.277925 + Penalty 2077.916995 = -63419.360930 nChanged 0 SP:Iteration 16F (966.996539 sec): 3 clusters Score: Raw -65497.277925 + Penalty 2077.916995 = -63419.360930 nChanged 0 Trying to split cluster 2 (6202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (967.024484 sec): 2 clusters Score: Raw -723623.335870 + Penalty 1419.051904 = -722204.283966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (967.086988 sec): 3 clusters Score: Raw -720320.132870 + Penalty 2838.103807 = -717482.029063 nChanged 2575 SP:Iteration 1F (967.138717 sec): 3 clusters Score: Raw -721672.566157 + Penalty 2838.103807 = -718834.462350 nChanged 419 SP:Iteration 2F (967.196134 sec): 3 clusters Score: Raw -721892.589799 + Penalty 2838.103807 = -719054.485991 nChanged 343 SP:Iteration 3F (967.252190 sec): 3 clusters Score: Raw -722056.570553 + Penalty 2838.103807 = -719218.466746 nChanged 281 SP:Iteration 4Q (967.310758 sec): 3 clusters Score: Raw -722185.003391 + Penalty 2838.103807 = -719346.899584 nChanged 220 SP:Iteration 5Q (967.354989 sec): 3 clusters Score: Raw -722296.680441 + Penalty 2838.103807 = -719458.576633 nChanged 206 SP:Iteration 6Q (967.420702 sec): 3 clusters Score: Raw -722393.283947 + Penalty 2838.103807 = -719555.180139 nChanged 191 SP:Iteration 7Q (967.478360 sec): 3 clusters Score: Raw -722481.760042 + Penalty 2838.103807 = -719643.656235 nChanged 167 SP:Iteration 8Q (967.538983 sec): 3 clusters Score: Raw -722553.594975 + Penalty 2838.103807 = -719715.491168 nChanged 181 SP:Iteration 9Q (967.596720 sec): 3 clusters Score: Raw -722649.705998 + Penalty 2838.103807 = -719811.602190 nChanged 178 SP:Iteration 10Q (967.640800 sec): 3 clusters Score: Raw -722752.747734 + Penalty 2838.103807 = -719914.643927 nChanged 199 SP:Iteration 11Q (967.696226 sec): 3 clusters Score: Raw -722874.425010 + Penalty 2838.103807 = -720036.321203 nChanged 191 SP:Iteration 12Q (967.751718 sec): 3 clusters Score: Raw -722986.293451 + Penalty 2838.103807 = -720148.189644 nChanged 168 SP:Iteration 13Q (967.805224 sec): 3 clusters Score: Raw -723082.386235 + Penalty 2838.103807 = -720244.282427 nChanged 164 SP:Iteration 14Q (967.875424 sec): 3 clusters Score: Raw -723184.267480 + Penalty 2838.103807 = -720346.163673 nChanged 145 SP:Iteration 15Q (967.928970 sec): 3 clusters Score: Raw -723278.010480 + Penalty 2838.103807 = -720439.906672 nChanged 125 SP:Iteration 16Q (967.980047 sec): 3 clusters Score: Raw -723361.507127 + Penalty 2838.103807 = -720523.403320 nChanged 109 SP:Iteration 17Q (968.037787 sec): 3 clusters Score: Raw -723437.968100 + Penalty 2838.103807 = -720599.864293 nChanged 99 SP:Iteration 18Q (968.080912 sec): 3 clusters Score: Raw -723512.848002 + Penalty 2838.103807 = -720674.744194 nChanged 75 SP:Iteration 19Q (968.133934 sec): 3 clusters Score: Raw -723572.669235 + Penalty 2838.103807 = -720734.565428 nChanged 53 SP:Iteration 20F (968.202455 sec): 3 clusters Score: Raw -723622.978825 + Penalty 2838.103807 = -720784.875018 nChanged 51 SP:Iteration 21Q (968.259111 sec): 3 clusters Score: Raw -723666.228564 + Penalty 2838.103807 = -720828.124756 nChanged 47 SP:Iteration 22Q (968.312450 sec): 3 clusters Score: Raw -723703.842959 + Penalty 2838.103807 = -720865.739152 nChanged 36 SP:Iteration 23Q (968.369060 sec): 3 clusters Score: Raw -723729.227591 + Penalty 2838.103807 = -720891.123783 nChanged 22 SP:Iteration 24Q (968.414326 sec): 3 clusters Score: Raw -723743.548859 + Penalty 2838.103807 = -720905.445051 nChanged 16 SP:Iteration 25Q (968.481064 sec): 3 clusters Score: Raw -723753.058706 + Penalty 2838.103807 = -720914.954899 nChanged 9 SP:Iteration 26Q (968.526232 sec): 3 clusters Score: Raw -723757.776538 + Penalty 2838.103807 = -720919.672730 nChanged 5 SP:Iteration 27Q (968.580750 sec): 3 clusters Score: Raw -723760.295608 + Penalty 2838.103807 = -720922.191801 nChanged 5 SP:Iteration 28Q (968.644741 sec): 3 clusters Score: Raw -723762.675253 + Penalty 2838.103807 = -720924.571445 nChanged 3 SP:Iteration 29Q (968.696406 sec): 3 clusters Score: Raw -723764.265517 + Penalty 2838.103807 = -720926.161709 nChanged 1 SP:Iteration 30Q (968.741076 sec): 3 clusters Score: Raw -723765.220022 + Penalty 2838.103807 = -720927.116215 nChanged 4 SP:Iteration 31Q (968.791962 sec): 3 clusters Score: Raw -723769.306438 + Penalty 2838.103807 = -720931.202631 nChanged 2 SP:Iteration 32Q (968.846392 sec): 3 clusters Score: Raw -723770.685274 + Penalty 2838.103807 = -720932.581466 nChanged 1 SP:Iteration 33Q (968.902623 sec): 3 clusters Score: Raw -723771.071479 + Penalty 2838.103807 = -720932.967672 nChanged 3 SP:Iteration 34Q (968.957062 sec): 3 clusters Score: Raw -723772.895513 + Penalty 2838.103807 = -720934.791705 nChanged 2 SP:Iteration 35Q (969.010739 sec): 3 clusters Score: Raw -723773.431698 + Penalty 2838.103807 = -720935.327891 nChanged 0 SP:Iteration 36F (969.069341 sec): 3 clusters Score: Raw -723773.431698 + Penalty 2838.103807 = -720935.327891 nChanged 0 Trying to split cluster 3 (4539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (969.094395 sec): 2 clusters Score: Raw -518274.591396 + Penalty 1368.325075 = -516906.266320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (969.153821 sec): 3 clusters Score: Raw -515957.167655 + Penalty 2736.650151 = -513220.517504 nChanged 1788 SP:Iteration 1F (969.205908 sec): 3 clusters Score: Raw -517062.369868 + Penalty 2736.650151 = -514325.719717 nChanged 363 SP:Iteration 2F (969.260471 sec): 3 clusters Score: Raw -517277.832447 + Penalty 2736.650151 = -514541.182296 nChanged 272 SP:Iteration 3F (969.312465 sec): 3 clusters Score: Raw -517463.377185 + Penalty 2736.650151 = -514726.727034 nChanged 242 SP:Iteration 4F (969.364551 sec): 3 clusters Score: Raw -517631.057282 + Penalty 2736.650151 = -514894.407132 nChanged 217 SP:Iteration 5Q (969.408024 sec): 3 clusters Score: Raw -517762.701300 + Penalty 2736.650151 = -515026.051149 nChanged 150 SP:Iteration 6Q (969.460291 sec): 3 clusters Score: Raw -517841.656568 + Penalty 2736.650151 = -515105.006417 nChanged 130 SP:Iteration 7Q (969.514402 sec): 3 clusters Score: Raw -517909.730568 + Penalty 2736.650151 = -515173.080417 nChanged 131 SP:Iteration 8Q (969.577009 sec): 3 clusters Score: Raw -517986.833505 + Penalty 2736.650151 = -515250.183354 nChanged 126 SP:Iteration 9Q (969.635633 sec): 3 clusters Score: Raw -518055.229479 + Penalty 2736.650151 = -515318.579328 nChanged 107 SP:Iteration 10Q (969.690732 sec): 3 clusters Score: Raw -518108.144090 + Penalty 2736.650151 = -515371.493940 nChanged 94 SP:Iteration 11Q (969.736721 sec): 3 clusters Score: Raw -518162.214716 + Penalty 2736.650151 = -515425.564565 nChanged 87 SP:Iteration 12Q (969.789027 sec): 3 clusters Score: Raw -518203.623282 + Penalty 2736.650151 = -515466.973131 nChanged 73 SP:Iteration 13Q (969.854141 sec): 3 clusters Score: Raw -518237.898960 + Penalty 2736.650151 = -515501.248809 nChanged 68 SP:Iteration 14Q (969.898311 sec): 3 clusters Score: Raw -518273.739796 + Penalty 2736.650151 = -515537.089645 nChanged 67 SP:Iteration 15Q (969.961359 sec): 3 clusters Score: Raw -518308.450057 + Penalty 2736.650151 = -515571.799906 nChanged 63 SP:Iteration 16Q (970.009042 sec): 3 clusters Score: Raw -518340.993474 + Penalty 2736.650151 = -515604.343323 nChanged 54 SP:Iteration 17Q (970.070189 sec): 3 clusters Score: Raw -518370.921235 + Penalty 2736.650151 = -515634.271085 nChanged 58 SP:Iteration 18Q (970.127269 sec): 3 clusters Score: Raw -518402.283243 + Penalty 2736.650151 = -515665.633093 nChanged 50 SP:Iteration 19Q (970.185916 sec): 3 clusters Score: Raw -518436.035940 + Penalty 2736.650151 = -515699.385790 nChanged 42 SP:Iteration 20F (970.229004 sec): 3 clusters Score: Raw -518463.850032 + Penalty 2736.650151 = -515727.199881 nChanged 42 SP:Iteration 21Q (970.275136 sec): 3 clusters Score: Raw -518491.228035 + Penalty 2736.650151 = -515754.577885 nChanged 28 SP:Iteration 22Q (970.333859 sec): 3 clusters Score: Raw -518502.242525 + Penalty 2736.650151 = -515765.592374 nChanged 23 SP:Iteration 23Q (970.390343 sec): 3 clusters Score: Raw -518510.091442 + Penalty 2736.650151 = -515773.441292 nChanged 14 SP:Iteration 24Q (970.433332 sec): 3 clusters Score: Raw -518515.279776 + Penalty 2736.650151 = -515778.629625 nChanged 14 SP:Iteration 25Q (970.500008 sec): 3 clusters Score: Raw -518521.323993 + Penalty 2736.650151 = -515784.673843 nChanged 16 SP:Iteration 26Q (970.552268 sec): 3 clusters Score: Raw -518528.049280 + Penalty 2736.650151 = -515791.399129 nChanged 11 SP:Iteration 27Q (970.600091 sec): 3 clusters Score: Raw -518533.980100 + Penalty 2736.650151 = -515797.329949 nChanged 11 SP:Iteration 28Q (970.657071 sec): 3 clusters Score: Raw -518537.844872 + Penalty 2736.650151 = -515801.194721 nChanged 5 SP:Iteration 29Q (970.713219 sec): 3 clusters Score: Raw -518539.898409 + Penalty 2736.650151 = -515803.248259 nChanged 6 SP:Iteration 30Q (970.757444 sec): 3 clusters Score: Raw -518542.508457 + Penalty 2736.650151 = -515805.858306 nChanged 7 SP:Iteration 31Q (970.811131 sec): 3 clusters Score: Raw -518544.754307 + Penalty 2736.650151 = -515808.104156 nChanged 5 SP:Iteration 32Q (970.868671 sec): 3 clusters Score: Raw -518547.520263 + Penalty 2736.650151 = -515810.870112 nChanged 7 SP:Iteration 33Q (970.920191 sec): 3 clusters Score: Raw -518550.945643 + Penalty 2736.650151 = -515814.295492 nChanged 9 SP:Iteration 34Q (970.958992 sec): 3 clusters Score: Raw -518554.033486 + Penalty 2736.650151 = -515817.383335 nChanged 5 SP:Iteration 35Q (971.019480 sec): 3 clusters Score: Raw -518555.783083 + Penalty 2736.650151 = -515819.132932 nChanged 1 SP:Iteration 36Q (971.064771 sec): 3 clusters Score: Raw -518556.146681 + Penalty 2736.650151 = -515819.496530 nChanged 2 SP:Iteration 37Q (971.124421 sec): 3 clusters Score: Raw -518556.927737 + Penalty 2736.650151 = -515820.277586 nChanged 2 SP:Iteration 38Q (971.179793 sec): 3 clusters Score: Raw -518557.414698 + Penalty 2736.650151 = -515820.764547 nChanged 1 SP:Iteration 39Q (971.220851 sec): 3 clusters Score: Raw -518557.684426 + Penalty 2736.650151 = -515821.034275 nChanged 0 SP:Iteration 40F (971.279313 sec): 3 clusters Score: Raw -518557.684426 + Penalty 2736.650151 = -515821.034275 nChanged 0 Trying to split cluster 4 (25646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (971.342611 sec): 2 clusters Score: Raw -2957849.825919 + Penalty 1649.723220 = -2956200.102698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (971.434952 sec): 3 clusters Score: Raw -2942104.908065 + Penalty 3299.446440 = -2938805.461625 nChanged 11658 SP:Iteration 1F (971.523371 sec): 3 clusters Score: Raw -2948644.289452 + Penalty 3299.446440 = -2945344.843011 nChanged 1317 SP:Iteration 2F (971.614359 sec): 3 clusters Score: Raw -2949119.505084 + Penalty 3299.446440 = -2945820.058644 nChanged 1244 SP:Iteration 3Q (971.708560 sec): 3 clusters Score: Raw -2949608.039400 + Penalty 3299.446440 = -2946308.592960 nChanged 1219 SP:Iteration 4Q (971.796322 sec): 3 clusters Score: Raw -2950136.970120 + Penalty 3299.446440 = -2946837.523680 nChanged 1229 SP:Iteration 5Q (971.885947 sec): 3 clusters Score: Raw -2950779.499605 + Penalty 3299.446440 = -2947480.053165 nChanged 1362 SP:Iteration 6F (971.978468 sec): 3 clusters Score: Raw -2951574.490344 + Penalty 3299.446440 = -2948275.043904 nChanged 1455 SP:Iteration 7F (972.066374 sec): 3 clusters Score: Raw -2952544.007385 + Penalty 3299.446440 = -2949244.560945 nChanged 1524 SP:Iteration 8F (972.138068 sec): 3 clusters Score: Raw -2953620.233334 + Penalty 3299.446440 = -2950320.786894 nChanged 1356 SP:Iteration 9F (972.236806 sec): 3 clusters Score: Raw -2954495.618627 + Penalty 3299.446440 = -2951196.172187 nChanged 1105 SP:Iteration 10Q (972.334711 sec): 3 clusters Score: Raw -2955060.151597 + Penalty 3299.446440 = -2951760.705157 nChanged 785 SP:Iteration 11Q (972.433142 sec): 3 clusters Score: Raw -2955362.159814 + Penalty 3299.446440 = -2952062.713374 nChanged 549 SP:Iteration 12Q (972.525182 sec): 3 clusters Score: Raw -2955538.524278 + Penalty 3299.446440 = -2952239.077838 nChanged 423 SP:Iteration 13Q (972.615783 sec): 3 clusters Score: Raw -2955667.708166 + Penalty 3299.446440 = -2952368.261726 nChanged 351 SP:Iteration 14Q (972.699771 sec): 3 clusters Score: Raw -2955780.801835 + Penalty 3299.446440 = -2952481.355394 nChanged 354 SP:Iteration 15Q (972.792885 sec): 3 clusters Score: Raw -2955890.051626 + Penalty 3299.446440 = -2952590.605185 nChanged 338 SP:Iteration 16Q (972.881918 sec): 3 clusters Score: Raw -2955988.659533 + Penalty 3299.446440 = -2952689.213093 nChanged 311 SP:Iteration 17Q (972.970909 sec): 3 clusters Score: Raw -2956077.050006 + Penalty 3299.446440 = -2952777.603566 nChanged 321 SP:Iteration 18Q (973.052053 sec): 3 clusters Score: Raw -2956172.426890 + Penalty 3299.446440 = -2952872.980450 nChanged 309 SP:Iteration 19Q (973.144498 sec): 3 clusters Score: Raw -2956263.970165 + Penalty 3299.446440 = -2952964.523725 nChanged 326 SP:Iteration 20F (973.225510 sec): 3 clusters Score: Raw -2956367.748466 + Penalty 3299.446440 = -2953068.302026 nChanged 315 SP:Iteration 21Q (973.324188 sec): 3 clusters Score: Raw -2956471.785633 + Penalty 3299.446440 = -2953172.339193 nChanged 316 SP:Iteration 22Q (973.407553 sec): 3 clusters Score: Raw -2956576.926148 + Penalty 3299.446440 = -2953277.479708 nChanged 314 SP:Iteration 23Q (973.497874 sec): 3 clusters Score: Raw -2956685.245643 + Penalty 3299.446440 = -2953385.799203 nChanged 315 SP:Iteration 24Q (973.586688 sec): 3 clusters Score: Raw -2956791.819120 + Penalty 3299.446440 = -2953492.372680 nChanged 288 SP:Iteration 25Q (973.666702 sec): 3 clusters Score: Raw -2956884.213396 + Penalty 3299.446440 = -2953584.766956 nChanged 276 SP:Iteration 26Q (973.755271 sec): 3 clusters Score: Raw -2956979.205208 + Penalty 3299.446440 = -2953679.758768 nChanged 285 SP:Iteration 27Q (973.845775 sec): 3 clusters Score: Raw -2957067.429065 + Penalty 3299.446440 = -2953767.982625 nChanged 243 SP:Iteration 28Q (973.930259 sec): 3 clusters Score: Raw -2957138.004196 + Penalty 3299.446440 = -2953838.557755 nChanged 220 SP:Iteration 29Q (974.015414 sec): 3 clusters Score: Raw -2957203.032663 + Penalty 3299.446440 = -2953903.586223 nChanged 212 SP:Iteration 30Q (974.103264 sec): 3 clusters Score: Raw -2957273.852040 + Penalty 3299.446440 = -2953974.405600 nChanged 237 SP:Iteration 31Q (974.177257 sec): 3 clusters Score: Raw -2957355.592837 + Penalty 3299.446440 = -2954056.146397 nChanged 222 SP:Iteration 32Q (974.273826 sec): 3 clusters Score: Raw -2957436.375356 + Penalty 3299.446440 = -2954136.928916 nChanged 224 SP:Iteration 33Q (974.360115 sec): 3 clusters Score: Raw -2957515.512713 + Penalty 3299.446440 = -2954216.066273 nChanged 206 SP:Iteration 34Q (974.446392 sec): 3 clusters Score: Raw -2957587.826337 + Penalty 3299.446440 = -2954288.379896 nChanged 198 SP:Iteration 35Q (974.533136 sec): 3 clusters Score: Raw -2957667.709407 + Penalty 3299.446440 = -2954368.262966 nChanged 203 SP:Iteration 36Q (974.613451 sec): 3 clusters Score: Raw -2957767.232734 + Penalty 3299.446440 = -2954467.786294 nChanged 199 SP:Iteration 37Q (974.695552 sec): 3 clusters Score: Raw -2957854.343949 + Penalty 3299.446440 = -2954554.897508 nChanged 179 SP:Iteration 38Q (974.780388 sec): 3 clusters Score: Raw -2957927.264113 + Penalty 3299.446440 = -2954627.817672 nChanged 163 SP:Iteration 39Q (974.869745 sec): 3 clusters Score: Raw -2957993.991257 + Penalty 3299.446440 = -2954694.544816 nChanged 133 SP:Iteration 40F (974.956997 sec): 3 clusters Score: Raw -2958048.933342 + Penalty 3299.446440 = -2954749.486902 nChanged 140 SP:Iteration 41Q (975.039041 sec): 3 clusters Score: Raw -2958106.762391 + Penalty 3299.446440 = -2954807.315951 nChanged 137 SP:Iteration 42Q (975.124802 sec): 3 clusters Score: Raw -2958154.366038 + Penalty 3299.446440 = -2954854.919598 nChanged 130 SP:Iteration 43Q (975.201268 sec): 3 clusters Score: Raw -2958195.221811 + Penalty 3299.446440 = -2954895.775371 nChanged 113 SP:Iteration 44Q (975.279907 sec): 3 clusters Score: Raw -2958231.426892 + Penalty 3299.446440 = -2954931.980452 nChanged 113 SP:Iteration 45Q (975.373794 sec): 3 clusters Score: Raw -2958261.188228 + Penalty 3299.446440 = -2954961.741788 nChanged 94 SP:Iteration 46Q (975.450535 sec): 3 clusters Score: Raw -2958290.310137 + Penalty 3299.446440 = -2954990.863697 nChanged 90 SP:Iteration 47Q (975.535824 sec): 3 clusters Score: Raw -2958317.546026 + Penalty 3299.446440 = -2955018.099586 nChanged 69 SP:Iteration 48Q (975.619148 sec): 3 clusters Score: Raw -2958336.253331 + Penalty 3299.446440 = -2955036.806891 nChanged 68 SP:Iteration 49Q (975.707656 sec): 3 clusters Score: Raw -2958352.521263 + Penalty 3299.446440 = -2955053.074823 nChanged 49 SP:Iteration 50Q (975.787299 sec): 3 clusters Score: Raw -2958363.518945 + Penalty 3299.446440 = -2955064.072504 nChanged 55 SP:Iteration 51Q (975.865947 sec): 3 clusters Score: Raw -2958375.534417 + Penalty 3299.446440 = -2955076.087976 nChanged 38 SP:Iteration 52Q (975.950775 sec): 3 clusters Score: Raw -2958382.345946 + Penalty 3299.446440 = -2955082.899506 nChanged 43 SP:Iteration 53Q (976.032593 sec): 3 clusters Score: Raw -2958390.310187 + Penalty 3299.446440 = -2955090.863747 nChanged 39 SP:Iteration 54Q (976.113043 sec): 3 clusters Score: Raw -2958396.957595 + Penalty 3299.446440 = -2955097.511155 nChanged 30 SP:Iteration 55Q (976.198300 sec): 3 clusters Score: Raw -2958401.651377 + Penalty 3299.446440 = -2955102.204937 nChanged 25 SP:Iteration 56Q (976.278650 sec): 3 clusters Score: Raw -2958404.730545 + Penalty 3299.446440 = -2955105.284105 nChanged 28 SP:Iteration 57Q (976.362761 sec): 3 clusters Score: Raw -2958408.939877 + Penalty 3299.446440 = -2955109.493437 nChanged 31 SP:Iteration 58Q (976.448598 sec): 3 clusters Score: Raw -2958414.058232 + Penalty 3299.446440 = -2955114.611792 nChanged 29 SP:Iteration 59Q (976.533354 sec): 3 clusters Score: Raw -2958418.421536 + Penalty 3299.446440 = -2955118.975095 nChanged 22 SP:Iteration 60F (976.625617 sec): 3 clusters Score: Raw -2958421.144235 + Penalty 3299.446440 = -2955121.697795 nChanged 17 SP:Iteration 61Q (976.702297 sec): 3 clusters Score: Raw -2958423.399227 + Penalty 3299.446440 = -2955123.952786 nChanged 20 SP:Iteration 62Q (976.793985 sec): 3 clusters Score: Raw -2958425.768724 + Penalty 3299.446440 = -2955126.322284 nChanged 15 SP:Iteration 63Q (976.871330 sec): 3 clusters Score: Raw -2958427.490912 + Penalty 3299.446440 = -2955128.044472 nChanged 12 SP:Iteration 64Q (976.950946 sec): 3 clusters Score: Raw -2958428.955307 + Penalty 3299.446440 = -2955129.508867 nChanged 10 SP:Iteration 65Q (977.033809 sec): 3 clusters Score: Raw -2958429.767640 + Penalty 3299.446440 = -2955130.321199 nChanged 5 SP:Iteration 66Q (977.111914 sec): 3 clusters Score: Raw -2958430.319561 + Penalty 3299.446440 = -2955130.873121 nChanged 7 SP:Iteration 67Q (977.204657 sec): 3 clusters Score: Raw -2958430.873429 + Penalty 3299.446440 = -2955131.426989 nChanged 3 SP:Iteration 68Q (977.284262 sec): 3 clusters Score: Raw -2958431.284654 + Penalty 3299.446440 = -2955131.838214 nChanged 4 SP:Iteration 69Q (977.367805 sec): 3 clusters Score: Raw -2958431.697624 + Penalty 3299.446440 = -2955132.251184 nChanged 2 SP:Iteration 70Q (977.455590 sec): 3 clusters Score: Raw -2958431.822204 + Penalty 3299.446440 = -2955132.375764 nChanged 2 SP:Iteration 71Q (977.541968 sec): 3 clusters Score: Raw -2958432.059022 + Penalty 3299.446440 = -2955132.612581 nChanged 1 SP:Iteration 72Q (977.626306 sec): 3 clusters Score: Raw -2958432.144897 + Penalty 3299.446440 = -2955132.698457 nChanged 1 SP:Iteration 73Q (977.711873 sec): 3 clusters Score: Raw -2958432.242432 + Penalty 3299.446440 = -2955132.795992 nChanged 0 SP:Iteration 74F (977.798797 sec): 3 clusters Score: Raw -2958432.242432 + Penalty 3299.446440 = -2955132.795992 nChanged 0 Trying to split cluster 5 (3821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (977.833154 sec): 2 clusters Score: Raw -439506.246152 + Penalty 1340.343460 = -438165.902692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (977.875283 sec): 3 clusters Score: Raw -437623.748704 + Penalty 2680.686920 = -434943.061783 nChanged 1485 SP:Iteration 1F (977.926944 sec): 3 clusters Score: Raw -438459.981625 + Penalty 2680.686920 = -435779.294705 nChanged 302 SP:Iteration 2F (977.986089 sec): 3 clusters Score: Raw -438652.953956 + Penalty 2680.686920 = -435972.267036 nChanged 234 SP:Iteration 3F (978.039584 sec): 3 clusters Score: Raw -438782.866917 + Penalty 2680.686920 = -436102.179997 nChanged 158 SP:Iteration 4Q (978.081807 sec): 3 clusters Score: Raw -438873.746454 + Penalty 2680.686920 = -436193.059533 nChanged 132 SP:Iteration 5Q (978.139717 sec): 3 clusters Score: Raw -438952.322880 + Penalty 2680.686920 = -436271.635960 nChanged 121 SP:Iteration 6Q (978.192237 sec): 3 clusters Score: Raw -439026.144876 + Penalty 2680.686920 = -436345.457956 nChanged 116 SP:Iteration 7Q (978.248831 sec): 3 clusters Score: Raw -439101.033658 + Penalty 2680.686920 = -436420.346738 nChanged 112 SP:Iteration 8Q (978.301008 sec): 3 clusters Score: Raw -439157.156693 + Penalty 2680.686920 = -436476.469772 nChanged 83 SP:Iteration 9Q (978.357596 sec): 3 clusters Score: Raw -439200.091186 + Penalty 2680.686920 = -436519.404266 nChanged 84 SP:Iteration 10Q (978.410058 sec): 3 clusters Score: Raw -439243.454048 + Penalty 2680.686920 = -436562.767127 nChanged 59 SP:Iteration 11Q (978.459946 sec): 3 clusters Score: Raw -439272.926357 + Penalty 2680.686920 = -436592.239436 nChanged 58 SP:Iteration 12Q (978.508320 sec): 3 clusters Score: Raw -439303.639926 + Penalty 2680.686920 = -436622.953005 nChanged 62 SP:Iteration 13Q (978.567648 sec): 3 clusters Score: Raw -439330.366004 + Penalty 2680.686920 = -436649.679084 nChanged 48 SP:Iteration 14Q (978.614802 sec): 3 clusters Score: Raw -439351.291296 + Penalty 2680.686920 = -436670.604376 nChanged 37 SP:Iteration 15Q (978.673786 sec): 3 clusters Score: Raw -439366.416833 + Penalty 2680.686920 = -436685.729912 nChanged 25 SP:Iteration 16Q (978.721203 sec): 3 clusters Score: Raw -439373.178582 + Penalty 2680.686920 = -436692.491661 nChanged 14 SP:Iteration 17Q (978.778311 sec): 3 clusters Score: Raw -439377.455398 + Penalty 2680.686920 = -436696.768477 nChanged 15 SP:Iteration 18Q (978.822882 sec): 3 clusters Score: Raw -439381.908544 + Penalty 2680.686920 = -436701.221624 nChanged 16 SP:Iteration 19Q (978.879574 sec): 3 clusters Score: Raw -439386.334338 + Penalty 2680.686920 = -436705.647417 nChanged 15 SP:Iteration 20F (978.938545 sec): 3 clusters Score: Raw -439392.017407 + Penalty 2680.686920 = -436711.330487 nChanged 14 SP:Iteration 21Q (978.990324 sec): 3 clusters Score: Raw -439396.214191 + Penalty 2680.686920 = -436715.527270 nChanged 7 SP:Iteration 22Q (979.040396 sec): 3 clusters Score: Raw -439397.666258 + Penalty 2680.686920 = -436716.979338 nChanged 4 SP:Iteration 23Q (979.086803 sec): 3 clusters Score: Raw -439398.684963 + Penalty 2680.686920 = -436717.998042 nChanged 7 SP:Iteration 24Q (979.148182 sec): 3 clusters Score: Raw -439401.860450 + Penalty 2680.686920 = -436721.173530 nChanged 16 SP:Iteration 25Q (979.199827 sec): 3 clusters Score: Raw -439407.665276 + Penalty 2680.686920 = -436726.978355 nChanged 10 SP:Iteration 26Q (979.252056 sec): 3 clusters Score: Raw -439410.560078 + Penalty 2680.686920 = -436729.873158 nChanged 12 SP:Iteration 27Q (979.308996 sec): 3 clusters Score: Raw -439416.191107 + Penalty 2680.686920 = -436735.504187 nChanged 10 SP:Iteration 28Q (979.348816 sec): 3 clusters Score: Raw -439419.038771 + Penalty 2680.686920 = -436738.351850 nChanged 13 SP:Iteration 29Q (979.412241 sec): 3 clusters Score: Raw -439423.507978 + Penalty 2680.686920 = -436742.821057 nChanged 15 SP:Iteration 30Q (979.462518 sec): 3 clusters Score: Raw -439428.233312 + Penalty 2680.686920 = -436747.546391 nChanged 17 SP:Iteration 31Q (979.504759 sec): 3 clusters Score: Raw -439434.684966 + Penalty 2680.686920 = -436753.998046 nChanged 17 SP:Iteration 32Q (979.567300 sec): 3 clusters Score: Raw -439440.266570 + Penalty 2680.686920 = -436759.579650 nChanged 14 SP:Iteration 33Q (979.608455 sec): 3 clusters Score: Raw -439443.626274 + Penalty 2680.686920 = -436762.939353 nChanged 15 SP:Iteration 34Q (979.669607 sec): 3 clusters Score: Raw -439448.813342 + Penalty 2680.686920 = -436768.126422 nChanged 20 SP:Iteration 35Q (979.713602 sec): 3 clusters Score: Raw -439455.811304 + Penalty 2680.686920 = -436775.124384 nChanged 11 SP:Iteration 36Q (979.772110 sec): 3 clusters Score: Raw -439459.981184 + Penalty 2680.686920 = -436779.294264 nChanged 17 SP:Iteration 37Q (979.825402 sec): 3 clusters Score: Raw -439465.353049 + Penalty 2680.686920 = -436784.666129 nChanged 18 SP:Iteration 38Q (979.879426 sec): 3 clusters Score: Raw -439471.543430 + Penalty 2680.686920 = -436790.856510 nChanged 16 SP:Iteration 39Q (979.930512 sec): 3 clusters Score: Raw -439477.414573 + Penalty 2680.686920 = -436796.727653 nChanged 13 SP:Iteration 40F (979.982124 sec): 3 clusters Score: Raw -439483.226930 + Penalty 2680.686920 = -436802.540010 nChanged 16 SP:Iteration 41Q (980.025203 sec): 3 clusters Score: Raw -439489.040266 + Penalty 2680.686920 = -436808.353345 nChanged 15 SP:Iteration 42Q (980.081013 sec): 3 clusters Score: Raw -439495.146764 + Penalty 2680.686920 = -436814.459844 nChanged 14 SP:Iteration 43Q (980.136158 sec): 3 clusters Score: Raw -439501.264783 + Penalty 2680.686920 = -436820.577863 nChanged 17 SP:Iteration 44Q (980.195103 sec): 3 clusters Score: Raw -439507.329030 + Penalty 2680.686920 = -436826.642109 nChanged 10 SP:Iteration 45Q (980.245882 sec): 3 clusters Score: Raw -439509.949754 + Penalty 2680.686920 = -436829.262834 nChanged 9 SP:Iteration 46Q (980.299255 sec): 3 clusters Score: Raw -439511.916071 + Penalty 2680.686920 = -436831.229151 nChanged 7 SP:Iteration 47Q (980.349201 sec): 3 clusters Score: Raw -439513.755374 + Penalty 2680.686920 = -436833.068453 nChanged 8 SP:Iteration 48Q (980.401225 sec): 3 clusters Score: Raw -439515.621439 + Penalty 2680.686920 = -436834.934518 nChanged 8 SP:Iteration 49Q (980.443753 sec): 3 clusters Score: Raw -439517.399417 + Penalty 2680.686920 = -436836.712496 nChanged 2 SP:Iteration 50Q (980.499302 sec): 3 clusters Score: Raw -439517.865061 + Penalty 2680.686920 = -436837.178141 nChanged 5 SP:Iteration 51Q (980.557529 sec): 3 clusters Score: Raw -439518.924467 + Penalty 2680.686920 = -436838.237547 nChanged 3 SP:Iteration 52Q (980.613115 sec): 3 clusters Score: Raw -439519.435868 + Penalty 2680.686920 = -436838.748947 nChanged 1 SP:Iteration 53Q (980.658709 sec): 3 clusters Score: Raw -439519.505230 + Penalty 2680.686920 = -436838.818309 nChanged 0 SP:Iteration 54F (980.710738 sec): 3 clusters Score: Raw -439519.505230 + Penalty 2680.686920 = -436838.818309 nChanged 0 Trying to split cluster 6 (5791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (980.748774 sec): 2 clusters Score: Raw -640823.848633 + Penalty 1407.909793 = -639415.938840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (980.800763 sec): 3 clusters Score: Raw -637738.505969 + Penalty 2815.819587 = -634922.686383 nChanged 2432 SP:Iteration 1F (980.872634 sec): 3 clusters Score: Raw -639108.724994 + Penalty 2815.819587 = -636292.905407 nChanged 419 SP:Iteration 2F (980.916549 sec): 3 clusters Score: Raw -639397.101463 + Penalty 2815.819587 = -636581.281876 nChanged 368 SP:Iteration 3F (980.973347 sec): 3 clusters Score: Raw -639752.424905 + Penalty 2815.819587 = -636936.605319 nChanged 425 SP:Iteration 4F (981.030600 sec): 3 clusters Score: Raw -640342.971457 + Penalty 2815.819587 = -637527.151870 nChanged 502 SP:Iteration 5F (981.084742 sec): 3 clusters Score: Raw -641038.459821 + Penalty 2815.819587 = -638222.640234 nChanged 441 SP:Iteration 6F (981.142144 sec): 3 clusters Score: Raw -641563.337955 + Penalty 2815.819587 = -638747.518368 nChanged 275 SP:Iteration 7Q (981.205959 sec): 3 clusters Score: Raw -641884.077841 + Penalty 2815.819587 = -639068.258254 nChanged 180 SP:Iteration 8Q (981.259642 sec): 3 clusters Score: Raw -642051.020475 + Penalty 2815.819587 = -639235.200888 nChanged 101 SP:Iteration 9Q (981.308162 sec): 3 clusters Score: Raw -642142.213576 + Penalty 2815.819587 = -639326.393989 nChanged 59 SP:Iteration 10Q (981.369778 sec): 3 clusters Score: Raw -642187.772008 + Penalty 2815.819587 = -639371.952421 nChanged 33 SP:Iteration 11Q (981.425616 sec): 3 clusters Score: Raw -642211.531788 + Penalty 2815.819587 = -639395.712201 nChanged 29 SP:Iteration 12Q (981.483562 sec): 3 clusters Score: Raw -642232.193062 + Penalty 2815.819587 = -639416.373475 nChanged 9 SP:Iteration 13Q (981.539396 sec): 3 clusters Score: Raw -642238.157488 + Penalty 2815.819587 = -639422.337902 nChanged 8 SP:Iteration 14Q (981.595845 sec): 3 clusters Score: Raw -642241.313721 + Penalty 2815.819587 = -639425.494134 nChanged 5 SP:Iteration 15Q (981.643551 sec): 3 clusters Score: Raw -642242.669286 + Penalty 2815.819587 = -639426.849699 nChanged 0 SP:Iteration 16F (981.706896 sec): 3 clusters Score: Raw -642244.126229 + Penalty 2815.819587 = -639428.306642 nChanged 2 SP:Iteration 17Q (981.758393 sec): 3 clusters Score: Raw -642246.281006 + Penalty 2815.819587 = -639430.461419 nChanged 3 SP:Iteration 18Q (981.816621 sec): 3 clusters Score: Raw -642246.763685 + Penalty 2815.819587 = -639430.944099 nChanged 0 SP:Iteration 19F (981.875280 sec): 3 clusters Score: Raw -642246.763685 + Penalty 2815.819587 = -639430.944099 nChanged 0 Score: Raw -22418139.776196 + Penalty 35703.347430 = -22382436.428767 Splitting cluster 6 changes total score from -22382996.846191 to -22382436.428767 So it's not getting split. Trying to split cluster 7 (3781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (984.405300 sec): 2 clusters Score: Raw -401478.017748 + Penalty 1338.633368 = -400139.384380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (984.470934 sec): 3 clusters Score: Raw -399667.940313 + Penalty 2677.266736 = -396990.673576 nChanged 1530 SP:Iteration 1F (984.519451 sec): 3 clusters Score: Raw -400705.237001 + Penalty 2677.266736 = -398027.970265 nChanged 333 SP:Iteration 2F (984.564834 sec): 3 clusters Score: Raw -400967.088803 + Penalty 2677.266736 = -398289.822067 nChanged 240 SP:Iteration 3F (984.623678 sec): 3 clusters Score: Raw -401173.198569 + Penalty 2677.266736 = -398495.931833 nChanged 221 SP:Iteration 4F (984.670914 sec): 3 clusters Score: Raw -401404.874383 + Penalty 2677.266736 = -398727.607647 nChanged 233 SP:Iteration 5F (984.721975 sec): 3 clusters Score: Raw -401616.972808 + Penalty 2677.266736 = -398939.706071 nChanged 168 SP:Iteration 6Q (984.780976 sec): 3 clusters Score: Raw -401739.611546 + Penalty 2677.266736 = -399062.344810 nChanged 123 SP:Iteration 7Q (984.842265 sec): 3 clusters Score: Raw -401809.745009 + Penalty 2677.266736 = -399132.478272 nChanged 89 SP:Iteration 8Q (984.878010 sec): 3 clusters Score: Raw -401854.634190 + Penalty 2677.266736 = -399177.367454 nChanged 67 SP:Iteration 9Q (984.925002 sec): 3 clusters Score: Raw -401886.167118 + Penalty 2677.266736 = -399208.900382 nChanged 60 SP:Iteration 10Q (984.980457 sec): 3 clusters Score: Raw -401913.418928 + Penalty 2677.266736 = -399236.152192 nChanged 41 SP:Iteration 11Q (985.032715 sec): 3 clusters Score: Raw -401932.845495 + Penalty 2677.266736 = -399255.578759 nChanged 35 SP:Iteration 12Q (985.094447 sec): 3 clusters Score: Raw -401946.598273 + Penalty 2677.266736 = -399269.331537 nChanged 24 SP:Iteration 13Q (985.137200 sec): 3 clusters Score: Raw -401954.711026 + Penalty 2677.266736 = -399277.444290 nChanged 14 SP:Iteration 14Q (985.189440 sec): 3 clusters Score: Raw -401959.200377 + Penalty 2677.266736 = -399281.933641 nChanged 12 SP:Iteration 15Q (985.253951 sec): 3 clusters Score: Raw -401962.333764 + Penalty 2677.266736 = -399285.067027 nChanged 10 SP:Iteration 16Q (985.309198 sec): 3 clusters Score: Raw -401965.617633 + Penalty 2677.266736 = -399288.350897 nChanged 10 SP:Iteration 17Q (985.360135 sec): 3 clusters Score: Raw -401968.580064 + Penalty 2677.266736 = -399291.313328 nChanged 8 SP:Iteration 18Q (985.410380 sec): 3 clusters Score: Raw -401971.433894 + Penalty 2677.266736 = -399294.167158 nChanged 7 SP:Iteration 19Q (985.460370 sec): 3 clusters Score: Raw -401972.967900 + Penalty 2677.266736 = -399295.701164 nChanged 4 SP:Iteration 20F (985.513094 sec): 3 clusters Score: Raw -401973.555142 + Penalty 2677.266736 = -399296.288406 nChanged 3 SP:Iteration 21Q (985.558351 sec): 3 clusters Score: Raw -401974.026788 + Penalty 2677.266736 = -399296.760051 nChanged 1 SP:Iteration 22Q (985.620712 sec): 3 clusters Score: Raw -401974.253052 + Penalty 2677.266736 = -399296.986316 nChanged 3 SP:Iteration 23Q (985.672504 sec): 3 clusters Score: Raw -401975.428934 + Penalty 2677.266736 = -399298.162198 nChanged 4 SP:Iteration 24Q (985.727409 sec): 3 clusters Score: Raw -401978.006639 + Penalty 2677.266736 = -399300.739903 nChanged 5 SP:Iteration 25Q (985.781992 sec): 3 clusters Score: Raw -401978.826017 + Penalty 2677.266736 = -399301.559281 nChanged 2 SP:Iteration 26Q (985.828525 sec): 3 clusters Score: Raw -401979.134138 + Penalty 2677.266736 = -399301.867401 nChanged 3 SP:Iteration 27Q (985.887557 sec): 3 clusters Score: Raw -401979.559442 + Penalty 2677.266736 = -399302.292706 nChanged 2 SP:Iteration 28Q (985.940542 sec): 3 clusters Score: Raw -401979.913241 + Penalty 2677.266736 = -399302.646505 nChanged 2 SP:Iteration 29Q (985.990971 sec): 3 clusters Score: Raw -401980.575041 + Penalty 2677.266736 = -399303.308305 nChanged 2 SP:Iteration 30Q (986.044859 sec): 3 clusters Score: Raw -401980.954400 + Penalty 2677.266736 = -399303.687664 nChanged 1 SP:Iteration 31Q (986.097549 sec): 3 clusters Score: Raw -401981.228638 + Penalty 2677.266736 = -399303.961902 nChanged 1 SP:Iteration 32Q (986.154837 sec): 3 clusters Score: Raw -401981.391159 + Penalty 2677.266736 = -399304.124423 nChanged 0 SP:Iteration 33F (986.200865 sec): 3 clusters Score: Raw -401981.391159 + Penalty 2677.266736 = -399304.124423 nChanged 0 Trying to split cluster 8 (56968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (986.306620 sec): 2 clusters Score: Raw -6512241.409002 + Penalty 1779.414810 = -6510461.994192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (986.455447 sec): 3 clusters Score: Raw -6475931.392367 + Penalty 3558.829620 = -6472372.562746 nChanged 26962 SP:Iteration 1F (986.593931 sec): 3 clusters Score: Raw -6490885.203347 + Penalty 3558.829620 = -6487326.373727 nChanged 1974 SP:Iteration 2Q (986.742076 sec): 3 clusters Score: Raw -6491344.676895 + Penalty 3558.829620 = -6487785.847275 nChanged 1893 SP:Iteration 3Q (986.892926 sec): 3 clusters Score: Raw -6491830.030791 + Penalty 3558.829620 = -6488271.201171 nChanged 1916 SP:Iteration 4Q (987.064448 sec): 3 clusters Score: Raw -6492364.017242 + Penalty 3558.829620 = -6488805.187622 nChanged 2043 SP:Iteration 5Q (987.219661 sec): 3 clusters Score: Raw -6492992.076008 + Penalty 3558.829620 = -6489433.246388 nChanged 2148 SP:Iteration 6Q (987.374121 sec): 3 clusters Score: Raw -6493740.786758 + Penalty 3558.829620 = -6490181.957138 nChanged 2403 SP:Iteration 7Q (987.525088 sec): 3 clusters Score: Raw -6494702.072856 + Penalty 3558.829620 = -6491143.243236 nChanged 2601 SP:Iteration 8Q (987.678423 sec): 3 clusters Score: Raw -6495896.582424 + Penalty 3558.829620 = -6492337.752804 nChanged 2844 SP:Iteration 9Q (987.835858 sec): 3 clusters Score: Raw -6497468.344391 + Penalty 3558.829620 = -6493909.514770 nChanged 3199 SP:Iteration 10F (987.974416 sec): 3 clusters Score: Raw -6499591.920656 + Penalty 3558.829620 = -6496033.091036 nChanged 3327 SP:Iteration 11F (988.113816 sec): 3 clusters Score: Raw -6501828.257700 + Penalty 3558.829620 = -6498269.428080 nChanged 3081 SP:Iteration 12F (988.254321 sec): 3 clusters Score: Raw -6503757.583138 + Penalty 3558.829620 = -6500198.753517 nChanged 2584 SP:Iteration 13Q (988.401403 sec): 3 clusters Score: Raw -6505144.466262 + Penalty 3558.829620 = -6501585.636641 nChanged 2014 SP:Iteration 14Q (988.553567 sec): 3 clusters Score: Raw -6506045.490398 + Penalty 3558.829620 = -6502486.660777 nChanged 1555 SP:Iteration 15Q (988.691390 sec): 3 clusters Score: Raw -6506635.085327 + Penalty 3558.829620 = -6503076.255707 nChanged 1275 SP:Iteration 16Q (988.836010 sec): 3 clusters Score: Raw -6507117.684192 + Penalty 3558.829620 = -6503558.854571 nChanged 1175 SP:Iteration 17Q (988.979773 sec): 3 clusters Score: Raw -6507564.343608 + Penalty 3558.829620 = -6504005.513988 nChanged 1096 SP:Iteration 18Q (989.123635 sec): 3 clusters Score: Raw -6507963.443344 + Penalty 3558.829620 = -6504404.613723 nChanged 1006 SP:Iteration 19Q (989.251982 sec): 3 clusters Score: Raw -6508346.348662 + Penalty 3558.829620 = -6504787.519042 nChanged 1018 SP:Iteration 20F (989.408375 sec): 3 clusters Score: Raw -6508775.756473 + Penalty 3558.829620 = -6505216.926852 nChanged 1059 SP:Iteration 21Q (989.541743 sec): 3 clusters Score: Raw -6509274.578293 + Penalty 3558.829620 = -6505715.748673 nChanged 990 SP:Iteration 22Q (989.680054 sec): 3 clusters Score: Raw -6509772.351341 + Penalty 3558.829620 = -6506213.521721 nChanged 967 SP:Iteration 23Q (989.800889 sec): 3 clusters Score: Raw -6510273.016524 + Penalty 3558.829620 = -6506714.186904 nChanged 880 SP:Iteration 24Q (989.938160 sec): 3 clusters Score: Raw -6510766.888963 + Penalty 3558.829620 = -6507208.059343 nChanged 825 SP:Iteration 25Q (990.073167 sec): 3 clusters Score: Raw -6511268.960720 + Penalty 3558.829620 = -6507710.131100 nChanged 720 SP:Iteration 26Q (990.197036 sec): 3 clusters Score: Raw -6511670.748325 + Penalty 3558.829620 = -6508111.918704 nChanged 558 SP:Iteration 27Q (990.318652 sec): 3 clusters Score: Raw -6511982.770330 + Penalty 3558.829620 = -6508423.940710 nChanged 531 SP:Iteration 28Q (990.450806 sec): 3 clusters Score: Raw -6512273.941188 + Penalty 3558.829620 = -6508715.111567 nChanged 444 SP:Iteration 29Q (990.578227 sec): 3 clusters Score: Raw -6512502.162816 + Penalty 3558.829620 = -6508943.333195 nChanged 339 SP:Iteration 30Q (990.703764 sec): 3 clusters Score: Raw -6512659.227942 + Penalty 3558.829620 = -6509100.398321 nChanged 265 SP:Iteration 31Q (990.814616 sec): 3 clusters Score: Raw -6512775.918204 + Penalty 3558.829620 = -6509217.088584 nChanged 216 SP:Iteration 32Q (990.941457 sec): 3 clusters Score: Raw -6512862.466503 + Penalty 3558.829620 = -6509303.636882 nChanged 177 SP:Iteration 33Q (991.065641 sec): 3 clusters Score: Raw -6512944.025263 + Penalty 3558.829620 = -6509385.195643 nChanged 146 SP:Iteration 34Q (991.188721 sec): 3 clusters Score: Raw -6513015.139733 + Penalty 3558.829620 = -6509456.310113 nChanged 124 SP:Iteration 35Q (991.306815 sec): 3 clusters Score: Raw -6513080.833355 + Penalty 3558.829620 = -6509522.003735 nChanged 116 SP:Iteration 36Q (991.432625 sec): 3 clusters Score: Raw -6513148.310723 + Penalty 3558.829620 = -6509589.481102 nChanged 112 SP:Iteration 37Q (991.547531 sec): 3 clusters Score: Raw -6513211.887266 + Penalty 3558.829620 = -6509653.057645 nChanged 96 SP:Iteration 38Q (991.677298 sec): 3 clusters Score: Raw -6513271.668365 + Penalty 3558.829620 = -6509712.838745 nChanged 90 SP:Iteration 39Q (991.798625 sec): 3 clusters Score: Raw -6513323.752610 + Penalty 3558.829620 = -6509764.922989 nChanged 87 SP:Iteration 40F (991.932155 sec): 3 clusters Score: Raw -6513379.928581 + Penalty 3558.829620 = -6509821.098961 nChanged 73 SP:Iteration 41Q (992.061738 sec): 3 clusters Score: Raw -6513419.964631 + Penalty 3558.829620 = -6509861.135011 nChanged 69 SP:Iteration 42Q (992.186277 sec): 3 clusters Score: Raw -6513451.839714 + Penalty 3558.829620 = -6509893.010093 nChanged 55 SP:Iteration 43Q (992.306457 sec): 3 clusters Score: Raw -6513474.830293 + Penalty 3558.829620 = -6509916.000673 nChanged 41 SP:Iteration 44Q (992.428979 sec): 3 clusters Score: Raw -6513488.288991 + Penalty 3558.829620 = -6509929.459370 nChanged 35 SP:Iteration 45Q (992.545168 sec): 3 clusters Score: Raw -6513500.216315 + Penalty 3558.829620 = -6509941.386695 nChanged 40 SP:Iteration 46Q (992.661657 sec): 3 clusters Score: Raw -6513513.181897 + Penalty 3558.829620 = -6509954.352277 nChanged 22 SP:Iteration 47Q (992.775606 sec): 3 clusters Score: Raw -6513521.987140 + Penalty 3558.829620 = -6509963.157520 nChanged 25 SP:Iteration 48Q (992.895840 sec): 3 clusters Score: Raw -6513528.367146 + Penalty 3558.829620 = -6509969.537526 nChanged 18 SP:Iteration 49Q (993.011376 sec): 3 clusters Score: Raw -6513533.001890 + Penalty 3558.829620 = -6509974.172270 nChanged 14 SP:Iteration 50Q (993.127688 sec): 3 clusters Score: Raw -6513537.066293 + Penalty 3558.829620 = -6509978.236673 nChanged 17 SP:Iteration 51Q (993.250081 sec): 3 clusters Score: Raw -6513540.880755 + Penalty 3558.829620 = -6509982.051134 nChanged 15 SP:Iteration 52Q (993.358667 sec): 3 clusters Score: Raw -6513544.464203 + Penalty 3558.829620 = -6509985.634583 nChanged 11 SP:Iteration 53Q (993.488192 sec): 3 clusters Score: Raw -6513546.562805 + Penalty 3558.829620 = -6509987.733185 nChanged 6 SP:Iteration 54Q (993.608621 sec): 3 clusters Score: Raw -6513548.034164 + Penalty 3558.829620 = -6509989.204543 nChanged 5 SP:Iteration 55Q (993.726793 sec): 3 clusters Score: Raw -6513549.208905 + Penalty 3558.829620 = -6509990.379285 nChanged 5 SP:Iteration 56Q (993.844119 sec): 3 clusters Score: Raw -6513550.525271 + Penalty 3558.829620 = -6509991.695651 nChanged 12 SP:Iteration 57Q (993.958654 sec): 3 clusters Score: Raw -6513553.166420 + Penalty 3558.829620 = -6509994.336800 nChanged 6 SP:Iteration 58Q (994.087621 sec): 3 clusters Score: Raw -6513554.096266 + Penalty 3558.829620 = -6509995.266646 nChanged 3 SP:Iteration 59Q (994.206806 sec): 3 clusters Score: Raw -6513554.605729 + Penalty 3558.829620 = -6509995.776109 nChanged 1 SP:Iteration 60F (994.346908 sec): 3 clusters Score: Raw -6513554.788314 + Penalty 3558.829620 = -6509995.958694 nChanged 0 Trying to