FileBase PeterP-2013-09-03_dataset1 ElecNo 11 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.39 and 0.58 GB of RAM. Memory request: 0.19 GB would take us to total of 0.19 GB. ---------------------------------------------------------- Loaded 42572 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 42572 points ------ Starting initial clusters from distinct float masks Not enough masks (226) to generate starting clusters (300), so starting with (227) clusters instead. Assigned 227 initial classes from 226 unique masks. Deleting Class 216 (3 points): Lose 6.835948 but Gain 1688.614409 Iteration 0F (5.736252 sec): 226 clusters Score: Raw -3336406.537356 + Penalty 226108.075663 = -3110298.461694 nChanged 16351 Deleting Class 194 (3 points): Lose 10.721338 but Gain 1655.295980 Iteration 1F (9.869743 sec): 208 clusters Score: Raw -3378720.845680 + Penalty 218925.509170 = -3159795.336510 nChanged 7275 Deleting Class 197 (3 points): Lose 10.923080 but Gain 1640.234519 Iteration 2F (13.862128 sec): 201 clusters Score: Raw -3390729.020444 + Penalty 214822.000260 = -3175907.020184 nChanged 4319 Deleting Class 210 (3 points): Lose 9.963850 but Gain 1622.735736 Iteration 3F (17.772372 sec): 197 clusters Score: Raw -3396410.807252 + Penalty 212568.498032 = -3183842.309219 nChanged 3193 Deleting Class 110 (3 points): Lose 42.962006 but Gain 1629.683660 Iteration 4F (21.628417 sec): 195 clusters Score: Raw -3399725.693038 + Penalty 208953.436426 = -3190772.256613 nChanged 2448 Deleting Class 212 (3 points): Lose 24.784787 but Gain 1557.849827 Iteration 5F (25.430460 sec): 192 clusters Score: Raw -3401991.327517 + Penalty 206646.726370 = -3195344.601148 nChanged 2048 Deleting Class 176 (6 points): Lose 46.704415 but Gain 1576.356792 Iteration 6Q (25.990907 sec): 190 clusters Score: Raw -3403653.039707 + Penalty 205703.730977 = -3197949.308730 nChanged 1616 Deleting Class 189 (2 points): Lose 9.261130 but Gain 1604.074207 Iteration 7Q (26.485261 sec): 189 clusters Score: Raw -3404842.016894 + Penalty 203155.690054 = -3201686.326840 nChanged 1284 Deleting Class 218 (3 points): Lose 30.971076 but Gain 1553.423069 Iteration 8Q (26.934951 sec): 187 clusters Score: Raw -3405661.082552 + Penalty 200856.255560 = -3204804.826992 nChanged 960 Deleting Class 222 (1 points): Lose 0.493593 but Gain 1513.736877 Iteration 9Q (27.347135 sec): 185 clusters Score: Raw -3406316.526598 + Penalty 199725.501296 = -3206591.025302 nChanged 758 Deleting Class 187 (2 points): Lose 20.904256 but Gain 1526.934474 Iteration 10F (30.982519 sec): 184 clusters Score: Raw -3406767.103140 + Penalty 198314.859348 = -3208452.243792 nChanged 570 Deleting Class 135 (18 points): Lose 155.518223 but Gain 1658.626595 Iteration 11Q (31.362439 sec): 183 clusters Score: Raw -3406880.274977 + Penalty 197025.659437 = -3209854.615541 nChanged 467 Deleting Class 163 (6 points): Lose 56.989929 but Gain 1557.456184 Iteration 12Q (31.711651 sec): 182 clusters Score: Raw -3407098.064369 + Penalty 195516.727547 = -3211581.336823 nChanged 377 Deleting Class 36 (12 points): Lose 62.366158 but Gain 1559.177644 Iteration 13Q (32.060840 sec): 181 clusters Score: Raw -3407213.216818 + Penalty 194116.629824 = -3213096.586993 nChanged 350 Deleting Class 226 (1 points): Lose 1.492982 but Gain 1481.849268 Iteration 14Q (32.401117 sec): 180 clusters Score: Raw -3407377.035625 + Penalty 192686.945459 = -3214690.090166 nChanged 263 Deleting Class 144 (1 points): Lose 1.670737 but Gain 1459.517321 Iteration 15Q (32.727540 sec): 179 clusters Score: Raw -3407497.848919 + Penalty 191279.244876 = -3216218.604043 nChanged 249 Deleting Class 129 (14 points): Lose 86.215824 but Gain 1540.491572 Iteration 16Q (33.057685 sec): 178 clusters Score: Raw -3407541.619236 + Penalty 189814.911171 = -3217726.708065 nChanged 273 Deleting Class 68 (21 points): Lose 186.903663 but Gain 1640.493381 Iteration 17Q (33.388842 sec): 177 clusters Score: Raw -3407522.197580 + Penalty 188263.355355 = -3219258.842225 nChanged 269 Deleting Class 192 (14 points): Lose 126.262244 but Gain 1560.298040 Iteration 18Q (33.716928 sec): 176 clusters Score: Raw -3407581.777134 + Penalty 186628.865336 = -3220952.911798 nChanged 264 Deleting Class 140 (10 points): Lose 85.557518 but Gain 1512.368197 Iteration 19Q (34.048121 sec): 175 clusters Score: Raw -3407702.128336 + Penalty 185227.293012 = -3222474.835324 nChanged 276 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3407702.128336 + Penalty 185227.293012 = -3222474.835324Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 1 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.208158 sec): 2 clusters Score: Raw -9698.906046 + Penalty 201.483675 = -9497.422371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.208629 sec): 3 clusters Score: Raw -9697.614076 + Penalty 418.414248 = -9279.199827 nChanged 28 SP:Iteration 1F (34.209094 sec): 3 clusters Score: Raw -9743.775247 + Penalty 427.464614 = -9316.310632 nChanged 8 SP:Iteration 2F (34.209526 sec): 3 clusters Score: Raw -9760.209840 + Penalty 428.445716 = -9331.764125 nChanged 4 SP:Iteration 3Q (34.209939 sec): 3 clusters Score: Raw -9772.554214 + Penalty 426.337798 = -9346.216416 nChanged 3 SP:Iteration 4Q (34.210346 sec): 3 clusters Score: Raw -9779.595241 + Penalty 426.337798 = -9353.257443 nChanged 0 SP:Iteration 5F (34.210778 sec): 3 clusters Score: Raw -9779.595241 + Penalty 426.337798 = -9353.257443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 2 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.211307 sec): 2 clusters Score: Raw -516.983042 + Penalty 159.887466 = -357.095576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.211528 sec): 3 clusters Score: Raw -512.594725 + Penalty 319.774932 = -192.819793 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 3 (2190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.222180 sec): 2 clusters Score: Raw -192087.461762 + Penalty 486.938356 = -191600.523406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.226531 sec): 3 clusters Score: Raw -190822.473722 + Penalty 970.723565 = -189851.750156 nChanged 946 SP:Iteration 1F (34.230768 sec): 3 clusters Score: Raw -191500.062768 + Penalty 971.956511 = -190528.106257 nChanged 246 SP:Iteration 2F (34.235113 sec): 3 clusters Score: Raw -191894.424394 + Penalty 985.579568 = -190908.844826 nChanged 260 SP:Iteration 3F (34.239675 sec): 3 clusters Score: Raw -192514.797050 + Penalty 1007.639883 = -191507.157167 nChanged 234 SP:Iteration 4F (34.243879 sec): 3 clusters Score: Raw -193101.031107 + Penalty 1019.247141 = -192081.783967 nChanged 109 SP:Iteration 5Q (34.247906 sec): 3 clusters Score: Raw -193452.252348 + Penalty 1021.574762 = -192430.677586 nChanged 27 SP:Iteration 6Q (34.251628 sec): 3 clusters Score: Raw -193555.255273 + Penalty 1021.442452 = -192533.812822 nChanged 2 SP:Iteration 7Q (34.255215 sec): 3 clusters Score: Raw -193557.188188 + Penalty 1021.185255 = -192536.002933 nChanged 1 SP:Iteration 8Q (34.258564 sec): 3 clusters Score: Raw -193558.822217 + Penalty 1021.185255 = -192537.636962 nChanged 0 SP:Iteration 9F (34.262719 sec): 3 clusters Score: Raw -193558.822217 + Penalty 1021.185255 = -192537.636962 nChanged 0 Score: Raw -3431436.178519 + Penalty 185967.642224 = -3245468.536295 Splitting cluster 3 changes total score from -3222474.835324 to -3245468.536295 So it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.705142 sec): 2 clusters Score: Raw -15587.250622 + Penalty 396.358033 = -15190.892589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.705693 sec): 3 clusters Score: Raw -15540.875446 + Penalty 795.006790 = -14745.868656 nChanged 48 SP:Iteration 1F (37.706278 sec): 3 clusters Score: Raw -15591.768704 + Penalty 794.463296 = -14797.305408 nChanged 7 SP:Iteration 2Q (37.706827 sec): 3 clusters Score: Raw -15598.412659 + Penalty 793.811708 = -14804.600951 nChanged 4 SP:Iteration 3Q (37.707368 sec): 3 clusters Score: Raw -15603.468814 + Penalty 793.064902 = -14810.403912 nChanged 6 SP:Iteration 4Q (37.707909 sec): 3 clusters Score: Raw -15611.443727 + Penalty 792.779133 = -14818.664594 nChanged 5 SP:Iteration 5Q (37.708448 sec): 3 clusters Score: Raw -15617.252933 + Penalty 792.511515 = -14824.741419 nChanged 2 SP:Iteration 6Q (37.708987 sec): 3 clusters Score: Raw -15621.246259 + Penalty 792.074844 = -14829.171416 nChanged 2 SP:Iteration 7Q (37.709522 sec): 3 clusters Score: Raw -15624.083207 + Penalty 792.191953 = -14831.891255 nChanged 1 SP:Iteration 8Q (37.710050 sec): 3 clusters Score: Raw -15625.546222 + Penalty 791.820390 = -14833.725832 nChanged 2 SP:Iteration 9Q (37.710570 sec): 3 clusters Score: Raw -15626.679433 + Penalty 791.675848 = -14835.003586 nChanged 1 SP:Iteration 10F (37.711105 sec): 3 clusters Score: Raw -15627.153984 + Penalty 791.834996 = -14835.318988 nChanged 1 SP:Iteration 11Q (37.711627 sec): 3 clusters Score: Raw -15630.184688 + Penalty 792.202660 = -14837.982028 nChanged 2 SP:Iteration 12Q (37.712149 sec): 3 clusters Score: Raw -15634.482936 + Penalty 792.444217 = -14842.038719 nChanged 1 SP:Iteration 13Q (37.712669 sec): 3 clusters Score: Raw -15638.192947 + Penalty 792.618664 = -14845.574283 nChanged 1 SP:Iteration 14Q (37.713189 sec): 3 clusters Score: Raw -15639.743046 + Penalty 792.618664 = -14847.124382 nChanged 0 SP:Iteration 15F (37.713725 sec): 3 clusters Score: Raw -15639.743046 + Penalty 792.618664 = -14847.124382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 5 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.714251 sec): 2 clusters Score: Raw -1045.887694 + Penalty 237.506106 = -808.381588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.714485 sec): 3 clusters Score: Raw -1066.387190 + Penalty 467.094651 = -599.292539 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 6 (1672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.719651 sec): 2 clusters Score: Raw -137200.916527 + Penalty 164.854983 = -137036.061544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.723084 sec): 3 clusters Score: Raw -136144.109546 + Penalty 315.637003 = -135828.472543 nChanged 770 SP:Iteration 1F (37.726388 sec): 3 clusters Score: Raw -136688.032448 + Penalty 308.390622 = -136379.641826 nChanged 215 SP:Iteration 2F (37.729728 sec): 3 clusters Score: Raw -136893.790374 + Penalty 296.719428 = -136597.070946 nChanged 165 SP:Iteration 3F (37.733032 sec): 3 clusters Score: Raw -137090.352244 + Penalty 250.435266 = -136839.916978 nChanged 81 SP:Iteration 4Q (37.736170 sec): 3 clusters Score: Raw -137211.696709 + Penalty 245.165918 = -136966.530791 nChanged 12 SP:Iteration 5Q (37.738782 sec): 3 clusters Score: Raw -137215.599686 + Penalty 244.190423 = -136971.409263 nChanged 5 SP:Iteration 6Q (37.741522 sec): 3 clusters Score: Raw -137217.810973 + Penalty 242.780444 = -136975.030529 nChanged 6 SP:Iteration 7Q (37.744210 sec): 3 clusters Score: Raw -137219.562789 + Penalty 236.828902 = -136982.733888 nChanged 3 SP:Iteration 8Q (37.746698 sec): 3 clusters Score: Raw -137221.261019 + Penalty 233.100043 = -136988.160976 nChanged 4 SP:Iteration 9Q (37.749173 sec): 3 clusters Score: Raw -137222.441238 + Penalty 232.361472 = -136990.079766 nChanged 2 SP:Iteration 10F (37.752198 sec): 3 clusters Score: Raw -137222.344117 + Penalty 232.361472 = -136989.982645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 7 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.752927 sec): 2 clusters Score: Raw -3706.084492 + Penalty 580.064038 = -3126.020454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.753220 sec): 3 clusters Score: Raw -3850.495748 + Penalty 1159.642518 = -2690.853229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 8 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.753784 sec): 2 clusters Score: Raw -2493.367509 + Penalty 275.660205 = -2217.707304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.754047 sec): 3 clusters Score: Raw -2494.290048 + Penalty 552.785037 = -1941.505011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 9 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.754568 sec): 2 clusters Score: Raw -1730.104634 + Penalty 306.524140 = -1423.580494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.754814 sec): 3 clusters Score: Raw -1755.952789 + Penalty 614.004234 = -1141.948555 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 10 (15554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.824517 sec): 2 clusters Score: Raw -1229388.866425 + Penalty 204.466695 = -1229184.399730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.854353 sec): 3 clusters Score: Raw -1218810.585506 + Penalty 410.598001 = -1218399.987506 nChanged 7544 SP:Iteration 1F (37.883594 sec): 3 clusters Score: Raw -1223283.733457 + Penalty 524.495447 = -1222759.238010 nChanged 3880 SP:Iteration 2F (37.912691 sec): 3 clusters Score: Raw -1228350.547212 + Penalty 587.543515 = -1227763.003697 nChanged 868 SP:Iteration 3F (37.941973 sec): 3 clusters Score: Raw -1229350.750613 + Penalty 477.222848 = -1228873.527764 nChanged 54 SP:Iteration 4Q (37.964867 sec): 3 clusters Score: Raw -1229417.923375 + Penalty 379.467193 = -1229038.456182 nChanged 13 SP:Iteration 5Q (37.987314 sec): 3 clusters Score: Raw -1229439.643195 + Penalty 343.035696 = -1229096.607499 nChanged 6 SP:Iteration 6Q (38.009851 sec): 3 clusters Score: Raw -1229444.099233 + Penalty 338.929926 = -1229105.169307 nChanged 3 SP:Iteration 7Q (38.032735 sec): 3 clusters Score: Raw -1229445.551541 + Penalty 320.535737 = -1229125.015804 nChanged 3 SP:Iteration 8Q (38.055467 sec): 3 clusters Score: Raw -1229451.802480 + Penalty 314.999599 = -1229136.802880 nChanged 2 SP:Iteration 9Q (38.077965 sec): 3 clusters Score: Raw -1229462.090664 + Penalty 311.971624 = -1229150.119040 nChanged 2 SP:Iteration 10F (38.106405 sec): 3 clusters Score: Raw -1229462.970591 + Penalty 314.465454 = -1229148.505137 nChanged 2 SP:Iteration 11F (38.134981 sec): 3 clusters Score: Raw -1229463.914219 + Penalty 314.465454 = -1229149.448765 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 11 (802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.148059 sec): 2 clusters Score: Raw -74779.756027 + Penalty 758.872554 = -74020.883474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.149775 sec): 3 clusters Score: Raw -74453.114590 + Penalty 1512.848021 = -72940.266570 nChanged 292 SP:Iteration 1F (38.151371 sec): 3 clusters Score: Raw -74793.318042 + Penalty 1510.538649 = -73282.779393 nChanged 83 SP:Iteration 2F (38.152947 sec): 3 clusters Score: Raw -74893.016616 + Penalty 1511.809960 = -73381.206656 nChanged 42 SP:Iteration 3F (38.154515 sec): 3 clusters Score: Raw -74939.410981 + Penalty 1512.156667 = -73427.254313 nChanged 22 SP:Iteration 4Q (38.156057 sec): 3 clusters Score: Raw -74956.098869 + Penalty 1511.210240 = -73444.888630 nChanged 7 SP:Iteration 5Q (38.157663 sec): 3 clusters Score: Raw -74961.168332 + Penalty 1512.604394 = -73448.563938 nChanged 8 SP:Iteration 6Q (38.159227 sec): 3 clusters Score: Raw -74972.007276 + Penalty 1512.825263 = -73459.182013 nChanged 5 SP:Iteration 7Q (38.160788 sec): 3 clusters Score: Raw -74977.670477 + Penalty 1512.604056 = -73465.066421 nChanged 5 SP:Iteration 8Q (38.162339 sec): 3 clusters Score: Raw -74981.533710 + Penalty 1513.118948 = -73468.414763 nChanged 4 SP:Iteration 9Q (38.163874 sec): 3 clusters Score: Raw -74986.103385 + Penalty 1513.659519 = -73472.443866 nChanged 4 SP:Iteration 10F (38.165483 sec): 3 clusters Score: Raw -74989.342032 + Penalty 1513.572380 = -73475.769652 nChanged 2 SP:Iteration 11Q (38.167041 sec): 3 clusters Score: Raw -74990.042514 + Penalty 1513.572380 = -73476.470134 nChanged 0 SP:Iteration 12F (38.168661 sec): 3 clusters Score: Raw -74990.042514 + Penalty 1513.572380 = -73476.470134 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 12 (2504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.181767 sec): 2 clusters Score: Raw -221422.645129 + Penalty 490.389944 = -220932.255185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.186517 sec): 3 clusters Score: Raw -220029.715486 + Penalty 973.921458 = -219055.794028 nChanged 1040 SP:Iteration 1F (38.191289 sec): 3 clusters Score: Raw -220957.221899 + Penalty 968.860534 = -219988.361365 nChanged 290 SP:Iteration 2F (38.195965 sec): 3 clusters Score: Raw -221191.110857 + Penalty 965.405751 = -220225.705106 nChanged 165 SP:Iteration 3F (38.200688 sec): 3 clusters Score: Raw -221323.291152 + Penalty 965.071015 = -220358.220137 nChanged 138 SP:Iteration 4F (38.205435 sec): 3 clusters Score: Raw -221424.389803 + Penalty 967.344224 = -220457.045579 nChanged 88 SP:Iteration 5Q (38.210303 sec): 3 clusters Score: Raw -221478.269112 + Penalty 970.242857 = -220508.026255 nChanged 87 SP:Iteration 6Q (38.214816 sec): 3 clusters Score: Raw -221529.508156 + Penalty 973.453575 = -220556.054581 nChanged 78 SP:Iteration 7Q (38.219266 sec): 3 clusters Score: Raw -221571.508385 + Penalty 976.930149 = -220594.578236 nChanged 72 SP:Iteration 8Q (38.223723 sec): 3 clusters Score: Raw -221614.070991 + Penalty 980.648970 = -220633.422021 nChanged 72 SP:Iteration 9Q (38.228322 sec): 3 clusters Score: Raw -221654.239460 + Penalty 983.029585 = -220671.209875 nChanged 51 SP:Iteration 10F (38.232832 sec): 3 clusters Score: Raw -221678.511909 + Penalty 985.057015 = -220693.454894 nChanged 41 SP:Iteration 11Q (38.237302 sec): 3 clusters Score: Raw -221695.574398 + Penalty 987.144850 = -220708.429547 nChanged 33 SP:Iteration 12Q (38.241920 sec): 3 clusters Score: Raw -221710.194104 + Penalty 989.217129 = -220720.976975 nChanged 34 SP:Iteration 13Q (38.246665 sec): 3 clusters Score: Raw -221724.109290 + Penalty 990.273161 = -220733.836129 nChanged 20 SP:Iteration 14Q (38.251031 sec): 3 clusters Score: Raw -221730.845181 + Penalty 991.083894 = -220739.761287 nChanged 15 SP:Iteration 15Q (38.255363 sec): 3 clusters Score: Raw -221737.731439 + Penalty 991.900127 = -220745.831313 nChanged 19 SP:Iteration 16Q (38.260016 sec): 3 clusters Score: Raw -221743.396890 + Penalty 992.627048 = -220750.769842 nChanged 13 SP:Iteration 17Q (38.264483 sec): 3 clusters Score: Raw -221745.726178 + Penalty 992.885827 = -220752.840351 nChanged 6 SP:Iteration 18Q (38.268989 sec): 3 clusters Score: Raw -221747.830388 + Penalty 993.113355 = -220754.717032 nChanged 10 SP:Iteration 19Q (38.273527 sec): 3 clusters Score: Raw -221751.113164 + Penalty 993.556509 = -220757.556656 nChanged 14 SP:Iteration 20F (38.278618 sec): 3 clusters Score: Raw -221755.390284 + Penalty 993.891221 = -220761.499063 nChanged 6 SP:Iteration 21Q (38.283188 sec): 3 clusters Score: Raw -221756.544196 + Penalty 994.110647 = -220762.433549 nChanged 4 SP:Iteration 22Q (38.287658 sec): 3 clusters Score: Raw -221757.170555 + Penalty 994.158228 = -220763.012327 nChanged 1 SP:Iteration 23Q (38.292120 sec): 3 clusters Score: Raw -221757.630719 + Penalty 994.217848 = -220763.412871 nChanged 2 SP:Iteration 24Q (38.296645 sec): 3 clusters Score: Raw -221758.291476 + Penalty 994.210722 = -220764.080754 nChanged 1 SP:Iteration 25Q (38.301042 sec): 3 clusters Score: Raw -221758.864695 + Penalty 994.226658 = -220764.638037 nChanged 1 SP:Iteration 26Q (38.305465 sec): 3 clusters Score: Raw -221759.166820 + Penalty 994.226658 = -220764.940162 nChanged 0 SP:Iteration 27F (38.310410 sec): 3 clusters Score: Raw -221759.166820 + Penalty 994.226658 = -220764.940162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.317793 sec): 2 clusters Score: Raw -6223.929949 + Penalty 147.238584 = -6076.691364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.318188 sec): 3 clusters Score: Raw -6204.875250 + Penalty 295.027673 = -5909.847577 nChanged 16 SP:Iteration 1F (38.318572 sec): 3 clusters Score: Raw -6227.071051 + Penalty 293.313408 = -5933.757643 nChanged 6 SP:Iteration 2F (38.318956 sec): 3 clusters Score: Raw -6234.167421 + Penalty 290.338220 = -5943.829201 nChanged 4 SP:Iteration 3Q (38.319315 sec): 3 clusters Score: Raw -6240.473773 + Penalty 290.338220 = -5950.135553 nChanged 0 SP:Iteration 4F (38.319679 sec): 3 clusters Score: Raw -6240.473773 + Penalty 290.338220 = -5950.135553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 14 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.320253 sec): 2 clusters Score: Raw -3157.782261 + Penalty 430.251792 = -2727.530470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.320527 sec): 3 clusters Score: Raw -3188.044626 + Penalty 858.039112 = -2330.005514 nChanged 1 SP:Iteration 1Q (38.320796 sec): 3 clusters Score: Raw -3193.294227 + Penalty 858.039112 = -2335.255115 nChanged 0 SP:Iteration 2F (38.321074 sec): 3 clusters Score: Raw -3193.294227 + Penalty 858.039112 = -2335.255115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.322921 sec): 2 clusters Score: Raw -22818.695455 + Penalty 710.988880 = -22107.706574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.323634 sec): 3 clusters Score: Raw -22814.582579 + Penalty 1422.924022 = -21391.658557 nChanged 61 SP:Iteration 1F (38.324334 sec): 3 clusters Score: Raw -22937.286514 + Penalty 1423.901595 = -21513.384919 nChanged 25 SP:Iteration 2F (38.325035 sec): 3 clusters Score: Raw -22974.665035 + Penalty 1424.980069 = -21549.684966 nChanged 7 SP:Iteration 3Q (38.325702 sec): 3 clusters Score: Raw -22988.392344 + Penalty 1425.879569 = -21562.512774 nChanged 4 SP:Iteration 4Q (38.326365 sec): 3 clusters Score: Raw -22994.687883 + Penalty 1426.624990 = -21568.062893 nChanged 3 SP:Iteration 5Q (38.327030 sec): 3 clusters Score: Raw -22997.757879 + Penalty 1426.065624 = -21571.692254 nChanged 2 SP:Iteration 6Q (38.327691 sec): 3 clusters Score: Raw -23005.226193 + Penalty 1426.000363 = -21579.225830 nChanged 3 SP:Iteration 7Q (38.328349 sec): 3 clusters Score: Raw -23007.595068 + Penalty 1426.000363 = -21581.594705 nChanged 0 SP:Iteration 8F (38.329075 sec): 3 clusters Score: Raw -23007.595068 + Penalty 1426.000363 = -21581.594705 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 16 (1302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.333966 sec): 2 clusters Score: Raw -107155.700556 + Penalty 351.759555 = -106803.941001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.336438 sec): 3 clusters Score: Raw -106396.955714 + Penalty 712.198198 = -105684.757516 nChanged 557 SP:Iteration 1F (38.338893 sec): 3 clusters Score: Raw -106798.289738 + Penalty 712.697944 = -106085.591794 nChanged 183 SP:Iteration 2F (38.341432 sec): 3 clusters Score: Raw -106941.514652 + Penalty 707.390907 = -106234.123746 nChanged 94 SP:Iteration 3F (38.344068 sec): 3 clusters Score: Raw -107005.617572 + Penalty 703.055424 = -106302.562148 nChanged 55 SP:Iteration 4Q (38.346636 sec): 3 clusters Score: Raw -107034.943529 + Penalty 700.425768 = -106334.517761 nChanged 37 SP:Iteration 5Q (38.349084 sec): 3 clusters Score: Raw -107055.299689 + Penalty 697.882330 = -106357.417360 nChanged 34 SP:Iteration 6Q (38.351513 sec): 3 clusters Score: Raw -107075.258428 + Penalty 697.525962 = -106377.732466 nChanged 40 SP:Iteration 7Q (38.353881 sec): 3 clusters Score: Raw -107098.285026 + Penalty 697.991378 = -106400.293648 nChanged 33 SP:Iteration 8Q (38.356241 sec): 3 clusters Score: Raw -107122.817570 + Penalty 700.676077 = -106422.141493 nChanged 45 SP:Iteration 9Q (38.358661 sec): 3 clusters Score: Raw -107177.101066 + Penalty 705.368541 = -106471.732526 nChanged 59 SP:Iteration 10F (38.361163 sec): 3 clusters Score: Raw -107274.176539 + Penalty 710.208577 = -106563.967962 nChanged 41 SP:Iteration 11Q (38.363465 sec): 3 clusters Score: Raw -107330.135874 + Penalty 713.934528 = -106616.201346 nChanged 40 SP:Iteration 12Q (38.365708 sec): 3 clusters Score: Raw -107376.844258 + Penalty 717.268985 = -106659.575273 nChanged 34 SP:Iteration 13Q (38.367904 sec): 3 clusters Score: Raw -107408.403122 + Penalty 720.041676 = -106688.361446 nChanged 26 SP:Iteration 14Q (38.370064 sec): 3 clusters Score: Raw -107425.209169 + Penalty 721.311580 = -106703.897589 nChanged 11 SP:Iteration 15Q (38.372210 sec): 3 clusters Score: Raw -107431.678453 + Penalty 722.109481 = -106709.568972 nChanged 9 SP:Iteration 16Q (38.374632 sec): 3 clusters Score: Raw -107438.468368 + Penalty 722.694371 = -106715.773997 nChanged 6 SP:Iteration 17Q (38.377047 sec): 3 clusters Score: Raw -107439.497638 + Penalty 723.741543 = -106715.756095 nChanged 4 SP:Iteration 18F (38.379606 sec): 3 clusters Score: Raw -107440.204962 + Penalty 724.127231 = -106716.077730 nChanged 2 SP:Iteration 19Q (38.381744 sec): 3 clusters Score: Raw -107440.426995 + Penalty 724.127231 = -106716.299764 nChanged 0 SP:Iteration 20F (38.384180 sec): 3 clusters Score: Raw -107440.426995 + Penalty 724.127231 = -106716.299764 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 17 (749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.388039 sec): 2 clusters Score: Raw -66639.068181 + Penalty 662.148841 = -65976.919340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.389562 sec): 3 clusters Score: Raw -66281.041301 + Penalty 1326.963151 = -64954.078149 nChanged 254 SP:Iteration 1F (38.391077 sec): 3 clusters Score: Raw -66462.616824 + Penalty 1328.090397 = -65134.526427 nChanged 76 SP:Iteration 2F (38.392599 sec): 3 clusters Score: Raw -66529.942555 + Penalty 1331.218167 = -65198.724388 nChanged 52 SP:Iteration 3F (38.394097 sec): 3 clusters Score: Raw -66581.909729 + Penalty 1335.473081 = -65246.436649 nChanged 39 SP:Iteration 4F (38.395590 sec): 3 clusters Score: Raw -66616.028154 + Penalty 1344.711985 = -65271.316169 nChanged 34 SP:Iteration 5Q (38.397021 sec): 3 clusters Score: Raw -66657.966056 + Penalty 1349.281613 = -65308.684443 nChanged 16 SP:Iteration 6Q (38.398471 sec): 3 clusters Score: Raw -66668.122130 + Penalty 1352.254381 = -65315.867749 nChanged 8 SP:Iteration 7Q (38.399933 sec): 3 clusters Score: Raw -66672.198788 + Penalty 1353.955708 = -65318.243081 nChanged 4 SP:Iteration 8Q (38.401393 sec): 3 clusters Score: Raw -66673.171554 + Penalty 1357.303337 = -65315.868217 nChanged 7 SP:Iteration 9F (38.402887 sec): 3 clusters Score: Raw -66675.113441 + Penalty 1358.992089 = -65316.121353 nChanged 3 SP:Iteration 10F (38.404366 sec): 3 clusters Score: Raw -66675.842319 + Penalty 1360.894590 = -65314.947728 nChanged 4 SP:Iteration 11F (38.405834 sec): 3 clusters Score: Raw -66676.512759 + Penalty 1361.610025 = -65314.902734 nChanged 2 SP:Iteration 12F (38.407444 sec): 3 clusters Score: Raw -66676.854241 + Penalty 1363.065532 = -65313.788709 nChanged 2 SP:Iteration 13F (38.409016 sec): 3 clusters Score: Raw -66677.817920 + Penalty 1366.447718 = -65311.370202 nChanged 5 SP:Iteration 14F (38.410539 sec): 3 clusters Score: Raw -66679.286884 + Penalty 1369.401588 = -65309.885295 nChanged 6 SP:Iteration 15F (38.412027 sec): 3 clusters Score: Raw -66684.451944 + Penalty 1374.483868 = -65309.968075 nChanged 8 SP:Iteration 16Q (38.413466 sec): 3 clusters Score: Raw -66689.653043 + Penalty 1382.966249 = -65306.686794 nChanged 11 SP:Iteration 17F (38.414959 sec): 3 clusters Score: Raw -66698.020450 + Penalty 1393.061763 = -65304.958687 nChanged 15 SP:Iteration 18F (38.416436 sec): 3 clusters Score: Raw -66706.812948 + Penalty 1402.113169 = -65304.699779 nChanged 12 SP:Iteration 19F (38.417903 sec): 3 clusters Score: Raw -66714.235110 + Penalty 1407.849693 = -65306.385417 nChanged 10 SP:Iteration 20F (38.419468 sec): 3 clusters Score: Raw -66721.061941 + Penalty 1414.230951 = -65306.830990 nChanged 9 SP:Iteration 21Q (38.420958 sec): 3 clusters Score: Raw -66728.645523 + Penalty 1425.028695 = -65303.616828 nChanged 10 SP:Iteration 22F (38.422538 sec): 3 clusters Score: Raw -66736.842834 + Penalty 1434.253721 = -65302.589113 nChanged 7 SP:Iteration 23F (38.424093 sec): 3 clusters Score: Raw -66745.585178 + Penalty 1438.690723 = -65306.894455 nChanged 4 SP:Iteration 24Q (38.425652 sec): 3 clusters Score: Raw -66750.335673 + Penalty 1442.032200 = -65308.303473 nChanged 4 SP:Iteration 25Q (38.427244 sec): 3 clusters Score: Raw -66752.807533 + Penalty 1443.140161 = -65309.667373 nChanged 3 SP:Iteration 26Q (38.428680 sec): 3 clusters Score: Raw -66754.442920 + Penalty 1443.140161 = -65311.302759 nChanged 0 SP:Iteration 27F (38.430175 sec): 3 clusters Score: Raw -66754.442920 + Penalty 1443.140161 = -65311.302759 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 18 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.432553 sec): 2 clusters Score: Raw -54173.041918 + Penalty 724.987180 = -53448.054738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.433876 sec): 3 clusters Score: Raw -53916.703300 + Penalty 1449.974361 = -52466.728939 nChanged 182 SP:Iteration 1F (38.435187 sec): 3 clusters Score: Raw -54076.208246 + Penalty 1450.446366 = -52625.761880 nChanged 56 SP:Iteration 2F (38.436476 sec): 3 clusters Score: Raw -54134.717036 + Penalty 1450.231449 = -52684.485586 nChanged 33 SP:Iteration 3F (38.437774 sec): 3 clusters Score: Raw -54173.406561 + Penalty 1451.555395 = -52721.851166 nChanged 31 SP:Iteration 4Q (38.439150 sec): 3 clusters Score: Raw -54213.695041 + Penalty 1450.233486 = -52763.461555 nChanged 23 SP:Iteration 5Q (38.440483 sec): 3 clusters Score: Raw -54240.059332 + Penalty 1449.522721 = -52790.536611 nChanged 15 SP:Iteration 6Q (38.441794 sec): 3 clusters Score: Raw -54261.086450 + Penalty 1450.768380 = -52810.318069 nChanged 12 SP:Iteration 7Q (38.443104 sec): 3 clusters Score: Raw -54283.444534 + Penalty 1450.809705 = -52832.634830 nChanged 17 SP:Iteration 8Q (38.444419 sec): 3 clusters Score: Raw -54313.086567 + Penalty 1450.664633 = -52862.421935 nChanged 15 SP:Iteration 9Q (38.445695 sec): 3 clusters Score: Raw -54333.019766 + Penalty 1450.143753 = -52882.876013 nChanged 11 SP:Iteration 10F (38.447040 sec): 3 clusters Score: Raw -54348.567800 + Penalty 1449.646566 = -52898.921234 nChanged 11 SP:Iteration 11Q (38.448219 sec): 3 clusters Score: Raw -54369.441063 + Penalty 1449.541783 = -52919.899280 nChanged 13 SP:Iteration 12Q (38.449381 sec): 3 clusters Score: Raw -54391.889602 + Penalty 1449.670468 = -52942.219134 nChanged 9 SP:Iteration 13Q (38.450546 sec): 3 clusters Score: Raw -54407.920592 + Penalty 1449.827005 = -52958.093587 nChanged 5 SP:Iteration 14Q (38.451696 sec): 3 clusters Score: Raw -54414.177648 + Penalty 1449.436141 = -52964.741507 nChanged 5 SP:Iteration 15Q (38.452841 sec): 3 clusters Score: Raw -54421.646430 + Penalty 1448.780698 = -52972.865732 nChanged 5 SP:Iteration 16Q (38.453983 sec): 3 clusters Score: Raw -54428.645556 + Penalty 1448.193640 = -52980.451916 nChanged 5 SP:Iteration 17Q (38.455114 sec): 3 clusters Score: Raw -54436.388485 + Penalty 1447.811988 = -52988.576497 nChanged 3 SP:Iteration 18Q (38.456235 sec): 3 clusters Score: Raw -54439.155709 + Penalty 1447.768269 = -52991.387440 nChanged 1 SP:Iteration 19Q (38.457349 sec): 3 clusters Score: Raw -54439.408052 + Penalty 1447.768269 = -52991.639783 nChanged 0 SP:Iteration 20F (38.458635 sec): 3 clusters Score: Raw -54439.408052 + Penalty 1447.768269 = -52991.639783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 19 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.459201 sec): 2 clusters Score: Raw -1975.023207 + Penalty 392.767760 = -1582.255447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.459451 sec): 3 clusters Score: Raw -2025.030436 + Penalty 789.701447 = -1235.328988 nChanged 0 Memory request: 0.02 GB would take us to total of 0.41 GB. Trying to split cluster 20 (3051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.474044 sec): 2 clusters Score: Raw -257958.580103 + Penalty 411.520215 = -257547.059888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.479959 sec): 3 clusters Score: Raw -256095.831453 + Penalty 822.322065 = -255273.509388 nChanged 1353 SP:Iteration 1F (38.485432 sec): 3 clusters Score: Raw -257114.250945 + Penalty 830.465072 = -256283.785873 nChanged 323 SP:Iteration 2F (38.490928 sec): 3 clusters Score: Raw -257337.843001 + Penalty 844.775127 = -256493.067874 nChanged 222 SP:Iteration 3F (38.496536 sec): 3 clusters Score: Raw -257532.177817 + Penalty 868.875993 = -256663.301824 nChanged 183 SP:Iteration 4F (38.502080 sec): 3 clusters Score: Raw -257704.045845 + Penalty 892.102650 = -256811.943195 nChanged 107 SP:Iteration 5Q (38.507569 sec): 3 clusters Score: Raw -257802.610897 + Penalty 912.876407 = -256889.734491 nChanged 86 SP:Iteration 6Q (38.513296 sec): 3 clusters Score: Raw -257884.823853 + Penalty 950.917005 = -256933.906848 nChanged 49 SP:Iteration 7Q (38.518494 sec): 3 clusters Score: Raw -257938.274366 + Penalty 975.561412 = -256962.712955 nChanged 27 SP:Iteration 8Q (38.523301 sec): 3 clusters Score: Raw -257970.506242 + Penalty 995.682848 = -256974.823394 nChanged 13 SP:Iteration 9Q (38.528048 sec): 3 clusters Score: Raw -257988.024265 + Penalty 1009.019302 = -256979.004963 nChanged 5 SP:Iteration 10F (38.533482 sec): 3 clusters Score: Raw -257990.789057 + Penalty 1016.544974 = -256974.244082 nChanged 2 SP:Iteration 11F (38.538962 sec): 3 clusters Score: Raw -257994.178636 + Penalty 1020.522771 = -256973.655865 nChanged 3 SP:Iteration 12F (38.544743 sec): 3 clusters Score: Raw -257998.069051 + Penalty 1022.021160 = -256976.047890 nChanged 2 SP:Iteration 13Q (38.549643 sec): 3 clusters Score: Raw -257999.241551 + Penalty 1028.393828 = -256970.847723 nChanged 2 SP:Iteration 14F (38.555107 sec): 3 clusters Score: Raw -258002.868253 + Penalty 1026.652293 = -256976.215960 nChanged 3 SP:Iteration 15Q (38.559541 sec): 3 clusters Score: Raw -258010.698721 + Penalty 1029.568983 = -256981.129738 nChanged 1 SP:Iteration 16Q (38.563889 sec): 3 clusters Score: Raw -258012.955671 + Penalty 1030.963717 = -256981.991954 nChanged 1 SP:Iteration 17Q (38.568268 sec): 3 clusters Score: Raw -258014.469543 + Penalty 1030.963717 = -256983.505826 nChanged 0 SP:Iteration 18F (38.573698 sec): 3 clusters Score: Raw -258014.469543 + Penalty 1030.963717 = -256983.505826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 21 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.576995 sec): 2 clusters Score: Raw -678.215729 + Penalty 199.261332 = -478.954397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.577225 sec): 3 clusters Score: Raw -681.201598 + Penalty 443.296277 = -237.905321 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.579393 sec): 2 clusters Score: Raw -50057.653286 + Penalty 274.505629 = -49783.147657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.580685 sec): 3 clusters Score: Raw -49728.491908 + Penalty 549.005744 = -49179.486164 nChanged 237 SP:Iteration 1F (38.581956 sec): 3 clusters Score: Raw -49874.254229 + Penalty 550.713773 = -49323.540457 nChanged 80 SP:Iteration 2F (38.583225 sec): 3 clusters Score: Raw -49986.249878 + Penalty 557.414289 = -49428.835589 nChanged 71 SP:Iteration 3F (38.584500 sec): 3 clusters Score: Raw -50058.391648 + Penalty 566.186675 = -49492.204973 nChanged 47 SP:Iteration 4F (38.585773 sec): 3 clusters Score: Raw -50103.051484 + Penalty 572.744749 = -49530.306735 nChanged 30 SP:Iteration 5Q (38.587041 sec): 3 clusters Score: Raw -50126.493352 + Penalty 577.312666 = -49549.180686 nChanged 19 SP:Iteration 6Q (38.588291 sec): 3 clusters Score: Raw -50135.904176 + Penalty 578.389942 = -49557.514235 nChanged 10 SP:Iteration 7Q (38.589542 sec): 3 clusters Score: Raw -50140.840592 + Penalty 580.095987 = -49560.744605 nChanged 13 SP:Iteration 8Q (38.590771 sec): 3 clusters Score: Raw -50148.102046 + Penalty 585.137100 = -49562.964947 nChanged 12 SP:Iteration 9Q (38.592042 sec): 3 clusters Score: Raw -50156.849920 + Penalty 587.847792 = -49569.002128 nChanged 15 SP:Iteration 10F (38.593341 sec): 3 clusters Score: Raw -50171.019285 + Penalty 588.776182 = -49582.243103 nChanged 7 SP:Iteration 11Q (38.594599 sec): 3 clusters Score: Raw -50177.329544 + Penalty 588.665014 = -49588.664530 nChanged 2 SP:Iteration 12Q (38.595858 sec): 3 clusters Score: Raw -50178.135112 + Penalty 587.968684 = -49590.166427 nChanged 1 SP:Iteration 13Q (38.597128 sec): 3 clusters Score: Raw -50178.598190 + Penalty 587.968684 = -49590.629506 nChanged 0 SP:Iteration 14F (38.598415 sec): 3 clusters Score: Raw -50178.598190 + Penalty 587.968684 = -49590.629506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 23 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.600413 sec): 2 clusters Score: Raw -28788.455552 + Penalty 665.254795 = -28123.200757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.601207 sec): 3 clusters Score: Raw -28685.061872 + Penalty 1319.805673 = -27365.256198 nChanged 72 SP:Iteration 1F (38.601986 sec): 3 clusters Score: Raw -28765.891473 + Penalty 1319.645938 = -27446.245534 nChanged 26 SP:Iteration 2F (38.602770 sec): 3 clusters Score: Raw -28807.342209 + Penalty 1320.677758 = -27486.664451 nChanged 13 SP:Iteration 3Q (38.603533 sec): 3 clusters Score: Raw -28830.181610 + Penalty 1320.364389 = -27509.817220 nChanged 13 SP:Iteration 4Q (38.604293 sec): 3 clusters Score: Raw -28845.639526 + Penalty 1320.683964 = -27524.955562 nChanged 6 SP:Iteration 5Q (38.605050 sec): 3 clusters Score: Raw -28851.194314 + Penalty 1321.460709 = -27529.733605 nChanged 6 SP:Iteration 6Q (38.605803 sec): 3 clusters Score: Raw -28860.942937 + Penalty 1320.233965 = -27540.708971 nChanged 5 SP:Iteration 7Q (38.606556 sec): 3 clusters Score: Raw -28868.237526 + Penalty 1320.394637 = -27547.842889 nChanged 5 SP:Iteration 8Q (38.607411 sec): 3 clusters Score: Raw -28871.715495 + Penalty 1320.452080 = -27551.263415 nChanged 1 SP:Iteration 9Q (38.608192 sec): 3 clusters Score: Raw -28872.969946 + Penalty 1319.839805 = -27553.130140 nChanged 2 SP:Iteration 10F (38.609019 sec): 3 clusters Score: Raw -28876.304275 + Penalty 1320.619257 = -27555.685018 nChanged 3 SP:Iteration 11Q (38.609794 sec): 3 clusters Score: Raw -28882.321114 + Penalty 1321.998668 = -27560.322446 nChanged 1 SP:Iteration 12Q (38.610568 sec): 3 clusters Score: Raw -28885.966521 + Penalty 1321.998668 = -27563.967853 nChanged 0 SP:Iteration 13F (38.611375 sec): 3 clusters Score: Raw -28885.966521 + Penalty 1321.998668 = -27563.967853 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 24 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.617140 sec): 2 clusters Score: Raw -98115.504059 + Penalty 477.908639 = -97637.595420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.619342 sec): 3 clusters Score: Raw -97424.735675 + Penalty 963.542244 = -96461.193431 nChanged 474 SP:Iteration 1F (38.621454 sec): 3 clusters Score: Raw -97774.254525 + Penalty 974.519089 = -96799.735436 nChanged 161 SP:Iteration 2F (38.623572 sec): 3 clusters Score: Raw -97893.957191 + Penalty 976.057316 = -96917.899875 nChanged 92 SP:Iteration 3F (38.625700 sec): 3 clusters Score: Raw -97965.126132 + Penalty 972.575285 = -96992.550847 nChanged 54 SP:Iteration 4Q (38.627897 sec): 3 clusters Score: Raw -98009.557494 + Penalty 973.219232 = -97036.338262 nChanged 37 SP:Iteration 5Q (38.630052 sec): 3 clusters Score: Raw -98033.004105 + Penalty 973.099911 = -97059.904194 nChanged 33 SP:Iteration 6Q (38.632213 sec): 3 clusters Score: Raw -98053.934428 + Penalty 975.802618 = -97078.131810 nChanged 31 SP:Iteration 7Q (38.634323 sec): 3 clusters Score: Raw -98079.678966 + Penalty 987.130708 = -97092.548258 nChanged 36 SP:Iteration 8Q (38.636444 sec): 3 clusters Score: Raw -98126.620950 + Penalty 989.422187 = -97137.198763 nChanged 28 SP:Iteration 9Q (38.638543 sec): 3 clusters Score: Raw -98165.320743 + Penalty 981.058958 = -97184.261785 nChanged 22 SP:Iteration 10F (38.640655 sec): 3 clusters Score: Raw -98195.491210 + Penalty 969.197552 = -97226.293657 nChanged 15 SP:Iteration 11Q (38.642775 sec): 3 clusters Score: Raw -98212.920405 + Penalty 963.162819 = -97249.757586 nChanged 8 SP:Iteration 12Q (38.644835 sec): 3 clusters Score: Raw -98223.631759 + Penalty 954.765607 = -97268.866152 nChanged 8 SP:Iteration 13Q (38.646734 sec): 3 clusters Score: Raw -98230.751820 + Penalty 949.736724 = -97281.015096 nChanged 3 SP:Iteration 14Q (38.648641 sec): 3 clusters Score: Raw -98234.899296 + Penalty 944.172162 = -97290.727134 nChanged 3 SP:Iteration 15Q (38.650573 sec): 3 clusters Score: Raw -98244.421267 + Penalty 939.998096 = -97304.423171 nChanged 2 SP:Iteration 16Q (38.652347 sec): 3 clusters Score: Raw -98247.180933 + Penalty 941.188757 = -97305.992177 nChanged 1 SP:Iteration 17Q (38.654101 sec): 3 clusters Score: Raw -98247.522889 + Penalty 941.188757 = -97306.334133 nChanged 0 SP:Iteration 18F (38.656267 sec): 3 clusters Score: Raw -98247.522889 + Penalty 941.188757 = -97306.334133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 25 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.656958 sec): 2 clusters Score: Raw -156.910929 + Penalty 15.100904 = -141.810025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.657155 sec): 3 clusters Score: Raw -153.646733 + Penalty 30.201807 = -123.444926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.659259 sec): 2 clusters Score: Raw -31365.495534 + Penalty 507.595467 = -30857.900067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.660091 sec): 3 clusters Score: Raw -31202.133739 + Penalty 1013.374543 = -30188.759196 nChanged 104 SP:Iteration 1F (38.660939 sec): 3 clusters Score: Raw -31282.200891 + Penalty 1011.455812 = -30270.745079 nChanged 32 SP:Iteration 2F (38.661753 sec): 3 clusters Score: Raw -31313.734816 + Penalty 1009.625018 = -30304.109798 nChanged 24 SP:Iteration 3F (38.662569 sec): 3 clusters Score: Raw -31332.916190 + Penalty 1008.999682 = -30323.916508 nChanged 10 SP:Iteration 4Q (38.663377 sec): 3 clusters Score: Raw -31341.008982 + Penalty 1008.482746 = -30332.526236 nChanged 6 SP:Iteration 5Q (38.664181 sec): 3 clusters Score: Raw -31346.192082 + Penalty 1008.116853 = -30338.075229 nChanged 4 SP:Iteration 6Q (38.664988 sec): 3 clusters Score: Raw -31350.978911 + Penalty 1008.051234 = -30342.927677 nChanged 2 SP:Iteration 7Q (38.665788 sec): 3 clusters Score: Raw -31352.540043 + Penalty 1007.618856 = -30344.921187 nChanged 1 SP:Iteration 8Q (38.666589 sec): 3 clusters Score: Raw -31355.375515 + Penalty 1007.230630 = -30348.144885 nChanged 1 SP:Iteration 9Q (38.667388 sec): 3 clusters Score: Raw -31355.742354 + Penalty 1007.230630 = -30348.511723 nChanged 0 SP:Iteration 10F (38.668200 sec): 3 clusters Score: Raw -31355.742354 + Penalty 1007.230630 = -30348.511723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 27 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.669251 sec): 2 clusters Score: Raw -1179.215056 + Penalty 308.149170 = -871.065886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.669492 sec): 3 clusters Score: Raw -1194.243305 + Penalty 618.964947 = -575.278358 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 28 (865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.672853 sec): 2 clusters Score: Raw -78758.965674 + Penalty 793.042729 = -77965.922945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.674658 sec): 3 clusters Score: Raw -78393.296357 + Penalty 1585.497685 = -76807.798672 nChanged 276 SP:Iteration 1F (38.676400 sec): 3 clusters Score: Raw -78616.891385 + Penalty 1586.589413 = -77030.301971 nChanged 83 SP:Iteration 2F (38.678182 sec): 3 clusters Score: Raw -78698.826879 + Penalty 1587.783161 = -77111.043719 nChanged 61 SP:Iteration 3F (38.679946 sec): 3 clusters Score: Raw -78753.223559 + Penalty 1588.708513 = -77164.515046 nChanged 33 SP:Iteration 4Q (38.681580 sec): 3 clusters Score: Raw -78788.512652 + Penalty 1588.716616 = -77199.796035 nChanged 33 SP:Iteration 5Q (38.683209 sec): 3 clusters Score: Raw -78822.790902 + Penalty 1589.282830 = -77233.508072 nChanged 24 SP:Iteration 6Q (38.684829 sec): 3 clusters Score: Raw -78848.692066 + Penalty 1592.401352 = -77256.290713 nChanged 26 SP:Iteration 7Q (38.686445 sec): 3 clusters Score: Raw -78879.743817 + Penalty 1596.512704 = -77283.231113 nChanged 25 SP:Iteration 8Q (38.688061 sec): 3 clusters Score: Raw -78906.459143 + Penalty 1601.394224 = -77305.064919 nChanged 26 SP:Iteration 9Q (38.689706 sec): 3 clusters Score: Raw -78931.720866 + Penalty 1605.579004 = -77326.141862 nChanged 23 SP:Iteration 10F (38.691398 sec): 3 clusters Score: Raw -78949.588001 + Penalty 1606.298171 = -77343.289830 nChanged 18 SP:Iteration 11Q (38.693023 sec): 3 clusters Score: Raw -78964.874568 + Penalty 1607.288401 = -77357.586168 nChanged 13 SP:Iteration 12Q (38.694627 sec): 3 clusters Score: Raw -78974.157068 + Penalty 1606.346973 = -77367.810095 nChanged 6 SP:Iteration 13Q (38.696223 sec): 3 clusters Score: Raw -78979.048510 + Penalty 1606.652789 = -77372.395721 nChanged 3 SP:Iteration 14Q (38.697817 sec): 3 clusters Score: Raw -78980.679842 + Penalty 1607.082600 = -77373.597242 nChanged 1 SP:Iteration 15Q (38.699460 sec): 3 clusters Score: Raw -78981.301575 + Penalty 1607.200828 = -77374.100746 nChanged 2 SP:Iteration 16Q (38.701080 sec): 3 clusters Score: Raw -78982.768764 + Penalty 1607.459354 = -77375.309410 nChanged 1 SP:Iteration 17Q (38.702722 sec): 3 clusters Score: Raw -78982.966568 + Penalty 1607.872578 = -77375.093990 nChanged 1 SP:Iteration 18F (38.704446 sec): 3 clusters Score: Raw -78983.981300 + Penalty 1607.872578 = -77376.108723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.705585 sec): 2 clusters Score: Raw -2441.161977 + Penalty 69.147740 = -2372.014237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.705876 sec): 3 clusters Score: Raw -2484.219897 + Penalty 146.432154 = -2337.787743 nChanged 9 SP:Iteration 1F (38.706151 sec): 3 clusters Score: Raw -2497.512613 + Penalty 146.432154 = -2351.080459 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 30 (2285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.714392 sec): 2 clusters Score: Raw -196516.125872 + Penalty 496.561043 = -196019.564829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.718579 sec): 3 clusters Score: Raw -195182.429708 + Penalty 997.376950 = -194185.052758 nChanged 953 SP:Iteration 1F (38.722716 sec): 3 clusters Score: Raw -195800.253496 + Penalty 1004.562535 = -194795.690962 nChanged 214 SP:Iteration 2F (38.726827 sec): 3 clusters Score: Raw -195965.831230 + Penalty 1011.513804 = -194954.317426 nChanged 150 SP:Iteration 3F (38.731048 sec): 3 clusters Score: Raw -196078.609662 + Penalty 1022.221043 = -195056.388618 nChanged 112 SP:Iteration 4Q (38.735514 sec): 3 clusters Score: Raw -196162.868524 + Penalty 1031.144871 = -195131.723653 nChanged 93 SP:Iteration 5Q (38.739874 sec): 3 clusters Score: Raw -196235.065258 + Penalty 1038.409361 = -195196.655897 nChanged 73 SP:Iteration 6Q (38.744161 sec): 3 clusters Score: Raw -196292.904127 + Penalty 1046.449731 = -195246.454396 nChanged 65 SP:Iteration 7Q (38.748234 sec): 3 clusters Score: Raw -196331.893545 + Penalty 1052.998983 = -195278.894562 nChanged 51 SP:Iteration 8Q (38.752295 sec): 3 clusters Score: Raw -196364.150162 + Penalty 1058.668519 = -195305.481643 nChanged 38 SP:Iteration 9Q (38.756449 sec): 3 clusters Score: Raw -196387.109553 + Penalty 1065.837459 = -195321.272094 nChanged 30 SP:Iteration 10F (38.760906 sec): 3 clusters Score: Raw -196400.853267 + Penalty 1072.342300 = -195328.510967 nChanged 23 SP:Iteration 11Q (38.764615 sec): 3 clusters Score: Raw -196411.314650 + Penalty 1078.329620 = -195332.985030 nChanged 19 SP:Iteration 12Q (38.768328 sec): 3 clusters Score: Raw -196418.165112 + Penalty 1083.881715 = -195334.283397 nChanged 15 SP:Iteration 13Q (38.772067 sec): 3 clusters Score: Raw -196424.454562 + Penalty 1087.848712 = -195336.605850 nChanged 18 SP:Iteration 14Q (38.775868 sec): 3 clusters Score: Raw -196433.312950 + Penalty 1093.939915 = -195339.373035 nChanged 15 SP:Iteration 15Q (38.779805 sec): 3 clusters Score: Raw -196439.629132 + Penalty 1098.448345 = -195341.180787 nChanged 18 SP:Iteration 16Q (38.783422 sec): 3 clusters Score: Raw -196448.858322 + Penalty 1102.480213 = -195346.378109 nChanged 12 SP:Iteration 17Q (38.786989 sec): 3 clusters Score: Raw -196453.526762 + Penalty 1105.659421 = -195347.867341 nChanged 14 SP:Iteration 18Q (38.790590 sec): 3 clusters Score: Raw -196458.956083 + Penalty 1114.456462 = -195344.499621 nChanged 17 SP:Iteration 19F (38.794719 sec): 3 clusters Score: Raw -196468.151619 + Penalty 1118.312318 = -195349.839301 nChanged 12 SP:Iteration 20F (38.798948 sec): 3 clusters Score: Raw -196474.744971 + Penalty 1122.045647 = -195352.699324 nChanged 10 SP:Iteration 21Q (38.802512 sec): 3 clusters Score: Raw -196478.617167 + Penalty 1121.676138 = -195356.941030 nChanged 8 SP:Iteration 22Q (38.806068 sec): 3 clusters Score: Raw -196482.207470 + Penalty 1126.632606 = -195355.574864 nChanged 8 SP:Iteration 23F (38.810341 sec): 3 clusters Score: Raw -196485.389358 + Penalty 1126.394930 = -195358.994429 nChanged 4 SP:Iteration 24Q (38.813935 sec): 3 clusters Score: Raw -196487.477826 + Penalty 1127.305665 = -195360.172160 nChanged 3 SP:Iteration 25Q (38.817478 sec): 3 clusters Score: Raw -196489.169372 + Penalty 1128.249547 = -195360.919825 nChanged 1 SP:Iteration 26Q (38.820962 sec): 3 clusters Score: Raw -196489.205381 + Penalty 1128.249547 = -195360.955834 nChanged 0 SP:Iteration 27F (38.825088 sec): 3 clusters Score: Raw -196489.205381 + Penalty 1128.249547 = -195360.955834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 31 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.828199 sec): 2 clusters Score: Raw -17238.652397 + Penalty 791.344429 = -16447.307968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.828756 sec): 3 clusters Score: Raw -17251.267870 + Penalty 1583.242592 = -15668.025279 nChanged 19 SP:Iteration 1F (38.829304 sec): 3 clusters Score: Raw -17293.791423 + Penalty 1582.341649 = -15711.449775 nChanged 8 SP:Iteration 2Q (38.829836 sec): 3 clusters Score: Raw -17313.812336 + Penalty 1582.309661 = -15731.502675 nChanged 1 SP:Iteration 3Q (38.830368 sec): 3 clusters Score: Raw -17316.485891 + Penalty 1582.138472 = -15734.347419 nChanged 1 SP:Iteration 4Q (38.830913 sec): 3 clusters Score: Raw -17321.279977 + Penalty 1582.138472 = -15739.141505 nChanged 0 SP:Iteration 5F (38.831460 sec): 3 clusters Score: Raw -17321.279977 + Penalty 1582.138472 = -15739.141505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 32 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.831982 sec): 2 clusters Score: Raw -900.730539 + Penalty 142.246247 = -758.484292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.832212 sec): 3 clusters Score: Raw -906.969673 + Penalty 286.776651 = -620.193022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 33 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.832699 sec): 2 clusters Score: Raw -478.821125 + Penalty 94.106356 = -384.714769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.832916 sec): 3 clusters Score: Raw -486.321572 + Penalty 186.015326 = -300.306246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 34 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.833750 sec): 2 clusters Score: Raw -11344.016176 + Penalty 659.248122 = -10684.768054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.834210 sec): 3 clusters Score: Raw -11401.309577 + Penalty 1316.669282 = -10084.640295 nChanged 18 SP:Iteration 1F (38.834661 sec): 3 clusters Score: Raw -11451.630227 + Penalty 1315.992003 = -10135.638224 nChanged 4 SP:Iteration 2Q (38.835088 sec): 3 clusters Score: Raw -11465.957914 + Penalty 1314.202695 = -10151.755219 nChanged 3 SP:Iteration 3Q (38.835513 sec): 3 clusters Score: Raw -11475.990340 + Penalty 1313.334890 = -10162.655450 nChanged 1 SP:Iteration 4Q (38.835935 sec): 3 clusters Score: Raw -11478.979806 + Penalty 1313.334890 = -10165.644916 nChanged 0 SP:Iteration 5F (38.836390 sec): 3 clusters Score: Raw -11478.979806 + Penalty 1313.334890 = -10165.644916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 35 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.838435 sec): 2 clusters Score: Raw -31068.928861 + Penalty 49.488638 = -31019.440223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.839287 sec): 3 clusters Score: Raw -30826.179085 + Penalty 96.984179 = -30729.194905 nChanged 162 SP:Iteration 1F (38.840146 sec): 3 clusters Score: Raw -30994.590485 + Penalty 95.022582 = -30899.567903 nChanged 17 SP:Iteration 2Q (38.840990 sec): 3 clusters Score: Raw -31003.512961 + Penalty 94.821017 = -30908.691944 nChanged 10 SP:Iteration 3Q (38.841831 sec): 3 clusters Score: Raw -31002.284504 + Penalty 94.633642 = -30907.650862 nChanged 4 SP:Iteration 4F (38.842707 sec): 3 clusters Score: Raw -31001.344198 + Penalty 94.769657 = -30906.574541 nChanged 4 SP:Iteration 5F (38.843631 sec): 3 clusters Score: Raw -30999.613341 + Penalty 94.656853 = -30904.956488 nChanged 3 SP:Iteration 6F (38.844499 sec): 3 clusters Score: Raw -30998.338904 + Penalty 94.542620 = -30903.796284 nChanged 6 SP:Iteration 7F (38.845372 sec): 3 clusters Score: Raw -30997.278201 + Penalty 93.112736 = -30904.165465 nChanged 15 SP:Iteration 8Q (38.846246 sec): 3 clusters Score: Raw -30998.962736 + Penalty 91.030185 = -30907.932552 nChanged 21 SP:Iteration 9F (38.847090 sec): 3 clusters Score: Raw -31019.684805 + Penalty 84.218334 = -30935.466471 nChanged 34 SP:Iteration 10F (38.847863 sec): 3 clusters Score: Raw -31065.952004 + Penalty 49.488638 = -31016.463366 nChanged 2 SP:Iteration 11Q (38.848528 sec): 2 clusters Score: Raw -31068.928861 + Penalty 49.488638 = -31019.440223 nChanged 0 SP:Iteration 12F (38.849206 sec): 2 clusters Score: Raw -31068.928861 + Penalty 49.488638 = -31019.440223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 37 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.850637 sec): 2 clusters Score: Raw -22640.263757 + Penalty 433.902817 = -22206.360940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.851365 sec): 3 clusters Score: Raw -22522.769016 + Penalty 867.799749 = -21654.969267 nChanged 67 SP:Iteration 1F (38.852084 sec): 3 clusters Score: Raw -22586.402382 + Penalty 876.022750 = -21710.379633 nChanged 36 SP:Iteration 2F (38.852809 sec): 3 clusters Score: Raw -22650.116216 + Penalty 885.205847 = -21764.910369 nChanged 21 SP:Iteration 3F (38.853523 sec): 3 clusters Score: Raw -22706.447052 + Penalty 893.166994 = -21813.280057 nChanged 15 SP:Iteration 4F (38.854213 sec): 3 clusters Score: Raw -22724.361836 + Penalty 897.471640 = -21826.890196 nChanged 4 SP:Iteration 5Q (38.854872 sec): 3 clusters Score: Raw -22730.078697 + Penalty 900.858101 = -21829.220596 nChanged 4 SP:Iteration 6Q (38.855528 sec): 3 clusters Score: Raw -22739.573003 + Penalty 908.026543 = -21831.546460 nChanged 6 SP:Iteration 7Q (38.856176 sec): 3 clusters Score: Raw -22748.752453 + Penalty 910.268341 = -21838.484112 nChanged 2 SP:Iteration 8Q (38.856821 sec): 3 clusters Score: Raw -22751.384885 + Penalty 915.889761 = -21835.495124 nChanged 3 SP:Iteration 9F (38.857537 sec): 3 clusters Score: Raw -22757.624754 + Penalty 920.488234 = -21837.136521 nChanged 3 SP:Iteration 10F (38.858260 sec): 3 clusters Score: Raw -22760.229719 + Penalty 920.488234 = -21839.741485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.858972 sec): 2 clusters Score: Raw -6777.544936 + Penalty 444.223914 = -6333.321022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.859333 sec): 3 clusters Score: Raw -6806.178839 + Penalty 889.381213 = -5916.797626 nChanged 5 SP:Iteration 1F (38.859683 sec): 3 clusters Score: Raw -6829.706023 + Penalty 887.652565 = -5942.053458 nChanged 2 SP:Iteration 2Q (38.860023 sec): 3 clusters Score: Raw -6835.585097 + Penalty 888.849523 = -5946.735574 nChanged 1 SP:Iteration 3Q (38.860360 sec): 3 clusters Score: Raw -6838.178437 + Penalty 888.849523 = -5949.328915 nChanged 0 SP:Iteration 4F (38.860710 sec): 3 clusters Score: Raw -6838.178437 + Penalty 888.849523 = -5949.328915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.863133 sec): 2 clusters Score: Raw -35353.424062 + Penalty 251.856725 = -35101.567337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.864132 sec): 3 clusters Score: Raw -35119.032765 + Penalty 503.970649 = -34615.062117 nChanged 155 SP:Iteration 1F (38.865091 sec): 3 clusters Score: Raw -35227.352188 + Penalty 504.059491 = -34723.292696 nChanged 52 SP:Iteration 2F (38.866042 sec): 3 clusters Score: Raw -35279.678820 + Penalty 505.203027 = -34774.475793 nChanged 39 SP:Iteration 3F (38.867023 sec): 3 clusters Score: Raw -35328.942548 + Penalty 507.225217 = -34821.717332 nChanged 25 SP:Iteration 4F (38.867972 sec): 3 clusters Score: Raw -35349.183197 + Penalty 509.963621 = -34839.219577 nChanged 16 SP:Iteration 5Q (38.868896 sec): 3 clusters Score: Raw -35361.228497 + Penalty 511.399376 = -34849.829121 nChanged 8 SP:Iteration 6Q (38.869840 sec): 3 clusters Score: Raw -35368.841778 + Penalty 513.148406 = -34855.693372 nChanged 9 SP:Iteration 7Q (38.870756 sec): 3 clusters Score: Raw -35374.531862 + Penalty 513.870972 = -34860.660890 nChanged 2 SP:Iteration 8Q (38.871667 sec): 3 clusters Score: Raw -35375.184531 + Penalty 513.870972 = -34861.313559 nChanged 0 SP:Iteration 9F (38.872721 sec): 3 clusters Score: Raw -35375.184531 + Penalty 513.870972 = -34861.313559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 40 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.873802 sec): 2 clusters Score: Raw -19054.544774 + Penalty 828.435045 = -18226.109729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.874381 sec): 3 clusters Score: Raw -19074.272436 + Penalty 1657.003614 = -17417.268822 nChanged 24 SP:Iteration 1F (38.874962 sec): 3 clusters Score: Raw -19130.609852 + Penalty 1656.945924 = -17473.663928 nChanged 1 SP:Iteration 2Q (38.875514 sec): 3 clusters Score: Raw -19132.836706 + Penalty 1656.945924 = -17475.890782 nChanged 0 SP:Iteration 3F (38.876067 sec): 3 clusters Score: Raw -19132.836706 + Penalty 1656.945924 = -17475.890782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 41 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.876577 sec): 2 clusters Score: Raw -591.727181 + Penalty 245.585757 = -346.141424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.876798 sec): 3 clusters Score: Raw -625.542833 + Penalty 489.675894 = -135.866939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 42 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.877790 sec): 2 clusters Score: Raw -17079.441689 + Penalty 604.637618 = -16474.804071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.878341 sec): 3 clusters Score: Raw -17037.957187 + Penalty 1190.542880 = -15847.414307 nChanged 28 SP:Iteration 1F (38.878866 sec): 3 clusters Score: Raw -17084.451825 + Penalty 1185.088923 = -15899.362902 nChanged 11 SP:Iteration 2F (38.879400 sec): 3 clusters Score: Raw -17100.713609 + Penalty 1185.128037 = -15915.585573 nChanged 3 SP:Iteration 3Q (38.879920 sec): 3 clusters Score: Raw -17106.566500 + Penalty 1188.273842 = -15918.292659 nChanged 2 SP:Iteration 4Q (38.880445 sec): 3 clusters Score: Raw -17108.811757 + Penalty 1188.737890 = -15920.073867 nChanged 3 SP:Iteration 5Q (38.880961 sec): 3 clusters Score: Raw -17114.207289 + Penalty 1188.737890 = -15925.469400 nChanged 0 SP:Iteration 6F (38.881499 sec): 3 clusters Score: Raw -17114.207289 + Penalty 1188.737890 = -15925.469400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.883121 sec): 2 clusters Score: Raw -36517.425156 + Penalty 244.035246 = -36273.389910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.884089 sec): 3 clusters Score: Raw -36274.356112 + Penalty 489.120622 = -35785.235491 nChanged 163 SP:Iteration 1F (38.885042 sec): 3 clusters Score: Raw -36375.823962 + Penalty 495.430584 = -35880.393378 nChanged 52 SP:Iteration 2F (38.885993 sec): 3 clusters Score: Raw -36428.348431 + Penalty 499.264833 = -35929.083598 nChanged 34 SP:Iteration 3F (38.886942 sec): 3 clusters Score: Raw -36449.697826 + Penalty 503.257040 = -35946.440787 nChanged 17 SP:Iteration 4Q (38.887886 sec): 3 clusters Score: Raw -36459.786636 + Penalty 508.175227 = -35951.611409 nChanged 16 SP:Iteration 5Q (38.888857 sec): 3 clusters Score: Raw -36469.811536 + Penalty 512.499135 = -35957.312402 nChanged 9 SP:Iteration 6Q (38.889799 sec): 3 clusters Score: Raw -36479.044297 + Penalty 515.060801 = -35963.983496 nChanged 13 SP:Iteration 7Q (38.890722 sec): 3 clusters Score: Raw -36490.464871 + Penalty 527.009937 = -35963.454934 nChanged 12 SP:Iteration 8F (38.891681 sec): 3 clusters Score: Raw -36499.413820 + Penalty 537.875648 = -35961.538173 nChanged 9 SP:Iteration 9F (38.892640 sec): 3 clusters Score: Raw -36508.873426 + Penalty 548.770720 = -35960.102707 nChanged 10 SP:Iteration 10F (38.893588 sec): 3 clusters Score: Raw -36515.066032 + Penalty 552.158849 = -35962.907184 nChanged 3 SP:Iteration 11Q (38.894464 sec): 3 clusters Score: Raw -36517.443033 + Penalty 553.623008 = -35963.820024 nChanged 4 SP:Iteration 12Q (38.895338 sec): 3 clusters Score: Raw -36520.347764 + Penalty 557.140183 = -35963.207581 nChanged 2 SP:Iteration 13F (38.896311 sec): 3 clusters Score: Raw -36520.636563 + Penalty 557.994225 = -35962.642338 nChanged 1 SP:Iteration 14F (38.897259 sec): 3 clusters Score: Raw -36520.973497 + Penalty 559.072250 = -35961.901248 nChanged 1 SP:Iteration 15F (38.898225 sec): 3 clusters Score: Raw -36521.565999 + Penalty 565.315329 = -35956.250670 nChanged 2 SP:Iteration 16F (38.899182 sec): 3 clusters Score: Raw -36522.657235 + Penalty 567.340154 = -35955.317081 nChanged 1 SP:Iteration 17F (38.900149 sec): 3 clusters Score: Raw -36523.273167 + Penalty 567.340154 = -35955.933014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 44 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.900903 sec): 2 clusters Score: Raw -5761.531331 + Penalty 84.188845 = -5677.342485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.901299 sec): 3 clusters Score: Raw -5955.003053 + Penalty 262.262333 = -5692.740719 nChanged 25 SP:Iteration 1F (38.901685 sec): 3 clusters Score: Raw -6051.350788 + Penalty 278.118129 = -5773.232659 nChanged 2 SP:Iteration 2Q (38.902037 sec): 3 clusters Score: Raw -6057.276913 + Penalty 278.118129 = -5779.158784 nChanged 0 SP:Iteration 3F (38.902423 sec): 3 clusters Score: Raw -6057.276913 + Penalty 278.118129 = -5779.158784 nChanged 0 Score: Raw -3431731.904316 + Penalty 186414.581702 = -3245317.322614 Splitting cluster 44 changes total score from -3222474.835324 to -3245317.322614 So it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 45 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.345241 sec): 2 clusters Score: Raw -19080.574327 + Penalty 291.645181 = -18788.929146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.345865 sec): 3 clusters Score: Raw -18974.864781 + Penalty 584.796424 = -18390.068357 nChanged 59 SP:Iteration 1F (42.346467 sec): 3 clusters Score: Raw -19023.615702 + Penalty 584.568687 = -18439.047015 nChanged 18 SP:Iteration 2F (42.347065 sec): 3 clusters Score: Raw -19038.525594 + Penalty 585.687149 = -18452.838445 nChanged 10 SP:Iteration 3Q (42.347656 sec): 3 clusters Score: Raw -19046.927079 + Penalty 585.772098 = -18461.154982 nChanged 4 SP:Iteration 4Q (42.348246 sec): 3 clusters Score: Raw -19049.947381 + Penalty 585.761078 = -18464.186303 nChanged 7 SP:Iteration 5Q (42.348835 sec): 3 clusters Score: Raw -19056.250728 + Penalty 585.267571 = -18470.983157 nChanged 6 SP:Iteration 6Q (42.349423 sec): 3 clusters Score: Raw -19059.569125 + Penalty 585.153990 = -18474.415135 nChanged 4 SP:Iteration 7Q (42.350015 sec): 3 clusters Score: Raw -19063.079333 + Penalty 585.340163 = -18477.739170 nChanged 5 SP:Iteration 8Q (42.350604 sec): 3 clusters Score: Raw -19065.091242 + Penalty 585.340163 = -18479.751079 nChanged 0 SP:Iteration 9F (42.351181 sec): 3 clusters Score: Raw -19065.091242 + Penalty 585.340163 = -18479.751079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 46 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.351719 sec): 2 clusters Score: Raw -332.234777 + Penalty 124.330408 = -207.904370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.351923 sec): 2 clusters Score: Raw -332.234777 + Penalty 124.330408 = -207.904370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 47 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.353012 sec): 2 clusters Score: Raw -17650.111387 + Penalty 406.914890 = -17243.196497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.353602 sec): 3 clusters Score: Raw -17584.929227 + Penalty 813.309159 = -16771.620068 nChanged 42 SP:Iteration 1F (42.354176 sec): 3 clusters Score: Raw -17629.433037 + Penalty 814.138976 = -16815.294061 nChanged 13 SP:Iteration 2F (42.354752 sec): 3 clusters Score: Raw -17643.259714 + Penalty 815.295899 = -16827.963815 nChanged 11 SP:Iteration 3F (42.355350 sec): 3 clusters Score: Raw -17658.048447 + Penalty 817.028966 = -16841.019481 nChanged 6 SP:Iteration 4Q (42.355918 sec): 3 clusters Score: Raw -17665.614093 + Penalty 817.428359 = -16848.185733 nChanged 2 SP:Iteration 5Q (42.356481 sec): 3 clusters Score: Raw -17667.683108 + Penalty 818.010402 = -16849.672706 nChanged 1 SP:Iteration 6Q (42.357045 sec): 3 clusters Score: Raw -17667.826405 + Penalty 818.010402 = -16849.816003 nChanged 0 SP:Iteration 7F (42.357618 sec): 3 clusters Score: Raw -17667.826405 + Penalty 818.010402 = -16849.816003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 48 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.358127 sec): 2 clusters Score: Raw -771.245896 + Penalty 244.283935 = -526.961961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.358353 sec): 3 clusters Score: Raw -785.471484 + Penalty 496.090529 = -289.380955 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 49 (681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.360852 sec): 2 clusters Score: Raw -55154.614985 + Penalty 296.168957 = -54858.446028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.362325 sec): 3 clusters Score: Raw -54822.634761 + Penalty 601.479770 = -54221.154992 nChanged 257 SP:Iteration 1F (42.363775 sec): 3 clusters Score: Raw -55041.229513 + Penalty 608.236334 = -54432.993178 nChanged 75 SP:Iteration 2F (42.365212 sec): 3 clusters Score: Raw -55127.982596 + Penalty 616.261379 = -54511.721217 nChanged 53 SP:Iteration 3F (42.366587 sec): 3 clusters Score: Raw -55190.125591 + Penalty 621.083074 = -54569.042517 nChanged 27 SP:Iteration 4Q (42.367925 sec): 3 clusters Score: Raw -55206.775895 + Penalty 625.238226 = -54581.537669 nChanged 14 SP:Iteration 5Q (42.369253 sec): 3 clusters Score: Raw -55214.149268 + Penalty 627.049247 = -54587.100021 nChanged 9 SP:Iteration 6Q (42.370576 sec): 3 clusters Score: Raw -55219.197649 + Penalty 629.318408 = -54589.879240 nChanged 6 SP:Iteration 7Q (42.371893 sec): 3 clusters Score: Raw -55221.784024 + Penalty 631.056280 = -54590.727744 nChanged 3 SP:Iteration 8Q (42.373203 sec): 3 clusters Score: Raw -55222.641984 + Penalty 632.239074 = -54590.402911 nChanged 2 SP:Iteration 9F (42.374556 sec): 3 clusters Score: Raw -55223.104533 + Penalty 632.331050 = -54590.773483 nChanged 2 SP:Iteration 10F (42.375908 sec): 3 clusters Score: Raw -55223.869400 + Penalty 632.612550 = -54591.256851 nChanged 1 SP:Iteration 11Q (42.377257 sec): 3 clusters Score: Raw -55224.250404 + Penalty 633.814004 = -54590.436401 nChanged 2 SP:Iteration 12F (42.378703 sec): 3 clusters Score: Raw -55225.302525 + Penalty 633.767520 = -54591.535005 nChanged 1 SP:Iteration 13Q (42.380140 sec): 3 clusters Score: Raw -55226.005863 + Penalty 634.351319 = -54591.654545 nChanged 1 SP:Iteration 14Q (42.381576 sec): 3 clusters Score: Raw -55226.886065 + Penalty 634.394435 = -54592.491630 nChanged 1 SP:Iteration 15Q (42.383010 sec): 3 clusters Score: Raw -55227.363568 + Penalty 634.394435 = -54592.969133 nChanged 0 SP:Iteration 16F (42.384455 sec): 3 clusters Score: Raw -55227.363568 + Penalty 634.394435 = -54592.969133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 50 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.385339 sec): 2 clusters Score: Raw -9293.166907 + Penalty 356.126151 = -8937.040756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.385749 sec): 3 clusters Score: Raw -9274.372758 + Penalty 711.708450 = -8562.664308 nChanged 19 SP:Iteration 1F (42.386154 sec): 3 clusters Score: Raw -9303.276904 + Penalty 711.356624 = -8591.920280 nChanged 3 SP:Iteration 2Q (42.386551 sec): 3 clusters Score: Raw -9307.670699 + Penalty 712.039107 = -8595.631592 nChanged 2 SP:Iteration 3Q (42.386947 sec): 3 clusters Score: Raw -9309.091878 + Penalty 712.596124 = -8596.495755 nChanged 2 SP:Iteration 4Q (42.387342 sec): 3 clusters Score: Raw -9309.690668 + Penalty 714.400378 = -8595.290289 nChanged 3 SP:Iteration 5F (42.387747 sec): 3 clusters Score: Raw -9311.939785 + Penalty 721.722354 = -8590.217430 nChanged 5 SP:Iteration 6F (42.388150 sec): 3 clusters Score: Raw -9316.218171 + Penalty 728.383155 = -8587.835016 nChanged 4 SP:Iteration 7F (42.388553 sec): 3 clusters Score: Raw -9321.194930 + Penalty 727.583609 = -8593.611321 nChanged 3 SP:Iteration 8Q (42.388946 sec): 3 clusters Score: Raw -9325.626272 + Penalty 727.583609 = -8598.042663 nChanged 0 SP:Iteration 9F (42.389361 sec): 3 clusters Score: Raw -9325.626272 + Penalty 727.583609 = -8598.042663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 51 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.390418 sec): 2 clusters Score: Raw -18218.544030 + Penalty 839.462899 = -17379.081131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.391019 sec): 3 clusters Score: Raw -18289.074346 + Penalty 1679.353322 = -16609.721024 nChanged 32 SP:Iteration 1F (42.391612 sec): 3 clusters Score: Raw -18373.538418 + Penalty 1679.763541 = -16693.774877 nChanged 8 SP:Iteration 2Q (42.392172 sec): 3 clusters Score: Raw -18394.547599 + Penalty 1680.288218 = -16714.259381 nChanged 3 SP:Iteration 3Q (42.392733 sec): 3 clusters Score: Raw -18401.921909 + Penalty 1680.138013 = -16721.783896 nChanged 1 SP:Iteration 4Q (42.393275 sec): 3 clusters Score: Raw -18403.800765 + Penalty 1680.138013 = -16723.662752 nChanged 0 SP:Iteration 5F (42.393880 sec): 3 clusters Score: Raw -18403.800765 + Penalty 1680.138013 = -16723.662752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 52 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.394506 sec): 2 clusters Score: Raw -4955.991020 + Penalty 575.676900 = -4380.314120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.394817 sec): 3 clusters Score: Raw -5024.072034 + Penalty 1148.662845 = -3875.409189 nChanged 1 SP:Iteration 1Q (42.395106 sec): 3 clusters Score: Raw -5028.854897 + Penalty 1148.662845 = -3880.192052 nChanged 0 SP:Iteration 2F (42.395410 sec): 3 clusters Score: Raw -5028.854897 + Penalty 1148.662845 = -3880.192052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 53 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.396590 sec): 2 clusters Score: Raw -13558.858791 + Penalty 796.493614 = -12762.365176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.397080 sec): 3 clusters Score: Raw -13617.989014 + Penalty 1592.290732 = -12025.698283 nChanged 12 SP:Iteration 1F (42.397562 sec): 3 clusters Score: Raw -13648.474636 + Penalty 1592.668562 = -12055.806074 nChanged 3 SP:Iteration 2Q (42.398026 sec): 3 clusters Score: Raw -13658.113801 + Penalty 1593.148862 = -12064.964940 nChanged 4 SP:Iteration 3Q (42.398517 sec): 3 clusters Score: Raw -13669.854419 + Penalty 1593.276816 = -12076.577603 nChanged 1 SP:Iteration 4Q (42.398975 sec): 3 clusters Score: Raw -13672.882708 + Penalty 1593.173115 = -12079.709593 nChanged 1 SP:Iteration 5Q (42.399432 sec): 3 clusters Score: Raw -13676.595607 + Penalty 1593.173115 = -12083.422492 nChanged 0 SP:Iteration 6F (42.399913 sec): 3 clusters Score: Raw -13676.595607 + Penalty 1593.173115 = -12083.422492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 54 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.401725 sec): 2 clusters Score: Raw -8495.627504 + Penalty 473.126220 = -8022.501285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.402105 sec): 3 clusters Score: Raw -8492.025596 + Penalty 947.414880 = -7544.610716 nChanged 10 SP:Iteration 1F (42.402497 sec): 3 clusters Score: Raw -8509.716797 + Penalty 948.201672 = -7561.515124 nChanged 3 SP:Iteration 2Q (42.402865 sec): 3 clusters Score: Raw -8514.245834 + Penalty 946.752590 = -7567.493244 nChanged 2 SP:Iteration 3Q (42.403232 sec): 3 clusters Score: Raw -8516.739810 + Penalty 944.838234 = -7571.901577 nChanged 2 SP:Iteration 4Q (42.403609 sec): 3 clusters Score: Raw -8521.331358 + Penalty 944.838234 = -7576.493124 nChanged 0 SP:Iteration 5F (42.403984 sec): 3 clusters Score: Raw -8521.331358 + Penalty 944.838234 = -7576.493124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 55 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.404541 sec): 2 clusters Score: Raw -2480.776626 + Penalty 282.550701 = -2198.225925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.404807 sec): 3 clusters Score: Raw -2506.302701 + Penalty 565.101402 = -1941.201299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 56 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.405559 sec): 2 clusters Score: Raw -7888.142167 + Penalty 293.464891 = -7594.677277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.405951 sec): 3 clusters Score: Raw -7898.760212 + Penalty 600.484061 = -7298.276151 nChanged 20 SP:Iteration 1F (42.406337 sec): 3 clusters Score: Raw -7927.396613 + Penalty 616.512653 = -7310.883960 nChanged 9 SP:Iteration 2F (42.406721 sec): 3 clusters Score: Raw -7944.949441 + Penalty 635.343504 = -7309.605937 nChanged 5 SP:Iteration 3F (42.407108 sec): 3 clusters Score: Raw -7952.236246 + Penalty 642.409879 = -7309.826366 nChanged 1 SP:Iteration 4Q (42.407482 sec): 3 clusters Score: Raw -7953.568160 + Penalty 648.136455 = -7305.431704 nChanged 1 SP:Iteration 5F (42.407867 sec): 3 clusters Score: Raw -7955.583152 + Penalty 648.136455 = -7307.446697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 57 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.408360 sec): 2 clusters Score: Raw -675.589711 + Penalty 207.709705 = -467.880005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.408582 sec): 3 clusters Score: Raw -695.203197 + Penalty 415.419411 = -279.783787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 58 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.409787 sec): 2 clusters Score: Raw -22515.022862 + Penalty 421.108459 = -22093.914403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.410459 sec): 3 clusters Score: Raw -22394.138400 + Penalty 841.153348 = -21552.985051 nChanged 66 SP:Iteration 1F (42.411121 sec): 3 clusters Score: Raw -22462.851729 + Penalty 837.139550 = -21625.712180 nChanged 28 SP:Iteration 2F (42.411838 sec): 3 clusters Score: Raw -22488.720238 + Penalty 834.847978 = -21653.872260 nChanged 13 SP:Iteration 3Q (42.412521 sec): 3 clusters Score: Raw -22503.912860 + Penalty 831.323230 = -21672.589630 nChanged 6 SP:Iteration 4Q (42.413229 sec): 3 clusters Score: Raw -22514.410480 + Penalty 825.565855 = -21688.844624 nChanged 6 SP:Iteration 5Q (42.413905 sec): 3 clusters Score: Raw -22530.542668 + Penalty 823.106158 = -21707.436509 