FileBase PeterP-2013-09-03_dataset1 ElecNo 20 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 0.29 and 0.43 GB of RAM. Memory request: 0.14 GB would take us to total of 0.14 GB. ---------------------------------------------------------- Loaded 31247 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 31247 points ------ Starting initial clusters from distinct float masks Not enough masks (245) to generate starting clusters (300), so starting with (246) clusters instead. Assigned 246 initial classes from 245 unique masks. Deleting Class 235 (1 points): Lose 3.407314 but Gain 1627.376518 Iteration 0F (4.482262 sec): 245 clusters Score: Raw -2640974.743176 + Penalty 266688.633714 = -2374286.109462 nChanged 9269 Deleting Class 203 (2 points): Lose 37.547306 but Gain 1615.490542 Iteration 1F (7.928235 sec): 238 clusters Score: Raw -2659435.118065 + Penalty 263269.155517 = -2396165.962549 nChanged 3179 Deleting Class 238 (3 points): Lose 26.471479 but Gain 1595.921112 Iteration 2F (11.326264 sec): 234 clusters Score: Raw -2663847.188792 + Penalty 257665.240133 = -2406181.948659 nChanged 2831 Deleting Class 243 (2 points): Lose 36.423290 but Gain 1597.014993 Iteration 3F (14.647696 sec): 231 clusters Score: Raw -2667253.346079 + Penalty 254887.803197 = -2412365.542881 nChanged 2844 Deleting Class 216 (3 points): Lose 20.790146 but Gain 1528.850282 Iteration 4F (17.990381 sec): 229 clusters Score: Raw -2670344.769212 + Penalty 253611.879630 = -2416732.889582 nChanged 2701 Deleting Class 202 (3 points): Lose 18.665035 but Gain 1512.499634 Iteration 5F (21.263797 sec): 228 clusters Score: Raw -2672969.289914 + Penalty 252163.637048 = -2420805.652867 nChanged 2244 Deleting Class 127 (7 points): Lose 64.062908 but Gain 1546.150481 Iteration 6F (24.522576 sec): 227 clusters Score: Raw -2674921.106757 + Penalty 249456.213323 = -2425464.893435 nChanged 1586 Deleting Class 231 (5 points): Lose 43.966303 but Gain 1526.333129 Iteration 7F (27.776935 sec): 225 clusters Score: Raw -2676112.081082 + Penalty 247480.723082 = -2428631.357999 nChanged 1024 Deleting Class 221 (4 points): Lose 41.388643 but Gain 1515.761445 Iteration 8Q (28.112875 sec): 223 clusters Score: Raw -2676730.175386 + Penalty 246188.481997 = -2430541.693389 nChanged 646 Deleting Class 146 (20 points): Lose 184.726548 but Gain 1658.501028 Iteration 9Q (28.400049 sec): 222 clusters Score: Raw -2676913.437716 + Penalty 244859.422167 = -2432054.015549 nChanged 464 Deleting Class 241 (2 points): Lose 32.760236 but Gain 1506.232993 Iteration 10F (31.580664 sec): 221 clusters Score: Raw -2677201.530493 + Penalty 243513.420380 = -2433688.110113 nChanged 324 Deleting Class 187 (7 points): Lose 54.213680 but Gain 1526.249013 Iteration 11Q (31.822200 sec): 220 clusters Score: Raw -2677316.529494 + Penalty 242133.620837 = -2435182.908657 nChanged 248 Deleting Class 227 (3 points): Lose 41.056892 but Gain 1510.396801 Iteration 12Q (32.051269 sec): 219 clusters Score: Raw -2677394.421549 + Penalty 240693.759756 = -2436700.661793 nChanged 208 Deleting Class 200 (8 points): Lose 68.611002 but Gain 1531.386541 Iteration 13Q (32.275281 sec): 218 clusters Score: Raw -2677438.108877 + Penalty 239241.819203 = -2438196.289673 nChanged 177 Deleting Class 176 (9 points): Lose 73.551200 but Gain 1536.066751 Iteration 14Q (32.493826 sec): 217 clusters Score: Raw -2677465.247995 + Penalty 237679.841754 = -2439785.406241 nChanged 129 Deleting Class 167 (1 points): Lose 5.170726 but Gain 1461.753464 Iteration 15Q (32.704543 sec): 215 clusters Score: Raw -2677536.169866 + Penalty 235636.691467 = -2441899.478399 nChanged 77 Deleting Class 168 (3 points): Lose 25.904467 but Gain 1480.399591 Iteration 16Q (32.907689 sec): 213 clusters Score: Raw -2677543.877581 + Penalty 234214.313286 = -2443329.564295 nChanged 54 Deleting Class 232 (4 points): Lose 25.390086 but Gain 1475.430369 Iteration 17Q (33.106502 sec): 212 clusters Score: Raw -2677544.229630 + Penalty 232836.238626 = -2444707.991004 nChanged 66 Deleting Class 245 (2 points): Lose 11.364794 but Gain 1459.404156 Iteration 18Q (33.306282 sec): 211 clusters Score: Raw -2677569.195769 + Penalty 231460.000176 = -2446109.195593 nChanged 45 Deleting Class 152 (9 points): Lose 82.553432 but Gain 1519.472999 Iteration 19Q (33.503417 sec): 210 clusters Score: Raw -2677512.409795 + Penalty 230084.203346 = -2447428.206449 nChanged 63 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -2677512.409795 + Penalty 230084.203346 = -2447428.206449Memory request: 0.11 GB would take us to total of 0.39 GB. Trying to split cluster 1 (23079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.717930 sec): 2 clusters Score: Raw -1998370.050433 + Penalty 258.989202 = -1998111.061231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.765002 sec): 3 clusters Score: Raw -1982667.231847 + Penalty 488.147359 = -1982179.084488 nChanged 11176 SP:Iteration 1F (33.809322 sec): 3 clusters Score: Raw -1991231.681771 + Penalty 457.293220 = -1990774.388551 nChanged 4268 SP:Iteration 2F (33.852900 sec): 3 clusters Score: Raw -1996179.456459 + Penalty 499.140097 = -1995680.316362 nChanged 1596 SP:Iteration 3F (33.895942 sec): 3 clusters Score: Raw -1998039.097326 + Penalty 560.092254 = -1997479.005073 nChanged 271 SP:Iteration 4Q (33.933163 sec): 3 clusters Score: Raw -1998329.762414 + Penalty 558.595298 = -1997771.167115 nChanged 45 SP:Iteration 5Q (33.967267 sec): 3 clusters Score: Raw -1998374.531227 + Penalty 556.990423 = -1997817.540803 nChanged 15 SP:Iteration 6Q (34.002542 sec): 3 clusters Score: Raw -1998388.373790 + Penalty 609.368939 = -1997779.004852 nChanged 5 SP:Iteration 7F (34.047062 sec): 3 clusters Score: Raw -1998392.995567 + Penalty 633.434646 = -1997759.560920 nChanged 1 SP:Iteration 8F (34.091963 sec): 3 clusters Score: Raw -1998393.357753 + Penalty 633.434646 = -1997759.923107 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (1846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.113106 sec): 2 clusters Score: Raw -161015.406385 + Penalty 124.300637 = -160891.105748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.116727 sec): 3 clusters Score: Raw -159825.558088 + Penalty 250.518017 = -159575.040071 nChanged 836 SP:Iteration 1F (34.120239 sec): 3 clusters Score: Raw -160620.819009 + Penalty 241.798123 = -160379.020886 nChanged 179 SP:Iteration 2F (34.123941 sec): 3 clusters Score: Raw -160831.149522 + Penalty 238.732554 = -160592.416968 nChanged 71 SP:Iteration 3Q (34.127253 sec): 3 clusters Score: Raw -160871.125903 + Penalty 235.153746 = -160635.972156 nChanged 60 SP:Iteration 4Q (34.130387 sec): 3 clusters Score: Raw -160905.864246 + Penalty 230.483506 = -160675.380739 nChanged 54 SP:Iteration 5Q (34.133437 sec): 3 clusters Score: Raw -160943.599478 + Penalty 226.915701 = -160716.683777 nChanged 39 SP:Iteration 6Q (34.136438 sec): 3 clusters Score: Raw -160974.149466 + Penalty 224.533681 = -160749.615785 nChanged 42 SP:Iteration 7Q (34.139529 sec): 3 clusters Score: Raw -161003.301618 + Penalty 223.841599 = -160779.460019 nChanged 29 SP:Iteration 8Q (34.142464 sec): 3 clusters Score: Raw -161018.160340 + Penalty 226.036304 = -160792.124035 nChanged 20 SP:Iteration 9Q (34.145320 sec): 3 clusters Score: Raw -161027.128723 + Penalty 224.813797 = -160802.314926 nChanged 14 SP:Iteration 10F (34.148929 sec): 3 clusters Score: Raw -161034.005985 + Penalty 228.757786 = -160805.248199 nChanged 11 SP:Iteration 11Q (34.151879 sec): 3 clusters Score: Raw -161040.801608 + Penalty 235.411527 = -160805.390081 nChanged 10 SP:Iteration 12Q (34.154759 sec): 3 clusters Score: Raw -161047.754915 + Penalty 236.932498 = -160810.822417 nChanged 10 SP:Iteration 13Q (34.157759 sec): 3 clusters Score: Raw -161051.311582 + Penalty 236.572609 = -160814.738973 nChanged 2 SP:Iteration 14Q (34.160586 sec): 3 clusters Score: Raw -161051.831050 + Penalty 234.909934 = -160816.921116 nChanged 4 SP:Iteration 15Q (34.163352 sec): 3 clusters Score: Raw -161053.050784 + Penalty 233.919591 = -160819.131194 nChanged 3 SP:Iteration 16Q (34.166162 sec): 3 clusters Score: Raw -161054.234862 + Penalty 232.962682 = -160821.272180 nChanged 1 SP:Iteration 17Q (34.168904 sec): 3 clusters Score: Raw -161054.453898 + Penalty 232.962682 = -160821.491216 nChanged 0 SP:Iteration 18F (34.172224 sec): 3 clusters Score: Raw -161054.453898 + Penalty 232.962682 = -160821.491216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.180758 sec): 2 clusters Score: Raw -1424.913473 + Penalty 348.405321 = -1076.508151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.181018 sec): 3 clusters Score: Raw -1425.207269 + Penalty 706.716009 = -718.491260 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 6 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.183663 sec): 2 clusters Score: Raw -58639.157237 + Penalty 240.178104 = -58398.979133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.185055 sec): 3 clusters Score: Raw -58269.292394 + Penalty 483.671088 = -57785.621306 nChanged 273 SP:Iteration 1F (34.186439 sec): 3 clusters Score: Raw -58414.906265 + Penalty 486.750369 = -57928.155895 nChanged 72 SP:Iteration 2F (34.187924 sec): 3 clusters Score: Raw -58469.990957 + Penalty 495.044529 = -57974.946428 nChanged 69 SP:Iteration 3F (34.189343 sec): 3 clusters Score: Raw -58531.868673 + Penalty 502.845136 = -58029.023537 nChanged 43 SP:Iteration 4F (34.190748 sec): 3 clusters Score: Raw -58578.588555 + Penalty 507.003040 = -58071.585515 nChanged 36 SP:Iteration 5F (34.192084 sec): 3 clusters Score: Raw -58616.244594 + Penalty 513.585403 = -58102.659190 nChanged 22 SP:Iteration 6Q (34.193426 sec): 3 clusters Score: Raw -58638.030587 + Penalty 527.506469 = -58110.524118 nChanged 10 SP:Iteration 7Q (34.194751 sec): 3 clusters Score: Raw -58645.502564 + Penalty 535.489933 = -58110.012632 nChanged 4 SP:Iteration 8F (34.196080 sec): 3 clusters Score: Raw -58647.056929 + Penalty 540.394149 = -58106.662780 nChanged 2 SP:Iteration 9F (34.197436 sec): 3 clusters Score: Raw -58648.696452 + Penalty 540.991692 = -58107.704760 nChanged 1 SP:Iteration 10F (34.198780 sec): 3 clusters Score: Raw -58650.642116 + Penalty 525.213684 = -58125.428432 nChanged 2 SP:Iteration 11Q (34.200030 sec): 3 clusters Score: Raw -58653.445513 + Penalty 525.213684 = -58128.231829 nChanged 0 SP:Iteration 12F (34.201359 sec): 3 clusters Score: Raw -58653.445513 + Penalty 525.213684 = -58128.231829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 7 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.202510 sec): 2 clusters Score: Raw -2316.316392 + Penalty 353.410052 = -1962.906339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.202801 sec): 3 clusters Score: Raw -2343.644050 + Penalty 713.514321 = -1630.129729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 9 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.203632 sec): 2 clusters Score: Raw -1916.822373 + Penalty 197.602008 = -1719.220365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.203883 sec): 3 clusters Score: Raw -1916.086904 + Penalty 392.129314 = -1523.957590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 10 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.205562 sec): 2 clusters Score: Raw -17401.870734 + Penalty 115.837091 = -17286.033644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.206156 sec): 3 clusters Score: Raw -17323.061930 + Penalty 234.996664 = -17088.065266 nChanged 78 SP:Iteration 1F (34.206734 sec): 3 clusters Score: Raw -17415.843190 + Penalty 253.385377 = -17162.457813 nChanged 17 SP:Iteration 2F (34.207298 sec): 3 clusters Score: Raw -17433.167460 + Penalty 271.958382 = -17161.209079 nChanged 11 SP:Iteration 3F (34.207856 sec): 3 clusters Score: Raw -17450.073942 + Penalty 289.904424 = -17160.169517 nChanged 8 SP:Iteration 4F (34.208412 sec): 3 clusters Score: Raw -17459.359521 + Penalty 317.662456 = -17141.697064 nChanged 7 SP:Iteration 5F (34.208967 sec): 3 clusters Score: Raw -17466.615141 + Penalty 335.841241 = -17130.773900 nChanged 2 SP:Iteration 6F (34.209531 sec): 3 clusters Score: Raw -17467.944355 + Penalty 335.841241 = -17132.103114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 11 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.210773 sec): 2 clusters Score: Raw -92.282234 + Penalty 0.000000 = -92.282234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.210972 sec): 2 clusters Score: Raw -92.282234 + Penalty 0.000000 = -92.282234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 12 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.211878 sec): 2 clusters Score: Raw -5064.415163 + Penalty 564.604385 = -4499.810778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.212182 sec): 3 clusters Score: Raw -5153.312447 + Penalty 1128.973413 = -4024.339033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 13 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.213387 sec): 2 clusters Score: Raw -8861.315778 + Penalty 411.497022 = -8449.818756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.213767 sec): 3 clusters Score: Raw -8833.709164 + Penalty 808.018371 = -8025.690793 nChanged 11 SP:Iteration 1F (34.214141 sec): 3 clusters Score: Raw -8844.515311 + Penalty 798.625988 = -8045.889323 nChanged 3 SP:Iteration 2Q (34.214511 sec): 3 clusters Score: Raw -8847.985566 + Penalty 796.158356 = -8051.827211 nChanged 1 SP:Iteration 3Q (34.214895 sec): 3 clusters Score: Raw -8849.430906 + Penalty 791.546393 = -8057.884513 nChanged 1 SP:Iteration 4Q (34.215269 sec): 3 clusters Score: Raw -8851.152169 + Penalty 791.546393 = -8059.605776 nChanged 0 SP:Iteration 5F (34.215667 sec): 3 clusters Score: Raw -8851.152169 + Penalty 791.546393 = -8059.605776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 14 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.216879 sec): 2 clusters Score: Raw -272.388629 + Penalty 79.163414 = -193.225215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.217106 sec): 3 clusters Score: Raw -273.307785 + Penalty 135.994401 = -137.313385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 15 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.217971 sec): 2 clusters Score: Raw -1600.660747 + Penalty 123.280832 = -1477.379915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.218239 sec): 3 clusters Score: Raw -1604.171257 + Penalty 228.675371 = -1375.495885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 16 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.219137 sec): 2 clusters Score: Raw -4796.535930 + Penalty 188.961216 = -4607.574714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.219454 sec): 3 clusters Score: Raw -4797.293964 + Penalty 388.550297 = -4408.743667 nChanged 10 SP:Iteration 1F (34.219764 sec): 3 clusters Score: Raw -4812.945098 + Penalty 402.758299 = -4410.186799 nChanged 2 SP:Iteration 2Q (34.220072 sec): 3 clusters Score: Raw -4825.252455 + Penalty 425.734251 = -4399.518204 nChanged 3 SP:Iteration 3F (34.220385 sec): 3 clusters Score: Raw -4834.207583 + Penalty 435.754904 = -4398.452679 nChanged 1 SP:Iteration 4F (34.220698 sec): 3 clusters Score: Raw -4836.222080 + Penalty 435.754904 = -4400.467176 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 17 (729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.223505 sec): 2 clusters Score: Raw -66246.083147 + Penalty 184.112231 = -66061.970916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.225014 sec): 3 clusters Score: Raw -65783.221488 + Penalty 366.830112 = -65416.391376 nChanged 325 SP:Iteration 1F (34.226538 sec): 3 clusters Score: Raw -65932.226906 + Penalty 366.832673 = -65565.394232 nChanged 88 SP:Iteration 2F (34.228047 sec): 3 clusters Score: Raw -65977.323943 + Penalty 367.117551 = -65610.206391 nChanged 65 SP:Iteration 3F (34.229598 sec): 3 clusters Score: Raw -66030.327963 + Penalty 367.310852 = -65663.017111 nChanged 75 SP:Iteration 4F (34.231108 sec): 3 clusters Score: Raw -66107.945118 + Penalty 368.053854 = -65739.891264 nChanged 66 SP:Iteration 5F (34.232615 sec): 3 clusters Score: Raw -66159.244224 + Penalty 368.191059 = -65791.053165 nChanged 27 SP:Iteration 6Q (34.234103 sec): 3 clusters Score: Raw -66168.870723 + Penalty 368.307808 = -65800.562915 nChanged 11 SP:Iteration 7Q (34.235570 sec): 3 clusters Score: Raw -66171.472790 + Penalty 368.437489 = -65803.035301 nChanged 4 SP:Iteration 8Q (34.237025 sec): 3 clusters Score: Raw -66171.837645 + Penalty 368.547215 = -65803.290430 nChanged 3 SP:Iteration 9Q (34.238538 sec): 3 clusters Score: Raw -66171.923954 + Penalty 368.642932 = -65803.281022 nChanged 2 SP:Iteration 10F (34.240054 sec): 3 clusters Score: Raw -66171.967744 + Penalty 368.699057 = -65803.268687 nChanged 2 SP:Iteration 11F (34.241552 sec): 3 clusters Score: Raw -66172.153311 + Penalty 368.757095 = -65803.396216 nChanged 3 SP:Iteration 12Q (34.243008 sec): 3 clusters Score: Raw -66172.616441 + Penalty 368.678433 = -65803.938008 nChanged 2 SP:Iteration 13Q (34.244532 sec): 3 clusters Score: Raw -66172.811335 + Penalty 368.678433 = -65804.132902 nChanged 0 SP:Iteration 14F (34.246038 sec): 3 clusters Score: Raw -66172.811335 + Penalty 368.678433 = -65804.132902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 18 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.247062 sec): 2 clusters Score: Raw -352.433256 + Penalty 88.527950 = -263.905306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.247283 sec): 3 clusters Score: Raw -351.908901 + Penalty 245.424015 = -106.484886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.248098 sec): 2 clusters Score: Raw -1853.525184 + Penalty 321.250816 = -1532.274368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.248343 sec): 3 clusters Score: Raw -1850.979022 + Penalty 633.408418 = -1217.570605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 20 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.249185 sec): 2 clusters Score: Raw -2219.970910 + Penalty 351.621138 = -1868.349773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.249439 sec): 3 clusters Score: Raw -2254.271131 + Penalty 710.130196 = -1544.140935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.250206 sec): 2 clusters Score: Raw -773.569646 + Penalty 192.284686 = -581.284960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.250431 sec): 3 clusters Score: Raw -766.410141 + Penalty 393.142733 = -373.267408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 22 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.253462 sec): 2 clusters Score: Raw -39447.590335 + Penalty 448.877378 = -38998.712957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.254526 sec): 3 clusters Score: Raw -39241.851265 + Penalty 897.757715 = -38344.093550 nChanged 132 SP:Iteration 1F (34.255579 sec): 3 clusters Score: Raw -39330.655417 + Penalty 897.714196 = -38432.941222 nChanged 40 SP:Iteration 2F (34.256606 sec): 3 clusters Score: Raw -39363.007455 + Penalty 897.391582 = -38465.615873 nChanged 22 SP:Iteration 3F (34.257635 sec): 3 clusters Score: Raw -39379.503513 + Penalty 897.622801 = -38481.880712 nChanged 17 SP:Iteration 4Q (34.258652 sec): 3 clusters Score: Raw -39394.161317 + Penalty 898.808559 = -38495.352758 nChanged 15 SP:Iteration 5Q (34.259628 sec): 3 clusters Score: Raw -39404.062224 + Penalty 899.760505 = -38504.301719 nChanged 10 SP:Iteration 6Q (34.260597 sec): 3 clusters Score: Raw -39413.557281 + Penalty 899.706260 = -38513.851022 nChanged 9 SP:Iteration 7Q (34.261563 sec): 3 clusters Score: Raw -39422.080297 + Penalty 899.548765 = -38522.531533 nChanged 6 SP:Iteration 8Q (34.262528 sec): 3 clusters Score: Raw -39425.528007 + Penalty 900.370805 = -38525.157201 nChanged 4 SP:Iteration 9Q (34.263492 sec): 3 clusters Score: Raw -39427.031001 + Penalty 900.991285 = -38526.039716 nChanged 5 SP:Iteration 10F (34.264478 sec): 3 clusters Score: Raw -39431.362692 + Penalty 902.164199 = -38529.198493 nChanged 7 SP:Iteration 11Q (34.265442 sec): 3 clusters Score: Raw -39434.973268 + Penalty 903.133732 = -38531.839536 nChanged 10 SP:Iteration 12Q (34.266403 sec): 3 clusters Score: Raw -39440.482218 + Penalty 903.430865 = -38537.051353 nChanged 4 SP:Iteration 13Q (34.267371 sec): 3 clusters Score: Raw -39443.737704 + Penalty 903.457008 = -38540.280696 nChanged 4 SP:Iteration 14Q (34.268331 sec): 3 clusters Score: Raw -39447.236009 + Penalty 904.550554 = -38542.685455 nChanged 4 SP:Iteration 15Q (34.269292 sec): 3 clusters Score: Raw -39448.449600 + Penalty 904.655753 = -38543.793847 nChanged 3 SP:Iteration 16Q (34.270252 sec): 3 clusters Score: Raw -39450.017148 + Penalty 905.915336 = -38544.101812 nChanged 5 SP:Iteration 17Q (34.271230 sec): 3 clusters Score: Raw -39453.172188 + Penalty 906.884606 = -38546.287582 nChanged 4 SP:Iteration 18Q (34.272244 sec): 3 clusters Score: Raw -39455.131109 + Penalty 907.009225 = -38548.121884 nChanged 7 SP:Iteration 19Q (34.273275 sec): 3 clusters Score: Raw -39458.600544 + Penalty 907.909196 = -38550.691348 nChanged 7 SP:Iteration 20F (34.274322 sec): 3 clusters Score: Raw -39462.613929 + Penalty 913.678685 = -38548.935245 nChanged 11 SP:Iteration 21F (34.275413 sec): 3 clusters Score: Raw -39471.413428 + Penalty 922.927625 = -38548.485803 nChanged 14 SP:Iteration 22F (34.276463 sec): 3 clusters Score: Raw -39482.925283 + Penalty 929.869751 = -38553.055532 nChanged 9 SP:Iteration 23Q (34.277452 sec): 3 clusters Score: Raw -39490.798597 + Penalty 937.540515 = -38553.258082 nChanged 10 SP:Iteration 24Q (34.278406 sec): 3 clusters Score: Raw -39498.975319 + Penalty 942.338719 = -38556.636600 nChanged 7 SP:Iteration 25Q (34.279396 sec): 3 clusters Score: Raw -39505.207162 + Penalty 950.524032 = -38554.683129 nChanged 6 SP:Iteration 26F (34.280365 sec): 3 clusters Score: Raw -39509.146883 + Penalty 952.389999 = -38556.756885 nChanged 2 SP:Iteration 27Q (34.281328 sec): 3 clusters Score: Raw -39510.345346 + Penalty 954.231550 = -38556.113795 nChanged 4 SP:Iteration 28F (34.282350 sec): 3 clusters Score: Raw -39513.229389 + Penalty 956.553735 = -38556.675654 nChanged 3 SP:Iteration 29Q (34.283346 sec): 3 clusters Score: Raw -39516.109787 + Penalty 961.724201 = -38554.385585 nChanged 4 SP:Iteration 30F (34.284343 sec): 3 clusters Score: Raw -39519.521848 + Penalty 961.636091 = -38557.885756 nChanged 2 SP:Iteration 31Q (34.285328 sec): 3 clusters Score: Raw -39522.159214 + Penalty 964.182507 = -38557.976707 nChanged 2 SP:Iteration 32Q (34.286361 sec): 3 clusters Score: Raw -39525.519581 + Penalty 963.407537 = -38562.112044 nChanged 2 SP:Iteration 33Q (34.287390 sec): 3 clusters Score: Raw -39527.436757 + Penalty 964.034356 = -38563.402401 nChanged 2 SP:Iteration 34Q (34.288420 sec): 3 clusters Score: Raw -39529.928138 + Penalty 967.798742 = -38562.129397 nChanged 2 SP:Iteration 35F (34.289464 sec): 3 clusters Score: Raw -39532.313737 + Penalty 969.469681 = -38562.844056 nChanged 1 SP:Iteration 36Q (34.290491 sec): 3 clusters Score: Raw -39533.385994 + Penalty 972.070249 = -38561.315745 nChanged 1 SP:Iteration 37F (34.291532 sec): 3 clusters Score: Raw -39533.664620 + Penalty 972.070249 = -38561.594371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 23 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.292832 sec): 2 clusters Score: Raw -2337.150422 + Penalty 441.977151 = -1895.173271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.293086 sec): 3 clusters Score: Raw -2357.604265 + Penalty 886.370532 = -1471.233733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 24 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.294222 sec): 2 clusters Score: Raw -12600.353223 + Penalty 389.832581 = -12210.520642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.294679 sec): 3 clusters Score: Raw -12560.867849 + Penalty 757.582328 = -11803.285521 nChanged 19 SP:Iteration 1F (34.295126 sec): 3 clusters Score: Raw -12578.581539 + Penalty 753.381532 = -11825.200007 nChanged 6 SP:Iteration 2Q (34.295569 sec): 3 clusters Score: Raw -12584.933200 + Penalty 751.785613 = -11833.147587 nChanged 2 SP:Iteration 3Q (34.296012 sec): 3 clusters Score: Raw -12589.168648 + Penalty 750.304716 = -11838.863933 nChanged 3 SP:Iteration 4Q (34.296453 sec): 3 clusters Score: Raw -12592.563765 + Penalty 747.082264 = -11845.481501 nChanged 4 SP:Iteration 5Q (34.296892 sec): 3 clusters Score: Raw -12594.840917 + Penalty 746.920387 = -11847.920531 nChanged 2 SP:Iteration 6Q (34.297331 sec): 3 clusters Score: Raw -12597.891182 + Penalty 748.816999 = -11849.074182 nChanged 1 SP:Iteration 7Q (34.297773 sec): 3 clusters Score: Raw -12598.476174 + Penalty 747.874162 = -11850.602013 nChanged 1 SP:Iteration 8Q (34.298217 sec): 3 clusters Score: Raw -12599.095069 + Penalty 747.874162 = -11851.220908 nChanged 0 SP:Iteration 9F (34.298666 sec): 3 clusters Score: Raw -12599.095069 + Penalty 747.874162 = -11851.220908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.300624 sec): 2 clusters Score: Raw -19777.584702 + Penalty 521.741226 = -19255.843476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.301221 sec): 3 clusters Score: Raw -19708.585506 + Penalty 1045.929981 = -18662.655525 nChanged 50 SP:Iteration 1F (34.301807 sec): 3 clusters Score: Raw -19772.808833 + Penalty 1048.280392 = -18724.528441 nChanged 11 SP:Iteration 2F (34.302389 sec): 3 clusters Score: Raw -19787.382353 + Penalty 1046.635285 = -18740.747068 nChanged 8 SP:Iteration 3Q (34.302995 sec): 3 clusters Score: Raw -19798.765171 + Penalty 1046.137132 = -18752.628039 nChanged 3 SP:Iteration 4Q (34.303566 sec): 3 clusters Score: Raw -19807.223397 + Penalty 1046.717690 = -18760.505707 nChanged 3 SP:Iteration 5Q (34.304135 sec): 3 clusters Score: Raw -19811.951827 + Penalty 1048.439055 = -18763.512772 nChanged 2 SP:Iteration 6Q (34.304700 sec): 3 clusters Score: Raw -19816.014003 + Penalty 1052.336542 = -18763.677461 nChanged 4 SP:Iteration 7Q (34.305249 sec): 3 clusters Score: Raw -19825.549467 + Penalty 1053.975798 = -18771.573669 nChanged 2 SP:Iteration 8Q (34.305793 sec): 3 clusters Score: Raw -19828.068112 + Penalty 1053.273176 = -18774.794936 nChanged 1 SP:Iteration 9Q (34.306336 sec): 3 clusters Score: Raw -19829.862751 + Penalty 1053.273176 = -18776.589575 nChanged 0 SP:Iteration 10F (34.306900 sec): 3 clusters Score: Raw -19829.862751 + Penalty 1053.273176 = -18776.589575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 26 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.308440 sec): 2 clusters Score: Raw -766.395937 + Penalty 180.462076 = -585.933861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.308671 sec): 3 clusters Score: Raw -765.036448 + Penalty 373.132802 = -391.903646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.309159 sec): 2 clusters Score: Raw -732.322011 + Penalty 144.492920 = -587.829091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.309382 sec): 3 clusters Score: Raw -734.057909 + Penalty 283.654322 = -450.403587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.310186 sec): 2 clusters Score: Raw -11636.476851 + Penalty 457.333454 = -11179.143397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.310636 sec): 3 clusters Score: Raw -11603.607627 + Penalty 918.400724 = -10685.206903 nChanged 16 SP:Iteration 1F (34.311092 sec): 3 clusters Score: Raw -11618.513245 + Penalty 917.340692 = -10701.172553 nChanged 6 SP:Iteration 2Q (34.311544 sec): 3 clusters Score: Raw -11622.955517 + Penalty 917.340692 = -10705.614826 nChanged 0 SP:Iteration 3F (34.311974 sec): 3 clusters Score: Raw -11622.955517 + Penalty 917.340692 = -10705.614826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 29 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.312465 sec): 2 clusters Score: Raw -600.757772 + Penalty 217.197056 = -383.560717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.312684 sec): 3 clusters Score: Raw -592.156828 + Penalty 434.394111 = -157.762717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 30 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.313433 sec): 2 clusters Score: Raw -10021.058829 + Penalty 466.176112 = -9554.882717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.313841 sec): 3 clusters Score: Raw -9995.709734 + Penalty 932.368500 = -9063.341234 nChanged 9 SP:Iteration 1F (34.314240 sec): 3 clusters Score: Raw -10006.302587 + Penalty 932.640914 = -9073.661673 nChanged 2 SP:Iteration 2Q (34.314637 sec): 3 clusters Score: Raw -10008.511988 + Penalty 933.246162 = -9075.265826 nChanged 3 SP:Iteration 3Q (34.315034 sec): 3 clusters Score: Raw -10011.122672 + Penalty 932.861244 = -9078.261428 nChanged 1 SP:Iteration 4Q (34.315430 sec): 3 clusters Score: Raw -10012.017021 + Penalty 932.861244 = -9079.155777 nChanged 0 SP:Iteration 5F (34.315830 sec): 3 clusters Score: Raw -10012.017021 + Penalty 932.861244 = -9079.155777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 31 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.316396 sec): 2 clusters Score: Raw -2581.255633 + Penalty 422.975365 = -2158.280269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.316654 sec): 3 clusters Score: Raw -2637.316772 + Penalty 839.924280 = -1797.392492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.317268 sec): 2 clusters Score: Raw -5387.142644 + Penalty 544.332069 = -4842.810575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.317582 sec): 3 clusters Score: Raw -5484.739898 + Penalty 1088.745053 = -4395.994845 nChanged 1 SP:Iteration 1Q (34.317876 sec): 3 clusters Score: Raw -5491.828786 + Penalty 1088.745053 = -4403.083734 nChanged 0 SP:Iteration 2F (34.318183 sec): 3 clusters Score: Raw -5491.828786 + Penalty 1088.745053 = -4403.083734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 33 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.320940 sec): 2 clusters Score: Raw -41787.941464 + Penalty 224.980159 = -41562.961305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.322059 sec): 3 clusters Score: Raw -41540.397108 + Penalty 488.654922 = -41051.742186 nChanged 174 SP:Iteration 1F (34.323118 sec): 3 clusters Score: Raw -41691.060801 + Penalty 519.354385 = -41171.706416 nChanged 44 SP:Iteration 2F (34.324176 sec): 3 clusters Score: Raw -41743.203979 + Penalty 552.498620 = -41190.705359 nChanged 25 SP:Iteration 3F (34.325245 sec): 3 clusters Score: Raw -41773.067200 + Penalty 572.652401 = -41200.414799 nChanged 12 SP:Iteration 4Q (34.326274 sec): 3 clusters Score: Raw -41790.283148 + Penalty 586.029824 = -41204.253324 nChanged 6 SP:Iteration 5Q (34.327269 sec): 3 clusters Score: Raw -41799.327504 + Penalty 591.813741 = -41207.513763 nChanged 3 SP:Iteration 6Q (34.328237 sec): 3 clusters Score: Raw -41803.950182 + Penalty 591.813741 = -41212.136441 nChanged 0 SP:Iteration 7F (34.329276 sec): 3 clusters Score: Raw -41803.950182 + Penalty 591.813741 = -41212.136441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 34 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.329836 sec): 2 clusters Score: Raw -659.519686 + Penalty 181.026038 = -478.493648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.330063 sec): 3 clusters Score: Raw -655.267894 + Penalty 363.404329 = -291.863565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 35 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.330547 sec): 2 clusters Score: Raw -858.548952 + Penalty 243.252814 = -615.296138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.330772 sec): 3 clusters Score: Raw -874.353227 + Penalty 465.068732 = -409.284495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.331296 sec): 2 clusters Score: Raw -1399.585615 + Penalty 433.969537 = -965.616078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.331558 sec): 3 clusters Score: Raw -1880.654457 + Penalty 883.883701 = -996.770756 nChanged 0 Score: Raw -2697713.542303 + Penalty 231481.616683 = -2466231.925620 Splitting cluster 36 changes total score from -2447428.206449 to -2466231.925620 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.336965 sec): 2 clusters Score: Raw -1579.810612 + Penalty 319.826875 = -1259.983737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.337226 sec): 3 clusters Score: Raw -1589.267804 + Penalty 658.963536 = -930.304268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.337798 sec): 2 clusters Score: Raw -1680.752411 + Penalty 18.904248 = -1661.848163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.338011 sec): 3 clusters Score: Raw -1674.154908 + Penalty 36.760984 = -1637.393924 nChanged 3 SP:Iteration 1F (37.338220 sec): 3 clusters Score: Raw -1674.985161 + Penalty 36.760984 = -1638.224177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 39 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.338710 sec): 2 clusters Score: Raw -1123.422896 + Penalty 242.416851 = -881.006045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.338941 sec): 3 clusters Score: Raw -1137.147590 + Penalty 488.175778 = -648.971811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 40 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.339409 sec): 2 clusters Score: Raw -403.776708 + Penalty 164.103518 = -239.673189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.339622 sec): 3 clusters Score: Raw -392.516235 + Penalty 326.594081 = -65.922153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.340086 sec): 2 clusters Score: Raw -757.183866 + Penalty 24.026948 = -733.156918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.340281 sec): 3 clusters Score: Raw -784.408768 + Penalty 49.063371 = -735.345397 nChanged 0 Score: Raw -2697740.574351 + Penalty 231594.150608 = -2466146.423743 Splitting cluster 41 changes total score from -2447428.206449 to -2466146.423743 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 42 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.348335 sec): 2 clusters Score: Raw -1420.999996 + Penalty 273.467030 = -1147.532966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.348599 sec): 3 clusters Score: Raw -1421.877864 + Penalty 530.524030 = -891.353833 nChanged 1 SP:Iteration 1F (40.348853 sec): 3 clusters Score: Raw -1425.245202 + Penalty 530.524030 = -894.721171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 43 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.349387 sec): 2 clusters Score: Raw -2344.939473 + Penalty 281.737453 = -2063.202020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.349644 sec): 3 clusters Score: Raw -2376.663201 + Penalty 559.230884 = -1817.432317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 44 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.350119 sec): 2 clusters Score: Raw -527.613616 + Penalty 140.335568 = -387.278048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.350336 sec): 3 clusters Score: Raw -544.537727 + Penalty 290.001438 = -254.536290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.350862 sec): 2 clusters Score: Raw -2253.775230 + Penalty 252.454915 = -2001.320314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.351114 sec): 3 clusters Score: Raw -2253.936855 + Penalty 512.946350 = -1740.990506 nChanged 1 SP:Iteration 1Q (40.351359 sec): 3 clusters Score: Raw -2255.959255 + Penalty 512.446939 = -1743.512315 nChanged 1 SP:Iteration 2Q (40.351604 sec): 3 clusters Score: Raw -2256.099706 + Penalty 512.446939 = -1743.652767 nChanged 0 SP:Iteration 3F (40.351851 sec): 3 clusters Score: Raw -2256.099706 + Penalty 512.446939 = -1743.652767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.352373 sec): 2 clusters Score: Raw -855.680442 + Penalty 270.929043 = -584.751399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.352603 sec): 3 clusters Score: Raw -1057.683054 + Penalty 541.858087 = -515.824968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 47 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.353082 sec): 2 clusters Score: Raw -738.173566 + Penalty 216.312242 = -521.861325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.353304 sec): 3 clusters Score: Raw -743.458830 + Penalty 468.672442 = -274.786388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 48 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.353952 sec): 2 clusters Score: Raw -6283.052724 + Penalty 297.300072 = -5985.752652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.354289 sec): 3 clusters Score: Raw -6262.623405 + Penalty 609.992250 = -5652.631155 nChanged 8 SP:Iteration 1F (40.354621 sec): 3 clusters Score: Raw -6271.823400 + Penalty 611.570157 = -5660.253243 nChanged 1 SP:Iteration 2Q (40.354950 sec): 3 clusters Score: Raw -6271.964537 + Penalty 613.458226 = -5658.506312 nChanged 2 SP:Iteration 3F (40.355281 sec): 3 clusters Score: Raw -6274.784114 + Penalty 619.114920 = -5655.669194 nChanged 1 SP:Iteration 4F (40.355610 sec): 3 clusters Score: Raw -6275.535573 + Penalty 621.595712 = -5653.939861 nChanged 1 SP:Iteration 5F (40.355939 sec): 3 clusters Score: Raw -6276.167191 + Penalty 623.446995 = -5652.720197 nChanged 2 SP:Iteration 6F (40.356267 sec): 3 clusters Score: Raw -6277.814364 + Penalty 623.446995 = -5654.367370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 49 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.357719 sec): 2 clusters Score: Raw -21099.527773 + Penalty 676.254912 = -20423.272860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.358312 sec): 3 clusters Score: Raw -21057.395003 + Penalty 1352.314585 = -19705.080419 nChanged 38 SP:Iteration 1F (40.358895 sec): 3 clusters Score: Raw -21119.180999 + Penalty 1352.497794 = -19766.683205 nChanged 10 SP:Iteration 2Q (40.359484 sec): 3 clusters Score: Raw -21136.232025 + Penalty 1352.290687 = -19783.941338 nChanged 4 SP:Iteration 3Q (40.360054 sec): 3 clusters Score: Raw -21141.792313 + Penalty 1352.290687 = -19789.501627 nChanged 0 SP:Iteration 4F (40.360633 sec): 3 clusters Score: Raw -21141.792313 + Penalty 1352.290687 = -19789.501627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 50 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.361194 sec): 2 clusters Score: Raw -1033.185283 + Penalty 220.206899 = -812.978384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.361427 sec): 3 clusters Score: Raw -1033.749366 + Penalty 448.799836 = -584.949530 nChanged 1 SP:Iteration 1F (40.361651 sec): 3 clusters Score: Raw -1034.725822 + Penalty 448.799836 = -585.925986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.362223 sec): 2 clusters Score: Raw -3116.127845 + Penalty 104.940914 = -3011.186931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.362522 sec): 3 clusters Score: Raw -3146.298600 + Penalty 211.947207 = -2934.351393 nChanged 10 SP:Iteration 1F (40.362814 sec): 3 clusters Score: Raw -3159.577337 + Penalty 217.876060 = -2941.701277 nChanged 3 SP:Iteration 2F (40.363108 sec): 3 clusters Score: Raw -3169.843352 + Penalty 225.527970 = -2944.315382 nChanged 2 SP:Iteration 3Q (40.363412 sec): 3 clusters Score: Raw -3172.234045 + Penalty 230.213763 = -2942.020282 nChanged 2 SP:Iteration 4F (40.363704 sec): 3 clusters Score: Raw -3177.012637 + Penalty 236.934703 = -2940.077934 nChanged 1 SP:Iteration 5F (40.363995 sec): 3 clusters Score: Raw -3178.387850 + Penalty 236.934703 = -2941.453147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 52 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.364485 sec): 2 clusters Score: Raw -804.366119 + Penalty 191.231647 = -613.134471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.364709 sec): 3 clusters Score: Raw -822.001525 + Penalty 396.419236 = -425.582289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 53 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.365186 sec): 2 clusters Score: Raw -687.126170 + Penalty 235.953685 = -451.172486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.365406 sec): 3 clusters Score: Raw -686.156473 + Penalty 470.302202 = -215.854270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 54 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.365854 sec): 2 clusters Score: Raw -83.817421 + Penalty 0.000000 = -83.817421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.366035 sec): 2 clusters Score: Raw -83.817421 + Penalty 0.000000 = -83.817421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.366493 sec): 2 clusters Score: Raw -524.666353 + Penalty 22.238973 = -502.427380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.366686 sec): 3 clusters Score: Raw -572.112942 + Penalty 45.728889 = -526.384053 nChanged 0 Score: Raw -2697787.765226 + Penalty 231719.086015 = -2466068.679211 Splitting cluster 55 changes total score from -2447428.206449 to -2466068.679211 So it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 56 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.381629 sec): 2 clusters Score: Raw -5319.949502 + Penalty 344.411685 = -4975.537817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.381951 sec): 3 clusters Score: Raw -5320.153273 + Penalty 690.661434 = -4629.491839 nChanged 3 SP:Iteration 1F (43.382259 sec): 3 clusters Score: Raw -5329.208419 + Penalty 688.823370 = -4640.385049 nChanged 1 SP:Iteration 2Q (43.382560 sec): 3 clusters Score: Raw -5331.164716 + Penalty 688.823370 = -4642.341347 nChanged 0 SP:Iteration 3F (43.382865 sec): 3 clusters Score: Raw -5331.164716 + Penalty 688.823370 = -4642.341347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 57 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.383338 sec): 2 clusters Score: Raw -404.724952 + Penalty 34.905884 = -369.819068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.383537 sec): 3 clusters Score: Raw -424.072770 + Penalty 65.687184 = -358.385587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 58 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.384039 sec): 2 clusters Score: Raw -297.603355 + Penalty 132.549816 = -165.053539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.384269 sec): 3 clusters Score: Raw -286.035638 + Penalty 271.382061 = -14.653577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 59 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.384851 sec): 2 clusters Score: Raw -3754.670652 + Penalty 446.875757 = -3307.794895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.385165 sec): 3 clusters Score: Raw -3791.846567 + Penalty 893.751515 = -2898.095053 nChanged 1 SP:Iteration 1Q (43.385434 sec): 3 clusters Score: Raw -3794.649680 + Penalty 894.109800 = -2900.539880 nChanged 1 SP:Iteration 2Q (43.385703 sec): 3 clusters Score: Raw -3799.351144 + Penalty 894.109800 = -2905.241343 nChanged 0 SP:Iteration 3F (43.385981 sec): 3 clusters Score: Raw -3799.351144 + Penalty 894.109800 = -2905.241343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 60 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.386498 sec): 2 clusters Score: Raw -1939.377342 + Penalty 288.902141 = -1650.475201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.386745 sec): 3 clusters Score: Raw -1970.251669 + Penalty 581.382507 = -1388.869162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 61 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.387254 sec): 2 clusters Score: Raw -1836.365867 + Penalty 282.402631 = -1553.963236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.387498 sec): 3 clusters Score: Raw -1843.815998 + Penalty 564.082732 = -1279.733267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 62 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.388047 sec): 2 clusters Score: Raw -3496.752511 + Penalty 400.959058 = -3095.793453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.388321 sec): 3 clusters Score: Raw -3526.835805 + Penalty 810.787855 = -2716.047951 nChanged 1 SP:Iteration 1Q (43.388580 sec): 3 clusters Score: Raw -3531.231946 + Penalty 810.787855 = -2720.444092 nChanged 0 SP:Iteration 2F (43.388849 sec): 3 clusters Score: Raw -3531.231946 + Penalty 810.787855 = -2720.444092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 63 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.389373 sec): 2 clusters Score: Raw -2508.571910 + Penalty 334.631674 = -2173.940236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.389630 sec): 3 clusters Score: Raw -2510.788888 + Penalty 673.531950 = -1837.256938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 64 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.390095 sec): 2 clusters Score: Raw -265.710388 + Penalty 59.644466 = -206.065922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.390294 sec): 3 clusters Score: Raw -265.149091 + Penalty 156.462023 = -108.687068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 65 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.390779 sec): 2 clusters Score: Raw -1088.444179 + Penalty 285.475909 = -802.968270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.391006 sec): 3 clusters Score: Raw -1085.463522 + Penalty 577.880090 = -507.583432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 66 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.391498 sec): 2 clusters Score: Raw -1283.916751 + Penalty 249.642479 = -1034.274272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.391730 sec): 3 clusters Score: Raw -1300.224382 + Penalty 488.032076 = -812.192306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 67 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.392487 sec): 2 clusters Score: Raw -10121.073291 + Penalty 481.362552 = -9639.710739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.392898 sec): 3 clusters Score: Raw -10103.132597 + Penalty 956.967390 = -9146.165207 nChanged 13 SP:Iteration 1F (43.393298 sec): 3 clusters Score: Raw -10120.448026 + Penalty 949.650344 = -9170.797682 nChanged 5 SP:Iteration 2Q (43.393722 sec): 3 clusters Score: Raw -10129.709505 + Penalty 947.515428 = -9182.194077 nChanged 3 SP:Iteration 3Q (43.394118 sec): 3 clusters Score: Raw -10132.415331 + Penalty 947.515428 = -9184.899903 nChanged 0 SP:Iteration 4F (43.394517 sec): 3 clusters Score: Raw -10132.415331 + Penalty 947.515428 = -9184.899903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 68 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.394990 sec): 2 clusters Score: Raw -300.733251 + Penalty 146.821992 = -153.911260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.395199 sec): 3 clusters Score: Raw -288.428478 + Penalty 295.714366 = 7.285888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 69 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.395691 sec): 2 clusters Score: Raw -902.446431 + Penalty 309.441253 = -593.005178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.395925 sec): 3 clusters Score: Raw -1163.045983 + Penalty 614.031816 = -549.014168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 70 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.396458 sec): 2 clusters Score: Raw -3024.726244 + Penalty 439.242926 = -2585.483317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.396723 sec): 3 clusters Score: Raw -3072.631860 + Penalty 877.384036 = -2195.247823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 71 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.397196 sec): 2 clusters Score: Raw -581.681320 + Penalty 179.769339 = -401.911981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.397414 sec): 3 clusters Score: Raw -575.223761 + Penalty 359.538677 = -215.685083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 72 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.397956 sec): 2 clusters Score: Raw -3206.433317 + Penalty 370.937525 = -2835.495792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.398225 sec): 3 clusters Score: Raw -3213.527453 + Penalty 744.685631 = -2468.841822 nChanged 3 SP:Iteration 1F (43.398489 sec): 3 clusters Score: Raw -3219.319690 + Penalty 744.685631 = -2474.634059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 73 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.398985 sec): 2 clusters Score: Raw -1451.646450 + Penalty 303.814879 = -1147.831570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.399220 sec): 3 clusters Score: Raw -1460.868504 + Penalty 619.542736 = -841.325768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.399696 sec): 2 clusters Score: Raw -671.881847 + Penalty 200.074925 = -471.806922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.399914 sec): 3 clusters Score: Raw -664.615328 + Penalty 384.098654 = -280.516673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.400411 sec): 2 clusters Score: Raw -1555.975668 + Penalty 309.200002 = -1246.775666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.400647 sec): 3 clusters Score: Raw -1573.667347 + Penalty 603.900572 = -969.766775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 76 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.401160 sec): 2 clusters Score: Raw -2042.784320 + Penalty 307.040580 = -1735.743740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.401423 sec): 3 clusters Score: Raw -2082.485529 + Penalty 625.790485 = -1456.695045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 77 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.401897 sec): 2 clusters Score: Raw -578.845392 + Penalty 180.755906 = -398.089486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.402115 sec): 3 clusters Score: Raw -571.555100 + Penalty 361.511811 = -210.043289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 78 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.402693 sec): 2 clusters Score: Raw -4557.085185 + Penalty 607.555732 = -3949.529453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.402983 sec): 3 clusters Score: Raw -4660.454363 + Penalty 1214.965534 = -3445.488829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 79 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.403487 sec): 2 clusters Score: Raw -1116.063754 + Penalty 399.885413 = -716.178341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.403728 sec): 3 clusters Score: Raw -1504.159839 + Penalty 798.661190 = -705.498648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 80 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.404665 sec): 2 clusters Score: Raw -9793.485479 + Penalty 494.825552 = -9298.659927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.405063 sec): 3 clusters Score: Raw -9801.039486 + Penalty 989.560070 = -8811.479416 nChanged 9 SP:Iteration 1F (43.405456 sec): 3 clusters Score: Raw -9816.867144 + Penalty 988.973571 = -8827.893573 nChanged 2 SP:Iteration 2Q (43.405844 sec): 3 clusters Score: Raw -9822.186323 + Penalty 989.789604 = -8832.396719 nChanged 1 SP:Iteration 3Q (43.406231 sec): 3 clusters Score: Raw -9823.505461 + Penalty 989.789604 = -8833.715857 nChanged 0 SP:Iteration 4F (43.406623 sec): 3 clusters Score: Raw -9823.505461 + Penalty 989.789604 = -8833.715857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 81 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.407161 sec): 2 clusters Score: Raw -939.752629 + Penalty 218.822654 = -720.929976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.407399 sec): 3 clusters Score: Raw -941.041618 + Penalty 437.486871 = -503.554747 nChanged 1 SP:Iteration 1F (43.407623 sec): 3 clusters Score: Raw -944.198028 + Penalty 437.486871 = -506.711157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 82 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.408114 sec): 2 clusters Score: Raw -1178.040590 + Penalty 279.855167 = -898.185423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.408344 sec): 3 clusters Score: Raw -1188.423390 + Penalty 567.169314 = -621.254076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 83 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.408829 sec): 2 clusters Score: Raw -1042.603211 + Penalty 224.980454 = -817.622757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.409056 sec): 3 clusters Score: Raw -1046.159537 + Penalty 449.459822 = -596.699716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 84 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.409543 sec): 2 clusters Score: Raw -1187.511441 + Penalty 311.822641 = -875.688801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.409772 sec): 3 clusters Score: Raw -1200.826260 + Penalty 623.645281 = -577.180979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 85 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.410275 sec): 2 clusters Score: Raw -855.980246 + Penalty 238.830062 = -617.150185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.410497 sec): 3 clusters Score: Raw -869.239051 + Penalty 476.667471 = -392.571580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 86 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.410983 sec): 2 clusters Score: Raw -1179.100238 + Penalty 272.003851 = -907.096387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.411212 sec): 3 clusters Score: Raw -1175.968979 + Penalty 585.048950 = -590.920029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 87 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.411692 sec): 2 clusters Score: Raw -878.809824 + Penalty 210.346532 = -668.463292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.411916 sec): 3 clusters Score: Raw -873.693044 + Penalty 398.968978 = -474.724066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.412380 sec): 2 clusters Score: Raw -296.056496 + Penalty 115.209150 = -180.847346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.412591 sec): 3 clusters Score: Raw -284.761252 + Penalty 235.323829 = -49.437423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 89 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.413062 sec): 2 clusters Score: Raw -519.268620 + Penalty 217.462942 = -301.805678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.413277 sec): 3 clusters Score: Raw -505.129989 + Penalty 433.543137 = -71.586851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 90 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.413750 sec): 2 clusters Score: Raw -459.306954 + Penalty 110.809713 = -348.497241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.413965 sec): 3 clusters Score: Raw -456.473755 + Penalty 219.586359 = -236.887396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.414428 sec): 2 clusters Score: Raw -198.471832 + Penalty 95.417430 = -103.054402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.414621 sec): 2 clusters Score: Raw -198.471832 + Penalty 95.417430 = -103.054402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 92 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.415103 sec): 2 clusters Score: Raw -968.084108 + Penalty 231.838319 = -736.245789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.415329 sec): 3 clusters Score: Raw -967.979150 + Penalty 470.008818 = -497.970332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 93 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.415815 sec): 2 clusters Score: Raw -1049.980576 + Penalty 249.897026 = -800.083550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.416043 sec): 3 clusters Score: Raw -1050.804539 + Penalty 498.659982 = -552.144557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 94 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.416507 sec): 2 clusters Score: Raw -297.299719 + Penalty 135.181518 = -162.118201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.416702 sec): 2 clusters Score: Raw -297.299719 + Penalty 135.181518 = -162.118201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 95 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.417202 sec): 2 clusters Score: Raw -1111.109768 + Penalty 302.112537 = -808.997230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.417429 sec): 3 clusters Score: Raw -1114.870162 + Penalty 628.513357 = -486.356805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 96 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.417920 sec): 2 clusters Score: Raw -1365.777257 + Penalty 313.613560 = -1052.163697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.418153 sec): 3 clusters Score: Raw -1388.492803 + Penalty 633.195138 = -755.297665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 97 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.418640 sec): 2 clusters Score: Raw -1252.929829 + Penalty 367.390011 = -885.539818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.418869 sec): 3 clusters Score: Raw -1254.572530 + Penalty 732.355645 = -522.216885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 98 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.419353 sec): 2 clusters Score: Raw -1105.509783 + Penalty 281.503626 = -824.006157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.419582 sec): 3 clusters Score: Raw -1102.351568 + Penalty 565.627983 = -536.723586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 99 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.420228 sec): 2 clusters Score: Raw -6978.439886 + Penalty 354.039238 = -6624.400648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.420573 sec): 3 clusters Score: Raw -6969.685171 + Penalty 705.883543 = -6263.801628 nChanged 11 SP:Iteration 1F (43.420912 sec): 3 clusters Score: Raw -6983.583436 + Penalty 705.973433 = -6277.610003 nChanged 2 SP:Iteration 2Q (43.421254 sec): 3 clusters Score: Raw -6986.270867 + Penalty 705.289496 = -6280.981372 nChanged 1 SP:Iteration 3Q (43.421596 sec): 3 clusters Score: Raw -6988.884956 + Penalty 705.038279 = -6283.846677 nChanged 2 SP:Iteration 4Q (43.421937 sec): 3 clusters Score: Raw -6992.153160 + Penalty 705.038279 = -6287.114881 nChanged 0 SP:Iteration 5F (43.422281 sec): 3 clusters Score: Raw -6992.153160 + Penalty 705.038279 = -6287.114881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 100 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.422772 sec): 2 clusters Score: Raw -1172.133191 + Penalty 282.332643 = -889.800548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.423000 sec): 3 clusters Score: Raw -1177.587921 + Penalty 572.505421 = -605.082500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 101 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.423486 sec): 2 clusters Score: Raw -1063.276325 + Penalty 284.863705 = -778.412621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.423714 sec): 3 clusters Score: Raw -1070.058592 + Penalty 572.902815 = -497.155776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 102 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.424208 sec): 2 clusters Score: Raw -1487.669713 + Penalty 335.059226 = -1152.610487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.424442 sec): 3 clusters Score: Raw -1505.986470 + Penalty 672.703812 = -833.282659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 103 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.424943 sec): 2 clusters Score: Raw -1157.928964 + Penalty 251.108118 = -906.820847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.425170 sec): 3 clusters Score: Raw -1166.797315 + Penalty 517.534482 = -649.262833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 104 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.425636 sec): 2 clusters Score: Raw -389.140440 + Penalty 150.607893 = -238.532547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.425849 sec): 3 clusters Score: Raw -379.693733 + Penalty 301.215786 = -78.477947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 105 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.426326 sec): 2 clusters Score: Raw -775.301747 + Penalty 316.213611 = -459.088136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.426547 sec): 3 clusters Score: Raw -806.217018 + Penalty 632.427223 = -173.789796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 106 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.427095 sec): 2 clusters Score: Raw -3530.794152 + Penalty 521.132087 = -3009.662064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.427367 sec): 3 clusters Score: Raw -3595.417222 + Penalty 1041.247416 = -2554.169805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.427839 sec): 2 clusters Score: Raw -481.084263 + Penalty 161.488426 = -319.595837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.428055 sec): 3 clusters Score: Raw -475.259867 + Penalty 318.358152 = -156.901715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 108 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.428532 sec): 2 clusters Score: Raw -770.440332 + Penalty 231.136237 = -539.304095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.428752 sec): 3 clusters Score: Raw -774.365850 + Penalty 462.272474 = -312.093376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 109 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.429234 sec): 2 clusters Score: Raw -956.300414 + Penalty 245.184557 = -711.115856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.429459 sec): 3 clusters Score: Raw -958.573100 + Penalty 491.686392 = -466.886708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 110 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.430740 sec): 2 clusters Score: Raw -21234.114041 + Penalty 842.086024 = -20392.028017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.431350 sec): 3 clusters Score: Raw -21277.198656 + Penalty 1684.501489 = -19592.697168 nChanged 24 SP:Iteration 1F (43.431940 sec): 3 clusters Score: Raw -21342.184586 + Penalty 1684.702026 = -19657.482561 nChanged 2 SP:Iteration 2Q (43.432505 sec): 3 clusters Score: Raw -21348.792855 + Penalty 1684.789495 = -19664.003360 nChanged 1 SP:Iteration 3Q (43.433068 sec): 3 clusters Score: Raw -21350.743957 + Penalty 1684.789495 = -19665.954462 nChanged 0 SP:Iteration 4F (43.433660 sec): 3 clusters Score: Raw -21350.743957 + Penalty 1684.789495 = -19665.954462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 113 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.434160 sec): 2 clusters Score: Raw -900.546405 + Penalty 290.109987 = -610.436418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.434389 sec): 3 clusters Score: Raw -905.772368 + Penalty 579.899738 = -325.872630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 114 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.434945 sec): 2 clusters Score: Raw -2655.049140 + Penalty 367.588382 = -2287.460758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.435204 sec): 3 clusters Score: Raw -2683.665522 + Penalty 736.075970 = -1947.589552 nChanged 1 SP:Iteration 1Q (43.435451 sec): 3 clusters Score: Raw -2686.952100 + Penalty 736.075970 = -1950.876130 nChanged 0 SP:Iteration 2F (43.435705 sec): 3 clusters Score: Raw -2686.952100 + Penalty 736.075970 = -1950.876130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 115 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.436179 sec): 2 clusters Score: Raw -480.527617 + Penalty 160.278066 = -320.249552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.436397 sec): 3 clusters Score: Raw -474.130471 + Penalty 321.849322 = -152.281148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 116 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.436881 sec): 2 clusters Score: Raw -963.153080 + Penalty 223.594074 = -739.559006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.437107 sec): 3 clusters Score: Raw -966.651743 + Penalty 447.188148 = -519.463595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 117 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.437577 sec): 2 clusters Score: Raw -497.091189 + Penalty 192.310959 = -304.780230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.437793 sec): 3 clusters Score: Raw -487.138856 + Penalty 385.979118 = -101.159738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 118 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.438417 sec): 2 clusters Score: Raw -6449.931715 + Penalty 599.712839 = -5850.218876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.438753 sec): 3 clusters Score: Raw -6557.638477 + Penalty 1199.425678 = -5358.212800 nChanged 2 SP:Iteration 1Q (43.439070 sec): 3 clusters Score: Raw -6568.275094 + Penalty 1198.442967 = -5369.832127 nChanged 1 SP:Iteration 2Q (43.439385 sec): 3 clusters Score: Raw -6570.198545 + Penalty 1198.442967 = -5371.755578 nChanged 0 SP:Iteration 3F (43.439717 sec): 3 clusters Score: Raw -6570.198545 + Penalty 1198.442967 = -5371.755578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 119 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.440206 sec): 2 clusters Score: Raw -1262.084332 + Penalty 354.978618 = -907.105715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.440436 sec): 3 clusters Score: Raw -1253.938226 + Penalty 702.573982 = -551.364244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 120 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.440907 sec): 2 clusters Score: Raw -620.264711 + Penalty 249.382006 = -370.882705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.441105 sec): 2 clusters Score: Raw -620.264711 + Penalty 249.382006 = -370.882705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 121 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.441580 sec): 2 clusters Score: Raw -762.486168 + Penalty 202.816303 = -559.669865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.441801 sec): 3 clusters Score: Raw -765.746891 + Penalty 405.632607 = -360.114284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 122 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.442304 sec): 2 clusters Score: Raw -1224.636501 + Penalty 313.564403 = -911.072098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.442534 sec): 3 clusters Score: Raw -1216.507083 + Penalty 658.152239 = -558.354845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 123 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.443029 sec): 2 clusters Score: Raw -1393.076586 + Penalty 258.234354 = -1134.842232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.443265 sec): 3 clusters Score: Raw -1417.995325 + Penalty 520.055791 = -897.939534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 124 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.443744 sec): 2 clusters Score: Raw -746.948437 + Penalty 158.619304 = -588.329133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.443967 sec): 3 clusters Score: Raw -744.793392 + Penalty 332.148088 = -412.645304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 125 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.444477 sec): 2 clusters Score: Raw -2099.053071 + Penalty 395.180383 = -1703.872688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.444724 sec): 3 clusters Score: Raw -2121.380043 + Penalty 791.166625 = -1330.213417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 126 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.445239 sec): 2 clusters Score: Raw -2224.155815 + Penalty 326.577254 = -1897.578561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.445489 sec): 3 clusters Score: Raw -2228.909481 + Penalty 658.152462 = -1570.757019 nChanged 1 SP:Iteration 1Q (43.445730 sec): 3 clusters Score: Raw -2230.642071 + Penalty 658.635259 = -1572.006812 nChanged 1 SP:Iteration 2Q (43.445973 sec): 3 clusters Score: Raw -2233.974669 + Penalty 658.635259 = -1575.339410 nChanged 0 SP:Iteration 3F (43.446220 sec): 3 clusters Score: Raw -2233.974669 + Penalty 658.635259 = -1575.339410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 128 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.446716 sec): 2 clusters Score: Raw -1607.383336 + Penalty 352.727452 = -1254.655884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.446952 sec): 3 clusters Score: Raw -1623.481534 + Penalty 705.454903 = -918.026631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 129 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.447463 sec): 2 clusters Score: Raw -2260.850893 + Penalty 429.250120 = -1831.600773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.447713 sec): 3 clusters Score: Raw -2271.754080 + Penalty 858.500240 = -1413.253840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 130 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.448171 sec): 2 clusters Score: Raw -92.290277 + Penalty 0.000000 = -92.290277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.448361 sec): 2 clusters Score: Raw -92.290277 + Penalty 0.000000 = -92.290277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 131 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.448874 sec): 2 clusters Score: Raw -2392.312401 + Penalty 466.895882 = -1925.416519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.449124 sec): 3 clusters Score: Raw -2392.087634 + Penalty 929.657488 = -1462.430146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.449605 sec): 2 clusters Score: Raw -296.293887 + Penalty 121.750148 = -174.543739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.449815 sec): 3 clusters Score: Raw -285.146334 + Penalty 248.812257 = -36.334077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 133 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.450293 sec): 2 clusters Score: Raw -784.408788 + Penalty 247.862962 = -536.545827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.450515 sec): 3 clusters Score: Raw -782.643833 + Penalty 502.273089 = -280.370744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 134 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.451161 sec): 2 clusters Score: Raw -7426.709190 + Penalty 678.717397 = -6747.991793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.451502 sec): 3 clusters Score: Raw -7534.136386 + Penalty 1356.048675 = -6178.087710 nChanged 2 SP:Iteration 1Q (43.451827 sec): 3 clusters Score: Raw -7539.967560 + Penalty 1355.871084 = -6184.096477 nChanged 1 SP:Iteration 2Q (43.452171 sec): 3 clusters Score: Raw -7542.892540 + Penalty 1355.871084 = -6187.021457 nChanged 0 SP:Iteration 3F (43.452530 sec): 3 clusters Score: Raw -7542.892540 + Penalty 1355.871084 = -6187.021457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 135 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.453076 sec): 2 clusters Score: Raw -2635.230233 + Penalty 347.198583 = -2288.031650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.453341 sec): 3 clusters Score: Raw -2655.703415 + Penalty 695.027673 = -1960.675741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 136 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.453836 sec): 2 clusters Score: Raw -1219.646059 + Penalty 235.864182 = -983.781877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.454071 sec): 3 clusters Score: Raw -1218.171526 + Penalty 474.499157 = -743.672368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 137 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.454625 sec): 2 clusters Score: Raw -3462.210825 + Penalty 549.307500 = -2912.903325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.454901 sec): 3 clusters Score: Raw -3524.777760 + Penalty 1098.044911 = -2426.732849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 138 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.455399 sec): 2 clusters Score: Raw -1012.612996 + Penalty 295.684271 = -716.928725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.455628 sec): 3 clusters Score: Raw -1014.749357 + Penalty 592.153016 = -422.596341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 139 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.456110 sec): 2 clusters Score: Raw -610.970101 + Penalty 245.036727 = -365.933374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.456334 sec): 3 clusters Score: Raw -601.518537 + Penalty 490.073454 = -111.445083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 140 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.456837 sec): 2 clusters Score: Raw -1340.110576 + Penalty 318.672807 = -1021.437769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.457074 sec): 3 clusters Score: Raw -1361.245922 + Penalty 642.200704 = -719.045218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 141 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.457583 sec): 2 clusters Score: Raw -723.321313 + Penalty 253.246689 = -470.074624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.457808 sec): 3 clusters Score: Raw -709.209204 + Penalty 507.083795 = -202.125409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 142 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.458298 sec): 2 clusters Score: Raw -947.934462 + Penalty 296.374150 = -651.560312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.458525 sec): 3 clusters Score: Raw -930.186506 + Penalty 584.099967 = -346.086540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.458991 sec): 2 clusters Score: Raw -93.841111 + Penalty 0.000000 = -93.841111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.459184 sec): 2 clusters Score: Raw -93.841111 + Penalty 0.000000 = -93.841111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 144 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.459667 sec): 2 clusters Score: Raw -796.606315 + Penalty 237.492494 = -559.113821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.459892 sec): 3 clusters Score: Raw -789.593394 + Penalty 471.338773 = -318.254621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.460348 sec): 2 clusters Score: Raw -179.470931 + Penalty 31.538197 = -147.932734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.460532 sec): 2 clusters Score: Raw -179.470931 + Penalty 31.538197 = -147.932734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 147 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.461019 sec): 2 clusters Score: Raw -1174.755079 + Penalty 281.176726 = -893.578352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.461248 sec): 3 clusters Score: Raw -1196.005515 + Penalty 555.325290 = -640.680225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 148 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.461729 sec): 2 clusters Score: Raw -934.872580 + Penalty 297.502235 = -637.370345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.461953 sec): 3 clusters Score: Raw -921.449705 + Penalty 602.842085 = -318.607620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 149 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.462481 sec): 2 clusters Score: Raw -2772.995158 + Penalty 377.394139 = -2395.601019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.462741 sec): 3 clusters Score: Raw -2801.571708 + Penalty 746.758144 = -2054.813564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 150 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.463221 sec): 2 clusters Score: Raw -952.285720 + Penalty 316.417734 = -635.867986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.463447 sec): 3 clusters Score: Raw -935.539467 + Penalty 644.722899 = -290.816568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.463914 sec): 2 clusters Score: Raw -412.894589 + Penalty 182.711533 = -230.183056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.464127 sec): 3 clusters Score: Raw -396.556448 + Penalty 365.423066 = -31.133382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 153 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.464601 sec): 2 clusters Score: Raw -93.830519 + Penalty 0.000000 = -93.830519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.464790 sec): 2 clusters Score: Raw -93.830519 + Penalty 0.000000 = -93.830519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 154 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.465340 sec): 2 clusters Score: Raw -3481.286718 + Penalty 337.582040 = -3143.704678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.465615 sec): 3 clusters Score: Raw -3482.487468 + Penalty 672.443489 = -2810.043978 nChanged 1 SP:Iteration 1Q (43.465882 sec): 3 clusters Score: Raw -3484.984933 + Penalty 672.443489 = -2812.541444 nChanged 0 SP:Iteration 2F (43.466152 sec): 3 clusters Score: Raw -3484.984933 + Penalty 672.443489 = -2812.541444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 155 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.466627 sec): 2 clusters Score: Raw -583.042089 + Penalty 35.488972 = -547.553117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.466832 sec): 3 clusters Score: Raw -586.748220 + Penalty 64.538088 = -522.210132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 156 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.467327 sec): 2 clusters Score: Raw -1438.669371 + Penalty 268.822499 = -1169.846872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.467561 sec): 3 clusters Score: Raw -1439.234775 + Penalty 528.937875 = -910.296899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 157 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.468031 sec): 2 clusters Score: Raw -496.571030 + Penalty 198.524853 = -298.046177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.468243 sec): 3 clusters Score: Raw -488.128799 + Penalty 413.243962 = -74.884837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 158 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.468716 sec): 2 clusters Score: Raw -461.544348 + Penalty 122.588182 = -338.956166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.468932 sec): 3 clusters Score: Raw -459.855667 + Penalty 255.914444 = -203.941223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 159 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.469402 sec): 2 clusters Score: Raw -513.439962 + Penalty 214.118956 = -299.321005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.469618 sec): 3 clusters Score: Raw -499.429302 + Penalty 424.695360 = -74.733942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 160 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.470082 sec): 2 clusters Score: Raw -297.186367 + Penalty 130.771584 = -166.414783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.470276 sec): 2 clusters Score: Raw -297.186367 + Penalty 130.771584 = -166.414783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 161 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.470773 sec): 2 clusters Score: Raw -1471.602019 + Penalty 316.105297 = -1155.496723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.471010 sec): 3 clusters Score: Raw -1480.381187 + Penalty 633.190491 = -847.190696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 162 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.471474 sec): 2 clusters Score: Raw -192.809331 + Penalty 81.233096 = -111.576235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.471700 sec): 3 clusters Score: Raw -184.096692 + Penalty 162.466191 = -21.630501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 163 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.472167 sec): 2 clusters Score: Raw -401.250261 + Penalty 202.334832 = -198.915429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.472380 sec): 3 clusters Score: Raw -390.386197 + Penalty 412.267672 = 21.881476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 164 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.472855 sec): 2 clusters Score: Raw -813.481775 + Penalty 258.098778 = -555.382998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.473075 sec): 3 clusters Score: Raw -802.905247 + Penalty 538.997714 = -263.907532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 165 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.473549 sec): 2 clusters Score: Raw -506.722856 + Penalty 213.932350 = -292.790506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.473763 sec): 3 clusters Score: Raw -496.483313 + Penalty 434.240700 = -62.242613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 166 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.474239 sec): 2 clusters Score: Raw -770.890048 + Penalty 201.126611 = -569.763437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.474459 sec): 3 clusters Score: Raw -771.230640 + Penalty 402.253222 = -368.977418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 169 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.474981 sec): 2 clusters Score: Raw -2564.538114 + Penalty 466.568470 = -2097.969644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.475233 sec): 3 clusters Score: Raw -2603.401622 + Penalty 926.278826 = -1677.122796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 170 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.475709 sec): 2 clusters Score: Raw -704.364587 + Penalty 230.158052 = -474.206536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.475929 sec): 3 clusters Score: Raw -693.816774 + Penalty 456.029769 = -237.787005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 171 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.476415 sec): 2 clusters Score: Raw -1187.448620 + Penalty 350.534934 = -836.913686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.476642 sec): 3 clusters Score: Raw -1232.676435 + Penalty 683.187284 = -549.489151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 172 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.477122 sec): 2 clusters Score: Raw -903.108289 + Penalty 264.038576 = -639.069713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.477345 sec): 3 clusters Score: Raw -893.721217 + Penalty 521.736357 = -371.984860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 173 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.477822 sec): 2 clusters Score: Raw -715.226244 + Penalty 191.693569 = -523.532676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.478039 sec): 3 clusters Score: Raw -856.026702 + Penalty 383.387137 = -472.639565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 174 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.478522 sec): 2 clusters Score: Raw -500.986302 + Penalty 189.572944 = -311.413358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.478736 sec): 3 clusters Score: Raw -495.453809 + Penalty 189.572944 = -305.880865 nChanged 1 SP:Iteration 1F (43.478930 sec): 2 clusters Score: Raw -500.986302 + Penalty 189.572944 = -311.413358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 175 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.479410 sec): 2 clusters Score: Raw -914.869437 + Penalty 268.012034 = -646.857403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.479633 sec): 3 clusters Score: Raw -901.662915 + Penalty 566.233956 = -335.428959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 177 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.480099 sec): 2 clusters Score: Raw -400.329254 + Penalty 151.160976 = -249.168278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.480312 sec): 3 clusters Score: Raw -388.102067 + Penalty 302.321953 = -85.780115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.480774 sec): 2 clusters Score: Raw -189.883933 + Penalty 63.953574 = -125.930359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.480967 sec): 2 clusters Score: Raw -189.883933 + Penalty 63.953574 = -125.930359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 179 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.481438 sec): 2 clusters Score: Raw -599.978853 + Penalty 210.958718 = -389.020134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.481656 sec): 3 clusters Score: Raw -590.549475 + Penalty 421.917436 = -168.632039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.482112 sec): 2 clusters Score: Raw -90.310345 + Penalty 0.000000 = -90.310345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.482299 sec): 2 clusters Score: Raw -90.310345 + Penalty 0.000000 = -90.310345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.482765 sec): 2 clusters Score: Raw -404.293741 + Penalty 173.041804 = -231.251938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.482977 sec): 3 clusters Score: Raw -391.658441 + Penalty 343.041351 = -48.617090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 183 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.483451 sec): 2 clusters Score: Raw -608.726737 + Penalty 222.312373 = -386.414364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.483667 sec): 3 clusters Score: Raw -604.032661 + Penalty 222.312373 = -381.720288 nChanged 1 SP:Iteration 1F (43.483863 sec): 2 clusters Score: Raw -608.726737 + Penalty 222.312373 = -386.414364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 184 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.484351 sec): 2 clusters Score: Raw -1227.477260 + Penalty 259.144870 = -968.332390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.484583 sec): 3 clusters Score: Raw -1236.080062 + Penalty 519.349784 = -716.730278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 185 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.485073 sec): 2 clusters Score: Raw -1381.531366 + Penalty 298.296910 = -1083.234456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.485318 sec): 3 clusters Score: Raw -1387.528538 + Penalty 595.989293 = -791.539245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 186 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.485791 sec): 2 clusters Score: Raw -589.714163 + Penalty 207.563676 = -382.150487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.486009 sec): 3 clusters Score: Raw -586.071339 + Penalty 402.006411 = -184.064927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 189 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.486473 sec): 2 clusters Score: Raw -410.187039 + Penalty 191.130979 = -219.056060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.486668 sec): 2 clusters Score: Raw -410.187039 + Penalty 191.130979 = -219.056060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 190 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.487144 sec): 2 clusters Score: Raw -778.936815 + Penalty 220.153106 = -558.783709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.487367 sec): 3 clusters Score: Raw -779.349756 + Penalty 436.107082 = -343.242673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.487828 sec): 2 clusters Score: Raw -181.360623 + Penalty 57.054002 = -124.306621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.488020 sec): 2 clusters Score: Raw -181.360623 + Penalty 57.054002 = -124.306621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.488485 sec): 2 clusters Score: Raw -272.661366 + Penalty 78.007169 = -194.654197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.488693 sec): 3 clusters Score: Raw -273.141624 + Penalty 148.032341 = -125.109283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 193 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.489164 sec): 2 clusters Score: Raw -610.446134 + Penalty 234.253241 = -376.192893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.489381 sec): 3 clusters Score: Raw -597.775058 + Penalty 483.655749 = -114.119309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 194 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.489868 sec): 2 clusters Score: Raw -1173.161196 + Penalty 280.901565 = -892.259631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.490098 sec): 3 clusters Score: Raw -1177.435193 + Penalty 560.012078 = -617.423115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 195 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.490567 sec): 2 clusters Score: Raw -506.304974 + Penalty 189.657478 = -316.647496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.490782 sec): 3 clusters Score: Raw -491.504089 + Penalty 385.476585 = -106.027504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 196 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.491257 sec): 2 clusters Score: Raw -678.155227 + Penalty 171.151681 = -507.003546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.491476 sec): 3 clusters Score: Raw -672.757767 + Penalty 339.162882 = -333.594885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 197 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.491959 sec): 2 clusters Score: Raw -1103.264523 + Penalty 291.354424 = -811.910099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.492200 sec): 3 clusters Score: Raw -1103.359067 + Penalty 577.369707 = -525.989360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 198 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.492670 sec): 2 clusters Score: Raw -481.957030 + Penalty 244.401105 = -237.555925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.492885 sec): 3 clusters Score: Raw -488.668452 + Penalty 466.739976 = -21.928476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 201 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.493363 sec): 2 clusters Score: Raw -707.157236 + Penalty 281.539348 = -425.617889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.493582 sec): 3 clusters Score: Raw -702.949943 + Penalty 576.171387 = -126.778556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 204 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.494046 sec): 2 clusters Score: Raw -293.855410 + Penalty 117.160292 = -176.695118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.494255 sec): 3 clusters Score: Raw -283.205847 + Penalty 246.715161 = -36.490686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 206 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.494719 sec): 2 clusters Score: Raw -286.052384 + Penalty 96.683313 = -189.369071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.494929 sec): 3 clusters Score: Raw -276.651878 + Penalty 191.552062 = -85.099816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 207 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.495396 sec): 2 clusters Score: Raw -396.064661 + Penalty 166.921369 = -229.143293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.495608 sec): 3 clusters Score: Raw -385.534775 + Penalty 350.302013 = -35.232762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 210 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.496073 sec): 2 clusters Score: Raw -403.669859 + Penalty 178.284062 = -225.385797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.496284 sec): 3 clusters Score: Raw -391.771044 + Penalty 359.765353 = -32.005691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 211 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.496748 sec): 2 clusters Score: Raw -307.860051 + Penalty 153.610564 = -154.249487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.496959 sec): 3 clusters Score: Raw -292.984012 + Penalty 308.600754 = 15.616742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 212 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.497428 sec): 2 clusters Score: Raw -483.924163 + Penalty 174.354483 = -309.569680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.497643 sec): 3 clusters Score: Raw -475.063897 + Penalty 349.289647 = -125.774250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 213 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.498109 sec): 2 clusters Score: Raw -401.283418 + Penalty 161.955944 = -239.327474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.498322 sec): 3 clusters Score: Raw -389.902176 + Penalty 323.911888 = -65.990288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 215 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.498800 sec): 2 clusters Score: Raw -391.606713 + Penalty 167.095105 = -224.511608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.499014 sec): 3 clusters Score: Raw -383.580420 + Penalty 320.736985 = -62.843435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.499473 sec): 2 clusters Score: Raw -89.875059 + Penalty 0.000000 = -89.875059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.499663 sec): 2 clusters Score: Raw -89.875059 + Penalty 0.000000 = -89.875059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 218 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.500124 sec): 2 clusters Score: Raw -190.530716 + Penalty 69.991757 = -120.538960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.500331 sec): 3 clusters Score: Raw -181.933292 + Penalty 139.983513 = -41.949779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 219 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.500786 sec): 2 clusters Score: Raw -93.707659 + Penalty 0.000000 = -93.707659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.500978 sec): 2 clusters Score: Raw -93.707659 + Penalty 0.000000 = -93.707659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.501429 sec): 2 clusters Score: Raw -87.260210 + Penalty 0.000000 = -87.260210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.501613 sec): 2 clusters Score: Raw -87.260210 + Penalty 0.000000 = -87.260210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 222 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.502077 sec): 2 clusters Score: Raw -301.449887 + Penalty 145.999832 = -155.450055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.502273 sec): 2 clusters Score: Raw -301.449887 + Penalty 145.999832 = -155.450055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 223 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.502738 sec): 2 clusters Score: Raw -410.451940 + Penalty 195.637554 = -214.814386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.502950 sec): 3 clusters Score: Raw -397.730872 + Penalty 386.938164 = -10.792708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 224 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.503417 sec): 2 clusters Score: Raw -401.396273 + Penalty 155.782701 = -245.613571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.503629 sec): 3 clusters Score: Raw -392.075725 + Penalty 155.782701 = -236.293023 nChanged 1 SP:Iteration 1F (43.503822 sec): 2 clusters Score: Raw -401.396273 + Penalty 155.782701 = -245.613571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 225 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.504291 sec): 2 clusters Score: Raw -510.952450 + Penalty 196.976925 = -313.975525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.504508 sec): 3 clusters Score: Raw -495.733508 + Penalty 391.561396 = -104.172112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 226 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.504971 sec): 2 clusters Score: Raw -299.016120 + Penalty 126.484289 = -172.531831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.505180 sec): 3 clusters Score: Raw -286.270156 + Penalty 260.207191 = -26.062965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 228 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.505659 sec): 2 clusters Score: Raw -407.198430 + Penalty 192.382906 = -214.815525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.505872 sec): 3 clusters Score: Raw -393.378417 + Penalty 384.765812 = -8.612606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 229 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.506339 sec): 2 clusters Score: Raw -370.572056 + Penalty 121.480888 = -249.091168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.506548 sec): 3 clusters Score: Raw -371.875478 + Penalty 241.359960 = -130.515518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 230 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.507013 sec): 2 clusters Score: Raw -299.422265 + Penalty 136.859197 = -162.563068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.507222 sec): 3 clusters Score: Raw -287.409812 + Penalty 271.264520 = -16.145292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 233 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.507692 sec): 2 clusters Score: Raw -522.656948 + Penalty 227.877716 = -294.779232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.507907 sec): 3 clusters Score: Raw -507.201974 + Penalty 452.150129 = -55.051844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 234 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.508372 sec): 2 clusters Score: Raw -409.661494 + Penalty 184.773676 = -224.887818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.508583 sec): 3 clusters Score: Raw -396.760061 + Penalty 364.909313 = -31.850748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 236 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.509053 sec): 2 clusters Score: Raw -591.392563 + Penalty 195.209260 = -396.183303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.509270 sec): 3 clusters Score: Raw -583.272910 + Penalty 388.342215 = -194.930695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 242 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.509715 sec): 2 clusters Score: Raw -83.817421 + Penalty 0.000000 = -83.817421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.509895 sec): 2 clusters Score: Raw -83.817421 + Penalty 0.000000 = -83.817421 nChanged 0 Deleting Class 223 (4 points): Lose 23.672916 but Gain 1460.574227 Iteration 20F (46.579384 sec): 212 clusters Score: Raw -2678097.034300 + Penalty 230308.667126 = -2447788.367173 nChanged 49 Deleting Class 150 (9 points): Lose 56.110498 but Gain 1490.435661 Iteration 21Q (46.777430 sec): 211 clusters Score: Raw -2678061.792838 + Penalty 228853.785337 = -2449208.007501 nChanged 49 Deleting Class 211 (3 points): Lose 19.435531 but Gain 1447.116509 Iteration 22Q (46.977263 sec): 210 clusters Score: Raw -2678077.040642 + Penalty 227468.783467 = -2450608.257175 nChanged 45 Deleting Class 97 (12 points): Lose 106.757972 but Gain 1530.185674 Iteration 23Q (47.183740 sec): 209 clusters Score: Raw -2677994.445239 + Penalty 226058.962625 = -2451935.482615 nChanged 39 Deleting Class 91 (2 points): Lose 10.960707 but Gain 1424.718681 Iteration 24Q (47.387644 sec): 208 clusters Score: Raw -2678045.294678 + Penalty 224613.582725 = -2453431.711954 nChanged 30 Deleting Class 228 (4 points): Lose 22.559642 but Gain 1436.275952 Iteration 25Q (47.590889 sec): 207 clusters Score: Raw -2678044.890821 + Penalty 223215.566734 = -2454829.324087 nChanged 33 Deleting Class 233 (5 points): Lose 53.133025 but Gain 1465.394296 Iteration 26Q (47.795611 sec): 206 clusters Score: Raw -2678009.591482 + Penalty 221801.789926 = -2456207.801556 nChanged 24 Deleting Class 189 (4 points): Lose 14.720302 but Gain 1426.929420 Iteration 27Q (47.987712 sec): 205 clusters Score: Raw -2678017.834278 + Penalty 220383.611345 = -2457634.222933 nChanged 27 Deleting Class 163 (4 points): Lose 101.630004 but Gain 1510.574199 Iteration 28Q (48.178132 sec): 204 clusters Score: Raw -2677931.264052 + Penalty 218897.789527 = -2459033.474525 nChanged 26 Deleting Class 78 (45 points): Lose 245.451599 but Gain 1651.842423 Iteration 29Q (48.374793 sec): 203 clusters Score: Raw -2677698.724386 + Penalty 217360.805566 = -2460337.918820 nChanged 72 Deleting Class 137 (33 points): Lose 223.077019 but Gain 1625.952756 Iteration 30F (51.257355 sec): 202 clusters Score: Raw -2677619.530385 + Penalty 216032.034807 = -2461587.495578 nChanged 61 Deleting Class 219 (2 points): Lose 1.663439 but Gain 1468.310055 Iteration 31Q (51.451800 sec): 201 clusters Score: Raw -2677743.622574 + Penalty 214710.877660 = -2463032.744914 nChanged 26 Deleting Class 120 (6 points): Lose 47.375775 but Gain 1440.496711 Iteration 32Q (51.640550 sec): 200 clusters Score: Raw -2677722.571527 + Penalty 213351.683877 = -2464370.887650 nChanged 27 Deleting Class 119 (12 points): Lose 88.037596 but Gain 1478.492007 Iteration 33Q (51.830166 sec): 199 clusters Score: Raw -2677672.225021 + Penalty 212007.881856 = -2465664.343165 nChanged 32 Deleting Class 131 (23 points): Lose 156.156769 but Gain 1541.135786 Iteration 34Q (52.018937 sec): 198 clusters Score: Raw -2677568.458163 + Penalty 210607.866783 = -2466960.591381 nChanged 47 Deleting Class 153 (1 points): Lose 5.643280 but Gain 1389.181331 Iteration 35Q (52.210761 sec): 197 clusters Score: Raw -2677657.507854 + Penalty 209238.845221 = -2468418.662633 nChanged 19 Deleting Class 139 (6 points): Lose 44.501241 but Gain 1415.397226 Iteration 36Q (52.402908 sec): 196 clusters Score: Raw -2677624.665339 + Penalty 207818.066786 = -2469806.598553 nChanged 28 Deleting Class 143 (1 points): Lose 3.796561 but Gain 1373.309569 Iteration 37Q (52.589550 sec): 195 clusters Score: Raw -2677640.757104 + Penalty 206448.089879 = -2471192.667226 nChanged 33 Deleting Class 234 (4 points): Lose 13.155059 but Gain 1379.467613 Iteration 38Q (52.775904 sec): 194 clusters Score: Raw -2677645.743557 + Penalty 205067.243039 = -2472578.500518 nChanged 33 Deleting Class 68 (3 points): Lose 18.018113 but Gain 1383.163512 Iteration 39Q (52.961882 sec): 193 clusters Score: Raw -2677642.501750 + Penalty 203792.333024 = -2473850.168726 nChanged 24 Deleting Class 222 (3 points): Lose 10.396083 but Gain 1375.418203 Iteration 40F (55.726151 sec): 192 clusters Score: Raw -2677655.293372 + Penalty 202454.434415 = -2475200.858957 nChanged 19 Deleting Class 169 (29 points): Lose 156.448409 but Gain 1520.850883 Iteration 41Q (55.914025 sec): 191 clusters Score: Raw -2677508.140493 + Penalty 201085.733345 = -2476422.407148 nChanged 39 Deleting Class 148 (10 points): Lose 66.503251 but Gain 1423.383299 Iteration 42Q (56.098670 sec): 190 clusters Score: Raw -2677512.424533 + Penalty 199734.989530 = -2477777.435003 nChanged 23 Deleting Class 89 (7 points): Lose 52.343367 but Gain 1408.985326 Iteration 43Q (56.281713 sec): 189 clusters Score: Raw -2677493.522868 + Penalty 198344.700363 = -2479148.822505 nChanged 24 Deleting Class 159 (5 points): Lose 24.685463 but Gain 1376.916980 Iteration 44Q (56.463015 sec): 188 clusters Score: Raw -2677516.538030 + Penalty 197004.259703 = -2480512.278327 nChanged 18 Deleting Class 23 (25 points): Lose 115.441174 but Gain 1466.025561 Iteration 45Q (56.644276 sec): 187 clusters Score: Raw -2677427.385220 + Penalty 195651.414873 = -2481775.970347 nChanged 35 Deleting Class 201 (7 points): Lose 149.901843 but Gain 1497.418458 Iteration 46Q (56.826594 sec): 186 clusters Score: Raw -2677344.681267 + Penalty 194222.306040 = -2483122.375226 nChanged 14 Deleting Class 165 (5 points): Lose 33.049439 but Gain 1375.716985 Iteration 47Q (57.005960 sec): 185 clusters Score: Raw -2677346.753562 + Penalty 192936.213020 = -2484410.540541 nChanged 13 Deleting Class 151 (4 points): Lose 22.317880 but Gain 1364.072239 Iteration 48Q (57.186750 sec): 184 clusters Score: Raw -2677351.438833 + Penalty 191763.380088 = -2485588.058745 nChanged 15 Deleting Class 142 (9 points): Lose 63.712211 but Gain 1396.023530 Iteration 49Q (57.364367 sec): 183 clusters Score: Raw -2677331.577350 + Penalty 190398.252939 = -2486933.324411 nChanged 13 Deleting Class 171 (11 points): Lose 125.828899 but Gain 1456.347614 Iteration 50F (59.960392 sec): 182 clusters Score: Raw -2677230.124022 + Penalty 189165.156633 = -2488064.967389 nChanged 12 Deleting Class 129 (27 points): Lose 139.455089 but Gain 1462.742618 Iteration 51Q (60.136284 sec): 181 clusters Score: Raw -2677156.776038 + Penalty 187857.423643 = -2489299.352395 nChanged 34 Deleting Class 106 (38 points): Lose 195.233813 but Gain 1513.077723 Iteration 52Q (60.314026 sec): 180 clusters Score: Raw -2677033.297294 + Penalty 186454.937305 = -2490578.359989 nChanged 48 Deleting Class 193 (6 points): Lose 40.256153 but Gain 1353.108949 Iteration 53Q (60.492740 sec): 179 clusters Score: Raw -2677099.344683 + Penalty 185122.857220 = -2491976.487463 nChanged 14 Deleting Class 5 (16 points): Lose 89.348882 but Gain 1395.194576 Iteration 54Q (60.668510 sec): 178 clusters Score: Raw -2677037.099310 + Penalty 183778.629509 = -2493258.469801 nChanged 23 Deleting Class 141 (8 points): Lose 50.705228 but Gain 1351.892061 Iteration 55Q (60.849456 sec): 177 clusters Score: Raw -2677020.908238 + Penalty 181281.653590 = -2495739.254648 nChanged 15 Deleting Class 210 (4 points): Lose 31.168331 but Gain 1331.018003 Iteration 56Q (61.022307 sec): 175 clusters Score: Raw -2677025.429986 + Penalty 179976.069700 = -2497049.360286 nChanged 12 Deleting Class 113 (9 points): Lose 73.074013 but Gain 1366.517182 Iteration 57Q (61.195409 sec): 174 clusters Score: Raw -2676967.300040 + Penalty 178748.027906 = -2498219.272134 nChanged 21 Deleting Class 230 (4 points): Lose 21.083809 but Gain 1309.890596 Iteration 58Q (61.367736 sec): 173 clusters Score: Raw -2677011.182165 + Penalty 177479.400643 = -2499531.781522 nChanged 15 Deleting Class 12 (59 points): Lose 208.523163 but Gain 1495.395312 Iteration 59Q (61.538922 sec): 172 clusters Score: Raw -2676825.347341 + Penalty 176120.921178 = -2500704.426163 nChanged 70 Deleting Class 134 (83 points): Lose 346.778490 but Gain 1638.524875 Iteration 60F (63.998722 sec): 171 clusters Score: Raw -2676637.826916 + Penalty 174854.694449 = -2501783.132467 nChanged 95 Deleting Class 172 (18 points): Lose 89.960355 but Gain 1429.534337 Iteration 61Q (64.180213 sec): 170 clusters Score: Raw -2676778.005046 + Penalty 173640.149203 = -2503137.855842 nChanged 36 Deleting Class 138 (13 points): Lose 82.882070 but Gain 1366.194807 Iteration 62Q (64.355180 sec): 169 clusters Score: Raw -2676782.183984 + Penalty 172082.241852 = -2504699.942131 nChanged 25 Deleting Class 157 (6 points): Lose 39.691402 but Gain 1321.350093 Iteration 63Q (64.524199 sec): 168 clusters Score: Raw -2676789.128443 + Penalty 169847.316393 = -2506941.812050 nChanged 14 Deleting Class 164 (9 points): Lose 42.689585 but Gain 1318.496086 Iteration 64Q (64.693973 sec): 166 clusters Score: Raw -2676767.854834 + Penalty 168543.394737 = -2508224.460097 nChanged 15 Deleting Class 181 (4 points): Lose 21.331466 but Gain 1291.880795 Iteration 65Q (64.865857 sec): 165 clusters Score: Raw -2676765.008677 + Penalty 167268.610440 = -2509496.398236 nChanged 10 Deleting Class 225 (9 points): Lose 57.414965 but Gain 1317.600111 Iteration 66Q (65.031914 sec): 164 clusters Score: Raw -2676721.123306 + Penalty 165938.773249 = -2510782.350057 nChanged 16 Deleting Class 160 (5 points): Lose 23.226589 but Gain 1276.003987 Iteration 67Q (65.199279 sec): 163 clusters Score: Raw -2676718.833034 + Penalty 164687.981866 = -2512030.851168 nChanged 12 Deleting Class 183 (6 points): Lose 31.987527 but Gain 1284.135318 Iteration 68Q (65.364187 sec): 162 clusters Score: Raw -2676700.721204 + Penalty 163470.538740 = -2513230.182464 nChanged 15 Deleting Class 94 (3 points): Lose 23.398349 but Gain 1273.502295 Iteration 69Q (65.536616 sec): 161 clusters Score: Raw -2676698.574762 + Penalty 162188.266105 = -2514510.308657 nChanged 17 Deleting Class 84 (13 points): Lose 56.578636 but Gain 1303.617230 Iteration 70F (67.814627 sec): 160 clusters Score: Raw -2676659.314815 + Penalty 160971.185055 = -2515688.129760 nChanged 28 Deleting Class 122 (13 points): Lose 80.041792 but Gain 1324.508415 Iteration 71Q (67.992566 sec): 159 clusters Score: Raw -2676616.392044 + Penalty 159656.152521 = -2516960.239523 nChanged 30 Deleting Class 130 (1 points): Lose 10.087938 but Gain 1254.351785 Iteration 72Q (68.181028 sec): 158 clusters Score: Raw -2676647.840218 + Penalty 158349.389287 = -2518298.450931 nChanged 17 Deleting Class 53 (9 points): Lose 79.764221 but Gain 1318.840525 Iteration 73Q (68.346150 sec): 157 clusters Score: Raw -2676580.630167 + Penalty 157084.588303 = -2519496.041864 nChanged 22 Deleting Class 58 (3 points): Lose 12.630440 but Gain 1248.709867 Iteration 74Q (68.507822 sec): 156 clusters Score: Raw -2676599.836556 + Penalty 155866.153017 = -2520733.683539 nChanged 20 Deleting Class 29 (6 points): Lose 20.223407 but Gain 1254.587888 Iteration 75Q (68.671866 sec): 155 clusters Score: Raw -2676594.938056 + Penalty 154622.390252 = -2521972.547804 nChanged 20 Deleting Class 179 (15 points): Lose 92.049326 but Gain 1322.717475 Iteration 76Q (68.832769 sec): 154 clusters Score: Raw -2676514.921627 + Penalty 153368.493810 = -2523146.427816 nChanged 25 Deleting Class 170 (8 points): Lose 52.282231 but Gain 1280.040083 Iteration 77Q (68.994301 sec): 153 clusters Score: Raw -2676492.441413 + Penalty 152091.997221 = -2524400.444192 nChanged 20 Deleting Class 207 (4 points): Lose 18.701562 but Gain 1246.187371 Iteration 78Q (69.155148 sec): 152 clusters Score: Raw -2676497.729637 + Penalty 150923.275851 = -2525574.453785 nChanged 17 Deleting Class 226 (4 points): Lose 20.442117 but Gain 1245.718921 Iteration 79Q (69.318507 sec): 151 clusters Score: Raw -2676500.628771 + Penalty 149719.549814 = -2526781.078957 nChanged 10 Deleting Class 215 (4 points): Lose 22.655714 but Gain 1247.484436 Iteration 80F (71.455926 sec): 150 clusters Score: Raw -2676494.986356 + Penalty 148501.019209 = -2527993.967147 nChanged 9 Deleting Class 125 (22 points): Lose 138.636299 but Gain 1363.343147 Iteration 81Q (71.615501 sec): 149 clusters Score: Raw -2676380.228929 + Penalty 147269.112134 = -2529111.116795 nChanged 26 Deleting Class 175 (10 points): Lose 70.705002 but Gain 1293.526506 Iteration 82Q (71.773910 sec): 148 clusters Score: Raw -2676384.308081 + Penalty 146014.484058 = -2530369.824023 nChanged 21 Deleting Class 197 (15 points): Lose 106.452347 but Gain 1328.313621 Iteration 83Q (71.931678 sec): 147 clusters Score: Raw -2676304.923022 + Penalty 144834.451486 = -2531470.471536 nChanged 25 Deleting Class 117 (5 points): Lose 15.010024 but Gain 1236.678102 Iteration 84Q (72.088886 sec): 146 clusters Score: Raw -2676356.037390 + Penalty 143626.706346 = -2532729.331045 nChanged 10 Deleting Class 95 (11 points): Lose 85.199259 but Gain 1303.963403 Iteration 85Q (72.244276 sec): 145 clusters Score: Raw -2676284.844403 + Penalty 142359.734927 = -2533925.109476 nChanged 19 Deleting Class 101 (13 points): Lose 85.077132 but Gain 1296.784427 Iteration 86Q (72.400444 sec): 144 clusters Score: Raw -2676235.178202 + Penalty 141182.360464 = -2535052.817738 nChanged 20 Deleting Class 194 (19 points): Lose 104.770539 but Gain 1309.915742 Iteration 87Q (72.556835 sec): 143 clusters Score: Raw -2676200.167757 + Penalty 139956.990456 = -2536243.177301 nChanged 28 Deleting Class 174 (6 points): Lose 27.666782 but Gain 1261.395778 Iteration 88Q (72.712625 sec): 142 clusters Score: Raw -2676234.294910 + Penalty 138684.680029 = -2537549.614881 nChanged 11 Deleting Class 118 (72 points): Lose 299.145064 but Gain 1505.449453 Iteration 89Q (72.866091 sec): 141 clusters Score: Raw -2675953.951254 + Penalty 137499.070308 = -2538454.880946 nChanged 77 Deleting Class 133 (8 points): Lose 32.005785 but Gain 1233.649493 Iteration 90F (74.879277 sec): 140 clusters Score: Raw -2676183.554568 + Penalty 136292.191756 = -2539891.362812 nChanged 21 Deleting Class 195 (5 points): Lose 18.207883 but Gain 1219.614583 Iteration 91Q (75.033795 sec): 139 clusters Score: Raw -2676208.497409 + Penalty 134836.027467 = -2541372.469943 nChanged 16 Deleting Class 70 (33 points): Lose 159.764605 but Gain 1363.010961 Iteration 92Q (75.185981 sec): 138 clusters Score: Raw -2676082.234724 + Penalty 133776.092571 = -2542306.142153 nChanged 44 Deleting Class 128 (17 points): Lose 134.567148 but Gain 1331.015514 Iteration 93Q (75.342040 sec): 137 clusters Score: Raw -2676066.546164 + Penalty 132541.521512 = -2543525.024652 nChanged 24 Deleting Class 74 (10 points): Lose 63.722226 but Gain 1292.801053 Iteration 94Q (75.492778 sec): 136 clusters Score: Raw -2676072.238482 + Penalty 131366.996825 = -2544705.241657 nChanged 18 Deleting Class 102 (16 points): Lose 94.673402 but Gain 1289.295307 Iteration 95Q (75.643005 sec): 135 clusters Score: Raw -2676013.068044 + Penalty 130136.910613 = -2545876.157431 nChanged 22 Deleting Class 198 (5 points): Lose 380.832641 but Gain 1571.649879 Iteration 96Q (75.792263 sec): 134 clusters Score: Raw -2675663.000158 + Penalty 128637.206648 = -2547025.793509 nChanged 12 Deleting Class 144 (9 points): Lose 38.238483 but Gain 1228.089485 Iteration 97Q (75.949133 sec): 133 clusters Score: Raw -2675639.258757 + Penalty 127421.963054 = -2548217.295703 nChanged 13 Deleting Class 140 (15 points): Lose 72.452463 but Gain 1260.907772 Iteration 98Q (76.103277 sec): 132 clusters Score: Raw -2675583.390875 + Penalty 126218.980947 = -2549364.409928 nChanged 15 Deleting Class 31 (28 points): Lose 181.737220 but Gain 1368.426066 Iteration 99Q (76.257061 sec): 131 clusters Score: Raw -2675440.982518 + Penalty 124964.693820 = -2550476.288698 nChanged 35 Deleting Class 37 (18 points): Lose 62.018813 but Gain 1243.525940 Iteration 100F (78.104735 sec): 130 clusters Score: Raw -2675484.756515 + Penalty 123752.177043 = -2551732.579472 nChanged 30 Deleting Class 213 (4 points): Lose 29.033869 but Gain 1209.116927 Iteration 101Q (78.252029 sec): 129 clusters Score: Raw -2675499.821459 + Penalty 122627.532286 = -2552872.289173 nChanged 13 Deleting Class 40 (3 points): Lose 25.314174 but Gain 1200.676120 Iteration 102Q (78.397381 sec): 128 clusters Score: Raw -2675506.427270 + Penalty 121460.873939 = -2554045.553331 nChanged 10 Deleting Class 217 (2 points): Lose 30.788555 but Gain 1205.078684 Iteration 103Q (78.541511 sec): 127 clusters Score: Raw -2675502.631685 + Penalty 120357.853815 = -2555144.777870 nChanged 13 Deleting Class 161 (23 points): Lose 122.190739 but Gain 1295.393204 Iteration 104Q (78.688671 sec): 126 clusters Score: Raw -2675411.193043 + Penalty 119247.991510 = -2556163.201533 nChanged 27 Deleting Class 186 (6 points): Lose 31.053059 but Gain 1198.942929 Iteration 105Q (78.833759 sec): 125 clusters Score: Raw -2675448.764218 + Penalty 118075.037869 = -2557373.726349 nChanged 14 Deleting Class 236 (8 points): Lose 25.758486 but Gain 1191.910310 Iteration 106Q (78.976603 sec): 124 clusters Score: Raw -2675456.989405 + Penalty 116878.936602 = -2558578.052802 nChanged 10 Deleting Class 65 (11 points): Lose 66.697618 but Gain 1232.157197 Iteration 107Q (79.119177 sec): 123 clusters Score: Raw -2675407.920205 + Penalty 115708.346434 = -2559699.573771 nChanged 13 Deleting Class 81 (19 points): Lose 103.589351 but Gain 1279.509832 Iteration 108Q (79.262162 sec): 122 clusters Score: Raw -2675342.059962 + Penalty 114490.746103 = -2560851.313858 nChanged 21 Deleting Class 96 (14 points): Lose 67.774046 but Gain 1229.908698 Iteration 109Q (79.402623 sec): 121 clusters Score: Raw -2675328.487399 + Penalty 113172.229378 = -2562156.258021 nChanged 22 Deleting Class 105 (9 points): Lose 426.136768 but Gain 1585.838508 Iteration 110F (81.097411 sec): 120 clusters Score: Raw -2674940.440988 + Penalty 110687.635526 = -2564252.805462 nChanged 19 Deleting Class 224 (4 points): Lose 8.869690 but Gain 1163.029255 Iteration 111Q (81.237723 sec): 118 clusters Score: Raw -2674974.439108 + Penalty 109580.008091 = -2565394.431017 nChanged 16 Deleting Class 185 (19 points): Lose 66.601933 but Gain 1216.592994 Iteration 112Q (81.376044 sec): 117 clusters Score: Raw -2674923.640874 + Penalty 108434.277256 = -2566489.363618 nChanged 25 Deleting Class 136 (22 points): Lose 114.027730 but Gain 1277.319712 Iteration 113Q (81.515680 sec): 116 clusters Score: Raw -2674850.860377 + Penalty 107199.017613 = -2567651.842764 nChanged 25 Deleting Class 98 (12 points): Lose 77.518365 but Gain 1218.611532 Iteration 114Q (81.653610 sec): 115 clusters Score: Raw -2674817.448430 + Penalty 106010.146436 = -2568807.301994 nChanged 18 Deleting Class 85 (13 points): Lose 99.002971 but Gain 1238.591969 Iteration 115Q (81.791836 sec): 114 clusters Score: Raw -2674751.473283 + Penalty 104830.947369 = -2569920.525913 nChanged 18 Deleting Class 59 (49 points): Lose 165.172545 but Gain 1296.893952 Iteration 116Q (81.932915 sec): 113 clusters Score: Raw -2674623.246054 + Penalty 103637.032736 = -2570986.213318 nChanged 55 Deleting Class 100 (13 points): Lose 70.042404 but Gain 1197.428609 Iteration 117Q (82.078892 sec): 112 clusters Score: Raw -2674639.442936 + Penalty 102499.513857 = -2572139.929079 nChanged 27 Deleting Class 19 (26 points): Lose 119.407846 but Gain 1244.838117 Iteration 118Q (82.225775 sec): 111 clusters Score: Raw -2674563.598379 + Penalty 101292.973246 = -2573270.625133 nChanged 37 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -2674563.598379 + Penalty 101292.973246 = -2573270.625133Memory request: 0.11 GB would take us to total of 0.39 GB. Trying to split cluster 1 (23355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.392370 sec): 2 clusters Score: Raw -2021667.158223 + Penalty 264.966786 = -2021402.191437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.436918 sec): 3 clusters Score: Raw -2005893.136324 + Penalty 755.015589 = -2005138.120735 nChanged 11243 SP:Iteration 1F (82.481669 sec): 3 clusters Score: Raw -2018498.598987 + Penalty 984.374968 = -2017514.224019 nChanged 2073 SP:Iteration 2F (82.525667 sec): 3 clusters Score: Raw -2020708.916512 + Penalty 1146.491036 = -2019562.425476 nChanged 603 SP:Iteration 3Q (82.565319 sec): 3 clusters Score: Raw -2021315.826427 + Penalty 1226.776307 = -2020089.050120 nChanged 251 SP:Iteration 4Q (82.605857 sec): 3 clusters Score: Raw -2021531.471464 + Penalty 1268.477415 = -2020262.994049 nChanged 103 SP:Iteration 5Q (82.646811 sec): 3 clusters Score: Raw -2021621.310513 + Penalty 1291.418387 = -2020329.892127 nChanged 46 SP:Iteration 6Q (82.687861 sec): 3 clusters Score: Raw -2021663.186578 + Penalty 1303.194588 = -2020359.991990 nChanged 29 SP:Iteration 7Q (82.728210 sec): 3 clusters Score: Raw -2021681.837240 + Penalty 1318.971437 = -2020362.865804 nChanged 19 SP:Iteration 8Q (82.763737 sec): 3 clusters Score: Raw -2021691.792823 + Penalty 1339.952208 = -2020351.840615 nChanged 16 SP:Iteration 9F (82.808462 sec): 3 clusters Score: Raw -2021701.479202 + Penalty 1359.291815 = -2020342.187387 nChanged 13 SP:Iteration 10F (82.853108 sec): 3 clusters Score: Raw -2021710.289058 + Penalty 1375.225037 = -2020335.064022 nChanged 13 SP:Iteration 11F (82.897666 sec): 3 clusters Score: Raw -2021719.766023 + Penalty 1388.556112 = -2020331.209911 nChanged 9 SP:Iteration 12F (82.942249 sec): 3 clusters Score: Raw -2021725.873494 + Penalty 1395.382279 = -2020330.491215 nChanged 7 SP:Iteration 13F (82.986891 sec): 3 clusters Score: Raw -2021730.235947 + Penalty 1409.768979 = -2020320.466968 nChanged 7 SP:Iteration 14F (83.031429 sec): 3 clusters Score: Raw -2021733.995456 + Penalty 1416.756132 = -2020317.239324 nChanged 5 SP:Iteration 15F (83.075416 sec): 3 clusters Score: Raw -2021736.196783 + Penalty 1428.836418 = -2020307.360365 nChanged 2 SP:Iteration 16F (83.120467 sec): 3 clusters Score: Raw -2021738.235490 + Penalty 1433.642848 = -2020304.592641 nChanged 1 SP:Iteration 17F (83.165723 sec): 3 clusters Score: Raw -2021739.516534 + Penalty 1434.245423 = -2020305.271111 nChanged 1 SP:Iteration 18Q (83.201743 sec): 3 clusters Score: Raw -2021739.639307 + Penalty 1434.245423 = -2020305.393884 nChanged 0 SP:Iteration 19F (83.246314 sec): 3 clusters Score: Raw -2021739.639307 + Penalty 1434.245423 = -2020305.393884 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (2042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.268390 sec): 2 clusters Score: Raw -178839.470360 + Penalty 147.271264 = -178692.199096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.272315 sec): 3 clusters Score: Raw -177520.408639 + Penalty 309.018039 = -177211.390600 nChanged 948 SP:Iteration 1F (83.276055 sec): 3 clusters Score: Raw -178199.638487 + Penalty 331.107076 = -177868.531410 nChanged 320 SP:Iteration 2F (83.279876 sec): 3 clusters Score: Raw -178485.405422 + Penalty 341.822497 = -178143.582925 nChanged 185 SP:Iteration 3F (83.283676 sec): 3 clusters Score: Raw -178696.812347 + Penalty 338.338325 = -178358.474022 nChanged 93 SP:Iteration 4Q (83.287766 sec): 3 clusters Score: Raw -178813.989370 + Penalty 345.435817 = -178468.553553 nChanged 27 SP:Iteration 5Q (83.291560 sec): 3 clusters Score: Raw -178851.183596 + Penalty 352.365282 = -178498.818314 nChanged 5 SP:Iteration 6Q (83.294892 sec): 3 clusters Score: Raw -178869.207908 + Penalty 358.864645 = -178510.343262 nChanged 1 SP:Iteration 7Q (83.297969 sec): 3 clusters Score: Raw -178871.578206 + Penalty 361.204689 = -178510.373517 nChanged 1 SP:Iteration 8Q (83.301117 sec): 3 clusters Score: Raw -178873.035635 + Penalty 361.204689 = -178511.830946 nChanged 0 SP:Iteration 9F (83.304861 sec): 3 clusters Score: Raw -178873.035635 + Penalty 361.204689 = -178511.830946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 3 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.313031 sec): 2 clusters Score: Raw -898.190524 + Penalty 371.182931 = -527.007594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.313300 sec): 3 clusters Score: Raw -1095.172922 + Penalty 742.365862 = -352.807061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.313797 sec): 2 clusters Score: Raw -324.569663 + Penalty 16.288959 = -308.280704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.314009 sec): 3 clusters Score: Raw -333.185508 + Penalty 26.339593 = -306.845915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 6 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.316291 sec): 2 clusters Score: Raw -33154.875113 + Penalty 283.155109 = -32871.720003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.317186 sec): 3 clusters Score: Raw -32979.018118 + Penalty 567.183802 = -32411.834316 nChanged 134 SP:Iteration 1F (83.318070 sec): 3 clusters Score: Raw -33075.679121 + Penalty 571.348797 = -32504.330324 nChanged 38 SP:Iteration 2F (83.318953 sec): 3 clusters Score: Raw -33110.793284 + Penalty 579.094811 = -32531.698473 nChanged 21 SP:Iteration 3F (83.319831 sec): 3 clusters Score: Raw -33127.066254 + Penalty 593.225391 = -32533.840862 nChanged 18 SP:Iteration 4Q (83.320700 sec): 3 clusters Score: Raw -33140.334268 + Penalty 609.072583 = -32531.261685 nChanged 15 SP:Iteration 5F (83.321574 sec): 3 clusters Score: Raw -33149.998598 + Penalty 623.218102 = -32526.780495 nChanged 10 SP:Iteration 6F (83.322436 sec): 3 clusters Score: Raw -33158.622617 + Penalty 643.219314 = -32515.403303 nChanged 8 SP:Iteration 7F (83.323276 sec): 3 clusters Score: Raw -33168.561723 + Penalty 653.863060 = -32514.698664 nChanged 4 SP:Iteration 8F (83.324114 sec): 3 clusters Score: Raw -33175.569698 + Penalty 661.763215 = -32513.806483 nChanged 6 SP:Iteration 9F (83.324986 sec): 3 clusters Score: Raw -33180.037944 + Penalty 668.078728 = -32511.959216 nChanged 3 SP:Iteration 10F (83.325826 sec): 3 clusters Score: Raw -33181.869237 + Penalty 673.688930 = -32508.180307 nChanged 1 SP:Iteration 11F (83.326664 sec): 3 clusters Score: Raw -33183.635530 + Penalty 682.267217 = -32501.368313 nChanged 3 SP:Iteration 12F (83.327502 sec): 3 clusters Score: Raw -33185.684446 + Penalty 682.267217 = -32503.417229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 7 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.328135 sec): 2 clusters Score: Raw -3071.543131 + Penalty 403.709468 = -2667.833663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.328407 sec): 3 clusters Score: Raw -3113.435458 + Penalty 817.068317 = -2296.367141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 8 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.328865 sec): 2 clusters Score: Raw -325.174486 + Penalty 13.169796 = -312.004690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.329057 sec): 3 clusters Score: Raw -327.392564 + Penalty 26.339593 = -301.052972 nChanged 1 SP:Iteration 1F (83.329245 sec): 3 clusters Score: Raw -337.680943 + Penalty 26.339593 = -311.341350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 9 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.329769 sec): 2 clusters Score: Raw -2202.092597 + Penalty 220.379880 = -1981.712717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.330024 sec): 3 clusters Score: Raw -2211.145583 + Penalty 427.712393 = -1783.433190 nChanged 2 SP:Iteration 1F (83.330275 sec): 3 clusters Score: Raw -2216.655967 + Penalty 427.712393 = -1788.943574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 10 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.331272 sec): 2 clusters Score: Raw -17751.661179 + Penalty 124.037287 = -17627.623893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.331864 sec): 3 clusters Score: Raw -17643.194181 + Penalty 282.467510 = -17360.726671 nChanged 79 SP:Iteration 1F (83.332432 sec): 3 clusters Score: Raw -17758.556854 + Penalty 342.071437 = -17416.485417 nChanged 25 SP:Iteration 2F (83.332995 sec): 3 clusters Score: Raw -17800.592630 + Penalty 374.659107 = -17425.933523 nChanged 8 SP:Iteration 3Q (83.333556 sec): 3 clusters Score: Raw -17809.520749 + Penalty 382.179215 = -17427.341533 nChanged 2 SP:Iteration 4Q (83.334130 sec): 3 clusters Score: Raw -17811.624314 + Penalty 396.030591 = -17415.593723 nChanged 1 SP:Iteration 5F (83.334714 sec): 3 clusters Score: Raw -17814.655983 + Penalty 396.030591 = -17418.625392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 13 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.335770 sec): 2 clusters Score: Raw -11216.688923 + Penalty 467.751946 = -10748.936977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.336206 sec): 3 clusters Score: Raw -11183.025589 + Penalty 934.776937 = -10248.248652 nChanged 18 SP:Iteration 1F (83.336635 sec): 3 clusters Score: Raw -11204.896754 + Penalty 935.503892 = -10269.392862 nChanged 6 SP:Iteration 2Q (83.337060 sec): 3 clusters Score: Raw -11210.789162 + Penalty 935.808845 = -10274.980317 nChanged 1 SP:Iteration 3Q (83.337485 sec): 3 clusters Score: Raw -11211.343266 + Penalty 935.808845 = -10275.534422 nChanged 0 SP:Iteration 4F (83.337914 sec): 3 clusters Score: Raw -11211.343266 + Penalty 935.808845 = -10275.534422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 14 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.338419 sec): 2 clusters Score: Raw -272.388629 + Penalty 79.163414 = -193.225215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.338652 sec): 3 clusters Score: Raw -273.307785 + Penalty 135.994401 = -137.313385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 15 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.339165 sec): 2 clusters Score: Raw -1796.680142 + Penalty 168.353510 = -1628.326632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.339411 sec): 3 clusters Score: Raw -1799.915422 + Penalty 337.116792 = -1462.798630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 16 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.340065 sec): 2 clusters Score: Raw -6217.180255 + Penalty 273.139423 = -5944.040831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.340412 sec): 3 clusters Score: Raw -6225.652727 + Penalty 559.791662 = -5665.861065 nChanged 9 SP:Iteration 1F (83.340752 