split cluster 9 (9666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (994.383161 sec): 2 clusters Score: Raw -1122600.243698 + Penalty 1491.160101 = -1121109.083597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (994.453915 sec): 3 clusters Score: Raw -1117169.522282 + Penalty 2982.320202 = -1114187.202080 nChanged 4145 SP:Iteration 1F (994.512116 sec): 3 clusters Score: Raw -1119489.998459 + Penalty 2982.320202 = -1116507.678257 nChanged 595 SP:Iteration 2F (994.561626 sec): 3 clusters Score: Raw -1119761.969741 + Penalty 2982.320202 = -1116779.649539 nChanged 495 SP:Iteration 3F (994.616805 sec): 3 clusters Score: Raw -1119971.820075 + Penalty 2982.320202 = -1116989.499873 nChanged 403 SP:Iteration 4Q (994.681730 sec): 3 clusters Score: Raw -1120124.796908 + Penalty 2982.320202 = -1117142.476706 nChanged 353 SP:Iteration 5Q (994.735356 sec): 3 clusters Score: Raw -1120266.137610 + Penalty 2982.320202 = -1117283.817408 nChanged 345 SP:Iteration 6Q (994.785792 sec): 3 clusters Score: Raw -1120416.655235 + Penalty 2982.320202 = -1117434.335033 nChanged 349 SP:Iteration 7Q (994.853408 sec): 3 clusters Score: Raw -1120579.661911 + Penalty 2982.320202 = -1117597.341709 nChanged 344 SP:Iteration 8Q (994.911203 sec): 3 clusters Score: Raw -1120755.623545 + Penalty 2982.320202 = -1117773.303343 nChanged 332 SP:Iteration 9Q (994.975388 sec): 3 clusters Score: Raw -1120924.866573 + Penalty 2982.320202 = -1117942.546371 nChanged 315 SP:Iteration 10Q (995.033025 sec): 3 clusters Score: Raw -1121089.562712 + Penalty 2982.320202 = -1118107.242510 nChanged 297 SP:Iteration 11Q (995.092680 sec): 3 clusters Score: Raw -1121232.958202 + Penalty 2982.320202 = -1118250.638000 nChanged 261 SP:Iteration 12Q (995.156304 sec): 3 clusters Score: Raw -1121338.360036 + Penalty 2982.320202 = -1118356.039834 nChanged 246 SP:Iteration 13Q (995.230908 sec): 3 clusters Score: Raw -1121425.451067 + Penalty 2982.320202 = -1118443.130865 nChanged 164 SP:Iteration 14Q (995.283441 sec): 3 clusters Score: Raw -1121475.453604 + Penalty 2982.320202 = -1118493.133402 nChanged 133 SP:Iteration 15Q (995.360222 sec): 3 clusters Score: Raw -1121515.277880 + Penalty 2982.320202 = -1118532.957678 nChanged 118 SP:Iteration 16Q (995.413325 sec): 3 clusters Score: Raw -1121546.006979 + Penalty 2982.320202 = -1118563.686777 nChanged 89 SP:Iteration 17Q (995.475696 sec): 3 clusters Score: Raw -1121571.595979 + Penalty 2982.320202 = -1118589.275777 nChanged 97 SP:Iteration 18Q (995.531894 sec): 3 clusters Score: Raw -1121604.677938 + Penalty 2982.320202 = -1118622.357736 nChanged 100 SP:Iteration 19Q (995.583018 sec): 3 clusters Score: Raw -1121634.199942 + Penalty 2982.320202 = -1118651.879740 nChanged 94 SP:Iteration 20F (995.642130 sec): 3 clusters Score: Raw -1121659.844366 + Penalty 2982.320202 = -1118677.524164 nChanged 86 SP:Iteration 21Q (995.711128 sec): 3 clusters Score: Raw -1121681.468428 + Penalty 2982.320202 = -1118699.148226 nChanged 78 SP:Iteration 22Q (995.757282 sec): 3 clusters Score: Raw -1121697.552604 + Penalty 2982.320202 = -1118715.232402 nChanged 54 SP:Iteration 23Q (995.826586 sec): 3 clusters Score: Raw -1121707.853757 + Penalty 2982.320202 = -1118725.533555 nChanged 52 SP:Iteration 24Q (995.892335 sec): 3 clusters Score: Raw -1121718.757155 + Penalty 2982.320202 = -1118736.436953 nChanged 49 SP:Iteration 25Q (995.954534 sec): 3 clusters Score: Raw -1121730.057997 + Penalty 2982.320202 = -1118747.737795 nChanged 54 SP:Iteration 26Q (996.016511 sec): 3 clusters Score: Raw -1121741.448170 + Penalty 2982.320202 = -1118759.127968 nChanged 49 SP:Iteration 27Q (996.080762 sec): 3 clusters Score: Raw -1121752.165048 + Penalty 2982.320202 = -1118769.844846 nChanged 56 SP:Iteration 28Q (996.141205 sec): 3 clusters Score: Raw -1121764.804082 + Penalty 2982.320202 = -1118782.483880 nChanged 58 SP:Iteration 29Q (996.201122 sec): 3 clusters Score: Raw -1121776.468203 + Penalty 2982.320202 = -1118794.148001 nChanged 55 SP:Iteration 30Q (996.267535 sec): 3 clusters Score: Raw -1121788.390103 + Penalty 2982.320202 = -1118806.069901 nChanged 50 SP:Iteration 31Q (996.319580 sec): 3 clusters Score: Raw -1121800.393439 + Penalty 2982.320202 = -1118818.073237 nChanged 55 SP:Iteration 32Q (996.386967 sec): 3 clusters Score: Raw -1121813.925682 + Penalty 2982.320202 = -1118831.605480 nChanged 62 SP:Iteration 33Q (996.444216 sec): 3 clusters Score: Raw -1121826.983602 + Penalty 2982.320202 = -1118844.663400 nChanged 46 SP:Iteration 34Q (996.506571 sec): 3 clusters Score: Raw -1121836.041684 + Penalty 2982.320202 = -1118853.721482 nChanged 38 SP:Iteration 35Q (996.568727 sec): 3 clusters Score: Raw -1121842.895824 + Penalty 2982.320202 = -1118860.575622 nChanged 37 SP:Iteration 36Q (996.641022 sec): 3 clusters Score: Raw -1121849.440455 + Penalty 2982.320202 = -1118867.120253 nChanged 40 SP:Iteration 37Q (996.704786 sec): 3 clusters Score: Raw -1121854.940723 + Penalty 2982.320202 = -1118872.620521 nChanged 29 SP:Iteration 38Q (996.765984 sec): 3 clusters Score: Raw -1121859.561024 + Penalty 2982.320202 = -1118877.240822 nChanged 23 SP:Iteration 39Q (996.827780 sec): 3 clusters Score: Raw -1121863.416999 + Penalty 2982.320202 = -1118881.096797 nChanged 19 SP:Iteration 40F (996.891591 sec): 3 clusters Score: Raw -1121866.071720 + Penalty 2982.320202 = -1118883.751518 nChanged 18 SP:Iteration 41Q (996.955811 sec): 3 clusters Score: Raw -1121868.677086 + Penalty 2982.320202 = -1118886.356884 nChanged 22 SP:Iteration 42Q (997.008004 sec): 3 clusters Score: Raw -1121871.850086 + Penalty 2982.320202 = -1118889.529884 nChanged 20 SP:Iteration 43Q (997.077626 sec): 3 clusters Score: Raw -1121874.996819 + Penalty 2982.320202 = -1118892.676617 nChanged 23 SP:Iteration 44Q (997.143403 sec): 3 clusters Score: Raw -1121878.094508 + Penalty 2982.320202 = -1118895.774306 nChanged 20 SP:Iteration 45Q (997.206136 sec): 3 clusters Score: Raw -1121881.252343 + Penalty 2982.320202 = -1118898.932141 nChanged 21 SP:Iteration 46Q (997.256571 sec): 3 clusters Score: Raw -1121884.523323 + Penalty 2982.320202 = -1118902.203121 nChanged 29 SP:Iteration 47Q (997.325842 sec): 3 clusters Score: Raw -1121890.577787 + Penalty 2982.320202 = -1118908.257585 nChanged 33 SP:Iteration 48Q (997.391102 sec): 3 clusters Score: Raw -1121896.184813 + Penalty 2982.320202 = -1118913.864611 nChanged 35 SP:Iteration 49Q (997.452516 sec): 3 clusters Score: Raw -1121901.758209 + Penalty 2982.320202 = -1118919.438007 nChanged 25 SP:Iteration 50Q (997.514879 sec): 3 clusters Score: Raw -1121905.398297 + Penalty 2982.320202 = -1118923.078095 nChanged 24 SP:Iteration 51Q (997.577667 sec): 3 clusters Score: Raw -1121908.835910 + Penalty 2982.320202 = -1118926.515708 nChanged 22 SP:Iteration 52Q (997.637169 sec): 3 clusters Score: Raw -1121912.996863 + Penalty 2982.320202 = -1118930.676660 nChanged 30 SP:Iteration 53Q (997.702704 sec): 3 clusters Score: Raw -1121918.625089 + Penalty 2982.320202 = -1118936.304887 nChanged 25 SP:Iteration 54Q (997.762005 sec): 3 clusters Score: Raw -1121923.160303 + Penalty 2982.320202 = -1118940.840101 nChanged 26 SP:Iteration 55Q (997.817763 sec): 3 clusters Score: Raw -1121927.572628 + Penalty 2982.320202 = -1118945.252426 nChanged 14 SP:Iteration 56Q (997.884039 sec): 3 clusters Score: Raw -1121929.031177 + Penalty 2982.320202 = -1118946.710975 nChanged 11 SP:Iteration 57Q (997.943955 sec): 3 clusters Score: Raw -1121930.352937 + Penalty 2982.320202 = -1118948.032735 nChanged 12 SP:Iteration 58Q (998.017551 sec): 3 clusters Score: Raw -1121932.227792 + Penalty 2982.320202 = -1118949.907590 nChanged 15 SP:Iteration 59Q (998.077211 sec): 3 clusters Score: Raw -1121934.085589 + Penalty 2982.320202 = -1118951.765387 nChanged 18 SP:Iteration 60F (998.145723 sec): 3 clusters Score: Raw -1121936.872315 + Penalty 2982.320202 = -1118954.552113 nChanged 17 SP:Iteration 61Q (998.198881 sec): 3 clusters Score: Raw -1121938.956207 + Penalty 2982.320202 = -1118956.636005 nChanged 13 SP:Iteration 62Q (998.260220 sec): 3 clusters Score: Raw -1121940.566446 + Penalty 2982.320202 = -1118958.246244 nChanged 16 SP:Iteration 63Q (998.327934 sec): 3 clusters Score: Raw -1121942.630295 + Penalty 2982.320202 = -1118960.310093 nChanged 14 SP:Iteration 64Q (998.397988 sec): 3 clusters Score: Raw -1121944.165977 + Penalty 2982.320202 = -1118961.845775 nChanged 17 SP:Iteration 65Q (998.449475 sec): 3 clusters Score: Raw -1121946.781781 + Penalty 2982.320202 = -1118964.461579 nChanged 17 SP:Iteration 66Q (998.511522 sec): 3 clusters Score: Raw -1121948.925588 + Penalty 2982.320202 = -1118966.605386 nChanged 21 SP:Iteration 67Q (998.578709 sec): 3 clusters Score: Raw -1121951.372576 + Penalty 2982.320202 = -1118969.052374 nChanged 9 SP:Iteration 68Q (998.632164 sec): 3 clusters Score: Raw -1121952.472953 + Penalty 2982.320202 = -1118970.152751 nChanged 11 SP:Iteration 69Q (998.688404 sec): 3 clusters Score: Raw -1121954.353367 + Penalty 2982.320202 = -1118972.033165 nChanged 11 SP:Iteration 70Q (998.751614 sec): 3 clusters Score: Raw -1121956.598915 + Penalty 2982.320202 = -1118974.278713 nChanged 18 SP:Iteration 71Q (998.816503 sec): 3 clusters Score: Raw -1121959.197580 + Penalty 2982.320202 = -1118976.877378 nChanged 17 SP:Iteration 72Q (998.878372 sec): 3 clusters Score: Raw -1121961.179055 + Penalty 2982.320202 = -1118978.858853 nChanged 19 SP:Iteration 73Q (998.940850 sec): 3 clusters Score: Raw -1121964.812356 + Penalty 2982.320202 = -1118982.492154 nChanged 24 SP:Iteration 74Q (998.997822 sec): 3 clusters Score: Raw -1121970.369132 + Penalty 2982.320202 = -1118988.048930 nChanged 28 SP:Iteration 75Q (999.065338 sec): 3 clusters Score: Raw -1121975.364934 + Penalty 2982.320202 = -1118993.044732 nChanged 28 SP:Iteration 76Q (999.123048 sec): 3 clusters Score: Raw -1121980.407588 + Penalty 2982.320202 = -1118998.087386 nChanged 30 SP:Iteration 77Q (999.190233 sec): 3 clusters Score: Raw -1121987.524787 + Penalty 2982.320202 = -1119005.204585 nChanged 27 SP:Iteration 78Q (999.241930 sec): 3 clusters Score: Raw -1121992.286104 + Penalty 2982.320202 = -1119009.965902 nChanged 26 SP:Iteration 79Q (999.303502 sec): 3 clusters Score: Raw -1121996.985573 + Penalty 2982.320202 = -1119014.665371 nChanged 23 SP:Iteration 80F (999.371519 sec): 3 clusters Score: Raw -1122001.051251 + Penalty 2982.320202 = -1119018.731049 nChanged 14 SP:Iteration 81Q (999.430317 sec): 3 clusters Score: Raw -1122003.530061 + Penalty 2982.320202 = -1119021.209859 nChanged 15 SP:Iteration 82Q (999.481377 sec): 3 clusters Score: Raw -1122006.285143 + Penalty 2982.320202 = -1119023.964941 nChanged 19 SP:Iteration 83Q (999.547399 sec): 3 clusters Score: Raw -1122009.986596 + Penalty 2982.320202 = -1119027.666394 nChanged 24 SP:Iteration 84Q (999.608442 sec): 3 clusters Score: Raw -1122015.605743 + Penalty 2982.320202 = -1119033.285541 nChanged 28 SP:Iteration 85Q (999.671623 sec): 3 clusters Score: Raw -1122022.151932 + Penalty 2982.320202 = -1119039.831730 nChanged 24 SP:Iteration 86Q (999.732134 sec): 3 clusters Score: Raw -1122026.361381 + Penalty 2982.320202 = -1119044.041179 nChanged 20 SP:Iteration 87Q (999.798649 sec): 3 clusters Score: Raw -1122030.024348 + Penalty 2982.320202 = -1119047.704146 nChanged 23 SP:Iteration 88Q (999.858163 sec): 3 clusters Score: Raw -1122033.765553 + Penalty 2982.320202 = -1119051.445351 nChanged 15 SP:Iteration 89Q (999.914396 sec): 3 clusters Score: Raw -1122036.800095 + Penalty 2982.320202 = -1119054.479893 nChanged 19 SP:Iteration 90Q (999.971977 sec): 3 clusters Score: Raw -1122040.552407 + Penalty 2982.320202 = -1119058.232205 nChanged 18 SP:Iteration 91Q (1000.044926 sec): 3 clusters Score: Raw -1122043.235996 + Penalty 2982.320202 = -1119060.915794 nChanged 13 SP:Iteration 92Q (1000.096062 sec): 3 clusters Score: Raw -1122045.585485 + Penalty 2982.320202 = -1119063.265283 nChanged 20 SP:Iteration 93Q (1000.162372 sec): 3 clusters Score: Raw -1122049.245851 + Penalty 2982.320202 = -1119066.925649 nChanged 21 SP:Iteration 94Q (1000.228777 sec): 3 clusters Score: Raw -1122052.791132 + Penalty 2982.320202 = -1119070.470930 nChanged 19 SP:Iteration 95Q (1000.278980 sec): 3 clusters Score: Raw -1122055.411880 + Penalty 2982.320202 = -1119073.091678 nChanged 16 SP:Iteration 96Q (1000.340656 sec): 3 clusters Score: Raw -1122058.183103 + Penalty 2982.320202 = -1119075.862901 nChanged 17 SP:Iteration 97Q (1000.405665 sec): 3 clusters Score: Raw -1122060.664874 + Penalty 2982.320202 = -1119078.344672 nChanged 20 SP:Iteration 98Q (1000.458383 sec): 3 clusters Score: Raw -1122064.415609 + Penalty 2982.320202 = -1119082.095407 nChanged 21 SP:Iteration 99Q (1000.518460 sec): 3 clusters Score: Raw -1122069.198518 + Penalty 2982.320202 = -1119086.878316 nChanged 24 SP:Iteration 100F (1000.576890 sec): 3 clusters Score: Raw -1122074.434446 + Penalty 2982.320202 = -1119092.114244 nChanged 27 SP:Iteration 101Q (1000.631219 sec): 3 clusters Score: Raw -1122080.347829 + Penalty 2982.320202 = -1119098.027627 nChanged 27 SP:Iteration 102Q (1000.697177 sec): 3 clusters Score: Raw -1122086.447673 + Penalty 2982.320202 = -1119104.127471 nChanged 29 SP:Iteration 103Q (1000.750835 sec): 3 clusters Score: Raw -1122092.914759 + Penalty 2982.320202 = -1119110.594557 nChanged 35 SP:Iteration 104Q (1000.811946 sec): 3 clusters Score: Raw -1122100.677786 + Penalty 2982.320202 = -1119118.357584 nChanged 37 SP:Iteration 105Q (1000.860876 sec): 3 clusters Score: Raw -1122108.700697 + Penalty 2982.320202 = -1119126.380495 nChanged 44 SP:Iteration 106Q (1000.927133 sec): 3 clusters Score: Raw -1122119.636420 + Penalty 2982.320202 = -1119137.316218 nChanged 55 SP:Iteration 107Q (1000.987907 sec): 3 clusters Score: Raw -1122134.951876 + Penalty 2982.320202 = -1119152.631674 nChanged 66 SP:Iteration 108Q (1001.046475 sec): 3 clusters Score: Raw -1122158.255361 + Penalty 2982.320202 = -1119175.935159 nChanged 57 SP:Iteration 109Q (1001.111884 sec): 3 clusters Score: Raw -1122175.636799 + Penalty 2982.320202 = -1119193.316597 nChanged 57 SP:Iteration 110Q (1001.163248 sec): 3 clusters Score: Raw -1122193.228663 + Penalty 2982.320202 = -1119210.908461 nChanged 57 SP:Iteration 111Q (1001.234771 sec): 3 clusters Score: Raw -1122210.278595 + Penalty 2982.320202 = -1119227.958393 nChanged 53 SP:Iteration 112Q (1001.301739 sec): 3 clusters Score: Raw -1122224.284340 + Penalty 2982.320202 = -1119241.964138 nChanged 54 SP:Iteration 113Q (1001.346596 sec): 3 clusters Score: Raw -1122240.498215 + Penalty 2982.320202 = -1119258.178013 nChanged 67 SP:Iteration 114Q (1001.409015 sec): 3 clusters Score: Raw -1122260.775990 + Penalty 2982.320202 = -1119278.455788 nChanged 67 SP:Iteration 115Q (1001.462190 sec): 3 clusters Score: Raw -1122282.525083 + Penalty 2982.320202 = -1119300.204881 nChanged 64 SP:Iteration 116Q (1001.513778 sec): 3 clusters Score: Raw -1122302.372537 + Penalty 2982.320202 = -1119320.052335 nChanged 60 SP:Iteration 117Q (1001.569496 sec): 3 clusters Score: Raw -1122320.227480 + Penalty 2982.320202 = -1119337.907278 nChanged 53 SP:Iteration 118Q (1001.633643 sec): 3 clusters Score: Raw -1122337.654742 + Penalty 2982.320202 = -1119355.334540 nChanged 47 SP:Iteration 119Q (1001.681095 sec): 3 clusters Score: Raw -1122354.270356 + Penalty 2982.320202 = -1119371.950154 nChanged 49 SP:Iteration 120F (1001.735938 sec): 3 clusters Score: Raw -1122373.379040 + Penalty 2982.320202 = -1119391.058838 nChanged 54 SP:Iteration 121Q (1001.797799 sec): 3 clusters Score: Raw -1122391.228329 + Penalty 2982.320202 = -1119408.908127 nChanged 56 SP:Iteration 122Q (1001.860181 sec): 3 clusters Score: Raw -1122412.432360 + Penalty 2982.320202 = -1119430.112158 nChanged 65 SP:Iteration 123Q (1001.916570 sec): 3 clusters Score: Raw -1122439.629017 + Penalty 2982.320202 = -1119457.308815 nChanged 53 SP:Iteration 124Q (1001.964958 sec): 3 clusters Score: Raw -1122461.507923 + Penalty 2982.320202 = -1119479.187721 nChanged 56 SP:Iteration 125Q (1002.028286 sec): 3 clusters Score: Raw -1122484.544186 + Penalty 2982.320202 = -1119502.223984 nChanged 46 SP:Iteration 126Q (1002.092687 sec): 3 clusters Score: Raw -1122499.764854 + Penalty 2982.320202 = -1119517.444652 nChanged 33 SP:Iteration 127Q (1002.138435 sec): 3 clusters Score: Raw -1122510.221730 + Penalty 2982.320202 = -1119527.901528 nChanged 33 SP:Iteration 128Q (1002.192805 sec): 3 clusters Score: Raw -1122524.630998 + Penalty 2982.320202 = -1119542.310796 nChanged 38 SP:Iteration 129Q (1002.252444 sec): 3 clusters Score: Raw -1122540.427828 + Penalty 2982.320202 = -1119558.107626 nChanged 33 SP:Iteration 130Q (1002.307741 sec): 3 clusters Score: Raw -1122551.910644 + Penalty 2982.320202 = -1119569.590442 nChanged 30 SP:Iteration 131Q (1002.375411 sec): 3 clusters Score: Raw -1122562.150746 + Penalty 2982.320202 = -1119579.830544 nChanged 33 SP:Iteration 132Q (1002.438234 sec): 3 clusters Score: Raw -1122578.485411 + Penalty 2982.320202 = -1119596.165209 nChanged 39 SP:Iteration 133Q (1002.497590 sec): 3 clusters Score: Raw -1122596.318644 + Penalty 2982.320202 = -1119613.998442 nChanged 44 SP:Iteration 134Q (1002.558964 sec): 3 clusters Score: Raw -1122614.789996 + Penalty 2982.320202 = -1119632.469794 nChanged 32 SP:Iteration 135Q (1002.620787 sec): 3 clusters Score: Raw -1122629.409748 + Penalty 2982.320202 = -1119647.089546 nChanged 27 SP:Iteration 136Q (1002.683701 sec): 3 clusters Score: Raw -1122638.059282 + Penalty 2982.320202 = -1119655.739080 nChanged 18 SP:Iteration 137Q (1002.731590 sec): 3 clusters Score: Raw -1122645.363578 + Penalty 2982.320202 = -1119663.043376 nChanged 20 SP:Iteration 138Q (1002.788102 sec): 3 clusters Score: Raw -1122652.835838 + Penalty 2982.320202 = -1119670.515636 nChanged 22 SP:Iteration 139Q (1002.852683 sec): 3 clusters Score: Raw -1122661.111873 + Penalty 2982.320202 = -1119678.791671 nChanged 18 SP:Iteration 140F (1002.918420 sec): 3 clusters Score: Raw -1122668.985685 + Penalty 2982.320202 = -1119686.665483 nChanged 26 SP:Iteration 141Q (1002.966722 sec): 3 clusters Score: Raw -1122680.733951 + Penalty 2982.320202 = -1119698.413749 nChanged 17 SP:Iteration 142Q (1003.026568 sec): 3 clusters Score: Raw -1122690.062688 + Penalty 2982.320202 = -1119707.742486 nChanged 17 SP:Iteration 143Q (1003.087119 sec): 3 clusters Score: Raw -1122698.524138 + Penalty 2982.320202 = -1119716.203936 nChanged 10 SP:Iteration 144Q (1003.145495 sec): 3 clusters Score: Raw -1122703.677272 + Penalty 2982.320202 = -1119721.357070 nChanged 11 SP:Iteration 145Q (1003.215898 sec): 3 clusters Score: Raw -1122711.174578 + Penalty 2982.320202 = -1119728.854376 nChanged 19 SP:Iteration 146Q (1003.272802 sec): 3 clusters Score: Raw -1122726.735995 + Penalty 2982.320202 = -1119744.415793 nChanged 23 SP:Iteration 147Q (1003.331587 sec): 3 clusters Score: Raw -1122743.392152 + Penalty 2982.320202 = -1119761.071950 nChanged 24 SP:Iteration 148Q (1003.390964 sec): 3 clusters Score: Raw -1122759.640065 + Penalty 2982.320202 = -1119777.319863 nChanged 15 SP:Iteration 149Q (1003.436658 sec): 3 clusters Score: Raw -1122768.666722 + Penalty 2982.320202 = -1119786.346520 nChanged 14 SP:Iteration 150Q (1003.509167 sec): 3 clusters Score: Raw -1122776.265830 + Penalty 2982.320202 = -1119793.945628 nChanged 10 SP:Iteration 151Q (1003.556200 sec): 3 clusters Score: Raw -1122781.452567 + Penalty 2982.320202 = -1119799.132365 nChanged 6 SP:Iteration 152Q (1003.627652 sec): 3 clusters Score: Raw -1122785.087791 + Penalty 2982.320202 = -1119802.767589 nChanged 8 SP:Iteration 153Q (1003.685234 sec): 3 clusters Score: Raw -1122788.620064 + Penalty 2982.320202 = -1119806.299862 nChanged 7 SP:Iteration 154Q (1003.743164 sec): 3 clusters Score: Raw -1122791.829475 + Penalty 2982.320202 = -1119809.509273 nChanged 5 SP:Iteration 155Q (1003.798233 sec): 3 clusters Score: Raw -1122795.183367 + Penalty 2982.320202 = -1119812.863165 nChanged 7 SP:Iteration 156Q (1003.861781 sec): 3 clusters Score: Raw -1122799.956425 + Penalty 2982.320202 = -1119817.636223 nChanged 10 SP:Iteration 157Q (1003.915469 sec): 3 clusters Score: Raw -1122805.027587 + Penalty 2982.320202 = -1119822.707385 nChanged 6 SP:Iteration 158Q (1003.971527 sec): 3 clusters Score: Raw -1122807.783581 + Penalty 2982.320202 = -1119825.463379 nChanged 5 SP:Iteration 159Q (1004.026127 sec): 3 clusters Score: Raw -1122810.481371 + Penalty 2982.320202 = -1119828.161168 nChanged 5 SP:Iteration 160F (1004.101773 sec): 3 clusters Score: Raw -1122813.800426 + Penalty 2982.320202 = -1119831.480224 nChanged 3 SP:Iteration 161Q (1004.161870 sec): 3 clusters Score: Raw -1122815.977567 + Penalty 2982.320202 = -1119833.657365 nChanged 3 SP:Iteration 162Q (1004.210398 sec): 3 clusters Score: Raw -1122816.997874 + Penalty 2982.320202 = -1119834.677672 nChanged 5 SP:Iteration 163Q (1004.265829 sec): 3 clusters Score: Raw -1122819.336451 + Penalty 2982.320202 = -1119837.016249 nChanged 5 SP:Iteration 164Q (1004.325869 sec): 3 clusters Score: Raw -1122821.490019 + Penalty 2982.320202 = -1119839.169817 nChanged 3 SP:Iteration 165Q (1004.386241 sec): 3 clusters Score: Raw -1122823.475995 + Penalty 2982.320202 = -1119841.155793 nChanged 4 SP:Iteration 166Q (1004.449994 sec): 3 clusters Score: Raw -1122824.834505 + Penalty 2982.320202 = -1119842.514303 nChanged 3 SP:Iteration 167Q (1004.510794 sec): 3 clusters Score: Raw -1122825.388077 + Penalty 2982.320202 = -1119843.067875 nChanged 1 SP:Iteration 168Q (1004.570117 sec): 3 clusters Score: Raw -1122825.601090 + Penalty 2982.320202 = -1119843.280888 nChanged 0 SP:Iteration 169F (1004.625204 sec): 3 clusters Score: Raw -1122825.601090 + Penalty 2982.320202 = -1119843.280888 nChanged 0 Trying to split cluster 10 (11516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1004.671699 sec): 2 clusters Score: Raw -1347334.617103 + Penalty 1519.617556 = -1345814.999547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1004.738597 sec): 3 clusters Score: Raw -1340721.898515 + Penalty 3039.235112 = -1337682.663403 nChanged 4991 SP:Iteration 1F (1004.801332 sec): 3 clusters Score: Raw -1343374.834256 + Penalty 3039.235112 = -1340335.599144 nChanged 657 SP:Iteration 2F (1004.861257 sec): 3 clusters Score: Raw -1343644.521457 + Penalty 3039.235112 = -1340605.286345 nChanged 524 SP:Iteration 3Q (1004.935166 sec): 3 clusters Score: Raw -1343844.177010 + Penalty 3039.235112 = -1340804.941898 nChanged 457 SP:Iteration 4Q (1005.000065 sec): 3 clusters Score: Raw -1344028.587091 + Penalty 3039.235112 = -1340989.351980 nChanged 404 SP:Iteration 5Q (1005.066910 sec): 3 clusters Score: Raw -1344172.822592 + Penalty 3039.235112 = -1341133.587480 nChanged 368 SP:Iteration 6Q (1005.133605 sec): 3 clusters Score: Raw -1344294.457284 + Penalty 3039.235112 = -1341255.222173 nChanged 357 SP:Iteration 7Q (1005.197491 sec): 3 clusters Score: Raw -1344419.542287 + Penalty 3039.235112 = -1341380.307175 nChanged 329 SP:Iteration 8Q (1005.269288 sec): 3 clusters Score: Raw -1344528.996164 + Penalty 3039.235112 = -1341489.761053 nChanged 325 SP:Iteration 9Q (1005.328648 sec): 3 clusters Score: Raw -1344653.380986 + Penalty 3039.235112 = -1341614.145874 nChanged 323 SP:Iteration 10Q (1005.396597 sec): 3 clusters Score: Raw -1344780.817375 + Penalty 3039.235112 = -1341741.582263 nChanged 347 SP:Iteration 11Q (1005.466515 sec): 3 clusters Score: Raw -1344921.405660 + Penalty 3039.235112 = -1341882.170548 nChanged 358 SP:Iteration 12Q (1005.534480 sec): 3 clusters Score: Raw -1345082.673114 + Penalty 3039.235112 = -1342043.438002 nChanged 381 SP:Iteration 13Q (1005.602920 sec): 3 clusters Score: Raw -1345250.059476 + Penalty 3039.235112 = -1342210.824364 nChanged 372 SP:Iteration 14Q (1005.659849 sec): 3 clusters Score: Raw -1345435.007538 + Penalty 3039.235112 = -1342395.772426 nChanged 397 SP:Iteration 15Q (1005.727529 sec): 3 clusters Score: Raw -1345654.216299 + Penalty 3039.235112 = -1342614.981187 nChanged 429 SP:Iteration 16Q (1005.803841 sec): 3 clusters Score: Raw -1345873.884653 + Penalty 3039.235112 = -1342834.649542 nChanged 416 SP:Iteration 17Q (1005.861209 sec): 3 clusters Score: Raw -1346074.919417 + Penalty 3039.235112 = -1343035.684305 nChanged 391 SP:Iteration 18Q (1005.933611 sec): 3 clusters Score: Raw -1346250.470054 + Penalty 3039.235112 = -1343211.234942 nChanged 318 SP:Iteration 19Q (1005.990176 sec): 3 clusters Score: Raw -1346383.125266 + Penalty 3039.235112 = -1343343.890154 nChanged 292 SP:Iteration 20F (1006.055327 sec): 3 clusters Score: Raw -1346493.303213 + Penalty 3039.235112 = -1343454.068101 nChanged 230 SP:Iteration 21Q (1006.131072 sec): 3 clusters Score: Raw -1346558.048765 + Penalty 3039.235112 = -1343518.813653 nChanged 157 SP:Iteration 22Q (1006.190152 sec): 3 clusters Score: Raw -1346596.181467 + Penalty 3039.235112 = -1343556.946356 nChanged 121 SP:Iteration 23Q (1006.258280 sec): 3 clusters Score: Raw -1346620.758469 + Penalty 3039.235112 = -1343581.523357 nChanged 93 SP:Iteration 24Q (1006.326871 sec): 3 clusters Score: Raw -1346639.043136 + Penalty 3039.235112 = -1343599.808024 nChanged 94 SP:Iteration 25Q (1006.388937 sec): 3 clusters Score: Raw -1346655.699409 + Penalty 3039.235112 = -1343616.464297 nChanged 75 SP:Iteration 26Q (1006.451859 sec): 3 clusters Score: Raw -1346669.536484 + Penalty 3039.235112 = -1343630.301372 nChanged 66 SP:Iteration 27Q (1006.507191 sec): 3 clusters Score: Raw -1346683.692675 + Penalty 3039.235112 = -1343644.457563 nChanged 57 SP:Iteration 28Q (1006.581040 sec): 3 clusters Score: Raw -1346696.130539 + Penalty 3039.235112 = -1343656.895428 nChanged 78 SP:Iteration 29Q (1006.646106 sec): 3 clusters Score: Raw -1346712.055664 + Penalty 3039.235112 = -1343672.820553 nChanged 75 SP:Iteration 30Q (1006.707964 sec): 3 clusters Score: Raw -1346727.705279 + Penalty 3039.235112 = -1343688.470167 nChanged 74 SP:Iteration 31Q (1006.775124 sec): 3 clusters Score: Raw -1346743.097433 + Penalty 3039.235112 = -1343703.862321 nChanged 67 SP:Iteration 32Q (1006.840705 sec): 3 clusters Score: Raw -1346754.711237 + Penalty 3039.235112 = -1343715.476125 nChanged 51 SP:Iteration 33Q (1006.911496 sec): 3 clusters Score: Raw -1346762.523648 + Penalty 3039.235112 = -1343723.288536 nChanged 42 SP:Iteration 34Q (1006.972172 sec): 3 clusters Score: Raw -1346768.279600 + Penalty 3039.235112 = -1343729.044488 nChanged 37 SP:Iteration 35Q (1007.038654 sec): 3 clusters Score: Raw -1346773.384101 + Penalty 3039.235112 = -1343734.148989 nChanged 33 SP:Iteration 36Q (1007.093322 sec): 3 clusters Score: Raw -1346778.395241 + Penalty 3039.235112 = -1343739.160129 nChanged 35 SP:Iteration 37Q (1007.153030 sec): 3 clusters Score: Raw -1346785.393151 + Penalty 3039.235112 = -1343746.158039 nChanged 48 SP:Iteration 38Q (1007.220797 sec): 3 clusters Score: Raw -1346793.314174 + Penalty 3039.235112 = -1343754.079062 nChanged 51 SP:Iteration 39Q (1007.286871 sec): 3 clusters Score: Raw -1346800.415245 + Penalty 3039.235112 = -1343761.180133 nChanged 43 SP:Iteration 40F (1007.354594 sec): 3 clusters Score: Raw -1346806.588923 + Penalty 3039.235112 = -1343767.353811 nChanged 45 SP:Iteration 41Q (1007.424028 sec): 3 clusters Score: Raw -1346814.372036 + Penalty 3039.235112 = -1343775.136925 nChanged 51 SP:Iteration 42Q (1007.480766 sec): 3 clusters Score: Raw -1346822.131007 + Penalty 3039.235112 = -1343782.895896 nChanged 43 SP:Iteration 43Q (1007.541635 sec): 3 clusters Score: Raw -1346828.958756 + Penalty 3039.235112 = -1343789.723644 nChanged 41 SP:Iteration 44Q (1007.616143 sec): 3 clusters Score: Raw -1346835.216208 + Penalty 3039.235112 = -1343795.981096 nChanged 46 SP:Iteration 45Q (1007.680356 sec): 3 clusters Score: Raw -1346843.075904 + Penalty 3039.235112 = -1343803.840793 nChanged 52 SP:Iteration 46Q (1007.746390 sec): 3 clusters Score: Raw -1346851.175454 + Penalty 3039.235112 = -1343811.940342 nChanged 54 SP:Iteration 47Q (1007.804492 sec): 3 clusters Score: Raw -1346860.795136 + Penalty 3039.235112 = -1343821.560024 nChanged 66 SP:Iteration 48Q (1007.869525 sec): 3 clusters Score: Raw -1346873.463724 + Penalty 3039.235112 = -1343834.228612 nChanged 73 SP:Iteration 49Q (1007.925304 sec): 3 clusters Score: Raw -1346887.836810 + Penalty 3039.235112 = -1343848.601698 nChanged 83 SP:Iteration 50Q (1007.990932 sec): 3 clusters Score: Raw -1346904.865032 + Penalty 3039.235112 = -1343865.629920 nChanged 93 SP:Iteration 51Q (1008.056612 sec): 3 clusters Score: Raw -1346925.202952 + Penalty 3039.235112 = -1343885.967840 nChanged 103 SP:Iteration 52Q (1008.130900 sec): 3 clusters Score: Raw -1346950.740519 + Penalty 3039.235112 = -1343911.505407 nChanged 116 SP:Iteration 53Q (1008.183027 sec): 3 clusters Score: Raw -1346983.644659 + Penalty 3039.235112 = -1343944.409547 nChanged 118 SP:Iteration 54Q (1008.251048 sec): 3 clusters Score: Raw -1347018.500148 + Penalty 3039.235112 = -1343979.265036 nChanged 128 SP:Iteration 55Q (1008.311661 sec): 3 clusters Score: Raw -1347053.671931 + Penalty 3039.235112 = -1344014.436819 nChanged 132 SP:Iteration 56Q (1008.382674 sec): 3 clusters Score: Raw -1347091.855127 + Penalty 3039.235112 = -1344052.620015 nChanged 135 SP:Iteration 57Q (1008.425659 sec): 3 clusters Score: Raw -1347125.692554 + Penalty 3039.235112 = -1344086.457442 nChanged 118 SP:Iteration 58Q (1008.488511 sec): 3 clusters Score: Raw -1347154.414731 + Penalty 3039.235112 = -1344115.179620 nChanged 105 SP:Iteration 59Q (1008.551585 sec): 3 clusters Score: Raw -1347182.456648 + Penalty 3039.235112 = -1344143.221536 nChanged 99 SP:Iteration 60F (1008.618870 sec): 3 clusters Score: Raw -1347206.276947 + Penalty 3039.235112 = -1344167.041835 nChanged 83 SP:Iteration 61Q (1008.683205 sec): 3 clusters Score: Raw -1347223.942510 + Penalty 3039.235112 = -1344184.707398 nChanged 77 SP:Iteration 62Q (1008.755105 sec): 3 clusters Score: Raw -1347240.967904 + Penalty 3039.235112 = -1344201.732792 nChanged 69 SP:Iteration 63Q (1008.819294 sec): 3 clusters Score: Raw -1347257.887840 + Penalty 3039.235112 = -1344218.652728 nChanged 78 SP:Iteration 64Q (1008.889077 sec): 3 clusters Score: Raw -1347278.963216 + Penalty 3039.235112 = -1344239.728104 nChanged 82 SP:Iteration 65Q (1008.946566 sec): 3 clusters Score: Raw -1347298.274033 + Penalty 3039.235112 = -1344259.038921 nChanged 82 SP:Iteration 66Q (1009.005378 sec): 3 clusters Score: Raw -1347320.047585 + Penalty 3039.235112 = -1344280.812474 nChanged 86 SP:Iteration 67Q (1009.071442 sec): 3 clusters Score: Raw -1347349.442619 + Penalty 3039.235112 = -1344310.207508 nChanged 118 SP:Iteration 68Q (1009.132681 sec): 3 clusters Score: Raw -1347390.497083 + Penalty 3039.235112 = -1344351.261971 nChanged 101 SP:Iteration 69Q (1009.203592 sec): 3 clusters Score: Raw -1347426.127996 + Penalty 3039.235112 = -1344386.892884 nChanged 98 SP:Iteration 70Q (1009.275944 sec): 3 clusters Score: Raw -1347460.422159 + Penalty 3039.235112 = -1344421.187048 nChanged 94 SP:Iteration 71Q (1009.338981 sec): 3 clusters Score: Raw -1347490.190372 + Penalty 3039.235112 = -1344450.955260 nChanged 93 SP:Iteration 72Q (1009.390031 sec): 3 clusters Score: Raw -1347521.978337 + Penalty 3039.235112 = -1344482.743225 nChanged 87 SP:Iteration 73Q (1009.447545 sec): 3 clusters Score: Raw -1347550.631132 + Penalty 3039.235112 = -1344511.396020 nChanged 84 SP:Iteration 74Q (1009.522285 sec): 3 clusters Score: Raw -1347575.960689 + Penalty 3039.235112 = -1344536.725577 nChanged 72 SP:Iteration 75Q (1009.574295 sec): 3 clusters Score: Raw -1347596.564200 + Penalty 3039.235112 = -1344557.329089 nChanged 64 SP:Iteration 76Q (1009.636321 sec): 3 clusters Score: Raw -1347613.318896 + Penalty 3039.235112 = -1344574.083784 nChanged 60 SP:Iteration 77Q (1009.700645 sec): 3 clusters Score: Raw -1347629.248236 + Penalty 3039.235112 = -1344590.013124 nChanged 60 SP:Iteration 78Q (1009.767230 sec): 3 clusters Score: Raw -1347646.214575 + Penalty 3039.235112 = -1344606.979463 nChanged 64 SP:Iteration 79Q (1009.823320 sec): 3 clusters Score: Raw -1347666.636674 + Penalty 3039.235112 = -1344627.401562 nChanged 57 SP:Iteration 80F (1009.884078 sec): 3 clusters Score: Raw -1347681.629906 + Penalty 3039.235112 = -1344642.394794 nChanged 47 SP:Iteration 81Q (1009.948993 sec): 3 clusters Score: Raw -1347695.096374 + Penalty 3039.235112 = -1344655.861262 nChanged 43 SP:Iteration 82Q (1009.999042 sec): 3 clusters Score: Raw -1347706.563308 + Penalty 3039.235112 = -1344667.328196 nChanged 38 SP:Iteration 83Q (1010.062318 sec): 3 clusters Score: Raw -1347719.727698 + Penalty 3039.235112 = -1344680.492586 nChanged 47 SP:Iteration 84Q (1010.131993 sec): 3 clusters Score: Raw -1347733.456423 + Penalty 3039.235112 = -1344694.221311 nChanged 42 SP:Iteration 85Q (1010.188311 sec): 3 clusters Score: Raw -1347743.767283 + Penalty 3039.235112 = -1344704.532171 nChanged 46 SP:Iteration 86Q (1010.264074 sec): 3 clusters Score: Raw -1347756.677162 + Penalty 3039.235112 = -1344717.442050 nChanged 45 SP:Iteration 87Q (1010.330351 sec): 3 clusters Score: Raw -1347769.840171 + Penalty 3039.235112 = -1344730.605060 nChanged 47 SP:Iteration 88Q (1010.388491 sec): 3 clusters Score: Raw -1347781.506442 + Penalty 3039.235112 = -1344742.271330 nChanged 48 SP:Iteration 89Q (1010.450118 sec): 3 clusters Score: Raw -1347793.338780 + Penalty 3039.235112 = -1344754.103668 nChanged 39 SP:Iteration 90Q (1010.505926 sec): 3 clusters Score: Raw -1347803.063579 + Penalty 3039.235112 = -1344763.828467 nChanged 36 SP:Iteration 91Q (1010.573357 sec): 3 clusters Score: Raw -1347810.686810 + Penalty 3039.235112 = -1344771.451699 nChanged 24 SP:Iteration 92Q (1010.644325 sec): 3 clusters Score: Raw -1347815.217077 + Penalty 3039.235112 = -1344775.981965 nChanged 22 SP:Iteration 93Q (1010.708164 sec): 3 clusters Score: Raw -1347818.544223 + Penalty 3039.235112 = -1344779.309111 nChanged 15 SP:Iteration 94Q (1010.770561 sec): 3 clusters Score: Raw -1347822.975608 + Penalty 3039.235112 = -1344783.740496 nChanged 21 SP:Iteration 95Q (1010.833936 sec): 3 clusters Score: Raw -1347827.791187 + Penalty 3039.235112 = -1344788.556075 nChanged 26 SP:Iteration 96Q (1010.897153 sec): 3 clusters Score: Raw -1347835.971841 + Penalty 3039.235112 = -1344796.736729 nChanged 39 SP:Iteration 97Q (1010.957242 sec): 3 clusters Score: Raw -1347849.370895 + Penalty 3039.235112 = -1344810.135783 nChanged 40 SP:Iteration 98Q (1011.019072 sec): 3 clusters Score: Raw -1347861.250735 + Penalty 3039.235112 = -1344822.015623 nChanged 39 SP:Iteration 99Q (1011.081361 sec): 3 clusters Score: Raw -1347872.618810 + Penalty 3039.235112 = -1344833.383698 nChanged 40 SP:Iteration 100F (1011.136506 sec): 3 clusters Score: Raw -1347884.329788 + Penalty 3039.235112 = -1344845.094676 nChanged 32 SP:Iteration 101Q (1011.207349 sec): 3 clusters Score: Raw -1347893.382802 + Penalty 3039.235112 = -1344854.147690 nChanged 22 SP:Iteration 102Q (1011.257211 sec): 3 clusters Score: Raw -1347900.308843 + Penalty 3039.235112 = -1344861.073731 nChanged 29 SP:Iteration 103Q (1011.319626 sec): 3 clusters Score: Raw -1347907.663820 + Penalty 3039.235112 = -1344868.428708 nChanged 22 SP:Iteration 104Q (1011.395242 sec): 3 clusters Score: Raw -1347913.561073 + Penalty 3039.235112 = -1344874.325961 nChanged 24 SP:Iteration 105Q (1011.456950 sec): 3 clusters Score: Raw -1347921.551294 + Penalty 3039.235112 = -1344882.316182 nChanged 22 SP:Iteration 106Q (1011.517667 sec): 3 clusters Score: Raw -1347927.019050 + Penalty 3039.235112 = -1344887.783938 nChanged 19 SP:Iteration 107Q (1011.585794 sec): 3 clusters Score: Raw -1347931.148899 + Penalty 3039.235112 = -1344891.913787 nChanged 14 SP:Iteration 108Q (1011.637025 sec): 3 clusters Score: Raw -1347934.870951 + Penalty 3039.235112 = -1344895.635839 nChanged 14 SP:Iteration 109Q (1011.710055 sec): 3 clusters Score: Raw -1347937.777537 + Penalty 3039.235112 = -1344898.542425 nChanged 11 SP:Iteration 110Q (1011.762823 sec): 3 clusters Score: Raw -1347940.445316 + Penalty 3039.235112 = -1344901.210204 nChanged 10 SP:Iteration 111Q (1011.822840 sec): 3 clusters Score: Raw -1347942.967537 + Penalty 3039.235112 = -1344903.732425 nChanged 11 SP:Iteration 112Q (1011.887882 sec): 3 clusters Score: Raw -1347944.604472 + Penalty 3039.235112 = -1344905.369360 nChanged 2 SP:Iteration 113Q (1011.954793 sec): 3 clusters Score: Raw -1347945.284443 + Penalty 3039.235112 = -1344906.049331 nChanged 5 SP:Iteration 114Q (1012.007936 sec): 3 clusters Score: Raw -1347946.122191 + Penalty 3039.235112 = -1344906.887080 nChanged 2 SP:Iteration 115Q (1012.076869 sec): 3 clusters Score: Raw -1347946.510920 + Penalty 3039.235112 = -1344907.275809 nChanged 2 SP:Iteration 116Q (1012.131010 sec): 3 clusters Score: Raw -1347947.125740 + Penalty 3039.235112 = -1344907.890629 nChanged 3 SP:Iteration 117Q (1012.192690 sec): 3 clusters Score: Raw -1347947.542287 + Penalty 3039.235112 = -1344908.307176 nChanged 4 SP:Iteration 118Q (1012.265446 sec): 3 clusters Score: Raw -1347948.326879 + Penalty 3039.235112 = -1344909.091767 nChanged 3 SP:Iteration 119Q (1012.324930 sec): 3 clusters Score: Raw -1347948.988356 + Penalty 3039.235112 = -1344909.753244 nChanged 4 SP:Iteration 120F (1012.392301 sec): 3 clusters Score: Raw -1347949.704182 + Penalty 3039.235112 = -1344910.469070 nChanged 0 Trying to split cluster 11 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1012.410760 sec): 2 clusters Score: Raw -16627.471998 + Penalty 844.755768 = -15782.716230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.457759 sec): 3 clusters Score: Raw -16783.327383 + Penalty 1689.511535 = -15093.815848 nChanged 31 SP:Iteration 1F (1012.501143 sec): 3 clusters Score: Raw -16894.916493 + Penalty 1689.511535 = -15205.404958 nChanged 11 SP:Iteration 2F (1012.545774 sec): 3 clusters Score: Raw -16985.157367 + Penalty 1689.511535 = -15295.645832 nChanged 8 SP:Iteration 3Q (1012.594131 sec): 3 clusters Score: Raw -17053.526503 + Penalty 1689.511535 = -15364.014968 nChanged 3 SP:Iteration 4Q (1012.627565 sec): 3 clusters Score: Raw -17068.224986 + Penalty 1689.511535 = -15378.713451 nChanged 2 SP:Iteration 5Q (1012.678469 sec): 3 clusters Score: Raw -17080.230728 + Penalty 1689.511535 = -15390.719193 nChanged 3 SP:Iteration 6Q (1012.714333 sec): 3 clusters Score: Raw -17089.906792 + Penalty 1689.511535 = -15400.395257 nChanged 2 SP:Iteration 7Q (1012.761641 sec): 3 clusters Score: Raw -17099.647109 + Penalty 1689.511535 = -15410.135574 nChanged 1 SP:Iteration 8Q (1012.805552 sec): 3 clusters Score: Raw -17100.800170 + Penalty 1689.511535 = -15411.288635 nChanged 1 SP:Iteration 9Q (1012.848450 sec): 3 clusters Score: Raw -17105.729494 + Penalty 1689.511535 = -15416.217959 nChanged 0 SP:Iteration 10F (1012.882331 sec): 3 clusters Score: Raw -17105.729494 + Penalty 1689.511535 = -15416.217959 nChanged 0 Trying to split cluster 13 (8170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1012.926100 sec): 2 clusters Score: Raw -935961.784773 + Penalty 1463.836431 = -934497.948343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.979371 sec): 3 clusters Score: Raw -931463.354850 + Penalty 2927.672861 = -928535.681989 nChanged 3475 SP:Iteration 1F (1013.039892 sec): 3 clusters Score: Raw -933314.419683 + Penalty 2927.672861 = -930386.746822 nChanged 562 SP:Iteration 2F (1013.102986 sec): 3 clusters Score: Raw -933630.954363 + Penalty 2927.672861 = -930703.281502 nChanged 489 SP:Iteration 3F (1013.156579 sec): 3 clusters Score: Raw -933920.514279 + Penalty 2927.672861 = -930992.841418 nChanged 472 SP:Iteration 4F (1013.217159 sec): 3 clusters Score: Raw -934183.122714 + Penalty 2927.672861 = -931255.449853 nChanged 434 SP:Iteration 5F (1013.282816 sec): 3 clusters Score: Raw -934473.090316 + Penalty 2927.672861 = -931545.417455 nChanged 409 SP:Iteration 6F (1013.328331 sec): 3 clusters Score: Raw -934732.643344 + Penalty 2927.672861 = -931804.970483 nChanged 378 SP:Iteration 7Q (1013.392380 sec): 3 clusters Score: Raw -934994.038954 + Penalty 2927.672861 = -932066.366093 nChanged 372 SP:Iteration 8Q (1013.447089 sec): 3 clusters Score: Raw -935242.482390 + Penalty 2927.672861 = -932314.809529 nChanged 334 SP:Iteration 9Q (1013.514534 sec): 3 clusters Score: Raw -935466.243709 + Penalty 2927.672861 = -932538.570848 nChanged 289 SP:Iteration 10Q (1013.576520 sec): 3 clusters Score: Raw -935603.331221 + Penalty 2927.672861 = -932675.658360 nChanged 203 SP:Iteration 11Q (1013.639379 sec): 3 clusters Score: Raw -935674.541408 + Penalty 2927.672861 = -932746.868546 nChanged 141 SP:Iteration 12Q (1013.681323 sec): 3 clusters Score: Raw -935711.991508 + Penalty 2927.672861 = -932784.318647 nChanged 97 SP:Iteration 13Q (1013.750657 sec): 3 clusters Score: Raw -935740.265784 + Penalty 2927.672861 = -932812.592923 nChanged 79 SP:Iteration 14Q (1013.801421 sec): 3 clusters Score: Raw -935757.858487 + Penalty 2927.672861 = -932830.185626 nChanged 58 SP:Iteration 15Q (1013.873323 sec): 3 clusters Score: Raw -935769.857377 + Penalty 2927.672861 = -932842.184516 nChanged 55 SP:Iteration 16Q (1013.936902 sec): 3 clusters Score: Raw -935784.757084 + Penalty 2927.672861 = -932857.084223 nChanged 53 SP:Iteration 17Q (1013.988623 sec): 3 clusters Score: Raw -935799.640092 + Penalty 2927.672861 = -932871.967231 nChanged 49 SP:Iteration 18Q (1014.051478 sec): 3 clusters Score: Raw -935812.495689 + Penalty 2927.672861 = -932884.822828 nChanged 47 SP:Iteration 19Q (1014.112730 sec): 3 clusters Score: Raw -935823.853695 + Penalty 2927.672861 = -932896.180834 nChanged 49 SP:Iteration 20F (1014.173382 sec): 3 clusters Score: Raw -935831.648333 + Penalty 2927.672861 = -932903.975472 nChanged 30 SP:Iteration 21Q (1014.237106 sec): 3 clusters Score: Raw -935836.317224 + Penalty 2927.672861 = -932908.644363 nChanged 26 SP:Iteration 22Q (1014.299302 sec): 3 clusters Score: Raw -935840.262959 + Penalty 2927.672861 = -932912.590098 nChanged 27 SP:Iteration 23Q (1014.364824 sec): 3 clusters Score: Raw -935845.610592 + Penalty 2927.672861 = -932917.937731 nChanged 36 SP:Iteration 24Q (1014.427963 sec): 3 clusters Score: Raw -935853.877546 + Penalty 