FileBase PeterP-2014-03-27_dataset1 ElecNo 16 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 0.47 and 0.71 GB of RAM. Memory request: 0.24 GB would take us to total of 0.24 GB. ---------------------------------------------------------- Loaded 51797 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 51797 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 240 (1 points): Lose 4.966981 but Gain 1731.025133 Iteration 0F (7.354250 sec): 245 clusters Score: Raw -2346466.209036 + Penalty 276505.434607 = -2069960.774429 nChanged 10100 Deleting Class 234 (2 points): Lose 67.014637 but Gain 1697.299131 Iteration 1F (13.139453 sec): 243 clusters Score: Raw -2366772.591241 + Penalty 275386.276664 = -2091386.314577 nChanged 3006 Deleting Class 236 (2 points): Lose 27.667719 but Gain 1653.614189 Iteration 2F (18.894103 sec): 242 clusters Score: Raw -2373274.310540 + Penalty 273949.586878 = -2099324.723662 nChanged 1832 Deleting Class 174 (3 points): Lose 61.561536 but Gain 1666.376881 Iteration 3Q (19.676958 sec): 241 clusters Score: Raw -2376338.830671 + Penalty 272352.038862 = -2103986.791809 nChanged 1392 Deleting Class 242 (1 points): Lose 7.185984 but Gain 1551.443365 Iteration 4Q (20.388374 sec): 240 clusters Score: Raw -2378064.559660 + Penalty 270837.413747 = -2107227.145913 nChanged 1181 Deleting Class 147 (2 points): Lose 28.185900 but Gain 1570.626486 Iteration 5Q (21.098125 sec): 239 clusters Score: Raw -2379303.754166 + Penalty 269533.226773 = -2109770.527394 nChanged 1048 Deleting Class 226 (4 points): Lose 65.007572 but Gain 1591.101543 Iteration 6Q (21.780948 sec): 238 clusters Score: Raw -2380088.213605 + Penalty 267999.267090 = -2112088.946514 nChanged 1036 Deleting Class 102 (8 points): Lose 115.646710 but Gain 1641.529422 Iteration 7Q (22.452325 sec): 237 clusters Score: Raw -2380726.873065 + Penalty 266368.417010 = -2114358.456056 nChanged 949 Deleting Class 208 (1 points): Lose 14.987284 but Gain 1531.036792 Iteration 8Q (23.105977 sec): 236 clusters Score: Raw -2381251.894316 + Penalty 264897.664941 = -2116354.229375 nChanged 886 Deleting Class 241 (4 points): Lose 65.581755 but Gain 1577.802462 Iteration 9Q (23.743296 sec): 235 clusters Score: Raw -2381622.683617 + Penalty 263421.395030 = -2118201.288587 nChanged 855 Deleting Class 151 (1 points): Lose 11.578943 but Gain 1523.681442 Iteration 10F (29.361033 sec): 234 clusters Score: Raw -2382092.750445 + Penalty 261923.075609 = -2120169.674836 nChanged 845 Deleting Class 168 (3 points): Lose 23.089407 but Gain 1534.858354 Iteration 11Q (29.956294 sec): 233 clusters Score: Raw -2382557.731885 + Penalty 260393.366531 = -2122164.365355 nChanged 830 Deleting Class 191 (14 points): Lose 199.885932 but Gain 1705.589510 Iteration 12Q (30.546278 sec): 232 clusters Score: Raw -2382805.052610 + Penalty 258936.609894 = -2123868.442716 nChanged 770 Deleting Class 216 (3 points): Lose 65.789425 but Gain 1570.914348 Iteration 13Q (31.117355 sec): 231 clusters Score: Raw -2383059.248551 + Penalty 257432.473963 = -2125626.774588 nChanged 675 Deleting Class 193 (5 points): Lose 87.220616 but Gain 1588.392844 Iteration 14Q (31.673660 sec): 230 clusters Score: Raw -2383248.409129 + Penalty 255889.153063 = -2127359.256066 nChanged 616 Deleting Class 41 (15 points): Lose 192.289051 but Gain 1686.271476 Iteration 15Q (32.215435 sec): 229 clusters Score: Raw -2383274.195291 + Penalty 254249.643292 = -2129024.551999 nChanged 563 Deleting Class 221 (2 points): Lose 32.965076 but Gain 1518.542611 Iteration 16Q (32.747984 sec): 228 clusters Score: Raw -2383439.869168 + Penalty 252729.270494 = -2130710.598674 nChanged 492 Deleting Class 185 (7 points): Lose 114.628816 but Gain 1588.078281 Iteration 17Q (33.278361 sec): 227 clusters Score: Raw -2383469.371053 + Penalty 251222.996121 = -2132246.374932 nChanged 470 Deleting Class 194 (2 points): Lose 25.245307 but Gain 1491.748343 Iteration 18Q (33.796981 sec): 226 clusters Score: Raw -2383600.099262 + Penalty 249780.156822 = -2133819.942440 nChanged 447 Deleting Class 105 (6 points): Lose 98.283603 but Gain 1563.755960 Iteration 19Q (34.310559 sec): 225 clusters Score: Raw -2383621.643678 + Penalty 248293.379344 = -2135328.264334 nChanged 409 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.47 GB. Compute initial score before splitting: Score: Raw -2383621.643678 + Penalty 248293.379344 = -2135328.264334Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 1 (3823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.519749 sec): 2 clusters Score: Raw -190195.969637 + Penalty 114.349655 = -190081.619982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.526910 sec): 3 clusters Score: Raw -187715.701070 + Penalty 227.829960 = -187487.871110 nChanged 1752 SP:Iteration 1F (34.533833 sec): 3 clusters Score: Raw -189560.758833 + Penalty 229.416450 = -189331.342382 nChanged 458 SP:Iteration 2F (34.541088 sec): 3 clusters Score: Raw -190074.605805 + Penalty 230.122398 = -189844.483406 nChanged 219 SP:Iteration 3F (34.548068 sec): 3 clusters Score: Raw -190248.651381 + Penalty 230.783272 = -190017.868109 nChanged 138 SP:Iteration 4Q (34.554726 sec): 3 clusters Score: Raw -190333.003079 + Penalty 231.312778 = -190101.690300 nChanged 85 SP:Iteration 5Q (34.561296 sec): 3 clusters Score: Raw -190364.241985 + Penalty 231.492000 = -190132.749985 nChanged 44 SP:Iteration 6Q (34.567856 sec): 3 clusters Score: Raw -190373.766942 + Penalty 231.686979 = -190142.079963 nChanged 21 SP:Iteration 7Q (34.574500 sec): 3 clusters Score: Raw -190378.839765 + Penalty 231.896998 = -190146.942768 nChanged 17 SP:Iteration 8Q (34.581047 sec): 3 clusters Score: Raw -190381.842073 + Penalty 232.079745 = -190149.762328 nChanged 16 SP:Iteration 9Q (34.587601 sec): 3 clusters Score: Raw -190384.443292 + Penalty 232.311072 = -190152.132220 nChanged 14 SP:Iteration 10F (34.594583 sec): 3 clusters Score: Raw -190387.017888 + Penalty 232.644948 = -190154.372940 nChanged 21 SP:Iteration 11Q (34.601287 sec): 3 clusters Score: Raw -190390.872491 + Penalty 232.753290 = -190158.119201 nChanged 21 SP:Iteration 12Q (34.607872 sec): 3 clusters Score: Raw -190394.907153 + Penalty 232.840574 = -190162.066579 nChanged 20 SP:Iteration 13Q (34.614497 sec): 3 clusters Score: Raw -190397.827369 + Penalty 232.980154 = -190164.847216 nChanged 14 SP:Iteration 14Q (34.621067 sec): 3 clusters Score: Raw -190399.475964 + Penalty 232.877912 = -190166.598052 nChanged 14 SP:Iteration 15Q (34.627749 sec): 3 clusters Score: Raw -190402.014414 + Penalty 232.774862 = -190169.239552 nChanged 14 SP:Iteration 16Q (34.634313 sec): 3 clusters Score: Raw -190404.977055 + Penalty 232.758730 = -190172.218325 nChanged 12 SP:Iteration 17Q (34.640865 sec): 3 clusters Score: Raw -190407.405133 + Penalty 232.555119 = -190174.850014 nChanged 15 SP:Iteration 18Q (34.647474 sec): 3 clusters Score: Raw -190409.909828 + Penalty 232.220295 = -190177.689532 nChanged 11 SP:Iteration 19Q (34.654276 sec): 3 clusters Score: Raw -190411.572980 + Penalty 232.186560 = -190179.386420 nChanged 7 SP:Iteration 20F (34.661377 sec): 3 clusters Score: Raw -190412.279357 + Penalty 232.159803 = -190180.119553 nChanged 7 SP:Iteration 21Q (34.667959 sec): 3 clusters Score: Raw -190413.001962 + Penalty 232.226855 = -190180.775107 nChanged 4 SP:Iteration 22Q (34.674549 sec): 3 clusters Score: Raw -190413.157563 + Penalty 232.239165 = -190180.918397 nChanged 8 SP:Iteration 23Q (34.681177 sec): 3 clusters Score: Raw -190413.608273 + Penalty 232.270275 = -190181.337998 nChanged 4 SP:Iteration 24Q (34.687834 sec): 3 clusters Score: Raw -190413.682441 + Penalty 232.270275 = -190181.412166 nChanged 0 SP:Iteration 25F (34.694798 sec): 3 clusters Score: Raw -190413.682441 + Penalty 232.270275 = -190181.412166 nChanged 0 Score: Raw -2425578.764457 + Penalty 248448.558289 = -2177130.206169 Splitting cluster 1 changes total score from -2135328.264334 to -2177130.206169 So it's getting split into cluster 41. Memory request: 0.03 GB would take us to total of 0.50 GB. Trying to split cluster 2 (6560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.045999 sec): 2 clusters Score: Raw -328397.324884 + Penalty 183.165467 = -328214.159417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.057825 sec): 3 clusters Score: Raw -324042.184987 + Penalty 360.846289 = -323681.338697 nChanged 3068 SP:Iteration 1F (40.069474 sec): 3 clusters Score: Raw -326147.312472 + Penalty 356.531193 = -325790.781279 nChanged 937 SP:Iteration 2F (40.081097 sec): 3 clusters Score: Raw -326875.432396 + Penalty 354.354633 = -326521.077763 nChanged 447 SP:Iteration 3F (40.092734 sec): 3 clusters Score: Raw -327195.662612 + Penalty 353.363096 = -326842.299516 nChanged 268 SP:Iteration 4Q (40.104027 sec): 3 clusters Score: Raw -327341.030665 + Penalty 352.587785 = -326988.442881 nChanged 203 SP:Iteration 5Q (40.115288 sec): 3 clusters Score: Raw -327426.494979 + Penalty 352.471329 = -327074.023650 nChanged 189 SP:Iteration 6Q (40.126523 sec): 3 clusters Score: Raw -327489.959626 + Penalty 352.201142 = -327137.758484 nChanged 146 SP:Iteration 7Q (40.137699 sec): 3 clusters Score: Raw -327538.253397 + Penalty 351.397163 = -327186.856234 nChanged 123 SP:Iteration 8Q (40.148846 sec): 3 clusters Score: Raw -327572.003346 + Penalty 350.299189 = -327221.704157 nChanged 99 SP:Iteration 9Q (40.159936 sec): 3 clusters Score: Raw -327598.416646 + Penalty 348.621646 = -327249.795000 nChanged 80 SP:Iteration 10F (40.171545 sec): 3 clusters Score: Raw -327620.675837 + Penalty 345.703888 = -327274.971949 nChanged 91 SP:Iteration 11Q (40.182610 sec): 3 clusters Score: Raw -327656.199013 + Penalty 341.851299 = -327314.347714 nChanged 106 SP:Iteration 12Q (40.193887 sec): 3 clusters Score: Raw -327706.711867 + Penalty 337.683635 = -327369.028232 nChanged 115 SP:Iteration 13Q (40.204958 sec): 3 clusters Score: Raw -327788.101859 + Penalty 331.671139 = -327456.430719 nChanged 143 SP:Iteration 14Q (40.215935 sec): 3 clusters Score: Raw -327897.188594 + Penalty 325.931310 = -327571.257284 nChanged 144 SP:Iteration 15Q (40.226945 sec): 3 clusters Score: Raw -328005.670854 + Penalty 321.633010 = -327684.037845 nChanged 128 SP:Iteration 16Q (40.238152 sec): 3 clusters Score: Raw -328068.381852 + Penalty 316.745026 = -327751.636826 nChanged 101 SP:Iteration 17Q (40.248978 sec): 3 clusters Score: Raw -328119.113688 + Penalty 313.441639 = -327805.672050 nChanged 78 SP:Iteration 18Q (40.259689 sec): 3 clusters Score: Raw -328146.605127 + Penalty 311.084347 = -327835.520780 nChanged 62 SP:Iteration 19Q (40.270386 sec): 3 clusters Score: Raw -328165.027180 + Penalty 308.036245 = -327856.990935 nChanged 62 SP:Iteration 20F (40.281999 sec): 3 clusters Score: Raw -328187.323269 + Penalty 305.189331 = -327882.133938 nChanged 59 SP:Iteration 21Q (40.292645 sec): 3 clusters Score: Raw -328205.388067 + Penalty 302.547801 = -327902.840266 nChanged 60 SP:Iteration 22Q (40.303399 sec): 3 clusters Score: Raw -328222.335063 + Penalty 300.040252 = -327922.294812 nChanged 55 SP:Iteration 23Q (40.313899 sec): 3 clusters Score: Raw -328237.159615 + Penalty 297.564767 = -327939.594848 nChanged 65 SP:Iteration 24Q (40.324356 sec): 3 clusters Score: Raw -328256.913164 + Penalty 294.014166 = -327962.898998 nChanged 74 SP:Iteration 25Q (40.334832 sec): 3 clusters Score: Raw -328279.158103 + Penalty 291.240164 = -327987.917939 nChanged 66 SP:Iteration 26Q (40.345224 sec): 3 clusters Score: Raw -328295.806053 + Penalty 288.414574 = -328007.391479 nChanged 68 SP:Iteration 27Q (40.355534 sec): 3 clusters Score: Raw -328312.946829 + Penalty 286.642009 = -328026.304821 nChanged 58 SP:Iteration 28Q (40.365813 sec): 3 clusters Score: Raw -328325.069276 + Penalty 285.119571 = -328039.949705 nChanged 46 SP:Iteration 29Q (40.376098 sec): 3 clusters Score: Raw -328332.472619 + Penalty 283.063061 = -328049.409558 nChanged 40 SP:Iteration 30F (40.387650 sec): 3 clusters Score: Raw -328338.788035 + Penalty 281.716951 = -328057.071083 nChanged 46 SP:Iteration 31Q (40.397894 sec): 3 clusters Score: Raw -328346.022531 + Penalty 280.804670 = -328065.217861 nChanged 37 SP:Iteration 32Q (40.408046 sec): 3 clusters Score: Raw -328352.537504 + Penalty 279.732240 = -328072.805264 nChanged 38 SP:Iteration 33Q (40.418152 sec): 3 clusters Score: Raw -328359.163063 + Penalty 278.379422 = -328080.783640 nChanged 39 SP:Iteration 34Q (40.428292 sec): 3 clusters Score: Raw -328366.132171 + Penalty 277.153583 = -328088.978588 nChanged 38 SP:Iteration 35Q (40.438382 sec): 3 clusters Score: Raw -328371.876120 + Penalty 275.690248 = -328096.185872 nChanged 29 SP:Iteration 36Q (40.448446 sec): 3 clusters Score: Raw -328375.453105 + Penalty 273.819617 = -328101.633488 nChanged 41 SP:Iteration 37Q (40.458578 sec): 3 clusters Score: Raw -328381.942206 + Penalty 271.898498 = -328110.043708 nChanged 36 SP:Iteration 38Q (40.468562 sec): 3 clusters Score: Raw -328388.254911 + Penalty 270.526695 = -328117.728216 nChanged 39 SP:Iteration 39Q (40.478535 sec): 3 clusters Score: Raw -328394.987643 + Penalty 270.473383 = -328124.514260 nChanged 25 SP:Iteration 40F (40.490083 sec): 3 clusters Score: Raw -328398.036527 + Penalty 270.072609 = -328127.963918 nChanged 25 SP:Iteration 41Q (40.500011 sec): 3 clusters Score: Raw -328400.978913 + Penalty 269.622129 = -328131.356784 nChanged 16 SP:Iteration 42Q (40.510036 sec): 3 clusters Score: Raw -328402.564807 + Penalty 269.106069 = -328133.458738 nChanged 14 SP:Iteration 43Q (40.519872 sec): 3 clusters Score: Raw -328403.985166 + Penalty 268.724760 = -328135.260407 nChanged 12 SP:Iteration 44Q (40.529699 sec): 3 clusters Score: Raw -328404.967077 + Penalty 267.983021 = -328136.984056 nChanged 16 SP:Iteration 45Q (40.539571 sec): 3 clusters Score: Raw -328406.433361 + Penalty 267.471065 = -328138.962296 nChanged 12 SP:Iteration 46Q (40.549375 sec): 3 clusters Score: Raw -328407.106925 + Penalty 267.276107 = -328139.830817 nChanged 6 SP:Iteration 47Q (40.559216 sec): 3 clusters Score: Raw -328407.668016 + Penalty 267.156314 = -328140.511702 nChanged 6 SP:Iteration 48Q (40.569001 sec): 3 clusters Score: Raw -328408.128148 + Penalty 266.287312 = -328141.840836 nChanged 5 SP:Iteration 49Q (40.578797 sec): 3 clusters Score: Raw -328408.469847 + Penalty 265.802590 = -328142.667257 nChanged 6 SP:Iteration 50F (40.590358 sec): 3 clusters Score: Raw -328408.957523 + Penalty 265.714989 = -328143.242534 nChanged 5 SP:Iteration 51Q (40.600173 sec): 3 clusters Score: Raw -328409.362196 + Penalty 265.674711 = -328143.687485 nChanged 3 SP:Iteration 52Q (40.610214 sec): 3 clusters Score: Raw -328409.528223 + Penalty 265.651009 = -328143.877215 nChanged 1 SP:Iteration 53Q (40.620358 sec): 3 clusters Score: Raw -328409.574922 + Penalty 265.639290 = -328143.935632 nChanged 2 SP:Iteration 54Q (40.630158 sec): 3 clusters Score: Raw -328409.661438 + Penalty 265.627001 = -328144.034436 nChanged 2 SP:Iteration 55Q (40.640012 sec): 3 clusters Score: Raw -328409.777892 + Penalty 265.627001 = -328144.150891 nChanged 0 SP:Iteration 56F (40.651625 sec): 3 clusters Score: Raw -328409.777892 + Penalty 265.627001 = -328144.150891 nChanged 0 Memory request: 0.08 GB would take us to total of 0.55 GB. Trying to split cluster 3 (16245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.730945 sec): 2 clusters Score: Raw -789983.143486 + Penalty 152.602531 = -789830.540955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.761035 sec): 3 clusters Score: Raw -779012.571482 + Penalty 305.247085 = -778707.324397 nChanged 7771 SP:Iteration 1F (40.790921 sec): 3 clusters Score: Raw -784633.394180 + Penalty 297.926381 = -784335.467799 nChanged 2978 SP:Iteration 2F (40.820750 sec): 3 clusters Score: Raw -787752.392532 + Penalty 286.673148 = -787465.719384 nChanged 1261 SP:Iteration 3F (40.850458 sec): 3 clusters Score: Raw -789487.676730 + Penalty 284.409085 = -789203.267645 nChanged 287 SP:Iteration 4Q (40.880269 sec): 3 clusters Score: Raw -789619.154164 + Penalty 283.973916 = -789335.180248 nChanged 86 SP:Iteration 5Q (40.910216 sec): 3 clusters Score: Raw -789626.219252 + Penalty 283.661627 = -789342.557625 nChanged 46 SP:Iteration 6Q (40.939868 sec): 3 clusters Score: Raw -789630.134189 + Penalty 283.444901 = -789346.689288 nChanged 40 SP:Iteration 7Q (40.969787 sec): 3 clusters Score: Raw -789632.765782 + Penalty 283.225695 = -789349.540087 nChanged 41 SP:Iteration 8Q (40.999410 sec): 3 clusters Score: Raw -789634.929012 + Penalty 282.933927 = -789351.995085 nChanged 27 SP:Iteration 9Q (41.029146 sec): 3 clusters Score: Raw -789635.795452 + Penalty 282.798774 = -789352.996679 nChanged 12 SP:Iteration 10F (41.058602 sec): 3 clusters Score: Raw -789636.054060 + Penalty 282.744531 = -789353.309529 nChanged 6 SP:Iteration 11Q (41.088386 sec): 3 clusters Score: Raw -789636.115243 + Penalty 282.699614 = -789353.415629 nChanged 3 SP:Iteration 12Q (41.118233 sec): 3 clusters Score: Raw -789636.140538 + Penalty 282.674068 = -789353.466470 nChanged 1 SP:Iteration 13Q (41.147928 sec): 3 clusters Score: Raw -789636.156543 + Penalty 282.674068 = -789353.482475 nChanged 0 SP:Iteration 14F (41.177339 sec): 3 clusters Score: Raw -789636.156543 + Penalty 282.674068 = -789353.482475 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 4 (3245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.203034 sec): 2 clusters Score: Raw -163868.050247 + Penalty 198.942494 = -163669.107753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.208971 sec): 3 clusters Score: Raw -161778.340509 + Penalty 402.302432 = -161376.038077 nChanged 1444 SP:Iteration 1F (41.214762 sec): 3 clusters Score: Raw -162789.978574 + Penalty 435.833398 = -162354.145176 nChanged 458 SP:Iteration 2F (41.220534 sec): 3 clusters Score: Raw -163189.268547 + Penalty 470.103014 = -162719.165533 nChanged 263 SP:Iteration 3F (41.226275 sec): 3 clusters Score: Raw -163463.337374 + Penalty 478.392694 = -162984.944679 nChanged 175 SP:Iteration 4F (41.232049 sec): 3 clusters Score: Raw -163620.801077 + Penalty 478.206663 = -163142.594413 nChanged 97 SP:Iteration 5Q (41.237759 sec): 3 clusters Score: Raw -163724.128235 + Penalty 471.125184 = -163253.003052 nChanged 63 SP:Iteration 6Q (41.243232 sec): 3 clusters Score: Raw -163800.686447 + Penalty 468.508925 = -163332.177522 nChanged 32 SP:Iteration 7Q (41.248325 sec): 3 clusters Score: Raw -163837.294453 + Penalty 467.017239 = -163370.277214 nChanged 22 SP:Iteration 8Q (41.253228 sec): 3 clusters Score: Raw -163873.524060 + Penalty 464.236142 = -163409.287918 nChanged 11 SP:Iteration 9Q (41.257991 sec): 3 clusters Score: Raw -163885.720073 + Penalty 460.002786 = -163425.717286 nChanged 10 SP:Iteration 10F (41.263733 sec): 3 clusters Score: Raw -163897.133477 + Penalty 457.999531 = -163439.133945 nChanged 10 SP:Iteration 11Q (41.268521 sec): 3 clusters Score: Raw -163900.117622 + Penalty 451.402066 = -163448.715556 nChanged 9 SP:Iteration 12Q (41.273251 sec): 3 clusters Score: Raw -163904.007414 + Penalty 446.696102 = -163457.311312 nChanged 5 SP:Iteration 13Q (41.277967 sec): 3 clusters Score: Raw -163907.465095 + Penalty 443.972187 = -163463.492908 nChanged 3 SP:Iteration 14Q (41.282667 sec): 3 clusters Score: Raw -163909.716892 + Penalty 436.195916 = -163473.520976 nChanged 8 SP:Iteration 15Q (41.287400 sec): 3 clusters Score: Raw -163913.005794 + Penalty 434.934712 = -163478.071082 nChanged 2 SP:Iteration 16Q (41.292064 sec): 3 clusters Score: Raw -163913.386751 + Penalty 434.934712 = -163478.452040 nChanged 0 SP:Iteration 17F (41.297838 sec): 3 clusters Score: Raw -163913.386751 + Penalty 434.934712 = -163478.452040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 5 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.302886 sec): 2 clusters Score: Raw -2212.953101 + Penalty 235.378134 = -1977.574967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.303190 sec): 3 clusters Score: Raw -2232.176287 + Penalty 489.480890 = -1742.695397 nChanged 2 SP:Iteration 1Q (41.303470 sec): 3 clusters Score: Raw -2236.942441 + Penalty 489.480890 = -1747.461551 nChanged 0 SP:Iteration 2F (41.303755 sec): 3 clusters Score: Raw -2236.942441 + Penalty 489.480890 = -1747.461551 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 6 (1268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.310378 sec): 2 clusters Score: Raw -62392.797782 + Penalty 309.834946 = -62082.962836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.312786 sec): 3 clusters Score: Raw -61675.990284 + Penalty 615.023929 = -61060.966355 nChanged 513 SP:Iteration 1F (41.315164 sec): 3 clusters Score: Raw -61994.081293 + Penalty 612.666762 = -61381.414531 nChanged 155 SP:Iteration 2F (41.317528 sec): 3 clusters Score: Raw -62094.989476 + Penalty 612.193654 = -61482.795822 nChanged 116 SP:Iteration 3F (41.319886 sec): 3 clusters Score: Raw -62207.999158 + Penalty 614.912149 = -61593.087010 nChanged 126 SP:Iteration 4F (41.322267 sec): 3 clusters Score: Raw -62321.266538 + Penalty 617.455828 = -61703.810709 nChanged 99 SP:Iteration 5F (41.324626 sec): 3 clusters Score: Raw -62401.072881 + Penalty 618.457369 = -61782.615512 nChanged 44 SP:Iteration 6Q (41.326925 sec): 3 clusters Score: Raw -62422.079652 + Penalty 618.616515 = -61803.463137 nChanged 23 SP:Iteration 7Q (41.329228 sec): 3 clusters Score: Raw -62430.654614 + Penalty 618.714258 = -61811.940356 nChanged 17 SP:Iteration 8Q (41.331524 sec): 3 clusters Score: Raw -62436.168486 + Penalty 618.803681 = -61817.364804 nChanged 11 SP:Iteration 9Q (41.333826 sec): 3 clusters Score: Raw -62440.257474 + Penalty 618.882049 = -61821.375424 nChanged 6 SP:Iteration 10F (41.336188 sec): 3 clusters Score: Raw -62446.879799 + Penalty 619.010388 = -61827.869411 nChanged 11 SP:Iteration 11Q (41.338470 sec): 3 clusters Score: Raw -62452.909013 + Penalty 619.089275 = -61833.819738 nChanged 10 SP:Iteration 12Q (41.340743 sec): 3 clusters Score: Raw -62455.263758 + Penalty 619.053605 = -61836.210152 nChanged 7 SP:Iteration 13Q (41.343012 sec): 3 clusters Score: Raw -62456.761198 + Penalty 618.987048 = -61837.774150 nChanged 3 SP:Iteration 14Q (41.345276 sec): 3 clusters Score: Raw -62459.004602 + Penalty 618.974308 = -61840.030294 nChanged 2 SP:Iteration 15Q (41.347545 sec): 3 clusters Score: Raw -62459.544202 + Penalty 618.957210 = -61840.586992 nChanged 4 SP:Iteration 16Q (41.349813 sec): 3 clusters Score: Raw -62460.763689 + Penalty 618.962575 = -61841.801114 nChanged 3 SP:Iteration 17Q (41.352104 sec): 3 clusters Score: Raw -62462.518885 + Penalty 619.035048 = -61843.483838 nChanged 6 SP:Iteration 18Q (41.354393 sec): 3 clusters Score: Raw -62467.128993 + Penalty 618.960985 = -61848.168008 nChanged 9 SP:Iteration 19Q (41.356660 sec): 3 clusters Score: Raw -62471.991867 + Penalty 619.038699 = -61852.953168 nChanged 6 SP:Iteration 20F (41.359055 sec): 3 clusters Score: Raw -62473.473478 + Penalty 619.119750 = -61854.353729 nChanged 4 SP:Iteration 21Q (41.361315 sec): 3 clusters Score: Raw -62473.810744 + Penalty 619.136110 = -61854.674634 nChanged 1 SP:Iteration 22Q (41.363573 sec): 3 clusters Score: Raw -62473.880881 + Penalty 619.136110 = -61854.744771 nChanged 0 SP:Iteration 23F (41.365940 sec): 3 clusters Score: Raw -62473.880881 + Penalty 619.136110 = -61854.744771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 