nChanged 5 SP:Iteration 6Q (42.414572 sec): 3 clusters Score: Raw -22537.541835 + Penalty 823.639537 = -21713.902299 nChanged 3 SP:Iteration 7Q (42.415228 sec): 3 clusters Score: Raw -22542.658813 + Penalty 821.186222 = -21721.472592 nChanged 2 SP:Iteration 8Q (42.415879 sec): 3 clusters Score: Raw -22549.653300 + Penalty 821.186222 = -21728.467079 nChanged 0 SP:Iteration 9F (42.416562 sec): 3 clusters Score: Raw -22549.653300 + Penalty 821.186222 = -21728.467079 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 59 (1177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.422514 sec): 2 clusters Score: Raw -108819.009888 + Penalty 507.000689 = -108312.009199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.424843 sec): 3 clusters Score: Raw -108171.297659 + Penalty 1010.136286 = -107161.161372 nChanged 455 SP:Iteration 1F (42.427057 sec): 3 clusters Score: Raw -108440.922683 + Penalty 1005.649946 = -107435.272738 nChanged 112 SP:Iteration 2F (42.429390 sec): 3 clusters Score: Raw -108504.639665 + Penalty 1003.709326 = -107500.930339 nChanged 72 SP:Iteration 3F (42.431824 sec): 3 clusters Score: Raw -108557.046721 + Penalty 999.752684 = -107557.294036 nChanged 71 SP:Iteration 4F (42.434199 sec): 3 clusters Score: Raw -108624.599201 + Penalty 1000.184352 = -107624.414850 nChanged 65 SP:Iteration 5F (42.436586 sec): 3 clusters Score: Raw -108693.091493 + Penalty 1001.529268 = -107691.562225 nChanged 44 SP:Iteration 6Q (42.438852 sec): 3 clusters Score: Raw -108736.229005 + Penalty 1008.046157 = -107728.182848 nChanged 37 SP:Iteration 7Q (42.440987 sec): 3 clusters Score: Raw -108766.318258 + Penalty 1020.159799 = -107746.158459 nChanged 24 SP:Iteration 8Q (42.443035 sec): 3 clusters Score: Raw -108785.681965 + Penalty 1035.909677 = -107749.772287 nChanged 25 SP:Iteration 9Q (42.445039 sec): 3 clusters Score: Raw -108811.069022 + Penalty 1040.549718 = -107770.519304 nChanged 18 SP:Iteration 10F (42.447414 sec): 3 clusters Score: Raw -108829.242467 + Penalty 1058.376857 = -107770.865610 nChanged 12 SP:Iteration 11Q (42.449521 sec): 3 clusters Score: Raw -108838.015336 + Penalty 1064.232902 = -107773.782434 nChanged 5 SP:Iteration 12Q (42.451514 sec): 3 clusters Score: Raw -108840.991939 + Penalty 1067.166466 = -107773.825473 nChanged 3 SP:Iteration 13Q (42.453494 sec): 3 clusters Score: Raw -108841.469920 + Penalty 1075.338885 = -107766.131035 nChanged 2 SP:Iteration 14F (42.455713 sec): 3 clusters Score: Raw -108841.367462 + Penalty 1075.338885 = -107766.028577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 60 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.457137 sec): 2 clusters Score: Raw -366.803795 + Penalty 153.092481 = -213.711314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.457359 sec): 3 clusters Score: Raw -357.011398 + Penalty 332.435513 = -24.575885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 61 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.458184 sec): 2 clusters Score: Raw -882.045383 + Penalty 355.497205 = -526.548178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.458410 sec): 3 clusters Score: Raw -934.208465 + Penalty 708.124601 = -226.083864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 62 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.459182 sec): 2 clusters Score: Raw -702.855282 + Penalty 186.920654 = -515.934628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.459406 sec): 3 clusters Score: Raw -704.852647 + Penalty 398.640363 = -306.212284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.460548 sec): 2 clusters Score: Raw -11886.510299 + Penalty 560.823225 = -11325.687073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.461002 sec): 3 clusters Score: Raw -11895.092878 + Penalty 1114.103950 = -10780.988927 nChanged 18 SP:Iteration 1F (42.461449 sec): 3 clusters Score: Raw -11939.109969 + Penalty 1112.106642 = -10827.003327 nChanged 12 SP:Iteration 2F (42.461896 sec): 3 clusters Score: Raw -11975.818249 + Penalty 1112.581191 = -10863.237058 nChanged 5 SP:Iteration 3Q (42.462325 sec): 3 clusters Score: Raw -11988.721009 + Penalty 1112.581191 = -10876.139818 nChanged 0 SP:Iteration 4F (42.462772 sec): 3 clusters Score: Raw -11988.721009 + Penalty 1112.581191 = -10876.139818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 64 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.463607 sec): 2 clusters Score: Raw -703.156338 + Penalty 217.166641 = -485.989697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.463832 sec): 3 clusters Score: Raw -703.425537 + Penalty 431.232387 = -272.193150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 65 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.464589 sec): 2 clusters Score: Raw -262.877202 + Penalty 93.678777 = -169.198425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.464786 sec): 2 clusters Score: Raw -262.877202 + Penalty 93.678777 = -169.198425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 66 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.465542 sec): 2 clusters Score: Raw -349.865775 + Penalty 92.229997 = -257.635778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.465755 sec): 3 clusters Score: Raw -344.515187 + Penalty 190.389082 = -154.126105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 67 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.466543 sec): 2 clusters Score: Raw -1344.587085 + Penalty 139.283607 = -1205.303478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.466783 sec): 3 clusters Score: Raw -1354.675468 + Penalty 281.010392 = -1073.665076 nChanged 1 SP:Iteration 1F (42.467019 sec): 3 clusters Score: Raw -1357.025973 + Penalty 277.176260 = -1079.849713 nChanged 1 SP:Iteration 2F (42.467255 sec): 3 clusters Score: Raw -1358.788423 + Penalty 277.176260 = -1081.612163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 69 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.468026 sec): 2 clusters Score: Raw -836.806778 + Penalty 263.075372 = -573.731405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.468251 sec): 3 clusters Score: Raw -829.044393 + Penalty 531.020031 = -298.024362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 71 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.469019 sec): 2 clusters Score: Raw -879.220668 + Penalty 197.003622 = -682.217046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.469245 sec): 3 clusters Score: Raw -877.041038 + Penalty 393.970501 = -483.070537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 72 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.470009 sec): 2 clusters Score: Raw -562.747481 + Penalty 215.890768 = -346.856713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.470210 sec): 2 clusters Score: Raw -562.747481 + Penalty 215.890768 = -346.856713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 73 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.470999 sec): 2 clusters Score: Raw -793.439329 + Penalty 213.007640 = -580.431690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.471224 sec): 3 clusters Score: Raw -792.797271 + Penalty 430.309667 = -362.487603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 74 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.472070 sec): 2 clusters Score: Raw -3321.836171 + Penalty 524.309058 = -2797.527113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.472349 sec): 3 clusters Score: Raw -3393.756632 + Penalty 1049.295230 = -2344.461402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 75 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.473133 sec): 2 clusters Score: Raw -936.115082 + Penalty 305.053931 = -631.061151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.473366 sec): 3 clusters Score: Raw -927.184846 + Penalty 622.605999 = -304.578848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 76 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.474162 sec): 2 clusters Score: Raw -177.421236 + Penalty 62.126594 = -115.294642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.474363 sec): 3 clusters Score: Raw -167.775918 + Penalty 124.253188 = -43.522730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 77 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.475129 sec): 2 clusters Score: Raw -516.606007 + Penalty 138.585977 = -378.020030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.475347 sec): 3 clusters Score: Raw -515.939654 + Penalty 295.856690 = -220.082964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 78 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.476178 sec): 2 clusters Score: Raw -2863.899277 + Penalty 364.400530 = -2499.498747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.476447 sec): 3 clusters Score: Raw -2895.737543 + Penalty 728.555267 = -2167.182277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 79 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.477344 sec): 2 clusters Score: Raw -4592.394008 + Penalty 410.813404 = -4181.580604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.477652 sec): 3 clusters Score: Raw -4641.331805 + Penalty 814.237522 = -3827.094283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 80 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.478459 sec): 2 clusters Score: Raw -1743.520789 + Penalty 342.678132 = -1400.842657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.478703 sec): 3 clusters Score: Raw -1754.269574 + Penalty 682.213680 = -1072.055894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 81 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.479472 sec): 2 clusters Score: Raw -253.595944 + Penalty 93.963287 = -159.632657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.479674 sec): 3 clusters Score: Raw -253.786179 + Penalty 190.808825 = -62.977354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.480426 sec): 2 clusters Score: Raw -157.406146 + Penalty 17.681981 = -139.724164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.480612 sec): 2 clusters Score: Raw -157.406146 + Penalty 17.681981 = -139.724164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 83 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.481397 sec): 2 clusters Score: Raw -452.189578 + Penalty 149.094577 = -303.095001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.481615 sec): 3 clusters Score: Raw -441.904173 + Penalty 297.063552 = -144.840621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 84 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.482507 sec): 2 clusters Score: Raw -5197.649507 + Penalty 460.073804 = -4737.575703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.482820 sec): 3 clusters Score: Raw -5202.653513 + Penalty 920.310380 = -4282.343133 nChanged 4 SP:Iteration 1F (42.483128 sec): 3 clusters Score: Raw -5212.345294 + Penalty 920.310380 = -4292.034914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 85 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.483960 sec): 2 clusters Score: Raw -1743.509762 + Penalty 448.044141 = -1295.465621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.484205 sec): 3 clusters Score: Raw -1825.687146 + Penalty 896.195327 = -929.491819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 86 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.485006 sec): 2 clusters Score: Raw -1224.935029 + Penalty 186.799240 = -1038.135789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.485243 sec): 3 clusters Score: Raw -1225.555600 + Penalty 373.598481 = -851.957120 nChanged 2 SP:Iteration 1F (42.485473 sec): 3 clusters Score: Raw -1235.053933 + Penalty 373.598481 = -861.455453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 87 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.486284 sec): 2 clusters Score: Raw -817.027619 + Penalty 230.481362 = -586.546257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.486508 sec): 3 clusters Score: Raw -814.391718 + Penalty 462.821598 = -351.570120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 88 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.487273 sec): 2 clusters Score: Raw -582.113274 + Penalty 108.062664 = -474.050610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.487489 sec): 3 clusters Score: Raw -581.843742 + Penalty 212.242938 = -369.600804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 89 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.488255 sec): 2 clusters Score: Raw -916.897893 + Penalty 272.566670 = -644.331223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.488480 sec): 3 clusters Score: Raw -916.172148 + Penalty 556.089822 = -360.082327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 90 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.489267 sec): 2 clusters Score: Raw -1507.453909 + Penalty 373.863722 = -1133.590187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.489508 sec): 3 clusters Score: Raw -1526.073543 + Penalty 749.885804 = -776.187739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 91 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.490382 sec): 2 clusters Score: Raw -3757.201143 + Penalty 452.061706 = -3305.139437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.490673 sec): 3 clusters Score: Raw -3827.681819 + Penalty 909.507230 = -2918.174588 nChanged 1 SP:Iteration 1Q (42.490948 sec): 3 clusters Score: Raw -3829.095374 + Penalty 909.507230 = -2919.588143 nChanged 0 SP:Iteration 2F (42.491257 sec): 3 clusters Score: Raw -3829.095374 + Penalty 909.507230 = -2919.588143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 92 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.492047 sec): 2 clusters Score: Raw -877.599135 + Penalty 302.797048 = -574.802087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.492275 sec): 3 clusters Score: Raw -911.902107 + Penalty 605.594095 = -306.308012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 93 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.493063 sec): 2 clusters Score: Raw -1419.631175 + Penalty 297.610857 = -1122.020319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.493301 sec): 3 clusters Score: Raw -1437.031686 + Penalty 601.189005 = -835.842681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 94 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.494073 sec): 2 clusters Score: Raw -264.803055 + Penalty 104.802690 = -160.000365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.494284 sec): 3 clusters Score: Raw -258.430518 + Penalty 209.190438 = -49.240080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 95 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.495051 sec): 2 clusters Score: Raw -734.770594 + Penalty 209.927383 = -524.843211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.495273 sec): 3 clusters Score: Raw -727.014970 + Penalty 419.854766 = -307.160204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 96 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.496126 sec): 2 clusters Score: Raw -3529.918142 + Penalty 365.676532 = -3164.241610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.496412 sec): 3 clusters Score: Raw -3573.396725 + Penalty 728.727517 = -2844.669207 nChanged 2 SP:Iteration 1Q (42.496698 sec): 3 clusters Score: Raw -3577.457742 + Penalty 731.353064 = -2846.104678 nChanged 1 SP:Iteration 2Q (42.496969 sec): 3 clusters Score: Raw -3580.044926 + Penalty 731.353064 = -2848.691862 nChanged 0 SP:Iteration 3F (42.497257 sec): 3 clusters Score: Raw -3580.044926 + Penalty 731.353064 = -2848.691862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 97 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.498032 sec): 2 clusters Score: Raw -700.182555 + Penalty 126.519590 = -573.662965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.498253 sec): 3 clusters Score: Raw -693.419059 + Penalty 253.039179 = -440.379879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 98 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.499393 sec): 2 clusters Score: Raw -14459.093275 + Penalty 701.482675 = -13757.610600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.499879 sec): 3 clusters Score: Raw -14447.069089 + Penalty 1402.651986 = -13044.417103 nChanged 17 SP:Iteration 1F (42.500356 sec): 3 clusters Score: Raw -14484.156128 + Penalty 1404.366618 = -13079.789510 nChanged 5 SP:Iteration 2Q (42.500826 sec): 3 clusters Score: Raw -14497.093199 + Penalty 1405.942576 = -13091.150623 nChanged 3 SP:Iteration 3Q (42.501311 sec): 3 clusters Score: Raw -14502.466202 + Penalty 1405.942576 = -13096.523626 nChanged 0 SP:Iteration 4F (42.501786 sec): 3 clusters Score: Raw -14502.466202 + Penalty 1405.942576 = -13096.523626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 100 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.502670 sec): 2 clusters Score: Raw -1086.114646 + Penalty 284.853687 = -801.260960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.502910 sec): 3 clusters Score: Raw -1088.848909 + Penalty 555.981234 = -532.867674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.503679 sec): 2 clusters Score: Raw -457.739202 + Penalty 164.539336 = -293.199866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.503897 sec): 3 clusters Score: Raw -445.630543 + Penalty 334.253852 = -111.376692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 102 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.504668 sec): 2 clusters Score: Raw -792.962282 + Penalty 229.500847 = -563.461435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.504892 sec): 3 clusters Score: Raw -799.231505 + Penalty 432.309790 = -366.921715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 103 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.505851 sec): 2 clusters Score: Raw -5462.630221 + Penalty 575.388933 = -4887.241288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.506184 sec): 3 clusters Score: Raw -5551.142966 + Penalty 1149.892818 = -4401.250148 nChanged 2 SP:Iteration 1Q (42.506497 sec): 3 clusters Score: Raw -5566.176678 + Penalty 1149.892818 = -4416.283860 nChanged 0 SP:Iteration 2F (42.506824 sec): 3 clusters Score: Raw -5566.176678 + Penalty 1149.892818 = -4416.283860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 104 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.507635 sec): 2 clusters Score: Raw -1533.639366 + Penalty 288.796251 = -1244.843115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.507875 sec): 3 clusters Score: Raw -1543.055087 + Penalty 585.236847 = -957.818240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 105 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.508864 sec): 2 clusters Score: Raw -7487.429428 + Penalty 521.591116 = -6965.838312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.509232 sec): 3 clusters Score: Raw -7495.094620 + Penalty 1055.167969 = -6439.926651 nChanged 8 SP:Iteration 1F (42.509600 sec): 3 clusters Score: Raw -7518.490980 + Penalty 1059.571424 = -6458.919556 nChanged 2 SP:Iteration 2Q (42.509957 sec): 3 clusters Score: Raw -7522.419492 + Penalty 1059.571424 = -6462.848068 nChanged 0 SP:Iteration 3F (42.510321 sec): 3 clusters Score: Raw -7522.419492 + Penalty 1059.571424 = -6462.848068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 106 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.511378 sec): 2 clusters Score: Raw -9531.801985 + Penalty 483.826817 = -9047.975168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.511781 sec): 3 clusters Score: Raw -9532.998943 + Penalty 967.983315 = -8565.015628 nChanged 12 SP:Iteration 1F (42.512176 sec): 3 clusters Score: Raw -9548.263533 + Penalty 966.835822 = -8581.427712 nChanged 2 SP:Iteration 2Q (42.512566 sec): 3 clusters Score: Raw -9550.041028 + Penalty 965.049393 = -8584.991635 nChanged 4 SP:Iteration 3Q (42.512953 sec): 3 clusters Score: Raw -9554.950479 + Penalty 964.559325 = -8590.391154 nChanged 5 SP:Iteration 4Q (42.513341 sec): 3 clusters Score: Raw -9562.328948 + Penalty 960.532861 = -8601.796087 nChanged 3 SP:Iteration 5Q (42.513727 sec): 3 clusters Score: Raw -9564.702923 + Penalty 963.778574 = -8600.924349 nChanged 1 SP:Iteration 6F (42.514120 sec): 3 clusters Score: Raw -9564.575229 + Penalty 963.778574 = -8600.796656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 107 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.515072 sec): 2 clusters Score: Raw -4048.337738 + Penalty 185.147395 = -3863.190343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.515369 sec): 3 clusters Score: Raw -4032.919726 + Penalty 367.089147 = -3665.830579 nChanged 7 SP:Iteration 1F (42.515669 sec): 3 clusters Score: Raw -4037.531298 + Penalty 367.089147 = -3670.442152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 108 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.516596 sec): 2 clusters Score: Raw -4850.474947 + Penalty 593.166888 = -4257.308059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.516910 sec): 3 clusters Score: Raw -4973.531647 + Penalty 1187.904708 = -3785.626939 nChanged 1 SP:Iteration 1Q (42.517203 sec): 3 clusters Score: Raw -4983.968819 + Penalty 1187.904708 = -3796.064111 nChanged 0 SP:Iteration 2F (42.517510 sec): 3 clusters Score: Raw -4983.968819 + Penalty 1187.904708 = -3796.064111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 109 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.518315 sec): 2 clusters Score: Raw -605.175626 + Penalty 117.529331 = -487.646295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.518537 sec): 3 clusters Score: Raw -602.008796 + Penalty 230.501066 = -371.507730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 111 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.519299 sec): 2 clusters Score: Raw -647.228480 + Penalty 253.812234 = -393.416246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.519524 sec): 3 clusters Score: Raw -641.277764 + Penalty 502.924951 = -138.352813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 112 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.520279 sec): 2 clusters Score: Raw -462.326850 + Penalty 190.843277 = -271.483573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.520494 sec): 3 clusters Score: Raw -451.207968 + Penalty 381.328125 = -69.879843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 114 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.521309 sec): 2 clusters Score: Raw -2484.076697 + Penalty 397.260881 = -2086.815816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.521569 sec): 3 clusters Score: Raw -2534.452690 + Penalty 792.070134 = -1742.382555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.522322 sec): 2 clusters Score: Raw -168.683186 + Penalty 54.860754 = -113.822432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.522528 sec): 3 clusters Score: Raw -163.390371 + Penalty 109.721507 = -53.668863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 117 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.523331 sec): 2 clusters Score: Raw -2249.882400 + Penalty 409.686391 = -1840.196009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.523584 sec): 3 clusters Score: Raw -2259.783417 + Penalty 817.742396 = -1442.041021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 118 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.524364 sec): 2 clusters Score: Raw -1110.432973 + Penalty 308.274542 = -802.158431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.524596 sec): 3 clusters Score: Raw -1119.874709 + Penalty 616.549084 = -503.325625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 119 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.525398 sec): 2 clusters Score: Raw -1075.982997 + Penalty 232.032268 = -843.950728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.525629 sec): 3 clusters Score: Raw -1084.722244 + Penalty 467.364573 = -617.357671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 121 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.526504 sec): 2 clusters Score: Raw -4315.250164 + Penalty 533.512868 = -3781.737296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.526807 sec): 3 clusters Score: Raw -4385.173146 + Penalty 1064.984634 = -3320.188511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 122 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.527597 sec): 2 clusters Score: Raw -1351.407332 + Penalty 310.661002 = -1040.746331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.527838 sec): 3 clusters Score: Raw -1368.025136 + Penalty 614.904150 = -753.120986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 123 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.528616 sec): 2 clusters Score: Raw -1240.129501 + Penalty 342.853365 = -897.276136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.528849 sec): 3 clusters Score: Raw -1239.385262 + Penalty 680.416559 = -558.968703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 124 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.529613 sec): 2 clusters Score: Raw -730.239810 + Penalty 234.449120 = -495.790690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.529838 sec): 3 clusters Score: Raw -726.836793 + Penalty 460.854093 = -265.982700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 125 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.530603 sec): 2 clusters Score: Raw -796.724932 + Penalty 235.491965 = -561.232967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.530828 sec): 3 clusters Score: Raw -803.491832 + Penalty 438.519041 = -364.972791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.531565 sec): 2 clusters Score: Raw -79.869577 + Penalty 0.000000 = -79.869577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.531750 sec): 2 clusters Score: Raw -79.869577 + Penalty 0.000000 = -79.869577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 127 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.532508 sec): 2 clusters Score: Raw -528.476472 + Penalty 171.253642 = -357.222829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.532729 sec): 3 clusters Score: Raw -527.495508 + Penalty 342.507285 = -184.988223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 128 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.533497 sec): 2 clusters Score: Raw -884.537928 + Penalty 211.103682 = -673.434246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.533725 sec): 3 clusters Score: Raw -883.288736 + Penalty 433.375188 = -449.913548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 130 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.534554 sec): 2 clusters Score: Raw -2201.587720 + Penalty 436.239525 = -1765.348195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.534807 sec): 3 clusters Score: Raw -2241.945870 + Penalty 870.109531 = -1371.836339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 133 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.535613 sec): 2 clusters Score: Raw -1040.192132 + Penalty 279.710904 = -760.481229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.535842 sec): 3 clusters Score: Raw -1034.994747 + Penalty 560.945344 = -474.049403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.536603 sec): 2 clusters Score: Raw -635.479897 + Penalty 204.910523 = -430.569374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.536821 sec): 3 clusters Score: Raw -628.574123 + Penalty 384.680057 = -243.894066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 136 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.537573 sec): 2 clusters Score: Raw -435.097317 + Penalty 117.686233 = -317.411084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.537772 sec): 2 clusters Score: Raw -435.097317 + Penalty 117.686233 = -317.411084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 137 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.538558 sec): 2 clusters Score: Raw -1528.396419 + Penalty 278.082037 = -1250.314382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.538796 sec): 3 clusters Score: Raw -1533.398816 + Penalty 555.561516 = -977.837300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 138 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.539573 sec): 2 clusters Score: Raw -817.161445 + Penalty 262.776241 = -554.385204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.539797 sec): 3 clusters Score: Raw -829.646863 + Penalty 521.126949 = -308.519914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 139 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.540576 sec): 2 clusters Score: Raw -1149.740854 + Penalty 282.964872 = -866.775982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.540810 sec): 3 clusters Score: Raw -1162.385190 + Penalty 564.974679 = -597.410511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 141 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.541554 sec): 2 clusters Score: Raw -85.864798 + Penalty 0.000000 = -85.864798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.541744 sec): 2 clusters Score: Raw -85.864798 + Penalty 0.000000 = -85.864798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 142 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.542582 sec): 2 clusters Score: Raw -3456.755142 + Penalty 510.778287 = -2945.976855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.542859 sec): 3 clusters Score: Raw -3496.217389 + Penalty 1022.392152 = -2473.825236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 143 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.543648 sec): 2 clusters Score: Raw -1333.316063 + Penalty 317.536217 = -1015.779846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.543885 sec): 3 clusters Score: Raw -1343.973876 + Penalty 640.425653 = -703.548223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 145 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.544651 sec): 2 clusters Score: Raw -356.902736 + Penalty 140.624048 = -216.278689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.544884 sec): 3 clusters Score: Raw -350.375045 + Penalty 281.248095 = -69.126950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.545646 sec): 2 clusters Score: Raw -212.520611 + Penalty 37.114429 = -175.406182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.545845 sec): 3 clusters Score: Raw -220.863707 + Penalty 63.361930 = -157.501777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 147 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.546622 sec): 2 clusters Score: Raw -1118.893282 + Penalty 317.382323 = -801.510958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.546855 sec): 3 clusters Score: Raw -1127.072622 + Penalty 634.764646 = -492.307976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 149 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.547645 sec): 2 clusters Score: Raw -1573.192343 + Penalty 387.715548 = -1185.476794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.547886 sec): 3 clusters Score: Raw -1597.763335 + Penalty 772.157672 = -825.605663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 150 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.548663 sec): 2 clusters Score: Raw -1106.085926 + Penalty 330.847900 = -775.238026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.548894 sec): 3 clusters Score: Raw -1112.396170 + Penalty 666.464380 = -445.931791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 151 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.549670 sec): 2 clusters Score: Raw -967.269243 + Penalty 48.021822 = -919.247422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.549883 sec): 3 clusters Score: Raw -1032.992297 + Penalty 96.043643 = -936.948654 nChanged 0 Score: Raw -3431797.496599 + Penalty 186599.197000 = -3245198.299599 Splitting cluster 151 changes total score from -3222474.835324 to -3245198.299599 So it's getting split into cluster 70. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 153 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.042438 sec): 2 clusters Score: Raw -83.939255 + Penalty 0.000000 = -83.939255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.042647 sec): 2 clusters Score: Raw -83.939255 + Penalty 0.000000 = -83.939255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 154 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.043464 sec): 2 clusters Score: Raw -1453.676932 + Penalty 332.434532 = -1121.242400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.043704 sec): 3 clusters Score: Raw -1479.426046 + Penalty 670.649065 = -808.776981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.044450 sec): 2 clusters Score: Raw -182.888417 + Penalty 82.121377 = -100.767040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.044644 sec): 2 clusters Score: Raw -182.888417 + Penalty 82.121377 = -100.767040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 157 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.045410 sec): 2 clusters Score: Raw -797.330903 + Penalty 283.982875 = -513.348028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.045635 sec): 3 clusters Score: Raw -828.304649 + Penalty 565.867554 = -262.437095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 158 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.046425 sec): 2 clusters Score: Raw -662.247138 + Penalty 262.129729 = -400.117408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.046646 sec): 3 clusters Score: Raw -652.825203 + Penalty 542.597735 = -110.227468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 159 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.047396 sec): 2 clusters Score: Raw -347.657951 + Penalty 124.737217 = -222.920735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.047610 sec): 3 clusters Score: Raw -344.760163 + Penalty 244.252371 = -100.507791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 161 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.048366 sec): 2 clusters Score: Raw -563.489654 + Penalty 205.222965 = -358.266689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.048583 sec): 3 clusters Score: Raw -553.865391 + Penalty 392.324256 = -161.541136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 162 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.049339 sec): 2 clusters Score: Raw -550.945827 + Penalty 179.044729 = -371.901098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.049557 sec): 3 clusters Score: Raw -540.447413 + Penalty 343.136757 = -197.310657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 164 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.050318 sec): 2 clusters Score: Raw -816.373221 + Penalty 257.837432 = -558.535789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.050543 sec): 3 clusters Score: Raw -813.433384 + Penalty 509.761826 = -303.671558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.051285 sec): 2 clusters Score: Raw -178.730160 + Penalty 73.605899 = -105.124260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.051478 sec): 2 clusters Score: Raw -178.730160 + Penalty 73.605899 = -105.124260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 166 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.052227 sec): 2 clusters Score: Raw -178.854667 + Penalty 72.808152 = -106.046515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.052430 sec): 3 clusters Score: Raw -169.339105 + Penalty 145.616304 = -23.722801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 167 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.053211 sec): 2 clusters Score: Raw -979.465959 + Penalty 317.626137 = -661.839821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.053437 sec): 3 clusters Score: Raw -962.926866 + Penalty 624.915631 = -338.011235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 168 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.054184 sec): 2 clusters Score: Raw -263.883554 + Penalty 91.752685 = -172.130869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.054394 sec): 3 clusters Score: Raw -255.960576 + Penalty 185.913856 = -70.046720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 170 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.055140 sec): 2 clusters Score: Raw -280.347623 + Penalty 141.631598 = -138.716025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.055354 sec): 3 clusters Score: Raw -269.153888 + Penalty 266.176535 = -2.977353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 171 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.056133 sec): 2 clusters Score: Raw -729.318544 + Penalty 203.745849 = -525.572695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.056353 sec): 3 clusters Score: Raw -726.460792 + Penalty 407.491698 = -318.969095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 172 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.057106 sec): 2 clusters Score: Raw -483.912538 + Penalty 218.789807 = -265.122731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.057321 sec): 3 clusters Score: Raw -469.472573 + Penalty 430.813081 = -38.659491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 173 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.058075 sec): 2 clusters Score: Raw -568.700389 + Penalty 237.593322 = -331.107067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.058292 sec): 3 clusters Score: Raw -556.073879 + Penalty 470.573033 = -85.500846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.059038 sec): 2 clusters Score: Raw -175.372044 + Penalty 63.297138 = -112.074906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.059234 sec): 2 clusters Score: Raw -175.372044 + Penalty 63.297138 = -112.074906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 175 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.060005 sec): 2 clusters Score: Raw -549.897495 + Penalty 179.386623 = -370.510872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.060223 sec): 3 clusters Score: Raw -540.497477 + Penalty 368.370406 = -172.127072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 179 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.060979 sec): 2 clusters Score: Raw -652.056921 + Penalty 219.124722 = -432.932199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.061201 sec): 3 clusters Score: Raw -640.713218 + Penalty 438.033672 = -202.679546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 180 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.061947 sec): 2 clusters Score: Raw -277.775789 + Penalty 125.635427 = -152.140362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.062155 sec): 3 clusters Score: Raw -265.874053 + Penalty 238.466104 = -27.407949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 182 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.062915 sec): 2 clusters Score: Raw -886.835239 + Penalty 313.095652 = -573.739587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.063139 sec): 3 clusters Score: Raw -870.757214 + Penalty 613.103648 = -257.653566 nChanged 1 SP:Iteration 1F (46.063357 sec): 3 clusters Score: Raw -874.649293 + Penalty 613.103648 = -261.545645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 185 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.064104 sec): 2 clusters Score: Raw -347.538924 + Penalty 140.880983 = -206.657941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.064315 sec): 3 clusters Score: Raw -344.857814 + Penalty 312.654514 = -32.203300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 186 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.065069 sec): 2 clusters Score: Raw -647.210834 + Penalty 231.344645 = -415.866189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.065310 sec): 3 clusters Score: Raw -641.700939 + Penalty 459.501075 = -182.199864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 188 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.066068 sec): 2 clusters Score: Raw -565.985715 + Penalty 223.864994 = -342.120720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.066286 sec): 3 clusters Score: Raw -555.117190 + Penalty 451.575445 = -103.541745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.067040 sec): 2 clusters Score: Raw -177.372450 + Penalty 70.430914 = -106.941536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.067234 sec): 2 clusters Score: Raw -177.372450 + Penalty 70.430914 = -106.941536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 191 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.067981 sec): 2 clusters Score: Raw -269.413658 + Penalty 120.326984 = -149.086674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.068191 sec): 3 clusters Score: Raw -259.268361 + Penalty 250.772060 = -8.496300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 198 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.068940 sec): 2 clusters Score: Raw -273.694068 + Penalty 128.691805 = -145.002263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.069136 sec): 2 clusters Score: Raw -273.694068 + Penalty 128.691805 = -145.002263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.069872 sec): 2 clusters Score: Raw -85.236939 + Penalty 0.000000 = -85.236939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.070061 sec): 2 clusters Score: Raw -85.236939 + Penalty 0.000000 = -85.236939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 204 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.070796 sec): 2 clusters Score: Raw -84.709497 + Penalty 0.000000 = -84.709497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.070986 sec): 2 clusters Score: Raw -84.709497 + Penalty 0.000000 = -84.709497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 205 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.071724 sec): 2 clusters Score: Raw -166.945694 + Penalty 41.527176 = -125.418517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.071918 sec): 2 clusters Score: Raw -166.945694 + Penalty 41.527176 = -125.418517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.072649 sec): 2 clusters Score: Raw -85.406021 + Penalty 0.000000 = -85.406021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.072837 sec): 2 clusters Score: Raw -85.406021 + Penalty 0.000000 = -85.406021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 214 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.073581 sec): 2 clusters Score: Raw -269.580903 + Penalty 102.274688 = -167.306215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.073793 sec): 3 clusters Score: Raw -261.174702 + Penalty 203.508665 = -57.666037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 215 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.074540 sec): 2 clusters Score: Raw -377.675563 + Penalty 183.037336 = -194.638227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.074770 sec): 3 clusters Score: Raw -364.429954 + Penalty 366.074673 = 1.644719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.075513 sec): 2 clusters Score: Raw -86.107004 + Penalty 0.000000 = -86.107004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.075702 sec): 2 clusters Score: Raw -86.107004 + Penalty 0.000000 = -86.107004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.076445 sec): 2 clusters Score: Raw -172.302669 + Penalty 65.262243 = -107.040427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.076637 sec): 2 clusters Score: Raw -172.302669 + Penalty 65.262243 = -107.040427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.077378 sec): 2 clusters Score: Raw -179.668114 + Penalty 87.750198 = -91.917915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.077585 sec): 3 clusters Score: Raw -170.957297 + Penalty 175.500397 = 4.543099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 225 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.078325 sec): 2 clusters Score: Raw -84.521319 + Penalty 0.000000 = -84.521319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.078514 sec): 2 clusters Score: Raw -84.521319 + Penalty 0.000000 = -84.521319 nChanged 0 Deleting Class 182 (9 points): Lose 96.999737 but Gain 1518.857733 Iteration 20F (49.587174 sec): 177 clusters Score: Raw -3409798.645128 + Penalty 185290.054492 = -3224508.590636 nChanged 480 Deleting Class 85 (19 points): Lose 200.871108 but Gain 1621.932411 Iteration 21Q (49.925831 sec): 176 clusters Score: Raw -3409914.997455 + Penalty 183926.799605 = -3225988.197850 nChanged 306 Deleting Class 167 (10 points): Lose 54.010295 but Gain 1470.330792 Iteration 22Q (50.244374 sec): 175 clusters Score: Raw -3410093.827898 + Penalty 182497.957571 = -3227595.870327 nChanged 243 Deleting Class 172 (5 points): Lose 36.557173 but Gain 1448.996595 Iteration 23Q (50.557192 sec): 174 clusters Score: Raw -3410203.199826 + Penalty 181091.854158 = -3229111.345668 nChanged 193 Deleting Class 215 (4 points): Lose 29.150935 but Gain 1407.339050 Iteration 24Q (50.860079 sec): 173 clusters Score: Raw -3410256.760609 + Penalty 179714.343076 = -3230542.417534 nChanged 162 Deleting Class 108 (52 points): Lose 224.067885 but Gain 1592.576721 Iteration 25Q (51.155878 sec): 172 clusters Score: Raw -3410097.946680 + Penalty 178342.460230 = -3231755.486450 nChanged 192 Deleting Class 123 (13 points): Lose 59.555436 but Gain 1424.767924 Iteration 26Q (51.459328 sec): 171 clusters Score: Raw -3410266.173730 + Penalty 176901.849422 = -3233364.324308 nChanged 157 Deleting Class 170 (3 points): Lose 21.614296 but Gain 1374.137560 Iteration 27Q (51.753874 sec): 170 clusters Score: Raw -3410329.810456 + Penalty 175583.942121 = -3234745.868335 nChanged 127 Deleting Class 173 (6 points): Lose 65.507453 but Gain 1413.412829 Iteration 28Q (52.042380 sec): 169 clusters Score: Raw -3410328.953935 + Penalty 174231.309140 = -3236097.644796 nChanged 117 Deleting Class 90 (18 points): Lose 100.919157 but Gain 1436.889360 Iteration 29Q (52.330368 sec): 168 clusters Score: Raw -3410295.618408 + Penalty 172812.942100 = -3237482.676308 nChanged 127 Deleting Class 149 (18 points): Lose 126.094418 but Gain 1463.574534 Iteration 30F (55.622595 sec): 167 clusters Score: Raw -3410255.461154 + Penalty 171567.887156 = -3238687.573998 nChanged 120 Deleting Class 61 (10 points): Lose 311.840634 but Gain 1645.640662 Iteration 31Q (55.909334 sec): 166 clusters Score: Raw -3410073.377756 + Penalty 170009.232855 = -3240064.144900 nChanged 122 Deleting Class 111 (7 points): Lose 57.831967 but Gain 1390.286406 Iteration 32Q (56.195156 sec): 165 clusters Score: Raw -3410107.008234 + Penalty 168686.397944 = -3241420.610290 nChanged 121 Deleting Class 130 (24 points): Lose 139.098161 but Gain 1463.114353 Iteration 33Q (56.481857 sec): 164 clusters Score: Raw -3410070.692106 + Penalty 167358.854467 = -3242711.837639 nChanged 140 Deleting Class 224 (2 points): Lose 40.121519 but Gain 1349.388964 Iteration 34Q (56.767548 sec): 163 clusters Score: Raw -3410176.258777 + Penalty 166099.990849 = -3244076.267928 nChanged 133 Deleting Class 158 (7 points): Lose 127.355421 but Gain 1435.846466 Iteration 35Q (57.053585 sec): 162 clusters Score: Raw -3410146.416107 + Penalty 164836.234204 = -3245310.181903 nChanged 129 Deleting Class 217 (1 points): Lose 1.353397 but Gain 1301.472408 Iteration 36Q (57.336104 sec): 161 clusters Score: Raw -3410247.508984 + Penalty 163491.792292 = -3246755.716692 nChanged 106 Deleting Class 142 (38 points): Lose 214.923672 but Gain 1513.653355 Iteration 37Q (57.614387 sec): 160 clusters Score: Raw -3410090.872681 + Penalty 162031.967339 = -3248058.905342 nChanged 131 Deleting Class 75 (10 points): Lose 117.149484 but Gain 1412.132491 Iteration 38Q (57.895000 sec): 159 clusters Score: Raw -3410104.876201 + Penalty 160661.011882 = -3249443.864319 nChanged 91 Deleting Class 150 (12 points): Lose 132.008125 but Gain 1419.164742 Iteration 39Q (58.168197 sec): 158 clusters Score: Raw -3410050.107552 + Penalty 159302.424843 = -3250747.682709 nChanged 66 Deleting Class 141 (1 points): Lose 0.945415 but Gain 1286.534513 Iteration 40F (61.291723 sec): 157 clusters Score: Raw -3410117.623958 + Penalty 158097.164845 = -3252020.459113 nChanged 45 Deleting Class 147 (12 points): Lose 82.811149 but Gain 1361.404446 Iteration 41Q (61.561380 sec): 156 clusters Score: Raw -3410107.182800 + Penalty 156717.126743 = -3253390.056057 nChanged 42 Deleting Class 188 (6 points): Lose 53.245684 but Gain 1331.744734 Iteration 42Q (61.830255 sec): 155 clusters Score: Raw -3410089.337190 + Penalty 155380.273242 = -3254709.063948 nChanged 31 Deleting Class 117 (27 points): Lose 124.239434 but Gain 1395.021725 Iteration 43Q (62.093993 sec): 154 clusters Score: Raw -3409989.868310 + Penalty 154055.238620 = -3255934.629690 nChanged 49 Deleting Class 138 (10 points): Lose 69.438669 but Gain 1338.073198 Iteration 44Q (62.360949 sec): 153 clusters Score: Raw -3409984.912866 + Penalty 152738.969036 = -3257245.943830 nChanged 36 Deleting Class 118 (12 points): Lose 65.096221 but Gain 1322.336819 Iteration 45Q (62.624141 sec): 152 clusters Score: Raw -3409950.628844 + Penalty 151508.610911 = -3258442.017934 nChanged 39 Deleting Class 143 (15 points): Lose 95.793775 but Gain 1351.666690 Iteration 46Q (62.885982 sec): 151 clusters Score: Raw -3409893.847211 + Penalty 150406.263816 = -3259487.583395 nChanged 42 Deleting Class 204 (2 points): Lose 17.098349 but Gain 1399.145404 Iteration 47Q (63.148893 sec): 150 clusters Score: Raw -3409953.864612 + Penalty 149005.001748 = -3260948.862865 nChanged 25 Deleting Class 156 (2 points): Lose 8.965305 but Gain 1262.831101 Iteration 48Q (63.408766 sec): 149 clusters Score: Raw -3409965.077113 + Penalty 147794.848167 = -3262170.228947 nChanged 20 Deleting Class 191 (4 points): Lose 28.541955 but Gain 1276.703484 Iteration 49Q (63.665148 sec): 148 clusters Score: Raw -3409964.076335 + Penalty 146555.301043 = -3263408.775293 nChanged 26 Deleting Class 112 (4 points): Lose 19.635668 but Gain 1264.704168 Iteration 50F (66.566470 sec): 147 clusters Score: Raw -3409981.600888 + Penalty 145326.591400 = -3264655.009489 nChanged 39 Deleting Class 52 (60 points): Lose 295.695191 but Gain 1538.494521 Iteration 51Q (66.828899 sec): 146 clusters Score: Raw -3409755.687197 + Penalty 143917.612918 = -3265838.074279 nChanged 91 Deleting Class 72 (6 points): Lose 44.555843 but Gain 1284.307065 Iteration 52Q (67.090832 sec): 145 clusters Score: Raw -3409884.539001 + Penalty 142670.408389 = -3267214.130612 nChanged 41 Deleting Class 186 (7 points): Lose 33.563026 but Gain 1267.217542 Iteration 53Q (67.347248 sec): 144 clusters Score: Raw -3409901.805424 + Penalty 141395.339304 = -3268506.466120 nChanged 24 Deleting Class 80 (19 points): Lose 67.660708 but Gain 1292.998582 Iteration 54Q (67.601724 sec): 143 clusters Score: Raw -3409853.919528 + Penalty 140121.673471 = -3269732.246057 nChanged 30 Deleting Class 19 (28 points): Lose 182.757249 but Gain 1406.994985 Iteration 55Q (67.858260 sec): 142 clusters Score: Raw -3409704.685410 + Penalty 138772.654819 = -3270932.030591 nChanged 40 Deleting Class 69 (9 points): Lose 56.526176 but Gain 1276.204447 Iteration 56Q (68.117178 sec): 141 clusters Score: Raw -3409731.143736 + Penalty 137505.760522 = -3272225.383213 nChanged 22 Deleting Class 89 (10 points): Lose 48.039551 but Gain 1261.744927 Iteration 57Q (68.377846 sec): 140 clusters Score: Raw -3409709.874854 + Penalty 136253.306303 = -3273456.568551 nChanged 15 Deleting Class 121 (54 points): Lose 273.339875 but Gain 1486.688680 Iteration 58Q (68.625774 sec): 139 clusters Score: Raw -3409453.928418 + Penalty 134892.796343 = -3274561.132075 nChanged 61 Deleting Class 198 (2 points): Lose 7.781323 but Gain 1219.378427 Iteration 59Q (68.878586 sec): 138 clusters Score: Raw -3409581.295421 + Penalty 133723.383106 = -3275857.912315 nChanged 22 Deleting Class 179 (9 points): Lose 56.855057 but Gain 1269.350700 Iteration 60F (71.585247 sec): 137 clusters Score: Raw -3409561.840351 + Penalty 132459.242760 = -3277102.597591 nChanged 22 Deleting Class 74 (46 points): Lose 324.237432 but Gain 1535.330232 Iteration 61Q (71.845396 sec): 136 clusters Score: Raw -3409258.385017 + Penalty 131196.513319 = -3278061.871698 nChanged 55 Deleting Class 153 (3 points): Lose 26.615160 but Gain 1416.399373 Iteration 62Q (72.094268 sec): 135 clusters Score: Raw -3409388.213442 + Penalty 129920.947268 = -3279467.266174 nChanged 27 Deleting Class 27 (15 points): Lose 119.268591 but Gain 1328.879666 Iteration 63Q (72.340069 sec): 134 clusters Score: Raw -3409344.417179 + Penalty 128672.450151 = -3280671.967028 nChanged 36 Deleting Class 164 (11 points): Lose 85.637288 but Gain 1294.428199 Iteration 64Q (72.586698 sec): 133 clusters Score: Raw -3409317.759676 + Penalty 127424.383353 = -3281893.376323 nChanged 29 Deleting Class 100 (12 points): Lose 63.177502 but Gain 1255.604149 Iteration 65Q (72.832762 sec): 132 clusters Score: Raw -3409302.589939 + Penalty 126201.537339 = -3283101.052600 nChanged 31 Deleting Class 133 (11 points): Lose 56.746948 but Gain 1243.350843 Iteration 66Q (73.077106 sec): 131 clusters Score: Raw -3409303.308616 + Penalty 124986.401562 = -3284316.907055 nChanged 21 Deleting Class 124 (9 points): Lose 39.481528 but Gain 1219.776336 Iteration 67Q (73.318857 sec): 130 clusters Score: Raw -3409289.159045 + Penalty 123807.912643 = -3285481.246402 nChanged 16 Deleting Class 180 (3 points): Lose 39.982237 but Gain 1218.939569 Iteration 68Q (73.563336 sec): 129 clusters Score: Raw -3409272.745569 + Penalty 122587.539463 = -3286685.206106 nChanged 6 Deleting Class 92 (9 points): Lose 232.137945 but Gain 1409.656118 Iteration 69Q (73.803240 sec): 128 clusters Score: Raw -3409051.648973 + Penalty 121193.332083 = -3287858.316890 nChanged 9 Deleting Class 122 (29 points): Lose 183.578235 but Gain 1363.854030 Iteration 70F (76.363297 sec): 127 clusters Score: Raw -3408884.776258 + Penalty 119900.399939 = -3288984.376319 nChanged 30 Deleting Class 190 (3 points): Lose 30.854669 but Gain 1207.692202 Iteration 71Q (76.602442 sec): 126 clusters Score: Raw -3408934.636718 + Penalty 118730.695694 = -3290203.941024 nChanged 14 Deleting Class 64 (10 points): Lose 39.511497 but Gain 1209.932165 Iteration 72Q (76.840883 sec): 125 clusters Score: Raw -3408921.687153 + Penalty 117542.851320 = -3291378.835833 nChanged 18 Deleting Class 161 (6 points): Lose 50.462567 but Gain 1220.845641 Iteration 73Q (77.076987 sec): 124 clusters Score: Raw -3408889.638591 + Penalty 116350.781255 = -3292538.857336 nChanged 16 Deleting Class 103 (73 points): Lose 316.739630 but Gain 1466.703178 Iteration 74Q (77.311543 sec): 123 clusters Score: Raw -3408589.823930 + Penalty 115015.541440 = -3293574.282490 nChanged 85 Deleting Class 102 (11 points): Lose 58.464337 but Gain 1207.907382 Iteration 75Q (77.548562 sec): 122 clusters Score: Raw -3408732.339149 + Penalty 113842.415696 = -3294889.923454 nChanged 39 Deleting Class 60 (4 points): Lose 30.603923 but Gain 1177.098790 Iteration 76Q (77.783324 sec): 121 clusters Score: Raw -3408740.926693 + Penalty 112688.325109 = -3296052.601583 nChanged 28 Deleting Class 14 (51 points): Lose 233.687159 but Gain 1376.306218 Iteration 77Q (78.017413 sec): 120 clusters Score: Raw -3408542.859872 + Penalty 111659.286618 = -3296883.573254 nChanged 70 Deleting Class 48 (12 points): Lose 84.786591 but Gain 1225.258749 Iteration 78Q (78.251102 sec): 119 clusters Score: Raw -3408620.613916 + Penalty 110501.659480 = -3298118.954436 nChanged 59 Deleting Class 157 (8 points): Lose 205.489390 but Gain 1344.798831 Iteration 79Q (78.491745 sec): 118 clusters Score: Raw -3408476.200515 + Penalty 109177.710287 = -3299298.490228 nChanged 42 Deleting Class 199 (1 points): Lose 3.763976 but Gain 1136.011371 Iteration 80F (80.810700 sec): 117 clusters Score: Raw -3408515.799681 + Penalty 108065.929162 = -3300449.870519 nChanged 39 Deleting Class 165 (2 points): Lose 3.172494 but Gain 1131.883349 Iteration 81Q (81.041487 sec): 116 clusters Score: Raw -3408563.099604 + Penalty 106962.864903 = -3301600.234700 nChanged 35 Deleting Class 225 (1 points): Lose 4.188672 but Gain 1131.628406 Iteration 82Q (81.278245 sec): 115 clusters Score: Raw -3408582.027705 + Penalty 105875.614783 = -3302706.412922 nChanged 26 Deleting Class 114 (28 points): Lose 145.490342 but Gain 1270.745736 Iteration 83Q (81.506231 sec): 114 clusters Score: Raw -3408447.729218 + Penalty 104690.918099 = -3303756.811119 nChanged 50 Deleting Class 154 (16 points): Lose 155.244730 but Gain 1278.012747 Iteration 84Q (81.733830 sec): 113 clusters Score: Raw -3408362.178160 + Penalty 103424.462250 = -3304937.715909 nChanged 44 Deleting Class 134 (6 points): Lose 40.274282 but Gain 1159.484967 Iteration 85Q (81.960530 sec): 112 clusters Score: Raw -3408366.169040 + Penalty 102271.404771 = -3306094.764269 nChanged 29 Deleting Class 91 (42 points): Lose 186.403941 but Gain 1289.253994 Iteration 86Q (82.184696 sec): 111 clusters Score: Raw -3408199.147104 + Penalty 101006.837431 = -3307192.309673 nChanged 62 Deleting Class 101 (6 points): Lose 63.652195 but Gain 1165.553716 Iteration 87Q (82.412291 sec): 110 clusters Score: Raw -3408225.829000 + Penalty 99859.655765 = -3308366.173235 nChanged 39 Deleting Class 166 (2 points): Lose 19.409259 but Gain 1119.615892 Iteration 88Q (82.634522 sec): 109 clusters Score: Raw -3408234.544822 + Penalty 98780.268172 = -3309454.276651 nChanged 40 Deleting Class 84 (54 points): Lose 134.302950 but Gain 1233.397071 Iteration 89Q (82.855062 sec): 108 clusters Score: Raw -3408119.777881 + Penalty 97617.285689 = -3310502.492193 nChanged 79 Deleting Class 125 (11 points): Lose 69.114637 but Gain 1167.846787 Iteration 90F (84.977315 sec): 107 clusters Score: Raw -3408138.007195 + Penalty 96469.349120 = -3311668.658075 nChanged 40 Deleting Class 139 (14 points): Lose 76.226548 but Gain 1170.701179 Iteration 91Q (85.197046 sec): 106 clusters Score: Raw -3408089.794383 + Penalty 95311.496703 = -3312778.297679 nChanged 37 Deleting Class 87 (9 points): Lose 44.735427 but Gain 1118.087704 Iteration 92Q (85.415859 sec): 105 clusters Score: Raw -3408073.167522 + Penalty 94219.773618 = -3313853.393904 nChanged 27 Deleting Class 93 (18 points): Lose 101.851734 but Gain 1167.495849 Iteration 93Q (85.635615 sec): 104 clusters Score: Raw -3407996.077197 + Penalty 93111.357559 = -3314884.719639 nChanged 35 Deleting Class 95 (8 points): Lose 32.230557 but Gain 1076.060982 Iteration 94Q (85.850970 sec): 103 clusters Score: Raw -3408021.127384 + Penalty 92050.090861 = -3315971.036523 nChanged 27 Deleting Class 104 (49 points): Lose 344.689721 but Gain 1385.518998 Iteration 95Q (86.066583 sec): 102 clusters Score: Raw -3407698.060043 + Penalty 90826.627475 = -3316871.432568 nChanged 63 Deleting Class 127 (9 points): Lose 47.638076 but Gain 1143.580756 Iteration 96Q (86.287415 sec): 101 clusters Score: Raw -3407778.647556 + Penalty 89766.720426 = -3318011.927131 nChanged 25 Deleting Class 175 (6 points): Lose 28.385120 but Gain 1067.148488 Iteration 97Q (86.504652 sec): 100 clusters Score: Raw -3407773.263102 + Penalty 88708.481749 = -3319064.781353 nChanged 21 Deleting Class 162 (6 points): Lose 26.795000 but Gain 1065.114605 Iteration 98Q (86.717988 sec): 99 clusters Score: Raw -3407760.531134 + Penalty 87657.602019 = -3320102.929115 nChanged 15 Deleting Class 73 (15 points): Lose 93.628726 but Gain 1124.904154 Iteration 99Q (86.929874 sec): 98 clusters Score: Raw -3407679.155449 + Penalty 86542.405138 = -3321136.750311 nChanged 25 Deleting Class 171 (10 points): Lose 72.817670 but Gain 1104.175878 Iteration 100F (88.852096 sec): 97 clusters Score: Raw -3407628.721306 + Penalty 85444.922558 = -3322183.798748 nChanged 21 Deleting Class 115 (3 points): Lose 19.632086 but Gain 1049.221432 Iteration 101Q (89.062950 sec): 96 clusters Score: Raw -3407624.673524 + Penalty 84402.569446 = -3323222.104077 nChanged 12 Deleting Class 105 (91 points): Lose 279.114185 but Gain 1303.331164 Iteration 102Q (89.269889 sec): 95 clusters Score: Raw -3407356.072886 + Penalty 83148.777802 = -3324207.295084 nChanged 95 Deleting Class 9 (24 points): Lose 114.758215 but Gain 1129.422496 Iteration 103Q (89.482802 sec): 94 clusters Score: Raw -3407367.016519 + Penalty 82043.425311 = -3325323.591208 nChanged 40 Deleting Class 83 (7 points): Lose 30.636510 but Gain 1041.384643 Iteration 104Q (89.690005 sec): 93 clusters Score: Raw -3407379.235554 + Penalty 81003.269879 = -3326375.965675 nChanged 18 Deleting Class 94 (3 points): Lose 10.921116 but Gain 1016.816264 Iteration 105Q (89.894609 sec): 92 clusters Score: Raw -3407385.595181 + Penalty 79991.834572 = -3327393.760610 nChanged 9 Deleting Class 220 (2 points): Lose 11.999334 but Gain 1003.577788 Iteration 106Q (90.098471 sec): 91 clusters Score: Raw -3407381.499336 + Penalty 78996.738369 = -3328384.760967 nChanged 7 Deleting Class 145 (3 points): Lose 21.348271 but Gain 1009.961819 Iteration 107Q (90.300800 sec): 90 clusters Score: Raw -3407367.649181 + Penalty 77985.693503 = -3329381.955678 nChanged 5 Deleting Class 21 (6 points): Lose 54.095163 but Gain 1041.827382 Iteration 108Q (90.504135 sec): 89 clusters Score: Raw -3407321.385584 + Penalty 76933.043372 = -3330388.342212 nChanged 6 Deleting Class 214 (5 points): Lose 65.058474 but Gain 1051.054380 Iteration 109Q (90.704404 sec): 88 clusters Score: Raw -3407272.371423 + Penalty 75883.375665 = -3331388.995758 nChanged 5 Deleting Class 57 (11 points): Lose 127.655376 but Gain 1111.122889 Iteration 110F (92.445628 sec): 87 clusters Score: Raw -3407157.965887 + Penalty 74792.604013 = -3332365.361874 nChanged 12 Deleting Class 2 (7 points): Lose 16.499275 but Gain 996.887740 Iteration 111Q (92.651006 sec): 86 clusters Score: Raw -3407174.808409 + Penalty 73794.626047 = -3333380.182362 nChanged 14 Deleting Class 119 (13 points): Lose 62.361060 but Gain 1034.969199 Iteration 112Q (92.854961 sec): 85 clusters Score: Raw -3407126.182274 + Penalty 72763.604628 = -3334362.577646 nChanged 18 Deleting Class 7 (63 points): Lose 669.170783 but Gain 1641.184168 Iteration 113Q (93.058817 sec): 84 clusters Score: Raw -3406473.983563 + Penalty 71187.320873 = -3335286.662690 nChanged 70 Deleting Class 41 (7 points): Lose 377.551179 but Gain 1345.224909 Iteration 114Q (93.265075 sec): 83 clusters Score: Raw -3406347.882569 + Penalty 69899.728141 = -3336448.154429 nChanged 35 Deleting Class 174 (2 points): Lose 6.234839 but Gain 973.359159 Iteration 115Q (93.468093 sec): 82 clusters Score: Raw -3406421.653758 + Penalty 68910.946861 = -3337510.706898 nChanged 18 Deleting Class 137 (17 points): Lose 93.324385 but Gain 1046.184221 Iteration 116Q (93.668115 sec): 81 clusters Score: Raw -3406399.193413 + Penalty 67875.218751 = -3338523.974662 nChanged 28 Deleting Class 65 (5 points): Lose 27.946370 but Gain 979.927005 Iteration 117Q (93.867595 sec): 80 clusters Score: Raw -3406397.511577 + Penalty 66904.096708 = -3339493.414869 nChanged 14 Deleting Class 76 (2 points): Lose 5.903935 but Gain 955.358985 Iteration 118Q (94.060385 sec): 79 clusters Score: Raw -3406403.532438 + Penalty 65950.455929 = -3340453.076509 nChanged 8 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3406403.532438 + Penalty 65950.455929 = -3340453.076509Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 1 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.197641 sec): 2 clusters Score: Raw -8479.766468 + Penalty 324.274383 = -8155.492084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.198061 sec): 3 clusters Score: Raw -8482.328376 + Penalty 635.635616 = -7846.692760 nChanged 13 SP:Iteration 1F (94.198469 sec): 3 clusters Score: Raw -8503.489960 + Penalty 639.947818 = -7863.542142 nChanged 3 SP:Iteration 2Q (94.198869 sec): 3 clusters Score: Raw -8509.512948 + Penalty 639.947818 = -7869.565130 nChanged 0 SP:Iteration 3F (94.199274 sec): 3 clusters Score: Raw -8509.512948 + Penalty 639.947818 = -7869.565130 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 3 (1493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.204829 sec): 2 clusters Score: Raw -131656.026209 + Penalty 413.341958 = -131242.684251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.207713 sec): 3 clusters Score: Raw -130827.961401 + Penalty 828.814142 = -129999.147258 nChanged 605 SP:Iteration 1F (94.210533 sec): 3 clusters Score: Raw -131197.167226 + Penalty 834.339991 = -130362.827235 nChanged 151 SP:Iteration 2F (94.213458 sec): 3 clusters Score: Raw -131291.219474 + Penalty 842.061309 = -130449.158165 nChanged 107 SP:Iteration 3F (94.216358 sec): 3 clusters Score: Raw -131357.171314 + Penalty 853.516231 = -130503.655083 nChanged 96 SP:Iteration 4F (94.219215 sec): 3 clusters Score: Raw -131413.971228 + Penalty 864.178141 = -130549.793086 nChanged 79 SP:Iteration 5F (94.222015 sec): 3 clusters Score: Raw -131458.574413 + Penalty 877.049828 = -130581.524585 nChanged 59 SP:Iteration 6Q (94.224817 sec): 3 clusters Score: Raw -131500.847386 + Penalty 895.483580 = -130605.363806 nChanged 54 SP:Iteration 7Q (94.227599 sec): 3 clusters Score: Raw -131563.373046 + Penalty 911.848739 = -130651.524308 nChanged 50 SP:Iteration 8Q (94.230514 sec): 3 clusters Score: Raw -131615.153182 + Penalty 923.360817 = -130691.792366 nChanged 34 SP:Iteration 9Q (94.233385 sec): 3 clusters Score: Raw -131648.150624 + Penalty 935.054333 = -130713.096290 nChanged 26 SP:Iteration 10F (94.236176 sec): 3 clusters Score: Raw -131679.618853 + Penalty 951.164456 = -130728.454397 nChanged 35 SP:Iteration 11Q (94.238815 sec): 3 clusters Score: Raw -131714.293804 + Penalty 961.896649 = -130752.397155 nChanged 24 SP:Iteration 12Q (94.241358 sec): 3 clusters Score: Raw -131734.254639 + Penalty 965.981238 = -130768.273401 nChanged 16 SP:Iteration 13Q (94.243911 sec): 3 clusters Score: Raw -131743.840699 + Penalty 971.743007 = -130772.097692 nChanged 10 SP:Iteration 14Q (94.246470 sec): 3 clusters Score: Raw -131750.180315 + Penalty 976.911665 = -130773.268650 nChanged 6 SP:Iteration 15Q (94.249106 sec): 3 clusters Score: Raw -131754.638336 + Penalty 977.165707 = -130777.472629 nChanged 5 SP:Iteration 16Q (94.251682 sec): 3 clusters Score: Raw -131758.071862 + Penalty 978.912362 = -130779.159500 nChanged 6 SP:Iteration 17Q (94.254200 sec): 3 clusters Score: Raw -131760.778589 + Penalty 981.131880 = -130779.646709 nChanged 5 SP:Iteration 18Q (94.256680 sec): 3 clusters Score: Raw -131762.254183 + Penalty 982.810871 = -130779.443312 nChanged 3 SP:Iteration 19F (94.259442 sec): 3 clusters Score: Raw -131762.813666 + Penalty 982.810871 = -130780.002795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.260522 sec): 2 clusters Score: Raw -15143.280989 + Penalty 452.497324 = -14690.783665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.261100 sec): 3 clusters Score: Raw -15125.132147 + Penalty 904.032745 = -14221.099402 nChanged 36 SP:Iteration 1F (94.261645 sec): 3 clusters Score: Raw -15187.414523 + Penalty 899.510793 = -14287.903730 nChanged 14 SP:Iteration 2F (94.262190 sec): 3 clusters Score: Raw -15212.867896 + Penalty 898.577392 = -14314.290504 nChanged 8 SP:Iteration 3Q (94.262715 sec): 3 clusters Score: Raw -15220.354640 + Penalty 896.794941 = -14323.559699 nChanged 6 SP:Iteration 4Q (94.263239 sec): 3 clusters Score: Raw -15229.233274 + Penalty 895.683188 = -14333.550087 nChanged 1 SP:Iteration 5Q (94.263763 sec): 3 clusters Score: Raw -15231.742903 + Penalty 895.683188 = -14336.059715 nChanged 0 SP:Iteration 6F (94.264305 sec): 3 clusters Score: Raw -15231.742903 + Penalty 895.683188 = -14336.059715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 5 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.264815 sec): 2 clusters Score: Raw -1045.887694 + Penalty 237.506106 = -808.381588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.265045 sec): 3 clusters Score: Raw -1065.058703 + Penalty 474.184602 = -590.874101 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 6 (1672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.270523 sec): 2 clusters Score: Raw -137211.216224 + Penalty 165.066900 = -137046.149324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.273700 sec): 3 clusters Score: Raw -136146.639053 + Penalty 316.689714 = -135829.949339 nChanged 788 SP:Iteration 1F (94.276960 sec): 3 clusters Score: Raw -136801.620491 + Penalty 316.031648 = -136485.588842 nChanged 158 SP:Iteration 2F (94.280304 sec): 3 clusters Score: Raw -136918.215677 + Penalty 312.703934 = -136605.511744 nChanged 115 SP:Iteration 3F (94.283766 sec): 3 clusters Score: Raw -137024.881274 + Penalty 303.810948 = -136721.070325 nChanged 82 SP:Iteration 4Q (94.286967 sec): 3 clusters Score: Raw -137115.358820 + Penalty 280.332532 = -136835.026288 nChanged 66 SP:Iteration 5Q (94.290171 sec): 3 clusters Score: Raw -137187.616067 + Penalty 264.580495 = -136923.035571 nChanged 36 SP:Iteration 6Q (94.293238 sec): 3 clusters Score: Raw -137220.320001 + Penalty 256.741661 = -136963.578340 nChanged 15 SP:Iteration 7Q (94.296079 sec): 3 clusters Score: Raw -137228.646180 + Penalty 255.070478 = -136973.575703 nChanged 5 SP:Iteration 8Q (94.298709 sec): 3 clusters Score: Raw -137229.715183 + Penalty 256.490994 = -136973.224190 nChanged 4 SP:Iteration 9F (94.302162 sec): 3 clusters Score: Raw -137230.316021 + Penalty 256.991446 = -136973.324575 nChanged 2 SP:Iteration 10F (94.305217 sec): 3 clusters Score: Raw -137230.605185 + Penalty 257.652192 = -136972.952993 nChanged 1 SP:Iteration 11F (94.308698 sec): 3 clusters Score: Raw -137230.706220 + Penalty 258.237795 = -136972.468426 nChanged 2 SP:Iteration 12F (94.311761 sec): 3 clusters Score: Raw -137231.005903 + Penalty 254.266047 = -136976.739855 nChanged 4 SP:Iteration 13Q (94.314933 sec): 3 clusters Score: Raw -137231.951448 + Penalty 254.238645 = -136977.712802 nChanged 5 SP:Iteration 14Q (94.317584 sec): 3 clusters Score: Raw -137232.831960 + Penalty 254.246801 = -136978.585159 nChanged 3 SP:Iteration 15Q (94.320555 sec): 3 clusters Score: Raw -137233.036872 + Penalty 250.444113 = -136982.592759 nChanged 3 SP:Iteration 16Q (94.323053 sec): 3 clusters Score: Raw -137233.686159 + Penalty 252.500680 = -136981.185478 nChanged 2 SP:Iteration 17F (94.326393 sec): 3 clusters Score: Raw -137234.118573 + Penalty 254.300373 = -136979.818200 nChanged 2 SP:Iteration 18F (94.329355 sec): 3 clusters Score: Raw -137234.137949 + Penalty 254.300373 = -136979.837576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 8 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.330129 sec): 2 clusters Score: Raw -3777.735406 + Penalty 375.509268 = -3402.226138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.330429 sec): 3 clusters Score: Raw -3797.963730 + Penalty 757.749714 = -3040.214016 nChanged 3 SP:Iteration 1F (94.330715 sec): 3 clusters Score: Raw -3808.449914 + Penalty 757.749714 = -3050.700200 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 10 (15791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.402463 sec): 2 clusters Score: Raw -1248044.321105 + Penalty 213.335005 = -1247830.986100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.432475 sec): 3 clusters Score: Raw -1237425.309909 + Penalty 620.712469 = -1236804.597441 nChanged 7586 SP:Iteration 1F (94.461792 sec): 3 clusters Score: Raw -1246583.605785 + Penalty 885.232449 = -1245698.373337 nChanged 1154 SP:Iteration 2F (94.490901 sec): 3 clusters Score: Raw -1247881.922922 + Penalty 1041.131919 = -1246840.791003 nChanged 160 SP:Iteration 3Q (94.514870 sec): 3 clusters Score: Raw -1248053.020748 + Penalty 1107.342376 = -1246945.678372 nChanged 32 SP:Iteration 4Q (94.537501 sec): 3 clusters Score: Raw -1248086.427863 + Penalty 1145.405693 = -1246941.022170 nChanged 12 SP:Iteration 5F (94.566702 sec): 3 clusters Score: Raw -1248099.553707 + Penalty 1156.372059 = -1246943.181648 nChanged 6 SP:Iteration 6Q (94.589209 sec): 3 clusters Score: Raw -1248104.892593 + Penalty 1160.961290 = -1246943.931303 nChanged 1 SP:Iteration 7Q (94.611782 sec): 3 clusters Score: Raw -1248105.316602 + Penalty 1164.028881 = -1246941.287720 nChanged 1 SP:Iteration 8F (94.640964 sec): 3 clusters Score: Raw -1248105.968797 + Penalty 1161.829755 = -1246944.139042 nChanged 1 SP:Iteration 9Q (94.664603 sec): 3 clusters Score: Raw -1248106.986163 + Penalty 1161.829755 = -1246945.156408 nChanged 0 SP:Iteration 10F (94.693476 sec): 3 clusters Score: Raw -1248106.986163 + Penalty 1161.829755 = -1246945.156408 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 11 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.704908 sec): 2 clusters Score: Raw -72628.300340 + Penalty 759.018903 = -71869.281437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.706480 sec): 3 clusters Score: Raw -72311.108786 + Penalty 1517.461030 = -70793.647756 nChanged 245 SP:Iteration 1F (94.708025 sec): 3 clusters Score: Raw -72514.969521 + Penalty 1515.959489 = -70999.010032 nChanged 76 SP:Iteration 2F (94.709569 sec): 3 clusters Score: Raw -72612.069742 + Penalty 1513.085016 = -71098.984726 nChanged 62 SP:Iteration 3F (94.711091 sec): 3 clusters Score: Raw -72700.331387 + Penalty 1509.365976 = -71190.965411 nChanged 48 SP:Iteration 4F (94.712604 sec): 3 clusters Score: Raw -72735.240104 + Penalty 1508.702949 = -71226.537155 nChanged 24 SP:Iteration 5Q (94.714184 sec): 3 clusters Score: Raw -72747.269383 + Penalty 1507.222723 = -71240.046660 nChanged 9 SP:Iteration 6Q (94.715689 sec): 3 clusters Score: Raw -72753.050664 + Penalty 1505.955101 = -71247.095564 nChanged 9 SP:Iteration 7Q (94.717192 sec): 3 clusters Score: Raw -72759.207838 + Penalty 1505.033573 = -71254.174265 nChanged 3 SP:Iteration 8Q (94.718687 sec): 3 clusters Score: Raw -72760.978715 + Penalty 1504.868847 = -71256.109867 nChanged 1 SP:Iteration 9Q (94.720318 sec): 3 clusters Score: Raw -72760.947191 + Penalty 1504.868847 = -71256.078343 nChanged 0 SP:Iteration 10F (94.721955 sec): 3 clusters Score: Raw -72760.947191 + Penalty 1504.868847 = -71256.078343 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 12 (2402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.734461 sec): 2 clusters Score: Raw -213061.090780 + Penalty 489.578859 = -212571.511920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.738946 sec): 3 clusters Score: Raw -211759.172726 + Penalty 976.850822 = -210782.321903 nChanged 1038 SP:Iteration 1F (94.743318 sec): 3 clusters Score: Raw -212713.270377 + Penalty 975.042921 = -211738.227456 nChanged 258 SP:Iteration 2F (94.747902 sec): 3 clusters Score: Raw -213004.622546 + Penalty 975.227768 = -212029.394777 nChanged 172 SP:Iteration 3F (94.752444 sec): 3 clusters Score: Raw -213177.793575 + Penalty 976.893935 = -212200.899640 nChanged 122 SP:Iteration 4F (94.756822 sec): 3 clusters Score: Raw -213265.529353 + Penalty 978.248417 = -212287.280936 nChanged 69 SP:Iteration 5Q (94.761057 sec): 3 clusters Score: Raw -213303.862767 + Penalty 980.086022 = -212323.776745 nChanged 54 SP:Iteration 6Q (94.765485 sec): 3 clusters Score: Raw -213322.899535 + Penalty 981.198142 = -212341.701393 nChanged 29 SP:Iteration 7Q (94.769656 sec): 3 clusters Score: Raw -213331.445762 + Penalty 982.369726 = -212349.076036 nChanged 26 SP:Iteration 8Q (94.773780 sec): 3 clusters Score: Raw -213337.628590 + Penalty 982.821038 = -212354.807552 nChanged 11 SP:Iteration 9Q (94.777888 sec): 3 