2927.672861 = -932926.204685 nChanged 40 SP:Iteration 25Q (1014.493048 sec): 3 clusters Score: Raw -935861.847411 + Penalty 2927.672861 = -932934.174549 nChanged 34 SP:Iteration 26Q (1014.554806 sec): 3 clusters Score: Raw -935867.977784 + Penalty 2927.672861 = -932940.304922 nChanged 25 SP:Iteration 27Q (1014.611693 sec): 3 clusters Score: Raw -935870.975018 + Penalty 2927.672861 = -932943.302157 nChanged 14 SP:Iteration 28Q (1014.671776 sec): 3 clusters Score: Raw -935873.034218 + Penalty 2927.672861 = -932945.361357 nChanged 21 SP:Iteration 29Q (1014.728108 sec): 3 clusters Score: Raw -935876.113983 + Penalty 2927.672861 = -932948.441122 nChanged 18 SP:Iteration 30Q (1014.789452 sec): 3 clusters Score: Raw -935878.282937 + Penalty 2927.672861 = -932950.610076 nChanged 20 SP:Iteration 31Q (1014.847639 sec): 3 clusters Score: Raw -935882.277660 + Penalty 2927.672861 = -932954.604799 nChanged 23 SP:Iteration 32Q (1014.913107 sec): 3 clusters Score: Raw -935885.510303 + Penalty 2927.672861 = -932957.837442 nChanged 21 SP:Iteration 33Q (1014.968455 sec): 3 clusters Score: Raw -935889.834449 + Penalty 2927.672861 = -932962.161588 nChanged 23 SP:Iteration 34Q (1015.030212 sec): 3 clusters Score: Raw -935894.401992 + Penalty 2927.672861 = -932966.729131 nChanged 26 SP:Iteration 35Q (1015.099382 sec): 3 clusters Score: Raw -935898.865695 + Penalty 2927.672861 = -932971.192834 nChanged 22 SP:Iteration 36Q (1015.164468 sec): 3 clusters Score: Raw -935902.408938 + Penalty 2927.672861 = -932974.736077 nChanged 26 SP:Iteration 37Q (1015.224839 sec): 3 clusters Score: Raw -935907.559431 + Penalty 2927.672861 = -932979.886570 nChanged 24 SP:Iteration 38Q (1015.291747 sec): 3 clusters Score: Raw -935910.906505 + Penalty 2927.672861 = -932983.233644 nChanged 15 SP:Iteration 39Q (1015.349670 sec): 3 clusters Score: Raw -935912.662557 + Penalty 2927.672861 = -932984.989696 nChanged 10 SP:Iteration 40F (1015.409883 sec): 3 clusters Score: Raw -935913.929967 + Penalty 2927.672861 = -932986.257106 nChanged 10 SP:Iteration 41Q (1015.459000 sec): 3 clusters Score: Raw -935915.091142 + Penalty 2927.672861 = -932987.418281 nChanged 7 SP:Iteration 42Q (1015.532611 sec): 3 clusters Score: Raw -935915.856878 + Penalty 2927.672861 = -932988.184017 nChanged 6 SP:Iteration 43Q (1015.595327 sec): 3 clusters Score: Raw -935916.518692 + Penalty 2927.672861 = -932988.845831 nChanged 9 SP:Iteration 44Q (1015.645148 sec): 3 clusters Score: Raw -935917.922495 + Penalty 2927.672861 = -932990.249634 nChanged 8 SP:Iteration 45Q (1015.719116 sec): 3 clusters Score: Raw -935918.576245 + Penalty 2927.672861 = -932990.903384 nChanged 2 SP:Iteration 46Q (1015.784753 sec): 3 clusters Score: Raw -935918.718881 + Penalty 2927.672861 = -932991.046020 nChanged 1 SP:Iteration 47Q (1015.843880 sec): 3 clusters Score: Raw -935918.743786 + Penalty 2927.672861 = -932991.070925 nChanged 1 SP:Iteration 48Q (1015.908013 sec): 3 clusters Score: Raw -935918.863893 + Penalty 2927.672861 = -932991.191032 nChanged 2 SP:Iteration 49Q (1015.966443 sec): 3 clusters Score: Raw -935919.293268 + Penalty 2927.672861 = -932991.620407 nChanged 10 SP:Iteration 50Q (1016.031704 sec): 3 clusters Score: Raw -935920.427490 + Penalty 2927.672861 = -932992.754629 nChanged 6 SP:Iteration 51Q (1016.094955 sec): 3 clusters Score: Raw -935920.933318 + Penalty 2927.672861 = -932993.260457 nChanged 5 SP:Iteration 52Q (1016.146747 sec): 3 clusters Score: Raw -935921.563718 + Penalty 2927.672861 = -932993.890857 nChanged 5 SP:Iteration 53Q (1016.219182 sec): 3 clusters Score: Raw -935922.287538 + Penalty 2927.672861 = -932994.614677 nChanged 5 SP:Iteration 54Q (1016.271195 sec): 3 clusters Score: Raw -935922.709886 + Penalty 2927.672861 = -932995.037025 nChanged 6 SP:Iteration 55Q (1016.333656 sec): 3 clusters Score: Raw -935923.515677 + Penalty 2927.672861 = -932995.842816 nChanged 8 SP:Iteration 56Q (1016.394483 sec): 3 clusters Score: Raw -935924.760582 + Penalty 2927.672861 = -932997.087721 nChanged 7 SP:Iteration 57Q (1016.466439 sec): 3 clusters Score: Raw -935925.495563 + Penalty 2927.672861 = -932997.822702 nChanged 12 SP:Iteration 58Q (1016.515604 sec): 3 clusters Score: Raw -935927.645700 + Penalty 2927.672861 = -932999.972838 nChanged 19 SP:Iteration 59Q (1016.588217 sec): 3 clusters Score: Raw -935931.589085 + Penalty 2927.672861 = -933003.916224 nChanged 17 SP:Iteration 60F (1016.639346 sec): 3 clusters Score: Raw -935934.140677 + Penalty 2927.672861 = -933006.467816 nChanged 12 SP:Iteration 61Q (1016.700600 sec): 3 clusters Score: Raw -935935.756052 + Penalty 2927.672861 = -933008.083191 nChanged 10 SP:Iteration 62Q (1016.775564 sec): 3 clusters Score: Raw -935936.988899 + Penalty 2927.672861 = -933009.316038 nChanged 7 SP:Iteration 63Q (1016.835912 sec): 3 clusters Score: Raw -935937.760170 + Penalty 2927.672861 = -933010.087309 nChanged 10 SP:Iteration 64Q (1016.897835 sec): 3 clusters Score: Raw -935939.586377 + Penalty 2927.672861 = -933011.913516 nChanged 12 SP:Iteration 65Q (1016.953916 sec): 3 clusters Score: Raw -935941.806029 + Penalty 2927.672861 = -933014.133168 nChanged 15 SP:Iteration 66Q (1017.012162 sec): 3 clusters Score: Raw -935944.060292 + Penalty 2927.672861 = -933016.387431 nChanged 17 SP:Iteration 67Q (1017.073257 sec): 3 clusters Score: Raw -935946.770147 + Penalty 2927.672861 = -933019.097286 nChanged 14 SP:Iteration 68Q (1017.136600 sec): 3 clusters Score: Raw -935948.529702 + Penalty 2927.672861 = -933020.856841 nChanged 9 SP:Iteration 69Q (1017.197822 sec): 3 clusters Score: Raw -935950.172376 + Penalty 2927.672861 = -933022.499515 nChanged 16 SP:Iteration 70Q (1017.256372 sec): 3 clusters Score: Raw -935953.011345 + Penalty 2927.672861 = -933025.338484 nChanged 14 SP:Iteration 71Q (1017.316128 sec): 3 clusters Score: Raw -935955.131760 + Penalty 2927.672861 = -933027.458899 nChanged 15 SP:Iteration 72Q (1017.377543 sec): 3 clusters Score: Raw -935957.378826 + Penalty 2927.672861 = -933029.705965 nChanged 17 SP:Iteration 73Q (1017.437987 sec): 3 clusters Score: Raw -935959.290592 + Penalty 2927.672861 = -933031.617731 nChanged 10 SP:Iteration 74Q (1017.493805 sec): 3 clusters Score: Raw -935960.290640 + Penalty 2927.672861 = -933032.617779 nChanged 3 SP:Iteration 75Q (1017.545816 sec): 3 clusters Score: Raw -935960.607466 + Penalty 2927.672861 = -933032.934605 nChanged 4 SP:Iteration 76Q (1017.601953 sec): 3 clusters Score: Raw -935960.937784 + Penalty 2927.672861 = -933033.264923 nChanged 2 SP:Iteration 77Q (1017.662396 sec): 3 clusters Score: Raw -935961.464377 + Penalty 2927.672861 = -933033.791516 nChanged 7 SP:Iteration 78Q (1017.719872 sec): 3 clusters Score: Raw -935962.883554 + Penalty 2927.672861 = -933035.210693 nChanged 8 SP:Iteration 79Q (1017.786095 sec): 3 clusters Score: Raw -935964.131646 + Penalty 2927.672861 = -933036.458785 nChanged 8 SP:Iteration 80F (1017.837306 sec): 3 clusters Score: Raw -935965.679749 + Penalty 2927.672861 = -933038.006888 nChanged 11 SP:Iteration 81Q (1017.910963 sec): 3 clusters Score: Raw -935966.924310 + Penalty 2927.672861 = -933039.251449 nChanged 8 SP:Iteration 82Q (1017.961277 sec): 3 clusters Score: Raw -935967.551818 + Penalty 2927.672861 = -933039.878957 nChanged 6 SP:Iteration 83Q (1018.029615 sec): 3 clusters Score: Raw -935968.127192 + Penalty 2927.672861 = -933040.454331 nChanged 6 SP:Iteration 84Q (1018.094022 sec): 3 clusters Score: Raw -935968.839458 + Penalty 2927.672861 = -933041.166596 nChanged 3 SP:Iteration 85Q (1018.156528 sec): 3 clusters Score: Raw -935969.177348 + Penalty 2927.672861 = -933041.504487 nChanged 7 SP:Iteration 86Q (1018.204191 sec): 3 clusters Score: Raw -935969.998454 + Penalty 2927.672861 = -933042.325593 nChanged 9 SP:Iteration 87Q (1018.257700 sec): 3 clusters Score: Raw -935970.800755 + Penalty 2927.672861 = -933043.127894 nChanged 5 SP:Iteration 88Q (1018.326518 sec): 3 clusters Score: Raw -935971.536216 + Penalty 2927.672861 = -933043.863355 nChanged 10 SP:Iteration 89Q (1018.384296 sec): 3 clusters Score: Raw -935973.141583 + Penalty 2927.672861 = -933045.468722 nChanged 10 SP:Iteration 90Q (1018.435448 sec): 3 clusters Score: Raw -935974.978213 + Penalty 2927.672861 = -933047.305352 nChanged 17 SP:Iteration 91Q (1018.505782 sec): 3 clusters Score: Raw -935977.295112 + Penalty 2927.672861 = -933049.622251 nChanged 15 SP:Iteration 92Q (1018.566514 sec): 3 clusters Score: Raw -935979.135016 + Penalty 2927.672861 = -933051.462155 nChanged 17 SP:Iteration 93Q (1018.615981 sec): 3 clusters Score: Raw -935981.429999 + Penalty 2927.672861 = -933053.757138 nChanged 12 SP:Iteration 94Q (1018.672189 sec): 3 clusters Score: Raw -935983.194056 + Penalty 2927.672861 = -933055.521195 nChanged 10 SP:Iteration 95Q (1018.734216 sec): 3 clusters Score: Raw -935984.319496 + Penalty 2927.672861 = -933056.646635 nChanged 5 SP:Iteration 96Q (1018.800951 sec): 3 clusters Score: Raw -935984.893559 + Penalty 2927.672861 = -933057.220698 nChanged 8 SP:Iteration 97Q (1018.863933 sec): 3 clusters Score: Raw -935985.688200 + Penalty 2927.672861 = -933058.015339 nChanged 8 SP:Iteration 98Q (1018.927058 sec): 3 clusters Score: Raw -935986.408081 + Penalty 2927.672861 = -933058.735220 nChanged 5 SP:Iteration 99Q (1018.991360 sec): 3 clusters Score: Raw -935986.909672 + Penalty 2927.672861 = -933059.236811 nChanged 4 SP:Iteration 100F (1019.043425 sec): 3 clusters Score: Raw -935987.480343 + Penalty 2927.672861 = -933059.807482 nChanged 2 SP:Iteration 101Q (1019.105030 sec): 3 clusters Score: Raw -935987.684431 + Penalty 2927.672861 = -933060.011570 nChanged 3 SP:Iteration 102Q (1019.171277 sec): 3 clusters Score: Raw -935987.985866 + Penalty 2927.672861 = -933060.313005 nChanged 2 SP:Iteration 103Q (1019.231311 sec): 3 clusters Score: Raw -935988.161542 + Penalty 2927.672861 = -933060.488681 nChanged 4 SP:Iteration 104Q (1019.284183 sec): 3 clusters Score: Raw -935988.700290 + Penalty 2927.672861 = -933061.027429 nChanged 6 SP:Iteration 105Q (1019.340954 sec): 3 clusters Score: Raw -935989.583270 + Penalty 2927.672861 = -933061.910408 nChanged 4 SP:Iteration 106Q (1019.410286 sec): 3 clusters Score: Raw -935990.005607 + Penalty 2927.672861 = -933062.332746 nChanged 2 SP:Iteration 107Q (1019.475981 sec): 3 clusters Score: Raw -935990.123146 + Penalty 2927.672861 = -933062.450285 nChanged 0 SP:Iteration 108F (1019.526256 sec): 3 clusters Score: Raw -935990.123146 + Penalty 2927.672861 = -933062.450285 nChanged 0 Trying to split cluster 15 (2538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1019.565297 sec): 2 clusters Score: Raw -308247.450010 + Penalty 1273.858893 = -306973.591117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1019.617433 sec): 3 clusters Score: Raw -307068.397650 + Penalty 2547.717786 = -304520.679865 nChanged 979 SP:Iteration 1F (1019.666220 sec): 3 clusters Score: Raw -307724.070198 + Penalty 2547.717786 = -305176.352413 nChanged 242 SP:Iteration 2F (1019.716207 sec): 3 clusters Score: Raw -307921.951039 + Penalty 2547.717786 = -305374.233253 nChanged 148 SP:Iteration 3F (1019.766205 sec): 3 clusters Score: Raw -308062.710410 + Penalty 2547.717786 = -305514.992624 nChanged 126 SP:Iteration 4Q (1019.815415 sec): 3 clusters Score: Raw -308201.516311 + Penalty 2547.717786 = -305653.798525 nChanged 113 SP:Iteration 5Q (1019.872013 sec): 3 clusters Score: Raw -308300.520727 + Penalty 2547.717786 = -305752.802942 nChanged 112 SP:Iteration 6Q (1019.919454 sec): 3 clusters Score: Raw -308427.710262 + Penalty 2547.717786 = -305879.992476 nChanged 118 SP:Iteration 7Q (1019.967947 sec): 3 clusters Score: Raw -308560.346972 + Penalty 2547.717786 = -306012.629186 nChanged 86 SP:Iteration 8Q (1020.018912 sec): 3 clusters Score: Raw -308645.230327 + Penalty 2547.717786 = -306097.512542 nChanged 77 SP:Iteration 9Q (1020.071236 sec): 3 clusters Score: Raw -308718.062656 + Penalty 2547.717786 = -306170.344871 nChanged 75 SP:Iteration 10Q (1020.122870 sec): 3 clusters Score: Raw -308774.583123 + Penalty 2547.717786 = -306226.865337 nChanged 54 SP:Iteration 11Q (1020.171391 sec): 3 clusters Score: Raw -308817.427916 + Penalty 2547.717786 = -306269.710130 nChanged 44 SP:Iteration 12Q (1020.231675 sec): 3 clusters Score: Raw -308843.689801 + Penalty 2547.717786 = -306295.972015 nChanged 40 SP:Iteration 13Q (1020.284038 sec): 3 clusters Score: Raw -308875.809887 + Penalty 2547.717786 = -306328.092101 nChanged 31 SP:Iteration 14Q (1020.336196 sec): 3 clusters Score: Raw -308899.271676 + Penalty 2547.717786 = -306351.553890 nChanged 41 SP:Iteration 15Q (1020.376511 sec): 3 clusters Score: Raw -308929.514842 + Penalty 2547.717786 = -306381.797056 nChanged 48 SP:Iteration 16Q (1020.436642 sec): 3 clusters Score: Raw -308968.841206 + Penalty 2547.717786 = -306421.123420 nChanged 43 SP:Iteration 17Q (1020.475514 sec): 3 clusters Score: Raw -308997.435722 + Penalty 2547.717786 = -306449.717936 nChanged 31 SP:Iteration 18Q (1020.532815 sec): 3 clusters Score: Raw -309017.327172 + Penalty 2547.717786 = -306469.609386 nChanged 24 SP:Iteration 19Q (1020.580630 sec): 3 clusters Score: Raw -309030.689102 + Penalty 2547.717786 = -306482.971317 nChanged 25 SP:Iteration 20F (1020.632401 sec): 3 clusters Score: Raw -309042.531544 + Penalty 2547.717786 = -306494.813758 nChanged 18 SP:Iteration 21Q (1020.683387 sec): 3 clusters Score: Raw -309052.131289 + Penalty 2547.717786 = -306504.413503 nChanged 14 SP:Iteration 22Q (1020.733644 sec): 3 clusters Score: Raw -309057.825515 + Penalty 2547.717786 = -306510.107730 nChanged 11 SP:Iteration 23Q (1020.787088 sec): 3 clusters Score: Raw -309063.236256 + Penalty 2547.717786 = -306515.518471 nChanged 10 SP:Iteration 24Q (1020.838705 sec): 3 clusters Score: Raw -309069.181880 + Penalty 2547.717786 = -306521.464094 nChanged 5 SP:Iteration 25Q (1020.888369 sec): 3 clusters Score: Raw -309071.736063 + Penalty 2547.717786 = -306524.018278 nChanged 8 SP:Iteration 26Q (1020.949943 sec): 3 clusters Score: Raw -309075.235360 + Penalty 2547.717786 = -306527.517574 nChanged 9 SP:Iteration 27Q (1021.001993 sec): 3 clusters Score: Raw -309078.824003 + Penalty 2547.717786 = -306531.106217 nChanged 8 SP:Iteration 28Q (1021.045230 sec): 3 clusters Score: Raw -309082.000685 + Penalty 2547.717786 = -306534.282899 nChanged 7 SP:Iteration 29Q (1021.108212 sec): 3 clusters Score: Raw -309084.475400 + Penalty 2547.717786 = -306536.757615 nChanged 8 SP:Iteration 30Q (1021.157001 sec): 3 clusters Score: Raw -309087.481606 + Penalty 2547.717786 = -306539.763820 nChanged 8 SP:Iteration 31Q (1021.211848 sec): 3 clusters Score: Raw -309090.519385 + Penalty 2547.717786 = -306542.801600 nChanged 8 SP:Iteration 32Q (1021.260352 sec): 3 clusters Score: Raw -309093.770503 + Penalty 2547.717786 = -306546.052718 nChanged 7 SP:Iteration 33Q (1021.307617 sec): 3 clusters Score: Raw -309096.709429 + Penalty 2547.717786 = -306548.991644 nChanged 4 SP:Iteration 34Q (1021.354809 sec): 3 clusters Score: Raw -309097.920206 + Penalty 2547.717786 = -306550.202421 nChanged 3 SP:Iteration 35Q (1021.401734 sec): 3 clusters Score: Raw -309098.856738 + Penalty 2547.717786 = -306551.138953 nChanged 3 SP:Iteration 36Q (1021.435029 sec): 3 clusters Score: Raw -309099.826739 + Penalty 2547.717786 = -306552.108953 nChanged 1 SP:Iteration 37Q (1021.488829 sec): 3 clusters Score: Raw -309100.059848 + Penalty 2547.717786 = -306552.342062 nChanged 0 SP:Iteration 38F (1021.532036 sec): 3 clusters Score: Raw -309100.059848 + Penalty 2547.717786 = -306552.342062 nChanged 0 Trying to split cluster 17 (9130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.573314 sec): 2 clusters Score: Raw -1067156.231475 + Penalty 1481.889658 = -1065674.341816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.630832 sec): 3 clusters Score: Raw -1062026.539709 + Penalty 2963.779316 = -1059062.760393 nChanged 3877 SP:Iteration 1F (1021.697072 sec): 3 clusters Score: Raw -1064174.433046 + Penalty 2963.779316 = -1061210.653729 nChanged 599 SP:Iteration 2F (1021.762949 sec): 3 clusters Score: Raw -1064484.304493 + Penalty 2963.779316 = -1061520.525176 nChanged 497 SP:Iteration 3F (1021.825952 sec): 3 clusters Score: Raw -1064719.773254 + Penalty 2963.779316 = -1061755.993938 nChanged 440 SP:Iteration 4Q (1021.881978 sec): 3 clusters Score: Raw -1064945.297239 + Penalty 2963.779316 = -1061981.517923 nChanged 424 SP:Iteration 5Q (1021.953561 sec): 3 clusters Score: Raw -1065175.515552 + Penalty 2963.779316 = -1062211.736236 nChanged 412 SP:Iteration 6Q (1022.021182 sec): 3 clusters Score: Raw -1065414.179843 + Penalty 2963.779316 = -1062450.400527 nChanged 400 SP:Iteration 7Q (1022.085733 sec): 3 clusters Score: Raw -1065656.669410 + Penalty 2963.779316 = -1062692.890094 nChanged 406 SP:Iteration 8Q (1022.144649 sec): 3 clusters Score: Raw -1065926.907153 + Penalty 2963.779316 = -1062963.127837 nChanged 404 SP:Iteration 9Q (1022.194768 sec): 3 clusters Score: Raw -1066239.444040 + Penalty 2963.779316 = -1063275.664724 nChanged 381 SP:Iteration 10Q (1022.252674 sec): 3 clusters Score: Raw -1066524.287199 + Penalty 2963.779316 = -1063560.507882 nChanged 293 SP:Iteration 11Q (1022.316999 sec): 3 clusters Score: Raw -1066733.195451 + Penalty 2963.779316 = -1063769.416135 nChanged 220 SP:Iteration 12Q (1022.371619 sec): 3 clusters Score: Raw -1066885.787103 + Penalty 2963.779316 = -1063922.007787 nChanged 193 SP:Iteration 13Q (1022.430262 sec): 3 clusters Score: Raw -1067023.182880 + Penalty 2963.779316 = -1064059.403564 nChanged 156 SP:Iteration 14Q (1022.488718 sec): 3 clusters Score: Raw -1067123.617635 + Penalty 2963.779316 = -1064159.838319 nChanged 106 SP:Iteration 15Q (1022.544280 sec): 3 clusters Score: Raw -1067183.703284 + Penalty 2963.779316 = -1064219.923968 nChanged 65 SP:Iteration 16Q (1022.603767 sec): 3 clusters Score: Raw -1067215.041227 + Penalty 2963.779316 = -1064251.261911 nChanged 53 SP:Iteration 17Q (1022.662254 sec): 3 clusters Score: Raw -1067238.159296 + Penalty 2963.779316 = -1064274.379979 nChanged 40 SP:Iteration 18Q (1022.719159 sec): 3 clusters Score: Raw -1067257.586201 + Penalty 2963.779316 = -1064293.806885 nChanged 41 SP:Iteration 19Q (1022.771548 sec): 3 clusters Score: Raw -1067277.196586 + Penalty 2963.779316 = -1064313.417269 nChanged 36 SP:Iteration 20F (1022.821731 sec): 3 clusters Score: Raw -1067295.962484 + Penalty 2963.779316 = -1064332.183168 nChanged 36 SP:Iteration 21Q (1022.877123 sec): 3 clusters Score: Raw -1067313.195485 + Penalty 2963.779316 = -1064349.416168 nChanged 33 SP:Iteration 22Q (1022.934811 sec): 3 clusters Score: Raw -1067327.188672 + Penalty 2963.779316 = -1064363.409356 nChanged 29 SP:Iteration 23Q (1022.986775 sec): 3 clusters Score: Raw -1067341.794297 + Penalty 2963.779316 = -1064378.014980 nChanged 31 SP:Iteration 24Q (1023.038084 sec): 3 clusters Score: Raw -1067358.654223 + Penalty 2963.779316 = -1064394.874906 nChanged 36 SP:Iteration 25Q (1023.087401 sec): 3 clusters Score: Raw -1067375.731401 + Penalty 2963.779316 = -1064411.952085 nChanged 24 SP:Iteration 26Q (1023.151062 sec): 3 clusters Score: Raw -1067386.153419 + Penalty 2963.779316 = -1064422.374102 nChanged 18 SP:Iteration 27Q (1023.205904 sec): 3 clusters Score: Raw -1067393.475932 + Penalty 2963.779316 = -1064429.696615 nChanged 16 SP:Iteration 28Q (1023.248600 sec): 3 clusters Score: Raw -1067399.415546 + Penalty 2963.779316 = -1064435.636230 nChanged 15 SP:Iteration 29Q (1023.301743 sec): 3 clusters Score: Raw -1067404.555419 + Penalty 2963.779316 = -1064440.776103 nChanged 12 SP:Iteration 30Q (1023.362662 sec): 3 clusters Score: Raw -1067409.974426 + Penalty 2963.779316 = -1064446.195110 nChanged 11 SP:Iteration 31Q (1023.414778 sec): 3 clusters Score: Raw -1067414.229668 + Penalty 2963.779316 = -1064450.450351 nChanged 7 SP:Iteration 32Q (1023.473118 sec): 3 clusters Score: Raw -1067417.112023 + Penalty 2963.779316 = -1064453.332706 nChanged 7 SP:Iteration 33Q (1023.542525 sec): 3 clusters Score: Raw -1067420.080929 + Penalty 2963.779316 = -1064456.301613 nChanged 8 SP:Iteration 34Q (1023.592954 sec): 3 clusters Score: Raw -1067423.585254 + Penalty 2963.779316 = -1064459.805938 nChanged 7 SP:Iteration 35Q (1023.649935 sec): 3 clusters Score: Raw -1067427.331191 + Penalty 2963.779316 = -1064463.551875 nChanged 8 SP:Iteration 36Q (1023.709988 sec): 3 clusters Score: Raw -1067430.607701 + Penalty 2963.779316 = -1064466.828385 nChanged 6 SP:Iteration 37Q (1023.758879 sec): 3 clusters Score: Raw -1067432.760243 + Penalty 2963.779316 = -1064468.980927 nChanged 5 SP:Iteration 38Q (1023.824477 sec): 3 clusters Score: Raw -1067434.595871 + Penalty 2963.779316 = -1064470.816555 nChanged 3 SP:Iteration 39Q (1023.872674 sec): 3 clusters Score: Raw -1067435.826895 + Penalty 2963.779316 = -1064472.047579 nChanged 4 SP:Iteration 40F (1023.946117 sec): 3 clusters Score: Raw -1067438.086922 + Penalty 2963.779316 = -1064474.307606 nChanged 4 SP:Iteration 41Q (1023.995970 sec): 3 clusters Score: Raw -1067439.148019 + Penalty 2963.779316 = -1064475.368703 nChanged 3 SP:Iteration 42Q (1024.062263 sec): 3 clusters Score: Raw -1067439.715842 + Penalty 2963.779316 = -1064475.936525 nChanged 3 SP:Iteration 43Q (1024.124060 sec): 3 clusters Score: Raw -1067441.488471 + Penalty 2963.779316 = -1064477.709154 nChanged 3 SP:Iteration 44Q (1024.183599 sec): 3 clusters Score: Raw -1067442.301011 + Penalty 2963.779316 = -1064478.521695 nChanged 5 SP:Iteration 45Q (1024.233138 sec): 3 clusters Score: Raw -1067444.641333 + Penalty 2963.779316 = -1064480.862016 nChanged 4 SP:Iteration 46Q (1024.293776 sec): 3 clusters Score: Raw -1067446.217344 + Penalty 2963.779316 = -1064482.438028 nChanged 3 SP:Iteration 47Q (1024.364448 sec): 3 clusters Score: Raw -1067447.352678 + Penalty 2963.779316 = -1064483.573361 nChanged 3 SP:Iteration 48Q (1024.422101 sec): 3 clusters Score: Raw -1067448.278404 + Penalty 2963.779316 = -1064484.499087 nChanged 2 SP:Iteration 49Q (1024.483456 sec): 3 clusters Score: Raw -1067449.238736 + Penalty 2963.779316 = -1064485.459420 nChanged 1 SP:Iteration 50Q (1024.543273 sec): 3 clusters Score: Raw -1067449.579127 + Penalty 2963.779316 = -1064485.799811 nChanged 2 SP:Iteration 51Q (1024.604568 sec): 3 clusters Score: Raw -1067450.696911 + Penalty 2963.779316 = -1064486.917595 nChanged 2 SP:Iteration 52Q (1024.664839 sec): 3 clusters Score: Raw -1067451.269107 + Penalty 2963.779316 = -1064487.489791 nChanged 1 SP:Iteration 53Q (1024.713928 sec): 3 clusters Score: Raw -1067451.418518 + Penalty 2963.779316 = -1064487.639202 nChanged 0 SP:Iteration 54F (1024.785057 sec): 3 clusters Score: Raw -1067451.418518 + Penalty 2963.779316 = -1064487.639202 nChanged 0 Trying to split cluster 18 (26882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1024.842611 sec): 2 clusters Score: Raw -3129565.579408 + Penalty 1657.371982 = -3127908.207426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1024.925816 sec): 3 clusters Score: Raw -3113048.060841 + Penalty 3314.743964 = -3109733.316877 nChanged 12282 SP:Iteration 1F (1025.024543 sec): 3 clusters Score: Raw -3119904.227721 + Penalty 3314.743964 = -3116589.483757 nChanged 1250 SP:Iteration 2Q (1025.118307 sec): 3 clusters Score: Raw -3120355.666704 + Penalty 3314.743964 = -3117040.922740 nChanged 1235 SP:Iteration 3Q (1025.204237 sec): 3 clusters Score: Raw -3120821.075283 + Penalty 3314.743964 = -3117506.331319 nChanged 1238 SP:Iteration 4Q (1025.302358 sec): 3 clusters Score: Raw -3121332.180636 + Penalty 3314.743964 = -3118017.436672 nChanged 1273 SP:Iteration 5Q (1025.395649 sec): 3 clusters Score: Raw -3121917.650085 + Penalty 3314.743964 = -3118602.906121 nChanged 1333 SP:Iteration 6Q (1025.493709 sec): 3 clusters Score: Raw -3122637.945752 + Penalty 3314.743964 = -3119323.201788 nChanged 1406 SP:Iteration 7F (1025.564332 sec): 3 clusters Score: Raw -3123480.619626 + Penalty 3314.743964 = -3120165.875662 nChanged 1411 SP:Iteration 8F (1025.664401 sec): 3 clusters Score: Raw -3124399.045696 + Penalty 3314.743964 = -3121084.301732 nChanged 1466 SP:Iteration 9F (1025.756708 sec): 3 clusters Score: Raw -3125348.209043 + Penalty 3314.743964 = -3122033.465079 nChanged 1354 SP:Iteration 10F (1025.843430 sec): 3 clusters Score: Raw -3126211.189248 + Penalty 3314.743964 = -3122896.445284 nChanged 1142 SP:Iteration 11Q (1025.933889 sec): 3 clusters Score: Raw -3126811.941415 + Penalty 3314.743964 = -3123497.197451 nChanged 802 SP:Iteration 12Q (1026.027255 sec): 3 clusters Score: Raw -3127123.582439 + Penalty 3314.743964 = -3123808.838475 nChanged 576 SP:Iteration 13Q (1026.116224 sec): 3 clusters Score: Raw -3127298.386612 + Penalty 3314.743964 = -3123983.642648 nChanged 453 SP:Iteration 14Q (1026.200739 sec): 3 clusters Score: Raw -3127414.352718 + Penalty 3314.743964 = -3124099.608754 nChanged 337 SP:Iteration 15Q (1026.299939 sec): 3 clusters Score: Raw -3127497.052091 + Penalty 3314.743964 = -3124182.308127 nChanged 285 SP:Iteration 16Q (1026.386537 sec): 3 clusters Score: Raw -3127558.610974 + Penalty 3314.743964 = -3124243.867010 nChanged 248 SP:Iteration 17Q (1026.472075 sec): 3 clusters Score: Raw -3127608.154574 + Penalty 3314.743964 = -3124293.410610 nChanged 227 SP:Iteration 18Q (1026.573871 sec): 3 clusters Score: Raw -3127648.372782 + Penalty 3314.743964 = -3124333.628818 nChanged 187 SP:Iteration 19Q (1026.661107 sec): 3 clusters Score: Raw -3127677.363652 + Penalty 3314.743964 = -3124362.619688 nChanged 171 SP:Iteration 20F (1026.757117 sec): 3 clusters Score: Raw -3127703.493472 + Penalty 3314.743964 = -3124388.749508 nChanged 154 SP:Iteration 21Q (1026.849711 sec): 3 clusters Score: Raw -3127727.063332 + Penalty 3314.743964 = -3124412.319368 nChanged 145 SP:Iteration 22Q (1026.939752 sec): 3 clusters Score: Raw -3127745.015997 + Penalty 3314.743964 = -3124430.272033 nChanged 111 SP:Iteration 23Q (1027.029511 sec): 3 clusters Score: Raw -3127760.613798 + Penalty 3314.743964 = -3124445.869834 nChanged 123 SP:Iteration 24Q (1027.110522 sec): 3 clusters Score: Raw -3127777.238678 + Penalty 3314.743964 = -3124462.494714 nChanged 103 SP:Iteration 25Q (1027.203333 sec): 3 clusters Score: Raw -3127788.835900 + Penalty 3314.743964 = -3124474.091936 nChanged 94 SP:Iteration 26Q (1027.302441 sec): 3 clusters Score: Raw -3127800.172997 + Penalty 3314.743964 = -3124485.429033 nChanged 88 SP:Iteration 27Q (1027.384560 sec): 3 clusters Score: Raw -3127810.968212 + Penalty 3314.743964 = -3124496.224248 nChanged 96 SP:Iteration 28Q (1027.481648 sec): 3 clusters Score: Raw -3127822.187868 + Penalty 3314.743964 = -3124507.443904 nChanged 99 SP:Iteration 29Q (1027.571356 sec): 3 clusters Score: Raw -3127835.845773 + Penalty 3314.743964 = -3124521.101809 nChanged 111 SP:Iteration 30Q (1027.662408 sec): 3 clusters Score: Raw -3127851.134355 + Penalty 3314.743964 = -3124536.390391 nChanged 110 SP:Iteration 31Q (1027.754457 sec): 3 clusters Score: Raw -3127863.927124 + Penalty 3314.743964 = -3124549.183160 nChanged 94 SP:Iteration 32Q (1027.834195 sec): 3 clusters Score: Raw -3127874.079240 + Penalty 3314.743964 = -3124559.335276 nChanged 90 SP:Iteration 33Q (1027.935647 sec): 3 clusters Score: Raw -3127884.833946 + Penalty 3314.743964 = -3124570.089982 nChanged 99 SP:Iteration 34Q (1028.023081 sec): 3 clusters Score: Raw -3127895.728428 + Penalty 3314.743964 = -3124580.984464 nChanged 92 SP:Iteration 35Q (1028.101182 sec): 3 clusters Score: Raw -3127905.925837 + Penalty 3314.743964 = -3124591.181873 nChanged 94 SP:Iteration 36Q (1028.200195 sec): 3 clusters Score: Raw -3127918.926150 + Penalty 3314.743964 = -3124604.182187 nChanged 110 SP:Iteration 37Q (1028.286737 sec): 3 clusters Score: Raw -3127933.794168 + Penalty 3314.743964 = -3124619.050204 nChanged 111 SP:Iteration 38Q (1028.378321 sec): 3 clusters Score: Raw -3127946.831211 + Penalty 3314.743964 = -3124632.087247 nChanged 98 SP:Iteration 39Q (1028.464279 sec): 3 clusters Score: Raw -3127958.355964 + Penalty 3314.743964 = -3124643.612000 nChanged 99 SP:Iteration 40F (1028.550048 sec): 3 clusters Score: Raw -3127968.694683 + Penalty 3314.743964 = -3124653.950719 nChanged 88 SP:Iteration 41Q (1028.634025 sec): 3 clusters Score: Raw -3127978.425016 + Penalty 3314.743964 = -3124663.681053 nChanged 101 SP:Iteration 42Q (1028.726085 sec): 3 clusters Score: Raw -3127989.670515 + Penalty 3314.743964 = -3124674.926551 nChanged 100 SP:Iteration 43Q (1028.809915 sec): 3 clusters Score: Raw -3127999.805128 + Penalty 3314.743964 = -3124685.061164 nChanged 97 SP:Iteration 44Q (1028.898188 sec): 3 clusters Score: Raw -3128010.413359 + Penalty 3314.743964 = -3124695.669395 nChanged 91 SP:Iteration 45Q (1028.984951 sec): 3 clusters Score: Raw -3128020.501106 + Penalty 3314.743964 = -3124705.757142 nChanged 92 SP:Iteration 46Q (1029.079248 sec): 3 clusters Score: Raw -3128031.695880 + Penalty 3314.743964 = -3124716.951916 nChanged 85 SP:Iteration 47Q (1029.169120 sec): 3 clusters Score: Raw -3128040.936697 + Penalty 3314.743964 = -3124726.192733 nChanged 79 SP:Iteration 48Q (1029.245869 sec): 3 clusters Score: Raw -3128049.557715 + Penalty 3314.743964 = -3124734.813751 nChanged 87 SP:Iteration 49Q (1029.343748 sec): 3 clusters Score: Raw -3128058.791002 + Penalty 3314.743964 = -3124744.047038 nChanged 76 SP:Iteration 50Q (1029.422988 sec): 3 clusters Score: Raw -3128067.059837 + Penalty 3314.743964 = -3124752.315874 nChanged 81 SP:Iteration 51Q (1029.503851 sec): 3 clusters Score: Raw -3128076.747613 + Penalty 3314.743964 = -3124762.003649 nChanged 91 SP:Iteration 52Q (1029.593421 sec): 3 clusters Score: Raw -3128089.425397 + Penalty 3314.743964 = -3124774.681433 nChanged 110 SP:Iteration 53Q (1029.683564 sec): 3 clusters Score: Raw -3128103.595477 + Penalty 3314.743964 = -3124788.851514 nChanged 111 SP:Iteration 54Q (1029.766368 sec): 3 clusters Score: Raw -3128118.045356 + Penalty 3314.743964 = -3124803.301392 nChanged 88 SP:Iteration 55Q (1029.844178 sec): 3 clusters Score: Raw -3128126.762265 + Penalty 3314.743964 = -3124812.018301 nChanged 83 SP:Iteration 56Q (1029.926193 sec): 3 clusters Score: Raw -3128135.116428 + Penalty 3314.743964 = -3124820.372464 nChanged 81 SP:Iteration 57Q (1030.017179 sec): 3 clusters Score: Raw -3128144.093354 + Penalty 3314.743964 = -3124829.349390 nChanged 87 SP:Iteration 58Q (1030.112128 sec): 3 clusters Score: Raw -3128154.477581 + Penalty 3314.743964 = -3124839.733617 nChanged 84 SP:Iteration 59Q (1030.200948 sec): 3 clusters Score: Raw -3128166.478585 + Penalty 3314.743964 = -3124851.734621 nChanged 97 SP:Iteration 60F (1030.286387 sec): 3 clusters Score: Raw -3128180.578388 + Penalty 3314.743964 = -3124865.834424 nChanged 115 SP:Iteration 61Q (1030.377590 sec): 3 clusters Score: Raw -3128200.229234 + Penalty 3314.743964 = -3124885.485270 nChanged 128 SP:Iteration 62Q (1030.465509 sec): 3 clusters Score: Raw -3128226.750044 + Penalty 3314.743964 = -3124912.006080 nChanged 154 SP:Iteration 63Q (1030.546244 sec): 3 clusters Score: Raw -3128257.323385 + Penalty 3314.743964 = -3124942.579421 nChanged 160 SP:Iteration 64Q (1030.642082 sec): 3 clusters Score: Raw -3128287.761300 + Penalty 3314.743964 = -3124973.017336 nChanged 167 SP:Iteration 65Q (1030.731927 sec): 3 clusters Score: Raw -3128319.851301 + Penalty 3314.743964 = -3125005.107337 nChanged 176 SP:Iteration 66Q (1030.811883 sec): 3 clusters Score: Raw -3128353.588327 + Penalty 3314.743964 = -3125038.844364 nChanged 193 SP:Iteration 67Q (1030.905862 sec): 3 clusters Score: Raw -3128394.562869 + Penalty 3314.743964 = -3125079.818905 nChanged 186 SP:Iteration 68Q (1030.986044 sec): 3 clusters Score: Raw -3128433.070162 + Penalty 3314.743964 = -3125118.326198 nChanged 166 SP:Iteration 69Q (1031.087860 sec): 3 clusters Score: Raw -3128467.238141 + Penalty 3314.743964 = -3125152.494177 nChanged 165 SP:Iteration 70Q (1031.176976 sec): 3 clusters Score: Raw -3128501.524918 + Penalty 3314.743964 = -3125186.780954 nChanged 175 SP:Iteration 71Q (1031.263550 sec): 3 clusters Score: Raw -3128543.082652 + Penalty 3314.743964 = -3125228.338688 nChanged 203 SP:Iteration 72Q (1031.354325 sec): 3 clusters Score: Raw -3128590.935471 + Penalty 3314.743964 = -3125276.191507 nChanged 182 SP:Iteration 73Q (1031.440867 sec): 3 clusters Score: Raw -3128633.528352 + Penalty 3314.743964 = -3125318.784388 nChanged 177 SP:Iteration 74Q (1031.529185 sec): 3 clusters Score: Raw -3128672.886415 + Penalty 3314.743964 = -3125358.142451 nChanged 164 SP:Iteration 75Q (1031.619302 sec): 3 clusters Score: Raw -3128706.895552 + Penalty 3314.743964 = -3125392.151588 nChanged 136 SP:Iteration 76Q (1031.706064 sec): 3 clusters Score: Raw -3128732.425385 + Penalty 3314.743964 = -3125417.681421 nChanged 136 SP:Iteration 77Q (1031.793054 sec): 3 clusters Score: Raw -3128757.835644 + Penalty 3314.743964 = -3125443.091680 nChanged 147 SP:Iteration 78Q (1031.878451 sec): 3 clusters Score: Raw -3128790.382117 + Penalty 3314.743964 = -3125475.638153 nChanged 158 SP:Iteration 79Q (1031.962818 sec): 3 clusters Score: Raw -3128828.313119 + Penalty 3314.743964 = -3125513.569155 nChanged 172 SP:Iteration 80F (1032.047522 sec): 3 clusters Score: Raw -3128872.857870 + Penalty 3314.743964 = -3125558.113906 nChanged 180 SP:Iteration 81Q (1032.128758 sec): 3 clusters Score: Raw -3128920.960300 + Penalty 3314.743964 = -3125606.216336 nChanged 180 SP:Iteration 82Q (1032.223240 sec): 3 clusters Score: Raw -3128972.202228 + Penalty 3314.743964 = -3125657.458265 nChanged 174 SP:Iteration 83Q (1032.312157 sec): 3 clusters Score: Raw -3129019.818220 + Penalty 3314.743964 = -3125705.074256 nChanged 157 SP:Iteration 84Q (1032.393680 sec): 3 clusters Score: Raw -3129061.952085 + Penalty 3314.743964 = -3125747.208122 nChanged 170 SP:Iteration 85Q (1032.480750 sec): 3 clusters Score: Raw -3129105.618554 + Penalty 3314.743964 = -3125790.874590 nChanged 160 SP:Iteration 86Q (1032.566470 sec): 3 clusters Score: Raw -3129143.986404 + Penalty 3314.743964 = -3125829.242440 nChanged 147 SP:Iteration 87Q (1032.654078 sec): 3 clusters Score: Raw -3129179.877473 + Penalty 3314.743964 = -3125865.133509 nChanged 152 SP:Iteration 88Q (1032.741925 sec): 3 clusters Score: Raw -3129216.127938 + Penalty 3314.743964 = -3125901.383974 nChanged 132 SP:Iteration 89Q (1032.815002 sec): 3 clusters Score: Raw -3129244.957544 + Penalty 3314.743964 = -3125930.213580 nChanged 131 SP:Iteration 90Q (1032.905029 sec): 3 clusters Score: Raw -3129275.453560 + Penalty 3314.743964 = -3125960.709596 nChanged 146 SP:Iteration 91Q (1032.978948 sec): 3 clusters Score: Raw -3129312.459715 + Penalty 3314.743964 = -3125997.715751 nChanged 121 SP:Iteration 92Q (1033.052721 sec): 3 clusters Score: Raw -3129340.298296 + Penalty 3314.743964 = -3126025.554332 nChanged 117 SP:Iteration 93Q (1033.146576 sec): 3 clusters Score: Raw -3129370.533634 + Penalty 3314.743964 = -3126055.789670 nChanged 125 SP:Iteration 94Q (1033.221576 sec): 3 clusters Score: Raw -3129405.119527 + Penalty 3314.743964 = -3126090.375563 nChanged 121 SP:Iteration 95Q (1033.313857 sec): 3 clusters Score: Raw -3129440.278087 + Penalty 3314.743964 = -3126125.534124 nChanged 128 SP:Iteration 96Q (1033.400398 sec): 3 clusters Score: Raw -3129476.995221 + Penalty 3314.743964 = -3126162.251257 nChanged 129 SP:Iteration 97Q (1033.486010 sec): 3 clusters Score: Raw -3129510.765917 + Penalty 3314.743964 = -3126196.021953 nChanged 114 SP:Iteration 98Q (1033.569000 sec): 3 clusters Score: Raw -3129541.314331 + Penalty 3314.743964 = -3126226.570367 nChanged 109 SP:Iteration 99Q (1033.655126 sec): 3 clusters Score: Raw -3129574.022058 + Penalty 3314.743964 = -3126259.278094 nChanged 99 SP:Iteration 100F (1033.746068 sec): 3 clusters Score: Raw -3129605.732662 + Penalty 3314.743964 = -3126290.988698 nChanged 101 SP:Iteration 101Q (1033.830762 sec): 3 clusters Score: Raw -3129637.335381 + Penalty 3314.743964 = -3126322.591417 nChanged 91 SP:Iteration 102Q (1033.909858 sec): 3 clusters Score: Raw -3129665.390254 + Penalty 3314.743964 = -3126350.646290 nChanged 84 SP:Iteration 103Q (1033.997672 sec): 3 clusters Score: Raw -3129689.749466 + Penalty 3314.743964 = -3126375.005502 nChanged 75 SP:Iteration 104Q (1034.079973 sec): 3 clusters Score: Raw -3129711.200988 + Penalty 3314.743964 = -3126396.457024 nChanged 68 SP:Iteration 105Q (1034.152294 sec): 3 clusters Score: Raw -3129732.083348 + Penalty 3314.743964 = -3126417.339384 nChanged 57 SP:Iteration 106Q (1034.236324 sec): 3 clusters Score: Raw -3129749.835433 + Penalty 3314.743964 = -3126435.091469 nChanged 46 SP:Iteration 107Q (1034.323373 sec): 3 clusters Score: Raw -3129763.141340 + Penalty 3314.743964 = -3126448.397376 nChanged 39 SP:Iteration 108Q (1034.411364 sec): 3 clusters Score: Raw -3129773.814824 + Penalty 3314.743964 = -3126459.070860 nChanged 42 SP:Iteration 109Q (1034.494386 sec): 3 clusters Score: Raw -3129784.968127 + Penalty 3314.743964 = -3126470.224163 nChanged 41 SP:Iteration 110Q (1034.579052 sec): 3 clusters Score: Raw -3129795.062233 + Penalty 3314.743964 = -3126480.318269 nChanged 37 SP:Iteration 111Q (1034.659573 sec): 3 clusters Score: Raw -3129804.318939 + Penalty 3314.743964 = -3126489.574975 nChanged 33 SP:Iteration 112Q (1034.737650 sec): 3 clusters Score: Raw -3129812.419889 + Penalty 3314.743964 = -3126497.675925 nChanged 33 SP:Iteration 113Q (1034.825219 sec): 3 clusters Score: Raw -3129820.452596 + Penalty 3314.743964 = -3126505.708632 nChanged 27 SP:Iteration 114Q (1034.907949 sec): 3 clusters Score: Raw -3129827.364572 + Penalty 3314.743964 = -3126512.620608 nChanged 26 SP:Iteration 115Q (1034.991143 sec): 3 clusters Score: Raw -3129834.048178 + Penalty 3314.743964 = -3126519.304214 nChanged 28 SP:Iteration 116Q (1035.063264 sec): 3 clusters Score: Raw -3129841.336212 + Penalty 3314.743964 = -3126526.592248 nChanged 24 SP:Iteration 117Q (1035.149255 sec): 3 clusters Score: Raw -3129848.308137 + Penalty 3314.743964 = -3126533.564173 nChanged 28 SP:Iteration 118Q (1035.221451 sec): 3 clusters Score: Raw -3129856.604127 + Penalty 3314.743964 = -3126541.860163 nChanged 31 SP:Iteration 119Q (1035.306923 sec): 3 clusters Score: Raw -3129865.036509 + Penalty 3314.743964 = -3126550.292545 nChanged 31 SP:Iteration 120F (1035.389947 sec): 3 clusters Score: Raw -3129875.791666 + Penalty 3314.743964 = -3126561.047702 nChanged 34 SP:Iteration 121Q (1035.475198 sec): 3 clusters Score: Raw -3129885.451671 + Penalty 3314.743964 = -3126570.707707 nChanged 30 SP:Iteration 122Q (1035.550501 sec): 3 clusters Score: Raw -3129896.417924 + Penalty 3314.743964 = -3126581.673960 nChanged 29 SP:Iteration 123Q (1035.635612 sec): 3 clusters Score: Raw -3129904.362020 + Penalty 3314.743964 = -3126589.618056 nChanged 24 SP:Iteration 124Q (1035.703551 sec): 3 clusters Score: Raw -3129913.685053 + Penalty 3314.743964 = -3126598.941089 nChanged 30 SP:Iteration 125Q (1035.776599 sec): 3 clusters Score: Raw -3129922.428752 + Penalty 3314.743964 = -3126607.684788 nChanged 25 SP:Iteration 126Q (1035.864324 sec): 3 clusters Score: Raw -3129929.619749 + Penalty 3314.743964 = -3126614.875785 nChanged 19 SP:Iteration 127Q (1035.942750 sec): 3 clusters Score: Raw -3129933.775991 + Penalty 3314.743964 = -3126619.032027 nChanged 16 SP:Iteration 128Q (1036.023562 sec): 3 clusters Score: Raw -3129937.661300 + Penalty 3314.743964 = -3126622.917336 nChanged 11 SP:Iteration 129Q (1036.101281 sec): 3 clusters Score: Raw -3129940.139940 + Penalty 3314.743964 = -3126625.395976 nChanged 11 SP:Iteration 130Q (1036.175090 sec): 3 clusters Score: Raw -3129942.486126 + Penalty 3314.743964 = -3126627.742162 nChanged 4 SP:Iteration 131Q (1036.260830 sec): 3 clusters Score: Raw -3129943.378083 + Penalty 3314.743964 = -3126628.634119 nChanged 5 SP:Iteration 132Q (1036.325631 sec): 3 clusters Score: Raw -3129944.256639 + Penalty 3314.743964 = -3126629.512675 nChanged 3 SP:Iteration 133Q (1036.411721 sec): 3 clusters Score: Raw -3129945.080579 + Penalty 3314.743964 = -3126630.336615 nChanged 2 SP:Iteration 134Q (1036.489572 sec): 3 clusters Score: Raw -3129945.463472 + Penalty 3314.743964 = -3126630.719508 nChanged 3 SP:Iteration 135Q (1036.573566 sec): 3 clusters Score: Raw -3129946.188897 + Penalty 3314.743964 = -3126631.444933 nChanged 3 SP:Iteration 136Q (1036.645507 sec): 3 clusters Score: Raw -3129946.805629 + Penalty 3314.743964 = -3126632.061665 nChanged 4 SP:Iteration 137Q (1036.722455 sec): 3 clusters Score: Raw -3129947.559852 + Penalty 3314.743964 = -3126632.815888 nChanged 1 SP:Iteration 138Q (1036.804811 sec): 3 clusters Score: Raw -3129947.808407 + Penalty 3314.743964 = -3126633.064443 nChanged 1 SP:Iteration 139Q (1036.876806 sec): 3 clusters Score: Raw -3129947.898110 + Penalty 3314.743964 = -3126633.154147 nChanged 2 SP:Iteration 140F (1036.968063 sec): 3 clusters Score: Raw -3129948.256816 + Penalty 3314.743964 = -3126633.512852 nChanged 1 SP:Iteration 141Q (1037.050485 sec): 3 clusters Score: Raw -3129948.341908 + Penalty 3314.743964 = -3126633.597944 nChanged 0 SP:Iteration 142F (1037.136000 sec): 3 clusters Score: Raw -3129948.341908 + Penalty 3314.743964 = -3126633.597944 nChanged 0 Trying to split cluster 19 (23709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1037.197607 sec): 2 clusters Score: Raw -2599630.247078 + Penalty 1636.961625 = -2597993.285453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1037.280906 sec): 3 clusters Score: Raw -2585126.287696 + Penalty 3273.923251 = -2581852.364445 nChanged 10746 SP:Iteration 1F (1037.360649 sec): 3 clusters Score: Raw -2591068.381648 + Penalty 3273.923251 = -2587794.458398 nChanged 1322 SP:Iteration 2F (1037.441774 sec): 3 clusters Score: Raw -2591651.680363 + Penalty 3273.923251 = -2588377.757113 nChanged 1359 SP:Iteration 3F (1037.529773 sec): 3 clusters Score: Raw -2592300.788275 + Penalty 3273.923251 = -2589026.865025 nChanged 1461 SP:Iteration 4F (1037.610610 sec): 3 clusters Score: Raw -2593095.313368 + Penalty 3273.923251 = -2589821.390117 nChanged 1485 SP:Iteration 5F (1037.697479 sec): 3 clusters Score: Raw -2593959.742038 + Penalty 3273.923251 = -2590685.818788 nChanged 1514 