7 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.374294 sec): 2 clusters Score: Raw -16132.282575 + Penalty 818.551926 = -15313.730649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.375062 sec): 3 clusters Score: Raw -16125.187829 + Penalty 1636.921179 = -14488.266651 nChanged 60 SP:Iteration 1F (41.375833 sec): 3 clusters Score: Raw -16230.128029 + Penalty 1639.879487 = -14590.248542 nChanged 15 SP:Iteration 2Q (41.376564 sec): 3 clusters Score: Raw -16257.141070 + Penalty 1644.327091 = -14612.813980 nChanged 14 SP:Iteration 3Q (41.377297 sec): 3 clusters Score: Raw -16289.405341 + Penalty 1648.671740 = -14640.733601 nChanged 11 SP:Iteration 4Q (41.378019 sec): 3 clusters Score: Raw -16306.676837 + Penalty 1648.533139 = -14658.143697 nChanged 6 SP:Iteration 5Q (41.378736 sec): 3 clusters Score: Raw -16323.124676 + Penalty 1649.764972 = -14673.359705 nChanged 6 SP:Iteration 6Q (41.379451 sec): 3 clusters Score: Raw -16337.256991 + Penalty 1652.281488 = -14684.975503 nChanged 4 SP:Iteration 7Q (41.380161 sec): 3 clusters Score: Raw -16340.992374 + Penalty 1652.942978 = -14688.049396 nChanged 2 SP:Iteration 8Q (41.380871 sec): 3 clusters Score: Raw -16343.731346 + Penalty 1652.069867 = -14691.661479 nChanged 3 SP:Iteration 9Q (41.381579 sec): 3 clusters Score: Raw -16349.909806 + Penalty 1652.935753 = -14696.974053 nChanged 1 SP:Iteration 10F (41.382328 sec): 3 clusters Score: Raw -16350.801148 + Penalty 1652.935753 = -14697.865395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 8 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.383934 sec): 2 clusters Score: Raw -6396.649802 + Penalty 242.388387 = -6154.261415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.384370 sec): 3 clusters Score: Raw -6364.175687 + Penalty 484.707415 = -5879.468272 nChanged 25 SP:Iteration 1F (41.384797 sec): 3 clusters Score: Raw -6389.716180 + Penalty 483.940538 = -5905.775642 nChanged 6 SP:Iteration 2Q (41.385222 sec): 3 clusters Score: Raw -6398.592574 + Penalty 483.985094 = -5914.607480 nChanged 2 SP:Iteration 3Q (41.385642 sec): 3 clusters Score: Raw -6402.030911 + Penalty 483.985094 = -5918.045817 nChanged 0 SP:Iteration 4F (41.386068 sec): 3 clusters Score: Raw -6402.030911 + Penalty 483.985094 = -5918.045817 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 9 (1970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.392713 sec): 2 clusters Score: Raw -98408.651020 + Penalty 137.157692 = -98271.493328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.396348 sec): 3 clusters Score: Raw -97154.513930 + Penalty 275.061252 = -96879.452679 nChanged 901 SP:Iteration 1F (41.399906 sec): 3 clusters Score: Raw -97720.888355 + Penalty 275.730672 = -97445.157683 nChanged 182 SP:Iteration 2F (41.403451 sec): 3 clusters Score: Raw -97785.562903 + Penalty 279.480963 = -97506.081940 nChanged 125 SP:Iteration 3F (41.406997 sec): 3 clusters Score: Raw -97865.667599 + Penalty 287.191171 = -97578.476428 nChanged 177 SP:Iteration 4F (41.410558 sec): 3 clusters Score: Raw -98054.978617 + Penalty 299.938949 = -97755.039668 nChanged 212 SP:Iteration 5F (41.414091 sec): 3 clusters Score: Raw -98279.484255 + Penalty 307.010847 = -97972.473408 nChanged 132 SP:Iteration 6F (41.417684 sec): 3 clusters Score: Raw -98378.355213 + Penalty 311.755311 = -98066.599902 nChanged 77 SP:Iteration 7Q (41.421059 sec): 3 clusters Score: Raw -98417.505719 + Penalty 312.502483 = -98105.003236 nChanged 47 SP:Iteration 8Q (41.424409 sec): 3 clusters Score: Raw -98440.196334 + Penalty 315.687643 = -98124.508691 nChanged 36 SP:Iteration 9Q (41.427708 sec): 3 clusters Score: Raw -98455.492765 + Penalty 314.965820 = -98140.526945 nChanged 26 SP:Iteration 10F (41.431235 sec): 3 clusters Score: Raw -98466.464506 + Penalty 316.279769 = -98150.184737 nChanged 21 SP:Iteration 11Q (41.434484 sec): 3 clusters Score: Raw -98475.124163 + Penalty 316.007187 = -98159.116976 nChanged 21 SP:Iteration 12Q (41.437717 sec): 3 clusters Score: Raw -98486.159188 + Penalty 317.428676 = -98168.730512 nChanged 26 SP:Iteration 13Q (41.440907 sec): 3 clusters Score: Raw -98502.364983 + Penalty 319.268532 = -98183.096452 nChanged 27 SP:Iteration 14Q (41.444069 sec): 3 clusters Score: Raw -98514.555605 + Penalty 317.916663 = -98196.638941 nChanged 20 SP:Iteration 15Q (41.447202 sec): 3 clusters Score: Raw -98522.943886 + Penalty 314.852689 = -98208.091196 nChanged 12 SP:Iteration 16Q (41.450311 sec): 3 clusters Score: Raw -98525.441842 + Penalty 314.645356 = -98210.796486 nChanged 7 SP:Iteration 17Q (41.453453 sec): 3 clusters Score: Raw -98526.469223 + Penalty 314.317357 = -98212.151867 nChanged 2 SP:Iteration 18Q (41.456556 sec): 3 clusters Score: Raw -98526.757852 + Penalty 313.861631 = -98212.896221 nChanged 2 SP:Iteration 19Q (41.459656 sec): 3 clusters Score: Raw -98526.863175 + Penalty 313.861631 = -98213.001544 nChanged 0 SP:Iteration 20F (41.463180 sec): 3 clusters Score: Raw -98526.863175 + Penalty 313.861631 = -98213.001544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 10 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.465391 sec): 2 clusters Score: Raw -1523.352558 + Penalty 469.962785 = -1053.389773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.465673 sec): 3 clusters Score: Raw -1590.272597 + Penalty 940.521411 = -649.751187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 11 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.466338 sec): 2 clusters Score: Raw -3275.783344 + Penalty 465.485411 = -2810.297932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.466653 sec): 3 clusters Score: Raw -3330.806551 + Penalty 930.384405 = -2400.422147 nChanged 3 SP:Iteration 1F (41.466967 sec): 3 clusters Score: Raw -3340.299563 + Penalty 928.413889 = -2411.885674 nChanged 1 SP:Iteration 2Q (41.467272 sec): 3 clusters Score: Raw -3344.706372 + Penalty 928.391020 = -2416.315352 nChanged 1 SP:Iteration 3Q (41.467573 sec): 3 clusters Score: Raw -3346.076079 + Penalty 928.391020 = -2417.685059 nChanged 0 SP:Iteration 4F (41.467890 sec): 3 clusters Score: Raw -3346.076079 + Penalty 928.391020 = -2417.685059 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 12 (1868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.473908 sec): 2 clusters Score: Raw -95724.185241 + Penalty 98.053824 = -95626.131417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.477351 sec): 3 clusters Score: Raw -94513.999859 + Penalty 206.352575 = -94307.647284 nChanged 850 SP:Iteration 1F (41.480712 sec): 3 clusters Score: Raw -95234.794294 + Penalty 215.028542 = -95019.765753 nChanged 199 SP:Iteration 2F (41.484064 sec): 3 clusters Score: Raw -95414.300690 + Penalty 231.488645 = -95182.812045 nChanged 119 SP:Iteration 3F (41.487413 sec): 3 clusters Score: Raw -95552.042717 + Penalty 247.193201 = -95304.849516 nChanged 69 SP:Iteration 4Q (41.490603 sec): 3 clusters Score: Raw -95643.450006 + Penalty 263.248801 = -95380.201204 nChanged 33 SP:Iteration 5Q (41.493486 sec): 3 clusters Score: Raw -95680.568729 + Penalty 280.717865 = -95399.850864 nChanged 19 SP:Iteration 6Q (41.496299 sec): 3 clusters Score: Raw -95703.741548 + Penalty 292.207984 = -95411.533565 nChanged 9 SP:Iteration 7Q (41.499040 sec): 3 clusters Score: Raw -95710.351046 + Penalty 302.990605 = -95407.360440 nChanged 6 SP:Iteration 8F (41.502393 sec): 3 clusters Score: Raw -95713.773732 + Penalty 310.988406 = -95402.785326 nChanged 4 SP:Iteration 9F (41.505739 sec): 3 clusters Score: Raw -95719.721465 + Penalty 312.872077 = -95406.849388 nChanged 1 SP:Iteration 10F (41.509085 sec): 3 clusters Score: Raw -95720.551555 + Penalty 310.528424 = -95410.023131 nChanged 1 SP:Iteration 11Q (41.511791 sec): 3 clusters Score: Raw -95721.801550 + Penalty 310.528424 = -95411.273126 nChanged 0 SP:Iteration 12F (41.515138 sec): 3 clusters Score: Raw -95721.801550 + Penalty 310.528424 = -95411.273126 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 13 (2159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.523608 sec): 2 clusters Score: Raw -107906.181485 + Penalty 156.728273 = -107749.453212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.527665 sec): 3 clusters Score: Raw -106553.896076 + Penalty 328.588646 = -106225.307430 nChanged 970 SP:Iteration 1F (41.531553 sec): 3 clusters Score: Raw -107702.079073 + Penalty 298.496595 = -107403.582478 nChanged 147 SP:Iteration 2F (41.535410 sec): 3 clusters Score: Raw -107854.025842 + Penalty 299.285954 = -107554.739888 nChanged 60 SP:Iteration 3Q (41.539176 sec): 3 clusters Score: Raw -107909.989365 + Penalty 302.016391 = -107607.972974 nChanged 17 SP:Iteration 4Q (41.542522 sec): 3 clusters Score: Raw -107920.973816 + Penalty 308.413777 = -107612.560039 nChanged 12 SP:Iteration 5Q (41.545773 sec): 3 clusters Score: Raw -107929.431942 + Penalty 319.057030 = -107610.374911 nChanged 6 SP:Iteration 6F (41.549634 sec): 3 clusters Score: Raw -107931.241774 + Penalty 324.455627 = -107606.786147 nChanged 4 SP:Iteration 7F (41.553490 sec): 3 clusters Score: Raw -107932.461548 + Penalty 323.627943 = -107608.833605 nChanged 6 SP:Iteration 8Q (41.556705 sec): 3 clusters Score: Raw -107934.908952 + Penalty 325.171422 = -107609.737530 nChanged 5 SP:Iteration 9Q (41.559996 sec): 3 clusters Score: Raw -107937.350078 + Penalty 322.494485 = -107614.855593 nChanged 2 SP:Iteration 10F (41.563999 sec): 3 clusters Score: Raw -107939.404157 + Penalty 326.689389 = -107612.714768 nChanged 1 SP:Iteration 11F (41.567861 sec): 3 clusters Score: Raw -107939.964676 + Penalty 326.689389 = -107613.275287 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 14 (1614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.577116 sec): 2 clusters Score: Raw -81357.381295 + Penalty 132.599486 = -81224.781809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.580105 sec): 3 clusters Score: Raw -80317.237103 + Penalty 265.198972 = -80052.038131 nChanged 750 SP:Iteration 1F (41.583044 sec): 3 clusters Score: Raw -80992.142257 + Penalty 271.300673 = -80720.841585 nChanged 254 SP:Iteration 2F (41.585981 sec): 3 clusters Score: Raw -81275.564854 + Penalty 275.257141 = -81000.307713 nChanged 124 SP:Iteration 3F (41.588920 sec): 3 clusters Score: Raw -81401.296155 + Penalty 275.917744 = -81125.378411 nChanged 67 SP:Iteration 4Q (41.591788 sec): 3 clusters Score: Raw -81476.706824 + Penalty 275.320096 = -81201.386728 nChanged 45 SP:Iteration 5Q (41.594651 sec): 3 clusters Score: Raw -81518.444335 + Penalty 274.727899 = -81243.716436 nChanged 27 SP:Iteration 6Q (41.597449 sec): 3 clusters Score: Raw -81532.282900 + Penalty 273.604969 = -81258.677931 nChanged 24 SP:Iteration 7Q (41.600269 sec): 3 clusters Score: Raw -81545.308258 + Penalty 271.662531 = -81273.645727 nChanged 19 SP:Iteration 8Q (41.603044 sec): 3 clusters Score: Raw -81554.309467 + Penalty 270.010200 = -81284.299267 nChanged 16 SP:Iteration 9Q (41.605801 sec): 3 clusters Score: Raw -81560.981452 + Penalty 269.119323 = -81291.862129 nChanged 6 SP:Iteration 10F (41.608771 sec): 3 clusters Score: Raw -81562.160666 + Penalty 268.662181 = -81293.498485 nChanged 3 SP:Iteration 11Q (41.611531 sec): 3 clusters Score: Raw -81562.362819 + Penalty 268.509275 = -81293.853544 nChanged 1 SP:Iteration 12Q (41.614314 sec): 3 clusters Score: Raw -81562.391357 + Penalty 268.352424 = -81294.038933 nChanged 1 SP:Iteration 13Q (41.617105 sec): 3 clusters Score: Raw -81562.427470 + Penalty 268.215053 = -81294.212417 nChanged 1 SP:Iteration 14Q (41.619985 sec): 3 clusters Score: Raw -81562.463078 + Penalty 268.215053 = -81294.248024 nChanged 0 SP:Iteration 15F (41.623071 sec): 3 clusters Score: Raw -81562.463078 + Penalty 268.215053 = -81294.248024 nChanged 0 Score: Raw -2425783.849045 + Penalty 248647.857640 = -2177135.991404 Splitting cluster 14 changes total score from -2135328.264334 to -2177135.991404 So it's getting split into cluster 102. Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 15 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.913571 sec): 2 clusters Score: Raw -568.624729 + Penalty 225.760147 = -342.864582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.913822 sec): 3 clusters Score: Raw -586.589487 + Penalty 451.520294 = -135.069193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 16 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.916530 sec): 2 clusters Score: Raw -24457.090578 + Penalty 210.336838 = -24246.753740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.917617 sec): 3 clusters Score: Raw -24218.455922 + Penalty 428.618850 = -23789.837072 nChanged 187 SP:Iteration 1F (46.918680 sec): 3 clusters Score: Raw -24401.025437 + Penalty 461.500677 = -23939.524760 nChanged 78 SP:Iteration 2F (46.919747 sec): 3 clusters Score: Raw -24493.177618 + Penalty 476.367052 = -24016.810566 nChanged 33 SP:Iteration 3F (46.920808 sec): 3 clusters Score: Raw -24530.747909 + Penalty 480.338416 = -24050.409493 nChanged 14 SP:Iteration 4Q (46.921854 sec): 3 clusters Score: Raw -24546.862336 + Penalty 484.411740 = -24062.450596 nChanged 4 SP:Iteration 5Q (46.922888 sec): 3 clusters Score: Raw -24559.587177 + Penalty 481.736757 = -24077.850420 nChanged 1 SP:Iteration 6Q (46.923876 sec): 3 clusters Score: Raw -24563.508269 + Penalty 481.336350 = -24082.171919 nChanged 1 SP:Iteration 7Q (46.924830 sec): 3 clusters Score: Raw -24565.738537 + Penalty 481.336350 = -24084.402188 nChanged 0 SP:Iteration 8F (46.925890 sec): 3 clusters Score: Raw -24565.738537 + Penalty 481.336350 = -24084.402188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 17 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.927415 sec): 2 clusters Score: Raw -10514.537078 + Penalty 263.812690 = -10250.724389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.927989 sec): 3 clusters Score: Raw -10422.911454 + Penalty 528.822494 = -9894.088960 nChanged 54 SP:Iteration 1F (46.928553 sec): 3 clusters Score: Raw -10493.284180 + Penalty 532.584835 = -9960.699346 nChanged 24 SP:Iteration 2F (46.929120 sec): 3 clusters Score: Raw -10530.466829 + Penalty 537.032859 = -9993.433970 nChanged 11 SP:Iteration 3F (46.929681 sec): 3 clusters Score: Raw -10542.930627 + Penalty 537.908789 = -10005.021838 nChanged 6 SP:Iteration 4Q (46.930224 sec): 3 clusters Score: Raw -10551.250211 + Penalty 540.940930 = -10010.309281 nChanged 4 SP:Iteration 5Q (46.930761 sec): 3 clusters Score: Raw -10554.140688 + Penalty 542.361486 = -10011.779202 nChanged 4 SP:Iteration 6Q (46.931298 sec): 3 clusters Score: Raw -10558.376741 + Penalty 544.584535 = -10013.792206 nChanged 4 SP:Iteration 7Q (46.931834 sec): 3 clusters Score: Raw -10562.140693 + Penalty 546.818011 = -10015.322682 nChanged 3 SP:Iteration 8Q (46.932368 sec): 3 clusters Score: Raw -10563.066576 + Penalty 547.842852 = -10015.223724 nChanged 1 SP:Iteration 9F (46.932961 sec): 3 clusters Score: Raw -10563.459323 + Penalty 548.542280 = -10014.917043 nChanged 1 SP:Iteration 10F (46.933523 sec): 3 clusters Score: Raw -10564.248578 + Penalty 549.901092 = -10014.347486 nChanged 2 SP:Iteration 11F (46.934085 sec): 3 clusters Score: Raw -10565.611255 + Penalty 549.936155 = -10015.675099 nChanged 4 SP:Iteration 12Q (46.934621 sec): 3 clusters Score: Raw -10571.637272 + Penalty 553.314501 = -10018.322770 nChanged 5 SP:Iteration 13Q (46.935152 sec): 3 clusters Score: Raw -10586.527974 + Penalty 556.581847 = -10029.946127 nChanged 3 SP:Iteration 14Q (46.935676 sec): 3 clusters Score: Raw -10593.645646 + Penalty 557.169414 = -10036.476232 nChanged 5 SP:Iteration 15Q (46.936193 sec): 3 clusters Score: Raw -10604.085053 + Penalty 554.962071 = -10049.122982 nChanged 3 SP:Iteration 16Q (46.936700 sec): 3 clusters Score: Raw -10609.097390 + Penalty 555.397335 = -10053.700055 nChanged 1 SP:Iteration 17Q (46.937201 sec): 3 clusters Score: Raw -10611.394694 + Penalty 557.308316 = -10054.086378 nChanged 1 SP:Iteration 18Q (46.937698 sec): 3 clusters Score: Raw -10613.990272 + Penalty 557.666403 = -10056.323870 nChanged 1 SP:Iteration 19Q (46.938194 sec): 3 clusters Score: Raw -10616.032697 + Penalty 557.666403 = -10058.366294 nChanged 0 SP:Iteration 20F (46.938754 sec): 3 clusters Score: Raw -10616.032697 + Penalty 557.666403 = -10058.366294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 18 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.939530 sec): 2 clusters Score: Raw -3180.983849 + Penalty 713.800745 = -2467.183104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.939913 sec): 3 clusters Score: Raw -3384.749604 + Penalty 1427.510769 = -1957.238835 nChanged 8 SP:Iteration 1F (46.940290 sec): 3 clusters Score: Raw -3441.653247 + Penalty 1427.679630 = -2013.973617 nChanged 1 SP:Iteration 2Q (46.940638 sec): 3 clusters Score: Raw -3445.388024 + Penalty 1427.679630 = -2017.708394 nChanged 0 SP:Iteration 3F (46.941014 sec): 3 clusters Score: Raw -3445.388024 + Penalty 1427.679630 = -2017.708394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 19 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.942356 sec): 2 clusters Score: Raw -15962.238960 + Penalty 381.277289 = -15580.961671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.943161 sec): 3 clusters Score: Raw -15853.538916 + Penalty 760.958335 = -15092.580581 nChanged 105 SP:Iteration 1F (46.943951 sec): 3 clusters Score: Raw -15953.938961 + Penalty 760.156268 = -15193.782694 nChanged 27 SP:Iteration 2F (46.944742 sec): 3 clusters Score: Raw -15988.732614 + Penalty 758.462964 = -15230.269650 nChanged 19 SP:Iteration 3F (46.945503 sec): 3 clusters Score: Raw -16026.483688 + Penalty 758.228835 = -15268.254853 nChanged 27 SP:Iteration 4F (46.946264 sec): 3 clusters Score: Raw -16084.154053 + Penalty 762.396506 = -15321.757547 nChanged 23 SP:Iteration 5F (46.947024 sec): 3 clusters Score: Raw -16120.262527 + Penalty 763.803390 = -15356.459137 nChanged 7 SP:Iteration 6Q (46.947759 sec): 3 clusters Score: Raw -16146.309236 + Penalty 765.679973 = -15380.629263 nChanged 6 SP:Iteration 7Q (46.948491 sec): 3 clusters Score: Raw -16158.915192 + Penalty 767.245599 = -15391.669593 nChanged 4 SP:Iteration 8Q (46.949225 sec): 3 clusters Score: Raw -16168.360338 + Penalty 768.457405 = -15399.902933 nChanged 2 SP:Iteration 9Q (46.949955 sec): 3 clusters Score: Raw -16169.182523 + Penalty 768.166949 = -15401.015574 nChanged 1 SP:Iteration 10F (46.950714 sec): 3 clusters Score: Raw -16169.615464 + Penalty 768.840098 = -15400.775366 nChanged 1 SP:Iteration 11F (46.951473 sec): 3 clusters Score: Raw -16170.381657 + Penalty 769.316946 = -15401.064711 nChanged 3 SP:Iteration 12Q (46.952205 sec): 3 clusters Score: Raw -16173.240803 + Penalty 769.316946 = -15403.923857 nChanged 0 SP:Iteration 13F (46.952992 sec): 3 clusters Score: Raw -16173.240803 + Penalty 769.316946 = -15403.923857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 20 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.953504 sec): 2 clusters Score: Raw -124.476793 + Penalty 91.723764 = -32.753029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.953698 sec): 2 clusters Score: Raw -124.476793 + Penalty 91.723764 = -32.753029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 21 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.955121 sec): 2 clusters Score: Raw -9746.969158 + Penalty 346.859459 = -9400.109699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.955712 sec): 3 clusters Score: Raw -9715.528360 + Penalty 693.872735 = -9021.655625 nChanged 58 SP:Iteration 1F (46.956292 sec): 3 clusters Score: Raw -9787.636300 + Penalty 693.023941 = -9094.612360 nChanged 24 SP:Iteration 2F (46.956872 sec): 3 clusters Score: Raw -9857.315292 + Penalty 697.077038 = -9160.238254 nChanged 16 SP:Iteration 3F (46.957449 sec): 3 clusters Score: Raw -9881.588377 + Penalty 695.884003 = -9185.704374 nChanged 8 SP:Iteration 4Q (46.958006 sec): 3 clusters Score: Raw -9896.538064 + Penalty 693.933410 = -9202.604654 nChanged 12 SP:Iteration 5F (46.958584 sec): 3 clusters Score: Raw -9930.580282 + Penalty 696.730340 = -9233.849942 nChanged 8 SP:Iteration 6Q (46.959123 sec): 3 clusters Score: Raw -9949.504744 + Penalty 697.498976 = -9252.005768 nChanged 2 SP:Iteration 7Q (46.959643 sec): 3 clusters Score: Raw -9966.799294 + Penalty 694.959732 = -9271.839562 nChanged 2 SP:Iteration 8Q (46.960158 sec): 3 clusters Score: Raw -9972.031532 + Penalty 694.959732 = -9277.071800 nChanged 0 SP:Iteration 9F (46.960735 sec): 3 clusters Score: Raw -9972.031532 + Penalty 694.959732 = -9277.071800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 22 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.961382 sec): 2 clusters Score: Raw -1063.514998 + Penalty 305.404180 = -758.110819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.961635 sec): 3 clusters Score: Raw -1117.153010 + Penalty 612.323060 = -504.829950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 23 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.962165 sec): 2 clusters Score: Raw -996.040205 + Penalty 460.653207 = -535.386998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.962408 sec): 3 clusters Score: Raw -1158.323764 + Penalty 926.736340 = -231.587424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 24 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.962933 sec): 2 clusters Score: Raw -1016.674348 + Penalty 237.026426 = -779.647922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.963178 sec): 3 clusters Score: Raw -1039.454058 + Penalty 495.263906 = -544.190152 nChanged 1 SP:Iteration 1Q (46.963414 sec): 3 clusters Score: Raw -1046.527661 + Penalty 495.263906 = -551.263755 nChanged 0 SP:Iteration 2F (46.963655 sec): 3 clusters Score: Raw -1046.527661 + Penalty 495.263906 = -551.263755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 25 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.965123 sec): 2 clusters Score: Raw -19633.098441 + Penalty 833.507312 = -18799.591129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.965998 sec): 3 clusters Score: Raw -19578.869280 + Penalty 1666.812815 = -17912.056464 nChanged 66 SP:Iteration 1F (46.966838 sec): 3 clusters Score: Raw -19672.879676 + Penalty 1667.223396 = -18005.656279 nChanged 17 SP:Iteration 2Q (46.967692 sec): 3 clusters Score: Raw -19700.835005 + Penalty 1667.559517 = -18033.275488 nChanged 8 SP:Iteration 3Q (46.968509 sec): 3 clusters Score: Raw -19711.689640 + Penalty 1668.593566 = -18043.096075 nChanged 7 SP:Iteration 4Q (46.969324 sec): 3 clusters Score: Raw -19721.240202 + Penalty 1668.631243 = -18052.608960 nChanged 4 SP:Iteration 5Q (46.970131 sec): 3 clusters Score: Raw -19726.455826 + Penalty 1669.082741 = -18057.373085 nChanged 4 SP:Iteration 6Q (46.970938 sec): 3 clusters Score: Raw -19732.686508 + Penalty 1670.025973 = -18062.660535 nChanged 3 SP:Iteration 7Q (46.971746 sec): 3 clusters Score: Raw -19734.471078 + Penalty 1670.366526 = -18064.104551 nChanged 1 SP:Iteration 8Q (46.972553 sec): 3 clusters Score: Raw -19735.348356 + Penalty 1670.366526 = -18064.981830 nChanged 0 SP:Iteration 9F (46.973393 sec): 3 clusters Score: Raw -19735.348356 + Penalty 1670.366526 = -18064.981830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 26 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.973963 sec): 2 clusters Score: Raw -1050.297318 + Penalty 405.390295 = -644.907023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.974216 sec): 3 clusters Score: Raw -1223.374044 + Penalty 810.253356 = -413.120688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 27 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.974707 sec): 2 clusters Score: Raw -384.544567 + Penalty 154.127873 = -230.416694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.974927 sec): 3 clusters Score: Raw -392.380836 + Penalty 330.126894 = -62.253942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 28 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.976041 sec): 2 clusters Score: Raw -10647.506761 + Penalty 507.948963 = -10139.557798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.976690 sec): 3 clusters Score: Raw -10648.273805 + Penalty 1012.807138 = -9635.466667 nChanged 74 SP:Iteration 1F (46.977325 sec): 3 clusters Score: Raw -10911.441247 + Penalty 993.915285 = -9917.525962 nChanged 26 SP:Iteration 2F (46.977969 sec): 3 clusters Score: Raw -10995.285275 + Penalty 994.547949 = -10000.737325 nChanged 14 SP:Iteration 3F (46.978607 sec): 3 clusters Score: Raw -11060.788504 + Penalty 995.057044 = -10065.731460 nChanged 9 SP:Iteration 4Q (46.979187 sec): 3 clusters Score: Raw -11118.810379 + Penalty 998.520511 = -10120.289868 nChanged 6 SP:Iteration 5Q (46.979753 sec): 3 clusters Score: Raw -11182.629842 + Penalty 1002.037775 = -10180.592067 nChanged 4 SP:Iteration 6Q (46.980313 sec): 3 clusters Score: Raw -11206.410739 + Penalty 1002.591797 = -10203.818942 nChanged 1 SP:Iteration 7Q (46.980869 sec): 3 clusters Score: Raw -11209.524207 + Penalty 1002.591797 = -10206.932410 nChanged 0 SP:Iteration 8F (46.981506 sec): 3 clusters Score: Raw -11209.524207 + Penalty 1002.591797 = -10206.932410 nChanged 0 Score: Raw -2426345.860964 + Penalty 249620.316075 = -2176725.544889 Splitting cluster 28 changes total score from -2135328.264334 to -2176725.544889 So it's getting split into cluster 105. Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 29 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.364298 sec): 2 clusters Score: Raw -949.968954 + Penalty 414.469117 = -535.499837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.364555 sec): 3 clusters Score: Raw -1113.610680 + Penalty 828.410581 = -285.200098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 30 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.365787 sec): 2 clusters Score: Raw -14344.246513 + Penalty 300.432947 = -14043.813566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.366871 sec): 3 clusters Score: Raw -14255.958354 + Penalty 611.164238 = -13644.794115 nChanged 90 SP:Iteration 1F (52.367584 sec): 3 clusters Score: Raw -14363.292047 + Penalty 632.373303 = -13730.918744 nChanged 25 SP:Iteration 2F (52.368292 sec): 3 clusters Score: Raw -14430.864734 + Penalty 656.130862 = -13774.733872 nChanged 21 SP:Iteration 3F (52.368981 sec): 3 clusters Score: Raw -14463.955489 + Penalty 663.722959 = -13800.232530 nChanged 6 SP:Iteration 4Q (52.369649 sec): 3 clusters Score: Raw -14475.969339 + Penalty 668.438439 = -13807.530901 nChanged 5 SP:Iteration 5Q (52.370315 sec): 3 clusters Score: Raw -14483.728144 + Penalty 670.366387 = -13813.361757 nChanged 1 SP:Iteration 6Q (52.370973 sec): 3 clusters Score: Raw -14484.222511 + Penalty 670.366387 = -13813.856124 nChanged 0 SP:Iteration 7F (52.371661 sec): 3 clusters Score: Raw -14484.222511 + Penalty 670.366387 = -13813.856124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 31 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.372535 sec): 2 clusters Score: Raw -7409.769345 + Penalty 369.164297 = -7040.605047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.372999 sec): 3 clusters Score: Raw -7380.765409 + Penalty 728.394912 = -6652.370497 nChanged 23 SP:Iteration 1F (52.373454 sec): 3 clusters Score: Raw -7414.915811 + Penalty 729.175251 = -6685.740560 nChanged 9 SP:Iteration 2F (52.373908 sec): 3 clusters Score: Raw -7423.000286 + Penalty 727.053662 = -6695.946624 nChanged 3 SP:Iteration 3Q (52.374353 sec): 3 clusters Score: Raw -7425.883971 + Penalty 723.238057 = -6702.645914 nChanged 2 SP:Iteration 4Q (52.374797 sec): 3 clusters Score: Raw -7427.992567 + Penalty 721.860583 = -6706.131984 nChanged 2 SP:Iteration 5Q (52.375241 sec): 3 clusters Score: Raw -7430.387897 + Penalty 722.783289 = -6707.604608 nChanged 1 SP:Iteration 6Q (52.375682 sec): 3 clusters Score: Raw -7432.272335 + Penalty 723.033582 = -6709.238753 nChanged 1 SP:Iteration 7Q (52.376123 sec): 3 clusters Score: Raw -7433.097862 + Penalty 723.033582 = -6710.064281 nChanged 0 SP:Iteration 8F (52.376575 sec): 3 clusters Score: Raw -7433.097862 + Penalty 723.033582 = -6710.064281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 32 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.377086 sec): 2 clusters Score: Raw -465.589475 + Penalty 230.790672 = -234.798803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.377308 sec): 3 clusters Score: Raw -479.238009 + Penalty 461.581343 = -17.656666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 33 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.377821 sec): 2 clusters Score: Raw -795.926931 + Penalty 225.581124 = -570.345807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.378059 sec): 3 clusters Score: Raw -834.782409 + Penalty 446.990994 = -387.791415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 34 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.378568 sec): 2 clusters Score: Raw -672.307728 + Penalty 215.707549 = -456.600179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.378800 sec): 3 clusters Score: Raw -689.152459 + Penalty 417.180003 = -271.972455 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 35 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.382068 sec): 2 clusters Score: Raw -30830.763336 + Penalty 454.563368 = -30376.199969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.383318 sec): 3 clusters Score: Raw -30508.827987 + Penalty 914.996045 = -29593.831942 nChanged 194 SP:Iteration 1F (52.384544 sec): 3 clusters Score: Raw -30647.377924 + Penalty 926.173181 = -29721.204742 nChanged 80 SP:Iteration 2F (52.385827 sec): 3 clusters Score: Raw -30726.488810 + Penalty 937.793122 = -29788.695688 nChanged 50 SP:Iteration 3F (52.387065 sec): 3 clusters Score: Raw -30763.677116 + Penalty 947.338667 = -29816.338449 nChanged 25 SP:Iteration 4Q (52.388297 sec): 3 clusters Score: Raw -30791.928217 + Penalty 956.580512 = -29835.347705 nChanged 25 SP:Iteration 5Q (52.389517 sec): 3 clusters Score: Raw -30816.647203 + Penalty 968.412024 = -29848.235178 nChanged 20 SP:Iteration 6Q (52.390727 sec): 3 clusters Score: Raw -30838.334741 + Penalty 975.497802 = -29862.836939 nChanged 13 SP:Iteration 7Q (52.391940 sec): 3 clusters Score: Raw -30844.190757 + Penalty 977.912917 = -29866.277840 nChanged 4 SP:Iteration 8Q (52.393125 sec): 3 clusters Score: Raw -30845.868764 + Penalty 979.770665 = -29866.098099 nChanged 4 SP:Iteration 9F (52.394361 sec): 3 clusters Score: Raw -30848.862678 + Penalty 981.344085 = -29867.518593 nChanged 3 SP:Iteration 10F (52.395597 sec): 3 clusters Score: Raw -30852.496972 + Penalty 983.700272 = -29868.796700 nChanged 5 SP:Iteration 11Q (52.396777 sec): 3 clusters Score: Raw -30857.042516 + Penalty 987.263862 = -29869.778654 nChanged 8 SP:Iteration 12Q (52.397954 sec): 3 clusters Score: Raw -30864.502063 + Penalty 990.749050 = -29873.753013 nChanged 5 SP:Iteration 13Q (52.399128 sec): 3 clusters Score: Raw -30870.135174 + Penalty 994.093049 = -29876.042125 nChanged 6 SP:Iteration 14Q (52.400292 sec): 3 clusters Score: Raw -30877.342381 + Penalty 996.108293 = -29881.234088 nChanged 7 SP:Iteration 15Q (52.401448 sec): 3 clusters Score: Raw -30884.463308 + Penalty 1000.853026 = -29883.610281 nChanged 8 SP:Iteration 16Q (52.402582 sec): 3 clusters Score: Raw -30890.397653 + Penalty 1003.999965 = -29886.397688 nChanged 5 SP:Iteration 17Q (52.403710 sec): 3 clusters Score: Raw -30895.567477 + Penalty 1008.297123 = -29887.270353 nChanged 5 SP:Iteration 18Q (52.404835 sec): 3 clusters Score: Raw -30901.584562 + Penalty 1015.046321 = -29886.538241 nChanged 6 SP:Iteration 19F (52.406071 sec): 3 clusters Score: Raw -30907.450703 + Penalty 1019.525779 = -29887.924924 nChanged 6 SP:Iteration 20F (52.407306 sec): 3 clusters Score: Raw -30911.806205 + Penalty 1024.427921 = -29887.378284 nChanged 4 SP:Iteration 21F (52.408542 sec): 3 clusters Score: Raw -30914.118661 + Penalty 1024.427921 = -29889.690740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 36 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.409237 sec): 2 clusters Score: Raw -1428.891416 + Penalty 388.319761 = -1040.571655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.409505 sec): 3 clusters Score: Raw -1533.563286 + Penalty 779.608832 = -753.954455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 37 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.410127 sec): 2 clusters Score: Raw -2499.115039 + Penalty 102.178975 = -2396.936064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.410440 sec): 3 clusters Score: Raw -2505.960954 + Penalty 208.058714 = -2297.902240 nChanged 10 SP:Iteration 1F (52.410750 sec): 3 clusters Score: Raw -2522.915394 + Penalty 212.435362 = -2310.480032 nChanged 4 SP:Iteration 2F (52.411055 sec): 3 clusters Score: Raw -2528.877334 + Penalty 217.244433 = -2311.632901 nChanged 2 SP:Iteration 3Q (52.411354 sec): 3 clusters Score: Raw -2531.210737 + Penalty 219.699082 = -2311.511655 nChanged 1 SP:Iteration 4F (52.411660 sec): 3 clusters Score: Raw -2531.744078 + Penalty 219.699082 = -2312.044996 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 38 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.414955 sec): 2 clusters Score: Raw -30601.037683 + Penalty 263.946235 = -30337.091448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.416305 sec): 3 clusters Score: Raw -30251.480360 + Penalty 534.309598 = -29717.170762 nChanged 234 SP:Iteration 1F (52.417662 sec): 3 clusters Score: Raw -30445.370662 + Penalty 541.458568 = -29903.912094 nChanged 85 SP:Iteration 2F (52.418969 sec): 3 clusters Score: Raw -30521.193315 + Penalty 545.766218 = -29975.427096 nChanged 60 SP:Iteration 3F (52.420270 sec): 3 clusters Score: Raw -30567.522639 + Penalty 549.789165 = -30017.733475 nChanged 41 SP:Iteration 4F (52.421567 sec): 3 clusters Score: Raw -30608.399744 + Penalty 545.930623 = -30062.469120 nChanged 39 SP:Iteration 5F (52.422865 sec): 3 clusters Score: Raw -30648.095562 + Penalty 544.779617 = -30103.315945 nChanged 23 SP:Iteration 6Q (52.424152 sec): 3 clusters Score: Raw -30665.786650 + Penalty 538.160493 = -30127.626157 nChanged 14 SP:Iteration 7Q (52.425409 sec): 3 clusters Score: Raw -30675.871960 + Penalty 541.103965 = -30134.767994 nChanged 7 SP:Iteration 8Q (52.426650 sec): 3 clusters Score: Raw -30679.616822 + Penalty 542.146483 = -30137.470339 nChanged 6 SP:Iteration 9Q (52.427905 sec): 3 clusters Score: Raw -30684.038188 + Penalty 540.409281 = -30143.628907 nChanged 3 SP:Iteration 10F (52.429217 sec): 3 clusters Score: Raw -30687.666440 + Penalty 541.902617 = -30145.763824 nChanged 2 SP:Iteration 11Q (52.430449 sec): 3 clusters Score: Raw -30689.434447 + Penalty 543.649916 = -30145.784531 nChanged 1 SP:Iteration 12Q (52.431679 sec): 3 clusters Score: Raw -30689.693849 + Penalty 545.481023 = -30144.212826 nChanged 1 SP:Iteration 13F (52.432999 sec): 3 clusters Score: Raw -30689.797349 + Penalty 545.481023 = -30144.316326 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 39 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.438458 sec): 2 clusters Score: Raw -60532.271059 + Penalty 471.681381 = -60060.589678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.440723 sec): 3 clusters Score: Raw -59883.652627 + Penalty 944.939048 = -58938.713578 nChanged 459 SP:Iteration 1F (52.442957 sec): 3 clusters Score: Raw -60228.735965 + Penalty 950.276855 = -59278.459110 nChanged 152 SP:Iteration 2F (52.445183 sec): 3 clusters Score: Raw -60376.323772 + Penalty 958.212195 = -59418.111577 nChanged 97 SP:Iteration 3F (52.447404 sec): 3 clusters Score: Raw -60461.772940 + Penalty 966.215847 = -59495.557092 nChanged 73 SP:Iteration 4F (52.449623 sec): 3 clusters Score: Raw -60526.797796 + Penalty 971.209594 = -59555.588203 nChanged 55 SP:Iteration 5Q (52.451806 sec): 3 clusters Score: Raw -60567.232648 + Penalty 971.640569 = -59595.592079 nChanged 27 SP:Iteration 6Q (52.454018 sec): 3 clusters Score: Raw -60584.455514 + Penalty 970.450672 = -59614.004841 nChanged 23 SP:Iteration 7Q (52.456230 sec): 3 clusters Score: Raw -60598.622889 + Penalty 968.069414 = -59630.553475 nChanged 16 SP:Iteration 8Q (52.458437 sec): 3 clusters Score: Raw -60608.750309 + Penalty 966.298152 = -59642.452157 nChanged 18 SP:Iteration 9Q (52.460590 sec): 3 clusters Score: Raw -60620.148145 + Penalty 965.116058 = -59655.032087 nChanged 14 SP:Iteration 10F (52.462809 sec): 3 clusters Score: Raw -60627.004398 + Penalty 963.471979 = -59663.532419 nChanged 13 SP:Iteration 11Q (52.464964 sec): 3 clusters Score: Raw -60632.943837 + Penalty 961.917963 = -59671.025874 nChanged 12 SP:Iteration 12Q (52.467114 sec): 3 clusters Score: Raw -60637.870475 + Penalty 960.210260 = -59677.660215 nChanged 9 SP:Iteration 13Q (52.469261 sec): 3 clusters Score: Raw -60642.599230 + Penalty 958.837464 = -59683.761766 nChanged 8 SP:Iteration 14Q (52.471406 sec): 3 clusters Score: Raw -60645.784873 + Penalty 958.513023 = -59687.271850 nChanged 5 SP:Iteration 15Q (52.473549 sec): 3 clusters Score: Raw -60650.415568 + Penalty 958.070091 = -59692.345477 nChanged 6 SP:Iteration 16Q (52.475687 sec): 3 clusters Score: Raw -60652.513649 + Penalty 957.845721 = -59694.667928 nChanged 3 SP:Iteration 17Q (52.477825 sec): 3 clusters Score: Raw -60653.354877 + Penalty 957.537319 = -59695.817558 nChanged 2 SP:Iteration 18Q (52.479960 sec): 3 clusters Score: Raw -60653.813391 + Penalty 957.537319 = -59696.276072 nChanged 0 SP:Iteration 19F (52.482217 sec): 3 clusters Score: Raw -60653.813391 + Penalty 957.537319 = -59696.276072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 40 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.483629 sec): 2 clusters Score: Raw -738.166610 + Penalty 221.163172 = -517.003438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.483878 sec): 3 clusters Score: Raw -756.994733 + Penalty 436.493178 = -320.501555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 42 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.484743 sec): 2 clusters Score: Raw -7277.068581 + Penalty 349.485827 = -6927.582754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.485207 sec): 3 clusters Score: Raw -7221.713999 + Penalty 703.200969 = -6518.513030 nChanged 24 SP:Iteration 1F (52.485664 sec): 3 clusters Score: Raw -7251.895701 + Penalty 705.329687 = -6546.566014 nChanged 10 SP:Iteration 2F (52.486119 sec): 3 clusters Score: Raw -7264.306207 + Penalty 700.244067 = -6564.062140 nChanged 4 SP:Iteration 3Q (52.486571 sec): 3 clusters Score: Raw -7269.991502 + Penalty 696.740937 = -6573.250565 nChanged 3 SP:Iteration 4Q (52.487022 sec): 3 clusters Score: Raw -7276.539635 + Penalty 692.595207 = -6583.944428 nChanged 2 SP:Iteration 5Q (52.487472 sec): 3 clusters Score: Raw -7282.052024 + Penalty 684.613944 = -6597.438079 nChanged 2 SP:Iteration 6Q (52.487917 sec): 3 clusters Score: Raw -7285.199482 + Penalty 683.320268 = -6601.879214 nChanged 1 SP:Iteration 7Q (52.488362 sec): 3 clusters Score: Raw -7285.746967 + Penalty 683.014213 = -6602.732754 nChanged 2 SP:Iteration 8Q (52.488806 sec): 3 clusters Score: Raw -7291.842185 + Penalty 682.863405 = -6608.978780 nChanged 1 SP:Iteration 9Q (52.489248 sec): 3 clusters Score: Raw -7293.191469 + Penalty 682.863405 = -6610.328064 nChanged 0 SP:Iteration 10F (52.489701 sec): 3 clusters Score: Raw -7293.191469 + Penalty 682.863405 = -6610.328064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 43 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.491506 sec): 2 clusters Score: Raw -24786.579896 + Penalty 561.137044 = -24225.442852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.492491 sec): 3 clusters Score: Raw -24585.421997 + Penalty 1122.274088 = -23463.147909 nChanged 130 SP:Iteration 1F (52.493478 sec): 3 clusters Score: Raw -24689.012697 + Penalty 1124.627826 = -23564.384871 nChanged 30 SP:Iteration 2F (52.494455 sec): 3 clusters Score: Raw -24714.637757 + Penalty 1128.276173 = -23586.361584 nChanged 12 SP:Iteration 3Q (52.495426 sec): 3 clusters Score: Raw -24726.713272 + Penalty 1134.936022 = -23591.777250 nChanged 17 SP:Iteration 4Q (52.496398 sec): 3 clusters Score: Raw -24739.648255 + Penalty 1138.911957 = -23600.736298 nChanged 10 SP:Iteration 5Q (52.497366 sec): 3 clusters Score: Raw -24747.430970 + Penalty 1142.562461 = -23604.868509 nChanged 7 SP:Iteration 6Q (52.498335 sec): 3 clusters Score: Raw -24750.786386 + Penalty 1144.908307 = -23605.878079 nChanged 4 SP:Iteration 7Q (52.499298 sec): 3 clusters Score: Raw -24752.341756 + Penalty 1146.196615 = -23606.145141 nChanged 2 SP:Iteration 8Q (52.500262 sec): 3 clusters Score: Raw -24753.683977 + Penalty 1146.691358 = -23606.992619 nChanged 2 SP:Iteration 9Q (52.501225 sec): 3 clusters Score: Raw -24755.866199 + Penalty 1148.188793 = -23607.677405 nChanged 3 SP:Iteration 10F (52.502201 sec): 3 clusters Score: Raw -24760.555118 + Penalty 1150.965536 = -23609.589582 nChanged 4 SP:Iteration 11Q (52.503164 sec): 3 clusters Score: Raw -24763.739833 + Penalty 1152.137220 = -23611.602613 nChanged 3 SP:Iteration 12Q (52.504125 sec): 3 clusters Score: Raw -24766.387967 + Penalty 1152.709513 = -23613.678455 nChanged 3 SP:Iteration 13Q (52.505118 sec): 3 clusters Score: Raw -24769.479452 + Penalty 1152.924416 = -23616.555036 nChanged 2 SP:Iteration 14Q (52.506078 sec): 3 clusters Score: Raw -24773.184684 + Penalty 1153.890712 = -23619.293972 nChanged 3 SP:Iteration 15Q (52.507034 sec): 3 clusters Score: Raw -24776.081808 + Penalty 1153.890712 = -23622.191097 nChanged 0 SP:Iteration 16F (52.508005 sec): 3 clusters Score: Raw -24776.081808 + Penalty 1153.890712 = -23622.191097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 44 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.508523 sec): 2 clusters Score: Raw -187.075327 + Penalty 132.779837 = -54.295491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.508733 sec): 3 clusters Score: Raw -178.433460 + Penalty 261.927020 = 83.493560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 45 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.509272 sec): 2 clusters Score: Raw -1153.947457 + Penalty 388.741669 = -765.205788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.509525 sec): 3 clusters Score: Raw -1307.995473 + Penalty 777.614929 = -530.380544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 46 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.510026 sec): 2 clusters Score: Raw -516.748209 + Penalty 140.644677 = -376.103532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.510251 sec): 3 clusters Score: Raw -520.176892 + Penalty 306.577970 = -213.598922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 47 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.510905 sec): 2 clusters Score: Raw -3524.538328 + Penalty 540.900620 = -2983.637709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.511240 sec): 3 clusters Score: Raw -3595.019140 + Penalty 1081.376069 = -2513.643071 nChanged 1 SP:Iteration 1Q (52.511551 sec): 3 clusters Score: Raw -3598.376441 + Penalty 1081.670483 = -2516.705957 nChanged 1 SP:Iteration 2Q (52.511860 sec): 3 clusters Score: Raw -3606.099826 + Penalty 1081.670483 = -2524.429343 nChanged 0 SP:Iteration 3F (52.512185 sec): 3 clusters Score: Raw -3606.099826 + Penalty 1081.670483 = -2524.429343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 48 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.513696 sec): 2 clusters Score: Raw -19199.747574 + Penalty 522.258991 = -18677.488583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.514579 sec): 3 clusters Score: Raw -19126.016382 + Penalty 1051.204247 = -18074.812135 nChanged 115 SP:Iteration 1F (52.515458 sec): 3 clusters Score: Raw -19249.260662 + Penalty 1067.791744 = -18181.468918 nChanged 43 SP:Iteration 2F (52.516386 sec): 3 clusters Score: Raw -19373.777962 + Penalty 1071.455176 = -18302.322786 nChanged 40 SP:Iteration 3F (52.517295 sec): 3 clusters Score: Raw -19480.033136 + Penalty 1061.985536 = -18418.047600 nChanged 21 SP:Iteration 4F (52.518206 sec): 3 clusters Score: Raw -19623.108179 + Penalty 1061.174559 = -18561.933619 nChanged 6 SP:Iteration 5Q (52.519055 sec): 3 clusters Score: Raw -19644.425675 + Penalty 1059.101342 = -18585.324333 nChanged 3 SP:Iteration 6Q (52.519895 sec): 3 clusters Score: Raw -19646.881786 + Penalty 1057.339685 = -18589.542101 nChanged 1 SP:Iteration 7Q (52.520722 sec): 3 clusters Score: Raw -19647.548576 + Penalty 1057.339685 = -18590.208891 nChanged 0 SP:Iteration 8F (52.521611 sec): 3 clusters Score: Raw -19647.548576 + Penalty 1057.339685 = -18590.208891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 49 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.522166 sec): 2 clusters Score: Raw -1000.178239 + Penalty 281.562181 = -718.616059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.522443 sec): 3 clusters Score: Raw -1046.693464 + Penalty 555.899616 = -490.793848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 50 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.523695 sec): 2 clusters Score: Raw -14955.078714 + Penalty 184.667795 = -14770.410919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.524428 sec): 3 clusters Score: Raw -14804.443454 + Penalty 397.516260 = -14406.927194 nChanged 96 SP:Iteration 1F (52.525150 sec): 3 clusters Score: Raw -14900.034403 + Penalty 433.939093 = -14466.095310 nChanged 36 SP:Iteration 2F (52.525868 sec): 3 clusters Score: Raw -14948.562150 + Penalty 456.090678 = -14492.471472 nChanged 10 SP:Iteration 3Q (52.526567 sec): 3 clusters Score: Raw -14962.567518 + Penalty 467.503691 = -14495.063827 nChanged 9 SP:Iteration 4Q (52.527248 sec): 3 clusters Score: Raw -14973.996851 + Penalty 497.377226 = -14476.619625 nChanged 5 SP:Iteration 5F (52.527965 sec): 3 clusters Score: Raw -14979.742025 + Penalty 513.585452 = -14466.156573 nChanged 2 SP:Iteration 6F (52.528682 sec): 3 clusters Score: Raw -14982.268854 + Penalty 523.667926 = -14458.600927 nChanged 2 SP:Iteration 7F (52.529400 sec): 3 clusters Score: Raw -14984.551835 + Penalty 523.667926 = -14460.883909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 51 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.529918 sec): 2 clusters Score: Raw -394.512091 + Penalty 235.947854 = -158.564236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.530139 sec): 3 clusters Score: Raw -383.214142 + Penalty 471.895709 = 88.681567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 52 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.530649 sec): 2 clusters Score: Raw -746.164421 + Penalty 235.917011 = -510.247410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.530884 sec): 3 clusters Score: Raw -778.412819 + Penalty 469.540865 = -308.871954 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 