clusters Score: Raw -213339.941901 + Penalty 983.127833 = -212356.814068 nChanged 6 SP:Iteration 10F (94.782483 sec): 3 clusters Score: Raw -213341.087422 + Penalty 983.338234 = -212357.749188 nChanged 3 SP:Iteration 11Q (94.786770 sec): 3 clusters Score: Raw -213341.414145 + Penalty 983.415060 = -212357.999085 nChanged 1 SP:Iteration 12Q (94.790876 sec): 3 clusters Score: Raw -213341.486140 + Penalty 983.415060 = -212358.071080 nChanged 0 SP:Iteration 13F (94.795272 sec): 3 clusters Score: Raw -213341.486140 + Penalty 983.415060 = -212358.071080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.802312 sec): 2 clusters Score: Raw -10796.414528 + Penalty 179.150143 = -10617.264386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.802797 sec): 3 clusters Score: Raw -10741.648322 + Penalty 360.756817 = -10380.891504 nChanged 44 SP:Iteration 1F (94.803255 sec): 3 clusters Score: Raw -10791.089395 + Penalty 364.094695 = -10426.994700 nChanged 17 SP:Iteration 2F (94.803712 sec): 3 clusters Score: Raw -10809.973526 + Penalty 363.147466 = -10446.826060 nChanged 4 SP:Iteration 3Q (94.804156 sec): 3 clusters Score: Raw -10815.535553 + Penalty 361.455128 = -10454.080425 nChanged 5 SP:Iteration 4Q (94.804598 sec): 3 clusters Score: Raw -10819.317007 + Penalty 361.899095 = -10457.417911 nChanged 6 SP:Iteration 5Q (94.805040 sec): 3 clusters Score: Raw -10824.426430 + Penalty 362.126033 = -10462.300397 nChanged 4 SP:Iteration 6Q (94.805481 sec): 3 clusters Score: Raw -10828.319096 + Penalty 362.034220 = -10466.284876 nChanged 2 SP:Iteration 7Q (94.805922 sec): 3 clusters Score: Raw -10830.052014 + Penalty 361.176417 = -10468.875597 nChanged 3 SP:Iteration 8Q (94.806363 sec): 3 clusters Score: Raw -10832.574522 + Penalty 359.433114 = -10473.141408 nChanged 2 SP:Iteration 9Q (94.806802 sec): 3 clusters Score: Raw -10833.981414 + Penalty 359.433114 = -10474.548300 nChanged 0 SP:Iteration 10F (94.807260 sec): 3 clusters Score: Raw -10833.981414 + Penalty 359.433114 = -10474.548300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.809885 sec): 2 clusters Score: Raw -25929.049583 + Penalty 753.187343 = -25175.862240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.810668 sec): 3 clusters Score: Raw -25878.120453 + Penalty 1507.033905 = -24371.086548 nChanged 70 SP:Iteration 1F (94.811438 sec): 3 clusters Score: Raw -25980.507920 + Penalty 1506.258240 = -24474.249680 nChanged 18 SP:Iteration 2F (94.812206 sec): 3 clusters Score: Raw -26016.529725 + Penalty 1506.285085 = -24510.244640 nChanged 10 SP:Iteration 3Q (94.812978 sec): 3 clusters Score: Raw -26038.227568 + Penalty 1506.109132 = -24532.118435 nChanged 9 SP:Iteration 4Q (94.813782 sec): 3 clusters Score: Raw -26054.350902 + Penalty 1506.489516 = -24547.861386 nChanged 7 SP:Iteration 5Q (94.814541 sec): 3 clusters Score: Raw -26067.531582 + Penalty 1506.645358 = -24560.886224 nChanged 2 SP:Iteration 6Q (94.815315 sec): 3 clusters Score: Raw -26069.343213 + Penalty 1506.645358 = -24562.697856 nChanged 0 SP:Iteration 7F (94.816114 sec): 3 clusters Score: Raw -26069.343213 + Penalty 1506.645358 = -24562.697856 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 16 (1006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.822232 sec): 2 clusters Score: Raw -84935.116902 + Penalty 456.840326 = -84478.276575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.824187 sec): 3 clusters Score: Raw -84377.510201 + Penalty 910.881070 = -83466.629131 nChanged 364 SP:Iteration 1F (94.826168 sec): 3 clusters Score: Raw -84615.949984 + Penalty 908.799880 = -83707.150104 nChanged 121 SP:Iteration 2F (94.828133 sec): 3 clusters Score: Raw -84702.330117 + Penalty 910.255875 = -83792.074241 nChanged 81 SP:Iteration 3F (94.830108 sec): 3 clusters Score: Raw -84768.574913 + Penalty 910.463956 = -83858.110957 nChanged 62 SP:Iteration 4F (94.832066 sec): 3 clusters Score: Raw -84820.963586 + Penalty 913.680653 = -83907.282933 nChanged 47 SP:Iteration 5Q (94.833951 sec): 3 clusters Score: Raw -84855.510483 + Penalty 916.270100 = -83939.240383 nChanged 30 SP:Iteration 6Q (94.835834 sec): 3 clusters Score: Raw -84874.926128 + Penalty 918.466662 = -83956.459466 nChanged 19 SP:Iteration 7Q (94.837714 sec): 3 clusters Score: Raw -84884.860161 + Penalty 921.127368 = -83963.732793 nChanged 21 SP:Iteration 8Q (94.839586 sec): 3 clusters Score: Raw -84893.028872 + Penalty 922.861764 = -83970.167109 nChanged 7 SP:Iteration 9Q (94.841531 sec): 3 clusters Score: Raw -84895.277734 + Penalty 924.946000 = -83970.331734 nChanged 11 SP:Iteration 10F (94.843549 sec): 3 clusters Score: Raw -84899.257356 + Penalty 926.149607 = -83973.107749 nChanged 8 SP:Iteration 11Q (94.845517 sec): 3 clusters Score: Raw -84902.916371 + Penalty 928.037948 = -83974.878424 nChanged 9 SP:Iteration 12Q (94.847517 sec): 3 clusters Score: Raw -84905.619602 + Penalty 929.436343 = -83976.183259 nChanged 5 SP:Iteration 13Q (94.849444 sec): 3 clusters Score: Raw -84906.833199 + Penalty 930.738723 = -83976.094476 nChanged 4 SP:Iteration 14F (94.851396 sec): 3 clusters Score: Raw -84907.564529 + Penalty 932.349945 = -83975.214584 nChanged 6 SP:Iteration 15F (94.853319 sec): 3 clusters Score: Raw -84909.018210 + Penalty 933.348142 = -83975.670068 nChanged 4 SP:Iteration 16Q (94.855182 sec): 3 clusters Score: Raw -84909.749880 + Penalty 933.348142 = -83976.401738 nChanged 0 SP:Iteration 17F (94.857089 sec): 3 clusters Score: Raw -84909.749880 + Penalty 933.348142 = -83976.401738 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 17 (683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.861079 sec): 2 clusters Score: Raw -61069.024026 + Penalty 682.324245 = -60386.699781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.862514 sec): 3 clusters Score: Raw -60769.394139 + Penalty 1361.252750 = -59408.141389 nChanged 224 SP:Iteration 1F (94.863952 sec): 3 clusters Score: Raw -60914.600138 + Penalty 1359.875689 = -59554.724449 nChanged 71 SP:Iteration 2F (94.865430 sec): 3 clusters Score: Raw -60975.831640 + Penalty 1360.398917 = -59615.432722 nChanged 46 SP:Iteration 3F (94.866909 sec): 3 clusters Score: Raw -61010.461837 + Penalty 1361.813549 = -59648.648288 nChanged 29 SP:Iteration 4Q (94.868388 sec): 3 clusters Score: Raw -61035.489150 + Penalty 1364.329292 = -59671.159858 nChanged 29 SP:Iteration 5Q (94.869864 sec): 3 clusters Score: Raw -61057.503325 + Penalty 1373.173742 = -59684.329584 nChanged 26 SP:Iteration 6Q (94.871357 sec): 3 clusters Score: Raw -61077.328757 + Penalty 1381.328841 = -59695.999915 nChanged 16 SP:Iteration 7Q (94.872780 sec): 3 clusters Score: Raw -61088.607592 + Penalty 1390.736991 = -59697.870601 nChanged 16 SP:Iteration 8Q (94.874162 sec): 3 clusters Score: Raw -61100.854687 + Penalty 1399.369771 = -59701.484915 nChanged 13 SP:Iteration 9Q (94.875539 sec): 3 clusters Score: Raw -61109.252385 + Penalty 1403.618506 = -59705.633880 nChanged 5 SP:Iteration 10F (94.876927 sec): 3 clusters Score: Raw -61114.820485 + Penalty 1408.960213 = -59705.860272 nChanged 8 SP:Iteration 11Q (94.878313 sec): 3 clusters Score: Raw -61122.466854 + Penalty 1420.832090 = -59701.634764 nChanged 8 SP:Iteration 12F (94.879822 sec): 3 clusters Score: Raw -61126.332654 + Penalty 1421.872712 = -59704.459942 nChanged 2 SP:Iteration 13Q (94.881271 sec): 3 clusters Score: Raw -61127.227985 + Penalty 1421.872712 = -59705.355273 nChanged 0 SP:Iteration 14F (94.882708 sec): 3 clusters Score: Raw -61127.227985 + Penalty 1421.872712 = -59705.355273 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 18 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.885973 sec): 2 clusters Score: Raw -65238.091845 + Penalty 759.639163 = -64478.452683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.887536 sec): 3 clusters Score: Raw -64918.901550 + Penalty 1517.946516 = -63400.955033 nChanged 253 SP:Iteration 1F (94.889058 sec): 3 clusters Score: Raw -65105.904929 + Penalty 1518.520988 = -63587.383941 nChanged 61 SP:Iteration 2F (94.890565 sec): 3 clusters Score: Raw -65168.975690 + Penalty 1519.156565 = -63649.819125 nChanged 46 SP:Iteration 3F (94.892103 sec): 3 clusters Score: Raw -65215.881048 + Penalty 1519.448503 = -63696.432545 nChanged 49 SP:Iteration 4F (94.893635 sec): 3 clusters Score: Raw -65278.723681 + Penalty 1519.038857 = -63759.684824 nChanged 40 SP:Iteration 5F (94.895166 sec): 3 clusters Score: Raw -65327.166464 + Penalty 1518.061613 = -63809.104851 nChanged 34 SP:Iteration 6Q (94.896640 sec): 3 clusters Score: Raw -65370.169300 + Penalty 1517.945776 = -63852.223523 nChanged 24 SP:Iteration 7Q (94.898123 sec): 3 clusters Score: Raw -65388.954239 + Penalty 1517.220264 = -63871.733974 nChanged 8 SP:Iteration 8Q (94.899643 sec): 3 clusters Score: Raw -65398.799873 + Penalty 1516.436841 = -63882.363032 nChanged 7 SP:Iteration 9Q (94.901129 sec): 3 clusters Score: Raw -65406.835936 + Penalty 1515.496882 = -63891.339054 nChanged 8 SP:Iteration 10F (94.902658 sec): 3 clusters Score: Raw -65413.692793 + Penalty 1514.641013 = -63899.051780 nChanged 7 SP:Iteration 11Q (94.904110 sec): 3 clusters Score: Raw -65419.597255 + Penalty 1514.258185 = -63905.339070 nChanged 6 SP:Iteration 12Q (94.905637 sec): 3 clusters Score: Raw -65427.581007 + Penalty 1513.221930 = -63914.359077 nChanged 7 SP:Iteration 13Q (94.907110 sec): 3 clusters Score: Raw -65433.920140 + Penalty 1512.884966 = -63921.035174 nChanged 8 SP:Iteration 14Q (94.908578 sec): 3 clusters Score: Raw -65440.766754 + Penalty 1512.099422 = -63928.667331 nChanged 6 SP:Iteration 15Q (94.910046 sec): 3 clusters Score: Raw -65445.871826 + Penalty 1510.976816 = -63934.895010 nChanged 8 SP:Iteration 16Q (94.911507 sec): 3 clusters Score: Raw -65453.024486 + Penalty 1509.781893 = -63943.242593 nChanged 6 SP:Iteration 17Q (94.913093 sec): 3 clusters Score: Raw -65457.107691 + Penalty 1508.844034 = -63948.263657 nChanged 7 SP:Iteration 18Q (94.914630 sec): 3 clusters Score: Raw -65461.604610 + Penalty 1508.351148 = -63953.253462 nChanged 3 SP:Iteration 19Q (94.916169 sec): 3 clusters Score: Raw -65465.419970 + Penalty 1509.631127 = -63955.788843 nChanged 6 SP:Iteration 20F (94.917700 sec): 3 clusters Score: Raw -65479.312088 + Penalty 1509.319998 = -63969.992089 nChanged 7 SP:Iteration 21Q (94.919143 sec): 3 clusters Score: Raw -65483.148583 + Penalty 1508.690620 = -63974.457963 nChanged 6 SP:Iteration 22Q (94.920605 sec): 3 clusters Score: Raw -65486.857216 + Penalty 1509.075686 = -63977.781530 nChanged 5 SP:Iteration 23Q (94.922074 sec): 3 clusters Score: Raw -65489.331947 + Penalty 1509.192891 = -63980.139055 nChanged 3 SP:Iteration 24Q (94.923529 sec): 3 clusters Score: Raw -65490.306318 + Penalty 1509.216879 = -63981.089439 nChanged 2 SP:Iteration 25Q (94.924975 sec): 3 clusters Score: Raw -65491.787573 + Penalty 1508.008308 = -63983.779265 nChanged 2 SP:Iteration 26Q (94.926407 sec): 3 clusters Score: Raw -65493.158048 + Penalty 1508.008308 = -63985.149740 nChanged 0 SP:Iteration 27F (94.927971 sec): 3 clusters Score: Raw -65493.158048 + Penalty 1508.008308 = -63985.149740 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 20 (2852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.941812 sec): 2 clusters Score: Raw -239337.745952 + Penalty 399.999164 = -238937.746788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.947232 sec): 3 clusters Score: Raw -237550.697065 + Penalty 810.174499 = -236740.522566 nChanged 1272 SP:Iteration 1F (94.952709 sec): 3 clusters Score: Raw -238277.281311 + Penalty 823.778252 = -237453.503059 nChanged 345 SP:Iteration 2F (94.958040 sec): 3 clusters Score: Raw -238518.956359 + Penalty 839.441875 = -237679.514484 nChanged 238 SP:Iteration 3F (94.963343 sec): 3 clusters Score: Raw -238702.576022 + Penalty 855.681126 = -237846.894896 nChanged 196 SP:Iteration 4F (94.968755 sec): 3 clusters Score: Raw -238871.079588 + Penalty 869.377730 = -238001.701858 nChanged 190 SP:Iteration 5F (94.974013 sec): 3 clusters Score: Raw -239034.093413 + Penalty 878.262911 = -238155.830501 nChanged 161 SP:Iteration 6F (94.979165 sec): 3 clusters Score: Raw -239144.806161 + Penalty 883.973016 = -238260.833145 nChanged 100 SP:Iteration 7Q (94.984517 sec): 3 clusters Score: Raw -239202.627435 + Penalty 899.537159 = -238303.090276 nChanged 74 SP:Iteration 8Q (94.989395 sec): 3 clusters Score: Raw -239250.291374 + Penalty 913.236129 = -238337.055245 nChanged 70 SP:Iteration 9Q (94.994193 sec): 3 clusters Score: Raw -239295.077210 + Penalty 919.084137 = -238375.993073 nChanged 52 SP:Iteration 10F (94.999477 sec): 3 clusters Score: Raw -239325.689200 + Penalty 933.589077 = -238392.100123 nChanged 38 SP:Iteration 11Q (95.004337 sec): 3 clusters Score: Raw -239346.927666 + Penalty 943.609462 = -238403.318203 nChanged 27 SP:Iteration 12Q (95.009018 sec): 3 clusters Score: Raw -239359.741019 + Penalty 951.265773 = -238408.475246 nChanged 17 SP:Iteration 13Q (95.013686 sec): 3 clusters Score: Raw -239366.522808 + Penalty 959.227670 = -238407.295139 nChanged 16 SP:Iteration 14F (95.019244 sec): 3 clusters Score: Raw -239371.410884 + Penalty 961.619837 = -238409.791047 nChanged 8 SP:Iteration 15Q (95.023763 sec): 3 clusters Score: Raw -239375.847599 + Penalty 966.729632 = -238409.117968 nChanged 8 SP:Iteration 16F (95.029043 sec): 3 clusters Score: Raw -239379.692924 + Penalty 971.099247 = -238408.593678 nChanged 7 SP:Iteration 17F (95.034201 sec): 3 clusters Score: Raw -239382.777966 + Penalty 972.431238 = -238410.346729 nChanged 5 SP:Iteration 18Q (95.038697 sec): 3 clusters Score: Raw -239383.976224 + Penalty 979.024866 = -238404.951358 nChanged 7 SP:Iteration 19F (95.043937 sec): 3 clusters Score: Raw -239386.056541 + Penalty 979.524551 = -238406.531991 nChanged 4 SP:Iteration 20F (95.049409 sec): 3 clusters Score: Raw -239387.702274 + Penalty 983.835844 = -238403.866430 nChanged 4 SP:Iteration 21F (95.054636 sec): 3 clusters Score: Raw -239389.968729 + Penalty 985.315707 = -238404.653022 nChanged 2 SP:Iteration 22Q (95.059100 sec): 3 clusters Score: Raw -239390.527594 + Penalty 984.956976 = -238405.570618 nChanged 1 SP:Iteration 23Q (95.063749 sec): 3 clusters Score: Raw -239390.862285 + Penalty 984.956976 = -238405.905309 nChanged 0 SP:Iteration 24F (95.069173 sec): 3 clusters Score: Raw -239390.862285 + Penalty 984.956976 = -238405.905309 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.074200 sec): 2 clusters Score: Raw -47062.416261 + Penalty 296.588498 = -46765.827764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.075466 sec): 3 clusters Score: Raw -46763.965349 + Penalty 615.749675 = -46148.215674 nChanged 214 SP:Iteration 1F (95.076691 sec): 3 clusters Score: Raw -46935.849213 + Penalty 647.858723 = -46287.990490 nChanged 64 SP:Iteration 2F (95.077921 sec): 3 clusters Score: Raw -47011.965892 + Penalty 683.631438 = -46328.334454 nChanged 44 SP:Iteration 3F (95.079146 sec): 3 clusters Score: Raw -47066.987015 + Penalty 716.112179 = -46350.874836 nChanged 18 SP:Iteration 4Q (95.080464 sec): 3 clusters Score: Raw -47095.915555 + Penalty 744.675944 = -46351.239611 nChanged 9 SP:Iteration 5Q (95.081752 sec): 3 clusters Score: Raw -47122.124606 + Penalty 749.792542 = -46372.332063 nChanged 5 SP:Iteration 6Q (95.082903 sec): 3 clusters Score: Raw -47128.317093 + Penalty 751.262712 = -46377.054380 nChanged 2 SP:Iteration 7Q (95.084043 sec): 3 clusters Score: Raw -47131.220241 + Penalty 754.288974 = -46376.931267 nChanged 1 SP:Iteration 8F (95.085259 sec): 3 clusters Score: Raw -47133.230361 + Penalty 754.228111 = -46379.002251 nChanged 1 SP:Iteration 9Q (95.086342 sec): 3 clusters Score: Raw -47133.991404 + Penalty 754.228111 = -46379.763293 nChanged 0 SP:Iteration 10F (95.087581 sec): 3 clusters Score: Raw -47133.991404 + Penalty 754.228111 = -46379.763293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 23 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.089106 sec): 2 clusters Score: Raw -27290.933611 + Penalty 678.873183 = -26612.060428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.089869 sec): 3 clusters Score: Raw -27209.428797 + Penalty 1359.419976 = -25850.008822 nChanged 60 SP:Iteration 1F (95.090642 sec): 3 clusters Score: Raw -27274.476668 + Penalty 1360.943147 = -25913.533521 nChanged 20 SP:Iteration 2F (95.091453 sec): 3 clusters Score: Raw -27301.604260 + Penalty 1362.504398 = -25939.099861 nChanged 14 SP:Iteration 3Q (95.092224 sec): 3 clusters Score: Raw -27328.975564 + Penalty 1366.570879 = -25962.404685 nChanged 13 SP:Iteration 4Q (95.092989 sec): 3 clusters Score: Raw -27348.339548 + Penalty 1369.192542 = -25979.147006 nChanged 7 SP:Iteration 5Q (95.093751 sec): 3 clusters Score: Raw -27356.629642 + Penalty 1368.987311 = -25987.642330 nChanged 6 SP:Iteration 6Q (95.094503 sec): 3 clusters Score: Raw -27368.703143 + Penalty 1371.313873 = -25997.389270 nChanged 3 SP:Iteration 7Q (95.095233 sec): 3 clusters Score: Raw -27373.704283 + Penalty 1372.402076 = -26001.302207 nChanged 4 SP:Iteration 8Q (95.095963 sec): 3 clusters Score: Raw -27380.320318 + Penalty 1373.222502 = -26007.097816 nChanged 3 SP:Iteration 9Q (95.096689 sec): 3 clusters Score: Raw -27386.686797 + Penalty 1372.786564 = -26013.900233 nChanged 3 SP:Iteration 10F (95.097457 sec): 3 clusters Score: Raw -27391.956752 + Penalty 1371.869173 = -26020.087579 nChanged 4 SP:Iteration 11Q (95.098180 sec): 3 clusters Score: Raw -27397.693906 + Penalty 1371.869173 = -26025.824733 nChanged 0 SP:Iteration 12F (95.098927 sec): 3 clusters Score: Raw -27397.693906 + Penalty 1371.869173 = -26025.824733 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 24 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.102007 sec): 2 clusters Score: Raw -77909.306605 + Penalty 494.549532 = -77414.757073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.103875 sec): 3 clusters Score: Raw -77404.304829 + Penalty 1020.506413 = -76383.798416 nChanged 330 SP:Iteration 1F (95.105659 sec): 3 clusters Score: Raw -77673.945685 + Penalty 1056.210385 = -76617.735301 nChanged 125 SP:Iteration 2F (95.107427 sec): 3 clusters Score: Raw -77763.733500 + Penalty 1074.262028 = -76689.471472 nChanged 45 SP:Iteration 3F (95.109227 sec): 3 clusters Score: Raw -77787.755188 + Penalty 1090.560495 = -76697.194693 nChanged 30 SP:Iteration 4Q (95.111030 sec): 3 clusters Score: Raw -77807.602532 + Penalty 1105.977245 = -76701.625287 nChanged 25 SP:Iteration 5Q (95.113110 sec): 3 clusters Score: Raw -77829.835951 + Penalty 1135.805312 = -76694.030639 nChanged 25 SP:Iteration 6F (95.115008 sec): 3 clusters Score: Raw -77855.230545 + Penalty 1175.484651 = -76679.745894 nChanged 32 SP:Iteration 7F (95.116801 sec): 3 clusters Score: Raw -77887.258913 + Penalty 1208.177933 = -76679.080979 nChanged 19 SP:Iteration 8F (95.118512 sec): 3 clusters Score: Raw -77907.084760 + Penalty 1238.112832 = -76668.971928 nChanged 16 SP:Iteration 9F (95.120276 sec): 3 clusters Score: Raw -77924.305069 + Penalty 1251.360043 = -76672.945026 nChanged 8 SP:Iteration 10F (95.122016 sec): 3 clusters Score: Raw -77937.093443 + Penalty 1259.525919 = -76677.567525 nChanged 3 SP:Iteration 11Q (95.123522 sec): 3 clusters Score: Raw -77940.763638 + Penalty 1269.466645 = -76671.296994 nChanged 3 SP:Iteration 12F (95.125229 sec): 3 clusters Score: Raw -77944.299221 + Penalty 1271.942923 = -76672.356297 nChanged 2 SP:Iteration 13Q (95.126720 sec): 3 clusters Score: Raw -77949.127517 + Penalty 1275.692037 = -76673.435480 nChanged 3 SP:Iteration 14Q (95.128206 sec): 3 clusters Score: Raw -77951.589281 + Penalty 1279.906367 = -76671.682913 nChanged 1 SP:Iteration 15F (95.129986 sec): 3 clusters Score: Raw -77953.390419 + Penalty 1286.105837 = -76667.284582 nChanged 1 SP:Iteration 16F (95.131734 sec): 3 clusters Score: Raw -77954.407660 + Penalty 1292.716390 = -76661.691270 nChanged 2 SP:Iteration 17F (95.133449 sec): 3 clusters Score: Raw -77956.804029 + Penalty 1292.716390 = -76664.087639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 25 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.133988 sec): 2 clusters Score: Raw -156.910929 + Penalty 15.100904 = -141.810025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.134183 sec): 2 clusters Score: Raw -156.910929 + Penalty 15.100904 = -141.810025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.136598 sec): 2 clusters Score: Raw -33761.083116 + Penalty 516.065189 = -33245.017927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.137522 sec): 3 clusters Score: Raw -33589.979097 + Penalty 1034.791378 = -32555.187719 nChanged 112 SP:Iteration 1F (95.138426 sec): 3 clusters Score: Raw -33689.948967 + Penalty 1039.051060 = -32650.897907 nChanged 29 SP:Iteration 2F (95.139354 sec): 3 clusters Score: Raw -33721.678195 + Penalty 1045.432696 = -32676.245498 nChanged 16 SP:Iteration 3Q (95.140259 sec): 3 clusters Score: Raw -33736.941135 + Penalty 1050.335773 = -32686.605362 nChanged 10 SP:Iteration 4Q (95.141142 sec): 3 clusters Score: Raw -33747.368049 + Penalty 1061.737040 = -32685.631009 nChanged 9 SP:Iteration 5F (95.142046 sec): 3 clusters Score: Raw -33758.372593 + Penalty 1065.790570 = -32692.582023 nChanged 5 SP:Iteration 6Q (95.142918 sec): 3 clusters Score: Raw -33762.062131 + Penalty 1071.363481 = -32690.698650 nChanged 4 SP:Iteration 7F (95.143820 sec): 3 clusters Score: Raw -33767.547195 + Penalty 1077.601563 = -32689.945632 nChanged 6 SP:Iteration 8F (95.144704 sec): 3 clusters Score: Raw -33773.643178 + Penalty 1082.579039 = -32691.064139 nChanged 6 SP:Iteration 9Q (95.145595 sec): 3 clusters Score: Raw -33776.511753 + Penalty 1084.245393 = -32692.266360 nChanged 3 SP:Iteration 10F (95.146490 sec): 3 clusters Score: Raw -33777.646321 + Penalty 1084.245393 = -32693.400928 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 28 (842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.149473 sec): 2 clusters Score: Raw -76748.978698 + Penalty 793.614976 = -75955.363722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.151276 sec): 3 clusters Score: Raw -76386.994288 + Penalty 1586.913630 = -74800.080658 nChanged 287 SP:Iteration 1F (95.152908 sec): 3 clusters Score: Raw -76617.957587 + Penalty 1587.035936 = -75030.921651 nChanged 51 SP:Iteration 2F (95.154536 sec): 3 clusters Score: Raw -76680.289361 + Penalty 1588.292891 = -75091.996470 nChanged 40 SP:Iteration 3Q (95.156221 sec): 3 clusters Score: Raw -76717.270359 + Penalty 1588.735237 = -75128.535122 nChanged 19 SP:Iteration 4Q (95.157877 sec): 3 clusters Score: Raw -76727.170311 + Penalty 1588.062621 = -75139.107691 nChanged 8 SP:Iteration 5Q (95.159512 sec): 3 clusters Score: Raw -76730.141787 + Penalty 1587.841735 = -75142.300051 nChanged 6 SP:Iteration 6Q (95.161128 sec): 3 clusters Score: Raw -76732.039431 + Penalty 1588.088401 = -75143.951029 nChanged 4 SP:Iteration 7Q (95.162734 sec): 3 clusters Score: Raw -76736.411119 + Penalty 1588.731518 = -75147.679602 nChanged 9 SP:Iteration 8Q (95.164375 sec): 3 clusters Score: Raw -76742.766274 + Penalty 1589.107178 = -75153.659096 nChanged 8 SP:Iteration 9Q (95.166108 sec): 3 clusters Score: Raw -76748.044804 + Penalty 1590.319798 = -75157.725007 nChanged 15 SP:Iteration 10F (95.167860 sec): 3 clusters Score: Raw -76755.926864 + Penalty 1591.555595 = -75164.371269 nChanged 12 SP:Iteration 11Q (95.169507 sec): 3 clusters Score: Raw -76766.520552 + Penalty 1593.422287 = -75173.098265 nChanged 22 SP:Iteration 12Q (95.171126 sec): 3 clusters Score: Raw -76789.436411 + Penalty 1595.953996 = -75193.482416 nChanged 21 SP:Iteration 13Q (95.172750 sec): 3 clusters Score: Raw -76802.884470 + Penalty 1599.925727 = -75202.958743 nChanged 19 SP:Iteration 14Q (95.174369 sec): 3 clusters Score: Raw -76818.696332 + Penalty 1603.453121 = -75215.243211 nChanged 24 SP:Iteration 15Q (95.175986 sec): 3 clusters Score: Raw -76839.555620 + Penalty 1608.435904 = -75231.119715 nChanged 19 SP:Iteration 16Q (95.177623 sec): 3 clusters Score: Raw -76856.768006 + Penalty 1613.791795 = -75242.976211 nChanged 23 SP:Iteration 17Q (95.179371 sec): 3 clusters Score: Raw -76879.808177 + Penalty 1621.748149 = -75258.060028 nChanged 26 SP:Iteration 18Q (95.181068 sec): 3 clusters Score: Raw -76910.691751 + Penalty 1632.532260 = -75278.159492 nChanged 34 SP:Iteration 19Q (95.182702 sec): 3 clusters Score: Raw -76948.062360 + Penalty 1638.233779 = -75309.828581 nChanged 21 SP:Iteration 20F (95.184365 sec): 3 clusters Score: Raw -76961.197016 + Penalty 1639.689304 = -75321.507712 nChanged 10 SP:Iteration 21Q (95.185920 sec): 3 clusters Score: Raw -76971.071549 + Penalty 1639.960422 = -75331.111127 nChanged 8 SP:Iteration 22Q (95.187467 sec): 3 clusters Score: Raw -76986.839918 + Penalty 1642.510807 = -75344.329111 nChanged 9 SP:Iteration 23Q (95.189005 sec): 3 clusters Score: Raw -76995.453491 + Penalty 1643.719369 = -75351.734122 nChanged 4 SP:Iteration 24Q (95.190517 sec): 3 clusters Score: Raw -76999.689309 + Penalty 1644.691035 = -75354.998274 nChanged 3 SP:Iteration 25Q (95.192068 sec): 3 clusters Score: Raw -77003.105719 + Penalty 1644.691035 = -75358.414684 nChanged 0 SP:Iteration 26F (95.193765 sec): 3 clusters Score: Raw -77003.105719 + Penalty 1644.691035 = -75358.414684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.194392 sec): 2 clusters Score: Raw -2620.452755 + Penalty 97.349137 = -2523.103618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.194684 sec): 3 clusters Score: Raw -2660.324669 + Penalty 194.010826 = -2466.313844 nChanged 10 SP:Iteration 1F (95.194968 sec): 3 clusters Score: Raw -2671.083466 + Penalty 194.698275 = -2476.385191 nChanged 3 SP:Iteration 2F (95.195245 sec): 3 clusters Score: Raw -2678.594850 + Penalty 194.385770 = -2484.209081 nChanged 2 SP:Iteration 3Q (95.195514 sec): 3 clusters Score: Raw -2682.586985 + Penalty 196.165419 = -2486.421566 nChanged 3 SP:Iteration 4F (95.195814 sec): 3 clusters Score: Raw -2685.956917 + Penalty 198.281254 = -2487.675663 nChanged 1 SP:Iteration 5Q (95.196081 sec): 3 clusters Score: Raw -2687.005161 + Penalty 201.074279 = -2485.930882 nChanged 1 SP:Iteration 6F (95.196357 sec): 3 clusters Score: Raw -2689.133724 + Penalty 216.709603 = -2472.424121 nChanged 3 SP:Iteration 7F (95.196638 sec): 3 clusters Score: Raw -2696.435392 + Penalty 216.709603 = -2479.725789 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 30 (2892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.210686 sec): 2 clusters Score: Raw -244546.296181 + Penalty 494.562363 = -244051.733818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.216577 sec): 3 clusters Score: Raw -242783.171225 + Penalty 987.187201 = -241795.984024 nChanged 1272 SP:Iteration 1F (95.221886 sec): 3 clusters Score: Raw -243387.407861 + Penalty 980.173202 = -242407.234659 nChanged 360 SP:Iteration 2F (95.227286 sec): 3 clusters Score: Raw -243695.661447 + Penalty 960.851051 = -242734.810396 nChanged 349 SP:Iteration 3F (95.232650 sec): 3 clusters Score: Raw -244014.034086 + Penalty 938.165820 = -243075.868266 nChanged 229 SP:Iteration 4F (95.238123 sec): 3 clusters Score: Raw -244206.948606 + Penalty 909.763365 = -243297.185241 nChanged 148 SP:Iteration 5F (95.243475 sec): 3 clusters Score: Raw -244325.301338 + Penalty 893.690828 = -243431.610509 nChanged 81 SP:Iteration 6Q (95.249119 sec): 3 clusters Score: Raw -244398.500529 + Penalty 881.464332 = -243517.036197 nChanged 61 SP:Iteration 7Q (95.254249 sec): 3 clusters Score: Raw -244456.101111 + Penalty 874.693878 = -243581.407233 nChanged 41 SP:Iteration 8Q (95.259333 sec): 3 clusters Score: Raw -244489.241676 + Penalty 871.205711 = -243618.035965 nChanged 34 SP:Iteration 9Q (95.264476 sec): 3 clusters Score: Raw -244508.539277 + Penalty 865.934771 = -243642.604506 nChanged 28 SP:Iteration 10F (95.270208 sec): 3 clusters Score: Raw -244519.406593 + Penalty 862.758394 = -243656.648199 nChanged 21 SP:Iteration 11Q (95.275494 sec): 3 clusters Score: Raw -244524.457480 + Penalty 859.838041 = -243664.619439 nChanged 17 SP:Iteration 12Q (95.280736 sec): 3 clusters Score: Raw -244529.147866 + Penalty 858.945994 = -243670.201871 nChanged 14 SP:Iteration 13Q (95.285619 sec): 3 clusters Score: Raw -244531.286523 + Penalty 858.355114 = -243672.931408 nChanged 6 SP:Iteration 14Q (95.290607 sec): 3 clusters Score: Raw -244532.055057 + Penalty 857.036242 = -243675.018814 nChanged 3 SP:Iteration 15Q (95.295592 sec): 3 clusters Score: Raw -244532.768980 + Penalty 856.847023 = -243675.921958 nChanged 2 SP:Iteration 16Q (95.300557 sec): 3 clusters Score: Raw -244532.862359 + Penalty 856.533508 = -243676.328851 nChanged 2 SP:Iteration 17Q (95.305371 sec): 3 clusters Score: Raw -244532.946786 + Penalty 856.486723 = -243676.460063 nChanged 1 SP:Iteration 18Q (95.310225 sec): 3 clusters Score: Raw -244533.041671 + Penalty 856.354712 = -243676.686959 nChanged 1 SP:Iteration 19Q (95.315489 sec): 3 clusters Score: Raw -244533.068393 + Penalty 856.354712 = -243676.713681 nChanged 0 SP:Iteration 20F (95.320759 sec): 3 clusters Score: Raw -244533.068393 + Penalty 856.354712 = -243676.713681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 31 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.324380 sec): 2 clusters Score: Raw -18206.675524 + Penalty 804.063190 = -17402.612334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.324978 sec): 3 clusters Score: Raw -18232.469071 + Penalty 1608.153403 = -16624.315668 nChanged 25 SP:Iteration 1F (95.325548 sec): 3 clusters Score: Raw -18284.229604 + Penalty 1608.196474 = -16676.033130 nChanged 11 SP:Iteration 2F (95.326117 sec): 3 clusters Score: Raw -18316.452515 + Penalty 1608.202124 = -16708.250391 nChanged 4 SP:Iteration 3Q (95.326692 sec): 3 clusters Score: Raw -18326.308368 + Penalty 1608.178591 = -16718.129777 nChanged 2 SP:Iteration 4Q (95.327234 sec): 3 clusters Score: Raw -18330.682753 + Penalty 1608.178591 = -16722.504163 nChanged 0 SP:Iteration 5F (95.327802 sec): 3 clusters Score: Raw -18330.682753 + Penalty 1608.178591 = -16722.504163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 32 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.328324 sec): 2 clusters Score: Raw -900.730539 + Penalty 142.246247 = -758.484292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.328555 sec): 3 clusters Score: Raw -905.497799 + Penalty 276.947715 = -628.550084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 33 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.329042 sec): 2 clusters Score: Raw -480.546356 + Penalty 100.708018 = -379.838338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.329262 sec): 3 clusters Score: Raw -497.350723 + Penalty 201.416036 = -295.934687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 34 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.330120 sec): 2 clusters Score: Raw -11784.232824 + Penalty 654.226678 = -11130.006145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.330609 sec): 3 clusters Score: Raw -11822.480411 + Penalty 1310.311697 = -10512.168714 nChanged 12 SP:Iteration 1F (95.331076 sec): 3 clusters Score: Raw -11853.951086 + Penalty 1309.114569 = -10544.836517 nChanged 4 SP:Iteration 2Q (95.331522 sec): 3 clusters Score: Raw -11866.154345 + Penalty 1309.083709 = -10557.070636 nChanged 1 SP:Iteration 3Q (95.331965 sec): 3 clusters Score: Raw -11870.768235 + Penalty 1309.083709 = -10561.684526 nChanged 0 SP:Iteration 4F (95.332429 sec): 3 clusters Score: Raw -11870.768235 + Penalty 1309.083709 = -10561.684526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 35 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.333780 sec): 2 clusters Score: Raw -29172.343096 + Penalty 49.702102 = -29122.640993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.334590 sec): 3 clusters Score: Raw -28939.713543 + Penalty 99.820702 = -28839.892841 nChanged 154 SP:Iteration 1F (95.335398 sec): 3 clusters Score: Raw -29119.163145 + Penalty 49.702102 = -29069.461042 nChanged 41 SP:Iteration 2F (95.336033 sec): 2 clusters Score: Raw -29172.343096 + Penalty 49.702102 = -29122.640993 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 36 (1139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.341817 sec): 2 clusters Score: Raw -102869.835466 + Penalty 554.750931 = -102315.084535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.344085 sec): 3 clusters Score: Raw -102268.648526 + Penalty 1113.405424 = -101155.243102 nChanged 432 SP:Iteration 1F (95.346382 sec): 3 clusters Score: Raw -102640.487085 + Penalty 1120.475461 = -101520.011625 nChanged 142 SP:Iteration 2F (95.348574 sec): 3 clusters Score: Raw -102759.003900 + Penalty 1131.970793 = -101627.033107 nChanged 66 SP:Iteration 3F (95.350712 sec): 3 clusters Score: Raw -102814.778748 + Penalty 1137.809109 = -101676.969640 nChanged 50 SP:Iteration 4Q (95.352846 sec): 3 clusters Score: Raw -102852.180682 + Penalty 1139.332010 = -101712.848672 nChanged 30 SP:Iteration 5Q (95.354974 sec): 3 clusters Score: Raw -102872.582254 + Penalty 1143.611684 = -101728.970570 nChanged 31 SP:Iteration 6Q (95.357098 sec): 3 clusters Score: Raw -102894.697243 + Penalty 1146.970070 = -101747.727173 nChanged 15 SP:Iteration 7Q (95.359311 sec): 3 clusters Score: Raw -102902.983374 + Penalty 1148.597769 = -101754.385605 nChanged 10 SP:Iteration 8Q (95.361656 sec): 3 clusters Score: Raw -102906.193671 + Penalty 1150.880098 = -101755.313572 nChanged 4 SP:Iteration 9Q (95.363963 sec): 3 clusters Score: Raw -102907.230216 + Penalty 1151.405409 = -101755.824807 nChanged 3 SP:Iteration 10F (95.366347 sec): 3 clusters Score: Raw -102908.319739 + Penalty 1151.942626 = -101756.377113 nChanged 8 SP:Iteration 11Q (95.368604 sec): 3 clusters Score: Raw -102911.937254 + Penalty 1154.035373 = -101757.901881 nChanged 7 SP:Iteration 12Q (95.370916 sec): 3 clusters Score: Raw -102914.678317 + Penalty 1155.028584 = -101759.649733 nChanged 5 SP:Iteration 13Q (95.373168 sec): 3 clusters Score: Raw -102917.722502 + Penalty 1155.818054 = -101761.904448 nChanged 5 SP:Iteration 14Q (95.375401 sec): 3 clusters Score: Raw -102919.527652 + Penalty 1156.260211 = -101763.267441 nChanged 4 SP:Iteration 15Q (95.377540 sec): 3 clusters Score: Raw -102921.232252 + Penalty 1157.599738 = -101763.632514 nChanged 3 SP:Iteration 16Q (95.379784 sec): 3 clusters Score: Raw -102922.074990 + Penalty 1157.599738 = -101764.475252 nChanged 0 SP:Iteration 17F (95.382088 sec): 3 clusters Score: Raw -102922.074990 + Penalty 1157.599738 = -101764.475252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 37 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.384224 sec): 2 clusters Score: Raw -21189.273698 + Penalty 582.119555 = -20607.154143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.384905 sec): 3 clusters Score: Raw -21132.639765 + Penalty 1168.671458 = -19963.968307 nChanged 56 SP:Iteration 1F (95.385570 sec): 3 clusters Score: Raw -21203.008380 + Penalty 1173.648638 = -20029.359742 nChanged 19 SP:Iteration 2F (95.386233 sec): 3 clusters Score: Raw -21243.844365 + Penalty 1178.513970 = -20065.330394 nChanged 11 SP:Iteration 3Q (95.386878 sec): 3 clusters Score: Raw -21263.170518 + Penalty 1180.497703 = -20082.672815 nChanged 7 SP:Iteration 4Q (95.387523 sec): 3 clusters Score: Raw -21275.999819 + Penalty 1182.460401 = -20093.539418 nChanged 3 SP:Iteration 5Q (95.388158 sec): 3 clusters Score: Raw -21286.188099 + Penalty 1184.165811 = -20102.022288 nChanged 2 SP:Iteration 6Q (95.388784 sec): 3 clusters Score: Raw -21288.832426 + Penalty 1186.456533 = -20102.375893 nChanged 1 SP:Iteration 7Q (95.389411 sec): 3 clusters Score: Raw -21291.415134 + Penalty 1186.456533 = -20104.958601 nChanged 0 SP:Iteration 8F (95.390093 sec): 3 clusters Score: Raw -21291.415134 + Penalty 1186.456533 = -20104.958601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.390960 sec): 2 clusters Score: Raw -9927.279100 + Penalty 535.114577 = -9392.164523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.391404 sec): 3 clusters Score: Raw -9939.635116 + Penalty 1067.750411 = -8871.884705 nChanged 11 SP:Iteration 1F (95.391840 sec): 3 clusters Score: Raw -9965.562765 + Penalty 1067.593364 = -8897.969401 nChanged 5 SP:Iteration 2Q (95.392263 sec): 3 clusters Score: Raw -9976.432508 + Penalty 1068.242951 = -8908.189558 nChanged 3 SP:Iteration 3Q (95.392682 sec): 3 clusters Score: Raw -9984.958434 + Penalty 1068.422104 = -8916.536331 nChanged 1 SP:Iteration 4Q (95.393099 sec): 3 clusters Score: Raw -9987.516849 + Penalty 1068.922114 = -8918.594735 nChanged 1 SP:Iteration 5Q (95.393515 sec): 3 clusters Score: Raw -9990.977636 + Penalty 1069.387310 = -8921.590326 nChanged 1 SP:Iteration 6Q (95.393931 sec): 3 clusters Score: Raw -9992.502397 + Penalty 1069.387310 = -8923.115087 nChanged 0 SP:Iteration 7F (95.394363 sec): 3 clusters Score: Raw -9992.502397 + Penalty 1069.387310 = -8923.115087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.397158 sec): 2 clusters Score: Raw -39904.241025 + Penalty 215.093295 = -39689.147730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.398332 sec): 3 clusters Score: Raw -39640.370475 + Penalty 442.337619 = -39198.032856 nChanged 195 SP:Iteration 1F (95.399414 sec): 3 clusters Score: Raw -39800.543906 + Penalty 458.881728 = -39341.662178 nChanged 76 SP:Iteration 2F (95.400481 sec): 3 clusters Score: Raw -39873.445233 + Penalty 466.515585 = -39406.929648 nChanged 35 SP:Iteration 3F (95.401544 sec): 3 clusters Score: Raw -39909.447456 + Penalty 473.795608 = -39435.651848 nChanged 24 SP:Iteration 4Q (95.402586 sec): 3 clusters Score: Raw -39936.071181 + Penalty 480.215379 = -39455.855802 nChanged 14 SP:Iteration 5Q (95.403617 sec): 3 clusters Score: Raw -39945.953281 + Penalty 481.369062 = -39464.584219 nChanged 8 SP:Iteration 6Q (95.404633 sec): 3 clusters Score: Raw -39960.078865 + Penalty 485.445846 = -39474.633019 nChanged 10 SP:Iteration 7Q (95.405637 sec): 3 clusters Score: Raw -39968.387680 + Penalty 487.850517 = -39480.537162 nChanged 4 SP:Iteration 8Q (95.406623 sec): 3 clusters Score: Raw -39970.218291 + Penalty 490.231093 = -39479.987198 nChanged 4 SP:Iteration 9F (95.407696 sec): 3 clusters Score: Raw -39972.376232 + Penalty 490.695253 = -39481.680979 nChanged 1 SP:Iteration 10F (95.408835 sec): 3 clusters Score: Raw -39972.618448 + Penalty 490.695253 = -39481.923195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 40 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.410140 sec): 2 clusters Score: Raw -25103.935759 + Penalty 878.123019 = -24225.812739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.410851 sec): 3 clusters Score: Raw -25085.930679 + Penalty 1756.425973 = -23329.504706 nChanged 44 SP:Iteration 1F (95.411548 sec): 3 clusters Score: Raw -25173.593315 + Penalty 1756.548632 = -23417.044683 nChanged 9 SP:Iteration 2Q (95.412228 sec): 3 clusters Score: Raw -25191.763989 + Penalty 1756.589590 = -23435.174399 nChanged 1 SP:Iteration 3Q (95.412898 sec): 3 clusters Score: Raw -25194.253761 + Penalty 1756.457119 = -23437.796642 nChanged 2 SP:Iteration 4Q (95.413575 sec): 3 clusters Score: Raw -25199.137379 + Penalty 1756.359533 = -23442.777846 nChanged 2 SP:Iteration 5Q (95.414247 sec): 3 clusters Score: Raw -25204.781729 + Penalty 1756.248866 = -23448.532863 nChanged 3 SP:Iteration 6Q (95.414919 sec): 3 clusters Score: Raw -25208.582815 + Penalty 1756.248866 = -23452.333949 nChanged 0 SP:Iteration 7F (95.415615 sec): 3 clusters Score: Raw -25208.582815 + Penalty 1756.248866 = -23452.333949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 42 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.416614 sec): 2 clusters Score: Raw -17976.769951 + Penalty 630.844759 = -17345.925191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.417186 sec): 3 clusters Score: Raw -17936.370503 + Penalty 1259.060502 = -16677.310000 nChanged 27 SP:Iteration 1F (95.417750 sec): 3 clusters Score: Raw -17973.143566 + Penalty 1259.765216 = -16713.378350 nChanged 8 SP:Iteration 2Q (95.418307 sec): 3 clusters Score: Raw -17991.940905 + Penalty 1260.372530 = -16731.568375 nChanged 8 SP:Iteration 3Q (95.418858 sec): 3 clusters Score: Raw -18004.815445 + Penalty 1259.477048 = -16745.338397 nChanged 3 SP:Iteration 4Q (95.419408 sec): 3 clusters Score: Raw -18013.044076 + Penalty 1260.114058 = -16752.930019 nChanged 4 SP:Iteration 5Q (95.419957 sec): 3 clusters Score: Raw -18023.223758 + Penalty 1259.595490 = -16763.628267 nChanged 3 SP:Iteration 6Q (95.420496 sec): 3 clusters Score: Raw -18027.405110 + Penalty 1259.595490 = -16767.809620 nChanged 0 SP:Iteration 7F (95.421041 sec): 3 clusters Score: Raw -18027.405110 + Penalty 1259.595490 = -16767.809620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.422655 sec): 2 clusters Score: Raw -36035.608122 + Penalty 245.727898 = -35789.880224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.423702 sec): 3 clusters Score: Raw -35808.206601 + Penalty 530.323421 = -35277.883179 nChanged 161 SP:Iteration 1F (95.424697 sec): 3 clusters Score: Raw -35960.246153 + Penalty 560.555747 = -35399.690406 nChanged 50 SP:Iteration 2F (95.425690 sec): 3 clusters Score: Raw -36021.302194 + Penalty 575.089855 = -35446.212340 nChanged 31 SP:Iteration 3F (95.426665 sec): 3 clusters Score: Raw -36048.507263 + Penalty 578.739294 = -35469.767969 nChanged 11 SP:Iteration 4Q (95.427605 sec): 3 clusters Score: Raw -36055.191906 + Penalty 581.394316 = -35473.797591 nChanged 4 SP:Iteration 5Q (95.428527 sec): 3 clusters Score: Raw -36057.021933 + Penalty 581.995178 = -35475.026756 nChanged 2 SP:Iteration 6Q (95.429438 sec): 3 clusters Score: Raw -36057.577351 + Penalty 583.492659 = -35474.084693 nChanged 1 SP:Iteration 7F (95.430386 sec): 3 clusters Score: Raw -36057.585390 + Penalty 583.492659 = -35474.092731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 44 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.430935 sec): 2 clusters Score: Raw -1152.791976 + Penalty 140.921778 = -1011.870198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.431185 sec): 3 clusters Score: Raw -1296.727754 + Penalty 282.975250 = -1013.752504 nChanged 0 Score: Raw -3428104.350280 + Penalty 66447.788822 = -3361656.561458 Splitting cluster 44 changes total score from -3340453.076509 to -3361656.561458 So it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 45 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.990978 sec): 2 clusters Score: Raw -18537.250726 + Penalty 286.964830 = -18250.285896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.991583 sec): 3 clusters Score: Raw -18430.163345 + Penalty 576.423315 = -17853.740029 nChanged 57 SP:Iteration 1F (96.992173 sec): 3 clusters Score: Raw -18479.318773 + Penalty 582.583299 = -17896.735475 nChanged 25 SP:Iteration 2F (96.992759 sec): 3 clusters Score: Raw -18513.423654 + Penalty 590.551821 = -17922.871834 nChanged 16 SP:Iteration 3F (96.993345 sec): 3 clusters Score: Raw -18531.311419 + Penalty 597.446009 = -17933.865410 nChanged 10 SP:Iteration 4Q (96.993927 sec): 3 clusters Score: Raw -18538.149803 + Penalty 604.060441 = -17934.089362 nChanged 7 SP:Iteration 5Q (96.994502 sec): 3 clusters Score: Raw -18545.581822 + Penalty 609.329366 = -17936.252455 nChanged 4 SP:Iteration 6Q (96.995068 sec): 3 clusters Score: Raw -18549.814197 + Penalty 613.479169 = -17936.335029 nChanged 5 SP:Iteration 7Q (96.995634 sec): 3 clusters Score: Raw -18555.557174 + Penalty 617.453111 = -17938.104062 nChanged 2 SP:Iteration 8Q (96.996202 sec): 3 clusters Score: Raw -18557.766431 + Penalty 621.798003 = -17935.968427 nChanged 3 SP:Iteration 9F (96.996770 sec): 3 clusters Score: Raw -18562.817311 + Penalty 624.661905 = -17938.155406 nChanged 2 SP:Iteration 10F (96.997340 sec): 3 clusters Score: Raw -18565.688134 + Penalty 626.410282 = -17939.277852 nChanged 1 SP:Iteration 11Q (96.997894 sec): 3 clusters Score: Raw -18568.016673 + Penalty 627.273925 = -17940.742748 nChanged 4 SP:Iteration 12Q (96.998443 sec): 3 clusters Score: Raw -18576.018485 + Penalty 630.063092 = -17945.955393 nChanged 4 SP:Iteration 13Q (96.998982 sec): 3 clusters Score: Raw -18578.514689 + Penalty 627.746112 = -17950.768576 nChanged 2 SP:Iteration 14Q (96.999519 sec): 3 clusters Score: Raw -18582.663335 + Penalty 629.078821 = -17953.584514 nChanged 1 SP:Iteration 15Q (97.000052 sec): 3 clusters Score: Raw -18583.305953 + Penalty 630.879869 = -17952.426084 nChanged 1 SP:Iteration 16F (97.000621 sec): 3 clusters Score: Raw -18582.972052 + Penalty 630.879869 = -17952.092182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 46 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.001152 sec): 2 clusters Score: Raw -332.234777 + Penalty 124.330408 = -207.904370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.001363 sec): 3 clusters Score: Raw -336.313222 + Penalty 248.660815 = -87.652407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 47 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.002602 sec): 2 clusters Score: Raw -14006.460316 + Penalty 402.609558 = -13603.850758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.003103 sec): 3 clusters Score: Raw -13961.183076 + Penalty 808.171591 = -13153.011485 nChanged 39 SP:Iteration 1F (97.003596 sec): 3 clusters Score: Raw -14009.435363 + Penalty 816.139261 = -13193.296102 nChanged 12 SP:Iteration 2F (97.004088 sec): 3 clusters Score: Raw -14028.367570 + Penalty 823.230665 = -13205.136905 nChanged 8 SP:Iteration 3F (97.004585 sec): 3 clusters Score: Raw -14041.202312 + Penalty 832.183518 = -13209.018794 nChanged 7 SP:Iteration 4Q (97.005066 sec): 3 clusters Score: Raw -14054.477217 + Penalty 835.567240 = -13218.909977 nChanged 2 SP:Iteration 5Q (97.005537 sec): 3 clusters Score: Raw -14055.054352 + Penalty 835.567240 = -13219.487112 nChanged 0 SP:Iteration 6F (97.006030 sec): 3 clusters Score: Raw -14055.054352 + Penalty 835.567240 = -13219.487112 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 49 (758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.008695 sec): 2 clusters Score: Raw -61671.992552 + Penalty 314.415818 = -61357.576734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.010247 sec): 3 clusters Score: Raw -61281.198472 + Penalty 630.462623 = -60650.735849 nChanged 286 SP:Iteration 1F (97.011799 sec): 3 clusters Score: Raw -61499.141162 + Penalty 646.467375 = -60852.673787 nChanged 94 SP:Iteration 2F (97.013390 sec): 3 clusters Score: Raw -61593.962083 + Penalty 664.935385 = -60929.026699 nChanged 63 SP:Iteration 3F (97.014915 sec): 3 clusters Score: Raw -61669.088851 + Penalty 687.910216 = -60981.178635 nChanged 39 SP:Iteration 4F (97.016437 sec): 3 clusters Score: Raw -61726.261505 + Penalty 705.729671 = -61020.531835 nChanged 32 SP:Iteration 5Q (97.018015 sec): 3 clusters Score: Raw -61777.546703 + Penalty 721.622472 = -61055.924231 nChanged 19 SP:Iteration 6Q (97.019536 sec): 3 clusters Score: Raw -61800.086343 + Penalty 732.793541 = -61067.292802 nChanged 10 SP:Iteration 7Q (97.020999 sec): 3 clusters Score: Raw -61808.165228 + Penalty 733.364377 = -61074.800851 nChanged 1 SP:Iteration 8Q (97.022408 sec): 3 clusters Score: Raw -61809.212690 + Penalty 731.154000 = -61078.058690 nChanged 2 SP:Iteration 9Q (97.023834 sec): 3 clusters Score: Raw -61811.419613 + Penalty 731.975862 = -61079.443750 nChanged 1 SP:Iteration 10F (97.025355 sec): 3 clusters Score: Raw -61814.463682 + Penalty 731.975862 = -61082.487820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 50 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.026268 sec): 2 clusters Score: Raw -10363.257694 + Penalty 402.734226 = -9960.523468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.026719 sec): 3 clusters Score: Raw -10341.584517 + Penalty 808.279234 = -9533.305283 nChanged 25 SP:Iteration 1F (97.027155 sec): 3 clusters Score: Raw -10370.058808 + Penalty 810.313501 = -9559.745307 nChanged 8 SP:Iteration 2F (97.027592 sec): 3 clusters Score: Raw -10380.330270 + Penalty 812.301348 = -9568.028922 nChanged 1 SP:Iteration 3Q (97.028019 sec): 3 clusters Score: Raw -10380.756378 + Penalty 812.301348 = -9568.455030 nChanged 0 SP:Iteration 4F (97.028454 sec): 3 clusters Score: Raw -10380.756378 + Penalty 812.301348 = -9568.455030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 51 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.029497 sec): 2 clusters Score: Raw -16376.491819 + Penalty 815.661823 = -15560.829996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.030065 sec): 3 clusters Score: Raw -16461.891636 + Penalty 1631.274076 = -14830.617560 nChanged 21 SP:Iteration 1F (97.030591 sec): 3 clusters Score: Raw -16515.375525 + Penalty 1631.377125 = -14883.998400 nChanged 5 SP:Iteration 2Q (97.031174 sec): 3 clusters Score: Raw -16531.035215 + Penalty 1631.434790 = -14899.600425 nChanged 2 SP:Iteration 3Q (97.031712 sec): 3 clusters Score: Raw -16539.970498 + Penalty 1631.434790 = -14908.535709 nChanged 0 SP:Iteration 4F (97.032271 sec): 3 clusters Score: Raw -16539.970498 + Penalty 1631.434790 = -14908.535709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 53 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.033295 sec): 2 clusters Score: Raw -17820.191719 + Penalty 832.108204 = -16988.083515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.033886 sec): 3 clusters Score: Raw -17839.050750 + Penalty 1664.933607 = -16174.117143 nChanged 27 SP:Iteration 1F (97.034467 sec): 3 clusters Score: Raw -17903.484845 + Penalty 1665.117594 = -16238.367251 nChanged 4 SP:Iteration 2Q (97.035028 sec): 3 clusters Score: Raw -17913.760172 + Penalty 1665.228642 = -16248.531529 nChanged 1 SP:Iteration 3Q (97.035586 sec): 3 clusters Score: Raw -17914.918972 + Penalty 1665.266396 = -16249.652576 nChanged 1 SP:Iteration 4Q (97.036160 sec): 3 clusters Score: Raw -17916.217772 + Penalty 1665.266396 = -16250.951376 nChanged 0 SP:Iteration 5F (97.036738 sec): 3 clusters Score: Raw -17916.217772 + Penalty 1665.266396 = -16250.951376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 54 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.037489 sec): 2 clusters Score: Raw -9036.137662 + Penalty 504.226634 = -8531.911028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.037881 sec): 3 clusters Score: Raw -9035.379359 + Penalty 1008.453268 = -8026.926091 nChanged 11 SP:Iteration 1F (97.038265 sec): 3 clusters Score: Raw -9059.549622 + Penalty 1011.381395 = -8048.168227 nChanged 4 SP:Iteration 2Q (97.038647 sec): 3 clusters Score: Raw -9065.199392 + Penalty 1012.774700 = -8052.424691 nChanged 2 SP:Iteration 3Q (97.039024 sec): 3 clusters Score: Raw -9069.912724 + Penalty 1013.461972 = -8056.450752 nChanged 1 SP:Iteration 4Q (97.039401 sec): 3 clusters Score: Raw -9072.235041 + Penalty 1014.457405 = -8057.777636 nChanged 2 SP:Iteration 5Q (97.039777 sec): 3 clusters Score: Raw -9076.991603 + Penalty 1014.457405 = -8062.534198 nChanged 0 SP:Iteration 6F (97.040160 sec): 3 clusters Score: Raw -9076.991603 + Penalty 1014.457405 = -8062.534198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 55 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.040715 sec): 2 clusters Score: Raw -2672.045857 + Penalty 336.626759 = -2335.419097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.040982 sec): 3 clusters Score: Raw -2708.005122 + Penalty 669.878732 = -2038.126390 nChanged 1 SP:Iteration 1Q (97.041236 sec): 3 clusters Score: Raw -2712.670274 + Penalty 669.878732 = -2042.791542 nChanged 0 SP:Iteration 2F (97.041497 sec): 3 clusters Score: Raw -2712.670274 + Penalty 669.878732 = -2042.791542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 56 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.042237 sec): 2 clusters Score: Raw -7779.433222 + Penalty 311.407087 = -7468.026135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.042625 sec): 3 clusters Score: Raw -7775.761086 + Penalty 620.281374 = -7155.479712 nChanged 23 SP:Iteration 1F (97.043005 sec): 3 clusters Score: Raw -7807.733639 + Penalty 621.189816 = -7186.543824 nChanged 7 SP:Iteration 2F (97.043411 sec): 3 clusters Score: Raw -7817.660995 + Penalty 629.007693 = -7188.653302 nChanged 3 SP:Iteration 3Q (97.043786 sec): 3 clusters Score: Raw -7825.461293 + Penalty 632.631646 = -7192.829647 nChanged 1 SP:Iteration 4Q (97.044158 sec): 3 clusters Score: Raw -7826.501240 + Penalty 632.631646 = -7193.869594 nChanged 0 SP:Iteration 5F (97.044538 sec): 3 clusters Score: Raw -7826.501240 + Penalty 632.631646 = -7193.869594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 58 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.045737 sec): 2 clusters Score: Raw -22649.067964 + Penalty 430.242889 = -22218.825075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.046430 sec): 3 clusters Score: Raw -22524.122016 + Penalty 860.655061 = -21663.466956 nChanged 68 SP:Iteration 1F (97.047126 sec): 3 clusters Score: Raw -22567.522504 + Penalty 862.900813 = -21704.621692 nChanged 17 SP:Iteration 2F (97.047799 sec): 3 clusters Score: Raw -22582.324316 + Penalty 863.567772 = -21718.756544 nChanged 10 SP:Iteration 3Q (97.048471 sec): 3 clusters Score: Raw -22595.087172 + Penalty 863.994912 = -21731.092261 nChanged 8 SP:Iteration 4Q (97.049141 sec): 3 clusters Score: Raw -22600.038003 + Penalty 862.704279 = -21737.333725 nChanged 7 SP:Iteration 5Q (97.049852 sec): 3 clusters Score: Raw -22609.160009 + Penalty 862.827175 = -21746.332834 nChanged 8 SP:Iteration 6Q (97.050551 sec): 3 clusters Score: Raw -22613.869433 + Penalty 862.752351 = -21751.117083 nChanged 6 SP:Iteration 7Q (97.051265 sec): 3 clusters Score: Raw -22617.059485 + Penalty 862.349810 = -21754.709675 nChanged 3 SP:Iteration 8Q (97.051956 sec): 3 clusters Score: Raw -22618.431342 + Penalty 861.656468 = -21756.774874 nChanged 2 SP:Iteration 9Q (97.052647 sec): 3 clusters Score: Raw -22619.234207 + Penalty 860.945143 = -21758.289065 nChanged 3 SP:Iteration 10F (97.053342 sec): 3 clusters Score: Raw -22619.939057 + Penalty 860.817485 = -21759.121573 nChanged 1 SP:Iteration 11Q (97.054034 sec): 3 clusters Score: Raw -22620.002600 + Penalty 860.695774 = -21759.306827 nChanged 1 SP:Iteration 12Q (97.054707 sec): 3 clusters Score: Raw -22620.217826 + Penalty 860.653221 = -21759.564605 nChanged 2 SP:Iteration 13Q (97.055375 sec): 3 clusters Score: Raw -22621.713250 + Penalty 860.583323 = -21761.129927 nChanged 1 SP:Iteration 14Q (97.056048 sec): 3 clusters Score: Raw -22622.336251 + Penalty 860.567778 = -21761.768473 nChanged 2 SP:Iteration 15Q (97.056716 sec): 3 clusters Score: Raw -22623.489311 + Penalty 860.567778 = -21762.921532 nChanged 0 SP:Iteration 16F (97.057389 sec): 3 clusters Score: Raw -22623.489311 + Penalty 860.567778 = -21762.921532 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 59 (1286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.063900 sec): 2 clusters Score: Raw -118554.287496 + Penalty 508.266967 = -118046.020529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.066503 sec): 3 clusters Score: Raw -117822.218531 + Penalty 1016.449126 = -116805.769405 nChanged 514 SP:Iteration 1F (97.069034 sec): 3 clusters Score: Raw -118071.418688 + Penalty 1016.268617 = -117055.150071 nChanged 112 SP:Iteration 2F (97.071500 sec): 3 clusters Score: Raw -118136.788503 + Penalty 1015.977745 = -117120.810758 nChanged 68 SP:Iteration 3F (97.073989 sec): 3 clusters Score: Raw -118163.790676 + Penalty 1015.820490 = -117147.970186 nChanged 40 SP:Iteration 4Q (97.076539 sec): 3 clusters Score: Raw -118174.833494 + Penalty 1015.854522 = -117158.978973 nChanged 23 SP:Iteration 5Q (97.079058 sec): 3 clusters Score: Raw -118182.997937 + Penalty 1015.986794 = -117167.011142 nChanged 23 SP:Iteration 6Q (97.081541 sec): 3 clusters Score: Raw -118192.781066 + Penalty 1016.137925 = -117176.643141 nChanged 33 SP:Iteration 7Q (97.084255 sec): 3 clusters Score: Raw -118207.037781 + Penalty 1016.104979 = -117190.932802 nChanged 36 SP:Iteration 8Q (97.086923 sec): 3 clusters Score: Raw -118223.589372 + Penalty 1016.283221 = -117207.306151 nChanged 45 SP:Iteration 9Q (97.089418 sec): 3 clusters Score: Raw -118243.369054 + Penalty 1016.973624 = -117226.395431 nChanged 37 SP:Iteration 10F (97.091874 sec): 3 clusters Score: Raw -118261.619351 + Penalty 1017.794900 = -117243.824451 nChanged 37 SP:Iteration 11Q (97.094332 sec): 3 clusters Score: Raw -118275.727644 + Penalty 1018.503587 = -117257.224057 nChanged 29 SP:Iteration 12Q (97.096864 sec): 3 clusters Score: Raw -118287.742728 + Penalty 1019.619605 = -117268.123123 nChanged 34 SP:Iteration 13Q (97.099340 sec): 3 clusters Score: Raw -118304.601287 + Penalty 1021.237537 = -117283.363751 nChanged 41 SP:Iteration 14Q (97.101797 sec): 3 clusters Score: Raw -118326.236508 + Penalty 1022.780969 = -117303.455539 nChanged 32 SP:Iteration 15Q (97.104225 sec): 3 clusters Score: Raw -118348.098520 + Penalty 1025.006230 = -117323.092290 nChanged 39 SP:Iteration 16Q (97.106677 sec): 3 clusters Score: Raw -118375.113654 + Penalty 1026.680680 = -117348.432974 nChanged 42 SP:Iteration 17Q (97.109141 sec): 3 clusters Score: Raw -118405.932128 + Penalty 1029.043741 = -117376.888388 nChanged 45 SP:Iteration 18Q (97.111586 sec): 3 clusters Score: Raw -118433.524717 + Penalty 1030.342441 = -117403.182276 nChanged 26 SP:Iteration 19Q (97.113960 sec): 3 clusters Score: Raw -118447.290046 + Penalty 1030.606525 = -117416.683522 nChanged 27 SP:Iteration 20F (97.116628 sec): 3 clusters Score: Raw -118458.440424 + Penalty 1030.635926 = -117427.804498 nChanged 15 SP:Iteration 21Q (97.119086 sec): 3 clusters Score: Raw -118463.344533 + Penalty 1031.283889 = -117432.060644 nChanged 9 SP:Iteration 22Q (97.121457 sec): 3 clusters Score: Raw -118468.665011 + Penalty 1032.067715 = -117436.597296 nChanged 8 SP:Iteration 23Q (97.123777 sec): 3 clusters Score: Raw -118474.030753 + Penalty 1032.543511 = -117441.487241 nChanged 9 SP:Iteration 24Q (97.126077 sec): 3 clusters Score: Raw -118476.986161 + Penalty 1034.203347 = -117442.782814 nChanged 8 SP:Iteration 25Q (97.128310 sec): 3 clusters Score: Raw -118481.935350 + Penalty 1035.461612 = -117446.473739 nChanged 7 SP:Iteration 26Q (97.130540 sec): 3 clusters Score: Raw -118486.455557 + Penalty 1035.655083 = -117450.800474 nChanged 4 SP:Iteration 27Q (97.132808 sec): 3 clusters Score: Raw -118487.916514 + Penalty 1035.812341 = -117452.104173 nChanged 7 SP:Iteration 28Q (97.135148 sec): 3 clusters Score: Raw -118491.382290 + Penalty 1035.334841 = -117456.047449 nChanged 11 SP:Iteration 29Q (97.137462 sec): 3 clusters Score: Raw -118498.395774 + Penalty 1036.253620 = -117462.142153 nChanged 16 SP:Iteration 30F (97.139952 sec): 3 clusters Score: Raw -118508.854252 + Penalty 1036.913302 = -117471.940950 nChanged 12 SP:Iteration 31Q (97.142296 sec): 3 clusters Score: Raw -118513.261091 + Penalty 1037.922687 = -117475.338404 nChanged 6 SP:Iteration 32Q (97.144636 sec): 3 clusters Score: Raw -118515.682200 + Penalty 1038.685483 = -117476.996717 nChanged 4 SP:Iteration 33Q (97.146855 sec): 3 clusters Score: Raw -118517.222689 + Penalty 1039.656321 = -117477.566368 nChanged 3 SP:Iteration 34Q (97.149161 sec): 3 clusters Score: Raw -118518.119984 + Penalty 1040.697755 = -117477.422230 nChanged 4 SP:Iteration 35F (97.151628 sec): 3 clusters Score: Raw -118518.920754 + Penalty 1041.366768 = -117477.553986 nChanged 5 SP:Iteration 36Q (97.153804 sec): 3 clusters Score: Raw -118520.215007 + Penalty 1042.271094 = -117477.943913 nChanged 2 SP:Iteration 37Q (97.155976 sec): 3 clusters Score: Raw -118521.408044 + Penalty 1042.381477 = -117479.026568 nChanged 1 SP:Iteration 38Q (97.158141 sec): 3 clusters Score: Raw -118522.232904 + Penalty 1044.522169 = -117477.710735 nChanged 5 SP:Iteration 39F (97.160548 sec): 3 clusters Score: Raw -118525.095208 + Penalty 1046.102178 = -117478.993030 nChanged 5 SP:Iteration 40F (97.162957 sec): 3 clusters Score: Raw -118528.097700 + Penalty 1047.965471 = -117480.132230 nChanged 4 SP:Iteration 41Q (97.165142 sec): 3 clusters Score: Raw -118530.482994 + Penalty 1049.206958 = -117481.276036 nChanged 4 SP:Iteration 42Q (97.167324 sec): 3 clusters Score: Raw -118532.023246 + Penalty 1049.206958 = -117482.816288 nChanged 0 SP:Iteration 43F (97.169793 sec): 3 clusters Score: Raw -118532.023246 + Penalty 1049.206958 = -117482.816288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 62 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.171475 sec): 2 clusters Score: Raw -702.855282 + Penalty 186.920654 = -515.934628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.171704 sec): 3 clusters Score: Raw -703.962053 + Penalty 373.841308 = -330.120745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.172985 sec): 2 clusters Score: Raw -14351.222752 + Penalty 611.626959 = -13739.595793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.173500 sec): 3 clusters Score: Raw -14350.564614 + Penalty 1220.178732 = -13130.385882 nChanged 29 SP:Iteration 1F (97.174005 sec): 3 clusters Score: Raw -14419.080981 + Penalty 1215.188207 = -13203.892774 nChanged 9 SP:Iteration 2F (97.174510 sec): 3 clusters Score: Raw -14450.342711 + Penalty 1214.616540 = -13235.726170 nChanged 4 SP:Iteration 3Q (97.174996 sec): 3 clusters Score: Raw -14461.006164 + Penalty 1214.358627 = -13246.647537 nChanged 2 SP:Iteration 4Q (97.175476 sec): 3 clusters Score: Raw -14468.203519 + Penalty 1214.358627 = -13253.844892 nChanged 0 SP:Iteration 5F (97.175983 sec): 3 clusters Score: Raw -14468.203519 + Penalty 1214.358627 = -13253.844892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 66 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.176533 sec): 2 clusters Score: Raw -82.827352 + Penalty 0.000000 = -82.827352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.176726 sec): 2 clusters Score: Raw -82.827352 + Penalty 0.000000 = -82.827352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 67 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.177479 sec): 2 clusters Score: Raw -7602.630504 + Penalty 228.401093 = -7374.229411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.177875 sec): 3 clusters Score: Raw -7576.543290 + Penalty 457.005585 = -7119.537705 nChanged 19 SP:Iteration 1F (97.178264 sec): 3 clusters Score: Raw -7592.277424 + Penalty 457.315194 = -7134.962230 nChanged 5 SP:Iteration 2F (97.178651 sec): 3 clusters Score: Raw -7597.968412 + Penalty 456.941296 = -7141.027116 nChanged 1 SP:Iteration 3Q (97.179036 sec): 3 clusters Score: Raw -7598.145648 + Penalty 456.941296 = -7141.204352 nChanged 0 SP:Iteration 4F (97.179423 sec): 3 clusters Score: Raw -7598.145648 + Penalty 456.941296 = -7141.204352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 68 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.180099 sec): 2 clusters Score: Raw -5301.348612 + Penalty 56.489956 = -5244.858656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.180473 sec): 3 clusters Score: Raw -5342.604384 + Penalty 112.925740 = -5229.678644 nChanged 26 SP:Iteration 1F (97.180841 sec): 3 clusters Score: Raw -5360.969702 + Penalty 113.310987 = -5247.658715 nChanged 7 SP:Iteration 2F (97.181206 sec): 3 clusters Score: Raw -5374.216265 + Penalty 113.959323 = -5260.256943 nChanged 6 SP:Iteration 3F (97.181571 sec): 3 clusters Score: Raw -5384.981382 + Penalty 115.523729 = -5269.457653 nChanged 5 SP:Iteration 4F (97.181935 sec): 3 clusters Score: Raw -5402.378401 + Penalty 119.992042 = -5282.386359 nChanged 7 SP:Iteration 5F (97.182297 sec): 3 clusters Score: Raw -5427.496143 + Penalty 125.736246 = -5301.759897 nChanged 4 SP:Iteration 6Q (97.182665 sec): 3 clusters Score: Raw -5438.473297 + Penalty 125.736246 = -5312.737051 nChanged 2 SP:Iteration 7Q (97.183001 sec): 3 clusters Score: Raw -5525.406525 + Penalty 117.893770 = -5407.512755 nChanged 6 SP:Iteration 8F (97.183366 sec): 3 clusters Score: Raw -5637.683162 + Penalty 115.523729 = -5522.159433 nChanged 3 SP:Iteration 9Q (97.183694 sec): 3 clusters Score: Raw -5665.441807 + Penalty 115.523729 = -5549.918078 nChanged 0 SP:Iteration 10F (97.184057 sec): 3 clusters Score: Raw -5665.441807 + Penalty 115.523729 = -5549.918078 nChanged 0 Score: Raw -3428468.417130 + Penalty 66589.052653 = -3361879.364477 Splitting cluster 68 changes total score from -3340453.076509 to -3361879.364477 So it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 70 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.767852 sec): 2 clusters Score: Raw -512.577409 + Penalty 37.146867 = -475.430542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.768064 sec): 3 clusters Score: Raw -562.251550 + Penalty 74.293734 = -487.957816 nChanged 0 Score: Raw -3428517.855637 + Penalty 66779.462753 = -3361738.392884 Splitting cluster 70 changes total score from -3340453.076509 to -3361738.392884 So it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 71 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.356839 sec): 2 clusters Score: Raw -790.099995 + Penalty 178.920870 = -611.179125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.357067 sec): 3 clusters Score: Raw -791.014598 + Penalty 360.363124 = -430.651474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 77 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.357558 sec): 2 clusters Score: Raw -516.606007 + Penalty 138.585977 = -378.020030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.357778 sec): 3 clusters Score: Raw -513.960389 + Penalty 281.085162 = -232.875227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 78 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.358347 sec): 2 clusters Score: Raw -3185.470787 + Penalty 392.228579 = -2793.242208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.358627 sec): 3 clusters Score: Raw -3245.903070 + Penalty 789.364548 = -2456.538522 nChanged 1 SP:Iteration 1Q (100.358888 sec): 3 clusters Score: Raw -3251.790057 + Penalty 789.364548 = -2462.425509 nChanged 0 SP:Iteration 2F (100.359163 sec): 3 clusters Score: Raw -3251.790057 + Penalty 789.364548 = -2462.425509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 79 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.359794 sec): 2 clusters Score: Raw -5005.762549 + Penalty 433.332722 = -4572.429827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.360111 sec): 3 clusters Score: Raw -5052.567676 + Penalty 868.605761 = -4183.961914 nChanged 2 SP:Iteration 1Q (100.360409 sec): 3 clusters Score: Raw -5057.057582 + Penalty 867.670753 = -4189.386829 nChanged 1 SP:Iteration 2Q (100.360705 sec): 3 clusters Score: Raw -5060.605148 + Penalty 867.024830 = -4193.580318 nChanged 1 SP:Iteration 3Q (100.361003 sec): 3 clusters Score: Raw -5062.767205 + Penalty 867.024830 = -4195.742375 nChanged 0 SP:Iteration 4F (100.361314 sec): 3 clusters Score: Raw -5062.767205 + Penalty 867.024830 = -4195.742375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 81 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.361786 sec): 2 clusters Score: Raw -253.595944 + Penalty 93.963287 = -159.632657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.361987 sec): 3 clusters Score: Raw -253.786179 + Penalty 190.808825 = -62.977354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.362486 sec): 2 clusters Score: Raw -157.406146 + Penalty 17.681981 = -139.724164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.362678 sec): 3 clusters Score: Raw -156.474330 + Penalty 35.363963 = -121.110368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 86 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.363184 sec): 2 clusters Score: Raw -1224.935029 + Penalty 186.799240 = -1038.135789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.363418 sec): 3 clusters Score: Raw -1230.913417 + Penalty 373.598481 = -857.314936 nChanged 1 SP:Iteration 1F (100.363648 sec): 3 clusters Score: Raw -1233.879161 + Penalty 373.598481 = -860.280681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 88 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.364146 sec): 2 clusters Score: Raw -748.606940 + Penalty 125.707933 = -622.899007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.364366 sec): 3 clusters Score: Raw -754.569706 + Penalty 249.204003 = -505.365703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 96 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.364962 sec): 2 clusters Score: Raw -3591.334473 + Penalty 378.119380 = -3213.215093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.365255 sec): 3 clusters Score: Raw -3634.012733 + Penalty 758.686183 = -2875.326550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 97 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.365747 sec): 2 clusters Score: Raw -700.182555 + Penalty 126.519590 = -573.662965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.365971 sec): 3 clusters Score: Raw -694.153802 + Penalty 289.487345 = -404.666457 nChanged 1 SP:Iteration 1F (100.366190 sec): 3 clusters Score: Raw -695.680369 + Penalty 289.487345 = -406.193024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 98 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.367185 sec): 2 clusters Score: Raw -18135.426302 + Penalty 743.074283 = -17392.352019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.367746 sec): 3 clusters Score: Raw -18106.263963 + Penalty 1488.115201 = -16618.148762 nChanged 26 SP:Iteration 1F (100.368294 sec): 3 clusters Score: Raw -18146.288816 + Penalty 1490.672889 = -16655.615927 nChanged 6 SP:Iteration 2Q (100.368828 sec): 3 clusters Score: Raw -18154.641259 + Penalty 1492.164858 = -16662.476401 nChanged 2 SP:Iteration 3Q (100.369360 sec): 3 clusters Score: Raw -18156.524339 + Penalty 1492.598703 = -16663.925636 nChanged 1 SP:Iteration 4Q (100.369889 sec): 3 clusters Score: Raw -18156.893597 + Penalty 1493.065171 = -16663.828426 nChanged 1 SP:Iteration 5F (100.370427 sec): 3 clusters Score: Raw -18157.948198 + Penalty 1493.065171 = -16664.883027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 106 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.371285 sec): 2 clusters Score: Raw -11356.595419 + Penalty 519.838664 = -10836.756755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.371732 sec): 3 clusters Score: Raw -11340.143676 + Penalty 1036.363989 = -10303.779687 nChanged 11 SP:Iteration 1F (100.372172 sec): 3 clusters Score: Raw -11355.654946 + Penalty 1033.667647 = -10321.987299 nChanged 3 SP:Iteration 2Q (100.372613 sec): 3 clusters Score: Raw -11361.854274 + Penalty 1033.182396 = -10328.671879 nChanged 2 SP:Iteration 3Q (100.373096 sec): 3 clusters Score: Raw -11364.484203 + Penalty 1032.567978 = -10331.916225 nChanged 2 SP:Iteration 4Q (100.373538 sec): 3 clusters Score: Raw -11372.745610 + Penalty 1032.567978 = -10340.177632 nChanged 0 SP:Iteration 5F (100.373983 sec): 3 clusters Score: Raw -11372.745610 + Penalty 1032.567978 = -10340.177632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 107 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.375254 sec): 2 clusters Score: Raw -24922.650249 + Penalty 358.277537 = -24564.372713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.375996 sec): 3 clusters Score: Raw -24780.986126 + Penalty 716.528540 = -24064.457586 nChanged 90 SP:Iteration 1F (100.376734 sec): 3 clusters Score: Raw -24840.641757 + Penalty 716.434541 = -24124.207216 nChanged 24 SP:Iteration 2F (100.377465 sec): 3 clusters Score: Raw -24857.891442 + Penalty 716.576183 = -24141.315258 nChanged 12 SP:Iteration 3Q (100.378193 sec): 3 clusters Score: Raw -24868.953521 + Penalty 716.786568 = -24152.166953 nChanged 6 SP:Iteration 4Q (100.378923 sec): 3 clusters Score: Raw -24872.235167 + Penalty 716.629525 = -24155.605642 nChanged 4 SP:Iteration 5Q (100.379648 sec): 3 clusters Score: Raw -24873.311685 + Penalty 716.569257 = -24156.742428 nChanged 1 SP:Iteration 6Q (100.380373 sec): 3 clusters Score: Raw -24873.652617 + Penalty 716.491715 = -24157.160902 nChanged 1 SP:Iteration 7Q (100.381098 sec): 3 clusters Score: Raw -24873.719981 + Penalty 716.491715 = -24157.228266 nChanged 0 SP:Iteration 8F (100.381826 sec): 3 clusters Score: Raw -24873.719981 + Penalty 716.491715 = -24157.228266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 109 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.382321 sec): 2 clusters Score: Raw -605.175626 + Penalty 117.529331 = -487.646295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.382542 sec): 3 clusters Score: Raw -598.390458 + Penalty 270.395590 = -327.994868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.383006 sec): 2 clusters Score: Raw -79.869577 + Penalty 0.000000 = -79.869577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.383191 sec): 2 clusters Score: Raw -79.869577 + Penalty 0.000000 = -79.869577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 128 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.383694 sec): 2 clusters Score: Raw -884.537928 + Penalty 211.103682 = -673.434246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.383926 sec): 3 clusters Score: Raw -882.729408 + Penalty 417.239132 = -465.490277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 136 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.384410 sec): 2 clusters Score: Raw -435.097317 + Penalty 117.686233 = -317.411084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.384629 sec): 3 clusters Score: Raw -428.187787 + Penalty 238.665005 = -189.522782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.385104 sec): 2 clusters Score: Raw -212.520611 + Penalty 37.114429 = -175.406182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.385302 sec): 3 clusters Score: Raw -228.138922 + Penalty 100.906470 = -127.232452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 151 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.385778 sec): 2 clusters Score: Raw -530.684551 + Penalty 34.885866 = -495.798685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.386006 sec): 3 clusters Score: Raw -550.746976 + Penalty 88.884968 = -461.862008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 159 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.386486 sec): 2 clusters Score: Raw -439.441315 + Penalty 150.535490 = -288.905825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.386701 sec): 3 clusters Score: Raw -436.994662 + Penalty 289.960476 = -147.034186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.387172 sec): 2 clusters Score: Raw -174.180586 + Penalty 58.518289 = -115.662297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.387375 sec): 3 clusters Score: Raw -166.527071 + Penalty 117.036577 = -49.490494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 185 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.387852 sec): 2 clusters Score: Raw -347.538924 + Penalty 140.880983 = -206.657941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.388061 sec): 3 clusters Score: Raw -344.747289 + Penalty 265.869115 = -78.878174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 205 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.388532 sec): 2 clusters Score: Raw -166.945694 + Penalty 41.527176 = -125.418517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.388732 sec): 3 clusters