SP:Iteration 6F (1037.787007 sec): 3 clusters Score: Raw -2594975.943388 + Penalty 3273.923251 = -2591702.020137 nChanged 1471 SP:Iteration 7F (1037.866133 sec): 3 clusters Score: Raw -2596099.951148 + Penalty 3273.923251 = -2592826.027898 nChanged 1377 SP:Iteration 8F (1037.960446 sec): 3 clusters Score: Raw -2597332.907840 + Penalty 3273.923251 = -2594058.984590 nChanged 1132 SP:Iteration 9Q (1038.045162 sec): 3 clusters Score: Raw -2598464.691205 + Penalty 3273.923251 = -2595190.767954 nChanged 791 SP:Iteration 10Q (1038.131345 sec): 3 clusters Score: Raw -2599284.706100 + Penalty 3273.923251 = -2596010.782850 nChanged 424 SP:Iteration 11Q (1038.207680 sec): 3 clusters Score: Raw -2599720.026844 + Penalty 3273.923251 = -2596446.103593 nChanged 245 SP:Iteration 12Q (1038.287213 sec): 3 clusters Score: Raw -2599909.276946 + Penalty 3273.923251 = -2596635.353695 nChanged 160 SP:Iteration 13Q (1038.369019 sec): 3 clusters Score: Raw -2600009.034390 + Penalty 3273.923251 = -2596735.111140 nChanged 108 SP:Iteration 14Q (1038.445546 sec): 3 clusters Score: Raw -2600056.716488 + Penalty 3273.923251 = -2596782.793238 nChanged 51 SP:Iteration 15Q (1038.526615 sec): 3 clusters Score: Raw -2600077.783083 + Penalty 3273.923251 = -2596803.859833 nChanged 36 SP:Iteration 16Q (1038.607440 sec): 3 clusters Score: Raw -2600094.886549 + Penalty 3273.923251 = -2596820.963298 nChanged 33 SP:Iteration 17Q (1038.689410 sec): 3 clusters Score: Raw -2600109.728114 + Penalty 3273.923251 = -2596835.804864 nChanged 30 SP:Iteration 18Q (1038.770561 sec): 3 clusters Score: Raw -2600124.123838 + Penalty 3273.923251 = -2596850.200587 nChanged 29 SP:Iteration 19Q (1038.851121 sec): 3 clusters Score: Raw -2600133.684082 + Penalty 3273.923251 = -2596859.760831 nChanged 17 SP:Iteration 20F (1038.936010 sec): 3 clusters Score: Raw -2600142.610669 + Penalty 3273.923251 = -2596868.687419 nChanged 14 SP:Iteration 21Q (1039.016098 sec): 3 clusters Score: Raw -2600150.715985 + Penalty 3273.923251 = -2596876.792735 nChanged 11 SP:Iteration 22Q (1039.095442 sec): 3 clusters Score: Raw -2600156.000802 + Penalty 3273.923251 = -2596882.077551 nChanged 12 SP:Iteration 23Q (1039.169545 sec): 3 clusters Score: Raw -2600160.745584 + Penalty 3273.923251 = -2596886.822334 nChanged 12 SP:Iteration 24Q (1039.255291 sec): 3 clusters Score: Raw -2600164.602321 + Penalty 3273.923251 = -2596890.679070 nChanged 12 SP:Iteration 25Q (1039.331730 sec): 3 clusters Score: Raw -2600169.822893 + Penalty 3273.923251 = -2596895.899642 nChanged 9 SP:Iteration 26Q (1039.405275 sec): 3 clusters Score: Raw -2600173.188581 + Penalty 3273.923251 = -2596899.265330 nChanged 10 SP:Iteration 27Q (1039.480945 sec): 3 clusters Score: Raw -2600177.280861 + Penalty 3273.923251 = -2596903.357610 nChanged 8 SP:Iteration 28Q (1039.564774 sec): 3 clusters Score: Raw -2600179.504550 + Penalty 3273.923251 = -2596905.581300 nChanged 2 SP:Iteration 29Q (1039.641344 sec): 3 clusters Score: Raw -2600179.758628 + Penalty 3273.923251 = -2596905.835377 nChanged 1 SP:Iteration 30Q (1039.724600 sec): 3 clusters Score: Raw -2600180.218503 + Penalty 3273.923251 = -2596906.295252 nChanged 2 SP:Iteration 31Q (1039.803356 sec): 3 clusters Score: Raw -2600180.867010 + Penalty 3273.923251 = -2596906.943760 nChanged 2 SP:Iteration 32Q (1039.871684 sec): 3 clusters Score: Raw -2600181.662039 + Penalty 3273.923251 = -2596907.738788 nChanged 1 SP:Iteration 33Q (1039.951793 sec): 3 clusters Score: Raw -2600181.717476 + Penalty 3273.923251 = -2596907.794225 nChanged 0 SP:Iteration 34F (1040.035893 sec): 3 clusters Score: Raw -2600181.717476 + Penalty 3273.923251 = -2596907.794225 nChanged 0 Trying to split cluster 20 (845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1040.061486 sec): 2 clusters Score: Raw -85964.912888 + Penalty 1095.142202 = -84869.770686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1040.104694 sec): 3 clusters Score: Raw -85692.732488 + Penalty 2190.284404 = -83502.448084 nChanged 232 SP:Iteration 1F (1040.146329 sec): 3 clusters Score: Raw -85956.683268 + Penalty 2190.284404 = -83766.398864 nChanged 78 SP:Iteration 2F (1040.201081 sec): 3 clusters Score: Raw -86105.630825 + Penalty 2190.284404 = -83915.346421 nChanged 67 SP:Iteration 3F (1040.237640 sec): 3 clusters Score: Raw -86298.253915 + Penalty 2190.284404 = -84107.969511 nChanged 59 SP:Iteration 4F (1040.286870 sec): 3 clusters Score: Raw -86555.636947 + Penalty 2190.284404 = -84365.352543 nChanged 71 SP:Iteration 5F (1040.326544 sec): 3 clusters Score: Raw -86749.821096 + Penalty 2190.284404 = -84559.536692 nChanged 47 SP:Iteration 6F (1040.373823 sec): 3 clusters Score: Raw -86844.920146 + Penalty 2190.284404 = -84654.635742 nChanged 35 SP:Iteration 7Q (1040.427734 sec): 3 clusters Score: Raw -86909.809999 + Penalty 2190.284404 = -84719.525595 nChanged 26 SP:Iteration 8Q (1040.465735 sec): 3 clusters Score: Raw -86974.060086 + Penalty 2190.284404 = -84783.775682 nChanged 17 SP:Iteration 9Q (1040.525532 sec): 3 clusters Score: Raw -87018.613748 + Penalty 2190.284404 = -84828.329345 nChanged 17 SP:Iteration 10Q (1040.574227 sec): 3 clusters Score: Raw -87075.322739 + Penalty 2190.284404 = -84885.038336 nChanged 6 SP:Iteration 11Q (1040.607642 sec): 3 clusters Score: Raw -87133.119731 + Penalty 2190.284404 = -84942.835327 nChanged 6 SP:Iteration 12Q (1040.662989 sec): 3 clusters Score: Raw -87193.350870 + Penalty 2190.284404 = -85003.066466 nChanged 5 SP:Iteration 13Q (1040.710487 sec): 3 clusters Score: Raw -87220.764939 + Penalty 2190.284404 = -85030.480535 nChanged 8 SP:Iteration 14Q (1040.752815 sec): 3 clusters Score: Raw -87244.181963 + Penalty 2190.284404 = -85053.897560 nChanged 3 SP:Iteration 15Q (1040.786971 sec): 3 clusters Score: Raw -87249.019023 + Penalty 2190.284404 = -85058.734619 nChanged 1 SP:Iteration 16Q (1040.835124 sec): 3 clusters Score: Raw -87251.356042 + Penalty 2190.284404 = -85061.071638 nChanged 2 SP:Iteration 17Q (1040.884531 sec): 3 clusters Score: Raw -87253.275002 + Penalty 2190.284404 = -85062.990598 nChanged 0 SP:Iteration 18F (1040.934149 sec): 3 clusters Score: Raw -87253.275002 + Penalty 2190.284404 = -85062.990598 nChanged 0 Score: Raw -22418005.223258 + Penalty 35703.347430 = -22382301.875828 Splitting cluster 20 changes total score from -22382996.846191 to -22382301.875828 So it's not getting split. Iteration 139Q (1044.929589 sec): 18 clusters Score: Raw -22416716.899595 + Penalty 33719.828128 = -22382997.071467 nChanged 12 Iteration 140F (1047.326711 sec): 18 clusters Score: Raw -22416747.459671 + Penalty 33719.828128 = -22383027.631543 nChanged 16 Iteration 141Q (1048.591247 sec): 18 clusters Score: Raw -22416892.832504 + Penalty 33719.828128 = -22383173.004376 nChanged 30 Iteration 142Q (1049.879291 sec): 18 clusters Score: Raw -22416942.833873 + Penalty 33719.828128 = -22383223.005745 nChanged 41 Iteration 143Q (1051.234444 sec): 18 clusters Score: Raw -22416998.617639 + Penalty 33719.828128 = -22383278.789511 nChanged 45 Iteration 144Q (1052.622444 sec): 18 clusters Score: Raw -22417033.447692 + Penalty 33719.828128 = -22383313.619564 nChanged 43 Iteration 145Q (1053.912922 sec): 18 clusters Score: Raw -22417063.251006 + Penalty 33719.828128 = -22383343.422878 nChanged 31 Iteration 146Q (1055.160931 sec): 18 clusters Score: Raw -22417094.440991 + Penalty 33719.828128 = -22383374.612863 nChanged 24 Iteration 147Q (1056.444472 sec): 18 clusters Score: Raw -22417100.579065 + Penalty 33719.828128 = -22383380.750937 nChanged 24 Iteration 148Q (1057.745387 sec): 18 clusters Score: Raw -22417116.742696 + Penalty 33719.828128 = -22383396.914568 nChanged 19 Iteration 149Q (1059.058601 sec): 18 clusters Score: Raw -22417119.216851 + Penalty 33719.828128 = -22383399.388723 nChanged 21 Iteration 150Q (1060.369751 sec): 18 clusters Score: Raw -22417119.600705 + Penalty 33719.828128 = -22383399.772577 nChanged 13 Iteration 151Q (1061.707779 sec): 18 clusters Score: Raw -22417119.849519 + Penalty 33719.828128 = -22383400.021391 nChanged 19 Iteration 152Q (1062.986315 sec): 18 clusters Score: Raw -22417120.283809 + Penalty 33719.828128 = -22383400.455681 nChanged 13 Iteration 153Q (1064.261015 sec): 18 clusters Score: Raw -22417120.562186 + Penalty 33719.828128 = -22383400.734058 nChanged 9 Iteration 154Q (1065.529359 sec): 18 clusters Score: Raw -22417120.827409 + Penalty 33719.828128 = -22383400.999281 nChanged 6 Iteration 155Q (1066.854324 sec): 18 clusters Score: Raw -22417120.995459 + Penalty 33719.828128 = -22383401.167331 nChanged 13 Iteration 156Q (1068.120000 sec): 18 clusters Score: Raw -22417121.324996 + Penalty 33719.828128 = -22383401.496868 nChanged 16 Iteration 157Q (1069.330498 sec): 18 clusters Score: Raw -22417121.666954 + Penalty 33719.828128 = -22383401.838826 nChanged 15 Iteration 158Q (1070.506682 sec): 18 clusters Score: Raw -22417121.941573 + Penalty 33719.828128 = -22383402.113445 nChanged 9 Iteration 159Q (1071.619047 sec): 18 clusters Score: Raw -22417122.149196 + Penalty 33719.828128 = -22383402.321068 nChanged 9 Iteration 160F (1074.062681 sec): 18 clusters Score: Raw -22417196.562100 + Penalty 33719.828128 = -22383476.733972 nChanged 10 Iteration 161Q (1075.310046 sec): 18 clusters Score: Raw -22417261.885862 + Penalty 33719.828128 = -22383542.057733 nChanged 15 Iteration 162Q (1076.433227 sec): 18 clusters Score: Raw -22417292.386518 + Penalty 33719.828128 = -22383572.558390 nChanged 20 Iteration 163Q (1077.572229 sec): 18 clusters Score: Raw -22417298.080285 + Penalty 33719.828128 = -22383578.252157 nChanged 24 Iteration 164Q (1078.809389 sec): 18 clusters Score: Raw -22417307.259080 + Penalty 33719.828128 = -22383587.430952 nChanged 29 Iteration 165Q (1079.978871 sec): 18 clusters Score: Raw -22417314.321390 + Penalty 33719.828128 = -22383594.493262 nChanged 18 Iteration 166Q (1081.115041 sec): 18 clusters Score: Raw -22417315.542561 + Penalty 33719.828128 = -22383595.714433 nChanged 16 Iteration 167Q (1082.200540 sec): 18 clusters Score: Raw -22417316.810221 + Penalty 33719.828128 = -22383596.982093 nChanged 16 Iteration 168Q (1083.436231 sec): 18 clusters Score: Raw -22417318.045587 + Penalty 33719.828128 = -22383598.217459 nChanged 21 Iteration 169Q (1084.618436 sec): 18 clusters Score: Raw -22417320.498952 + Penalty 33719.828128 = -22383600.670824 nChanged 11 Iteration 170Q (1085.854938 sec): 18 clusters Score: Raw -22417320.778977 + Penalty 33719.828128 = -22383600.950849 nChanged 11 Iteration 171Q (1087.037859 sec): 18 clusters Score: Raw -22417321.103509 + Penalty 33719.828128 = -22383601.275381 nChanged 12 Iteration 172Q (1088.370775 sec): 18 clusters Score: Raw -22417321.413592 + Penalty 33719.828128 = -22383601.585464 nChanged 9 Iteration 173Q (1089.641905 sec): 18 clusters Score: Raw -22417321.579473 + Penalty 33719.828128 = -22383601.751345 nChanged 6 Iteration 174Q (1090.881375 sec): 18 clusters Score: Raw -22417321.677179 + Penalty 33719.828128 = -22383601.849051 nChanged 3 Iteration 175Q (1092.093394 sec): 18 clusters Score: Raw -22417321.722238 + Penalty 33719.828128 = -22383601.894110 nChanged 7 Iteration 176Q (1093.351147 sec): 18 clusters Score: Raw -22417321.892060 + Penalty 33719.828128 = -22383602.063932 nChanged 5 Iteration 177Q (1094.697792 sec): 18 clusters Score: Raw -22417322.083194 + Penalty 33719.828128 = -22383602.255066 nChanged 3 Iteration 178Q (1095.995389 sec): 18 clusters Score: Raw -22417322.132293 + Penalty 33719.828128 = -22383602.304165 nChanged 2 Writing temp clu file Because OldScore, -22383602.255066, is greater than current (better) Score,-22383602.304165 Compute initial score before splitting: Score: Raw -22417322.132293 + Penalty 33719.828128 = -22383602.304165 Trying to split cluster 1 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1096.087791 sec): 2 clusters Score: Raw -65774.197996 + Penalty 1040.311544 = -64733.886451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1096.133884 sec): 3 clusters Score: Raw -65633.434715 + Penalty 2080.623089 = -63552.811626 nChanged 162 SP:Iteration 1F (1096.170539 sec): 3 clusters Score: Raw -65806.432000 + Penalty 2080.623089 = -63725.808911 nChanged 39 SP:Iteration 2F (1096.216124 sec): 3 clusters Score: Raw -65862.105306 + Penalty 2080.623089 = -63781.482217 nChanged 19 SP:Iteration 3Q (1096.265292 sec): 3 clusters Score: Raw -65889.975101 + Penalty 2080.623089 = -63809.352012 nChanged 18 SP:Iteration 4Q (1096.314606 sec): 3 clusters Score: Raw -65914.483568 + Penalty 2080.623089 = -63833.860480 nChanged 10 SP:Iteration 5Q (1096.361259 sec): 3 clusters Score: Raw -65928.132330 + Penalty 2080.623089 = -63847.509241 nChanged 8 SP:Iteration 6Q (1096.406678 sec): 3 clusters Score: Raw -65939.949186 + Penalty 2080.623089 = -63859.326097 nChanged 7 SP:Iteration 7Q (1096.458987 sec): 3 clusters Score: Raw -65948.202224 + Penalty 2080.623089 = -63867.579135 nChanged 4 SP:Iteration 8Q (1096.500990 sec): 3 clusters Score: Raw -65955.148300 + Penalty 2080.623089 = -63874.525211 nChanged 3 SP:Iteration 9Q (1096.550262 sec): 3 clusters Score: Raw -65957.102281 + Penalty 2080.623089 = -63876.479192 nChanged 2 SP:Iteration 10Q (1096.598808 sec): 3 clusters Score: Raw -65961.614224 + Penalty 2080.623089 = -63880.991135 nChanged 5 SP:Iteration 11Q (1096.646990 sec): 3 clusters Score: Raw -65969.169958 + Penalty 2080.623089 = -63888.546869 nChanged 0 SP:Iteration 12F (1096.691886 sec): 3 clusters Score: Raw -65969.169958 + Penalty 2080.623089 = -63888.546869 nChanged 0 Trying to split cluster 2 (6202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1096.729524 sec): 2 clusters Score: Raw -723623.335870 + Penalty 1419.051904 = -722204.283966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1096.782671 sec): 3 clusters Score: Raw -720335.938509 + Penalty 2838.103807 = -717497.834702 nChanged 2561 SP:Iteration 1F (1096.838935 sec): 3 clusters Score: Raw -721679.099243 + Penalty 2838.103807 = -718840.995436 nChanged 376 SP:Iteration 2F (1096.888199 sec): 3 clusters Score: Raw -721874.445602 + Penalty 2838.103807 = -719036.341794 nChanged 309 SP:Iteration 3Q (1096.948519 sec): 3 clusters Score: Raw -722033.076259 + Penalty 2838.103807 = -719194.972451 nChanged 261 SP:Iteration 4Q (1097.005571 sec): 3 clusters Score: Raw -722153.983994 + Penalty 2838.103807 = -719315.880187 nChanged 209 SP:Iteration 5Q (1097.060818 sec): 3 clusters Score: Raw -722252.068281 + Penalty 2838.103807 = -719413.964473 nChanged 210 SP:Iteration 6Q (1097.104675 sec): 3 clusters Score: Raw -722360.480449 + Penalty 2838.103807 = -719522.376641 nChanged 230 SP:Iteration 7Q (1097.153677 sec): 3 clusters Score: Raw -722484.280395 + Penalty 2838.103807 = -719646.176588 nChanged 221 SP:Iteration 8Q (1097.212481 sec): 3 clusters Score: Raw -722610.536389 + Penalty 2838.103807 = -719772.432582 nChanged 232 SP:Iteration 9Q (1097.267628 sec): 3 clusters Score: Raw -722768.102114 + Penalty 2838.103807 = -719929.998306 nChanged 258 SP:Iteration 10Q (1097.326856 sec): 3 clusters Score: Raw -722952.251271 + Penalty 2838.103807 = -720114.147464 nChanged 233 SP:Iteration 11Q (1097.373040 sec): 3 clusters Score: Raw -723125.188304 + Penalty 2838.103807 = -720287.084496 nChanged 197 SP:Iteration 12Q (1097.442097 sec): 3 clusters Score: Raw -723276.795769 + Penalty 2838.103807 = -720438.691961 nChanged 181 SP:Iteration 13Q (1097.498944 sec): 3 clusters Score: Raw -723430.633032 + Penalty 2838.103807 = -720592.529224 nChanged 130 SP:Iteration 14Q (1097.545538 sec): 3 clusters Score: Raw -723552.035675 + Penalty 2838.103807 = -720713.931867 nChanged 105 SP:Iteration 15Q (1097.601052 sec): 3 clusters Score: Raw -723647.414329 + Penalty 2838.103807 = -720809.310522 nChanged 63 SP:Iteration 16Q (1097.662153 sec): 3 clusters Score: Raw -723693.462314 + Penalty 2838.103807 = -720855.358507 nChanged 44 SP:Iteration 17Q (1097.710194 sec): 3 clusters Score: Raw -723731.440886 + Penalty 2838.103807 = -720893.337079 nChanged 37 SP:Iteration 18Q (1097.757872 sec): 3 clusters Score: Raw -723764.494700 + Penalty 2838.103807 = -720926.390892 nChanged 31 SP:Iteration 19Q (1097.820777 sec): 3 clusters Score: Raw -723788.456379 + Penalty 2838.103807 = -720950.352572 nChanged 25 SP:Iteration 20F (1097.870493 sec): 3 clusters Score: Raw -723807.438624 + Penalty 2838.103807 = -720969.334817 nChanged 17 SP:Iteration 21Q (1097.936624 sec): 3 clusters Score: Raw -723821.637087 + Penalty 2838.103807 = -720983.533279 nChanged 11 SP:Iteration 22Q (1097.993597 sec): 3 clusters Score: Raw -723830.506693 + Penalty 2838.103807 = -720992.402886 nChanged 13 SP:Iteration 23Q (1098.034502 sec): 3 clusters Score: Raw -723840.520120 + Penalty 2838.103807 = -721002.416312 nChanged 8 SP:Iteration 24Q (1098.099198 sec): 3 clusters Score: Raw -723847.801179 + Penalty 2838.103807 = -721009.697372 nChanged 8 SP:Iteration 25Q (1098.148283 sec): 3 clusters Score: Raw -723853.647856 + Penalty 2838.103807 = -721015.544048 nChanged 7 SP:Iteration 26Q (1098.190072 sec): 3 clusters Score: Raw -723858.549608 + Penalty 2838.103807 = -721020.445800 nChanged 6 SP:Iteration 27Q (1098.254896 sec): 3 clusters Score: Raw -723863.225140 + Penalty 2838.103807 = -721025.121332 nChanged 6 SP:Iteration 28Q (1098.310127 sec): 3 clusters Score: Raw -723867.837765 + Penalty 2838.103807 = -721029.733958 nChanged 2 SP:Iteration 29Q (1098.357158 sec): 3 clusters Score: Raw -723870.036187 + Penalty 2838.103807 = -721031.932379 nChanged 2 SP:Iteration 30Q (1098.410973 sec): 3 clusters Score: Raw -723871.596450 + Penalty 2838.103807 = -721033.492643 nChanged 2 SP:Iteration 31Q (1098.459026 sec): 3 clusters Score: Raw -723872.245762 + Penalty 2838.103807 = -721034.141954 nChanged 2 SP:Iteration 32Q (1098.505961 sec): 3 clusters Score: Raw -723873.846031 + Penalty 2838.103807 = -721035.742224 nChanged 1 SP:Iteration 33Q (1098.568482 sec): 3 clusters Score: Raw -723874.266159 + Penalty 2838.103807 = -721036.162352 nChanged 0 SP:Iteration 34F (1098.618803 sec): 3 clusters Score: Raw -723874.266159 + Penalty 2838.103807 = -721036.162352 nChanged 0 Trying to split cluster 3 (4555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1098.651244 sec): 2 clusters Score: Raw -519993.835622 + Penalty 1368.896882 = -518624.938741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1098.705687 sec): 3 clusters Score: Raw -517629.655102 + Penalty 2737.793763 = -514891.861339 nChanged 1846 SP:Iteration 1F (1098.755033 sec): 3 clusters Score: Raw -518699.052251 + Penalty 2737.793763 = -515961.258487 nChanged 354 SP:Iteration 2F (1098.811747 sec): 3 clusters Score: Raw -518889.221993 + Penalty 2737.793763 = -516151.428230 nChanged 241 SP:Iteration 3F (1098.864469 sec): 3 clusters Score: Raw -519016.168178 + Penalty 2737.793763 = -516278.374415 nChanged 206 SP:Iteration 4Q (1098.920571 sec): 3 clusters Score: Raw -519130.027402 + Penalty 2737.793763 = -516392.233638 nChanged 175 SP:Iteration 5Q (1098.976020 sec): 3 clusters Score: Raw -519244.486129 + Penalty 2737.793763 = -516506.692365 nChanged 168 SP:Iteration 6Q (1099.018401 sec): 3 clusters Score: Raw -519339.342490 + Penalty 2737.793763 = -516601.548727 nChanged 167 SP:Iteration 7Q (1099.070898 sec): 3 clusters Score: Raw -519448.460816 + Penalty 2737.793763 = -516710.667053 nChanged 175 SP:Iteration 8Q (1099.121806 sec): 3 clusters Score: Raw -519579.860717 + Penalty 2737.793763 = -516842.066954 nChanged 168 SP:Iteration 9Q (1099.175016 sec): 3 clusters Score: Raw -519702.987064 + Penalty 2737.793763 = -516965.193301 nChanged 154 SP:Iteration 10Q (1099.236819 sec): 3 clusters Score: Raw -519809.308323 + Penalty 2737.793763 = -517071.514560 nChanged 116 SP:Iteration 11Q (1099.292747 sec): 3 clusters Score: Raw -519890.293131 + Penalty 2737.793763 = -517152.499368 nChanged 117 SP:Iteration 12Q (1099.346783 sec): 3 clusters Score: Raw -519970.446386 + Penalty 2737.793763 = -517232.652622 nChanged 97 SP:Iteration 13Q (1099.400930 sec): 3 clusters Score: Raw -520025.692581 + Penalty 2737.793763 = -517287.898818 nChanged 63 SP:Iteration 14Q (1099.457994 sec): 3 clusters Score: Raw -520056.062275 + Penalty 2737.793763 = -517318.268511 nChanged 40 SP:Iteration 15Q (1099.504327 sec): 3 clusters Score: Raw -520076.439836 + Penalty 2737.793763 = -517338.646073 nChanged 38 SP:Iteration 16Q (1099.563651 sec): 3 clusters Score: Raw -520093.951641 + Penalty 2737.793763 = -517356.157878 nChanged 30 SP:Iteration 17Q (1099.620103 sec): 3 clusters Score: Raw -520107.592355 + Penalty 2737.793763 = -517369.798592 nChanged 28 SP:Iteration 18Q (1099.666987 sec): 3 clusters Score: Raw -520121.650970 + Penalty 2737.793763 = -517383.857207 nChanged 26 SP:Iteration 19Q (1099.728522 sec): 3 clusters Score: Raw -520137.518950 + Penalty 2737.793763 = -517399.725186 nChanged 32 SP:Iteration 20F (1099.778757 sec): 3 clusters Score: Raw -520153.430405 + Penalty 2737.793763 = -517415.636642 nChanged 29 SP:Iteration 21Q (1099.833761 sec): 3 clusters Score: Raw -520172.971807 + Penalty 2737.793763 = -517435.178043 nChanged 30 SP:Iteration 22Q (1099.881536 sec): 3 clusters Score: Raw -520193.565087 + Penalty 2737.793763 = -517455.771324 nChanged 32 SP:Iteration 23Q (1099.927210 sec): 3 clusters Score: Raw -520214.799611 + Penalty 2737.793763 = -517477.005848 nChanged 20 SP:Iteration 24Q (1099.982342 sec): 3 clusters Score: Raw -520231.754199 + Penalty 2737.793763 = -517493.960436 nChanged 29 SP:Iteration 25Q (1100.042274 sec): 3 clusters Score: Raw -520248.107203 + Penalty 2737.793763 = -517510.313440 nChanged 15 SP:Iteration 26Q (1100.090491 sec): 3 clusters Score: Raw -520254.206699 + Penalty 2737.793763 = -517516.412935 nChanged 11 SP:Iteration 27Q (1100.142335 sec): 3 clusters Score: Raw -520258.350050 + Penalty 2737.793763 = -517520.556287 nChanged 8 SP:Iteration 28Q (1100.208066 sec): 3 clusters Score: Raw -520260.956095 + Penalty 2737.793763 = -517523.162332 nChanged 8 SP:Iteration 29Q (1100.260114 sec): 3 clusters Score: Raw -520263.910701 + Penalty 2737.793763 = -517526.116938 nChanged 5 SP:Iteration 30Q (1100.307617 sec): 3 clusters Score: Raw -520265.348357 + Penalty 2737.793763 = -517527.554594 nChanged 2 SP:Iteration 31Q (1100.359074 sec): 3 clusters Score: Raw -520265.881175 + Penalty 2737.793763 = -517528.087412 nChanged 1 SP:Iteration 32Q (1100.413874 sec): 3 clusters Score: Raw -520266.208893 + Penalty 2737.793763 = -517528.415129 nChanged 0 SP:Iteration 33F (1100.457066 sec): 3 clusters Score: Raw -520266.208893 + Penalty 2737.793763 = -517528.415129 nChanged 0 Trying to split cluster 4 (25644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1100.519601 sec): 2 clusters Score: Raw -2957642.757289 + Penalty 1649.710547 = -2955993.046742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1100.603561 sec): 3 clusters Score: Raw -2941967.736600 + Penalty 3299.421094 = -2938668.315506 nChanged 11733 SP:Iteration 1F (1100.687096 sec): 3 clusters Score: Raw -2948650.281947 + Penalty 3299.421094 = -2945350.860853 nChanged 1425 SP:Iteration 2F (1100.779103 sec): 3 clusters Score: Raw -2949332.076788 + Penalty 3299.421094 = -2946032.655694 nChanged 1585 SP:Iteration 3F (1100.863435 sec): 3 clusters Score: Raw -2950257.580460 + Penalty 3299.421094 = -2946958.159366 nChanged 1795 SP:Iteration 4F (1100.943904 sec): 3 clusters Score: Raw -2951505.234243 + Penalty 3299.421094 = -2948205.813149 nChanged 1911 SP:Iteration 5F (1101.019328 sec): 3 clusters Score: Raw -2953041.588392 + Penalty 3299.421094 = -2949742.167297 nChanged 1764 SP:Iteration 6F (1101.107460 sec): 3 clusters Score: Raw -2954572.646550 + Penalty 3299.421094 = -2951273.225456 nChanged 1454 SP:Iteration 7F (1101.198570 sec): 3 clusters Score: Raw -2955846.249629 + Penalty 3299.421094 = -2952546.828535 nChanged 1057 SP:Iteration 8Q (1101.289342 sec): 3 clusters Score: Raw -2956616.917370 + Penalty 3299.421094 = -2953317.496276 nChanged 688 SP:Iteration 9Q (1101.381062 sec): 3 clusters Score: Raw -2956991.442589 + Penalty 3299.421094 = -2953692.021495 nChanged 422 SP:Iteration 10Q (1101.469843 sec): 3 clusters Score: Raw -2957226.464391 + Penalty 3299.421094 = -2953927.043297 nChanged 324 SP:Iteration 11Q (1101.547018 sec): 3 clusters Score: Raw -2957409.516364 + Penalty 3299.421094 = -2954110.095269 nChanged 286 SP:Iteration 12Q (1101.615485 sec): 3 clusters Score: Raw -2957558.441249 + Penalty 3299.421094 = -2954259.020155 nChanged 249 SP:Iteration 13Q (1101.711334 sec): 3 clusters Score: Raw -2957679.226003 + Penalty 3299.421094 = -2954379.804909 nChanged 209 SP:Iteration 14Q (1101.798650 sec): 3 clusters Score: Raw -2957770.009474 + Penalty 3299.421094 = -2954470.588380 nChanged 198 SP:Iteration 15Q (1101.877221 sec): 3 clusters Score: Raw -2957853.451409 + Penalty 3299.421094 = -2954554.030315 nChanged 179 SP:Iteration 16Q (1101.957424 sec): 3 clusters Score: Raw -2957920.370765 + Penalty 3299.421094 = -2954620.949671 nChanged 163 SP:Iteration 17Q (1102.035634 sec): 3 clusters Score: Raw -2957979.040417 + Penalty 3299.421094 = -2954679.619323 nChanged 138 SP:Iteration 18Q (1102.119171 sec): 3 clusters Score: Raw -2958019.961832 + Penalty 3299.421094 = -2954720.540737 nChanged 110 SP:Iteration 19Q (1102.206345 sec): 3 clusters Score: Raw -2958049.745976 + Penalty 3299.421094 = -2954750.324881 nChanged 103 SP:Iteration 20F (1102.297752 sec): 3 clusters Score: Raw -2958074.626885 + Penalty 3299.421094 = -2954775.205791 nChanged 87 SP:Iteration 21Q (1102.380366 sec): 3 clusters Score: Raw -2958094.706409 + Penalty 3299.421094 = -2954795.285315 nChanged 71 SP:Iteration 22Q (1102.467464 sec): 3 clusters Score: Raw -2958110.049941 + Penalty 3299.421094 = -2954810.628847 nChanged 67 SP:Iteration 23Q (1102.555290 sec): 3 clusters Score: Raw -2958123.917848 + Penalty 3299.421094 = -2954824.496754 nChanged 55 SP:Iteration 24Q (1102.637903 sec): 3 clusters Score: Raw -2958134.549366 + Penalty 3299.421094 = -2954835.128272 nChanged 46 SP:Iteration 25Q (1102.723900 sec): 3 clusters Score: Raw -2958141.481953 + Penalty 3299.421094 = -2954842.060859 nChanged 38 SP:Iteration 26Q (1102.801976 sec): 3 clusters Score: Raw -2958146.678188 + Penalty 3299.421094 = -2954847.257094 nChanged 37 SP:Iteration 27Q (1102.886620 sec): 3 clusters Score: Raw -2958152.795598 + Penalty 3299.421094 = -2954853.374504 nChanged 45 SP:Iteration 28Q (1102.969897 sec): 3 clusters Score: Raw -2958159.801047 + Penalty 3299.421094 = -2954860.379953 nChanged 38 SP:Iteration 29Q (1103.040356 sec): 3 clusters Score: Raw -2958165.629844 + Penalty 3299.421094 = -2954866.208750 nChanged 32 SP:Iteration 30Q (1103.131909 sec): 3 clusters Score: Raw -2958169.839967 + Penalty 3299.421094 = -2954870.418873 nChanged 32 SP:Iteration 31Q (1103.214127 sec): 3 clusters Score: Raw -2958174.023050 + Penalty 3299.421094 = -2954874.601956 nChanged 28 SP:Iteration 32Q (1103.294049 sec): 3 clusters Score: Raw -2958178.141945 + Penalty 3299.421094 = -2954878.720851 nChanged 29 SP:Iteration 33Q (1103.377488 sec): 3 clusters Score: Raw -2958183.052135 + Penalty 3299.421094 = -2954883.631040 nChanged 28 SP:Iteration 34Q (1103.458248 sec): 3 clusters Score: Raw -2958187.256472 + Penalty 3299.421094 = -2954887.835378 nChanged 24 SP:Iteration 35Q (1103.539529 sec): 3 clusters Score: Raw -2958190.634950 + Penalty 3299.421094 = -2954891.213856 nChanged 13 SP:Iteration 36Q (1103.618723 sec): 3 clusters Score: Raw -2958191.924125 + Penalty 3299.421094 = -2954892.503031 nChanged 10 SP:Iteration 37Q (1103.697583 sec): 3 clusters Score: Raw -2958192.540264 + Penalty 3299.421094 = -2954893.119170 nChanged 13 SP:Iteration 38Q (1103.791730 sec): 3 clusters Score: Raw -2958193.884463 + Penalty 3299.421094 = -2954894.463369 nChanged 15 SP:Iteration 39Q (1103.872614 sec): 3 clusters Score: Raw -2958195.327769 + Penalty 3299.421094 = -2954895.906674 nChanged 9 SP:Iteration 40F (1103.960080 sec): 3 clusters Score: Raw -2958196.411479 + Penalty 3299.421094 = -2954896.990384 nChanged 8 SP:Iteration 41Q (1104.045437 sec): 3 clusters Score: Raw -2958197.457286 + Penalty 3299.421094 = -2954898.036192 nChanged 12 SP:Iteration 42Q (1104.125964 sec): 3 clusters Score: Raw -2958199.147369 + Penalty 3299.421094 = -2954899.726274 nChanged 7 SP:Iteration 43Q (1104.191546 sec): 3 clusters Score: Raw -2958199.811481 + Penalty 3299.421094 = -2954900.390387 nChanged 9 SP:Iteration 44Q (1104.282050 sec): 3 clusters Score: Raw -2958200.491741 + Penalty 3299.421094 = -2954901.070647 nChanged 4 SP:Iteration 45Q (1104.354750 sec): 3 clusters Score: Raw -2958201.032373 + Penalty 3299.421094 = -2954901.611279 nChanged 6 SP:Iteration 46Q (1104.444094 sec): 3 clusters Score: Raw -2958201.583340 + Penalty 3299.421094 = -2954902.162246 nChanged 3 SP:Iteration 47Q (1104.515426 sec): 3 clusters Score: Raw -2958201.853334 + Penalty 3299.421094 = -2954902.432240 nChanged 2 SP:Iteration 48Q (1104.606722 sec): 3 clusters Score: Raw -2958201.959571 + Penalty 3299.421094 = -2954902.538477 nChanged 1 SP:Iteration 49Q (1104.691364 sec): 3 clusters Score: Raw -2958202.004774 + Penalty 3299.421094 = -2954902.583680 nChanged 1 SP:Iteration 50Q (1104.772321 sec): 3 clusters Score: Raw -2958202.057870 + Penalty 3299.421094 = -2954902.636776 nChanged 1 SP:Iteration 51Q (1104.858385 sec): 3 clusters Score: Raw -2958202.109619 + Penalty 3299.421094 = -2954902.688524 nChanged 1 SP:Iteration 52Q (1104.946147 sec): 3 clusters Score: Raw -2958202.176747 + Penalty 3299.421094 = -2954902.755653 nChanged 2 SP:Iteration 53Q (1105.018829 sec): 3 clusters Score: Raw -2958202.429650 + Penalty 3299.421094 = -2954903.008556 nChanged 3 SP:Iteration 54Q (1105.112889 sec): 3 clusters Score: Raw -2958202.717552 + Penalty 3299.421094 = -2954903.296458 nChanged 3 SP:Iteration 55Q (1105.196391 sec): 3 clusters Score: Raw -2958203.193566 + Penalty 3299.421094 = -2954903.772472 nChanged 4 SP:Iteration 56Q (1105.281192 sec): 3 clusters Score: Raw -2958203.786488 + Penalty 3299.421094 = -2954904.365394 nChanged 3 SP:Iteration 57Q (1105.361166 sec): 3 clusters Score: Raw -2958204.001787 + Penalty 3299.421094 = -2954904.580693 nChanged 2 SP:Iteration 58Q (1105.436499 sec): 3 clusters Score: Raw -2958204.158038 + Penalty 3299.421094 = -2954904.736944 nChanged 2 SP:Iteration 59Q (1105.519002 sec): 3 clusters Score: Raw -2958204.241475 + Penalty 3299.421094 = -2954904.820381 nChanged 1 SP:Iteration 60F (1105.614895 sec): 3 clusters Score: Raw -2958204.275011 + Penalty 3299.421094 = -2954904.853917 nChanged 0 Trying to split cluster 5 (3819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1105.647236 sec): 2 clusters Score: Raw -439291.706007 + Penalty 1340.258382 = -437951.447625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1105.688622 sec): 3 clusters Score: Raw -437381.236465 + Penalty 2680.516763 = -434700.719701 nChanged 1497 SP:Iteration 1F (1105.745509 sec): 3 clusters Score: Raw -438205.015223 + Penalty 2680.516763 = -435524.498460 nChanged 288 SP:Iteration 2F (1105.798681 sec): 3 clusters Score: Raw -438359.820945 + Penalty 2680.516763 = -435679.304182 nChanged 193 SP:Iteration 3F (1105.855945 sec): 3 clusters Score: Raw -438444.449005 + Penalty 2680.516763 = -435763.932241 nChanged 117 SP:Iteration 4Q (1105.899334 sec): 3 clusters Score: Raw -438491.633414 + Penalty 2680.516763 = -435811.116650 nChanged 93 SP:Iteration 5Q (1105.957342 sec): 3 clusters Score: Raw -438530.701013 + Penalty 2680.516763 = -435850.184250 nChanged 70 SP:Iteration 6Q (1106.015229 sec): 3 clusters Score: Raw -438556.085097 + Penalty 2680.516763 = -435875.568333 nChanged 49 SP:Iteration 7Q (1106.060113 sec): 3 clusters Score: Raw -438573.709931 + Penalty 2680.516763 = -435893.193168 nChanged 42 SP:Iteration 8Q (1106.112176 sec): 3 clusters Score: Raw -438588.264965 + Penalty 2680.516763 = -435907.748202 nChanged 35 SP:Iteration 9Q (1106.161165 sec): 3 clusters Score: Raw -438599.997746 + Penalty 2680.516763 = -435919.480983 nChanged 39 SP:Iteration 10Q (1106.214342 sec): 3 clusters Score: Raw -438612.158719 + Penalty 2680.516763 = -435931.641956 nChanged 28 SP:Iteration 11Q (1106.267221 sec): 3 clusters Score: Raw -438621.967194 + Penalty 2680.516763 = -435941.450431 nChanged 34 SP:Iteration 12Q (1106.322810 sec): 3 clusters Score: Raw -438630.750479 + Penalty 2680.516763 = -435950.233715 nChanged 21 SP:Iteration 13Q (1106.372141 sec): 3 clusters Score: Raw -438637.226043 + Penalty 2680.516763 = -435956.709279 nChanged 20 SP:Iteration 14Q (1106.428872 sec): 3 clusters Score: Raw -438642.125524 + Penalty 2680.516763 = -435961.608761 nChanged 14 SP:Iteration 15Q (1106.487034 sec): 3 clusters Score: Raw -438649.033644 + Penalty 2680.516763 = -435968.516880 nChanged 20 SP:Iteration 16Q (1106.525413 sec): 3 clusters Score: Raw -438654.638310 + Penalty 2680.516763 = -435974.121547 nChanged 26 SP:Iteration 17Q (1106.583617 sec): 3 clusters Score: Raw -438659.989594 + Penalty 2680.516763 = -435979.472831 nChanged 12 SP:Iteration 18Q (1106.639030 sec): 3 clusters Score: Raw -438663.580174 + Penalty 2680.516763 = -435983.063411 nChanged 14 SP:Iteration 19Q (1106.682909 sec): 3 clusters Score: Raw -438668.102316 + Penalty 2680.516763 = -435987.585552 nChanged 12 SP:Iteration 20F (1106.738049 sec): 3 clusters Score: Raw -438670.771064 + Penalty 2680.516763 = -435990.254300 nChanged 9 SP:Iteration 21Q (1106.794483 sec): 3 clusters Score: Raw -438673.964047 + Penalty 2680.516763 = -435993.447284 nChanged 11 SP:Iteration 22Q (1106.847851 sec): 3 clusters Score: Raw -438678.358610 + Penalty 2680.516763 = -435997.841847 nChanged 10 SP:Iteration 23Q (1106.898317 sec): 3 clusters Score: Raw -438680.807487 + Penalty 2680.516763 = -436000.290723 nChanged 11 SP:Iteration 24Q (1106.948611 sec): 3 clusters Score: Raw -438683.256679 + Penalty 2680.516763 = -436002.739916 nChanged 9 SP:Iteration 25Q (1107.006940 sec): 3 clusters Score: Raw -438685.298130 + Penalty 2680.516763 = -436004.781367 nChanged 12 SP:Iteration 26Q (1107.059433 sec): 3 clusters Score: Raw -438688.712050 + Penalty 2680.516763 = -436008.195287 nChanged 11 SP:Iteration 27Q (1107.113477 sec): 3 clusters Score: Raw -438690.621968 + Penalty 2680.516763 = -436010.105205 nChanged 10 SP:Iteration 28Q (1107.167173 sec): 3 clusters Score: Raw -438692.589769 + Penalty 2680.516763 = -436012.073005 nChanged 11 SP:Iteration 29Q (1107.213183 sec): 3 clusters Score: Raw -438695.003118 + Penalty 2680.516763 = -436014.486355 nChanged 12 SP:Iteration 30Q (1107.276950 sec): 3 clusters Score: Raw -438697.199201 + Penalty 2680.516763 = -436016.682438 nChanged 7 SP:Iteration 31Q (1107.327950 sec): 3 clusters Score: Raw -438698.347419 + Penalty 2680.516763 = -436017.830656 nChanged 3 SP:Iteration 32Q (1107.366584 sec): 3 clusters Score: Raw -438699.403014 + Penalty 2680.516763 = -436018.886250 nChanged 9 SP:Iteration 33Q (1107.430174 sec): 3 clusters Score: Raw -438702.087763 + Penalty 2680.516763 = -436021.571000 nChanged 8 SP:Iteration 34Q (1107.469645 sec): 3 clusters Score: Raw -438704.622046 + Penalty 2680.516763 = -436024.105283 nChanged 9 SP:Iteration 35Q (1107.523999 sec): 3 clusters Score: Raw -438707.149296 + Penalty 2680.516763 = -436026.632533 nChanged 7 SP:Iteration 36Q (1107.578210 sec): 3 clusters Score: Raw -438708.416090 + Penalty 2680.516763 = -436027.899327 nChanged 4 SP:Iteration 37Q (1107.625989 sec): 3 clusters Score: Raw -438709.629100 + Penalty 2680.516763 = -436029.112336 nChanged 4 SP:Iteration 38Q (1107.671913 sec): 3 clusters Score: Raw -438710.658152 + Penalty 2680.516763 = -436030.141389 nChanged 7 SP:Iteration 39Q (1107.716811 sec): 3 clusters Score: Raw -438711.488193 + Penalty 2680.516763 = -436030.971429 nChanged 2 SP:Iteration 40F (1107.765241 sec): 3 clusters Score: Raw -438712.169320 + Penalty 2680.516763 = -436031.652557 nChanged 1 SP:Iteration 41Q (1107.821539 sec): 3 clusters Score: Raw -438712.227418 + Penalty 2680.516763 = -436031.710655 nChanged 0 SP:Iteration 42F (1107.863566 sec): 3 clusters Score: Raw -438712.227418 + Penalty 2680.516763 = -436031.710655 nChanged 0 Trying to split cluster 6 (5795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1107.903530 sec): 2 clusters Score: Raw -641233.276161 + Penalty 1408.021998 = -639825.254163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1107.952434 sec): 3 clusters Score: Raw -638254.605207 + Penalty 2816.043996 = -635438.561212 nChanged 2373 SP:Iteration 1F (1108.008257 sec): 3 clusters Score: Raw -640344.992502 + Penalty 2816.043996 = -637528.948507 nChanged 655 SP:Iteration 2F (1108.050360 sec): 3 clusters Score: Raw -641117.930999 + Penalty 2816.043996 = -638301.887003 nChanged 544 SP:Iteration 3F (1108.100076 sec): 3 clusters Score: Raw -641672.959695 + Penalty 2816.043996 = -638856.915699 nChanged 376 SP:Iteration 4F (1108.154093 sec): 3 clusters Score: Raw -641982.468695 + Penalty 2816.043996 = -639166.424699 nChanged 240 SP:Iteration 5Q (1108.207773 sec): 3 clusters Score: Raw -642147.505627 + Penalty 2816.043996 = -639331.461631 nChanged 143 SP:Iteration 6Q (1108.254777 sec): 3 clusters Score: Raw -642248.969364 + Penalty 2816.043996 = -639432.925368 nChanged 112 SP:Iteration 7Q (1108.307447 sec): 3 clusters Score: Raw -642340.928505 + Penalty 2816.043996 = -639524.884510 nChanged 100 SP:Iteration 8Q (1108.366864 sec): 3 clusters Score: Raw -642403.191344 + Penalty 2816.043996 = -639587.147348 nChanged 59 SP:Iteration 9Q (1108.416764 sec): 3 clusters Score: Raw -642432.215847 + Penalty 2816.043996 = -639616.171852 nChanged 37 SP:Iteration 10Q (1108.479293 sec): 3 clusters Score: Raw -642449.005538 + Penalty 2816.043996 = -639632.961542 nChanged 28 SP:Iteration 11Q (1108.524366 sec): 3 clusters Score: Raw -642461.968169 + Penalty 2816.043996 = -639645.924173 nChanged 32 SP:Iteration 12Q (1108.571313 sec): 3 clusters Score: Raw -642479.491576 + Penalty 2816.043996 = -639663.447580 nChanged 28 SP:Iteration 13Q (1108.619760 sec): 3 clusters Score: Raw -642499.809949 + Penalty 2816.043996 = -639683.765954 nChanged 29 SP:Iteration 14Q (1108.673422 sec): 3 clusters Score: Raw -642521.875093 + Penalty 2816.043996 = -639705.831097 nChanged 28 SP:Iteration 15Q (1108.719554 sec): 3 clusters Score: Raw -642553.212968 + Penalty 2816.043996 = -639737.168972 nChanged 36 SP:Iteration 16Q (1108.760177 sec): 3 clusters Score: Raw -642590.363630 + Penalty 2816.043996 = -639774.319634 nChanged 23 SP:Iteration 17Q (1108.824702 sec): 3 clusters Score: Raw -642611.256020 + Penalty 2816.043996 = -639795.212024 nChanged 14 SP:Iteration 18Q (1108.873408 sec): 3 clusters Score: Raw -642621.595971 + Penalty 2816.043996 = -639805.551976 nChanged 10 SP:Iteration 19Q (1108.929782 sec): 3 clusters Score: Raw -642630.226552 + Penalty 2816.043996 = -639814.182556 nChanged 10 SP:Iteration 20F (1108.979104 sec): 3 clusters Score: Raw -642637.419447 + Penalty 2816.043996 = -639821.375451 nChanged 9 SP:Iteration 21Q (1109.031302 sec): 3 clusters Score: Raw -642640.294242 + Penalty 2816.043996 = -639824.250246 nChanged 4 SP:Iteration 22Q (1109.077619 sec): 3 clusters Score: Raw -642640.919123 + Penalty 2816.043996 = -639824.875127 nChanged 1 SP:Iteration 23Q (1109.128623 sec): 3 clusters Score: Raw -642641.007887 + Penalty 2816.043996 = -639824.963892 nChanged 0 SP:Iteration 24F (1109.180965 sec): 3 clusters Score: Raw -642641.007887 + Penalty 2816.043996 = -639824.963892 nChanged 0 Trying to split cluster 7 (3815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1109.214715 sec): 2 clusters Score: Raw -404935.002793 + Penalty 1340.088091 = -403594.914702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1109.265987 sec): 3 clusters Score: Raw -403065.616950 + Penalty 2680.176182 = -400385.440768 nChanged 1441 SP:Iteration 1F (1109.312672 sec): 3 clusters Score: Raw -403839.788423 + Penalty 2680.176182 = -401159.612241 nChanged 270 SP:Iteration 2F (1109.359613 sec): 3 clusters Score: Raw -404005.238527 + Penalty 2680.176182 = -401325.062346 nChanged 213 SP:Iteration 3F (1109.414533 sec): 3 clusters Score: Raw -404147.671493 + Penalty 2680.176182 = -401467.495311 nChanged 192 SP:Iteration 4F (1109.473043 sec): 3 clusters Score: Raw -404291.487914 + Penalty 2680.176182 = -401611.311732 nChanged 204 SP:Iteration 5F (1109.525853 sec): 3 clusters Score: Raw -404436.150579 + Penalty 2680.176182 = -401755.974397 nChanged 189 SP:Iteration 6Q (1109.582424 sec): 3 clusters Score: Raw -404572.954992 + Penalty 2680.176182 = -401892.778810 nChanged 192 SP:Iteration 7F (1109.636814 sec): 3 clusters Score: Raw -404717.608946 + Penalty 2680.176182 = -402037.432764 nChanged 176 SP:Iteration 8Q (1109.685685 sec): 3 clusters Score: Raw -404845.269013 + Penalty 2680.176182 = -402165.092831 nChanged 163 SP:Iteration 9Q (1109.728912 sec): 3 clusters Score: Raw -404977.683925 + Penalty 2680.176182 = -402297.507743 nChanged 151 SP:Iteration 10Q (1109.793765 sec): 3 clusters Score: Raw -405116.438610 + Penalty 2680.176182 = -402436.262429 nChanged 137 SP:Iteration 11Q (1109.840469 sec): 3 clusters Score: Raw -405224.531911 + Penalty 2680.176182 = -402544.355729 nChanged 106 SP:Iteration 12Q (1109.896587 sec): 3 clusters Score: Raw -405301.489255 + Penalty 2680.176182 = -402621.313074 nChanged 62 SP:Iteration 13Q (1109.951203 sec): 3 clusters Score: Raw -405344.864028 + Penalty 2680.176182 = -402664.687846 nChanged 45 SP:Iteration 14Q (1110.003959 sec): 3 clusters Score: Raw -405372.855387 + Penalty 2680.176182 = -402692.679205 nChanged 35 SP:Iteration 15Q (1110.056600 sec): 3 clusters Score: Raw -405393.493713 + Penalty 2680.176182 = -402713.317532 nChanged 27 SP:Iteration 16Q (1110.096533 sec): 3 clusters Score: Raw -405409.506848 + Penalty 2680.176182 = -402729.330667 nChanged 18 SP:Iteration 17Q (1110.150280 sec): 3 clusters Score: Raw -405417.781387 + Penalty 2680.176182 = -402737.605205 nChanged 14 SP:Iteration 18Q (1110.206466 sec): 3 clusters Score: Raw -405427.607627 + Penalty 2680.176182 = -402747.431446 nChanged 23 SP:Iteration 19Q (1110.264484 sec): 3 clusters Score: Raw -405444.897181 + Penalty 2680.176182 = -402764.720999 nChanged 18 SP:Iteration 20F (1110.317166 sec): 3 