53 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.535160 sec): 2 clusters Score: Raw -37334.211485 + Penalty 282.231718 = -37051.979767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.536743 sec): 3 clusters Score: Raw -36933.465198 + Penalty 580.579017 = -36352.886181 nChanged 297 SP:Iteration 1F (52.538300 sec): 3 clusters Score: Raw -37223.913447 + Penalty 587.778614 = -36636.134833 nChanged 74 SP:Iteration 2F (52.539854 sec): 3 clusters Score: Raw -37300.466011 + Penalty 593.710164 = -36706.755846 nChanged 44 SP:Iteration 3F (52.541394 sec): 3 clusters Score: Raw -37359.083179 + Penalty 601.641536 = -36757.441643 nChanged 31 SP:Iteration 4Q (52.542874 sec): 3 clusters Score: Raw -37405.611418 + Penalty 604.309676 = -36801.301742 nChanged 17 SP:Iteration 5Q (52.544363 sec): 3 clusters Score: Raw -37421.243684 + Penalty 607.053870 = -36814.189813 nChanged 11 SP:Iteration 6Q (52.545801 sec): 3 clusters Score: Raw -37427.833931 + Penalty 609.118804 = -36818.715126 nChanged 6 SP:Iteration 7Q (52.547220 sec): 3 clusters Score: Raw -37430.767807 + Penalty 609.764467 = -36821.003341 nChanged 2 SP:Iteration 8Q (52.548621 sec): 3 clusters Score: Raw -37431.326701 + Penalty 609.750467 = -36821.576234 nChanged 1 SP:Iteration 9Q (52.550059 sec): 3 clusters Score: Raw -37431.404784 + Penalty 610.427787 = -36820.976998 nChanged 1 SP:Iteration 10F (52.551613 sec): 3 clusters Score: Raw -37431.607191 + Penalty 611.082321 = -36820.524870 nChanged 1 SP:Iteration 11F (52.553157 sec): 3 clusters Score: Raw -37431.793019 + Penalty 612.407335 = -36819.385684 nChanged 2 SP:Iteration 12F (52.554683 sec): 3 clusters Score: Raw -37432.247927 + Penalty 614.333522 = -36817.914405 nChanged 3 SP:Iteration 13F (52.556306 sec): 3 clusters Score: Raw -37433.532893 + Penalty 614.333522 = -36819.199371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 54 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.559008 sec): 2 clusters Score: Raw -10120.826041 + Penalty 652.217206 = -9468.608835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.559623 sec): 3 clusters Score: Raw -10170.959855 + Penalty 1302.972981 = -8867.986874 nChanged 46 SP:Iteration 1F (52.560224 sec): 3 clusters Score: Raw -10272.361933 + Penalty 1301.187448 = -8971.174484 nChanged 12 SP:Iteration 2F (52.560824 sec): 3 clusters Score: Raw -10308.382444 + Penalty 1300.112727 = -9008.269716 nChanged 5 SP:Iteration 3Q (52.561403 sec): 3 clusters Score: Raw -10317.164886 + Penalty 1300.452837 = -9016.712049 nChanged 8 SP:Iteration 4Q (52.561977 sec): 3 clusters Score: Raw -10338.926582 + Penalty 1298.314934 = -9040.611648 nChanged 5 SP:Iteration 5Q (52.562553 sec): 3 clusters Score: Raw -10350.053308 + Penalty 1296.835647 = -9053.217660 nChanged 5 SP:Iteration 6Q (52.563127 sec): 3 clusters Score: Raw -10361.687316 + Penalty 1299.001365 = -9062.685951 nChanged 3 SP:Iteration 7Q (52.563694 sec): 3 clusters Score: Raw -10377.598428 + Penalty 1298.364606 = -9079.233822 nChanged 3 SP:Iteration 8Q (52.564258 sec): 3 clusters Score: Raw -10392.535442 + Penalty 1296.492473 = -9096.042969 nChanged 4 SP:Iteration 9Q (52.564821 sec): 3 clusters Score: Raw -10424.287364 + Penalty 1294.612725 = -9129.674639 nChanged 5 SP:Iteration 10F (52.565420 sec): 3 clusters Score: Raw -10472.015220 + Penalty 1290.758984 = -9181.256236 nChanged 10 SP:Iteration 11Q (52.565968 sec): 3 clusters Score: Raw -10551.230853 + Penalty 1283.492965 = -9267.737889 nChanged 9 SP:Iteration 12Q (52.566505 sec): 3 clusters Score: Raw -10594.297153 + Penalty 1280.984710 = -9313.312443 nChanged 4 SP:Iteration 13Q (52.567035 sec): 3 clusters Score: Raw -10601.920399 + Penalty 1282.592713 = -9319.327685 nChanged 1 SP:Iteration 14Q (52.567562 sec): 3 clusters Score: Raw -10603.670693 + Penalty 1282.563384 = -9321.107309 nChanged 1 SP:Iteration 15Q (52.568085 sec): 3 clusters Score: Raw -10605.037855 + Penalty 1282.563384 = -9322.474471 nChanged 0 SP:Iteration 16F (52.568685 sec): 3 clusters Score: Raw -10605.037855 + Penalty 1282.563384 = -9322.474471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 55 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.569261 sec): 2 clusters Score: Raw -654.836642 + Penalty 212.576710 = -442.259932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.569497 sec): 3 clusters Score: Raw -683.115266 + Penalty 425.648733 = -257.466533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 56 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.570002 sec): 2 clusters Score: Raw -622.076119 + Penalty 252.129611 = -369.946507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.570233 sec): 3 clusters Score: Raw -647.595997 + Penalty 502.573419 = -145.022578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 57 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.571385 sec): 2 clusters Score: Raw -11972.300664 + Penalty 129.558852 = -11842.741811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.572026 sec): 3 clusters Score: Raw -11845.942093 + Penalty 291.727659 = -11554.214434 nChanged 88 SP:Iteration 1F (52.572669 sec): 3 clusters Score: Raw -11958.002691 + Penalty 331.928491 = -11626.074200 nChanged 31 SP:Iteration 2F (52.573322 sec): 3 clusters Score: Raw -11994.116923 + Penalty 343.822789 = -11650.294135 nChanged 14 SP:Iteration 3F (52.573958 sec): 3 clusters Score: Raw -12008.456619 + Penalty 343.692284 = -11664.764335 nChanged 4 SP:Iteration 4Q (52.574615 sec): 3 clusters Score: Raw -12016.199470 + Penalty 349.538704 = -11666.660767 nChanged 1 SP:Iteration 5Q (52.575220 sec): 3 clusters Score: Raw -12016.645740 + Penalty 349.538704 = -11667.107036 nChanged 0 SP:Iteration 6F (52.575855 sec): 3 clusters Score: Raw -12016.645740 + Penalty 349.538704 = -11667.107036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 58 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.576564 sec): 2 clusters Score: Raw -3508.969241 + Penalty 508.595372 = -3000.373869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.576925 sec): 3 clusters Score: Raw -3596.248215 + Penalty 1015.206754 = -2581.041461 nChanged 4 SP:Iteration 1Q (52.577256 sec): 3 clusters Score: Raw -3606.191525 + Penalty 1015.696726 = -2590.494799 nChanged 1 SP:Iteration 2Q (52.577585 sec): 3 clusters Score: Raw -3607.640117 + Penalty 1015.696726 = -2591.943391 nChanged 0 SP:Iteration 3F (52.577933 sec): 3 clusters Score: Raw -3607.640117 + Penalty 1015.696726 = -2591.943391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 59 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.578736 sec): 2 clusters Score: Raw -5835.825689 + Penalty 368.110890 = -5467.714799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.579161 sec): 3 clusters Score: Raw -5824.262513 + Penalty 735.421262 = -5088.841251 nChanged 19 SP:Iteration 1F (52.579579 sec): 3 clusters Score: Raw -5852.412928 + Penalty 733.689539 = -5118.723389 nChanged 5 SP:Iteration 2Q (52.579987 sec): 3 clusters Score: Raw -5857.342295 + Penalty 733.082101 = -5124.260194 nChanged 2 SP:Iteration 3Q (52.580396 sec): 3 clusters Score: Raw -5859.491305 + Penalty 733.082101 = -5126.409204 nChanged 0 SP:Iteration 4F (52.580812 sec): 3 clusters Score: Raw -5859.491305 + Penalty 733.082101 = -5126.409204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 60 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.582076 sec): 2 clusters Score: Raw -17203.581181 + Penalty 778.139097 = -16425.442084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.582805 sec): 3 clusters Score: Raw -17147.883880 + Penalty 1556.278193 = -15591.605687 nChanged 58 SP:Iteration 1F (52.583544 sec): 3 clusters Score: Raw -17212.887370 + Penalty 1556.431671 = -15656.455699 nChanged 16 SP:Iteration 2F (52.584264 sec): 3 clusters Score: Raw -17243.430545 + Penalty 1556.829393 = -15686.601152 nChanged 13 SP:Iteration 3Q (52.584968 sec): 3 clusters Score: Raw -17263.672106 + Penalty 1556.924837 = -15706.747269 nChanged 8 SP:Iteration 4Q (52.585667 sec): 3 clusters Score: Raw -17273.953506 + Penalty 1557.557444 = -15716.396061 nChanged 3 SP:Iteration 5Q (52.586365 sec): 3 clusters Score: Raw -17282.202059 + Penalty 1559.625948 = -15722.576110 nChanged 6 SP:Iteration 6Q (52.587059 sec): 3 clusters Score: Raw -17289.379979 + Penalty 1560.474208 = -15728.905770 nChanged 4 SP:Iteration 7Q (52.587753 sec): 3 clusters Score: Raw -17295.995664 + Penalty 1561.388293 = -15734.607371 nChanged 3 SP:Iteration 8Q (52.588444 sec): 3 clusters Score: Raw -17301.221503 + Penalty 1563.395429 = -15737.826073 nChanged 6 SP:Iteration 9Q (52.589134 sec): 3 clusters Score: Raw -17309.635830 + Penalty 1563.785676 = -15745.850154 nChanged 6 SP:Iteration 10F (52.589850 sec): 3 clusters Score: Raw -17319.508600 + Penalty 1564.535086 = -15754.973514 nChanged 2 SP:Iteration 11Q (52.590538 sec): 3 clusters Score: Raw -17322.693293 + Penalty 1564.392792 = -15758.300500 nChanged 2 SP:Iteration 12Q (52.591225 sec): 3 clusters Score: Raw -17324.484164 + Penalty 1564.392792 = -15760.091372 nChanged 0 SP:Iteration 13F (52.591941 sec): 3 clusters Score: Raw -17324.484164 + Penalty 1564.392792 = -15760.091372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 61 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.592494 sec): 2 clusters Score: Raw -502.300002 + Penalty 219.203186 = -283.096816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.592719 sec): 3 clusters Score: Raw -508.581960 + Penalty 460.711958 = -47.870002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 62 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.593226 sec): 2 clusters Score: Raw -644.724946 + Penalty 243.199598 = -401.525348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.593459 sec): 3 clusters Score: Raw -686.179226 + Penalty 486.399196 = -199.780030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 63 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.593958 sec): 2 clusters Score: Raw -564.790180 + Penalty 287.573182 = -277.216998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.594188 sec): 3 clusters Score: Raw -605.248182 + Penalty 575.146365 = -30.101817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 64 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.594743 sec): 2 clusters Score: Raw -1616.978065 + Penalty 359.743844 = -1257.234221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.595009 sec): 3 clusters Score: Raw -1679.254047 + Penalty 720.390346 = -958.863701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 65 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.595509 sec): 2 clusters Score: Raw -521.129334 + Penalty 211.675959 = -309.453375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.595733 sec): 3 clusters Score: Raw -523.260590 + Penalty 423.281800 = -99.978790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 66 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.596777 sec): 2 clusters Score: Raw -10629.260940 + Penalty 443.729841 = -10185.531099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.597371 sec): 3 clusters Score: Raw -10565.009827 + Penalty 887.328059 = -9677.681767 nChanged 48 SP:Iteration 1F (52.597942 sec): 3 clusters Score: Raw -10608.433272 + Penalty 889.151622 = -9719.281649 nChanged 16 SP:Iteration 2F (52.598517 sec): 3 clusters Score: Raw -10622.767437 + Penalty 892.103450 = -9730.663987 nChanged 7 SP:Iteration 3Q (52.599084 sec): 3 clusters Score: Raw -10631.058291 + Penalty 896.453963 = -9734.604328 nChanged 6 SP:Iteration 4Q (52.599655 sec): 3 clusters Score: Raw -10636.217602 + Penalty 901.422425 = -9734.795177 nChanged 6 SP:Iteration 5Q (52.600216 sec): 3 clusters Score: Raw -10640.436094 + Penalty 902.650849 = -9737.785245 nChanged 2 SP:Iteration 6Q (52.600773 sec): 3 clusters Score: Raw -10641.711810 + Penalty 904.145345 = -9737.566465 nChanged 2 SP:Iteration 7F (52.601346 sec): 3 clusters Score: Raw -10645.545032 + Penalty 908.863006 = -9736.682025 nChanged 4 SP:Iteration 8F (52.601919 sec): 3 clusters Score: Raw -10650.446538 + Penalty 910.372057 = -9740.074480 nChanged 2 SP:Iteration 9Q (52.602478 sec): 3 clusters Score: Raw -10652.991171 + Penalty 911.047876 = -9741.943295 nChanged 1 SP:Iteration 10F (52.603046 sec): 3 clusters Score: Raw -10654.338161 + Penalty 912.882732 = -9741.455429 nChanged 1 SP:Iteration 11F (52.603644 sec): 3 clusters Score: Raw -10654.850429 + Penalty 912.882732 = -9741.967697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 67 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.604993 sec): 2 clusters Score: Raw -17208.702240 + Penalty 618.812468 = -16589.889772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.605789 sec): 3 clusters Score: Raw -17136.354842 + Penalty 1236.097697 = -15900.257145 nChanged 77 SP:Iteration 1F (52.606610 sec): 3 clusters Score: Raw -17220.343349 + Penalty 1235.669479 = -15984.673871 nChanged 22 SP:Iteration 2F (52.607367 sec): 3 clusters Score: Raw -17246.236541 + Penalty 1235.560881 = -16010.675660 nChanged 8 SP:Iteration 3Q (52.608106 sec): 3 clusters Score: Raw -17256.894460 + Penalty 1237.018882 = -16019.875578 nChanged 10 SP:Iteration 4Q (52.608842 sec): 3 clusters Score: Raw -17270.128747 + Penalty 1238.281562 = -16031.847186 nChanged 6 SP:Iteration 5Q (52.609572 sec): 3 clusters Score: Raw -17273.973807 + Penalty 1239.404894 = -16034.568912 nChanged 4 SP:Iteration 6Q (52.610303 sec): 3 clusters Score: Raw -17276.418999 + Penalty 1239.908859 = -16036.510140 nChanged 3 SP:Iteration 7Q (52.611032 sec): 3 clusters Score: Raw -17287.463031 + Penalty 1239.468477 = -16047.994554 nChanged 4 SP:Iteration 8Q (52.611761 sec): 3 clusters Score: Raw -17292.328885 + Penalty 1239.758814 = -16052.570071 nChanged 5 SP:Iteration 9Q (52.612488 sec): 3 clusters Score: Raw -17296.790825 + Penalty 1240.020300 = -16056.770524 nChanged 2 SP:Iteration 10F (52.613241 sec): 3 clusters Score: Raw -17298.577304 + Penalty 1240.010683 = -16058.566621 nChanged 2 SP:Iteration 11Q (52.613968 sec): 3 clusters Score: Raw -17299.944307 + Penalty 1240.123073 = -16059.821235 nChanged 2 SP:Iteration 12Q (52.614703 sec): 3 clusters Score: Raw -17305.498313 + Penalty 1241.115328 = -16064.382985 nChanged 4 SP:Iteration 13Q (52.615430 sec): 3 clusters Score: Raw -17309.311342 + Penalty 1240.547945 = -16068.763397 nChanged 3 SP:Iteration 14Q (52.616156 sec): 3 clusters Score: Raw -17313.434923 + Penalty 1240.769781 = -16072.665142 nChanged 1 SP:Iteration 15Q (52.616881 sec): 3 clusters Score: Raw -17313.663635 + Penalty 1240.769781 = -16072.893854 nChanged 0 SP:Iteration 16F (52.617633 sec): 3 clusters Score: Raw -17313.663635 + Penalty 1240.769781 = -16072.893854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 68 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.618483 sec): 2 clusters Score: Raw -5417.705590 + Penalty 216.324056 = -5201.381535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.618905 sec): 3 clusters Score: Raw -5401.150073 + Penalty 435.068894 = -4966.081179 nChanged 25 SP:Iteration 1F (52.619318 sec): 3 clusters Score: Raw -5431.069354 + Penalty 433.692488 = -4997.376866 nChanged 5 SP:Iteration 2Q (52.619721 sec): 3 clusters Score: Raw -5437.361823 + Penalty 432.495108 = -5004.866715 nChanged 2 SP:Iteration 3Q (52.620123 sec): 3 clusters Score: Raw -5439.991840 + Penalty 432.495108 = -5007.496732 nChanged 0 SP:Iteration 4F (52.620534 sec): 3 clusters Score: Raw -5439.991840 + Penalty 432.495108 = -5007.496732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 69 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.621073 sec): 2 clusters Score: Raw -1164.214919 + Penalty 376.127188 = -788.087731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.621326 sec): 3 clusters Score: Raw -1261.552420 + Penalty 752.178981 = -509.373439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 70 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.621865 sec): 2 clusters Score: Raw -1390.808407 + Penalty 335.056397 = -1055.752010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.622118 sec): 3 clusters Score: Raw -1431.041246 + Penalty 675.377696 = -755.663550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 71 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.622731 sec): 2 clusters Score: Raw -2761.917490 + Penalty 401.360222 = -2360.557267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.623038 sec): 3 clusters Score: Raw -2811.358823 + Penalty 801.230299 = -2010.128524 nChanged 2 SP:Iteration 1Q (52.623359 sec): 3 clusters Score: Raw -2819.575494 + Penalty 801.049239 = -2018.526254 nChanged 1 SP:Iteration 2Q (52.623649 sec): 3 clusters Score: Raw -2822.366479 + Penalty 801.049239 = -2021.317240 nChanged 0 SP:Iteration 3F (52.623949 sec): 3 clusters Score: Raw -2822.366479 + Penalty 801.049239 = -2021.317240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 72 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.624593 sec): 2 clusters Score: Raw -2632.984837 + Penalty 647.803958 = -1985.180878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.624916 sec): 3 clusters Score: Raw -2860.592049 + Penalty 1296.174583 = -1564.417467 nChanged 1 SP:Iteration 1Q (52.625213 sec): 3 clusters Score: Raw -2876.096120 + Penalty 1296.174583 = -1579.921538 nChanged 0 SP:Iteration 2F (52.625530 sec): 3 clusters Score: Raw -2876.096120 + Penalty 1296.174583 = -1579.921538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 73 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.626041 sec): 2 clusters Score: Raw -785.688577 + Penalty 391.255706 = -394.432871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.626274 sec): 3 clusters Score: Raw -851.075348 + Penalty 783.016490 = -68.058859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 74 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.626784 sec): 2 clusters Score: Raw -812.682151 + Penalty 335.869441 = -476.812710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.627018 sec): 3 clusters Score: Raw -863.536538 + Penalty 671.973492 = -191.563046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 75 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.627652 sec): 2 clusters Score: Raw -3515.290982 + Penalty 499.396511 = -3015.894471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.627979 sec): 3 clusters Score: Raw -3578.905435 + Penalty 997.210190 = -2581.695245 nChanged 2 SP:Iteration 1Q (52.628287 sec): 3 clusters Score: Raw -3585.522480 + Penalty 997.210190 = -2588.312290 nChanged 0 SP:Iteration 2F (52.628606 sec): 3 clusters Score: Raw -3585.522480 + Penalty 997.210190 = -2588.312290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 76 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.629105 sec): 2 clusters Score: Raw -514.959210 + Penalty 221.913996 = -293.045214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.629331 sec): 3 clusters Score: Raw -529.836664 + Penalty 437.482574 = -92.354090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 77 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.629828 sec): 2 clusters Score: Raw -502.953615 + Penalty 186.765377 = -316.188238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.630054 sec): 3 clusters Score: Raw -511.227622 + Penalty 375.871399 = -135.356223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 78 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.630763 sec): 2 clusters Score: Raw -3598.880234 + Penalty 570.164552 = -3028.715683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.631127 sec): 3 clusters Score: Raw -3721.152026 + Penalty 1140.444126 = -2580.707900 nChanged 8 SP:Iteration 1F (52.631489 sec): 3 clusters Score: Raw -3759.676722 + Penalty 1140.444126 = -2619.232596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 79 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.632082 sec): 2 clusters Score: Raw -2439.516953 + Penalty 489.302656 = -1950.214297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.632397 sec): 3 clusters Score: Raw -2536.747464 + Penalty 981.126392 = -1555.621072 nChanged 1 SP:Iteration 1Q (52.632669 sec): 3 clusters Score: Raw -2541.903511 + Penalty 981.126392 = -1560.777119 nChanged 0 SP:Iteration 2F (52.632954 sec): 3 clusters Score: Raw -2541.903511 + Penalty 981.126392 = -1560.777119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 80 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.633882 sec): 2 clusters Score: Raw -7523.072429 + Penalty 249.300315 = -7273.772114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.634401 sec): 3 clusters Score: Raw -7490.606185 + Penalty 500.244831 = -6990.361355 nChanged 39 SP:Iteration 1F (52.634909 sec): 3 clusters Score: Raw -7524.587242 + Penalty 501.056717 = -7023.530525 nChanged 11 SP:Iteration 2F (52.635417 sec): 3 clusters Score: Raw -7538.901759 + Penalty 501.577517 = -7037.324241 nChanged 3 SP:Iteration 3Q (52.635915 sec): 3 clusters Score: Raw -7545.927881 + Penalty 501.806682 = -7044.121199 nChanged 2 SP:Iteration 4Q (52.636411 sec): 3 clusters Score: Raw -7547.610763 + Penalty 501.806682 = -7045.804082 nChanged 0 SP:Iteration 5F (52.636918 sec): 3 clusters Score: Raw -7547.610763 + Penalty 501.806682 = -7045.804082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 81 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.637830 sec): 2 clusters Score: Raw -7607.158294 + Penalty 756.109748 = -6851.048546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.638358 sec): 3 clusters Score: Raw -7728.551489 + Penalty 1511.265769 = -6217.285719 nChanged 28 SP:Iteration 1F (52.638878 sec): 3 clusters Score: Raw -7821.786508 + Penalty 1510.426876 = -6311.359632 nChanged 12 SP:Iteration 2F (52.639395 sec): 3 clusters Score: Raw -7885.419425 + Penalty 1508.986782 = -6376.432642 nChanged 4 SP:Iteration 3Q (52.639866 sec): 3 clusters Score: Raw -7899.594835 + Penalty 1508.705134 = -6390.889702 nChanged 1 SP:Iteration 4Q (52.640333 sec): 3 clusters Score: Raw -7904.029674 + Penalty 1508.508198 = -6395.521476 nChanged 1 SP:Iteration 5Q (52.640798 sec): 3 clusters Score: Raw -7904.888705 + Penalty 1508.508198 = -6396.380508 nChanged 0 SP:Iteration 6F (52.641317 sec): 3 clusters Score: Raw -7904.888705 + Penalty 1508.508198 = -6396.380508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 82 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.641864 sec): 2 clusters Score: Raw -1381.554479 + Penalty 336.992550 = -1044.561928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.642121 sec): 3 clusters Score: Raw -1452.460301 + Penalty 672.773907 = -779.686395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 83 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.642743 sec): 2 clusters Score: Raw -2687.143451 + Penalty 327.754781 = -2359.388671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.643058 sec): 3 clusters Score: Raw -2725.199295 + Penalty 658.748088 = -2066.451207 nChanged 8 SP:Iteration 1F (52.643367 sec): 3 clusters Score: Raw -2759.157648 + Penalty 660.002727 = -2099.154921 nChanged 2 SP:Iteration 2Q (52.643663 sec): 3 clusters Score: Raw -2770.905327 + Penalty 660.002727 = -2110.902600 nChanged 0 SP:Iteration 3F (52.643970 sec): 3 clusters Score: Raw -2770.905327 + Penalty 660.002727 = -2110.902600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 84 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.644912 sec): 