sec): 3 clusters Score: Raw -6248.651246 + Penalty 563.281823 = -5685.369423 nChanged 1 SP:Iteration 2Q (83.341082 sec): 3 clusters Score: Raw -6250.128464 + Penalty 563.281823 = -5686.846642 nChanged 0 SP:Iteration 3F (83.341421 sec): 3 clusters Score: Raw -6250.128464 + Penalty 563.281823 = -5686.846642 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 17 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.344281 sec): 2 clusters Score: Raw -65704.629329 + Penalty 182.313969 = -65522.315360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.345782 sec): 3 clusters Score: Raw -65263.450627 + Penalty 390.746268 = -64872.704359 nChanged 313 SP:Iteration 1F (83.347241 sec): 3 clusters Score: Raw -65569.152164 + Penalty 425.618029 = -65143.534135 nChanged 86 SP:Iteration 2F (83.348690 sec): 3 clusters Score: Raw -65666.946500 + Penalty 430.644254 = -65236.302246 nChanged 26 SP:Iteration 3Q (83.350115 sec): 3 clusters Score: Raw -65696.204758 + Penalty 439.130372 = -65257.074386 nChanged 10 SP:Iteration 4Q (83.351546 sec): 3 clusters Score: Raw -65707.128528 + Penalty 428.780671 = -65278.347857 nChanged 4 SP:Iteration 5Q (83.352909 sec): 3 clusters Score: Raw -65710.510157 + Penalty 431.451596 = -65279.058561 nChanged 2 SP:Iteration 6Q (83.354219 sec): 3 clusters Score: Raw -65711.117173 + Penalty 431.451596 = -65279.665577 nChanged 0 SP:Iteration 7F (83.355689 sec): 3 clusters Score: Raw -65711.117173 + Penalty 431.451596 = -65279.665577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 18 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.357691 sec): 2 clusters Score: Raw -352.433256 + Penalty 88.527950 = -263.905306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.357895 sec): 2 clusters Score: Raw -352.433256 + Penalty 88.527950 = -263.905306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 20 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.358417 sec): 2 clusters Score: Raw -2117.594756 + Penalty 351.882121 = -1765.712635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.358669 sec): 3 clusters Score: Raw -2146.908240 + Penalty 712.119201 = -1434.789039 nChanged 1 SP:Iteration 1Q (83.358908 sec): 3 clusters Score: Raw -2149.645538 + Penalty 712.119201 = -1437.526338 nChanged 0 SP:Iteration 2F (83.359154 sec): 3 clusters Score: Raw -2149.645538 + Penalty 712.119201 = -1437.526338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.359639 sec): 2 clusters Score: Raw -858.353057 + Penalty 197.889544 = -660.463513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.359865 sec): 3 clusters Score: Raw -856.192976 + Penalty 402.109185 = -454.083792 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 22 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.362351 sec): 2 clusters Score: Raw -53794.862140 + Penalty 475.423568 = -53319.438572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.363676 sec): 3 clusters Score: Raw -53496.363516 + Penalty 963.244241 = -52533.119275 nChanged 202 SP:Iteration 1F (83.364966 sec): 3 clusters Score: Raw -53666.551493 + Penalty 996.798122 = -52669.753370 nChanged 69 SP:Iteration 2F (83.366252 sec): 3 clusters Score: Raw -53751.253816 + Penalty 1031.785617 = -52719.468199 nChanged 33 SP:Iteration 3F (83.367555 sec): 3 clusters Score: Raw -53793.280012 + Penalty 1040.266254 = -52753.013758 nChanged 15 SP:Iteration 4Q (83.368783 sec): 3 clusters Score: Raw -53819.596383 + Penalty 1050.406437 = -52769.189946 nChanged 6 SP:Iteration 5Q (83.369942 sec): 3 clusters Score: Raw -53833.010687 + Penalty 1061.104437 = -52771.906250 nChanged 3 SP:Iteration 6Q (83.371040 sec): 3 clusters Score: Raw -53836.104515 + Penalty 1066.125569 = -52769.978947 nChanged 2 SP:Iteration 7F (83.372326 sec): 3 clusters Score: Raw -53838.522158 + Penalty 1067.863995 = -52770.658163 nChanged 1 SP:Iteration 8Q (83.373431 sec): 3 clusters Score: Raw -53840.451686 + Penalty 1067.863995 = -52772.587691 nChanged 0 SP:Iteration 9F (83.374716 sec): 3 clusters Score: Raw -53840.451686 + Penalty 1067.863995 = -52772.587691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 24 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.376187 sec): 2 clusters Score: Raw -15147.414011 + Penalty 423.948677 = -14723.465333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.376704 sec): 3 clusters Score: Raw -15083.707365 + Penalty 847.158047 = -14236.549319 nChanged 33 SP:Iteration 1F (83.377203 sec): 3 clusters Score: Raw -15117.649161 + Penalty 847.307226 = -14270.341935 nChanged 9 SP:Iteration 2F (83.377703 sec): 3 clusters Score: Raw -15126.490888 + Penalty 847.429598 = -14279.061289 nChanged 4 SP:Iteration 3Q (83.378196 sec): 3 clusters Score: Raw -15132.139798 + Penalty 846.485347 = -14285.654450 nChanged 2 SP:Iteration 4Q (83.378689 sec): 3 clusters Score: Raw -15136.886296 + Penalty 846.650825 = -14290.235471 nChanged 1 SP:Iteration 5Q (83.379178 sec): 3 clusters Score: Raw -15138.151741 + Penalty 847.021272 = -14291.130469 nChanged 2 SP:Iteration 6Q (83.379668 sec): 3 clusters Score: Raw -15140.556415 + Penalty 847.665750 = -14292.890665 nChanged 1 SP:Iteration 7Q (83.380158 sec): 3 clusters Score: Raw -15140.963107 + Penalty 847.665750 = -14293.297357 nChanged 0 SP:Iteration 8F (83.380652 sec): 3 clusters Score: Raw -15140.963107 + Penalty 847.665750 = -14293.297357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.381788 sec): 2 clusters Score: Raw -23414.634337 + Penalty 561.410031 = -22853.224305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.382465 sec): 3 clusters Score: Raw -23346.350222 + Penalty 1132.358637 = -22213.991585 nChanged 54 SP:Iteration 1F (83.383125 sec): 3 clusters Score: Raw -23417.739423 + Penalty 1138.281041 = -22279.458383 nChanged 19 SP:Iteration 2F (83.383785 sec): 3 clusters Score: Raw -23446.884150 + Penalty 1139.728181 = -22307.155969 nChanged 5 SP:Iteration 3Q (83.384437 sec): 3 clusters Score: Raw -23451.574443 + Penalty 1141.829980 = -22309.744463 nChanged 1 SP:Iteration 4Q (83.385087 sec): 3 clusters Score: Raw -23452.896859 + Penalty 1142.285933 = -22310.610926 nChanged 4 SP:Iteration 5Q (83.385735 sec): 3 clusters Score: Raw -23456.403821 + Penalty 1143.213365 = -22313.190455 nChanged 1 SP:Iteration 6Q (83.386384 sec): 3 clusters Score: Raw -23458.494902 + Penalty 1143.895929 = -22314.598973 nChanged 2 SP:Iteration 7Q (83.387058 sec): 3 clusters Score: Raw -23461.866506 + Penalty 1143.895929 = -22317.970577 nChanged 0 SP:Iteration 8F (83.387720 sec): 3 clusters Score: Raw -23461.866506 + Penalty 1143.895929 = -22317.970577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 26 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.388215 sec): 2 clusters Score: Raw -766.395937 + Penalty 180.462076 = -585.933861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.388446 sec): 3 clusters Score: Raw -758.581943 + Penalty 360.066852 = -398.515091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.388934 sec): 2 clusters Score: Raw -732.322011 + Penalty 144.492920 = -587.829091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.389152 sec): 3 clusters Score: Raw -740.582598 + Penalty 288.273632 = -452.308966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.389868 sec): 2 clusters Score: Raw -9163.196720 + Penalty 538.147876 = -8625.048844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.390257 sec): 3 clusters Score: Raw -9149.344474 + Penalty 1076.156853 = -8073.187621 nChanged 9 SP:Iteration 1F (83.390640 sec): 3 clusters Score: Raw -9163.975291 + Penalty 1075.828734 = -8088.146557 nChanged 1 SP:Iteration 2Q (83.391020 sec): 3 clusters Score: Raw -9166.414391 + Penalty 1075.828734 = -8090.585658 nChanged 0 SP:Iteration 3F (83.391403 sec): 3 clusters Score: Raw -9166.414391 + Penalty 1075.828734 = -8090.585658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 30 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.392316 sec): 2 clusters Score: Raw -16525.065896 + Penalty 582.140171 = -15942.925725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.392847 sec): 3 clusters Score: Raw -16477.344107 + Penalty 1163.865527 = -15313.478580 nChanged 19 SP:Iteration 1F (83.393354 sec): 3 clusters Score: Raw -16501.883898 + Penalty 1164.651339 = -15337.232559 nChanged 7 SP:Iteration 2Q (83.393863 sec): 3 clusters Score: Raw -16511.379993 + Penalty 1163.626766 = -15347.753227 nChanged 5 SP:Iteration 3Q (83.394370 sec): 3 clusters Score: Raw -16518.092489 + Penalty 1162.826484 = -15355.266005 nChanged 2 SP:Iteration 4Q (83.394910 sec): 3 clusters Score: Raw -16521.373477 + Penalty 1162.826484 = -15358.546993 nChanged 0 SP:Iteration 5F (83.395434 sec): 3 clusters Score: Raw -16521.373477 + Penalty 1162.826484 = -15358.546993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.396071 sec): 2 clusters Score: Raw -5268.941605 + Penalty 548.750830 = -4720.190775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.396386 sec): 3 clusters Score: Raw -5366.057697 + Penalty 1095.758727 = -4270.298969 nChanged 1 SP:Iteration 1Q (83.396676 sec): 3 clusters Score: Raw -5372.363610 + Penalty 1095.758727 = -4276.604883 nChanged 0 SP:Iteration 2F (83.396992 sec): 3 clusters Score: Raw -5372.363610 + Penalty 1095.758727 = -4276.604883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 33 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.399695 sec): 2 clusters Score: Raw -42402.902067 + Penalty 229.063128 = -42173.838939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.400794 sec): 3 clusters Score: Raw -42131.786982 + Penalty 459.204958 = -41672.582024 nChanged 175 SP:Iteration 1F (83.401877 sec): 3 clusters Score: Raw -42219.155804 + Penalty 466.089333 = -41753.066471 nChanged 60 SP:Iteration 2F (83.402959 sec): 3 clusters Score: Raw -42284.024011 + Penalty 476.659759 = -41807.364252 nChanged 43 SP:Iteration 3F (83.404075 sec): 3 clusters Score: Raw -42326.095216 + Penalty 485.629212 = -41840.466003 nChanged 29 SP:Iteration 4F (83.405106 sec): 3 clusters Score: Raw -42354.777006 + Penalty 494.073765 = -41860.703240 nChanged 20 SP:Iteration 5Q (83.406116 sec): 3 clusters Score: Raw -42371.499466 + Penalty 498.406299 = -41873.093167 nChanged 13 SP:Iteration 6Q (83.407108 sec): 3 clusters Score: Raw -42378.418664 + Penalty 500.213075 = -41878.205590 nChanged 7 SP:Iteration 7Q (83.408099 sec): 3 clusters Score: Raw -42381.458610 + Penalty 503.734236 = -41877.724374 nChanged 7 SP:Iteration 8F (83.409132 sec): 3 clusters Score: Raw -42384.719507 + Penalty 507.850769 = -41876.868738 nChanged 5 SP:Iteration 9F (83.410163 sec): 3 clusters Score: Raw -42386.062457 + Penalty 514.141632 = -41871.920825 nChanged 7 SP:Iteration 10F (83.411194 sec): 3 clusters Score: Raw -42389.717888 + Penalty 519.440540 = -41870.277348 nChanged 7 SP:Iteration 11F (83.412226 sec): 3 clusters Score: Raw -42392.590760 + Penalty 523.329385 = -41869.261375 nChanged 5 SP:Iteration 12F (83.413257 sec): 3 clusters Score: Raw -42397.231526 + Penalty 528.905609 = -41868.325917 nChanged 6 SP:Iteration 13F (83.414290 sec): 3 clusters Score: Raw -42401.652352 + Penalty 533.841061 = -41867.811292 nChanged 5 SP:Iteration 14F (83.415321 sec): 3 clusters Score: Raw -42405.890789 + Penalty 537.965535 = -41867.925254 nChanged 4 SP:Iteration 15Q (83.416279 sec): 3 clusters Score: Raw -42408.505982 + Penalty 540.627193 = -41867.878789 nChanged 2 SP:Iteration 16F (83.417395 sec): 3 clusters Score: Raw -42409.238801 + Penalty 540.748315 = -41868.490487 nChanged 2 SP:Iteration 17Q (83.418354 sec): 3 clusters Score: Raw -42410.224584 + Penalty 543.878048 = -41866.346536 nChanged 3 SP:Iteration 18F (83.419386 sec): 3 clusters Score: Raw -42411.072320 + Penalty 547.424871 = -41863.647449 nChanged 4 SP:Iteration 19F (83.420436 sec): 3 clusters Score: Raw -42412.460392 + Penalty 550.547947 = -41861.912444 nChanged 5 SP:Iteration 20F (83.421472 sec): 3 clusters Score: Raw -42415.220387 + Penalty 547.423137 = -41867.797250 nChanged 5 SP:Iteration 21Q (83.422415 sec): 3 clusters Score: Raw -42418.556531 + Penalty 547.423137 = -41871.133394 nChanged 0 SP:Iteration 22F (83.423447 sec): 3 clusters Score: Raw -42418.556531 + Penalty 547.423137 = -41871.133394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 34 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.424505 sec): 2 clusters Score: Raw -1147.611568 + Penalty 276.404177 = -871.207392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.424744 sec): 3 clusters Score: Raw -1147.428843 + Penalty 529.680320 = -617.748524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 35 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.425515 sec): 2 clusters Score: Raw -668.589946 + Penalty 206.851830 = -461.738116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.425739 sec): 3 clusters Score: Raw -673.008896 + Penalty 422.696381 = -250.312515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.426520 sec): 2 clusters Score: Raw -1000.700939 + Penalty 321.287410 = -679.413529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.426761 sec): 3 clusters Score: Raw -1314.308382 + Penalty 671.298877 = -643.009505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.427532 sec): 2 clusters Score: Raw -1680.752411 + Penalty 18.904248 = -1661.848163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.427748 sec): 3 clusters Score: Raw -1675.233163 + Penalty 35.969010 = -1639.264153 nChanged 4 SP:Iteration 1F (83.427978 sec): 3 clusters Score: Raw -1681.488898 + Penalty 35.969010 = -1645.519888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 39 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.428750 sec): 2 clusters Score: Raw -935.924764 + Penalty 217.143899 = -718.780866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.428978 sec): 3 clusters Score: Raw -953.427652 + Penalty 431.858825 = -521.568827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.429716 sec): 2 clusters Score: Raw -465.844912 + Penalty 17.125550 = -448.719362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.429909 sec): 3 clusters Score: Raw -486.091464 + Penalty 34.354935 = -451.736529 nChanged 0 Score: Raw -2693870.414702 + Penalty 101392.494750 = -2592477.919952 Splitting cluster 41 changes total score from -2573270.625133 to -2592477.919952 So it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 42 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.989759 sec): 2 clusters Score: Raw -1331.393377 + Penalty 282.566343 = -1048.827034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.990016 sec): 3 clusters Score: Raw -1339.721870 + Penalty 562.526949 = -777.194921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 43 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.990558 sec): 2 clusters Score: Raw -2605.887012 + Penalty 328.822424 = -2277.064588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.990821 sec): 3 clusters Score: Raw -2640.230037 + Penalty 656.412840 = -1983.817197 nChanged 1 SP:Iteration 1Q (84.991072 sec): 3 clusters Score: Raw -2644.445414 + Penalty 656.412840 = -1988.032574 nChanged 0 SP:Iteration 2F (84.991330 sec): 3 clusters Score: Raw -2644.445414 + Penalty 656.412840 = -1988.032574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 44 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.991804 sec): 2 clusters Score: Raw -444.512153 + Penalty 119.824120 = -324.688033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.992014 sec): 3 clusters Score: Raw -459.907809 + Penalty 230.060372 = -229.847437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.992535 sec): 2 clusters Score: Raw -2079.004275 + Penalty 254.719457 = -1824.284818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.992784 sec): 3 clusters Score: Raw -2076.222069 + Penalty 513.263548 = -1562.958521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.993273 sec): 2 clusters Score: Raw -855.680442 + Penalty 270.929043 = -584.751399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.993505 sec): 3 clusters Score: Raw -957.247971 + Penalty 523.622275 = -433.625696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 47 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.993982 sec): 2 clusters Score: Raw -738.173566 + Penalty 216.312242 = -521.861325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.994206 sec): 3 clusters Score: Raw -745.363933 + Penalty 453.050930 = -292.313003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 48 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.994903 sec): 2 clusters Score: Raw -7836.787350 + Penalty 338.548005 = -7498.239345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.995310 sec): 3 clusters Score: Raw -7815.212543 + Penalty 692.282780 = -7122.929763 nChanged 14 SP:Iteration 1F (84.995673 sec): 3 clusters Score: Raw -7829.878826 + Penalty 704.553391 = -7125.325435 nChanged 3 SP:Iteration 2Q (84.996039 sec): 3 clusters Score: Raw -7832.771387 + Penalty 721.921154 = -7110.850234 nChanged 5 SP:Iteration 3F (84.996401 sec): 3 clusters Score: Raw -7838.527051 + Penalty 730.757238 = -7107.769813 nChanged 1 SP:Iteration 4F (84.996760 sec): 3 clusters Score: Raw -7839.893724 + Penalty 746.607404 = -7093.286320 nChanged 3 SP:Iteration 5F (84.997122 sec): 3 clusters Score: Raw -7849.624645 + Penalty 762.172530 = -7087.452115 nChanged 3 SP:Iteration 6F (84.997484 sec): 3 clusters Score: Raw -7860.617104 + Penalty 762.172530 = -7098.444574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 49 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.998751 sec): 2 clusters Score: Raw -27130.277660 + Penalty 729.327195 = -26400.950464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.999523 sec): 3 clusters Score: Raw -27044.426965 + Penalty 1458.130952 = -25586.296013 nChanged 62 SP:Iteration 1F (85.000350 sec): 3 clusters Score: Raw -27112.460999 + Penalty 1457.349651 = -25655.111348 nChanged 11 SP:Iteration 2Q (85.001141 sec): 3 clusters Score: Raw -27133.688289 + Penalty 1457.821737 = -25675.866552 nChanged 7 SP:Iteration 3Q (85.001935 sec): 3 clusters Score: Raw -27142.668849 + Penalty 1458.052028 = -25684.616821 nChanged 1 SP:Iteration 4Q (85.002687 sec): 3 clusters Score: Raw -27143.569195 + Penalty 1458.052028 = -25685.517167 nChanged 0 SP:Iteration 5F (85.003414 sec): 3 clusters Score: Raw -27143.569195 + Penalty 1458.052028 = -25685.517167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 50 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.003946 sec): 2 clusters Score: Raw -1126.607310 + Penalty 261.019264 = -865.588045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.004190 sec): 3 clusters Score: Raw -1134.429365 + Penalty 520.908230 = -613.521135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.004775 sec): 2 clusters Score: Raw -3226.886057 + Penalty 112.855848 = -3114.030209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.005082 sec): 3 clusters Score: Raw -3266.590527 + Penalty 221.513839 = -3045.076688 nChanged 9 SP:Iteration 1F (85.005380 sec): 3 clusters Score: Raw -3287.970871 + Penalty 229.038450 = -3058.932421 nChanged 4 SP:Iteration 2F (85.005676 sec): 3 clusters Score: Raw -3295.547153 + Penalty 236.962767 = -3058.584386 nChanged 3 SP:Iteration 3F (85.005971 sec): 3 clusters Score: Raw -3302.329677 + Penalty 233.665865 = -3068.663812 nChanged 2 SP:Iteration 4Q (85.006250 sec): 3 clusters Score: Raw -3307.598001 + Penalty 233.438165 = -3074.159836 nChanged 1 SP:Iteration 5Q (85.006530 sec): 3 clusters Score: Raw -3310.538465 + Penalty 233.438165 = -3077.100300 nChanged 0 SP:Iteration 6F (85.006822 sec): 3 clusters Score: Raw -3310.538465 + Penalty 233.438165 = -3077.100300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 52 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.007315 sec): 2 clusters Score: Raw -906.625869 + Penalty 250.202750 = -656.423120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.007541 sec): 3 clusters Score: Raw -919.717276 + Penalty 488.659269 = -431.058007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 54 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.007989 sec): 2 clusters Score: Raw -83.817421 + Penalty 0.000000 = -83.817421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.008199 sec): 2 clusters Score: Raw -83.817421 + Penalty 0.000000 = -83.817421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.008652 sec): 2 clusters Score: Raw -251.061200 + Penalty 15.380572 = -235.680628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.008843 sec): 3 clusters Score: Raw -255.282150 + Penalty 30.761144 = -224.521006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 56 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.009432 sec): 2 clusters Score: Raw -4644.744310 + Penalty 362.774804 = -4281.969506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.009730 sec): 3 clusters Score: Raw -4648.820328 + Penalty 726.295092 = -3922.525236 nChanged 2 SP:Iteration 1Q (85.010022 sec): 3 clusters Score: Raw -4654.575477 + Penalty 728.167787 = -3926.407689 nChanged 2 SP:Iteration 2Q (85.010312 sec): 3 clusters Score: Raw -4657.370204 + Penalty 729.899651 = -3927.470552 nChanged 1 SP:Iteration 3Q (85.010601 sec): 3 clusters Score: Raw -4659.121007 + Penalty 729.899651 = -3929.221355 nChanged 0 SP:Iteration 4F (85.010900 sec): 3 clusters Score: Raw -4659.121007 + Penalty 729.899651 = -3929.221355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 57 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.011376 sec): 2 clusters Score: Raw -404.724952 + Penalty 34.905884 = -369.819068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.011576 sec): 3 clusters Score: Raw -418.501098 + Penalty 68.670748 = -349.830350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 60 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.012101 sec): 2 clusters Score: Raw -1942.409610 + Penalty 287.824347 = -1654.585263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.012360 sec): 3 clusters Score: Raw -1984.016963 + Penalty 570.576440 = -1413.440523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 61 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.012903 sec): 2 clusters Score: Raw -1843.982447 + Penalty 308.445576 = -1535.536872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.013159 sec): 3 clusters Score: Raw -1857.434809 + Penalty 614.717633 = -1242.717175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 62 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.013751 sec): 2 clusters Score: Raw -3597.501509 + Penalty 411.105992 = -3186.395517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.014040 sec): 3 clusters Score: Raw -3619.545808 + Penalty 822.160446 = -2797.385362 nChanged 1 SP:Iteration 1Q (85.014316 sec): 3 clusters Score: Raw -3624.908686 + Penalty 822.160446 = -2802.748240 nChanged 0 SP:Iteration 2F (85.014595 sec): 3 clusters Score: Raw -3624.908686 + Penalty 822.160446 = -2802.748240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 63 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.015155 sec): 2 clusters Score: Raw -3183.194727 + Penalty 387.224876 = -2795.969851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.015430 sec): 3 clusters Score: Raw -3200.022141 + Penalty 800.028930 = -2399.993210 nChanged 3 SP:Iteration 1F (85.015699 sec): 3 clusters Score: Raw -3208.009648 + Penalty 800.028930 = -2407.980718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 64 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.016208 sec): 2 clusters Score: Raw -265.710388 + Penalty 59.644466 = -206.065922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.016414 sec): 3 clusters Score: Raw -265.329559 + Penalty 103.763599 = -161.565961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 66 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.016920 sec): 2 clusters Score: Raw -1504.775711 + Penalty 328.983064 = -1175.792646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.017162 sec): 3 clusters Score: Raw -1520.747179 + Penalty 673.444053 = -847.303126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 67 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.018144 sec): 2 clusters Score: Raw -17018.797649 + Penalty 627.571197 = -16391.226451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.018689 sec): 3 clusters Score: Raw -16974.604098 + Penalty 1268.221547 = -15706.382551 nChanged 25 SP:Iteration 1F (85.019226 sec): 3 clusters Score: Raw -17020.166661 + Penalty 1274.543791 = -15745.622870 nChanged 5 SP:Iteration 2Q (85.019755 sec): 3 clusters Score: Raw -17033.203724 + Penalty 1280.733596 = -15752.470128 nChanged 4 SP:Iteration 3Q (85.020273 sec): 3 clusters Score: Raw -17045.235484 + Penalty 1285.471647 = -15759.763837 nChanged 2 SP:Iteration 4Q (85.020796 sec): 3 clusters Score: Raw -17050.834638 + Penalty 1285.728823 = -15765.105815 nChanged 1 SP:Iteration 5Q (85.021303 sec): 3 clusters Score: Raw -17052.156905 + Penalty 1286.944985 = -15765.211920 nChanged 1 SP:Iteration 6Q (85.021807 sec): 3 clusters Score: Raw -17054.792891 + Penalty 1286.944985 = -15767.847906 nChanged 0 SP:Iteration 7F (85.022335 sec): 3 clusters Score: Raw -17054.792891 + Penalty 1286.944985 = -15767.847906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 69 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.022852 sec): 2 clusters Score: Raw -902.446431 + Penalty 309.441253 = -593.005178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.023091 sec): 3 clusters Score: Raw -1166.399363 + Penalty 618.268251 = -548.131112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 71 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.023577 sec): 2 clusters Score: Raw -682.426095 + Penalty 201.511365 = -480.914730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.023797 sec): 3 clusters Score: Raw -674.561282 + Penalty 201.511365 = -473.049917 nChanged 1 SP:Iteration 1F (85.023997 sec): 2 clusters Score: Raw -682.426095 + Penalty 201.511365 = -480.914730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 72 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.024569 sec): 2 clusters Score: Raw -3692.185530 + Penalty 389.638874 = -3302.546656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.024852 sec): 3 clusters Score: Raw -3700.800095 + Penalty 781.377967 = -2919.422128 nChanged 1 SP:Iteration 1Q (85.025128 sec): 3 clusters Score: Raw -3702.981620 + Penalty 783.850328 = -2919.131292 nChanged 1 SP:Iteration 2F (85.025407 sec): 3 clusters Score: Raw -3704.374034 + Penalty 783.850328 = -2920.523707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 73 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.025912 sec): 2 clusters Score: Raw -1256.833091 + Penalty 286.901535 = -969.931557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.026151 sec): 3 clusters Score: Raw -1272.642799 + Penalty 575.398492 = -697.244307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.026689 sec): 2 clusters Score: Raw -1656.353945 + Penalty 324.252788 = -1332.101158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.026929 sec): 3 clusters Score: Raw -1674.544213 + Penalty 647.350584 = -1027.193629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 76 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.027468 sec): 2 clusters Score: Raw -2688.755325 + Penalty 375.159551 = -2313.595773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.027731 sec): 3 clusters Score: Raw -2736.242292 + Penalty 750.470104 = -1985.772188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 77 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.028223 sec): 2 clusters Score: Raw -1162.772825 + Penalty 278.082835 = -884.689990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.028454 sec): 3 clusters Score: Raw -1161.065111 + Penalty 556.165670 = -604.899441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 79 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.028958 sec): 2 clusters Score: Raw -1116.063754 + Penalty 399.885413 = -716.178341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.029200 sec): 3 clusters Score: Raw -1478.608266 + Penalty 798.022283 = -680.585983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 80 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.030189 sec): 2 clusters Score: Raw -17571.515659 + Penalty 627.761710 = -16943.753948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.030738 sec): 3 clusters Score: Raw -17549.396247 + Penalty 1253.354345 = -16296.041902 nChanged 38 SP:Iteration 1F (85.031255 sec): 3 clusters Score: Raw -17599.062615 + Penalty 1253.407259 = -16345.655356 nChanged 2 SP:Iteration 2Q (85.031779 sec): 3 clusters Score: Raw -17604.534535 + Penalty 1252.191349 = -16352.343186 nChanged 4 SP:Iteration 3Q (85.032294 sec): 3 clusters Score: Raw -17612.691531 + Penalty 1250.788456 = -16361.903075 nChanged 3 SP:Iteration 4Q (85.032808 sec): 3 clusters Score: Raw -17620.150151 + Penalty 1251.250287 = -16368.899864 nChanged 1 SP:Iteration 5Q (85.033331 sec): 3 clusters Score: Raw -17621.106353 + Penalty 1250.458841 = -16370.647512 nChanged 1 SP:Iteration 6Q (85.033840 sec): 3 clusters Score: Raw -17622.331823 + Penalty 1250.458841 = -16371.872982 nChanged 0 SP:Iteration 7F (85.034364 sec): 3 clusters Score: Raw -17622.331823 + Penalty 1250.458841 = -16371.872982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 82 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.034884 sec): 2 clusters Score: Raw -1173.456625 + Penalty 274.501830 = -898.954795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.035116 sec): 3 clusters Score: Raw -1176.319902 + Penalty 526.677237 = -649.642665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 83 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.035615 sec): 2 clusters Score: Raw -1238.413886 + Penalty 258.682972 = -979.730914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.035849 sec): 3 clusters Score: Raw -1240.076324 + Penalty 524.714225 = -715.362099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 86 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.036348 sec): 2 clusters Score: Raw -1278.340406 + Penalty 286.555203 = -991.785203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.036581 sec): 3 clusters Score: Raw -1283.851128 + Penalty 564.234271 = -719.616857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 87 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.037111 sec): 2 clusters Score: Raw -1180.173181 + Penalty 255.532168 = -924.641013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.037357 sec): 3 clusters Score: Raw -1172.726902 + Penalty 518.021001 = -654.705901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.037841 sec): 2 clusters Score: Raw -396.825375 + Penalty 150.588596 = -246.236779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.038056 sec): 3 clusters Score: Raw -386.753716 + Penalty 311.598863 = -75.154853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 90 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.038529 sec): 2 clusters Score: Raw -463.024759 + Penalty 105.474423 = -357.550336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.038745 sec): 3 clusters Score: Raw -456.338077 + Penalty 210.273099 = -246.064978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 92 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.039233 sec): 2 clusters Score: Raw -961.188417 + Penalty 238.412795 = -722.775622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.039462 sec): 3 clusters Score: Raw -965.360424 + Penalty 476.825589 = -488.534834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 