clusters Score: Raw -405454.932602 + Penalty 2680.176182 = -402774.756420 nChanged 12 SP:Iteration 21Q (1110.365776 sec): 3 clusters Score: Raw -405461.009670 + Penalty 2680.176182 = -402780.833488 nChanged 11 SP:Iteration 22Q (1110.419124 sec): 3 clusters Score: Raw -405467.343148 + Penalty 2680.176182 = -402787.166967 nChanged 14 SP:Iteration 23Q (1110.472274 sec): 3 clusters Score: Raw -405475.623038 + Penalty 2680.176182 = -402795.446856 nChanged 8 SP:Iteration 24Q (1110.527143 sec): 3 clusters Score: Raw -405479.474739 + Penalty 2680.176182 = -402799.298558 nChanged 5 SP:Iteration 25Q (1110.579433 sec): 3 clusters Score: Raw -405482.068079 + Penalty 2680.176182 = -402801.891897 nChanged 4 SP:Iteration 26Q (1110.628786 sec): 3 clusters Score: Raw -405484.374469 + Penalty 2680.176182 = -402804.198288 nChanged 2 SP:Iteration 27Q (1110.674606 sec): 3 clusters Score: Raw -405485.092459 + Penalty 2680.176182 = -402804.916277 nChanged 5 SP:Iteration 28Q (1110.729179 sec): 3 clusters Score: Raw -405487.178410 + Penalty 2680.176182 = -402807.002228 nChanged 0 SP:Iteration 29F (1110.775739 sec): 3 clusters Score: Raw -405487.178410 + Penalty 2680.176182 = -402807.002228 nChanged 0 Trying to split cluster 8 (56600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1110.885211 sec): 2 clusters Score: Raw -6470881.163431 + Penalty 1778.361693 = -6469102.801738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1111.019503 sec): 3 clusters Score: Raw -6434722.159247 + Penalty 3556.723386 = -6431165.435861 nChanged 26683 SP:Iteration 1F (1111.152061 sec): 3 clusters Score: Raw -6450424.517701 + Penalty 3556.723386 = -6446867.794315 nChanged 2715 SP:Iteration 2Q (1111.303705 sec): 3 clusters Score: Raw -6451554.558454 + Penalty 3556.723386 = -6447997.835068 nChanged 3047 SP:Iteration 3F (1111.443193 sec): 3 clusters Score: Raw -6453052.497273 + Penalty 3556.723386 = -6449495.773888 nChanged 3496 SP:Iteration 4F (1111.589051 sec): 3 clusters Score: Raw -6455114.089452 + Penalty 3556.723386 = -6451557.366067 nChanged 4006 SP:Iteration 5F (1111.725045 sec): 3 clusters Score: Raw -6457851.755537 + Penalty 3556.723386 = -6454295.032151 nChanged 4217 SP:Iteration 6F (1111.865565 sec): 3 clusters Score: Raw -6461135.267472 + Penalty 3556.723386 = -6457578.544086 nChanged 4095 SP:Iteration 7F (1112.014985 sec): 3 clusters Score: Raw -6464700.036492 + Penalty 3556.723386 = -6461143.313106 nChanged 3280 SP:Iteration 8F (1112.153775 sec): 3 clusters Score: Raw -6467747.082786 + Penalty 3556.723386 = -6464190.359400 nChanged 2030 SP:Iteration 9Q (1112.295632 sec): 3 clusters Score: Raw -6469635.238399 + Penalty 3556.723386 = -6466078.515013 nChanged 990 SP:Iteration 10Q (1112.435241 sec): 3 clusters Score: Raw -6470548.028493 + Penalty 3556.723386 = -6466991.305107 nChanged 383 SP:Iteration 11Q (1112.559157 sec): 3 clusters Score: Raw -6470901.114532 + Penalty 3556.723386 = -6467344.391146 nChanged 152 SP:Iteration 12Q (1112.687971 sec): 3 clusters Score: Raw -6471059.112378 + Penalty 3556.723386 = -6467502.388992 nChanged 77 SP:Iteration 13Q (1112.810952 sec): 3 clusters Score: Raw -6471146.238884 + Penalty 3556.723386 = -6467589.515498 nChanged 49 SP:Iteration 14Q (1112.927129 sec): 3 clusters Score: Raw -6471203.227450 + Penalty 3556.723386 = -6467646.504064 nChanged 28 SP:Iteration 15Q (1113.046831 sec): 3 clusters Score: Raw -6471232.373734 + Penalty 3556.723386 = -6467675.650349 nChanged 25 SP:Iteration 16Q (1113.166623 sec): 3 clusters Score: Raw -6471252.963307 + Penalty 3556.723386 = -6467696.239921 nChanged 13 SP:Iteration 17Q (1113.280698 sec): 3 clusters Score: Raw -6471262.238216 + Penalty 3556.723386 = -6467705.514830 nChanged 9 SP:Iteration 18Q (1113.400216 sec): 3 clusters Score: Raw -6471271.500428 + Penalty 3556.723386 = -6467714.777042 nChanged 11 SP:Iteration 19Q (1113.521662 sec): 3 clusters Score: Raw -6471279.027128 + Penalty 3556.723386 = -6467722.303743 nChanged 13 SP:Iteration 20F (1113.665746 sec): 3 clusters Score: Raw -6471291.033809 + Penalty 3556.723386 = -6467734.310423 nChanged 14 SP:Iteration 21Q (1113.783453 sec): 3 clusters Score: Raw -6471304.538855 + Penalty 3556.723386 = -6467747.815469 nChanged 8 SP:Iteration 22Q (1113.902593 sec): 3 clusters Score: Raw -6471311.078246 + Penalty 3556.723386 = -6467754.354860 nChanged 6 SP:Iteration 23Q (1114.022422 sec): 3 clusters Score: Raw -6471317.687695 + Penalty 3556.723386 = -6467760.964309 nChanged 9 SP:Iteration 24Q (1114.143543 sec): 3 clusters Score: Raw -6471325.941049 + Penalty 3556.723386 = -6467769.217663 nChanged 5 SP:Iteration 25Q (1114.266862 sec): 3 clusters Score: Raw -6471329.448204 + Penalty 3556.723386 = -6467772.724818 nChanged 4 SP:Iteration 26Q (1114.388339 sec): 3 clusters Score: Raw -6471332.845253 + Penalty 3556.723386 = -6467776.121868 nChanged 6 SP:Iteration 27Q (1114.513057 sec): 3 clusters Score: Raw -6471336.212753 + Penalty 3556.723386 = -6467779.489367 nChanged 5 SP:Iteration 28Q (1114.631499 sec): 3 clusters Score: Raw -6471339.822448 + Penalty 3556.723386 = -6467783.099062 nChanged 2 SP:Iteration 29Q (1114.749851 sec): 3 clusters Score: Raw -6471342.207627 + Penalty 3556.723386 = -6467785.484241 nChanged 3 SP:Iteration 30Q (1114.869804 sec): 3 clusters Score: Raw -6471345.216505 + Penalty 3556.723386 = -6467788.493119 nChanged 2 SP:Iteration 31Q (1114.993255 sec): 3 clusters Score: Raw -6471345.886515 + Penalty 3556.723386 = -6467789.163129 nChanged 1 SP:Iteration 32Q (1115.113033 sec): 3 clusters Score: Raw -6471346.220483 + Penalty 3556.723386 = -6467789.497097 nChanged 0 SP:Iteration 33F (1115.250187 sec): 3 clusters Score: Raw -6471346.220483 + Penalty 3556.723386 = -6467789.497097 nChanged 0 Trying to split cluster 9 (9666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1115.297736 sec): 2 clusters Score: Raw -1122600.243698 + Penalty 1491.160101 = -1121109.083597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1115.361340 sec): 3 clusters Score: Raw -1117153.082980 + Penalty 2982.320202 = -1114170.762778 nChanged 4169 SP:Iteration 1F (1115.427438 sec): 3 clusters Score: Raw -1119438.134824 + Penalty 2982.320202 = -1116455.814622 nChanged 612 SP:Iteration 2F (1115.476470 sec): 3 clusters Score: Raw -1119665.315274 + Penalty 2982.320202 = -1116682.995072 nChanged 436 SP:Iteration 3Q (1115.539989 sec): 3 clusters Score: Raw -1119850.053922 + Penalty 2982.320202 = -1116867.733720 nChanged 385 SP:Iteration 4Q (1115.616097 sec): 3 clusters Score: Raw -1120011.090360 + Penalty 2982.320202 = -1117028.770158 nChanged 362 SP:Iteration 5Q (1115.679426 sec): 3 clusters Score: Raw -1120142.231094 + Penalty 2982.320202 = -1117159.910892 nChanged 307 SP:Iteration 6Q (1115.744806 sec): 3 clusters Score: Raw -1120265.720941 + Penalty 2982.320202 = -1117283.400739 nChanged 302 SP:Iteration 7Q (1115.805084 sec): 3 clusters Score: Raw -1120389.318197 + Penalty 2982.320202 = -1117406.997995 nChanged 321 SP:Iteration 8Q (1115.856851 sec): 3 clusters Score: Raw -1120536.902196 + Penalty 2982.320202 = -1117554.581994 nChanged 318 SP:Iteration 9Q (1115.914995 sec): 3 clusters Score: Raw -1120697.557250 + Penalty 2982.320202 = -1117715.237048 nChanged 324 SP:Iteration 10Q (1115.983419 sec): 3 clusters Score: Raw -1120863.889382 + Penalty 2982.320202 = -1117881.569180 nChanged 344 SP:Iteration 11Q (1116.045836 sec): 3 clusters Score: Raw -1121066.728444 + Penalty 2982.320202 = -1118084.408242 nChanged 373 SP:Iteration 12Q (1116.109043 sec): 3 clusters Score: Raw -1121299.947196 + Penalty 2982.320202 = -1118317.626994 nChanged 391 SP:Iteration 13Q (1116.158800 sec): 3 clusters Score: Raw -1121535.848008 + Penalty 2982.320202 = -1118553.527806 nChanged 342 SP:Iteration 14Q (1116.225469 sec): 3 clusters Score: Raw -1121720.387544 + Penalty 2982.320202 = -1118738.067342 nChanged 281 SP:Iteration 15Q (1116.300254 sec): 3 clusters Score: Raw -1121843.952081 + Penalty 2982.320202 = -1118861.631879 nChanged 212 SP:Iteration 16Q (1116.363970 sec): 3 clusters Score: Raw -1121913.326826 + Penalty 2982.320202 = -1118931.006624 nChanged 132 SP:Iteration 17Q (1116.428168 sec): 3 clusters Score: Raw -1121950.902905 + Penalty 2982.320202 = -1118968.582703 nChanged 102 SP:Iteration 18Q (1116.493201 sec): 3 clusters Score: Raw -1121975.919119 + Penalty 2982.320202 = -1118993.598917 nChanged 85 SP:Iteration 19Q (1116.554641 sec): 3 clusters Score: Raw -1121995.154571 + Penalty 2982.320202 = -1119012.834369 nChanged 61 SP:Iteration 20F (1116.603644 sec): 3 clusters Score: Raw -1122008.040771 + Penalty 2982.320202 = -1119025.720569 nChanged 50 SP:Iteration 21Q (1116.674566 sec): 3 clusters Score: Raw -1122018.967546 + Penalty 2982.320202 = -1119036.647344 nChanged 50 SP:Iteration 22Q (1116.729727 sec): 3 clusters Score: Raw -1122027.603631 + Penalty 2982.320202 = -1119045.283429 nChanged 43 SP:Iteration 23Q (1116.809376 sec): 3 clusters Score: Raw -1122034.643358 + Penalty 2982.320202 = -1119052.323155 nChanged 35 SP:Iteration 24Q (1116.876181 sec): 3 clusters Score: Raw -1122041.470586 + Penalty 2982.320202 = -1119059.150384 nChanged 41 SP:Iteration 25Q (1116.926266 sec): 3 clusters Score: Raw -1122049.808454 + Penalty 2982.320202 = -1119067.488252 nChanged 46 SP:Iteration 26Q (1116.986561 sec): 3 clusters Score: Raw -1122060.202189 + Penalty 2982.320202 = -1119077.881987 nChanged 53 SP:Iteration 27Q (1117.059676 sec): 3 clusters Score: Raw -1122072.963531 + Penalty 2982.320202 = -1119090.643329 nChanged 50 SP:Iteration 28Q (1117.114147 sec): 3 clusters Score: Raw -1122082.139984 + Penalty 2982.320202 = -1119099.819782 nChanged 44 SP:Iteration 29Q (1117.176922 sec): 3 clusters Score: Raw -1122089.829486 + Penalty 2982.320202 = -1119107.509284 nChanged 42 SP:Iteration 30Q (1117.240396 sec): 3 clusters Score: Raw -1122096.737953 + Penalty 2982.320202 = -1119114.417751 nChanged 30 SP:Iteration 31Q (1117.302416 sec): 3 clusters Score: Raw -1122101.955357 + Penalty 2982.320202 = -1119119.635155 nChanged 31 SP:Iteration 32Q (1117.363850 sec): 3 clusters Score: Raw -1122107.090869 + Penalty 2982.320202 = -1119124.770667 nChanged 34 SP:Iteration 33Q (1117.423700 sec): 3 clusters Score: Raw -1122112.196515 + Penalty 2982.320202 = -1119129.876313 nChanged 29 SP:Iteration 34Q (1117.486892 sec): 3 clusters Score: Raw -1122116.208523 + Penalty 2982.320202 = -1119133.888321 nChanged 31 SP:Iteration 35Q (1117.550959 sec): 3 clusters Score: Raw -1122119.737509 + Penalty 2982.320202 = -1119137.417307 nChanged 25 SP:Iteration 36Q (1117.605505 sec): 3 clusters Score: Raw -1122123.023945 + Penalty 2982.320202 = -1119140.703743 nChanged 28 SP:Iteration 37Q (1117.668773 sec): 3 clusters Score: Raw -1122127.467697 + Penalty 2982.320202 = -1119145.147494 nChanged 23 SP:Iteration 38Q (1117.734250 sec): 3 clusters Score: Raw -1122131.384729 + Penalty 2982.320202 = -1119149.064527 nChanged 23 SP:Iteration 39Q (1117.802090 sec): 3 clusters Score: Raw -1122135.474358 + Penalty 2982.320202 = -1119153.154156 nChanged 25 SP:Iteration 40F (1117.854586 sec): 3 clusters Score: Raw -1122139.450047 + Penalty 2982.320202 = -1119157.129845 nChanged 24 SP:Iteration 41Q (1117.916783 sec): 3 clusters Score: Raw -1122143.375191 + Penalty 2982.320202 = -1119161.054989 nChanged 23 SP:Iteration 42Q (1117.985473 sec): 3 clusters Score: Raw -1122146.346098 + Penalty 2982.320202 = -1119164.025896 nChanged 13 SP:Iteration 43Q (1118.046874 sec): 3 clusters Score: Raw -1122147.639123 + Penalty 2982.320202 = -1119165.318921 nChanged 17 SP:Iteration 44Q (1118.109098 sec): 3 clusters Score: Raw -1122149.973117 + Penalty 2982.320202 = -1119167.652914 nChanged 19 SP:Iteration 45Q (1118.171004 sec): 3 clusters Score: Raw -1122152.708495 + Penalty 2982.320202 = -1119170.388293 nChanged 20 SP:Iteration 46Q (1118.234194 sec): 3 clusters Score: Raw -1122155.003287 + Penalty 2982.320202 = -1119172.683085 nChanged 16 SP:Iteration 47Q (1118.298050 sec): 3 clusters Score: Raw -1122157.185163 + Penalty 2982.320202 = -1119174.864961 nChanged 10 SP:Iteration 48Q (1118.360017 sec): 3 clusters Score: Raw -1122158.555919 + Penalty 2982.320202 = -1119176.235717 nChanged 15 SP:Iteration 49Q (1118.420348 sec): 3 clusters Score: Raw -1122160.354813 + Penalty 2982.320202 = -1119178.034611 nChanged 13 SP:Iteration 50Q (1118.480401 sec): 3 clusters Score: Raw -1122162.150255 + Penalty 2982.320202 = -1119179.830053 nChanged 19 SP:Iteration 51Q (1118.527292 sec): 3 clusters Score: Raw -1122164.990805 + Penalty 2982.320202 = -1119182.670603 nChanged 23 SP:Iteration 52Q (1118.588465 sec): 3 clusters Score: Raw -1122168.250282 + Penalty 2982.320202 = -1119185.930080 nChanged 18 SP:Iteration 53Q (1118.659087 sec): 3 clusters Score: Raw -1122170.796192 + Penalty 2982.320202 = -1119188.475990 nChanged 14 SP:Iteration 54Q (1118.720204 sec): 3 clusters Score: Raw -1122172.417273 + Penalty 2982.320202 = -1119190.097071 nChanged 15 SP:Iteration 55Q (1118.779708 sec): 3 clusters Score: Raw -1122173.603475 + Penalty 2982.320202 = -1119191.283273 nChanged 12 SP:Iteration 56Q (1118.830611 sec): 3 clusters Score: Raw -1122174.653437 + Penalty 2982.320202 = -1119192.333235 nChanged 5 SP:Iteration 57Q (1118.905785 sec): 3 clusters Score: Raw -1122174.909095 + Penalty 2982.320202 = -1119192.588893 nChanged 2 SP:Iteration 58Q (1118.951921 sec): 3 clusters Score: Raw -1122175.047658 + Penalty 2982.320202 = -1119192.727456 nChanged 1 SP:Iteration 59Q (1119.015364 sec): 3 clusters Score: Raw -1122175.096869 + Penalty 2982.320202 = -1119192.776667 nChanged 2 SP:Iteration 60F (1119.080872 sec): 3 clusters Score: Raw -1122175.227747 + Penalty 2982.320202 = -1119192.907545 nChanged 1 SP:Iteration 61Q (1119.126176 sec): 3 clusters Score: Raw -1122175.291320 + Penalty 2982.320202 = -1119192.971118 nChanged 1 SP:Iteration 62Q (1119.189335 sec): 3 clusters Score: Raw -1122175.401115 + Penalty 2982.320202 = -1119193.080913 nChanged 0 SP:Iteration 63F (1119.265867 sec): 3 clusters Score: Raw -1122175.401115 + Penalty 2982.320202 = -1119193.080913 nChanged 0 Trying to split cluster 10 (11465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1119.304730 sec): 2 clusters Score: Raw -1341278.726456 + Penalty 1518.896307 = -1339759.830149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1119.368997 sec): 3 clusters Score: Raw -1334750.161781 + Penalty 3037.792613 = -1331712.369167 nChanged 4973 SP:Iteration 1F (1119.432323 sec): 3 clusters Score: Raw -1337472.070616 + Penalty 3037.792613 = -1334434.278003 nChanged 782 SP:Iteration 2F (1119.500401 sec): 3 clusters Score: Raw -1337880.408935 + Penalty 3037.792613 = -1334842.616322 nChanged 742 SP:Iteration 3F (1119.569549 sec): 3 clusters Score: Raw -1338320.935228 + Penalty 3037.792613 = -1335283.142615 nChanged 769 SP:Iteration 4F (1119.630260 sec): 3 clusters Score: Raw -1338865.702717 + Penalty 3037.792613 = -1335827.910104 nChanged 750 SP:Iteration 5F (1119.688314 sec): 3 clusters Score: Raw -1339429.057137 + Penalty 3037.792613 = -1336391.264524 nChanged 682 SP:Iteration 6F (1119.759324 sec): 3 clusters Score: Raw -1339996.748882 + Penalty 3037.792613 = -1336958.956268 nChanged 597 SP:Iteration 7F (1119.828455 sec): 3 clusters Score: Raw -1340487.356370 + Penalty 3037.792613 = -1337449.563757 nChanged 411 SP:Iteration 8Q (1119.885820 sec): 3 clusters Score: Raw -1340809.050181 + Penalty 3037.792613 = -1337771.257567 nChanged 302 SP:Iteration 9Q (1119.948980 sec): 3 clusters Score: Raw -1341027.405457 + Penalty 3037.792613 = -1337989.612844 nChanged 238 SP:Iteration 10Q (1120.016089 sec): 3 clusters Score: Raw -1341219.839384 + Penalty 3037.792613 = -1338182.046770 nChanged 218 SP:Iteration 11Q (1120.091408 sec): 3 clusters Score: Raw -1341392.334818 + Penalty 3037.792613 = -1338354.542205 nChanged 159 SP:Iteration 12Q (1120.152224 sec): 3 clusters Score: Raw -1341510.499127 + Penalty 3037.792613 = -1338472.706514 nChanged 129 SP:Iteration 13Q (1120.215734 sec): 3 clusters Score: Raw -1341601.126142 + Penalty 3037.792613 = -1338563.333529 nChanged 112 SP:Iteration 14Q (1120.270616 sec): 3 clusters Score: Raw -1341693.411877 + Penalty 3037.792613 = -1338655.619263 nChanged 87 SP:Iteration 15Q (1120.327707 sec): 3 clusters Score: Raw -1341752.761144 + Penalty 3037.792613 = -1338714.968530 nChanged 67 SP:Iteration 16Q (1120.397195 sec): 3 clusters Score: Raw -1341797.811973 + Penalty 3037.792613 = -1338760.019359 nChanged 60 SP:Iteration 17Q (1120.465600 sec): 3 clusters Score: Raw -1341842.361984 + Penalty 3037.792613 = -1338804.569370 nChanged 46 SP:Iteration 18Q (1120.515426 sec): 3 clusters Score: Raw -1341870.426905 + Penalty 3037.792613 = -1338832.634291 nChanged 28 SP:Iteration 19Q (1120.579390 sec): 3 clusters Score: Raw -1341884.947787 + Penalty 3037.792613 = -1338847.155173 nChanged 22 SP:Iteration 20F (1120.645083 sec): 3 clusters Score: Raw -1341898.264699 + Penalty 3037.792613 = -1338860.472086 nChanged 19 SP:Iteration 21Q (1120.706548 sec): 3 clusters Score: Raw -1341909.141640 + Penalty 3037.792613 = -1338871.349027 nChanged 20 SP:Iteration 22Q (1120.762112 sec): 3 clusters Score: Raw -1341922.387135 + Penalty 3037.792613 = -1338884.594522 nChanged 21 SP:Iteration 23Q (1120.824131 sec): 3 clusters Score: Raw -1341933.208153 + Penalty 3037.792613 = -1338895.415539 nChanged 14 SP:Iteration 24Q (1120.892906 sec): 3 clusters Score: Raw -1341940.019273 + Penalty 3037.792613 = -1338902.226660 nChanged 7 SP:Iteration 25Q (1120.958443 sec): 3 clusters Score: Raw -1341942.452617 + Penalty 3037.792613 = -1338904.660003 nChanged 6 SP:Iteration 26Q (1121.013511 sec): 3 clusters Score: Raw -1341944.552407 + Penalty 3037.792613 = -1338906.759794 nChanged 5 SP:Iteration 27Q (1121.080562 sec): 3 clusters Score: Raw -1341945.806581 + Penalty 3037.792613 = -1338908.013967 nChanged 5 SP:Iteration 28Q (1121.134626 sec): 3 clusters Score: Raw -1341947.310194 + Penalty 3037.792613 = -1338909.517580 nChanged 5 SP:Iteration 29Q (1121.202769 sec): 3 clusters Score: Raw -1341948.613762 + Penalty 3037.792613 = -1338910.821148 nChanged 1 SP:Iteration 30Q (1121.265144 sec): 3 clusters Score: Raw -1341948.891101 + Penalty 3037.792613 = -1338911.098487 nChanged 3 SP:Iteration 31Q (1121.319322 sec): 3 clusters Score: Raw -1341949.644798 + Penalty 3037.792613 = -1338911.852184 nChanged 4 SP:Iteration 32Q (1121.383655 sec): 3 clusters Score: Raw -1341950.912707 + Penalty 3037.792613 = -1338913.120094 nChanged 2 SP:Iteration 33Q (1121.441534 sec): 3 clusters Score: Raw -1341951.950085 + Penalty 3037.792613 = -1338914.157471 nChanged 2 SP:Iteration 34Q (1121.494424 sec): 3 clusters Score: Raw -1341952.882207 + Penalty 3037.792613 = -1338915.089594 nChanged 2 SP:Iteration 35Q (1121.549173 sec): 3 clusters Score: Raw -1341953.503680 + Penalty 3037.792613 = -1338915.711066 nChanged 2 SP:Iteration 36Q (1121.614842 sec): 3 clusters Score: Raw -1341954.190917 + Penalty 3037.792613 = -1338916.398304 nChanged 0 SP:Iteration 37F (1121.682996 sec): 3 clusters Score: Raw -1341954.190917 + Penalty 3037.792613 = -1338916.398304 nChanged 0 Trying to split cluster 11 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1121.705243 sec): 2 clusters Score: Raw -10833.080460 + Penalty 779.315964 = -10053.764497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1121.743429 sec): 3 clusters Score: Raw -11080.520305 + Penalty 1558.631927 = -9521.888378 nChanged 14 SP:Iteration 1F (1121.771897 sec): 3 clusters Score: Raw -11148.645483 + Penalty 1558.631927 = -9590.013556 nChanged 9 SP:Iteration 2F (1121.812867 sec): 3 clusters Score: Raw -11201.031508 + Penalty 1558.631927 = -9642.399581 nChanged 3 SP:Iteration 3Q (1121.855774 sec): 3 clusters Score: Raw -11228.144349 + Penalty 1558.631927 = -9669.512421 nChanged 2 SP:Iteration 4Q (1121.898591 sec): 3 clusters Score: Raw -11241.623202 + Penalty 1558.631927 = -9682.991275 nChanged 2 SP:Iteration 5Q (1121.938048 sec): 3 clusters Score: Raw -11254.846338 + Penalty 1558.631927 = -9696.214411 nChanged 2 SP:Iteration 6Q (1121.974330 sec): 3 clusters Score: Raw -11284.177551 + Penalty 1558.631927 = -9725.545624 nChanged 0 SP:Iteration 7F (1122.011001 sec): 3 clusters Score: Raw -11284.177551 + Penalty 1558.631927 = -9725.545624 nChanged 0 Trying to split cluster 13 (8171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1122.049482 sec): 2 clusters Score: Raw -936126.618661 + Penalty 1463.856319 = -934662.762342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1122.103080 sec): 3 clusters Score: Raw -931544.936035 + Penalty 2927.712638 = -928617.223397 nChanged 3505 SP:Iteration 1F (1122.166351 sec): 3 clusters Score: Raw -933460.727816 + Penalty 2927.712638 = -930533.015177 nChanged 500 SP:Iteration 2F (1122.230903 sec): 3 clusters Score: Raw -933671.575346 + Penalty 2927.712638 = -930743.862708 nChanged 383 SP:Iteration 3Q (1122.293422 sec): 3 clusters Score: Raw -933842.411055 + Penalty 2927.712638 = -930914.698416 nChanged 367 SP:Iteration 4Q (1122.350901 sec): 3 clusters Score: Raw -934013.720639 + Penalty 2927.712638 = -931086.008001 nChanged 369 SP:Iteration 5Q (1122.409434 sec): 3 clusters Score: Raw -934192.348093 + Penalty 2927.712638 = -931264.635454 nChanged 350 SP:Iteration 6Q (1122.461680 sec): 3 clusters Score: Raw -934379.362705 + Penalty 2927.712638 = -931451.650066 nChanged 360 SP:Iteration 7Q (1122.527047 sec): 3 clusters Score: Raw -934579.383800 + Penalty 2927.712638 = -931651.671162 nChanged 389 SP:Iteration 8Q (1122.587145 sec): 3 clusters Score: Raw -934828.950899 + Penalty 2927.712638 = -931901.238261 nChanged 394 SP:Iteration 9Q (1122.645942 sec): 3 clusters Score: Raw -935108.933745 + Penalty 2927.712638 = -932181.221107 nChanged 381 SP:Iteration 10Q (1122.700748 sec): 3 clusters Score: Raw -935407.844479 + Penalty 2927.712638 = -932480.131840 nChanged 354 SP:Iteration 11Q (1122.765303 sec): 3 clusters Score: Raw -935672.291032 + Penalty 2927.712638 = -932744.578394 nChanged 263 SP:Iteration 12Q (1122.828674 sec): 3 clusters Score: Raw -935899.032802 + Penalty 2927.712638 = -932971.320164 nChanged 221 SP:Iteration 13Q (1122.879602 sec): 3 clusters Score: Raw -936072.990983 + Penalty 2927.712638 = -933145.278345 nChanged 158 SP:Iteration 14Q (1122.947249 sec): 3 clusters Score: Raw -936176.091884 + Penalty 2927.712638 = -933248.379245 nChanged 111 SP:Iteration 15Q (1123.008635 sec): 3 clusters Score: Raw -936248.459349 + Penalty 2927.712638 = -933320.746711 nChanged 91 SP:Iteration 16Q (1123.056913 sec): 3 clusters Score: Raw -936303.951075 + Penalty 2927.712638 = -933376.238437 nChanged 66 SP:Iteration 17Q (1123.124990 sec): 3 clusters Score: Raw -936338.089405 + Penalty 2927.712638 = -933410.376767 nChanged 38 SP:Iteration 18Q (1123.188380 sec): 3 clusters Score: Raw -936354.153546 + Penalty 2927.712638 = -933426.440908 nChanged 32 SP:Iteration 19Q (1123.244544 sec): 3 clusters Score: Raw -936371.025068 + Penalty 2927.712638 = -933443.312430 nChanged 23 SP:Iteration 20F (1123.305493 sec): 3 clusters Score: Raw -936380.223702 + Penalty 2927.712638 = -933452.511064 nChanged 15 SP:Iteration 21Q (1123.356613 sec): 3 clusters Score: Raw -936386.799912 + Penalty 2927.712638 = -933459.087274 nChanged 14 SP:Iteration 22Q (1123.418619 sec): 3 clusters Score: Raw -936393.990924 + Penalty 2927.712638 = -933466.278286 nChanged 16 SP:Iteration 23Q (1123.473387 sec): 3 clusters Score: Raw -936401.427437 + Penalty 2927.712638 = -933473.714798 nChanged 16 SP:Iteration 24Q (1123.536117 sec): 3 clusters Score: Raw -936407.293273 + Penalty 2927.712638 = -933479.580634 nChanged 7 SP:Iteration 25Q (1123.586127 sec): 3 clusters Score: Raw -936410.199648 + Penalty 2927.712638 = -933482.487010 nChanged 4 SP:Iteration 26Q (1123.659456 sec): 3 clusters Score: Raw -936411.823164 + Penalty 2927.712638 = -933484.110526 nChanged 5 SP:Iteration 27Q (1123.721176 sec): 3 clusters Score: Raw -936413.423090 + Penalty 2927.712638 = -933485.710451 nChanged 2 SP:Iteration 28Q (1123.780163 sec): 3 clusters Score: Raw -936414.281165 + Penalty 2927.712638 = -933486.568527 nChanged 6 SP:Iteration 29Q (1123.839676 sec): 3 clusters Score: Raw -936415.915686 + Penalty 2927.712638 = -933488.203047 nChanged 5 SP:Iteration 30Q (1123.885996 sec): 3 clusters Score: Raw -936417.011436 + Penalty 2927.712638 = -933489.298798 nChanged 3 SP:Iteration 31Q (1123.949296 sec): 3 clusters Score: Raw -936417.982605 + Penalty 2927.712638 = -933490.269967 nChanged 3 SP:Iteration 32Q (1124.010218 sec): 3 clusters Score: Raw -936419.333863 + Penalty 2927.712638 = -933491.621224 nChanged 3 SP:Iteration 33Q (1124.069073 sec): 3 clusters Score: Raw -936420.398356 + Penalty 2927.712638 = -933492.685717 nChanged 5 SP:Iteration 34Q (1124.136925 sec): 3 clusters Score: Raw -936421.782405 + Penalty 2927.712638 = -933494.069766 nChanged 3 SP:Iteration 35Q (1124.202583 sec): 3 clusters Score: Raw -936422.819561 + Penalty 2927.712638 = -933495.106923 nChanged 1 SP:Iteration 36Q (1124.249278 sec): 3 clusters Score: Raw -936422.935800 + Penalty 2927.712638 = -933495.223162 nChanged 1 SP:Iteration 37Q (1124.299926 sec): 3 clusters Score: Raw -936423.260373 + Penalty 2927.712638 = -933495.547734 nChanged 0 SP:Iteration 38F (1124.373513 sec): 3 clusters Score: Raw -936423.260373 + Penalty 2927.712638 = -933495.547734 nChanged 0 Trying to split cluster 15 (2539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1124.402310 sec): 2 clusters Score: Raw -308367.204310 + Penalty 1273.922907 = -307093.281403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1124.442044 sec): 3 clusters Score: Raw -307228.871031 + Penalty 2547.845814 = -304681.025217 nChanged 937 SP:Iteration 1F (1124.490454 sec): 3 clusters Score: Raw -307840.897655 + Penalty 2547.845814 = -305293.051841 nChanged 236 SP:Iteration 2F (1124.549605 sec): 3 clusters Score: Raw -308043.045144 + Penalty 2547.845814 = -305495.199330 nChanged 169 SP:Iteration 3F (1124.581269 sec): 3 clusters Score: Raw -308211.501185 + Penalty 2547.845814 = -305663.655371 nChanged 139 SP:Iteration 4F (1124.643799 sec): 3 clusters Score: Raw -308340.868936 + Penalty 2547.845814 = -305793.023122 nChanged 128 SP:Iteration 5F (1124.686955 sec): 3 clusters Score: Raw -308481.392297 + Penalty 2547.845814 = -305933.546483 nChanged 129 SP:Iteration 6F (1124.745766 sec): 3 clusters Score: Raw -308606.873189 + Penalty 2547.845814 = -306059.027375 nChanged 100 SP:Iteration 7Q (1124.789574 sec): 3 clusters Score: Raw -308703.572770 + Penalty 2547.845814 = -306155.726955 nChanged 80 SP:Iteration 8Q (1124.841787 sec): 3 clusters Score: Raw -308761.573467 + Penalty 2547.845814 = -306213.727653 nChanged 58 SP:Iteration 9Q (1124.893031 sec): 3 clusters Score: Raw -308808.750925 + Penalty 2547.845814 = -306260.905111 nChanged 58 SP:Iteration 10Q (1124.946720 sec): 3 clusters Score: Raw -308858.153301 + Penalty 2547.845814 = -306310.307486 nChanged 48 SP:Iteration 11Q (1124.988335 sec): 3 clusters Score: Raw -308904.294468 + Penalty 2547.845814 = -306356.448654 nChanged 54 SP:Iteration 12Q (1125.048247 sec): 3 clusters Score: Raw -308952.865161 + Penalty 2547.845814 = -306405.019347 nChanged 45 SP:Iteration 13Q (1125.098103 sec): 3 clusters Score: Raw -308993.279993 + Penalty 2547.845814 = -306445.434179 nChanged 42 SP:Iteration 14Q (1125.137746 sec): 3 clusters Score: Raw -309034.295967 + Penalty 2547.845814 = -306486.450153 nChanged 37 SP:Iteration 15Q (1125.193952 sec): 3 clusters Score: Raw -309060.089364 + Penalty 2547.845814 = -306512.243550 nChanged 34 SP:Iteration 16Q (1125.235255 sec): 3 clusters Score: Raw -309082.504968 + Penalty 2547.845814 = -306534.659154 nChanged 30 SP:Iteration 17Q (1125.286804 sec): 3 clusters Score: Raw -309108.997374 + Penalty 2547.845814 = -306561.151560 nChanged 30 SP:Iteration 18Q (1125.332977 sec): 3 clusters Score: Raw -309128.551977 + Penalty 2547.845814 = -306580.706163 nChanged 21 SP:Iteration 19Q (1125.389439 sec): 3 clusters Score: Raw -309138.986983 + Penalty 2547.845814 = -306591.141169 nChanged 16 SP:Iteration 20F (1125.441850 sec): 3 clusters Score: Raw -309149.832493 + Penalty 2547.845814 = -306601.986679 nChanged 17 SP:Iteration 21Q (1125.495960 sec): 3 clusters Score: Raw -309159.145052 + Penalty 2547.845814 = -306611.299237 nChanged 14 SP:Iteration 22Q (1125.543042 sec): 3 clusters Score: Raw -309166.613328 + Penalty 2547.845814 = -306618.767514 nChanged 7 SP:Iteration 23Q (1125.584018 sec): 3 clusters Score: Raw -309169.589116 + Penalty 2547.845814 = -306621.743302 nChanged 9 SP:Iteration 24Q (1125.634350 sec): 3 clusters Score: Raw -309174.221750 + Penalty 2547.845814 = -306626.375936 nChanged 9 SP:Iteration 25Q (1125.682208 sec): 3 clusters Score: Raw -309177.173071 + Penalty 2547.845814 = -306629.327257 nChanged 5 SP:Iteration 26Q (1125.740580 sec): 3 clusters Score: Raw -309178.739924 + Penalty 2547.845814 = -306630.894109 nChanged 7 SP:Iteration 27Q (1125.795657 sec): 3 clusters Score: Raw -309182.844411 + Penalty 2547.845814 = -306634.998597 nChanged 8 SP:Iteration 28Q (1125.835020 sec): 3 clusters Score: Raw -309187.074043 + Penalty 2547.845814 = -306639.228229 nChanged 8 SP:Iteration 29Q (1125.887300 sec): 3 clusters Score: Raw -309190.113148 + Penalty 2547.845814 = -306642.267334 nChanged 6 SP:Iteration 30Q (1125.940526 sec): 3 clusters Score: Raw -309192.652043 + Penalty 2547.845814 = -306644.806229 nChanged 8 SP:Iteration 31Q (1125.991637 sec): 3 clusters Score: Raw -309195.844810 + Penalty 2547.845814 = -306647.998996 nChanged 5 SP:Iteration 32Q (1126.037997 sec): 3 clusters Score: Raw -309198.920992 + Penalty 2547.845814 = -306651.075178 nChanged 5 SP:Iteration 33Q (1126.087675 sec): 3 clusters Score: Raw -309200.662040 + Penalty 2547.845814 = -306652.816226 nChanged 5 SP:Iteration 34Q (1126.145024 sec): 3 clusters Score: Raw -309202.181039 + Penalty 2547.845814 = -306654.335225 nChanged 2 SP:Iteration 35Q (1126.198434 sec): 3 clusters Score: Raw -309203.086354 + Penalty 2547.845814 = -306655.240540 nChanged 1 SP:Iteration 36Q (1126.249626 sec): 3 clusters Score: Raw -309203.378274 + Penalty 2547.845814 = -306655.532460 nChanged 2 SP:Iteration 37Q (1126.295394 sec): 3 clusters Score: Raw -309204.141316 + Penalty 2547.845814 = -306656.295502 nChanged 4 SP:Iteration 38Q (1126.343229 sec): 3 clusters Score: Raw -309206.386812 + Penalty 2547.845814 = -306658.540998 nChanged 4 SP:Iteration 39Q (1126.395865 sec): 3 clusters Score: Raw -309208.031915 + Penalty 2547.845814 = -306660.186100 nChanged 3 SP:Iteration 40F (1126.454076 sec): 3 clusters Score: Raw -309209.073635 + Penalty 2547.845814 = -306661.227821 nChanged 1 SP:Iteration 41Q (1126.506114 sec): 3 clusters Score: Raw -309209.884773 + Penalty 2547.845814 = -306662.038959 nChanged 3 SP:Iteration 42Q (1126.558260 sec): 3 clusters Score: Raw -309210.633833 + Penalty 2547.845814 = -306662.788019 nChanged 0 SP:Iteration 43F (1126.604704 sec): 3 clusters Score: Raw -309210.633833 + Penalty 2547.845814 = -306662.788019 nChanged 0 Trying to split cluster 17 (9182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1126.642205 sec): 2 clusters Score: Raw -1073229.054199 + Penalty 1482.812553 = -1071746.241646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1126.689908 sec): 3 clusters Score: Raw -1068061.521028 + Penalty 2965.625106 = -1065095.895922 nChanged 4009 SP:Iteration 1F (1126.739155 sec): 3 clusters Score: Raw -1070147.174078 + Penalty 2965.625106 = -1067181.548972 nChanged 563 SP:Iteration 2F (1126.790870 sec): 3 clusters Score: Raw -1070381.390077 + Penalty 2965.625106 = -1067415.764971 nChanged 463 SP:Iteration 3F (1126.865611 sec): 3 clusters Score: Raw -1070570.280819 + Penalty 2965.625106 = -1067604.655713 nChanged 394 SP:Iteration 4Q (1126.916679 sec): 3 clusters Score: Raw -1070715.218735 + Penalty 2965.625106 = -1067749.593629 nChanged 329 SP:Iteration 5Q (1126.991665 sec): 3 clusters Score: Raw -1070853.910156 + Penalty 2965.625106 = -1067888.285050 nChanged 339 SP:Iteration 6Q (1127.056090 sec): 3 clusters Score: Raw -1071003.908257 + Penalty 2965.625106 = -1068038.283151 nChanged 378 SP:Iteration 7Q (1127.119040 sec): 3 clusters Score: Raw -1071170.105028 + Penalty 2965.625106 = -1068204.479922 nChanged 351 SP:Iteration 8Q (1127.171092 sec): 3 clusters Score: Raw -1071329.645883 + Penalty 2965.625106 = -1068364.020777 nChanged 338 SP:Iteration 9Q (1127.234598 sec): 3 clusters Score: Raw -1071511.989046 + Penalty 2965.625106 = -1068546.363941 nChanged 379 SP:Iteration 10Q (1127.298916 sec): 3 clusters Score: Raw -1071730.063626 + Penalty 2965.625106 = -1068764.438520 nChanged 369 SP:Iteration 11Q (1127.363676 sec): 3 clusters Score: Raw -1071955.265236 + Penalty 2965.625106 = -1068989.640130 nChanged 357 SP:Iteration 12Q (1127.438886 sec): 3 clusters Score: Raw -1072185.516900 + Penalty 2965.625106 = -1069219.891794 nChanged 355 SP:Iteration 13Q (1127.497240 sec): 3 clusters Score: Raw -1072440.097553 + Penalty 2965.625106 = -1069474.472448 nChanged 319 SP:Iteration 14Q (1127.563022 sec): 3 clusters Score: Raw -1072685.656994 + Penalty 2965.625106 = -1069720.031889 nChanged 256 SP:Iteration 15Q (1127.623441 sec): 3 clusters Score: Raw -1072884.550217 + Penalty 2965.625106 = -1069918.925112 nChanged 214 SP:Iteration 16Q (1127.687248 sec): 3 clusters Score: Raw -1073065.469605 + Penalty 2965.625106 = -1070099.844500 nChanged 141 SP:Iteration 17Q (1127.750158 sec): 3 clusters Score: Raw -1073170.364282 + Penalty 2965.625106 = -1070204.739177 nChanged 98 SP:Iteration 18Q (1127.806339 sec): 3 clusters Score: Raw -1073242.570204 + Penalty 2965.625106 = -1070276.945099 nChanged 72 SP:Iteration 19Q (1127.864620 sec): 3 clusters Score: Raw -1073305.883410 + Penalty 2965.625106 = -1070340.258305 nChanged 55 SP:Iteration 20F (1127.926534 sec): 3 clusters Score: Raw -1073355.185241 + Penalty 2965.625106 = -1070389.560135 nChanged 41 SP:Iteration 21Q (1127.991176 sec): 3 clusters Score: Raw -1073382.754239 + Penalty 2965.625106 = -1070417.129134 nChanged 25 SP:Iteration 22Q (1128.046854 sec): 3 clusters Score: Raw -1073399.984913 + Penalty 2965.625106 = -1070434.359807 nChanged 17 SP:Iteration 23Q (1128.100142 sec): 3 clusters Score: Raw -1073410.233466 + Penalty 2965.625106 = -1070444.608360 nChanged 9 SP:Iteration 24Q (1128.170551 sec): 3 clusters Score: Raw -1073416.247955 + Penalty 2965.625106 = -1070450.622850 nChanged 6 SP:Iteration 25Q (1128.235150 sec): 3 clusters Score: Raw -1073420.351563 + Penalty 2965.625106 = -1070454.726458 nChanged 2 SP:Iteration 26Q (1128.297828 sec): 3 clusters Score: Raw -1073421.145839 + Penalty 2965.625106 = -1070455.520734 nChanged 2 SP:Iteration 27Q (1128.360252 sec): 3 clusters Score: Raw -1073422.195854 + Penalty 2965.625106 = -1070456.570749 nChanged 3 SP:Iteration 28Q (1128.420139 sec): 3 clusters Score: Raw -1073425.640061 + Penalty 2965.625106 = -1070460.014956 nChanged 5 SP:Iteration 29Q (1128.480926 sec): 3 clusters Score: Raw -1073430.213039 + Penalty 2965.625106 = -1070464.587933 nChanged 9 SP:Iteration 30Q (1128.540432 sec): 3 clusters Score: Raw -1073438.379418 + Penalty 2965.625106 = -1070472.754312 nChanged 6 SP:Iteration 31Q (1128.591053 sec): 3 clusters Score: Raw -1073443.994603 + Penalty 2965.625106 = -1070478.369498 nChanged 8 SP:Iteration 32Q (1128.650406 sec): 3 clusters Score: Raw -1073453.430065 + Penalty 2965.625106 = -1070487.804959 nChanged 11 SP:Iteration 33Q (1128.721281 sec): 3 clusters Score: Raw -1073463.208452 + Penalty 2965.625106 = -1070497.583347 nChanged 7 SP:Iteration 34Q (1128.784295 sec): 3 clusters Score: Raw -1073468.125139 + Penalty 2965.625106 = -1070502.500034 nChanged 6 SP:Iteration 35Q (1128.837532 sec): 3 clusters Score: Raw -1073471.857615 + Penalty 2965.625106 = -1070506.232509 nChanged 4 SP:Iteration 36Q (1128.894505 sec): 3 clusters Score: Raw -1073473.977248 + Penalty 2965.625106 = -1070508.352142 nChanged 0 SP:Iteration 37F (1128.957631 sec): 3 clusters Score: Raw -1073473.977248 + Penalty 2965.625106 = -1070508.352142 nChanged 0 Trying to split cluster 18 (27155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1129.019106 sec): 2 clusters Score: Raw -3160873.489577 + Penalty 1659.013926 = -3159214.475651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1129.111646 sec): 3 clusters Score: Raw -3144216.579869 + Penalty 3318.027853 = -3140898.552016 nChanged 12427 SP:Iteration 1F (1129.213194 sec): 3 clusters Score: Raw -3151038.142705 + Penalty 3318.027853 = -3147720.114852 nChanged 1243 SP:Iteration 2Q (1129.305796 sec): 3 clusters Score: Raw -3151476.098247 + Penalty 3318.027853 = -3148158.070394 nChanged 1243 SP:Iteration 3Q (1129.402965 sec): 3 clusters Score: Raw -3151993.851691 + Penalty 3318.027853 = -3148675.823838 nChanged 1306 SP:Iteration 4Q (1129.497821 sec): 3 clusters Score: Raw -3152625.863893 + Penalty 3318.027853 = -3149307.836041 nChanged 1423 SP:Iteration 5F (1129.594656 sec): 3 clusters Score: Raw -3153460.170191 + Penalty 3318.027853 = -3150142.142338 nChanged 1523 SP:Iteration 6F (1129.686718 sec): 3 clusters Score: Raw -3154450.805858 + Penalty 3318.027853 = -3151132.778005 nChanged 1628 SP:Iteration 7F (1129.782641 sec): 3 clusters Score: Raw -3155604.095050 + Penalty 3318.027853 = -3152286.067197 nChanged 1620 SP:Iteration 8F (1129.875353 sec): 3 clusters Score: Raw -3156776.054700 + Penalty 3318.027853 = -3153458.026847 nChanged 1463 SP:Iteration 9F (1129.969863 sec): 3 clusters Score: Raw -3157679.945153 + Penalty 3318.027853 = -3154361.917300 nChanged 1046 SP:Iteration 10Q (1130.059528 sec): 3 clusters Score: Raw -3158138.666437 + Penalty 3318.027853 = -3154820.638584 nChanged 689 SP:Iteration 11Q (1130.153396 sec): 3 clusters Score: Raw -3158372.499014 + Penalty 3318.027853 = -3155054.471161 nChanged 497 SP:Iteration 12Q (1130.241014 sec): 3 clusters Score: Raw -3158525.044112 + Penalty 3318.027853 = -3155207.016259 nChanged 408 SP:Iteration 13Q (1130.325839 sec): 3 clusters Score: Raw -3158651.335243 + Penalty 3318.027853 = -3155333.307390 nChanged 387 SP:Iteration 14Q (1130.415642 sec): 3 clusters Score: Raw -3158763.516046 + Penalty 3318.027853 = -3155445.488193 nChanged 328 SP:Iteration 15Q (1130.517621 sec): 3 clusters Score: Raw -3158849.217383 + Penalty 3318.027853 = -3155531.189530 nChanged 296 SP:Iteration 16Q (1130.608034 sec): 3 clusters Score: Raw -3158915.370431 + Penalty 3318.027853 = -3155597.342578 nChanged 245 SP:Iteration 17Q (1130.691985 sec): 3 clusters Score: Raw -3158961.909786 + Penalty 3318.027853 = -3155643.881933 nChanged 204 SP:Iteration 18Q (1130.793857 sec): 3 clusters Score: Raw -3158996.176997 + Penalty 3318.027853 = -3155678.149144 nChanged 163 SP:Iteration 19Q (1130.888115 sec): 3 clusters Score: Raw -3159021.210137 + Penalty 3318.027853 = -3155703.182284 nChanged 163 SP:Iteration 20F (1130.979364 sec): 3 clusters Score: Raw -3159045.413109 + Penalty 3318.027853 = -3155727.385256 nChanged 153 SP:Iteration 21Q (1131.068995 sec): 3 clusters Score: Raw -3159065.944904 + Penalty 3318.027853 = -3155747.917051 nChanged 138 SP:Iteration 22Q (1131.159682 sec): 3 clusters Score: Raw -3159084.914687 + Penalty 3318.027853 = -3155766.886834 nChanged 120 SP:Iteration 23Q (1131.250569 sec): 3 clusters Score: Raw -3159101.700270 + Penalty 3318.027853 = -3155783.672417 nChanged 122 SP:Iteration 24Q (1131.342450 sec): 3 clusters Score: Raw -3159120.059608 + Penalty 3318.027853 = -3155802.031755 nChanged 112 SP:Iteration 25Q (1131.434771 sec): 3 clusters Score: Raw -3159137.487068 + Penalty 3318.027853 = -3155819.459215 nChanged 132 SP:Iteration 26Q (1131.530517 sec): 3 clusters Score: Raw -3159158.143571 + Penalty 3318.027853 = -3155840.115718 nChanged 121 SP:Iteration 27Q (1131.624630 sec): 3 clusters Score: Raw -3159180.051743 + Penalty 3318.027853 = -3155862.023890 nChanged 152 SP:Iteration 28Q (1131.718928 sec): 3 clusters Score: Raw -3159210.334162 + Penalty 3318.027853 = -3155892.306310 nChanged 156 SP:Iteration 29Q (1131.807121 sec): 3 clusters Score: Raw -3159237.252949 + Penalty 3318.027853 = -3155919.225096 nChanged 153 SP:Iteration 30Q (1131.887260 sec): 3 clusters Score: Raw -3159264.690735 + Penalty 3318.027853 = -3155946.662882 nChanged 158 SP:Iteration 31Q (1131.983048 sec): 3 clusters Score: Raw -3159292.877457 + Penalty 3318.027853 = -3155974.849604 nChanged 162 SP:Iteration 32Q (1132.069695 sec): 3 clusters Score: Raw -3159318.920939 + Penalty 3318.027853 = -3156000.893086 nChanged 149 SP:Iteration 33Q (1132.165260 sec): 3 clusters Score: Raw -3159340.974360 + Penalty 3318.027853 = -3156022.946507 nChanged 130 SP:Iteration 34Q (1132.257246 sec): 3 clusters Score: Raw -3159360.668233 + Penalty 3318.027853 = -3156042.640380 nChanged 133 SP:Iteration 35Q (1132.347359 sec): 3 clusters Score: Raw -3159382.303476 + Penalty 3318.027853 = -3156064.275623 nChanged 146 SP:Iteration 36Q (1132.438325 sec): 3 clusters Score: Raw -3159407.137141 + Penalty 3318.027853 = -3156089.109288 nChanged 153 SP:Iteration 37Q (1132.527654 sec): 3 clusters Score: Raw -3159432.830192 + Penalty 3318.027853 = -3156114.802340 nChanged 145 SP:Iteration 38Q (1132.609254 sec): 3 clusters Score: Raw -3159455.627986 + Penalty 3318.027853 = -3156137.600133 nChanged 145 SP:Iteration 39Q (1132.710484 sec): 3 clusters Score: Raw -3159478.640792 + Penalty 3318.027853 = -3156160.612939 nChanged 148 SP:Iteration 40F (1132.808067 sec): 3 clusters Score: Raw -3159504.547799 + Penalty 3318.027853 = -3156186.519946 nChanged 149 SP:Iteration 41Q (1132.900050 sec): 3 clusters Score: Raw -3159528.594083 + Penalty 3318.027853 = -3156210.566230 nChanged 157 SP:Iteration 42Q (1132.985329 sec): 3 clusters Score: Raw -3159554.839643 + Penalty 3318.027853 = -3156236.811790 nChanged 147 SP:Iteration 43Q (1133.067535 sec): 3 clusters Score: Raw -3159579.830149 + Penalty 3318.027853 = -3156261.802297 nChanged 151 SP:Iteration 44Q (1133.163344 sec): 3 clusters Score: Raw -3159604.385524 + Penalty 3318.027853 = -3156286.357671 nChanged 148 SP:Iteration 45Q (1133.244039 sec): 3 clusters Score: Raw -3159628.592716 + Penalty 3318.027853 = -3156310.564863 nChanged 146 SP:Iteration 46Q (1133.340419 