2 clusters Score: Raw -7885.620025 + Penalty 207.041797 = -7678.578227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.645471 sec): 3 clusters Score: Raw -7840.202276 + Penalty 415.374029 = -7424.828247 nChanged 40 SP:Iteration 1F (52.645977 sec): 3 clusters Score: Raw -7880.588205 + Penalty 417.541957 = -7463.046248 nChanged 12 SP:Iteration 2F (52.646490 sec): 3 clusters Score: Raw -7905.596640 + Penalty 416.853756 = -7488.742883 nChanged 7 SP:Iteration 3Q (52.646990 sec): 3 clusters Score: Raw -7917.703724 + Penalty 416.343498 = -7501.360225 nChanged 5 SP:Iteration 4Q (52.647489 sec): 3 clusters Score: Raw -7925.973574 + Penalty 416.446052 = -7509.527522 nChanged 2 SP:Iteration 5Q (52.647986 sec): 3 clusters Score: Raw -7927.661545 + Penalty 418.856487 = -7508.805058 nChanged 2 SP:Iteration 6F (52.648516 sec): 3 clusters Score: Raw -7928.820222 + Penalty 418.856487 = -7509.963735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 85 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.649126 sec): 2 clusters Score: Raw -2106.904464 + Penalty 342.968410 = -1763.936053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.649416 sec): 3 clusters Score: Raw -2145.685674 + Penalty 686.165243 = -1459.520431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 86 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.649936 sec): 2 clusters Score: Raw -854.578861 + Penalty 228.363110 = -626.215751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.650174 sec): 3 clusters Score: Raw -886.207946 + Penalty 456.275463 = -429.932483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 87 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.650929 sec): 2 clusters Score: Raw -5417.618465 + Penalty 450.181857 = -4967.436608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.651332 sec): 3 clusters Score: Raw -5435.484173 + Penalty 904.244111 = -4531.240062 nChanged 9 SP:Iteration 1F (52.651724 sec): 3 clusters Score: Raw -5451.803041 + Penalty 904.867854 = -4546.935187 nChanged 4 SP:Iteration 2Q (52.652106 sec): 3 clusters Score: Raw -5459.085101 + Penalty 906.432433 = -4552.652668 nChanged 1 SP:Iteration 3Q (52.652487 sec): 3 clusters Score: Raw -5460.314275 + Penalty 906.432433 = -4553.881842 nChanged 0 SP:Iteration 4F (52.652878 sec): 3 clusters Score: Raw -5460.314275 + Penalty 906.432433 = -4553.881842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 88 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.653364 sec): 2 clusters Score: Raw -178.644508 + Penalty 130.598438 = -48.046070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.653560 sec): 2 clusters Score: Raw -178.644508 + Penalty 130.598438 = -48.046070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 89 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.654171 sec): 2 clusters Score: Raw -2524.109641 + Penalty 256.595175 = -2267.514466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.654472 sec): 3 clusters Score: Raw -2526.353716 + Penalty 532.417252 = -1993.936464 nChanged 4 SP:Iteration 1F (52.654771 sec): 3 clusters Score: Raw -2532.204459 + Penalty 539.954714 = -1992.249745 nChanged 1 SP:Iteration 2F (52.655071 sec): 3 clusters Score: Raw -2536.484423 + Penalty 546.660240 = -1989.824183 nChanged 1 SP:Iteration 3F (52.655369 sec): 3 clusters Score: Raw -2541.051841 + Penalty 546.660240 = -1994.391601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 90 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.655870 sec): 2 clusters Score: Raw -536.113551 + Penalty 257.119428 = -278.994123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.656099 sec): 3 clusters Score: Raw -575.006485 + Penalty 518.213142 = -56.793343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 91 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.656625 sec): 2 clusters Score: Raw -604.262618 + Penalty 223.360086 = -380.902532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.656855 sec): 3 clusters Score: Raw -623.717253 + Penalty 457.526844 = -166.190409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 92 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.657388 sec): 2 clusters Score: Raw -1222.779326 + Penalty 286.838807 = -935.940518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.657639 sec): 3 clusters Score: Raw -1269.343145 + Penalty 571.295623 = -698.047521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.658118 sec): 2 clusters Score: Raw -123.083255 + Penalty 80.257330 = -42.825925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.658325 sec): 3 clusters Score: Raw -113.572846 + Penalty 160.514660 = 46.941814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 94 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.658881 sec): 2 clusters Score: Raw -1613.168994 + Penalty 371.397220 = -1241.771775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.659149 sec): 3 clusters Score: Raw -1693.954518 + Penalty 738.249143 = -955.705375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 95 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.659653 sec): 2 clusters Score: Raw -690.674310 + Penalty 319.860535 = -370.813775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.659883 sec): 3 clusters Score: Raw -711.778131 + Penalty 642.345295 = -69.432836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 96 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.661223 sec): 2 clusters Score: Raw -16518.486462 + Penalty 362.567439 = -16155.919023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.661987 sec): 3 clusters Score: Raw -16395.736950 + Penalty 729.056158 = -15666.680792 nChanged 81 SP:Iteration 1F (52.662736 sec): 3 clusters Score: Raw -16466.797693 + Penalty 735.564599 = -15731.233094 nChanged 24 SP:Iteration 2F (52.663505 sec): 3 clusters Score: Raw -16491.557271 + Penalty 743.978578 = -15747.578694 nChanged 18 SP:Iteration 3F (52.664255 sec): 3 clusters Score: Raw -16510.020030 + Penalty 745.748981 = -15764.271049 nChanged 8 SP:Iteration 4Q (52.664998 sec): 3 clusters Score: Raw -16517.056466 + Penalty 743.514335 = -15773.542132 nChanged 9 SP:Iteration 5Q (52.665741 sec): 3 clusters Score: Raw -16527.595266 + Penalty 744.390088 = -15783.205178 nChanged 4 SP:Iteration 6Q (52.666482 sec): 3 clusters Score: Raw -16530.809492 + Penalty 746.168098 = -15784.641394 nChanged 3 SP:Iteration 7Q (52.667220 sec): 3 clusters Score: Raw -16531.857447 + Penalty 745.409689 = -15786.447758 nChanged 2 SP:Iteration 8Q (52.667958 sec): 3 clusters Score: Raw -16533.459058 + Penalty 741.943605 = -15791.515453 nChanged 4 SP:Iteration 9Q (52.668696 sec): 3 clusters Score: Raw -16544.546486 + Penalty 740.002879 = -15804.543607 nChanged 2 SP:Iteration 10F (52.669444 sec): 3 clusters Score: Raw -16549.551959 + Penalty 739.823266 = -15809.728693 nChanged 4 SP:Iteration 11Q (52.670184 sec): 3 clusters Score: Raw -16554.443512 + Penalty 740.455714 = -15813.987798 nChanged 2 SP:Iteration 12Q (52.670920 sec): 3 clusters Score: Raw -16555.097372 + Penalty 739.849935 = -15815.247437 nChanged 2 SP:Iteration 13Q (52.671659 sec): 3 clusters Score: Raw -16556.286865 + Penalty 739.861837 = -15816.425028 nChanged 2 SP:Iteration 14Q (52.672421 sec): 3 clusters Score: Raw -16557.660620 + Penalty 739.861837 = -15817.798782 nChanged 0 SP:Iteration 15F (52.673170 sec): 3 clusters Score: Raw -16557.660620 + Penalty 739.861837 = -15817.798782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 97 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.673710 sec): 2 clusters Score: Raw -766.351900 + Penalty 358.476779 = -407.875121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.673946 sec): 3 clusters Score: Raw -792.431272 + Penalty 716.004537 = -76.426734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 98 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.674548 sec): 2 clusters Score: Raw -2345.371370 + Penalty 427.505463 = -1917.865907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.674846 sec): 3 clusters Score: Raw -2414.831037 + Penalty 855.275149 = -1559.555888 nChanged 2 SP:Iteration 1Q (52.675130 sec): 3 clusters Score: Raw -2420.637133 + Penalty 855.275149 = -1565.361985 nChanged 0 SP:Iteration 2F (52.675425 sec): 3 clusters Score: Raw -2420.637133 + Penalty 855.275149 = -1565.361985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 99 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.675912 sec): 2 clusters Score: Raw -255.171369 + Penalty 178.913838 = -76.257531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.676124 sec): 3 clusters Score: Raw -246.087388 + Penalty 352.910331 = 106.822943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 100 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.676940 sec): 2 clusters Score: Raw -7276.091008 + Penalty 554.941647 = -6721.149361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.677391 sec): 3 clusters Score: Raw -7284.997075 + Penalty 1109.886486 = -6175.110589 nChanged 15 SP:Iteration 1F (52.677833 sec): 3 clusters Score: Raw -7310.204392 + Penalty 1109.929307 = -6200.275084 nChanged 4 SP:Iteration 2Q (52.678267 sec): 3 clusters Score: Raw -7316.872026 + Penalty 1109.870076 = -6207.001951 nChanged 2 SP:Iteration 3Q (52.678701 sec): 3 clusters Score: Raw -7318.579826 + Penalty 1109.870076 = -6208.709750 nChanged 0 SP:Iteration 4F (52.679142 sec): 3 clusters Score: Raw -7318.579826 + Penalty 1109.870076 = -6208.709750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 101 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.679648 sec): 2 clusters Score: Raw -588.573973 + Penalty 281.734640 = -306.839333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.679874 sec): 3 clusters Score: Raw -619.134128 + Penalty 559.329348 = -59.804779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.680358 sec): 2 clusters Score: Raw -248.585698 + Penalty 154.413915 = -94.171784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.680571 sec): 3 clusters Score: Raw -239.339874 + Penalty 329.370790 = 90.030916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 104 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.681076 sec): 2 clusters Score: Raw -648.153910 + Penalty 250.286370 = -397.867540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.681310 sec): 3 clusters Score: Raw -691.997097 + Penalty 500.572741 = -191.424356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 106 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.681805 sec): 2 clusters Score: Raw -418.540796 + Penalty 157.976634 = -260.564162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.682048 sec): 3 clusters Score: Raw -434.576249 + Penalty 315.839316 = -118.736932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 107 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.682774 sec): 2 clusters Score: Raw -5197.284875 + Penalty 452.007280 = -4745.277596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.683156 sec): 3 clusters Score: Raw -5202.302341 + Penalty 907.631375 = -4294.670966 nChanged 13 SP:Iteration 1F (52.683530 sec): 3 clusters Score: Raw -5225.198849 + Penalty 912.086488 = -4313.112361 nChanged 5 SP:Iteration 2F (52.683905 sec): 3 clusters Score: Raw -5237.056738 + Penalty 913.205215 = -4323.851523 nChanged 2 SP:Iteration 3Q (52.684270 sec): 3 clusters Score: Raw -5247.976556 + Penalty 913.205215 = -4334.771341 nChanged 0 SP:Iteration 4F (52.684645 sec): 3 clusters Score: Raw -5247.976556 + Penalty 913.205215 = -4334.771341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 108 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.685139 sec): 2 clusters Score: Raw -422.814726 + Penalty 211.089042 = -211.725684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.685360 sec): 3 clusters Score: Raw -427.124947 + Penalty 421.047668 = -6.077279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 109 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.685915 sec): 2 clusters Score: Raw -1582.116949 + Penalty 504.069125 = -1078.047824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.686182 sec): 3 clusters Score: Raw -1772.411517 + Penalty 1011.771356 = -760.640161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 110 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.686671 sec): 2 clusters Score: Raw -296.544261 + Penalty 177.260631 = -119.283630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.686885 sec): 3 clusters Score: Raw -291.986404 + Penalty 354.798744 = 62.812339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 111 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.687388 sec): 2 clusters Score: Raw -626.357636 + Penalty 267.575403 = -358.782233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.687618 sec): 3 clusters Score: Raw -660.929454 + Penalty 528.274809 = -132.654645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 112 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.688136 sec): 2 clusters Score: Raw -791.121628 + Penalty 263.496711 = -527.624917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.688376 sec): 3 clusters Score: Raw -843.158554 + Penalty 529.656609 = -313.501945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 113 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.688888 sec): 2 clusters Score: Raw -813.074530 + Penalty 277.395814 = -535.678716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.689124 sec): 3 clusters Score: Raw -842.195978 + Penalty 544.547386 = -297.648591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 114 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.689604 sec): 2 clusters Score: Raw -173.790010 + Penalty 88.464452 = -85.325558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.689813 sec): 3 clusters Score: Raw -167.869215 + Penalty 177.358539 = 9.489324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 115 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.690334 sec): 2 clusters Score: Raw -686.957699 + Penalty 278.094498 = -408.863201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.690563 sec): 3 clusters Score: Raw -688.637383 + Penalty 585.286163 = -103.351220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 116 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.691053 sec): 2 clusters Score: Raw -365.564784 + Penalty 189.998169 = -175.566615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.691273 sec): 3 clusters Score: Raw -360.701401 + Penalty 387.641002 = 26.939601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 117 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.692044 sec): 2 clusters Score: Raw -6011.355376 + Penalty 535.400806 = -5475.954570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.692456 sec): 3 clusters Score: Raw -6031.773534 + Penalty 1068.860426 = -4962.913108 nChanged 10 SP:Iteration 1F (52.692861 sec): 3 clusters Score: Raw -6056.841213 + Penalty 1069.527995 = -4987.313218 nChanged 1 SP:Iteration 2Q (52.693254 sec): 3 clusters Score: Raw -6059.667255 + Penalty 1069.527995 = -4990.139260 nChanged 0 SP:Iteration 3F (52.693658 sec): 3 clusters Score: Raw -6059.667255 + Penalty 1069.527995 = -4990.139260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 118 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.694253 sec): 2 clusters Score: Raw -2314.657060 + Penalty 595.183519 = -1719.473541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.694548 sec): 3 clusters Score: Raw -2521.085818 + Penalty 1190.790486 = -1330.295331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 119 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.695045 sec): 2 clusters Score: Raw -447.166685 + Penalty 213.824254 = -233.342431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.695266 sec): 3 clusters Score: Raw -471.235207 + Penalty 440.558375 = -30.676832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 120 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.695768 sec): 2 clusters Score: Raw -576.890674 + Penalty 164.309158 = -412.581517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.695997 sec): 3 clusters Score: Raw -593.978610 + Penalty 311.427174 = -282.551436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 121 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.696524 sec): 2 clusters Score: Raw -1216.318000 + Penalty 433.122282 = -783.195718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.696773 sec): 3 clusters Score: Raw -1306.492112 + Penalty 865.919230 = -440.572882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 122 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.697350 sec): 2 clusters Score: Raw -2021.182922 + Penalty 325.720581 = -1695.462341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.697634 sec): 3 clusters Score: Raw -2096.808602 + Penalty 653.552079 = -1443.256524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 123 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.698142 sec): 2 clusters Score: Raw -619.228866 + Penalty 229.008849 = -390.220017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.698375 sec): 3 clusters Score: Raw -685.149970 + Penalty 458.471661 = -226.678309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 124 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.698875 sec): 2 clusters Score: Raw -184.068705 + Penalty 118.388833 = -65.679871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.699085 sec): 3 clusters Score: Raw -176.086123 + Penalty 214.691684 = 38.605561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 125 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.699579 sec): 2 clusters Score: Raw -466.267938 + Penalty 227.942935 = -238.325003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.699800 sec): 3 clusters Score: Raw -479.555445 + Penalty 459.348342 = -20.207103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 126 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.700291 sec): 2 clusters Score: Raw -432.010747 + Penalty 237.329496 = -194.681252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.700512 sec): 3 clusters Score: Raw -426.471815 + Penalty 498.379985 = 71.908170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 127 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.701023 sec): 2 clusters Score: Raw -815.776608 + Penalty 251.137748 = -564.638861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.701260 sec): 3 clusters Score: Raw -841.196386 + Penalty 501.423480 = -339.772906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 128 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.701800 sec): 2 clusters Score: Raw -1311.318325 + Penalty 251.651031 = -1059.667294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.702055 sec): 3 clusters Score: Raw -1353.208806 + Penalty 507.295187 = -845.913619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 129 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.702564 sec): 2 clusters Score: Raw -734.479044 + Penalty 247.046983 = -487.432061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.702798 sec): 3 clusters Score: Raw -759.861850 + Penalty 487.993381 = -271.868469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 130 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.703296 sec): 2 clusters Score: Raw -607.019045 + Penalty 282.356706 = -324.662339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.703524 sec): 3 clusters Score: Raw -616.903365 + Penalty 573.103191 = -43.800174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 131 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.704003 sec): 2 clusters Score: Raw -173.116124 + Penalty 120.932569 = -52.183555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.704212 sec): 3 clusters Score: Raw -170.702859 + Penalty 231.595692 = 60.892833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.704702 sec): 2 clusters Score: Raw -395.252039 + Penalty 167.025498 = -228.226542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.704923 sec): 3 clusters Score: Raw -400.508465 + Penalty 335.277574 = -65.230891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.705404 sec): 2 clusters Score: Raw -240.307347 + Penalty 155.188136 = -85.119211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.705616 sec): 3 clusters Score: Raw -235.836053 + Penalty 310.376272 = 74.540219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 134 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.706112 sec): 2 clusters Score: Raw -169.451409 + Penalty 106.658938 = -62.792471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.706322 sec): 3 clusters Score: Raw -162.889232 + Penalty 218.513331 = 55.624099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 135 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.706821 sec): 2 clusters Score: Raw -604.540195 + Penalty 208.964827 = -395.575368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.707051 sec): 3 clusters Score: Raw -625.674831 + Penalty 417.735136 = -207.939695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 136 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.707559 sec): 2 clusters Score: Raw -764.827901 + Penalty 365.700080 = -399.127821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.707794 sec): 3 clusters Score: Raw -798.448069 + Penalty 731.400160 = -67.047909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 137 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.708286 sec): 2 clusters Score: Raw -436.557311 + Penalty 184.946452 = -251.610859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.708510 sec): 3 clusters Score: Raw -455.740892 + Penalty 367.909395 = -87.831497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 138 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.709067 sec): 2 clusters Score: Raw -1702.401828 + Penalty 348.243464 = -1354.158364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.709337 sec): 3 clusters Score: Raw -1760.567131 + Penalty 692.157495 = -1068.409636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 139 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.709828 sec): 2 clusters Score: Raw -339.034684 + Penalty 150.005222 = -189.029462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.710045 sec): 3 clusters Score: Raw -343.309661 + Penalty 304.405768 = -38.903894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 140 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.710530 sec): 2 clusters Score: Raw -311.903232 + Penalty 194.828513 = -117.074719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.710746 sec): 3 clusters Score: Raw -305.958905 + Penalty 392.464540 = 86.505635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 141 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.712130 sec): 2 clusters Score: Raw -15631.523446 + Penalty 207.411132 = -15424.112314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.712939 sec): 3 clusters Score: Raw -15484.899554 + Penalty 430.019886 = -15054.879668 nChanged 128 SP:Iteration 1F (52.713745 sec): 3 clusters Score: Raw -15618.685625 + Penalty 445.730529 = -15172.955096 nChanged 35 SP:Iteration 2F (52.714541 sec): 3 clusters Score: Raw -15650.207153 + Penalty 452.893006 = -15197.314147 nChanged 15 SP:Iteration 3Q (52.715331 sec): 3 clusters Score: Raw -15664.666404 + Penalty 453.641610 = -15211.024794 nChanged 9 SP:Iteration 4Q (52.716119 sec): 3 clusters