Score: Raw -162.825724 + Penalty 83.054352 = -79.771371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.389198 sec): 2 clusters Score: Raw -85.406021 + Penalty 0.000000 = -85.406021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.389387 sec): 2 clusters Score: Raw -85.406021 + Penalty 0.000000 = -85.406021 nChanged 0 Deleting Class 211 (1 points): Lose 75.901840 but Gain 1014.859883 Iteration 119Q (100.605292 sec): 81 clusters Score: Raw -3406886.651866 + Penalty 65846.481112 = -3341040.170754 nChanged 6 Deleting Class 159 (5 points): Lose 71.214791 but Gain 996.963320 Iteration 120F (102.200937 sec): 80 clusters Score: Raw -3406869.477687 + Penalty 64968.398124 = -3341901.079563 nChanged 14 Deleting Class 78 (37 points): Lose 233.515209 but Gain 1157.806881 Iteration 121Q (102.395156 sec): 79 clusters Score: Raw -3406675.080031 + Penalty 63855.537882 = -3342819.542149 nChanged 40 Deleting Class 185 (4 points): Lose 172.947864 but Gain 1083.206919 Iteration 122Q (102.587870 sec): 78 clusters Score: Raw -3406593.498751 + Penalty 62859.580868 = -3343733.917883 nChanged 20 Deleting Class 98 (191 points): Lose 601.294486 but Gain 1507.993302 Iteration 123Q (102.778715 sec): 77 clusters Score: Raw -3406042.885012 + Penalty 61485.563712 = -3344557.321300 nChanged 200 Deleting Class 54 (113 points): Lose 306.747586 but Gain 1214.176027 Iteration 124Q (102.979326 sec): 76 clusters Score: Raw -3406063.274559 + Penalty 60352.538719 = -3345710.735840 nChanged 151 Deleting Class 62 (8 points): Lose 57.946531 but Gain 958.131423 Iteration 125Q (103.172099 sec): 75 clusters Score: Raw -3406204.624998 + Penalty 59420.748376 = -3346783.876622 nChanged 57 Deleting Class 168 (2 points): Lose 3.024814 but Gain 899.871845 Iteration 126Q (103.360666 sec): 74 clusters Score: Raw -3406238.643677 + Penalty 58532.443034 = -3347706.200643 nChanged 28 Deleting Class 128 (10 points): Lose 82.737191 but Gain 977.225132 Iteration 127Q (103.546496 sec): 73 clusters Score: Raw -3406170.674952 + Penalty 57561.002253 = -3348609.672699 nChanged 28 Deleting Class 5 (12 points): Lose 138.251730 but Gain 1018.777183 Iteration 128Q (103.732647 sec): 72 clusters Score: Raw -3406059.481133 + Penalty 56536.569671 = -3349522.911463 nChanged 25 Deleting Class 96 (43 points): Lose 192.602456 but Gain 1071.561261 Iteration 129Q (103.916346 sec): 71 clusters Score: Raw -3405887.312784 + Penalty 55476.620759 = -3350410.692025 nChanged 53 Deleting Class 55 (32 points): Lose 199.869192 but Gain 1035.303491 Iteration 130F (105.310878 sec): 70 clusters Score: Raw -3405761.714265 + Penalty 54879.127730 = -3350882.586535 nChanged 48 Deleting Class 79 (62 points): Lose 308.326923 but Gain 1141.375814 Iteration 131Q (105.494904 sec): 69 clusters Score: Raw -3405543.019424 + Penalty 53823.695900 = -3351719.323524 nChanged 75 Deleting Class 8 (52 points): Lose 235.973647 but Gain 1059.510010 Iteration 132Q (105.678879 sec): 68 clusters Score: Raw -3405444.004535 + Penalty 52817.436260 = -3352626.568276 nChanged 73 Deleting Class 71 (9 points): Lose 49.356721 but Gain 867.962698 Iteration 133Q (105.862840 sec): 67 clusters Score: Raw -3405491.155476 + Penalty 51954.524202 = -3353536.631274 nChanged 27 Deleting Class 53 (205 points): Lose 861.596429 but Gain 1663.441469 Iteration 134Q (106.044957 sec): 66 clusters Score: Raw -3404656.357932 + Penalty 50449.128169 = -3354207.229763 nChanged 223 Deleting Class 77 (6 points): Lose 30.592401 but Gain 824.430571 Iteration 135Q (106.230331 sec): 65 clusters Score: Raw -3405098.503369 + Penalty 49635.423098 = -3355463.080271 nChanged 51 Deleting Class 46 (4 points): Lose 162.511768 but Gain 955.952710 Iteration 136Q (106.417283 sec): 64 clusters Score: Raw -3404992.426129 + Penalty 48675.892904 = -3356316.533224 nChanged 39 Deleting Class 106 (144 points): Lose 399.306379 but Gain 1180.724143 Iteration 137Q (106.597420 sec): 63 clusters Score: Raw -3404625.652926 + Penalty 47536.719135 = -3357088.933791 nChanged 164 Deleting Class 66 (1 points): Lose 4.904080 but Gain 777.520225 Iteration 138Q (106.782520 sec): 62 clusters Score: Raw -3404837.924323 + Penalty 46761.263713 = -3358076.660610 nChanged 38 Deleting Class 136 (5 points): Lose 14.216187 but Gain 779.409946 Iteration 139Q (106.965729 sec): 61 clusters Score: Raw -3404840.809081 + Penalty 45986.369794 = -3358854.439287 nChanged 25 Deleting Class 42 (233 points): Lose 552.572530 but Gain 1312.057041 Iteration 140F (108.168645 sec): 60 clusters Score: Raw -3404300.458038 + Penalty 44747.134141 = -3359553.323896 nChanged 247 Deleting Class 97 (13 points): Lose 55.487335 but Gain 791.659464 Iteration 141Q (108.348306 sec): 59 clusters Score: Raw -3404581.533760 + Penalty 43955.274967 = -3360626.258793 nChanged 66 Deleting Class 31 (219 points): Lose 890.003869 but Gain 1614.106287 Iteration 142Q (108.526386 sec): 58 clusters Score: Raw -3403728.905287 + Penalty 42467.472747 = -3361261.432540 nChanged 244 Deleting Class 86 (14 points): Lose 68.855165 but Gain 754.467938 Iteration 143Q (108.707600 sec): 57 clusters Score: Raw -3404157.271822 + Penalty 41719.576466 = -3362437.695356 nChanged 83 Deleting Class 81 (3 points): Lose 244.007596 but Gain 911.650249 Iteration 144Q (108.886377 sec): 56 clusters Score: Raw -3403983.992570 + Penalty 40789.102299 = -3363194.890271 nChanged 45 Deleting Class 109 (7 points): Lose 41.216596 but Gain 643.780754 Iteration 145Q (109.059236 sec): 55 clusters Score: Raw -3403966.995565 + Penalty 40147.833325 = -3363819.162240 nChanged 33 Deleting Class 205 (2 points): Lose 41.850218 but Gain 638.589022 Iteration 146Q (109.230758 sec): 54 clusters Score: Raw -3403946.595895 + Penalty 39518.057592 = -3364428.538303 nChanged 22 Deleting Class 25 (4 points): Lose 21.236538 but Gain 610.500143 Iteration 147Q (109.400939 sec): 53 clusters Score: Raw -3403950.628111 + Penalty 38909.992438 = -3365040.635673 nChanged 19 Deleting Class 32 (11 points): Lose 65.998603 but Gain 632.302813 Iteration 148Q (109.570963 sec): 52 clusters Score: Raw -3403898.841922 + Penalty 38280.317991 = -3365618.523931 nChanged 23 Deleting Class 88 (9 points): Lose 65.027980 but Gain 609.821517 Iteration 149Q (109.738273 sec): 51 clusters Score: Raw -3403854.969480 + Penalty 37668.568736 = -3366186.400743 nChanged 18 Deleting Class 33 (6 points): Lose 99.827205 but Gain 599.099350 Iteration 150F (110.737040 sec): 50 clusters Score: Raw -3403775.243210 + Penalty 37063.735673 = -3366711.507537 nChanged 17 Deleting Class 34 (157 points): Lose 941.506466 but Gain 1427.724232 Iteration 151Q (110.897916 sec): 49 clusters Score: Raw -3402847.184610 + Penalty 35856.324186 = -3366990.860424 nChanged 162 Deleting Class 47 (201 points): Lose 496.490437 but Gain 924.422922 Iteration 152Q (111.061677 sec): 48 clusters Score: Raw -3402916.127154 + Penalty 34964.868218 = -3367951.258936 nChanged 255 Deleting Class 50 (151 points): Lose 561.209251 but Gain 938.958750 Iteration 153Q (111.225102 sec): 47 clusters Score: Raw -3402716.240227 + Penalty 34042.700905 = -3368673.539322 nChanged 218 Deleting Class 126 (1 points): Lose 15.018113 but Gain 332.671374 Iteration 154Q (111.387966 sec): 46 clusters Score: Raw -3403066.582188 + Penalty 33740.148398 = -3369326.433790 nChanged 84 Deleting Class 44 (9 points): Lose 410.302225 but Gain 695.927944 Iteration 155Q (111.545911 sec): 45 clusters Score: Raw -3402727.714271 + Penalty 32981.114204 = -3369746.600067 nChanged 72 Deleting Class 58 (314 points): Lose 682.371837 but Gain 877.932914 Iteration 156Q (111.701368 sec): 44 clusters Score: Raw -3402184.038516 + Penalty 32145.131183 = -3370038.907333 nChanged 359 Deleting Class 56 (99 points): Lose 526.707148 but Gain 720.776425 Iteration 157Q (111.862589 sec): 43 clusters Score: Raw -3402160.080505 + Penalty 31493.470001 = -3370666.610504 nChanged 191 Deleting Class 82 (2 points): Lose 86.061089 but Gain 271.906740 Iteration 158Q (112.023455 sec): 42 clusters Score: Raw -3402430.699088 + Penalty 31231.800758 = -3371198.898330 nChanged 101 Deleting Class 1 (173 points): Lose 826.532074 but Gain 876.186939 Iteration 159Q (112.179124 sec): 41 clusters Score: Raw -3401727.595004 + Penalty 30466.582927 = -3371261.012077 nChanged 233 Deleting Class 2 (10 points): Lose 387.045035 but Gain 493.795379 Iteration 160F (113.007195 sec): 40 clusters Score: Raw -3401857.468504 + Penalty 29989.159953 = -3371868.308551 nChanged 125 Deleting Class 37 (347 points): Lose 1175.484432 but Gain 1208.246830 Iteration 161Q (113.157478 sec): 39 clusters Score: Raw -3400882.073098 + Penalty 28912.215181 = -3371969.857917 nChanged 410 Deleting Class 45 (213 points): Lose 544.981077 but Gain 573.180246 Iteration 162Q (113.311840 sec): 38 clusters Score: Raw -3401226.023584 + Penalty 28374.721095 = -3372851.302489 nChanged 334 Iteration 163Q (113.463344 sec): 38 clusters Score: Raw -3401607.722177 + Penalty 28382.256856 = -3373225.465321 nChanged 155 Iteration 164Q (113.612079 sec): 38 clusters Score: Raw -3401669.412127 + Penalty 28399.426167 = -3373269.985960 nChanged 103 Iteration 165Q (113.762899 sec): 38 clusters Score: Raw -3401704.113751 + Penalty 28411.418388 = -3373292.695363 nChanged 70 Iteration 166Q (113.911426 sec): 38 clusters Score: Raw -3401722.148629 + Penalty 28422.200127 = -3373299.948502 nChanged 57 Iteration 167Q (114.057864 sec): 38 clusters Score: Raw -3401735.149795 + Penalty 28429.759302 = -3373305.390493 nChanged 42 Iteration 168Q (114.202561 sec): 38 clusters Score: Raw -3401748.626494 + Penalty 28434.653672 = -3373313.972821 nChanged 32 Iteration 169Q (114.348251 sec): 38 clusters Score: Raw -3401756.923888 + Penalty 28440.154742 = -3373316.769145 nChanged 25 Iteration 170F (115.119248 sec): 38 clusters Score: Raw -3401804.863402 + Penalty 28473.615131 = -3373331.248271 nChanged 16 Iteration 171Q (115.268213 sec): 38 clusters Score: Raw -3401846.246048 + Penalty 28474.281658 = -3373371.964390 nChanged 9 Iteration 172Q (115.417368 sec): 38 clusters Score: Raw -3401848.447011 + Penalty 28474.945555 = -3373373.501457 nChanged 7 Iteration 173Q (115.569820 sec): 38 clusters Score: Raw -3401849.136339 + Penalty 28474.805638 = -3373374.330702 nChanged 4 Iteration 174Q (115.720891 sec): 38 clusters Score: Raw -3401849.635396 + Penalty 28474.653037 = -3373374.982360 nChanged 7 Iteration 175Q (115.872883 sec): 38 clusters Score: Raw -3401850.533221 + Penalty 28474.980296 = -3373375.552925 nChanged 8 Iteration 176Q (116.024900 sec): 38 clusters Score: Raw -3401851.118466 + Penalty 28474.567086 = -3373376.551381 nChanged 6 Iteration 177Q (116.175687 sec): 38 clusters Score: Raw -3401851.335712 + Penalty 28474.952974 = -3373376.382738 nChanged 3 Iteration 178F (116.947672 sec): 38 clusters Score: Raw -3401851.504377 + Penalty 28475.270372 = -3373376.234005 nChanged 3 Iteration 179F (117.721671 sec): 38 clusters Score: Raw -3401851.890708 + Penalty 28475.308540 = -3373376.582168 nChanged 3 Iteration 180F (118.488039 sec): 38 clusters Score: Raw -3401852.344918 + Penalty 28475.820171 = -3373376.524747 nChanged 4 Iteration 181F (119.253527 sec): 38 clusters Score: Raw -3401852.880421 + Penalty 28474.821735 = -3373378.058687 nChanged 5 Iteration 182Q (119.399928 sec): 38 clusters Score: Raw -3401853.504198 + Penalty 28474.938097 = -3373378.566100 nChanged 3 Iteration 183Q (119.546967 sec): 38 clusters Score: Raw -3401853.885984 + Penalty 28474.888031 = -3373378.997953 nChanged 2 Iteration 184Q (119.691609 sec): 38 clusters Score: Raw -3401854.152660 + Penalty 28474.893191 = -3373379.259469 nChanged 3 Iteration 185Q (119.837425 sec): 38 clusters Score: Raw -3401854.482166 + Penalty 28474.677230 = -3373379.804937 nChanged 5 Iteration 186Q (119.983384 sec): 38 clusters Score: Raw -3401854.735370 + Penalty 28475.248895 = -3373379.486475 nChanged 5 Iteration 187F (120.748930 sec): 38 clusters Score: Raw -3401855.230546 + Penalty 28475.581876 = -3373379.648669 nChanged 7 Iteration 188Q (120.897313 sec): 38 clusters Score: Raw -3401856.227466 + Penalty 28475.943912 = -3373380.283555 nChanged 10 Iteration 189Q (121.042004 sec): 38 clusters Score: Raw -3401858.019615 + Penalty 28476.707544 = -3373381.312071 nChanged 12 Iteration 190F (121.807029 sec): 38 clusters Score: Raw -3401861.347774 + Penalty 28476.685477 = -3373384.662297 nChanged 15 Iteration 191Q (121.953566 sec): 38 clusters Score: Raw -3401862.936003 + Penalty 28475.841477 = -3373387.094526 nChanged 10 Iteration 192Q (122.098691 sec): 38 clusters Score: Raw -3401864.082600 + Penalty 28475.678166 = -3373388.404435 nChanged 2 Iteration 193Q (122.244287 sec): 38 clusters Score: Raw -3401864.204006 + Penalty 28476.019447 = -3373388.184559 nChanged 2 Iteration 194F (123.021121 sec): 38 clusters Score: Raw -3401864.423744 + Penalty 28476.227407 = -3373388.196337 nChanged 3 Iteration 195Q (123.167739 sec): 38 clusters Score: Raw -3401864.664300 + Penalty 28476.131455 = -3373388.532845 nChanged 1 Iteration 196Q (123.312714 sec): 38 clusters Score: Raw -3401864.678944 + Penalty 28476.058625 = -3373388.620319 nChanged 1 Iteration 197Q (123.458222 sec): 38 clusters Score: Raw -3401864.742602 + Penalty 28476.012655 = -3373388.729947 nChanged 2 Iteration 198Q (123.603069 sec): 38 clusters Score: Raw -3401864.822209 + Penalty 28475.885177 = -3373388.937032 nChanged 1 Iteration 199Q (123.748299 sec): 38 clusters Score: Raw -3401864.863305 + Penalty 28475.755242 = -3373389.108063 nChanged 1 Iteration 200F (124.513296 sec): 38 clusters Score: Raw -3401864.891772 + Penalty 28475.716589 = -3373389.175183 nChanged 1 Iteration 201Q (124.659118 sec): 38 clusters Score: Raw -3401864.999703 + Penalty 28475.789898 = -3373389.209805 nChanged 3 Iteration 202Q (124.805917 sec): 38 clusters Score: Raw -3401865.304218 + Penalty 28476.556450 = -3373388.747768 nChanged 10 Iteration 203F (125.571555 sec): 38 clusters Score: Raw -3401866.196820 + Penalty 28476.949036 = -3373389.247784 nChanged 7 Iteration 204Q (125.718924 sec): 38 clusters Score: Raw -3401867.273817 + Penalty 28476.922925 = -3373390.350892 nChanged 8 Iteration 205Q (125.864256 sec): 38 clusters Score: Raw -3401867.948231 + Penalty 28474.412841 = -3373393.535389 nChanged 11 Iteration 206Q (126.009629 sec): 38 clusters Score: Raw -3401869.298501 + Penalty 28473.955190 = -3373395.343311 nChanged 11 Iteration 207Q (126.154781 sec): 38 clusters Score: Raw -3401870.252461 + Penalty 28473.169049 = -3373397.083412 nChanged 6 Iteration 208Q (126.300467 sec): 38 clusters Score: Raw -3401870.694050 + Penalty 28472.003241 = -3373398.690809 nChanged 5 Iteration 209Q (126.446778 sec): 38 clusters Score: Raw -3401871.127770 + Penalty 28471.340330 = -3373399.787440 nChanged 4 Iteration 210F (127.223065 sec): 38 clusters Score: Raw -3401871.425676 + Penalty 28471.122260 = -3373400.303416 nChanged 5 Iteration 211Q (127.367969 sec): 38 clusters Score: Raw -3401871.668784 + Penalty 28471.436982 = -3373400.231802 nChanged 6 Iteration 212F (128.130912 sec): 38 clusters Score: Raw -3401872.230514 + Penalty 28471.494810 = -3373400.735704 nChanged 10 Iteration 213Q (128.280855 sec): 38 clusters Score: Raw -3401873.251242 + Penalty 28470.536247 = -3373402.714995 nChanged 7 Iteration 214Q (128.430869 sec): 38 clusters Score: Raw -3401873.840989 + Penalty 28470.661034 = -3373403.179955 nChanged 9 Iteration 215Q (128.580838 sec): 38 clusters Score: Raw -3401874.535393 + Penalty 28470.659290 = -3373403.876103 nChanged 9 Iteration 216Q (128.732409 sec): 38 clusters Score: Raw -3401875.408325 + Penalty 28469.926250 = -3373405.482075 nChanged 8 Iteration 217Q (128.882578 sec): 38 clusters Score: Raw -3401876.390456 + Penalty 28470.518588 = -3373405.871868 nChanged 14 Iteration 218Q (129.032938 sec): 38 clusters Score: Raw -3401877.993308 + Penalty 28470.461052 = -3373407.532256 nChanged 13 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3401877.993308 + Penalty 28470.461052 = -3373407.532256Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 3 (1497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.180275 sec): 2 clusters Score: Raw -131981.132306 + Penalty 414.778049 = -131566.354257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.183335 sec): 3 clusters Score: Raw -131127.906524 + Penalty 829.914334 = -130297.992190 nChanged 641 SP:Iteration 1F (129.186389 sec): 3 clusters Score: Raw -131446.049390 + Penalty 831.534976 = -130614.514415 nChanged 119 SP:Iteration 2F (129.189254 sec): 3 clusters Score: Raw -131485.287657 + Penalty 832.764673 = -130652.522984 nChanged 90 SP:Iteration 3F (129.192055 sec): 3 clusters Score: Raw -131527.672354 + Penalty 836.817093 = -130690.855261 nChanged 103 SP:Iteration 4F (129.194842 sec): 3 clusters Score: Raw -131595.345152 + Penalty 844.939912 = -130750.405240 nChanged 128 SP:Iteration 5F (129.197594 sec): 3 clusters Score: Raw -131678.059414 + Penalty 857.453407 = -130820.606006 nChanged 100 SP:Iteration 6F (129.200349 sec): 3 clusters Score: Raw -131751.056150 + Penalty 875.350021 = -130875.706129 nChanged 76 SP:Iteration 7F (129.203105 sec): 3 clusters Score: Raw -131816.327858 + Penalty 910.926364 = -130905.401494 nChanged 80 SP:Iteration 8F (129.205887 sec): 3 clusters Score: Raw -131898.533033 + Penalty 936.228935 = -130962.304097 nChanged 51 SP:Iteration 9Q (129.208626 sec): 3 clusters Score: Raw -131961.637933 + Penalty 957.648649 = -131003.989285 nChanged 30 SP:Iteration 10F (129.211365 sec): 3 clusters Score: Raw -132004.137203 + Penalty 969.836827 = -131034.300376 nChanged 22 SP:Iteration 11Q (129.213866 sec): 3 clusters Score: Raw -132031.553482 + Penalty 977.899493 = -131053.653989 nChanged 18 SP:Iteration 12Q (129.216547 sec): 3 clusters Score: Raw -132054.699199 + Penalty 981.955000 = -131072.744199 nChanged 10 SP:Iteration 13Q (129.219114 sec): 3 clusters Score: Raw -132065.761188 + Penalty 981.336774 = -131084.424414 nChanged 7 SP:Iteration 14Q (129.221469 sec): 3 clusters Score: Raw -132070.724292 + Penalty 984.754408 = -131085.969884 nChanged 4 SP:Iteration 15Q (129.223810 sec): 3 clusters Score: Raw -132072.262655 + Penalty 987.436030 = -131084.826624 nChanged 2 SP:Iteration 16F (129.226568 sec): 3 clusters Score: Raw -132073.138940 + Penalty 988.888031 = -131084.250909 nChanged 2 SP:Iteration 17F (129.229309 sec): 3 clusters Score: Raw -132074.260564 + Penalty 990.835687 = -131083.424876 nChanged 2 SP:Iteration 18F (129.232129 sec): 3 clusters Score: Raw -132076.039916 + Penalty 991.174608 = -131084.865308 nChanged 2 SP:Iteration 19Q (129.234761 sec): 3 clusters Score: Raw -132077.218582 + Penalty 992.146777 = -131085.071805 nChanged 2 SP:Iteration 20F (129.237718 sec): 3 clusters Score: Raw -132077.655423 + Penalty 992.146777 = -131085.508645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.239222 sec): 2 clusters Score: Raw -15752.496694 + Penalty 460.327618 = -15292.169075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.239782 sec): 3 clusters Score: Raw -15735.146578 + Penalty 918.010422 = -14817.136156 nChanged 41 SP:Iteration 1F (129.240323 sec): 3 clusters Score: Raw -15817.598756 + Penalty 915.518277 = -14902.080479 nChanged 19 SP:Iteration 2F (129.240864 sec): 3 clusters Score: Raw -15858.349882 + Penalty 912.890305 = -14945.459577 nChanged 7 SP:Iteration 3Q (129.241383 sec): 3 clusters Score: Raw -15866.850182 + Penalty 910.927125 = -14955.923057 nChanged 2 SP:Iteration 4Q (129.241900 sec): 3 clusters Score: Raw -15869.475911 + Penalty 910.927125 = -14958.548786 nChanged 0 SP:Iteration 5F (129.242440 sec): 3 clusters Score: Raw -15869.475911 + Penalty 910.927125 = -14958.548786 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 6 (1677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.248609 sec): 2 clusters Score: Raw -137580.177796 + Penalty 167.100903 = -137413.076893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.252062 sec): 3 clusters Score: Raw -136497.184032 + Penalty 328.275426 = -136168.908606 nChanged 748 SP:Iteration 1F (129.255253 sec): 3 clusters Score: Raw -136986.927805 + Penalty 320.742571 = -136666.185234 nChanged 253 SP:Iteration 2F (129.258444 sec): 3 clusters Score: Raw -137221.447926 + Penalty 316.300746 = -136905.147180 nChanged 134 SP:Iteration 3F (129.261581 sec): 3 clusters Score: Raw -137334.793607 + Penalty 314.779751 = -137020.013856 nChanged 83 SP:Iteration 4Q (129.264615 sec): 3 clusters Score: Raw -137372.401606 + Penalty 313.188021 = -137059.213586 nChanged 44 SP:Iteration 5Q (129.267843 sec): 3 clusters Score: Raw -137383.903692 + Penalty 311.911950 = -137071.991742 nChanged 24 SP:Iteration 6Q (129.270954 sec): 3 clusters Score: Raw -137387.390232 + Penalty 310.398871 = -137076.991361 nChanged 21 SP:Iteration 7Q (129.274005 sec): 3 clusters Score: Raw -137391.555460 + Penalty 308.703130 = -137082.852330 nChanged 16 SP:Iteration 8Q (129.277074 sec): 3 clusters Score: Raw -137395.066212 + Penalty 307.037461 = -137088.028751 nChanged 17 SP:Iteration 9Q (129.280147 sec): 3 clusters Score: Raw -137398.564606 + Penalty 305.536608 = -137093.027998 nChanged 17 SP:Iteration 10F (129.283570 sec): 3 clusters Score: Raw -137401.914014 + Penalty 302.721655 = -137099.192360 nChanged 26 SP:Iteration 11Q (129.286705 sec): 3 clusters Score: Raw -137408.050314 + Penalty 299.620272 = -137108.430042 nChanged 30 SP:Iteration 12Q (129.289729 sec): 3 clusters Score: Raw -137414.318546 + Penalty 297.732491 = -137116.586055 nChanged 21 SP:Iteration 13Q (129.292764 sec): 3 clusters Score: Raw -137417.813126 + Penalty 296.265120 = -137121.548006 nChanged 20 SP:Iteration 14Q (129.295753 sec): 3 clusters Score: Raw -137420.410647 + Penalty 294.985438 = -137125.425208 nChanged 15 SP:Iteration 15Q (129.298713 sec): 3 clusters Score: Raw -137422.591663 + Penalty 293.000819 = -137129.590845 nChanged 21 SP:Iteration 16Q (129.301688 sec): 3 clusters Score: Raw -137426.744892 + Penalty 290.841734 = -137135.903159 nChanged 21 SP:Iteration 17Q (129.304730 sec): 3 clusters Score: Raw -137431.838052 + Penalty 287.786974 = -137144.051079 nChanged 29 SP:Iteration 18Q (129.307751 sec): 3 clusters Score: Raw -137440.373623 + Penalty 286.232923 = -137154.140700 nChanged 25 SP:Iteration 19Q (129.310748 sec): 3 clusters Score: Raw -137448.265235 + Penalty 282.291226 = -137165.974009 nChanged 29 SP:Iteration 20F (129.313951 sec): 3 clusters Score: Raw -137458.828374 + Penalty 277.798223 = -137181.030151 nChanged 33 SP:Iteration 21Q (129.316983 sec): 3 clusters Score: Raw -137474.049215 + Penalty 274.020643 = -137200.028572 nChanged 33 SP:Iteration 22Q (129.320117 sec): 3 clusters Score: Raw -137490.972765 + Penalty 268.204569 = -137222.768195 nChanged 32 SP:Iteration 23Q (129.322987 sec): 3 clusters Score: Raw -137507.725920 + Penalty 263.884336 = -137243.841584 nChanged 30 SP:Iteration 24Q (129.325782 sec): 3 clusters Score: Raw -137522.989339 + Penalty 257.558557 = -137265.430782 nChanged 39 SP:Iteration 25Q (129.328504 sec): 3 clusters Score: Raw -137545.646912 + Penalty 252.019333 = -137293.627579 nChanged 29 SP:Iteration 26Q (129.331208 sec): 3 clusters Score: Raw -137563.952584 + Penalty 246.802073 = -137317.150512 nChanged 27 SP:Iteration 27Q (129.333888 sec): 3 clusters Score: Raw -137579.468813 + Penalty 241.613697 = -137337.855116 nChanged 20 SP:Iteration 28Q (129.336558 sec): 3 clusters Score: Raw -137590.327028 + Penalty 239.008696 = -137351.318332 nChanged 12 SP:Iteration 29Q (129.339437 sec): 3 clusters Score: Raw -137595.197289 + Penalty 239.489392 = -137355.707897 nChanged 10 SP:Iteration 30F (129.342583 sec): 3 clusters Score: Raw -137599.362460 + Penalty 240.837059 = -137358.525400 nChanged 9 SP:Iteration 31Q (129.345196 sec): 3 clusters Score: Raw -137603.269499 + Penalty 240.353469 = -137362.916031 nChanged 6 SP:Iteration 32Q (129.347760 sec): 3 clusters Score: Raw -137605.317174 + Penalty 241.032874 = -137364.284301 nChanged 1 SP:Iteration 33Q (129.350599 sec): 3 clusters Score: Raw -137605.551747 + Penalty 241.032874 = -137364.518873 nChanged 0 SP:Iteration 34F (129.353877 sec): 3 clusters Score: Raw -137605.551747 + Penalty 241.032874 = -137364.518873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 7 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.355175 sec): 2 clusters Score: Raw -3674.466092 + Penalty 97.733290 = -3576.732802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.355511 sec): 3 clusters Score: Raw -3766.713863 + Penalty 195.466580 = -3571.247284 nChanged 13 SP:Iteration 1F (129.355832 sec): 3 clusters Score: Raw -3777.180650 + Penalty 200.416435 = -3576.764216 nChanged 4 SP:Iteration 2F (129.356151 sec): 3 clusters Score: Raw -3786.516697 + Penalty 220.062414 = -3566.454283 nChanged 5 SP:Iteration 3F (129.356469 sec): 3 clusters Score: Raw -3793.694425 + Penalty 229.696816 = -3563.997609 nChanged 2 SP:Iteration 4F (129.356791 sec): 3 clusters Score: Raw -3796.432573 + Penalty 249.609151 = -3546.823422 nChanged 3 SP:Iteration 5F (129.357103 sec): 3 clusters Score: Raw -3801.213591 + Penalty 258.875015 = -3542.338575 nChanged 1 SP:Iteration 6F (129.357414 sec): 3 clusters Score: Raw -3803.727809 + Penalty 258.875015 = -3544.852794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 9 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.358297 sec): 2 clusters Score: Raw -285.338137 + Penalty 27.001872 = -258.336265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.358491 sec): 3 clusters Score: Raw -308.878556 + Penalty 54.003745 = -254.874811 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 10 (16046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.431194 sec): 2 clusters Score: Raw -1267839.569795 + Penalty 219.167392 = -1267620.402403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.461663 sec): 3 clusters Score: Raw -1256917.054388 + Penalty 465.724582 = -1256451.329806 nChanged 7633 SP:Iteration 1F (129.491682 sec): 3 clusters Score: Raw -1261393.461345 + Penalty 526.335329 = -1260867.126017 nChanged 3392 SP:Iteration 2F (129.521160 sec): 3 clusters Score: Raw -1265310.258754 + Penalty 523.402777 = -1264786.855977 nChanged 1706 SP:Iteration 3F (129.550785 sec): 3 clusters Score: Raw -1267354.484982 + Penalty 586.700483 = -1266767.784499 nChanged 440 SP:Iteration 4Q (129.577187 sec): 3 clusters Score: Raw -1267836.253713 + Penalty 1176.032919 = -1266660.220794 nChanged 9 SP:Iteration 5F (129.607393 sec): 3 clusters Score: Raw -1267853.465330 + Penalty 1102.136226 = -1266751.329104 nChanged 2 SP:Iteration 6Q (129.631482 sec): 3 clusters Score: Raw -1267876.285131 + Penalty 1018.961441 = -1266857.323690 nChanged 2 SP:Iteration 7Q (129.655939 sec): 3 clusters Score: Raw -1267891.120383 + Penalty 1031.263980 = -1266859.856403 nChanged 1 SP:Iteration 8Q (129.679153 sec): 3 clusters Score: Raw -1267895.527393 + Penalty 1031.263980 = -1266864.263413 nChanged 0 SP:Iteration 9F (129.709403 sec): 3 clusters Score: Raw -1267895.527393 + Penalty 1031.263980 = -1266864.263413 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 11 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.721223 sec): 2 clusters Score: Raw -72459.750937 + Penalty 758.558703 = -71701.192234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.722779 sec): 3 clusters Score: Raw -72111.771498 + Penalty 1517.486154 = -70594.285344 nChanged 280 SP:Iteration 1F (129.724310 sec): 3 clusters Score: Raw -72352.695748 + Penalty 1515.281300 = -70837.414448 nChanged 107 SP:Iteration 2F (129.725839 sec): 3 clusters Score: Raw -72496.874764 + Penalty 1512.240310 = -70984.634454 nChanged 69 SP:Iteration 3F (129.727366 sec): 3 clusters Score: Raw -72563.485347 + Penalty 1511.494950 = -71051.990397 nChanged 32 SP:Iteration 4Q (129.728877 sec): 3 clusters Score: Raw -72589.875736 + Penalty 1510.207993 = -71079.667743 nChanged 19 SP:Iteration 5Q (129.730420 sec): 3 clusters Score: Raw -72603.292702 + Penalty 1509.085745 = -71094.206956 nChanged 10 SP:Iteration 6Q (129.731943 sec): 3 clusters Score: Raw -72610.915449 + Penalty 1508.483184 = -71102.432265 nChanged 5 SP:Iteration 7Q (129.733446 sec): 3 clusters Score: Raw -72613.425822 + Penalty 1508.386983 = -71105.038839 nChanged 2 SP:Iteration 8Q (129.734939 sec): 3 clusters Score: Raw -72614.380887 + Penalty 1508.348278 = -71106.032609 nChanged 2 SP:Iteration 9Q (129.736495 sec): 3 clusters Score: Raw -72616.295481 + Penalty 1508.348278 = -71107.947203 nChanged 0 SP:Iteration 10F (129.738047 sec): 3 clusters Score: Raw -72616.295481 + Penalty 1508.348278 = -71107.947203 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 12 (2310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.750209 sec): 2 clusters Score: Raw -205517.921054 + Penalty 491.444180 = -205026.476875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.754904 sec): 3 clusters Score: Raw -204201.705524 + Penalty 980.717994 = -203220.987530 nChanged 929 SP:Iteration 1F (129.759100 sec): 3 clusters Score: Raw -204727.072495 + Penalty 979.534958 = -203747.537537 nChanged 250 SP:Iteration 2F (129.763296 sec): 3 clusters Score: Raw -204921.267491 + Penalty 978.033062 = -203943.234429 nChanged 211 SP:Iteration 3F (129.767439 sec): 3 clusters Score: Raw -205097.434509 + Penalty 978.228986 = -204119.205523 nChanged 172 SP:Iteration 4F (129.771599 sec): 3 clusters Score: Raw -205212.915429 + Penalty 976.630212 = -204236.285217 nChanged 101 SP:Iteration 5Q (129.775803 sec): 3 clusters Score: Raw -205278.008259 + Penalty 974.712786 = -204303.295474 nChanged 68 SP:Iteration 6Q (129.780259 sec): 3 clusters Score: Raw -205327.581717 + Penalty 970.423196 = -204357.158521 nChanged 53 SP:Iteration 7Q (129.784732 sec): 3 clusters Score: Raw -205372.839650 + Penalty 968.558588 = -204404.281062 nChanged 41 SP:Iteration 8Q (129.789225 sec): 3 clusters Score: Raw -205413.269198 + Penalty 968.277912 = -204444.991286 nChanged 39 SP:Iteration 9Q (129.793265 sec): 3 clusters Score: Raw -205444.282147 + Penalty 966.420672 = -204477.861475 nChanged 28 SP:Iteration 10F (129.797430 sec): 3 clusters Score: Raw -205462.606917 + Penalty 963.511148 = -204499.095769 nChanged 23 SP:Iteration 11Q (129.801344 sec): 3 clusters Score: Raw -205478.245023 + Penalty 962.052801 = -204516.192222 nChanged 12 SP:Iteration 12Q (129.805308 sec): 3 clusters Score: Raw -205483.113529 + Penalty 960.162976 = -204522.950553 nChanged 8 SP:Iteration 13Q (129.809268 sec): 3 clusters Score: Raw -205487.228776 + Penalty 958.869165 = -204528.359611 nChanged 7 SP:Iteration 14Q (129.813077 sec): 3 clusters Score: Raw -205489.272852 + Penalty 957.391936 = -204531.880916 nChanged 5 SP:Iteration 15Q (129.816844 sec): 3 clusters Score: Raw -205491.508589 + Penalty 953.278336 = -204538.230253 nChanged 9 SP:Iteration 16Q (129.820962 sec): 3 clusters Score: Raw -205496.497001 + Penalty 950.129335 = -204546.367667 nChanged 8 SP:Iteration 17Q (129.824724 sec): 3 clusters Score: Raw -205500.998388 + Penalty 949.028514 = -204551.969873 nChanged 6 SP:Iteration 18Q (129.828449 sec): 3 clusters Score: Raw -205502.995816 + Penalty 949.980108 = -204553.015709 nChanged 7 SP:Iteration 19Q (129.832159 sec): 3 clusters Score: Raw -205504.079163 + Penalty 950.063973 = -204554.015190 nChanged 4 SP:Iteration 20F (129.836320 sec): 3 clusters Score: Raw -205505.583722 + Penalty 949.611169 = -204555.972553 nChanged 2 SP:Iteration 21Q (129.840106 sec): 3 clusters Score: Raw -205506.958270 + Penalty 947.415768 = -204559.542501 nChanged 3 SP:Iteration 22Q (129.843801 sec): 3 clusters Score: Raw -205508.245402 + Penalty 947.903803 = -204560.341599 nChanged 1 SP:Iteration 23Q (129.847477 sec): 3 clusters Score: Raw -205508.411937 + Penalty 947.903803 = -204560.508134 nChanged 0 SP:Iteration 24F (129.851715 sec): 3 clusters Score: Raw -205508.411937 + Penalty 947.903803 = -204560.508134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.859548 sec): 2 clusters Score: Raw -21025.467517 + Penalty 294.297502 = -20731.170015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.860264 sec): 3 clusters Score: Raw -20914.654681 + Penalty 588.923144 = -20325.731537 nChanged 83 SP:Iteration 1F (129.860964 sec): 3 clusters Score: Raw -20999.360826 + Penalty 588.548416 = -20410.812410 nChanged 33 SP:Iteration 2F (129.861663 sec): 3 clusters Score: Raw -21040.511295 + Penalty 589.496157 = -20451.015138 nChanged 17 SP:Iteration 3F (129.862362 sec): 3 clusters Score: Raw -21065.769885 + Penalty 591.409630 = -20474.360255 nChanged 15 SP:Iteration 4F (129.863059 sec): 3 clusters Score: Raw -21096.846587 + Penalty 591.472685 = -20505.373901 nChanged 5 SP:Iteration 5Q (129.863731 sec): 3 clusters Score: Raw -21102.202399 + Penalty 593.174755 = -20509.027644 nChanged 5 SP:Iteration 6Q (129.864396 sec): 3 clusters Score: Raw -21104.925819 + Penalty 593.741977 = -20511.183842 nChanged 4 SP:Iteration 7Q (129.865063 sec): 3 clusters Score: Raw -21109.319639 + Penalty 593.884799 = -20515.434839 nChanged 2 SP:Iteration 8Q (129.865724 sec): 3 clusters Score: Raw -21110.304096 + Penalty 593.884799 = -20516.419297 nChanged 0 SP:Iteration 9F (129.866449 sec): 3 clusters Score: Raw -21110.304096 + Penalty 593.884799 = -20516.419297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.868867 sec): 2 clusters Score: Raw -32481.999381 + Penalty 834.172015 = -31647.827366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.869802 sec): 3 clusters Score: Raw -32419.411771 + Penalty 1669.995400 = -30749.416370 nChanged 91 SP:Iteration 1F (129.870716 sec): 3 clusters Score: Raw -32575.641374 + Penalty 1671.199800 = -30904.441574 nChanged 26 SP:Iteration 2F (129.871628 sec): 3 clusters Score: Raw -32658.784676 + Penalty 1672.211657 = -30986.573018 nChanged 19 SP:Iteration 3Q (129.872503 sec): 3 clusters Score: Raw -32714.880200 + Penalty 1673.939442 = -31040.940758 nChanged 14 SP:Iteration 4Q (129.873416 sec): 3 clusters Score: Raw -32745.022988 + Penalty 1675.661497 = -31069.361491 nChanged 14 SP:Iteration 5Q (129.874271 sec): 3 clusters Score: Raw -32774.274648 + Penalty 1676.200734 = -31098.073914 nChanged 12 SP:Iteration 6Q (129.875120 sec): 3 clusters Score: Raw -32792.174349 + Penalty 1676.719620 = -31115.454729 nChanged 7 SP:Iteration 7Q (129.875982 sec): 3 clusters Score: Raw -32803.365469 + Penalty 1679.800240 = -31123.565229 nChanged 6 SP:Iteration 8Q (129.876818 sec): 3 clusters Score: Raw -32810.796320 + Penalty 1681.490936 = -31129.305384 nChanged 3 SP:Iteration 9Q (129.877652 sec): 3 clusters Score: Raw -32818.325108 + Penalty 1682.669711 = -31135.655397 nChanged 3 SP:Iteration 10F (129.878564 sec): 3 clusters Score: Raw -32820.726070 + Penalty 1682.669711 = -31138.056359 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 16 (1078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.884697 sec): 2 clusters Score: Raw -90760.898858 + Penalty 500.038986 = -90260.859873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.886961 sec): 3 clusters Score: Raw -90197.109319 + Penalty 1015.384706 = -89181.724613 nChanged 437 SP:Iteration 1F (129.889077 sec): 3 clusters Score: Raw -90603.187703 + Penalty 1038.134121 = -89565.053582 nChanged 125 SP:Iteration 2F (129.891153 sec): 3 clusters Score: Raw -90692.075683 + Penalty 1056.751723 = -89635.323960 nChanged 62 SP:Iteration 3F (129.893186 sec): 3 clusters Score: Raw -90738.432930 + Penalty 1077.718232 = -89660.714698 nChanged 48 SP:Iteration 4Q (129.895206 sec): 3 clusters Score: Raw -90774.646353 + Penalty 1095.944110 = -89678.702243 nChanged 38 SP:Iteration 5Q (129.897219 sec): 3 clusters Score: Raw -90804.234131 + Penalty 1105.551417 = -89698.682714 nChanged 24 SP:Iteration 6Q (129.899220 sec): 3 clusters Score: Raw -90819.208761 + Penalty 1109.338373 = -89709.870387 nChanged 13 SP:Iteration 7Q (129.901242 sec): 3 clusters Score: Raw -90826.900634 + Penalty 1114.398487 = -89712.502147 nChanged 11 SP:Iteration 8Q (129.903248 sec): 3 clusters Score: Raw -90831.981189 + Penalty 1119.491699 = -89712.489490 nChanged 9 SP:Iteration 9F (129.905307 sec): 3 clusters Score: Raw -90836.685588 + Penalty 1122.525788 = -89714.159800 nChanged 8 SP:Iteration 10F (129.907387 sec): 3 clusters Score: Raw -90839.760932 + Penalty 1125.382922 = -89714.378010 nChanged 5 SP:Iteration 11Q (129.909370 sec): 3 clusters Score: Raw -90841.746378 + Penalty 1128.322223 = -89713.424155 nChanged 3 SP:Iteration 12F (129.911403 sec): 3 clusters Score: Raw -90843.186175 + Penalty 1134.067001 = -89709.119174 nChanged 7 SP:Iteration 13F (129.913432 sec): 3 clusters Score: Raw -90845.813677 + Penalty 1135.861981 = -89709.951696 nChanged 4 SP:Iteration 14Q (129.915360 sec): 3 clusters Score: Raw -90846.709907 + Penalty 1136.374771 = -89710.335136 nChanged 1 SP:Iteration 15Q (129.917281 sec): 3 clusters Score: Raw -90846.791304 + Penalty 1136.374771 = -89710.416534 nChanged 0 SP:Iteration 16F (129.919534 sec): 3 clusters Score: Raw -90846.791304 + Penalty 1136.374771 = -89710.416534 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 17 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.923492 sec): 2 clusters Score: Raw -63544.780576 + Penalty 705.030626 = -62839.749949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.924981 sec): 3 clusters Score: Raw -63212.363304 + Penalty 1408.519938 = -61803.843366 nChanged 248 SP:Iteration 1F (129.926422 sec): 3 clusters Score: Raw -63394.302050 + Penalty 1408.298242 = -61986.003808 nChanged 84 SP:Iteration 2F (129.927861 sec): 3 clusters Score: Raw -63467.168771 + Penalty 1411.003631 = -62056.165140 nChanged 49 SP:Iteration 3F (129.929298 sec): 3 clusters Score: Raw -63515.571151 + Penalty 1409.700850 = -62105.870301 nChanged 38 SP:Iteration 4F (129.930716 sec): 3 clusters Score: Raw -63554.829727 + Penalty 1411.687037 = -62143.142690 nChanged 38 SP:Iteration 5F (129.932203 sec): 3 clusters Score: Raw -63592.091928 + Penalty 1414.784329 = -62177.307599 nChanged 26 SP:Iteration 6Q (129.933628 sec): 3 clusters Score: Raw -63618.160910 + Penalty 1418.896453 = -62199.264457 nChanged 16 SP:Iteration 7Q (129.935083 sec): 3 clusters Score: Raw -63632.121086 + Penalty 1422.374484 = -62209.746601 nChanged 7 SP:Iteration 8Q (129.936554 sec): 3 clusters Score: Raw -63643.953785 + Penalty 1427.731938 = -62216.221847 nChanged 6 SP:Iteration 9Q (129.937974 sec): 3 clusters Score: Raw -63651.275530 + Penalty 1426.417646 = -62224.857885 nChanged 3 SP:Iteration 10F (129.939415 sec): 3 clusters Score: Raw -63654.426129 + Penalty 1428.829097 = -62225.597032 nChanged 4 SP:Iteration 11Q (129.940835 sec): 3 clusters Score: Raw -63659.652195 + Penalty 1430.103531 = -62229.548664 nChanged 3 SP:Iteration 12Q (129.942259 sec): 3 clusters Score: Raw -63662.140374 + Penalty 1433.705115 = -62228.435259 nChanged 2 SP:Iteration 13F (129.943699 sec): 3 clusters Score: Raw -63663.277952 + Penalty 1433.705115 = -62229.572837 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 18 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.947261 sec): 2 clusters Score: Raw -68954.592103 + Penalty 800.334538 = -68154.257565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.948912 sec): 3 clusters Score: Raw -68609.888055 + Penalty 1599.829131 = -67010.058924 nChanged 280 SP:Iteration 1F (129.950547 sec): 3 clusters Score: Raw -68838.280411 + Penalty 1598.091103 = -67240.189307 nChanged 65 SP:Iteration 2F (129.952283 sec): 3 clusters Score: Raw -68908.412148 + Penalty 1595.922475 = -67312.489673 nChanged 56 SP:Iteration 3F (129.953987 sec): 3 clusters Score: Raw -68984.792960 + Penalty 1595.502553 = -67389.290408 nChanged 44 SP:Iteration 4F (129.955632 sec): 3 clusters Score: Raw -69031.892710 + Penalty 1598.827901 = -67433.064809 nChanged 39 SP:Iteration 5Q (129.957207 sec): 3 clusters Score: Raw -69082.733966 + Penalty 1601.181231 = -67481.552736 nChanged 35 SP:Iteration 6Q (129.958776 sec): 3 clusters Score: Raw -69129.518620 + Penalty 1606.942714 = -67522.575906 nChanged 37 SP:Iteration 7Q (129.960310 sec): 3 clusters Score: Raw -69171.174263 + Penalty 1613.641812 = -67557.532451 nChanged 33 SP:Iteration 8Q (129.961826 sec): 3 clusters Score: Raw -69204.161917 + Penalty 1619.587073 = -67584.574844 nChanged 24 SP:Iteration 9Q (129.963326 sec): 3 clusters Score: Raw -69227.306158 + Penalty 1629.237854 = -67598.068304 nChanged 24 SP:Iteration 10F (129.964910 sec): 3 clusters Score: Raw -69259.450101 + Penalty 1637.781060 = -67621.669041 nChanged 15 SP:Iteration 11Q (129.966445 sec): 3 clusters Score: Raw -69272.504382 + Penalty 1642.746857 = -67629.757525 nChanged 10 SP:Iteration 12Q (129.967954 sec): 3 clusters Score: Raw -69278.907713 + Penalty 1645.585873 = -67633.321839 nChanged 6 SP:Iteration 13Q (129.969466 sec): 3 clusters Score: Raw -69283.608827 + Penalty 1649.932345 = -67633.676482 nChanged 9 SP:Iteration 14Q (129.970950 sec): 3 clusters Score: Raw -69291.685778 + Penalty 1651.943515 = -67639.742262 nChanged 4 SP:Iteration 15Q (129.972472 sec): 3 clusters Score: Raw -69294.718913 + Penalty 1654.249369 = -67640.469543 nChanged 4 SP:Iteration 16Q (129.973973 sec): 3 clusters Score: Raw -69296.912747 + Penalty 1654.555386 = -67642.357361 nChanged 5 SP:Iteration 17Q (129.975460 sec): 3 clusters Score: Raw -69304.231436 + Penalty 1655.127785 = -67649.103650 nChanged 4 SP:Iteration 18Q (129.976931 sec): 3 clusters Score: Raw -69310.816015 + Penalty 1657.063540 = -67653.752475 nChanged 7 SP:Iteration 19Q (129.978448 sec): 3 clusters Score: Raw -69319.081794 + Penalty 1656.835545 = -67662.246249 nChanged 3 SP:Iteration 20F (129.980060 sec): 3 clusters Score: Raw -69320.491637 + Penalty 1657.326772 = -67663.164865 nChanged 1 SP:Iteration 21Q (129.981563 sec): 3 clusters Score: Raw -69321.328303 + Penalty 1657.544229 = -67663.784074 nChanged 1 SP:Iteration 22Q (129.983102 sec): 3 clusters Score: Raw -69321.701493 + Penalty 1657.544229 = -67664.157264 nChanged 0 SP:Iteration 23F (129.984840 sec): 3 clusters Score: Raw -69321.701493 + Penalty 1657.544229 = -67664.157264 nChanged 0 Memory request: 0.02 GB would take us to total of 0.41 GB. Trying to split cluster 20 (3103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.001038 sec): 2 clusters Score: Raw -260500.322616 + Penalty 408.518798 = -260091.803817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.006889 sec): 3 clusters Score: Raw -258518.724599 + Penalty 815.888541 = -257702.836059 nChanged 1390 SP:Iteration 1F (130.012728 sec): 3 clusters Score: Raw -259123.130757 + Penalty 813.780828 = -258309.349929 nChanged 354 SP:Iteration 2F (130.018660 sec): 3 clusters Score: Raw -259332.755696 + Penalty 807.174948 = -258525.580749 nChanged 285 SP:Iteration 3F (130.024617 sec): 3 clusters Score: Raw -259523.071941 + Penalty 800.306524 = -258722.765417 nChanged 251 SP:Iteration 4F (130.030389 sec): 3 clusters Score: Raw -259683.619909 + Penalty 795.247454 = -258888.372455 nChanged 200 SP:Iteration 5F (130.036151 sec): 3 clusters Score: Raw -259820.315046 + Penalty 787.828118 = -259032.486929 nChanged 199 SP:Iteration 6F (130.041932 sec): 3 clusters Score: Raw -259983.728235 + Penalty 796.737754 = -259186.990481 nChanged 198 SP:Iteration 7F (130.047565 sec): 3 clusters Score: Raw -260175.350362 + Penalty 806.031693 = -259369.318668 nChanged 158 SP:Iteration 8F (130.053658 sec): 3 clusters Score: Raw -260349.549895 + Penalty 828.432005 = -259521.117891 nChanged 96 SP:Iteration 9Q (130.059154 sec): 3 clusters Score: Raw -260475.688928 + Penalty 848.924124 = -259626.764804 nChanged 37 SP:Iteration 10F (130.064937 sec): 3 clusters Score: Raw -260543.321787 + Penalty 872.342190 = -259670.979598 nChanged 28 SP:Iteration 11Q (130.069574 sec): 3 clusters Score: Raw -260566.574150 + Penalty 866.236287 = -259700.337863 nChanged 22 SP:Iteration 12Q (130.074151 sec): 3 clusters Score: Raw -260587.469298 + Penalty 865.703775 = -259721.765523 nChanged 16 SP:Iteration 13Q (130.078712 sec): 3 clusters Score: Raw -260596.807633 + Penalty 865.073142 = -259731.734490 nChanged 9 SP:Iteration 14Q (130.083419 sec): 3 clusters Score: Raw -260599.887151 + Penalty 862.907440 = -259736.979712 nChanged 5 SP:Iteration 15Q (130.088500 sec): 3 clusters Score: Raw -260602.195268 + Penalty 855.910123 = -259746.285145 nChanged 12 SP:Iteration 16Q (130.093564 sec): 3 clusters Score: Raw -260606.669588 + Penalty 852.771596 = -259753.897992 nChanged 7 SP:Iteration 17Q (130.098331 sec): 3 clusters Score: Raw -260609.247976 + Penalty 848.483811 = -259760.764165 nChanged 10 SP:Iteration 18Q (130.103024 sec): 3 clusters Score: Raw -260613.681520 + Penalty 846.520484 = -259767.161036 nChanged 11 SP:Iteration 19Q (130.107693 sec): 3 clusters Score: Raw -260617.549135 + Penalty 846.622648 = -259770.926487 nChanged 9 SP:Iteration 20F (130.113828 sec): 3 clusters Score: Raw -260620.412792 + Penalty 843.277692 = -259777.135100 nChanged 12 SP:Iteration 21Q (130.118589 sec): 3 clusters Score: Raw -260624.773649 + Penalty 844.141820 = -259780.631828 nChanged 7 SP:Iteration 22Q (130.123595 sec): 3 clusters Score: Raw -260627.746248 + Penalty 846.512646 = -259781.233602 nChanged 8 SP:Iteration 23Q (130.128279 sec): 3 clusters Score: Raw -260632.420960 + Penalty 848.277395 = -259784.143565 nChanged 4 SP:Iteration 24Q (130.132916 sec): 3 clusters Score: Raw -260637.850030 + Penalty 850.419784 = -259787.430246 nChanged 6 SP:Iteration 25Q (130.137570 sec): 3 clusters Score: Raw -260651.505398 + Penalty 851.830999 = -259799.674399 nChanged 7 SP:Iteration 26Q (130.142213 sec): 3 clusters Score: Raw -260667.650549 + Penalty 847.624157 = -259820.026392 nChanged 5 SP:Iteration 27Q (130.146805 sec): 3 clusters Score: Raw -260672.719695 + Penalty 846.793791 = -259825.925903 nChanged 1 SP:Iteration 28Q (130.151386 sec): 3 clusters Score: Raw -260672.787187 + Penalty 846.793791 = -259825.993396 nChanged 0 SP:Iteration 29F (130.157513 sec): 3 clusters Score: Raw -260672.787187 + Penalty 846.793791 = -259825.993396 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.162459 sec): 2 clusters Score: Raw -48029.910719 + Penalty 302.551610 = -47727.359109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.163721 sec): 3 clusters Score: Raw -47740.043137 + Penalty 605.346193 = -47134.696944 nChanged 209 SP:Iteration 1F (130.164948 sec): 3 clusters Score: Raw -47854.454372 + Penalty 606.443889 = -47248.010483 nChanged 42 SP:Iteration 2F (130.166177 sec): 3 clusters Score: Raw -47877.309479 + Penalty 607.141248 = -47270.168231 nChanged 26 SP:Iteration 3Q (130.167400 sec): 3 clusters Score: Raw -47895.735351 + Penalty 610.615210 = -47285.120141 nChanged 31 SP:Iteration 4F (130.168624 sec): 3 clusters Score: Raw -47927.966538 + Penalty 620.163761 = -47307.802777 nChanged 35 SP:Iteration 5F (130.169926 sec): 3 clusters Score: Raw -47952.063133 + Penalty 634.182018 = -47317.881115 nChanged 34 SP:Iteration 6F (130.171147 sec): 3 clusters Score: Raw -47995.093963 + Penalty 656.910216 = -47338.183748 nChanged 39 SP:Iteration 7F (130.172366 sec): 3 clusters Score: Raw -48029.090272 + Penalty 671.398109 = -47357.692163 nChanged 22 SP:Iteration 8Q (130.173571 sec): 3 clusters Score: Raw -48041.642078 + Penalty 684.002133 = -47357.639945 nChanged 16 SP:Iteration 9F (130.174798 sec): 3 clusters Score: Raw -48057.251875 + Penalty 692.261632 = -47364.990243 nChanged 13 SP:Iteration 10F (130.176032 sec): 3 clusters Score: Raw -48066.758390 + Penalty 696.440483 = -47370.317907 nChanged 7 SP:Iteration 11Q (130.177227 sec): 3 clusters Score: Raw -48075.260964 + Penalty 702.126468 = -47373.134495 nChanged 9 SP:Iteration 12Q (130.178414 sec): 3 clusters Score: Raw -48087.267685 + Penalty 709.231137 = -47378.036548 nChanged 7 SP:Iteration 13Q (130.179574 sec): 3 clusters Score: Raw -48092.441684 + Penalty 711.828814 = -47380.612870 nChanged 5 SP:Iteration 14Q (130.180731 sec): 3 clusters Score: Raw -48094.273103 + Penalty 717.427218 = -47376.845886 nChanged 4 SP:Iteration 15F (130.182025 sec): 3 clusters Score: Raw -48097.088428 + Penalty 719.897242 = -47377.191186 nChanged 2 SP:Iteration 16Q (130.183198 sec): 3 clusters Score: Raw -48097.451587 + Penalty 721.554220 = -47375.897368 nChanged 2 SP:Iteration 17F (130.184423 sec): 3 clusters Score: Raw -48099.166248 + Penalty 727.807776 = -47371.358472 nChanged 3 SP:Iteration 18F (130.185721 sec): 3 clusters Score: Raw -48101.158404 + Penalty 731.243944 = -47369.914460 nChanged 2 SP:Iteration 19F (130.187004 sec): 3 clusters Score: Raw -48103.509174 + Penalty 731.691922 = -47371.817252 nChanged 2 SP:Iteration 20F (130.188285 sec): 3 clusters Score: Raw -48105.940029 + Penalty 737.876509 = -47368.063520 nChanged 3 SP:Iteration 21F (130.189570 sec): 3 clusters Score: Raw -48107.561072 + Penalty 739.671336 = -47367.889735 nChanged 1 SP:Iteration 22F (130.190854 sec): 3 clusters Score: Raw -48108.389675 + Penalty 741.964365 = -47366.425310 nChanged 1 SP:Iteration 23F (130.192130 sec): 3 clusters Score: Raw -48109.306019 + Penalty 743.711712 = -47365.594308 nChanged 2 SP:Iteration 24F (130.193353 sec): 3 clusters Score: Raw -48112.382421 + Penalty 746.855167 = -47365.527254 nChanged 3 SP:Iteration 25F (130.194574 sec): 3 clusters Score: Raw -48116.225071 + Penalty 747.234201 = -47368.990869 nChanged 3 SP:Iteration 26Q (130.195690 sec): 3 clusters Score: Raw -48119.437814 + Penalty 748.432710 = -47371.005103 nChanged 2 SP:Iteration 27Q (130.196842 sec): 3 clusters Score: Raw -48122.435222 + Penalty 755.049609 = -47367.385614 nChanged 3 SP:Iteration 28F (130.198064 sec): 3 clusters Score: Raw -48128.334170 + Penalty 755.049609 = -47373.284562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 23 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.200474 sec): 2 clusters Score: Raw -34244.452895 + Penalty 700.465586 = -33543.987309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.201443 sec): 3 clusters Score: Raw -34118.143749 + Penalty 1404.430282 = -32713.713467 nChanged 96 SP:Iteration 1F (130.202344 sec): 3 clusters Score: Raw -34210.065727 + Penalty 1408.214390 = -32801.851337 nChanged 32 SP:Iteration 2F (130.203236 sec): 3 clusters Score: Raw -34260.321722 + Penalty 1414.983048 = -32845.338674 nChanged 24 SP:Iteration 3F (130.204128 sec): 3 clusters Score: Raw -34298.132333 + Penalty 1418.651135 = -32879.481198 nChanged 16 SP:Iteration 4Q (130.205007 sec): 3 clusters Score: Raw -34314.772684 + Penalty 1418.881501 = -32895.891183 nChanged 17 SP:Iteration 5Q (130.205882 sec): 3 clusters Score: Raw -34339.219696 + Penalty 1420.798557 = -32918.421139 nChanged 9 SP:Iteration 6Q (130.206798 sec): 3 clusters Score: Raw -34348.996597 + Penalty 1419.816976 = -32929.179621 nChanged 6 SP:Iteration 7Q (130.207670 sec): 3 clusters Score: Raw -34359.936709 + Penalty 1420.436041 = -32939.500669 nChanged 7 SP:Iteration 8Q (130.208540 sec): 3 clusters Score: Raw -34368.718686 + Penalty 1420.956254 = -32947.762432 nChanged 4 SP:Iteration 9Q (130.209402 sec): 3 clusters Score: Raw -34373.349496 + Penalty 1420.770517 = -32952.578979 nChanged 2 SP:Iteration 10F (130.210292 sec): 3 clusters Score: Raw -34376.715977 + Penalty 1420.770517 = -32955.945460 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 24 (1179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.216266 sec): 2 clusters Score: Raw -103553.045345 + Penalty 591.485819 = -102961.559526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.218591 sec): 3 clusters Score: Raw -102882.566308 + Penalty 1176.420693 = -101706.145615 nChanged 441 SP:Iteration 1F (130.221012 sec): 3 clusters Score: Raw -103177.571209 + Penalty 1181.793393 = -101995.777817 nChanged 164 SP:Iteration 2F (130.223363 sec): 3 clusters Score: Raw -103310.259105 + Penalty 1220.090480 = -102090.168626 nChanged 110 SP:Iteration 3F (130.225583 sec): 3 clusters Score: Raw -103427.946856 + Penalty 1273.423185 = -102154.523671 nChanged 76 SP:Iteration 4F (130.227856 sec): 3 clusters Score: Raw -103526.344014 + Penalty 1335.099037 = -102191.244977 nChanged 56 SP:Iteration 5Q (130.230084 sec): 3 clusters Score: Raw -103616.767176 + Penalty 1363.122305 = -102253.644871 nChanged 27 SP:Iteration 6Q (130.232127 sec): 3 clusters Score: Raw -103660.146323 + Penalty 1380.030529 = -102280.115794 nChanged 18 SP:Iteration 7Q (130.234075 sec): 3 clusters Score: Raw -103678.766737 + Penalty 1380.169958 = -102298.596779 nChanged 4 SP:Iteration 8Q (130.235984 sec): 3 clusters Score: Raw -103684.936086 + Penalty 1379.283210 = -102305.652875 nChanged 3 SP:Iteration 9Q (130.238006 sec): 3 clusters Score: Raw -103688.095184 + Penalty 1381.146070 = -102306.949114 nChanged 1 SP:Iteration 10F (130.240412 sec): 3 clusters Score: Raw -103688.900606 + Penalty 1379.877522 = -102309.023085 nChanged 1 SP:Iteration 11Q (130.242310 sec): 3 clusters Score: Raw -103690.877972 + Penalty 1380.130075 = -102310.747897 nChanged 2 SP:Iteration 12Q (130.244203 sec): 3 clusters Score: Raw -103694.715217 + Penalty 1378.478061 = -102316.237156 nChanged 2 SP:Iteration 13Q (130.246087 sec): 3 clusters Score: Raw -103696.818850 + Penalty 1378.294266 = -102318.524584 nChanged 4 SP:Iteration 14Q (130.247968 sec): 3 clusters Score: Raw -103704.019695 + Penalty 1381.513995 = -102322.505700 nChanged 2 SP:Iteration 15Q (130.249838 sec): 3 clusters Score: Raw -103709.609596 + Penalty 1380.530952 = -102329.078643 nChanged 1 SP:Iteration 16Q (130.251698 sec): 3 clusters Score: Raw -103710.580981 + Penalty 1380.530952 = -102330.050029 nChanged 0 SP:Iteration 17F (130.254078 sec): 3 clusters Score: Raw -103710.580981 + Penalty 1380.530952 = -102330.050029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.257183 sec): 2 clusters Score: Raw -44669.786142 + Penalty 536.810066 = -44132.976076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.258335 sec): 3 clusters Score: Raw -44425.081113 + Penalty 1073.440024 = -43351.641089 nChanged 166 SP:Iteration 1F (130.259429 sec): 3 clusters Score: Raw -44531.364735 + Penalty 1074.562153 = -43456.802582 nChanged 53 SP:Iteration 2F (130.260517 sec): 3 clusters Score: Raw -44579.260111 + Penalty 1075.820008 = -43503.440103 nChanged 39 SP:Iteration 3F (130.261604 sec): 3 clusters Score: Raw -44612.982869 + Penalty 1078.512382 = -43534.470487 nChanged 21 SP:Iteration 4Q (130.262683 sec): 3 clusters Score: Raw -44635.446331 + Penalty 1081.389643 = -43554.056688 nChanged 14 SP:Iteration 5Q (130.263759 sec): 3 clusters Score: Raw -44646.026950 + Penalty 1084.213508 = -43561.813442 nChanged 12 SP:Iteration 6Q (130.264864 sec): 3 clusters Score: Raw -44658.773898 + Penalty 1085.295463 = -43573.478435 nChanged 11 SP:Iteration 7Q (130.265994 sec): 3 clusters Score: Raw -44666.216052 + Penalty 1085.676102 = -43580.539950 nChanged 9 SP:Iteration 8Q (130.267061 sec): 3 clusters Score: Raw -44672.568307 + Penalty 1086.628836 = -43585.939472 nChanged 4 SP:Iteration 9Q (130.268140 sec): 3 clusters Score: Raw -44674.032557 + Penalty 1087.047628 = -43586.984929 nChanged 1 SP:Iteration 10F (130.269229 sec): 3 clusters Score: Raw -44674.148762 + Penalty 1087.047628 = -43587.101133 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 28 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.272659 sec): 2 clusters Score: Raw -79493.373395 + Penalty 809.070497 = -78684.302898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.274405 sec): 3 clusters Score: Raw -79122.394534 + Penalty 1617.756594 = -77504.637940 nChanged 289 SP:Iteration 1F (130.276234 sec): 3 clusters Score: Raw -79348.490633 + Penalty 1617.362543 = -77731.128090 nChanged 69 SP:Iteration 2F (130.277955 sec): 3 clusters Score: Raw -79413.398879 + Penalty 1617.752476 = -77795.646403 nChanged 48 SP:Iteration 3F (130.279657 sec): 3 clusters Score: Raw -79456.424934 + Penalty 1620.744727 = -77835.680206 nChanged 51 SP:Iteration 4F (130.281344 sec): 3 clusters Score: Raw -79511.526759 + Penalty 1627.707204 = -77883.819555 nChanged 51 SP:Iteration 5F (130.283030 sec): 3 clusters Score: Raw -79556.338167 + Penalty 1636.782392 = -77919.555775 nChanged 35 SP:Iteration 6Q (130.284751 sec): 3 clusters Score: Raw -79586.725221 + Penalty 1646.289475 = -77940.435746 nChanged 28 SP:Iteration 7Q (130.286570 sec): 3 clusters Score: Raw -79609.303022 + Penalty 1651.935678 = -77957.367344 nChanged 20 SP:Iteration 8Q (130.288365 sec): 3 clusters Score: Raw -79631.340754 + Penalty 1657.967303 = -77973.373451 nChanged 16 SP:Iteration 9Q (130.290115 sec): 3 clusters Score: Raw -79644.359200 + Penalty 1661.754913 = -77982.604287 nChanged 8 SP:Iteration 10F (130.291940 sec): 3 clusters Score: Raw -79651.069391 + Penalty 1667.868561 = -77983.200829 nChanged 12 SP:Iteration 11Q (130.293751 sec): 3 clusters Score: Raw -79663.492074 + Penalty 1671.314605 = -77992.177469 nChanged 6 SP:Iteration 12Q (130.295500 sec): 3 clusters Score: Raw -79669.214151 + Penalty 1673.452378 = -77995.761773 nChanged 3 SP:Iteration 13Q (130.297198 sec): 3 clusters Score: Raw -79674.347511 + Penalty 1673.728061 = -78000.619450 nChanged 1 SP:Iteration 14Q (130.298894 sec): 3 clusters Score: Raw -79675.099537 + Penalty 1675.189101 = -77999.910436 nChanged 3 SP:Iteration 15F (130.300750 sec): 3 clusters Score: Raw -79677.136280 + Penalty 1675.793443 = -78001.342837 nChanged 3 SP:Iteration 16Q (130.302532 sec): 3 clusters Score: Raw -79681.422108 + Penalty 1677.307647 = -78004.114461 nChanged 3 SP:Iteration 17Q (130.304251 sec): 3 clusters Score: Raw -79684.544184 + Penalty 1677.891480 = -78006.652704 nChanged 2 SP:Iteration 18Q (130.306010 sec): 3 clusters Score: Raw -79687.194247 + Penalty 1678.030415 = -78009.163832 nChanged 1 SP:Iteration 19Q (130.307672 sec): 3 clusters Score: Raw -79687.778407 + Penalty 1678.030415 = -78009.747992 nChanged 0 SP:Iteration 20F (130.309365 sec): 3 clusters Score: Raw -79687.778407 + Penalty 1678.030415 = -78009.747992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.310106 sec): 2 clusters Score: Raw -2665.264494 + Penalty 108.998444 = -2556.266050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.310399 sec): 3 clusters Score: Raw -2740.983444 + Penalty 243.399100 = -2497.584345 nChanged 4 SP:Iteration 1F (130.310688 sec): 3 clusters Score: Raw -2750.467509 + Penalty 251.113957 = -2499.353552 nChanged 1 SP:Iteration 2Q (130.310959 sec): 3 clusters Score: Raw -2753.626291 + Penalty 260.040102 = -2493.586189 nChanged 1 SP:Iteration 3F (130.311239 sec): 3 clusters Score: Raw -2760.684845 + Penalty 260.040102 = -2500.644744 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 30 (2852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.320879 sec): 2 clusters Score: Raw -239870.123829 + Penalty 485.308160 = -239384.815669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.326481 sec): 3 clusters Score: Raw -238148.041493 + Penalty 981.267354 = -237166.774140 nChanged 1205 SP:Iteration 1F (130.331913 sec): 3 clusters Score: Raw -239055.649810 + Penalty 993.728021 = -238061.921789 nChanged 363 SP:Iteration 2F (130.337123 sec): 3 clusters Score: Raw -239348.106900 + Penalty 1002.626944 = -238345.479956 nChanged 204 SP:Iteration 3F (130.342277 sec): 3 clusters Score: Raw -239484.680911 + Penalty 1007.573045 = -238477.107866 nChanged 128 SP:Iteration 4Q (130.347434 sec): 3 clusters Score: Raw -239551.101518 + Penalty 1012.814559 = -238538.286959 nChanged 95 SP:Iteration 5Q (130.352613 sec): 3 clusters Score: Raw -239591.862765 + Penalty 1020.158536 = -238571.704229 nChanged 74 SP:Iteration 6Q (130.357910 sec): 3 clusters Score: Raw -239625.977033 + Penalty 1025.940838 = -238600.036195 nChanged 54 SP:Iteration 7Q (130.362990 sec): 3 clusters Score: Raw -239648.466645 + Penalty 1033.293543 = -238615.173102 nChanged 54 SP:Iteration 8Q (130.368038 sec): 3 clusters Score: Raw -239668.204270 + Penalty 1040.065597 = -238628.138673 nChanged 58 SP:Iteration 9Q (130.373404 sec): 3 clusters Score: Raw -239692.835492 + Penalty 1047.002182 = -238645.833310 nChanged 49 SP:Iteration 10F (130.378654 sec): 3 clusters Score: Raw -239709.768208 + Penalty 1056.060571 = -238653.707636 nChanged 48 SP:Iteration 11Q (130.383518 sec): 3 clusters Score: Raw -239728.147824 + Penalty 1063.832123 = -238664.315701 nChanged 51 SP:Iteration 12Q (130.388618 sec): 3 clusters Score: Raw -239744.792439 + Penalty 1071.050146 = -238673.742293 nChanged 51 SP:Iteration 13Q (130.393736 sec): 3 clusters Score: Raw -239760.623302 + Penalty 1078.672639 = -238681.950663 nChanged 40 SP:Iteration 14Q (130.398622 sec): 3 clusters Score: Raw -239772.451912 + Penalty 1083.587858 = -238688.864054 nChanged 31 SP:Iteration 15Q (130.403556 sec): 3 clusters Score: Raw -239783.810228 + Penalty 1094.591552 = -238689.218676 nChanged 44 SP:Iteration 16Q (130.408481 sec): 3 clusters Score: Raw -239800.250958 + Penalty 1106.653281 = -238693.597677 nChanged 45 SP:Iteration 17Q (130.413299 sec): 3 clusters Score: Raw -239819.695952 + Penalty 1116.638929 = -238703.057023 nChanged 44 SP:Iteration 18Q (130.418009 sec): 3 clusters Score: Raw -239842.056564 + Penalty 1127.889343 = -238714.167221 nChanged 48 SP:Iteration 19Q (130.422881 sec): 3 clusters Score: Raw -239863.318927 + Penalty 1136.097511 = -238727.221417 nChanged 30 SP:Iteration 20F (130.428225 sec): 3 clusters Score: Raw -239875.937605 + Penalty 1141.156667 = -238734.780937 nChanged 19 SP:Iteration 21Q (130.433078 sec): 3 clusters Score: Raw -239879.770801 + Penalty 1143.834064 = -238735.936738 nChanged 9 SP:Iteration 22Q (130.437727 sec): 3 clusters Score: Raw -239882.120194 + Penalty 1146.807818 = -238735.312377 nChanged 10 SP:Iteration 23F (130.442925 sec): 3 clusters Score: Raw -239884.499536 + Penalty 1148.013013 = -238736.486523 nChanged 3 SP:Iteration 24Q (130.447614 sec): 3 clusters Score: Raw -239885.333851 + Penalty 1149.202729 = -238736.131122 nChanged 5 SP:Iteration 25F (130.452777 sec): 3 clusters Score: Raw -239886.954195 + Penalty 1149.979076 = -238736.975119 nChanged 3 SP:Iteration 26Q (130.457687 sec): 3 clusters Score: Raw -239888.305857 + Penalty 1150.344444 = -238737.961412 nChanged 2 SP:Iteration 27Q (130.462254 sec): 3 clusters Score: Raw -239888.786085 + Penalty 1150.344444 = -238738.441641 nChanged 0 SP:Iteration 28F (130.467386 sec): 3 clusters Score: Raw -239888.786085 + Penalty 1150.344444 = -238738.441641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 35 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.470363 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.471190 sec): 3 clusters Score: Raw -29023.974887 + Penalty 97.729871 = -28926.245016 nChanged 157 SP:Iteration 1F (130.472001 sec): 3 clusters Score: Raw -29181.335466 + Penalty 98.398848 = -29082.936618 nChanged 32 SP:Iteration 2F (130.472803 sec): 3 clusters Score: Raw -29221.751071 + Penalty 49.819095 = -29171.931976 nChanged 29 SP:Iteration 3F (130.473475 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 36 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.477258 sec): 2 clusters Score: Raw -102050.336668 + Penalty 562.365287 = -101487.971381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.479470 sec): 3 clusters Score: Raw -101422.122455 + Penalty 1123.775009 = -100298.347446 nChanged 441 SP:Iteration 1F (130.481648 sec): 3 clusters Score: Raw -101683.403629 + Penalty 1123.333173 = -100560.070457 nChanged 135 SP:Iteration 2F (130.483794 sec): 3 clusters Score: Raw -101781.744496 + Penalty 1122.335397 = -100659.409098 nChanged 94 SP:Iteration 3F (130.485917 sec): 3 clusters Score: Raw -101844.937892 + Penalty 1121.794390 = -100723.143502 nChanged 66 SP:Iteration 4F (130.488267 sec): 3 clusters Score: Raw -101885.056902 + Penalty 1123.449962 = -100761.606940 nChanged 60 SP:Iteration 5F (130.490608 sec): 3 clusters Score: Raw -101924.287032 + Penalty 1126.973072 = -100797.313960 nChanged 55 SP:Iteration 6Q (130.492774 sec): 3 clusters Score: Raw -101965.247513 + Penalty 1136.396479 = -100828.851034 nChanged 48 SP:Iteration 7Q (130.494960 sec): 3 clusters Score: Raw -102000.215987 + Penalty 1147.702412 = -100852.513575 nChanged 41 SP:Iteration 8Q (130.497282 sec): 3 clusters Score: Raw -102029.049018 + Penalty 1156.269889 = -100872.779129 nChanged 26 SP:Iteration 9Q (130.499554 sec): 3 clusters Score: Raw -102045.209835 + Penalty 1164.335392 = -100880.874443 nChanged 26 SP:Iteration 10F (130.501701 sec): 3 clusters Score: Raw -102056.653268 + Penalty 1173.071194 = -100883.582074 nChanged 25 SP:Iteration 11Q (130.503826 sec): 3 clusters Score: Raw -102065.818427 + Penalty 1178.228934 = -100887.589493 nChanged 15 SP:Iteration 12Q (130.505950 sec): 3 clusters Score: Raw -102073.088840 + Penalty 1183.916081 = -100889.172759 nChanged 16 SP:Iteration 13Q (130.508065 sec): 3 clusters Score: Raw -102081.913320 + Penalty 1191.352264 = -100890.561055 nChanged 20 SP:Iteration 14Q (130.510213 sec): 3 clusters Score: Raw -102094.011247 + Penalty 1197.655304 = -100896.355943 nChanged 16 SP:Iteration 15Q (130.512306 sec): 3 clusters Score: Raw -102101.769093 + Penalty 1201.581493 = -100900.187600 nChanged 10 SP:Iteration 16Q (130.514370 sec): 3 clusters Score: Raw -102106.401582 + Penalty 1206.932844 = -100899.468738 nChanged 13 SP:Iteration 17F (130.516488 sec): 3 clusters Score: Raw -102113.574489 + Penalty 1212.353984 = -100901.220505 nChanged 12 SP:Iteration 18Q (130.518512 sec): 3 clusters Score: Raw -102118.780227 + Penalty 1214.524515 = -100904.255712 nChanged 7 SP:Iteration 19Q (130.520670 sec): 3 clusters Score: Raw -102122.647280 + Penalty 1215.952962 = -100906.694318 nChanged 7 SP:Iteration 20F (130.522846 sec): 3 clusters Score: Raw -102125.904155 + Penalty 1218.151741 = -100907.752414 nChanged 4 SP:Iteration 21Q (130.524929 sec): 3 clusters Score: Raw -102127.037109 + Penalty 1218.151741 = -100908.885369 nChanged 0 SP:Iteration 22F (130.527133 sec): 3 clusters Score: Raw -102127.037109 + Penalty 1218.151741 = -100908.885369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.528841 sec): 2 clusters Score: Raw -33703.097091 + Penalty 681.885342 = -33021.211749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.529787 sec): 3 clusters Score: Raw -33570.603564 + Penalty 1365.113485 = -32205.490079 nChanged 98 SP:Iteration 1F (130.530723 sec): 3 clusters Score: Raw -33691.799461 + Penalty 1371.045871 = -32320.753591 nChanged 43 SP:Iteration 2F (130.531655 sec): 3 clusters Score: Raw -33756.463356 + Penalty 1377.285560 = -32379.177796 nChanged 23 SP:Iteration 3F (130.532583 sec): 3 clusters Score: Raw -33787.194197 + Penalty 1379.103162 = -32408.091035 nChanged 8 SP:Iteration 4Q (130.533485 sec): 3 clusters Score: Raw -33794.369925 + Penalty 1382.367147 = -32412.002778 nChanged 6 SP:Iteration 5Q (130.534391 sec): 3 clusters Score: Raw -33803.832512 + Penalty 1381.757283 = -32422.075229 nChanged 5 SP:Iteration 6Q (130.535307 sec): 3 clusters Score: Raw -33807.090411 + Penalty 1381.592450 = -32425.497962 nChanged 2 SP:Iteration 7Q (130.536205 sec): 3 clusters Score: Raw -33809.575850 + Penalty 1381.592450 = -32427.983400 nChanged 0 SP:Iteration 8F (130.537176 sec): 3 clusters Score: Raw -33809.575850 + Penalty 1381.592450 = -32427.983400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.538941 sec): 2 clusters Score: Raw -36694.699389 + Penalty 239.981124 = -36454.718265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.540006 sec): 3 clusters Score: Raw -36449.792863 + Penalty 479.096514 = -35970.696348 nChanged 164 SP:Iteration 1F (130.541055 sec): 3 clusters Score: Raw -36567.509854 + Penalty 486.753499 = -36080.756355 nChanged 78 SP:Iteration 2F (130.542101 sec): 3 clusters Score: Raw -36656.667605 + Penalty 497.502137 = -36159.165468 nChanged 46 SP:Iteration 3F (130.543129 sec): 3 clusters Score: Raw -36713.975291 + Penalty 515.887914 = -36198.087377 nChanged 30 SP:Iteration 4F (130.544135 sec): 3 clusters Score: Raw -36747.624829 + Penalty 532.596307 = -36215.028523 nChanged 15 SP:Iteration 5Q (130.545114 sec): 3 clusters Score: Raw -36764.687049 + Penalty 551.541556 = -36213.145493 nChanged 7 SP:Iteration 6F (130.546117 sec): 3 clusters Score: Raw -36770.640657 + Penalty 563.633616 = -36207.007041 nChanged 3 SP:Iteration 7F (130.547119 sec): 3 clusters Score: Raw -36773.558699 + Penalty 562.265673 = -36211.293025 nChanged 2 SP:Iteration 8Q (130.548076 sec): 3 clusters Score: Raw -36775.306123 + Penalty 568.477549 = -36206.828574 nChanged 1 SP:Iteration 9F (130.549080 sec): 3 clusters Score: Raw -36776.250431 + Penalty 573.584440 = -36202.665991 nChanged 1 SP:Iteration 10F (130.550090 sec): 3 clusters Score: Raw -36777.294399 + Penalty 582.651138 = -36194.643262 nChanged 2 SP:Iteration 11F (130.551092 sec): 3 clusters Score: Raw -36779.274932 + Penalty 588.920698 = -36190.354234 nChanged 1 SP:Iteration 12F (130.552162 sec): 3 clusters Score: Raw -36779.714979 + Penalty 588.920698 = -36190.794281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 40 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.554124 sec): 2 clusters Score: Raw -45495.040887 + Penalty 955.165648 = -44539.875239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.555258 sec): 3 clusters Score: Raw -45338.494910 + Penalty 1909.282761 = -43429.212149 nChanged 112 SP:Iteration 1F (130.556376 sec): 3 clusters Score: Raw -45464.523144 + Penalty 1908.892354 = -43555.630790 nChanged 36 SP:Iteration 2F (130.557453 sec): 3 clusters Score: Raw -45508.258783 + Penalty 1908.451747 = -43599.807036 nChanged 22 SP:Iteration 3Q (130.558511 sec): 3 clusters Score: Raw -45541.726487 + Penalty 1908.012763 = -43633.713724 nChanged 17 SP:Iteration 4Q (130.559558 sec): 3 clusters Score: Raw -45567.519568 + Penalty 1908.021691 = -43659.497878 nChanged 8 SP:Iteration 5Q (130.560598 sec): 3 clusters Score: Raw -45579.665293 + Penalty 1908.272734 = -43671.392559 nChanged 7 SP:Iteration 6Q (130.561635 sec): 3 clusters Score: Raw -45594.860732 + Penalty 1908.445957 = -43686.414776 nChanged 5 SP:Iteration 7Q (130.562668 sec): 3 clusters Score: Raw -45603.142256 + Penalty 1908.446391 = -43694.695865 nChanged 5 SP:Iteration 8Q (130.563698 sec): 3 clusters Score: Raw -45606.693218 + Penalty 1908.509657 = -43698.183561 nChanged 3 SP:Iteration 9Q (130.564727 sec): 3 clusters Score: Raw -45608.913875 + Penalty 1908.559609 = -43700.354266 nChanged 3 SP:Iteration 10F (130.565787 sec): 3 clusters Score: Raw -45611.126899 + Penalty 1908.781279 = -43702.345620 nChanged 2 SP:Iteration 11Q (130.566818 sec): 3 clusters Score: Raw -45613.219588 + Penalty 1908.781279 = -43704.438310 nChanged 0 SP:Iteration 12F (130.567877 sec): 3 clusters Score: Raw -45613.219588 + Penalty 1908.781279 = -43704.438310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.569531 sec): 2 clusters Score: Raw -36577.640829 + Penalty 254.260953 = -36323.379875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.570525 sec): 3 clusters Score: Raw -36347.356034 + Penalty 507.411093 = -35839.944941 nChanged 161 SP:Iteration 1F (130.571505 sec): 3 clusters Score: Raw -36434.005724 + Penalty 507.827553 = -35926.178171 nChanged 39 SP:Iteration 2F (130.572484 sec): 3 clusters Score: Raw -36458.238487 + Penalty 510.260726 = -35947.977760 nChanged 33 SP:Iteration 3F (130.573463 sec): 3 clusters Score: Raw -36486.635200 + Penalty 512.221932 = -35974.413269 nChanged 26 SP:Iteration 4F (130.574437 sec): 3 clusters Score: Raw -36507.595128 + Penalty 513.873266 = -35993.721862 nChanged 16 SP:Iteration 5Q (130.575425 sec): 3 clusters Score: Raw -36520.273634 + Penalty 516.403960 = -36003.869674 nChanged 12 SP:Iteration 6Q (130.576392 sec): 3 clusters Score: Raw -36525.549649 + Penalty 519.681757 = -36005.867892 nChanged 9 SP:Iteration 7Q (130.577357 sec): 3 clusters Score: Raw -36530.654404 + Penalty 524.387126 = -36006.267277 nChanged 12 SP:Iteration 8Q (130.578322 sec): 3 clusters Score: Raw -36537.384147 + Penalty 530.357185 = -36007.026961 nChanged 11 SP:Iteration 9Q (130.579288 sec): 3 clusters Score: Raw -36544.148325 + Penalty 536.844456 = -36007.303868 nChanged 10 SP:Iteration 10F (130.580262 sec): 3 clusters Score: Raw -36554.416760 + Penalty 547.425112 = -36006.991649 nChanged 12 SP:Iteration 11F (130.581237 sec): 3 clusters Score: Raw -36565.397066 + Penalty 561.537341 = -36003.859725 nChanged 15 SP:Iteration 12F (130.582211 sec): 3 clusters Score: Raw -36576.748089 + Penalty 574.600014 = -36002.148075 nChanged 15 SP:Iteration 13F (130.583184 sec): 3 clusters Score: Raw -36587.701405 + Penalty 587.870285 = -35999.831120 nChanged 13 SP:Iteration 14F (130.584156 sec): 3 clusters Score: Raw -36597.566595 + Penalty 597.897378 = -35999.669217 nChanged 9 SP:Iteration 15F (130.585229 sec): 3 clusters Score: Raw -36603.526324 + Penalty 604.047443 = -35999.478881 nChanged 6 SP:Iteration 16F (130.586263 sec): 3 clusters Score: Raw -36605.746502 + Penalty 607.817319 = -35997.929183 nChanged 2 SP:Iteration 17F (130.587278 sec): 3 clusters Score: Raw -36606.323643 + Penalty 611.759300 = -35994.564344 nChanged 3 SP:Iteration 18F (130.588294 sec): 3 clusters Score: Raw -36607.508371 + Penalty 621.224986 = -35986.283385 nChanged 6 SP:Iteration 19F (130.589295 sec): 3 clusters Score: Raw -36614.126184 + Penalty 625.063992 = -35989.062192 nChanged 5 SP:Iteration 20F (130.590312 sec): 3 clusters Score: Raw -36617.402079 + Penalty 625.123288 = -35992.278792 nChanged 3 SP:Iteration 21Q (130.591251 sec): 3 clusters Score: Raw -36620.271219 + Penalty 625.125900 = -35995.145319 nChanged 4 SP:Iteration 22Q (130.592185 sec): 3 clusters Score: Raw -36623.648232 + Penalty 625.542967 = -35998.105265 nChanged 4 SP:Iteration 23Q (130.593097 sec): 3 clusters Score: Raw -36627.264279 + Penalty 622.666191 = -36004.598088 nChanged 4 SP:Iteration 24Q (130.593987 sec): 3 clusters Score: Raw -36630.917635 + Penalty 626.815865 = -36004.101771 nChanged 3 SP:Iteration 25F (130.594959 sec): 3 clusters Score: Raw -36637.013496 + Penalty 629.769914 = -36007.243582 nChanged 2 SP:Iteration 26Q (130.595840 sec): 3 clusters Score: Raw -36637.651895 + Penalty 629.769914 = -36007.881981 nChanged 0 SP:Iteration 27F (130.596822 sec): 3 clusters Score: Raw -36637.651895 + Penalty 629.769914 = -36007.881981 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 49 (896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.599961 sec): 2 clusters Score: Raw -73172.801406 + Penalty 334.902922 = -72837.898483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.601939 sec): 3 clusters Score: Raw -72706.429374 + Penalty 669.818732 = -72036.610642 nChanged 341 SP:Iteration 1F (130.603832 sec): 3 clusters Score: Raw -72992.138502 + Penalty 669.325912 = -72322.812589 nChanged 115 SP:Iteration 2F (130.605639 sec): 3 clusters Score: Raw -73099.264262 + Penalty 669.105853 = -72430.158409 nChanged 53 SP:Iteration 3F (130.607486 sec): 3 clusters Score: Raw -73126.216396 + Penalty 669.406234 = -72456.810162 nChanged 19 SP:Iteration 4Q (130.609217 sec): 3 clusters Score: Raw -73132.580104 + Penalty 669.867630 = -72462.712474 nChanged 17 SP:Iteration 5Q (130.610952 sec): 3 clusters Score: Raw -73139.591106 + Penalty 670.215014 = -72469.376092 nChanged 15 SP:Iteration 6Q (130.612715 sec): 3 clusters Score: Raw -73145.677375 + Penalty 670.544416 = -72475.132959 nChanged 12 SP:Iteration 7Q (130.614440 sec): 3 clusters Score: Raw -73149.071124 + Penalty 671.034070 = -72478.037054 nChanged 8 SP:Iteration 8Q (130.616124 sec): 3 clusters Score: Raw -73151.039035 + Penalty 671.080297 = -72479.958738 nChanged 4 SP:Iteration 9Q (130.617813 sec): 3 clusters Score: Raw -73152.565902 + Penalty 671.347844 = -72481.218058 nChanged 4 SP:Iteration 10F (130.619702 sec): 3 clusters Score: Raw -73154.485183 + Penalty 671.559229 = -72482.925955 nChanged 2 SP:Iteration 11Q (130.621516 sec): 3 clusters Score: Raw -73154.628783 + Penalty 671.559229 = -72483.069554 nChanged 0 SP:Iteration 12F (130.623359 sec): 3 clusters Score: Raw -73154.628783 + Penalty 671.559229 = -72483.069554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 51 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.624879 sec): 2 clusters Score: Raw -29799.471185 + Penalty 866.753302 = -28932.717883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.625748 sec): 3 clusters Score: Raw -29727.568176 + Penalty 1733.455343 = -27994.112833 nChanged 74 SP:Iteration 1F (130.626581 sec): 3 clusters Score: Raw -29841.140179 + Penalty 1734.904506 = -28106.235673 nChanged 32 SP:Iteration 2F (130.627408 sec): 3 clusters Score: Raw -29884.002589 + Penalty 1735.612982 = -28148.389607 nChanged 15 SP:Iteration 3Q (130.628239 sec): 3 clusters Score: Raw -29912.023787 + Penalty 1736.121381 = -28175.902406 nChanged 12 SP:Iteration 4Q (130.629038 sec): 3 clusters Score: Raw -29930.711167 + Penalty 1735.991033 = -28194.720134 nChanged 7 SP:Iteration 5Q (130.629830 sec): 3 clusters Score: Raw -29943.102350 + Penalty 1736.502118 = -28206.600232 nChanged 8 SP:Iteration 6Q (130.630622 sec): 3 clusters Score: Raw -29963.646503 + Penalty 1736.495938 = -28227.150565 nChanged 8 SP:Iteration 7Q (130.631427 sec): 3 clusters Score: Raw -29974.405007 + Penalty 1736.599829 = -28237.805178 nChanged 1 SP:Iteration 8Q (130.632212 sec): 3 clusters Score: Raw -29975.340621 + Penalty 1736.708576 = -28238.632045 nChanged 1 SP:Iteration 9Q (130.632998 sec): 3 clusters Score: Raw -29977.572543 + Penalty 1736.708576 = -28240.863967 nChanged 0 SP:Iteration 10F (130.633824 sec): 3 clusters Score: Raw -29977.572543 + Penalty 1736.708576 = -28240.863967 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 59 (1548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.641407 sec): 2 clusters Score: Raw -141719.274448 + Penalty 529.759539 = -141189.514909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.644350 sec): 3 clusters Score: Raw -140858.458695 + Penalty 1063.719726 = -139794.738969 nChanged 596 SP:Iteration 1F (130.647240 sec): 3 clusters Score: Raw -141176.103162 + Penalty 1071.097703 = -140105.005458 nChanged 154 SP:Iteration 2F (130.650111 sec): 3 clusters Score: Raw -141272.527410 + Penalty 1082.710279 = -140189.817132 nChanged 109 SP:Iteration 3F (130.653099 sec): 3 clusters Score: Raw -141356.527788 + Penalty 1099.180785 = -140257.347003 nChanged 107 SP:Iteration 4F (130.656228 sec): 3 clusters Score: Raw -141450.982115 + Penalty 1120.521046 = -140330.461069 nChanged 93 SP:Iteration 5F (130.659171 sec): 3 clusters Score: Raw -141545.741719 + Penalty 1145.729633 = -140400.012086 nChanged 83 SP:Iteration 6F (130.662068 sec): 3 clusters Score: Raw -141633.502083 + Penalty 1182.112701 = -140451.389381 nChanged 58 SP:Iteration 7Q (130.664826 sec): 3 clusters Score: Raw -141698.724219 + Penalty 1203.676233 = -140495.047985 nChanged 38 SP:Iteration 8Q (130.667480 sec): 3 clusters Score: Raw -141736.163920 + Penalty 1226.186962 = -140509.976958 nChanged 29 SP:Iteration 9Q (130.670146 sec): 3 clusters Score: Raw -141760.457993 + Penalty 1240.907070 = -140519.550924 nChanged 14 SP:Iteration 10F (130.673119 sec): 3 clusters Score: Raw -141771.250077 + Penalty 1254.930125 = -140516.319953 nChanged 11 SP:Iteration 11F (130.676100 sec): 3 clusters Score: Raw -141782.513124 + Penalty 1272.547898 = -140509.965226 nChanged 14 SP:Iteration 12F (130.679097 sec): 3 clusters Score: Raw -141798.922715 + Penalty 1285.821417 = -140513.101299 nChanged 9 SP:Iteration 13Q (130.681644 sec): 3 clusters Score: Raw -141808.230108 + Penalty 1298.136628 = -140510.093480 nChanged 8 SP:Iteration 14F (130.684578 sec): 3 clusters Score: Raw -141814.360151 + Penalty 1302.247083 = -140512.113068 nChanged 3 SP:Iteration 15Q (130.687223 sec): 3 clusters Score: Raw -141816.910805 + Penalty 1310.786037 = -140506.124769 nChanged 4 SP:Iteration 16F (130.690256 sec): 3 clusters Score: Raw -141820.746768 + Penalty 1316.383326 = -140504.363442 nChanged 4 SP:Iteration 17F (130.693195 sec): 3 clusters Score: Raw -141825.349316 + Penalty 1322.816857 = -140502.532460 nChanged 3 SP:Iteration 18F (130.696166 sec): 3 clusters Score: Raw -141827.832972 + Penalty 1322.816857 = -140505.016115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.699377 sec): 2 clusters Score: Raw -18828.716228 + Penalty 662.832628 = -18165.883600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.699971 sec): 3 clusters Score: Raw -18823.198895 + Penalty 1321.437744 = -17501.761151 nChanged 58 SP:Iteration 1F (130.700581 sec): 3 clusters Score: Raw -18916.077391 + Penalty 1318.800988 = -17597.276403 nChanged 18 SP:Iteration 2F (130.701181 sec): 3 clusters Score: Raw -18967.407987 + Penalty 1317.723652 = -17649.684335 nChanged 10 SP:Iteration 3Q (130.701757 sec): 3 clusters Score: Raw -18989.179019 + Penalty 1319.358970 = -17669.820049 nChanged 3 SP:Iteration 4Q (130.702326 sec): 3 clusters Score: Raw -18993.938304 + Penalty 1322.365280 = -17671.573024 nChanged 4 SP:Iteration 5Q (130.702891 sec): 3 clusters Score: Raw -19002.750712 + Penalty 1322.155472 = -17680.595240 nChanged 2 SP:Iteration 6Q (130.703455 sec): 3 clusters Score: Raw -19007.739620 + Penalty 1323.832496 = -17683.907124 nChanged 2 SP:Iteration 7Q (130.704017 sec): 3 clusters Score: Raw -19010.719758 + Penalty 1323.832496 = -17686.887262 nChanged 0 SP:Iteration 8F (130.704611 sec): 3 clusters Score: Raw -19010.719758 + Penalty 1323.832496 = -17686.887262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 67 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.705852 sec): 2 clusters Score: Raw -22258.239296 + Penalty 402.760768 = -21855.478528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.706561 sec): 3 clusters Score: Raw -22149.711454 + Penalty 812.234788 = -21337.476666 nChanged 84 SP:Iteration 1F (130.707259 sec): 3 clusters Score: Raw -22237.496866 + Penalty 817.275059 = -21420.221806 nChanged 40 SP:Iteration 2F (130.707955 sec): 3 clusters Score: Raw -22294.368752 + Penalty 820.063074 = -21474.305678 nChanged 15 SP:Iteration 3F (130.708654 sec): 3 clusters Score: Raw -22313.156823 + Penalty 825.493886 = -21487.662937 nChanged 11 SP:Iteration 4Q (130.709325 sec): 3 clusters Score: Raw -22320.902696 + Penalty 825.493886 = -21495.408810 nChanged 0 SP:Iteration 5F (130.710020 sec): 3 clusters Score: Raw -22320.902696 + Penalty 825.493886 = -21495.408810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 68 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.710641 sec): 2 clusters Score: Raw -3717.631607 + Penalty 46.454534 = -3671.177073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.710954 sec): 3 clusters Score: Raw -3749.321989 + Penalty 93.862979 = -3655.459010 nChanged 9 SP:Iteration 1F (130.711261 sec): 3 clusters Score: Raw -3757.773778 + Penalty 94.672041 = -3663.101737 nChanged 1 SP:Iteration 2Q (130.711561 sec): 3 clusters Score: Raw -3758.346159 + Penalty 96.932533 = -3661.413626 nChanged 2 SP:Iteration 3F (130.711865 sec): 3 clusters Score: Raw -3760.071727 + Penalty 100.267618 = -3659.804110 nChanged 2 SP:Iteration 4F (130.712168 sec): 3 clusters Score: Raw -3762.576120 + Penalty 105.095491 = -3657.480629 nChanged 2 SP:Iteration 5F (130.712473 sec): 3 clusters Score: Raw -3764.720241 + Penalty 108.280429 = -3656.439811 nChanged 1 SP:Iteration 6F (130.712777 sec): 3 clusters Score: Raw -3765.431017 + Penalty 112.155204 = -3653.275814 nChanged 1 SP:Iteration 7F (130.713081 sec): 3 clusters Score: Raw -3766.320787 + Penalty 116.918642 = -3649.402145 nChanged 1 SP:Iteration 8F (130.713384 sec): 3 clusters Score: Raw -3768.182407 + Penalty 130.408217 = -3637.774190 nChanged 2 SP:Iteration 9F (130.713688 sec): 3 clusters Score: Raw -3775.950577 + Penalty 140.247976 = -3635.702601 nChanged 1 SP:Iteration 10F (130.713991 sec): 3 clusters Score: Raw -3779.286133 + Penalty 140.247976 = -3639.038157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.714461 sec): 2 clusters Score: Raw -281.762499 + Penalty 22.527283 = -259.235216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.714654 sec): 3 clusters Score: Raw -303.478096 + Penalty 45.054567 = -258.423529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 107 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.716302 sec): 2 clusters Score: Raw -34494.431540 + Penalty 414.548798 = -34079.882742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.717230 sec): 3 clusters Score: Raw -34319.752973 + Penalty 851.354187 = -33468.398787 nChanged 117 SP:Iteration 1F (130.718205 sec): 3 clusters Score: Raw -34441.101620 + Penalty 876.558002 = -33564.543618 nChanged 46 SP:Iteration 2F (130.719144 sec): 3 clusters Score: Raw -34499.704933 + Penalty 915.712660 = -33583.992273 nChanged 26 SP:Iteration 3F (130.720093 sec): 3 clusters Score: Raw -34528.335537 + Penalty 940.070651 = -33588.264886 nChanged 9 SP:Iteration 4Q (130.721033 sec): 3 clusters Score: Raw -34541.009620 + Penalty 945.915290 = -33595.094330 nChanged 7 SP:Iteration 5Q (130.721954 sec): 3 clusters Score: Raw -34553.681500 + Penalty 956.777452 = -33596.904048 nChanged 5 SP:Iteration 6Q (130.722850 sec): 3 clusters Score: Raw -34564.960861 + Penalty 957.137322 = -33607.823539 nChanged 1 SP:Iteration 7Q (130.723683 sec): 3 clusters Score: Raw -34566.584103 + Penalty 957.137322 = -33609.446781 nChanged 0 SP:Iteration 8F (130.724593 sec): 3 clusters Score: Raw -34566.584103 + Penalty 957.137322 = -33609.446781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.725106 sec): 2 clusters Score: Raw -408.070521 + Penalty 48.357038 = -359.713483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.725315 sec): 3 clusters Score: Raw -436.171612 + Penalty 96.714075 = -339.457537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 151 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.725816 sec): 2 clusters Score: Raw -733.989728 + Penalty 77.366341 = -656.623387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.726030 sec): 3 clusters Score: Raw -780.758895 + Penalty 162.997739 = -617.761156 nChanged 0 Iteration 219Q (130.889220 sec): 38 clusters Score: Raw -3401879.396526 + Penalty 28470.524368 = -3373408.872158 nChanged 11 Iteration 220F (131.658417 sec): 38 clusters Score: Raw -3401880.602918 + Penalty 28472.347595 = -3373408.255324 nChanged 18 Iteration 221F (132.436354 sec): 38 clusters Score: Raw -3401883.050839 + Penalty 28474.298429 = -3373408.752411 nChanged 16 Iteration 222Q (132.583651 sec): 38 clusters Score: Raw -3401885.313030 + Penalty 28472.972160 = -3373412.340870 nChanged 15 Iteration 223Q (132.733196 sec): 38 clusters Score: Raw -3401886.532107 + Penalty 28472.581970 = -3373413.950137 nChanged 13 Iteration 224Q (132.880114 sec): 38 clusters Score: Raw -3401887.886432 + Penalty 28473.008786 = -3373414.877646 nChanged 16 Iteration 225Q (133.026063 sec): 38 clusters Score: Raw -3401889.769085 + Penalty 28473.023724 = -3373416.745361 nChanged 15 Iteration 226Q (133.172208 sec): 38 clusters Score: Raw -3401891.686384 + Penalty 28472.074661 = -3373419.611723 nChanged 17 Iteration 227Q (133.318267 sec): 38 clusters Score: Raw -3401893.491888 + Penalty 28471.805281 = -3373421.686607 nChanged 13 Iteration 228Q (133.466200 sec): 38 clusters Score: Raw -3401894.692603 + Penalty 28471.769443 = -3373422.923160 nChanged 11 Iteration 229Q (133.611528 sec): 38 clusters Score: Raw -3401896.139288 + Penalty 28471.186574 = -3373424.952714 nChanged 8 Iteration 230F (134.378054 sec): 38 clusters Score: Raw -3401897.383264 + Penalty 28469.623475 = -3373427.759790 nChanged 3 Iteration 231Q (134.525193 sec): 38 clusters Score: Raw -3401897.998118 + Penalty 28470.297281 = -3373427.700837 nChanged 3 Iteration 232F (135.292228 sec): 38 clusters Score: Raw -3401898.063142 + Penalty 28470.999281 = -3373427.063860 nChanged 2 Iteration 233F (136.072024 sec): 38 clusters Score: Raw -3401898.286476 + Penalty 28470.999281 = -3373427.287195 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3401898.286476 + Penalty 28470.999281 = -3373427.287195Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 3 (1497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.213026 sec): 2 clusters Score: Raw -131981.132306 + Penalty 414.778049 = -131566.354257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.215959 sec): 3 clusters Score: Raw -131161.954233 + Penalty 829.998724 = -130331.955508 nChanged 590 SP:Iteration 1F (136.218930 sec): 3 clusters Score: Raw -131511.605747 + Penalty 831.018991 = -130680.586756 nChanged 125 SP:Iteration 2F (136.221833 sec): 3 clusters Score: Raw -131588.825736 + Penalty 832.889628 = -130755.936109 nChanged 112 SP:Iteration 3F (136.224601 sec): 3 clusters Score: Raw -131660.687153 + Penalty 838.318487 = -130822.368666 nChanged 86 SP:Iteration 4F (136.227457 sec): 3 clusters Score: Raw -131711.081352 + Penalty 845.130421 = -130865.950932 nChanged 85 SP:Iteration 5F (136.230379 sec): 3 clusters Score: Raw -131771.053715 + Penalty 858.773404 = -130912.280311 nChanged 70 SP:Iteration 6Q (136.233388 sec): 3 clusters Score: Raw -131823.484197 + Penalty 869.676819 = -130953.807379 nChanged 67 SP:Iteration 7Q (136.236250 sec): 3 clusters Score: Raw -131877.488417 + Penalty 889.557449 = -130987.930969 nChanged 55 SP:Iteration 8Q (136.239090 sec): 3 clusters Score: Raw -131927.378141 + Penalty 905.373465 = -131022.004676 nChanged 39 SP:Iteration 9Q (136.241844 sec): 3 clusters Score: Raw -131961.201511 + Penalty 928.121774 = -131033.079737 nChanged 28 SP:Iteration 10F (136.244600 sec): 3 clusters Score: Raw -131990.156184 + Penalty 944.913192 = -131045.242992 nChanged 17 SP:Iteration 11Q (136.247204 sec): 3 clusters Score: Raw -132009.199973 + Penalty 968.490678 = -131040.709295 nChanged 14 SP:Iteration 12F (136.249972 sec): 3 clusters Score: Raw -132029.269156 + Penalty 984.373454 = -131044.895701 nChanged 7 SP:Iteration 13Q (136.252363 sec): 3 clusters Score: Raw -132039.032542 + Penalty 985.610452 = -131053.422090 nChanged 1 SP:Iteration 14Q (136.254692 sec): 3 clusters Score: Raw -132040.449360 + Penalty 988.522155 = -131051.927205 nChanged 1 SP:Iteration 15F (136.257457 sec): 3 clusters Score: Raw -132041.962280 + Penalty 988.908373 = -131053.053908 nChanged 3 SP:Iteration 16Q (136.259766 sec): 3 clusters Score: Raw -132045.221999 + Penalty 997.551733 = -131047.670266 nChanged 2 SP:Iteration 17F (136.262523 sec): 3 clusters Score: Raw -132047.741675 + Penalty 1000.058732 = -131047.682943 nChanged 1 SP:Iteration 18Q (136.264977 sec): 3 clusters Score: Raw -132049.355613 + Penalty 1003.606121 = -131045.749492 nChanged 3 SP:Iteration 19F (136.267774 sec): 3 clusters Score: Raw -132051.617564 + Penalty 1008.070909 = -131043.546655 nChanged 3 SP:Iteration 20F (136.270608 sec): 3 clusters Score: Raw -132054.981137 + Penalty 1007.837631 = -131047.143506 nChanged 1 SP:Iteration 21Q (136.272944 sec): 3 clusters Score: Raw -132055.935323 + Penalty 1010.562532 = -131045.372791 nChanged 1 SP:Iteration 22F (136.275703 sec): 3 clusters Score: Raw -132057.059790 + Penalty 1010.825211 = -131046.234579 nChanged 1 SP:Iteration 23Q (136.277974 sec): 3 clusters Score: Raw -132058.459316 + Penalty 1010.825211 = -131047.634105 nChanged 0 SP:Iteration 24F (136.280762 sec): 3 clusters Score: Raw -132058.459316 + Penalty 1010.825211 = -131047.634105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.281820 sec): 2 clusters Score: Raw -15752.496694 + Penalty 460.327618 = -15292.169075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.282366 sec): 3 clusters Score: Raw -15711.552319 + Penalty 933.068755 = -14778.483564 nChanged 50 SP:Iteration 1F (136.282901 sec): 3 clusters Score: Raw -15781.136798 + Penalty 949.973603 = -14831.163194 nChanged 14 SP:Iteration 2F (136.283457 sec): 3 clusters Score: Raw -15807.595812 + Penalty 965.725840 = -14841.869973 nChanged 8 SP:Iteration 3Q (136.284026 sec): 3 clusters Score: Raw -15817.035249 + Penalty 968.058396 = -14848.976854 nChanged 1 SP:Iteration 4Q (136.284554 sec): 3 clusters Score: Raw -15818.179794 + Penalty 969.791488 = -14848.388306 nChanged 1 SP:Iteration 5F (136.285104 sec): 3 clusters Score: Raw -15819.063345 + Penalty 969.791488 = -14849.271857 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 6 (1677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.293561 sec): 2 clusters Score: Raw -137580.177796 + Penalty 167.100903 = -137413.076893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.296780 sec): 3 clusters Score: Raw -136526.332066 + Penalty 356.526063 = -136169.806004 nChanged 763 SP:Iteration 1F (136.300160 sec): 3 clusters Score: Raw -137236.396339 + Penalty 371.683805 = -136864.712535 nChanged 147 SP:Iteration 2F (136.303316 sec): 3 clusters Score: Raw -137341.618207 + Penalty 393.720251 = -136947.897956 nChanged 98 SP:Iteration 3F (136.306466 sec): 3 clusters Score: Raw -137421.321899 + Penalty 420.795516 = -137000.526383 nChanged 87 SP:Iteration 4F (136.309522 sec): 3 clusters Score: Raw -137488.045309 + Penalty 452.560549 = -137035.484760 nChanged 65 SP:Iteration 5Q (136.312361 sec): 3 clusters Score: Raw -137543.082917 + Penalty 484.934193 = -137058.148724 nChanged 48 SP:Iteration 6Q (136.315401 sec): 3 clusters Score: Raw -137588.095731 + Penalty 516.891699 = -137071.204032 nChanged 34 SP:Iteration 7Q (136.318212 sec): 3 clusters Score: Raw -137615.570533 + Penalty 535.538469 = -137080.032064 nChanged 18 SP:Iteration 8Q (136.320944 sec): 3 clusters Score: Raw -137625.611751 + Penalty 547.773107 = -137077.838644 nChanged 9 SP:Iteration 9F (136.324055 sec): 3 clusters Score: Raw -137630.352002 + Penalty 567.491012 = -137062.860991 nChanged 12 SP:Iteration 10F (136.327141 sec): 3 clusters Score: Raw -137636.365632 + Penalty 582.418193 = -137053.947439 nChanged 8 SP:Iteration 11F (136.330327 sec): 3 clusters Score: Raw -137638.678606 + Penalty 585.261987 = -137053.416619 nChanged 2 SP:Iteration 12F (136.333640 sec): 3 clusters Score: Raw -137639.249948 + Penalty 585.261987 = -137053.987960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 7 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.334785 sec): 2 clusters Score: Raw -3674.466092 + Penalty 97.733290 = -3576.732802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.335111 sec): 3 clusters Score: Raw -3780.414893 + Penalty 217.349981 = -3563.064912 nChanged 13 SP:Iteration 1F (136.335424 sec): 3 clusters Score: Raw -3805.681402 + Penalty 223.771578 = -3581.909824 nChanged 1 SP:Iteration 2Q (136.335724 sec): 3 clusters Score: Raw -3807.135779 + Penalty 223.771578 = -3583.364202 nChanged 0 SP:Iteration 3F (136.336035 sec): 3 clusters Score: Raw -3807.135779 + Penalty 223.771578 = -3583.364202 nChanged 0 Score: Raw -3423219.994742 + Penalty 28799.119215 = -3394420.875527 Splitting cluster 7 changes total score from -3373427.287195 to -3394420.875527 So it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 9 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.119900 sec): 2 clusters Score: Raw -285.338137 + Penalty 27.001872 = -258.336265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.120106 sec): 2 clusters Score: Raw -285.338137 + Penalty 27.001872 = -258.336265 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 10 (16044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.192096 sec): 2 clusters Score: Raw -1267670.934096 + Penalty 219.144558 = -1267451.789538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.222456 sec): 3 clusters Score: Raw -1256759.312699 + Penalty 455.311814 = -1256304.000884 nChanged 7662 SP:Iteration 1F (137.252418 sec): 3 clusters Score: Raw -1260103.543402 + Penalty 513.973398 = -1259589.570004 nChanged 2769 SP:Iteration 2F (137.282239 sec): 3 clusters Score: Raw -1263114.537732 + Penalty 703.928333 = -1262410.609399 nChanged 2625 SP:Iteration 3F (137.312049 sec): 3 clusters Score: Raw -1266300.363330 + Penalty 849.546314 = -1265450.817016 nChanged 896 SP:Iteration 4F (137.341791 sec): 3 clusters Score: Raw -1267188.578876 + Penalty 938.761500 = -1266249.817376 nChanged 326 SP:Iteration 5Q (137.367097 sec): 3 clusters Score: Raw -1267500.353891 + Penalty 999.476155 = -1266500.877735 nChanged 127 SP:Iteration 6Q (137.390632 sec): 3 clusters Score: Raw -1267637.718891 + Penalty 1024.147334 = -1266613.571556 nChanged 42 SP:Iteration 7Q (137.414289 sec): 3 clusters Score: Raw -1267683.587068 + Penalty 1044.204098 = -1266639.382970 nChanged 21 SP:Iteration 8Q (137.437820 sec): 3 clusters Score: Raw -1267700.266015 + Penalty 1065.956192 = -1266634.309823 nChanged 9 SP:Iteration 9F (137.467654 sec): 3 clusters Score: Raw -1267707.859674 + Penalty 1068.026503 = -1266639.833171 nChanged 3 SP:Iteration 10F (137.496660 sec): 3 clusters Score: Raw -1267714.025036 + Penalty 1064.209961 = -1266649.815076 nChanged 3 SP:Iteration 11Q (137.519625 sec): 3 clusters Score: Raw -1267717.931027 + Penalty 1064.209961 = -1266653.721066 nChanged 0 SP:Iteration 12F (137.549620 sec): 3 clusters Score: Raw -1267717.931027 + Penalty 1064.209961 = -1266653.721066 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 11 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.562216 sec): 2 clusters Score: Raw -72459.750937 + Penalty 758.558703 = -71701.192234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.563870 sec): 3 clusters Score: Raw -72139.639338 + Penalty 1511.886074 = -70627.753264 nChanged 250 SP:Iteration 1F (137.565536 sec): 3 clusters Score: Raw -72375.175426 + Penalty 1513.159977 = -70862.015448 nChanged 79 SP:Iteration 2F (137.567148 sec): 3 clusters Score: Raw -72467.948054 + Penalty 1518.091271 = -70949.856783 nChanged 55 SP:Iteration 3F (137.568803 sec): 3 clusters Score: Raw -72537.720497 + Penalty 1522.736078 = -71014.984419 nChanged 38 SP:Iteration 4Q (137.570420 sec): 3 clusters Score: Raw -72576.906379 + Penalty 1528.555805 = -71048.350574 nChanged 30 SP:Iteration 5Q (137.571950 sec): 3 clusters Score: Raw -72602.442730 + Penalty 1534.792391 = -71067.650338 nChanged 29 SP:Iteration 6Q (137.573474 sec): 3 clusters Score: Raw -72620.878809 + Penalty 1537.829330 = -71083.049478 nChanged 13 SP:Iteration 7Q (137.574990 sec): 3 clusters Score: Raw -72630.099777 + Penalty 1540.923749 = -71089.176028 nChanged 12 SP:Iteration 8Q (137.576480 sec): 3 clusters Score: Raw -72636.358384 + Penalty 1545.265045 = -71091.093338 nChanged 11 SP:Iteration 9Q (137.577970 sec): 3 clusters Score: Raw -72646.914531 + Penalty 1551.134361 = -71095.780169 nChanged 14 SP:Iteration 10F (137.579521 sec): 3 clusters Score: Raw -72657.191512 + Penalty 1552.225796 = -71104.965716 nChanged 5 SP:Iteration 11Q (137.580999 sec): 3 clusters Score: Raw -72663.138511 + Penalty 1554.434029 = -71108.704482 nChanged 7 SP:Iteration 12Q (137.582553 sec): 3 clusters Score: Raw -72669.221860 + Penalty 1555.461918 = -71113.759942 nChanged 2 SP:Iteration 13Q (137.584050 sec): 3 clusters Score: Raw -72669.774810 + Penalty 1555.461918 = -71114.312891 nChanged 0 SP:Iteration 14F (137.585625 sec): 3 clusters Score: Raw -72669.774810 + Penalty 1555.461918 = -71114.312891 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 12 (2310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.597904 sec): 2 clusters Score: Raw -205517.921054 + Penalty 491.444180 = -205026.476875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.602679 sec): 3 clusters Score: Raw -204201.750428 + Penalty 982.312902 = -203219.437526 nChanged 959 SP:Iteration 1F (137.607015 sec): 3 clusters Score: Raw -204796.202407 + Penalty 983.177126 = -203813.025282 nChanged 225 SP:Iteration 2F (137.611405 sec): 3 clusters Score: Raw -204981.970488 + Penalty 985.235916 = -203996.734572 nChanged 213 SP:Iteration 3F (137.615674 sec): 3 clusters Score: Raw -205203.711081 + Penalty 987.099262 = -204216.611819 nChanged 165 SP:Iteration 4F (137.619914 sec): 3 clusters Score: Raw -205405.098274 + Penalty 989.431632 = -204415.666642 nChanged 156 SP:Iteration 5F (137.624127 sec): 3 clusters Score: Raw -205575.373296 + Penalty 991.308738 = -204584.064558 nChanged 117 SP:Iteration 6F (137.628378 sec): 3 clusters Score: Raw -205680.833998 + Penalty 993.468218 = -204687.365780 nChanged 93 SP:Iteration 7Q (137.632597 sec): 3 clusters Score: Raw -205734.969209 + Penalty 995.187162 = -204739.782047 nChanged 49 SP:Iteration 8Q (137.636876 sec): 3 clusters Score: Raw -205756.734141 + Penalty 996.126203 = -204760.607938 nChanged 23 SP:Iteration 9Q (137.640820 sec): 3 clusters Score: Raw -205763.847066 + Penalty 996.369655 = -204767.477411 nChanged 14 SP:Iteration 10F (137.645027 sec): 3 clusters Score: Raw -205769.282862 + Penalty 996.941028 = -204772.341834 nChanged 14 SP:Iteration 11Q (137.648961 sec): 3 clusters Score: Raw -205773.582368 + Penalty 997.145367 = -204776.437001 nChanged 6 SP:Iteration 12Q (137.652956 sec): 3 clusters Score: Raw -205775.803407 + Penalty 997.491010 = -204778.312397 nChanged 5 SP:Iteration 13Q (137.656864 sec): 3 clusters Score: Raw -205777.751957 + Penalty 997.718706 = -204780.033251 nChanged 11 SP:Iteration 14Q (137.660963 sec): 3 clusters Score: Raw -205781.264018 + Penalty 997.761210 = -204783.502808 nChanged 8 SP:Iteration 15Q (137.665365 sec): 3 clusters Score: Raw -205782.936121 + Penalty 998.009587 = -204784.926534 nChanged 5 SP:Iteration 16Q (137.669411 sec): 3 clusters Score: Raw -205783.991962 + Penalty 998.236794 = -204785.755168 nChanged 6 SP:Iteration 17Q (137.673298 sec): 3 clusters Score: Raw -205785.522072 + Penalty 998.450530 = -204787.071541 nChanged 4 SP:Iteration 18Q (137.677186 sec): 3 clusters Score: Raw -205786.047106 + Penalty 998.450530 = -204787.596576 nChanged 0 SP:Iteration 19F (137.681385 sec): 3 clusters Score: Raw -205786.047106 + Penalty 998.450530 = -204787.596576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.690029 sec): 2 clusters Score: Raw -21025.467517 + Penalty 294.297502 = -20731.170015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.690751 sec): 3 clusters Score: Raw -20944.988398 + Penalty 589.646710 = -20355.341687 nChanged 79 SP:Iteration 1F (137.691480 sec): 3 clusters Score: Raw -21047.433025 + Penalty 588.902027 = -20458.530998 nChanged 27 SP:Iteration 2F (137.692188 sec): 3 clusters Score: Raw -21107.244685 + Penalty 588.770204 = -20518.474481 nChanged 7 SP:Iteration 3Q (137.692869 sec): 3 clusters Score: Raw -21137.325446 + Penalty 588.907696 = -20548.417750 nChanged 4 SP:Iteration 4Q (137.693544 sec): 3 clusters Score: Raw -21143.051451 + Penalty 588.600529 = -20554.450922 nChanged 3 SP:Iteration 5Q (137.694217 sec): 3 clusters Score: Raw -21145.423577 + Penalty 588.792380 = -20556.631198 nChanged 1 SP:Iteration 6Q (137.694889 sec): 3 clusters Score: Raw -21146.509021 + Penalty 588.792380 = -20557.716641 nChanged 0 SP:Iteration 7F (137.695595 sec): 3 clusters Score: Raw -21146.509021 + Penalty 588.792380 = -20557.716641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.697524 sec): 2 clusters Score: Raw -32481.999381 + Penalty 834.172015 = -31647.827366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.698463 sec): 3 clusters Score: Raw -32397.227240 + Penalty 1665.815823 = -30731.411417 nChanged 86 SP:Iteration 1F (137.699509 sec): 3 clusters Score: Raw -32527.431780 + Penalty 1664.859659 = -30862.572122 nChanged 28 SP:Iteration 2F (137.700512 sec): 3 clusters Score: Raw -32604.637514 + Penalty 1664.232240 = -30940.405274 nChanged 21 SP:Iteration 3F (137.701474 sec): 3 clusters Score: Raw -32635.482104 + Penalty 1664.064763 = -30971.417341 nChanged 11 SP:Iteration 4Q (137.702397 sec): 3 clusters Score: Raw -32650.629033 + Penalty 1664.635157 = -30985.993876 nChanged 9 SP:Iteration 5Q (137.703275 sec): 3 clusters Score: Raw -32664.971063 + Penalty 1664.980130 = -30999.990934 nChanged 7 SP:Iteration 6Q (137.704151 sec): 3 clusters Score: Raw -32689.087883 + Penalty 1665.289706 = -31023.798177 nChanged 5 SP:Iteration 7Q (137.705022 sec): 3 clusters Score: Raw -32702.502110 + Penalty 1666.288946 = -31036.213164 nChanged 5 SP:Iteration 8Q (137.705889 sec): 3 clusters Score: Raw -32715.216279 + Penalty 1666.378478 = -31048.837801 nChanged 3 SP:Iteration 9Q (137.706753 sec): 3 clusters Score: Raw -32720.816019 + Penalty 1666.286833 = -31054.529186 nChanged 5 SP:Iteration 10F (137.707674 sec): 3 clusters Score: Raw -32737.494300 + Penalty 1666.037389 = -31071.456911 nChanged 7 SP:Iteration 11Q (137.708540 sec): 3 clusters Score: Raw -32754.154681 + Penalty 1666.197642 = -31087.957040 nChanged 3 SP:Iteration 12Q (137.709396 sec): 3 clusters Score: Raw -32756.552046 + Penalty 1666.539658 = -31090.012388 nChanged 2 SP:Iteration 13Q (137.710250 sec): 3 clusters Score: Raw -32759.445803 + Penalty 1666.539658 = -31092.906145 nChanged 0 SP:Iteration 14F (137.711198 sec): 3 clusters Score: Raw -32759.445803 + Penalty 1666.539658 = -31092.906145 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 16 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.715752 sec): 2 clusters Score: Raw -90682.083961 + Penalty 500.200929 = -90181.883032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.717902 sec): 3 clusters Score: Raw -90065.826671 + Penalty 999.536227 = -89066.290444 nChanged 396 SP:Iteration 1F (137.720024 sec): 3 clusters Score: Raw -90260.801151 + Penalty 1004.823481 = -89255.977670 nChanged 134 SP:Iteration 2F (137.722108 sec): 3 clusters Score: Raw -90361.601426 + Penalty 1024.885878 = -89336.715548 nChanged 105 SP:Iteration 3F (137.724209 sec): 3 clusters Score: Raw -90469.765580 + Penalty 1065.236398 = -89404.529182 nChanged 104 SP:Iteration 4F (137.726295 sec): 3 clusters Score: Raw -90590.297363 + Penalty 1096.292369 = -89494.004994 nChanged 57 SP:Iteration 5F (137.728380 sec): 3 clusters Score: Raw -90650.190975 + Penalty 1120.070858 = -89530.120117 nChanged 38 SP:Iteration 6Q (137.730482 sec): 3 clusters Score: Raw -90688.931173 + Penalty 1144.091891 = -89544.839281 nChanged 22 SP:Iteration 7Q (137.732601 sec): 3 clusters Score: Raw -90708.074495 + Penalty 1155.163675 = -89552.910820 nChanged 10 SP:Iteration 8Q (137.734701 sec): 3 clusters Score: Raw -90713.719137 + Penalty 1163.174186 = -89550.544951 nChanged 6 SP:Iteration 9F (137.736948 sec): 3 clusters Score: Raw -90715.351502 + Penalty 1163.343499 = -89552.008003 nChanged 1 SP:Iteration 10F (137.739085 sec): 3 clusters Score: Raw -90715.806133 + Penalty 1164.675101 = -89551.131032 nChanged 1 SP:Iteration 11F (137.741174 sec): 3 clusters Score: Raw -90716.012296 + Penalty 1165.528966 = -89550.483330 nChanged 1 SP:Iteration 12F (137.743265 sec): 3 clusters Score: Raw -90716.726511 + Penalty 1165.911777 = -89550.814734 nChanged 1 SP:Iteration 13Q (137.745173 sec): 3 clusters Score: Raw -90716.892307 + Penalty 1165.911777 = -89550.980530 nChanged 0 SP:Iteration 14F (137.747286 sec): 3 clusters Score: Raw -90716.892307 + Penalty 1165.911777 = -89550.980530 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 17 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.750054 sec): 2 clusters Score: Raw -63544.780576 + Penalty 705.030626 = -62839.749949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.751586 sec): 3 clusters Score: Raw -63209.730560 + Penalty 1408.575236 = -61801.155324 nChanged 240 SP:Iteration 1F (137.753054 sec): 3 clusters Score: Raw -63395.153423 + Penalty 1406.809251 = -61988.344172 nChanged 71 SP:Iteration 2F (137.754503 sec): 3 clusters Score: Raw -63471.948800 + Penalty 1409.082631 = -62062.866169 nChanged 50 SP:Iteration 3F (137.755947 sec): 3 clusters Score: Raw -63531.109642 + Penalty 1414.856521 = -62116.253121 nChanged 43 SP:Iteration 4F (137.757391 sec): 3 clusters Score: Raw -63593.739270 + Penalty 1424.823145 = -62168.916125 nChanged 43 SP:Iteration 5F (137.758853 sec): 3 clusters Score: Raw -63639.330173 + Penalty 1434.158131 = -62205.172041 nChanged 26 SP:Iteration 6Q (137.760306 sec): 3 clusters Score: Raw -63662.503715 + Penalty 1440.016336 = -62222.487380 nChanged 20 SP:Iteration 7Q (137.761757 sec): 3 clusters Score: Raw -63679.238404 + Penalty 1448.927368 = -62230.311036 nChanged 16 SP:Iteration 8Q (137.763193 sec): 3 clusters Score: Raw -63692.054518 + Penalty 1457.359541 = -62234.694977 nChanged 14 SP:Iteration 9Q (137.764613 sec): 3 clusters Score: Raw -63705.560407 + Penalty 1463.771076 = -62241.789331 nChanged 15 SP:Iteration 10F (137.766199 sec): 3 clusters Score: Raw -63716.142935 + Penalty 1470.660661 = -62245.482273 nChanged 11 SP:Iteration 11Q (137.767681 sec): 3 clusters Score: Raw -63724.827740 + Penalty 1473.910522 = -62250.917218 nChanged 7 SP:Iteration 12Q (137.769150 sec): 3 clusters Score: Raw -63733.505301 + Penalty 1477.676290 = -62255.829011 nChanged 5 SP:Iteration 13Q (137.770613 sec): 3 clusters Score: Raw -63739.123680 + Penalty 1485.110463 = -62254.013217 nChanged 10 SP:Iteration 14F (137.772095 sec): 3 clusters Score: Raw -63752.491532 + Penalty 1490.866403 = -62261.625129 nChanged 8 SP:Iteration 15Q (137.773465 sec): 3 clusters Score: Raw -63760.298042 + Penalty 1494.646543 = -62265.651499 nChanged 5 SP:Iteration 16Q (137.774833 sec): 3 clusters Score: Raw -63763.651407 + Penalty 1497.909474 = -62265.741933 nChanged 3 SP:Iteration 17Q (137.776213 sec): 3 clusters Score: Raw -63765.154205 + Penalty 1501.879187 = -62263.275018 nChanged 4 SP:Iteration 18F (137.777667 sec): 3 clusters Score: Raw -63767.465682 + Penalty 1504.573905 = -62262.891777 nChanged 3 SP:Iteration 19F (137.779126 sec): 3 clusters Score: Raw -63770.959217 + Penalty 1505.478224 = -62265.480993 nChanged 2 SP:Iteration 20F (137.780605 sec): 3 clusters Score: Raw -63773.727108 + Penalty 1508.522862 = -62265.204247 nChanged 3 SP:Iteration 21F (137.782123 sec): 3 clusters Score: Raw -63775.934556 + Penalty 1511.259338 = -62264.675218 nChanged 3 SP:Iteration 22F (137.783646 sec): 3 clusters Score: Raw -63778.340578 + Penalty 1512.302057 = -62266.038521 nChanged 1 SP:Iteration 23Q (137.785003 sec): 3 clusters Score: Raw -63779.393138 + Penalty 1514.659686 = -62264.733453 nChanged 2 SP:Iteration 24F (137.786477 sec): 3 clusters Score: Raw -63781.350695 + Penalty 1517.174576 = -62264.176119 nChanged 3 SP:Iteration 25F (137.787953 sec): 3 clusters Score: Raw -63784.665450 + Penalty 1517.172215 = -62267.493235 nChanged 1 SP:Iteration 26Q (137.789284 sec): 3 clusters Score: Raw -63785.728082 + Penalty 1517.172215 = -62268.555867 nChanged 0 SP:Iteration 27F (137.790767 sec): 3 clusters Score: Raw -63785.728082 + Penalty 1517.172215 = -62268.555867 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 18 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.793630 sec): 2 clusters Score: Raw -68954.592103 + Penalty 800.334538 = -68154.257565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.795315 sec): 3 clusters Score: Raw -68610.958952 + Penalty 1600.867517 = -67010.091435 nChanged 256 SP:Iteration 1F (137.796965 sec): 3 clusters Score: Raw -68822.277577 + Penalty 1600.640987 = -67221.636590 nChanged 66 SP:Iteration 2F (137.798668 sec): 3 clusters Score: Raw -68883.098927 + Penalty 1600.644808 = -67282.454119 nChanged 38 SP:Iteration 3Q (137.800470 sec): 3 clusters Score: Raw -68925.566286 + Penalty 1600.371259 = -67325.195027 nChanged 27 SP:Iteration 4Q (137.802192 sec): 3 clusters Score: Raw -68952.689317 + Penalty 1600.303138 = -67352.386179 nChanged 26 SP:Iteration 5Q (137.803801 sec): 3 clusters Score: Raw -68988.418281 + Penalty 1600.659131 = -67387.759150 nChanged 22 SP:Iteration 6Q (137.805405 sec): 3 clusters Score: Raw -69013.099971 + Penalty 1601.416296 = -67411.683675 nChanged 18 SP:Iteration 7Q (137.807013 sec): 3 clusters Score: Raw -69030.937611 + Penalty 1602.242836 = -67428.694775 nChanged 13 SP:Iteration 8Q (137.808629 sec): 3 clusters Score: Raw -69041.480734 + Penalty 1603.647799 = -67437.832936 nChanged 17 SP:Iteration 9Q (137.810234 sec): 3 clusters Score: Raw -69051.189994 + Penalty 1605.090622 = -67446.099372 nChanged 13 SP:Iteration 10F (137.811842 sec): 3 clusters Score: Raw -69064.873931 + Penalty 1606.525745 = -67458.348185 nChanged 14 SP:Iteration 11Q (137.813413 sec): 3 clusters Score: Raw -69079.794559 + Penalty 1607.313216 = -67472.481343 nChanged 10 SP:Iteration 12Q (137.815023 sec): 3 clusters Score: Raw -69093.649532 + Penalty 1607.474194 = -67486.175338 nChanged 9 SP:Iteration 13Q (137.816682 sec): 3 clusters Score: Raw -69100.573179 + Penalty 1608.431185 = -67492.141994 nChanged 8 SP:Iteration 14Q (137.818305 sec): 3 clusters Score: Raw -69107.920553 + Penalty 1608.788233 = -67499.132320 nChanged 1 SP:Iteration 15Q (137.819912 sec): 3 clusters Score: Raw -69109.478177 + Penalty 1609.071762 = -67500.406414 nChanged 2 SP:Iteration 16Q (137.821495 sec): 3 clusters Score: Raw -69111.283430 + Penalty 1610.054311 = -67501.229119 nChanged 5 SP:Iteration 17Q (137.823071 sec): 3 clusters Score: Raw -69113.523412 + Penalty 1610.779398 = -67502.744014 nChanged 2 SP:Iteration 18Q (137.824622 sec): 3 clusters Score: Raw -69114.613802 + Penalty 1612.768144 = -67501.845657 nChanged 5 SP:Iteration 19F (137.826277 sec): 3 clusters Score: Raw -69119.299154 + Penalty 1617.639437 = -67501.659717 nChanged 12 SP:Iteration 20F (137.827916 sec): 3 clusters Score: Raw -69134.206517 + Penalty 1622.667058 = -67511.539459 nChanged 12 SP:Iteration 21Q (137.829471 sec): 3 clusters Score: Raw -69142.895203 + Penalty 1627.606794 = -67515.288409 nChanged 13 SP:Iteration 22Q (137.831028 sec): 3 clusters Score: Raw -69152.600343 + Penalty 1632.617329 = -67519.983014 nChanged 12 SP:Iteration 23Q (137.832680 sec): 3 clusters Score: Raw -69166.255552 + Penalty 1640.279398 = -67525.976155 nChanged 14 SP:Iteration 24Q (137.834344 sec): 3 clusters Score: Raw -69184.150939 + Penalty 1647.935244 = -67536.215696 nChanged 18 SP:Iteration 25Q (137.835988 sec): 3 clusters Score: Raw -69203.943454 + Penalty 1653.987807 = -67549.955647 nChanged 15 SP:Iteration 26Q (137.837561 sec): 3 clusters Score: Raw -69222.203678 + Penalty 1663.355251 = -67558.848427 nChanged 18 SP:Iteration 27Q (137.839103 sec): 3 clusters Score: Raw -69243.381212 + Penalty 1675.919045 = -67567.462167 nChanged 18 SP:Iteration 28Q (137.840631 sec): 3 clusters Score: Raw -69268.124320 + Penalty 1686.585522 = -67581.538798 nChanged 13 SP:Iteration 29Q (137.842140 sec): 3 clusters Score: Raw -69289.775330 + Penalty 1694.858614 = -67594.916716 nChanged 17 SP:Iteration 30F (137.843748 sec): 3 clusters Score: Raw -69312.468421 + Penalty 1699.982287 = -67612.486134 nChanged 10 SP:Iteration 31Q (137.845214 sec): 3 clusters Score: Raw -69322.767583 + Penalty 1704.842777 = -67617.924806 nChanged 6 SP:Iteration 32Q (137.846668 sec): 3 clusters Score: Raw -69329.294836 + Penalty 1706.555807 = -67622.739029 nChanged 6 SP:Iteration 33Q (137.848158 sec): 3 clusters Score: Raw -69337.561997 + Penalty 1707.176703 = -67630.385294 nChanged 3 SP:Iteration 34Q (137.849642 sec): 3 clusters Score: Raw -69341.090005 + Penalty 1712.202067 = -67628.887938 nChanged 6 SP:Iteration 35F (137.851262 sec): 3 clusters Score: Raw -69352.292572 + Penalty 1713.193119 = -67639.099453 nChanged 2 SP:Iteration 36Q (137.852729 sec): 3 clusters Score: Raw -69353.965479 + Penalty 1715.283317 = -67638.682163 nChanged 3 SP:Iteration 37F (137.854401 sec): 3 clusters Score: Raw -69356.560476 + Penalty 1716.552612 = -67640.007864 nChanged 2 SP:Iteration 38Q (137.855858 sec): 3 clusters Score: Raw -69360.134775 + Penalty 1717.778201 = -67642.356574 nChanged 2 SP:Iteration 39Q (137.857303 sec): 3 clusters Score: Raw -69362.922731 + Penalty 1718.557533 = -67644.365198 nChanged 1 SP:Iteration 40F (137.858907 sec): 3 clusters Score: Raw -69363.729508 + Penalty 1719.208796 = -67644.520712 nChanged 1 SP:Iteration 41Q (137.860366 sec): 3 clusters Score: Raw -69364.483412 + Penalty 1719.208796 = -67645.274616 nChanged 0 SP:Iteration 42F (137.861995 sec): 3 clusters Score: Raw -69364.483412 + Penalty 1719.208796 = -67645.274616 nChanged 0 Memory request: 0.02 GB would take us to total of 0.41 GB. Trying to split cluster 20 (3103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.876893 sec): 2 clusters Score: Raw -260500.322616 + Penalty 408.518798 = -260091.803817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.882931 sec): 3 clusters Score: Raw -258586.890387 + Penalty 789.376287 = -257797.514100 nChanged 1350 SP:Iteration 1F (137.888966 sec): 3 clusters Score: Raw -259400.024213 + Penalty 779.077651 = -258620.946562 nChanged 346 SP:Iteration 2F (137.894614 sec): 3 clusters Score: Raw -259624.976792 + Penalty 778.349906 = -258846.626885 nChanged 261 SP:Iteration 3F (137.900467 sec): 3 clusters Score: Raw -259843.241661 + Penalty 782.243898 = -259060.997763 nChanged 193 SP:Iteration 4F (137.906205 sec): 3 clusters Score: Raw -260019.464276 + Penalty 791.034589 = -259228.429687 nChanged 133 SP:Iteration 5Q (137.911761 sec): 3 clusters Score: Raw -260145.238644 + Penalty 812.438273 = -259332.800371 nChanged 124 SP:Iteration 6Q (137.917429 sec): 3 clusters Score: Raw -260292.209257 + Penalty 833.368839 = -259458.840418 nChanged 106 SP:Iteration 7Q (137.922776 sec): 3 clusters Score: Raw -260447.892755 + Penalty 843.936920 = -259603.955834 nChanged 62 SP:Iteration 8Q (137.927890 sec): 3 clusters Score: Raw -260555.691095 + Penalty 850.571332 = -259705.119763 nChanged 35 SP:Iteration 9Q (137.932690 sec): 3 clusters Score: Raw -260591.469552 + Penalty 850.096608 = -259741.372943 nChanged 25 SP:Iteration 10F (137.938653 sec): 3 clusters Score: Raw -260604.425956 + Penalty 853.205777 = -259751.220179 nChanged 19 SP:Iteration 11Q (137.943317 sec): 3 clusters Score: Raw -260610.274804 + Penalty 852.694731 = -259757.580072 nChanged 6 SP:Iteration 12Q (137.948076 sec): 3 clusters Score: Raw -260612.092905 + Penalty 853.520886 = -259758.572020 nChanged 6 SP:Iteration 13Q (137.952734 sec): 3 clusters Score: Raw -260613.435690 + Penalty 853.365590 = -259760.070100 nChanged 5 SP:Iteration 14Q (137.957384 sec): 3 clusters Score: Raw -260614.745357 + Penalty 853.365590 = -259761.379767 nChanged 0 SP:Iteration 15F (137.962980 sec): 3 clusters Score: Raw -260614.745357 + Penalty 853.365590 = -259761.379767 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.968066 sec): 2 clusters Score: Raw -48029.910719 + Penalty 302.551610 = -47727.359109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.969417 sec): 3 clusters Score: Raw -47725.857179 + Penalty 606.376456 = -47119.480723 nChanged 229 SP:Iteration 1F (137.970730 sec): 3 clusters Score: Raw -47868.574727 + Penalty 607.393600 = -47261.181127 nChanged 59 SP:Iteration 2F (137.972033 sec): 3 clusters Score: Raw -47911.647310 + Penalty 610.883809 = -47300.763501 nChanged 43 SP:Iteration 3F (137.973301 sec): 3 clusters Score: Raw -47950.033174 + Penalty 617.197385 = -47332.835789 nChanged 28 SP:Iteration 4Q (137.974532 sec): 3 clusters Score: Raw -47980.370362 + Penalty 629.656141 = -47350.714220 nChanged 27 SP:Iteration 5Q (137.975765 sec): 3 clusters Score: Raw -48006.533357 + Penalty 637.104447 = -47369.428910 nChanged 16 SP:Iteration 6Q (137.977019 sec): 3 clusters Score: Raw -48020.393104 + Penalty 642.485857 = -47377.907247 nChanged 13 SP:Iteration 7Q (137.978231 sec): 3 clusters Score: Raw -48029.840259 + Penalty 645.691544 = -47384.148714 nChanged 7 SP:Iteration 8Q (137.979427 sec): 3 clusters Score: Raw -48034.647985 + Penalty 657.483690 = -47377.164295 nChanged 14 SP:Iteration 9F (137.980662 sec): 3 clusters Score: Raw -48045.705995 + Penalty 672.133249 = -47373.572746 nChanged 11 SP:Iteration 10F (137.981910 sec): 3 clusters Score: Raw -48057.354022 + Penalty 676.918049 = -47380.435973 nChanged 6 SP:Iteration 11Q (137.983077 sec): 3 clusters Score: Raw -48065.219297 + Penalty 683.653653 = -47381.565643 nChanged 5 SP:Iteration 12Q (137.984216 sec): 3 clusters Score: Raw -48070.134996 + Penalty 689.310104 = -47380.824891 nChanged 6 SP:Iteration 13F (137.985427 sec): 3 clusters Score: Raw -48075.135205 + Penalty 694.853410 = -47380.281795 nChanged 2 SP:Iteration 14F (137.986637 sec): 3 clusters Score: Raw -48076.739504 + Penalty 695.002974 = -47381.736531 nChanged 2 SP:Iteration 15Q (137.987825 sec): 3 clusters Score: Raw -48078.329881 + Penalty 697.931293 = -47380.398589 nChanged 3 SP:Iteration 16F (137.989119 sec): 3 clusters Score: Raw -48080.073907 + Penalty 699.631258 = -47380.442650 nChanged 1 SP:Iteration 17Q (137.990258 sec): 3 clusters Score: Raw -48080.703515 + Penalty 699.631258 = -47381.072257 nChanged 0 SP:Iteration 18F (137.991499 sec): 3 clusters Score: Raw -48080.703515 + Penalty 699.631258 = -47381.072257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 23 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.993939 sec): 2 clusters Score: Raw -34073.109605 + Penalty 700.302716 = -33372.806889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.994859 sec): 3 clusters Score: Raw -33968.116085 + Penalty 1401.095161 = -32567.020924 nChanged 100 SP:Iteration 1F (137.995789 sec): 3 clusters Score: Raw -34085.980566 + Penalty 1401.084440 = -32684.896125 nChanged 28 SP:Iteration 2F (137.996691 sec): 3 clusters Score: Raw -34138.686631 + Penalty 1400.542569 = -32738.144062 nChanged 22 SP:Iteration 3F (137.997591 sec): 3 clusters Score: Raw -34172.189682 + Penalty 1400.559992 = -32771.629690 nChanged 13 SP:Iteration 4Q (137.998454 sec): 3 clusters Score: Raw -34195.583402 + Penalty 1400.558140 = -32795.025262 nChanged 9 SP:Iteration 5Q (137.999424 sec): 3 clusters Score: Raw -34204.370398 + Penalty 1400.623384 = -32803.747014 nChanged 9 SP:Iteration 6Q (138.000320 sec): 3 clusters Score: Raw -34211.872963 + Penalty 1400.662597 = -32811.210366 nChanged 7 SP:Iteration 7Q (138.001208 sec): 3 clusters Score: Raw -34219.557247 + Penalty 1400.427201 = -32819.130046 nChanged 7 SP:Iteration 8Q (138.002095 sec): 3 clusters Score: Raw -34232.574102 + Penalty 1400.740556 = -32831.833547 nChanged 2 SP:Iteration 9Q (138.002949 sec): 3 clusters Score: Raw -34235.614269 + Penalty 1400.869311 = -32834.744959 nChanged 3 SP:Iteration 10F (138.003857 sec): 3 clusters Score: Raw -34237.166515 + Penalty 1400.808258 = -32836.358257 nChanged 3 SP:Iteration 11Q (138.004705 sec): 3 clusters Score: Raw -34239.388742 + Penalty 1401.024339 = -32838.364403 nChanged 2 SP:Iteration 12Q (138.005550 sec): 3 clusters Score: Raw -34240.929556 + Penalty 1400.809552 = -32840.120004 nChanged 1 SP:Iteration 13Q (138.006393 sec): 3 clusters Score: Raw -34242.618186 + Penalty 1400.746880 = -32841.871306 nChanged 1 SP:Iteration 14Q (138.007236 sec): 3 clusters Score: Raw -34242.984193 + Penalty 1400.746880 = -32842.237313 nChanged 0 SP:Iteration 15F (138.008132 sec): 3 clusters Score: Raw -34242.984193 + Penalty 1400.746880 = -32842.237313 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 24 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.012971 sec): 2 clusters Score: Raw -103722.400855 + Penalty 591.491524 = -103130.909331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.015376 sec): 3 clusters Score: Raw -103045.621478 + Penalty 1201.258128 = -101844.363350 nChanged 445 SP:Iteration 1F (138.017696 sec): 3 clusters Score: Raw -103465.587959 + Penalty 1233.076373 = -102232.511585 nChanged 178 SP:Iteration 2F (138.020023 sec): 3 clusters Score: Raw -103679.291163 + Penalty 1248.130474 = -102431.160689 nChanged 90 SP:Iteration 3F (138.022325 sec): 3 clusters Score: Raw -103766.547191 + Penalty 1256.402270 = -102510.144920 nChanged 68 SP:Iteration 4F (138.024550 sec): 3 clusters Score: Raw -103830.586757 + Penalty 1261.333531 = -102569.253226 nChanged 42 SP:Iteration 5Q (138.026695 sec): 3 clusters Score: Raw -103860.969838 + Penalty 1261.385436 = -102599.584402 nChanged 26 SP:Iteration 6Q (138.028955 sec): 3 clusters Score: Raw -103878.004183 + Penalty 1264.544195 = -102613.459988 nChanged 25 SP:Iteration 7Q (138.031180 sec): 3 clusters Score: Raw -103888.110752 + Penalty 1267.179535 = -102620.931218 nChanged 10 SP:Iteration 8Q (138.033464 sec): 3 clusters Score: Raw -103891.627794 + Penalty 1271.255100 = -102620.372693 nChanged 8 SP:Iteration 9F (138.035929 sec): 3 clusters Score: Raw -103894.750489 + Penalty 1273.528549 = -102621.221940 nChanged 6 SP:Iteration 10F (138.038195 sec): 3 clusters Score: Raw -103898.305389 + Penalty 1277.145553 = -102621.159836 nChanged 7 SP:Iteration 11F (138.040444 sec): 3 clusters Score: Raw -103901.518580 + Penalty 1279.821931 = -102621.696650 nChanged 6 SP:Iteration 12Q (138.042522 sec): 3 clusters Score: Raw -103906.136461 + Penalty 1281.712234 = -102624.424228 nChanged 4 SP:Iteration 13Q (138.044656 sec): 3 clusters Score: Raw -103908.190380 + Penalty 1282.507733 = -102625.682647 nChanged 1 SP:Iteration 14Q (138.046773 sec): 3 clusters Score: Raw -103908.725003 + Penalty 1284.424113 = -102624.300890 nChanged 3 SP:Iteration 15F (138.049041 sec): 3 clusters Score: Raw -103910.496967 + Penalty 1285.471833 = -102625.025134 nChanged 2 SP:Iteration 16Q (138.051148 sec): 3 clusters Score: Raw -103910.926026 + Penalty 1285.471833 = -102625.454193 nChanged 0 SP:Iteration 17F (138.053577 sec): 3 clusters Score: Raw -103910.926026 + Penalty 1285.471833 = -102625.454193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.056219 sec): 2 clusters Score: Raw -44669.786142 + Penalty 536.810066 = -44132.976076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.057349 sec): 3 clusters Score: Raw -44423.204441 + Penalty 1093.400167 = -43329.804274 nChanged 162 SP:Iteration 1F (138.058464 sec): 3 clusters Score: Raw -44595.193538 + Penalty 1111.402435 = -43483.791103 nChanged 50 SP:Iteration 2F (138.059591 sec): 3 clusters Score: Raw -44666.192440 + Penalty 1122.937827 = -43543.254613 nChanged 26 SP:Iteration 3F (138.060706 sec): 3 clusters Score: Raw -44705.549446 + Penalty 1126.721260 = -43578.828185 nChanged 13 SP:Iteration 4Q (138.061770 sec): 3 clusters Score: Raw -44715.620496 + Penalty 1128.091595 = -43587.528901 nChanged 7 SP:Iteration 5Q (138.062820 sec): 3 clusters Score: Raw -44720.469970 + Penalty 1129.716055 = -43590.753915 nChanged 3 SP:Iteration 6Q (138.063867 sec): 3 clusters Score: Raw -44723.438127 + Penalty 1131.951917 = -43591.486209 nChanged 3 SP:Iteration 7Q (138.064936 sec): 3 clusters Score: Raw -44727.699457 + Penalty 1132.613553 = -43595.085904 nChanged 1 SP:Iteration 8Q (138.066020 sec): 3 clusters Score: Raw -44729.018612 + Penalty 1132.813690 = -43596.204922 nChanged 1 SP:Iteration 9Q (138.067146 sec): 3 clusters Score: Raw -44730.290659 + Penalty 1134.978107 = -43595.312552 nChanged 4 SP:Iteration 10F (138.068333 sec): 3 clusters Score: Raw -44732.032456 + Penalty 1136.019468 = -43596.012988 nChanged 3 SP:Iteration 11Q (138.069421 sec): 3 clusters Score: Raw -44734.387667 + Penalty 1139.055412 = -43595.332255 nChanged 2 SP:Iteration 12F (138.070594 sec): 3 clusters Score: Raw -44734.970796 + Penalty 1139.055412 = -43595.915384 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 28 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.074201 sec): 2 clusters Score: Raw -79493.373395 + Penalty 809.070497 = -78684.302898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.076082 sec): 3 clusters Score: Raw -79131.655719 + Penalty 1617.759264 = -77513.896455 nChanged 278 SP:Iteration 1F (138.077931 sec): 3 clusters Score: Raw -79340.049621 + Penalty 1617.806863 = -77722.242758 nChanged 64 SP:Iteration 2F (138.079679 sec): 3 clusters Score: Raw -79395.815402 + Penalty 1618.674318 = -77777.141084 nChanged 45 SP:Iteration 3F (138.081392 sec): 3 clusters Score: Raw -79441.235186 + Penalty 1622.491352 = -77818.743834 nChanged 51 SP:Iteration 4F (138.083169 sec): 3 clusters Score: Raw -79491.832010 + Penalty 1627.577159 = -77864.254851 nChanged 44 SP:Iteration 5F (138.084915 sec): 3 clusters Score: Raw -79538.755870 + Penalty 1635.103431 = -77903.652440 nChanged 48 SP:Iteration 6F (138.086655 sec): 3 clusters Score: Raw -79601.583133 + Penalty 1644.127502 = -77957.455632 nChanged 46 SP:Iteration 7F (138.088391 sec): 3 clusters Score: Raw -79651.181803 + Penalty 1651.793568 = -77999.388236 nChanged 26 SP:Iteration 8Q (138.090058 sec): 3 clusters Score: Raw -79673.800786 + Penalty 1655.402131 = -78018.398654 nChanged 17 SP:Iteration 9Q (138.091723 sec): 3 clusters Score: Raw -79693.454647 + Penalty 1659.064075 = -78034.390572 nChanged 19 SP:Iteration 10F (138.093425 sec): 3 clusters Score: Raw -79708.050091 + Penalty 1662.260863 = -78045.789228 nChanged 14 SP:Iteration 11Q (138.095114 sec): 3 clusters Score: Raw -79723.317541 + Penalty 1666.002601 = -78057.314940 nChanged 12 SP:Iteration 12Q (138.096802 sec): 3 clusters Score: Raw -79738.879541 + Penalty 1669.047716 = -78069.831825 nChanged 9 SP:Iteration 13Q (138.098462 sec): 3 clusters Score: Raw -79746.054505 + Penalty 1671.274972 = -78074.779533 nChanged 8 SP:Iteration 14Q (138.100269 sec): 3 clusters Score: Raw -79754.432151 + Penalty 1671.975034 = -78082.457117 nChanged 6 SP:Iteration 15Q (138.102003 sec): 3 clusters Score: Raw -79763.543640 + Penalty 1672.238288 = -78091.305352 nChanged 3 SP:Iteration 16Q (138.103631 sec): 3 clusters Score: Raw -79767.084956 + Penalty 1671.836403 = -78095.248552 nChanged 1 SP:Iteration 17Q (138.105225 sec): 3 clusters Score: Raw -79767.893150 + Penalty 1671.836403 = -78096.056746 nChanged 0 SP:Iteration 18F (138.106945 sec): 3 clusters Score: Raw -79767.893150 + Penalty 1671.836403 = -78096.056746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.107665 sec): 2 clusters Score: Raw -2665.264494 + Penalty 108.998444 = -2556.266050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.107954 sec): 3 clusters Score: Raw -2727.208366 + Penalty 217.518248 = -2509.690118 nChanged 5 SP:Iteration 1F (138.108234 sec): 3 clusters Score: Raw -2735.855112 + Penalty 217.622790 = -2518.232322 nChanged 1 SP:Iteration 2Q (138.108503 sec): 3 clusters Score: Raw -2737.459714 + Penalty 217.622790 = -2519.836925 nChanged 0 SP:Iteration 3F (138.108784 sec): 3 clusters Score: Raw -2737.459714 + Penalty 217.622790 = -2519.836925 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 30 (2826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.118427 sec): 2 clusters Score: Raw -237061.487457 + Penalty 476.578096 = -236584.909361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.124100 sec): 3 clusters Score: Raw -235318.523081 + Penalty 956.803591 = -234361.719490 nChanged 1248 SP:Iteration 1F (138.129599 sec): 3 clusters Score: Raw -236187.253698 + Penalty 965.014321 = -235222.239378 nChanged 346 SP:Iteration 2F (138.135439 sec): 3 clusters Score: Raw -236443.525718 + Penalty 975.297300 = -235468.228419 nChanged 207 SP:Iteration 3F (138.141108 sec): 3 clusters Score: Raw -236625.507981 + Penalty 977.895232 = -235647.612749 nChanged 131 SP:Iteration 4Q (138.146586 sec): 3 clusters Score: Raw -236733.276782 + Penalty 980.957403 = -235752.319380 nChanged 91 SP:Iteration 5Q (138.152079 sec): 3 clusters Score: Raw -236806.043431 + Penalty 984.679568 = -235821.363863 nChanged 69 SP:Iteration 6Q (138.157355 sec): 3 clusters Score: Raw -236847.166645 + Penalty 990.560433 = -235856.606212 nChanged 59 SP:Iteration 7Q (138.162533 sec): 3 clusters Score: Raw -236881.629478 + Penalty 1002.017905 = -235879.611574 nChanged 60 SP:Iteration 8Q (138.167922 sec): 3 clusters Score: Raw -236916.710044 + Penalty 1008.985574 = -235907.724469 nChanged 46 SP:Iteration 9Q (138.173311 sec): 3 clusters Score: Raw -236943.038411 + Penalty 1017.654279 = -235925.384132 nChanged 48 SP:Iteration 10F (138.179282 sec): 3 clusters Score: Raw -236981.754615 + Penalty 1028.746972 = -235953.007643 nChanged 42 SP:Iteration 11Q (138.184360 sec): 3 clusters Score: Raw -237012.403258 + Penalty 1035.513031 = -235976.890227 nChanged 38 SP:Iteration 12Q (138.189394 sec): 3 clusters Score: Raw -237037.717038 + Penalty 1041.934066 = -235995.782971 nChanged 34 SP:Iteration 13Q (138.194375 sec): 3 clusters Score: Raw -237060.650647 + Penalty 1042.200059 = -236018.450587 nChanged 33 SP:Iteration 14Q (138.199481 sec): 3 clusters Score: Raw -237090.407936 + Penalty 1039.184856 = -236051.223080 nChanged 28 SP:Iteration 15Q (138.204660 sec): 3 clusters Score: Raw -237107.521828 + Penalty 1041.267876 = -236066.253952 nChanged 20 SP:Iteration 16Q (138.209573 sec): 3 clusters Score: Raw -237117.933992 + Penalty 1042.894823 = -236075.039169 nChanged 6 SP:Iteration 17Q (138.214482 sec): 3 clusters Score: Raw -237121.329263 + Penalty 1037.949515 = -236083.379748 nChanged 6 SP:Iteration 18Q (138.219378 sec): 3 clusters Score: Raw -237124.637885 + Penalty 1038.003332 = -236086.634553 nChanged 2 SP:Iteration 19Q (138.224262 sec): 3 clusters Score: Raw -237125.558644 + Penalty 1040.188239 = -236085.370405 nChanged 4 SP:Iteration 20F (138.230055 sec): 3 clusters Score: Raw -237126.391198 + Penalty 1039.840487 = -236086.550712 nChanged 1 SP:Iteration 21Q (138.235118 sec): 3 clusters Score: Raw -237126.659167 + Penalty 1040.005474 = -236086.653693 nChanged 4 SP:Iteration 22Q (138.240085 sec): 3 clusters Score: Raw -237127.379976 + Penalty 1037.784766 = -236089.595210 nChanged 2 SP:Iteration 23Q (138.244975 sec): 3 clusters Score: Raw -237129.085924 + Penalty 1034.049420 = -236095.036504 nChanged 4 SP:Iteration 24Q (138.249889 sec): 3 clusters Score: Raw -237130.244970 + Penalty 1032.927297 = -236097.317673 nChanged 2 SP:Iteration 25Q (138.254849 sec): 3 clusters Score: Raw -237130.355507 + Penalty 1032.927297 = -236097.428211 nChanged 0 SP:Iteration 26F (138.260515 sec): 3 clusters Score: Raw -237130.355507 + Penalty 1032.927297 = -236097.428211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 35 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.263665 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.264524 sec): 3 clusters Score: Raw -29016.995105 + Penalty 102.585884 = -28914.409221 nChanged 156 SP:Iteration 1F (138.265358 sec): 3 clusters Score: Raw -29121.148689 + Penalty 102.277455 = -29018.871234 nChanged 67 SP:Iteration 2F (138.266180 sec): 3 clusters Score: Raw -29175.415807 + Penalty 104.878919 = -29070.536888 nChanged 21 SP:Iteration 3F (138.267099 sec): 3 clusters Score: Raw -29184.241382 + Penalty 106.983525 = -29077.257857 nChanged 17 SP:Iteration 4Q (138.267951 sec): 3 clusters Score: Raw -29187.208963 + Penalty 108.698759 = -29078.510204 nChanged 20 SP:Iteration 5F (138.268798 sec): 3 clusters Score: Raw -29196.752606 + Penalty 99.131601 = -29097.621005 nChanged 33 SP:Iteration 6F (138.269643 sec): 3 clusters Score: Raw -29244.447250 + Penalty 49.819095 = -29194.628155 nChanged 10 SP:Iteration 7Q (138.270302 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 SP:Iteration 8F (138.270954 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 36 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.274659 sec): 2 clusters Score: Raw -102050.336668 + Penalty 562.365287 = -101487.971381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.277051 sec): 3 clusters Score: Raw -101461.320149 + Penalty 1128.540061 = -100332.780089 nChanged 423 SP:Iteration 1F (138.279529 sec): 3 clusters Score: Raw -101778.072942 + Penalty 1136.171940 = -100641.901002 nChanged 120 SP:Iteration 2F (138.281903 sec): 3 clusters Score: Raw -101878.490775 + Penalty 1149.948243 = -100728.542531 nChanged 83 SP:Iteration 3F (138.284206 sec): 3 clusters Score: Raw -101952.484807 + Penalty 1166.811625 = -100785.673181 nChanged 64 SP:Iteration 4F (138.286448 sec): 3 clusters Score: Raw -102009.521219 + Penalty 1183.291932 = -100826.229287 nChanged 52 SP:Iteration 5Q (138.288653 sec): 3 clusters Score: Raw -102045.662958 + Penalty 1195.688066 = -100849.974892 nChanged 38 SP:Iteration 6Q (138.290828 sec): 3 clusters Score: Raw -102070.396221 + Penalty 1205.346337 = -100865.049883 nChanged 30 SP:Iteration 7Q (138.292995 sec): 3 clusters Score: Raw -102085.307195 + Penalty 1211.671301 = -100873.635894 nChanged 15 SP:Iteration 8Q (138.295126 sec): 3 clusters Score: Raw -102094.960638 + Penalty 1215.454362 = -100879.506276 nChanged 16 SP:Iteration 9Q (138.297237 sec): 3 clusters Score: Raw -102108.442756 + Penalty 1221.039758 = -100887.402998 nChanged 15 SP:Iteration 10F (138.299452 sec): 3 clusters Score: Raw -102116.288322 + Penalty 1227.805578 = -100888.482744 nChanged 13 SP:Iteration 11Q (138.301713 sec): 3 clusters Score: Raw -102122.452595 + Penalty 1233.259448 = -100889.193147 nChanged 12 SP:Iteration 12Q (138.303926 sec): 3 clusters Score: Raw -102128.162650 + Penalty 1237.701695 = -100890.460954 nChanged 6 SP:Iteration 13Q (138.305997 sec): 3 clusters Score: Raw -102130.866472 + Penalty 1241.797357 = -100889.069115 nChanged 8 SP:Iteration 14F (138.308179 sec): 3 clusters Score: Raw -102136.781258 + Penalty 1243.370269 = -100893.410989 nChanged 3 SP:Iteration 15Q (138.310214 sec): 3 clusters Score: Raw -102137.789567 + Penalty 1244.966900 = -100892.822668 nChanged 2 SP:Iteration 16F (138.312392 sec): 3 clusters Score: Raw -102138.083385 + Penalty 1244.966900 = -100893.116485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.314114 sec): 2 clusters Score: Raw -33703.097091 + Penalty 681.885342 = -33021.211749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.315096 sec): 3 clusters Score: Raw -33569.815305 + Penalty 1364.235656 = -32205.579650 nChanged 111 SP:Iteration 1F (138.316090 sec): 3 clusters Score: Raw -33717.617066 + Penalty 1363.474606 = -32354.142460 nChanged 39 SP:Iteration 2F (138.317100 sec): 3 clusters Score: Raw -33766.220671 + Penalty 1362.444835 = -32403.775836 nChanged 16 SP:Iteration 3Q (138.318073 sec): 3 clusters Score: Raw -33796.454892 + Penalty 1360.557117 = -32435.897774 nChanged 12 SP:Iteration 4Q (138.319016 sec): 3 clusters Score: Raw -33817.430505 + Penalty 1360.496178 = -32456.934327 nChanged 12 SP:Iteration 5Q (138.319951 sec): 3 clusters Score: Raw -33829.351765 + Penalty 1359.962591 = -32469.389174 nChanged 6 SP:Iteration 6Q (138.320881 sec): 3 clusters Score: Raw -33836.142807 + Penalty 1359.571455 = -32476.571352 nChanged 4 SP:Iteration 7Q (138.321806 sec): 3 clusters Score: Raw -33843.213761 + Penalty 1359.929387 = -32483.284374 nChanged 4 SP:Iteration 8Q (138.322729 sec): 3 clusters Score: Raw -33847.446034 + Penalty 1358.958788 = -32488.487246 nChanged 2 SP:Iteration 9Q (138.323682 sec): 3 clusters Score: Raw -33850.427059 + Penalty 1358.616334 = -32491.810725 nChanged 1 SP:Iteration 10F (138.324646 sec): 3 clusters Score: Raw -33851.245883 + Penalty 1358.447535 = -32492.798348 nChanged 1 SP:Iteration 11Q (138.325571 sec): 3 clusters Score: Raw -33852.114182 + Penalty 1358.447535 = -32493.666648 nChanged 0 SP:Iteration 12F (138.326535 sec): 3 clusters Score: Raw -33852.114182 + Penalty 1358.447535 = -32493.666648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.328072 sec): 2 clusters Score: Raw -31894.933791 + Penalty 239.593500 = -31655.340291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.329051 sec): 3 clusters Score: Raw -31689.780455 + Penalty 478.517466 = -31211.262989 nChanged 140 SP:Iteration 1F (138.329990 sec): 3 clusters Score: Raw -31791.107040 + Penalty 481.209177 = -31309.897863 nChanged 45 SP:Iteration 2F (138.330919 sec): 3 clusters Score: Raw -31826.938593 + Penalty 488.849180 = -31338.089413 nChanged 29 SP:Iteration 3F (138.331839 sec): 3 clusters Score: Raw -31849.459822 + Penalty 501.306902 = -31348.152920 nChanged 22 SP:Iteration 4F (138.332757 sec): 3 clusters Score: Raw -31868.325587 + Penalty 511.173035 = -31357.152553 nChanged 20 SP:Iteration 5Q (138.333750 sec): 3 clusters Score: Raw -31890.405486 + Penalty 522.070783 = -31368.334703 nChanged 16 SP:Iteration 6Q (138.334670 sec): 3 clusters Score: Raw -31907.734468 + Penalty 531.161773 = -31376.572695 nChanged 8 SP:Iteration 7Q (138.335545 sec): 3 clusters Score: Raw -31914.465326 + Penalty 539.283664 = -31375.181662 nChanged 7 SP:Iteration 8F (138.336447 sec): 3 clusters Score: Raw -31923.212724 + Penalty 552.168390 = -31371.044333 nChanged 6 SP:Iteration 9F (138.337347 sec): 3 clusters Score: Raw -31929.031049 + Penalty 572.072524 = -31356.958525 nChanged 8 SP:Iteration 10F (138.338245 sec): 3 clusters Score: Raw -31937.015416 + Penalty 587.096704 = -31349.918712 nChanged 4 SP:Iteration 11F (138.339167 sec): 3 clusters Score: Raw -31939.397562 + Penalty 587.201692 = -31352.195870 nChanged 1 SP:Iteration 12Q (138.340038 sec): 3 clusters Score: Raw -31940.921416 + Penalty 587.201692 = -31353.719724 nChanged 0 SP:Iteration 13F (138.340937 sec): 3 clusters Score: Raw -31940.921416 + Penalty 587.201692 = -31353.719724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 40 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.342859 sec): 2 clusters Score: Raw -45495.040887 + Penalty 955.165648 = -44539.875239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.344057 sec): 3 clusters Score: Raw -45363.354905 + Penalty 1910.396662 = -43452.958243 nChanged 110 SP:Iteration 1F (138.345212 sec): 3 clusters Score: Raw -45489.908177 + Penalty 1911.005613 = -43578.902564 nChanged 37 SP:Iteration 2F (138.346342 sec): 3 clusters Score: Raw -45536.488693 + Penalty 1911.423372 = -43625.065322 nChanged 24 SP:Iteration 3Q (138.347467 sec): 3 clusters Score: Raw -45571.149246 + Penalty 1911.747720 = -43659.401525 nChanged 13 SP:Iteration 4Q (138.348586 sec): 3 clusters Score: Raw -45585.026713 + Penalty 1911.840117 = -43673.186596 nChanged 5 SP:Iteration 5Q (138.349798 sec): 3 clusters Score: Raw -45591.832400 + Penalty 1911.683156 = -43680.149244 nChanged 4 SP:Iteration 6Q (138.350993 sec): 3 clusters Score: Raw -45597.625562 + Penalty 1911.638727 = -43685.986835 nChanged 3 SP:Iteration 7Q (138.352165 sec): 3 clusters Score: Raw -45600.885181 + Penalty 1911.638727 = -43689.246454 nChanged 2 SP:Iteration 8Q (138.353329 sec): 3 clusters Score: Raw -45602.587774 + Penalty 1911.612241 = -43690.975533 nChanged 1 SP:Iteration 9Q (138.354493 sec): 3 clusters Score: Raw -45603.231629 + Penalty 1911.612241 = -43691.619388 nChanged 0 SP:Iteration 10F (138.355660 sec): 3 clusters Score: Raw -45603.231629 + Penalty 1911.612241 = -43691.619388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.357307 sec): 2 clusters Score: Raw -36577.640829 + Penalty 254.260953 = -36323.379875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.358335 sec): 3 clusters Score: Raw -36332.734006 + Penalty 508.287070 = -35824.446936 nChanged 171 SP:Iteration 1F (138.359344 sec): 3 clusters Score: Raw -36425.536647 + Penalty 508.240736 = -35917.295911 nChanged 53 SP:Iteration 2F (138.360342 sec): 3 clusters Score: Raw -36462.091942 + Penalty 509.279570 = -35952.812372 nChanged 40 SP:Iteration 3F (138.361330 sec): 3 clusters Score: Raw -36488.695530 + Penalty 517.845917 = -35970.849612 nChanged 31 SP:Iteration 4F (138.362315 sec): 3 clusters Score: Raw -36513.206082 + Penalty 537.956838 = -35975.249244 nChanged 31 SP:Iteration 5F (138.363289 sec): 3 clusters Score: Raw -36542.687989 + Penalty 580.417146 = -35962.270843 nChanged 28 SP:Iteration 6F (138.364255 sec): 3 clusters Score: Raw -36575.811217 + Penalty 620.254791 = -35955.556426 nChanged 16 SP:Iteration 7F (138.365217 sec): 3 clusters Score: Raw -36593.622539 + Penalty 652.618569 = -35941.003970 nChanged 11 SP:Iteration 8F (138.366175 sec): 3 clusters Score: Raw -36606.701417 + Penalty 691.794274 = -35914.907143 nChanged 7 SP:Iteration 9F (138.367232 sec): 3 clusters Score: Raw -36616.936995 + Penalty 703.909153 = -35913.027842 nChanged 2 SP:Iteration 10F (138.368234 sec): 3 clusters Score: Raw -36619.656360 + Penalty 703.909153 = -35915.747206 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 49 (896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.371290 sec): 2 clusters Score: Raw -73172.801406 + Penalty 334.902922 = -72837.898483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.373195 sec): 3 clusters Score: Raw -72696.551120 + Penalty 679.822545 = -72016.728575 nChanged 349 SP:Iteration 1F (138.375032 sec): 3 clusters Score: Raw -72996.142218 + Penalty 699.505214 = -72296.637004 nChanged 115 SP:Iteration 2F (138.376852 sec): 3 clusters Score: Raw -73089.661559 + Penalty 717.844243 = -72371.817316 nChanged 54 SP:Iteration 3F (138.378622 sec): 3 clusters Score: Raw -73141.208556 + Penalty 731.502553 = -72409.706002 nChanged 35 SP:Iteration 4Q (138.380485 sec): 3 clusters Score: Raw -73182.187998 + Penalty 739.596545 = -72442.591453 nChanged 18 SP:Iteration 5Q (138.382335 sec): 3 clusters Score: Raw -73211.021369 + Penalty 744.331240 = -72466.690129 nChanged 11 SP:Iteration 6Q (138.384134 sec): 3 clusters Score: Raw -73221.775258 + Penalty 746.387673 = -72475.387586 nChanged 6 SP:Iteration 7Q (138.385837 sec): 3 clusters Score: Raw -73229.308128 + Penalty 750.503130 = -72478.804997 nChanged 5 SP:Iteration 8Q (138.387452 sec): 3 clusters Score: Raw -73234.536689 + Penalty 752.369404 = -72482.167285 nChanged 2 SP:Iteration 9Q (138.389037 sec): 3 clusters Score: Raw -73236.440589 + Penalty 754.582167 = -72481.858421 nChanged 3 SP:Iteration 10F (138.390773 sec): 3 clusters Score: Raw -73238.465566 + Penalty 758.028886 = -72480.436680 nChanged 3 SP:Iteration 11F (138.392510 sec): 3 clusters Score: Raw -73241.555850 + Penalty 758.028886 = -72483.526964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 51 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.394033 sec): 2 clusters Score: Raw -29799.471185 + Penalty 866.753302 = -28932.717883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.394912 sec): 3 clusters Score: Raw -29740.113989 + Penalty 1734.288130 = -28005.825860 nChanged 69 SP:Iteration 1F (138.395803 sec): 3 clusters Score: Raw -29838.484924 + Penalty 1733.854417 = -28104.630507 nChanged 19 SP:Iteration 2F (138.396671 sec): 3 clusters Score: Raw -29872.982735 + Penalty 1734.491514 = -28138.491222 nChanged 14 SP:Iteration 3Q (138.397550 sec): 3 clusters Score: Raw -29894.677192 + Penalty 1734.725801 = -28159.951390 nChanged 3 SP:Iteration 4Q (138.398394 sec): 3 clusters Score: Raw -29898.736911 + Penalty 1734.904297 = -28163.832613 nChanged 1 SP:Iteration 5Q (138.399239 sec): 3 clusters Score: Raw -29899.921913 + Penalty 1734.904297 = -28165.017615 nChanged 0 SP:Iteration 6F (138.400189 sec): 3 clusters Score: Raw -29899.921913 + Penalty 1734.904297 = -28165.017615 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 59 (1637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.405825 sec): 2 clusters Score: Raw -149538.544455 + Penalty 534.948950 = -149003.595505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.409077 sec): 3 clusters Score: Raw -148639.550689 + Penalty 1078.991528 = -147560.559161 nChanged 650 SP:Iteration 1F (138.412296 sec): 3 clusters Score: Raw -149056.625913 + Penalty 1091.931123 = -147964.694791 nChanged 164 SP:Iteration 2F (138.415532 sec): 3 clusters Score: Raw -149165.509826 + Penalty 1108.506544 = -148057.003282 nChanged 113 SP:Iteration 3F (138.418925 sec): 3 clusters Score: Raw -149249.957737 + Penalty 1132.975940 = -148116.981797 nChanged 95 SP:Iteration 4F (138.422280 sec): 3 clusters Score: Raw -149340.064144 + Penalty 1163.615283 = -148176.448861 nChanged 83 SP:Iteration 5F (138.425570 sec): 3 clusters Score: Raw -149443.269194 + Penalty 1185.216164 = -148258.053030 nChanged 60 SP:Iteration 6Q (138.428880 sec): 3 clusters Score: Raw -149520.649127 + Penalty 1199.110649 = -148321.538478 nChanged 31 SP:Iteration 7Q (138.432062 sec): 3 clusters Score: Raw -149552.905652 + Penalty 1211.340316 = -148341.565335 nChanged 23 SP:Iteration 8Q (138.435360 sec): 3 clusters Score: Raw -149569.850435 + Penalty 1219.112841 = -148350.737594 nChanged 15 SP:Iteration 9Q (138.438677 sec): 3 clusters Score: Raw -149576.741425 + Penalty 1225.342066 = -148351.399359 nChanged 9 SP:Iteration 10F (138.442050 sec): 3 clusters Score: Raw -149580.349729 + Penalty 1231.989479 = -148348.360251 nChanged 12 SP:Iteration 11F (138.445459 sec): 3 clusters Score: Raw -149586.574011 + Penalty 1242.436304 = -148344.137707 nChanged 12 SP:Iteration 12F (138.448842 sec): 3 clusters Score: Raw -149593.677755 + Penalty 1249.378230 = -148344.299525 nChanged 8 SP:Iteration 13Q (138.451970 sec): 3 clusters Score: Raw -149601.145849 + Penalty 1255.866549 = -148345.279299 nChanged 8 SP:Iteration 14Q (138.455117 sec): 3 clusters Score: Raw -149606.979890 + Penalty 1260.166421 = -148346.813469 nChanged 6 SP:Iteration 15Q (138.458123 sec): 3 clusters Score: Raw -149610.839534 + Penalty 1265.094889 = -148345.744645 nChanged 5 SP:Iteration 16F (138.461456 sec): 3 clusters Score: Raw -149613.029273 + Penalty 1266.798197 = -148346.231076 nChanged 2 SP:Iteration 17Q (138.464388 sec): 3 clusters Score: Raw -149613.922896 + Penalty 1268.417339 = -148345.505557 nChanged 2 SP:Iteration 18F (138.467933 sec): 3 clusters Score: Raw -149614.597435 + Penalty 1269.434898 = -148345.162536 nChanged 1 SP:Iteration 19F (138.471473 sec): 3 clusters Score: Raw -149614.553199 + Penalty 1269.434898 = -148345.118301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.474253 sec): 2 clusters Score: Raw -18828.716228 + Penalty 662.832628 = -18165.883600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.474869 sec): 3 clusters Score: Raw -18817.334188 + Penalty 1326.827130 = -17490.507058 nChanged 37 SP:Iteration 1F (138.475469 sec): 3 clusters Score: Raw -18884.554005 + Penalty 1324.193776 = -17560.360229 nChanged 8 SP:Iteration 2Q (138.476053 sec): 3 clusters Score: Raw -18910.454860 + Penalty 1324.262386 = -17586.192475 nChanged 7 SP:Iteration 3Q (138.476636 sec): 3 clusters Score: Raw -18930.315366 + Penalty 1324.603877 = -17605.711488 nChanged 5 SP:Iteration 4Q (138.477276 sec): 3 clusters Score: Raw -18948.202155 + Penalty 1323.517445 = -17624.684710 nChanged 4 SP:Iteration 5Q (138.477857 sec): 3 clusters Score: Raw -18955.925882 + Penalty 1325.343396 = -17630.582487 nChanged 4 SP:Iteration 6Q (138.478428 sec): 3 clusters Score: Raw -18959.627728 + Penalty 1325.186498 = -17634.441229 nChanged 1 SP:Iteration 7Q (138.478999 sec): 3 clusters Score: Raw -18960.270136 + Penalty 1325.186498 = -17635.083638 nChanged 0 SP:Iteration 8F (138.479592 sec): 3 clusters Score: Raw -18960.270136 + Penalty 1325.186498 = -17635.083638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 67 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.480830 sec): 2 clusters Score: Raw -22258.239296 + Penalty 402.760768 = -21855.478528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.481576 sec): 3 clusters Score: Raw -22140.193865 + Penalty 795.068532 = -21345.125333 nChanged 76 SP:Iteration 1F (138.482320 sec): 3 clusters Score: Raw -22193.611337 + Penalty 785.716907 = -21407.894430 nChanged 25 SP:Iteration 2F (138.483096 sec): 