sec): 3 clusters Score: Raw -3159652.037807 + Penalty 3318.027853 = -3156334.009954 nChanged 148 SP:Iteration 47Q (1133.427448 sec): 3 clusters Score: Raw -3159677.233714 + Penalty 3318.027853 = -3156359.205861 nChanged 158 SP:Iteration 48Q (1133.511119 sec): 3 clusters Score: Raw -3159702.290961 + Penalty 3318.027853 = -3156384.263108 nChanged 145 SP:Iteration 49Q (1133.608836 sec): 3 clusters Score: Raw -3159724.177273 + Penalty 3318.027853 = -3156406.149420 nChanged 142 SP:Iteration 50Q (1133.701409 sec): 3 clusters Score: Raw -3159746.102325 + Penalty 3318.027853 = -3156428.074472 nChanged 145 SP:Iteration 51Q (1133.788272 sec): 3 clusters Score: Raw -3159770.993503 + Penalty 3318.027853 = -3156452.965650 nChanged 157 SP:Iteration 52Q (1133.874880 sec): 3 clusters Score: Raw -3159797.906344 + Penalty 3318.027853 = -3156479.878491 nChanged 142 SP:Iteration 53Q (1133.963417 sec): 3 clusters Score: Raw -3159821.881983 + Penalty 3318.027853 = -3156503.854130 nChanged 146 SP:Iteration 54Q (1134.042004 sec): 3 clusters Score: Raw -3159848.005220 + Penalty 3318.027853 = -3156529.977367 nChanged 153 SP:Iteration 55Q (1134.133645 sec): 3 clusters Score: Raw -3159878.889391 + Penalty 3318.027853 = -3156560.861539 nChanged 138 SP:Iteration 56Q (1134.231792 sec): 3 clusters Score: Raw -3159905.579955 + Penalty 3318.027853 = -3156587.552102 nChanged 140 SP:Iteration 57Q (1134.318584 sec): 3 clusters Score: Raw -3159933.552031 + Penalty 3318.027853 = -3156615.524178 nChanged 161 SP:Iteration 58Q (1134.404596 sec): 3 clusters Score: Raw -3159966.159988 + Penalty 3318.027853 = -3156648.132136 nChanged 167 SP:Iteration 59Q (1134.491213 sec): 3 clusters Score: Raw -3160003.311674 + Penalty 3318.027853 = -3156685.283822 nChanged 202 SP:Iteration 60F (1134.587100 sec): 3 clusters Score: Raw -3160052.095957 + Penalty 3318.027853 = -3156734.068104 nChanged 199 SP:Iteration 61Q (1134.674368 sec): 3 clusters Score: Raw -3160097.103490 + Penalty 3318.027853 = -3156779.075637 nChanged 189 SP:Iteration 62Q (1134.757874 sec): 3 clusters Score: Raw -3160138.736986 + Penalty 3318.027853 = -3156820.709133 nChanged 174 SP:Iteration 63Q (1134.843001 sec): 3 clusters Score: Raw -3160174.964639 + Penalty 3318.027853 = -3156856.936786 nChanged 172 SP:Iteration 64Q (1134.926077 sec): 3 clusters Score: Raw -3160212.696364 + Penalty 3318.027853 = -3156894.668511 nChanged 170 SP:Iteration 65Q (1135.011738 sec): 3 clusters Score: Raw -3160254.555927 + Penalty 3318.027853 = -3156936.528075 nChanged 187 SP:Iteration 66Q (1135.099706 sec): 3 clusters Score: Raw -3160304.881702 + Penalty 3318.027853 = -3156986.853849 nChanged 180 SP:Iteration 67Q (1135.195961 sec): 3 clusters Score: Raw -3160352.206643 + Penalty 3318.027853 = -3157034.178790 nChanged 183 SP:Iteration 68Q (1135.282804 sec): 3 clusters Score: Raw -3160401.696414 + Penalty 3318.027853 = -3157083.668561 nChanged 197 SP:Iteration 69Q (1135.358505 sec): 3 clusters Score: Raw -3160453.176720 + Penalty 3318.027853 = -3157135.148867 nChanged 169 SP:Iteration 70Q (1135.454917 sec): 3 clusters Score: Raw -3160494.774432 + Penalty 3318.027853 = -3157176.746579 nChanged 170 SP:Iteration 71Q (1135.542668 sec): 3 clusters Score: Raw -3160546.390177 + Penalty 3318.027853 = -3157228.362324 nChanged 167 SP:Iteration 72Q (1135.623956 sec): 3 clusters Score: Raw -3160592.199866 + Penalty 3318.027853 = -3157274.172013 nChanged 159 SP:Iteration 73Q (1135.712827 sec): 3 clusters Score: Raw -3160630.330658 + Penalty 3318.027853 = -3157312.302805 nChanged 146 SP:Iteration 74Q (1135.788877 sec): 3 clusters Score: Raw -3160668.025969 + Penalty 3318.027853 = -3157349.998116 nChanged 140 SP:Iteration 75Q (1135.883938 sec): 3 clusters Score: Raw -3160706.669332 + Penalty 3318.027853 = -3157388.641479 nChanged 139 SP:Iteration 76Q (1135.966892 sec): 3 clusters Score: Raw -3160742.065536 + Penalty 3318.027853 = -3157424.037683 nChanged 135 SP:Iteration 77Q (1136.055021 sec): 3 clusters Score: Raw -3160780.526139 + Penalty 3318.027853 = -3157462.498286 nChanged 132 SP:Iteration 78Q (1136.151670 sec): 3 clusters Score: Raw -3160816.733262 + Penalty 3318.027853 = -3157498.705409 nChanged 112 SP:Iteration 79Q (1136.223805 sec): 3 clusters Score: Raw -3160848.499520 + Penalty 3318.027853 = -3157530.471667 nChanged 97 SP:Iteration 80F (1136.314648 sec): 3 clusters Score: Raw -3160872.510528 + Penalty 3318.027853 = -3157554.482675 nChanged 79 SP:Iteration 81Q (1136.405531 sec): 3 clusters Score: Raw -3160891.314757 + Penalty 3318.027853 = -3157573.286904 nChanged 90 SP:Iteration 82Q (1136.491205 sec): 3 clusters Score: Raw -3160914.210082 + Penalty 3318.027853 = -3157596.182230 nChanged 77 SP:Iteration 83Q (1136.584416 sec): 3 clusters Score: Raw -3160932.288172 + Penalty 3318.027853 = -3157614.260319 nChanged 77 SP:Iteration 84Q (1136.659066 sec): 3 clusters Score: Raw -3160954.347335 + Penalty 3318.027853 = -3157636.319482 nChanged 83 SP:Iteration 85Q (1136.743054 sec): 3 clusters Score: Raw -3160980.265323 + Penalty 3318.027853 = -3157662.237470 nChanged 88 SP:Iteration 86Q (1136.824578 sec): 3 clusters Score: Raw -3161003.968754 + Penalty 3318.027853 = -3157685.940901 nChanged 66 SP:Iteration 87Q (1136.913992 sec): 3 clusters Score: Raw -3161021.583562 + Penalty 3318.027853 = -3157703.555709 nChanged 66 SP:Iteration 88Q (1136.991618 sec): 3 clusters Score: Raw -3161041.224186 + Penalty 3318.027853 = -3157723.196333 nChanged 65 SP:Iteration 89Q (1137.077191 sec): 3 clusters Score: Raw -3161058.329253 + Penalty 3318.027853 = -3157740.301400 nChanged 51 SP:Iteration 90Q (1137.161135 sec): 3 clusters Score: Raw -3161072.816099 + Penalty 3318.027853 = -3157754.788246 nChanged 43 SP:Iteration 91Q (1137.250882 sec): 3 clusters Score: Raw -3161085.471133 + Penalty 3318.027853 = -3157767.443280 nChanged 43 SP:Iteration 92Q (1137.334683 sec): 3 clusters Score: Raw -3161098.530674 + Penalty 3318.027853 = -3157780.502822 nChanged 41 SP:Iteration 93Q (1137.414454 sec): 3 clusters Score: Raw -3161109.423288 + Penalty 3318.027853 = -3157791.395435 nChanged 27 SP:Iteration 94Q (1137.488945 sec): 3 clusters Score: Raw -3161115.231645 + Penalty 3318.027853 = -3157797.203792 nChanged 23 SP:Iteration 95Q (1137.580369 sec): 3 clusters Score: Raw -3161120.725334 + Penalty 3318.027853 = -3157802.697481 nChanged 23 SP:Iteration 96Q (1137.666390 sec): 3 clusters Score: Raw -3161126.139407 + Penalty 3318.027853 = -3157808.111554 nChanged 24 SP:Iteration 97Q (1137.748107 sec): 3 clusters Score: Raw -3161132.809875 + Penalty 3318.027853 = -3157814.782023 nChanged 30 SP:Iteration 98Q (1137.826898 sec): 3 clusters Score: Raw -3161140.877578 + Penalty 3318.027853 = -3157822.849725 nChanged 24 SP:Iteration 99Q (1137.907288 sec): 3 clusters Score: Raw -3161147.581354 + Penalty 3318.027853 = -3157829.553501 nChanged 28 SP:Iteration 100F (1137.996811 sec): 3 clusters Score: Raw -3161155.233575 + Penalty 3318.027853 = -3157837.205722 nChanged 28 SP:Iteration 101Q (1138.085820 sec): 3 clusters Score: Raw -3161163.101540 + Penalty 3318.027853 = -3157845.073687 nChanged 23 SP:Iteration 102Q (1138.178893 sec): 3 clusters Score: Raw -3161170.120871 + Penalty 3318.027853 = -3157852.093018 nChanged 24 SP:Iteration 103Q (1138.263620 sec): 3 clusters Score: Raw -3161178.272731 + Penalty 3318.027853 = -3157860.244878 nChanged 29 SP:Iteration 104Q (1138.355272 sec): 3 clusters Score: Raw -3161187.192606 + Penalty 3318.027853 = -3157869.164753 nChanged 31 SP:Iteration 105Q (1138.444599 sec): 3 clusters Score: Raw -3161194.958532 + Penalty 3318.027853 = -3157876.930680 nChanged 20 SP:Iteration 106Q (1138.527286 sec): 3 clusters Score: Raw -3161201.002037 + Penalty 3318.027853 = -3157882.974184 nChanged 23 SP:Iteration 107Q (1138.616664 sec): 3 clusters Score: Raw -3161207.074935 + Penalty 3318.027853 = -3157889.047082 nChanged 23 SP:Iteration 108Q (1138.705621 sec): 3 clusters Score: Raw -3161212.816143 + Penalty 3318.027853 = -3157894.788290 nChanged 20 SP:Iteration 109Q (1138.797558 sec): 3 clusters Score: Raw -3161218.045876 + Penalty 3318.027853 = -3157900.018023 nChanged 21 SP:Iteration 110Q (1138.887708 sec): 3 clusters Score: Raw -3161223.687470 + Penalty 3318.027853 = -3157905.659617 nChanged 23 SP:Iteration 111Q (1138.976330 sec): 3 clusters Score: Raw -3161230.326577 + Penalty 3318.027853 = -3157912.298724 nChanged 28 SP:Iteration 112Q (1139.052962 sec): 3 clusters Score: Raw -3161237.566066 + Penalty 3318.027853 = -3157919.538213 nChanged 20 SP:Iteration 113Q (1139.144448 sec): 3 clusters Score: Raw -3161243.057594 + Penalty 3318.027853 = -3157925.029741 nChanged 16 SP:Iteration 114Q (1139.232115 sec): 3 clusters Score: Raw -3161246.713496 + Penalty 3318.027853 = -3157928.685643 nChanged 15 SP:Iteration 115Q (1139.319525 sec): 3 clusters Score: Raw -3161250.805327 + Penalty 3318.027853 = -3157932.777474 nChanged 16 SP:Iteration 116Q (1139.399206 sec): 3 clusters Score: Raw -3161254.274351 + Penalty 3318.027853 = -3157936.246498 nChanged 8 SP:Iteration 117Q (1139.480995 sec): 3 clusters Score: Raw -3161256.014631 + Penalty 3318.027853 = -3157937.986778 nChanged 4 SP:Iteration 118Q (1139.571090 sec): 3 clusters Score: Raw -3161256.733406 + Penalty 3318.027853 = -3157938.705553 nChanged 4 SP:Iteration 119Q (1139.660841 sec): 3 clusters Score: Raw -3161258.054203 + Penalty 3318.027853 = -3157940.026350 nChanged 9 SP:Iteration 120F (1139.752768 sec): 3 clusters Score: Raw -3161260.797151 + Penalty 3318.027853 = -3157942.769298 nChanged 12 SP:Iteration 121Q (1139.835745 sec): 3 clusters Score: Raw -3161263.673432 + Penalty 3318.027853 = -3157945.645579 nChanged 14 SP:Iteration 122Q (1139.922416 sec): 3 clusters Score: Raw -3161268.437960 + Penalty 3318.027853 = -3157950.410108 nChanged 8 SP:Iteration 123Q (1140.009802 sec): 3 clusters Score: Raw -3161270.831753 + Penalty 3318.027853 = -3157952.803900 nChanged 8 SP:Iteration 124Q (1140.097482 sec): 3 clusters Score: Raw -3161272.885201 + Penalty 3318.027853 = -3157954.857348 nChanged 9 SP:Iteration 125Q (1140.181875 sec): 3 clusters Score: Raw -3161275.412543 + Penalty 3318.027853 = -3157957.384690 nChanged 11 SP:Iteration 126Q (1140.264830 sec): 3 clusters Score: Raw -3161278.779015 + Penalty 3318.027853 = -3157960.751163 nChanged 10 SP:Iteration 127Q (1140.348349 sec): 3 clusters Score: Raw -3161280.892536 + Penalty 3318.027853 = -3157962.864683 nChanged 7 SP:Iteration 128Q (1140.425810 sec): 3 clusters Score: Raw -3161282.139415 + Penalty 3318.027853 = -3157964.111562 nChanged 3 SP:Iteration 129Q (1140.513537 sec): 3 clusters Score: Raw -3161282.518844 + Penalty 3318.027853 = -3157964.490991 nChanged 5 SP:Iteration 130Q (1140.596179 sec): 3 clusters Score: Raw -3161283.430627 + Penalty 3318.027853 = -3157965.402774 nChanged 3 SP:Iteration 131Q (1140.676219 sec): 3 clusters Score: Raw -3161284.175852 + Penalty 3318.027853 = -3157966.147999 nChanged 4 SP:Iteration 132Q (1140.754337 sec): 3 clusters Score: Raw -3161284.980764 + Penalty 3318.027853 = -3157966.952911 nChanged 1 SP:Iteration 133Q (1140.842058 sec): 3 clusters Score: Raw -3161285.168099 + Penalty 3318.027853 = -3157967.140246 nChanged 1 SP:Iteration 134Q (1140.923147 sec): 3 clusters Score: Raw -3161285.356974 + Penalty 3318.027853 = -3157967.329121 nChanged 1 SP:Iteration 135Q (1141.001435 sec): 3 clusters Score: Raw -3161285.452312 + Penalty 3318.027853 = -3157967.424459 nChanged 0 SP:Iteration 136F (1141.089918 sec): 3 clusters Score: Raw -3161285.452312 + Penalty 3318.027853 = -3157967.424459 nChanged 0 Trying to split cluster 19 (23772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1141.148620 sec): 2 clusters Score: Raw -2606600.683068 + Penalty 1637.392851 = -2604963.290217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1141.238480 sec): 3 clusters Score: Raw -2592050.521104 + Penalty 3274.785701 = -2588775.735403 nChanged 10788 SP:Iteration 1F (1141.326826 sec): 3 clusters Score: Raw -2598360.688918 + Penalty 3274.785701 = -2595085.903216 nChanged 1270 SP:Iteration 2F (1141.412637 sec): 3 clusters Score: Raw -2598881.559129 + Penalty 3274.785701 = -2595606.773428 nChanged 1144 SP:Iteration 3Q (1141.501866 sec): 3 clusters Score: Raw -2599346.342633 + Penalty 3274.785701 = -2596071.556931 nChanged 1160 SP:Iteration 4Q (1141.592897 sec): 3 clusters Score: Raw -2599868.809005 + Penalty 3274.785701 = -2596594.023303 nChanged 1144 SP:Iteration 5Q (1141.674348 sec): 3 clusters Score: Raw -2600457.666406 + Penalty 3274.785701 = -2597182.880705 nChanged 1193 SP:Iteration 6F (1141.773249 sec): 3 clusters Score: Raw -2601193.744860 + Penalty 3274.785701 = -2597918.959158 nChanged 1250 SP:Iteration 7F (1141.861334 sec): 3 clusters Score: Raw -2601985.540263 + Penalty 3274.785701 = -2598710.754562 nChanged 1200 SP:Iteration 8F (1141.949109 sec): 3 clusters Score: Raw -2602789.481552 + Penalty 3274.785701 = -2599514.695850 nChanged 1096 SP:Iteration 9Q (1142.034021 sec): 3 clusters Score: Raw -2603425.951401 + Penalty 3274.785701 = -2600151.165700 nChanged 889 SP:Iteration 10Q (1142.112318 sec): 3 clusters Score: Raw -2603894.848672 + Penalty 3274.785701 = -2600620.062971 nChanged 724 SP:Iteration 11Q (1142.206581 sec): 3 clusters Score: Raw -2604235.188980 + Penalty 3274.785701 = -2600960.403279 nChanged 581 SP:Iteration 12Q (1142.294203 sec): 3 clusters Score: Raw -2604476.001669 + Penalty 3274.785701 = -2601201.215968 nChanged 493 SP:Iteration 13Q (1142.382280 sec): 3 clusters Score: Raw -2604643.592520 + Penalty 3274.785701 = -2601368.806818 nChanged 394 SP:Iteration 14Q (1142.463698 sec): 3 clusters Score: Raw -2604777.416432 + Penalty 3274.785701 = -2601502.630730 nChanged 351 SP:Iteration 15Q (1142.521600 sec): 3 clusters Score: Raw -2604906.510975 + Penalty 3274.785701 = -2601631.725274 nChanged 325 SP:Iteration 16Q (1142.615713 sec): 3 clusters Score: Raw -2605023.916768 + Penalty 3274.785701 = -2601749.131066 nChanged 329 SP:Iteration 17Q (1142.690857 sec): 3 clusters Score: Raw -2605144.223398 + Penalty 3274.785701 = -2601869.437696 nChanged 313 SP:Iteration 18Q (1142.769993 sec): 3 clusters Score: Raw -2605245.019710 + Penalty 3274.785701 = -2601970.234009 nChanged 252 SP:Iteration 19Q (1142.862131 sec): 3 clusters Score: Raw -2605314.633015 + Penalty 3274.785701 = -2602039.847314 nChanged 231 SP:Iteration 20F (1142.952203 sec): 3 clusters Score: Raw -2605372.897489 + Penalty 3274.785701 = -2602098.111787 nChanged 217 SP:Iteration 21Q (1143.041559 sec): 3 clusters Score: Raw -2605427.107639 + Penalty 3274.785701 = -2602152.321938 nChanged 204 SP:Iteration 22Q (1143.126974 sec): 3 clusters Score: Raw -2605474.133184 + Penalty 3274.785701 = -2602199.347483 nChanged 190 SP:Iteration 23Q (1143.214252 sec): 3 clusters Score: Raw -2605513.868756 + Penalty 3274.785701 = -2602239.083055 nChanged 199 SP:Iteration 24Q (1143.302801 sec): 3 clusters Score: Raw -2605556.167684 + Penalty 3274.785701 = -2602281.381982 nChanged 173 SP:Iteration 25Q (1143.390032 sec): 3 clusters Score: Raw -2605592.336676 + Penalty 3274.785701 = -2602317.550975 nChanged 160 SP:Iteration 26Q (1143.470329 sec): 3 clusters Score: Raw -2605621.850069 + Penalty 3274.785701 = -2602347.064368 nChanged 137 SP:Iteration 27Q (1143.549166 sec): 3 clusters Score: Raw -2605645.868406 + Penalty 3274.785701 = -2602371.082705 nChanged 145 SP:Iteration 28Q (1143.644503 sec): 3 clusters Score: Raw -2605674.834174 + Penalty 3274.785701 = -2602400.048473 nChanged 145 SP:Iteration 29Q (1143.715078 sec): 3 clusters Score: Raw -2605704.036313 + Penalty 3274.785701 = -2602429.250612 nChanged 158 SP:Iteration 30Q (1143.807228 sec): 3 clusters Score: Raw -2605736.016801 + Penalty 3274.785701 = -2602461.231099 nChanged 167 SP:Iteration 31Q (1143.894999 sec): 3 clusters Score: Raw -2605771.728422 + Penalty 3274.785701 = -2602496.942721 nChanged 170 SP:Iteration 32Q (1143.980074 sec): 3 clusters Score: Raw -2605811.286075 + Penalty 3274.785701 = -2602536.500374 nChanged 167 SP:Iteration 33Q (1144.058925 sec): 3 clusters Score: Raw -2605852.063826 + Penalty 3274.785701 = -2602577.278125 nChanged 170 SP:Iteration 34Q (1144.138167 sec): 3 clusters Score: Raw -2605897.744175 + Penalty 3274.785701 = -2602622.958474 nChanged 199 SP:Iteration 35Q (1144.229881 sec): 3 clusters Score: Raw -2605945.687690 + Penalty 3274.785701 = -2602670.901989 nChanged 175 SP:Iteration 36Q (1144.312473 sec): 3 clusters Score: Raw -2605990.490453 + Penalty 3274.785701 = -2602715.704751 nChanged 185 SP:Iteration 37Q (1144.400497 sec): 3 clusters Score: Raw -2606040.861071 + Penalty 3274.785701 = -2602766.075370 nChanged 179 SP:Iteration 38Q (1144.484725 sec): 3 clusters Score: Raw -2606093.230655 + Penalty 3274.785701 = -2602818.444953 nChanged 172 SP:Iteration 39Q (1144.568189 sec): 3 clusters Score: Raw -2606141.482068 + Penalty 3274.785701 = -2602866.696366 nChanged 170 SP:Iteration 40F (1144.655458 sec): 3 clusters Score: Raw -2606185.891110 + Penalty 3274.785701 = -2602911.105409 nChanged 157 SP:Iteration 41Q (1144.739442 sec): 3 clusters Score: Raw -2606231.097771 + Penalty 3274.785701 = -2602956.312070 nChanged 146 SP:Iteration 42Q (1144.819533 sec): 3 clusters Score: Raw -2606273.876062 + Penalty 3274.785701 = -2602999.090360 nChanged 150 SP:Iteration 43Q (1144.896374 sec): 3 clusters Score: Raw -2606322.730928 + Penalty 3274.785701 = -2603047.945227 nChanged 155 SP:Iteration 44Q (1144.976282 sec): 3 clusters Score: Raw -2606368.987534 + Penalty 3274.785701 = -2603094.201832 nChanged 122 SP:Iteration 45Q (1145.054246 sec): 3 clusters Score: Raw -2606399.954339 + Penalty 3274.785701 = -2603125.168638 nChanged 110 SP:Iteration 46Q (1145.140626 sec): 3 clusters Score: Raw -2606430.545738 + Penalty 3274.785701 = -2603155.760037 nChanged 109 SP:Iteration 47Q (1145.223549 sec): 3 clusters Score: Raw -2606461.266832 + Penalty 3274.785701 = -2603186.481130 nChanged 93 SP:Iteration 48Q (1145.304826 sec): 3 clusters Score: Raw -2606483.719023 + Penalty 3274.785701 = -2603208.933321 nChanged 87 SP:Iteration 49Q (1145.390011 sec): 3 clusters Score: Raw -2606506.996906 + Penalty 3274.785701 = -2603232.211205 nChanged 75 SP:Iteration 50Q (1145.471880 sec): 3 clusters Score: Raw -2606523.737553 + Penalty 3274.785701 = -2603248.951852 nChanged 77 SP:Iteration 51Q (1145.552319 sec): 3 clusters Score: Raw -2606546.851440 + Penalty 3274.785701 = -2603272.065739 nChanged 77 SP:Iteration 52Q (1145.639385 sec): 3 clusters Score: Raw -2606573.416431 + Penalty 3274.785701 = -2603298.630730 nChanged 83 SP:Iteration 53Q (1145.708385 sec): 3 clusters Score: Raw -2606602.057456 + Penalty 3274.785701 = -2603327.271754 nChanged 81 SP:Iteration 54Q (1145.791275 sec): 3 clusters Score: Raw -2606628.379503 + Penalty 3274.785701 = -2603353.593801 nChanged 81 SP:Iteration 55Q (1145.878495 sec): 3 clusters Score: Raw -2606650.647039 + Penalty 3274.785701 = -2603375.861337 nChanged 64 SP:Iteration 56Q (1145.960355 sec): 3 clusters Score: Raw -2606670.484353 + Penalty 3274.785701 = -2603395.698652 nChanged 67 SP:Iteration 57Q (1146.036119 sec): 3 clusters Score: Raw -2606694.309406 + Penalty 3274.785701 = -2603419.523705 nChanged 73 SP:Iteration 58Q (1146.117051 sec): 3 clusters Score: Raw -2606719.236843 + Penalty 3274.785701 = -2603444.451142 nChanged 70 SP:Iteration 59Q (1146.197683 sec): 3 clusters Score: Raw -2606743.681690 + Penalty 3274.785701 = -2603468.895989 nChanged 74 SP:Iteration 60F (1146.283221 sec): 3 clusters Score: Raw -2606767.420583 + Penalty 3274.785701 = -2603492.634882 nChanged 58 SP:Iteration 61Q (1146.364420 sec): 3 clusters Score: Raw -2606785.485872 + Penalty 3274.785701 = -2603510.700170 nChanged 47 SP:Iteration 62Q (1146.445356 sec): 3 clusters Score: Raw -2606798.746515 + Penalty 3274.785701 = -2603523.960814 nChanged 41 SP:Iteration 63Q (1146.528370 sec): 3 clusters Score: Raw -2606809.097378 + Penalty 3274.785701 = -2603534.311676 nChanged 32 SP:Iteration 64Q (1146.605837 sec): 3 clusters Score: Raw -2606819.095380 + Penalty 3274.785701 = -2603544.309678 nChanged 32 SP:Iteration 65Q (1146.685784 sec): 3 clusters Score: Raw -2606829.297886 + Penalty 3274.785701 = -2603554.512185 nChanged 36 SP:Iteration 66Q (1146.767400 sec): 3 clusters Score: Raw -2606840.059149 + Penalty 3274.785701 = -2603565.273448 nChanged 35 SP:Iteration 67Q (1146.838403 sec): 3 clusters Score: Raw -2606852.428394 + Penalty 3274.785701 = -2603577.642692 nChanged 24 SP:Iteration 68Q (1146.923706 sec): 3 clusters Score: Raw -2606861.681695 + Penalty 3274.785701 = -2603586.895994 nChanged 28 SP:Iteration 69Q (1147.006113 sec): 3 clusters Score: Raw -2606871.091027 + Penalty 3274.785701 = -2603596.305325 nChanged 24 SP:Iteration 70Q (1147.084660 sec): 3 clusters Score: Raw -2606877.970860 + Penalty 3274.785701 = -2603603.185158 nChanged 15 SP:Iteration 71Q (1147.150890 sec): 3 clusters Score: Raw -2606881.354751 + Penalty 3274.785701 = -2603606.569050 nChanged 15 SP:Iteration 72Q (1147.238430 sec): 3 clusters Score: Raw -2606884.798343 + Penalty 3274.785701 = -2603610.012642 nChanged 13 SP:Iteration 73Q (1147.314661 sec): 3 clusters Score: Raw -2606889.324526 + Penalty 3274.785701 = -2603614.538825 nChanged 9 SP:Iteration 74Q (1147.387248 sec): 3 clusters Score: Raw -2606892.236550 + Penalty 3274.785701 = -2603617.450849 nChanged 12 SP:Iteration 75Q (1147.462310 sec): 3 clusters Score: Raw -2606895.904916 + Penalty 3274.785701 = -2603621.119214 nChanged 8 SP:Iteration 76Q (1147.553366 sec): 3 clusters Score: Raw -2606898.683279 + Penalty 3274.785701 = -2603623.897578 nChanged 11 SP:Iteration 77Q (1147.632458 sec): 3 clusters Score: Raw -2606902.528281 + Penalty 3274.785701 = -2603627.742579 nChanged 12 SP:Iteration 78Q (1147.712965 sec): 3 clusters Score: Raw -2606905.568355 + Penalty 3274.785701 = -2603630.782653 nChanged 5 SP:Iteration 79Q (1147.780328 sec): 3 clusters Score: Raw -2606907.154489 + Penalty 3274.785701 = -2603632.368788 nChanged 5 SP:Iteration 80F (1147.878233 sec): 3 clusters Score: Raw -2606909.714953 + Penalty 3274.785701 = -2603634.929252 nChanged 6 SP:Iteration 81Q (1147.960721 sec): 3 clusters Score: Raw -2606910.971491 + Penalty 3274.785701 = -2603636.185790 nChanged 3 SP:Iteration 82Q (1148.037282 sec): 3 clusters Score: Raw -2606911.844934 + Penalty 3274.785701 = -2603637.059233 nChanged 3 SP:Iteration 83Q (1148.104358 sec): 3 clusters Score: Raw -2606912.632285 + Penalty 3274.785701 = -2603637.846584 nChanged 4 SP:Iteration 84Q (1148.191952 sec): 3 clusters Score: Raw -2606913.429899 + Penalty 3274.785701 = -2603638.644197 nChanged 2 SP:Iteration 85Q (1148.270964 sec): 3 clusters Score: Raw -2606913.787903 + Penalty 3274.785701 = -2603639.002202 nChanged 3 SP:Iteration 86Q (1148.346165 sec): 3 clusters Score: Raw -2606914.839853 + Penalty 3274.785701 = -2603640.054151 nChanged 6 SP:Iteration 87Q (1148.427391 sec): 3 clusters Score: Raw -2606916.982186 + Penalty 3274.785701 = -2603642.196485 nChanged 7 SP:Iteration 88Q (1148.507005 sec): 3 clusters Score: Raw -2606919.145430 + Penalty 3274.785701 = -2603644.359729 nChanged 4 SP:Iteration 89Q (1148.575756 sec): 3 clusters Score: Raw -2606920.204300 + Penalty 3274.785701 = -2603645.418599 nChanged 0 SP:Iteration 90F (1148.658150 sec): 3 clusters Score: Raw -2606920.204300 + Penalty 3274.785701 = -2603645.418599 nChanged 0 Trying to split cluster 20 (887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1148.681840 sec): 2 clusters Score: Raw -89725.087553 + Penalty 1103.024810 = -88622.062744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1148.732582 sec): 3 clusters Score: Raw -89505.419556 + Penalty 2206.049619 = -87299.369936 nChanged 250 SP:Iteration 1F (1148.777841 sec): 3 clusters Score: Raw -89855.559803 + Penalty 2206.049619 = -87649.510184 nChanged 89 SP:Iteration 2F (1148.824550 sec): 3 clusters Score: Raw -90085.534640 + Penalty 2206.049619 = -87879.485021 nChanged 81 SP:Iteration 3F (1148.872861 sec): 3 clusters Score: Raw -90336.117988 + Penalty 2206.049619 = -88130.068369 nChanged 66 SP:Iteration 4F (1148.908773 sec): 3 clusters Score: Raw -90605.394827 + Penalty 2206.049619 = -88399.345208 nChanged 73 SP:Iteration 5F (1148.959110 sec): 3 clusters Score: Raw -90908.733339 + Penalty 2206.049619 = -88702.683719 nChanged 50 SP:Iteration 6F (1149.010240 sec): 3 clusters Score: Raw -91123.817866 + Penalty 2206.049619 = -88917.768247 nChanged 30 SP:Iteration 7Q (1149.047113 sec): 3 clusters Score: Raw -91204.126455 + Penalty 2206.049619 = -88998.076836 nChanged 14 SP:Iteration 8Q (1149.104562 sec): 3 clusters Score: Raw -91232.349217 + Penalty 2206.049619 = -89026.299597 nChanged 4 SP:Iteration 9Q (1149.139496 sec): 3 clusters Score: Raw -91239.150011 + Penalty 2206.049619 = -89033.100392 nChanged 3 SP:Iteration 10Q (1149.185466 sec): 3 clusters Score: Raw -91241.540839 + Penalty 2206.049619 = -89035.491220 nChanged 1 SP:Iteration 11Q (1149.238056 sec): 3 clusters Score: Raw -91242.389376 + Penalty 2206.049619 = -89036.339757 nChanged 0 SP:Iteration 12F (1149.288275 sec): 3 clusters Score: Raw -91242.389376 + Penalty 2206.049619 = -89036.339757 nChanged 0 Score: Raw -22418839.447042 + Penalty 35703.347430 = -22383136.099613 Splitting cluster 20 changes total score from -22383602.304165 to -22383136.099613 So it's not getting split. Iteration 179Q (1153.084609 sec): 18 clusters Score: Raw -22417322.151170 + Penalty 33719.828128 = -22383602.323042 nChanged 3 Iteration 180F (1155.488506 sec): 18 clusters Score: Raw -22417377.928046 + Penalty 33719.828128 = -22383658.099918 nChanged 4 Iteration 181Q (1156.805690 sec): 18 clusters Score: Raw -22417495.270579 + Penalty 33719.828128 = -22383775.442451 nChanged 5 Iteration 182Q (1158.086614 sec): 18 clusters Score: Raw -22417502.496195 + Penalty 33719.828128 = -22383782.668067 nChanged 5 Iteration 183Q (1159.320174 sec): 18 clusters Score: Raw -22417504.499364 + Penalty 33719.828128 = -22383784.671236 nChanged 0 Iteration 184F (1161.733773 sec): 18 clusters Score: Raw -22417573.098596 + Penalty 33719.828128 = -22383853.270468 nChanged 2 Iteration 185Q (1162.937906 sec): 18 clusters Score: Raw -22417626.633232 + Penalty 33719.828128 = -22383906.805103 nChanged 1 Iteration 186Q (1164.183003 sec): 18 clusters Score: Raw -22417628.008771 + Penalty 33719.828128 = -22383908.180643 nChanged 0 Iteration 187F (1166.585311 sec): 18 clusters Score: Raw -22417628.008771 + Penalty 33719.828128 = -22383908.180643 nChanged 0 Compute initial score before splitting: Score: Raw -22417628.008771 + Penalty 33719.828128 = -22383908.180643 Trying to split cluster 1 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1166.641614 sec): 2 clusters Score: Raw -65774.197996 + Penalty 1040.311544 = -64733.886451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1166.689980 sec): 3 clusters Score: Raw -65651.348796 + Penalty 2080.623089 = -63570.725707 nChanged 139 SP:Iteration 1F (1166.729821 sec): 3 clusters Score: Raw -65836.990049 + Penalty 2080.623089 = -63756.366960 nChanged 39 SP:Iteration 2F (1166.766437 sec): 3 clusters Score: Raw -65897.121794 + Penalty 2080.623089 = -63816.498705 nChanged 30 SP:Iteration 3Q (1166.820490 sec): 3 clusters Score: Raw -65949.259945 + Penalty 2080.623089 = -63868.636856 nChanged 18 SP:Iteration 4Q (1166.863226 sec): 3 clusters Score: Raw -65980.993967 + Penalty 2080.623089 = -63900.370878 nChanged 12 SP:Iteration 5Q (1166.894580 sec): 3 clusters Score: Raw -66001.897067 + Penalty 2080.623089 = -63921.273978 nChanged 8 SP:Iteration 6Q (1166.939822 sec): 3 clusters Score: Raw -66013.820084 + Penalty 2080.623089 = -63933.196995 nChanged 3 SP:Iteration 7Q (1166.983159 sec): 3 clusters Score: Raw -66016.015790 + Penalty 2080.623089 = -63935.392701 nChanged 2 SP:Iteration 8Q (1167.032175 sec): 3 clusters Score: Raw -66018.333269 + Penalty 2080.623089 = -63937.710180 nChanged 3 SP:Iteration 9Q (1167.083741 sec): 3 clusters Score: Raw -66020.599985 + Penalty 2080.623089 = -63939.976896 nChanged 2 SP:Iteration 10Q (1167.126504 sec): 3 clusters Score: Raw -66023.042783 + Penalty 2080.623089 = -63942.419694 nChanged 1 SP:Iteration 11Q (1167.183584 sec): 3 clusters Score: Raw -66023.547228 + Penalty 2080.623089 = -63942.924139 nChanged 0 SP:Iteration 12F (1167.221421 sec): 3 clusters Score: Raw -66023.547228 + Penalty 2080.623089 = -63942.924139 nChanged 0 Trying to split cluster 2 (6202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1167.257498 sec): 2 clusters Score: Raw -723623.335870 + Penalty 1419.051904 = -722204.283966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1167.313333 sec): 3 clusters Score: Raw -720272.302575 + Penalty 2838.103807 = -717434.198767 nChanged 2555 SP:Iteration 1F (1167.366805 sec): 3 clusters Score: Raw -721646.621372 + Penalty 2838.103807 = -718808.517565 nChanged 388 SP:Iteration 2F (1167.423230 sec): 3 clusters Score: Raw -721827.189818 + Penalty 2838.103807 = -718989.086011 nChanged 289 SP:Iteration 3Q (1167.494782 sec): 3 clusters Score: Raw -721960.363785 + Penalty 2838.103807 = -719122.259977 nChanged 259 SP:Iteration 4Q (1167.537018 sec): 3 clusters Score: Raw -722063.772973 + Penalty 2838.103807 = -719225.669166 nChanged 193 SP:Iteration 5Q (1167.593040 sec): 3 clusters Score: Raw -722132.386605 + Penalty 2838.103807 = -719294.282798 nChanged 138 SP:Iteration 6Q (1167.654112 sec): 3 clusters Score: Raw -722187.182295 + Penalty 2838.103807 = -719349.078487 nChanged 161 SP:Iteration 7Q (1167.706971 sec): 3 clusters Score: Raw -722248.084541 + Penalty 2838.103807 = -719409.980733 nChanged 149 SP:Iteration 8Q (1167.773131 sec): 3 clusters Score: Raw -722303.731244 + Penalty 2838.103807 = -719465.627437 nChanged 141 SP:Iteration 9Q (1167.822921 sec): 3 clusters Score: Raw -722357.190899 + Penalty 2838.103807 = -719519.087091 nChanged 125 SP:Iteration 10Q (1167.891840 sec): 3 clusters Score: Raw -722403.180121 + Penalty 2838.103807 = -719565.076314 nChanged 127 SP:Iteration 11Q (1167.943486 sec): 3 clusters Score: Raw -722453.671338 + Penalty 2838.103807 = -719615.567530 nChanged 155 SP:Iteration 12Q (1168.012797 sec): 3 clusters Score: Raw -722520.736061 + Penalty 2838.103807 = -719682.632254 nChanged 161 SP:Iteration 13Q (1168.071417 sec): 3 clusters Score: Raw -722601.650153 + Penalty 2838.103807 = -719763.546346 nChanged 170 SP:Iteration 14Q (1168.131314 sec): 3 clusters Score: Raw -722697.517371 + Penalty 2838.103807 = -719859.413563 nChanged 179 SP:Iteration 15Q (1168.188597 sec): 3 clusters Score: Raw -722803.455853 + Penalty 2838.103807 = -719965.352046 nChanged 176 SP:Iteration 16Q (1168.247033 sec): 3 clusters Score: Raw -722909.344742 + Penalty 2838.103807 = -720071.240935 nChanged 176 SP:Iteration 17Q (1168.301496 sec): 3 clusters Score: Raw -723012.357811 + Penalty 2838.103807 = -720174.254004 nChanged 182 SP:Iteration 18Q (1168.354984 sec): 3 clusters Score: Raw -723122.313293 + Penalty 2838.103807 = -720284.209485 nChanged 154 SP:Iteration 19Q (1168.416971 sec): 3 clusters Score: Raw -723223.682078 + Penalty 2838.103807 = -720385.578271 nChanged 146 SP:Iteration 20F (1168.461899 sec): 3 clusters Score: Raw -723318.436536 + Penalty 2838.103807 = -720480.332729 nChanged 136 SP:Iteration 21Q (1168.518303 sec): 3 clusters Score: Raw -723409.678717 + Penalty 2838.103807 = -720571.574909 nChanged 119 SP:Iteration 22Q (1168.570888 sec): 3 clusters Score: Raw -723483.405874 + Penalty 2838.103807 = -720645.302067 nChanged 104 SP:Iteration 23Q (1168.630897 sec): 3 clusters Score: Raw -723549.410080 + Penalty 2838.103807 = -720711.306273 nChanged 87 SP:Iteration 24Q (1168.689467 sec): 3 clusters Score: Raw -723603.928850 + Penalty 2838.103807 = -720765.825043 nChanged 62 SP:Iteration 25Q (1168.749896 sec): 3 clusters Score: Raw -723638.680421 + Penalty 2838.103807 = -720800.576613 nChanged 52 SP:Iteration 26Q (1168.806966 sec): 3 clusters Score: Raw -723669.179338 + Penalty 2838.103807 = -720831.075530 nChanged 39 SP:Iteration 27Q (1168.854339 sec): 3 clusters Score: Raw -723690.182641 + Penalty 2838.103807 = -720852.078834 nChanged 31 SP:Iteration 28Q (1168.904992 sec): 3 clusters Score: Raw -723704.481319 + Penalty 2838.103807 = -720866.377512 nChanged 21 SP:Iteration 29Q (1168.959374 sec): 3 clusters Score: Raw -723717.136288 + Penalty 2838.103807 = -720879.032481 nChanged 20 SP:Iteration 30Q (1169.016177 sec): 3 clusters Score: Raw -723728.745581 + Penalty 2838.103807 = -720890.641773 nChanged 19 SP:Iteration 31Q (1169.072612 sec): 3 clusters Score: Raw -723739.066708 + Penalty 2838.103807 = -720900.962900 nChanged 18 SP:Iteration 32Q (1169.116100 sec): 3 clusters Score: Raw -723750.338333 + Penalty 2838.103807 = -720912.234525 nChanged 12 SP:Iteration 33Q (1169.181656 sec): 3 clusters Score: Raw -723755.513771 + Penalty 2838.103807 = -720917.409964 nChanged 12 SP:Iteration 34Q (1169.224732 sec): 3 clusters Score: Raw -723761.978516 + Penalty 2838.103807 = -720923.874709 nChanged 10 SP:Iteration 35Q (1169.280905 sec): 3 clusters Score: Raw -723770.112400 + Penalty 2838.103807 = -720932.008593 nChanged 13 SP:Iteration 36Q (1169.331041 sec): 3 clusters Score: Raw -723778.070814 + Penalty 2838.103807 = -720939.967006 nChanged 8 SP:Iteration 37Q (1169.383893 sec): 3 clusters Score: Raw -723782.748428 + Penalty 2838.103807 = -720944.644620 nChanged 6 SP:Iteration 38Q (1169.447863 sec): 3 clusters Score: Raw -723785.962330 + Penalty 2838.103807 = -720947.858523 nChanged 4 SP:Iteration 39Q (1169.497422 sec): 3 clusters Score: Raw -723787.572580 + Penalty 2838.103807 = -720949.468773 nChanged 9 SP:Iteration 40F (1169.559430 sec): 3 clusters Score: Raw -723792.424218 + Penalty 2838.103807 = -720954.320411 nChanged 7 SP:Iteration 41Q (1169.611610 sec): 3 clusters Score: Raw -723796.943246 + Penalty 2838.103807 = -720958.839439 nChanged 9 SP:Iteration 42Q (1169.670335 sec): 3 clusters Score: Raw -723803.546592 + Penalty 2838.103807 = -720965.442785 nChanged 8 SP:Iteration 43Q (1169.726629 sec): 3 clusters Score: Raw -723809.524474 + Penalty 2838.103807 = -720971.420666 nChanged 7 SP:Iteration 44Q (1169.770951 sec): 3 clusters Score: Raw -723813.415162 + Penalty 2838.103807 = -720975.311354 nChanged 6 SP:Iteration 45Q (1169.828425 sec): 3 clusters Score: Raw -723817.164639 + Penalty 2838.103807 = -720979.060832 nChanged 2 SP:Iteration 46Q (1169.880091 sec): 3 clusters Score: Raw -723818.071653 + Penalty 2838.103807 = -720979.967845 nChanged 0 SP:Iteration 47F (1169.938877 sec): 3 clusters Score: Raw -723818.071653 + Penalty 2838.103807 = -720979.967845 nChanged 0 Trying to split cluster 3 (4555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1169.969779 sec): 2 clusters Score: Raw -519993.835622 + Penalty 1368.896882 = -518624.938741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1170.025121 sec): 3 clusters Score: Raw -517649.798771 + Penalty 2737.793763 = -514912.005008 nChanged 1819 SP:Iteration 1F (1170.081396 sec): 3 clusters Score: Raw -518738.010331 + Penalty 2737.793763 = -516000.216567 nChanged 384 SP:Iteration 2F (1170.120221 sec): 3 clusters Score: Raw -518993.264469 + Penalty 2737.793763 = -516255.470706 nChanged 295 SP:Iteration 3F (1170.182880 sec): 3 clusters Score: Raw -519179.307719 + Penalty 2737.793763 = -516441.513956 nChanged 208 SP:Iteration 4Q (1170.233255 sec): 3 clusters Score: Raw -519322.186334 + Penalty 2737.793763 = -516584.392571 nChanged 214 SP:Iteration 5Q (1170.293955 sec): 3 clusters Score: Raw -519459.526648 + Penalty 2737.793763 = -516721.732885 nChanged 173 SP:Iteration 6Q (1170.354179 sec): 3 clusters Score: Raw -519589.615650 + Penalty 2737.793763 = -516851.821887 nChanged 168 SP:Iteration 7Q (1170.399011 sec): 3 clusters Score: Raw -519721.396528 + Penalty 2737.793763 = -516983.602765 nChanged 147 SP:Iteration 8Q (1170.454060 sec): 3 clusters Score: Raw -519831.895635 + Penalty 2737.793763 = -517094.101872 nChanged 138 SP:Iteration 9Q (1170.513034 sec): 3 clusters Score: Raw -519929.891462 + Penalty 2737.793763 = -517192.097699 nChanged 117 SP:Iteration 10Q (1170.566833 sec): 3 clusters Score: Raw -519995.804267 + Penalty 2737.793763 = -517258.010504 nChanged 87 SP:Iteration 11Q (1170.619247 sec): 3 clusters Score: Raw -520042.868741 + Penalty 2737.793763 = -517305.074978 nChanged 76 SP:Iteration 12Q (1170.663045 sec): 3 clusters Score: Raw -520089.145154 + Penalty 2737.793763 = -517351.351391 nChanged 61 SP:Iteration 13Q (1170.727471 sec): 3 clusters Score: Raw -520125.608860 + Penalty 2737.793763 = -517387.815097 nChanged 56 SP:Iteration 14Q (1170.768583 sec): 3 clusters Score: Raw -520159.435452 + Penalty 2737.793763 = -517421.641689 nChanged 33 SP:Iteration 15Q (1170.818913 sec): 3 clusters Score: Raw -520176.773195 + Penalty 2737.793763 = -517438.979431 nChanged 30 SP:Iteration 16Q (1170.868490 sec): 3 clusters Score: Raw -520192.933330 + Penalty 2737.793763 = -517455.139567 nChanged 33 SP:Iteration 17Q (1170.927626 sec): 3 clusters Score: Raw -520207.836566 + Penalty 2737.793763 = -517470.042803 nChanged 24 SP:Iteration 18Q (1170.987790 sec): 3 clusters Score: Raw -520218.980350 + Penalty 2737.793763 = -517481.186586 nChanged 23 SP:Iteration 19Q (1171.039804 sec): 3 clusters Score: Raw -520231.767737 + Penalty 2737.793763 = -517493.973974 nChanged 25 SP:Iteration 20F (1171.093161 sec): 3 clusters Score: Raw -520241.662775 + Penalty 2737.793763 = -517503.869011 nChanged 15 SP:Iteration 21Q (1171.136821 sec): 3 clusters Score: Raw -520248.107677 + Penalty 2737.793763 = -517510.313913 nChanged 11 SP:Iteration 22Q (1171.204286 sec): 3 clusters Score: Raw -520252.140204 + Penalty 2737.793763 = -517514.346441 nChanged 8 SP:Iteration 23Q (1171.248025 sec): 3 clusters Score: Raw -520254.982245 + Penalty 2737.793763 = -517517.188481 nChanged 8 SP:Iteration 24Q (1171.313588 sec): 3 clusters Score: Raw -520258.761760 + Penalty 2737.793763 = -517520.967997 nChanged 9 SP:Iteration 25Q (1171.358066 sec): 3 clusters Score: Raw -520262.347128 + Penalty 2737.793763 = -517524.553365 nChanged 8 SP:Iteration 26Q (1171.406504 sec): 3 clusters Score: Raw -520264.799399 + Penalty 2737.793763 = -517527.005636 nChanged 9 SP:Iteration 27Q (1171.462487 sec): 3 clusters Score: Raw -520267.499746 + Penalty 2737.793763 = -517529.705983 nChanged 10 SP:Iteration 28Q (1171.522440 sec): 3 clusters Score: Raw -520272.090612 + Penalty 2737.793763 = -517534.296849 nChanged 12 SP:Iteration 29Q (1171.574427 sec): 3 clusters Score: Raw -520276.218776 + Penalty 2737.793763 = -517538.425012 nChanged 8 SP:Iteration 30Q (1171.623609 sec): 3 clusters Score: Raw -520279.042826 + Penalty 2737.793763 = -517541.249063 nChanged 9 SP:Iteration 31Q (1171.672942 sec): 3 clusters Score: Raw -520282.753866 + Penalty 2737.793763 = -517544.960103 nChanged 7 SP:Iteration 32Q (1171.732512 sec): 3 clusters Score: Raw -520285.092563 + Penalty 2737.793763 = -517547.298800 nChanged 4 SP:Iteration 33Q (1171.785264 sec): 3 clusters Score: Raw -520286.699433 + Penalty 2737.793763 = -517548.905670 nChanged 1 SP:Iteration 34Q (1171.838067 sec): 3 clusters Score: Raw -520286.809841 + Penalty 2737.793763 = -517549.016078 nChanged 1 SP:Iteration 35Q (1171.890823 sec): 3 clusters Score: Raw -520287.158578 + Penalty 2737.793763 = -517549.364815 nChanged 3 SP:Iteration 36Q (1171.948711 sec): 3 clusters Score: Raw -520287.992131 + Penalty 2737.793763 = -517550.198368 nChanged 1 SP:Iteration 37Q (1171.990189 sec): 3 clusters Score: Raw -520288.534423 + Penalty 2737.793763 = -517550.740660 nChanged 0 SP:Iteration 38F (1172.057721 sec): 3 clusters Score: Raw -520288.534423 + Penalty 2737.793763 = -517550.740660 nChanged 0 Trying to split cluster 4 (25644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1172.116821 sec): 2 clusters Score: Raw -2957642.757289 + Penalty 1649.710547 = -2955993.046742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1172.208941 sec): 3 clusters Score: Raw -2941987.564063 + Penalty 3299.421094 = -2938688.142968 nChanged 11687 SP:Iteration 1F (1172.298998 sec): 3 clusters Score: Raw -2948484.555999 + Penalty 3299.421094 = -2945185.134905 nChanged 1173 SP:Iteration 2Q (1172.392023 sec): 3 clusters Score: Raw -2948875.181089 + Penalty 3299.421094 = -2945575.759995 nChanged 1112 SP:Iteration 3Q (1172.471477 sec): 3 clusters Score: Raw -2949279.032718 + Penalty 3299.421094 = -2945979.611624 nChanged 1087 SP:Iteration 4Q (1172.568507 sec): 3 clusters Score: Raw -2949750.585937 + Penalty 3299.421094 = -2946451.164843 nChanged 1274 SP:Iteration 5Q (1172.654495 sec): 3 clusters Score: Raw -2950368.567188 + Penalty 3299.421094 = -2947069.146093 nChanged 1372 SP:Iteration 6F (1172.739178 sec): 3 clusters Score: Raw -2951104.452824 + Penalty 3299.421094 = -2947805.031730 nChanged 1445 SP:Iteration 7F (1172.824401 sec): 3 clusters Score: Raw -2951977.867219 + Penalty 3299.421094 = -2948678.446125 nChanged 1487 SP:Iteration 8F (1172.911108 sec): 3 clusters Score: Raw -2953016.652670 + Penalty 3299.421094 = -2949717.231575 nChanged 1405 SP:Iteration 9F (1172.998266 sec): 3 clusters Score: Raw -2954061.950988 + Penalty 3299.421094 = -2950762.529894 nChanged 1194 SP:Iteration 10Q (1173.094717 sec): 3 clusters Score: Raw -2954938.503216 + Penalty 3299.421094 = -2951639.082122 nChanged 941 SP:Iteration 11Q (1173.189068 sec): 3 clusters Score: Raw -2955648.901210 + Penalty 3299.421094 = -2952349.480116 nChanged 743 SP:Iteration 12Q (1173.264016 sec): 3 clusters Score: Raw -2956221.299883 + Penalty 3299.421094 = -2952921.878789 nChanged 580 SP:Iteration 13Q (1173.353557 sec): 3 clusters Score: Raw -2956653.055963 + Penalty 3299.421094 = -2953353.634868 nChanged 432 SP:Iteration 14Q (1173.441375 sec): 3 clusters Score: Raw -2956931.000655 + Penalty 3299.421094 = -2953631.579561 nChanged 331 SP:Iteration 15Q (1173.525593 sec): 3 clusters Score: Raw -2957126.523750 + Penalty 3299.421094 = -2953827.102656 nChanged 279 SP:Iteration 16Q (1173.608159 sec): 3 clusters Score: Raw -2957277.060586 + Penalty 3299.421094 = -2953977.639492 nChanged 204 SP:Iteration 17Q (1173.674857 sec): 3 clusters Score: Raw -2957377.431516 + Penalty 3299.421094 = -2954078.010422 