Score: Raw -15677.263945 + Penalty 456.866356 = -15220.397589 nChanged 10 SP:Iteration 5Q (52.716923 sec): 3 clusters Score: Raw -15683.918896 + Penalty 464.270552 = -15219.648344 nChanged 5 SP:Iteration 6F (52.717719 sec): 3 clusters Score: Raw -15686.311774 + Penalty 464.270552 = -15222.041222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 142 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.718290 sec): 2 clusters Score: Raw -752.140620 + Penalty 376.503527 = -375.637093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.718527 sec): 3 clusters Score: Raw -845.897318 + Penalty 753.007055 = -92.890263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 143 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.719032 sec): 2 clusters Score: Raw -592.237603 + Penalty 259.637155 = -332.600449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.719259 sec): 3 clusters Score: Raw -609.382697 + Penalty 520.054428 = -89.328269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 144 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.719758 sec): 2 clusters Score: Raw -567.133491 + Penalty 214.870921 = -352.262570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.719986 sec): 3 clusters Score: Raw -590.617362 + Penalty 429.741843 = -160.875519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 145 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.720485 sec): 2 clusters Score: Raw -596.776798 + Penalty 324.124500 = -272.652297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.720712 sec): 3 clusters Score: Raw -639.722444 + Penalty 648.249001 = 8.526557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 146 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.721199 sec): 2 clusters Score: Raw -272.842179 + Penalty 151.606277 = -121.235902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.721419 sec): 3 clusters Score: Raw -275.593157 + Penalty 315.351793 = 39.758636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 148 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.721912 sec): 2 clusters Score: Raw -431.621189 + Penalty 253.998101 = -177.623089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.722133 sec): 3 clusters Score: Raw -440.820445 + Penalty 509.911832 = 69.091387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 149 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.722621 sec): 2 clusters Score: Raw -287.341014 + Penalty 153.022410 = -134.318605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.722836 sec): 3 clusters Score: Raw -287.122313 + Penalty 270.158559 = -16.963754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 150 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.723327 sec): 2 clusters Score: Raw -446.978741 + Penalty 238.465652 = -208.513089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.723548 sec): 3 clusters Score: Raw -446.730168 + Penalty 473.505274 = 26.775106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 152 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.724039 sec): 2 clusters Score: Raw -477.416796 + Penalty 237.970748 = -239.446048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.724261 sec): 3 clusters Score: Raw -484.930098 + Penalty 484.785183 = -0.144915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 153 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.724761 sec): 2 clusters Score: Raw -591.623502 + Penalty 248.115910 = -343.507592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.724987 sec): 3 clusters Score: Raw -591.917878 + Penalty 488.745651 = -103.172227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 154 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.725539 sec): 2 clusters Score: Raw -1198.338202 + Penalty 230.997113 = -967.341090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.725794 sec): 3 clusters Score: Raw -1216.570141 + Penalty 461.130058 = -755.440083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 155 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.726281 sec): 2 clusters Score: Raw -316.135143 + Penalty 201.174172 = -114.960971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.726496 sec): 3 clusters Score: Raw -308.948289 + Penalty 404.588522 = 95.640234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 156 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.727007 sec): 2 clusters Score: Raw -841.386382 + Penalty 310.405113 = -530.981269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.727244 sec): 3 clusters Score: Raw -905.683082 + Penalty 616.439682 = -289.243399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 157 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.727730 sec): 2 clusters Score: Raw -306.722101 + Penalty 173.430227 = -133.291874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.727946 sec): 3 clusters Score: Raw -299.577862 + Penalty 351.578938 = 52.001076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 158 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.728469 sec): 2 clusters Score: Raw -994.609526 + Penalty 296.655608 = -697.953918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.728710 sec): 3 clusters Score: Raw -1033.438547 + Penalty 609.395168 = -424.043379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 159 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.729197 sec): 2 clusters Score: Raw -301.191939 + Penalty 189.096352 = -112.095588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.729411 sec): 3 clusters Score: Raw -299.805813 + Penalty 378.434329 = 78.628516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 160 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.729908 sec): 2 clusters Score: Raw -520.120623 + Penalty 191.107926 = -329.012696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.730135 sec): 3 clusters Score: Raw -552.025039 + Penalty 382.215853 = -169.809186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 161 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.730634 sec): 2 clusters Score: Raw -619.182694 + Penalty 242.384755 = -376.797939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.730862 sec): 3 clusters Score: Raw -655.993085 + Penalty 487.425052 = -168.568033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 162 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.731374 sec): 2 clusters Score: Raw -870.570529 + Penalty 383.516790 = -487.053739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.731609 sec): 3 clusters Score: Raw -951.802571 + Penalty 766.255692 = -185.546880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 163 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.732103 sec): 2 clusters Score: Raw -502.529362 + Penalty 313.854895 = -188.674467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.732325 sec): 3 clusters Score: Raw -525.870284 + Penalty 620.855248 = 94.984964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 164 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.732823 sec): 2 clusters Score: Raw -256.090008 + Penalty 172.763451 = -83.326557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.733037 sec): 3 clusters Score: Raw -245.508393 + Penalty 345.526903 = 100.018509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 165 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.733542 sec): 2 clusters Score: Raw -634.867733 + Penalty 291.741164 = -343.126569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.733771 sec): 3 clusters Score: Raw -695.310766 + Penalty 575.179219 = -120.131548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 166 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.734261 sec): 2 clusters Score: Raw -416.205372 + Penalty 205.302823 = -210.902548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.734482 sec): 3 clusters Score: Raw -420.769368 + Penalty 416.839775 = -3.929593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 167 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.735009 sec): 2 clusters Score: Raw -1228.423254 + Penalty 359.364919 = -869.058335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.735256 sec): 3 clusters Score: Raw -1276.454881 + Penalty 748.311745 = -528.143136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 169 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.735756 sec): 2 clusters Score: Raw -555.130901 + Penalty 190.411476 = -364.719425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.735981 sec): 3 clusters Score: Raw -560.455320 + Penalty 348.238003 = -212.217317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 170 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.736471 sec): 2 clusters Score: Raw -432.462587 + Penalty 239.305317 = -193.157270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.736690 sec): 3 clusters Score: Raw -435.781193 + Penalty 462.126776 = 26.345583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 171 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.737168 sec): 2 clusters Score: Raw -124.419869 + Penalty 94.188074 = -30.231796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.737360 sec): 2 clusters Score: Raw -124.419869 + Penalty 94.188074 = -30.231796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.737841 sec): 2 clusters Score: Raw -229.445092 + Penalty 127.895786 = -101.549306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.738036 sec): 2 clusters Score: Raw -229.445092 + Penalty 127.895786 = -101.549306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 173 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.738529 sec): 2 clusters Score: Raw -446.618633 + Penalty 206.857601 = -239.761032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.738751 sec): 3 clusters Score: Raw -457.354882 + Penalty 430.545928 = -26.808954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 175 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.739232 sec): 2 clusters Score: Raw -242.347836 + Penalty 158.513376 = -83.834461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.739443 sec): 3 clusters Score: Raw -236.462356 + Penalty 315.570198 = 79.107842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 176 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.740050 sec): 2 clusters Score: Raw -2615.216334 + Penalty 475.629816 = -2139.586519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.740343 sec): 3 clusters Score: Raw -2689.234084 + Penalty 951.802996 = -1737.431087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.740824 sec): 2 clusters Score: Raw -120.272603 + Penalty 82.367703 = -37.904900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.741029 sec): 3 clusters Score: Raw -112.164905 + Penalty 164.735406 = 52.570501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 178 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.741561 sec): 2 clusters Score: Raw -1265.751027 + Penalty 370.966863 = -894.784164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.741810 sec): 3 clusters Score: Raw -1315.637302 + Penalty 730.671898 = -584.965404 nChanged 1 SP:Iteration 1Q (52.742048 sec): 3 clusters Score: Raw -1322.584359 + Penalty 730.671898 = -591.912461 nChanged 0 SP:Iteration 2F (52.742292 sec): 3 clusters Score: Raw -1322.584359 + Penalty 730.671898 = -591.912461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 179 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.742789 sec): 2 clusters Score: Raw -509.569377 + Penalty 215.852260 = -293.717117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.743013 sec): 3 clusters Score: Raw -516.629125 + Penalty 441.472003 = -75.157122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 180 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.743520 sec): 2 clusters Score: Raw -873.264142 + Penalty 358.509557 = -514.754586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.743753 sec): 3 clusters Score: Raw -877.995370 + Penalty 715.757831 = -162.237538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 181 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.744253 sec): 2 clusters Score: Raw -562.140340 + Penalty 242.234299 = -319.906041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.744484 sec): 3 clusters Score: Raw -620.020218 + Penalty 487.251697 = -132.768521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 182 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.744969 sec): 2 clusters Score: Raw -316.227223 + Penalty 208.925709 = -107.301514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.745183 sec): 3 clusters Score: Raw -309.230993 + Penalty 411.160238 = 101.929245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 183 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.745675 sec): 2 clusters Score: Raw -459.933441 + Penalty 235.708180 = -224.225261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.745897 sec): 3 clusters Score: Raw -469.990975 + Penalty 460.951169 = -9.039805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.746377 sec): 2 clusters Score: Raw -179.014346 + Penalty 107.262662 = -71.751683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.746586 sec): 3 clusters Score: Raw -172.013529 + Penalty 212.472359 = 40.458830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 186 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.747094 sec): 2 clusters Score: Raw -468.262293 + Penalty 259.520024 = -208.742269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.747315 sec): 3 clusters Score: Raw -472.950615 + Penalty 551.206986 = 78.256371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 187 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.747807 sec): 2 clusters Score: Raw -393.799170 + Penalty 186.411917 = -207.387253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.748028 sec): 3 clusters Score: Raw -400.564164 + Penalty 343.004971 = -57.559193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 188 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.748516 sec): 2 clusters Score: Raw -404.221801 + Penalty 188.075468 = -216.146333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.748735 sec): 3 clusters Score: Raw -411.895695 + Penalty 369.517812 = -42.377883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 189 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.749216 sec): 2 clusters Score: Raw -191.401846 + Penalty 145.465342 = -45.936504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.749426 sec): 3 clusters Score: Raw -180.661373 + Penalty 305.390359 = 124.728986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 190 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.749906 sec): 2 clusters Score: Raw -184.889424 + Penalty 115.701306 = -69.188118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.750100 sec): 2 clusters Score: Raw -184.889424 + Penalty 115.701306 = -69.188118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 192 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.750593 sec): 2 clusters Score: Raw -439.560048 + Penalty 210.581464 = -228.978584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.750816 sec): 3 clusters Score: Raw -455.176049 + Penalty 445.253931 = -9.922119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 195 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.751316 sec): 2 clusters Score: Raw -517.793728 + Penalty 204.901844 = -312.891883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.751540 sec): 3 clusters Score: Raw -524.965111 + Penalty 412.711639 = -112.253472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 196 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.752037 sec): 2 clusters Score: Raw -567.233395 + Penalty 322.388425 = -244.844969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.752261 sec): 3 clusters Score: Raw -583.274087 + Penalty 640.054489 = 56.780402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 197 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.752753 sec): 2 clusters Score: Raw -449.829363 + Penalty 188.048645 = -261.780717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.752976 sec): 3 clusters Score: Raw -463.181672 + Penalty 366.565607 = -96.616065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 198 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.753465 sec): 2 clusters Score: Raw -345.626304 + Penalty 191.123280 = -154.503024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.753685 sec): 3 clusters Score: Raw -348.531146 + Penalty 382.246560 = 33.715414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 199 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.754181 sec): 2 clusters Score: Raw -189.359962 + Penalty 150.784571 = -38.575391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.754392 sec): 3 clusters Score: Raw -181.414185 + Penalty 301.684378 = 120.270193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 200 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.754899 sec): 2 clusters Score: Raw -755.188180 + Penalty 274.165733 = -481.022447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.755131 sec): 3 clusters Score: Raw -782.540416 + Penalty 529.863853 = -252.676562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 201 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.755636 sec): 2 clusters Score: Raw -812.444181 + Penalty 340.144863 = -472.299319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.755867 sec): 3 clusters Score: Raw -838.186380 + Penalty 685.579460 = -152.606920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 202 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.756348 sec): 2 clusters Score: Raw -241.292584 + Penalty 118.573729 = -122.718854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.756561 sec): 3 clusters Score: Raw -234.560102 + Penalty 237.147459 = 2.587356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 203 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.757049 sec): 2 clusters Score: Raw -369.055550 + Penalty 202.427206 = -166.628344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.757268 sec): 3 clusters Score: Raw -366.849629 + Penalty 404.854411 = 38.004783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 204 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.757756 sec): 2 clusters Score: Raw -354.400237 + Penalty 188.782725 = -165.617512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.757974 sec): 3 clusters Score: Raw -356.773400 + Penalty 352.284463 = -4.488937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 205 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.758458 sec): 2 clusters Score: Raw -318.893273 + Penalty 190.375909 = -128.517363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.758671 sec): 3 clusters Score: Raw -308.833809 + Penalty 386.271490 = 77.437681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 206 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.759167 sec): 2 clusters Score: Raw -556.370070 + Penalty 289.665694 = -266.704376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.759391 sec): 3 clusters Score: Raw -571.292356 + Penalty 581.724779 = 10.432423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 207 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.759883 sec): 2 clusters Score: Raw -451.325977 + Penalty 262.574763 = -188.751214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.760104 sec): 3 clusters Score: Raw -445.090920 + Penalty 525.597687 = 80.506768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 209 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.760623 sec): 2 clusters Score: Raw -1009.193557 + Penalty 415.651828 = -593.541729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.760864 sec): 3 clusters Score: Raw -1116.960169 + Penalty 831.303656 = -285.656513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 210 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.761374 sec): 2 clusters Score: Raw -436.292337 + Penalty 193.291832 = -243.000506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.761598 sec): 3 clusters Score: Raw -456.431930 + Penalty 385.002677 = -71.429253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 211 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.762094 sec): 2 clusters Score: Raw -548.212291 + Penalty 248.109308 = -300.102983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.762319 sec): 3 clusters Score: Raw -552.651832 + Penalty 473.435722 = -79.216110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 212 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.762809 sec): 2 clusters Score: Raw -432.483355 + Penalty 200.532486 = -231.950869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.763031 sec): 3 clusters Score: Raw -425.939108 + Penalty 405.069435 = -20.869673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 213 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.763523 sec): 2 clusters Score: Raw -480.049762 + Penalty 297.548531 = -182.501232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.763746 sec): 3 clusters Score: Raw -504.084778 + Penalty 592.973919 = 88.889141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 214 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.764226 sec): 2 clusters Score: Raw -186.721586 + Penalty 128.060596 = -58.660990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.764420 sec): 2 clusters Score: Raw -186.721586 + Penalty 128.060596 = -58.660990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 215 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.764898 sec): 2 clusters Score: Raw -123.290613 + Penalty 81.678143 = -41.612470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.765090 sec): 2 clusters Score: Raw -123.290613 + Penalty 81.678143 = -41.612470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 217 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.765585 sec): 2 clusters Score: Raw -507.433522 + Penalty 224.688501 = -282.745021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.765809 sec): 3 clusters Score: Raw -534.431848 + Penalty 452.505923 = -81.925925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 218 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.766291 sec): 2 clusters Score: Raw -180.577668 + Penalty 120.818576 = -59.759092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.766500 sec): 3 clusters Score: Raw -173.036875 + Penalty 239.064465 = 66.027590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 219 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.766983 sec): 2 clusters Score: Raw -242.347538 + Penalty 183.049065 = -59.298473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.767197 sec): 3 clusters Score: Raw -237.145259 + Penalty 366.098130 = 128.952871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 220 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.767706 sec): 2 clusters Score: Raw -721.159523 + Penalty 341.456404 = -379.703119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.767940 sec): 3 clusters Score: Raw -808.512410 + Penalty 682.912809 = -125.599601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 222 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.768465 sec): 2 clusters Score: Raw -740.800351 + Penalty 341.788976 = -399.011375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.768696 sec): 3 clusters Score: Raw -761.691544 + Penalty 