93 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.039958 sec): 2 clusters Score: Raw -1354.255895 + Penalty 297.430270 = -1056.825625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.040195 sec): 3 clusters Score: Raw -1353.915775 + Penalty 597.706888 = -756.208887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 99 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.040928 sec): 2 clusters Score: Raw -9614.935017 + Penalty 447.493786 = -9167.441231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.041327 sec): 3 clusters Score: Raw -9597.961393 + Penalty 894.506152 = -8703.455241 nChanged 3 SP:Iteration 1Q (85.041719 sec): 3 clusters Score: Raw -9600.409703 + Penalty 890.939836 = -8709.469867 nChanged 3 SP:Iteration 2Q (85.042108 sec): 3 clusters Score: Raw -9608.020604 + Penalty 886.514123 = -8721.506481 nChanged 7 SP:Iteration 3F (85.042501 sec): 3 clusters Score: Raw -9621.997617 + Penalty 884.113492 = -8737.884125 nChanged 5 SP:Iteration 4Q (85.042887 sec): 3 clusters Score: Raw -9628.001840 + Penalty 885.273892 = -8742.727948 nChanged 1 SP:Iteration 5Q (85.043271 sec): 3 clusters Score: Raw -9629.093892 + Penalty 893.785917 = -8735.307975 nChanged 2 SP:Iteration 6F (85.043664 sec): 3 clusters Score: Raw -9632.329283 + Penalty 896.639247 = -8735.690036 nChanged 1 SP:Iteration 7Q (85.044047 sec): 3 clusters Score: Raw -9633.011862 + Penalty 902.665654 = -8730.346208 nChanged 1 SP:Iteration 8F (85.044440 sec): 3 clusters Score: Raw -9634.683055 + Penalty 909.939966 = -8724.743088 nChanged 1 SP:Iteration 9F (85.044832 sec): 3 clusters Score: Raw -9636.339737 + Penalty 913.965349 = -8722.374388 nChanged 1 SP:Iteration 10F (85.045226 sec): 3 clusters Score: Raw -9638.311001 + Penalty 918.614655 = -8719.696346 nChanged 1 SP:Iteration 11F (85.045619 sec): 3 clusters Score: Raw -9640.987017 + Penalty 918.614655 = -8722.372362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 103 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.046128 sec): 2 clusters Score: Raw -1444.515814 + Penalty 283.076670 = -1161.439143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.046365 sec): 3 clusters Score: Raw -1452.254769 + Penalty 568.833773 = -883.420996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.046848 sec): 2 clusters Score: Raw -189.947972 + Penalty 66.319774 = -123.628198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.047043 sec): 2 clusters Score: Raw -189.947972 + Penalty 66.319774 = -123.628198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.047513 sec): 2 clusters Score: Raw -481.084263 + Penalty 161.488426 = -319.595837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.047726 sec): 3 clusters Score: Raw -473.789408 + Penalty 310.832128 = -162.957280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 108 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.048210 sec): 2 clusters Score: Raw -971.899230 + Penalty 261.913747 = -709.985482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.048438 sec): 3 clusters Score: Raw -974.927190 + Penalty 523.827495 = -451.099695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 109 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.048921 sec): 2 clusters Score: Raw -1065.710130 + Penalty 269.931168 = -795.778962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.049149 sec): 3 clusters Score: Raw -1073.699888 + Penalty 544.582593 = -529.117295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 110 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.051113 sec): 2 clusters Score: Raw -45621.373200 + Penalty 962.634514 = -44658.738685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.052207 sec): 3 clusters Score: Raw -45531.609837 + Penalty 1924.740062 = -43606.869775 nChanged 104 SP:Iteration 1F (85.053275 sec): 3 clusters Score: Raw -45652.844385 + Penalty 1924.829447 = -43728.014939 nChanged 28 SP:Iteration 2F (85.054353 sec): 3 clusters Score: Raw -45707.283891 + Penalty 1924.606743 = -43782.677147 nChanged 15 SP:Iteration 3Q (85.055393 sec): 3 clusters Score: Raw -45748.085017 + Penalty 1924.117859 = -43823.967158 nChanged 15 SP:Iteration 4Q (85.056417 sec): 3 clusters Score: Raw -45771.356702 + Penalty 1923.484487 = -43847.872215 nChanged 13 SP:Iteration 5Q (85.057395 sec): 3 clusters Score: Raw -45789.259169 + Penalty 1923.530499 = -43865.728670 nChanged 11 SP:Iteration 6Q (85.058375 sec): 3 clusters Score: Raw -45807.313586 + Penalty 1923.658092 = -43883.655495 nChanged 5 SP:Iteration 7Q (85.059347 sec): 3 clusters Score: Raw -45816.237379 + Penalty 1923.139621 = -43893.097758 nChanged 3 SP:Iteration 8Q (85.060315 sec): 3 clusters Score: Raw -45819.539999 + Penalty 1922.765376 = -43896.774623 nChanged 4 SP:Iteration 9Q (85.061283 sec): 3 clusters Score: Raw -45832.366218 + Penalty 1922.747996 = -43909.618222 nChanged 2 SP:Iteration 10F (85.062298 sec): 3 clusters Score: Raw -45836.577245 + Penalty 1922.897930 = -43913.679315 nChanged 3 SP:Iteration 11Q (85.063271 sec): 3 clusters Score: Raw -45844.346683 + Penalty 1923.389770 = -43920.956912 nChanged 3 SP:Iteration 12Q (85.064240 sec): 3 clusters Score: Raw -45848.866930 + Penalty 1923.898164 = -43924.968766 nChanged 3 SP:Iteration 13Q (85.065209 sec): 3 clusters Score: Raw -45852.723055 + Penalty 1923.732946 = -43928.990109 nChanged 1 SP:Iteration 14Q (85.066175 sec): 3 clusters Score: Raw -45853.318763 + Penalty 1923.556267 = -43929.762496 nChanged 1 SP:Iteration 15Q (85.067139 sec): 3 clusters Score: Raw -45855.059475 + Penalty 1923.376654 = -43931.682821 nChanged 1 SP:Iteration 16Q (85.068102 sec): 3 clusters Score: Raw -45855.518670 + Penalty 1923.376654 = -43932.142016 nChanged 0 SP:Iteration 17F (85.069144 sec): 3 clusters Score: Raw -45855.518670 + Penalty 1923.376654 = -43932.142016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 114 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.069719 sec): 2 clusters Score: Raw -3549.037198 + Penalty 425.998685 = -3123.038513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.069998 sec): 3 clusters Score: Raw -3566.110295 + Penalty 839.577833 = -2726.532462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 115 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.070517 sec): 2 clusters Score: Raw -480.527617 + Penalty 160.278066 = -320.249552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.070733 sec): 3 clusters Score: Raw -474.465847 + Penalty 313.791425 = -160.674422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 116 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.071220 sec): 2 clusters Score: Raw -963.153080 + Penalty 223.594074 = -739.559006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.071445 sec): 3 clusters Score: Raw -968.592536 + Penalty 451.863186 = -516.729350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 121 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.071923 sec): 2 clusters Score: Raw -762.486168 + Penalty 202.816303 = -559.669865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.072145 sec): 3 clusters Score: Raw -765.822172 + Penalty 405.632607 = -360.189565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 123 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.072643 sec): 2 clusters Score: Raw -1489.085846 + Penalty 269.116017 = -1219.969829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.072880 sec): 3 clusters Score: Raw -1513.707463 + Penalty 527.806721 = -985.900741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 124 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.073358 sec): 2 clusters Score: Raw -656.246603 + Penalty 173.050365 = -483.196238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.073578 sec): 3 clusters Score: Raw -666.308794 + Penalty 369.689419 = -296.619375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 126 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.074197 sec): 2 clusters Score: Raw -5564.444668 + Penalty 487.463827 = -5076.980841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.074513 sec): 3 clusters Score: Raw -5570.510562 + Penalty 976.695176 = -4593.815386 nChanged 4 SP:Iteration 1F (85.074822 sec): 3 clusters Score: Raw -5583.287458 + Penalty 976.695176 = -4606.592281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 135 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.075361 sec): 2 clusters Score: Raw -2851.140171 + Penalty 354.760226 = -2496.379946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.075624 sec): 3 clusters Score: Raw -2861.908664 + Penalty 709.480064 = -2152.428600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.076081 sec): 2 clusters Score: Raw -179.470931 + Penalty 31.538197 = -147.932734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.076276 sec): 3 clusters Score: Raw -177.351515 + Penalty 63.076393 = -114.275121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 147 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.076786 sec): 2 clusters Score: Raw -1277.292242 + Penalty 295.712398 = -981.579844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.077018 sec): 3 clusters Score: Raw -1291.151588 + Penalty 588.986544 = -702.165044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 149 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.077551 sec): 2 clusters Score: Raw -2778.227982 + Penalty 386.527974 = -2391.700007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.077812 sec): 3 clusters Score: Raw -2825.094743 + Penalty 780.603987 = -2044.490756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 154 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.078387 sec): 2 clusters Score: Raw -4262.806400 + Penalty 381.484455 = -3881.321945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.078679 sec): 3 clusters Score: Raw -4269.838073 + Penalty 761.682583 = -3508.155489 nChanged 2 SP:Iteration 1Q (85.078963 sec): 3 clusters Score: Raw -4275.049761 + Penalty 760.642643 = -3514.407118 nChanged 2 SP:Iteration 2Q (85.079245 sec): 3 clusters Score: Raw -4280.228329 + Penalty 760.642643 = -3519.585686 nChanged 0 SP:Iteration 3F (85.079532 sec): 3 clusters Score: Raw -4280.228329 + Penalty 760.642643 = -3519.585686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 155 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.080009 sec): 2 clusters Score: Raw -668.703643 + Penalty 51.726175 = -616.977468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.080228 sec): 3 clusters Score: Raw -672.124172 + Penalty 111.281320 = -560.842852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 156 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.080713 sec): 2 clusters Score: Raw -1061.204524 + Penalty 247.411577 = -813.792947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.080939 sec): 3 clusters Score: Raw -1062.259664 + Penalty 492.070791 = -570.188873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 158 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.081410 sec): 2 clusters Score: Raw -556.409334 + Penalty 139.362327 = -417.047007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.081629 sec): 3 clusters Score: Raw -559.182602 + Penalty 278.724655 = -280.457947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 166 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.082115 sec): 2 clusters Score: Raw -968.925322 + Penalty 237.238718 = -731.686604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.082342 sec): 3 clusters Score: Raw -968.683323 + Penalty 479.728241 = -488.955081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 173 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.082821 sec): 2 clusters Score: Raw -715.226244 + Penalty 191.693569 = -523.532676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.083034 sec): 3 clusters Score: Raw -759.192253 + Penalty 352.171331 = -407.020923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 177 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.083498 sec): 2 clusters Score: Raw -295.854910 + Penalty 112.204912 = -183.649998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.083709 sec): 3 clusters Score: Raw -285.689783 + Penalty 223.365551 = -62.324232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.084185 sec): 2 clusters Score: Raw -189.883933 + Penalty 63.953574 = -125.930359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.084394 sec): 3 clusters Score: Raw -181.453664 + Penalty 127.907148 = -53.546515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.084849 sec): 2 clusters Score: Raw -90.310345 + Penalty 0.000000 = -90.310345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.085038 sec): 2 clusters Score: Raw -90.310345 + Penalty 0.000000 = -90.310345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 184 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.085554 sec): 2 clusters Score: Raw -1998.609010 + Penalty 345.571351 = -1653.037659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.085802 sec): 3 clusters Score: Raw -2023.237285 + Penalty 688.871766 = -1334.365519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 190 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.086285 sec): 2 clusters Score: Raw -778.936815 + Penalty 220.153106 = -558.783709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.086506 sec): 3 clusters Score: Raw -781.556334 + Penalty 440.306212 = -341.250122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 191 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.086960 sec): 2 clusters Score: Raw -88.166085 + Penalty 0.000000 = -88.166085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.087155 sec): 2 clusters Score: Raw -88.166085 + Penalty 0.000000 = -88.166085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.087618 sec): 2 clusters Score: Raw -272.661366 + Penalty 78.007169 = -194.654197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.087826 sec): 3 clusters Score: Raw -271.641089 + Penalty 157.451996 = -114.189093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 196 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.088306 sec): 2 clusters Score: Raw -881.782092 + Penalty 202.066125 = -679.715967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.088530 sec): 3 clusters Score: Raw -873.138840 + Penalty 399.838927 = -473.299914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 204 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.088996 sec): 2 clusters Score: Raw -395.405861 + Penalty 149.960793 = -245.445068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.089209 sec): 3 clusters Score: Raw -383.486067 + Penalty 299.921586 = -83.564481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 206 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.089674 sec): 2 clusters Score: Raw -286.052384 + Penalty 96.683313 = -189.369071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.089869 sec): 2 clusters Score: Raw -286.052384 + Penalty 96.683313 = -189.369071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 212 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.090339 sec): 2 clusters Score: Raw -483.924163 + Penalty 174.354483 = -309.569680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.090554 sec): 3 clusters Score: Raw -474.682436 + Penalty 358.145206 = -116.537230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 218 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.091029 sec): 2 clusters Score: Raw -190.530716 + Penalty 69.991757 = -120.538960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.091235 sec): 3 clusters Score: Raw -181.933292 + Penalty 139.983513 = -41.949779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.091685 sec): 2 clusters Score: Raw -87.260210 + Penalty 0.000000 = -87.260210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.091868 sec): 2 clusters Score: Raw -87.260210 + Penalty 0.000000 = -87.260210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 229 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.092335 sec): 2 clusters Score: Raw -370.572056 + Penalty 121.480888 = -249.091168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.092545 sec): 3 clusters Score: Raw -371.875478 + Penalty 241.359960 = -130.515518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 242 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.092992 sec): 2 clusters Score: Raw -83.817421 + Penalty 0.000000 = -83.817421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.093172 sec): 2 clusters Score: Raw -83.817421 + Penalty 0.000000 = -83.817421 nChanged 0 Deleting Class 109 (11 points): Lose 41.271836 but Gain 1165.063747 Iteration 119Q (85.257936 sec): 111 clusters Score: Raw -2674600.916586 + Penalty 100265.106992 = -2574335.809594 nChanged 21 Deleting Class 32 (56 points): Lose 286.949138 but Gain 1410.906472 Iteration 120F (86.807809 sec): 110 clusters Score: Raw -2674346.850200 + Penalty 99057.213993 = -2575289.636207 nChanged 62 Deleting Class 75 (17 points): Lose 62.959411 but Gain 1184.489747 Iteration 121Q (86.944065 sec): 109 clusters Score: Raw -2674472.837002 + Penalty 97894.147493 = -2576578.689509 nChanged 36 Deleting Class 93 (14 points): Lose 44.528348 but Gain 1166.442153 Iteration 122Q (87.078240 sec): 108 clusters Score: Raw -2674463.626390 + Penalty 96766.852482 = -2577696.773908 nChanged 20 Deleting Class 77 (11 points): Lose 64.182245 but Gain 1192.891629 Iteration 123Q (87.216116 sec): 107 clusters Score: Raw -2674431.029666 + Penalty 95647.820117 = -2578783.209549 nChanged 21 Deleting Class 66 (16 points): Lose 107.481959 but Gain 1228.046904 Iteration 124Q (87.348152 sec): 106 clusters Score: Raw -2674353.528172 + Penalty 94485.454518 = -2579868.073654 nChanged 30 Deleting Class 86 (13 points): Lose 43.276377 but Gain 1156.262309 Iteration 125Q (87.480116 sec): 105 clusters Score: Raw -2674370.557707 + Penalty 93378.957384 = -2580991.600323 nChanged 27 Deleting Class 190 (9 points): Lose 28.354310 but Gain 1136.543588 Iteration 126Q (87.612388 sec): 104 clusters Score: Raw -2674371.884707 + Penalty 92282.006361 = -2582089.878346 nChanged 24 Deleting Class 88 (4 points): Lose 18.092765 but Gain 1124.251548 Iteration 127Q (87.745832 sec): 103 clusters Score: Raw -2674384.434693 + Penalty 91180.460828 = -2583203.973865 nChanged 19 Deleting Class 212 (5 points): Lose 15.661334 but Gain 1121.206889 Iteration 128Q (87.875789 sec): 102 clusters Score: Raw -2674386.667936 + Penalty 90066.545781 = -2584320.122155 nChanged 17 Deleting Class 204 (4 points): Lose 18.384468 but Gain 1119.564547 Iteration 129Q (88.006850 sec): 101 clusters Score: Raw -2674380.353294 + Penalty 88993.978045 = -2585386.375249 nChanged 18 Deleting Class 20 (20 points): Lose 77.379665 but Gain 1178.267249 Iteration 130F (89.416775 sec): 100 clusters Score: Raw -2674320.943050 + Penalty 87825.051288 = -2586495.891762 nChanged 42 Deleting Class 184 (19 points): Lose 90.177952 but Gain 1188.885579 Iteration 131Q (89.547061 sec): 99 clusters Score: Raw -2674280.622445 + Penalty 86729.458198 = -2587551.164247 nChanged 44 Deleting Class 108 (10 points): Lose 81.898312 but Gain 1177.252093 Iteration 132Q (89.676249 sec): 98 clusters Score: Raw -2674247.686088 + Penalty 85667.994529 = -2588579.691559 nChanged 37 Deleting Class 73 (13 points): Lose 64.576750 but Gain 1157.659771 Iteration 133Q (89.815595 sec): 97 clusters Score: Raw -2674243.564107 + Penalty 84537.099836 = -2589706.464271 nChanged 36 Deleting Class 34 (13 points): Lose 65.925005 but Gain 1158.544213 Iteration 134Q (89.949608 sec): 96 clusters Score: Raw -2674229.448928 + Penalty 83454.501925 = -2590774.947003 nChanged 40 Deleting Class 82 (12 points): Lose 52.002930 but Gain 1143.304811 Iteration 135Q (90.076691 sec): 95 clusters Score: Raw -2674229.606399 + Penalty 82346.499296 = -2591883.107103 nChanged 31 Deleting Class 114 (38 points): Lose 156.556807 but Gain 1245.149137 Iteration 136Q (90.202980 sec): 94 clusters Score: Raw -2674110.457052 + Penalty 81168.282187 = -2592942.174865 nChanged 50 Deleting Class 92 (13 points): Lose 52.273569 but Gain 1140.856250 Iteration 137Q (90.328745 sec): 93 clusters Score: Raw -2674137.321196 + Penalty 80035.486733 = -2594101.834462 nChanged 21 Deleting Class 149 (28 points): Lose 121.606265 but Gain 1199.397596 Iteration 138Q (90.452963 sec): 92 clusters Score: Raw -2674037.942109 + Penalty 78922.986016 = -2595114.956093 nChanged 33 Deleting Class 42 (14 points): Lose 37.487068 but Gain 1108.149799 Iteration 139Q (90.577462 sec): 91 clusters Score: Raw -2674069.997940 + Penalty 77845.714837 = -2596224.283103 nChanged 25 Deleting Class 63 (35 points): Lose 87.567261 but Gain 1156.110168 Iteration 140F (91.849117 sec): 90 clusters Score: Raw -2674011.898670 + Penalty 76720.859297 = -2597291.039373 nChanged 44 Deleting Class 62 (39 points): Lose 139.557798 but Gain 1203.520692 Iteration 141Q (91.977120 sec): 89 clusters Score: Raw -2673927.370427 + Penalty 75601.030813 = -2598326.339614 nChanged 45 Deleting Class 147 (12 points): Lose 133.058970 but Gain 1191.068315 Iteration 142Q (92.106803 sec): 88 clusters Score: Raw -2673871.005392 + Penalty 74415.965541 = -2599455.039851 nChanged 22 Deleting Class 177 (3 points): Lose 4.429716 but Gain 1057.046963 Iteration 143Q (92.231384 sec): 87 clusters Score: Raw -2673905.835337 + Penalty 73380.083322 = -2600525.752016 nChanged 13 Deleting Class 52 (10 points): Lose 74.093388 but Gain 1124.613402 Iteration 144Q (92.354978 sec): 86 clusters Score: Raw -2673840.705052 + Penalty 72405.425742 = -2601435.279310 nChanged 21 Deleting Class 35 (8 points): Lose 56.621218 but Gain 1105.723678 Iteration 145Q (92.478342 sec): 85 clusters Score: Raw -2673838.940099 + Penalty 71311.015206 = -2602527.924893 nChanged 15 Deleting Class 71 (7 points): Lose 27.977038 but Gain 1071.775011 Iteration 146Q (92.601232 sec): 84 clusters Score: Raw -2673831.149624 + Penalty 70238.361792 = -2603592.787833 nChanged 11 Deleting Class 218 (2 points): Lose 2.489467 but Gain 1045.077018 Iteration 147Q (92.723778 sec): 83 clusters Score: Raw -2673841.368545 + Penalty 69193.271556 = -2604648.096989 nChanged 4 Deleting Class 156 (11 points): Lose 25.912684 but Gain 1067.865785 Iteration 148Q (92.844151 sec): 82 clusters Score: Raw -2673819.289657 + Penalty 68124.408792 = -2605694.880865 nChanged 12 Deleting Class 61 (21 points): Lose 89.111117 but Gain 1128.689410 Iteration 149Q (92.966293 sec): 81 clusters Score: Raw -2673743.519799 + Penalty 67015.707828 = -2606727.811971 nChanged 24 Deleting Class 7 (35 points): Lose 162.936005 but Gain 1203.871743 Iteration 150F (94.099524 sec): 80 clusters Score: Raw -2673629.814526 + Penalty 65892.668897 = -2607737.145628 nChanged 42 Deleting Class 126 (70 points): Lose 218.226401 but Gain 1250.423153 Iteration 151Q (94.220121 sec): 79 clusters Score: Raw -2673506.189213 + Penalty 64682.145428 = -2608824.043785 nChanged 82 Deleting Class 87 (13 points): Lose 38.980709 but Gain 1085.633251 Iteration 152Q (94.340940 sec): 78 clusters Score: Raw -2673589.668651 + Penalty 63595.091215 = -2609994.577436 nChanged 33 Deleting Class 76 (34 points): Lose 177.114822 but Gain 1204.959027 Iteration 153Q (94.457412 sec): 77 clusters Score: Raw -2673446.081955 + Penalty 62426.464121 = -2611019.617834 nChanged 52 Deleting Class 166 (9 points): Lose 22.786609 but Gain 1050.011797 Iteration 154Q (94.573701 sec): 76 clusters Score: Raw -2673498.330369 + Penalty 61418.611429 = -2612079.718940 nChanged 30 Deleting Class 103 (15 points): Lose 62.448256 but Gain 1081.867895 Iteration 155Q (94.694854 sec): 75 clusters Score: Raw -2673461.632195 + Penalty 60346.288334 = -2613115.343861 nChanged 30 Deleting Class 115 (5 points): Lose 20.338838 but Gain 1030.686838 Iteration 156Q (94.808362 sec): 74 clusters Score: Raw -2673475.331899 + Penalty 59301.341417 = -2614173.990482 nChanged 24 Deleting Class 107 (7 points): Lose 29.404548 but Gain 1035.888041 Iteration 157Q (94.920188 sec): 73 clusters Score: Raw -2673460.138814 + Penalty 58319.035706 = -2615141.103108 nChanged 19 Deleting Class 50 (11 points): Lose 68.049313 but Gain 1069.707968 Iteration 158Q (95.035094 sec): 72 clusters Score: Raw -2673418.225762 + Penalty 57273.749332 = -2616144.476430 nChanged 19 Deleting Class 135 (30 points): Lose 89.579774 but Gain 1080.432588 Iteration 159Q (95.145110 sec): 71 clusters Score: Raw -2673350.676564 + Penalty 56236.503633 = -2617114.172931 nChanged 41 Deleting Class 104 (2 points): Lose 2.796644 but Gain 990.249074 Iteration 160F (96.122593 sec): 70 clusters Score: Raw -2673404.524236 + Penalty 55253.341599 = -2618151.182637 nChanged 17 Deleting Class 116 (10 points): Lose 20.909880 but Gain 1005.012506 Iteration 161Q (96.232618 sec): 69 clusters Score: Raw -2673399.215769 + Penalty 54259.374146 = -2619139.841623 nChanged 25 Deleting Class 83 (17 points): Lose 87.679517 but Gain 1066.630982 Iteration 162Q (96.344232 sec): 68 clusters Score: Raw -2673331.395366 + Penalty 53200.543343 = -2620130.852023 nChanged 32 Deleting Class 121 (7 points): Lose 25.488382 but Gain 1004.273112 Iteration 163Q (96.453502 sec): 67 clusters Score: Raw -2673336.970384 + Penalty 52199.398937 = -2621137.571446 nChanged 15 Deleting Class 72 (51 points): Lose 168.047734 but Gain 1143.373614 Iteration 164Q (96.562599 sec): 66 clusters Score: Raw -2673185.827851 + Penalty 51098.171867 = -2622087.655984 nChanged 55 Deleting Class 47 (9 points): Lose 120.719945 but Gain 1083.273625 Iteration 165Q (96.671230 sec): 65 clusters Score: Raw -2673147.291777 + Penalty 50071.941069 = -2623075.350708 nChanged 20 Deleting Class 154 (46 points): Lose 142.195296 but Gain 1095.490005 Iteration 166Q (96.778587 sec): 64 clusters Score: Raw -2673058.204385 + Penalty 49048.250128 = -2624009.954257 nChanged 61 Deleting Class 178 (2 points): Lose 2.689768 but Gain 954.918319 Iteration 167Q (96.886157 sec): 63 clusters Score: Raw -2673129.759519 + Penalty 48100.372155 = -2625029.387363 nChanged 15 Deleting Class 196 (10 points): Lose 38.445825 but Gain 988.191663 Iteration 168Q (96.992381 sec): 62 clusters Score: Raw -2673101.215103 + Penalty 47129.454386 = -2625971.760717 nChanged 24 Deleting Class 39 (10 points): Lose 35.788163 but Gain 976.020204 Iteration 169Q (97.103817 sec): 61 clusters Score: Raw -2673088.584339 + Penalty 46159.564197 = -2626929.020142 nChanged 22 Deleting Class 26 (10 points): Lose 27.084192 but Gain 950.878071 Iteration 170F (97.950326 sec): 60 clusters Score: Raw -2673079.855729 + Penalty 45227.210553 = -2627852.645176 nChanged 19 Deleting Class 60 (20 points): Lose 60.552393 but Gain 979.326109 Iteration 171Q (98.054547 sec): 59 clusters Score: Raw -2673036.437706 + Penalty 44266.442604 = -2628769.995102 nChanged 26 Deleting Class 21 (11 points): Lose 59.628394 but Gain 972.985366 Iteration 172Q (98.158147 sec): 58 clusters Score: Raw -2673010.463991 + Penalty 43344.477358 = -2629665.986634 nChanged 14 Deleting Class 124 (6 points): Lose 50.439571 but Gain 960.392305 Iteration 173Q (98.269853 sec): 57 clusters Score: Raw -2672982.042796 + Penalty 42396.971063 = -2630585.071732 nChanged 9 Deleting Class 206 (3 points): Lose 7.234911 but Gain 910.822887 Iteration 174Q (98.376625 sec): 56 clusters Score: Raw -2673001.170827 + Penalty 41516.352428 = -2631484.818398 nChanged 6 Deleting Class 123 (18 points): Lose 117.822214 but Gain 1009.483579 Iteration 175Q (98.477459 sec): 55 clusters Score: Raw -2672899.163873 + Penalty 40541.710716 = -2632357.453157 nChanged 19 Deleting Class 158 (8 points): Lose 75.001103 but Gain 966.463504 Iteration 176Q (98.578354 sec): 54 clusters Score: Raw -2672860.678785 + Penalty 39580.978980 = -2633279.699805 nChanged 16 Deleting Class 28 (160 points): Lose 371.455948 but Gain 1253.407847 Iteration 177Q (98.680975 sec): 53 clusters Score: Raw -2672523.152266 + Penalty 38386.333124 = -2634136.819143 nChanged 169 Deleting Class 56 (56 points): Lose 132.504403 but Gain 1011.697583 Iteration 178Q (98.786353 sec): 52 clusters Score: Raw -2672619.478322 + Penalty 37389.061070 = -2635230.417252 nChanged 79 Deleting Class 43 (32 points): Lose 257.233920 but Gain 1123.647360 Iteration 179Q (98.888944 sec): 51 clusters Score: Raw -2672442.506527 + Penalty 36307.394516 = -2636135.112011 nChanged 57 Deleting Class 180 (1 points): Lose 4.309520 but Gain 858.888427 Iteration 180F (99.576860 sec): 50 clusters Score: Raw -2672569.197451 + Penalty 35473.666360 = -2637095.531091 nChanged 34 Deleting Class 45 (21 points): Lose 67.358155 but Gain 904.777565 Iteration 181Q (99.679171 sec): 49 clusters Score: Raw -2672517.304821 + Penalty 34562.479133 = -2637954.825688 nChanged 34 Deleting Class 99 (130 points): Lose 415.936134 but Gain 1232.712182 Iteration 182Q (99.777592 sec): 48 clusters Score: Raw -2672141.761694 + Penalty 33433.182707 = -2638708.578988 nChanged 145 Deleting Class 27 (8 points): Lose 48.502608 but Gain 778.993681 Iteration 183Q (99.876094 sec): 47 clusters Score: Raw -2672356.656793 + Penalty 32659.965787 = -2639696.691005 nChanged 75 Deleting Class 90 (7 points): Lose 46.187346 but Gain 774.592334 Iteration 184Q (99.973369 sec): 46 clusters Score: Raw -2672381.650020 + Penalty 31895.736615 = -2640485.913404 nChanged 53 Deleting Class 30 (216 points): Lose 481.940711 but Gain 1209.779397 Iteration 185Q (100.068469 sec): 45 clusters Score: Raw -2671944.015146 + Penalty 30755.564291 = -2641188.450855 nChanged 263 Deleting Class 9 (31 points): Lose 114.772073 but Gain 814.920169 Iteration 186Q (100.166323 sec): 44 clusters Score: Raw -2672142.985237 + Penalty 29933.535949 = -2642209.449288 nChanged 111 Deleting Class 3 (12 points): Lose 886.856983 but Gain 1545.983248 Iteration 187Q (100.261082 sec): 43 clusters Score: Raw -2671328.597638 + Penalty 28456.617455 = -2642871.980183 nChanged 72 Deleting Class 14 (3 points): Lose 87.847652 but Gain 745.773464 Iteration 188Q (100.353383 sec): 42 clusters Score: Raw -2671276.367970 + Penalty 27689.124434 = -2643587.243536 nChanged 45 Deleting Class 44 (5 points): Lose 115.184699 but Gain 770.543010 Iteration 189Q (100.447782 sec): 41 clusters Score: Raw -2671182.841031 + Penalty 26931.287756 = -2644251.553275 nChanged 42 Deleting Class 24 (225 points): Lose 350.304062 but Gain 998.699813 Iteration 190F (100.993389 sec): 40 clusters Score: Raw -2670863.944365 + Penalty 25957.618620 = -2644906.325745 nChanged 251 Deleting Class 15 (40 points): Lose 167.808942 but Gain 779.496793 Iteration 191Q (101.087597 sec): 39 clusters Score: Raw -2670999.657823 + Penalty 25194.617893 = -2645805.039930 nChanged 126 Deleting Class 48 (133 points): Lose 349.362920 but Gain 955.042298 Iteration 192Q (101.178852 sec): 38 clusters Score: Raw -2670732.918077 + Penalty 24248.346952 = -2646484.571124 nChanged 188 Deleting Class 229 (4 points): Lose 347.887467 but Gain 906.941692 Iteration 193Q (101.270968 sec): 37 clusters Score: Raw -2670636.696616 + Penalty 23336.506669 = -2647300.189946 nChanged 74 Deleting Class 49 (342 points): Lose 785.847933 but Gain 1352.528706 Iteration 194Q (101.360004 sec): 36 clusters Score: Raw -2669923.332275 + Penalty 22095.975356 = -2647827.356919 nChanged 393 Deleting Class 191 (1 points): Lose 82.063763 but Gain 618.196945 Iteration 195Q (101.452324 sec): 35 clusters Score: Raw -2670443.661913 + Penalty 21474.540073 = -2648969.121840 nChanged 101 Deleting Class 64 (3 points): Lose 34.741441 but Gain 561.891637 Iteration 196Q (101.539170 sec): 34 clusters Score: Raw -2670446.504990 + Penalty 20922.039401 = -2649524.465589 nChanged 