nChanged 183 SP:Iteration 18Q (1173.765075 sec): 3 clusters Score: Raw -2957465.235603 + Penalty 3299.421094 = -2954165.814509 nChanged 150 SP:Iteration 19Q (1173.840349 sec): 3 clusters Score: Raw -2957533.570744 + Penalty 3299.421094 = -2954234.149650 nChanged 127 SP:Iteration 20F (1173.935876 sec): 3 clusters Score: Raw -2957593.541697 + Penalty 3299.421094 = -2954294.120603 nChanged 106 SP:Iteration 21Q (1174.021027 sec): 3 clusters Score: Raw -2957647.831324 + Penalty 3299.421094 = -2954348.410230 nChanged 93 SP:Iteration 22Q (1174.091481 sec): 3 clusters Score: Raw -2957690.140498 + Penalty 3299.421094 = -2954390.719404 nChanged 77 SP:Iteration 23Q (1174.169130 sec): 3 clusters Score: Raw -2957722.416682 + Penalty 3299.421094 = -2954422.995588 nChanged 59 SP:Iteration 24Q (1174.229938 sec): 3 clusters Score: Raw -2957744.145405 + Penalty 3299.421094 = -2954444.724311 nChanged 46 SP:Iteration 25Q (1174.308063 sec): 3 clusters Score: Raw -2957758.494183 + Penalty 3299.421094 = -2954459.073089 nChanged 28 SP:Iteration 26Q (1174.370966 sec): 3 clusters Score: Raw -2957770.057312 + Penalty 3299.421094 = -2954470.636217 nChanged 26 SP:Iteration 27Q (1174.452439 sec): 3 clusters Score: Raw -2957779.860518 + Penalty 3299.421094 = -2954480.439423 nChanged 28 SP:Iteration 28Q (1174.532640 sec): 3 clusters Score: Raw -2957790.037470 + Penalty 3299.421094 = -2954490.616375 nChanged 18 SP:Iteration 29Q (1174.615142 sec): 3 clusters Score: Raw -2957797.375751 + Penalty 3299.421094 = -2954497.954657 nChanged 15 SP:Iteration 30Q (1174.705999 sec): 3 clusters Score: Raw -2957803.824960 + Penalty 3299.421094 = -2954504.403866 nChanged 22 SP:Iteration 31Q (1174.790534 sec): 3 clusters Score: Raw -2957812.579674 + Penalty 3299.421094 = -2954513.158580 nChanged 21 SP:Iteration 32Q (1174.876470 sec): 3 clusters Score: Raw -2957819.464256 + Penalty 3299.421094 = -2954520.043162 nChanged 14 SP:Iteration 33Q (1174.953749 sec): 3 clusters Score: Raw -2957827.034902 + Penalty 3299.421094 = -2954527.613808 nChanged 22 SP:Iteration 34Q (1175.039283 sec): 3 clusters Score: Raw -2957837.631398 + Penalty 3299.421094 = -2954538.210304 nChanged 21 SP:Iteration 35Q (1175.125032 sec): 3 clusters Score: Raw -2957849.335947 + Penalty 3299.421094 = -2954549.914853 nChanged 19 SP:Iteration 36Q (1175.203177 sec): 3 clusters Score: Raw -2957858.371443 + Penalty 3299.421094 = -2954558.950349 nChanged 15 SP:Iteration 37Q (1175.279912 sec): 3 clusters Score: Raw -2957863.219598 + Penalty 3299.421094 = -2954563.798503 nChanged 13 SP:Iteration 38Q (1175.366097 sec): 3 clusters Score: Raw -2957868.198536 + Penalty 3299.421094 = -2954568.777442 nChanged 9 SP:Iteration 39Q (1175.453376 sec): 3 clusters Score: Raw -2957872.047973 + Penalty 3299.421094 = -2954572.626879 nChanged 8 SP:Iteration 40F (1175.534193 sec): 3 clusters Score: Raw -2957874.851859 + Penalty 3299.421094 = -2954575.430765 nChanged 6 SP:Iteration 41Q (1175.620223 sec): 3 clusters Score: Raw -2957876.875367 + Penalty 3299.421094 = -2954577.454273 nChanged 5 SP:Iteration 42Q (1175.701189 sec): 3 clusters Score: Raw -2957878.973351 + Penalty 3299.421094 = -2954579.552257 nChanged 4 SP:Iteration 43Q (1175.789431 sec): 3 clusters Score: Raw -2957880.571849 + Penalty 3299.421094 = -2954581.150755 nChanged 2 SP:Iteration 44Q (1175.871504 sec): 3 clusters Score: Raw -2957881.130280 + Penalty 3299.421094 = -2954581.709185 nChanged 1 SP:Iteration 45Q (1175.951192 sec): 3 clusters Score: Raw -2957881.204799 + Penalty 3299.421094 = -2954581.783705 nChanged 0 SP:Iteration 46F (1176.034398 sec): 3 clusters Score: Raw -2957881.204799 + Penalty 3299.421094 = -2954581.783705 nChanged 0 Trying to split cluster 5 (3819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1176.057116 sec): 2 clusters Score: Raw -439291.706007 + Penalty 1340.258382 = -437951.447625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1176.110442 sec): 3 clusters Score: Raw -437413.780921 + Penalty 2680.516763 = -434733.264158 nChanged 1489 SP:Iteration 1F (1176.168001 sec): 3 clusters Score: Raw -438335.521780 + Penalty 2680.516763 = -435655.005017 nChanged 297 SP:Iteration 2F (1176.217471 sec): 3 clusters Score: Raw -438514.803578 + Penalty 2680.516763 = -435834.286815 nChanged 216 SP:Iteration 3F (1176.276415 sec): 3 clusters Score: Raw -438635.350739 + Penalty 2680.516763 = -435954.833975 nChanged 138 SP:Iteration 4Q (1176.316778 sec): 3 clusters Score: Raw -438711.647330 + Penalty 2680.516763 = -436031.130566 nChanged 112 SP:Iteration 5Q (1176.377858 sec): 3 clusters Score: Raw -438770.433762 + Penalty 2680.516763 = -436089.916999 nChanged 110 SP:Iteration 6Q (1176.428346 sec): 3 clusters Score: Raw -438830.036185 + Penalty 2680.516763 = -436149.519421 nChanged 110 SP:Iteration 7Q (1176.477162 sec): 3 clusters Score: Raw -438900.609879 + Penalty 2680.516763 = -436220.093116 nChanged 114 SP:Iteration 8Q (1176.536939 sec): 3 clusters Score: Raw -438967.448742 + Penalty 2680.516763 = -436286.931978 nChanged 105 SP:Iteration 9Q (1176.590850 sec): 3 clusters Score: Raw -439028.796472 + Penalty 2680.516763 = -436348.279709 nChanged 94 SP:Iteration 10Q (1176.638760 sec): 3 clusters Score: Raw -439075.872319 + Penalty 2680.516763 = -436395.355556 nChanged 88 SP:Iteration 11Q (1176.691679 sec): 3 clusters Score: Raw -439134.264384 + Penalty 2680.516763 = -436453.747621 nChanged 93 SP:Iteration 12Q (1176.741074 sec): 3 clusters Score: Raw -439202.699677 + Penalty 2680.516763 = -436522.182914 nChanged 80 SP:Iteration 13Q (1176.802451 sec): 3 clusters Score: Raw -439258.367153 + Penalty 2680.516763 = -436577.850389 nChanged 79 SP:Iteration 14Q (1176.842977 sec): 3 clusters Score: Raw -439320.302031 + Penalty 2680.516763 = -436639.785268 nChanged 61 SP:Iteration 15Q (1176.892321 sec): 3 clusters Score: Raw -439364.825330 + Penalty 2680.516763 = -436684.308567 nChanged 47 SP:Iteration 16Q (1176.943641 sec): 3 clusters Score: Raw -439396.574827 + Penalty 2680.516763 = -436716.058064 nChanged 36 SP:Iteration 17Q (1176.997916 sec): 3 clusters Score: Raw -439416.882885 + Penalty 2680.516763 = -436736.366121 nChanged 26 SP:Iteration 18Q (1177.050121 sec): 3 clusters Score: Raw -439438.390442 + Penalty 2680.516763 = -436757.873679 nChanged 26 SP:Iteration 19Q (1177.114431 sec): 3 clusters Score: Raw -439454.260630 + Penalty 2680.516763 = -436773.743866 nChanged 12 SP:Iteration 20F (1177.169208 sec): 3 clusters Score: Raw -439462.470289 + Penalty 2680.516763 = -436781.953526 nChanged 11 SP:Iteration 21Q (1177.217794 sec): 3 clusters Score: Raw -439470.985326 + Penalty 2680.516763 = -436790.468563 nChanged 13 SP:Iteration 22Q (1177.260026 sec): 3 clusters Score: Raw -439478.266661 + Penalty 2680.516763 = -436797.749898 nChanged 11 SP:Iteration 23Q (1177.311622 sec): 3 clusters Score: Raw -439485.645854 + Penalty 2680.516763 = -436805.129091 nChanged 8 SP:Iteration 24Q (1177.362148 sec): 3 clusters Score: Raw -439489.040326 + Penalty 2680.516763 = -436808.523563 nChanged 3 SP:Iteration 25Q (1177.422510 sec): 3 clusters Score: Raw -439490.700484 + Penalty 2680.516763 = -436810.183720 nChanged 2 SP:Iteration 26Q (1177.472033 sec): 3 clusters Score: Raw -439491.657941 + Penalty 2680.516763 = -436811.141178 nChanged 1 SP:Iteration 27Q (1177.528387 sec): 3 clusters Score: Raw -439492.124286 + Penalty 2680.516763 = -436811.607523 nChanged 1 SP:Iteration 28Q (1177.582032 sec): 3 clusters Score: Raw -439493.028030 + Penalty 2680.516763 = -436812.511267 nChanged 1 SP:Iteration 29Q (1177.634607 sec): 3 clusters Score: Raw -439494.752439 + Penalty 2680.516763 = -436814.235676 nChanged 2 SP:Iteration 30Q (1177.690407 sec): 3 clusters Score: Raw -439495.076766 + Penalty 2680.516763 = -436814.560002 nChanged 0 SP:Iteration 31F (1177.741408 sec): 3 clusters Score: Raw -439495.076766 + Penalty 2680.516763 = -436814.560002 nChanged 0 Trying to split cluster 6 (5795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1177.771697 sec): 2 clusters Score: Raw -641233.276161 + Penalty 1408.021998 = -639825.254163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1177.827376 sec): 3 clusters Score: Raw -638200.151282 + Penalty 2816.043996 = -635384.107286 nChanged 2434 SP:Iteration 1F (1177.882100 sec): 3 clusters Score: Raw -640206.210784 + Penalty 2816.043996 = -637390.166788 nChanged 716 SP:Iteration 2F (1177.940497 sec): 3 clusters Score: Raw -641072.855840 + Penalty 2816.043996 = -638256.811844 nChanged 577 SP:Iteration 3F (1177.992428 sec): 3 clusters Score: Raw -641642.498143 + Penalty 2816.043996 = -638826.454147 nChanged 418 SP:Iteration 4F (1178.050790 sec): 3 clusters Score: Raw -641957.501479 + Penalty 2816.043996 = -639141.457484 nChanged 254 SP:Iteration 5Q (1178.095045 sec): 3 clusters Score: Raw -642115.961059 + Penalty 2816.043996 = -639299.917064 nChanged 152 SP:Iteration 6Q (1178.160926 sec): 3 clusters Score: Raw -642195.146840 + Penalty 2816.043996 = -639379.102845 nChanged 113 SP:Iteration 7Q (1178.213953 sec): 3 clusters Score: Raw -642261.547090 + Penalty 2816.043996 = -639445.503094 nChanged 99 SP:Iteration 8Q (1178.263622 sec): 3 clusters Score: Raw -642323.625741 + Penalty 2816.043996 = -639507.581746 nChanged 82 SP:Iteration 9Q (1178.327757 sec): 3 clusters Score: Raw -642377.511832 + Penalty 2816.043996 = -639561.467836 nChanged 68 SP:Iteration 10Q (1178.376560 sec): 3 clusters Score: Raw -642417.134802 + Penalty 2816.043996 = -639601.090806 nChanged 59 SP:Iteration 11Q (1178.432739 sec): 3 clusters Score: Raw -642451.103762 + Penalty 2816.043996 = -639635.059767 nChanged 52 SP:Iteration 12Q (1178.487141 sec): 3 clusters Score: Raw -642478.123998 + Penalty 2816.043996 = -639662.080002 nChanged 40 SP:Iteration 13Q (1178.555143 sec): 3 clusters Score: Raw -642502.331483 + Penalty 2816.043996 = -639686.287487 nChanged 35 SP:Iteration 14Q (1178.615629 sec): 3 clusters Score: Raw -642527.540226 + Penalty 2816.043996 = -639711.496231 nChanged 32 SP:Iteration 15Q (1178.674300 sec): 3 clusters Score: Raw -642555.314755 + Penalty 2816.043996 = -639739.270759 nChanged 28 SP:Iteration 16Q (1178.736649 sec): 3 clusters Score: Raw -642577.495283 + Penalty 2816.043996 = -639761.451287 nChanged 23 SP:Iteration 17Q (1178.796213 sec): 3 clusters Score: Raw -642593.383445 + Penalty 2816.043996 = -639777.339449 nChanged 19 SP:Iteration 18Q (1178.854437 sec): 3 clusters Score: Raw -642612.630459 + Penalty 2816.043996 = -639796.586463 nChanged 15 SP:Iteration 19Q (1178.900260 sec): 3 clusters Score: Raw -642624.478950 + Penalty 2816.043996 = -639808.434955 nChanged 9 SP:Iteration 20F (1178.954460 sec): 3 clusters Score: Raw -642630.572051 + Penalty 2816.043996 = -639814.528055 nChanged 7 SP:Iteration 21Q (1179.007832 sec): 3 clusters Score: Raw -642635.036732 + Penalty 2816.043996 = -639818.992737 nChanged 6 SP:Iteration 22Q (1179.062923 sec): 3 clusters Score: Raw -642640.729862 + Penalty 2816.043996 = -639824.685867 nChanged 5 SP:Iteration 23Q (1179.131371 sec): 3 clusters Score: Raw -642642.732864 + Penalty 2816.043996 = -639826.688869 nChanged 2 SP:Iteration 24Q (1179.189755 sec): 3 clusters Score: Raw -642643.466474 + Penalty 2816.043996 = -639827.422478 nChanged 4 SP:Iteration 25Q (1179.244110 sec): 3 clusters Score: Raw -642645.317511 + Penalty 2816.043996 = -639829.273515 nChanged 6 SP:Iteration 26Q (1179.302564 sec): 3 clusters Score: Raw -642648.743590 + Penalty 2816.043996 = -639832.699595 nChanged 4 SP:Iteration 27Q (1179.356999 sec): 3 clusters Score: Raw -642649.878029 + Penalty 2816.043996 = -639833.834034 nChanged 1 SP:Iteration 28Q (1179.410999 sec): 3 clusters Score: Raw -642650.204961 + Penalty 2816.043996 = -639834.160966 nChanged 0 SP:Iteration 29F (1179.469317 sec): 3 clusters Score: Raw -642650.204961 + Penalty 2816.043996 = -639834.160966 nChanged 0 Score: Raw -22419044.937571 + Penalty 35703.347430 = -22383341.590142 Splitting cluster 6 changes total score from -22383908.180643 to -22383341.590142 So it's not getting split. Trying to split cluster 7 (3819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1182.078057 sec): 2 clusters Score: Raw -405313.169772 + Penalty 1340.258382 = -403972.911390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1182.136421 sec): 3 clusters Score: Raw -403449.914777 + Penalty 2680.516763 = -400769.398014 nChanged 1471 SP:Iteration 1F (1182.187730 sec): 3 clusters Score: Raw -404297.356681 + Penalty 2680.516763 = -401616.839918 nChanged 274 SP:Iteration 2F (1182.238401 sec): 3 clusters Score: Raw -404464.673778 + Penalty 2680.516763 = -401784.157015 nChanged 190 SP:Iteration 3Q (1182.296111 sec): 3 clusters Score: Raw -404596.735953 + Penalty 2680.516763 = -401916.219189 nChanged 170 SP:Iteration 4Q (1182.334408 sec): 3 clusters Score: Raw -404733.964633 + Penalty 2680.516763 = -402053.447870 nChanged 187 SP:Iteration 5Q (1182.387880 sec): 3 clusters Score: Raw -404909.704588 + Penalty 2680.516763 = -402229.187825 nChanged 218 SP:Iteration 6F (1182.442769 sec): 3 clusters Score: Raw -405092.276328 + Penalty 2680.516763 = -402411.759565 nChanged 206 SP:Iteration 7F (1182.485259 sec): 3 clusters Score: Raw -405252.734538 + Penalty 2680.516763 = -402572.217774 nChanged 170 SP:Iteration 8Q (1182.531553 sec): 3 clusters Score: Raw -405396.137937 + Penalty 2680.516763 = -402715.621174 nChanged 172 SP:Iteration 9Q (1182.594671 sec): 3 clusters Score: Raw -405516.661161 + Penalty 2680.516763 = -402836.144398 nChanged 140 SP:Iteration 10Q (1182.644150 sec): 3 clusters Score: Raw -405610.602050 + Penalty 2680.516763 = -402930.085287 nChanged 111 SP:Iteration 11Q (1182.690665 sec): 3 clusters Score: Raw -405684.329143 + Penalty 2680.516763 = -403003.812380 nChanged 74 SP:Iteration 12Q (1182.742701 sec): 3 clusters Score: Raw -405730.302563 + Penalty 2680.516763 = -403049.785800 nChanged 62 SP:Iteration 13Q (1182.800988 sec): 3 clusters Score: Raw -405765.456810 + Penalty 2680.516763 = -403084.940047 nChanged 50 SP:Iteration 14Q (1182.853638 sec): 3 clusters Score: Raw -405793.822167 + Penalty 2680.516763 = -403113.305404 nChanged 41 SP:Iteration 15Q (1182.913074 sec): 3 clusters Score: Raw -405814.122010 + Penalty 2680.516763 = -403133.605246 nChanged 31 SP:Iteration 16Q (1182.969347 sec): 3 clusters Score: Raw -405828.641010 + Penalty 2680.516763 = -403148.124246 nChanged 24 SP:Iteration 17Q (1183.026603 sec): 3 clusters Score: Raw -405838.112678 + Penalty 2680.516763 = -403157.595914 nChanged 15 SP:Iteration 18Q (1183.079131 sec): 3 clusters Score: Raw -405843.915434 + Penalty 2680.516763 = -403163.398670 nChanged 13 SP:Iteration 19Q (1183.121817 sec): 3 clusters Score: Raw -405849.732479 + Penalty 2680.516763 = -403169.215715 nChanged 13 SP:Iteration 20F (1183.176609 sec): 3 clusters Score: Raw -405854.488570 + Penalty 2680.516763 = -403173.971807 nChanged 10 SP:Iteration 21Q (1183.226096 sec): 3 clusters Score: Raw -405858.445672 + Penalty 2680.516763 = -403177.928909 nChanged 6 SP:Iteration 22Q (1183.287621 sec): 3 clusters Score: Raw -405861.906546 + Penalty 2680.516763 = -403181.389782 nChanged 8 SP:Iteration 23Q (1183.341315 sec): 3 clusters Score: Raw -405864.456412 + Penalty 2680.516763 = -403183.939648 nChanged 3 SP:Iteration 24Q (1183.386632 sec): 3 clusters Score: Raw -405865.492307 + Penalty 2680.516763 = -403184.975544 nChanged 3 SP:Iteration 25Q (1183.443129 sec): 3 clusters Score: Raw -405866.869857 + Penalty 2680.516763 = -403186.353094 nChanged 4 SP:Iteration 26Q (1183.501414 sec): 3 clusters Score: Raw -405867.796307 + Penalty 2680.516763 = -403187.279544 nChanged 1 SP:Iteration 27Q (1183.545355 sec): 3 clusters Score: Raw -405867.920560 + Penalty 2680.516763 = -403187.403797 nChanged 0 SP:Iteration 28F (1183.603980 sec): 3 clusters Score: Raw -405867.920560 + Penalty 2680.516763 = -403187.403797 nChanged 0 Trying to split cluster 8 (56595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1183.704590 sec): 2 clusters Score: Raw -6470302.931325 + Penalty 1778.347337 = -6468524.583988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1183.838272 sec): 3 clusters Score: Raw -6434239.902833 + Penalty 3556.694674 = -6430683.208158 nChanged 26667 SP:Iteration 1F (1183.984148 sec): 3 clusters Score: Raw -6449629.217122 + Penalty 3556.694674 = -6446072.522448 nChanged 2316 SP:Iteration 2Q (1184.129084 sec): 3 clusters Score: Raw -6450456.788161 + Penalty 3556.694674 = -6446900.093486 nChanged 2529 SP:Iteration 3Q (1184.273317 sec): 3 clusters Score: Raw -6451690.691385 + Penalty 3556.694674 = -6448133.996710 nChanged 3065 SP:Iteration 4F (1184.401882 sec): 3 clusters Score: Raw -6453624.181642 + Penalty 3556.694674 = -6450067.486968 nChanged 3602 SP:Iteration 5F (1184.548780 sec): 3 clusters Score: Raw -6456278.856741 + Penalty 3556.694674 = -6452722.162066 nChanged 4008 SP:Iteration 6F (1184.684441 sec): 3 clusters Score: Raw -6459771.781477 + Penalty 3556.694674 = -6456215.086803 nChanged 3975 SP:Iteration 7F (1184.818338 sec): 3 clusters Score: Raw -6463621.869952 + Penalty 3556.694674 = -6460065.175278 nChanged 3332 SP:Iteration 8F (1184.952846 sec): 3 clusters Score: Raw -6466781.299444 + Penalty 3556.694674 = -6463224.604770 nChanged 2438 SP:Iteration 9Q (1185.091275 sec): 3 clusters Score: Raw -6468576.038011 + Penalty 3556.694674 = -6465019.343337 nChanged 1620 SP:Iteration 10Q (1185.226090 sec): 3 clusters Score: Raw -6469396.631415 + Penalty 3556.694674 = -6465839.936741 nChanged 1081 SP:Iteration 11Q (1185.361903 sec): 3 clusters Score: Raw -6469832.336855 + Penalty 3556.694674 = -6466275.642181 nChanged 792 SP:Iteration 12Q (1185.490943 sec): 3 clusters Score: Raw -6470110.260774 + Penalty 3556.694674 = -6466553.566100 nChanged 609 SP:Iteration 13Q (1185.621326 sec): 3 clusters Score: Raw -6470291.263653 + Penalty 3556.694674 = -6466734.568978 nChanged 503 SP:Iteration 14Q (1185.750692 sec): 3 clusters Score: Raw -6470422.527211 + Penalty 3556.694674 = -6466865.832536 nChanged 408 SP:Iteration 15Q (1185.886023 sec): 3 clusters Score: Raw -6470519.949658 + Penalty 3556.694674 = -6466963.254984 nChanged 379 SP:Iteration 16Q (1186.019191 sec): 3 clusters Score: Raw -6470601.798464 + Penalty 3556.694674 = -6467045.103789 nChanged 289 SP:Iteration 17Q (1186.149145 sec): 3 clusters Score: Raw -6470654.522105 + Penalty 3556.694674 = -6467097.827430 nChanged 258 SP:Iteration 18Q (1186.271634 sec): 3 clusters Score: Raw -6470694.050085 + Penalty 3556.694674 = -6467137.355411 nChanged 218 SP:Iteration 19Q (1186.397974 sec): 3 clusters Score: Raw -6470723.405782 + Penalty 3556.694674 = -6467166.711107 nChanged 180 SP:Iteration 20F (1186.540620 sec): 3 clusters Score: Raw -6470747.037014 + Penalty 3556.694674 = -6467190.342339 nChanged 179 SP:Iteration 21Q (1186.660015 sec): 3 clusters Score: Raw -6470769.561223 + Penalty 3556.694674 = -6467212.866548 nChanged 163 SP:Iteration 22Q (1186.796158 sec): 3 clusters Score: Raw -6470791.172514 + Penalty 3556.694674 = -6467234.477840 nChanged 169 SP:Iteration 23Q (1186.919097 sec): 3 clusters Score: Raw -6470813.620935 + Penalty 3556.694674 = -6467256.926260 nChanged 161 SP:Iteration 24Q (1187.050514 sec): 3 clusters Score: Raw -6470833.390436 + Penalty 3556.694674 = -6467276.695762 nChanged 143 SP:Iteration 25Q (1187.169569 sec): 3 clusters Score: Raw -6470848.687298 + Penalty 3556.694674 = -6467291.992623 nChanged 116 SP:Iteration 26Q (1187.299233 sec): 3 clusters Score: Raw -6470860.623152 + Penalty 3556.694674 = -6467303.928477 nChanged 105 SP:Iteration 27Q (1187.432686 sec): 3 clusters Score: Raw -6470871.927459 + Penalty 3556.694674 = -6467315.232784 nChanged 113 SP:Iteration 28Q (1187.556398 sec): 3 clusters Score: Raw -6470884.223101 + Penalty 3556.694674 = -6467327.528427 nChanged 108 SP:Iteration 29Q (1187.688928 sec): 3 clusters Score: Raw -6470894.351205 + Penalty 3556.694674 = -6467337.656530 nChanged 89 SP:Iteration 30Q (1187.809615 sec): 3 clusters Score: Raw -6470902.768059 + Penalty 3556.694674 = -6467346.073385 nChanged 78 SP:Iteration 31Q (1187.940326 sec): 3 clusters Score: Raw -6470910.901519 + Penalty 3556.694674 = -6467354.206845 nChanged 88 SP:Iteration 32Q (1188.060814 sec): 3 clusters Score: Raw -6470919.149829 + Penalty 3556.694674 = -6467362.455155 nChanged 82 SP:Iteration 33Q (1188.194038 sec): 3 clusters Score: Raw -6470926.471247 + Penalty 3556.694674 = -6467369.776573 nChanged 80 SP:Iteration 34Q (1188.307552 sec): 3 clusters Score: Raw -6470933.172871 + Penalty 3556.694674 = -6467376.478197 nChanged 71 SP:Iteration 35Q (1188.427114 sec): 3 clusters Score: Raw -6470939.226522 + Penalty 3556.694674 = -6467382.531848 nChanged 67 SP:Iteration 36Q (1188.555702 sec): 3 clusters Score: Raw -6470945.067376 + Penalty 3556.694674 = -6467388.372702 nChanged 64 SP:Iteration 37Q (1188.678350 sec): 3 clusters Score: Raw -6470949.885876 + Penalty 3556.694674 = -6467393.191201 nChanged 55 SP:Iteration 38Q (1188.818127 sec): 3 clusters Score: Raw -6470954.693286 + Penalty 3556.694674 = -6467397.998611 nChanged 63 SP:Iteration 39Q (1188.952409 sec): 3 clusters Score: Raw -6470961.591260 + Penalty 3556.694674 = -6467404.896586 nChanged 63 SP:Iteration 40F (1189.076396 sec): 3 clusters Score: Raw -6470968.762558 + Penalty 3556.694674 = -6467412.067883 nChanged 65 SP:Iteration 41Q (1189.219747 sec): 3 clusters Score: Raw -6470975.308599 + Penalty 3556.694674 = -6467418.613925 nChanged 72 SP:Iteration 42Q (1189.342499 sec): 3 clusters Score: Raw -6470982.833636 + Penalty 3556.694674 = -6467426.138962 nChanged 63 SP:Iteration 43Q (1189.466073 sec): 3 clusters Score: Raw -6470989.109171 + Penalty 3556.694674 = -6467432.414497 nChanged 71 SP:Iteration 44Q (1189.586627 sec): 3 clusters Score: Raw -6470996.225260 + Penalty 3556.694674 = -6467439.530586 nChanged 90 SP:Iteration 45Q (1189.703985 sec): 3 clusters Score: Raw -6471004.997493 + Penalty 3556.694674 = -6467448.302818 nChanged 77 SP:Iteration 46Q (1189.822690 sec): 3 clusters Score: Raw -6471012.529070 + Penalty 3556.694674 = -6467455.834395 nChanged 67 SP:Iteration 47Q (1189.947429 sec): 3 clusters Score: Raw -6471018.822226 + Penalty 3556.694674 = -6467462.127552 nChanged 72 SP:Iteration 48Q (1190.078699 sec): 3 clusters Score: Raw -6471026.922663 + Penalty 3556.694674 = -6467470.227988 nChanged 82 SP:Iteration 49Q (1190.207511 sec): 3 clusters Score: Raw -6471035.846641 + Penalty 3556.694674 = -6467479.151967 nChanged 78 SP:Iteration 50Q (1190.322999 sec): 3 clusters Score: Raw -6471045.145267 + Penalty 3556.694674 = -6467488.450592 nChanged 65 SP:Iteration 51Q (1190.445689 sec): 3 clusters Score: Raw -6471052.169934 + Penalty 3556.694674 = -6467495.475260 nChanged 57 SP:Iteration 52Q (1190.575589 sec): 3 clusters Score: Raw -6471057.740945 + Penalty 3556.694674 = -6467501.046271 nChanged 64 SP:Iteration 53Q (1190.695806 sec): 3 clusters Score: Raw -6471063.572051 + Penalty 3556.694674 = -6467506.877376 nChanged 56 SP:Iteration 54Q (1190.819815 sec): 3 clusters Score: Raw -6471069.219706 + Penalty 3556.694674 = -6467512.525032 nChanged 64 SP:Iteration 55Q (1190.945735 sec): 3 clusters Score: Raw -6471075.772695 + Penalty 3556.694674 = -6467519.078020 nChanged 60 SP:Iteration 56Q (1191.071548 sec): 3 clusters Score: Raw -6471081.095744 + Penalty 3556.694674 = -6467524.401070 nChanged 46 SP:Iteration 57Q (1191.195743 sec): 3 clusters Score: Raw -6471085.791647 + Penalty 3556.694674 = -6467529.096973 nChanged 59 SP:Iteration 58Q (1191.312031 sec): 3 clusters Score: Raw -6471091.617627 + Penalty 3556.694674 = -6467534.922952 nChanged 57 SP:Iteration 59Q (1191.444844 sec): 3 clusters Score: Raw -6471097.394058 + Penalty 3556.694674 = -6467540.699384 nChanged 53 SP:Iteration 60F (1191.581588 sec): 3 clusters Score: Raw -6471103.806043 + Penalty 3556.694674 = -6467547.111368 nChanged 59 SP:Iteration 61Q (1191.709773 sec): 3 clusters Score: Raw -6471109.375453 + Penalty 3556.694674 = -6467552.680778 nChanged 47 SP:Iteration 62Q (1191.833535 sec): 3 clusters Score: Raw -6471113.676200 + Penalty 3556.694674 = -6467556.981526 nChanged 43 SP:Iteration 63Q (1191.953869 sec): 3 clusters Score: Raw -6471117.354971 + Penalty 3556.694674 = -6467560.660297 nChanged 34 SP:Iteration 64Q (1192.078507 sec): 3 clusters Score: Raw -6471119.640858 + Penalty 3556.694674 = -6467562.946184 nChanged 21 SP:Iteration 65Q (1192.212196 sec): 3 clusters Score: Raw -6471121.376200 + Penalty 3556.694674 = -6467564.681526 nChanged 23 SP:Iteration 66Q (1192.346573 sec): 3 clusters Score: Raw -6471122.667749 + Penalty 3556.694674 = -6467565.973074 nChanged 19 SP:Iteration 67Q (1192.455370 sec): 3 clusters Score: Raw -6471123.658899 + Penalty 3556.694674 = -6467566.964224 nChanged 18 SP:Iteration 68Q (1192.590993 sec): 3 clusters Score: Raw -6471124.837551 + Penalty 3556.694674 = -6467568.142876 nChanged 23 SP:Iteration 69Q (1192.715081 sec): 3 clusters Score: Raw -6471126.353776 + Penalty 3556.694674 = -6467569.659101 nChanged 20 SP:Iteration 70Q (1192.836722 sec): 3 clusters Score: Raw -6471127.742122 + Penalty 3556.694674 = -6467571.047447 nChanged 13 SP:Iteration 71Q (1192.958036 sec): 3 clusters Score: Raw -6471128.393655 + Penalty 3556.694674 = -6467571.698981 nChanged 3 SP:Iteration 72Q (1193.081823 sec): 3 clusters Score: Raw -6471128.571778 + Penalty 3556.694674 = -6467571.877104 nChanged 5 SP:Iteration 73Q (1193.201639 sec): 3 clusters Score: Raw -6471128.889446 + Penalty 3556.694674 = -6467572.194771 nChanged 10 SP:Iteration 74Q (1193.325426 sec): 3 clusters Score: Raw -6471129.585987 + Penalty 3556.694674 = -6467572.891313 nChanged 11 SP:Iteration 75Q (1193.446308 sec): 3 clusters Score: Raw -6471130.396633 + Penalty 3556.694674 = -6467573.701958 nChanged 15 SP:Iteration 76Q (1193.568935 sec): 3 clusters Score: Raw -6471131.743868 + Penalty 3556.694674 = -6467575.049194 nChanged 22 SP:Iteration 77Q (1193.691409 sec): 3 clusters Score: Raw -6471133.773213 + Penalty 3556.694674 = -6467577.078539 nChanged 22 SP:Iteration 78Q (1193.826653 sec): 3 clusters Score: Raw -6471135.858326 + Penalty 3556.694674 = -6467579.163651 nChanged 25 SP:Iteration 79Q (1193.959223 sec): 3 clusters Score: Raw -6471138.327202 + Penalty 3556.694674 = -6467581.632528 nChanged 22 SP:Iteration 80F (1194.094514 sec): 3 clusters Score: Raw -6471140.317235 + Penalty 3556.694674 = -6467583.622561 nChanged 19 SP:Iteration 81Q (1194.224591 sec): 3 clusters Score: Raw -6471142.021184 + Penalty 3556.694674 = -6467585.326509 nChanged 20 SP:Iteration 82Q (1194.344352 sec): 3 clusters Score: Raw -6471143.495091 + Penalty 3556.694674 = -6467586.800416 nChanged 16 SP:Iteration 83Q (1194.472107 sec): 3 clusters Score: Raw -6471145.020713 + Penalty 3556.694674 = -6467588.326039 nChanged 19 SP:Iteration 84Q (1194.605839 sec): 3 clusters Score: Raw -6471146.093802 + Penalty 3556.694674 = -6467589.399128 nChanged 9 SP:Iteration 85Q (1194.734032 sec): 3 clusters Score: Raw -6471146.481893 + Penalty 3556.694674 = -6467589.787219 nChanged 5 SP:Iteration 86Q (1194.856428 sec): 3 clusters Score: Raw -6471146.662358 + Penalty 3556.694674 = -6467589.967683 nChanged 3 SP:Iteration 87Q (1194.980791 sec): 3 clusters Score: Raw -6471146.796424 + Penalty 3556.694674 = -6467590.101750 nChanged 2 SP:Iteration 88Q (1195.105507 sec): 3 clusters Score: Raw -6471146.859594 + Penalty 3556.694674 = -6467590.164920 nChanged 0 SP:Iteration 89F (1195.243404 sec): 3 clusters Score: Raw -6471146.859594 + Penalty 3556.694674 = -6467590.164920 nChanged 0 Trying to split cluster 9 (9666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1195.288135 sec): 2 clusters Score: Raw -1122600.243698 + Penalty 1491.160101 = -1121109.083597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1195.352028 sec): 3 clusters Score: Raw -1117199.821370 + Penalty 2982.320202 = -1114217.501168 nChanged 4141 SP:Iteration 1F (1195.407864 sec): 3 clusters Score: Raw -1119421.692220 + Penalty 2982.320202 = -1116439.372018 nChanged 597 SP:Iteration 2F (1195.457354 sec): 3 clusters Score: Raw -1119695.229486 + Penalty 2982.320202 = -1116712.909284 nChanged 504 SP:Iteration 3F (1195.525440 sec): 3 clusters Score: Raw -1119914.597402 + Penalty 2982.320202 = -1116932.277200 nChanged 441 SP:Iteration 4Q (1195.579680 sec): 3 clusters Score: Raw -1120109.176936 + Penalty 2982.320202 = -1117126.856734 nChanged 401 SP:Iteration 5Q (1195.644120 sec): 3 clusters Score: Raw -1120301.315591 + Penalty 2982.320202 = -1117318.995389 nChanged 398 SP:Iteration 6Q (1195.705441 sec): 3 clusters Score: Raw -1120485.723661 + Penalty 2982.320202 = -1117503.403459 nChanged 359 SP:Iteration 7Q (1195.781995 sec): 3 clusters Score: Raw -1120642.925182 + Penalty 2982.320202 = -1117660.604980 nChanged 327 SP:Iteration 8Q (1195.849437 sec): 3 clusters Score: Raw -1120780.091114 + Penalty 2982.320202 = -1117797.770912 nChanged 294 SP:Iteration 9Q (1195.903414 sec): 3 clusters Score: Raw -1120917.965004 + Penalty 2982.320202 = -1117935.644802 nChanged 284 SP:Iteration 10Q (1195.976337 sec): 3 clusters Score: Raw -1121078.123960 + Penalty 2982.320202 = -1118095.803758 nChanged 328 SP:Iteration 11Q (1196.034159 sec): 3 clusters Score: Raw -1121276.617584 + Penalty 2982.320202 = -1118294.297382 nChanged 307 SP:Iteration 12Q (1196.091446 sec): 3 clusters Score: Raw -1121448.193748 + Penalty 2982.320202 = -1118465.873546 nChanged 287 SP:Iteration 13Q (1196.167612 sec): 3 clusters Score: Raw -1121627.208399 + Penalty 2982.320202 = -1118644.888197 nChanged 280 SP:Iteration 14Q (1196.229360 sec): 3 clusters Score: Raw -1121787.621843 + Penalty 2982.320202 = -1118805.301641 nChanged 235 SP:Iteration 15Q (1196.283451 sec): 3 clusters Score: Raw -1121923.940717 + Penalty 2982.320202 = -1118941.620515 nChanged 209 SP:Iteration 16Q (1196.345581 sec): 3 clusters Score: Raw -1122029.193660 + Penalty 2982.320202 = -1119046.873458 nChanged 182 SP:Iteration 17Q (1196.400453 sec): 3 clusters Score: Raw -1122114.718803 + Penalty 2982.320202 = -1119132.398601 nChanged 158 SP:Iteration 18Q (1196.462766 sec): 3 clusters Score: Raw -1122183.208909 + Penalty 2982.320202 = -1119200.888707 nChanged 116 SP:Iteration 19Q (1196.522349 sec): 3 clusters Score: Raw -1122232.574399 + Penalty 2982.320202 = -1119250.254197 nChanged 109 SP:Iteration 20F (1196.589538 sec): 3 clusters Score: Raw -1122280.116730 + Penalty 2982.320202 = -1119297.796528 nChanged 98 SP:Iteration 21Q (1196.646281 sec): 3 clusters Score: Raw -1122320.365597 + Penalty 2982.320202 = -1119338.045395 nChanged 82 SP:Iteration 22Q (1196.703583 sec): 3 clusters Score: Raw -1122352.787808 + Penalty 2982.320202 = -1119370.467605 nChanged 73 SP:Iteration 23Q (1196.756646 sec): 3 clusters Score: Raw -1122377.678414 + Penalty 2982.320202 = -1119395.358211 nChanged 67 SP:Iteration 24Q (1196.828178 sec): 3 clusters Score: Raw -1122401.246937 + Penalty 2982.320202 = -1119418.926735 nChanged 69 SP:Iteration 25Q (1196.894562 sec): 3 clusters Score: Raw -1122424.289640 + Penalty 2982.320202 = -1119441.969438 nChanged 56 SP:Iteration 26Q (1196.954556 sec): 3 clusters Score: Raw -1122442.626757 + Penalty 2982.320202 = -1119460.306555 nChanged 48 SP:Iteration 27Q (1197.017997 sec): 3 clusters Score: Raw -1122458.725791 + Penalty 2982.320202 = -1119476.405589 nChanged 41 SP:Iteration 28Q (1197.078590 sec): 3 clusters Score: Raw -1122472.692288 + Penalty 2982.320202 = -1119490.372086 nChanged 40 SP:Iteration 29Q (1197.141572 sec): 3 clusters Score: Raw -1122485.162920 + Penalty 2982.320202 = -1119502.842718 nChanged 43 SP:Iteration 30Q (1197.201733 sec): 3 clusters Score: Raw -1122496.300867 + Penalty 2982.320202 = -1119513.980665 nChanged 38 SP:Iteration 31Q (1197.253579 sec): 3 clusters Score: Raw -1122506.972410 + Penalty 2982.320202 = -1119524.652208 nChanged 36 SP:Iteration 32Q (1197.320708 sec): 3 clusters Score: Raw -1122517.602233 + Penalty 2982.320202 = -1119535.282031 nChanged 36 SP:Iteration 33Q (1197.386478 sec): 3 clusters Score: Raw -1122528.953131 + Penalty 2982.320202 = -1119546.632929 nChanged 37 SP:Iteration 34Q (1197.436229 sec): 3 clusters Score: Raw -1122540.303113 + Penalty 2982.320202 = -1119557.982911 nChanged 30 SP:Iteration 35Q (1197.496050 sec): 3 clusters Score: Raw -1122548.323934 + Penalty 2982.320202 = -1119566.003732 nChanged 23 SP:Iteration 36Q (1197.555324 sec): 3 clusters Score: Raw -1122554.024048 + Penalty 2982.320202 = -1119571.703846 nChanged 19 SP:Iteration 37Q (1197.618566 sec): 3 clusters Score: Raw -1122559.276968 + Penalty 2982.320202 = -1119576.956766 nChanged 13 SP:Iteration 38Q (1197.686009 sec): 3 clusters Score: Raw -1122562.147267 + Penalty 2982.320202 = -1119579.827064 nChanged 15 SP:Iteration 39Q (1197.736066 sec): 3 clusters Score: Raw -1122565.182764 + Penalty 2982.320202 = -1119582.862562 nChanged 10 SP:Iteration 40F (1197.797318 sec): 3 clusters Score: Raw -1122567.094996 + Penalty 2982.320202 = -1119584.774794 nChanged 13 SP:Iteration 41Q (1197.857185 sec): 3 clusters Score: Raw -1122570.370804 + Penalty 2982.320202 = -1119588.050602 nChanged 14 SP:Iteration 42Q (1197.924970 sec): 3 clusters Score: Raw -1122573.491686 + Penalty 2982.320202 = -1119591.171484 nChanged 17 SP:Iteration 43Q (1197.983070 sec): 3 clusters Score: Raw -1122578.067036 + Penalty 2982.320202 = -1119595.746834 nChanged 19 SP:Iteration 44Q (1198.041729 sec): 3 clusters Score: Raw -1122582.065396 + Penalty 2982.320202 = -1119599.745194 nChanged 12 SP:Iteration 45Q (1198.097734 sec): 3 clusters Score: Raw -1122584.670457 + Penalty 2982.320202 = -1119602.350255 nChanged 13 SP:Iteration 46Q (1198.160750 sec): 3 clusters Score: Raw -1122588.881589 + Penalty 2982.320202 = -1119606.561386 nChanged 18 SP:Iteration 47Q (1198.215389 sec): 3 clusters Score: Raw -1122594.712359 + Penalty 2982.320202 = -1119612.392157 nChanged 27 SP:Iteration 48Q (1198.274742 sec): 3 clusters Score: Raw -1122603.381678 + Penalty 2982.320202 = -1119621.061476 nChanged 31 SP:Iteration 49Q (1198.331741 sec): 3 clusters Score: Raw -1122613.216396 + Penalty 2982.320202 = -1119630.896194 nChanged 23 SP:Iteration 50Q (1198.393417 sec): 3 clusters Score: Raw -1122620.104583 + Penalty 2982.320202 = -1119637.784381 nChanged 25 SP:Iteration 51Q (1198.457460 sec): 3 clusters Score: Raw -1122625.453119 + Penalty 2982.320202 = -1119643.132917 nChanged 13 SP:Iteration 52Q (1198.509660 sec): 3 clusters Score: Raw -1122629.652724 + Penalty 2982.320202 = -1119647.332522 nChanged 17 SP:Iteration 53Q (1198.574797 sec): 3 clusters Score: Raw -1122634.620424 + Penalty 2982.320202 = -1119652.300222 nChanged 13 SP:Iteration 54Q (1198.637871 sec): 3 clusters Score: Raw -1122637.667030 + Penalty 2982.320202 = -1119655.346828 nChanged 14 SP:Iteration 55Q (1198.694059 sec): 3 clusters Score: Raw -1122641.522084 + Penalty 2982.320202 = -1119659.201882 nChanged 12 SP:Iteration 56Q (1198.754534 sec): 3 clusters Score: Raw -1122645.755213 + Penalty 2982.320202 = -1119663.435011 nChanged 13 SP:Iteration 57Q (1198.815707 sec): 3 clusters Score: Raw -1122648.841934 + Penalty 2982.320202 = -1119666.521732 nChanged 12 SP:Iteration 58Q (1198.865290 sec): 3 clusters Score: Raw -1122651.779988 + Penalty 2982.320202 = -1119669.459786 nChanged 12 SP:Iteration 59Q (1198.926578 sec): 3 clusters Score: Raw -1122656.167075 + Penalty 2982.320202 = -1119673.846873 nChanged 13 SP:Iteration 60F (1198.985483 sec): 3 clusters Score: Raw -1122659.852726 + Penalty 2982.320202 = -1119677.532524 nChanged 13 SP:Iteration 61Q (1199.049543 sec): 3 clusters Score: Raw -1122664.511300 + Penalty 2982.320202 = -1119682.191098 nChanged 14 SP:Iteration 62Q (1199.119294 sec): 3 clusters Score: Raw -1122668.668316 + Penalty 2982.320202 = -1119686.348114 nChanged 10 SP:Iteration 63Q (1199.184970 sec): 3 clusters Score: Raw -1122671.373996 + Penalty 2982.320202 = -1119689.053794 nChanged 9 SP:Iteration 64Q (1199.242769 sec): 3 clusters Score: Raw -1122673.756581 + Penalty 2982.320202 = -1119691.436379 nChanged 9 SP:Iteration 65Q (1199.310500 sec): 3 clusters Score: Raw -1122676.015493 + Penalty 2982.320202 = -1119693.695291 nChanged 7 SP:Iteration 66Q (1199.373069 sec): 3 clusters Score: Raw -1122678.184266 + Penalty 2982.320202 = -1119695.864064 nChanged 12 SP:Iteration 67Q (1199.434057 sec): 3 clusters Score: Raw -1122682.323715 + Penalty 2982.320202 = -1119700.003513 nChanged 17 SP:Iteration 68Q (1199.488988 sec): 3 clusters Score: Raw -1122688.208068 + Penalty 2982.320202 = -1119705.887866 nChanged 9 SP:Iteration 69Q (1199.539450 sec): 3 clusters Score: Raw -1122691.279343 + Penalty 2982.320202 = -1119708.959141 nChanged 9 SP:Iteration 70Q (1199.600600 sec): 3 clusters Score: Raw -1122694.519196 + Penalty 2982.320202 = -1119712.198994 nChanged 8 SP:Iteration 71Q (1199.654920 sec): 3 clusters Score: Raw -1122697.403786 + Penalty 2982.320202 = -1119715.083584 nChanged 12 SP:Iteration 72Q (1199.695894 sec): 3 clusters Score: Raw -1122701.815027 + Penalty 2982.320202 = -1119719.494825 nChanged 15 SP:Iteration 73Q (1199.765851 sec): 3 clusters Score: Raw -1122705.430370 + Penalty 2982.320202 = -1119723.110168 nChanged 8 SP:Iteration 74Q (1199.827991 sec): 3 clusters Score: Raw -1122707.260359 + Penalty 2982.320202 = -1119724.940157 nChanged 7 SP:Iteration 75Q (1199.877796 sec): 3 clusters Score: Raw -1122709.749653 + Penalty 2982.320202 = -1119727.429451 nChanged 4 SP:Iteration 76Q (1199.939660 sec): 3 clusters Score: Raw -1122711.181063 + Penalty 2982.320202 = -1119728.860861 nChanged 5 SP:Iteration 77Q (1200.000789 sec): 3 clusters Score: Raw -1122712.400556 + Penalty 2982.320202 = -1119730.080354 nChanged 3 SP:Iteration 78Q (1200.054698 sec): 3 clusters Score: Raw -1122712.947726 + Penalty 2982.320202 = -1119730.627524 nChanged 2 SP:Iteration 79Q (1200.121083 sec): 3 clusters Score: Raw -1122713.223473 + Penalty 2982.320202 = -1119730.903271 nChanged 4 SP:Iteration 80F (1200.180507 sec): 3 clusters Score: Raw -1122714.111562 + Penalty 2982.320202 = -1119731.791360 nChanged 4 SP:Iteration 81Q (1200.241239 sec): 3 clusters Score: Raw -1122715.224630 + Penalty 2982.320202 = -1119732.904428 nChanged 3 SP:Iteration 82Q (1200.297376 sec): 3 clusters Score: Raw -1122716.026213 + Penalty 2982.320202 = -1119733.706011 nChanged 2 SP:Iteration 83Q (1200.357921 sec): 3 clusters Score: Raw -1122716.377043 + Penalty 2982.320202 = -1119734.056841 nChanged 1 SP:Iteration 84Q (1200.409755 sec): 3 clusters Score: Raw -1122716.488426 + Penalty 2982.320202 = -1119734.168224 nChanged 1 SP:Iteration 85Q (1200.469448 sec): 3 clusters Score: Raw -1122716.654824 + Penalty 2982.320202 = -1119734.334622 nChanged 2 SP:Iteration 86Q (1200.523334 sec): 3 clusters Score: Raw -1122717.615403 + Penalty 2982.320202 = -1119735.295201 nChanged 2 SP:Iteration 87Q (1200.582426 sec): 3 clusters Score: Raw -1122717.971122 + Penalty 2982.320202 = -1119735.650920 nChanged 2 SP:Iteration 88Q (1200.644800 sec): 3 clusters Score: Raw -1122718.852621 + Penalty 2982.320202 = -1119736.532419 nChanged 1 SP:Iteration 89Q (1200.712504 sec): 3 clusters Score: Raw -1122719.133181 + Penalty 2982.320202 = -1119736.812979 nChanged 1 SP:Iteration 90Q (1200.772055 sec): 3 clusters Score: Raw -1122719.320026 + Penalty 2982.320202 = -1119736.999824 nChanged 0 SP:Iteration 91F (1200.823361 sec): 3 clusters Score: Raw -1122719.320026 + Penalty 2982.320202 = -1119736.999824 nChanged 0 Trying to split cluster 10 (11465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1200.874299 sec): 2 clusters Score: Raw -1341278.726456 + Penalty 1518.896307 = -1339759.830149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1200.938775 sec): 3 clusters Score: Raw -1334705.951871 + Penalty 3037.792613 = -1331668.159257 nChanged 5012 SP:Iteration 1F (1200.991261 sec): 3 clusters Score: Raw -1337424.301551 + Penalty 3037.792613 = -1334386.508938 nChanged 719 SP:Iteration 2F (1201.066885 sec): 3 clusters Score: Raw -1337772.067532 + Penalty 3037.792613 = -1334734.274918 nChanged 644 SP:Iteration 3F (1201.122822 sec): 3 clusters Score: Raw -1338072.919630 + Penalty 3037.792613 = -1335035.127016 nChanged 599 SP:Iteration 4F (1201.185025 sec): 3 clusters Score: Raw -1338376.104907 + Penalty 3037.792613 = -1335338.312294 nChanged 602 SP:Iteration 5F (1201.252003 sec): 3 clusters Score: Raw -1338722.876425 + Penalty 3037.792613 = -1335685.083811 nChanged 613 SP:Iteration 6F (1201.318635 sec): 3 clusters Score: Raw -1339071.672752 + Penalty 3037.792613 = -1336033.880139 nChanged 610 SP:Iteration 7F (1201.374714 sec): 3 clusters Score: Raw -1339458.529494 + Penalty 3037.792613 = -1336420.736880 nChanged 648 SP:Iteration 8F (1201.448304 sec): 3 clusters Score: Raw -1339956.852321 + Penalty 3037.792613 = -1336919.059708 nChanged 634 SP:Iteration 9F (1201.506176 sec): 3 clusters Score: Raw -1340506.027743 + Penalty 3037.792613 = -1337468.235130 nChanged 528 SP:Iteration 10Q (1201.567804 sec): 3 clusters Score: Raw -1340986.466300 + Penalty 3037.792613 = -1337948.673687 nChanged 386 SP:Iteration 11Q (1201.644661 sec): 3 clusters Score: Raw -1341318.811618 + Penalty 3037.792613 = -1338281.019005 nChanged 266 SP:Iteration 12Q (1201.702700 sec): 3 clusters Score: Raw -1341562.200176 + Penalty 3037.792613 = -1338524.407562 nChanged 170 SP:Iteration 13Q (1201.768645 sec): 3 clusters Score: Raw -1341716.905147 + Penalty 3037.792613 = -1338679.112534 nChanged 135 SP:Iteration 14Q (1201.825793 sec): 3 clusters Score: Raw -1341831.787425 + Penalty 3037.792613 = -1338793.994811 nChanged 94 SP:Iteration 15Q (1201.896979 sec): 3 clusters Score: Raw -1341903.776810 + Penalty 3037.792613 = -1338865.984197 nChanged 62 SP:Iteration 16Q (1201.964830 sec): 3 clusters Score: Raw -1341952.220012 + Penalty 3037.792613 = -1338914.427398 nChanged 49 SP:Iteration 17Q (1202.030512 sec): 3 clusters Score: Raw -1341985.706008 + Penalty 3037.792613 = -1338947.913395 nChanged 37 SP:Iteration 18Q (1202.091930 sec): 3 clusters Score: Raw -1342008.076607 + Penalty 3037.792613 = -1338970.283993 nChanged 30 SP:Iteration 19Q (1202.142986 sec): 3 clusters Score: Raw -1342024.792843 + Penalty 3037.792613 = -1338987.000229 nChanged 28 SP:Iteration 20F (1202.220413 sec): 3 clusters