3 clusters Score: Raw -22230.263712 + Penalty 783.022799 = -21447.240913 nChanged 16 SP:Iteration 3F (138.483880 sec): 3 clusters Score: Raw -22256.566845 + Penalty 782.198281 = -21474.368564 nChanged 9 SP:Iteration 4Q (138.484639 sec): 3 clusters Score: Raw -22274.070616 + Penalty 787.821624 = -21486.248992 nChanged 15 SP:Iteration 5F (138.485409 sec): 3 clusters Score: Raw -22298.174524 + Penalty 795.446091 = -21502.728433 nChanged 12 SP:Iteration 6Q (138.486151 sec): 3 clusters Score: Raw -22313.966356 + Penalty 803.395837 = -21510.570519 nChanged 7 SP:Iteration 7Q (138.486878 sec): 3 clusters Score: Raw -22324.445075 + Penalty 805.882383 = -21518.562692 nChanged 5 SP:Iteration 8Q (138.487601 sec): 3 clusters Score: Raw -22333.083493 + Penalty 805.939602 = -21527.143891 nChanged 2 SP:Iteration 9Q (138.488319 sec): 3 clusters Score: Raw -22336.150671 + Penalty 804.885476 = -21531.265195 nChanged 2 SP:Iteration 10F (138.489070 sec): 3 clusters Score: Raw -22347.399154 + Penalty 807.392823 = -21540.006331 nChanged 1 SP:Iteration 11Q (138.489759 sec): 3 clusters Score: Raw -22348.228252 + Penalty 807.392823 = -21540.835429 nChanged 0 SP:Iteration 12F (138.490500 sec): 3 clusters Score: Raw -22348.228252 + Penalty 807.392823 = -21540.835429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 68 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.491126 sec): 2 clusters Score: Raw -3717.631607 + Penalty 46.454534 = -3671.177073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.491436 sec): 3 clusters Score: Raw -3737.167204 + Penalty 115.005336 = -3622.161868 nChanged 15 SP:Iteration 1F (138.491742 sec): 3 clusters Score: Raw -3761.904801 + Penalty 163.014992 = -3598.889810 nChanged 6 SP:Iteration 2F (138.492045 sec): 3 clusters Score: Raw -3777.579807 + Penalty 205.834287 = -3571.745519 nChanged 2 SP:Iteration 3F (138.492351 sec): 3 clusters Score: Raw -3787.904392 + Penalty 205.834287 = -3582.070104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.492822 sec): 2 clusters Score: Raw -281.762499 + Penalty 22.527283 = -259.235216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.493015 sec): 3 clusters Score: Raw -303.478096 + Penalty 45.054567 = -258.423529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 107 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.494631 sec): 2 clusters Score: Raw -34494.431540 + Penalty 414.548798 = -34079.882742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.495616 sec): 3 clusters Score: Raw -34310.566237 + Penalty 825.618697 = -33484.947540 nChanged 129 SP:Iteration 1F (138.496597 sec): 3 clusters Score: Raw -34416.974557 + Penalty 827.013472 = -33589.961085 nChanged 41 SP:Iteration 2F (138.497541 sec): 3 clusters Score: Raw -34453.519219 + Penalty 827.066782 = -33626.452436 nChanged 17 SP:Iteration 3Q (138.498479 sec): 3 clusters Score: Raw -34463.287927 + Penalty 827.424044 = -33635.863882 nChanged 10 SP:Iteration 4Q (138.499417 sec): 3 clusters Score: Raw -34468.143215 + Penalty 828.160322 = -33639.982893 nChanged 4 SP:Iteration 5Q (138.500452 sec): 3 clusters Score: Raw -34469.628670 + Penalty 829.757393 = -33639.871277 nChanged 3 SP:Iteration 6F (138.501454 sec): 3 clusters Score: Raw -34470.087219 + Penalty 830.397950 = -33639.689269 nChanged 4 SP:Iteration 7F (138.502434 sec): 3 clusters Score: Raw -34472.339152 + Penalty 831.166267 = -33641.172885 nChanged 4 SP:Iteration 8Q (138.503406 sec): 3 clusters Score: Raw -34473.571185 + Penalty 831.518799 = -33642.052386 nChanged 1 SP:Iteration 9Q (138.504379 sec): 3 clusters Score: Raw -34474.472915 + Penalty 831.518799 = -33642.954117 nChanged 0 SP:Iteration 10F (138.505319 sec): 3 clusters Score: Raw -34474.472915 + Penalty 831.518799 = -33642.954117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.505834 sec): 2 clusters Score: Raw -408.070521 + Penalty 48.357038 = -359.713483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.506045 sec): 3 clusters Score: Raw -432.924469 + Penalty 96.714075 = -336.210394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 151 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.506542 sec): 2 clusters Score: Raw -733.989728 + Penalty 77.366341 = -656.623387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.506760 sec): 3 clusters Score: Raw -785.308911 + Penalty 220.285143 = -565.023768 nChanged 0 Iteration 234F (139.320223 sec): 39 clusters Score: Raw -3402031.162015 + Penalty 28801.015097 = -3373230.146917 nChanged 1 Iteration 235F (140.110723 sec): 39 clusters Score: Raw -3402077.294771 + Penalty 28803.890881 = -3373273.403890 nChanged 1 Iteration 236Q (140.258297 sec): 39 clusters Score: Raw -3402123.484787 + Penalty 28804.431503 = -3373319.053284 nChanged 1 Iteration 237Q (140.405343 sec): 39 clusters Score: Raw -3402136.936577 + Penalty 28804.431503 = -3373332.505075 nChanged 0 Iteration 238F (141.198106 sec): 39 clusters Score: Raw -3402154.221201 + Penalty 28809.508802 = -3373344.712398 nChanged 1 Iteration 239Q (141.344636 sec): 39 clusters Score: Raw -3402183.743950 + Penalty 28822.180990 = -3373361.562959 nChanged 1 Iteration 240F (142.129463 sec): 39 clusters Score: Raw -3402185.261791 + Penalty 28822.180990 = -3373363.080801 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3402185.261791 + Penalty 28822.180990 = -3373363.080801Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 1 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.264702 sec): 2 clusters Score: Raw -1011.408843 + Penalty 91.909640 = -919.499203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.264960 sec): 3 clusters Score: Raw -1066.718962 + Penalty 178.389513 = -888.329448 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 3 (1497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.270759 sec): 2 clusters Score: Raw -131981.132306 + Penalty 414.778049 = -131566.354257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.273801 sec): 3 clusters Score: Raw -131134.504406 + Penalty 826.854229 = -130307.650176 nChanged 632 SP:Iteration 1F (142.276722 sec): 3 clusters Score: Raw -131463.516611 + Penalty 825.353181 = -130638.163430 nChanged 130 SP:Iteration 2F (142.279526 sec): 3 clusters Score: Raw -131536.922639 + Penalty 825.201886 = -130711.720753 nChanged 108 SP:Iteration 3F (142.282319 sec): 3 clusters Score: Raw -131609.463031 + Penalty 826.512059 = -130782.950972 nChanged 80 SP:Iteration 4F (142.285045 sec): 3 clusters Score: Raw -131666.496142 + Penalty 827.495538 = -130839.000604 nChanged 74 SP:Iteration 5Q (142.287758 sec): 3 clusters Score: Raw -131729.279636 + Penalty 832.615782 = -130896.663854 nChanged 77 SP:Iteration 6F (142.290500 sec): 3 clusters Score: Raw -131783.637499 + Penalty 840.304793 = -130943.332706 nChanged 63 SP:Iteration 7Q (142.293170 sec): 3 clusters Score: Raw -131832.049821 + Penalty 847.675504 = -130984.374317 nChanged 64 SP:Iteration 8Q (142.295808 sec): 3 clusters Score: Raw -131875.876914 + Penalty 853.819233 = -131022.057680 nChanged 39 SP:Iteration 9Q (142.298399 sec): 3 clusters Score: Raw -131903.736981 + Penalty 861.568391 = -131042.168589 nChanged 43 SP:Iteration 10F (142.301135 sec): 3 clusters Score: Raw -131939.755469 + Penalty 877.904651 = -131061.850818 nChanged 30 SP:Iteration 11Q (142.303592 sec): 3 clusters Score: Raw -131964.417014 + Penalty 887.887556 = -131076.529458 nChanged 13 SP:Iteration 12Q (142.306201 sec): 3 clusters Score: Raw -131973.896256 + Penalty 894.468867 = -131079.427389 nChanged 8 SP:Iteration 13Q (142.308675 sec): 3 clusters Score: Raw -131977.930796 + Penalty 903.122287 = -131074.808509 nChanged 5 SP:Iteration 14F (142.311406 sec): 3 clusters Score: Raw -131982.079626 + Penalty 907.549543 = -131074.530083 nChanged 3 SP:Iteration 15F (142.314132 sec): 3 clusters Score: Raw -131983.150794 + Penalty 915.887281 = -131067.263513 nChanged 4 SP:Iteration 16F (142.316884 sec): 3 clusters Score: Raw -131983.337315 + Penalty 914.831526 = -131068.505789 nChanged 2 SP:Iteration 17Q (142.319184 sec): 3 clusters Score: Raw -131984.047073 + Penalty 914.831526 = -131069.215548 nChanged 0 SP:Iteration 18F (142.321938 sec): 3 clusters Score: Raw -131984.047073 + Penalty 914.831526 = -131069.215548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.323102 sec): 2 clusters Score: Raw -15752.496694 + Penalty 460.327618 = -15292.169075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.323726 sec): 3 clusters Score: Raw -15721.319261 + Penalty 910.980976 = -14810.338286 nChanged 46 SP:Iteration 1F (142.324303 sec): 3 clusters Score: Raw -15809.394121 + Penalty 908.515868 = -14900.878253 nChanged 16 SP:Iteration 2F (142.324875 sec): 3 clusters Score: Raw -15836.025485 + Penalty 905.471417 = -14930.554068 nChanged 5 SP:Iteration 3Q (142.325427 sec): 3 clusters Score: Raw -15844.320500 + Penalty 902.184564 = -14942.135936 nChanged 2 SP:Iteration 4Q (142.325974 sec): 3 clusters Score: Raw -15847.029889 + Penalty 902.184564 = -14944.845325 nChanged 0 SP:Iteration 5F (142.326542 sec): 3 clusters Score: Raw -15847.029889 + Penalty 902.184564 = -14944.845325 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 6 (1677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.332180 sec): 2 clusters Score: Raw -137580.177796 + Penalty 167.100903 = -137413.076893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.335453 sec): 3 clusters Score: Raw -136516.717645 + Penalty 333.815755 = -136182.901890 nChanged 754 SP:Iteration 1F (142.338692 sec): 3 clusters Score: Raw -137037.636298 + Penalty 333.334419 = -136704.301879 nChanged 165 SP:Iteration 2F (142.342093 sec): 3 clusters Score: Raw -137105.727832 + Penalty 333.067349 = -136772.660483 nChanged 98 SP:Iteration 3F (142.345197 sec): 3 clusters Score: Raw -137153.735284 + Penalty 332.765421 = -136820.969863 nChanged 69 SP:Iteration 4Q (142.348307 sec): 3 clusters Score: Raw -137206.524588 + Penalty 331.170132 = -136875.354457 nChanged 77 SP:Iteration 5Q (142.351439 sec): 3 clusters Score: Raw -137276.603692 + Penalty 330.150966 = -136946.452726 nChanged 64 SP:Iteration 6Q (142.354609 sec): 3 clusters Score: Raw -137334.580916 + Penalty 329.392589 = -137005.188327 nChanged 57 SP:Iteration 7Q (142.357778 sec): 3 clusters Score: Raw -137377.769254 + Penalty 327.820085 = -137049.949169 nChanged 49 SP:Iteration 8Q (142.360852 sec): 3 clusters Score: Raw -137406.046593 + Penalty 326.404921 = -137079.641671 nChanged 49 SP:Iteration 9Q (142.363881 sec): 3 clusters Score: Raw -137430.334639 + Penalty 322.805130 = -137107.529508 nChanged 48 SP:Iteration 10F (142.367302 sec): 3 clusters Score: Raw -137454.463023 + Penalty 320.512867 = -137133.950156 nChanged 46 SP:Iteration 11Q (142.370407 sec): 3 clusters Score: Raw -137478.814199 + Penalty 320.599073 = -137158.215126 nChanged 38 SP:Iteration 12Q (142.373461 sec): 3 clusters Score: Raw -137496.875932 + Penalty 317.737706 = -137179.138226 nChanged 38 SP:Iteration 13Q (142.376528 sec): 3 clusters Score: Raw -137517.450792 + Penalty 318.208974 = -137199.241818 nChanged 45 SP:Iteration 14Q (142.379417 sec): 3 clusters Score: Raw -137548.280670 + Penalty 310.485738 = -137237.794932 nChanged 37 SP:Iteration 15Q (142.382146 sec): 3 clusters Score: Raw -137573.465713 + Penalty 310.514525 = -137262.951188 nChanged 25 SP:Iteration 16Q (142.384836 sec): 3 clusters Score: Raw -137587.670201 + Penalty 311.448448 = -137276.221752 nChanged 19 SP:Iteration 17Q (142.387544 sec): 3 clusters Score: Raw -137596.354007 + Penalty 319.176015 = -137277.177992 nChanged 8 SP:Iteration 18Q (142.390239 sec): 3 clusters Score: Raw -137599.928517 + Penalty 323.746587 = -137276.181930 nChanged 10 SP:Iteration 19F (142.393302 sec): 3 clusters Score: Raw -137603.124531 + Penalty 332.426857 = -137270.697675 nChanged 7 SP:Iteration 20F (142.396357 sec): 3 clusters Score: Raw -137605.854283 + Penalty 341.750315 = -137264.103968 nChanged 8 SP:Iteration 21F (142.399414 sec): 3 clusters Score: Raw -137608.094649 + Penalty 339.378958 = -137268.715691 nChanged 1 SP:Iteration 22Q (142.401997 sec): 3 clusters Score: Raw -137608.254680 + Penalty 339.378958 = -137268.875722 nChanged 0 SP:Iteration 23F (142.405054 sec): 3 clusters Score: Raw -137608.254680 + Penalty 339.378958 = -137268.875722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 7 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.405862 sec): 2 clusters Score: Raw -2990.591483 + Penalty 76.958334 = -2913.633149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.406168 sec): 3 clusters Score: Raw -3077.807229 + Penalty 309.936838 = -2767.870391 nChanged 13 SP:Iteration 1F (142.406471 sec): 3 clusters Score: Raw -3129.995767 + Penalty 309.936838 = -2820.058929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 9 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.406951 sec): 2 clusters Score: Raw -285.338137 + Penalty 27.001872 = -258.336265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.407138 sec): 2 clusters Score: Raw -285.338137 + Penalty 27.001872 = -258.336265 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 10 (16044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.480362 sec): 2 clusters Score: Raw -1267670.934096 + Penalty 219.144558 = -1267451.789538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.510984 sec): 3 clusters Score: Raw -1256861.142109 + Penalty 436.534437 = -1256424.607672 nChanged 7635 SP:Iteration 1F (142.540691 sec): 3 clusters Score: Raw -1260443.847734 + Penalty 427.693755 = -1260016.153979 nChanged 2447 SP:Iteration 2F (142.570844 sec): 3 clusters Score: Raw -1263057.394626 + Penalty 399.944284 = -1262657.450342 nChanged 1546 SP:Iteration 3F (142.600519 sec): 3 clusters Score: Raw -1264988.894843 + Penalty 352.249756 = -1264636.645087 nChanged 1090 SP:Iteration 4F (142.630201 sec): 3 clusters Score: Raw -1266352.172720 + Penalty 310.235897 = -1266041.936822 nChanged 653 SP:Iteration 5Q (142.655126 sec): 3 clusters Score: Raw -1267127.735050 + Penalty 297.537972 = -1266830.197078 nChanged 283 SP:Iteration 6Q (142.679253 sec): 3 clusters Score: Raw -1267354.950016 + Penalty 291.812097 = -1267063.137918 nChanged 173 SP:Iteration 7Q (142.703162 sec): 3 clusters Score: Raw -1267476.904513 + Penalty 285.539621 = -1267191.364892 nChanged 117 SP:Iteration 8Q (142.726863 sec): 3 clusters Score: Raw -1267548.990377 + Penalty 284.606965 = -1267264.383412 nChanged 60 SP:Iteration 9Q (142.750044 sec): 3 clusters Score: Raw -1267580.061531 + Penalty 282.701705 = -1267297.359826 nChanged 29 SP:Iteration 10F (142.779615 sec): 3 clusters Score: Raw -1267592.004379 + Penalty 282.793256 = -1267309.211123 nChanged 18 SP:Iteration 11Q (142.803084 sec): 3 clusters Score: Raw -1267599.865673 + Penalty 279.686338 = -1267320.179334 nChanged 21 SP:Iteration 12Q (142.826573 sec): 3 clusters Score: Raw -1267607.926209 + Penalty 278.989381 = -1267328.936828 nChanged 13 SP:Iteration 13Q (142.849613 sec): 3 clusters Score: Raw -1267611.036859 + Penalty 279.414265 = -1267331.622594 nChanged 10 SP:Iteration 14Q (142.872729 sec): 3 clusters Score: Raw -1267613.615589 + Penalty 279.941587 = -1267333.674002 nChanged 8 SP:Iteration 15Q (142.896812 sec): 3 clusters Score: Raw -1267615.445768 + Penalty 280.876934 = -1267334.568834 nChanged 9 SP:Iteration 16Q (142.919848 sec): 3 clusters Score: Raw -1267617.244557 + Penalty 280.732830 = -1267336.511727 nChanged 4 SP:Iteration 17Q (142.943081 sec): 3 clusters Score: Raw -1267617.516598 + Penalty 281.179983 = -1267336.336615 nChanged 5 SP:Iteration 18F (142.972390 sec): 3 clusters Score: Raw -1267617.225002 + Penalty 274.296086 = -1267342.928916 nChanged 4 SP:Iteration 19Q (142.996028 sec): 3 clusters Score: Raw -1267616.324623 + Penalty 274.325322 = -1267341.999301 nChanged 9 SP:Iteration 20F (143.024468 sec): 3 clusters Score: Raw -1267615.896004 + Penalty 275.083856 = -1267340.812148 nChanged 14 SP:Iteration 21F (143.053276 sec): 3 clusters Score: Raw -1267615.821401 + Penalty 273.170951 = -1267342.650450 nChanged 34 SP:Iteration 22Q (143.076287 sec): 3 clusters Score: Raw -1267647.889922 + Penalty 219.144558 = -1267428.745364 nChanged 22 SP:Iteration 23Q (143.099232 sec): 2 clusters Score: Raw -1267670.934096 + Penalty 219.144558 = -1267451.789538 nChanged 0 SP:Iteration 24F (143.121438 sec): 2 clusters Score: Raw -1267670.934096 + Penalty 219.144558 = -1267451.789538 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 11 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.132983 sec): 2 clusters Score: Raw -72459.750937 + Penalty 758.558703 = -71701.192234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.134571 sec): 3 clusters Score: Raw -72121.461847 + Penalty 1514.261037 = -70607.200810 nChanged 271 SP:Iteration 1F (143.136114 sec): 3 clusters Score: Raw -72363.249465 + Penalty 1510.208410 = -70853.041055 nChanged 86 SP:Iteration 2F (143.137692 sec): 3 clusters Score: Raw -72459.751863 + Penalty 1506.976574 = -70952.775290 nChanged 54 SP:Iteration 3F (143.139250 sec): 3 clusters Score: Raw -72517.198351 + Penalty 1505.997757 = -71011.200594 nChanged 33 SP:Iteration 4Q (143.140880 sec): 3 clusters Score: Raw -72544.053738 + Penalty 1506.141110 = -71037.912628 nChanged 26 SP:Iteration 5Q (143.142628 sec): 3 clusters Score: Raw -72564.239886 + Penalty 1506.566115 = -71057.673771 nChanged 16 SP:Iteration 6Q (143.144275 sec): 3 clusters Score: Raw -72579.027544 + Penalty 1507.112555 = -71071.914989 nChanged 13 SP:Iteration 7Q (143.145834 sec): 3 clusters Score: Raw -72587.659663 + Penalty 1507.394784 = -71080.264879 nChanged 1 SP:Iteration 8Q (143.147368 sec): 3 clusters Score: Raw -72588.046708 + Penalty 1507.394784 = -71080.651924 nChanged 0 SP:Iteration 9F (143.148905 sec): 3 clusters Score: Raw -72588.046708 + Penalty 1507.394784 = -71080.651924 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 12 (2310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.160455 sec): 2 clusters Score: Raw -205517.921054 + Penalty 491.444180 = -205026.476875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.164760 sec): 3 clusters Score: Raw -204209.862085 + Penalty 986.706596 = -203223.155489 nChanged 985 SP:Iteration 1F (143.169094 sec): 3 clusters Score: Raw -204879.902126 + Penalty 994.598911 = -203885.303215 nChanged 272 SP:Iteration 2F (143.173313 sec): 3 clusters Score: Raw -205149.782607 + Penalty 1001.862462 = -204147.920145 nChanged 177 SP:Iteration 3F (143.177916 sec): 3 clusters Score: Raw -205319.144495 + Penalty 1005.647907 = -204313.496588 nChanged 137 SP:Iteration 4F (143.182223 sec): 3 clusters Score: Raw -205439.349492 + Penalty 1007.684920 = -204431.664573 nChanged 119 SP:Iteration 5F (143.186422 sec): 3 clusters Score: Raw -205520.607381 + Penalty 1008.616554 = -204511.990827 nChanged 88 SP:Iteration 6Q (143.190488 sec): 3 clusters Score: Raw -205570.996862 + Penalty 1008.514720 = -204562.482141 nChanged 49 SP:Iteration 7Q (143.194738 sec): 3 clusters Score: Raw -205592.823464 + Penalty 1006.717319 = -204586.106145 nChanged 51 SP:Iteration 8Q (143.198723 sec): 3 clusters Score: Raw -205617.055924 + Penalty 1004.637741 = -204612.418184 nChanged 47 SP:Iteration 9Q (143.202785 sec): 3 clusters Score: Raw -205638.828901 + Penalty 1002.554822 = -204636.274078 nChanged 50 SP:Iteration 10F (143.207017 sec): 3 clusters Score: Raw -205659.343239 + Penalty 1001.022678 = -204658.320561 nChanged 42 SP:Iteration 11Q (143.211363 sec): 3 clusters Score: Raw -205680.849817 + Penalty 998.645890 = -204682.203927 nChanged 35 SP:Iteration 12Q (143.215445 sec): 3 clusters Score: Raw -205696.794657 + Penalty 995.977985 = -204700.816672 nChanged 46 SP:Iteration 13Q (143.219398 sec): 3 clusters Score: Raw -205713.244163 + Penalty 993.641915 = -204719.602248 nChanged 39 SP:Iteration 14Q (143.223378 sec): 3 clusters Score: Raw -205725.264465 + Penalty 991.825433 = -204733.439032 nChanged 31 SP:Iteration 15Q (143.227453 sec): 3 clusters Score: Raw -205735.592971 + Penalty 989.566999 = -204746.025972 nChanged 38 SP:Iteration 16Q (143.231438 sec): 3 clusters Score: Raw -205746.552111 + Penalty 988.885696 = -204757.666415 nChanged 16 SP:Iteration 17Q (143.235469 sec): 3 clusters Score: Raw -205750.203463 + Penalty 988.655154 = -204761.548309 nChanged 5 SP:Iteration 18Q (143.239456 sec): 3 clusters Score: Raw -205750.664806 + Penalty 988.405409 = -204762.259396 nChanged 7 SP:Iteration 19Q (143.243620 sec): 3 clusters Score: Raw -205751.978227 + Penalty 988.239660 = -204763.738567 nChanged 6 SP:Iteration 20F (143.247849 sec): 3 clusters Score: Raw -205752.956999 + Penalty 988.237160 = -204764.719839 nChanged 2 SP:Iteration 21Q (143.251820 sec): 3 clusters Score: Raw -205753.429901 + Penalty 988.170596 = -204765.259305 nChanged 1 SP:Iteration 22Q (143.255788 sec): 3 clusters Score: Raw -205753.505564 + Penalty 987.957849 = -204765.547715 nChanged 3 SP:Iteration 23Q (143.259785 sec): 3 clusters Score: Raw -205753.668485 + Penalty 987.685420 = -204765.983065 nChanged 4 SP:Iteration 24Q (143.263779 sec): 3 clusters Score: Raw -205754.017625 + Penalty 987.484225 = -204766.533400 nChanged 3 SP:Iteration 25Q (143.267780 sec): 3 clusters Score: Raw -205754.228120 + Penalty 987.409252 = -204766.818868 nChanged 1 SP:Iteration 26Q (143.272108 sec): 3 clusters Score: Raw -205754.363201 + Penalty 987.203490 = -204767.159711 nChanged 3 SP:Iteration 27Q (143.276302 sec): 3 clusters Score: Raw -205754.711449 + Penalty 987.139093 = -204767.572355 nChanged 1 SP:Iteration 28Q (143.280414 sec): 3 clusters Score: Raw -205754.750027 + Penalty 987.139093 = -204767.610934 nChanged 0 SP:Iteration 29F (143.284729 sec): 3 clusters Score: Raw -205754.750027 + Penalty 987.139093 = -204767.610934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.292345 sec): 2 clusters Score: Raw -21025.467517 + Penalty 294.297502 = -20731.170015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.293091 sec): 3 clusters Score: Raw -20933.414788 + Penalty 594.929252 = -20338.485536 nChanged 73 SP:Iteration 1F (143.293800 sec): 3 clusters Score: Raw -21017.452600 + Penalty 601.238205 = -20416.214395 nChanged 26 SP:Iteration 2F (143.294555 sec): 3 clusters Score: Raw -21066.480925 + Penalty 607.843538 = -20458.637387 nChanged 16 SP:Iteration 3F (143.295269 sec): 3 clusters Score: Raw -21091.176759 + Penalty 614.190528 = -20476.986232 nChanged 12 SP:Iteration 4Q (143.295978 sec): 3 clusters Score: Raw -21113.096499 + Penalty 621.924484 = -20491.172015 nChanged 6 SP:Iteration 5Q (143.296660 sec): 3 clusters Score: Raw -21135.027575 + Penalty 618.930556 = -20516.097019 nChanged 5 SP:Iteration 6Q (143.297332 sec): 3 clusters Score: Raw -21150.552690 + Penalty 623.101387 = -20527.451303 nChanged 4 SP:Iteration 7Q (143.297991 sec): 3 clusters Score: Raw -21160.915420 + Penalty 623.101387 = -20537.814033 nChanged 0 SP:Iteration 8F (143.298698 sec): 3 clusters Score: Raw -21160.915420 + Penalty 623.101387 = -20537.814033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.301099 sec): 2 clusters Score: Raw -32481.999381 + Penalty 834.172015 = -31647.827366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.302036 sec): 3 clusters Score: Raw -32385.559839 + Penalty 1670.062119 = -30715.497721 nChanged 95 SP:Iteration 1F (143.302960 sec): 3 clusters Score: Raw -32502.112134 + Penalty 1670.881499 = -30831.230634 nChanged 29 SP:Iteration 2F (143.303878 sec): 3 clusters Score: Raw -32558.298264 + Penalty 1672.493912 = -30885.804352 nChanged 22 SP:Iteration 3F (143.304800 sec): 3 clusters Score: Raw -32606.253324 + Penalty 1672.451838 = -30933.801487 nChanged 15 SP:Iteration 4Q (143.305751 sec): 3 clusters Score: Raw -32633.744249 + Penalty 1670.998973 = -30962.745276 nChanged 8 SP:Iteration 5Q (143.306673 sec): 3 clusters Score: Raw -32651.326530 + Penalty 1670.968851 = -30980.357679 nChanged 7 SP:Iteration 6Q (143.307586 sec): 3 clusters Score: Raw -32664.797342 + Penalty 1670.973953 = -30993.823390 nChanged 4 SP:Iteration 7Q (143.308495 sec): 3 clusters Score: Raw -32669.562858 + Penalty 1670.931989 = -30998.630869 nChanged 2 SP:Iteration 8Q (143.309401 sec): 3 clusters Score: Raw -32673.669365 + Penalty 1671.661154 = -31002.008211 nChanged 2 SP:Iteration 9Q (143.310301 sec): 3 clusters Score: Raw -32679.004455 + Penalty 1671.232798 = -31007.771657 nChanged 1 SP:Iteration 10F (143.311217 sec): 3 clusters Score: Raw -32679.559414 + Penalty 1671.232798 = -31008.326616 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 16 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.317216 sec): 2 clusters Score: Raw -90682.083961 + Penalty 500.200929 = -90181.883032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.319350 sec): 3 clusters Score: Raw -90085.824423 + Penalty 1026.620553 = -89059.203870 nChanged 394 SP:Iteration 1F (143.321415 sec): 3 clusters Score: Raw -90422.839014 + Penalty 1084.555639 = -89338.283375 nChanged 170 SP:Iteration 2F (143.323475 sec): 3 clusters Score: Raw -90575.847827 + Penalty 1119.449589 = -89456.398238 nChanged 77 SP:Iteration 3F (143.325725 sec): 3 clusters Score: Raw -90641.221141 + Penalty 1149.969560 = -89491.251581 nChanged 47 SP:Iteration 4Q (143.327976 sec): 3 clusters Score: Raw -90680.637815 + Penalty 1167.083827 = -89513.553988 nChanged 40 SP:Iteration 5Q (143.330030 sec): 3 clusters Score: Raw -90719.392483 + Penalty 1183.379631 = -89536.012852 nChanged 32 SP:Iteration 6Q (143.332084 sec): 3 clusters Score: Raw -90749.083383 + Penalty 1198.033234 = -89551.050149 nChanged 19 SP:Iteration 7Q (143.334161 sec): 3 clusters Score: Raw -90759.764774 + Penalty 1198.088348 = -89561.676426 nChanged 11 SP:Iteration 8Q (143.336141 sec): 3 clusters Score: Raw -90767.462692 + Penalty 1202.385590 = -89565.077103 nChanged 7 SP:Iteration 9Q (143.338087 sec): 3 clusters Score: Raw -90770.233223 + Penalty 1202.385590 = -89567.847633 nChanged 0 SP:Iteration 10F (143.340277 sec): 3 clusters Score: Raw -90770.233223 + Penalty 1202.385590 = -89567.847633 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 17 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.344163 sec): 2 clusters Score: Raw -63544.780576 + Penalty 705.030626 = -62839.749949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.345687 sec): 3 clusters Score: Raw -63232.521752 + Penalty 1410.245628 = -61822.276124 nChanged 233 SP:Iteration 1F (143.347145 sec): 3 clusters Score: Raw -63372.073068 + Penalty 1412.031468 = -61960.041600 nChanged 49 SP:Iteration 2F (143.348599 sec): 3 clusters Score: Raw -63400.156763 + Penalty 1414.726867 = -61985.429896 nChanged 26 SP:Iteration 3Q (143.350029 sec): 3 clusters Score: Raw -63415.253964 + Penalty 1421.514426 = -61993.739538 nChanged 28 SP:Iteration 4Q (143.351456 sec): 3 clusters Score: Raw -63437.714415 + Penalty 1434.237422 = -62003.476992 nChanged 33 SP:Iteration 5Q (143.352883 sec): 3 clusters Score: Raw -63468.357631 + Penalty 1454.120899 = -62014.236732 nChanged 47 SP:Iteration 6F (143.354307 sec): 3 clusters Score: Raw -63524.472142 + Penalty 1477.729049 = -62046.743093 nChanged 41 SP:Iteration 7F (143.355770 sec): 3 clusters Score: Raw -63564.105394 + Penalty 1499.477763 = -62064.627630 nChanged 32 SP:Iteration 8Q (143.357309 sec): 3 clusters Score: Raw -63606.856832 + Penalty 1521.528379 = -62085.328452 nChanged 27 SP:Iteration 9Q (143.358856 sec): 3 clusters Score: Raw -63660.844729 + Penalty 1540.913024 = -62119.931705 nChanged 22 SP:Iteration 10F (143.360381 sec): 3 clusters Score: Raw -63700.884538 + Penalty 1554.201420 = -62146.683119 nChanged 17 SP:Iteration 11Q (143.361850 sec): 3 clusters Score: Raw -63734.783076 + Penalty 1552.255396 = -62182.527681 nChanged 16 SP:Iteration 12Q (143.363276 sec): 3 clusters Score: Raw -63760.504985 + Penalty 1552.278435 = -62208.226550 nChanged 8 SP:Iteration 13Q (143.364642 sec): 3 clusters Score: Raw -63767.465915 + Penalty 1556.302490 = -62211.163425 nChanged 4 SP:Iteration 14Q (143.365961 sec): 3 clusters Score: Raw -63772.344180 + Penalty 1557.359191 = -62214.984989 nChanged 2 SP:Iteration 15Q (143.367325 sec): 3 clusters Score: Raw -63774.448252 + Penalty 1557.359191 = -62217.089061 nChanged 0 SP:Iteration 16F (143.368842 sec): 3 clusters Score: Raw -63774.448252 + Penalty 1557.359191 = -62217.089061 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 18 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.372515 sec): 2 clusters Score: Raw -68954.592103 + Penalty 800.334538 = -68154.257565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.374283 sec): 3 clusters Score: Raw -68611.565112 + Penalty 1600.656390 = -67010.908722 nChanged 242 SP:Iteration 1F (143.376009 sec): 3 clusters Score: Raw -68815.234176 + Penalty 1600.557726 = -67214.676451 nChanged 81 SP:Iteration 2F (143.377649 sec): 3 clusters Score: Raw -68899.279670 + Penalty 1600.257802 = -67299.021868 nChanged 39 SP:Iteration 3Q (143.379259 sec): 3 clusters Score: Raw -68946.087461 + Penalty 1599.907507 = -67346.179953 nChanged 31 SP:Iteration 4Q (143.380843 sec): 3 clusters Score: Raw -68982.687043 + Penalty 1601.041076 = -67381.645967 nChanged 26 SP:Iteration 5Q (143.382416 sec): 3 clusters Score: Raw -69005.724730 + Penalty 1602.327439 = -67403.397291 nChanged 18 SP:Iteration 6Q (143.384070 sec): 3 clusters Score: Raw -69015.707295 + Penalty 1602.965534 = -67412.741761 nChanged 8 SP:Iteration 7Q (143.385831 sec): 3 clusters Score: Raw -69024.168733 + Penalty 1603.622195 = -67420.546539 nChanged 8 SP:Iteration 8Q (143.387519 sec): 3 clusters Score: Raw -69027.531946 + Penalty 1604.362562 = -67423.169384 nChanged 5 SP:Iteration 9Q (143.389149 sec): 3 clusters Score: Raw -69030.010152 + Penalty 1605.456138 = -67424.554014 nChanged 7 SP:Iteration 10F (143.390789 sec): 3 clusters Score: Raw -69033.604000 + Penalty 1607.372536 = -67426.231464 nChanged 11 SP:Iteration 11Q (143.392413 sec): 3 clusters Score: Raw -69038.559351 + Penalty 1607.842349 = -67430.717002 nChanged 9 SP:Iteration 12Q (143.394023 sec): 3 clusters Score: Raw -69044.742022 + Penalty 1609.470316 = -67435.271706 nChanged 13 SP:Iteration 13Q (143.395623 sec): 3 clusters Score: Raw -69054.441569 + Penalty 1610.459450 = -67443.982119 nChanged 8 SP:Iteration 14Q (143.397276 sec): 3 clusters Score: Raw -69061.570863 + Penalty 1613.014411 = -67448.556452 nChanged 12 SP:Iteration 15Q (143.398963 sec): 3 clusters Score: Raw -69078.431894 + Penalty 1615.824202 = -67462.607692 nChanged 16 SP:Iteration 16Q (143.400646 sec): 3 clusters Score: Raw -69097.413608 + Penalty 1620.223156 = -67477.190452 nChanged 17 SP:Iteration 17Q (143.402307 sec): 3 clusters Score: Raw -69121.061731 + Penalty 1624.825619 = -67496.236111 nChanged 21 SP:Iteration 18Q (143.403919 sec): 3 clusters Score: Raw -69153.001900 + Penalty 1630.547273 = -67522.454628 nChanged 26 SP:Iteration 19Q (143.405590 sec): 3 clusters Score: Raw -69191.126353 + Penalty 1636.843701 = -67554.282652 nChanged 22 SP:Iteration 20F (143.407234 sec): 3 clusters Score: Raw -69230.801640 + Penalty 1642.965503 = -67587.836137 nChanged 20 SP:Iteration 21Q (143.408919 sec): 3 clusters Score: Raw -69256.934066 + Penalty 1648.493061 = -67608.441005 nChanged 17 SP:Iteration 22Q (143.410602 sec): 3 clusters Score: Raw -69274.340389 + Penalty 1652.856189 = -67621.484200 nChanged 11 SP:Iteration 23Q (143.412255 sec): 3 clusters Score: Raw -69287.458049 + Penalty 1655.993286 = -67631.464763 nChanged 10 SP:Iteration 24Q (143.413888 sec): 3 clusters Score: Raw -69296.633019 + Penalty 1659.702630 = -67636.930388 nChanged 10 SP:Iteration 25Q (143.415427 sec): 3 clusters Score: Raw -69308.225806 + Penalty 1661.054378 = -67647.171427 nChanged 8 SP:Iteration 26Q (143.416942 sec): 3 clusters Score: Raw -69315.301865 + Penalty 1661.774281 = -67653.527584 nChanged 5 SP:Iteration 27Q (143.418441 sec): 3 clusters Score: Raw -69318.879535 + Penalty 1661.774281 = -67657.105254 nChanged 0 SP:Iteration 28F (143.420059 sec): 3 clusters Score: Raw -69318.879535 + Penalty 1661.774281 = -67657.105254 nChanged 0 Memory request: 0.02 GB would take us to total of 0.41 GB. Trying to split cluster 20 (3103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.435943 sec): 2 clusters Score: Raw -260500.322616 + Penalty 408.518798 = -260091.803817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.442254 sec): 3 clusters Score: Raw -258609.125298 + Penalty 812.055821 = -257797.069478 nChanged 1346 SP:Iteration 1F (143.448067 sec): 3 clusters Score: Raw -259451.562421 + Penalty 812.666480 = -258638.895942 nChanged 301 SP:Iteration 2F (143.453844 sec): 3 clusters Score: Raw -259592.789309 + Penalty 816.390712 = -258776.398597 nChanged 202 SP:Iteration 3F (143.459643 sec): 3 clusters Score: Raw -259718.269955 + Penalty 822.116857 = -258896.153098 nChanged 186 SP:Iteration 4F (143.465396 sec): 3 clusters Score: Raw -259822.231068 + Penalty 828.440511 = -258993.790557 nChanged 160 SP:Iteration 5F (143.471430 sec): 3 clusters Score: Raw -259903.902269 + Penalty 836.655537 = -259067.246732 nChanged 161 SP:Iteration 6F (143.477481 sec): 3 clusters Score: Raw -260000.953725 + Penalty 845.494417 = -259155.459309 nChanged 142 SP:Iteration 7Q (143.483119 sec): 3 clusters Score: Raw -260079.656582 + Penalty 854.126472 = -259225.530110 nChanged 109 SP:Iteration 8Q (143.488729 sec): 3 clusters Score: Raw -260139.869873 + Penalty 862.797249 = -259277.072624 nChanged 84 SP:Iteration 9Q (143.494540 sec): 3 clusters Score: Raw -260179.074219 + Penalty 870.722115 = -259308.352104 nChanged 76 SP:Iteration 10F (143.500340 sec): 3 clusters Score: Raw -260216.333387 + Penalty 879.818247 = -259336.515140 nChanged 70 SP:Iteration 11Q (143.506007 sec): 3 clusters Score: Raw -260253.148133 + Penalty 889.178742 = -259363.969390 nChanged 73 SP:Iteration 12Q (143.511825 sec): 3 clusters Score: Raw -260286.595210 + Penalty 896.305273 = -259390.289936 nChanged 62 SP:Iteration 13Q (143.517242 sec): 3 clusters Score: Raw -260314.522478 + Penalty 905.440993 = -259409.081485 nChanged 69 SP:Iteration 14Q (143.522779 sec): 3 clusters Score: Raw -260345.505121 + Penalty 917.119540 = -259428.385581 nChanged 59 SP:Iteration 15Q (143.528278 sec): 3 clusters Score: Raw -260373.645990 + Penalty 931.331793 = -259442.314198 nChanged 58 SP:Iteration 16Q (143.533576 sec): 3 clusters Score: Raw -260400.749307 + Penalty 946.063394 = -259454.685913 nChanged 54 SP:Iteration 17Q (143.538963 sec): 3 clusters Score: Raw -260430.199156 + Penalty 959.469518 = -259470.729638 nChanged 46 SP:Iteration 18Q (143.544556 sec): 3 clusters Score: Raw -260448.872429 + Penalty 969.857616 = -259479.014812 nChanged 37 SP:Iteration 19Q (143.549742 sec): 3 clusters Score: Raw -260461.098824 + Penalty 978.263873 = -259482.834950 nChanged 33 SP:Iteration 20F (143.555664 sec): 3 clusters Score: Raw -260473.805853 + Penalty 990.190020 = -259483.615833 nChanged 27 SP:Iteration 21Q (143.561037 sec): 3 clusters Score: Raw -260482.306132 + Penalty 994.864830 = -259487.441302 nChanged 16 SP:Iteration 22Q (143.566191 sec): 3 clusters Score: Raw -260489.829434 + Penalty 996.667483 = -259493.161951 nChanged 14 SP:Iteration 23Q (143.571474 sec): 3 clusters Score: Raw -260496.990338 + Penalty 998.780820 = -259498.209518 nChanged 16 SP:Iteration 24Q (143.576854 sec): 3 clusters Score: Raw -260506.835847 + Penalty 1001.562504 = -259505.273343 nChanged 18 SP:Iteration 25Q (143.581867 sec): 3 clusters Score: Raw -260514.778005 + Penalty 1005.442382 = -259509.335623 nChanged 10 SP:Iteration 26Q (143.586847 sec): 3 clusters Score: Raw -260518.614573 + Penalty 1009.525483 = -259509.089089 nChanged 12 SP:Iteration 27F (143.592481 sec): 3 clusters Score: Raw -260521.785054 + Penalty 1011.163418 = -259510.621635 nChanged 10 SP:Iteration 28Q (143.597376 sec): 3 clusters Score: Raw -260524.037746 + Penalty 1011.722642 = -259512.315103 nChanged 6 SP:Iteration 29Q (143.602327 sec): 3 clusters Score: Raw -260526.052501 + Penalty 1013.283243 = -259512.769258 nChanged 4 SP:Iteration 30F (143.608351 sec): 3 clusters Score: Raw -260526.966203 + Penalty 1013.794223 = -259513.171980 nChanged 5 SP:Iteration 31Q (143.613191 sec): 3 clusters Score: Raw -260528.723880 + Penalty 1014.813240 = -259513.910640 nChanged 5 SP:Iteration 32Q (143.617973 sec): 3 clusters Score: Raw -260530.742929 + Penalty 1018.374882 = -259512.368047 nChanged 7 SP:Iteration 33F (143.623503 sec): 3 clusters Score: Raw -260533.450502 + Penalty 1024.544763 = -259508.905738 nChanged 7 SP:Iteration 34F (143.629025 sec): 3 clusters Score: Raw -260537.749190 + Penalty 1027.428964 = -259510.320227 nChanged 7 SP:Iteration 35Q (143.633731 sec): 3 clusters Score: Raw -260540.640725 + Penalty 1030.677943 = -259509.962782 nChanged 6 SP:Iteration 36F (143.639536 sec): 3 clusters Score: Raw -260542.597311 + Penalty 1032.510476 = -259510.086835 nChanged 6 SP:Iteration 37Q (143.644643 sec): 3 clusters Score: Raw -260544.827203 + Penalty 1031.907055 = -259512.920147 nChanged 4 SP:Iteration 38Q (143.649428 sec): 3 clusters Score: Raw -260546.925838 + Penalty 1031.591049 = -259515.334789 nChanged 1 SP:Iteration 39Q (143.654121 sec): 3 clusters Score: Raw -260547.937995 + Penalty 1030.979443 = -259516.958551 nChanged 3 SP:Iteration 40F (143.659629 sec): 3 clusters Score: Raw -260549.035302 + Penalty 1031.694830 = -259517.340472 nChanged 1 SP:Iteration 41Q (143.664400 sec): 3 clusters Score: Raw -260549.124091 + Penalty 1031.694830 = -259517.429261 nChanged 0 SP:Iteration 42F (143.670039 sec): 3 clusters Score: Raw -260549.124091 + Penalty 1031.694830 = -259517.429261 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.675142 sec): 2 clusters Score: Raw -48029.910719 + Penalty 302.551610 = -47727.359109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.676477 sec): 3 clusters Score: Raw -47718.848648 + Penalty 605.782146 = -47113.066502 nChanged 205 SP:Iteration 1F (143.677787 sec): 3 clusters Score: Raw -47855.237126 + Penalty 610.987984 = -47244.249142 nChanged 78 SP:Iteration 2F (143.679034 sec): 3 clusters Score: Raw -47922.984917 + Penalty 619.181732 = -47303.803185 nChanged 56 SP:Iteration 3F (143.680274 sec): 3 clusters Score: Raw -47958.686702 + Penalty 623.988211 = -47334.698492 nChanged 24 SP:Iteration 4Q (143.681524 sec): 3 clusters Score: Raw -47975.650453 + Penalty 629.386452 = -47346.264001 nChanged 20 SP:Iteration 5Q (143.682770 sec): 3 clusters Score: Raw -47985.820334 + Penalty 632.808595 = -47353.011739 nChanged 11 SP:Iteration 6Q (143.683998 sec): 3 clusters Score: Raw -47993.305660 + Penalty 638.416888 = -47354.888772 nChanged 14 SP:Iteration 7Q (143.685229 sec): 3 clusters Score: Raw -48001.932846 + Penalty 639.527356 = -47362.405490 nChanged 9 SP:Iteration 8Q (143.686452 sec): 3 clusters Score: Raw -48005.635245 + Penalty 643.385862 = -47362.249382 nChanged 6 SP:Iteration 9F (143.687690 sec): 3 clusters Score: Raw -48007.976251 + Penalty 645.644187 = -47362.332063 nChanged 8 SP:Iteration 10F (143.688906 sec): 3 clusters Score: Raw -48012.773234 + Penalty 655.211235 = -47357.562000 nChanged 11 SP:Iteration 11F (143.690220 sec): 3 clusters Score: Raw -48020.598445 + Penalty 664.860860 = -47355.737585 nChanged 9 SP:Iteration 12F (143.691485 sec): 3 clusters Score: Raw -48033.852242 + Penalty 677.210716 = -47356.641527 nChanged 10 SP:Iteration 13Q (143.692817 sec): 3 clusters Score: Raw -48045.100425 + Penalty 689.186305 = -47355.914120 nChanged 8 SP:Iteration 14F (143.694130 sec): 3 clusters Score: Raw -48051.547516 + Penalty 696.264587 = -47355.282929 nChanged 4 SP:Iteration 15F (143.695422 sec): 3 clusters Score: Raw -48054.299543 + Penalty 698.803349 = -47355.496193 nChanged 1 SP:Iteration 16Q (143.696666 sec): 3 clusters Score: Raw -48055.386433 + Penalty 698.803349 = -47356.583084 nChanged 0 SP:Iteration 17F (143.697896 sec): 3 clusters Score: Raw -48055.386433 + Penalty 698.803349 = -47356.583084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 23 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.700347 sec): 2 clusters Score: Raw -34073.109605 + Penalty 700.302716 = -33372.806889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.701312 sec): 3 clusters Score: Raw -33969.483693 + Penalty 1401.623019 = -32567.860675 nChanged 108 SP:Iteration 1F (143.702213 sec): 3 clusters Score: Raw -34104.743498 + Penalty 1401.657880 = -32703.085619 nChanged 22 SP:Iteration 2F (143.703114 sec): 3 clusters Score: Raw -34125.651708 + Penalty 1401.386385 = -32724.265324 nChanged 7 SP:Iteration 3Q (143.704017 sec): 3 clusters Score: Raw -34132.186583 + Penalty 1401.596048 = -32730.590536 nChanged 5 SP:Iteration 4Q (143.704925 sec): 3 clusters Score: Raw -34136.281640 + Penalty 1401.819232 = -32734.462407 nChanged 2 SP:Iteration 5Q (143.705841 sec): 3 clusters Score: Raw -34138.519277 + Penalty 1401.876334 = -32736.642942 nChanged 1 SP:Iteration 6Q (143.706772 sec): 3 clusters Score: Raw -34143.473022 + Penalty 1401.876334 = -32741.596687 nChanged 0 SP:Iteration 7F (143.707712 sec): 3 clusters Score: Raw -34143.473022 + Penalty 1401.876334 = -32741.596687 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 24 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.713878 sec): 2 clusters Score: Raw -103722.400855 + Penalty 591.491524 = -103130.909331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.716442 sec): 3 clusters Score: Raw -103043.341832 + Penalty 1207.738481 = -101835.603351 nChanged 468 SP:Iteration 1F (143.718810 sec): 3 clusters Score: Raw -103439.947482 + Penalty 1251.610268 = -102188.337214 nChanged 169 SP:Iteration 2F (143.721291 sec): 3 clusters Score: Raw -103655.988253 + Penalty 1278.080958 = -102377.907295 nChanged 114 SP:Iteration 3F (143.723730 sec): 3 clusters Score: Raw -103798.668662 + Penalty 1288.052385 = -102510.616278 nChanged 69 SP:Iteration 4F (143.726016 sec): 3 clusters Score: Raw -103869.235316 + Penalty 1292.732644 = -102576.502672 nChanged 35 SP:Iteration 5Q (143.728191 sec): 3 clusters Score: Raw -103894.611115 + Penalty 1296.580591 = -102598.030524 nChanged 19 SP:Iteration 6Q (143.730326 sec): 3 clusters Score: Raw -103904.623744 + Penalty 1297.935952 = -102606.687792 nChanged 8 SP:Iteration 7Q (143.732406 sec): 3 clusters Score: Raw -103908.705800 + Penalty 1298.299949 = -102610.405852 nChanged 6 SP:Iteration 8Q (143.734481 sec): 3 clusters Score: Raw -103911.431903 + Penalty 1298.419625 = -102613.012278 nChanged 4 SP:Iteration 9Q (143.736575 sec): 3 clusters Score: Raw -103912.373715 + Penalty 1297.843582 = -102614.530133 nChanged 5 SP:Iteration 10F (143.738819 sec): 3 clusters Score: Raw -103913.545244 + Penalty 1296.934255 = -102616.610989 nChanged 1 SP:Iteration 11Q (143.741017 sec): 3 clusters Score: Raw -103913.648529 + Penalty 1296.934255 = -102616.714274 nChanged 0 SP:Iteration 12F (143.743450 sec): 3 clusters Score: Raw -103913.648529 + Penalty 1296.934255 = -102616.714274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.746418 sec): 2 clusters Score: Raw -44669.786142 + Penalty 536.810066 = -44132.976076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.747627 sec): 3 clusters Score: Raw -44431.432026 + Penalty 1072.139949 = -43359.292077 nChanged 167 SP:Iteration 1F (143.748787 sec): 3 clusters Score: Raw -44557.310265 + Penalty 1081.792983 = -43475.517282 nChanged 54 SP:Iteration 2F (143.749938 sec): 3 clusters Score: Raw -44610.710292 + Penalty 1081.413390 = -43529.296902 nChanged 31 SP:Iteration 3F (143.751072 sec): 3 clusters Score: Raw -44637.599256 + Penalty 1087.083301 = -43550.515956 nChanged 18 SP:Iteration 4Q (143.752217 sec): 3 clusters Score: Raw -44654.118984 + Penalty 1087.092655 = -43567.026329 nChanged 4 SP:Iteration 5Q (143.753362 sec): 3 clusters Score: Raw -44660.365106 + Penalty 1092.112167 = -43568.252939 nChanged 8 SP:Iteration 6Q (143.754493 sec): 3 clusters Score: Raw -44668.843014 + Penalty 1093.353814 = -43575.489200 nChanged 4 SP:Iteration 7Q (143.755607 sec): 3 clusters Score: Raw -44673.012044 + Penalty 1091.493858 = -43581.518186 nChanged 2 SP:Iteration 8Q (143.756660 sec): 3 clusters Score: Raw -44673.773820 + Penalty 1091.493858 = -43582.279962 nChanged 0 SP:Iteration 9F (143.757746 sec): 3 clusters Score: Raw -44673.773820 + Penalty 1091.493858 = -43582.279962 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 28 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.761146 sec): 2 clusters Score: Raw -79493.373395 + Penalty 809.070497 = -78684.302898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.762906 sec): 3 clusters Score: Raw -79114.149219 + Penalty 1616.948349 = -77497.200870 nChanged 276 SP:Iteration 1F (143.764629 sec): 3 clusters Score: Raw -79295.966712 + Penalty 1617.044338 = -77678.922375 nChanged 72 SP:Iteration 2F (143.766347 sec): 3 clusters Score: Raw -79366.261710 + Penalty 1618.370163 = -77747.891547 nChanged 45 SP:Iteration 3F (143.768119 sec): 3 clusters Score: Raw -79413.498532 + Penalty 1622.770052 = -77790.728480 nChanged 49 SP:Iteration 4F (143.769870 sec): 3 clusters Score: Raw -79470.560131 + Penalty 1631.471437 = -77839.088694 nChanged 54 SP:Iteration 5F (143.771610 sec): 3 clusters Score: Raw -79547.049104 + Penalty 1644.816862 = -77902.232242 nChanged 63 SP:Iteration 6F (143.773320 sec): 3 clusters Score: Raw -79645.186685 + Penalty 1660.902959 = -77984.283726 nChanged 56 SP:Iteration 7F (143.775211 sec): 3 clusters Score: Raw -79736.256592 + Penalty 1672.944731 = -78063.311861 nChanged 42 SP:Iteration 8Q (143.776989 sec): 3 clusters Score: Raw -79794.172575 + Penalty 1677.429186 = -78116.743389 nChanged 19 SP:Iteration 9Q (143.778666 sec): 3 clusters Score: Raw -79817.195243 + Penalty 1680.956081 = -78136.239162 nChanged 10 SP:Iteration 10F (143.780493 sec): 3 clusters Score: Raw -79833.706335 + Penalty 1681.809903 = -78151.896432 nChanged 5 SP:Iteration 11Q (143.782200 sec): 3 clusters Score: Raw -79839.310388 + Penalty 1681.490708 = -78157.819680 nChanged 4 SP:Iteration 12Q (143.783878 sec): 3 clusters Score: Raw -79843.301674 + Penalty 1682.474834 = -78160.826840 nChanged 3 SP:Iteration 13Q (143.785467 sec): 3 clusters Score: Raw -79847.872900 + Penalty 1683.491234 = -78164.381667 nChanged 4 SP:Iteration 14Q (143.787031 sec): 3 clusters Score: Raw -79852.640240 + Penalty 1684.920900 = -78167.719341 nChanged 4 SP:Iteration 15Q (143.788619 sec): 3 clusters Score: Raw -79859.006474 + Penalty 1685.769814 = -78173.236661 nChanged 2 SP:Iteration 16Q (143.790167 sec): 3 clusters Score: Raw -79861.705077 + Penalty 1685.997990 = -78175.707087 nChanged 2 SP:Iteration 17Q (143.791775 sec): 3 clusters Score: Raw -79863.491559 + Penalty 1685.997990 = -78177.493569 nChanged 0 SP:Iteration 18F (143.793513 sec): 3 clusters Score: Raw -79863.491559 + Penalty 1685.997990 = -78177.493569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.794257 sec): 2 clusters Score: Raw -2665.264494 + Penalty 108.998444 = -2556.266050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.794554 sec): 3 clusters Score: Raw -2710.058879 + Penalty 228.241769 = -2481.817111 nChanged 9 SP:Iteration 1F (143.794835 sec): 3 clusters Score: Raw -2739.312206 + Penalty 232.189585 = -2507.122621 nChanged 3 SP:Iteration 2F (143.795114 sec): 3 clusters Score: Raw -2752.603231 + Penalty 229.992831 = -2522.610400 nChanged 2 SP:Iteration 3Q (143.795380 sec): 3 clusters Score: Raw -2761.747776 + Penalty 229.992831 = -2531.754945 nChanged 0 SP:Iteration 4F (143.795661 sec): 3 clusters Score: Raw -2761.747776 + Penalty 229.992831 = -2531.754945 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 30 (2826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.805430 sec): 2 clusters Score: Raw -237061.487457 + Penalty 476.578096 = -236584.909361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.811173 sec): 3 clusters Score: Raw -235335.238482 + Penalty 951.910367 = -234383.328115 nChanged 1233 SP:Iteration 1F (143.816391 sec): 3 clusters Score: Raw -236134.324835 + Penalty 945.626363 = -235188.698472 nChanged 369 SP:Iteration 2F (143.821569 sec): 3 clusters Score: Raw -236380.593659 + Penalty 941.886180 = -235438.707479 nChanged 251 SP:Iteration 3F (143.826961 sec): 3 clusters Score: Raw -236543.619392 + Penalty 938.801590 = -235604.817801 nChanged 186 SP:Iteration 4F (143.832214 sec): 3 clusters Score: Raw -236644.691634 + Penalty 936.691142 = -235708.000492 nChanged 118 SP:Iteration 5Q (143.837772 sec): 3 clusters Score: Raw -236697.053899 + Penalty 933.432984 = -235763.620915 nChanged 73 SP:Iteration 6Q (143.843097 sec): 3 clusters Score: Raw -236734.850697 + Penalty 930.793226 = -235804.057471 nChanged 42 SP:Iteration 7Q (143.848524 sec): 3 clusters Score: Raw -236763.032925 + Penalty 927.390113 = -235835.642812 nChanged 49 SP:Iteration 8Q (143.853678 sec): 3 clusters Score: Raw -236792.470324 + Penalty 924.045290 = -235868.425034 nChanged 49 SP:Iteration 9Q (143.858810 sec): 3 clusters Score: Raw -236811.721995 + Penalty 920.898000 = -235890.823995 nChanged 29 SP:Iteration 10F (143.864115 sec): 3 clusters Score: Raw -236819.773047 + Penalty 919.701293 = -235900.071753 nChanged 13 SP:Iteration 11Q (143.869234 sec): 3 clusters Score: Raw -236822.752088 + Penalty 918.246438 = -235904.505650 nChanged 14 SP:Iteration 12Q (143.874303 sec): 3 clusters Score: Raw -236826.805159 + Penalty 915.748404 = -235911.056755 nChanged 19 SP:Iteration 13Q (143.879815 sec): 3 clusters Score: Raw -236832.172652 + Penalty 913.539509 = -235918.633143 nChanged 17 SP:Iteration 14Q (143.885139 sec): 3 clusters Score: Raw -236836.588318 + Penalty 911.494124 = -235925.094194 nChanged 18 SP:Iteration 15Q (143.890605 sec): 3 clusters Score: Raw -236841.535396 + Penalty 908.782057 = -235932.753339 nChanged 18 SP:Iteration 16Q (143.895873 sec): 3 clusters Score: Raw -236852.700934 + Penalty 904.981073 = -235947.719861 nChanged 33 SP:Iteration 17Q (143.901080 sec): 3 clusters Score: Raw -236871.267374 + Penalty 900.343898 = -235970.923476 nChanged 32 SP:Iteration 18Q (143.906229 sec): 3 clusters Score: Raw -236884.782025 + Penalty 895.844765 = -235988.937260 nChanged 25 SP:Iteration 19Q (143.911423 sec): 3 clusters Score: Raw -236893.604344 + Penalty 891.874859 = -236001.729485 nChanged 25 SP:Iteration 20F (143.916746 sec): 3 clusters Score: Raw -236899.314445 + Penalty 889.148097 = -236010.166349 nChanged 15 SP:Iteration 21Q (143.921858 sec): 3 clusters Score: Raw -236902.838682 + Penalty 886.332164 = -236016.506518 nChanged 13 SP:Iteration 22Q (143.926919 sec): 3 clusters Score: Raw -236905.120977 + Penalty 884.178087 = -236020.942890 nChanged 12 SP:Iteration 23Q (143.931925 sec): 3 clusters Score: Raw -236906.648238 + Penalty 882.874930 = -236023.773308 nChanged 7 SP:Iteration 24Q (143.936924 sec): 3 clusters Score: Raw -236907.737686 + Penalty 881.820603 = -236025.917083 nChanged 7 SP:Iteration 25Q (143.942462 sec): 3 clusters Score: Raw -236908.461281 + Penalty 881.644166 = -236026.817116 nChanged 3 SP:Iteration 26Q (143.947983 sec): 3 clusters Score: Raw -236908.833081 + Penalty 881.431340 = -236027.401741 nChanged 2 SP:Iteration 27Q (143.953196 sec): 3 clusters Score: Raw -236908.925313 + Penalty 881.400106 = -236027.525207 nChanged 1 SP:Iteration 28Q (143.958364 sec): 3 clusters Score: Raw -236909.027818 + Penalty 880.916644 = -236028.111174 nChanged 3 SP:Iteration 29Q (143.963404 sec): 3 clusters Score: Raw -236909.208216 + Penalty 880.916644 = -236028.291572 nChanged 0 SP:Iteration 30F (143.968496 sec): 3 clusters Score: Raw -236909.208216 + Penalty 880.916644 = -236028.291572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 35 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.971665 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.972543 sec): 3 clusters Score: Raw -29016.958938 + Penalty 101.952912 = -28915.006026 nChanged 156 SP:Iteration 1F (143.973365 sec): 3 clusters Score: Raw -29171.471960 + Penalty 102.035207 = -29069.436753 nChanged 30 SP:Iteration 2F (143.974180 sec): 3 clusters Score: Raw -29191.433455 + Penalty 101.616117 = -29089.817337 nChanged 8 SP:Iteration 3Q (143.975053 sec): 3 clusters Score: Raw -29194.335222 + Penalty 101.412325 = -29092.922897 nChanged 6 SP:Iteration 4Q (143.975896 sec): 3 clusters Score: Raw -29195.252118 + Penalty 101.707397 = -29093.544720 nChanged 3 SP:Iteration 5Q (143.976741 sec): 3 clusters Score: Raw -29195.338293 + Penalty 101.852205 = -29093.486088 nChanged 2 SP:Iteration 6F (143.977585 sec): 3 clusters Score: Raw -29195.857465 + Penalty 101.973525 = -29093.883940 nChanged 1 SP:Iteration 7Q (143.978408 sec): 3 clusters Score: Raw -29196.210155 + Penalty 102.237510 = -29093.972645 nChanged 4 SP:Iteration 8Q (143.979215 sec): 3 clusters Score: Raw -29197.702144 + Penalty 102.326343 = -29095.375801 nChanged 3 SP:Iteration 9Q (143.980049 sec): 3 clusters Score: Raw -29197.789418 + Penalty 102.575304 = -29095.214114 nChanged 2 SP:Iteration 10F (143.980862 sec): 3 clusters Score: Raw -29197.613442 + Penalty 102.716266 = -29094.897176 nChanged 1 SP:Iteration 11F (143.981673 sec): 3 clusters Score: Raw -29197.681193 + Penalty 102.776979 = -29094.904214 nChanged 1 SP:Iteration 12Q (143.982477 sec): 3 clusters Score: Raw -29197.525377 + Penalty 102.776979 = -29094.748398 nChanged 0 SP:Iteration 13F (143.983293 sec): 3 clusters Score: Raw -29197.525377 + Penalty 102.776979 = -29094.748398 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 36 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.987082 sec): 2 clusters Score: Raw -102050.336668 + Penalty 562.365287 = -101487.971381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.989346 sec): 3 clusters Score: Raw -101449.591510 + Penalty 1126.464426 = -100323.127084 nChanged 428 SP:Iteration 1F (143.991541 sec): 3 clusters Score: Raw -101814.495527 + Penalty 1137.033076 = -100677.462451 nChanged 144 SP:Iteration 2F (143.993744 sec): 3 clusters Score: Raw -101938.732230 + Penalty 1150.000329 = -100788.731901 nChanged 78 SP:Iteration 3F (143.995935 sec): 3 clusters Score: Raw -101993.212143 + Penalty 1160.087387 = -100833.124757 nChanged 41 SP:Iteration 4Q (143.998169 sec): 3 clusters Score: Raw -102025.340498 + Penalty 1166.264622 = -100859.075875 nChanged 30 SP:Iteration 5Q (144.000455 sec): 3 clusters Score: Raw -102050.685205 + Penalty 1171.013554 = -100879.671651 nChanged 34 SP:Iteration 6Q (144.002648 sec): 3 clusters Score: Raw -102079.641447 + Penalty 1175.175710 = -100904.465738 nChanged 23 SP:Iteration 7Q (144.004794 sec): 3 clusters Score: Raw -102095.632081 + Penalty 1180.222571 = -100915.409510 nChanged 14 SP:Iteration 8Q (144.006882 sec): 3 clusters Score: Raw -102105.761252 + Penalty 1184.399150 = -100921.362102 nChanged 11 SP:Iteration 9Q (144.009049 sec): 3 clusters Score: Raw -102111.352537 + Penalty 1187.915695 = -100923.436842 nChanged 9 SP:Iteration 10F (144.011357 sec): 3 clusters Score: Raw -102119.060517 + Penalty 1194.890419 = -100924.170099 nChanged 10 SP:Iteration 11Q (144.013422 sec): 3 clusters Score: Raw -102124.683527 + Penalty 1199.166196 = -100925.517331 nChanged 4 SP:Iteration 12Q (144.015443 sec): 3 clusters Score: Raw -102126.331878 + Penalty 1199.961460 = -100926.370417 nChanged 1 SP:Iteration 13Q (144.017427 sec): 3 clusters Score: Raw -102126.631911 + Penalty 1199.961460 = -100926.670451 nChanged 0 SP:Iteration 14F (144.019560 sec): 3 clusters Score: Raw -102126.631911 + Penalty 1199.961460 = -100926.670451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.021276 sec): 2 clusters Score: Raw -33703.097091 + Penalty 681.885342 = -33021.211749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.022234 sec): 3 clusters Score: Raw -33570.153616 + Penalty 1365.485976 = -32204.667640 nChanged 113 SP:Iteration 1F (144.023184 sec): 3 clusters Score: Raw -33710.334392 + Penalty 1370.252859 = -32340.081533 nChanged 39 SP:Iteration 2F (144.024124 sec): 3 clusters Score: Raw -33764.670466 + Penalty 1374.162379 = -32390.508086 nChanged 16 SP:Iteration 3Q (144.025059 sec): 3 clusters Score: Raw -33786.047729 + Penalty 1381.091484 = -32404.956244 nChanged 16 SP:Iteration 4Q (144.025988 sec): 3 clusters Score: Raw -33801.413648 + Penalty 1386.233363 = -32415.180285 nChanged 10 SP:Iteration 5Q (144.026890 sec): 3 clusters Score: Raw -33809.820512 + Penalty 1387.819273 = -32422.001239 nChanged 5 SP:Iteration 6Q (144.027842 sec): 3 clusters Score: Raw -33815.159020 + Penalty 1389.791175 = -32425.367844 nChanged 5 SP:Iteration 7Q (144.028744 sec): 3 clusters Score: Raw -33822.471166 + Penalty 1392.482788 = -32429.988378 nChanged 7 SP:Iteration 8Q (144.029670 sec): 3 clusters Score: Raw -33839.000049 + Penalty 1396.767715 = -32442.232334 nChanged 8 SP:Iteration 9Q (144.030562 sec): 3 clusters Score: Raw -33853.925188 + Penalty 1404.641255 = -32449.283934 nChanged 7 SP:Iteration 10F (144.031494 sec): 3 clusters Score: Raw -33864.875275 + Penalty 1409.239827 = -32455.635448 nChanged 4 SP:Iteration 11Q (144.032377 sec): 3 clusters Score: Raw -33870.340590 + Penalty 1411.201586 = -32459.139004 nChanged 2 SP:Iteration 12Q (144.033255 sec): 3 clusters Score: Raw -33872.530560 + Penalty 1412.694776 = -32459.835784 nChanged 1 SP:Iteration 13Q (144.034124 sec): 3 clusters Score: Raw -33873.257607 + Penalty 1412.694776 = -32460.562831 nChanged 0 SP:Iteration 14F (144.035056 sec): 3 clusters Score: Raw -33873.257607 + Penalty 1412.694776 = -32460.562831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.036602 sec): 2 clusters Score: Raw -31894.933791 + Penalty 239.593500 = -31655.340291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.037527 sec): 3 clusters Score: Raw -31701.972398 + Penalty 487.523402 = -31214.448996 nChanged 132 SP:Iteration 1F (144.038434 sec): 3 clusters Score: Raw -31821.328035 + Penalty 503.394771 = -31317.933264 nChanged 48 SP:Iteration 2F (144.039343 sec): 3 clusters Score: Raw -31874.280613 + Penalty 514.052515 = -31360.228097 nChanged 32 SP:Iteration 3F (144.040323 sec): 3 clusters Score: Raw -31924.273435 + Penalty 528.473608 = -31395.799827 nChanged 22 SP:Iteration 4F (144.041265 sec): 3 clusters Score: Raw -31942.115378 + Penalty 539.168574 = -31402.946804 nChanged 14 SP:Iteration 5Q (144.042190 sec): 3 clusters Score: Raw -31953.371070 + Penalty 558.544165 = -31394.826906 nChanged 12 SP:Iteration 6F (144.043130 sec): 3 clusters Score: Raw -31963.579846 + Penalty 567.586930 = -31395.992916 nChanged 6 SP:Iteration 7Q (144.044058 sec): 3 clusters Score: Raw -31966.562571 + Penalty 580.510157 = -31386.052413 nChanged 6 SP:Iteration 8F (144.044956 sec): 3 clusters Score: Raw -31972.600505 + Penalty 589.007987 = -31383.592517 nChanged 4 SP:Iteration 9F (144.045853 sec): 3 clusters Score: Raw -31975.207653 + Penalty 602.066991 = -31373.140662 nChanged 6 SP:Iteration 10F (144.046748 sec): 3 clusters Score: Raw -31978.902469 + Penalty 615.044840 = -31363.857629 nChanged 5 SP:Iteration 11F (144.047644 sec): 3 clusters Score: Raw -31985.156683 + Penalty 630.572943 = -31354.583740 nChanged 5 SP:Iteration 12F (144.048539 sec): 3 clusters Score: Raw -31996.822333 + Penalty 646.647446 = -31350.174887 nChanged 5 SP:Iteration 13F (144.049433 sec): 3 clusters Score: Raw -32007.654172 + Penalty 654.624092 = -31353.030080 nChanged 2 SP:Iteration 14Q (144.050269 sec): 3 clusters Score: Raw -32018.057168 + Penalty 657.729706 = -31360.327463 nChanged 1 SP:Iteration 15Q (144.051083 sec): 3 clusters Score: Raw -32018.642950 + Penalty 657.729706 = -31360.913244 nChanged 0 SP:Iteration 16F (144.051976 sec): 3 clusters Score: Raw -32018.642950 + Penalty 657.729706 = -31360.913244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 40 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.053926 sec): 2 clusters Score: Raw -45495.040887 + Penalty 955.165648 = -44539.875239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.055116 sec): 3 clusters Score: Raw -45353.736166 + Penalty 1909.209558 = -43444.526607 nChanged 118 SP:Iteration 1F (144.056246 sec): 3 clusters Score: Raw -45464.749017 + Penalty 1908.659039 = -43556.089978 nChanged 24 SP:Iteration 2Q (144.057368 sec): 3 clusters Score: Raw -45486.156813 + Penalty 1908.420823 = -43577.735990 nChanged 12 SP:Iteration 3Q (144.058481 sec): 3 clusters Score: Raw -45501.647689 + Penalty 1908.599088 = -43593.048602 nChanged 9 SP:Iteration 4Q (144.059592 sec): 3 clusters Score: Raw -45511.779017 + Penalty 1908.325077 = -43603.453940 nChanged 7 SP:Iteration 5Q (144.060675 sec): 3 clusters Score: Raw -45520.991793 + Penalty 1908.205519 = -43612.786275 nChanged 5 SP:Iteration 6Q (144.061742 sec): 3 clusters Score: Raw -45528.054820 + Penalty 1908.103532 = -43619.951288 nChanged 1 SP:Iteration 7Q (144.062796 sec): 3 clusters Score: Raw -45529.083816 + Penalty 1908.026032 = -43621.057784 nChanged 1 SP:Iteration 8Q (144.063854 sec): 3 clusters Score: Raw -45530.916869 + Penalty 1907.893192 = -43623.023677 nChanged 1 SP:Iteration 9Q (144.064909 sec): 3 clusters Score: Raw -45531.705067 + Penalty 1907.893192 = -43623.811874 nChanged 0 SP:Iteration 10F (144.065982 sec): 3 clusters Score: Raw -45531.705067 + Penalty 1907.893192 = -43623.811874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.067720 sec): 2 clusters Score: Raw -36577.640829 + Penalty 254.260953 = -36323.379875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.068752 sec): 3 clusters Score: Raw -36347.316092 + Penalty 511.016004 = -35836.300088 nChanged 161 SP:Iteration 1F (144.069764 sec): 3 clusters Score: Raw -36445.204050 + Penalty 518.574144 = -35926.629906 nChanged 39 SP:Iteration 2F (144.070742 sec): 3 clusters Score: Raw -36472.832229 + Penalty 527.152305 = -35945.679924 nChanged 24 SP:Iteration 3F (144.071715 sec): 3 clusters Score: Raw -36491.471462 + Penalty 553.012473 = -35938.458989 nChanged 34 SP:Iteration 4F (144.072689 sec): 3 clusters Score: Raw -36521.510065 + Penalty 585.810393 = -35935.699672 nChanged 32 SP:Iteration 5F (144.073727 sec): 3 clusters Score: Raw -36557.954883 + Penalty 615.411214 = -35942.543669 nChanged 20 SP:Iteration 6Q (144.074719 sec): 3 clusters Score: Raw -36577.422438 + Penalty 631.223027 = -35946.199411 nChanged 14 SP:Iteration 7Q (144.075739 sec): 3 clusters Score: Raw -36591.595144 + Penalty 635.889468 = -35955.705676 nChanged 8 SP:Iteration 8Q (144.076761 sec): 3 clusters Score: Raw -36597.300381 + Penalty 646.565264 = -35950.735116 nChanged 8 SP:Iteration 9F (144.077781 sec): 3 clusters Score: Raw -36604.068719 + Penalty 651.414584 = -35952.654135 nChanged 9 SP:Iteration 10F (144.078765 sec): 3 clusters Score: Raw -36612.369568 + Penalty 657.683548 = -35954.686020 nChanged 8 SP:Iteration 11Q (144.079701 sec): 3 clusters Score: Raw -36628.370937 + Penalty 661.615725 = -35966.755212 nChanged 3 SP:Iteration 12Q (144.080598 sec): 3 clusters Score: Raw -36635.574313 + Penalty 661.103917 = -35974.470395 nChanged 3 SP:Iteration 13Q (144.081544 sec): 3 clusters Score: Raw -36637.726668 + Penalty 662.962796 = -35974.763872 nChanged 1 SP:Iteration 14Q (144.082468 sec): 3 clusters Score: Raw -36639.019196 + Penalty 662.962796 = -35976.056400 nChanged 0 SP:Iteration 15F (144.083451 sec): 3 clusters Score: Raw -36639.019196 + Penalty 662.962796 = -35976.056400 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 49 (896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.086557 sec): 2 clusters Score: Raw -73172.801406 + Penalty 334.902922 = -72837.898483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.088445 sec): 3 clusters Score: Raw -72684.312936 + Penalty 670.109619 = -72014.203318 nChanged 346 SP:Iteration 1F (144.090202 sec): 3 clusters Score: Raw -72871.999775 + Penalty 670.435566 = -72201.564209 nChanged 97 SP:Iteration 2F (144.092012 sec): 3 clusters Score: Raw -72923.921226 + Penalty 671.828699 = -72252.092527 nChanged 64 SP:Iteration 3F (144.093802 sec): 3 clusters Score: Raw -72979.363075 + Penalty 675.149976 = -72304.213099 nChanged 64 SP:Iteration 4F (144.095541 sec): 3 clusters Score: Raw -73034.007225 + Penalty 678.961338 = -72355.045887 nChanged 50 SP:Iteration 5F (144.097293 sec): 3 clusters Score: Raw -73076.007748 + Penalty 683.210255 = -72392.797493 nChanged 48 SP:Iteration 6F (144.099035 sec): 3 clusters Score: Raw -73114.919481 + Penalty 689.049949 = -72425.869531 nChanged 41 SP:Iteration 7Q (144.100788 sec): 3 clusters Score: Raw -73147.389720 + Penalty 693.220393 = -72454.169327 nChanged 31 SP:Iteration 8Q (144.102508 sec): 3 clusters Score: Raw -73174.232396 + Penalty 698.016459 = -72476.215937 nChanged 27 SP:Iteration 9Q (144.104215 sec): 3 clusters Score: Raw -73201.204399 + Penalty 701.600671 = -72499.603727 nChanged 22 SP:Iteration 10F (144.105985 sec): 3 clusters Score: Raw -73223.648434 + Penalty 704.333441 = -72519.314993 nChanged 14 SP:Iteration 11Q (144.107790 sec): 3 clusters Score: Raw -73237.680736 + Penalty 703.537035 = -72534.143701 nChanged 12 SP:Iteration 12Q (144.109526 sec): 3 clusters Score: Raw -73249.253070 + Penalty 706.234205 = -72543.018865 nChanged 6 SP:Iteration 13Q (144.111159 sec): 3 clusters Score: Raw -73254.476112 + Penalty 710.392570 = -72544.083542 nChanged 12 SP:Iteration 14Q (144.112769 sec): 3 clusters Score: Raw -73262.997789 + Penalty 715.406258 = -72547.591531 nChanged 11 SP:Iteration 15Q (144.114480 sec): 3 clusters Score: Raw -73268.648041 + Penalty 717.422509 = -72551.225532 nChanged 6 SP:Iteration 16Q (144.116106 sec): 3 clusters Score: Raw -73272.759727 + Penalty 716.969982 = -72555.789745 nChanged 2 SP:Iteration 17Q (144.117688 sec): 3 clusters Score: Raw -73273.229133 + Penalty 716.969982 = -72556.259150 nChanged 0 SP:Iteration 18F (144.119409 sec): 3 clusters Score: Raw -73273.229133 + Penalty 716.969982 = -72556.259150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 51 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.120949 sec): 2 clusters Score: Raw -29799.471185 + Penalty 866.753302 = -28932.717883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.121799 sec): 3 clusters Score: Raw -29733.982305 + Penalty 1737.605474 = -27996.376831 nChanged 75 SP:Iteration 1F (144.122633 sec): 3 clusters Score: Raw -29849.607606 + Penalty 1741.060886 = -28108.546720 nChanged 28 SP:Iteration 2F (144.123470 sec): 3 clusters Score: Raw -29890.479639 + Penalty 1743.426678 = -28147.052961 nChanged 12 SP:Iteration 3Q (144.124278 sec): 3 clusters Score: Raw -29938.865153 + Penalty 1743.772917 = -28195.092237 nChanged 10 SP:Iteration 4Q (144.125073 sec): 3 clusters Score: Raw -29957.602341 + Penalty 1745.291928 = -28212.310413 nChanged 6 SP:Iteration 5Q (144.125887 sec): 3 clusters Score: Raw -29967.816544 + Penalty 1745.147144 = -28222.669400 nChanged 1 SP:Iteration 6Q (144.126673 sec): 3 clusters Score: Raw -29969.816665 + Penalty 1745.303655 = -28224.513010 nChanged 2 SP:Iteration 7Q (144.127459 sec): 3 clusters Score: Raw -29977.587880 + Penalty 1745.368910 = -28232.218970 nChanged 2 SP:Iteration 8Q (144.128242 sec): 3 clusters Score: Raw -29978.912488 + Penalty 1745.368910 = -28233.543578 nChanged 0 SP:Iteration 9F (144.129072 sec): 3 clusters Score: Raw -29978.912488 + Penalty 1745.368910 = -28233.543578 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 59 (1637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.134517 sec): 2 clusters Score: Raw -149538.544455 + Penalty 534.948950 = -149003.595505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.137640 sec): 3 clusters Score: Raw -148626.255824 + Penalty 1070.531016 = -147555.724808 nChanged 658 SP:Iteration 1F (144.140780 sec): 3 clusters Score: Raw -148995.811771 + Penalty 1072.471140 = -147923.340632 nChanged 125 SP:Iteration 2F (144.144143 sec): 3 clusters Score: Raw -149064.497187 + Penalty 1076.743122 = -147987.754065 nChanged 114 SP:Iteration 3F (144.147368 sec): 3 clusters Score: Raw -149125.276520 + Penalty 1088.596714 = -148036.679807 nChanged 107 SP:Iteration 4F (144.150596 sec): 3 clusters Score: Raw -149198.248715 + Penalty 1111.012706 = -148087.236009 nChanged 118 SP:Iteration 5F (144.153694 sec): 3 clusters Score: Raw -149303.456615 + Penalty 1145.717844 = -148157.738771 nChanged 98 SP:Iteration 6F (144.156762 sec): 3 clusters Score: Raw -149393.420015 + Penalty 1176.213411 = -148217.206604 nChanged 70 SP:Iteration 7Q (144.159844 sec): 3 clusters Score: Raw -149474.224331 + Penalty 1220.324499 = -148253.899832 nChanged 54 SP:Iteration 8Q (144.162844 sec): 3 clusters Score: Raw -149547.686177 + Penalty 1252.467144 = -148295.219034 nChanged 28 SP:Iteration 9Q (144.165603 sec): 3 clusters Score: Raw -149579.545051 + Penalty 1265.615118 = -148313.929933 nChanged 14 SP:Iteration 10F (144.168586 sec): 3 clusters Score: Raw -149596.053955 + Penalty 1284.487573 = -148311.566383 nChanged 11 SP:Iteration 11F (144.171578 sec): 3 clusters Score: Raw -149611.788432 + Penalty 1300.265634 = -148311.522798 nChanged 13 SP:Iteration 12F (144.174673 sec): 3 clusters Score: Raw -149629.248840 + Penalty 1313.362214 = -148315.886626 nChanged 16 SP:Iteration 13Q (144.177373 sec): 3 clusters Score: Raw -149647.171343 + Penalty 1319.372887 = -148327.798456 nChanged 5 SP:Iteration 14Q (144.180056 sec): 3 clusters Score: Raw -149651.353404 + Penalty 1319.372887 = -148331.980517 nChanged 0 SP:Iteration 15F (144.183107 sec): 3 clusters Score: Raw -149651.353404 + Penalty 1319.372887 = -148331.980517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.185690 sec): 2 clusters Score: Raw -18828.716228 + Penalty 662.832628 = -18165.883600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.186291 sec): 3 clusters Score: Raw -18842.678464 + Penalty 1331.480731 = -17511.197733 nChanged 38 SP:Iteration 1F (144.186880 sec): 3 clusters Score: Raw -18923.289763 + Penalty 1336.520363 = -17586.769400 nChanged 9 SP:Iteration 2Q (144.187449 sec): 3 clusters Score: Raw -18947.648744 + Penalty 1339.992891 = -17607.655854 nChanged 4 SP:Iteration 3Q (144.188012 sec): 3 clusters Score: Raw -18967.335754 + Penalty 1339.992891 = -17627.342863 nChanged 0 SP:Iteration 4F (144.188600 sec): 3 clusters Score: Raw -18967.335754 + Penalty 1339.992891 = -17627.342863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 67 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.189842 sec): 2 clusters Score: Raw -22258.239296 + Penalty 402.760768 = -21855.478528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.190555 sec): 3 clusters Score: Raw -22153.680632 + Penalty 811.625015 = -21342.055617 nChanged 84 SP:Iteration 1F (144.191274 sec): 3 clusters Score: Raw -22266.971998 + Penalty 839.543535 = -21427.428462 nChanged 31 SP:Iteration 2F (144.191969 sec): 3 clusters Score: Raw -22319.228185 + Penalty 859.627305 = -21459.600879 nChanged 14 SP:Iteration 3Q (144.192634 sec): 3 clusters Score: Raw -22338.795093 + Penalty 868.474335 = -21470.320758 nChanged 3 SP:Iteration 4Q (144.193288 sec): 3 clusters Score: Raw -22341.973579 + Penalty 869.930064 = -21472.043515 nChanged 1 SP:Iteration 5Q (144.193932 sec): 3 clusters Score: Raw -22343.406584 + Penalty 869.930064 = -21473.476520 nChanged 0 SP:Iteration 6F (144.194625 sec): 3 clusters Score: Raw -22343.406584 + Penalty 869.930064 = -21473.476520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 68 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.195233 sec): 2 clusters Score: Raw -3717.631607 + Penalty 46.454534 = -3671.177073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.195551 sec): 3 clusters Score: Raw -3747.031778 + Penalty 134.641312 = -3612.390466 nChanged 16 SP:Iteration 1F (144.195856 sec): 3 clusters Score: Raw -3783.454758 + Penalty 175.979116 = -3607.475642 nChanged 4 SP:Iteration 2F (144.196160 sec): 3 clusters Score: Raw -3798.244617 + Penalty 175.979116 = -3622.265501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.196672 sec): 2 clusters Score: Raw -281.762499 + Penalty 22.527283 = -259.235216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.196864 sec): 3 clusters Score: Raw -306.716550 + Penalty 45.054567 = -261.661983 nChanged 0 Score: Raw -3423402.961579 + Penalty 28995.388961 = -3394407.572618 Splitting cluster 70 changes total score from -3373363.080801 to -3394407.572618 So it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 107 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.988482 sec): 2 clusters Score: Raw -34494.431540 + Penalty 414.548798 = -34079.882742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.989660 sec): 3 clusters Score: Raw -34296.497728 + Penalty 829.650093 = -33466.847635 nChanged 140 SP:Iteration 1F (144.990875 sec): 3 clusters Score: Raw -34375.062497 + Penalty 829.262635 = -33545.799862 nChanged 28 SP:Iteration 2F (144.992100 sec): 3 clusters Score: Raw -34395.686842 + Penalty 829.300949 = -33566.385892 nChanged 14 SP:Iteration 3Q (144.993246 sec): 3 clusters Score: Raw -34401.393668 + Penalty 829.097596 = -33572.296072 nChanged 9 SP:Iteration 4Q (144.994384 sec): 3 clusters Score: Raw -34406.205789 + Penalty 829.774837 = -33576.430952 nChanged 5 SP:Iteration 5Q (144.995392 sec): 3 clusters Score: Raw -34409.377714 + Penalty 831.049489 = -33578.328224 nChanged 9 SP:Iteration 6Q (144.996332 sec): 3 clusters Score: Raw -34413.045840 + Penalty 831.622787 = -33581.423053 nChanged 4 SP:Iteration 7Q (144.997276 sec): 3 clusters Score: Raw -34417.527955 + Penalty 832.374116 = -33585.153839 nChanged 6 SP:Iteration 8Q (144.998214 sec): 3 clusters Score: Raw -34423.851652 + Penalty 834.380596 = -33589.471056 nChanged 10 SP:Iteration 9Q (144.999112 sec): 3 clusters Score: Raw -34429.311018 + Penalty 836.470724 = -33592.840294 nChanged 7 SP:Iteration 10F (145.000015 sec): 3 clusters Score: Raw -34433.153380 + Penalty 842.776229 = -33590.377151 nChanged 15 SP:Iteration 11F (145.000919 sec): 3 clusters Score: Raw -34449.207237 + Penalty 853.456478 = -33595.750759 nChanged 22 SP:Iteration 12F (145.001823 sec): 3 clusters Score: Raw -34466.767039 + Penalty 864.247682 = -33602.519357 nChanged 18 SP:Iteration 13Q (145.002764 sec): 3 clusters Score: Raw -34490.929256 + Penalty 876.035296 = -33614.893960 nChanged 20 SP:Iteration 14Q (145.003667 sec): 3 clusters Score: Raw -34507.243951 + Penalty 882.520857 = -33624.723095 nChanged 10 SP:Iteration 15Q (145.004562 sec): 3 clusters Score: Raw -34514.602176 + Penalty 892.449507 = -33622.152669 nChanged 9 SP:Iteration 16F (145.005524 sec): 3 clusters Score: Raw -34523.338424 + Penalty 907.015491 = -33616.322933 nChanged 14 SP:Iteration 17F (145.006468 sec): 3 clusters Score: Raw -34536.171872 + Penalty 909.383851 = -33626.788021 nChanged 9 SP:Iteration 18Q (145.007384 sec): 3 clusters Score: Raw -34547.383388 + Penalty 908.463533 = -33638.919855 nChanged 4 SP:Iteration 19Q (145.008290 sec): 3 clusters Score: Raw -34553.336881 + Penalty 908.368971 = -33644.967910 nChanged 3 SP:Iteration 20F (145.009228 sec): 3 clusters Score: Raw -34556.600276 + Penalty 912.947121 = -33643.653155 nChanged 2 SP:Iteration 21F (145.010168 sec): 3 clusters Score: Raw -34557.673847 + Penalty 910.673574 = -33647.000273 nChanged 1 SP:Iteration 22Q (145.011056 sec): 3 clusters Score: Raw -34559.593927 + Penalty 911.620735 = -33647.973191 nChanged 2 SP:Iteration 23Q (145.011942 sec): 3 clusters Score: Raw -34561.535686 + Penalty 914.332599 = -33647.203088 nChanged 1 SP:Iteration 24F (145.012880 sec): 3 clusters Score: Raw -34561.980990 + Penalty 914.258863 = -33647.722127 nChanged 1 SP:Iteration 25Q (145.013762 sec): 3 clusters Score: Raw -34564.651002 + Penalty 914.046423 = -33650.604578 nChanged 1 SP:Iteration 26Q (145.014609 sec): 3 clusters Score: Raw -34564.949964 + Penalty 914.046423 = -33650.903540 nChanged 0 SP:Iteration 27F (145.015509 sec): 3 clusters Score: Raw -34564.949964 + Penalty 914.046423 = -33650.903540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.016419 sec): 2 clusters Score: Raw -408.070521 + Penalty 48.357038 = -359.713483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.016631 sec): 3 clusters Score: Raw -434.052472 + Penalty 96.714075 = -337.338397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 151 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.017130 sec): 2 clusters Score: Raw -733.989728 + Penalty 77.366341 = -656.623387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.017345 sec): 3 clusters Score: Raw -786.956683 + Penalty 147.956395 = -639.000289 nChanged 0 Deleting Class 70 (2 points): Lose 121.571795 but Gain 293.121181 Iteration 241F (145.834373 sec): 39 clusters Score: Raw -3402088.261584 + Penalty 28684.245955 = -3373404.015629 nChanged 2 Iteration 242Q (145.982500 sec): 39 clusters Score: Raw -3402115.090149 + Penalty 28684.245955 = -3373430.844193 nChanged 0 Iteration 243F (146.762897 sec): 39 clusters Score: Raw -3402115.090149 + Penalty 28684.245955 = -3373430.844193 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3402115.090149 + Penalty 28684.245955 = -3373430.844193Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 1 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.900028 sec): 2 clusters Score: Raw -1011.408843 + Penalty 91.909640 = -919.499203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.900262 sec): 3 clusters Score: Raw -1079.262852 + Penalty 177.959176 = -901.303676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 2 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.900732 sec): 2 clusters Score: Raw -148.475642 + Penalty 3.465736 = -145.009906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.900912 sec): 2 clusters Score: Raw -148.475642 + Penalty 3.465736 = -145.009906 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 3 (1497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.908648 sec): 2 clusters Score: Raw -131981.132306 + Penalty 414.778049 = -131566.354257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.911527 sec): 3 clusters Score: Raw -131120.273726 + Penalty 833.797664 = -130286.476062 nChanged 649 SP:Iteration 1F (146.914443 sec): 3 clusters Score: Raw -131543.373878 + Penalty 840.894349 = -130702.479529 nChanged 151 SP:Iteration 2F (146.917231 sec): 3 clusters Score: Raw -131638.548170 + Penalty 850.440540 = -130788.107630 nChanged 105 SP:Iteration 3F (146.919972 sec): 3 clusters Score: Raw -131707.636024 + Penalty 862.413348 = -130845.222676 nChanged 88 SP:Iteration 4F (146.922708 sec): 3 clusters Score: Raw -131771.555865 + Penalty 879.991833 = -130891.564032 nChanged 89 SP:Iteration 5F (146.925465 sec): 3 clusters Score: Raw -131846.822010 + Penalty 894.279570 = -130952.542441 nChanged 75 SP:Iteration 6F (146.928279 sec): 3 clusters Score: Raw -131906.147213 + Penalty 910.439942 = -130995.707271 nChanged 59 SP:Iteration 7Q (146.931093 sec): 3 clusters Score: Raw -131958.919635 + Penalty 930.620161 = -131028.299475 nChanged 55 SP:Iteration 8Q (146.933856 sec): 3 clusters Score: Raw -132011.681736 + Penalty 951.182280 = -131060.499456 nChanged 43 SP:Iteration 9Q (146.936672 sec): 3 clusters Score: Raw -132052.448683 + Penalty 965.669712 = -131086.778971 nChanged 22 SP:Iteration 10F (146.939568 sec): 3 clusters Score: Raw -132071.742436 + Penalty 976.232484 = -131095.509952 nChanged 22 SP:Iteration 11Q (146.942100 sec): 3 clusters Score: Raw -132087.529841 + Penalty 982.317605 = -131105.212236 nChanged 12 SP:Iteration 12Q (146.944609 sec): 3 clusters Score: Raw -132096.624650 + Penalty 984.794407 = -131111.830243 nChanged 5 SP:Iteration 13Q (146.947189 sec): 3 clusters Score: Raw -132097.853742 + Penalty 986.078927 = -131111.774815 nChanged 2 SP:Iteration 14F (146.950019 sec): 3 clusters Score: Raw -132098.766047 + Penalty 987.731208 = -131111.034839 nChanged 2 SP:Iteration 15F (146.952799 sec): 3 clusters Score: Raw -132099.689962 + Penalty 987.731208 = -131111.958754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.953850 sec): 2 clusters Score: Raw -15752.496694 + Penalty 460.327618 = -15292.169075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.954401 sec): 3 clusters Score: Raw -15745.458870 + Penalty 918.026130 = -14827.432740 nChanged 49 SP:Iteration 1F (146.954976 sec): 3 clusters Score: Raw -15812.514270 + Penalty 917.739204 = -14894.775066 nChanged 6 SP:Iteration 2Q (146.955508 sec): 3 clusters Score: Raw -15818.186796 + Penalty 917.062294 = -14901.124502 nChanged 3 SP:Iteration 3Q (146.956035 sec): 3 clusters Score: Raw -15825.367406 + Penalty 917.785775 = -14907.581631 nChanged 3 SP:Iteration 4Q (146.956559 sec): 3 clusters Score: Raw -15831.694682 + Penalty 917.785775 = -14913.908907 nChanged 0 SP:Iteration 5F (146.957104 sec): 3 clusters Score: Raw -15831.694682 + Penalty 917.785775 = -14913.908907 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 6 (1677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.963198 sec): 2 clusters Score: Raw -137580.177796 + Penalty 167.100903 = -137413.076893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.966398 sec): 3 clusters Score: Raw -136518.438160 + Penalty 336.467502 = -136181.970658 nChanged 773 SP:Iteration 1F (146.969482 sec): 3 clusters Score: Raw -136916.164601 + Penalty 338.653514 = -136577.511087 nChanged 161 SP:Iteration 2F (146.972520 sec): 3 clusters Score: Raw -136998.739788 + Penalty 342.026732 = -136656.713056 nChanged 127 SP:Iteration 3F (146.975586 sec): 3 clusters Score: Raw -137108.927802 + Penalty 349.794206 = -136759.133595 nChanged 157 SP:Iteration 4F (146.978744 sec): 3 clusters Score: Raw -137260.020995 + Penalty 356.153091 = -136903.867905 nChanged 111 SP:Iteration 5F (146.982033 sec): 3 clusters Score: Raw -137373.702331 + Penalty 363.068396 = -137010.633934 nChanged 69 SP:Iteration 6Q (146.985305 sec): 3 clusters Score: Raw -137423.394222 + Penalty 372.091605 = -137051.302618 nChanged 56 SP:Iteration 7Q (146.988250 sec): 3 clusters Score: Raw -137456.615230 + Penalty 383.665434 = -137072.949796 nChanged 44 SP:Iteration 8Q (146.991174 sec): 3 clusters Score: Raw -137482.030474 + Penalty 402.674141 = -137079.356333 nChanged 41 SP:Iteration 9Q (146.993990 sec): 3 clusters Score: Raw -137507.517226 + Penalty 431.558086 = -137075.959140 nChanged 48 SP:Iteration 10F (146.997132 sec): 3 clusters Score: Raw -137544.513010 + Penalty 458.110308 = -137086.402702 nChanged 39 SP:Iteration 11Q (146.999964 sec): 3 clusters Score: Raw -137573.007148 + Penalty 480.353520 = -137092.653628 nChanged 22 SP:Iteration 12Q (147.002691 sec): 3 clusters Score: Raw -137585.688072 + Penalty 510.836075 = -137074.851996 nChanged 18 SP:Iteration 13F (147.005779 sec): 3 clusters Score: Raw -137599.390120 + Penalty 528.279280 = -137071.110840 nChanged 12 SP:Iteration 14F (147.008882 sec): 3 clusters Score: Raw -137606.852177 + Penalty 549.141230 = -137057.710947 nChanged 9 SP:Iteration 15F (147.011954 sec): 3 clusters Score: Raw -137614.388868 + Penalty 569.246508 = -137045.142361 nChanged 5 SP:Iteration 16F (147.015279 sec): 3 clusters Score: Raw -137620.259119 + Penalty 575.587329 = -137044.671789 nChanged 2 SP:Iteration 17F (147.018352 sec): 3 clusters Score: Raw -137620.875997 + Penalty 575.587329 = -137045.288668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 7 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.020503 sec): 2 clusters Score: Raw -2990.591483 + Penalty 76.958334 = -2913.633149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.020810 sec): 3 clusters Score: Raw -3060.029246 + Penalty 221.177052 = -2838.852194 nChanged 13 SP:Iteration 1F (147.021099 sec): 3 clusters Score: Raw -3104.868486 + Penalty 233.529103 = -2871.339383 nChanged 1 SP:Iteration 2Q (147.021375 sec): 3 clusters Score: Raw -3110.049046 + Penalty 251.466074 = -2858.582972 nChanged 1 SP:Iteration 3F (147.021669 sec): 3 clusters Score: Raw -3114.182213 + Penalty 274.109721 = -2840.072492 nChanged 1 SP:Iteration 4F (147.021955 sec): 3 clusters Score: Raw -3130.052115 + Penalty 274.109721 = -2855.942394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 9 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.022430 sec): 2 clusters Score: Raw -285.338137 + Penalty 27.001872 = -258.336265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.022617 sec): 2 clusters Score: Raw -285.338137 + Penalty 27.001872 = -258.336265 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 10 (16044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.093652 sec): 2 clusters Score: Raw -1267670.934096 + Penalty 219.144558 = -1267451.789538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.123524 sec): 3 clusters Score: Raw -1256844.805916 + Penalty 455.032932 = -1256389.772984 nChanged 7704 SP:Iteration 1F (147.152951 sec): 3 clusters Score: Raw -1264585.117187 + Penalty 657.149674 = -1263927.967513 nChanged 2381 SP:Iteration 2F (147.182046 sec): 3 clusters Score: Raw -1267459.903561 + Penalty 721.538581 = -1266738.364980 nChanged 222 SP:Iteration 3Q (147.212520 sec): 3 clusters Score: Raw -1267692.497460 + Penalty 699.481718 = -1266993.015742 nChanged 34 SP:Iteration 4Q (147.236665 sec): 3 clusters Score: Raw -1267723.983785 + Penalty 691.272234 = -1267032.711551 nChanged 6 SP:Iteration 5Q (147.260141 sec): 3 clusters Score: Raw -1267727.698454 + Penalty 693.534389 = -1267034.164065 nChanged 3 SP:Iteration 6Q (147.283309 sec): 3 clusters Score: Raw -1267728.526884 + Penalty 693.534389 = -1267034.992495 nChanged 0 SP:Iteration 7F (147.313194 sec): 3 clusters Score: Raw -1267728.526884 + Penalty 693.534389 = -1267034.992495 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 11 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.324601 sec): 2 clusters Score: Raw -72459.750937 + Penalty 758.558703 = -71701.192234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.326172 sec): 3 clusters Score: Raw -72122.048568 + Penalty 1517.083615 = -70604.964953 nChanged 240 SP:Iteration 1F (147.327793 sec): 3 clusters Score: Raw -72327.949770 + Penalty 1517.423817 = -70810.525953 nChanged 110 SP:Iteration 2F (147.329415 sec): 3 clusters Score: Raw -72455.730743 + Penalty 1517.140904 = -70938.589839 nChanged 68 SP:Iteration 3F (147.330986 sec): 3 clusters Score: Raw -72523.794621 + Penalty 1518.477413 = -71005.317208 nChanged 34 SP:Iteration 4Q (147.332478 sec): 3 clusters Score: Raw -72558.511065 + Penalty 1519.351185 = -71039.159880 nChanged 14 SP:Iteration 5Q (147.334048 sec): 3 clusters Score: Raw -72572.103318 + Penalty 1519.983080 = -71052.120238 nChanged 18 SP:Iteration 6Q (147.335594 sec): 3 clusters Score: Raw -72595.364568 + Penalty 1519.503129 = -71075.861439 nChanged 17 SP:Iteration 7Q (147.337106 sec): 3 clusters Score: Raw -72609.718772 + Penalty 1518.947179 = -71090.771593 nChanged 9 SP:Iteration 8Q (147.338607 sec): 3 clusters Score: Raw -72617.497403 + Penalty 1518.632507 = -71098.864896 nChanged 8 SP:Iteration 9Q (147.340086 sec): 3 clusters Score: Raw -72623.518053 + Penalty 1518.757328 = -71104.760726 nChanged 5 SP:Iteration 10F (147.341665 sec): 3 clusters Score: Raw -72626.652925 + Penalty 1518.757328 = -71107.895597 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 12 (2310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.354316 sec): 2 clusters Score: Raw -205517.921054 + Penalty 491.444180 = -205026.476875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.358695 sec): 3 clusters Score: Raw -204184.474477 + Penalty 984.172237 = -203200.302240 nChanged 1004 SP:Iteration 1F (147.362850 sec): 3 clusters Score: Raw -204814.895717 + Penalty 989.493046 = -203825.402671 nChanged 275 SP:Iteration 2F (147.367132 sec): 3 clusters Score: Raw -205036.786968 + Penalty 997.021570 = -204039.765398 nChanged 208 SP:Iteration 3F (147.371277 sec): 3 clusters Score: Raw -205170.855932 + Penalty 1002.031459 = -204168.824472 nChanged 119 SP:Iteration 4F (147.375411 sec): 3 clusters Score: Raw -205235.222076 + Penalty 1007.473203 = -204227.748872 nChanged 96 SP:Iteration 5Q (147.379568 sec): 3 clusters Score: Raw -205286.433556 + Penalty 1012.879875 = -204273.553681 nChanged 74 SP:Iteration 6Q (147.383958 sec): 3 clusters Score: Raw -205329.419124 + Penalty 1017.679912 = -204311.739212 nChanged 65 SP:Iteration 7Q (147.388243 sec): 3 clusters Score: Raw -205371.783577 + Penalty 1019.386029 = -204352.397548 nChanged 66 SP:Iteration 8Q (147.392575 sec): 3 clusters Score: Raw -205412.947218 + Penalty 1021.771450 = -204391.175768 nChanged 61 SP:Iteration 9Q (147.396692 sec): 3 clusters Score: Raw -205455.761928 + Penalty 1023.201207 = -204432.560721 nChanged 64 SP:Iteration 10F (147.400982 sec): 3 clusters Score: Raw -205509.934575 + Penalty 1025.508496 = -204484.426080 nChanged 66 SP:Iteration 11Q (147.405121 sec): 3 clusters Score: Raw -205558.583378 + Penalty 1025.439541 = -204533.143837 nChanged 56 SP:Iteration 12Q (147.409100 sec): 3 clusters Score: Raw -205581.706731 + Penalty 1025.294253 = -204556.412478 nChanged 40 SP:Iteration 13Q (147.413041 sec): 3 clusters Score: Raw -205601.926933 + Penalty 1024.952538 = -204576.974395 nChanged 29 SP:Iteration 14Q (147.417364 sec): 3 clusters Score: Raw -205614.832175 + Penalty 1023.816484 = -204591.015691 nChanged 25 SP:Iteration 15Q (147.421510 sec): 3 clusters Score: Raw -205621.870154 + Penalty 1023.186103 = -204598.684050 nChanged 20 SP:Iteration 16Q (147.425625 sec): 3 clusters Score: Raw -205624.579811 + Penalty 1022.294329 = -204602.285482 nChanged 12 SP:Iteration 17Q (147.429783 sec): 3 clusters Score: Raw -205628.363302 + Penalty 1021.988979 = -204606.374323 nChanged 16 SP:Iteration 18Q (147.433701 sec): 3 clusters Score: Raw -205632.189255 + Penalty 1021.444666 = -204610.744588 nChanged 16 SP:Iteration 19Q (147.437584 sec): 3 clusters Score: Raw -205637.061241 + Penalty 1020.257668 = -204616.803573 nChanged 16 SP:Iteration 20F (147.441712 sec): 3 clusters Score: Raw -205641.469260 + Penalty 1018.175606 = -204623.293654 nChanged 18 SP:Iteration 21Q (147.445632 sec): 3 clusters Score: Raw -205645.725758 + Penalty 1017.164045 = -204628.561713 nChanged 15 SP:Iteration 22Q (147.449734 sec): 3 clusters Score: Raw -205649.926893 + Penalty 1016.241799 = -204633.685093 nChanged 17 SP:Iteration 23Q (147.453858 sec): 3 clusters Score: Raw -205654.410996 + Penalty 1013.986376 = -204640.424620 nChanged 21 SP:Iteration 24Q (147.457824 sec): 3 clusters Score: Raw -205662.581775 + Penalty 1010.697856 = -204651.883918 nChanged 28 SP:Iteration 25Q (147.461693 sec): 3 clusters Score: Raw -205672.504350 + Penalty 1007.673348 = -204664.831002 nChanged 33 SP:Iteration 26Q (147.465577 sec): 3 clusters Score: Raw -205683.291008 + Penalty 1005.128712 = -204678.162296 nChanged 28 SP:Iteration 27Q (147.469470 sec): 3 clusters Score: Raw -205693.083848 + Penalty 1002.890743 = -204690.193105 nChanged 31 SP:Iteration 28Q (147.473334 sec): 3 clusters Score: Raw -205703.936454 + Penalty 1001.051463 = -204702.884991 nChanged 29 SP:Iteration 29Q (147.477251 sec): 3 clusters Score: Raw -205712.052151 + Penalty 998.667911 = -204713.384240 nChanged 27 SP:Iteration 30F (147.481553 sec): 3 clusters Score: Raw -205719.093534 + Penalty 996.925215 = -204722.168319 nChanged 22 SP:Iteration 31Q (147.485735 sec): 3 clusters Score: Raw -205725.017834 + Penalty 995.258592 = -204729.759242 nChanged 26 SP:Iteration 32Q (147.489704 sec): 3 clusters Score: Raw -205730.743551 + Penalty 993.722586 = -204737.020965 nChanged 19 SP:Iteration 33Q (147.493752 sec): 3 clusters Score: Raw -205735.169599 + Penalty 992.424334 = -204742.745265 nChanged 19 SP:Iteration 34Q (147.498011 sec): 3 clusters Score: Raw -205738.231774 + Penalty 991.367350 = -204746.864424 nChanged 16 SP:Iteration 35Q (147.502034 sec): 3 clusters Score: Raw -205741.515658 + Penalty 989.780137 = -204751.735521 nChanged 21 SP:Iteration 36Q (147.506126 sec): 3 clusters Score: Raw -205745.376938 + Penalty 988.974281 = -204756.402657 nChanged 11 SP:Iteration 37Q (147.510060 sec): 3 clusters Score: Raw -205746.994388 + Penalty 988.296786 = -204758.697602 nChanged 10 SP:Iteration 38Q (147.514096 sec): 3 clusters Score: Raw -205748.427838 + Penalty 987.848899 = -204760.578940 nChanged 6 SP:Iteration 39Q (147.518199 sec): 3 clusters Score: Raw -205748.843995 + Penalty 987.613709 = -204761.230286 nChanged 3 SP:Iteration 40F (147.522392 sec): 3 clusters Score: Raw -205749.001726 + Penalty 987.321508 = -204761.680218 nChanged 4 SP:Iteration 41Q (147.526341 sec): 3 clusters Score: Raw -205749.227505 + Penalty 987.246242 = -204761.981262 nChanged 1 SP:Iteration 42Q (147.530358 sec): 3 clusters Score: Raw -205749.249387 + Penalty 987.308991 = -204761.940396 nChanged 1 SP:Iteration 43F (147.534571 sec): 3 clusters Score: Raw -205749.811788 + Penalty 987.291081 = -204762.520707 nChanged 2 SP:Iteration 44Q (147.538605 sec): 3 clusters Score: Raw -205750.240401 + Penalty 987.218502 = -204763.021899 nChanged 1 SP:Iteration 45Q (147.542522 sec): 3 clusters Score: Raw -205750.280368 + Penalty 987.143011 = -204763.137356 nChanged 1 SP:Iteration 46Q (147.546439 sec): 3 clusters Score: Raw -205750.288290 + Penalty 987.074739 = -204763.213551 nChanged 1 SP:Iteration 47Q (147.550723 sec): 3 clusters Score: Raw -205750.339882 + Penalty 986.864852 = -204763.475029 nChanged 3 SP:Iteration 48Q (147.554752 sec): 3 clusters Score: Raw -205750.589945 + Penalty 986.805477 = -204763.784468 nChanged 1 SP:Iteration 49Q (147.558784 sec): 3 clusters Score: Raw -205750.679542 + Penalty 986.805477 = -204763.874065 nChanged 0 SP:Iteration 50F (147.563056 sec): 3 clusters Score: Raw -205750.679542 + Penalty 986.805477 = -204763.874065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.571698 sec): 2 clusters Score: Raw -21025.467517 + Penalty 294.297502 = -20731.170015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.572424 sec): 3 clusters Score: Raw -20935.266492 + Penalty 588.263513 = -20347.002979 nChanged 85 SP:Iteration 1F (147.573126 sec): 3 clusters Score: Raw -21029.805542 + Penalty 596.811343 = -20432.994199 nChanged 27 SP:Iteration 2F (147.573822 sec): 3 clusters Score: Raw -21068.191485 + Penalty 603.107599 = -20465.083885 nChanged 15 SP:Iteration 3F (147.574518 sec): 3 clusters Score: Raw -21091.906153 + Penalty 606.496924 = -20485.409229 nChanged 8 SP:Iteration 4Q (147.575186 sec): 3 clusters Score: Raw -21098.815799 + Penalty 608.866414 = -20489.949385 nChanged 5 SP:Iteration 5Q (147.575898 sec): 3 clusters Score: Raw -21111.093962 + Penalty 608.798776 = -20502.295185 nChanged 2 SP:Iteration 6Q (147.576575 sec): 3 clusters Score: Raw -21114.820843 + Penalty 610.163526 = -20504.657317 nChanged 1 SP:Iteration 7Q (147.577260 sec): 3 clusters Score: Raw -21115.068711 + Penalty 610.163526 = -20504.905185 nChanged 0 SP:Iteration 8F (147.577976 sec): 3 clusters Score: Raw -21115.068711 + Penalty 610.163526 = -20504.905185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.579926 sec): 2 clusters Score: Raw -32481.999381 + Penalty 834.172015 = -31647.827366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.580843 sec): 3 clusters Score: Raw -32390.187187 + Penalty 1668.204449 = -30721.982738 nChanged 101 SP:Iteration 1F (147.581807 sec): 3 clusters Score: Raw -32540.796923 + Penalty 1668.348488 = -30872.448435 nChanged 36 SP:Iteration 2F (147.582763 sec): 3 clusters Score: Raw -32599.442468 + Penalty 1668.387982 = -30931.054486 nChanged 18 SP:Iteration 3Q (147.583677 sec): 3 clusters Score: Raw -32628.571457 + Penalty 1668.618368 = -30959.953089 nChanged 8 SP:Iteration 4Q (147.584587 sec): 3 clusters Score: Raw -32640.104133 + Penalty 1668.392271 = -30971.711862 nChanged 4 SP:Iteration 5Q (147.585489 sec): 3 clusters Score: Raw -32644.409481 + Penalty 1668.344030 = -30976.065451 nChanged 3 SP:Iteration 6Q (147.586375 sec): 3 clusters Score: Raw -32648.880542 + Penalty 1668.344030 = -30980.536512 nChanged 0 SP:Iteration 7F (147.587277 sec): 3 clusters Score: Raw -32648.880542 + Penalty 1668.344030 = -30980.536512 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 16 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.591630 sec): 2 clusters Score: Raw -90682.083961 + Penalty 500.200929 = -90181.883032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.593727 sec): 3 clusters Score: Raw -90076.023930 + Penalty 997.694727 = -89078.329202 nChanged 413 SP:Iteration 1F (147.595819 sec): 3 clusters Score: Raw -90345.372378 + Penalty 1005.873254 = -89339.499124 nChanged 149 SP:Iteration 2F (147.598013 sec): 3 clusters Score: Raw -90487.040969 + Penalty 1021.212549 = -89465.828420 nChanged 86 SP:Iteration 3F (147.600079 sec): 3 clusters Score: Raw -90573.728937 + Penalty 1041.677866 = -89532.051071 nChanged 64 SP:Iteration 4F (147.602091 sec): 3 clusters Score: Raw -90638.512728 + Penalty 1053.813857 = -89584.698871 nChanged 41 SP:Iteration 5Q (147.604081 sec): 3 clusters Score: Raw -90671.395287 + Penalty 1055.095004 = -89616.300283 nChanged 16 SP:Iteration 6Q (147.606175 sec): 3 clusters Score: Raw -90681.960954 + Penalty 1054.353501 = -89627.607453 nChanged 16 SP:Iteration 7Q (147.608218 sec): 3 clusters Score: Raw -90691.929217 + Penalty 1054.028247 = -89637.900970 nChanged 10 SP:Iteration 8Q (147.610203 sec): 3 clusters Score: Raw -90697.611764 + Penalty 1056.885689 = -89640.726075 nChanged 8 SP:Iteration 9Q (147.612134 sec): 3 clusters Score: Raw -90700.067201 + Penalty 1056.885689 = -89643.181512 nChanged 0 SP:Iteration 10F (147.614149 sec): 3 clusters Score: Raw -90700.067201 + Penalty 1056.885689 = -89643.181512 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 17 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.616909 sec): 2 clusters Score: Raw -63544.780576 + Penalty 705.030626 = -62839.749949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.618423 sec): 3 clusters Score: Raw -63239.070662 + Penalty 1409.893162 = -61829.177500 nChanged 240 SP:Iteration 1F (147.619853 sec): 3 clusters Score: Raw -63398.226839 + Penalty 1410.144139 = -61988.082700 nChanged 63 SP:Iteration 2F (147.621249 sec): 3 clusters Score: Raw -63444.815673 + Penalty 1414.893168 = -62029.922505 nChanged 44 SP:Iteration 3F (147.622653 sec): 3 clusters Score: Raw -63487.411080 + Penalty 1428.326257 = -62059.084823 nChanged 49 SP:Iteration 4F (147.624058 sec): 3 clusters Score: Raw -63552.284795 + Penalty 1444.881561 = -62107.403234 nChanged 49 SP:Iteration 5F (147.625504 sec): 3 clusters Score: Raw -63608.778165 + Penalty 1455.447983 = -62153.330182 nChanged 32 SP:Iteration 6Q (147.626917 sec): 3 clusters Score: Raw -63646.205236 + Penalty 1465.046824 = -62181.158413 nChanged 29 SP:Iteration 7Q (147.628360 sec): 3 clusters Score: Raw -63687.796544 + Penalty 1468.587421 = -62219.209124 nChanged 18 SP:Iteration 8Q (147.629789 sec): 3 clusters Score: Raw -63720.524409 + Penalty 1469.561446 = -62250.962964 nChanged 12 SP:Iteration 9Q (147.631190 sec): 3 clusters Score: Raw -63731.541141 + Penalty 1473.445320 = -62258.095821 nChanged 12 SP:Iteration 10F (147.632606 sec): 3 clusters Score: Raw -63740.423542 + Penalty 1477.662126 = -62262.761416 nChanged 7 SP:Iteration 11Q (147.633973 sec): 3 clusters Score: Raw -63745.973513 + Penalty 1480.589837 = -62265.383676 nChanged 3 SP:Iteration 12Q (147.635373 sec): 3 clusters Score: Raw -63750.860659 + Penalty 1479.774505 = -62271.086154 nChanged 3 SP:Iteration 13Q (147.636752 sec): 3 clusters Score: Raw -63753.864732 + Penalty 1480.405888 = -62273.458844 nChanged 5 SP:Iteration 14Q (147.638133 sec): 3 clusters Score: Raw -63758.943615 + Penalty 1480.311984 = -62278.631632 nChanged 3 SP:Iteration 15Q (147.639523 sec): 3 clusters Score: Raw -63761.806524 + Penalty 1480.878595 = -62280.927929 nChanged 6 SP:Iteration 16Q (147.640892 sec): 3 clusters Score: Raw -63764.426820 + Penalty 1479.714459 = -62284.712360 nChanged 2 SP:Iteration 17Q (147.642258 sec): 3 clusters Score: Raw -63765.017337 + Penalty 1479.714459 = -62285.302878 nChanged 0 SP:Iteration 18F (147.643701 sec): 3 clusters Score: Raw -63765.017337 + Penalty 1479.714459 = -62285.302878 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 18 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.646497 sec): 2 clusters Score: Raw -68954.592103 + Penalty 800.334538 = -68154.257565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.648161 sec): 3 clusters Score: Raw -68633.496289 + Penalty 1601.302447 = -67032.193842 nChanged 254 SP:Iteration 1F (147.649875 sec): 3 clusters Score: Raw -68852.618139 + Penalty 1603.429706 = -67249.188433 nChanged 61 SP:Iteration 2F (147.651585 sec): 3 clusters Score: Raw -68936.736803 + Penalty 1612.755572 = -67323.981231 nChanged 60 SP:Iteration 3F (147.653180 sec): 3 clusters Score: Raw -69017.908243 + Penalty 1629.990690 = -67387.917552 nChanged 57 SP:Iteration 4F (147.654767 sec): 3 clusters Score: Raw -69114.810936 + Penalty 1650.166832 = -67464.644104 nChanged 49 SP:Iteration 5F (147.656351 sec): 3 clusters Score: Raw -69181.777677 + Penalty 1663.350745 = -67518.426932 nChanged 33 SP:Iteration 6Q (147.657902 sec): 3 clusters Score: Raw -69233.742059 + Penalty 1672.674226 = -67561.067833 nChanged 32 SP:Iteration 7Q (147.659448 sec): 3 clusters Score: Raw -69282.875567 + Penalty 1679.096950 = -67603.778617 nChanged 24 SP:Iteration 8Q (147.660962 sec): 3 clusters Score: Raw -69315.528433 + Penalty 1684.974422 = -67630.554011 nChanged 20 SP:Iteration 9Q (147.662443 sec): 3 clusters Score: Raw -69343.550949 + Penalty 1690.147556 = -67653.403393 nChanged 12 SP:Iteration 10F (147.664062 sec): 3 clusters Score: Raw -69359.315017 + Penalty 1693.404149 = -67665.910868 nChanged 6 SP:Iteration 11Q (147.665516 sec): 3 clusters Score: Raw -69366.720317 + Penalty 1694.310653 = -67672.409664 nChanged 1 SP:Iteration 12Q (147.666946 sec): 3 clusters Score: Raw -69367.318053 + Penalty 1694.310653 = -67673.007400 nChanged 0 SP:Iteration 13F (147.668527 sec): 3 clusters Score: Raw -69367.318053 + Penalty 1694.310653 = -67673.007400 nChanged 0 Memory request: 0.02 GB would take us to total of 0.41 GB. Trying to split cluster 20 (3103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.683156 sec): 2 clusters Score: Raw -260500.322616 + Penalty 408.518798 = -260091.803817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.689037 sec): 3 clusters Score: Raw -258577.970828 + Penalty 816.108646 = -257761.862181 nChanged 1418 SP:Iteration 1F (147.694641 sec): 3 clusters Score: Raw -259377.700167 + Penalty 817.480825 = -258560.219342 nChanged 304 SP:Iteration 2F (147.700510 sec): 3 clusters Score: Raw -259519.201591 + Penalty 819.204110 = -258699.997481 nChanged 188 SP:Iteration 3F (147.706265 sec): 3 clusters Score: Raw -259608.212899 + Penalty 821.914347 = -258786.298552 nChanged 144 SP:Iteration 4Q (147.712054 sec): 3 clusters Score: Raw -259690.576092 + Penalty 825.697974 = -258864.878118 nChanged 143 SP:Iteration 5Q (147.717908 sec): 3 clusters Score: Raw -259772.412127 + Penalty 832.090812 = -258940.321315 nChanged 146 SP:Iteration 6Q (147.723477 sec): 3 clusters Score: Raw -259860.638803 + Penalty 841.178088 = -259019.460715 nChanged 145 SP:Iteration 7Q (147.728975 sec): 3 clusters Score: Raw -259948.817433 + Penalty 856.190061 = -259092.627372 nChanged 161 SP:Iteration 8F (147.734576 sec): 3 clusters Score: Raw -260067.550807 + Penalty 890.440030 = -259177.110777 nChanged 183 SP:Iteration 9F (147.740137 sec): 3 clusters Score: Raw -260220.366335 + Penalty 935.521957 = -259284.844378 nChanged 144 SP:Iteration 10F (147.745833 sec): 3 clusters Score: Raw -260345.206591 + Penalty 988.977560 = -259356.229031 nChanged 106 SP:Iteration 11Q (147.751413 sec): 3 clusters Score: Raw -260432.779513 + Penalty 1039.307349 = -259393.472164 nChanged 53 SP:Iteration 12Q (147.756812 sec): 3 clusters Score: Raw -260474.096695 + Penalty 1099.682245 = -259374.414450 nChanged 37 SP:Iteration 13F (147.762376 sec): 3 clusters Score: Raw -260506.013423 + Penalty 1133.494833 = -259372.518590 nChanged 19 SP:Iteration 14F (147.768023 sec): 3 clusters Score: Raw -260521.531912 + Penalty 1158.190694 = -259363.341218 nChanged 11 SP:Iteration 15F (147.773557 sec): 3 clusters Score: Raw -260533.924145 + Penalty 1173.748874 = -259360.175271 nChanged 7 SP:Iteration 16F (147.779202 sec): 3 clusters Score: Raw -260538.884365 + Penalty 1176.444862 = -259362.439502 nChanged 4 SP:Iteration 17Q (147.784210 sec): 3 clusters Score: Raw -260541.893587 + Penalty 1184.569680 = -259357.323907 nChanged 3 SP:Iteration 18F (147.789841 sec): 3 clusters Score: Raw -260545.672346 + Penalty 1184.569680 = -259361.102666 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.794552 sec): 2 clusters Score: Raw -48029.910719 + Penalty 302.551610 = -47727.359109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.795813 sec): 3 clusters Score: Raw -47715.893634 + Penalty 605.372966 = -47110.520669 nChanged 214 SP:Iteration 1F (147.797036 sec): 3 clusters Score: Raw -47848.119846 + Penalty 604.402443 = -47243.717403 nChanged 48 SP:Iteration 2F (147.798251 sec): 3 clusters Score: Raw -47877.075670 + Penalty 602.314042 = -47274.761627 nChanged 28 SP:Iteration 3Q (147.799469 sec): 3 clusters Score: Raw -47894.739385 + Penalty 601.956101 = -47292.783284 nChanged 31 SP:Iteration 4F (147.800760 sec): 3 clusters Score: Raw -47915.157403 + Penalty 602.132168 = -47313.025235 nChanged 34 SP:Iteration 5F (147.802044 sec): 3 clusters Score: Raw -47937.635489 + Penalty 602.420630 = -47335.214859 nChanged 22 SP:Iteration 6Q (147.803301 sec): 3 clusters Score: Raw -47947.787039 + Penalty 603.635141 = -47344.151898 nChanged 19 SP:Iteration 7Q (147.804569 sec): 3 clusters Score: Raw -47957.036572 + Penalty 604.142325 = -47352.894248 nChanged 10 SP:Iteration 8Q (147.805857 sec): 3 clusters Score: Raw -47960.906553 + Penalty 605.103221 = -47355.803332 nChanged 12 SP:Iteration 9Q (147.807166 sec): 3 clusters Score: Raw -47966.694087 + Penalty 606.681836 = -47360.012251 nChanged 14 SP:Iteration 10F (147.808454 sec): 3 clusters Score: Raw -47975.153498 + Penalty 608.289979 = -47366.863519 nChanged 10 SP:Iteration 11Q (147.809708 sec): 3 clusters Score: Raw -47978.726116 + Penalty 610.040108 = -47368.686008 nChanged 8 SP:Iteration 12Q (147.810909 sec): 3 clusters Score: Raw -47982.865485 + Penalty 611.943581 = -47370.921904 nChanged 8 SP:Iteration 13Q (147.812108 sec): 3 clusters Score: Raw -47986.861810 + Penalty 612.331131 = -47374.530679 nChanged 3 SP:Iteration 14Q (147.813326 sec): 3 clusters Score: Raw -47987.968641 + Penalty 613.296838 = -47374.671803 nChanged 6 SP:Iteration 15Q (147.814581 sec): 3 clusters Score: Raw -47992.358551 + Penalty 613.942821 = -47378.415730 nChanged 10 SP:Iteration 16Q (147.815830 sec): 3 clusters Score: Raw -47998.835673 + Penalty 615.736967 = -47383.098706 nChanged 6 SP:Iteration 17Q (147.817068 sec): 3 clusters Score: Raw -48001.145068 + Penalty 618.061911 = -47383.083157 nChanged 6 SP:Iteration 18F (147.818341 sec): 3 clusters Score: Raw -48003.095258 + Penalty 619.511788 = -47383.583469 nChanged 3 SP:Iteration 19Q (147.819594 sec): 3 clusters Score: Raw -48005.431375 + Penalty 621.349148 = -47384.082226 nChanged 4 SP:Iteration 20F (147.820864 sec): 3 clusters Score: Raw -48007.335696 + Penalty 622.719853 = -47384.615843 nChanged 3 SP:Iteration 21Q (147.822122 sec): 3 clusters Score: Raw -48009.928725 + Penalty 626.402514 = -47383.526211 nChanged 7 SP:Iteration 22F (147.823402 sec): 3 clusters Score: Raw -48016.858083 + Penalty 628.397432 = -47388.460651 nChanged 8 SP:Iteration 23Q (147.824665 sec): 3 clusters Score: Raw -48023.954264 + Penalty 631.991599 = -47391.962665 nChanged 8 SP:Iteration 24Q (147.825922 sec): 3 clusters Score: Raw -48027.977410 + Penalty 635.075072 = -47392.902338 nChanged 6 SP:Iteration 25Q (147.827170 sec): 3 clusters Score: Raw -48032.287886 + Penalty 638.226809 = -47394.061077 nChanged 6 SP:Iteration 26Q (147.828430 sec): 3 clusters Score: Raw -48035.426584 + Penalty 640.341711 = -47395.084872 nChanged 4 SP:Iteration 27Q (147.829684 sec): 3 clusters Score: Raw -48036.993922 + Penalty 642.243406 = -47394.750515 nChanged 4 SP:Iteration 28F (147.830905 sec): 3 clusters Score: Raw -48038.690139 + Penalty 642.217711 = -47396.472428 nChanged 1 SP:Iteration 29Q (147.832110 sec): 3 clusters Score: Raw -48040.259313 + Penalty 642.706867 = -47397.552446 nChanged 1 SP:Iteration 30F (147.833322 sec): 3 clusters Score: Raw -48040.719471 + Penalty 643.882517 = -47396.836954 nChanged 3 SP:Iteration 31F (147.834581 sec): 3 clusters Score: Raw -48041.980769 + Penalty 644.241252 = -47397.739517 nChanged 1 SP:Iteration 32Q (147.835807 sec): 3 clusters Score: Raw -48042.639115 + Penalty 646.920678 = -47395.718437 nChanged 3 SP:Iteration 33F (147.837020 sec): 3 clusters Score: Raw -48043.955845 + Penalty 648.687669 = -47395.268177 nChanged 2 SP:Iteration 34F (147.838238 sec): 3 clusters Score: Raw -48044.939102 + Penalty 648.762129 = -47396.176973 nChanged 3 SP:Iteration 35Q (147.839436 sec): 3 clusters Score: Raw -48046.109885 + Penalty 649.153498 = -47396.956387 nChanged 1 SP:Iteration 36Q (147.840634 sec): 3 clusters Score: Raw -48046.247573 + Penalty 650.029464 = -47396.218109 nChanged 1 SP:Iteration 37F (147.841845 sec): 3 clusters Score: Raw -48046.338977 + Penalty 650.029464 = -47396.309513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 23 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.844220 sec): 2 clusters Score: Raw -34073.109605 + Penalty 700.302716 = -33372.806889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.845117 sec): 3 clusters Score: Raw -33959.559463 + Penalty 1399.081538 = -32560.477925 nChanged 103 SP:Iteration 1F (147.846004 sec): 3 clusters Score: Raw -34078.363927 + Penalty 1410.198502 = -32668.165425 nChanged 36 SP:Iteration 2F (147.846884 sec): 3 clusters Score: Raw -34137.474606 + Penalty 1413.429674 = -32724.044932 nChanged 21 SP:Iteration 3F (147.847764 sec): 3 clusters Score: Raw -34167.540041 + Penalty 1409.583741 = -32757.956301 nChanged 9 SP:Iteration 4Q (147.848700 sec): 3 clusters Score: Raw -34182.231355 + Penalty 1409.618646 = -32772.612709 nChanged 6 SP:Iteration 5Q (147.849599 sec): 3 clusters Score: Raw -34190.628389 + Penalty 1407.771578 = -32782.856811 nChanged 6 SP:Iteration 6Q (147.850485 sec): 3 clusters Score: Raw -34199.960931 + Penalty 1407.058665 = -32792.902266 nChanged 1 SP:Iteration 7Q (147.851373 sec): 3 clusters Score: Raw -34200.993338 + Penalty 1406.360037 = -32794.633300 nChanged 1 SP:Iteration 8Q (147.852276 sec): 3 clusters Score: Raw -34202.449927 + Penalty 1405.123114 = -32797.326813 nChanged 1 SP:Iteration 9Q (147.853124 sec): 3 clusters Score: Raw -34203.495169 + Penalty 1405.123114 = -32798.372056 nChanged 0 SP:Iteration 10F (147.854003 sec): 3 clusters Score: Raw -34203.495169 + Penalty 1405.123114 = -32798.372056 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 24 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.858714 sec): 2 clusters Score: Raw -103722.400855 + Penalty 591.491524 = -103130.909331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.860973 sec): 3 clusters Score: Raw -103047.825098 + Penalty 1180.909197 = -101866.915901 nChanged 419 SP:Iteration 1F (147.863262 sec): 3 clusters Score: Raw -103235.082987 + Penalty 1179.943487 = -102055.139500 nChanged 132 SP:Iteration 2F (147.865514 sec): 3 clusters Score: Raw -103310.837047 + Penalty 1179.173811 = -102131.663236 nChanged 82 SP:Iteration 3F (147.867760 sec): 3 clusters Score: Raw -103370.728034 + Penalty 1182.165719 = -102188.562315 nChanged 80 SP:Iteration 4F (147.870000 sec): 3 clusters Score: Raw -103437.851763 + Penalty 1196.691579 = -102241.160184 nChanged 85 SP:Iteration 5F (147.872198 sec): 3 clusters Score: Raw -103528.724954 + Penalty 1235.610916 = -102293.114038 nChanged 84 SP:Iteration 6F (147.874390 sec): 3 clusters Score: Raw -103637.564258 + Penalty 1270.811000 = -102366.753258 nChanged 56 SP:Iteration 7Q (147.876548 sec): 3 clusters Score: Raw -103710.646171 + Penalty 1288.047995 = -102422.598176 nChanged 39 SP:Iteration 8Q (147.878634 sec): 3 clusters Score: Raw -103750.677814 + Penalty 1301.466823 = -102449.210990 nChanged 30 SP:Iteration 9Q (147.880678 sec): 3 clusters Score: Raw -103777.322174 + Penalty 1313.569219 = -102463.752955 nChanged 22 SP:Iteration 10F (147.883043 sec): 3 clusters Score: Raw -103789.741948 + Penalty 1318.966051 = -102470.775897 nChanged 15 SP:Iteration 11Q (147.885177 sec): 3 clusters Score: Raw -103798.881709 + Penalty 1321.091128 = -102477.790581 nChanged 12 SP:Iteration 12Q (147.887190 sec): 3 clusters Score: Raw -103807.586730 + Penalty 1325.781775 = -102481.804954 nChanged 9 SP:Iteration 13Q (147.889151 sec): 3 clusters Score: Raw -103816.813200 + Penalty 1330.458017 = -102486.355184 nChanged 16 SP:Iteration 14Q (147.891107 sec): 3 clusters Score: Raw -103827.713278 + Penalty 1330.184743 = -102497.528535 nChanged 13 SP:Iteration 15Q (147.893058 sec): 3 clusters Score: Raw -103838.041924 + Penalty 1329.073169 = -102508.968755 nChanged 14 SP:Iteration 16Q (147.895089 sec): 3 clusters Score: Raw -103848.401913 + Penalty 1330.603067 = -102517.798846 nChanged 11 SP:Iteration 17Q (147.897079 sec): 3 clusters Score: Raw -103856.390803 + Penalty 1333.567301 = -102522.823502 nChanged 9 SP:Iteration 18Q (147.899106 sec): 3 clusters Score: Raw -103862.780303 + Penalty 1335.983929 = -102526.796374 nChanged 9 SP:Iteration 19Q (147.901091 sec): 3 clusters Score: Raw -103868.332350 + Penalty 1336.822881 = -102531.509468 nChanged 6 SP:Iteration 20F (147.903369 sec): 3 clusters Score: Raw -103871.584117 + Penalty 1336.947268 = -102534.636849 nChanged 5 SP:Iteration 21Q (147.905377 sec): 3 clusters Score: Raw -103876.489644 + Penalty 1335.466961 = -102541.022683 nChanged 10 SP:Iteration 22Q (147.907382 sec): 3 clusters Score: Raw -103882.843387 + Penalty 1333.879818 = -102548.963568 nChanged 6 SP:Iteration 23Q (147.909394 sec): 3 clusters Score: Raw -103886.467231 + Penalty 1334.365320 = -102552.101910 nChanged 4 SP:Iteration 24Q (147.911412 sec): 3 clusters Score: Raw -103888.041496 + Penalty 1334.000196 = -102554.041300 nChanged 2 SP:Iteration 25Q (147.913377 sec): 3 clusters Score: Raw -103888.434244 + Penalty 1334.835310 = -102553.598934 nChanged 2 SP:Iteration 26F (147.915784 sec): 3 clusters Score: Raw -103889.552460 + Penalty 1334.645359 = -102554.907101 nChanged 3 SP:Iteration 27Q (147.917920 sec): 3 clusters Score: Raw -103890.376830 + Penalty 1334.959656 = -102555.417173 nChanged 1 SP:Iteration 28Q (147.920103 sec): 3 clusters Score: Raw -103890.773703 + Penalty 1334.959656 = -102555.814047 nChanged 0 SP:Iteration 29F (147.922294 sec): 3 clusters Score: Raw -103890.773703 + Penalty 1334.959656 = -102555.814047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.924942 sec): 2 clusters Score: Raw -44669.786142 + Penalty 536.810066 = -44132.976076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.926043 sec): 3 clusters Score: Raw -44418.907823 + Penalty 1071.761500 = -43347.146323 nChanged 161 SP:Iteration 1F (147.927124 sec): 3 clusters Score: Raw -44555.778477 + Penalty 1071.667643 = -43484.110834 nChanged 58 SP:Iteration 2F (147.928204 sec): 3 clusters Score: Raw -44603.031393 + Penalty 1070.109718 = -43532.921675 nChanged 30 SP:Iteration 3F (147.929282 sec): 3 clusters Score: Raw -44627.721733 + Penalty 1070.420900 = -43557.300834 nChanged 15 SP:Iteration 4Q (147.930340 sec): 3 clusters Score: Raw -44637.216390 + Penalty 1071.133297 = -43566.083093 nChanged 8 SP:Iteration 5Q (147.931401 sec): 3 clusters Score: Raw -44647.266561 + Penalty 1071.799644 = -43575.466916 nChanged 8 SP:Iteration 6Q (147.932456 sec): 3 clusters Score: Raw -44651.987435 + Penalty 1071.772684 = -43580.214750 nChanged 6 SP:Iteration 7Q (147.933511 sec): 3 clusters Score: Raw -44656.052847 + Penalty 1072.015821 = -43584.037026 nChanged 5 SP:Iteration 8Q (147.934568 sec): 3 clusters Score: Raw -44658.606844 + Penalty 1072.332523 = -43586.274321 nChanged 3 SP:Iteration 9Q (147.935622 sec): 3 clusters Score: Raw -44659.488392 + Penalty 1072.552729 = -43586.935663 nChanged 3 SP:Iteration 10F (147.936700 sec): 3 clusters Score: Raw -44660.428490 + Penalty 1072.588198 = -43587.840292 nChanged 1 SP:Iteration 11Q (147.937754 sec): 3 clusters Score: Raw -44660.788880 + Penalty 1072.664915 = -43588.123965 nChanged 2 SP:Iteration 12Q (147.938807 sec): 3 clusters Score: Raw -44661.502945 + Penalty 1072.669743 = -43588.833202 nChanged 2 SP:Iteration 13Q (147.939881 sec): 3 clusters Score: Raw -44661.832701 + Penalty 1072.705835 = -43589.126867 nChanged 1 SP:Iteration 14Q (147.940940 sec): 3 clusters Score: Raw -44661.954435 + Penalty 1072.705835 = -43589.248600 nChanged 0 SP:Iteration 15F (147.942037 sec): 3 clusters Score: Raw -44661.954435 + Penalty 1072.705835 = -43589.248600 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 28 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.945528 sec): 2 clusters Score: Raw -79493.373395 + Penalty 809.070497 = -78684.302898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.947300 sec): 3 clusters Score: Raw -79105.929577 + Penalty 1620.352021 = -77485.577556 nChanged 288 SP:Iteration 1F (147.949135 sec): 3 clusters Score: Raw -79318.360372 + Penalty 1626.584702 = -77691.775671 nChanged 85 SP:Iteration 2F (147.950948 sec): 3 clusters Score: Raw -79418.780154 + Penalty 1639.177183 = -77779.602971 nChanged 70 SP:Iteration 3F (147.952719 sec): 3 clusters Score: Raw -79517.850550 + Penalty 1651.666750 = -77866.183800 nChanged 59 SP:Iteration 4F (147.954450 sec): 3 clusters Score: Raw -79580.896168 + Penalty 1658.943259 = -77921.952909 nChanged 28 SP:Iteration 5Q (147.956157 sec): 3 clusters Score: Raw -79612.414621 + Penalty 1663.626238 = -77948.788383 nChanged 21 SP:Iteration 6Q (147.957845 sec): 3 clusters Score: Raw -79635.688117 + Penalty 1668.089904 = -77967.598213 nChanged 19 SP:Iteration 7Q (147.959523 sec): 3 clusters Score: Raw -79655.534624 + Penalty 1674.148447 = -77981.386176 nChanged 13 SP:Iteration 8Q (147.961170 sec): 3 clusters Score: Raw -79674.918145 + Penalty 1679.631588 = -77995.286557 nChanged 19 SP:Iteration 9Q (147.962805 sec): 3 clusters Score: Raw -79701.681966 + Penalty 1682.504176 = -78019.177791 nChanged 22 SP:Iteration 10F (147.964509 sec): 3 clusters Score: Raw -79726.279649 + Penalty 1682.551933 = -78043.727716 nChanged 17 SP:Iteration 11Q (147.966168 sec): 3 clusters Score: Raw -79744.799917 + Penalty 1684.330046 = -78060.469871 nChanged 16 SP:Iteration 12Q (147.967792 sec): 3 clusters Score: Raw -79770.096981 + Penalty 1684.186398 = -78085.910584 nChanged 16 SP:Iteration 13Q (147.969388 sec): 3 clusters Score: Raw -79791.645424 + Penalty 1685.171376 = -78106.474048 nChanged 12 SP:Iteration 14Q (147.970954 sec): 3 clusters Score: Raw -79806.520431 + Penalty 1687.273140 = -78119.247290 nChanged 12 SP:Iteration 15Q (147.972511 sec): 3 clusters Score: Raw -79819.308611 + Penalty 1688.714691 = -78130.593919 nChanged 10 SP:Iteration 16Q (147.974081 sec): 3 clusters Score: Raw -79830.540786 + Penalty 1687.819946 = -78142.720841 nChanged 4 SP:Iteration 17Q (147.975666 sec): 3 clusters Score: Raw -79833.462467 + Penalty 1687.399200 = -78146.063267 nChanged 4 SP:Iteration 18Q (147.977227 sec): 3 clusters Score: Raw -79836.554655 + Penalty 1686.319063 = -78150.235592 nChanged 2 SP:Iteration 19Q (147.978773 sec): 3 clusters Score: Raw -79837.935485 + Penalty 1685.630901 = -78152.304584 nChanged 2 SP:Iteration 20F (147.980442 sec): 3 clusters Score: Raw -79838.697770 + Penalty 1685.630901 = -78153.066869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.981203 sec): 2 clusters Score: Raw -2665.264494 + Penalty 108.998444 = -2556.266050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.981493 sec): 3 clusters Score: Raw -2716.498690 + Penalty 229.509323 = -2486.989367 nChanged 7 SP:Iteration 1F (147.981773 sec): 3 clusters Score: Raw -2734.217818 + Penalty 241.551912 = -2492.665906 nChanged 2 SP:Iteration 2Q (147.982043 sec): 3 clusters Score: Raw -2743.666160 + Penalty 241.551912 = -2502.114248 nChanged 0 SP:Iteration 3F (147.982344 sec): 3 clusters Score: Raw -2743.666160 + Penalty 241.551912 = -2502.114248 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 30 (2826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.991988 sec): 2 clusters Score: Raw -237061.487457 + Penalty 476.578096 = -236584.909361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.997296 sec): 3 clusters Score: Raw -235317.809109 + Penalty 951.746984 = -234366.062125 nChanged 1191 SP:Iteration 1F (148.002434 sec): 3 clusters Score: Raw -235932.709325 + Penalty 951.655572 = -234981.053754 nChanged 359 SP:Iteration 2F (148.008030 sec): 3 clusters Score: Raw -236215.872977 + Penalty 959.138640 = -235256.734337 nChanged 318 SP:Iteration 3F (148.013342 sec): 3 clusters Score: Raw -236524.279143 + Penalty 967.873100 = -235556.406044 nChanged 224 SP:Iteration 4F (148.018804 sec): 3 clusters Score: Raw -236786.312394 + Penalty 981.646230 = -235804.666164 nChanged 128 SP:Iteration 5Q (148.023936 sec): 3 clusters Score: Raw -236951.347425 + Penalty 992.149735 = -235959.197690 nChanged 78 SP:Iteration 6Q (148.028594 sec): 3 clusters Score: Raw -237046.446590 + Penalty 997.778707 = -236048.667883 nChanged 39 SP:Iteration 7Q (148.033061 sec): 3 clusters Score: Raw -237084.469387 + Penalty 1001.672166 = -236082.797221 nChanged 19 SP:Iteration 8Q (148.037397 sec): 3 clusters Score: Raw -237095.638074 + Penalty 1011.743909 = -236083.894165 nChanged 11 SP:Iteration 9Q (148.041620 sec): 3 clusters Score: Raw -237102.581340 + Penalty 1017.151234 = -236085.430106 nChanged 7 SP:Iteration 10F (148.046655 sec): 3 clusters Score: Raw -237107.523533 + Penalty 1023.081607 = -236084.441927 nChanged 6 SP:Iteration 11F (148.052134 sec): 3 clusters Score: Raw -237111.461493 + Penalty 1026.764408 = -236084.697085 nChanged 9 SP:Iteration 12Q (148.056676 sec): 3 clusters Score: Raw -237115.100400 + Penalty 1029.056331 = -236086.044070 nChanged 9 SP:Iteration 13Q (148.060846 sec): 3 clusters Score: Raw -237120.751626 + Penalty 1033.676559 = -236087.075066 nChanged 8 SP:Iteration 14Q (148.065055 sec): 3 clusters Score: Raw -237128.105943 + Penalty 1041.665249 = -236086.440694 nChanged 5 SP:Iteration 15F (148.070217 sec): 3 clusters Score: Raw -237131.153427 + Penalty 1045.498936 = -236085.654491 nChanged 5 SP:Iteration 16F (148.075384 sec): 3 clusters Score: Raw -237134.217208 + Penalty 1047.560459 = -236086.656749 nChanged 6 SP:Iteration 17Q (148.079610 sec): 3 clusters Score: Raw -237137.565681 + Penalty 1044.326016 = -236093.239664 nChanged 4 SP:Iteration 18Q (148.084141 sec): 3 clusters Score: Raw -237141.560608 + Penalty 1048.180292 = -236093.380316 nChanged 5 SP:Iteration 19Q (148.088284 sec): 3 clusters Score: Raw -237145.129616 + Penalty 1048.359276 = -236096.770340 nChanged 5 SP:Iteration 20F (148.093419 sec): 3 clusters Score: Raw -237151.085851 + Penalty 1052.067968 = -236099.017883 nChanged 6 SP:Iteration 21Q (148.097486 sec): 3 clusters Score: Raw -237155.841352 + Penalty 1055.747854 = -236100.093498 nChanged 4 SP:Iteration 22Q (148.101563 sec): 3 clusters Score: Raw -237157.582740 + Penalty 1052.741773 = -236104.840967 nChanged 1 SP:Iteration 23Q (148.105643 sec): 3 clusters Score: Raw -237159.964440 + Penalty 1052.051253 = -236107.913187 nChanged 2 SP:Iteration 24Q (148.109847 sec): 3 clusters Score: Raw -237163.501396 + Penalty 1052.758128 = -236110.743268 nChanged 1 SP:Iteration 25Q (148.114264 sec): 3 clusters Score: Raw -237164.991376 + Penalty 1052.758128 = -236112.233248 nChanged 0 SP:Iteration 26F (148.119488 sec): 3 clusters Score: Raw -237164.991376 + Penalty 1052.758128 = -236112.233248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 35 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.122726 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.123537 sec): 3 clusters Score: Raw -29043.455827 + Penalty 119.622008 = -28923.833819 nChanged 148 SP:Iteration 1F (148.124338 sec): 3 clusters Score: Raw -29234.150300 + Penalty 49.819095 = -29184.331205 nChanged 18 SP:Iteration 2F (148.124971 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 36 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.128635 sec): 2 clusters Score: Raw -102050.336668 + Penalty 562.365287 = -101487.971381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.130805 sec): 3 clusters Score: Raw -101445.990355 + Penalty 1125.350134 = -100320.640222 nChanged 430 SP:Iteration 1F (148.133063 sec): 3 clusters Score: Raw -101701.136587 + Penalty 1126.605878 = -100574.530709 nChanged 90 SP:Iteration 2F (148.135370 sec): 3 clusters Score: Raw -101764.941671 + Penalty 1127.238827 = -100637.702845 nChanged 64 SP:Iteration 3F (148.137538 sec): 3 clusters Score: Raw -101805.244373 + Penalty 1129.524287 = -100675.720087 nChanged 49 SP:Iteration 4Q (148.139684 sec): 3 clusters Score: Raw -101835.232602 + Penalty 1136.109589 = -100699.123014 nChanged 47 SP:Iteration 5Q (148.141828 sec): 3 clusters Score: Raw -101870.986962 + Penalty 1147.426653 = -100723.560309 nChanged 56 SP:Iteration 6Q (148.143940 sec): 3 clusters Score: Raw -101910.560451 + Penalty 1159.474223 = -100751.086228 nChanged 49 SP:Iteration 7Q (148.146032 sec): 3 clusters Score: Raw -101943.166458 + Penalty 1170.071034 = -100773.095424 nChanged 40 SP:Iteration 8Q (148.148123 sec): 3 clusters Score: Raw -101966.538050 + Penalty 1180.028932 = -100786.509118 nChanged 35 SP:Iteration 9Q (148.150373 sec): 3 clusters Score: Raw -101986.989569 + Penalty 1190.118126 = -100796.871442 nChanged 33 SP:Iteration 10F (148.152525 sec): 3 clusters Score: Raw -102008.648151 + Penalty 1197.427007 = -100811.221143 nChanged 26 SP:Iteration 11Q (148.154655 sec): 3 clusters Score: Raw -102023.786754 + Penalty 1206.362142 = -100817.424612 nChanged 26 SP:Iteration 12Q (148.156802 sec): 3 clusters Score: Raw -102037.674690 + Penalty 1216.534434 = -100821.140256 nChanged 25 SP:Iteration 13Q (148.158885 sec): 3 clusters Score: Raw -102053.910684 + Penalty 1226.631224 = -100827.279460 nChanged 20 SP:Iteration 14Q (148.160918 sec): 3 clusters Score: Raw -102067.523061 + Penalty 1236.041747 = -100831.481314 nChanged 16 SP:Iteration 15Q (148.162912 sec): 3 clusters Score: Raw -102079.500531 + Penalty 1241.608358 = -100837.892173 nChanged 13 SP:Iteration 16Q (148.164920 sec): 3 clusters Score: Raw -102087.357789 + Penalty 1245.957813 = -100841.399976 nChanged 16 SP:Iteration 17Q (148.166917 sec): 3 clusters Score: Raw -102097.918550 + Penalty 1252.316046 = -100845.602503 nChanged 13 SP:Iteration 18Q (148.168909 sec): 3 clusters Score: Raw -102107.800783 + Penalty 1253.739721 = -100854.061062 nChanged 6 SP:Iteration 19Q (148.170865 sec): 3 clusters Score: Raw -102116.397288 + Penalty 1255.669815 = -100860.727474 nChanged 6 SP:Iteration 20F (148.172972 sec): 3 clusters Score: Raw -102123.407421 + Penalty 1257.658472 = -100865.748949 nChanged 6 SP:Iteration 21Q (148.174924 sec): 3 clusters Score: Raw -102127.249426 + Penalty 1257.952782 = -100869.296644 nChanged 4 SP:Iteration 22Q (148.176846 sec): 3 clusters Score: Raw -102127.856089 + Penalty 1257.952782 = -100869.903306 nChanged 0 SP:Iteration 23F (148.178947 sec): 3 clusters Score: Raw -102127.856089 + Penalty 1257.952782 = -100869.903306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.180669 sec): 2 clusters Score: Raw -33703.097091 + Penalty 681.885342 = -33021.211749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.181676 sec): 3 clusters Score: Raw -33595.230491 + Penalty 1363.721977 = -32231.508514 nChanged 122 SP:Iteration 1F (148.182648 sec): 3 clusters Score: Raw -33712.425046 + Penalty 1364.862184 = -32347.562862 nChanged 21 SP:Iteration 2F (148.183610 sec): 3 clusters Score: Raw -33738.119669 + Penalty 1366.431511 = -32371.688158 nChanged 17 SP:Iteration 3Q (148.184558 sec): 3 clusters Score: Raw -33761.809550 + Penalty 1367.410903 = -32394.398647 nChanged 8 SP:Iteration 4Q (148.185492 sec): 3 clusters Score: Raw -33771.397264 + Penalty 1368.549488 = -32402.847775 nChanged 5 SP:Iteration 5Q (148.186410 sec): 3 clusters Score: Raw -33780.733454 + Penalty 1369.297007 = -32411.436447 nChanged 5 SP:Iteration 6Q (148.187304 sec): 3 clusters Score: Raw -33789.163463 + Penalty 1370.277454 = -32418.886009 nChanged 7 SP:Iteration 7Q (148.188196 sec): 3 clusters Score: Raw -33797.195719 + Penalty 1370.423080 = -32426.772639 nChanged 4 SP:Iteration 8Q (148.189086 sec): 3 clusters Score: Raw -33805.806257 + Penalty 1371.025410 = -32434.780847 nChanged 3 SP:Iteration 9Q (148.189973 sec): 3 clusters Score: Raw -33812.263037 + Penalty 1371.930353 = -32440.332684 nChanged 5 SP:Iteration 10F (148.190892 sec): 3 clusters Score: Raw -33816.805605 + Penalty 1372.741951 = -32444.063654 nChanged 2 SP:Iteration 11Q (148.191781 sec): 3 clusters Score: Raw -33818.320502 + Penalty 1372.977452 = -32445.343050 nChanged 1 SP:Iteration 12Q (148.192670 sec): 3 clusters Score: Raw -33818.997024 + Penalty 1372.977452 = -32446.019572 nChanged 0 SP:Iteration 13F (148.193586 sec): 3 clusters Score: Raw -33818.997024 + Penalty 1372.977452 = -32446.019572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.195136 sec): 2 clusters Score: Raw -31894.933791 + Penalty 239.593500 = -31655.340291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.196043 sec): 3 clusters Score: Raw -31702.318105 + Penalty 480.422670 = -31221.895435 nChanged 151 SP:Iteration 1F (148.196935 sec): 3 clusters Score: Raw -31825.127900 + Penalty 481.760574 = -31343.367326 nChanged 32 SP:Iteration 2F (148.197857 sec): 3 clusters Score: Raw -31859.390374 + Penalty 484.171531 = -31375.218843 nChanged 26 SP:Iteration 3F (148.198748 sec): 3 clusters Score: Raw -31890.780693 + Penalty 485.987815 = -31404.792878 nChanged 17 SP:Iteration 4Q (148.199622 sec): 3 clusters Score: Raw -31902.827053 + Penalty 489.036247 = -31413.790806 nChanged 12 SP:Iteration 5Q (148.200493 sec): 3 clusters Score: Raw -31918.004475 + Penalty 491.520174 = -31426.484301 nChanged 9 SP:Iteration 6Q (148.201361 sec): 3 clusters Score: Raw -31922.126650 + Penalty 497.111423 = -31425.015226 nChanged 11 SP:Iteration 7F (148.202252 sec): 3 clusters Score: Raw -31936.129621 + Penalty 505.765838 = -31430.363783 nChanged 15 SP:Iteration 8Q (148.203109 sec): 3 clusters Score: Raw -31953.532955 + Penalty 517.805717 = -31435.727238 nChanged 15 SP:Iteration 9Q (148.203958 sec): 3 clusters Score: Raw -31973.171734 + Penalty 523.196409 = -31449.975325 nChanged 10 SP:Iteration 10F (148.204858 sec): 3 clusters Score: Raw -31979.468071 + Penalty 526.495006 = -31452.973065 nChanged 4 SP:Iteration 11Q (148.205716 sec): 3 clusters Score: Raw -31980.542790 + Penalty 527.811860 = -31452.730930 nChanged 3 SP:Iteration 12F (148.206607 sec): 3 clusters Score: Raw -31987.791221 + Penalty 530.259102 = -31457.532119 nChanged 3 SP:Iteration 13Q (148.207464 sec): 3 clusters Score: Raw -31988.863669 + Penalty 530.259102 = -31458.604567 nChanged 0 SP:Iteration 14F (148.208352 sec): 3 clusters Score: Raw -31988.863669 + Penalty 530.259102 = -31458.604567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 40 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.210213 sec): 2 clusters Score: Raw -45495.040887 + Penalty 955.165648 = -44539.875239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.211286 sec): 3 clusters Score: Raw -45346.553872 + Penalty 1910.272642 = -43436.281230 nChanged 110 SP:Iteration 1F (148.212348 sec): 3 clusters Score: Raw -45476.339851 + Penalty 1910.407969 = -43565.931882 nChanged 30 SP:Iteration 2F (148.213406 sec): 3 clusters Score: Raw -45515.248056 + Penalty 1910.948305 = -43604.299750 nChanged 16 SP:Iteration 3Q (148.214537 sec): 3 clusters Score: Raw -45532.337200 + Penalty 1911.188281 = -43621.148919 nChanged 6 SP:Iteration 4Q (148.215620 sec): 3 clusters Score: Raw -45539.560650 + Penalty 1911.485274 = -43628.075376 nChanged 4 SP:Iteration 5Q (148.216698 sec): 3 clusters Score: Raw -45548.083673 + Penalty 1911.579489 = -43636.504184 nChanged 4 SP:Iteration 6Q (148.217774 sec): 3 clusters Score: Raw -45552.520783 + Penalty 1911.640899 = -43640.879884 nChanged 6 SP:Iteration 7Q (148.218809 sec): 3 clusters Score: Raw -45562.157629 + Penalty 1912.164545 = -43649.993084 nChanged 4 SP:Iteration 8Q (148.219836 sec): 3 clusters Score: Raw -45568.207396 + Penalty 1912.595544 = -43655.611852 nChanged 4 SP:Iteration 9Q (148.220863 sec): 3 clusters Score: Raw -45572.457791 + Penalty 1913.296147 = -43659.161644 nChanged 6 SP:Iteration 10F (148.221913 sec): 3 clusters Score: Raw -45581.993191 + Penalty 1913.457267 = -43668.535924 nChanged 5 SP:Iteration 11Q (148.222938 sec): 3 clusters Score: Raw -45587.678169 + Penalty 1913.486326 = -43674.191843 nChanged 2 SP:Iteration 12Q (148.223961 sec): 3 clusters Score: Raw -45589.498759 + Penalty 1913.523314 = -43675.975445 nChanged 1 SP:Iteration 13Q (148.225008 sec): 3 clusters Score: Raw -45590.590639 + Penalty 1913.531511 = -43677.059129 nChanged 1 SP:Iteration 14Q (148.226034 sec): 3 clusters Score: Raw -45591.431471 + Penalty 1913.545860 = -43677.885610 nChanged 1 SP:Iteration 15Q (148.227062 sec): 3 clusters Score: Raw -45592.259133 + Penalty 1913.545860 = -43678.713272 nChanged 0 SP:Iteration 16F (148.228112 sec): 3 clusters Score: Raw -45592.259133 + Penalty 1913.545860 = -43678.713272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.229820 sec): 2 clusters Score: Raw -36577.640829 + Penalty 254.260953 = -36323.379875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.230787 sec): 3 clusters Score: Raw -36338.415593 + Penalty 508.570067 = -35829.845526 nChanged 167 SP:Iteration 1F (148.231741 sec): 3 clusters Score: Raw -36422.004332 + Penalty 508.169471 = -35913.834861 nChanged 46 SP:Iteration 2F (148.232715 sec): 3 clusters Score: Raw -36447.750850 + Penalty 508.051477 = -35939.699373 nChanged 31 SP:Iteration 3F (148.233686 sec): 3 clusters Score: Raw -36463.203445 + Penalty 507.749833 = -35955.453612 nChanged 24 SP:Iteration 4F (148.234673 sec): 3 clusters Score: Raw -36474.258628 + Penalty 509.121213 = -35965.137415 nChanged 17 SP:Iteration 5Q (148.235663 sec): 3 clusters Score: Raw -36481.233872 + Penalty 513.046980 = -35968.186892 nChanged 19 SP:Iteration 6Q (148.236649 sec): 3 clusters Score: Raw -36494.157082 + Penalty 521.465644 = -35972.691438 nChanged 27 SP:Iteration 7F (148.237643 sec): 3 clusters Score: Raw -36521.013817 + Penalty 535.274791 = -35985.739027 nChanged 30 SP:Iteration 8F (148.238607 sec): 3 clusters Score: Raw -36550.678317 + Penalty 563.851552 = -35986.826765 nChanged 26 SP:Iteration 9F (148.239560 sec): 3 clusters Score: Raw -36582.302005 + Penalty 588.521498 = -35993.780507 nChanged 19 SP:Iteration 10F (148.240510 sec): 3 clusters Score: Raw -36603.063236 + Penalty 602.974300 = -36000.088936 nChanged 13 SP:Iteration 11Q (148.241434 sec): 3 clusters Score: Raw -36617.952804 + Penalty 618.751430 = -35999.201374 nChanged 9 SP:Iteration 12F (148.242381 sec): 3 clusters Score: Raw -36626.746304 + Penalty 632.103195 = -35994.643110 nChanged 5 SP:Iteration 13F (148.243337 sec): 3 clusters Score: Raw -36631.386742 + Penalty 642.440498 = -35988.946244 nChanged 5 SP:Iteration 14F (148.244288 sec): 3 clusters Score: Raw -36635.269417 + Penalty 652.091568 = -35983.177849 nChanged 4 SP:Iteration 15F (148.245238 sec): 3 clusters Score: Raw -36636.951107 + Penalty 654.936352 = -35982.014755 nChanged 1 SP:Iteration 16F (148.246187 sec): 3 clusters Score: Raw -36637.460209 + Penalty 654.936352 = -35982.523856 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 49 (896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.249282 sec): 2 clusters Score: Raw -73172.801406 + Penalty 334.902922 = -72837.898483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.251142 sec): 3 clusters Score: Raw -72699.762917 + Penalty 663.964151 = -72035.798766 nChanged 342 SP:Iteration 1F (148.252903 sec): 3 clusters Score: Raw -72954.651190 + Penalty 662.300161 = -72292.351030 nChanged 84 SP:Iteration 2F (148.254639 sec): 3 clusters Score: Raw -73005.869069 + Penalty 660.821629 = -72345.047440 nChanged 33 SP:Iteration 3Q (148.256333 sec): 3 clusters Score: Raw -73042.881145 + Penalty 656.799105 = -72386.082040 nChanged 36 SP:Iteration 4Q (148.258081 sec): 3 clusters Score: Raw -73097.994898 + Penalty 656.077650 = -72441.917249 nChanged 33 SP:Iteration 5Q (148.259792 sec): 3 clusters Score: Raw -73123.579645 + Penalty 657.840207 = -72465.739438 nChanged 26 SP:Iteration 6Q (148.261451 sec): 3 clusters Score: Raw -73132.359561 + Penalty 658.657064 = -72473.702497 nChanged 12 SP:Iteration 7Q (148.263113 sec): 3 clusters Score: Raw -73136.766292 + Penalty 658.936110 = -72477.830182 nChanged 12 SP:Iteration 8Q (148.264775 sec): 3 clusters Score: Raw -73140.845334 + Penalty 659.501630 = -72481.343704 nChanged 8 SP:Iteration 9Q (148.266452 sec): 3 clusters Score: Raw -73142.891404 + Penalty 660.158997 = -72482.732407 nChanged 7 SP:Iteration 10F (148.268193 sec): 3 clusters Score: Raw -73143.874497 + Penalty 660.562086 = -72483.312411 nChanged 4 SP:Iteration 11Q (148.269890 sec): 3 clusters Score: Raw -73144.357266 + Penalty 661.068830 = -72483.288436 nChanged 5 SP:Iteration 12F (148.271585 sec): 3 clusters Score: Raw -73145.206470 + Penalty 661.918596 = -72483.287874 nChanged 5 SP:Iteration 13F (148.273316 sec): 3 clusters Score: Raw -73146.740683 + Penalty 662.724734 = -72484.015949 nChanged 7 SP:Iteration 14Q (148.274985 sec): 3 clusters Score: Raw -73148.532358 + Penalty 663.131653 = -72485.400705 nChanged 4 SP:Iteration 15Q (148.276674 sec): 3 clusters Score: Raw -73150.195662 + Penalty 663.681638 = -72486.514023 nChanged 5 SP:Iteration 16Q (148.278343 sec): 3 clusters Score: Raw -73152.024734 + Penalty 664.258702 = -72487.766032 nChanged 5 SP:Iteration 17Q (148.280051 sec): 3 clusters Score: Raw -73153.277272 + Penalty 665.111388 = -72488.165885 nChanged 6 SP:Iteration 18Q (148.281834 sec): 3 clusters Score: Raw -73154.491625 + Penalty 665.715376 = -72488.776249 nChanged 4 SP:Iteration 19Q (148.283535 sec): 3 clusters Score: Raw -73155.057412 + Penalty 666.227520 = -72488.829892 nChanged 5 SP:Iteration 20F (148.285242 sec): 3 clusters Score: Raw -73156.402513 + Penalty 667.647292 = -72488.755221 nChanged 9 SP:Iteration 21F (148.286944 sec): 3 clusters Score: Raw -73158.462120 + Penalty 668.634984 = -72489.827137 nChanged 6 SP:Iteration 22Q (148.288612 sec): 3 clusters Score: Raw -73159.924929 + Penalty 669.466219 = -72490.458710 nChanged 5 SP:Iteration 23Q (148.290280 sec): 3 clusters Score: Raw -73160.955090 + Penalty 670.680222 = -72490.274867 nChanged 7 SP:Iteration 24F (148.292034 sec): 3 clusters Score: Raw -73161.949052 + Penalty 671.587929 = -72490.361122 nChanged 5 SP:Iteration 25Q (148.293733 sec): 3 clusters Score: Raw -73162.575949 + Penalty 672.294829 = -72490.281120 nChanged 4 SP:Iteration 26F (148.295434 sec): 3 clusters Score: Raw -73163.386629 + Penalty 673.023068 = -72490.363562 nChanged 4 SP:Iteration 27Q (148.297102 sec): 3 clusters Score: Raw -73164.251069 + Penalty 673.570960 = -72490.680110 nChanged 3 SP:Iteration 28Q (148.298771 sec): 3 clusters Score: Raw -73164.760867 + Penalty 674.051599 = -72490.709268 nChanged 3 SP:Iteration 29Q (148.300509 sec): 3 clusters Score: Raw -73165.575473 + Penalty 674.237760 = -72491.337713 nChanged 1 SP:Iteration 30F (148.302357 sec): 3 clusters Score: Raw -73165.770237 + Penalty 674.382387 = -72491.387850 nChanged 1 SP:Iteration 31Q (148.304150 sec): 3 clusters Score: Raw -73166.240878 + Penalty 674.480985 = -72491.759893 nChanged 1 SP:Iteration 32Q (148.305855 sec): 3 clusters Score: Raw -73166.549840 + Penalty 674.809514 = -72491.740326 nChanged 2 SP:Iteration 33F (148.307587 sec): 3 clusters Score: Raw -73166.965717 + Penalty 674.938095 = -72492.027622 nChanged 1 SP:Iteration 34Q (148.309296 sec): 3 clusters Score: Raw -73167.238461 + Penalty 675.455522 = -72491.782939 nChanged 3 SP:Iteration 35F (148.311036 sec): 3 clusters Score: Raw -73168.489068 + Penalty 676.271123 = -72492.217945 nChanged 5 SP:Iteration 36Q (148.312823 sec): 3 clusters Score: Raw -73170.784107 + Penalty 677.475853 = -72493.308254 nChanged 7 SP:Iteration 37Q (148.314647 sec): 3 clusters Score: Raw -73176.190524 + Penalty 678.579716 = -72497.610808 nChanged 8 SP:Iteration 38Q (148.316463 sec): 3 clusters Score: Raw -73179.901992 + Penalty 679.569244 = -72500.332748 nChanged 7 SP:Iteration 39Q (148.318245 sec): 3 clusters Score: Raw -73181.057751 + Penalty 680.170610 = -72500.887141 nChanged 3 SP:Iteration 40F (148.319999 sec): 3 clusters Score: Raw -73181.545242 + Penalty 680.914673 = -72500.630569 nChanged 4 SP:Iteration 41F (148.321732 sec): 3 clusters Score: Raw -73182.090750 + Penalty 681.243367 = -72500.847383 nChanged 2 SP:Iteration 42Q (148.323406 sec): 3 clusters Score: Raw -73182.288690 + Penalty 681.902961 = -72500.385728 nChanged 3 SP:Iteration 43F (148.325109 sec): 3 clusters Score: Raw -73183.134476 + Penalty 682.896390 = -72500.238085 nChanged 6 SP:Iteration 44F (148.326814 sec): 3 clusters Score: Raw -73184.221415 + Penalty 683.719557 = -72500.501858 nChanged 4 SP:Iteration 45Q (148.328502 sec): 3 clusters Score: Raw -73184.995356 + Penalty 685.501961 = -72499.493395 nChanged 8 SP:Iteration 46F (148.330248 sec): 3 clusters Score: Raw -73188.698959 + Penalty 687.110131 = -72501.588828 nChanged 7 SP:Iteration 47Q (148.331984 sec): 3 clusters Score: Raw -73194.110986 + Penalty 691.728493 = -72502.382494 nChanged 17 SP:Iteration 48Q (148.333696 sec): 3 clusters Score: Raw -73210.228715 + Penalty 697.266257 = -72512.962459 nChanged 20 SP:Iteration 49Q (148.335454 sec): 3 clusters Score: Raw -73232.840085 + Penalty 700.420331 = -72532.419754 nChanged 25 SP:Iteration 50F (148.337224 sec): 3 clusters Score: Raw -73267.172037 + Penalty 706.346949 = -72560.825088 nChanged 22 SP:Iteration 51Q (148.338895 sec): 3 clusters Score: Raw -73293.481025 + Penalty 708.589175 = -72584.891850 nChanged 15 SP:Iteration 52Q (148.340533 sec): 3 clusters Score: Raw -73302.960312 + Penalty 709.753444 = -72593.206867 nChanged 9 SP:Iteration 53Q (148.342162 sec): 3 clusters Score: Raw -73309.505468 + Penalty 712.429276 = -72597.076191 nChanged 9 SP:Iteration 54Q (148.343783 sec): 3 clusters Score: Raw -73315.040809 + Penalty 713.197553 = -72601.843256 nChanged 3 SP:Iteration 55Q (148.345395 sec): 3 clusters Score: Raw -73316.234813 + Penalty 713.934766 = -72602.300047 nChanged 2 SP:Iteration 56Q (148.347147 sec): 3 clusters Score: Raw -73316.700678 + Penalty 713.934766 = -72602.765912 nChanged 0 SP:Iteration 57F (148.348882 sec): 3 clusters Score: Raw -73316.700678 + Penalty 713.934766 = -72602.765912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 51 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.350425 sec): 2 clusters Score: Raw -29799.471185 + Penalty 866.753302 = -28932.717883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.351323 sec): 3 clusters Score: Raw -29762.184852 + Penalty 1733.253195 = -28028.931658 nChanged 85 SP:Iteration 1F (148.352179 sec): 3 clusters Score: Raw -29881.272925 + Penalty 1731.539448 = -28149.733477 nChanged 26 SP:Iteration 2F (148.353032 sec): 3 clusters Score: Raw -29950.011866 + Penalty 1730.329019 = -28219.682847 nChanged 15 SP:Iteration 3Q (148.353848 sec): 3 clusters Score: Raw -29972.470434 + Penalty 1728.452342 = -28244.018092 nChanged 14 SP:Iteration 4Q (148.354634 sec): 3 clusters Score: Raw -30002.714661 + Penalty 1727.305195 = -28275.409467 nChanged 5 SP:Iteration 5Q (148.355411 sec): 3 clusters Score: Raw -30008.919592 + Penalty 1727.131457 = -28281.788135 nChanged 2 SP:Iteration 6Q (148.356186 sec): 3 clusters Score: Raw -30010.079921 + Penalty 1727.131457 = -28282.948464 nChanged 0 SP:Iteration 7F (148.357005 sec): 3 clusters Score: Raw -30010.079921 + Penalty 1727.131457 = -28282.948464 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 59 (1637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.362515 sec): 2 clusters Score: Raw -149538.544455 + Penalty 534.948950 = -149003.595505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.365608 sec): 3 clusters Score: Raw -148625.006469 + Penalty 1068.951729 = -147556.054739 nChanged 659 SP:Iteration 1F (148.368908 sec): 3 clusters Score: Raw -149055.373109 + Penalty 1070.188075 = -147985.185033 nChanged 155 SP:Iteration 2F (148.372017 sec): 3 clusters Score: Raw -149160.949234 + Penalty 1071.284310 = -148089.664923 nChanged 97 SP:Iteration 3F (148.375035 sec): 3 clusters Score: Raw -149229.857554 + Penalty 1072.734322 = -148157.123231 nChanged 97 SP:Iteration 4F (148.378070 sec): 3 clusters Score: Raw -149292.206465 + Penalty 1073.819540 = -148218.386925 nChanged 62 SP:Iteration 5Q (148.381219 sec): 3 clusters Score: Raw -149326.253752 + Penalty 1076.179818 = -148250.073934 nChanged 61 SP:Iteration 6Q (148.384305 sec): 3 clusters Score: Raw -149362.559968 + Penalty 1078.985516 = -148283.574451 nChanged 38 SP:Iteration 7Q (148.387283 sec): 3 clusters Score: Raw -149381.988790 + Penalty 1080.998448 = -148300.990342 nChanged 33 SP:Iteration 8Q (148.390218 sec): 3 clusters Score: Raw -149401.406561 + Penalty 1083.117374 = -148318.289187 nChanged 39 SP:Iteration 9Q (148.393191 sec): 3 clusters Score: Raw -149422.745457 + Penalty 1085.270226 = -148337.475231 nChanged 29 SP:Iteration 10F (148.396167 sec): 3 clusters Score: Raw -149438.513953 + Penalty 1086.216904 = -148352.297049 nChanged 20 SP:Iteration 11Q (148.399113 sec): 3 clusters Score: Raw -149447.223732 + Penalty 1087.607161 = -148359.616571 nChanged 14 SP:Iteration 12Q (148.402023 sec): 3 clusters Score: Raw -149452.408496 + Penalty 1088.872687 = -148363.535809 nChanged 14 SP:Iteration 13Q (148.404928 sec): 3 clusters Score: Raw -149458.803224 + Penalty 1089.648926 = -148369.154298 nChanged 12 SP:Iteration 14Q (148.407819 sec): 3 clusters Score: Raw -149463.882901 + Penalty 1091.302622 = -148372.580279 nChanged 13 SP:Iteration 15Q (148.410841 sec): 3 clusters Score: Raw -149470.095309 + Penalty 1092.966165 = -148377.129144 nChanged 16 SP:Iteration 16Q (148.413890 sec): 3 clusters Score: Raw -149476.066810 + Penalty 1093.436296 = -148382.630514 nChanged 11 SP:Iteration 17Q (148.417061 sec): 3 clusters Score: Raw -149478.618092 + Penalty 1094.579727 = -148384.038365 nChanged 10 SP:Iteration 18Q (148.420005 sec): 3 clusters Score: Raw -149481.016643 + Penalty 1094.841621 = -148386.175022 nChanged 5 SP:Iteration 19Q (148.422921 sec): 3 clusters Score: Raw -149481.856181 + Penalty 1095.712661 = -148386.143520 nChanged 4 SP:Iteration 20F (148.425992 sec): 3 clusters Score: Raw -149482.088006 + Penalty 1095.712661 = -148386.375345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.428695 sec): 2 clusters Score: Raw -18828.716228 + Penalty 662.832628 = -18165.883600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.429284 sec): 3 clusters Score: Raw -18819.230376 + Penalty 1326.137227 = -17493.093149 nChanged 37 SP:Iteration 1F (148.429869 sec): 3 clusters Score: Raw -18855.052402 + Penalty 1325.280048 = -17529.772355 nChanged 11 SP:Iteration 2F (148.430450 sec): 3 clusters Score: Raw -18879.560419 + Penalty 1322.515034 = -17557.045385 nChanged 13 SP:Iteration 3F (148.431050 sec): 3 clusters Score: Raw -18910.158261 + Penalty 1317.892684 = -17592.265577 nChanged 11 SP:Iteration 4F (148.431646 sec): 3 clusters Score: Raw -18930.005955 + Penalty 1315.587470 = -17614.418485 nChanged 7 SP:Iteration 5Q (148.432226 sec): 3 clusters Score: Raw -18946.658280 + Penalty 1314.048674 = -17632.609607 nChanged 4 SP:Iteration 6Q (148.432803 sec): 3 clusters Score: Raw -18955.854768 + Penalty 1314.048674 = -17641.806095 nChanged 0 SP:Iteration 7F (148.433397 sec): 3 clusters Score: Raw -18955.854768 + Penalty 1314.048674 = -17641.806095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 67 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.434654 sec): 2 clusters Score: Raw -22258.239296 + Penalty 402.760768 = -21855.478528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.435384 sec): 3 clusters Score: Raw -22144.645467 + Penalty 803.229195 = -21341.416272 nChanged 74 SP:Iteration 1F (148.436106 sec): 3 clusters Score: Raw -22193.058685 + Penalty 804.933655 = -21388.125030 nChanged 22 SP:Iteration 2F (148.436799 sec): 3 clusters Score: Raw -22212.655828 + Penalty 809.873487 = -21402.782341 nChanged 17 SP:Iteration 3F (148.437492 sec): 3 clusters Score: Raw -22234.459985 + Penalty 822.307258 = -21412.152727 nChanged 21 SP:Iteration 4F (148.438184 sec): 3 clusters Score: Raw -22259.980436 + Penalty 837.161029 = -21422.819407 nChanged 16 SP:Iteration 5F (148.438875 sec): 3 clusters Score: Raw -22281.469825 + Penalty 855.188873 = -21426.280952 nChanged 14 SP:Iteration 6Q (148.439557 sec): 3 clusters Score: Raw -22308.995217 + Penalty 860.494270 = -21448.500947 nChanged 6 SP:Iteration 7Q (148.440230 sec): 3 clusters Score: Raw -22319.895343 + Penalty 859.599663 = -21460.295679 nChanged 5 SP:Iteration 8Q (148.440899 sec): 3 clusters Score: Raw -22331.780009 + Penalty 853.819883 = -21477.960126 nChanged 5 SP:Iteration 9Q (148.441596 sec): 3 clusters Score: Raw -22340.710184 + Penalty 852.713224 = -21487.996959 nChanged 1 SP:Iteration 10F (148.442287 sec): 3 clusters Score: Raw -22341.312860 + Penalty 850.954385 = -21490.358475 nChanged 1 SP:Iteration 11Q (148.442952 sec): 3 clusters Score: Raw -22342.022359 + Penalty 850.954385 = -21491.067974 nChanged 0 SP:Iteration 12F (148.443643 sec): 3 clusters Score: Raw -22342.022359 + Penalty 850.954385 = -21491.067974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 68 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.444277 sec): 2 clusters Score: Raw -3717.631607 + Penalty 46.454534 = -3671.177073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.444571 sec): 3 clusters Score: Raw -3734.282376 + Penalty 98.018327 = -3636.264050 nChanged 17 SP:Iteration 1F (148.444852 sec): 3 clusters Score: Raw -3742.333441 + Penalty 96.353224 = -3645.980217 nChanged 1 SP:Iteration 2Q (148.445127 sec): 3 clusters Score: Raw -3742.811678 + Penalty 94.859488 = -3647.952190 nChanged 1 SP:Iteration 3Q (148.445404 sec): 3 clusters Score: Raw -3743.150376 + Penalty 92.330537 = -3650.819838 nChanged 2 SP:Iteration 4Q (148.445682 sec): 3 clusters Score: Raw -3744.182337 + Penalty 90.243302 = -3653.939035 nChanged 2 SP:Iteration 5Q (148.445956 sec): 3 clusters Score: Raw -3745.203055 + Penalty 87.552604 = -3657.650451 nChanged 4 SP:Iteration 6F (148.446232 sec): 3 clusters Score: Raw -3748.221993 + Penalty 85.831972 = -3662.390021 nChanged 3 SP:Iteration 7F (148.446509 sec): 3 clusters Score: Raw -3750.495910 + Penalty 84.514355 = -3665.981555 nChanged 4 SP:Iteration 8F (148.446788 sec): 3 clusters Score: Raw -3756.835744 + Penalty 93.697305 = -3663.138439 nChanged 7 SP:Iteration 9F (148.447069 sec): 3 clusters Score: Raw -3771.683073 + Penalty 102.520202 = -3669.162870 nChanged 2 SP:Iteration 10F (148.447350 sec): 3 clusters Score: Raw -3783.710299 + Penalty 102.520202 = -3681.190097 nChanged 0 Score: Raw -3423374.177128 + Penalty 28833.372878 = -3394540.804250 Splitting cluster 68 changes total score from -3373430.844193 to -3394540.804250 So it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 107 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (149.235002 sec): 2 clusters Score: Raw -34494.431540 + Penalty 414.548798 = -34079.882742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (149.235963 sec): 3 clusters Score: Raw -34304.134836 + Penalty 835.346178 = -33468.788658 nChanged 123 SP:Iteration 1F (149.236906 sec): 3 clusters Score: Raw -34382.739752 + Penalty 838.513137 = -33544.226615 nChanged 33 SP:Iteration 2F (149.237846 sec): 3 clusters Score: Raw -34416.695917 + Penalty 848.335406 = -33568.360511 nChanged 33 SP:Iteration 3F (149.238779 sec): 3 clusters Score: Raw -34458.795518 + Penalty 867.213182 = -33591.582336 nChanged 31 SP:Iteration 4F (149.239724 sec): 3 clusters Score: Raw -34495.577354 + Penalty 891.983961 = -33603.593393 nChanged 24 SP:Iteration 5F (149.240666 sec): 3 clusters Score: Raw -34527.226741 + Penalty 912.302571 = -33614.924170 nChanged 17 SP:Iteration 6Q (149.241583 sec): 3 clusters Score: Raw -34544.768373 + Penalty 930.110967 = -33614.657406 nChanged 15 SP:Iteration 7F (149.242502 sec): 3 clusters Score: Raw -34557.602813 + Penalty 937.531547 = -33620.071266 nChanged 5 SP:Iteration 8Q (149.243335 sec): 3 clusters Score: Raw -34563.019011 + Penalty 938.832067 = -33624.186944 nChanged 4 SP:Iteration 9Q (149.244164 sec): 3 clusters Score: Raw -34572.090392 + Penalty 938.832067 = -33633.258325 nChanged 0 SP:Iteration 10F (149.245071 sec): 3 clusters Score: Raw -34572.090392 + Penalty 938.832067 = -33633.258325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (149.245633 sec): 2 clusters Score: Raw -408.070521 + Penalty 48.357038 = -359.713483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (149.245842 sec): 3 clusters Score: Raw -434.103959 + Penalty 96.714075 = -337.389884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 151 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (149.246341 sec): 2 clusters Score: Raw -792.643548 + Penalty 79.187136 = -713.456412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (149.246565 sec): 3 clusters Score: Raw -857.330273 + Penalty 186.219690 = -671.110583 nChanged 0 Deleting Class 68 (5 points): Lose 128.255990 but Gain 151.967399 Iteration 244F (150.060501 sec): 39 clusters Score: Raw -3402044.754241 + Penalty 28682.352069 = -3373362.402172 nChanged 5 Iteration 245F (150.841494 sec): 39 clusters Score: Raw -3402103.104481 + Penalty 28684.394603 = -3373418.709878 nChanged 2 Iteration 246Q (150.988650 sec): 39 clusters Score: Raw -3402115.010558 + Penalty 28684.394603 = -3373430.615955 nChanged 0 Iteration 247F (151.772883 sec): 39 clusters Score: Raw -3402115.010558 + Penalty 28684.394603 = -3373430.615955 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3402115.010558 + Penalty 28684.394603 = -3373430.615955Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 1 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.910523 sec): 2 clusters Score: Raw -1011.408843 + Penalty 91.909640 = -919.499203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.910781 sec): 3 clusters Score: Raw -1089.584917 + Penalty 200.285058 = -889.299859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 2 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.911257 sec): 2 clusters Score: Raw -148.475642 + Penalty 3.465736 = -145.009906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.911444 sec): 3 clusters Score: Raw -151.876849 + Penalty 6.931472 = -144.945377 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 3 (1497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.918846 sec): 2 clusters Score: Raw -131981.132306 + Penalty 414.778049 = -131566.354257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.921635 sec): 3 clusters Score: Raw -131130.420172 + Penalty 833.648979 = -130296.771193 nChanged 646 SP:Iteration 1F (151.924658 sec): 3 clusters Score: Raw -131583.261964 + Penalty 842.103349 = -130741.158615 nChanged 152 SP:Iteration 2F (151.927496 sec): 3 clusters Score: Raw -131705.211805 + Penalty 850.252528 = -130854.959277 nChanged 102 SP:Iteration 3F (151.930344 sec): 3 clusters Score: Raw -131786.892004 + Penalty 859.854984 = -130927.037020 nChanged 87 SP:Iteration 4F (151.933150 sec): 3 clusters Score: Raw -131849.554888 + Penalty 868.479784 = -130981.075104 nChanged 58 SP:Iteration 5Q (151.935918 sec): 3 clusters Score: Raw -131886.504652 + Penalty 878.102176 = -131008.402476 nChanged 49 SP:Iteration 6Q (151.938695 sec): 3 clusters Score: Raw -131913.502549 + Penalty 886.501555 = -131027.000994 nChanged 37 SP:Iteration 7Q (151.941438 sec): 3 clusters Score: Raw -131934.954703 + Penalty 898.757059 = -131036.197643 nChanged 39 SP:Iteration 8Q (151.944160 sec): 3 clusters Score: Raw -131959.485186 + Penalty 909.907844 = -131049.577342 nChanged 36 SP:Iteration 9Q (151.946788 sec): 3 clusters Score: Raw -131978.678178 + Penalty 917.049652 = -131061.628526 nChanged 26 SP:Iteration 10F (151.949510 sec): 3 clusters Score: Raw -131991.756584 + Penalty 925.878563 = -131065.878020 nChanged 29 SP:Iteration 11Q (151.952091 sec): 3 clusters Score: Raw -132008.399618 + Penalty 935.782936 = -131072.616682 nChanged 24 SP:Iteration 12Q (151.954644 sec): 3 clusters Score: Raw -132029.102443 + Penalty 945.913915 = -131083.188527 nChanged 24 SP:Iteration 13Q (151.957431 sec): 3 clusters Score: Raw -132049.680230 + Penalty 956.002390 = -131093.677840 nChanged 18 SP:Iteration 14Q (151.960141 sec): 3 clusters Score: Raw -132062.361674 + Penalty 959.774258 = -131102.587415 nChanged 9 SP:Iteration 15Q (151.962615 sec): 3 clusters Score: Raw -132068.209116 + Penalty 964.552812 = -131103.656304 nChanged 10 SP:Iteration 16Q (151.965069 sec): 3 clusters Score: Raw -132074.185306 + Penalty 971.455323 = -131102.729983 nChanged 10 SP:Iteration 17F (151.967796 sec): 3 clusters Score: Raw -132079.832312 + Penalty 977.849278 = -131101.983035 nChanged 9 SP:Iteration 18F (151.970624 sec): 3 clusters Score: Raw -132086.582320 + Penalty 982.667452 = -131103.914868 nChanged 7 SP:Iteration 19Q (151.973111 sec): 3 clusters Score: Raw -132092.202789 + Penalty 985.296175 = -131106.906614 nChanged 7 SP:Iteration 20F (151.975898 sec): 3 clusters Score: Raw -132095.596399 + Penalty 986.967539 = -131108.628860 nChanged 3 SP:Iteration 21Q (151.978267 sec): 3 clusters Score: Raw -132096.686310 + Penalty 988.588338 = -131108.097972 nChanged 3 SP:Iteration 22F (151.981042 sec): 3 clusters Score: Raw -132098.390696 + Penalty 989.454376 = -131108.936320 nChanged 1 SP:Iteration 23Q (151.983436 sec): 3 clusters Score: Raw -132099.015572 + Penalty 990.572181 = -131108.443391 nChanged 1 SP:Iteration 24F (151.986170 sec): 3 clusters Score: Raw -132100.239818 + Penalty 991.087966 = -131109.151852 nChanged 3 SP:Iteration 25Q (151.988611 sec): 3 clusters Score: Raw -132102.553628 + Penalty 992.877598 = -131109.676030 nChanged 4 SP:Iteration 26Q (151.991130 sec): 3 clusters Score: Raw -132105.880241 + Penalty 992.877598 = -131113.002643 nChanged 0 SP:Iteration 27F (151.994099 sec): 3 clusters Score: Raw -132105.880241 + Penalty 992.877598 = -131113.002643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.995154 sec): 2 clusters Score: Raw -15752.496694 + Penalty 460.327618 = -15292.169075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.995716 sec): 3 clusters Score: Raw -15726.400975 + Penalty 920.858665 = -14805.542310 nChanged 38 SP:Iteration 1F (151.996262 sec): 3 clusters Score: Raw -15789.190343 + Penalty 920.971764 = -14868.218579 nChanged 13 SP:Iteration 2F (151.996806 sec): 3 clusters Score: Raw -15821.238075 + Penalty 920.483414 = -14900.754661 nChanged 8 SP:Iteration 3Q (151.997331 sec): 3 clusters Score: Raw -15832.482123 + Penalty 920.561886 = -14911.920238 nChanged 2 SP:Iteration 4Q (151.997854 sec): 3 clusters Score: Raw -15836.466901 + Penalty 920.967963 = -14915.498938 nChanged 3 SP:Iteration 5Q (151.998376 sec): 3 clusters Score: Raw -15839.770588 + Penalty 921.194703 = -14918.575886 nChanged 2 SP:Iteration 6Q (151.998904 sec): 3 clusters Score: Raw -15843.160318 + Penalty 921.576865 = -14921.583453 nChanged 3 SP:Iteration 7Q (151.999425 sec): 3 clusters Score: Raw -15846.682823 + Penalty 922.046567 = -14924.636256 nChanged 2 SP:Iteration 8Q (151.999988 sec): 3 clusters Score: Raw -15847.667335 + Penalty 922.046567 = -14925.620768 nChanged 0 SP:Iteration 9F (152.000555 sec): 3 clusters Score: Raw -15847.667335 + Penalty 922.046567 = -14925.620768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 5 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.001167 sec): 2 clusters Score: Raw -3717.631607 + Penalty 46.454534 = -3671.177073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.001476 sec): 3 clusters Score: Raw -3759.224032 + Penalty 129.248469 = -3629.975563 nChanged 14 SP:Iteration 1F (152.001779 sec): 3 clusters Score: Raw -3789.843102 + Penalty 151.250253 = -3638.592850 nChanged 3 SP:Iteration 2F (152.002082 sec): 3 clusters Score: Raw -3799.371537 + Penalty 151.250253 = -3648.121285 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 6 (1677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.008550 sec): 2 clusters Score: Raw -137580.177796 + Penalty 167.100903 = -137413.076893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.011991 sec): 3 clusters Score: Raw -136525.001583 + Penalty 335.657701 = -136189.343882 nChanged 751 SP:Iteration 1F (152.015348 sec): 3 clusters Score: Raw -137226.146331 + Penalty 304.953529 = -136921.192802 nChanged 197 SP:Iteration 2F (152.018569 sec): 3 clusters Score: Raw -137467.204649 + Penalty 281.235588 = -137185.969061 nChanged 78 SP:Iteration 3Q (152.021801 sec): 3 clusters Score: Raw -137564.000372 + Penalty 264.863419 = -137299.136953 nChanged 37 SP:Iteration 4Q (152.024715 sec): 3 clusters Score: Raw -137590.666902 + Penalty 254.824349 = -137335.842553 nChanged 22 SP:Iteration 5Q (152.027410 sec): 3 clusters Score: Raw -137600.468217 + Penalty 250.335551 = -137350.132665 nChanged 6 SP:Iteration 6Q (152.029995 sec): 3 clusters Score: Raw -137602.094543 + Penalty 251.011329 = -137351.083214 nChanged 5 SP:Iteration 7Q (152.032744 sec): 3 clusters Score: Raw -137604.004945 + Penalty 251.011329 = -137352.993617 nChanged 0 SP:Iteration 8F (152.035915 sec): 3 clusters Score: Raw -137604.004945 + Penalty 251.011329 = -137352.993617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 7 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.038041 sec): 2 clusters Score: Raw -2990.591483 + Penalty 76.958334 = -2913.633149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.038336 sec): 3 clusters Score: Raw -3057.435614 + Penalty 208.805874 = -2848.629740 nChanged 12 SP:Iteration 1F (152.038621 sec): 3 clusters Score: Raw -3099.818763 + Penalty 265.947202 = -2833.871561 nChanged 6 SP:Iteration 2F (152.038913 sec): 3 clusters Score: Raw -3129.459303 + Penalty 289.208559 = -2840.250743 nChanged 1 SP:Iteration 3Q (152.039183 sec): 3 clusters Score: Raw -3148.628062 + Penalty 289.208559 = -2859.419503 nChanged 0 SP:Iteration 4F (152.039468 sec): 3 clusters Score: Raw -3148.628062 + Penalty 289.208559 = -2859.419503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 9 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.039954 sec): 2 clusters Score: Raw -285.338137 + Penalty 27.001872 = -258.336265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.040150 sec): 3 clusters Score: Raw -300.133489 + Penalty 73.350131 = -226.783359 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 10 (16043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.111838 sec): 2 clusters Score: Raw -1267597.316410 + Penalty 219.122609 = -1267378.193802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.143904 sec): 3 clusters Score: Raw -1256714.624617 + Penalty 469.315120 = -1256245.309497 nChanged 7718 SP:Iteration 1F (152.176601 sec): 3 clusters Score: Raw -1262086.924393 + Penalty 498.431745 = -1261588.492648 nChanged 2308 SP:Iteration 2F (152.210224 sec): 3 clusters Score: Raw -1264419.229915 + Penalty 524.699428 = -1263894.530487 nChanged 1175 SP:Iteration 3F (152.243217 sec): 3 clusters Score: Raw -1265568.119947 + Penalty 548.824444 = -1265019.295503 nChanged 907 SP:Iteration 4F (152.276585 sec): 3 clusters Score: Raw -1266490.323287 + Penalty 589.986380 = -1265900.336907 nChanged 719 SP:Iteration 5Q (152.306556 sec): 3 clusters Score: Raw -1267277.398407 + Penalty 703.589042 = -1266573.809365 nChanged 216 SP:Iteration 6Q (152.335090 sec): 3 clusters Score: Raw -1267525.983640 + Penalty 831.576333 = -1266694.407307 nChanged 79 SP:Iteration 7Q (152.362678 sec): 3 clusters Score: Raw -1267639.412904 + Penalty 891.865455 = -1266747.547448 nChanged 25 SP:Iteration 8Q (152.389547 sec): 3 clusters Score: Raw -1267680.832803 + Penalty 931.975258 = -1266748.857544 nChanged 18 SP:Iteration 9Q (152.417186 sec): 3 clusters Score: Raw -1267709.237766 + Penalty 947.489859 = -1266761.747906 nChanged 8 SP:Iteration 10F (152.450803 sec): 3 clusters Score: Raw -1267718.798196 + Penalty 951.723837 = -1266767.074359 nChanged 5 SP:Iteration 11Q (152.477572 sec): 3 clusters Score: Raw -1267721.048767 + Penalty 951.013987 = -1266770.034781 nChanged 5 SP:Iteration 12Q (152.504621 sec): 3 clusters Score: Raw -1267725.683203 + Penalty 955.213598 = -1266770.469605 nChanged 2 SP:Iteration 13Q (152.532032 sec): 3 clusters Score: Raw -1267727.087971 + Penalty 955.213598 = -1266771.874373 nChanged 0 SP:Iteration 14F (152.565195 sec): 3 clusters Score: Raw -1267727.087971 + Penalty 955.213598 = -1266771.874373 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 11 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.576645 sec): 2 clusters Score: Raw -72459.750937 + Penalty 758.558703 = -71701.192234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.578243 sec): 3 clusters Score: Raw -72150.320601 + Penalty 1523.858605 = -70626.461996 nChanged 262 SP:Iteration 1F (152.579843 sec): 3 clusters Score: Raw -72343.877590 + Penalty 1526.522434 = -70817.355156 nChanged 58 SP:Iteration 2F (152.581394 sec): 3 clusters Score: Raw -72403.343661 + Penalty 1529.502505 = -70873.841156 nChanged 53 SP:Iteration 3F (152.582937 sec): 3 clusters Score: Raw -72457.984638 + Penalty 1528.108802 = -70929.875836 nChanged 39 SP:Iteration 4F (152.584468 sec): 3 clusters Score: Raw -72486.164773 + Penalty 1526.630741 = -70959.534032 nChanged 33 SP:Iteration 5Q (152.585945 sec): 3 clusters Score: Raw -72507.475350 + Penalty 1526.705528 = -70980.769822 nChanged 12 SP:Iteration 6Q (152.587421 sec): 3 clusters Score: Raw -72516.401492 + Penalty 1526.183137 = -70990.218355 nChanged 11 SP:Iteration 7Q (152.588894 sec): 3 clusters Score: Raw -72531.835037 + Penalty 1525.134652 = -71006.700385 nChanged 13 SP:Iteration 8Q (152.590520 sec): 3 clusters Score: Raw -72557.622683 + Penalty 1526.130455 = -71031.492228 nChanged 18 SP:Iteration 9Q (152.592133 sec): 3 clusters Score: Raw -72581.890600 + Penalty 1529.963105 = -71051.927495 nChanged 25 SP:Iteration 10F (152.593769 sec): 3 clusters Score: Raw -72609.763908 + Penalty 1535.134225 = -71074.629682 nChanged 18 SP:Iteration 11Q (152.595209 sec): 3 clusters Score: Raw -72621.643186 + Penalty 1538.495790 = -71083.147396 nChanged 10 SP:Iteration 12Q (152.596656 sec): 3 clusters Score: Raw -72630.825260 + Penalty 1541.881866 = -71088.943394 nChanged 12 SP:Iteration 13Q (152.598116 sec): 3 clusters Score: Raw -72643.003983 + Penalty 1545.584070 = -71097.419912 nChanged 12 SP:Iteration 14Q (152.599600 sec): 3 clusters Score: Raw -72657.350816 + Penalty 1548.473370 = -71108.877446 nChanged 8 SP:Iteration 15Q (152.601054 sec): 3 clusters Score: Raw -72663.518463 + Penalty 1551.078371 = -71112.440092 nChanged 7 SP:Iteration 16Q (152.602504 sec): 3 clusters Score: Raw -72670.865386 + Penalty 1552.543846 = -71118.321539 nChanged 5 SP:Iteration 17Q (152.603955 sec): 3 clusters Score: Raw -72673.496920 + Penalty 1552.625587 = -71120.871332 nChanged 2 SP:Iteration 18Q (152.605423 sec): 3 clusters Score: Raw -72674.053379 + Penalty 1553.075433 = -71120.977946 nChanged 1 SP:Iteration 19Q (152.606972 sec): 3 clusters Score: Raw -72674.146124 + Penalty 1553.075433 = -71121.070691 nChanged 0 SP:Iteration 20F (152.608620 sec): 3 clusters Score: Raw -72674.146124 + Penalty 1553.075433 = -71121.070691 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 12 (2310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.621559 sec): 2 clusters Score: Raw -205517.921054 + Penalty 491.444180 = -205026.476875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.626276 sec): 3 clusters Score: Raw -204161.632198 + Penalty 973.956087 = -203187.676111 nChanged 992 SP:Iteration 1F (152.630619 sec): 3 clusters Score: Raw -204968.212645 + Penalty 966.666621 = -204001.546024 nChanged 305 SP:Iteration 2F (152.634808 sec): 3 clusters Score: Raw -205282.154372 + Penalty 964.782271 = -204317.372101 nChanged 182 SP:Iteration 3F (152.639019 sec): 3 clusters Score: Raw -205457.783389 + Penalty 966.704277 = -204491.079112 nChanged 149 SP:Iteration 4F (152.643342 sec): 3 clusters Score: Raw -205602.207305 + Penalty 968.678541 = -204633.528764 nChanged 104 SP:Iteration 5Q (152.647479 sec): 3 clusters Score: Raw -205675.275804 + Penalty 970.428999 = -204704.846805 nChanged 65 SP:Iteration 6Q (152.651601 sec): 3 clusters Score: Raw -205703.530731 + Penalty 971.997294 = -204731.533436 nChanged 29 SP:Iteration 7Q (152.655635 sec): 3 clusters Score: Raw -205710.470848 + Penalty 972.776968 = -204737.693880 nChanged 16 SP:Iteration 8Q (152.660082 sec): 3 clusters Score: Raw -205713.370040 + Penalty 973.785254 = -204739.584786 nChanged 16 SP:Iteration 9Q (152.664121 sec): 3 clusters Score: Raw -205715.642778 + Penalty 974.405624 = -204741.237154 nChanged 8 SP:Iteration 10F (152.668308 sec): 3 clusters Score: Raw -205716.662280 + Penalty 974.979142 = -204741.683138 nChanged 7 SP:Iteration 11Q (152.672351 sec): 3 clusters Score: Raw -205717.868183 + Penalty 975.579485 = -204742.288697 nChanged 9 SP:Iteration 12Q (152.676466 sec): 3 clusters Score: Raw -205719.499317 + Penalty 976.227328 = -204743.271989 nChanged 12 SP:Iteration 13Q (152.680504 sec): 3 clusters Score: Raw -205721.485822 + Penalty 976.541402 = -204744.944420 nChanged 4 SP:Iteration 14Q (152.684568 sec): 3 clusters Score: Raw -205722.430384 + Penalty 976.609378 = -204745.821006 nChanged 1 SP:Iteration 15Q (152.688585 sec): 3 clusters Score: Raw -205722.551719 + Penalty 976.797271 = -204745.754448 nChanged 2 SP:Iteration 16F (152.693171 sec): 3 clusters Score: Raw -205723.075866 + Penalty 976.996375 = -204746.079491 nChanged 4 SP:Iteration 17Q (152.697381 sec): 3 clusters Score: Raw -205723.899966 + Penalty 977.141042 = -204746.758924 nChanged 2 SP:Iteration 18Q (152.701428 sec): 3 clusters Score: Raw -205724.360601 + Penalty 977.361114 = -204746.999487 nChanged 2 SP:Iteration 19Q (152.705439 sec): 3 clusters Score: Raw -205725.038699 + Penalty 977.725090 = -204747.313609 nChanged 4 SP:Iteration 20F (152.709685 sec): 3 clusters Score: Raw -205727.287317 + Penalty 977.918240 = -204749.369077 nChanged 6 SP:Iteration 21Q (152.713748 sec): 3 clusters Score: Raw -205729.556907 + Penalty 978.110541 = -204751.446366 nChanged 8 SP:Iteration 22Q (152.717930 sec): 3 clusters Score: Raw -205732.302234 + Penalty 978.186272 = -204754.115962 nChanged 9 SP:Iteration 23Q (152.722350 sec): 3 clusters Score: Raw -205735.167468 + Penalty 978.136384 = -204757.031084 nChanged 6 SP:Iteration 24Q (152.726713 sec): 3 clusters Score: Raw -205736.758792 + Penalty 978.226454 = -204758.532339 nChanged 5 SP:Iteration 25Q (152.730816 sec): 3 clusters Score: Raw -205737.659459 + Penalty 978.203077 = -204759.456382 nChanged 2 SP:Iteration 26Q (152.734809 sec): 3 clusters Score: Raw -205737.833061 + Penalty 978.279076 = -204759.553985 nChanged 1 SP:Iteration 27Q (152.738825 sec): 3 clusters Score: Raw -205738.086162 + Penalty 978.360111 = -204759.726051 nChanged 1 SP:Iteration 28Q (152.742939 sec): 3 clusters Score: Raw -205738.251820 + Penalty 978.360111 = -204759.891710 nChanged 0 SP:Iteration 29F (152.747183 sec): 3 clusters Score: Raw -205738.251820 + Penalty 978.360111 = -204759.891710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.755839 sec): 2 clusters Score: Raw -21100.110528 + Penalty 294.570741 = -20805.539787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.756597 sec): 3 clusters Score: Raw -21011.200140 + Penalty 601.338150 = -20409.861990 nChanged 81 SP:Iteration 1F (152.757324 sec): 3 clusters Score: Raw -21122.097674 + Penalty 606.920150 = -20515.177524 nChanged 32 SP:Iteration 2F (152.758080 sec): 3 clusters Score: Raw -21174.489880 + Penalty 605.507431 = -20568.982449 nChanged 13 SP:Iteration 3Q (152.758779 sec): 3 clusters Score: Raw -21199.640329 + Penalty 606.639685 = -20593.000644 nChanged 8 SP:Iteration 4Q (152.759468 sec): 3 clusters Score: Raw -21214.043659 + Penalty 609.503355 = -20604.540304 nChanged 4 SP:Iteration 5Q (152.760149 sec): 3 clusters Score: Raw -21219.226490 + Penalty 612.423464 = -20606.803025 nChanged 3 SP:Iteration 6Q (152.760804 sec): 3 clusters Score: Raw -21221.569357 + Penalty 614.218210 = -20607.351147 nChanged 1 SP:Iteration 7Q (152.761456 sec): 3 clusters Score: Raw -21222.609306 + Penalty 614.218210 = -20608.391096 nChanged 0 SP:Iteration 8F (152.762153 sec): 3 clusters Score: Raw -21222.609306 + Penalty 614.218210 = -20608.391096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.764189 sec): 2 clusters Score: Raw -32481.999381 + Penalty 834.172015 = -31647.827366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.765173 sec): 3 clusters Score: Raw -32418.211858 + Penalty 1668.986570 = -30749.225289 nChanged 98 SP:Iteration 1F (152.766119 sec): 3 clusters Score: Raw -32536.923510 + Penalty 1670.346431 = -30866.577079 nChanged 26 SP:Iteration 2F (152.767099 sec): 3 clusters Score: Raw -32583.340421 + Penalty 1673.185361 = -30910.155060 nChanged 18 SP:Iteration 3Q (152.767982 sec): 3 clusters Score: Raw -32621.566863 + Penalty 1677.279408 = -30944.287455 nChanged 18 SP:Iteration 4Q (152.768858 sec): 3 clusters Score: Raw -32664.173875 + Penalty 1679.783599 = -30984.390276 nChanged 20 SP:Iteration 5Q (152.769727 sec): 3 clusters Score: Raw -32709.283331 + Penalty 1679.989435 = -31029.293895 nChanged 13 SP:Iteration 6Q (152.770583 sec): 3 clusters Score: Raw -32734.230347 + Penalty 1678.622231 = -31055.608116 nChanged 10 SP:Iteration 7Q (152.771431 sec): 3 clusters Score: Raw -32781.326211 + Penalty 1677.810352 = -31103.515859 nChanged 9 SP:Iteration 8Q (152.772274 sec): 3 clusters Score: Raw -32806.992818 + Penalty 1677.076810 = -31129.916009 nChanged 14 SP:Iteration 9Q (152.773107 sec): 3 clusters Score: Raw -32834.751701 + Penalty 1676.805139 = -31157.946562 nChanged 6 SP:Iteration 10F (152.774031 sec): 3 clusters Score: Raw -32847.248937 + Penalty 1677.050737 = -31170.198200 nChanged 3 SP:Iteration 11Q (152.774871 sec): 3 clusters Score: Raw -32851.629411 + Penalty 1677.039347 = -31174.590065 nChanged 2 SP:Iteration 12Q (152.775691 sec): 3 clusters Score: Raw -32857.602731 + Penalty 1676.634183 = -31180.968548 nChanged 4 SP:Iteration 13Q (152.776512 sec): 3 clusters Score: Raw -32865.152898 + Penalty 1677.438131 = -31187.714767 nChanged 1 SP:Iteration 14Q (152.777331 sec): 3 clusters Score: Raw -32866.808990 + Penalty 1677.741158 = -31189.067832 nChanged 2 SP:Iteration 15Q (152.778149 sec): 3 clusters Score: Raw -32872.234256 + Penalty 1677.526180 = -31194.708076 nChanged 1 SP:Iteration 16Q (152.778966 sec): 3 clusters Score: Raw -32873.023843 + Penalty 1677.526180 = -31195.497664 nChanged 0 SP:Iteration 17F (152.779874 sec): 3 clusters Score: Raw -32873.023843 + Penalty 1677.526180 = -31195.497664 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 16 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.784213 sec): 2 clusters Score: Raw -90682.083961 + Penalty 500.200929 = -90181.883032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.786285 sec): 3 clusters Score: Raw -90107.255565 + Penalty 1041.054947 = -89066.200619 nChanged 396 SP:Iteration 1F (152.788319 sec): 3 clusters Score: Raw -90474.967199 + Penalty 1112.637715 = -89362.329484 nChanged 137 SP:Iteration 2F (152.790496 sec): 3 clusters Score: Raw -90640.737422 + Penalty 1160.691406 = -89480.046016 nChanged 58 SP:Iteration 3F (152.792694 sec): 3 clusters Score: Raw -90695.423772 + Penalty 1185.722798 = -89509.700973 nChanged 35 SP:Iteration 4Q (152.794840 sec): 3 clusters Score: Raw -90736.741122 + Penalty 1204.739568 = -89532.001554 nChanged 23 SP:Iteration 5Q (152.796872 sec): 3 clusters Score: Raw -90760.278507 + Penalty 1214.827110 = -89545.451398 nChanged 15 SP:Iteration 6Q (152.798846 sec): 3 clusters Score: Raw -90770.603224 + Penalty 1217.620452 = -89552.982773 nChanged 12 SP:Iteration 7Q (152.800749 sec): 3 clusters Score: Raw -90777.450255 + Penalty 1220.476029 = -89556.974226 nChanged 5 SP:Iteration 8Q (152.802660 sec): 3 clusters Score: Raw -90780.760664 + Penalty 1216.623221 = -89564.137443 nChanged 4 SP:Iteration 9Q (152.804515 sec): 3 clusters Score: Raw -90786.211561 + Penalty 1217.295762 = -89568.915799 nChanged 1 SP:Iteration 10F (152.806598 sec): 3 clusters Score: Raw -90786.587253 + Penalty 1216.091372 = -89570.495881 nChanged 1 SP:Iteration 11Q (152.808481 sec): 3 clusters Score: Raw -90786.923875 + Penalty 1216.091372 = -89570.832503 nChanged 0 SP:Iteration 12F (152.810595 sec): 3 clusters Score: Raw -90786.923875 + Penalty 1216.091372 = -89570.832503 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 17 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.813396 sec): 2 clusters Score: Raw -63544.780576 + Penalty 705.030626 = -62839.749949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.815069 sec): 3 clusters Score: Raw -63260.190095 + Penalty 1431.446856 = -61828.743239 nChanged 242 SP:Iteration 1F (152.816511 sec): 3 clusters Score: Raw -63506.578148 + Penalty 1467.088636 = -62039.489512 nChanged 82 SP:Iteration 2F (152.818007 sec): 3 clusters Score: Raw -63598.829953 + Penalty 1491.276632 = -62107.553321 nChanged 36 SP:Iteration 3F (152.819535 sec): 3 clusters Score: Raw -63645.980596 + Penalty 1513.503835 = -62132.476760 nChanged 28 SP:Iteration 4Q (152.821038 sec): 3 clusters Score: Raw -63682.932907 + Penalty 1524.071093 = -62158.861813 nChanged 22 SP:Iteration 5Q (152.822481 sec): 3 clusters Score: Raw -63709.379178 + Penalty 1537.616072 = -62171.763106 nChanged 16 SP:Iteration 6Q (152.823935 sec): 3 clusters Score: Raw -63730.371915 + Penalty 1543.873024 = -62186.498891 nChanged 13 SP:Iteration 7Q (152.825357 sec): 3 clusters Score: Raw -63746.854340 + Penalty 1550.517131 = -62196.337209 nChanged 15 SP:Iteration 8Q (152.826719 sec): 3 clusters Score: Raw -63768.391988 + Penalty 1554.286435 = -62214.105553 nChanged 9 SP:Iteration 9Q (152.828033 sec): 3 clusters Score: Raw -63780.800054 + Penalty 1552.084085 = -62228.715969 nChanged 5 SP:Iteration 10F (152.829498 sec): 3 clusters Score: Raw -63784.023905 + Penalty 1552.279023 = -62231.744883 nChanged 2 SP:Iteration 11Q (152.830802 sec): 3 clusters Score: Raw -63786.246078 + Penalty 1551.460858 = -62234.785220 nChanged 1 SP:Iteration 12Q (152.832107 sec): 3 clusters Score: Raw -63786.605800 + Penalty 1550.854804 = -62235.750996 nChanged 1 SP:Iteration 13Q (152.833426 sec): 3 clusters Score: Raw -63786.860379 + Penalty 1550.854804 = -62236.005574 nChanged 0 SP:Iteration 14F (152.834864 sec): 3 clusters Score: Raw -63786.860379 + Penalty 1550.854804 = -62236.005574 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 18 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.837752 sec): 2 clusters Score: Raw -68954.592103 + Penalty 800.334538 = -68154.257565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.839488 sec): 3 clusters Score: Raw -68629.369989 + Penalty 1607.417693 = -67021.952296 nChanged 240 SP:Iteration 1F (152.841147 sec): 3 clusters Score: Raw -68812.256582 + Penalty 1613.903247 = -67198.353335 nChanged 62 SP:Iteration 2F (152.842766 sec): 3 clusters Score: Raw -68884.493434 + Penalty 1624.794695 = -67259.698739 nChanged 48 SP:Iteration 3F (152.844379 sec): 3 clusters Score: Raw -68950.822259 + Penalty 1634.140846 = -67316.681413 nChanged 41 SP:Iteration 4F (152.846036 sec): 3 clusters Score: Raw -68999.220650 + Penalty 1645.001668 = -67354.218981 nChanged 36 SP:Iteration 5Q (152.847707 sec): 3 clusters Score: Raw -69046.294804 + Penalty 1650.703887 = -67395.590917 nChanged 23 SP:Iteration 6Q (152.849368 sec): 3 clusters Score: Raw -69066.322386 + Penalty 1657.474930 = -67408.847456 nChanged 21 SP:Iteration 7Q (152.850979 sec): 3 clusters Score: Raw -69086.756673 + Penalty 1664.855486 = -67421.901187 nChanged 17 SP:Iteration 8Q (152.852526 sec): 3 clusters Score: Raw -69103.020807 + Penalty 1668.875759 = -67434.145048 nChanged 8 SP:Iteration 9Q (152.854163 sec): 3 clusters Score: Raw -69109.928653 + Penalty 1672.635368 = -67437.293285 nChanged 9 SP:Iteration 10F (152.855869 sec): 3 clusters Score: Raw -69118.671726 + Penalty 1674.881950 = -67443.789775 nChanged 10 SP:Iteration 11Q (152.857486 sec): 3 clusters Score: Raw -69141.386387 + Penalty 1680.457101 = -67460.929286 nChanged 19 SP:Iteration 12Q (152.859090 sec): 3 clusters Score: Raw -69175.209417 + Penalty 1687.212252 = -67487.997165 nChanged 14 SP:Iteration 13Q (152.860634 sec): 3 clusters Score: Raw -69192.296737 + Penalty 1688.139147 = -67504.157590 nChanged 10 SP:Iteration 14Q (152.862135 sec): 3 clusters Score: Raw -69208.873936 + Penalty 1688.739013 = -67520.134923 nChanged 10 SP:Iteration 15Q (152.863654 sec): 3 clusters Score: Raw -69228.085824 + Penalty 1690.063898 = -67538.021927 nChanged 9 SP:Iteration 16Q (152.865141 sec): 3 clusters Score: Raw -69236.505579 + Penalty 1690.546001 = -67545.959578 nChanged 8 SP:Iteration 17Q (152.866613 sec): 3 clusters Score: Raw -69249.122175 + Penalty 1693.100271 = -67556.021904 nChanged 4 SP:Iteration 18Q (152.868065 sec): 3 clusters Score: Raw -69255.912172 + Penalty 1695.927223 = -67559.984949 nChanged 5 SP:Iteration 19Q (152.869558 sec): 3 clusters Score: Raw -69262.050766 + Penalty 1699.395906 = -67562.654859 nChanged 5 SP:Iteration 20F (152.871175 sec): 3 clusters Score: Raw -69273.640779 + Penalty 1709.313773 = -67564.327006 nChanged 8 SP:Iteration 21Q (152.872641 sec): 3 clusters Score: Raw -69292.189499 + Penalty 1718.782221 = -67573.407278 nChanged 9 SP:Iteration 22Q (152.874114 sec): 3 clusters Score: Raw -69306.204471 + Penalty 1727.734373 = -67578.470099 nChanged 8 SP:Iteration 23Q (152.875585 sec): 3 clusters Score: Raw -69322.105568 + Penalty 1736.437773 = -67585.667795 nChanged 10 SP:Iteration 24Q (152.877030 sec): 3 clusters Score: Raw -69335.251457 + Penalty 1740.589021 = -67594.662436 nChanged 6 SP:Iteration 25Q (152.878457 sec): 3 clusters Score: Raw -69343.270161 + Penalty 1746.069990 = -67597.200171 nChanged 5 SP:Iteration 26Q (152.879880 sec): 3 clusters Score: Raw -69347.838719 + Penalty 1750.408859 = -67597.429860 nChanged 4 SP:Iteration 27Q (152.881313 sec): 3 clusters Score: Raw -69353.468155 + Penalty 1757.478336 = -67595.989819 nChanged 5 SP:Iteration 28F (152.882929 sec): 3 clusters Score: Raw -69359.368654 + Penalty 1761.210514 = -67598.158139 nChanged 3 SP:Iteration 29Q (152.884346 sec): 3 clusters Score: Raw -69361.759861 + Penalty 1763.927559 = -67597.832302 nChanged 3 SP:Iteration 30F (152.885968 sec): 3 clusters Score: Raw -69366.770590 + Penalty 1766.292751 = -67600.477839 nChanged 3 SP:Iteration 31Q (152.887374 sec): 3 clusters Score: Raw -69370.111143 + Penalty 1766.794181 = -67603.316963 nChanged 1 SP:Iteration 32Q (152.888863 sec): 3 clusters Score: Raw -69371.716591 + Penalty 1767.644112 = -67604.072479 nChanged 1 SP:Iteration 33Q (152.890281 sec): 3 clusters Score: Raw -69372.523657 + Penalty 1767.644112 = -67604.879545 nChanged 0 SP:Iteration 34F (152.891925 sec): 3 clusters Score: Raw -69372.523657 + Penalty 1767.644112 = -67604.879545 nChanged 0 Memory request: 0.02 GB would take us to total of 0.41 GB. Trying to split cluster 20 (3103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.906474 sec): 2 clusters Score: Raw -260500.322616 + Penalty 408.518798 = -260091.803817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.912666 sec): 3 clusters Score: Raw -258531.257829 + Penalty 823.882550 = -257707.375279 nChanged 1362 SP:Iteration 1F (152.918424 sec): 3 clusters Score: Raw -259228.832462 + Penalty 831.172385 = -258397.660078 nChanged 407 SP:Iteration 2F (152.924415 sec): 3 clusters Score: Raw -259508.230460 + Penalty 840.823076 = -258667.407384 nChanged 326 SP:Iteration 3F (152.930136 sec): 3 clusters Score: Raw -259812.213797 + Penalty 847.143820 = -258965.069977 nChanged 249 SP:Iteration 4F (152.935701 sec): 3 clusters Score: Raw -260038.952682 + Penalty 850.509627 = -259188.443055 nChanged 202 SP:Iteration 5F (152.941435 sec): 3 clusters Score: Raw -260214.480791 + Penalty 853.326153 = -259361.154637 nChanged 152 SP:Iteration 6Q (152.947221 sec): 3 clusters Score: Raw -260331.712681 + Penalty 849.472030 = -259482.240651 nChanged 114 SP:Iteration 7Q (152.952918 sec): 3 clusters Score: Raw -260415.904871 + Penalty 843.857143 = -259572.047728 nChanged 88 SP:Iteration 8Q (152.958405 sec): 3 clusters Score: Raw -260490.796732 + Penalty 843.225509 = -259647.571222 nChanged 70 SP:Iteration 9Q (152.963524 sec): 3 clusters Score: Raw -260545.710847 + Penalty 846.498560 = -259699.212287 nChanged 61 SP:Iteration 10F (152.969233 sec): 3 clusters Score: Raw -260583.993795 + Penalty 848.233484 = -259735.760311 nChanged 33 SP:Iteration 11Q (152.974176 sec): 3 clusters Score: Raw -260606.329568 + Penalty 846.782688 = -259759.546880 nChanged 30 SP:Iteration 12Q (152.979241 sec): 3 clusters Score: Raw -260629.002287 + Penalty 846.891900 = -259782.110387 nChanged 20 SP:Iteration 13Q (152.983927 sec): 3 clusters Score: Raw -260648.094148 + Penalty 849.051420 = -259799.042728 nChanged 19 SP:Iteration 14Q (152.988750 sec): 3 clusters Score: Raw -260665.335690 + Penalty 847.846284 = -259817.489406 nChanged 11 SP:Iteration 15Q (152.993643 sec): 3 clusters Score: Raw -260670.385788 + Penalty 846.735675 = -259823.650112 nChanged 5 SP:Iteration 16Q (152.998190 sec): 3 clusters Score: Raw -260671.778748 + Penalty 846.250037 = -259825.528711 nChanged 2 SP:Iteration 17Q (153.002896 sec): 3 clusters Score: Raw -260671.940485 + Penalty 846.250037 = -259825.690448 nChanged 0 SP:Iteration 18F (153.008463 sec): 3 clusters Score: Raw -260671.940485 + Penalty 846.250037 = -259825.690448 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.013248 sec): 2 clusters Score: Raw -48029.910719 + Penalty 302.551610 = -47727.359109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.014561 sec): 3 clusters Score: Raw -47749.642054 + Penalty 621.136329 = -47128.505726 nChanged 210 SP:Iteration 1F (153.015849 sec): 3 clusters Score: Raw -47952.695971 + Penalty 641.040510 = -47311.655461 nChanged 61 SP:Iteration 2F (153.017087 sec): 3 clusters Score: Raw -48019.263546 + Penalty 656.812775 = -47362.450771 nChanged 35 SP:Iteration 3F (153.018327 sec): 3 clusters Score: Raw -48055.920885 + Penalty 662.087538 = -47393.833346 nChanged 16 SP:Iteration 4Q (153.019543 sec): 3 clusters Score: Raw -48068.011124 + Penalty 663.839173 = -47404.171951 nChanged 8 SP:Iteration 5Q (153.020741 sec): 3 clusters Score: Raw -48071.398588 + Penalty 663.589155 = -47407.809432 nChanged 2 SP:Iteration 6Q (153.022017 sec): 3 clusters Score: Raw -48072.517117 + Penalty 664.657541 = -47407.859576 nChanged 1 SP:Iteration 7Q (153.023263 sec): 3 clusters Score: Raw -48074.428298 + Penalty 666.159110 = -47408.269188 nChanged 3 SP:Iteration 8Q (153.024506 sec): 3 clusters Score: Raw -48075.901220 + Penalty 668.279112 = -47407.622108 nChanged 2 SP:Iteration 9F (153.025800 sec): 3 clusters Score: Raw -48076.265519 + Penalty 668.279112 = -47407.986407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 23 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.028224 sec): 2 clusters Score: Raw -34073.109605 + Penalty 700.302716 = -33372.806889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.029199 sec): 3 clusters Score: Raw -33943.921939 + Penalty 1400.006979 = -32543.914960 nChanged 102 SP:Iteration 1F (153.030129 sec): 3 clusters Score: Raw -34047.102519 + Penalty 1400.941282 = -32646.161238 nChanged 37 SP:Iteration 2F (153.031054 sec): 3 clusters Score: Raw -34095.090244 + Penalty 1401.818987 = -32693.271257 nChanged 17 SP:Iteration 3Q (153.031963 sec): 3 clusters Score: Raw -34110.810421 + Penalty 1402.948257 = -32707.862164 nChanged 13 SP:Iteration 4Q (153.032865 sec): 3 clusters Score: Raw -34123.853201 + Penalty 1403.318817 = -32720.534384 nChanged 11 SP:Iteration 5Q (153.033765 sec): 3 clusters Score: Raw -34136.278342 + Penalty 1403.796154 = -32732.482188 nChanged 5 SP:Iteration 6Q (153.034659 sec): 3 clusters Score: Raw -34139.406030 + Penalty 1404.113242 = -32735.292788 nChanged 1 SP:Iteration 7Q (153.035551 sec): 3 clusters Score: Raw -34140.020473 + Penalty 1404.390509 = -32735.629964 nChanged 1 SP:Iteration 8Q (153.036442 sec): 3 clusters Score: Raw -34140.773667 + Penalty 1404.390509 = -32736.383158 nChanged 0 SP:Iteration 9F (153.037364 sec): 3 clusters Score: Raw -34140.773667 + Penalty 1404.390509 = -32736.383158 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 24 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.042216 sec): 2 clusters Score: Raw -103722.400855 + Penalty 591.491524 = -103130.909331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.044524 sec): 3 clusters Score: Raw -103030.817961 + Penalty 1182.584198 = -101848.233763 nChanged 448 SP:Iteration 1F (153.046772 sec): 3 clusters Score: Raw -103235.134981 + Penalty 1183.849397 = -102051.285584 nChanged 174 SP:Iteration 2F (153.048982 sec): 3 clusters Score: Raw -103376.879683 + Penalty 1190.554592 = -102186.325091 nChanged 121 SP:Iteration 3F (153.051241 sec): 3 clusters Score: Raw -103519.803432 + Penalty 1203.088884 = -102316.714548 nChanged 114 SP:Iteration 4F (153.053502 sec): 3 clusters Score: Raw -103646.560164 + Penalty 1214.930269 = -102431.629894 nChanged 77 SP:Iteration 5F (153.055914 sec): 3 clusters Score: Raw -103731.228001 + Penalty 1228.533300 = -102502.694701 nChanged 55 SP:Iteration 6Q (153.058242 sec): 3 clusters Score: Raw -103784.583857 + Penalty 1245.058100 = -102539.525756 nChanged 51 SP:Iteration 7Q (153.060409 sec): 3 clusters Score: Raw -103836.416510 + Penalty 1260.582002 = -102575.834508 nChanged 41 SP:Iteration 8Q (153.062493 sec): 3 clusters Score: Raw -103870.239301 + Penalty 1268.657005 = -102601.582296 nChanged 22 SP:Iteration 9Q (153.064540 sec): 3 clusters Score: Raw -103884.817710 + Penalty 1272.899737 = -102611.917973 nChanged 14 SP:Iteration 10F (153.066803 sec): 3 clusters Score: Raw -103890.715852 + Penalty 1276.188076 = -102614.527776 nChanged 11 SP:Iteration 11Q (153.068905 sec): 3 clusters Score: Raw -103897.098772 + Penalty 1279.488050 = -102617.610722 nChanged 13 SP:Iteration 12Q (153.071066 sec): 3 clusters Score: Raw -103902.539634 + Penalty 1283.959742 = -102618.579892 nChanged 8 SP:Iteration 13Q (153.073111 sec): 3 clusters Score: Raw -103905.356601 + Penalty 1286.719786 = -102618.636815 nChanged 6 SP:Iteration 14Q (153.075206 sec): 3 clusters Score: Raw -103908.154248 + Penalty 1287.192482 = -102620.961765 nChanged 3 SP:Iteration 15Q (153.077291 sec): 3 clusters Score: Raw -103909.274957 + Penalty 1286.481975 = -102622.792982 nChanged 3 SP:Iteration 16Q (153.079353 sec): 3 clusters Score: Raw -103911.571583 + Penalty 1286.255080 = -102625.316503 nChanged 3 SP:Iteration 17Q (153.081411 sec): 3 clusters Score: Raw -103912.466421 + Penalty 1285.421578 = -102627.044843 nChanged 2 SP:Iteration 18Q (153.083433 sec): 3 clusters Score: Raw -103913.138352 + Penalty 1286.100193 = -102627.038159 nChanged 2 SP:Iteration 19F (153.085637 sec): 3 clusters Score: Raw -103913.852959 + Penalty 1285.992575 = -102627.860384 nChanged 1 SP:Iteration 20F (153.087870 sec): 3 clusters Score: Raw -103914.195875 + Penalty 1285.438420 = -102628.757455 nChanged 1 SP:Iteration 21Q (153.090107 sec): 3 clusters Score: Raw -103914.299028 + Penalty 1285.438420 = -102628.860608 nChanged 0 SP:Iteration 22F (153.092464 sec): 3 clusters Score: Raw -103914.299028 + Penalty 1285.438420 = -102628.860608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.095149 sec): 2 clusters Score: Raw -44669.786142 + Penalty 536.810066 = -44132.976076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.096296 sec): 3 clusters Score: Raw -44403.943498 + Penalty 1077.253159 = -43326.690340 nChanged 147 SP:Iteration 1F (153.097383 sec): 3 clusters Score: Raw -44488.119054 + Penalty 1081.612342 = -43406.506712 nChanged 58 SP:Iteration 2F (153.098465 sec): 3 clusters Score: Raw -44549.759215 + Penalty 1091.068068 = -43458.691148 nChanged 47 SP:Iteration 3F (153.099557 sec): 3 clusters Score: Raw -44615.757623 + Penalty 1103.274329 = -43512.483294 nChanged 28 SP:Iteration 4F (153.100661 sec): 3 clusters Score: Raw -44651.522981 + Penalty 1117.782679 = -43533.740302 nChanged 20 SP:Iteration 5Q (153.101707 sec): 3 clusters Score: Raw -44677.072551 + Penalty 1122.467342 = -43554.605209 nChanged 13 SP:Iteration 6Q (153.102723 sec): 3 clusters Score: Raw -44689.214013 + Penalty 1123.038818 = -43566.175195 nChanged 4 SP:Iteration 7Q (153.103723 sec): 3 clusters Score: Raw -44692.813159 + Penalty 1126.819935 = -43565.993225 nChanged 6 SP:Iteration 8F (153.104804 sec): 3 clusters Score: Raw -44701.941214 + Penalty 1127.825192 = -43574.116022 nChanged 3 SP:Iteration 9Q (153.105794 sec): 3 clusters Score: Raw -44704.269434 + Penalty 1127.825192 = -43576.444242 nChanged 0 SP:Iteration 10F (153.106872 sec): 3 clusters Score: Raw -44704.269434 + Penalty 1127.825192 = -43576.444242 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 28 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.110357 sec): 2 clusters Score: Raw -79493.373395 + Penalty 809.070497 = -78684.302898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.112157 sec): 3 clusters Score: Raw -79124.647639 + Penalty 1620.747207 = -77503.900432 nChanged 281 SP:Iteration 1F (153.113878 sec): 3 clusters Score: Raw -79404.254423 + Penalty 1632.566846 = -77771.687577 nChanged 110 SP:Iteration 2F (153.115560 sec): 3 clusters Score: Raw -79552.461427 + Penalty 1641.640596 = -77910.820831 nChanged 80 SP:Iteration 3F (153.117248 sec): 3 clusters Score: Raw -79661.958667 + Penalty 1644.909243 = -78017.049425 nChanged 49 SP:Iteration 4F (153.119071 sec): 3 clusters Score: Raw -79735.722943 + Penalty 1648.376837 = -78087.346107 nChanged 39 SP:Iteration 5Q (153.120790 sec): 3 clusters Score: Raw -79781.723467 + Penalty 1649.090249 = -78132.633218 nChanged 21 SP:Iteration 6Q (153.122469 sec): 3 clusters Score: Raw -79801.945202 + Penalty 1650.416030 = -78151.529172 nChanged 16 SP:Iteration 7Q (153.124232 sec): 3 clusters Score: Raw -79816.993214 + Penalty 1650.524237 = -78166.468977 nChanged 6 SP:Iteration 8Q (153.126005 sec): 3 clusters Score: Raw -79822.454362 + Penalty 1650.317523 = -78172.136839 nChanged 5 SP:Iteration 9Q (153.127654 sec): 3 clusters Score: Raw -79827.805848 + Penalty 1650.536524 = -78177.269323 nChanged 3 SP:Iteration 10F (153.129372 sec): 3 clusters Score: Raw -79830.391955 + Penalty 1650.122362 = -78180.269594 nChanged 1 SP:Iteration 11Q (153.130985 sec): 3 clusters Score: Raw -79830.667484 + Penalty 1649.571776 = -78181.095709 nChanged 1 SP:Iteration 12Q (153.132589 sec): 3 clusters Score: Raw -79831.393816 + Penalty 1649.347019 = -78182.046797 nChanged 1 SP:Iteration 13Q (153.134211 sec): 3 clusters Score: Raw -79831.858186 + Penalty 1649.347019 = -78182.511167 nChanged 0 SP:Iteration 14F (153.136048 sec): 3 clusters Score: Raw -79831.858186 + Penalty 1649.347019 = -78182.511167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.136771 sec): 2 clusters Score: Raw -2665.264494 + Penalty 108.998444 = -2556.266050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.137055 sec): 3 clusters Score: Raw -2731.950086 + Penalty 225.616803 = -2506.333283 nChanged 6 SP:Iteration 1F (153.137341 sec): 3 clusters Score: Raw -2742.078846 + Penalty 229.382892 = -2512.695953 nChanged 1 SP:Iteration 2Q (153.137618 sec): 3 clusters Score: Raw -2743.441071 + Penalty 234.539594 = -2508.901476 nChanged 1 SP:Iteration 3F (153.137904 sec): 3 clusters Score: Raw -2750.343959 + Penalty 234.539594 = -2515.804365 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 30 (2826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.147609 sec): 2 clusters Score: Raw -237061.487457 + Penalty 476.578096 = -236584.909361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.153056 sec): 3 clusters Score: Raw -235311.448796 + Penalty 949.629877 = -234361.818919 nChanged 1210 SP:Iteration 1F (153.158528 sec): 3 clusters Score: Raw -235983.078490 + Penalty 947.365583 = -235035.712907 nChanged 392 SP:Iteration 2F (153.163768 sec): 3 clusters Score: Raw -236340.832106 + Penalty 945.380878 = -235395.451228 nChanged 296 SP:Iteration 3F (153.168966 sec): 3 clusters Score: Raw -236631.677328 + Penalty 946.912116 = -235684.765213 nChanged 200 SP:Iteration 4F (153.174277 sec): 3 clusters Score: Raw -236788.324497 + Penalty 952.244409 = -235836.080089 nChanged 127 SP:Iteration 5Q (153.179669 sec): 3 clusters Score: Raw -236850.666247 + Penalty 956.844818 = -235893.821430 nChanged 70 SP:Iteration 6Q (153.184687 sec): 3 clusters Score: Raw -236879.702435 + Penalty 960.062183 = -235919.640252 nChanged 53 SP:Iteration 7Q (153.189774 sec): 3 clusters Score: Raw -236899.742499 + Penalty 964.527491 = -235935.215008 nChanged 39 SP:Iteration 8Q (153.195114 sec): 3 clusters Score: Raw -236915.792114 + Penalty 969.409714 = -235946.382399 nChanged 37 SP:Iteration 9Q (153.200066 sec): 3 clusters Score: Raw -236925.565642 + Penalty 972.687380 = -235952.878261 nChanged 23 SP:Iteration 10F (153.205318 sec): 3 clusters Score: Raw -236931.138220 + Penalty 976.604839 = -235954.533381 nChanged 26 SP:Iteration 11Q (153.210308 sec): 3 clusters Score: Raw -236936.725441 + Penalty 978.907395 = -235957.818045 nChanged 15 SP:Iteration 12Q (153.215233 sec): 3 clusters Score: Raw -236940.544348 + Penalty 981.545630 = -235958.998718 nChanged 17 SP:Iteration 13Q (153.220153 sec): 3 clusters Score: Raw -236943.924849 + Penalty 984.627933 = -235959.296916 nChanged 19 SP:Iteration 14Q (153.225391 sec): 3 clusters Score: Raw -236947.531514 + Penalty 987.204125 = -235960.327389 nChanged 15 SP:Iteration 15Q (153.230654 sec): 3 clusters Score: Raw -236949.977347 + Penalty 989.534966 = -235960.442380 nChanged 14 SP:Iteration 16Q (153.235957 sec): 3 clusters Score: Raw -236952.292319 + Penalty 992.524861 = -235959.767458 nChanged 18 SP:Iteration 17F (153.241428 sec): 3 clusters Score: Raw -236955.329913 + Penalty 994.697422 = -235960.632492 nChanged 17 SP:Iteration 18Q (153.246552 sec): 3 clusters Score: Raw -236957.742780 + Penalty 995.841833 = -235961.900946 nChanged 9 SP:Iteration 19Q (153.251647 sec): 3 clusters Score: Raw -236958.858809 + Penalty 997.050882 = -235961.807927 nChanged 7 SP:Iteration 20F (153.256994 sec): 3 clusters Score: Raw -236959.735866 + Penalty 998.663374 = -235961.072492 nChanged 10 SP:Iteration 21F (153.262562 sec): 3 clusters Score: Raw -236961.828419 + Penalty 1001.268006 = -235960.560413 nChanged 15 SP:Iteration 22F (153.267665 sec): 3 clusters Score: Raw -236964.332378 + Penalty 1003.911396 = -235960.420982 nChanged 15 SP:Iteration 23F (153.273066 sec): 3 clusters Score: Raw -236966.065495 + Penalty 1005.857604 = -235960.207891 nChanged 11 SP:Iteration 24F (153.278599 sec): 3 clusters Score: Raw -236967.273712 + Penalty 1006.975848 = -235960.297864 nChanged 8 SP:Iteration 25Q (153.283500 sec): 3 clusters Score: Raw -236968.390835 + Penalty 1008.797573 = -235959.593262 nChanged 11 SP:Iteration 26F (153.288763 sec): 3 clusters Score: Raw -236970.696766 + Penalty 1011.007910 = -235959.688857 nChanged 14 SP:Iteration 27Q (153.293935 sec): 3 clusters Score: Raw -236973.069926 + Penalty 1013.594717 = -235959.475209 nChanged 15 SP:Iteration 28F (153.299183 sec): 3 clusters Score: Raw -236976.034293 + Penalty 1017.110069 = -235958.924224 nChanged 20 SP:Iteration 29F (153.304308 sec): 3 clusters Score: Raw -236981.411440 + Penalty 1020.003293 = -235961.408147 nChanged 15 SP:Iteration 30F (153.309467 sec): 3 clusters Score: Raw -236984.861896 + Penalty 1022.827104 = -235962.034792 nChanged 17 SP:Iteration 31Q (153.314336 sec): 3 clusters Score: Raw -236988.973956 + Penalty 1024.869757 = -235964.104199 nChanged 13 SP:Iteration 32Q (153.319205 sec): 3 clusters Score: Raw -236990.757977 + Penalty 1026.046693 = -235964.711284 nChanged 8 SP:Iteration 33Q (153.324065 sec): 3 clusters Score: Raw -236992.154364 + Penalty 1026.805356 = -235965.349008 nChanged 5 SP:Iteration 34Q (153.329302 sec): 3 clusters Score: Raw -236992.624980 + Penalty 1027.591203 = -235965.033777 nChanged 3 SP:Iteration 35F (153.334770 sec): 3 clusters Score: Raw -236992.687566 + Penalty 1027.591203 = -235965.096363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 35 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.337926 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.338772 sec): 3 clusters Score: Raw -29031.524154 + Penalty 96.731861 = -28934.792293 nChanged 155 SP:Iteration 1F (153.339612 sec): 3 clusters Score: Raw -29173.143649 + Penalty 97.473575 = -29075.670074 nChanged 15 SP:Iteration 2Q (153.340442 sec): 3 clusters Score: Raw -29176.108304 + Penalty 97.574019 = -29078.534285 nChanged 7 SP:Iteration 3Q (153.341270 sec): 3 clusters Score: Raw -29176.384246 + Penalty 97.607502 = -29078.776744 nChanged 9 SP:Iteration 4Q (153.342097 sec): 3 clusters Score: Raw -29176.999117 + Penalty 97.937489 = -29079.061628 nChanged 12 SP:Iteration 5Q (153.342919 sec): 3 clusters Score: Raw -29180.011824 + Penalty 95.795356 = -29084.216467 nChanged 15 SP:Iteration 6Q (153.343742 sec): 3 clusters Score: Raw -29183.568652 + Penalty 93.796632 = -29089.772020 nChanged 18 SP:Iteration 7F (153.344542 sec): 3 clusters Score: Raw -29193.465966 + Penalty 92.751924 = -29100.714041 nChanged 32 SP:Iteration 8F (153.345336 sec): 3 clusters Score: Raw -29238.464626 + Penalty 49.819095 = -29188.645530 nChanged 14 SP:Iteration 9Q (153.345968 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 SP:Iteration 10F (153.346598 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 36 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.350321 sec): 2 clusters Score: Raw -102050.336668 + Penalty 562.365287 = -101487.971381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.352580 sec): 3 clusters Score: Raw -101444.665003 + Penalty 1125.803567 = -100318.861435 nChanged 419 SP:Iteration 1F (153.354745 sec): 3 clusters Score: Raw -101677.380762 + Penalty 1129.542171 = -100547.838591 nChanged 128 SP:Iteration 2F (153.356874 sec): 3 clusters Score: Raw -101765.087320 + Penalty 1145.032138 = -100620.055182 nChanged 91 SP:Iteration 3F (153.359217 sec): 3 clusters Score: Raw -101846.652777 + Penalty 1164.525032 = -100682.127746 nChanged 77 SP:Iteration 4F (153.361599 sec): 3 clusters Score: Raw -101918.155114 + Penalty 1188.333617 = -100729.821497 nChanged 59 SP:Iteration 5F (153.363832 sec): 3 clusters Score: Raw -101973.315757 + Penalty 1209.646466 = -100763.669290 nChanged 44 SP:Iteration 6Q (153.366048 sec): 3 clusters Score: Raw -102013.200792 + Penalty 1236.386808 = -100776.813984 nChanged 32 SP:Iteration 7Q (153.368132 sec): 3 clusters Score: Raw -102046.713282 + Penalty 1249.693311 = -100797.019970 nChanged 14 SP:Iteration 8Q (153.370259 sec): 3 clusters Score: Raw -102060.277486 + Penalty 1263.253223 = -100797.024264 nChanged 14 SP:Iteration 9Q (153.372306 sec): 3 clusters Score: Raw -102072.506411 + Penalty 1266.402120 = -100806.104291 nChanged 10 SP:Iteration 10F (153.374582 sec): 3 clusters Score: Raw -102077.322165 + Penalty 1270.643751 = -100806.678413 nChanged 4 SP:Iteration 11Q (153.376634 sec): 3 clusters Score: Raw -102079.769728 + Penalty 1284.769344 = -100795.000384 nChanged 6 SP:Iteration 12F (153.378842 sec): 3 clusters Score: Raw -102085.704198 + Penalty 1290.217070 = -100795.487127 nChanged 4 SP:Iteration 13Q (153.380804 sec): 3 clusters Score: Raw -102089.785799 + Penalty 1288.443915 = -100801.341884 nChanged 1 SP:Iteration 14Q (153.382730 sec): 3 clusters Score: Raw -102090.680280 + Penalty 1287.037870 = -100803.642409 nChanged 1 SP:Iteration 15Q (153.384653 sec): 3 clusters Score: Raw -102090.573128 + Penalty 1287.037870 = -100803.535258 nChanged 0 SP:Iteration 16F (153.386789 sec): 3 clusters Score: Raw -102090.573128 + Penalty 1287.037870 = -100803.535258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.388493 sec): 2 clusters Score: Raw -33703.097091 + Penalty 681.885342 = -33021.211749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.389451 sec): 3 clusters Score: Raw -33559.863427 + Penalty 1363.259795 = -32196.603632 nChanged 107 SP:Iteration 1F (153.390457 sec): 3 clusters Score: Raw -33668.795030 + Penalty 1364.217088 = -32304.577942 nChanged 28 SP:Iteration 2F (153.391434 sec): 3 clusters Score: Raw -33697.174667 + Penalty 1364.148567 = -32333.026100 nChanged 14 SP:Iteration 3Q (153.392387 sec): 3 clusters Score: Raw -33713.339270 + Penalty 1364.109070 = -32349.230200 nChanged 3 SP:Iteration 4Q (153.393341 sec): 3 clusters Score: Raw -33715.784473 + Penalty 1364.151880 = -32351.632594 nChanged 1 SP:Iteration 5Q (153.394269 sec): 3 clusters Score: Raw -33717.657552 + Penalty 1364.094873 = -32353.562679 nChanged 1 SP:Iteration 6Q (153.395198 sec): 3 clusters Score: Raw -33718.898004 + Penalty 1363.944535 = -32354.953469 nChanged 2 SP:Iteration 7Q (153.396110 sec): 3 clusters Score: Raw -33720.820166 + Penalty 1363.854581 = -32356.965586 nChanged 1 SP:Iteration 8Q (153.397024 sec): 3 clusters Score: Raw -33722.622394 + Penalty 1363.783135 = -32358.839260 nChanged 3 SP:Iteration 9Q (153.397931 sec): 3 clusters Score: Raw -33724.910193 + Penalty 1363.773909 = -32361.136284 nChanged 2 SP:Iteration 10F (153.398859 sec): 3 clusters Score: Raw -33726.398502 + Penalty 1363.734449 = -32362.664053 nChanged 1 SP:Iteration 11Q (153.399769 sec): 3 clusters Score: Raw -33727.370699 + Penalty 1363.734449 = -32363.636251 nChanged 0 SP:Iteration 12F (153.400696 sec): 3 clusters Score: Raw -33727.370699 + Penalty 1363.734449 = -32363.636251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.402240 sec): 2 clusters Score: Raw -31894.933791 + Penalty 239.593500 = -31655.340291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.403203 sec): 3 clusters Score: Raw -31695.528337 + Penalty 478.323008 = -31217.205329 nChanged 144 SP:Iteration 1F (153.404140 sec): 3 clusters Score: Raw -31806.886979 + Penalty 477.603839 = -31329.283140 nChanged 45 SP:Iteration 2F (153.405074 sec): 3 clusters Score: Raw -31835.596138 + Penalty 479.058794 = -31356.537343 nChanged 23 SP:Iteration 3F (153.406009 sec): 3 clusters Score: Raw -31851.866166 + Penalty 485.031643 = -31366.834523 nChanged 22 SP:Iteration 4F (153.406977 sec): 3 clusters Score: Raw -31878.109208 + Penalty 506.420973 = -31371.688234 nChanged 29 SP:Iteration 5F (153.407909 sec): 3 clusters Score: Raw -31918.835286 + Penalty 531.459410 = -31387.375876 nChanged 20 SP:Iteration 6Q (153.408805 sec): 3 clusters Score: Raw -31944.154236 + Penalty 549.918150 = -31394.236086 nChanged 10 SP:Iteration 7Q (153.409686 sec): 3 clusters Score: Raw -31960.745816 + Penalty 558.779572 = -31401.966244 nChanged 5 SP:Iteration 8Q (153.410541 sec): 3 clusters Score: Raw -31966.049730 + Penalty 576.302864 = -31389.746867 nChanged 8 SP:Iteration 9F (153.411433 sec): 3 clusters Score: Raw -31977.788720 + Penalty 616.227429 = -31361.561291 nChanged 14 SP:Iteration 10F (153.412325 sec): 3 clusters Score: Raw -31992.494436 + Penalty 632.275014 = -31360.219422 nChanged 5 SP:Iteration 11F (153.413218 sec): 3 clusters Score: Raw -31998.762731 + Penalty 645.488150 = -31353.274581 nChanged 5 SP:Iteration 12F (153.414109 sec): 3 clusters Score: Raw -32007.080467 + Penalty 656.423583 = -31350.656884 nChanged 4 SP:Iteration 13F (153.415001 sec): 3 clusters Score: Raw -32018.594510 + Penalty 664.078696 = -31354.515814 nChanged 2 SP:Iteration 14Q (153.415806 sec): 3 clusters Score: Raw -32019.549865 + Penalty 668.269244 = -31351.280621 nChanged 1 SP:Iteration 15F (153.416696 sec): 3 clusters Score: Raw -32020.126387 + Penalty 668.269244 = -31351.857143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 40 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.418635 sec): 2 clusters Score: Raw -45495.040887 + Penalty 955.165648 = -44539.875239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.419744 sec): 3 clusters Score: Raw -45339.103028 + Penalty 1910.754066 = -43428.348962 nChanged 111 SP:Iteration 1F (153.420804 sec): 3 clusters Score: Raw -45458.089923 + Penalty 1911.871890 = -43546.218033 nChanged 35 SP:Iteration 2F (153.421940 sec): 3 clusters Score: Raw -45507.456766 + Penalty 1913.609843 = -43593.846923 nChanged 24 SP:Iteration 3Q (153.423048 sec): 3 clusters Score: Raw -45536.203993 + Penalty 1914.317107 = -43621.886886 nChanged 9 SP:Iteration 4Q (153.424142 sec): 3 clusters Score: Raw -45548.067561 + Penalty 1914.731265 = -43633.336296 nChanged 5 SP:Iteration 5Q (153.425235 sec): 3 clusters Score: Raw -45554.708768 + Penalty 1915.534695 = -43639.174073 nChanged 3 SP:Iteration 6Q (153.426322 sec): 3 clusters Score: Raw -45557.253528 + Penalty 1916.074663 = -43641.178865 nChanged 2 SP:Iteration 7Q (153.427408 sec): 3 clusters Score: Raw -45562.926151 + Penalty 1916.004449 = -43646.921702 nChanged 2 SP:Iteration 8Q (153.428561 sec): 3 clusters Score: Raw -45566.465102 + Penalty 1916.488475 = -43649.976627 nChanged 4 SP:Iteration 9Q (153.429661 sec): 3 clusters Score: Raw -45569.731446 + Penalty 1916.723988 = -43653.007459 nChanged 2 SP:Iteration 10F (153.430718 sec): 3 clusters Score: Raw -45572.009136 + Penalty 1916.902606 = -43655.106530 nChanged 2 SP:Iteration 11Q (153.431751 sec): 3 clusters Score: Raw -45574.211910 + Penalty 1917.328972 = -43656.882939 nChanged 2 SP:Iteration 12Q (153.432802 sec): 3 clusters Score: Raw -45577.062135 + Penalty 1917.784171 = -43659.277964 nChanged 2 SP:Iteration 13Q (153.433909 sec): 3 clusters Score: Raw -45579.912766 + Penalty 1918.595875 = -43661.316891 nChanged 4 SP:Iteration 14Q (153.435043 sec): 3 clusters Score: Raw -45587.733736 + Penalty 1918.996318 = -43668.737418 nChanged 2 SP:Iteration 15Q (153.436138 sec): 3 clusters Score: Raw -45590.463709 + Penalty 1918.996318 = -43671.467391 nChanged 0 SP:Iteration 16F (153.437258 sec): 3 clusters Score: Raw -45590.463709 + Penalty 1918.996318 = -43671.467391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.438974 sec): 2 clusters Score: Raw -36577.640829 + Penalty 254.260953 = -36323.379875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.440048 sec): 3 clusters Score: Raw -36335.962199 + Penalty 507.624812 = -35828.337388 nChanged 159 SP:Iteration 1F (153.441073 sec): 3 clusters Score: Raw -36423.538307 + Penalty 512.345721 = -35911.192586 nChanged 64 SP:Iteration 2F (153.442108 sec): 3 clusters Score: Raw -36480.123116 + Penalty 537.993853 = -35942.129263 nChanged 37 SP:Iteration 3F (153.443149 sec): 3 clusters Score: Raw -36528.129720 + Penalty 605.983487 = -35922.146232 nChanged 41 SP:Iteration 4F (153.444204 sec): 3 clusters Score: Raw -36592.603720 + Penalty 647.408148 = -35945.195572 nChanged 18 SP:Iteration 5Q (153.445293 sec): 3 clusters Score: Raw -36618.008862 + Penalty 666.426662 = -35951.582200 nChanged 7 SP:Iteration 6Q (153.446247 sec): 3 clusters Score: Raw -36627.488402 + Penalty 671.152113 = -35956.336289 nChanged 3 SP:Iteration 7Q (153.447228 sec): 3 clusters Score: Raw -36629.364800 + Penalty 671.152113 = -35958.212687 nChanged 0 SP:Iteration 8F (153.448335 sec): 3 clusters Score: Raw -36629.364800 + Penalty 671.152113 = -35958.212687 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 49 (896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.451381 sec): 2 clusters Score: Raw -73172.801406 + Penalty 334.902922 = -72837.898483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.453275 sec): 3 clusters Score: Raw -72704.344227 + Penalty 673.358409 = -72030.985817 nChanged 338 SP:Iteration 1F (153.455141 sec): 3 clusters Score: Raw -73000.335884 + Penalty 683.771815 = -72316.564068 nChanged 97 SP:Iteration 2F (153.457007 sec): 3 clusters Score: Raw -73126.409259 + Penalty 692.737963 = -72433.671297 nChanged 72 SP:Iteration 3F (153.459038 sec): 3 clusters Score: Raw -73201.183463 + Penalty 701.406775 = -72499.776688 nChanged 36 SP:Iteration 4Q (153.461064 sec): 3 clusters Score: Raw -73233.840467 + Penalty 708.327425 = -72525.513043 nChanged 19 SP:Iteration 5Q (153.462959 sec): 3 clusters Score: Raw -73254.557819 + Penalty 710.429157 = -72544.128662 nChanged 17 SP:Iteration 6Q (153.464784 sec): 3 clusters Score: Raw -73278.313254 + Penalty 716.865195 = -72561.448059 nChanged 14 SP:Iteration 7Q (153.466582 sec): 3 clusters Score: Raw -73292.706237 + Penalty 718.617779 = -72574.088458 nChanged 12 SP:Iteration 8Q (153.468437 sec): 3 clusters Score: Raw -73304.109333 + Penalty 718.339545 = -72585.769789 nChanged 8 SP:Iteration 9Q (153.470250 sec): 3 clusters Score: Raw -73310.099303 + Penalty 720.602993 = -72589.496310 nChanged 7 SP:Iteration 10F (153.472173 sec): 3 clusters Score: Raw -73317.668784 + Penalty 721.975884 = -72595.692900 nChanged 6 SP:Iteration 11Q (153.473926 sec): 3 clusters Score: Raw -73319.986332 + Penalty 722.931297 = -72597.055035 nChanged 2 SP:Iteration 12Q (153.475737 sec): 3 clusters Score: Raw -73320.741594 + Penalty 723.150207 = -72597.591387 nChanged 1 SP:Iteration 13Q (153.477607 sec): 3 clusters Score: Raw -73320.853330 + Penalty 723.150207 = -72597.703123 nChanged 0 SP:Iteration 14F (153.479640 sec): 3 clusters Score: Raw -73320.853330 + Penalty 723.150207 = -72597.703123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 51 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.481163 sec): 2 clusters Score: Raw -29799.471185 + Penalty 866.753302 = -28932.717883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.482048 sec): 3 clusters Score: Raw -29732.719434 + Penalty 1733.416151 = -27999.303283 nChanged 64 SP:Iteration 1F (153.482917 sec): 3 clusters Score: Raw -29824.968895 + Penalty 1733.287239 = -28091.681656 nChanged 24 SP:Iteration 2F (153.483785 sec): 3 clusters Score: Raw -29861.281206 + Penalty 1733.307736 = -28127.973470 nChanged 8 SP:Iteration 3Q (153.484636 sec): 3 clusters Score: Raw -29875.691355 + Penalty 1733.135092 = -28142.556264 nChanged 5 SP:Iteration 4Q (153.485512 sec): 3 clusters Score: Raw -29885.111814 + Penalty 1732.678958 = -28152.432856 nChanged 5 SP:Iteration 5Q (153.486358 sec): 3 clusters Score: Raw -29890.614229 + Penalty 1732.780202 = -28157.834026 nChanged 2 SP:Iteration 6Q (153.487202 sec): 3 clusters Score: Raw -29892.009230 + Penalty 1732.351609 = -28159.657620 nChanged 2 SP:Iteration 7Q (153.488046 sec): 3 clusters Score: Raw -29895.662408 + Penalty 1732.395609 = -28163.266799 nChanged 2 SP:Iteration 8Q (153.488889 sec): 3 clusters Score: Raw -29904.637124 + Penalty 1732.200795 = -28172.436329 nChanged 2 SP:Iteration 9Q (153.489729 sec): 3 clusters Score: Raw -29908.550621 + Penalty 1732.370644 = -28176.179977 nChanged 3 SP:Iteration 10F (153.490653 sec): 3 clusters Score: Raw -29915.509711 + Penalty 1732.375262 = -28183.134449 nChanged 5 SP:Iteration 11Q (153.491532 sec): 3 clusters Score: Raw -29927.457442 + Penalty 1732.343788 = -28195.113653 nChanged 6 SP:Iteration 12Q (153.492404 sec): 3 clusters Score: Raw -29937.240583 + Penalty 1732.496193 = -28204.744390 nChanged 1 SP:Iteration 13Q (153.493270 sec): 3 clusters Score: Raw -29940.232462 + Penalty 1732.298648 = -28207.933814 nChanged 1 SP:Iteration 14Q (153.494139 sec): 3 clusters Score: Raw -29941.579738 + Penalty 1732.418614 = -28209.161124 nChanged 1 SP:Iteration 15Q (153.494971 sec): 3 clusters Score: Raw -29953.279523 + Penalty 1732.741531 = -28220.537992 nChanged 2 SP:Iteration 16Q (153.495799 sec): 3 clusters Score: Raw -29963.306509 + Penalty 1732.549138 = -28230.757371 nChanged 5 SP:Iteration 17Q (153.496628 sec): 3 clusters Score: Raw -29983.852680 + Penalty 1732.095105 = -28251.757575 nChanged 8 SP:Iteration 18Q (153.497452 sec): 3 clusters Score: Raw -29993.488615 + Penalty 1731.662623 = -28261.825992 nChanged 2 SP:Iteration 19Q (153.498274 sec): 3 clusters Score: Raw -29995.370828 + Penalty 1731.614061 = -28263.756767 nChanged 2 SP:Iteration 20F (153.499146 sec): 3 clusters Score: Raw -30000.534196 + Penalty 1731.517476 = -28269.016720 nChanged 2 SP:Iteration 21Q (153.499973 sec): 3 clusters Score: Raw -30003.122054 + Penalty 1731.049750 = -28272.072304 nChanged 2 SP:Iteration 22Q (153.500798 sec): 3 clusters Score: Raw -30007.652193 + Penalty 1730.669220 = -28276.982973 nChanged 2 SP:Iteration 23Q (153.501621 sec): 3 clusters Score: Raw -30010.181134 + Penalty 1730.914734 = -28279.266401 nChanged 1 SP:Iteration 24Q (153.502445 sec): 3 clusters Score: Raw -30011.580588 + Penalty 1730.914734 = -28280.665855 nChanged 0 SP:Iteration 25F (153.503313 sec): 3 clusters Score: Raw -30011.580588 + Penalty 1730.914734 = -28280.665855 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 59 (1637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.508856 sec): 2 clusters Score: Raw -149538.544455 + Penalty 534.948950 = -149003.595505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.512224 sec): 3 clusters Score: Raw -148627.464238 + Penalty 1072.291934 = -147555.172305 nChanged 655 SP:Iteration 1F (153.515435 sec): 3 clusters Score: Raw -148969.062392 + Penalty 1076.622513 = -147892.439879 nChanged 161 SP:Iteration 2F (153.518651 sec): 3 clusters Score: Raw -149061.013664 + Penalty 1084.866580 = -147976.147084 nChanged 119 SP:Iteration 3F (153.522007 sec): 3 clusters Score: Raw -149141.801834 + Penalty 1097.830161 = -148043.971673 nChanged 126 SP:Iteration 4F (153.525487 sec): 3 clusters Score: Raw -149237.647496 + Penalty 1120.098867 = -148117.548629 nChanged 105 SP:Iteration 5F (153.528907 sec): 3 clusters Score: Raw -149332.131415 + Penalty 1141.344581 = -148190.786834 nChanged 76 SP:Iteration 6Q (153.532326 sec): 3 clusters Score: Raw -149428.396543 + Penalty 1176.012465 = -148252.384078 nChanged 64 SP:Iteration 7Q (153.535726 sec): 3 clusters Score: Raw -149505.883877 + Penalty 1196.339112 = -148309.544765 nChanged 37 SP:Iteration 8Q (153.539164 sec): 3 clusters Score: Raw -149535.402017 + Penalty 1220.098397 = -148315.303620 nChanged 36 SP:Iteration 9Q (153.542379 sec): 3 clusters Score: Raw -149568.642140 + Penalty 1241.147464 = -148327.494676 nChanged 25 SP:Iteration 10F (153.545834 sec): 3 clusters Score: Raw -149591.618620 + Penalty 1255.286129 = -148336.332492 nChanged 16 SP:Iteration 11Q (153.548893 sec): 3 clusters Score: Raw -149603.743221 + Penalty 1270.385653 = -148333.357569 nChanged 16 SP:Iteration 12F (153.552243 sec): 3 clusters Score: Raw -149615.799361 + Penalty 1281.780522 = -148334.018839 nChanged 10 SP:Iteration 13Q (153.555226 sec): 3 clusters Score: Raw -149620.605938 + Penalty 1288.008974 = -148332.596963 nChanged 5 SP:Iteration 14F (153.558890 sec): 3 clusters Score: Raw -149623.973336 + Penalty 1291.695345 = -148332.277991 nChanged 3 SP:Iteration 15F (153.562306 sec): 3 clusters Score: Raw -149626.147373 + Penalty 1291.876790 = -148334.270583 nChanged 2 SP:Iteration 16Q (153.565188 sec): 3 clusters Score: Raw -149628.233118 + Penalty 1294.166675 = -148334.066443 nChanged 3 SP:Iteration 17F (153.568544 sec): 3 clusters Score: Raw -149628.824956 + Penalty 1296.232401 = -148332.592555 nChanged 2 SP:Iteration 18F (153.571905 sec): 3 clusters Score: Raw -149629.813452 + Penalty 1296.846498 = -148332.966954 nChanged 1 SP:Iteration 19Q (153.574907 sec): 3 clusters Score: Raw -149629.741113 + Penalty 1296.846498 = -148332.894615 nChanged 0 SP:Iteration 20F (153.578332 sec): 3 clusters Score: Raw -149629.741113 + Penalty 1296.846498 = -148332.894615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.581064 sec): 2 clusters Score: Raw -18828.716228 + Penalty 662.832628 = -18165.883600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.581685 sec): 3 clusters Score: Raw -18827.999201 + Penalty 1330.729297 = -17497.269904 nChanged 40 SP:Iteration 1F (153.582297 sec): 3 clusters Score: Raw -18900.517277 + Penalty 1331.093940 = -17569.423337 nChanged 13 SP:Iteration 2F (153.582910 sec): 3 clusters Score: Raw -18927.380406 + Penalty 1333.256714 = -17594.123693 nChanged 4 SP:Iteration 3Q (153.583502 sec): 3 clusters Score: Raw -18939.194341 + Penalty 1333.897726 = -17605.296615 nChanged 3 SP:Iteration 4Q (153.584091 sec): 3 clusters Score: Raw -18942.176209 + Penalty 1334.954413 = -17607.221796 nChanged 1 SP:Iteration 5Q (153.584677 sec): 3 clusters Score: Raw -18942.890081 + Penalty 1334.954413 = -17607.935667 nChanged 0 SP:Iteration 6F (153.585289 sec): 3 clusters Score: Raw -18942.890081 + Penalty 1334.954413 = -17607.935667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 67 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.586523 sec): 2 clusters Score: Raw -22258.239296 + Penalty 402.760768 = -21855.478528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.587262 sec): 3 clusters Score: Raw -22156.997373 + Penalty 805.462257 = -21351.535116 nChanged 89 SP:Iteration 1F (153.587991 sec): 3 clusters Score: Raw -22263.720584 + Penalty 808.664681 = -21455.055903 nChanged 26 SP:Iteration 2F (153.588770 sec): 3 clusters Score: Raw -22296.938901 + Penalty 816.168578 = -21480.770323 nChanged 17 SP:Iteration 3F (153.589518 sec): 3 clusters Score: Raw -22324.488162 + Penalty 828.613355 = -21495.874807 nChanged 16 SP:Iteration 4F (153.590263 sec): 3 clusters Score: Raw -22342.328961 + Penalty 838.553108 = -21503.775852 nChanged 8 SP:Iteration 5Q (153.590967 sec): 3 clusters Score: Raw -22351.907704 + Penalty 854.564121 = -21497.343583 nChanged 13 SP:Iteration 6F (153.591702 sec): 3 clusters Score: Raw -22370.530307 + Penalty 865.428631 = -21505.101675 nChanged 7 SP:Iteration 7Q (153.592370 sec): 3 clusters Score: Raw -22377.651437 + Penalty 865.469527 = -21512.181911 nChanged 2 SP:Iteration 8Q (153.593050 sec): 3 clusters Score: Raw -22379.799439 + Penalty 866.537903 = -21513.261536 nChanged 1 SP:Iteration 9Q (153.593724 sec): 3 clusters Score: Raw -22381.454947 + Penalty 866.537903 = -21514.917043 nChanged 0 SP:Iteration 10F (153.594491 sec): 3 clusters Score: Raw -22381.454947 + Penalty 866.537903 = -21514.917043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 107 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.596136 sec): 2 clusters Score: Raw -34494.431540 + Penalty 414.548798 = -34079.882742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.597107 sec): 3 clusters Score: Raw -34311.814715 + Penalty 830.159100 = -33481.655615 nChanged 140 SP:Iteration 1F (153.598059 sec): 3 clusters Score: Raw -34399.889779 + Penalty 833.961361 = -33565.928418 nChanged 48 SP:Iteration 2F (153.599022 sec): 3 clusters Score: Raw -34439.456088 + Penalty 835.136652 = -33604.319435 nChanged 31 SP:Iteration 3F (153.599959 sec): 3 clusters Score: Raw -34461.942693 + Penalty 838.615162 = -33623.327531 nChanged 15 SP:Iteration 4Q (153.600885 sec): 3 clusters Score: Raw -34473.070563 + Penalty 845.624322 = -33627.446241 nChanged 11 SP:Iteration 5Q (153.601809 sec): 3 clusters Score: Raw -34483.871800 + Penalty 852.489210 = -33631.382590 nChanged 12 SP:Iteration 6Q (153.602730 sec): 3 clusters Score: Raw -34496.322493 + Penalty 855.943306 = -33640.379186 nChanged 7 SP:Iteration 7Q (153.603666 sec): 3 clusters Score: Raw -34500.667752 + Penalty 862.936076 = -33637.731676 nChanged 6 SP:Iteration 8F (153.604605 sec): 3 clusters Score: Raw -34506.395386 + Penalty 878.253089 = -33628.142297 nChanged 11 SP:Iteration 9F (153.605528 sec): 3 clusters Score: Raw -34522.538414 + Penalty 889.291580 = -33633.246833 nChanged 10 SP:Iteration 10F (153.606449 sec): 3 clusters Score: Raw -34532.654249 + Penalty 897.465738 = -33635.188510 nChanged 5 SP:Iteration 11Q (153.607331 sec): 3 clusters Score: Raw -34538.611220 + Penalty 905.768106 = -33632.843114 nChanged 6 SP:Iteration 12F (153.608254 sec): 3 clusters Score: Raw -34544.717293 + Penalty 913.737045 = -33630.980248 nChanged 6 SP:Iteration 13F (153.609181 sec): 3 clusters Score: Raw -34554.244297 + Penalty 912.779319 = -33641.464978 nChanged 3 SP:Iteration 14Q (153.610041 sec): 3 clusters Score: Raw -34561.278737 + Penalty 915.167705 = -33646.111032 nChanged 1 SP:Iteration 15Q (153.610898 sec): 3 clusters Score: Raw -34561.882572 + Penalty 917.940979 = -33643.941592 nChanged 1 SP:Iteration 16F (153.611816 sec): 3 clusters Score: Raw -34563.940492 + Penalty 919.895117 = -33644.045375 nChanged 1 SP:Iteration 17Q (153.612670 sec): 3 clusters Score: Raw -34564.863402 + Penalty 919.895117 = -33644.968286 nChanged 0 SP:Iteration 18F (153.613588 sec): 3 clusters Score: Raw -34564.863402 + Penalty 919.895117 = -33644.968286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.614141 sec): 2 clusters Score: Raw -408.070521 + Penalty 48.357038 = -359.713483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.614341 sec): 2 clusters Score: Raw -408.070521 + Penalty 48.357038 = -359.713483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 151 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.614837 sec): 2 clusters Score: Raw -792.643548 + Penalty 79.187136 = -713.456412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.615062 sec): 3 clusters Score: Raw -835.269254 + Penalty 176.957735 = -658.311519 nChanged 0 Time taken for this iteration:152.433107 seconds. 300->39 Clusters: Score -3373430.615955, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 248 (time per iteration =619.606891 ms) Total iterations: 4561 (time per iteration =33.690530 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 10026724375.000000 (time per metric unit =15.325295ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 250668109375.000000 (time per metric unit=613.011800ps) That took 153.662509 seconds.