71 Deleting Class 67 (305 points): Lose 722.645598 but Gain 1246.235211 Iteration 197Q (101.626803 sec): 33 clusters Score: Raw -2669758.196648 + Penalty 19626.061693 = -2650132.134955 nChanged 347 Deleting Class 192 (3 points): Lose 243.953743 but Gain 734.880851 Iteration 198Q (101.717000 sec): 32 clusters Score: Raw -2670086.792106 + Penalty 19131.933218 = -2650954.858888 nChanged 107 Deleting Class 18 (4 points): Lose 178.633205 but Gain 660.924447 Iteration 199Q (101.802317 sec): 31 clusters Score: Raw -2670027.627312 + Penalty 18421.910765 = -2651605.716547 nChanged 78 Deleting Class 220 (2 points): Lose 98.319640 but Gain 580.761951 Iteration 200F (102.211740 sec): 30 clusters Score: Raw -2669966.351568 + Penalty 17845.388966 = -2652120.962603 nChanged 55 Deleting Class 79 (18 points): Lose 1088.503548 but Gain 1431.886924 Iteration 201Q (102.295752 sec): 29 clusters Score: Raw -2668925.148862 + Penalty 16464.124985 = -2652461.023877 nChanged 57 Deleting Class 69 (14 points): Lose 874.926108 but Gain 1213.546025 Iteration 202Q (102.378974 sec): 28 clusters Score: Raw -2668089.426502 + Penalty 15246.573907 = -2652842.852595 nChanged 55 Deleting Class 46 (12 points): Lose 824.110292 but Gain 1128.424094 Iteration 203Q (102.461268 sec): 27 clusters Score: Raw -2667294.455270 + Penalty 14095.976598 = -2653198.478671 nChanged 41 Deleting Class 145 (2 points): Lose 173.013278 but Gain 470.910379 Iteration 204Q (102.542948 sec): 26 clusters Score: Raw -2667144.420269 + Penalty 13602.883874 = -2653541.536395 nChanged 22 Deleting Class 36 (16 points): Lose 936.031520 but Gain 1199.320122 Iteration 205Q (102.623721 sec): 25 clusters Score: Raw -2666219.900676 + Penalty 12402.276523 = -2653817.624153 nChanged 35 Deleting Class 173 (10 points): Lose 679.828790 but Gain 861.625848 Iteration 206Q (102.703274 sec): 24 clusters Score: Raw -2665653.199274 + Penalty 11513.357225 = -2654139.842049 nChanged 25 Deleting Class 16 (150 points): Lose 824.720965 but Gain 869.001579 Iteration 207Q (102.782424 sec): 23 clusters Score: Raw -2664866.030215 + Penalty 10722.691512 = -2654143.338703 nChanged 159 Deleting Class 242 (1 points): Lose 19.609671 but Gain 51.748393 Iteration 208Q (102.861280 sec): 22 clusters Score: Raw -2665107.834829 + Penalty 10672.551713 = -2654435.283117 nChanged 60 Deleting Class 25 (535 points): Lose 1136.610425 but Gain 1164.940652 Iteration 209Q (102.938169 sec): 21 clusters Score: Raw -2664016.363095 + Penalty 9569.253752 = -2654447.109343 nChanged 565 Deleting Class 5 (2 points): Lose 88.936263 but Gain 100.121283 Iteration 210F (103.214724 sec): 20 clusters Score: Raw -2664785.275672 + Penalty 9459.859738 = -2655325.415934 nChanged 147 Deleting Class 54 (1 points): Lose 42.570299 but Gain 51.748393 Iteration 211Q (103.293046 sec): 19 clusters Score: Raw -2664797.542920 + Penalty 9415.478338 = -2655382.064582 nChanged 102 Deleting Class 57 (5 points): Lose 222.664405 but Gain 224.466368 Iteration 212Q (103.368042 sec): 18 clusters Score: Raw -2664607.747643 + Penalty 9177.835868 = -2655429.911776 nChanged 84 Iteration 213Q (103.442178 sec): 18 clusters Score: Raw -2664632.306943 + Penalty 9177.900005 = -2655454.406938 nChanged 56 Iteration 214Q (103.516639 sec): 18 clusters Score: Raw -2664643.639027 + Penalty 9181.970646 = -2655461.668381 nChanged 56 Iteration 215Q (103.590840 sec): 18 clusters Score: Raw -2664653.121929 + Penalty 9183.286826 = -2655469.835103 nChanged 29 Iteration 216Q (103.663716 sec): 18 clusters Score: Raw -2664657.928714 + Penalty 9182.367992 = -2655475.560722 nChanged 24 Iteration 217Q (103.737668 sec): 18 clusters Score: Raw -2664659.978483 + Penalty 9182.656410 = -2655477.322072 nChanged 19 Iteration 218Q (103.811550 sec): 18 clusters Score: Raw -2664662.077461 + Penalty 9186.235296 = -2655475.842164 nChanged 17 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -2664662.077461 + Penalty 9186.235296 = -2655475.842164Memory request: 0.11 GB would take us to total of 0.39 GB. Trying to split cluster 1 (23305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.978579 sec): 2 clusters Score: Raw -2015538.310901 + Penalty 260.231049 = -2015278.079852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.026347 sec): 3 clusters Score: Raw -1999681.758008 + Penalty 530.206668 = -1999151.551339 nChanged 11375 SP:Iteration 1F (104.071015 sec): 3 clusters Score: Raw -2010750.057888 + Penalty 578.705137 = -2010171.352751 nChanged 3333 SP:Iteration 2F (104.115231 sec): 3 clusters Score: Raw -2014645.811962 + Penalty 618.892591 = -2014026.919371 nChanged 738 SP:Iteration 3Q (104.160316 sec): 3 clusters Score: Raw -2015431.466360 + Penalty 681.300473 = -2014750.165886 nChanged 139 SP:Iteration 4Q (104.196750 sec): 3 clusters Score: Raw -2015590.764372 + Penalty 635.318174 = -2014955.446198 nChanged 40 SP:Iteration 5Q (104.231356 sec): 3 clusters Score: Raw -2015645.263899 + Penalty 672.173555 = -2014973.090344 nChanged 13 SP:Iteration 6Q (104.265714 sec): 3 clusters Score: Raw -2015660.716988 + Penalty 697.487258 = -2014963.229730 nChanged 3 SP:Iteration 7F (104.308817 sec): 3 clusters Score: Raw -2015663.511967 + Penalty 698.122574 = -2014965.389393 nChanged 1 SP:Iteration 8Q (104.342158 sec): 3 clusters Score: Raw -2015665.589068 + Penalty 698.122574 = -2014967.466494 nChanged 0 SP:Iteration 9F (104.385329 sec): 3 clusters Score: Raw -2015665.589068 + Penalty 698.122574 = -2014967.466494 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (2174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.407661 sec): 2 clusters Score: Raw -190083.506111 + Penalty 156.410159 = -189927.095952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.411701 sec): 3 clusters Score: Raw -188693.587952 + Penalty 321.444609 = -188372.143343 nChanged 999 SP:Iteration 1F (104.415637 sec): 3 clusters Score: Raw -189575.835021 + Penalty 328.433625 = -189247.401396 nChanged 226 SP:Iteration 2F (104.419696 sec): 3 clusters Score: Raw -189714.367964 + Penalty 337.196100 = -189377.171864 nChanged 126 SP:Iteration 3F (104.423872 sec): 3 clusters Score: Raw -189788.865213 + Penalty 346.449935 = -189442.415278 nChanged 97 SP:Iteration 4Q (104.427689 sec): 3 clusters Score: Raw -189844.672716 + Penalty 355.189691 = -189489.483025 nChanged 82 SP:Iteration 5Q (104.431452 sec): 3 clusters Score: Raw -189893.776887 + Penalty 362.000788 = -189531.776100 nChanged 78 SP:Iteration 6Q (104.435147 sec): 3 clusters Score: Raw -189933.756096 + Penalty 364.976951 = -189568.779144 nChanged 63 SP:Iteration 7Q (104.438793 sec): 3 clusters Score: Raw -189958.565969 + Penalty 368.637899 = -189589.928069 nChanged 39 SP:Iteration 8Q (104.442531 sec): 3 clusters Score: Raw -189968.068078 + Penalty 371.760031 = -189596.308048 nChanged 32 SP:Iteration 9Q (104.446181 sec): 3 clusters Score: Raw -189976.860974 + Penalty 375.912312 = -189600.948662 nChanged 27 SP:Iteration 10F (104.450190 sec): 3 clusters Score: Raw -189984.016612 + Penalty 378.244823 = -189605.771789 nChanged 25 SP:Iteration 11Q (104.453969 sec): 3 clusters Score: Raw -189990.995718 + Penalty 380.002121 = -189610.993597 nChanged 28 SP:Iteration 12Q (104.457760 sec): 3 clusters Score: Raw -190000.093863 + Penalty 380.631528 = -189619.462335 nChanged 25 SP:Iteration 13Q (104.461322 sec): 3 clusters Score: Raw -190008.766353 + Penalty 382.407997 = -189626.358355 nChanged 26 SP:Iteration 14Q (104.464949 sec): 3 clusters Score: Raw -190018.565782 + Penalty 385.660858 = -189632.904924 nChanged 24 SP:Iteration 15Q (104.468520 sec): 3 clusters Score: Raw -190026.201427 + Penalty 387.854670 = -189638.346757 nChanged 23 SP:Iteration 16Q (104.472351 sec): 3 clusters Score: Raw -190035.266010 + Penalty 393.522404 = -189641.743606 nChanged 32 SP:Iteration 17Q (104.475854 sec): 3 clusters Score: Raw -190047.851371 + Penalty 397.297277 = -189650.554095 nChanged 31 SP:Iteration 18Q (104.479315 sec): 3 clusters Score: Raw -190060.153227 + Penalty 401.535009 = -189658.618218 nChanged 28 SP:Iteration 19Q (104.482755 sec): 3 clusters Score: Raw -190070.250618 + Penalty 403.505525 = -189666.745093 nChanged 18 SP:Iteration 20F (104.486859 sec): 3 clusters Score: Raw -190077.082369 + Penalty 408.432910 = -189668.649459 nChanged 16 SP:Iteration 21Q (104.490720 sec): 3 clusters Score: Raw -190082.144935 + Penalty 412.038328 = -189670.106608 nChanged 13 SP:Iteration 22Q (104.494250 sec): 3 clusters Score: Raw -190085.440203 + Penalty 413.986655 = -189671.453548 nChanged 13 SP:Iteration 23Q (104.497766 sec): 3 clusters Score: Raw -190089.952561 + Penalty 417.444662 = -189672.507898 nChanged 15 SP:Iteration 24Q (104.501110 sec): 3 clusters Score: Raw -190095.625242 + Penalty 418.769077 = -189676.856165 nChanged 9 SP:Iteration 25Q (104.504533 sec): 3 clusters Score: Raw -190099.250524 + Penalty 421.472963 = -189677.777561 nChanged 8 SP:Iteration 26Q (104.507935 sec): 3 clusters Score: Raw -190101.898558 + Penalty 425.559305 = -189676.339253 nChanged 7 SP:Iteration 27F (104.511811 sec): 3 clusters Score: Raw -190104.021230 + Penalty 428.472212 = -189675.549018 nChanged 10 SP:Iteration 28F (104.516080 sec): 3 clusters Score: Raw -190107.952440 + Penalty 433.659849 = -189674.292591 nChanged 11 SP:Iteration 29F (104.520344 sec): 3 clusters Score: Raw -190111.983962 + Penalty 437.605280 = -189674.378682 nChanged 8 SP:Iteration 30F (104.524491 sec): 3 clusters Score: Raw -190114.721936 + Penalty 440.532008 = -189674.189928 nChanged 9 SP:Iteration 31F (104.528400 sec): 3 clusters Score: Raw -190117.322108 + Penalty 441.865035 = -189675.457073 nChanged 6 SP:Iteration 32Q (104.531738 sec): 3 clusters Score: Raw -190118.853768 + Penalty 444.196598 = -189674.657171 nChanged 6 SP:Iteration 33F (104.535717 sec): 3 clusters Score: Raw -190120.367932 + Penalty 445.393210 = -189674.974722 nChanged 2 SP:Iteration 34Q (104.539399 sec): 3 clusters Score: Raw -190120.778058 + Penalty 442.862600 = -189677.915459 nChanged 1 SP:Iteration 35Q (104.543163 sec): 3 clusters Score: Raw -190121.097223 + Penalty 443.362435 = -189677.734788 nChanged 1 SP:Iteration 36F (104.547470 sec): 3 clusters Score: Raw -190121.257039 + Penalty 442.907340 = -189678.349699 nChanged 2 SP:Iteration 37Q (104.551149 sec): 3 clusters Score: Raw -190121.941215 + Penalty 444.233219 = -189677.707996 nChanged 3 SP:Iteration 38F (104.555612 sec): 3 clusters Score: Raw -190123.206095 + Penalty 444.509613 = -189678.696482 nChanged 4 SP:Iteration 39Q (104.559172 sec): 3 clusters Score: Raw -190125.013671 + Penalty 443.752648 = -189681.261022 nChanged 3 SP:Iteration 40F (104.563377 sec): 3 clusters Score: Raw -190125.872459 + Penalty 443.062136 = -189682.810323 nChanged 2 SP:Iteration 41Q (104.566983 sec): 3 clusters Score: Raw -190126.706152 + Penalty 443.501907 = -189683.204245 nChanged 1 SP:Iteration 42Q (104.570912 sec): 3 clusters Score: Raw -190126.926369 + Penalty 443.501907 = -189683.424462 nChanged 0 SP:Iteration 43F (104.575312 sec): 3 clusters Score: Raw -190126.926369 + Penalty 443.501907 = -189683.424462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.584243 sec): 2 clusters Score: Raw -324.569663 + Penalty 16.288959 = -308.280704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.584455 sec): 3 clusters Score: Raw -333.185508 + Penalty 26.339593 = -306.845915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 6 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.586349 sec): 2 clusters Score: Raw -25650.241452 + Penalty 308.433155 = -25341.808297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.587089 sec): 3 clusters Score: Raw -25544.920897 + Penalty 625.767545 = -24919.153352 nChanged 91 SP:Iteration 1F (104.587847 sec): 3 clusters Score: Raw -25622.450821 + Penalty 654.875492 = -24967.575329 nChanged 32 SP:Iteration 2F (104.588573 sec): 3 clusters Score: Raw -25657.260080 + Penalty 673.930366 = -24983.329714 nChanged 18 SP:Iteration 3F (104.589287 sec): 3 clusters Score: Raw -25674.542197 + Penalty 685.449668 = -24989.092528 nChanged 11 SP:Iteration 4Q (104.589979 sec): 3 clusters Score: Raw -25688.518520 + Penalty 702.585647 = -24985.932872 nChanged 7 SP:Iteration 5F (104.590678 sec): 3 clusters Score: Raw -25693.908276 + Penalty 703.734410 = -24990.173866 nChanged 1 SP:Iteration 6Q (104.591370 sec): 3 clusters Score: Raw -25694.359684 + Penalty 702.895386 = -24991.464298 nChanged 2 SP:Iteration 7Q (104.592053 sec): 3 clusters Score: Raw -25696.386962 + Penalty 706.209899 = -24990.177063 nChanged 2 SP:Iteration 8F (104.592752 sec): 3 clusters Score: Raw -25698.001093 + Penalty 708.311630 = -24989.689463 nChanged 3 SP:Iteration 9F (104.593451 sec): 3 clusters Score: Raw -25707.213652 + Penalty 722.944090 = -24984.269562 nChanged 4 SP:Iteration 10F (104.594150 sec): 3 clusters Score: Raw -25712.001527 + Penalty 746.874999 = -24965.126528 nChanged 5 SP:Iteration 11F (104.594874 sec): 3 clusters Score: Raw -25722.727744 + Penalty 771.396528 = -24951.331216 nChanged 6 SP:Iteration 12F (104.595632 sec): 3 clusters Score: Raw -25735.614517 + Penalty 775.870800 = -24959.743717 nChanged 1 SP:Iteration 13Q (104.596306 sec): 3 clusters Score: Raw -25736.884363 + Penalty 786.476127 = -24950.408236 nChanged 2 SP:Iteration 14F (104.597034 sec): 3 clusters Score: Raw -25740.549676 + Penalty 786.476127 = -24954.073549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 8 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.597549 sec): 2 clusters Score: Raw -325.174486 + Penalty 13.169796 = -312.004690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.597740 sec): 3 clusters Score: Raw -333.904810 + Penalty 30.498476 = -303.406334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 10 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.598731 sec): 2 clusters Score: Raw -17012.350193 + Penalty 151.434195 = -16860.915998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.599313 sec): 3 clusters Score: Raw -16932.560139 + Penalty 337.808866 = -16594.751273 nChanged 81 SP:Iteration 1F (104.599884 sec): 3 clusters Score: Raw -17062.554849 + Penalty 399.637949 = -16662.916899 nChanged 26 SP:Iteration 2F (104.600450 sec): 3 clusters Score: Raw -17098.918853 + Penalty 440.145024 = -16658.773829 nChanged 7 SP:Iteration 3F (104.601016 sec): 3 clusters Score: Raw -17110.475563 + Penalty 452.118651 = -16658.356912 nChanged 1 SP:Iteration 4F (104.601574 sec): 3 clusters Score: Raw -17111.405939 + Penalty 452.118651 = -16659.287288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 13 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.604271 sec): 2 clusters Score: Raw -43643.688559 + Penalty 653.547999 = -42990.140560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.605371 sec): 3 clusters Score: Raw -43424.283142 + Penalty 1310.982000 = -42113.301142 nChanged 125 SP:Iteration 1F (104.606395 sec): 3 clusters Score: Raw -43513.084269 + Penalty 1312.836324 = -42200.247944 nChanged 41 SP:Iteration 2F (104.607419 sec): 3 clusters Score: Raw -43551.958266 + Penalty 1313.618633 = -42238.339633 nChanged 29 SP:Iteration 3F (104.608441 sec): 3 clusters Score: Raw -43585.224104 + Penalty 1312.943811 = -42272.280293 nChanged 22 SP:Iteration 4Q (104.609454 sec): 3 clusters Score: Raw -43608.721779 + Penalty 1314.372763 = -42294.349016 nChanged 22 SP:Iteration 5Q (104.610458 sec): 3 clusters Score: Raw -43631.798644 + Penalty 1317.132688 = -42314.665955 nChanged 18 SP:Iteration 6Q (104.611456 sec): 3 clusters Score: Raw -43656.008484 + Penalty 1315.537636 = -42340.470849 nChanged 19 SP:Iteration 7Q (104.612491 sec): 3 clusters Score: Raw -43685.262404 + Penalty 1313.952791 = -42371.309613 nChanged 12 SP:Iteration 8Q (104.613476 sec): 3 clusters Score: Raw -43696.265768 + Penalty 1319.731140 = -42376.534628 nChanged 7 SP:Iteration 9Q (104.614453 sec): 3 clusters Score: Raw -43705.434245 + Penalty 1324.198881 = -42381.235363 nChanged 10 SP:Iteration 10F (104.615498 sec): 3 clusters Score: Raw -43721.668092 + Penalty 1329.207641 = -42392.460451 nChanged 8 SP:Iteration 11Q (104.616463 sec): 3 clusters Score: Raw -43727.977484 + Penalty 1331.706410 = -42396.271074 nChanged 4 SP:Iteration 12Q (104.617420 sec): 3 clusters Score: Raw -43730.861961 + Penalty 1333.068770 = -42397.793190 nChanged 1 SP:Iteration 13Q (104.618441 sec): 3 clusters Score: Raw -43731.121796 + Penalty 1333.068770 = -42398.053026 nChanged 0 SP:Iteration 14F (104.619463 sec): 3 clusters Score: Raw -43731.121796 + Penalty 1333.068770 = -42398.053026 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 17 (721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.622443 sec): 2 clusters Score: Raw -65530.441672 + Penalty 180.640650 = -65349.801022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.623950 sec): 3 clusters Score: Raw -65089.154120 + Penalty 425.468073 = -64663.686047 nChanged 304 SP:Iteration 1F (104.625409 sec): 3 clusters Score: Raw -65413.105473 + Penalty 454.814962 = -64958.290511 nChanged 69 SP:Iteration 2F (104.626846 sec): 3 clusters Score: Raw -65486.990954 + Penalty 504.109384 = -64982.881569 nChanged 28 SP:Iteration 3Q (104.628209 sec): 3 clusters Score: Raw -65516.212819 + Penalty 574.128473 = -64942.084346 nChanged 20 SP:Iteration 4F (104.629661 sec): 3 clusters Score: Raw -65535.922728 + Penalty 616.709883 = -64919.212844 nChanged 10 SP:Iteration 5F (104.631118 sec): 3 clusters Score: Raw -65549.933019 + Penalty 617.554389 = -64932.378631 nChanged 4 SP:Iteration 6Q (104.632338 sec): 3 clusters Score: Raw -65554.354779 + Penalty 625.388006 = -64928.966773 nChanged 1 SP:Iteration 7F (104.633793 sec): 3 clusters Score: Raw -65554.535533 + Penalty 625.388006 = -64929.147527 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 22 (1960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.641450 sec): 2 clusters Score: Raw -178220.237161 + Penalty 727.680096 = -177492.557066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.645087 sec): 3 clusters Score: Raw -177091.543291 + Penalty 1471.036256 = -175620.507035 nChanged 762 SP:Iteration 1F (104.648785 sec): 3 clusters Score: Raw -177686.836193 + Penalty 1502.689977 = -176184.146216 nChanged 333 SP:Iteration 2F (104.652607 sec): 3 clusters Score: Raw -178033.626333 + Penalty 1530.935813 = -176502.690520 nChanged 175 SP:Iteration 3F (104.656488 sec): 3 clusters Score: Raw -178181.771449 + Penalty 1549.927264 = -176631.844184 nChanged 96 SP:Iteration 4Q (104.660068 sec): 3 clusters Score: Raw -178235.109552 + Penalty 1558.652993 = -176676.456558 nChanged 43 SP:Iteration 5Q (104.663580 sec): 3 clusters Score: Raw -178254.668727 + Penalty 1566.440469 = -176688.228258 nChanged 28 SP:Iteration 6Q (104.667118 sec): 3 clusters Score: Raw -178270.074930 + Penalty 1572.344487 = -176697.730442 nChanged 18 SP:Iteration 7Q (104.670971 sec): 3 clusters Score: Raw -178283.592499 + Penalty 1577.142698 = -176706.449802 nChanged 15 SP:Iteration 8Q (104.674543 sec): 3 clusters Score: Raw -178295.053747 + Penalty 1580.747734 = -176714.306013 nChanged 13 SP:Iteration 9Q (104.678028 sec): 3 clusters Score: Raw -178303.120688 + Penalty 1583.688218 = -176719.432470 nChanged 14 SP:Iteration 10F (104.681603 sec): 3 clusters Score: Raw -178311.564512 + Penalty 1588.238009 = -176723.326503 nChanged 17 SP:Iteration 11Q (104.685002 sec): 3 clusters Score: Raw -178329.016410 + Penalty 1591.158896 = -176737.857514 nChanged 17 SP:Iteration 12Q (104.688704 sec): 3 clusters Score: Raw -178337.516550 + Penalty 1593.974409 = -176743.542140 nChanged 12 SP:Iteration 13Q (104.692046 sec): 3 clusters Score: Raw -178344.645473 + Penalty 1594.719404 = -176749.926069 nChanged 7 SP:Iteration 14Q (104.695688 sec): 3 clusters Score: Raw -178348.826949 + Penalty 1596.069326 = -176752.757623 nChanged 5 SP:Iteration 15Q (104.699243 sec): 3 clusters Score: Raw -178353.778293 + Penalty 1597.515527 = -176756.262767 nChanged 8 SP:Iteration 16Q (104.702683 sec): 3 clusters Score: Raw -178359.292806 + Penalty 1597.798597 = -176761.494209 nChanged 8 SP:Iteration 17Q (104.706012 sec): 3 clusters Score: Raw -178366.310301 + Penalty 1599.100252 = -176767.210049 nChanged 7 SP:Iteration 18Q (104.709240 sec): 3 clusters Score: Raw -178370.898936 + Penalty 1599.242642 = -176771.656294 nChanged 4 SP:Iteration 19Q (104.712429 sec): 3 clusters Score: Raw -178375.471618 + Penalty 1599.738123 = -176775.733495 nChanged 6 SP:Iteration 20F (104.715995 sec): 3 clusters Score: Raw -178378.462575 + Penalty 1600.091805 = -176778.370770 nChanged 3 SP:Iteration 21Q (104.719210 sec): 3 clusters Score: Raw -178379.710727 + Penalty 1599.868362 = -176779.842365 nChanged 2 SP:Iteration 22Q (104.722699 sec): 3 clusters Score: Raw -178380.896637 + Penalty 1599.566366 = -176781.330272 nChanged 1 SP:Iteration 23Q (104.725870 sec): 3 clusters Score: Raw -178380.997751 + Penalty 1599.566366 = -176781.431385 nChanged 0 SP:Iteration 24F (104.729414 sec): 3 clusters Score: Raw -178380.997751 + Penalty 1599.566366 = -176781.431385 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 33 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.733421 sec): 2 clusters Score: Raw -48919.390582 + Penalty 264.051183 = -48655.339399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.734643 sec): 3 clusters Score: Raw -48684.882198 + Penalty 647.484125 = -48037.398073 nChanged 207 SP:Iteration 1F (104.735812 sec): 3 clusters Score: Raw -48967.508358 + Penalty 729.494758 = -48238.013601 nChanged 49 SP:Iteration 2F (104.736964 sec): 3 clusters Score: Raw -49033.287705 + Penalty 762.310801 = -48270.976904 nChanged 17 SP:Iteration 3Q (104.738138 sec): 3 clusters Score: Raw -49052.535016 + Penalty 795.206316 = -48257.328700 nChanged 12 SP:Iteration 4F (104.739364 sec): 3 clusters Score: Raw -49070.712665 + Penalty 823.998757 = -48246.713908 nChanged 10 SP:Iteration 5F (104.740586 sec): 3 clusters Score: Raw -49085.231105 + Penalty 852.650731 = -48232.580374 nChanged 7 SP:Iteration 6F (104.741769 sec): 3 clusters Score: Raw -49095.251313 + Penalty 876.848370 = -48218.402943 nChanged 7 SP:Iteration 7F (104.742936 sec): 3 clusters Score: Raw -49107.360596 + Penalty 876.326926 = -48231.033670 nChanged 1 SP:Iteration 8Q (104.743929 sec): 3 clusters Score: Raw -49107.495510 + Penalty 876.326926 = -48231.168583 nChanged 0 SP:Iteration 9F (104.745109 sec): 3 clusters Score: Raw -49107.495510 + Penalty 876.326926 = -48231.168583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.745764 sec): 2 clusters Score: Raw -1680.752411 + Penalty 18.904248 = -1661.848163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.745977 sec): 3 clusters Score: Raw -1674.440139 + Penalty 40.373758 = -1634.066380 nChanged 4 SP:Iteration 1F (104.746189 sec): 3 clusters Score: Raw -1675.843281 + Penalty 41.719653 = -1634.123628 nChanged 1 SP:Iteration 2Q (104.746395 sec): 3 clusters Score: Raw -1676.752487 + Penalty 46.029485 = -1630.723001 nChanged 2 SP:Iteration 3F (104.746602 sec): 3 clusters Score: Raw -1682.127682 + Penalty 46.029485 = -1636.098196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.747065 sec): 2 clusters Score: Raw -477.029082 + Penalty 14.437911 = -462.591171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.747286 sec): 3 clusters Score: Raw -486.021763 + Penalty 30.323476 = -455.698287 nChanged 1 SP:Iteration 1F (104.747475 sec): 3 clusters Score: Raw -492.165084 + Penalty 30.323476 = -461.841608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.748101 sec): 2 clusters Score: Raw -4279.064805 + Penalty 153.678992 = -4125.385813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.748437 sec): 3 clusters Score: Raw -4372.116846 + Penalty 302.293251 = -4069.823595 nChanged 16 SP:Iteration 1F (104.748768 sec): 3 clusters Score: Raw -4419.878997 + Penalty 304.128267 = -4115.750730 nChanged 3 SP:Iteration 2Q (104.749079 sec): 3 clusters Score: Raw -4430.758580 + Penalty 304.798334 = -4125.960246 nChanged 1 SP:Iteration 3Q (104.749388 sec): 3 clusters Score: Raw -4435.556098 + Penalty 305.733322 = -4129.822776 nChanged 1 SP:Iteration 4Q (104.749698 sec): 3 clusters Score: Raw -4437.460201 + Penalty 305.733322 = -4131.726878 nChanged 0 SP:Iteration 5F (104.750028 sec): 3 clusters Score: Raw -4437.460201 + Penalty 305.733322 = -4131.726878 nChanged 0 Score: Raw -2683397.496181 + Penalty 9557.910749 = -2673839.585432 Splitting cluster 51 changes total score from -2655475.842164 to -2673839.585432 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.008780 sec): 2 clusters Score: Raw -251.061200 + Penalty 15.380572 = -235.680628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.008981 sec): 3 clusters Score: Raw -255.282150 + Penalty 30.761144 = -224.521006 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 80 (715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.011580 sec): 2 clusters Score: Raw -65815.556908 + Penalty 764.513590 = -65051.043318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.013119 sec): 3 clusters Score: Raw -65537.539095 + Penalty 1532.298298 = -64005.240797 nChanged 214 SP:Iteration 1F (105.014571 sec): 3 clusters Score: Raw -65703.889624 + Penalty 1535.159255 = -64168.730369 nChanged 82 SP:Iteration 2F (105.016012 sec): 3 clusters Score: Raw -65804.415663 + Penalty 1541.266783 = -64263.148879 nChanged 49 SP:Iteration 3F (105.017442 sec): 3 clusters Score: Raw -65858.904122 + Penalty 1549.824078 = -64309.080045 nChanged 28 SP:Iteration 4Q (105.018843 sec): 3 clusters Score: Raw -65882.034505 + Penalty 1559.794271 = -64322.240234 nChanged 22 SP:Iteration 5Q (105.020371 sec): 3 clusters Score: Raw -65899.925872 + Penalty 1566.317526 = -64333.608346 nChanged 17 SP:Iteration 6Q (105.021853 sec): 3 clusters Score: Raw -65913.285500 + Penalty 1579.101214 = -64334.184286 nChanged 18 SP:Iteration 7Q (105.023366 sec): 3 clusters Score: Raw -65930.882669 + Penalty 1589.355330 = -64341.527339 nChanged 14 SP:Iteration 8Q (105.024841 sec): 3 clusters Score: Raw -65942.858484 + Penalty 1595.080127 = -64347.778357 nChanged 15 SP:Iteration 9Q (105.026214 sec): 3 clusters Score: Raw -65961.184321 + Penalty 1613.492202 = -64347.692119 nChanged 17 SP:Iteration 10F (105.027640 sec): 3 clusters Score: Raw -65986.596554 + Penalty 1626.615942 = -64359.980612 nChanged 9 SP:Iteration 11Q (105.028961 sec): 3 clusters Score: Raw -66010.544187 + Penalty 1646.404686 = -64364.139501 nChanged 10 SP:Iteration 12Q (105.030303 sec): 3 clusters Score: Raw -66023.225778 + Penalty 1664.979673 = -64358.246105 nChanged 10 SP:Iteration 13F (105.031759 sec): 3 clusters Score: Raw -66036.809730 + Penalty 1672.597941 = -64364.211788 nChanged 1 SP:Iteration 14Q (105.033055 sec): 3 clusters Score: Raw -66037.986684 + Penalty 1673.001366 = -64364.985318 nChanged 1 SP:Iteration 15Q (105.034399 sec): 3 clusters Score: Raw -66040.844920 + Penalty 1672.203986 = -64368.640934 nChanged 2 SP:Iteration 16Q (105.035686 sec): 3 clusters Score: Raw -66044.581443 + Penalty 1672.203986 = -64372.377457 nChanged 0 SP:Iteration 17F (105.037147 sec): 3 clusters Score: Raw -66044.581443 + Penalty 1672.203986 = -64372.377457 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 110 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.039510 sec): 2 clusters Score: Raw -58704.079456 + Penalty 989.102868 = -57714.976588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.040850 sec): 3 clusters Score: Raw -58527.739704 + Penalty 1977.530317 = -56550.209386 nChanged 157 SP:Iteration 1F (105.042101 sec): 3 clusters Score: Raw -58679.756221 + Penalty 1977.837930 = -56701.918291 nChanged 43 SP:Iteration 2F (105.043354 sec): 3 clusters Score: Raw -58720.969352 + Penalty 1978.058808 = -56742.910544 nChanged 27 SP:Iteration 3Q (105.044586 sec): 3 clusters Score: Raw -58759.328673 + Penalty 1978.242319 = -56781.086354 nChanged 15 SP:Iteration 4Q (105.045817 sec): 3 clusters Score: Raw -58777.207122 + Penalty 1978.513635 = -56798.693487 nChanged 11 SP:Iteration 5Q (105.047043 sec): 3 clusters Score: Raw -58785.938757 + Penalty 1978.623924 = -56807.314833 nChanged 7 SP:Iteration 6Q (105.048288 sec): 3 clusters Score: Raw -58795.741301 + Penalty 1979.055854 = -56816.685446 nChanged 9 SP:Iteration 7Q (105.049521 sec): 3 clusters Score: Raw -58804.369701 + Penalty 1979.562176 = -56824.807526 nChanged 13 SP:Iteration 8Q (105.050743 sec): 3 clusters Score: Raw -58815.788430 + Penalty 1979.702328 = -56836.086102 nChanged 9 SP:Iteration 9Q (105.051969 sec): 3 clusters Score: Raw -58823.644212 + Penalty 1979.816637 = -56843.827575 nChanged 13 SP:Iteration 10F (105.053290 sec): 3 clusters Score: Raw -58840.650652 + Penalty 1979.790501 = -56860.860151 nChanged 9 SP:Iteration 11Q (105.054590 sec): 3 clusters Score: Raw -58847.636428 + Penalty 1980.104545 = -56867.531882 nChanged 8 SP:Iteration 12Q (105.055873 sec): 3 clusters Score: Raw -58854.963856 + Penalty 1980.826827 = -56874.137029 nChanged 8 SP:Iteration 13Q (105.057158 sec): 3 clusters Score: Raw -58860.592967 + Penalty 1980.880084 = -56879.712883 nChanged 5 SP:Iteration 14Q (105.058394 sec): 3 clusters Score: Raw -58865.082122 + Penalty 1980.803297 = -56884.278825 nChanged 7 SP:Iteration 15Q (105.059611 sec): 3 clusters Score: Raw -58873.790095 + Penalty 1980.748843 = -56893.041252 nChanged 10 SP:Iteration 16Q (105.060827 sec): 3 clusters Score: Raw -58882.860006 + Penalty 1980.937385 = -56901.922621 nChanged 10 SP:Iteration 17Q (105.062053 sec): 3 clusters Score: Raw -58889.888872 + Penalty 1980.771518 = -56909.117353 nChanged 6 SP:Iteration 18Q (105.063271 sec): 3 clusters Score: Raw -58897.168948 + Penalty 1980.420613 = -56916.748335 nChanged 8 SP:Iteration 19Q (105.064487 sec): 3 clusters Score: Raw -58905.410075 + Penalty 1979.882513 = -56925.527563 nChanged 9 SP:Iteration 20F (105.065740 sec): 3 clusters Score: Raw -58914.441256 + Penalty 1979.862546 = -56934.578709 nChanged 4 SP:Iteration 21Q (105.066961 sec): 3 clusters Score: Raw -58919.467530 + Penalty 1980.343396 = -56939.124134 nChanged 4 SP:Iteration 22Q (105.068186 sec): 3 clusters Score: Raw -58925.998537 + Penalty 1980.190082 = -56945.808455 nChanged 1 SP:Iteration 23Q (105.069401 sec): 3 clusters Score: Raw -58926.701828 + Penalty 1980.223582 = -56946.478246 nChanged 2 SP:Iteration 24Q (105.070615 sec): 3 clusters Score: Raw -58928.443663 + Penalty 1980.152377 = -56948.291286 nChanged 3 SP:Iteration 25Q (105.071812 sec): 3 clusters Score: Raw -58932.945503 + Penalty 1979.956946 = -56952.988558 nChanged 2 SP:Iteration 26Q (105.073008 sec): 3 clusters Score: Raw -58935.532067 + Penalty 1979.791081 = -56955.740986 nChanged 1 SP:Iteration 27Q (105.074233 sec): 3 clusters Score: Raw -58936.410417 + Penalty 1979.791081 = -56956.619336 nChanged 0 SP:Iteration 28F (105.075512 sec): 3 clusters Score: Raw -58936.410417 + Penalty 1979.791081 = -56956.619336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 155 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.076027 sec): 2 clusters Score: Raw -735.907642 + Penalty 34.334164 = -701.573478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.076245 sec): 3 clusters Score: Raw -749.723617 + Penalty 66.690017 = -683.033600 nChanged 1 SP:Iteration 1F (105.076459 sec): 3 clusters Score: Raw -751.959370 + Penalty 66.690017 = -685.269354 nChanged 0 Deleting Class 155 (9 points): Lose 153.989325 but Gain 161.725645 Iteration 219F (105.364818 sec): 18 clusters Score: Raw -2664664.302707 + Penalty 9366.732718 = -2655297.569989 nChanged 19 Iteration 220F (105.614015 sec): 18 clusters Score: Raw -2664686.789714 + Penalty 9379.359020 = -2655307.430693 nChanged 