Score: Raw -1342040.076553 + Penalty 3037.792613 = -1339002.283940 nChanged 27 SP:Iteration 21Q (1202.269419 sec): 3 clusters Score: Raw -1342056.916601 + Penalty 3037.792613 = -1339019.123988 nChanged 17 SP:Iteration 22Q (1202.330681 sec): 3 clusters Score: Raw -1342065.415351 + Penalty 3037.792613 = -1339027.622738 nChanged 16 SP:Iteration 23Q (1202.392485 sec): 3 clusters Score: Raw -1342070.797493 + Penalty 3037.792613 = -1339033.004880 nChanged 4 SP:Iteration 24Q (1202.451977 sec): 3 clusters Score: Raw -1342072.618872 + Penalty 3037.792613 = -1339034.826259 nChanged 5 SP:Iteration 25Q (1202.524780 sec): 3 clusters Score: Raw -1342073.947711 + Penalty 3037.792613 = -1339036.155097 nChanged 3 SP:Iteration 26Q (1202.591961 sec): 3 clusters Score: Raw -1342075.425461 + Penalty 3037.792613 = -1339037.632848 nChanged 1 SP:Iteration 27Q (1202.652347 sec): 3 clusters Score: Raw -1342075.655080 + Penalty 3037.792613 = -1339037.862467 nChanged 0 SP:Iteration 28F (1202.724328 sec): 3 clusters Score: Raw -1342075.655080 + Penalty 3037.792613 = -1339037.862467 nChanged 0 Trying to split cluster 11 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1202.747712 sec): 2 clusters Score: Raw -10495.971981 + Penalty 776.607568 = -9719.364413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1202.792613 sec): 3 clusters Score: Raw -10767.236078 + Penalty 1553.215135 = -9214.020943 nChanged 16 SP:Iteration 1F (1202.845947 sec): 3 clusters Score: Raw -10842.418869 + Penalty 1553.215135 = -9289.203734 nChanged 1 SP:Iteration 2Q (1202.884330 sec): 3 clusters Score: Raw -10843.507798 + Penalty 1553.215135 = -9290.292663 nChanged 0 SP:Iteration 3F (1202.939632 sec): 3 clusters Score: Raw -10843.507798 + Penalty 1553.215135 = -9290.292663 nChanged 0 Trying to split cluster 13 (8171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1202.974458 sec): 2 clusters Score: Raw -936126.618661 + Penalty 1463.856319 = -934662.762342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1203.030974 sec): 3 clusters Score: Raw -931489.765676 + Penalty 2927.712638 = -928562.053038 nChanged 3451 SP:Iteration 1F (1203.101675 sec): 3 clusters Score: Raw -933394.857612 + Penalty 2927.712638 = -930467.144974 nChanged 520 SP:Iteration 2F (1203.168302 sec): 3 clusters Score: Raw -933653.904695 + Penalty 2927.712638 = -930726.192057 nChanged 486 SP:Iteration 3F (1203.220520 sec): 3 clusters Score: Raw -933887.246490 + Penalty 2927.712638 = -930959.533852 nChanged 403 SP:Iteration 4Q (1203.294655 sec): 3 clusters Score: Raw -934097.034225 + Penalty 2927.712638 = -931169.321587 nChanged 376 SP:Iteration 5Q (1203.347464 sec): 3 clusters Score: Raw -934289.510346 + Penalty 2927.712638 = -931361.797708 nChanged 339 SP:Iteration 6Q (1203.410810 sec): 3 clusters Score: Raw -934457.265478 + Penalty 2927.712638 = -931529.552839 nChanged 321 SP:Iteration 7Q (1203.485347 sec): 3 clusters Score: Raw -934634.359944 + Penalty 2927.712638 = -931706.647306 nChanged 340 SP:Iteration 8Q (1203.548321 sec): 3 clusters Score: Raw -934836.124945 + Penalty 2927.712638 = -931908.412306 nChanged 331 SP:Iteration 9Q (1203.599051 sec): 3 clusters Score: Raw -935021.184386 + Penalty 2927.712638 = -932093.471747 nChanged 314 SP:Iteration 10Q (1203.662718 sec): 3 clusters Score: Raw -935205.577377 + Penalty 2927.712638 = -932277.864738 nChanged 317 SP:Iteration 11Q (1203.732864 sec): 3 clusters Score: Raw -935402.684345 + Penalty 2927.712638 = -932474.971707 nChanged 294 SP:Iteration 12Q (1203.785735 sec): 3 clusters Score: Raw -935574.290229 + Penalty 2927.712638 = -932646.577591 nChanged 247 SP:Iteration 13Q (1203.857401 sec): 3 clusters Score: Raw -935686.687204 + Penalty 2927.712638 = -932758.974566 nChanged 199 SP:Iteration 14Q (1203.917526 sec): 3 clusters Score: Raw -935765.661603 + Penalty 2927.712638 = -932837.948965 nChanged 140 SP:Iteration 15Q (1203.974363 sec): 3 clusters Score: Raw -935810.856254 + Penalty 2927.712638 = -932883.143616 nChanged 107 SP:Iteration 16Q (1204.023921 sec): 3 clusters Score: Raw -935845.735774 + Penalty 2927.712638 = -932918.023136 nChanged 99 SP:Iteration 17Q (1204.083343 sec): 3 clusters Score: Raw -935877.959780 + Penalty 2927.712638 = -932950.247141 nChanged 73 SP:Iteration 18Q (1204.144403 sec): 3 clusters Score: Raw -935896.439531 + Penalty 2927.712638 = -932968.726892 nChanged 61 SP:Iteration 19Q (1204.212514 sec): 3 clusters Score: Raw -935908.640182 + Penalty 2927.712638 = -932980.927544 nChanged 48 SP:Iteration 20F (1204.263641 sec): 3 clusters Score: Raw -935919.169264 + Penalty 2927.712638 = -932991.456626 nChanged 44 SP:Iteration 21Q (1204.331170 sec): 3 clusters Score: Raw -935926.706962 + Penalty 2927.712638 = -932998.994324 nChanged 33 SP:Iteration 22Q (1204.398049 sec): 3 clusters Score: Raw -935932.500041 + Penalty 2927.712638 = -933004.787402 nChanged 27 SP:Iteration 23Q (1204.450647 sec): 3 clusters Score: Raw -935936.459167 + Penalty 2927.712638 = -933008.746529 nChanged 18 SP:Iteration 24Q (1204.514285 sec): 3 clusters Score: Raw -935940.053877 + Penalty 2927.712638 = -933012.341238 nChanged 21 SP:Iteration 25Q (1204.580538 sec): 3 clusters Score: Raw -935943.503960 + Penalty 2927.712638 = -933015.791321 nChanged 15 SP:Iteration 26Q (1204.647125 sec): 3 clusters Score: Raw -935945.786482 + Penalty 2927.712638 = -933018.073843 nChanged 15 SP:Iteration 27Q (1204.709048 sec): 3 clusters Score: Raw -935948.777435 + Penalty 2927.712638 = -933021.064797 nChanged 14 SP:Iteration 28Q (1204.769818 sec): 3 clusters Score: Raw -935950.781313 + Penalty 2927.712638 = -933023.068675 nChanged 9 SP:Iteration 29Q (1204.817284 sec): 3 clusters Score: Raw -935952.128929 + Penalty 2927.712638 = -933024.416290 nChanged 10 SP:Iteration 30Q (1204.886775 sec): 3 clusters Score: Raw -935953.540379 + Penalty 2927.712638 = -933025.827741 nChanged 8 SP:Iteration 31Q (1204.945666 sec): 3 clusters Score: Raw -935954.519229 + Penalty 2927.712638 = -933026.806591 nChanged 7 SP:Iteration 32Q (1205.006512 sec): 3 clusters Score: Raw -935955.774072 + Penalty 2927.712638 = -933028.061433 nChanged 8 SP:Iteration 33Q (1205.059064 sec): 3 clusters Score: Raw -935956.847233 + Penalty 2927.712638 = -933029.134595 nChanged 9 SP:Iteration 34Q (1205.119227 sec): 3 clusters Score: Raw -935958.051777 + Penalty 2927.712638 = -933030.339138 nChanged 8 SP:Iteration 35Q (1205.189145 sec): 3 clusters Score: Raw -935959.029478 + Penalty 2927.712638 = -933031.316839 nChanged 3 SP:Iteration 36Q (1205.238709 sec): 3 clusters Score: Raw -935959.286958 + Penalty 2927.712638 = -933031.574319 nChanged 5 SP:Iteration 37Q (1205.306243 sec): 3 clusters Score: Raw -935959.835879 + Penalty 2927.712638 = -933032.123240 nChanged 1 SP:Iteration 38Q (1205.363467 sec): 3 clusters Score: Raw -935959.913843 + Penalty 2927.712638 = -933032.201204 nChanged 0 SP:Iteration 39F (1205.435009 sec): 3 clusters Score: Raw -935959.913843 + Penalty 2927.712638 = -933032.201204 nChanged 0 Trying to split cluster 15 (2539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1205.462847 sec): 2 clusters Score: Raw -308367.204310 + Penalty 1273.922907 = -307093.281403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1205.512204 sec): 3 clusters Score: Raw -307167.603585 + Penalty 2547.845814 = -304619.757771 nChanged 948 SP:Iteration 1F (1205.553828 sec): 3 clusters Score: Raw -307798.864480 + Penalty 2547.845814 = -305251.018665 nChanged 211 SP:Iteration 2F (1205.598026 sec): 3 clusters Score: Raw -307951.803817 + Penalty 2547.845814 = -305403.958003 nChanged 148 SP:Iteration 3F (1205.656142 sec): 3 clusters Score: Raw -308053.106572 + Penalty 2547.845814 = -305505.260758 nChanged 110 SP:Iteration 4Q (1205.690840 sec): 3 clusters Score: Raw -308135.891917 + Penalty 2547.845814 = -305588.046103 nChanged 84 SP:Iteration 5Q (1205.740962 sec): 3 clusters Score: Raw -308202.325626 + Penalty 2547.845814 = -305654.479812 nChanged 78 SP:Iteration 6Q (1205.783400 sec): 3 clusters Score: Raw -308263.213786 + Penalty 2547.845814 = -305715.367972 nChanged 77 SP:Iteration 7Q (1205.841666 sec): 3 clusters Score: Raw -308323.671538 + Penalty 2547.845814 = -305775.825724 nChanged 57 SP:Iteration 8Q (1205.881382 sec): 3 clusters Score: Raw -308362.043815 + Penalty 2547.845814 = -305814.198001 nChanged 52 SP:Iteration 9Q (1205.941141 sec): 3 clusters Score: Raw -308396.370701 + Penalty 2547.845814 = -305848.524887 nChanged 49 SP:Iteration 10Q (1205.994882 sec): 3 clusters Score: Raw -308426.482848 + Penalty 2547.845814 = -305878.637034 nChanged 43 SP:Iteration 11Q (1206.047349 sec): 3 clusters Score: Raw -308459.066220 + Penalty 2547.845814 = -305911.220406 nChanged 41 SP:Iteration 12Q (1206.089171 sec): 3 clusters Score: Raw -308486.323845 + Penalty 2547.845814 = -305938.478031 nChanged 40 SP:Iteration 13Q (1206.150926 sec): 3 clusters Score: Raw -308511.061479 + Penalty 2547.845814 = -305963.215665 nChanged 27 SP:Iteration 14Q (1206.197024 sec): 3 clusters Score: Raw -308530.019084 + Penalty 2547.845814 = -305982.173270 nChanged 30 SP:Iteration 15Q (1206.250251 sec): 3 clusters Score: Raw -308544.217968 + Penalty 2547.845814 = -305996.372154 nChanged 23 SP:Iteration 16Q (1206.293492 sec): 3 clusters Score: Raw -308554.524638 + Penalty 2547.845814 = -306006.678824 nChanged 22 SP:Iteration 17Q (1206.354389 sec): 3 clusters Score: Raw -308565.731690 + Penalty 2547.845814 = -306017.885876 nChanged 15 SP:Iteration 18Q (1206.400802 sec): 3 clusters Score: Raw -308574.630771 + Penalty 2547.845814 = -306026.784957 nChanged 19 SP:Iteration 19Q (1206.464338 sec): 3 clusters Score: Raw -308585.651096 + Penalty 2547.845814 = -306037.805282 nChanged 14 SP:Iteration 20F (1206.508254 sec): 3 clusters Score: Raw -308592.194236 + Penalty 2547.845814 = -306044.348422 nChanged 10 SP:Iteration 21Q (1206.558354 sec): 3 clusters Score: Raw -308598.374964 + Penalty 2547.845814 = -306050.529149 nChanged 13 SP:Iteration 22Q (1206.602071 sec): 3 clusters Score: Raw -308604.631018 + Penalty 2547.845814 = -306056.785204 nChanged 13 SP:Iteration 23Q (1206.651614 sec): 3 clusters Score: Raw -308609.172761 + Penalty 2547.845814 = -306061.326947 nChanged 8 SP:Iteration 24Q (1206.709353 sec): 3 clusters Score: Raw -308612.566384 + Penalty 2547.845814 = -306064.720570 nChanged 9 SP:Iteration 25Q (1206.754311 sec): 3 clusters Score: Raw -308615.094524 + Penalty 2547.845814 = -306067.248710 nChanged 8 SP:Iteration 26Q (1206.800735 sec): 3 clusters Score: Raw -308617.728774 + Penalty 2547.845814 = -306069.882960 nChanged 4 SP:Iteration 27Q (1206.848495 sec): 3 clusters Score: Raw -308618.889099 + Penalty 2547.845814 = -306071.043285 nChanged 7 SP:Iteration 28Q (1206.896324 sec): 3 clusters Score: Raw -308621.558842 + Penalty 2547.845814 = -306073.713027 nChanged 7 SP:Iteration 29Q (1206.947571 sec): 3 clusters Score: Raw -308626.232706 + Penalty 2547.845814 = -306078.386892 nChanged 7 SP:Iteration 30Q (1206.990208 sec): 3 clusters Score: Raw -308628.378623 + Penalty 2547.845814 = -306080.532809 nChanged 3 SP:Iteration 31Q (1207.048719 sec): 3 clusters Score: Raw -308629.122528 + Penalty 2547.845814 = -306081.276714 nChanged 2 SP:Iteration 32Q (1207.095704 sec): 3 clusters Score: Raw -308630.555133 + Penalty 2547.845814 = -306082.709319 nChanged 4 SP:Iteration 33Q (1207.141865 sec): 3 clusters Score: Raw -308632.146896 + Penalty 2547.845814 = -306084.301082 nChanged 4 SP:Iteration 34Q (1207.182986 sec): 3 clusters Score: Raw -308633.708111 + Penalty 2547.845814 = -306085.862297 nChanged 2 SP:Iteration 35Q (1207.234014 sec): 3 clusters Score: Raw -308634.585935 + Penalty 2547.845814 = -306086.740121 nChanged 4 SP:Iteration 36Q (1207.288687 sec): 3 clusters Score: Raw -308635.686364 + Penalty 2547.845814 = -306087.840550 nChanged 4 SP:Iteration 37Q (1207.337875 sec): 3 clusters Score: Raw -308636.949005 + Penalty 2547.845814 = -306089.103191 nChanged 4 SP:Iteration 38Q (1207.390925 sec): 3 clusters Score: Raw -308637.521534 + Penalty 2547.845814 = -306089.675720 nChanged 2 SP:Iteration 39Q (1207.441363 sec): 3 clusters Score: Raw -308637.859855 + Penalty 2547.845814 = -306090.014041 nChanged 2 SP:Iteration 40F (1207.495711 sec): 3 clusters Score: Raw -308638.892424 + Penalty 2547.845814 = -306091.046610 nChanged 1 SP:Iteration 41Q (1207.541551 sec): 3 clusters Score: Raw -308639.316346 + Penalty 2547.845814 = -306091.470532 nChanged 2 SP:Iteration 42Q (1207.583969 sec): 3 clusters Score: Raw -308639.737588 + Penalty 2547.845814 = -306091.891774 nChanged 2 SP:Iteration 43Q (1207.648142 sec): 3 clusters Score: Raw -308640.241500 + Penalty 2547.845814 = -306092.395686 nChanged 2 SP:Iteration 44Q (1207.689489 sec): 3 clusters Score: Raw -308641.923117 + Penalty 2547.845814 = -306094.077303 nChanged 6 SP:Iteration 45Q (1207.754159 sec): 3 clusters Score: Raw -308644.915236 + Penalty 2547.845814 = -306097.069422 nChanged 5 SP:Iteration 46Q (1207.792491 sec): 3 clusters Score: Raw -308647.688645 + Penalty 2547.845814 = -306099.842831 nChanged 6 SP:Iteration 47Q (1207.842019 sec): 3 clusters Score: Raw -308650.692902 + Penalty 2547.845814 = -306102.847088 nChanged 9 SP:Iteration 48Q (1207.893485 sec): 3 clusters Score: Raw -308653.543212 + Penalty 2547.845814 = -306105.697398 nChanged 3 SP:Iteration 49Q (1207.954291 sec): 3 clusters Score: Raw -308655.677835 + Penalty 2547.845814 = -306107.832021 nChanged 6 SP:Iteration 50Q (1207.997107 sec): 3 clusters Score: Raw -308658.228272 + Penalty 2547.845814 = -306110.382458 nChanged 5 SP:Iteration 51Q (1208.046612 sec): 3 clusters Score: Raw -308659.508969 + Penalty 2547.845814 = -306111.663155 nChanged 1 SP:Iteration 52Q (1208.109075 sec): 3 clusters Score: Raw -308660.348460 + Penalty 2547.845814 = -306112.502646 nChanged 4 SP:Iteration 53Q (1208.150845 sec): 3 clusters Score: Raw -308662.640393 + Penalty 2547.845814 = -306114.794579 nChanged 4 SP:Iteration 54Q (1208.207896 sec): 3 clusters Score: Raw -308664.260516 + Penalty 2547.845814 = -306116.414702 nChanged 2 SP:Iteration 55Q (1208.253716 sec): 3 clusters Score: Raw -308664.969658 + Penalty 2547.845814 = -306117.123844 nChanged 2 SP:Iteration 56Q (1208.301568 sec): 3 clusters Score: Raw -308666.039460 + Penalty 2547.845814 = -306118.193646 nChanged 5 SP:Iteration 57Q (1208.360585 sec): 3 clusters Score: Raw -308668.607318 + Penalty 2547.845814 = -306120.761504 nChanged 6 SP:Iteration 58Q (1208.397596 sec): 3 clusters Score: Raw -308672.019874 + Penalty 2547.845814 = -306124.174060 nChanged 7 SP:Iteration 59Q (1208.444476 sec): 3 clusters Score: Raw -308674.608681 + Penalty 2547.845814 = -306126.762867 nChanged 5 SP:Iteration 60F (1208.502654 sec): 3 clusters Score: Raw -308677.543985 + Penalty 2547.845814 = -306129.698171 nChanged 9 SP:Iteration 61Q (1208.550131 sec): 3 clusters Score: Raw -308681.238690 + Penalty 2547.845814 = -306133.392876 nChanged 12 SP:Iteration 62Q (1208.592120 sec): 3 clusters Score: Raw -308688.621094 + Penalty 2547.845814 = -306140.775280 nChanged 11 SP:Iteration 63Q (1208.632669 sec): 3 clusters Score: Raw -308693.265547 + Penalty 2547.845814 = -306145.419733 nChanged 9 SP:Iteration 64Q (1208.682717 sec): 3 clusters Score: Raw -308697.370971 + Penalty 2547.845814 = -306149.525157 nChanged 10 SP:Iteration 65Q (1208.730380 sec): 3 clusters Score: Raw -308702.294078 + Penalty 2547.845814 = -306154.448264 nChanged 8 SP:Iteration 66Q (1208.778069 sec): 3 clusters Score: Raw -308704.772202 + Penalty 2547.845814 = -306156.926388 nChanged 9 SP:Iteration 67Q (1208.829176 sec): 3 clusters Score: Raw -308707.679970 + Penalty 2547.845814 = -306159.834156 nChanged 5 SP:Iteration 68Q (1208.869374 sec): 3 clusters Score: Raw -308709.284080 + Penalty 2547.845814 = -306161.438266 nChanged 6 SP:Iteration 69Q (1208.926001 sec): 3 clusters Score: Raw -308711.049689 + Penalty 2547.845814 = -306163.203875 nChanged 4 SP:Iteration 70Q (1208.970928 sec): 3 clusters Score: Raw -308712.762633 + Penalty 2547.845814 = -306164.916819 nChanged 3 SP:Iteration 71Q (1209.018783 sec): 3 clusters Score: Raw -308714.324335 + Penalty 2547.845814 = -306166.478521 nChanged 6 SP:Iteration 72Q (1209.065371 sec): 3 clusters Score: Raw -308716.731011 + Penalty 2547.845814 = -306168.885197 nChanged 9 SP:Iteration 73Q (1209.111643 sec): 3 clusters Score: Raw -308718.919690 + Penalty 2547.845814 = -306171.073876 nChanged 2 SP:Iteration 74Q (1209.164199 sec): 3 clusters Score: Raw -308719.841991 + Penalty 2547.845814 = -306171.996177 nChanged 2 SP:Iteration 75Q (1209.220130 sec): 3 clusters Score: Raw -308721.451373 + Penalty 2547.845814 = -306173.605559 nChanged 4 SP:Iteration 76Q (1209.267639 sec): 3 clusters Score: Raw -308722.676355 + Penalty 2547.845814 = -306174.830541 nChanged 3 SP:Iteration 77Q (1209.321111 sec): 3 clusters Score: Raw -308723.378068 + Penalty 2547.845814 = -306175.532254 nChanged 2 SP:Iteration 78Q (1209.369934 sec): 3 clusters Score: Raw -308724.027691 + Penalty 2547.845814 = -306176.181877 nChanged 3 SP:Iteration 79Q (1209.429131 sec): 3 clusters Score: Raw -308724.727018 + Penalty 2547.845814 = -306176.881204 nChanged 2 SP:Iteration 80F (1209.475567 sec): 3 clusters Score: Raw -308725.818508 + Penalty 2547.845814 = -306177.972693 nChanged 3 SP:Iteration 81Q (1209.529773 sec): 3 clusters Score: Raw -308726.694357 + Penalty 2547.845814 = -306178.848543 nChanged 4 SP:Iteration 82Q (1209.574700 sec): 3 clusters Score: Raw -308727.861058 + Penalty 2547.845814 = -306180.015244 nChanged 3 SP:Iteration 83Q (1209.630088 sec): 3 clusters Score: Raw -308728.985198 + Penalty 2547.845814 = -306181.139384 nChanged 2 SP:Iteration 84Q (1209.677639 sec): 3 clusters Score: Raw -308729.565933 + Penalty 2547.845814 = -306181.720119 nChanged 1 SP:Iteration 85Q (1209.725094 sec): 3 clusters Score: Raw -308729.648275 + Penalty 2547.845814 = -306181.802461 nChanged 0 SP:Iteration 86F (1209.768846 sec): 3 clusters Score: Raw -308729.648275 + Penalty 2547.845814 = -306181.802461 nChanged 0 Trying to split cluster 17 (9182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.803544 sec): 2 clusters Score: Raw -1073229.054199 + Penalty 1482.812553 = -1071746.241646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.877588 sec): 3 clusters Score: Raw -1068094.286418 + Penalty 2965.625106 = -1065128.661313 nChanged 3934 SP:Iteration 1F (1209.934926 sec): 3 clusters Score: Raw -1070122.811063 + Penalty 2965.625106 = -1067157.185957 nChanged 524 SP:Iteration 2F (1210.000527 sec): 3 clusters Score: Raw -1070350.956470 + Penalty 2965.625106 = -1067385.331364 nChanged 462 SP:Iteration 3F (1210.064597 sec): 3 clusters Score: Raw -1070564.491707 + Penalty 2965.625106 = -1067598.866601 nChanged 441 SP:Iteration 4Q (1210.126927 sec): 3 clusters Score: Raw -1070782.662803 + Penalty 2965.625106 = -1067817.037697 nChanged 424 SP:Iteration 5Q (1210.184421 sec): 3 clusters Score: Raw -1070983.621090 + Penalty 2965.625106 = -1068017.995985 nChanged 400 SP:Iteration 6Q (1210.250253 sec): 3 clusters Score: Raw -1071180.208275 + Penalty 2965.625106 = -1068214.583170 nChanged 421 SP:Iteration 7Q (1210.325560 sec): 3 clusters Score: Raw -1071415.501519 + Penalty 2965.625106 = -1068449.876413 nChanged 446 SP:Iteration 8Q (1210.395231 sec): 3 clusters Score: Raw -1071742.335403 + Penalty 2965.625106 = -1068776.710297 nChanged 466 SP:Iteration 9F (1210.463279 sec): 3 clusters Score: Raw -1072126.350414 + Penalty 2965.625106 = -1069160.725308 nChanged 429 SP:Iteration 10Q (1210.525065 sec): 3 clusters Score: Raw -1072484.461836 + Penalty 2965.625106 = -1069518.836731 nChanged 343 SP:Iteration 11Q (1210.590223 sec): 3 clusters Score: Raw -1072776.351393 + Penalty 2965.625106 = -1069810.726287 nChanged 248 SP:Iteration 12Q (1210.657420 sec): 3 clusters Score: Raw -1072984.760862 + Penalty 2965.625106 = -1070019.135756 nChanged 186 SP:Iteration 13Q (1210.720536 sec): 3 clusters Score: Raw -1073130.353993 + Penalty 2965.625106 = -1070164.728888 nChanged 134 SP:Iteration 14Q (1210.782231 sec): 3 clusters Score: Raw -1073228.971081 + Penalty 2965.625106 = -1070263.345976 nChanged 104 SP:Iteration 15Q (1210.839532 sec): 3 clusters Score: Raw -1073299.160994 + Penalty 2965.625106 = -1070333.535889 nChanged 88 SP:Iteration 16Q (1210.903007 sec): 3 clusters Score: Raw -1073351.429402 + Penalty 2965.625106 = -1070385.804297 nChanged 61 SP:Iteration 17Q (1210.962441 sec): 3 clusters Score: Raw -1073382.043418 + Penalty 2965.625106 = -1070416.418312 nChanged 39 SP:Iteration 18Q (1211.020592 sec): 3 clusters Score: Raw -1073405.670250 + Penalty 2965.625106 = -1070440.045144 nChanged 51 SP:Iteration 19Q (1211.084465 sec): 3 clusters Score: Raw -1073434.419771 + Penalty 2965.625106 = -1070468.794665 nChanged 46 SP:Iteration 20F (1211.138315 sec): 3 clusters Score: Raw -1073458.753918 + Penalty 2965.625106 = -1070493.128812 nChanged 34 SP:Iteration 21Q (1211.196032 sec): 3 clusters Score: Raw -1073475.617701 + Penalty 2965.625106 = -1070509.992596 nChanged 24 SP:Iteration 22Q (1211.258560 sec): 3 clusters Score: Raw -1073487.658711 + Penalty 2965.625106 = -1070522.033606 nChanged 19 SP:Iteration 23Q (1211.325773 sec): 3 clusters Score: Raw -1073496.118375 + Penalty 2965.625106 = -1070530.493269 nChanged 18 SP:Iteration 24Q (1211.391641 sec): 3 clusters Score: Raw -1073503.187881 + Penalty 2965.625106 = -1070537.562775 nChanged 10 SP:Iteration 25Q (1211.441705 sec): 3 clusters Score: Raw -1073507.021550 + Penalty 2965.625106 = -1070541.396445 nChanged 6 SP:Iteration 26Q (1211.503999 sec): 3 clusters Score: Raw -1073508.576282 + Penalty 2965.625106 = -1070542.951176 nChanged 4 SP:Iteration 27Q (1211.567145 sec): 3 clusters Score: Raw -1073510.268346 + Penalty 2965.625106 = -1070544.643240 nChanged 6 SP:Iteration 28Q (1211.623924 sec): 3 clusters Score: Raw -1073511.894495 + Penalty 2965.625106 = -1070546.269390 nChanged 4 SP:Iteration 29Q (1211.693004 sec): 3 clusters Score: Raw -1073513.055690 + Penalty 2965.625106 = -1070547.430585 nChanged 3 SP:Iteration 30Q (1211.743353 sec): 3 clusters Score: Raw -1073514.407919 + Penalty 2965.625106 = -1070548.782814 nChanged 5 SP:Iteration 31Q (1211.807333 sec): 3 clusters Score: Raw -1073516.432841 + Penalty 2965.625106 = -1070550.807735 nChanged 7 SP:Iteration 32Q (1211.868939 sec): 3 clusters Score: Raw -1073517.825474 + Penalty 2965.625106 = -1070552.200369 nChanged 2 SP:Iteration 33Q (1211.927891 sec): 3 clusters Score: Raw -1073518.607816 + Penalty 2965.625106 = -1070552.982710 nChanged 1 SP:Iteration 34Q (1211.998438 sec): 3 clusters Score: Raw -1073519.161356 + Penalty 2965.625106 = -1070553.536250 nChanged 3 SP:Iteration 35Q (1212.059328 sec): 3 clusters Score: Raw -1073520.469954 + Penalty 2965.625106 = -1070554.844848 nChanged 8 SP:Iteration 36Q (1212.109746 sec): 3 clusters Score: Raw -1073523.126895 + Penalty 2965.625106 = -1070557.501790 nChanged 6 SP:Iteration 37Q (1212.176748 sec): 3 clusters Score: Raw -1073525.009049 + Penalty 2965.625106 = -1070559.383943 nChanged 3 SP:Iteration 38Q (1212.229224 sec): 3 clusters Score: Raw -1073525.957933 + Penalty 2965.625106 = -1070560.332827 nChanged 4 SP:Iteration 39Q (1212.294464 sec): 3 clusters Score: Raw -1073527.915634 + Penalty 2965.625106 = -1070562.290528 nChanged 7 SP:Iteration 40F (1212.348855 sec): 3 clusters Score: Raw -1073531.181938 + Penalty 2965.625106 = -1070565.556832 nChanged 1 SP:Iteration 41Q (1212.411636 sec): 3 clusters Score: Raw -1073531.324705 + Penalty 2965.625106 = -1070565.699599 nChanged 0 SP:Iteration 42F (1212.479898 sec): 3 clusters Score: Raw -1073531.324705 + Penalty 2965.625106 = -1070565.699599 nChanged 0 Trying to split cluster 18 (27161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1212.540286 sec): 2 clusters Score: Raw -3161543.670126 + Penalty 1659.049827 = -3159884.620299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1212.628998 sec): 3 clusters Score: Raw -3144867.643615 + Penalty 3318.099655 = -3141549.543960 nChanged 12450 SP:Iteration 1F (1212.723178 sec): 3 clusters Score: Raw -3152082.930480 + Penalty 3318.099655 = -3148764.830825 nChanged 1655 SP:Iteration 2F (1212.808418 sec): 3 clusters Score: Raw -3152879.886157 + Penalty 3318.099655 = -3149561.786502 nChanged 1706 SP:Iteration 3F (1212.902541 sec): 3 clusters Score: Raw -3153808.296954 + Penalty 3318.099655 = -3150490.197299 nChanged 1816 SP:Iteration 4F (1212.998995 sec): 3 clusters Score: Raw -3154883.585602 + Penalty 3318.099655 = -3151565.485947 nChanged 1769 SP:Iteration 5F (1213.087689 sec): 3 clusters Score: Raw -3155975.824378 + Penalty 3318.099655 = -3152657.724723 nChanged 1632 SP:Iteration 6F (1213.164423 sec): 3 clusters Score: Raw -3157045.099845 + Penalty 3318.099655 = -3153727.000190 nChanged 1449 SP:Iteration 7F (1213.265019 sec): 3 clusters Score: Raw -3158038.046710 + Penalty 3318.099655 = -3154719.947055 nChanged 1267 SP:Iteration 8Q (1213.359701 sec): 3 clusters Score: Raw -3158891.164069 + Penalty 3318.099655 = -3155573.064414 nChanged 1055 SP:Iteration 9Q (1213.457011 sec): 3 clusters Score: Raw -3159603.791462 + Penalty 3318.099655 = -3156285.691807 nChanged 856 SP:Iteration 10Q (1213.551219 sec): 3 clusters Score: Raw -3160179.375873 + Penalty 3318.099655 = -3156861.276218 nChanged 673 SP:Iteration 11Q (1213.646442 sec): 3 clusters Score: Raw -3160621.235851 + Penalty 3318.099655 = -3157303.136196 nChanged 505 SP:Iteration 12Q (1213.729468 sec): 3 clusters Score: Raw -3160946.612398 + Penalty 3318.099655 = -3157628.512743 nChanged 400 SP:Iteration 13Q (1213.824454 sec): 3 clusters Score: Raw -3161204.124487 + Penalty 3318.099655 = -3157886.024832 nChanged 290 SP:Iteration 14Q (1213.900087 sec): 3 clusters Score: Raw -3161404.772599 + Penalty 3318.099655 = -3158086.672944 nChanged 215 SP:Iteration 15Q (1213.987489 sec): 3 clusters Score: Raw -3161553.138131 + Penalty 3318.099655 = -3158235.038476 nChanged 136 SP:Iteration 16Q (1214.075462 sec): 3 clusters Score: Raw -3161647.581092 + Penalty 3318.099655 = -3158329.481437 nChanged 76 SP:Iteration 17Q (1214.160004 sec): 3 clusters Score: Raw -3161704.417839 + Penalty 3318.099655 = -3158386.318184 nChanged 63 SP:Iteration 18Q (1214.234918 sec): 3 clusters Score: Raw -3161747.535591 + Penalty 3318.099655 = -3158429.435936 nChanged 43 SP:Iteration 19Q (1214.318654 sec): 3 clusters Score: Raw -3161776.433060 + Penalty 3318.099655 = -3158458.333405 nChanged 28 SP:Iteration 20F (1214.409435 sec): 3 clusters Score: Raw -3161793.884182 + Penalty 3318.099655 = -3158475.784527 nChanged 19 SP:Iteration 21Q (1214.487267 sec): 3 clusters Score: Raw -3161804.546301 + Penalty 3318.099655 = -3158486.446646 nChanged 20 SP:Iteration 22Q (1214.572794 sec): 3 clusters Score: Raw -3161815.611599 + Penalty 3318.099655 = -3158497.511944 nChanged 20 SP:Iteration 23Q (1214.654912 sec): 3 clusters Score: Raw -3161826.839785 + Penalty 3318.099655 = -3158508.740131 nChanged 16 SP:Iteration 24Q (1214.733376 sec): 3 clusters Score: Raw -3161835.173105 + Penalty 3318.099655 = -3158517.073450 nChanged 11 SP:Iteration 25Q (1214.822989 sec): 3 clusters Score: Raw -3161841.638762 + Penalty 3318.099655 = -3158523.539107 nChanged 10 SP:Iteration 26Q (1214.905098 sec): 3 clusters Score: Raw -3161845.453822 + Penalty 3318.099655 = -3158527.354167 nChanged 4 SP:Iteration 27Q (1214.983889 sec): 3 clusters Score: Raw -3161846.922472 + Penalty 3318.099655 = -3158528.822817 nChanged 5 SP:Iteration 28Q (1215.059408 sec): 3 clusters Score: Raw -3161851.270562 + Penalty 3318.099655 = -3158533.170907 nChanged 9 SP:Iteration 29Q (1215.136485 sec): 3 clusters Score: Raw -3161857.238814 + Penalty 3318.099655 = -3158539.139159 nChanged 7 SP:Iteration 30Q (1215.224996 sec): 3 clusters Score: Raw -3161861.387383 + Penalty 3318.099655 = -3158543.287728 nChanged 4 SP:Iteration 31Q (1215.310384 sec): 3 clusters Score: Raw -3161863.358126 + Penalty 3318.099655 = -3158545.258471 nChanged 7 SP:Iteration 32Q (1215.382583 sec): 3 clusters Score: Raw -3161867.958862 + Penalty 3318.099655 = -3158549.859207 nChanged 5 SP:Iteration 33Q (1215.476068 sec): 3 clusters Score: Raw -3161869.775088 + Penalty 3318.099655 = -3158551.675433 nChanged 4 SP:Iteration 34Q (1215.551607 sec): 3 clusters Score: Raw -3161870.713074 + Penalty 3318.099655 = -3158552.613419 nChanged 2 SP:Iteration 35Q (1215.626053 sec): 3 clusters Score: Raw -3161871.722134 + Penalty 3318.099655 = -3158553.622479 nChanged 2 SP:Iteration 36Q (1215.717059 sec): 3 clusters Score: Raw -3161873.410018 + Penalty 3318.099655 = -3158555.310364 nChanged 2 SP:Iteration 37Q (1215.801381 sec): 3 clusters Score: Raw -3161873.933668 + Penalty 3318.099655 = -3158555.834013 nChanged 0 SP:Iteration 38F (1215.896963 sec): 3 clusters Score: Raw -3161873.933668 + Penalty 3318.099655 = -3158555.834013 nChanged 0 Trying to split cluster 19 (23770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1215.952074 sec): 2 clusters Score: Raw -2606389.865973 + Penalty 1637.379179 = -2604752.486795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1216.026141 sec): 3 clusters Score: Raw -2591937.752839 + Penalty 3274.758357 = -2588662.994481 nChanged 10752 SP:Iteration 1F (1216.110835 sec): 3 clusters Score: Raw -2597700.757823 + Penalty 3274.758357 = -2594425.999466 nChanged 1129 SP:Iteration 2Q (1216.201863 sec): 3 clusters Score: Raw -2598072.516052 + Penalty 3274.758357 = -2594797.757695 nChanged 1080 SP:Iteration 3Q (1216.288949 sec): 3 clusters Score: Raw -2598449.080946 + Penalty 3274.758357 = -2595174.322589 nChanged 1054 SP:Iteration 4Q (1216.379231 sec): 3 clusters Score: Raw -2598843.536865 + Penalty 3274.758357 = -2595568.778507 nChanged 1077 SP:Iteration 5Q (1216.464535 sec): 3 clusters Score: Raw -2599326.456540 + Penalty 3274.758357 = -2596051.698183 nChanged 1218 SP:Iteration 6F (1216.554684 sec): 3 clusters Score: Raw -2599897.986781 + Penalty 3274.758357 = -2596623.228424 nChanged 1306 SP:Iteration 7F (1216.628918 sec): 3 clusters Score: Raw -2600558.377601 + Penalty 3274.758357 = -2597283.619244 nChanged 1315 SP:Iteration 8F (1216.713134 sec): 3 clusters Score: Raw -2601268.873098 + Penalty 3274.758357 = -2597994.114741 nChanged 1361 SP:Iteration 9F (1216.803523 sec): 3 clusters Score: Raw -2602128.224504 + Penalty 3274.758357 = -2598853.466147 nChanged 1300 SP:Iteration 10F (1216.888826 sec): 3 clusters Score: Raw -2603033.032731 + Penalty 3274.758357 = -2599758.274374 nChanged 1155 SP:Iteration 11Q (1216.979330 sec): 3 clusters Score: Raw -2603957.427196 + Penalty 3274.758357 = -2600682.668838 nChanged 944 SP:Iteration 12Q (1217.068538 sec): 3 clusters Score: Raw -2604715.551237 + Penalty 3274.758357 = -2601440.792879 nChanged 773 SP:Iteration 13Q (1217.149292 sec): 3 clusters Score: Raw -2605191.778918 + Penalty 3274.758357 = -2601917.020561 nChanged 582 SP:Iteration 14Q (1217.226346 sec): 3 clusters Score: Raw -2605472.138212 + Penalty 3274.758357 = -2602197.379854 nChanged 437 SP:Iteration 15Q (1217.323749 sec): 3 clusters Score: Raw -2605645.531969 + Penalty 3274.758357 = -2602370.773612 nChanged 320 SP:Iteration 16Q (1217.406891 sec): 3 clusters Score: Raw -2605762.566908 + Penalty 3274.758357 = -2602487.808551 nChanged 282 SP:Iteration 17Q (1217.477136 sec): 3 clusters Score: Raw -2605870.297984 + Penalty 3274.758357 = -2602595.539626 nChanged 275 SP:Iteration 18Q (1217.574046 sec): 3 clusters Score: Raw -2605960.227143 + Penalty 3274.758357 = -2602685.468785 nChanged 235 SP:Iteration 19Q (1217.656364 sec): 3 clusters Score: Raw -2606031.599989 + Penalty 3274.758357 = -2602756.841632 nChanged 214 SP:Iteration 20F (1217.744361 sec): 3 clusters Score: Raw -2606090.491821 + Penalty 3274.758357 = -2602815.733464 nChanged 187 SP:Iteration 21Q (1217.828235 sec): 3 clusters Score: Raw -2606143.498870 + Penalty 3274.758357 = -2602868.740513 nChanged 186 SP:Iteration 22Q (1217.907800 sec): 3 clusters Score: Raw -2606198.469109 + Penalty 3274.758357 = -2602923.710752 nChanged 178 SP:Iteration 23Q (1217.981510 sec): 3 clusters Score: Raw -2606244.066250 + Penalty 3274.758357 = -2602969.307893 nChanged 148 SP:Iteration 24Q (1218.068046 sec): 3 clusters Score: Raw -2606283.438388 + Penalty 3274.758357 = -2603008.680030 nChanged 149 SP:Iteration 25Q (1218.153662 sec): 3 clusters Score: Raw -2606320.491604 + Penalty 3274.758357 = -2603045.733247 nChanged 133 SP:Iteration 26Q (1218.244331 sec): 3 clusters Score: Raw -2606351.904517 + Penalty 3274.758357 = -2603077.146160 nChanged 136 SP:Iteration 27Q (1218.323163 sec): 3 clusters Score: Raw -2606386.465292 + Penalty 3274.758357 = -2603111.706935 nChanged 134 SP:Iteration 28Q (1218.405794 sec): 3 clusters Score: Raw -2606423.284920 + Penalty 3274.758357 = -2603148.526563 nChanged 122 SP:Iteration 29Q (1218.499720 sec): 3 clusters Score: Raw -2606449.701385 + Penalty 3274.758357 = -2603174.943028 nChanged 100 SP:Iteration 30Q (1218.586433 sec): 3 clusters Score: Raw -2606468.597633 + Penalty 3274.758357 = -2603193.839276 nChanged 88 SP:Iteration 31Q (1218.669282 sec): 3 clusters Score: Raw -2606485.885031 + Penalty 3274.758357 = -2603211.126674 nChanged 83 SP:Iteration 32Q (1218.749639 sec): 3 clusters Score: Raw -2606504.706987 + Penalty 3274.758357 = -2603229.948630 nChanged 85 SP:Iteration 33Q (1218.838533 sec): 3 clusters Score: Raw -2606524.665688 + Penalty 3274.758357 = -2603249.907331 nChanged 89 SP:Iteration 34Q (1218.924023 sec): 3 clusters Score: Raw -2606545.332900 + Penalty 3274.758357 = -2603270.574543 nChanged 102 SP:Iteration 35Q (1219.004309 sec): 3 clusters Score: Raw -2606568.376905 + Penalty 3274.758357 = -2603293.618548 nChanged 94 SP:Iteration 36Q (1219.085858 sec): 3 clusters Score: Raw -2606588.710323 + Penalty 3274.758357 = -2603313.951966 nChanged 89 SP:Iteration 37Q (1219.174084 sec): 3 clusters Score: Raw -2606608.308202 + Penalty 3274.758357 = -2603333.549845 nChanged 77 SP:Iteration 38Q (1219.249680 sec): 3 clusters Score: Raw -2606628.306773 + Penalty 3274.758357 = -2603353.548416 nChanged 77 SP:Iteration 39Q (1219.334688 sec): 3 clusters Score: Raw -2606644.303215 + Penalty 3274.758357 = -2603369.544858 nChanged 61 SP:Iteration 40F (1219.423173 sec): 3 clusters Score: Raw -2606658.645989 + Penalty 3274.758357 = -2603383.887632 nChanged 70 SP:Iteration 41Q (1219.507560 sec): 3 clusters Score: Raw -2606675.733853 + Penalty 3274.758357 = -2603400.975496 nChanged 68 SP:Iteration 42Q (1219.582573 sec): 3 clusters Score: Raw -2606691.067762 + Penalty 3274.758357 = -2603416.309405 nChanged 71 SP:Iteration 43Q (1219.660888 sec): 3 clusters Score: Raw -2606705.658867 + Penalty 3274.758357 = -2603430.900510 nChanged 62 SP:Iteration 44Q (1219.731682 sec): 3 clusters Score: Raw -2606717.446416 + Penalty 3274.758357 = -2603442.688059 nChanged 54 SP:Iteration 45Q (1219.823995 sec): 3 clusters Score: Raw -2606728.659160 + Penalty 3274.758357 = -2603453.900803 nChanged 56 SP:Iteration 46Q (1219.906996 sec): 3 clusters Score: Raw -2606742.344462 + Penalty 3274.758357 = -2603467.586105 nChanged 66 SP:Iteration 47Q (1219.986502 sec): 3 clusters Score: Raw -2606759.150589 + Penalty 3274.758357 = -2603484.392231 nChanged 64 SP:Iteration 48Q (1220.066300 sec): 3 clusters Score: Raw -2606773.919824 + Penalty 3274.758357 = -2603499.161467 nChanged 56 SP:Iteration 49Q (1220.146593 sec): 3 clusters Score: Raw -2606790.631001 + Penalty 3274.758357 = -2603515.872644 nChanged 73 SP:Iteration 50Q (1220.219032 sec): 3 clusters Score: Raw -2606810.148579 + Penalty 3274.758357 = -2603535.390222 nChanged 63 SP:Iteration 51Q (1220.300607 sec): 3 clusters Score: Raw -2606825.538785 + Penalty 3274.758357 = -2603550.780428 nChanged 61 SP:Iteration 52Q (1220.384353 sec): 3 clusters Score: Raw -2606839.178365 + Penalty 3274.758357 = -2603564.420008 nChanged 56 SP:Iteration 53Q (1220.464598 sec): 3 clusters Score: Raw -2606851.376762 + Penalty 3274.758357 = -2603576.618405 nChanged 41 SP:Iteration 54Q (1220.543749 sec): 3 clusters Score: Raw -2606859.812798 + Penalty 3274.758357 = -2603585.054441 nChanged 44 SP:Iteration 55Q (1220.613300 sec): 3 clusters Score: Raw -2606868.888405 + Penalty 3274.758357 = -2603594.130048 nChanged 41 SP:Iteration 56Q (1220.696827 sec): 3 clusters Score: Raw -2606877.207400 + Penalty 3274.758357 = -2603602.449043 nChanged 32 SP:Iteration 57Q (1220.770837 sec): 3 clusters Score: Raw -2606882.611348 + Penalty 3274.758357 = -2603607.852991 nChanged 27 SP:Iteration 58Q (1220.851038 sec): 3 clusters Score: Raw -2606888.155395 + Penalty 3274.758357 = -2603613.397038 nChanged 24 SP:Iteration 59Q (1220.924478 sec): 3 clusters Score: Raw -2606892.555549 + Penalty 3274.758357 = -2603617.797192 nChanged 22 SP:Iteration 60F (1221.009392 sec): 3 clusters Score: Raw -2606897.088381 + Penalty 3274.758357 = -2603622.330024 nChanged 28 SP:Iteration 61Q (1221.099237 sec): 3 clusters Score: Raw -2606902.428961 + Penalty 3274.758357 = -2603627.670604 nChanged 21 SP:Iteration 62Q (1221.171217 sec): 3 clusters Score: Raw -2606906.158268 + Penalty 3274.758357 = -2603631.399911 nChanged 15 SP:Iteration 63Q (1221.255082 sec): 3 clusters Score: Raw -2606908.396879 + Penalty 3274.758357 = -2603633.638522 nChanged 11 SP:Iteration 64Q (1221.334867 sec): 3 clusters Score: Raw -2606910.216210 + Penalty 3274.758357 = -2603635.457853 nChanged 16 SP:Iteration 65Q (1221.406757 sec): 3 clusters Score: Raw -2606912.235015 + Penalty 3274.758357 = -2603637.476658 nChanged 10 SP:Iteration 66Q (1221.477224 sec): 3 clusters Score: Raw -2606913.616465 + Penalty 3274.758357 = -2603638.858108 nChanged 12 SP:Iteration 67Q (1221.565147 sec): 3 clusters Score: Raw -2606916.963590 + Penalty 3274.758357 = -2603642.205233 nChanged 11 SP:Iteration 68Q (1221.649906 sec): 3 clusters Score: Raw -2606918.760095 + Penalty 3274.758357 = -2603644.001738 nChanged 7 SP:Iteration 69Q (1221.730199 sec): 3 clusters Score: Raw -2606920.195568 + Penalty 3274.758357 = -2603645.437211 nChanged 8 SP:Iteration 70Q (1221.801542 sec): 3 clusters Score: Raw -2606921.497105 + Penalty 3274.758357 = -2603646.738748 nChanged 5 SP:Iteration 71Q (1221.889450 sec): 3 clusters Score: Raw -2606922.014234 + Penalty 3274.758357 = -2603647.255876 nChanged 6 SP:Iteration 72Q (1221.970941 sec): 3 clusters Score: Raw -2606923.251154 + Penalty 3274.758357 = -2603648.492796 nChanged 9 SP:Iteration 73Q (1222.052867 sec): 3 clusters Score: Raw -2606924.973852 + Penalty 3274.758357 = -2603650.215495 nChanged 4 SP:Iteration 74Q (1222.139645 sec): 3 clusters Score: Raw -2606925.718455 + Penalty 3274.758357 = -2603650.960098 nChanged 6 SP:Iteration 75Q (1222.217845 sec): 3 clusters Score: Raw -2606926.416031 + Penalty 3274.758357 = -2603651.657674 nChanged 6 SP:Iteration 76Q (1222.293287 sec): 3 clusters Score: Raw -2606927.210260 + Penalty 3274.758357 = -2603652.451902 nChanged 7 SP:Iteration 77Q (1222.374290 sec): 3 clusters Score: Raw -2606928.051973 + Penalty 3274.758357 = -2603653.293615 nChanged 12 SP:Iteration 78Q (1222.455023 sec): 3 clusters Score: Raw -2606929.973411 + Penalty 3274.758357 = -2603655.215054 nChanged 5 SP:Iteration 79Q (1222.537532 sec): 3 clusters Score: Raw -2606930.569467 + Penalty 3274.758357 = -2603655.811109 nChanged 4 SP:Iteration 80F (1222.626760 sec): 3 clusters Score: Raw -2606931.132960 + Penalty 3274.758357 = -2603656.374603 nChanged 2 SP:Iteration 81Q (1222.706174 sec): 3 clusters Score: Raw -2606931.345568 + Penalty 3274.758357 = -2603656.587211 nChanged 2 SP:Iteration 82Q (1222.790411 sec): 3 clusters Score: Raw -2606931.646080 + Penalty 3274.758357 = -2603656.887723 nChanged 2 SP:Iteration 83Q (1222.869499 sec): 3 clusters Score: Raw -2606931.969058 + Penalty 3274.758357 = -2603657.210701 nChanged 0 SP:Iteration 84F (1222.954434 sec): 3 clusters Score: Raw -2606931.969058 + Penalty 3274.758357 = -2603657.210701 nChanged 0 Trying to split cluster 20 (891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1222.985571 sec): 2 clusters Score: Raw -90090.997498 + Penalty 1103.755969 = -88987.241529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1223.021187 sec): 3 clusters Score: Raw -89856.242372 + Penalty 2207.511939 = -87648.730434 nChanged 269 SP:Iteration 1F (1223.070643 sec): 3 clusters Score: Raw -90187.743558 + Penalty 2207.511939 = -87980.231619 nChanged 103 SP:Iteration 2F (1223.115762 sec): 3 clusters Score: Raw -90459.686613 + Penalty 2207.511939 = -88252.174674 nChanged 88 SP:Iteration 3F (1223.173808 sec): 3 clusters Score: Raw -90823.214592 + Penalty 2207.511939 = -88615.702653 nChanged 85 SP:Iteration 4F (1223.226776 sec): 3 clusters Score: Raw -91266.283676 + Penalty 2207.511939 = -89058.771737 nChanged 51 SP:Iteration 5F (1223.278439 sec): 3 clusters Score: Raw -91495.877493 + Penalty 2207.511939 = -89288.365554 nChanged 27 SP:Iteration 6Q (1223.329978 sec): 3 clusters Score: Raw -91584.670513 + Penalty 2207.511939 = -89377.158574 nChanged 11 SP:Iteration 7Q (1223.380648 sec): 3 clusters Score: Raw -91611.921737 + Penalty 2207.511939 = -89404.409798 nChanged 5 SP:Iteration 8Q (1223.419177 sec): 3 clusters Score: Raw -91624.508017 + Penalty 2207.511939 = -89416.996078 nChanged 2 SP:Iteration 9Q (1223.469752 sec): 3 clusters Score: Raw -91627.064146 + Penalty 2207.511939 = -89419.552207 nChanged 1 SP:Iteration 10Q (1223.527852 sec): 3 clusters Score: Raw -91630.414135 + Penalty 2207.511939 = -89422.902196 nChanged 0 SP:Iteration 11F (1223.571347 sec): 3 clusters Score: Raw -91630.414135 + Penalty 2207.511939 = -89422.902196 nChanged 0 Score: Raw -22419167.425408 + Penalty 35703.347430 = -22383464.077979 Splitting cluster 20 changes total score from -22383908.180643 to -22383464.077979 So it's not getting split. Time taken for this iteration:578.108892 seconds. 21->18 Clusters: Score -22383908.180643, best is -22383703.477667 THE BEST YET! Main iterations: 407 (time per iteration =1755.871883 ms) Total iterations: 9364 (time per iteration =76.317798 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 136027100160.000000 (time per metric unit =5.253658ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 3264650403840.000000 (time per metric unit=218.902415ps) That took 714.639856 seconds.