5 Deleting Class 13 (471 points): Lose 1096.621798 but Gain 1096.642493 Iteration 221Q (105.687592 sec): 17 clusters Score: Raw -2663627.744882 + Penalty 8325.237719 = -2655302.507163 nChanged 478 Iteration 222F (105.924140 sec): 17 clusters Score: Raw -2664432.617639 + Penalty 8346.810045 = -2656085.807594 nChanged 147 Iteration 223Q (105.996626 sec): 17 clusters Score: Raw -2664539.014780 + Penalty 8399.124106 = -2656139.890674 nChanged 79 Iteration 224Q (106.074903 sec): 17 clusters Score: Raw -2664643.102627 + Penalty 8454.642904 = -2656188.459723 nChanged 66 Iteration 225Q (106.148793 sec): 17 clusters Score: Raw -2664667.243093 + Penalty 8471.701946 = -2656195.541147 nChanged 59 Iteration 226Q (106.220864 sec): 17 clusters Score: Raw -2664689.849872 + Penalty 8485.808770 = -2656204.041102 nChanged 50 Iteration 227Q (106.296084 sec): 17 clusters Score: Raw -2664712.789429 + Penalty 8512.017709 = -2656200.771720 nChanged 57 Iteration 228F (106.532502 sec): 17 clusters Score: Raw -2664792.713634 + Penalty 8563.323636 = -2656229.389998 nChanged 51 Iteration 229Q (106.604738 sec): 17 clusters Score: Raw -2664904.051374 + Penalty 8626.444731 = -2656277.606643 nChanged 46 Deleting Class 10 (117 points): Lose 534.471693 but Gain 596.584030 Iteration 230F (106.841320 sec): 16 clusters Score: Raw -2664433.946371 + Penalty 8067.205895 = -2656366.740475 nChanged 136 Iteration 231Q (106.913835 sec): 16 clusters Score: Raw -2664663.429735 + Penalty 8086.265010 = -2656577.164725 nChanged 16 Iteration 232Q (106.986734 sec): 16 clusters Score: Raw -2664676.843774 + Penalty 8095.358544 = -2656581.485230 nChanged 7 Iteration 233Q (107.059936 sec): 16 clusters Score: Raw -2664700.013733 + Penalty 8103.991755 = -2656596.021977 nChanged 3 Iteration 234Q (107.130124 sec): 16 clusters Score: Raw -2664764.260388 + Penalty 8107.861108 = -2656656.399281 nChanged 4 Iteration 235Q (107.201292 sec): 16 clusters Score: Raw -2664800.856237 + Penalty 8113.126794 = -2656687.729443 nChanged 1 Iteration 236Q (107.272057 sec): 16 clusters Score: Raw -2664803.441499 + Penalty 8113.126794 = -2656690.314705 nChanged 0 Iteration 237F (107.491590 sec): 16 clusters Score: Raw -2664803.441499 + Penalty 8113.126794 = -2656690.314705 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -2664803.441499 + Penalty 8113.126794 = -2656690.314705Memory request: 0.11 GB would take us to total of 0.39 GB. Trying to split cluster 1 (23297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.662067 sec): 2 clusters Score: Raw -2014372.702410 + Penalty 258.779312 = -2014113.923098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.709807 sec): 3 clusters Score: Raw -1998493.348596 + Penalty 481.911558 = -1998011.437038 nChanged 11151 SP:Iteration 1F (107.755106 sec): 3 clusters Score: Raw -2006676.866474 + Penalty 572.878368 = -2006103.988106 nChanged 5366 SP:Iteration 2F (107.799524 sec): 3 clusters Score: Raw -2013554.420586 + Penalty 842.157867 = -2012712.262719 nChanged 756 SP:Iteration 3Q (107.845109 sec): 3 clusters Score: Raw -2014389.542485 + Penalty 957.078640 = -2013432.463846 nChanged 80 SP:Iteration 4Q (107.881294 sec): 3 clusters Score: Raw -2014472.572878 + Penalty 1021.971470 = -2013450.601408 nChanged 25 SP:Iteration 5Q (107.915610 sec): 3 clusters Score: Raw -2014495.292983 + Penalty 1023.837733 = -2013471.455250 nChanged 4 SP:Iteration 6Q (107.950280 sec): 3 clusters Score: Raw -2014501.474208 + Penalty 1038.046664 = -2013463.427543 nChanged 3 SP:Iteration 7F (107.994112 sec): 3 clusters Score: Raw -2014506.875733 + Penalty 1053.547739 = -2013453.327994 nChanged 2 SP:Iteration 8F (108.037535 sec): 3 clusters Score: Raw -2014509.419936 + Penalty 1057.767751 = -2013451.652185 nChanged 1 SP:Iteration 9F (108.081424 sec): 3 clusters Score: Raw -2014509.831246 + Penalty 1074.539661 = -2013435.291585 nChanged 3 SP:Iteration 10F (108.124890 sec): 3 clusters Score: Raw -2014511.562254 + Penalty 1074.539661 = -2013437.022593 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (2182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.147525 sec): 2 clusters Score: Raw -190792.093501 + Penalty 157.230000 = -190634.863501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.151884 sec): 3 clusters Score: Raw -189442.663984 + Penalty 334.574891 = -189108.089093 nChanged 985 SP:Iteration 1F (108.156236 sec): 3 clusters Score: Raw -190322.935728 + Penalty 342.209185 = -189980.726542 nChanged 225 SP:Iteration 2F (108.160735 sec): 3 clusters Score: Raw -190528.025792 + Penalty 348.445701 = -190179.580090 nChanged 123 SP:Iteration 3F (108.165164 sec): 3 clusters Score: Raw -190614.173695 + Penalty 353.617676 = -190260.556019 nChanged 78 SP:Iteration 4Q (108.169304 sec): 3 clusters Score: Raw -190655.479423 + Penalty 357.985471 = -190297.493952 nChanged 56 SP:Iteration 5Q (108.173389 sec): 3 clusters Score: Raw -190676.298550 + Penalty 361.363077 = -190314.935473 nChanged 36 SP:Iteration 6Q (108.177707 sec): 3 clusters Score: Raw -190687.495115 + Penalty 365.098567 = -190322.396548 nChanged 31 SP:Iteration 7Q (108.181947 sec): 3 clusters Score: Raw -190700.028571 + Penalty 368.286993 = -190331.741578 nChanged 25 SP:Iteration 8Q (108.185881 sec): 3 clusters Score: Raw -190706.576720 + Penalty 370.302590 = -190336.274130 nChanged 18 SP:Iteration 9Q (108.189703 sec): 3 clusters Score: Raw -190710.509497 + Penalty 372.707430 = -190337.802067 nChanged 16 SP:Iteration 10F (108.194012 sec): 3 clusters Score: Raw -190713.602353 + Penalty 375.187556 = -190338.414797 nChanged 16 SP:Iteration 11Q (108.198115 sec): 3 clusters Score: Raw -190716.439881 + Penalty 376.957070 = -190339.482811 nChanged 17 SP:Iteration 12Q (108.202033 sec): 3 clusters Score: Raw -190719.551683 + Penalty 379.305088 = -190340.246595 nChanged 16 SP:Iteration 13Q (108.205904 sec): 3 clusters Score: Raw -190721.758382 + Penalty 381.442013 = -190340.316368 nChanged 11 SP:Iteration 14Q (108.209962 sec): 3 clusters Score: Raw -190723.119432 + Penalty 383.006360 = -190340.113071 nChanged 8 SP:Iteration 15F (108.214191 sec): 3 clusters Score: Raw -190724.053233 + Penalty 383.957611 = -190340.095622 nChanged 9 SP:Iteration 16F (108.218398 sec): 3 clusters Score: Raw -190725.096305 + Penalty 384.655311 = -190340.440995 nChanged 10 SP:Iteration 17Q (108.222162 sec): 3 clusters Score: Raw -190727.196363 + Penalty 386.248047 = -190340.948316 nChanged 16 SP:Iteration 18Q (108.226135 sec): 3 clusters Score: Raw -190731.156745 + Penalty 388.047411 = -190343.109334 nChanged 18 SP:Iteration 19Q (108.230163 sec): 3 clusters Score: Raw -190736.575768 + Penalty 390.960991 = -190345.614777 nChanged 23 SP:Iteration 20F (108.234356 sec): 3 clusters Score: Raw -190743.945682 + Penalty 393.226663 = -190350.719019 nChanged 21 SP:Iteration 21Q (108.238090 sec): 3 clusters Score: Raw -190749.015721 + Penalty 396.123103 = -190352.892618 nChanged 14 SP:Iteration 22Q (108.241816 sec): 3 clusters Score: Raw -190751.298357 + Penalty 398.055816 = -190353.242542 nChanged 14 SP:Iteration 23Q (108.245615 sec): 3 clusters Score: Raw -190754.414706 + Penalty 401.588392 = -190352.826314 nChanged 15 SP:Iteration 24F (108.249869 sec): 3 clusters Score: Raw -190758.421953 + Penalty 403.026123 = -190355.395831 nChanged 11 SP:Iteration 25Q (108.253583 sec): 3 clusters Score: Raw -190760.334540 + Penalty 404.170573 = -190356.163967 nChanged 8 SP:Iteration 26Q (108.257269 sec): 3 clusters Score: Raw -190761.871515 + Penalty 405.202023 = -190356.669492 nChanged 4 SP:Iteration 27Q (108.261278 sec): 3 clusters Score: Raw -190762.448939 + Penalty 405.285839 = -190357.163100 nChanged 7 SP:Iteration 28Q (108.265373 sec): 3 clusters Score: Raw -190764.670134 + Penalty 404.293633 = -190360.376501 nChanged 7 SP:Iteration 29Q (108.269260 sec): 3 clusters Score: Raw -190766.160429 + Penalty 404.529247 = -190361.631182 nChanged 4 SP:Iteration 30F (108.273634 sec): 3 clusters Score: Raw -190767.284211 + Penalty 405.090882 = -190362.193329 nChanged 4 SP:Iteration 31Q (108.277681 sec): 3 clusters Score: Raw -190768.203642 + Penalty 404.673009 = -190363.530633 nChanged 4 SP:Iteration 32Q (108.281650 sec): 3 clusters Score: Raw -190768.998122 + Penalty 405.187826 = -190363.810296 nChanged 7 SP:Iteration 33Q (108.285917 sec): 3 clusters Score: Raw -190770.281731 + Penalty 404.982965 = -190365.298765 nChanged 6 SP:Iteration 34Q (108.289845 sec): 3 clusters Score: Raw -190771.495211 + Penalty 407.097271 = -190364.397940 nChanged 7 SP:Iteration 35F (108.294589 sec): 3 clusters Score: Raw -190772.932202 + Penalty 406.796997 = -190366.135205 nChanged 6 SP:Iteration 36Q (108.298566 sec): 3 clusters Score: Raw -190775.674772 + Penalty 407.110180 = -190368.564592 nChanged 3 SP:Iteration 37Q (108.302428 sec): 3 clusters Score: Raw -190776.862758 + Penalty 408.261875 = -190368.600883 nChanged 4 SP:Iteration 38Q (108.306312 sec): 3 clusters Score: Raw -190777.783343 + Penalty 408.632922 = -190369.150421 nChanged 1 SP:Iteration 39Q (108.310265 sec): 3 clusters Score: Raw -190778.009153 + Penalty 408.220816 = -190369.788336 nChanged 1 SP:Iteration 40F (108.314614 sec): 3 clusters Score: Raw -190778.850962 + Penalty 407.856579 = -190370.994383 nChanged 1 SP:Iteration 41Q (108.318499 sec): 3 clusters Score: Raw -190779.420168 + Penalty 407.913957 = -190371.506211 nChanged 1 SP:Iteration 42Q (108.322455 sec): 3 clusters Score: Raw -190779.557597 + Penalty 408.049560 = -190371.508037 nChanged 1 SP:Iteration 43Q (108.326526 sec): 3 clusters Score: Raw -190779.717260 + Penalty 407.829629 = -190371.887631 nChanged 2 SP:Iteration 44Q (108.330490 sec): 3 clusters Score: Raw -190780.100772 + Penalty 408.926221 = -190371.174551 nChanged 4 SP:Iteration 45F (108.334913 sec): 3 clusters Score: Raw -190781.155399 + Penalty 409.453630 = -190371.701768 nChanged 5 SP:Iteration 46Q (108.338778 sec): 3 clusters Score: Raw -190782.112655 + Penalty 410.609849 = -190371.502806 nChanged 4 SP:Iteration 47F (108.343186 sec): 3 clusters Score: Raw -190782.813911 + Penalty 411.601223 = -190371.212688 nChanged 7 SP:Iteration 48F (108.347656 sec): 3 clusters Score: Raw -190784.256308 + Penalty 412.940905 = -190371.315403 nChanged 5 SP:Iteration 49Q (108.351570 sec): 3 clusters Score: Raw -190785.344293 + Penalty 414.875236 = -190370.469057 nChanged 5 SP:Iteration 50F (108.356047 sec): 3 clusters Score: Raw -190786.317749 + Penalty 417.042053 = -190369.275696 nChanged 7 SP:Iteration 51F (108.360556 sec): 3 clusters Score: Raw -190787.535375 + Penalty 419.090608 = -190368.444767 nChanged 5 SP:Iteration 52F (108.364949 sec): 3 clusters Score: Raw -190788.340620 + Penalty 420.900967 = -190367.439653 nChanged 6 SP:Iteration 53F (108.369331 sec): 3 clusters Score: Raw -190789.263664 + Penalty 422.936180 = -190366.327484 nChanged 5 SP:Iteration 54F (108.373748 sec): 3 clusters Score: Raw -190790.164127 + Penalty 423.245855 = -190366.918271 nChanged 3 SP:Iteration 55Q (108.377710 sec): 3 clusters Score: Raw -190790.744342 + Penalty 423.245855 = -190367.498487 nChanged 0 SP:Iteration 56F (108.382396 sec): 3 clusters Score: Raw -190790.744342 + Penalty 423.245855 = -190367.498487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 3 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.391882 sec): 2 clusters Score: Raw -3269.635220 + Penalty 221.039899 = -3048.595321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.392209 sec): 3 clusters Score: Raw -3413.107718 + Penalty 424.950958 = -2988.156760 nChanged 3 SP:Iteration 1F (108.392524 sec): 3 clusters Score: Raw -3417.056368 + Penalty 427.257547 = -2989.798821 nChanged 1 SP:Iteration 2Q (108.392825 sec): 3 clusters Score: Raw -3418.567194 + Penalty 430.874297 = -2987.692897 nChanged 1 SP:Iteration 3F (108.393137 sec): 3 clusters Score: Raw -3421.637447 + Penalty 449.560131 = -2972.077316 nChanged 3 SP:Iteration 4F (108.393431 sec): 3 clusters Score: Raw -3430.645154 + Penalty 469.925979 = -2960.719176 nChanged 3 SP:Iteration 5F (108.393725 sec): 3 clusters Score: Raw -3442.614717 + Penalty 475.845219 = -2966.769498 nChanged 1 SP:Iteration 6Q (108.394002 sec): 3 clusters Score: Raw -3447.695875 + Penalty 475.845219 = -2971.850656 nChanged 0 SP:Iteration 7F (108.394296 sec): 3 clusters Score: Raw -3447.695875 + Penalty 475.845219 = -2971.850656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.394760 sec): 2 clusters Score: Raw -324.569663 + Penalty 16.288959 = -308.280704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.394952 sec): 3 clusters Score: Raw -335.292865 + Penalty 32.577917 = -302.714947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 6 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.396760 sec): 2 clusters Score: Raw -24924.540269 + Penalty 310.038341 = -24614.501929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.397518 sec): 3 clusters Score: Raw -24793.643913 + Penalty 618.914926 = -24174.728987 nChanged 89 SP:Iteration 1F (108.398272 sec): 3 clusters Score: Raw -24850.545996 + Penalty 615.592131 = -24234.953866 nChanged 24 SP:Iteration 2F (108.399023 sec): 3 clusters Score: Raw -24876.486577 + Penalty 606.599147 = -24269.887430 nChanged 18 SP:Iteration 3F (108.399774 sec): 3 clusters Score: Raw -24905.492308 + Penalty 604.797145 = -24300.695162 nChanged 15 SP:Iteration 4F (108.400526 sec): 3 clusters Score: Raw -24916.358574 + Penalty 603.500393 = -24312.858181 nChanged 9 SP:Iteration 5Q (108.401258 sec): 3 clusters Score: Raw -24922.976479 + Penalty 601.744776 = -24321.231703 nChanged 8 SP:Iteration 6Q (108.401989 sec): 3 clusters Score: Raw -24931.000519 + Penalty 600.501241 = -24330.499278 nChanged 6 SP:Iteration 7Q (108.402716 sec): 3 clusters Score: Raw -24937.446712 + Penalty 602.076223 = -24335.370490 nChanged 5 SP:Iteration 8Q (108.403439 sec): 3 clusters Score: Raw -24940.167483 + Penalty 602.223705 = -24337.943778 nChanged 1 SP:Iteration 9Q (108.404162 sec): 3 clusters Score: Raw -24940.891551 + Penalty 602.223705 = -24338.667846 nChanged 0 SP:Iteration 10F (108.404913 sec): 3 clusters Score: Raw -24940.891551 + Penalty 602.223705 = -24338.667846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 8 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.405408 sec): 2 clusters Score: Raw -325.174486 + Penalty 13.169796 = -312.004690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.405599 sec): 3 clusters Score: Raw -332.617550 + Penalty 26.339593 = -306.277957 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 17 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.408684 sec): 2 clusters Score: Raw -66152.369566 + Penalty 183.304344 = -65969.065222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.410423 sec): 3 clusters Score: Raw -65737.890593 + Penalty 367.436721 = -65370.453873 nChanged 291 SP:Iteration 1F (108.412110 sec): 3 clusters Score: Raw -65993.233416 + Penalty 370.918389 = -65622.315027 nChanged 73 SP:Iteration 2F (108.413704 sec): 3 clusters Score: Raw -66071.069295 + Penalty 373.484476 = -65697.584819 nChanged 41 SP:Iteration 3F (108.415252 sec): 3 clusters Score: Raw -66097.697041 + Penalty 373.375073 = -65724.321968 nChanged 14 SP:Iteration 4Q (108.416892 sec): 3 clusters Score: Raw -66099.992916 + Penalty 373.768504 = -65726.224412 nChanged 2 SP:Iteration 5Q (108.418501 sec): 3 clusters Score: Raw -66100.090669 + Penalty 373.920779 = -65726.169890 nChanged 1 SP:Iteration 6F (108.420060 sec): 3 clusters Score: Raw -66100.069231 + Penalty 373.920779 = -65726.148452 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 22 (2229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.431580 sec): 2 clusters Score: Raw -202190.620054 + Penalty 752.932451 = -201437.687603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.436255 sec): 3 clusters Score: Raw -200893.111700 + Penalty 1518.127972 = -199374.983728 nChanged 892 SP:Iteration 1F (108.440855 sec): 3 clusters Score: Raw -201560.863301 + Penalty 1538.053211 = -200022.810090 nChanged 334 SP:Iteration 2F (108.445459 sec): 3 clusters Score: Raw -201874.984195 + Penalty 1551.436886 = -200323.547310 nChanged 181 SP:Iteration 3F (108.449807 sec): 3 clusters Score: Raw -202005.420061 + Penalty 1556.765153 = -200448.654907 nChanged 75 SP:Iteration 4Q (108.454183 sec): 3 clusters Score: Raw -202045.283117 + Penalty 1563.393223 = -200481.889894 nChanged 48 SP:Iteration 5Q (108.458585 sec): 3 clusters Score: Raw -202072.024044 + Penalty 1569.689354 = -200502.334690 nChanged 42 SP:Iteration 6Q (108.463220 sec): 3 clusters Score: Raw -202094.664949 + Penalty 1574.488351 = -200520.176599 nChanged 38 SP:Iteration 7Q (108.467591 sec): 3 clusters Score: Raw -202111.957771 + Penalty 1579.188300 = -200532.769471 nChanged 33 SP:Iteration 8Q (108.471839 sec): 3 clusters Score: Raw -202124.934982 + Penalty 1582.179730 = -200542.755252 nChanged 26 SP:Iteration 9Q (108.476113 sec): 3 clusters Score: Raw -202133.149470 + Penalty 1585.792109 = -200547.357361 nChanged 21 SP:Iteration 10F (108.480503 sec): 3 clusters Score: Raw -202142.618160 + Penalty 1588.416240 = -200554.201920 nChanged 22 SP:Iteration 11Q (108.484796 sec): 3 clusters Score: Raw -202149.547144 + Penalty 1589.523500 = -200560.023643 nChanged 22 SP:Iteration 12Q (108.489294 sec): 3 clusters Score: Raw -202156.485269 + Penalty 1590.568994 = -200565.916275 nChanged 22 SP:Iteration 13Q (108.493705 sec): 3 clusters Score: Raw -202164.903078 + Penalty 1591.473573 = -200573.429505 nChanged 12 SP:Iteration 14Q (108.497979 sec): 3 clusters Score: Raw -202169.459631 + Penalty 1592.841072 = -200576.618559 nChanged 13 SP:Iteration 15Q (108.502150 sec): 3 clusters Score: Raw -202172.498988 + Penalty 1594.754147 = -200577.744842 nChanged 16 SP:Iteration 16Q (108.506356 sec): 3 clusters Score: Raw -202177.758464 + Penalty 1596.851154 = -200580.907311 nChanged 17 SP:Iteration 17Q (108.510542 sec): 3 clusters Score: Raw -202181.792693 + Penalty 1597.330184 = -200584.462509 nChanged 8 SP:Iteration 18Q (108.514849 sec): 3 clusters Score: Raw -202183.778928 + Penalty 1597.886216 = -200585.892712 nChanged 9 SP:Iteration 19Q (108.519013 sec): 3 clusters Score: Raw -202189.670939 + Penalty 1599.624813 = -200590.046126 nChanged 16 SP:Iteration 20F (108.523426 sec): 3 clusters Score: Raw -202197.172315 + Penalty 1602.457787 = -200594.714528 nChanged 20 SP:Iteration 21Q (108.527747 sec): 3 clusters Score: Raw -202205.005885 + Penalty 1605.493816 = -200599.512069 nChanged 19 SP:Iteration 22Q (108.532169 sec): 3 clusters Score: Raw -202213.169669 + Penalty 1609.547581 = -200603.622088 nChanged 24 SP:Iteration 23Q (108.536449 sec): 3 clusters Score: Raw -202226.101366 + Penalty 1614.025985 = -200612.075380 nChanged 26 SP:Iteration 24Q (108.541042 sec): 3 clusters Score: Raw -202243.593044 + Penalty 1617.686282 = -200625.906762 nChanged 21 SP:Iteration 25Q (108.545247 sec): 3 clusters Score: Raw -202253.570177 + Penalty 1620.724337 = -200632.845840 nChanged 13 SP:Iteration 26Q (108.549375 sec): 3 clusters Score: Raw -202257.079641 + Penalty 1622.124145 = -200634.955496 nChanged 9 SP:Iteration 27Q (108.553569 sec): 3 clusters Score: Raw -202259.846077 + Penalty 1623.565936 = -200636.280141 nChanged 9 SP:Iteration 28Q (108.557640 sec): 3 clusters Score: Raw -202262.308570 + Penalty 1623.812479 = -200638.496090 nChanged 9 SP:Iteration 29Q (108.562032 sec): 3 clusters Score: Raw -202267.135853 + Penalty 1626.736114 = -200640.399739 nChanged 12 SP:Iteration 30F (108.566545 sec): 3 clusters Score: Raw -202272.174370 + Penalty 1626.651727 = -200645.522644 nChanged 8 SP:Iteration 31Q (108.570643 sec): 3 clusters Score: Raw -202277.489239 + Penalty 1627.980162 = -200649.509077 nChanged 10 SP:Iteration 32Q (108.575013 sec): 3 clusters Score: Raw -202285.867991 + Penalty 1628.423470 = -200657.444522 nChanged 11 SP:Iteration 33Q (108.579074 sec): 3 clusters Score: Raw -202293.523763 + Penalty 1627.630776 = -200665.892987 nChanged 10 SP:Iteration 34Q (108.583102 sec): 3 clusters Score: Raw -202299.552584 + Penalty 1629.527004 = -200670.025581 nChanged 3 SP:Iteration 35Q (108.587278 sec): 3 clusters Score: Raw -202300.327206 + Penalty 1629.367860 = -200670.959346 nChanged 2 SP:Iteration 36Q (108.591397 sec): 3 clusters Score: Raw -202300.742874 + Penalty 1630.218069 = -200670.524805 nChanged 2 SP:Iteration 37F (108.596320 sec): 3 clusters Score: Raw -202301.067166 + Penalty 1630.459478 = -200670.607688 nChanged 2 SP:Iteration 38Q (108.600334 sec): 3 clusters Score: Raw -202301.385184 + Penalty 1630.961406 = -200670.423778 nChanged 3 SP:Iteration 39F (108.604808 sec): 3 clusters Score: Raw -202301.824248 + Penalty 1631.438647 = -200670.385601 nChanged 2 SP:Iteration 40F (108.609375 sec): 3 clusters Score: Raw -202302.046545 + Penalty 1632.753643 = -200669.292902 nChanged 2 SP:Iteration 41F (108.613826 sec): 3 clusters Score: Raw -202302.476516 + Penalty 1633.625309 = -200668.851208 nChanged 3 SP:Iteration 42F (108.618307 sec): 3 clusters Score: Raw -202303.523222 + Penalty 1633.061506 = -200670.461716 nChanged 2 SP:Iteration 43Q (108.622296 sec): 3 clusters Score: Raw -202304.608673 + Penalty 1633.646016 = -200670.962657 nChanged 5 SP:Iteration 44Q (108.626368 sec): 3 clusters Score: Raw -202306.755703 + Penalty 1634.956077 = -200671.799626 nChanged 5 SP:Iteration 45Q (108.630709 sec): 3 clusters Score: Raw -202310.324393 + Penalty 1635.122084 = -200675.202309 nChanged 6 SP:Iteration 46Q (108.634664 sec): 3 clusters Score: Raw -202312.963513 + Penalty 1636.088369 = -200676.875143 nChanged 6 SP:Iteration 47Q (108.638660 sec): 3 clusters Score: Raw -202315.001346 + Penalty 1638.161484 = -200676.839861 nChanged 5 SP:Iteration 48F (108.643153 sec): 3 clusters Score: Raw -202316.992414 + Penalty 1640.840991 = -200676.151423 nChanged 5 SP:Iteration 49F (108.647736 sec): 3 clusters Score: Raw -202318.968630 + Penalty 1642.837543 = -200676.131088 nChanged 5 SP:Iteration 50F (108.652557 sec): 3 clusters Score: Raw -202320.802635 + Penalty 1644.466011 = -200676.336624 nChanged 2 SP:Iteration 51Q (108.656498 sec): 3 clusters Score: Raw -202322.622110 + Penalty 1644.250857 = -200678.371253 nChanged 1 SP:Iteration 52Q (108.660600 sec): 3 clusters Score: Raw -202324.093822 + Penalty 1645.500011 = -200678.593812 nChanged 2 SP:Iteration 53Q (108.664871 sec): 3 clusters Score: Raw -202325.231674 + Penalty 1645.423102 = -200679.808572 nChanged 2 SP:Iteration 54Q (108.668937 sec): 3 clusters Score: Raw -202326.186761 + Penalty 1645.141965 = -200681.044795 nChanged 1 SP:Iteration 55Q (108.672914 sec): 3 clusters Score: Raw -202326.490730 + Penalty 1645.141965 = -200681.348765 nChanged 0 SP:Iteration 56F (108.677427 sec): 3 clusters Score: Raw -202326.490730 + Penalty 1645.141965 = -200681.348765 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 33 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.683283 sec): 2 clusters Score: Raw -64077.008556 + Penalty 248.427166 = -63828.581390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.684964 sec): 3 clusters Score: Raw -63708.334003 + Penalty 495.075134 = -63213.258869 nChanged 302 SP:Iteration 1F (108.686567 sec): 3 clusters Score: Raw -64028.806847 + Penalty 496.226286 = -63532.580561 nChanged 62 SP:Iteration 2F (108.688277 sec): 3 clusters Score: Raw -64083.548952 + Penalty 501.198505 = -63582.350447 nChanged 23 SP:Iteration 3Q (108.690039 sec): 3 clusters Score: Raw -64098.030660 + Penalty 506.729490 = -63591.301169 nChanged 14 SP:Iteration 4Q (108.691655 sec): 3 clusters Score: Raw -64103.410075 + Penalty 509.917690 = -63593.492385 nChanged 8 SP:Iteration 5Q (108.693350 sec): 3 clusters Score: Raw -64105.382854 + Penalty 512.293191 = -63593.089663 nChanged 9 SP:Iteration 6F (108.695053 sec): 3 clusters Score: Raw -64107.193187 + Penalty 512.897658 = -63594.295530 nChanged 1 SP:Iteration 7Q (108.696735 sec): 3 clusters Score: Raw -64107.206612 + Penalty 512.897658 = -63594.308954 nChanged 0 SP:Iteration 8F (108.698317 sec): 3 clusters Score: Raw -64107.206612 + Penalty 512.897658 = -63594.308954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.698871 sec): 2 clusters Score: Raw -1680.752411 + Penalty 18.904248 = -1661.848163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.699093 sec): 3 clusters Score: Raw -1679.488682 + Penalty 41.719653 = -1637.769029 nChanged 5 SP:Iteration 1F (108.699301 sec): 3 clusters Score: Raw -1682.208412 + Penalty 40.373758 = -1641.834653 nChanged 1 SP:Iteration 2Q (108.699507 sec): 3 clusters Score: Raw -1683.665553 + Penalty 39.327671 = -1644.337882 nChanged 1 SP:Iteration 3Q (108.699712 sec): 3 clusters Score: Raw -1684.654861 + Penalty 39.327671 = -1645.327190 nChanged 0 SP:Iteration 4F (108.699920 sec): 3 clusters Score: Raw -1684.654861 + Penalty 39.327671 = -1645.327190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.700379 sec): 2 clusters Score: Raw -477.029082 + Penalty 14.437911 = -462.591171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.700572 sec): 3 clusters Score: Raw -490.390221 + Penalty 30.167724 = -460.222498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.701120 sec): 2 clusters Score: Raw -2599.868807 + Penalty 100.928593 = -2498.940214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.701395 sec): 3 clusters Score: Raw -2656.750711 + Penalty 205.881009 = -2450.869702 nChanged 4 SP:Iteration 1F (108.701665 sec): 3 clusters Score: Raw -2662.730499 + Penalty 206.867599 = -2455.862900 nChanged 1 SP:Iteration 2Q (108.701917 sec): 3 clusters Score: Raw -2669.406492 + Penalty 206.867599 = -2462.538892 nChanged 0 SP:Iteration 3F (108.702181 sec): 3 clusters Score: Raw -2669.406492 + Penalty 206.867599 = -2462.538892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.702635 sec): 2 clusters Score: Raw -251.061200 + Penalty 15.380572 = -235.680628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.702824 sec): 3 clusters Score: Raw -255.282150 + Penalty 30.761144 = -224.521006 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 80 (945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.706521 sec): 2 clusters Score: Raw -86698.950925 + Penalty 788.760229 = -85910.190696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.708501 sec): 3 clusters Score: Raw -86251.613705 + Penalty 1578.146931 = -84673.466774 nChanged 297 SP:Iteration 1F (108.710444 sec): 3 clusters Score: Raw -86435.219357 + Penalty 1579.031619 = -84856.187737 nChanged 92 SP:Iteration 2F (108.712376 sec): 3 clusters Score: Raw -86514.672065 + Penalty 1578.673178 = -84935.998887 nChanged 80 SP:Iteration 3F (108.714311 sec): 3 clusters Score: Raw -86597.335498 + Penalty 1579.822603 = -85017.512895 nChanged 60 SP:Iteration 4F (108.716250 sec): 3 clusters Score: Raw -86656.470104 + Penalty 1578.533981 = -85077.936122 nChanged 42 SP:Iteration 5Q (108.718176 sec): 3 clusters Score: Raw -86689.211763 + Penalty 1577.069851 = -85112.141912 nChanged 27 SP:Iteration 6Q (108.720094 sec): 3 clusters Score: Raw -86714.031784 + Penalty 1577.358115 = -85136.673669 nChanged 24 SP:Iteration 7Q (108.722006 sec): 3 clusters Score: Raw -86730.538590 + Penalty 1578.600268 = -85151.938322 nChanged 24 SP:Iteration 8Q (108.723909 sec): 3 clusters Score: Raw -86743.224506 + Penalty 1579.887721 = -85163.336785 nChanged 14 SP:Iteration 9Q (108.725832 sec): 3 clusters Score: Raw -86753.366876 + Penalty 1580.590411 = -85172.776465 nChanged 10 SP:Iteration 10F (108.727916 sec): 3 clusters Score: Raw -86759.242804 + Penalty 1580.862894 = -85178.379910 nChanged 6 SP:Iteration 11Q (108.729990 sec): 3 clusters Score: Raw -86762.604127 + Penalty 1580.503587 = -85182.100540 nChanged 6 SP:Iteration 12Q (108.731955 sec): 3 clusters Score: Raw -86765.187137 + Penalty 1580.701570 = -85184.485566 nChanged 6 SP:Iteration 13Q (108.733860 sec): 3 clusters Score: Raw -86769.446957 + Penalty 1579.881639 = -85189.565318 nChanged 7 SP:Iteration 14Q (108.735858 sec): 3 clusters Score: Raw -86772.010817 + Penalty 1579.230153 = -85192.780664 nChanged 7 SP:Iteration 15Q (108.737760 sec): 3 clusters Score: Raw -86775.525580 + Penalty 1580.016781 = -85195.508800 nChanged 6 SP:Iteration 16Q (108.739663 sec): 3 clusters Score: Raw -86778.982720 + Penalty 1581.362961 = -85197.619759 nChanged 6 SP:Iteration 17Q (108.741588 sec): 3 clusters Score: Raw -86781.701469 + Penalty 1582.017718 = -85199.683751 nChanged 8 SP:Iteration 18Q (108.743539 sec): 3 clusters Score: Raw -86786.394144 + Penalty 1584.969783 = -85201.424361 nChanged 13 SP:Iteration 19Q (108.745480 sec): 3 clusters Score: Raw -86793.508805 + Penalty 1586.471475 = -85207.037330 nChanged 4 SP:Iteration 20F (108.747471 sec): 3 clusters Score: Raw -86794.454768 + Penalty 1586.347236 = -85208.107532 nChanged 2 SP:Iteration 21Q (108.749376 sec): 3 clusters Score: Raw -86795.365766 + Penalty 1586.275315 = -85209.090451 nChanged 3 SP:Iteration 22Q (108.751273 sec): 3 clusters Score: Raw -86796.601286 + Penalty 1586.190649 = -85210.410637 nChanged 1 SP:Iteration 23Q (108.753170 sec): 3 clusters Score: Raw -86797.690179 + Penalty 1585.962689 = -85211.727489 nChanged 2 SP:Iteration 24Q (108.755066 sec): 3 clusters Score: Raw -86800.397662 + Penalty 1586.261201 = -85214.136461 nChanged 3 SP:Iteration 25Q (108.756960 sec): 3 clusters Score: Raw -86802.297843 + Penalty 1586.234342 = -85216.063501 nChanged 1 SP:Iteration 26Q (108.758853 sec): 3 clusters Score: Raw -86802.668407 + Penalty 1586.234342 = -85216.434065 nChanged 0 SP:Iteration 27F (108.761008 sec): 3 clusters Score: Raw -86802.668407 + Penalty 1586.234342 = -85216.434065 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 110 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.763578 sec): 2 clusters Score: Raw -57738.056878 + Penalty 989.077548 = -56748.979330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.765008 sec): 3 clusters Score: Raw -57590.716793 + Penalty 1979.129527 = -55611.587266 nChanged 160 SP:Iteration 1F (108.766337 sec): 3 clusters Score: Raw -57763.117034 + Penalty 1979.482364 = -55783.634671 nChanged 36 SP:Iteration 2F (108.767686 sec): 3 clusters Score: Raw -57805.955392 + Penalty 1979.233939 = -55826.721454 nChanged 34 SP:Iteration 3F (108.769016 sec): 3 clusters Score: Raw -57847.591531 + Penalty 1979.348811 = -55868.242719 nChanged 17 SP:Iteration 4Q (108.770341 sec): 3 clusters Score: Raw -57873.081153 + Penalty 1979.714533 = -55893.366621 nChanged 19 SP:Iteration 5Q (108.771732 sec): 3 clusters Score: Raw -57894.052462 + Penalty 1979.799620 = -55914.252841 nChanged 12 SP:Iteration 6Q (108.773071 sec): 3 clusters Score: Raw -57904.711056 + Penalty 1979.533317 = -55925.177739 nChanged 6 SP:Iteration 7Q (108.774377 sec): 3 clusters Score: Raw -57912.909699 + Penalty 1978.908160 = -55934.001539 nChanged 6 SP:Iteration 8Q (108.775682 sec): 3 clusters Score: Raw -57918.614799 + Penalty 1978.335646 = -55940.279153 nChanged 5 SP:Iteration 9Q (108.777014 sec): 3 clusters Score: Raw -57922.435270 + Penalty 1978.335646 = -55944.099624 nChanged 0 SP:Iteration 10F (108.778363 sec): 3 clusters Score: Raw -57922.435270 + Penalty 1978.335646 = -55944.099624 nChanged 0 Time taken for this iteration:107.924152 seconds. 300->16 Clusters: Score -2656690.314705, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 238 (time per iteration =457.208034 ms) Total iterations: 1716 (time per iteration =63.412303 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5867040000.000000 (time per metric unit =18.546918ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 146676000000.000000 (time per metric unit=741.876735ps) That took 108.815512 seconds.