693.291343 = -68.400201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 223 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.769172 sec): 2 clusters Score: Raw -123.098172 + Penalty 82.766539 = -40.331634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.769379 sec): 3 clusters Score: Raw -113.660474 + Penalty 165.533077 = 51.872603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 224 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.769860 sec): 2 clusters Score: Raw -182.841810 + Penalty 128.402770 = -54.439041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.770070 sec): 3 clusters Score: Raw -175.631634 + Penalty 262.242297 = 86.610663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 225 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.770563 sec): 2 clusters Score: Raw -432.951287 + Penalty 160.679099 = -272.272188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.770784 sec): 3 clusters Score: Raw -451.753155 + Penalty 321.358198 = -130.394957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 227 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.771268 sec): 2 clusters Score: Raw -233.161091 + Penalty 135.439745 = -97.721347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.771479 sec): 3 clusters Score: Raw -228.707352 + Penalty 270.879489 = 42.172137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 228 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.771957 sec): 2 clusters Score: Raw -183.019731 + Penalty 124.539257 = -58.480474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.772167 sec): 3 clusters Score: Raw -175.241476 + Penalty 268.101636 = 92.860160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 229 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.772667 sec): 2 clusters Score: Raw -550.720905 + Penalty 202.956916 = -347.763989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.772893 sec): 3 clusters Score: Raw -559.320263 + Penalty 404.226843 = -155.093421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 230 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.773380 sec): 2 clusters Score: Raw -361.679595 + Penalty 181.135776 = -180.543819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.773597 sec): 3 clusters Score: Raw -356.961414 + Penalty 329.149459 = -27.811955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 231 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.774085 sec): 2 clusters Score: Raw -356.080665 + Penalty 199.101633 = -156.979032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.774301 sec): 3 clusters Score: Raw -356.594851 + Penalty 388.297372 = 31.702521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 232 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.774776 sec): 2 clusters Score: Raw -121.511577 + Penalty 82.256575 = -39.255002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.774983 sec): 3 clusters Score: Raw -113.654380 + Penalty 164.513149 = 50.858769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 233 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.775468 sec): 2 clusters Score: Raw -55.149286 + Penalty 0.000000 = -55.149286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.775657 sec): 2 clusters Score: Raw -55.149286 + Penalty 0.000000 = -55.149286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 235 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.776136 sec): 2 clusters Score: Raw -181.591136 + Penalty 119.258221 = -62.332915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.776346 sec): 3 clusters Score: Raw -174.879819 + Penalty 232.117128 = 57.237309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 237 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.776822 sec): 2 clusters Score: Raw -124.342243 + Penalty 94.337203 = -30.005040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.777015 sec): 2 clusters Score: Raw -124.342243 + Penalty 94.337203 = -30.005040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 238 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.777486 sec): 2 clusters Score: Raw -58.152595 + Penalty 0.000000 = -58.152595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.777676 sec): 2 clusters Score: Raw -58.152595 + Penalty 0.000000 = -58.152595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 239 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.778162 sec): 2 clusters Score: Raw -298.386675 + Penalty 170.384486 = -128.002188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.778376 sec): 3 clusters Score: Raw -293.982710 + Penalty 371.171328 = 77.188618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 243 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.778854 sec): 2 clusters Score: Raw -120.161936 + Penalty 71.903782 = -48.258154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.779061 sec): 3 clusters Score: Raw -111.805237 + Penalty 143.807563 = 32.002327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 244 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.779532 sec): 2 clusters Score: Raw -55.968958 + Penalty 0.000000 = -55.968958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.779723 sec): 2 clusters Score: Raw -55.968958 + Penalty 0.000000 = -55.968958 nChanged 0 Deleting Class 196 (9 points): Lose 136.692539 but Gain 1592.715922 Iteration 20F (58.344294 sec): 227 clusters Score: Raw -2384772.725402 + Penalty 248263.267272 = -2136509.458130 nChanged 675 Deleting Class 237 (2 points): Lose 22.559393 but Gain 1477.375399 Iteration 21Q (58.884808 sec): 226 clusters Score: Raw -2385001.603077 + Penalty 246814.785674 = -2138186.817403 nChanged 422 Deleting Class 199 (3 points): Lose 44.772562 but Gain 1489.861097 Iteration 22Q (59.389445 sec): 225 clusters Score: Raw -2385097.354128 + Penalty 245342.787573 = -2139754.566554 nChanged 328 Deleting Class 136 (12 points): Lose 153.812455 but Gain 1597.527365 Iteration 23Q (59.877931 sec): 224 clusters Score: Raw -2385037.318636 + Penalty 243832.873364 = -2141204.445272 nChanged 312 Deleting Class 10 (24 points): Lose 169.139856 but Gain 1605.223647 Iteration 24Q (60.362844 sec): 223 clusters Score: Raw -2384982.200417 + Penalty 242260.744421 = -2142721.455996 nChanged 317 Deleting Class 73 (13 points): Lose 219.804615 but Gain 1655.827986 Iteration 25Q (60.850158 sec): 222 clusters Score: Raw -2384875.662747 + Penalty 240698.679065 = -2144176.983682 nChanged 281 Deleting Class 163 (8 points): Lose 202.415969 but Gain 1638.383324 Iteration 26Q (61.327648 sec): 221 clusters Score: Raw -2384786.198579 + Penalty 239140.311132 = -2145645.887447 nChanged 228 Deleting Class 171 (2 points): Lose 45.513208 but Gain 1475.039949 Iteration 27Q (61.800467 sec): 220 clusters Score: Raw -2384842.558375 + Penalty 237704.583431 = -2147137.974943 nChanged 199 Deleting Class 142 (13 points): Lose 142.689258 but Gain 1556.273644 Iteration 28Q (62.262046 sec): 219 clusters Score: Raw -2384783.590922 + Penalty 236233.777763 = -2148549.813159 nChanged 241 Deleting Class 189 (3 points): Lose 27.894757 but Gain 1437.303259 Iteration 29Q (62.726892 sec): 218 clusters Score: Raw -2384891.968180 + Penalty 234777.252460 = -2150114.715720 nChanged 232 Deleting Class 23 (20 points): Lose 254.582643 but Gain 1669.184833 Iteration 30F (67.914359 sec): 217 clusters Score: Raw -2384711.066898 + Penalty 233216.310927 = -2151494.755971 nChanged 243 Deleting Class 20 (2 points): Lose 28.766822 but Gain 1436.447433 Iteration 31Q (68.383852 sec): 216 clusters Score: Raw -2384841.914404 + Penalty 231795.577446 = -2153046.336958 nChanged 215 Deleting Class 97 (12 points): Lose 160.453706 but Gain 1565.973036 Iteration 32Q (68.843142 sec): 215 clusters Score: Raw -2384758.435253 + Penalty 230271.446161 = -2154486.989092 nChanged 215 Deleting Class 180 (14 points): Lose 122.037896 but Gain 1518.679567 Iteration 33Q (69.300195 sec): 214 clusters Score: Raw -2384756.589455 + Penalty 228808.567227 = -2155948.022228 nChanged 206 Deleting Class 213 (8 points): Lose 162.503382 but Gain 1553.260949 Iteration 34Q (69.756428 sec): 213 clusters Score: Raw -2384680.029396 + Penalty 227253.060607 = -2157426.968789 nChanged 181 Deleting Class 207 (7 points): Lose 75.287639 but Gain 1464.750071 Iteration 35Q (70.221337 sec): 212 clusters Score: Raw -2384676.942582 + Penalty 225957.889721 = -2158719.052861 nChanged 154 Deleting Class 219 (4 points): Lose 59.967483 but Gain 1433.327346 Iteration 36Q (70.664876 sec): 211 clusters Score: Raw -2384700.563931 + Penalty 224570.616729 = -2160129.947202 nChanged 154 Deleting Class 162 (15 points): Lose 164.555491 but Gain 1537.308398 Iteration 37Q (71.107495 sec): 210 clusters Score: Raw -2384586.276272 + Penalty 223082.276496 = -2161503.999775 nChanged 160 Deleting Class 145 (10 points): Lose 163.948382 but Gain 1528.021626 Iteration 38Q (71.547539 sec): 209 clusters Score: Raw -2384493.984304 + Penalty 221601.299022 = -2162892.685282 nChanged 151 Deleting Class 209 (19 points): Lose 207.436377 but Gain 1566.517761 Iteration 39Q (71.987042 sec): 208 clusters Score: Raw -2384339.323799 + Penalty 220110.647509 = -2164228.676289 nChanged 148 Deleting Class 51 (6 points): Lose 77.391178 but Gain 1429.452252 Iteration 40F (76.948719 sec): 207 clusters Score: Raw -2384387.929194 + Penalty 218718.480804 = -2165669.448390 nChanged 134 Deleting Class 222 (12 points): Lose 142.016212 but Gain 1493.073893 Iteration 41Q (77.382547 sec): 206 clusters Score: Raw -2384322.522925 + Penalty 217258.100420 = -2167064.422505 nChanged 135 Deleting Class 182 (5 points): Lose 63.417192 but Gain 1409.129760 Iteration 42Q (77.813364 sec): 205 clusters Score: Raw -2384333.171336 + Penalty 215904.025538 = -2168429.145798 nChanged 127 Deleting Class 99 (4 points): Lose 57.591772 but Gain 1400.947318 Iteration 43Q (78.243563 sec): 204 clusters Score: Raw -2384357.758878 + Penalty 214540.424400 = -2169817.334478 nChanged 121 Deleting Class 95 (11 points): Lose 105.730878 but Gain 1447.984046 Iteration 44Q (78.669322 sec): 203 clusters Score: Raw -2384313.895897 + Penalty 213185.900070 = -2171127.995826 nChanged 133 Deleting Class 201 (13 points): Lose 100.164776 but Gain 1439.522476 Iteration 45Q (79.093912 sec): 202 clusters Score: Raw -2384295.068905 + Penalty 211797.655380 = -2172497.413525 nChanged 123 Deleting Class 206 (9 points): Lose 95.570795 but Gain 1431.053745 Iteration 46Q (79.516865 sec): 201 clusters Score: Raw -2384259.869753 + Penalty 210381.352639 = -2173878.517114 nChanged 124 Deleting Class 29 (17 points): Lose 182.645344 but Gain 1516.126002 Iteration 47Q (79.938966 sec): 200 clusters Score: Raw -2384128.675292 + Penalty 208988.529850 = -2175140.145443 nChanged 139 Deleting Class 121 (21 points): Lose 220.888138 but Gain 1544.275128 Iteration 48Q (80.363438 sec): 199 clusters Score: Raw -2384016.970776 + Penalty 207430.446887 = -2176586.523889 nChanged 123 Deleting Class 118 (47 points): Lose 352.149112 but Gain 1678.057533 Iteration 49Q (80.782598 sec): 198 clusters Score: Raw -2383761.088814 + Penalty 205914.452479 = -2177846.636335 nChanged 167 Deleting Class 177 (3 points): Lose 50.620738 but Gain 1421.210982 Iteration 50F (85.477793 sec): 197 clusters Score: Raw -2383904.782904 + Penalty 204529.212904 = -2179375.570000 nChanged 124 Deleting Class 148 (7 points): Lose 101.624697 but Gain 1416.905920 Iteration 51Q (85.893231 sec): 196 clusters Score: Raw -2383869.785921 + Penalty 203187.826895 = -2180681.959026 nChanged 110 Deleting Class 164 (4 points): Lose 52.308839 but Gain 1352.788005 Iteration 52Q (86.305228 sec): 195 clusters Score: Raw -2383883.053153 + Penalty 201788.251393 = -2182094.801760 nChanged 116 Deleting Class 244 (2 points): Lose 31.645462 but Gain 1327.636855 Iteration 53Q (86.719348 sec): 194 clusters Score: Raw -2383898.491386 + Penalty 200477.505288 = -2183420.986098 nChanged 118 Deleting Class 44 (4 points): Lose 62.647073 but Gain 1349.414121 Iteration 54Q (87.128687 sec): 193 clusters Score: Raw -2383874.656813 + Penalty 199157.485891 = -2184717.170922 nChanged 119 Deleting Class 220 (13 points): Lose 137.965963 but Gain 1421.842364 Iteration 55Q (87.540844 sec): 192 clusters Score: Raw -2383790.001413 + Penalty 197796.676347 = -2185993.325066 nChanged 138 Deleting Class 155 (5 points): Lose 73.901672 but Gain 1356.848393 Iteration 56Q (87.951153 sec): 191 clusters Score: Raw -2383799.591023 + Penalty 196460.341000 = -2187339.250024 nChanged 149 Deleting Class 74 (15 points): Lose 109.520773 but Gain 1390.147605 Iteration 57Q (88.360641 sec): 190 clusters Score: Raw -2383751.604890 + Penalty 195127.679456 = -2188623.925433 nChanged 165 Deleting Class 238 (1 points): Lose 12.214751 but Gain 1290.444452 Iteration 58Q (88.774347 sec): 189 clusters Score: Raw -2383816.279512 + Penalty 193867.420995 = -2189948.858517 nChanged 140 Deleting Class 223 (2 points): Lose 25.565726 but Gain 1296.172074 Iteration 59Q (89.177894 sec): 188 clusters Score: Raw -2383838.949466 + Penalty 192616.060606 = -2191222.888860 nChanged 148 Deleting Class 130 (12 points): Lose 117.664200 but Gain 1386.571142 Iteration 60F (93.660238 sec): 187 clusters Score: Raw -2383774.398442 + Penalty 191273.657030 = -2192500.741412 nChanged 141 Deleting Class 215 (2 points): Lose 11.104699 but Gain 1279.127169 Iteration 61Q (94.067966 sec): 186 clusters Score: Raw -2383830.565089 + Penalty 189999.654697 = -2193830.910392 nChanged 113 Deleting Class 109 (34 points): Lose 321.693993 but Gain 1584.197431 Iteration 62Q (94.466067 sec): 185 clusters Score: Raw -2383535.085981 + Penalty 188467.288637 = -2195067.797344 nChanged 127 Deleting Class 232 (2 points): Lose 29.590204 but Gain 1288.185742 Iteration 63Q (94.865753 sec): 184 clusters Score: Raw -2383629.713850 + Penalty 187216.135621 = -2196413.578229 nChanged 105 Deleting Class 170 (7 points): Lose 82.926506 but Gain 1334.943526 Iteration 64Q (95.259681 sec): 183 clusters Score: Raw -2383590.689290 + Penalty 185920.812007 = -2197669.877282 nChanged 95 Deleting Class 150 (7 points): Lose 79.296368 but Gain 1330.259530 Iteration 65Q (95.655791 sec): 182 clusters Score: Raw -2383566.496071 + Penalty 184571.234355 = -2198995.261717 nChanged 79 Deleting Class 88 (3 points): Lose 42.607410 but Gain 1290.407438 Iteration 66Q (96.045010 sec): 181 clusters Score: Raw -2383565.482529 + Penalty 183285.154461 = -2200280.328068 nChanged 49 Deleting Class 205 (5 points): Lose 40.591455 but Gain 1284.017940 Iteration 67Q (96.428245 sec): 180 clusters Score: Raw -2383550.905611 + Penalty 182023.799193 = -2201527.106418 nChanged 43 Deleting Class 186 (8 points): Lose 116.995464 but Gain 1354.744779 Iteration 68Q (96.815049 sec): 179 clusters Score: Raw -2383452.433816 + Penalty 180729.746680 = -2202722.687136 nChanged 45 Deleting Class 140 (5 points): Lose 79.112403 but Gain 1314.049173 Iteration 69Q (97.198747 sec): 178 clusters Score: Raw -2383407.559256 + Penalty 179417.718183 = -2203989.841072 nChanged 39 Deleting Class 93 (2 points): Lose 21.416023 but Gain 1256.876411 Iteration 70F (101.430914 sec): 177 clusters Score: Raw -2383398.920169 + Penalty 178158.696928 = -2205240.223241 nChanged 39 Deleting Class 214 (3 points): Lose 31.482201 but Gain 1265.331722 Iteration 71Q (101.808374 sec): 176 clusters Score: Raw -2383373.671101 + Penalty 176892.528932 = -2206481.142169 nChanged 40 Deleting Class 239 (4 points): Lose 62.070960 but Gain 1291.435954 Iteration 72Q (102.189330 sec): 175 clusters Score: Raw -2383320.106824 + Penalty 175601.803410 = -2207718.303415 nChanged 42 Deleting Class 126 (6 points): Lose 74.095038 but Gain 1297.456489 Iteration 73Q (102.564731 sec): 174 clusters Score: Raw -2383255.932967 + Penalty 174318.172764 = -2208937.760203 nChanged 42 Deleting Class 101 (10 points): Lose 108.343622 but Gain 1328.182911 Iteration 74Q (102.939365 sec): 173 clusters Score: Raw -2383159.982413 + Penalty 173007.335724 = -2210152.646689 nChanged 36 Deleting Class 224 (3 points): Lose 51.971732 but Gain 1268.712645 Iteration 75Q (103.311782 sec): 172 clusters Score: Raw -2383133.788733 + Penalty 171757.635701 = -2211376.153032 nChanged 25 Deleting Class 63 (10 points): Lose 153.686815 but Gain 1355.707578 Iteration 76Q (103.681801 sec): 171 clusters Score: Raw -2382997.661815 + Penalty 170428.909300 = -2212568.752516 nChanged 28 Deleting Class 159 (6 points): Lose 63.273737 but Gain 1264.812120 Iteration 77Q (104.049761 sec): 170 clusters Score: Raw -2382988.410715 + Penalty 169167.731157 = -2213820.679558 nChanged 25 Deleting Class 228 (3 points): Lose 32.187620 but Gain 1230.538331 Iteration 78Q (104.417005 sec): 169 clusters Score: Raw -2382983.852046 + Penalty 167954.964161 = -2215028.887885 nChanged 17 Deleting Class 198 (5 points): Lose 28.518343 but Gain 1225.965913 Iteration 79Q (104.785231 sec): 168 clusters Score: Raw -2382975.953735 + Penalty 166755.069495 = -2216220.884241 nChanged 20 Deleting Class 115 (11 points): Lose 73.267712 but Gain 1258.912406 Iteration 80F (108.778274 sec): 167 clusters Score: Raw -2382914.660316 + Penalty 165501.247694 = -2217413.412622 nChanged 24 Deleting Class 178 (22 points): Lose 117.272782 but Gain 1302.757185 Iteration 81Q (109.144661 sec): 166 clusters Score: Raw -2382815.284081 + Penalty 164256.269470 = -2218559.014610 nChanged 38 Deleting Class 47 (68 points): Lose 245.853570 but Gain 1424.187507 Iteration 82Q (109.509784 sec): 165 clusters Score: Raw -2382609.255593 + Penalty 162908.952669 = -2219700.302925 nChanged 92 Deleting Class 103 (4 points): Lose 31.957054 but Gain 1209.105803 Iteration 83Q (109.878174 sec): 164 clusters Score: Raw -2382708.552505 + Penalty 161714.501896 = -2220994.050609 nChanged 34 Deleting Class 203 (6 points): Lose 53.069086 but Gain 1226.372775 Iteration 84Q (110.238922 sec): 163 clusters Score: Raw -2382678.906342 + Penalty 160516.198433 = -2222162.707909 nChanged 33 Deleting Class 218 (3 points): Lose 28.988948 but Gain 1193.775301 Iteration 85Q (110.600192 sec): 162 clusters Score: Raw -2382671.188139 + Penalty 159378.806125 = -2223292.382014 nChanged 23 Deleting Class 26 (25 points): Lose 226.600499 but Gain 1390.671246 Iteration 86Q (110.956422 sec): 161 clusters Score: Raw -2382469.692809 + Penalty 158057.077881 = -2224412.614927 nChanged 42 Deleting Class 133 (4 points): Lose 52.845947 but Gain 1215.168182 Iteration 87Q (111.313102 sec): 160 clusters Score: Raw -2382524.747690 + Penalty 156874.861121 = -2225649.886569 nChanged 27 Deleting Class 131 (3 points): Lose 32.732222 but Gain 1194.901634 Iteration 88Q (111.670849 sec): 159 clusters Score: Raw -2382534.828369 + Penalty 155693.804102 = -2226841.024267 nChanged 26 Deleting Class 124 (3 points): Lose 9.202015 but Gain 1169.767679 Iteration 89Q (112.023860 sec): 158 clusters Score: Raw -2382548.497714 + Penalty 154539.800733 = -2228008.696981 nChanged 33 Deleting Class 152 (8 points): Lose 82.178061 but Gain 1242.253383 Iteration 90F (115.844038 sec): 157 clusters Score: Raw -2382484.685278 + Penalty 153309.204527 = -2229175.480751 nChanged 38 Deleting Class 156 (15 points): Lose 86.333191 but Gain 1244.243798 Iteration 91Q (116.196257 sec): 156 clusters Score: Raw -2382425.466488 + Penalty 152084.245839 = -2230341.220648 nChanged 39 Deleting Class 183 (8 points): Lose 73.096768 but Gain 1230.442340 Iteration 92Q (116.547595 sec): 155 clusters Score: Raw -2382388.617397 + Penalty 150873.273658 = -2231515.343738 nChanged 34 Deleting Class 36 (27 points): Lose 110.317209 but Gain 1264.607546 Iteration 93Q (116.897587 sec): 154 clusters Score: Raw -2382301.976910 + Penalty 149669.623116 = -2232632.353794 nChanged 52 Deleting Class 143 (10 points): Lose 69.852384 but Gain 1224.008635 Iteration 94Q (117.252731 sec): 153 clusters Score: Raw -2382293.846352 + Penalty 148544.346556 = -2233749.499796 nChanged 31 Deleting Class 235 (3 points): Lose 25.177729 but Gain 1178.357861 Iteration 95Q (117.598893 sec): 152 clusters Score: Raw -2382307.838843 + Penalty 147382.189291 = -2234925.649552 nChanged 20 Deleting Class 211 (9 points): Lose 73.087055 but Gain 1225.750101 Iteration 96Q (117.942794 sec): 151 clusters Score: Raw -2382243.795524 + Penalty 146170.225386 = -2236073.570138 nChanged 32 Deleting Class 69 (22 points): Lose 168.386866 but Gain 1320.879154 Iteration 97Q (118.288810 sec): 150 clusters Score: Raw -2382103.038413 + Penalty 144908.626466 = -2237194.411947 nChanged 40 Deleting Class 79 (47 points): Lose 258.093088 but Gain 1409.358238 Iteration 98Q (118.632253 sec): 149 clusters Score: Raw -2381910.226849 + Penalty 143721.660101 = -2238188.566748 nChanged 60 Deleting Class 32 (10 points): Lose 100.811056 but Gain 1282.321377 Iteration 99Q (118.977208 sec): 148 clusters Score: Raw -2381948.045923 + Penalty 142499.279605 = -2239448.766318 nChanged 31 Deleting Class 231 (6 points): Lose 54.283293 but Gain 1206.225328 Iteration 100F (122.496986 sec): 147 clusters Score: Raw -2381961.911356 + Penalty 141327.899196 = -2240634.012161 nChanged 25 Deleting Class 165 (12 points): Lose 125.576881 but Gain 1274.444602 Iteration 101Q (122.834845 sec): 146 clusters Score: Raw -2381862.815318 + Penalty 140123.072222 = -2241739.743095 nChanged 28 Deleting Class 45 (24 points): Lose 183.821698 but Gain 1327.801560 Iteration 102Q (123.173235 sec): 145 clusters Score: Raw -2381718.563525 + Penalty 138717.722070 = -2243000.841455 nChanged 39 Deleting Class 167 (21 points): Lose 137.907763 but Gain 1281.297060 Iteration 103Q (123.509746 sec): 144 clusters Score: Raw -2381650.907426 + Penalty 137629.712283 = -2244021.195143 nChanged 47 Deleting Class 110 (5 points): Lose 53.504192 but Gain 1195.560047 Iteration 104Q (123.847815 sec): 143 clusters Score: Raw -2381692.655942 + Penalty 136469.689643 = -2245222.966299 nChanged 21 Deleting Class 175 (4 points): Lose 102.567724 but Gain 1241.205772 Iteration 105Q (124.181752 sec): 142 clusters Score: Raw -2381615.618873 + Penalty 135235.456174 = -2246380.162698 nChanged 23 Deleting Class 157 (5 points): Lose 33.621252 but Gain 1169.725332 Iteration 106Q (124.514170 sec): 141 clusters Score: Raw -2381606.531476 + Penalty 134087.175847 = -2247519.355628 nChanged 31 Deleting Class 90 (11 points): Lose 106.312232 but Gain 1238.401449 Iteration 107Q (124.846438 sec): 140 clusters Score: Raw -2381518.614529 + Penalty 132879.518131 = -2248639.096398 nChanged 27 Deleting Class 75 (60 points): Lose 247.815179 but Gain 1376.431118 Iteration 108Q (125.175930 sec): 139 clusters Score: Raw -2381295.572911 + Penalty 131584.007863 = -2249711.565048 nChanged 75 Deleting Class 190 (3 points): Lose 23.188396 but Gain 1143.212958 Iteration 109Q (125.507687 sec): 138 clusters Score: Raw -2381380.990178 + Penalty 130455.758724 = -2250925.231454 nChanged 28 Deleting Class 108 (7 points): Lose 62.653299 but Gain 1177.541537 Iteration 110F (128.821602 sec): 137 clusters Score: Raw -2381352.463993 + Penalty 129315.911445 = -2252036.552549 nChanged 29 Deleting Class 243 (2 points): Lose 11.443606 but Gain 1126.054993 Iteration 111Q (129.161874 sec): 136 clusters Score: Raw -2381361.311740 + Penalty 128191.897959 = -2253169.413781 nChanged 19 Deleting Class 125 (7 points): Lose 56.550624 but Gain 1168.401122 Iteration 112Q (129.504403 sec): 135 clusters Score: Raw -2381311.693424 + Penalty 127025.351495 = -2254286.341930 nChanged 18 Deleting Class 153 (10 points): Lose 62.340375 but Gain 1169.693979 Iteration 113Q (129.826445 sec): 134 clusters Score: Raw -2381262.812172 + Penalty 125897.809771 = -2255365.002402 nChanged 22 Deleting Class 217 (9 points): Lose 73.502017 but Gain 1177.040221 Iteration 114Q (130.147487 sec): 133 clusters Score: Raw -2381207.785455 + Penalty 124727.771914 = -2256480.013541 nChanged 23 Deleting Class 166 (7 points): Lose 52.315638 but Gain 1145.263627 Iteration 115Q (130.466926 sec): 132 clusters Score: Raw -2381174.982087 + Penalty 123577.033508 = -2257597.948578 nChanged 26 Deleting Class 116 (6 points): Lose 59.398051 but Gain 1151.073450 Iteration 116Q (130.785160 sec): 131 clusters Score: Raw -2381128.057140 + Penalty 122437.411590 = -2258690.645551 nChanged 24 Deleting Class 56 (12 points): Lose 69.869816 but Gain 1161.102676 Iteration 117Q (131.102387 sec): 130 clusters Score: Raw -2381077.483924 + Penalty 121291.053244 = -2259786.430680 nChanged 25 Deleting Class 11 (56 points): Lose 246.552059 but Gain 1337.334458 Iteration 118Q (131.418385 sec): 129 clusters Score: Raw -2380851.329761 + Penalty 119981.423248 = -2260869.906513 nChanged 65 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.47 GB. Compute initial score before splitting: Score: Raw -2380851.329761 + Penalty 119981.423248 = -2260869.906513Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 1 (2039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.591873 sec): 2 clusters Score: Raw -104054.715384 + Penalty 98.049318 = -103956.666066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.595608 sec): 3 clusters Score: Raw -102721.190562 + Penalty 207.206392 = -102513.984170 nChanged 958 SP:Iteration 1F (131.599260 sec): 3 clusters Score: Raw -103450.857729 + Penalty 220.844171 = -103230.013557 nChanged 264 SP:Iteration 2F (131.602903 sec): 3 clusters Score: Raw -103654.353379 + Penalty 232.460331 = -103421.893048 nChanged 143 SP:Iteration 3F (131.606534 sec): 3 clusters Score: Raw -103846.741775 + Penalty 237.898099 = -103608.843676 nChanged 66 SP:Iteration 4Q (131.610006 sec): 3 clusters Score: Raw -103900.047182 + Penalty 243.729492 = -103656.317690 nChanged 46 SP:Iteration 5Q (131.613278 sec): 3 clusters Score: Raw -103924.085447 + Penalty 245.948408 = -103678.137039 nChanged 38 SP:Iteration 6Q (131.616483 sec): 3 clusters Score: Raw -103947.336624 + Penalty 250.163481 = -103697.173143 nChanged 40 SP:Iteration 7Q (131.619638 sec): 3 clusters Score: Raw -103974.185523 + Penalty 257.236255 = -103716.949268 nChanged 31 SP:Iteration 8Q (131.622776 sec): 3 clusters Score: Raw -103993.874201 + Penalty 261.107555 = -103732.766645 nChanged 29 SP:Iteration 9Q (131.625833 sec): 3 clusters Score: Raw -104012.117538 + Penalty 259.140569 = -103752.976969 nChanged 17 SP:Iteration 10F (131.629462 sec): 3 clusters Score: Raw -104020.049454 + Penalty 263.056490 = -103756.992964 nChanged 15 SP:Iteration 11Q (131.632443 sec): 3 clusters Score: Raw -104028.149068 + Penalty 264.259650 = -103763.889418 nChanged 10 SP:Iteration 12Q (131.635403 sec): 3 clusters Score: Raw -104032.452788 + Penalty 271.882906 = -103760.569882 nChanged 9 SP:Iteration 13F (131.639029 sec): 3 clusters Score: Raw -104034.870131 + Penalty 271.047347 = -103763.822784 nChanged 7 SP:Iteration 14Q (131.641962 sec): 3 clusters Score: Raw -104038.226448 + Penalty 275.330020 = -103762.896427 nChanged 5 SP:Iteration 15F (131.645591 sec): 3 clusters Score: Raw -104039.109981 + Penalty 278.912106 = -103760.197876 nChanged 3 SP:Iteration 16F (131.649279 sec): 3 clusters Score: Raw -104039.631805 + Penalty 280.523830 = -103759.107975 nChanged 3 SP:Iteration 17F (131.653229 sec): 3 clusters Score: Raw -104040.223504 + Penalty 284.593263 = -103755.630241 nChanged 4 SP:Iteration 18F (131.656906 sec): 3 clusters Score: Raw -104040.915465 + Penalty 284.679879 = -103756.235586 nChanged 3 SP:Iteration 19Q (131.659827 sec): 3 clusters Score: Raw -104041.623516 + Penalty 290.132494 = -103751.491022 nChanged 3 SP:Iteration 20F (131.663462 sec): 3 clusters Score: Raw -104042.498301 + Penalty 287.659337 = -103754.838964 nChanged 4 SP:Iteration 21Q (131.666467 sec): 3 clusters Score: Raw -104043.794335 + Penalty 288.568921 = -103755.225414 nChanged 4 SP:Iteration 22Q (131.669448 sec): 3 clusters Score: Raw -104044.978863 + Penalty 292.134562 = -103752.844301 nChanged 7 SP:Iteration 23F (131.673199 sec): 3 clusters Score: Raw -104048.511088 + Penalty 292.673937 = -103755.837151 nChanged 8 SP:Iteration 24Q (131.676167 sec): 3 clusters Score: Raw -104051.410179 + Penalty 295.286180 = -103756.124000 nChanged 2 SP:Iteration 25Q (131.679097 sec): 3 clusters Score: Raw -104052.765667 + Penalty 298.106903 = -103754.658764 nChanged 3 SP:Iteration 26F (131.682745 sec): 3 clusters Score: Raw -104054.960923 + Penalty 303.479540 = -103751.481383 nChanged 2 SP:Iteration 27F (131.686400 sec): 3 clusters Score: Raw -104055.560314 + Penalty 307.918024 = -103747.642289 nChanged 1 SP:Iteration 28F (131.690055 sec): 3 clusters Score: Raw -104056.076923 + Penalty 319.197854 = -103736.879070 nChanged 2 SP:Iteration 29F (131.693711 sec): 3 clusters Score: Raw -104057.340219 + Penalty 324.909694 = -103732.430525 nChanged 3 SP:Iteration 30F (131.697364 sec): 3 clusters Score: Raw -104058.753012 + Penalty 328.578865 = -103730.174148 nChanged 1 SP:Iteration 31F (131.701017 sec): 3 clusters Score: Raw -104059.086022 + Penalty 328.578865 = -103730.507158 nChanged 0 Memory request: 0.03 GB would take us to total of 0.50 GB. Trying to split cluster 2 (5280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.725100 sec): 2 clusters Score: Raw -265602.333842 + Penalty 155.827628 = -265446.506214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.734654 sec): 3 clusters Score: Raw -262130.969336 + Penalty 313.800797 = -261817.168539 nChanged 2508 SP:Iteration 1F (131.744050 sec): 3 clusters Score: Raw -263976.279048 + Penalty 318.585272 = -263657.693776 nChanged 784 SP:Iteration 2F (131.753435 sec): 3 clusters Score: Raw -264745.003423 + Penalty 318.515980 = -264426.487444 nChanged 478 SP:Iteration 3F (131.762807 sec): 3 clusters Score: Raw -265230.827011 + Penalty 316.276409 = -264914.550602 nChanged 230 SP:Iteration 4Q (131.772239 sec): 3 clusters Score: Raw -265458.386515 + Penalty 315.361939 = -265143.024577 nChanged 119 SP:Iteration 5Q (131.781167 sec): 3 clusters Score: Raw -265523.177032 + Penalty 315.568451 = -265207.608581 nChanged 59 SP:Iteration 6Q (131.789518 sec): 3 clusters Score: Raw -265543.118609 + Penalty 317.864711 = -265225.253898 nChanged 42 SP:Iteration 7Q (131.797783 sec): 3 clusters Score: Raw -265555.497702 + Penalty 319.652918 = -265235.844784 nChanged 27 SP:Iteration 8Q (131.805989 sec): 3 clusters Score: Raw -265561.308441 + Penalty 321.256076 = -265240.052365 nChanged 26 SP:Iteration 9Q (131.814161 sec): 3 clusters Score: Raw -265567.972597 + Penalty 323.473539 = -265244.499058 nChanged 24 SP:Iteration 10F (131.823513 sec): 3 clusters Score: Raw -265573.951028 + Penalty 325.096899 = -265248.854129 nChanged 17 SP:Iteration 11Q (131.831697 sec): 3 clusters Score: Raw -265576.899887 + Penalty 327.062412 = -265249.837475 nChanged 24 SP:Iteration 12Q (131.839825 sec): 3 clusters Score: Raw -265581.015680 + Penalty 328.986397 = -265252.029282 nChanged 21 SP:Iteration 13Q (131.847951 sec): 3 clusters Score: Raw -265584.053790 + Penalty 330.798931 = -265253.254860 nChanged 15 SP:Iteration 14Q (131.856068 sec): 3 clusters Score: Raw -265586.734430 + Penalty 331.943694 = -265254.790737 nChanged 19 SP:Iteration 15Q (131.864217 sec): 3 clusters Score: Raw -265592.361409 + Penalty 334.560294 = -265257.801115 nChanged 23 SP:Iteration 16Q (131.872397 sec): 3 clusters Score: Raw -265597.799323 + Penalty 335.524962 = -265262.274361 nChanged 15 SP:Iteration 17Q (131.880680 sec): 3 clusters Score: Raw -265600.503954 + Penalty 336.653923 = -265263.850031 nChanged 10 SP:Iteration 18Q (131.888786 sec): 3 clusters Score: Raw -265601.483469 + Penalty 337.524029 = -265263.959440 nChanged 8 SP:Iteration 19Q (131.896892 sec): 3 clusters Score: Raw -265602.865207 + Penalty 338.475207 = -265264.390000 nChanged 14 SP:Iteration 20F (131.906252 sec): 3 clusters Score: Raw -265605.155944 + Penalty 339.196457 = -265265.959487 nChanged 14 SP:Iteration 21Q (131.914423 sec): 3 clusters Score: Raw -265607.487187 + Penalty 339.962508 = -265267.524680 nChanged 16 SP:Iteration 22Q (131.922595 sec): 3 clusters Score: Raw -265609.701898 + Penalty 340.063078 = -265269.638820 nChanged 7 SP:Iteration 23Q (131.930861 sec): 3 clusters Score: Raw -265610.231954 + Penalty 340.308154 = -265269.923800 nChanged 4 SP:Iteration 24Q (131.939037 sec): 3 clusters Score: Raw -265610.363470 + Penalty 340.689661 = -265269.673809 nChanged 4 SP:Iteration 25F (131.948403 sec): 3 clusters Score: Raw -265610.617386 + Penalty 340.322431 = -265270.294955 nChanged 3 SP:Iteration 26Q (131.956597 sec): 3 clusters Score: Raw -265610.966671 + Penalty 340.480958 = -265270.485713 nChanged 3 SP:Iteration 27Q (131.964789 sec): 3 clusters Score: Raw -265611.117940 + Penalty 340.482521 = -265270.635419 nChanged 3 SP:Iteration 28Q (131.973354 sec): 3 clusters Score: Raw -265611.319323 + Penalty 340.591255 = -265270.728068 nChanged 3 SP:Iteration 29Q (131.981986 sec): 3 clusters Score: Raw -265611.404614 + Penalty 340.869370 = -265270.535244 nChanged 2 SP:Iteration 30F (131.991417 sec): 3 clusters Score: Raw -265611.606982 + Penalty 341.111188 = -265270.495794 nChanged 2 SP:Iteration 31F (132.000775 sec): 3 clusters Score: Raw -265611.748123 + Penalty 341.079167 = -265270.668957 nChanged 1 SP:Iteration 32Q (132.009000 sec): 3 clusters Score: Raw -265611.783503 + Penalty 341.324451 = -265270.459052 nChanged 1 SP:Iteration 33F (132.018361 sec): 3 clusters Score: Raw -265611.816112 + Penalty 341.324451 = -265270.491661 nChanged 0 Memory request: 0.09 GB would take us to total of 0.57 GB. Trying to split cluster 3 (20312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.116350 sec): 2 clusters Score: Raw -984328.026302 + Penalty 172.974390 = -984155.051912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.154139 sec): 3 clusters Score: Raw -970567.112420 + Penalty 409.682002 = -970157.430418 nChanged 9779 SP:Iteration 1F (132.191004 sec): 3 clusters Score: Raw -979990.228228 + Penalty 479.602263 = -979510.625965 nChanged 2389 SP:Iteration 2F (132.227713 sec): 3 clusters Score: Raw -982501.955766 + Penalty 536.252984 = -981965.702782 nChanged 1025 SP:Iteration 3F (132.264480 sec): 3 clusters Score: Raw -983556.712692 + Penalty 595.608898 = -982961.103793 nChanged 512 SP:Iteration 4Q (132.298699 sec): 3 clusters Score: Raw -984056.557509 + Penalty 646.940046 = -983409.617463 nChanged 187 SP:Iteration 5Q (132.328916 sec): 3 clusters Score: Raw -984230.520210 + Penalty 713.119146 = -983517.401064 nChanged 80 SP:Iteration 6Q (132.358277 sec): 3 clusters Score: Raw -984314.408166 + Penalty 782.393011 = -983532.015155 nChanged 17 SP:Iteration 7Q (132.387276 sec): 3 clusters Score: Raw -984334.833528 + Penalty 808.536286 = -983526.297242 nChanged 4 SP:Iteration 8F (132.424482 sec): 3 clusters Score: Raw -984340.830159 + Penalty 838.366897 = -983502.463262 nChanged 2 SP:Iteration 9F (132.461471 sec): 3 clusters Score: Raw -984344.252522 + Penalty 856.930470 = -983487.322052 nChanged 1 SP:Iteration 10F (132.498612 sec): 3 clusters Score: Raw -984345.651061 + Penalty 856.930470 = -983488.720591 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 4 (1842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.520352 sec): 2 clusters Score: Raw -94104.496193 + Penalty 115.018337 = -93989.477855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.523747 sec): 3 clusters Score: Raw -92964.662787 + Penalty 248.087350 = -92716.575437 nChanged 838 SP:Iteration 1F (132.527067 sec): 3 clusters Score: Raw -93857.028925 + Penalty 249.927711 = -93607.101214 nChanged 178 SP:Iteration 2F (132.530387 sec): 3 clusters Score: Raw -94013.133155 + Penalty 248.379849 = -93764.753305 nChanged 62 SP:Iteration 3Q (132.533642 sec): 3 clusters Score: Raw -94040.609624 + Penalty 246.959820 = -93793.649804 nChanged 20 SP:Iteration 4Q (132.536928 sec): 3 clusters Score: Raw -94044.315648 + Penalty 246.129156 = -93798.186492 nChanged 8 SP:Iteration 5Q (132.540103 sec): 3 clusters Score: Raw -94045.619001 + Penalty 246.715252 = -93798.903749 nChanged 5 SP:Iteration 6Q (132.543272 sec): 3 clusters Score: Raw -94045.873502 + Penalty 247.237282 = -93798.636220 nChanged 4 SP:Iteration 7F (132.546593 sec): 3 clusters Score: Raw -94046.098797 + Penalty 247.574459 = -93798.524338 nChanged 4 SP:Iteration 8F (132.549906 sec): 3 clusters Score: Raw -94046.366314 + Penalty 247.728202 = -93798.638112 nChanged 2 SP:Iteration 9Q (132.553072 sec): 3 clusters Score: Raw -94046.569942 + Penalty 247.434559 = -93799.135383 nChanged 4 SP:Iteration 10F (132.556396 sec): 3 clusters Score: Raw -94046.794680 + Penalty 247.392003 = -93799.402677 nChanged 2 SP:Iteration 11Q (132.559554 sec): 3 clusters Score: Raw -94047.012187 + Penalty 247.189238 = -93799.822949 nChanged 2 SP:Iteration 12Q (132.562714 sec): 3 clusters Score: Raw -94047.236100 + Penalty 247.542153 = -93799.693946 nChanged 4 SP:Iteration 13F (132.566053 sec): 3 clusters Score: Raw -94047.431126 + Penalty 247.688787 = -93799.742339 nChanged 1 SP:Iteration 14Q (132.569302 sec): 3 clusters Score: Raw -94047.431445 + Penalty 247.688787 = -93799.742658 nChanged 0 SP:Iteration 15F (132.572625 sec): 3 clusters Score: Raw -94047.431445 + Penalty 247.688787 = -93799.742658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 5 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.574703 sec): 2 clusters Score: Raw -2227.202877 + Penalty 243.660441 = -1983.542436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.575000 sec): 3 clusters Score: Raw -2239.695268 + Penalty 488.515979 = -1751.179288 nChanged 3 SP:Iteration 1F (132.575289 sec): 3 clusters Score: Raw -2253.549930 + Penalty 488.313079 = -1765.236851 nChanged 1 SP:Iteration 2Q (132.575570 sec): 3 clusters Score: Raw -2256.252497 + Penalty 488.307994 = -1767.944503 nChanged 1 SP:Iteration 3Q (132.575851 sec): 3 clusters Score: Raw -2260.673127 + Penalty 488.307994 = -1772.365133 nChanged 0 SP:Iteration 4F (132.576138 sec): 3 clusters Score: Raw -2260.673127 + Penalty 488.307994 = -1772.365133 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 6 (750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.579237 sec): 2 clusters Score: Raw -36877.402736 + Penalty 324.897239 = -36552.505496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.580810 sec): 3 clusters Score: Raw -36497.524089 + Penalty 648.274898 = -35849.249191 nChanged 277 SP:Iteration 1F (132.582333 sec): 3 clusters Score: Raw -36666.158846 + Penalty 642.853549 = -36023.305297 nChanged 74 SP:Iteration 2F (132.583838 sec): 3 clusters Score: Raw -36711.990250 + Penalty 638.283519 = -36073.706731 nChanged 48 SP:Iteration 3F (132.585311 sec): 3 clusters Score: Raw -36747.380905 + Penalty 633.633747 = -36113.747158 nChanged 56 SP:Iteration 4F (132.586789 sec): 3 clusters Score: Raw -36806.515637 + Penalty 625.941459 = -36180.574178 nChanged 58 SP:Iteration 5F (132.588266 sec): 3 clusters Score: Raw -36874.136256 + Penalty 621.701641 = -36252.434615 nChanged 50 SP:Iteration 6F (132.589804 sec): 3 clusters Score: Raw -36931.891715 + Penalty 619.266123 = -36312.625592 nChanged 32 SP:Iteration 7Q (132.591301 sec): 3 clusters Score: Raw -36968.671841 + Penalty 618.572665 = -36350.099176 nChanged 23 SP:Iteration 8Q (132.592782 sec): 3 clusters Score: Raw -36998.990568 + Penalty 616.124485 = -36382.866083 nChanged 15 SP:Iteration 9Q (132.594249 sec): 3 clusters Score: Raw -37014.013407 + Penalty 613.751584 = -36400.261823 nChanged 6 SP:Iteration 10F (132.595761 sec): 3 clusters Score: Raw -37018.171133 + Penalty 612.916096 = -36405.255037 nChanged 6 SP:Iteration 11Q (132.597200 sec): 3 clusters Score: Raw -37022.324196 + Penalty 612.455895 = -36409.868301 nChanged 6 SP:Iteration 12Q (132.598619 sec): 3 clusters Score: Raw -37025.819052 + Penalty 609.946793 = -36415.872259 nChanged 7 SP:Iteration 13Q (132.600031 sec): 3 clusters Score: Raw -37030.307680 + Penalty 604.770182 = -36425.537498 nChanged 7 SP:Iteration 14Q (132.601483 sec): 3 clusters Score: Raw -37036.391977 + Penalty 602.526395 = -36433.865581 nChanged 6 SP:Iteration 15Q (132.602907 sec): 3 clusters Score: Raw -37039.727722 + Penalty 601.567777 = -36438.159945 nChanged 8 SP:Iteration 16Q (132.604327 sec): 3 clusters Score: Raw -37045.113350 + Penalty 599.288233 = -36445.825118 nChanged 10 SP:Iteration 17Q (132.605728 sec): 3 clusters Score: Raw -37053.244311 + Penalty 598.635113 = -36454.609198 nChanged 10 SP:Iteration 18Q (132.607121 sec): 3 clusters Score: Raw -37057.085141 + Penalty 599.772956 = -36457.312185 nChanged 3 SP:Iteration 19Q (132.608511 sec): 3 clusters Score: Raw -37058.145066 + Penalty 599.517511 = -36458.627555 nChanged 2 SP:Iteration 20F (132.609986 sec): 3 clusters Score: Raw -37058.982494 + Penalty 600.954922 = -36458.027571 nChanged 6 SP:Iteration 21F (132.611502 sec): 3 clusters Score: Raw -37061.954002 + Penalty 602.000868 = -36459.953134 nChanged 7 SP:Iteration 22Q (132.612918 sec): 3 clusters Score: Raw -37064.338081 + Penalty 602.298474 = -36462.039607 nChanged 5 SP:Iteration 23Q (132.614329 sec): 3 clusters Score: Raw -37065.773218 + Penalty 602.535719 = -36463.237499 nChanged 3 SP:Iteration 24Q (132.615718 sec): 3 clusters Score: Raw -37066.251929 + Penalty 602.535719 = -36463.716209 nChanged 0 SP:Iteration 25F (132.617191 sec): 3 clusters Score: Raw -37066.251929 + Penalty 602.535719 = -36463.716209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 7 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.626150 sec): 2 clusters Score: Raw -19544.495427 + Penalty 859.059859 = -18685.435567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.627078 sec): 3 clusters Score: Raw -19493.385312 + Penalty 1719.046730 = -17774.338582 nChanged 76 SP:Iteration 1F (132.627971 sec): 3 clusters Score: Raw -19634.565322 + Penalty 1719.652131 = -17914.913191 nChanged 29 SP:Iteration 2F (132.628860 sec): 3 clusters Score: Raw -19677.093714 + Penalty 1720.149852 = -17956.943862 nChanged 10 SP:Iteration 3Q (132.629715 sec): 3 clusters Score: Raw -19696.882728 + Penalty 1720.778281 = -17976.104447 nChanged 10 SP:Iteration 4Q (132.630568 sec): 3 clusters Score: Raw -19719.572186 + Penalty 1720.602861 = -17998.969325 nChanged 9 SP:Iteration 5Q (132.631414 sec): 3 clusters Score: Raw -19737.735042 + Penalty 1720.888737 = -18016.846305 nChanged 2 SP:Iteration 6Q (132.632260 sec): 3 clusters Score: Raw -19738.877163 + Penalty 1720.888737 = -18017.988426 nChanged 0 SP:Iteration 7F (132.633146 sec): 3 clusters Score: Raw -19738.877163 + Penalty 1720.888737 = -18017.988426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 8 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.634907 sec): 2 clusters Score: Raw -6740.899963 + Penalty 281.087043 = -6459.812920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.635360 sec): 3 clusters Score: Raw -6716.557156 + Penalty 558.436510 = -6158.120646 nChanged 27 SP:Iteration 1F (132.635854 sec): 3 clusters Score: Raw -6749.976699 + Penalty 558.798246 = -6191.178453 nChanged 7 SP:Iteration 2F (132.636300 sec): 3 clusters Score: Raw -6758.822971 + Penalty 564.200191 = -6194.622780 nChanged 8 SP:Iteration 3F (132.636755 sec): 3 clusters Score: Raw -6766.873435 + Penalty 566.461671 = -6200.411764 nChanged 2 SP:Iteration 4Q (132.637198 sec): 3 clusters Score: Raw -6768.038404 + Penalty 567.883282 = -6200.155121 nChanged 1 SP:Iteration 5F (132.637648 sec): 3 clusters Score: Raw -6770.205516 + Penalty 571.136088 = -6199.069428 nChanged 2 SP:Iteration 6F (132.638096 sec): 3 clusters Score: Raw -6772.590969 + Penalty 575.039740 = -6197.551230 nChanged 3 SP:Iteration 7F (132.638544 sec): 3 clusters Score: Raw -6776.807244 + Penalty 576.098218 = -6200.709026 nChanged 1 SP:Iteration 8Q (132.638983 sec): 3 clusters Score: Raw -6778.067484 + Penalty 576.098218 = -6201.969266 nChanged 0 SP:Iteration 9F (132.639432 sec): 3 clusters Score: Raw -6778.067484 + Penalty 576.098218 = -6201.969266 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 9 (1444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.645061 sec): 2 clusters Score: Raw -72090.147250 + Penalty 134.889949 = -71955.257302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.647755 sec): 3 clusters Score: Raw -71188.191393 + Penalty 281.100742 = -70907.090651 nChanged 643 SP:Iteration 1F (132.650438 sec): 3 clusters Score: Raw -71822.163106 + Penalty 286.248767 = -71535.914339 nChanged 174 SP:Iteration 2F (132.653105 sec): 3 clusters Score: Raw -71979.716867 + Penalty 287.724810 = -71691.992058 nChanged 98 SP:Iteration 3F (132.655758 sec): 3 clusters Score: Raw -72067.015359 + Penalty 291.081350 = -71775.934009 nChanged 69 SP:Iteration 4Q (132.658354 sec): 3 clusters Score: Raw -72119.064873 + Penalty 292.223189 = -71826.841684 nChanged 42 SP:Iteration 5Q (132.660945 sec): 3 clusters Score: Raw -72144.409062 + Penalty 294.268066 = -71850.140997 nChanged 39 SP:Iteration 6Q (132.663537 sec): 3 clusters Score: Raw -72172.687886 + Penalty 295.149349 = -71877.538537 nChanged 36 SP:Iteration 7Q (132.666108 sec): 3 clusters Score: Raw -72189.833200 + Penalty 296.013590 = -71893.819609 nChanged 19 SP:Iteration 8Q (132.668648 sec): 3 clusters Score: Raw -72197.094579 + Penalty 297.017701 = -71900.076878 nChanged 13 SP:Iteration 9Q (132.671157 sec): 3 clusters Score: Raw -72199.509766 + Penalty 297.120336 = -71902.389430 nChanged 7 SP:Iteration 10F (132.673794 sec): 3 clusters Score: Raw -72201.437937 + Penalty 297.793979 = -71903.643958 nChanged 4 SP:Iteration 11Q (132.676275 sec): 3 clusters Score: Raw -72202.210151 + Penalty 297.334259 = -71904.875893 nChanged 7 SP:Iteration 12Q (132.678757 sec): 3 clusters Score: Raw -72203.975158 + Penalty 297.857998 = -71906.117159 nChanged 10 SP:Iteration 13Q (132.681231 sec): 3 clusters Score: Raw -72206.053032 + Penalty 297.711493 = -71908.341540 nChanged 6 SP:Iteration 14Q (132.683742 sec): 3 clusters Score: Raw -72206.792891 + Penalty 297.751085 = -71909.041807 nChanged 2 SP:Iteration 15Q (132.686251 sec): 3 clusters Score: Raw -72207.298417 + Penalty 298.182770 = -71909.115646 nChanged 3 SP:Iteration 16Q (132.688707 sec): 3 clusters Score: Raw -72207.525120 + Penalty 298.784209 = -71908.740911 nChanged 3 SP:Iteration 17F (132.691338 sec): 3 clusters Score: Raw -72207.667419 + Penalty 299.037063 = -71908.630356 nChanged 1 SP:Iteration 18F (132.694015 sec): 3 clusters Score: Raw -72207.695364 + Penalty 299.253291 = -71908.442073 nChanged 1 SP:Iteration 19F (132.696723 sec): 3 clusters Score: Raw -72207.702397 + Penalty 299.253291 = -71908.449105 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 12 (1403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.702295 sec): 2 clusters Score: Raw -72394.579856 + Penalty 78.376261 = -72316.203596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.704952 sec): 3 clusters Score: Raw -71514.694982 + Penalty 158.972553 = -71355.722429 nChanged 626 SP:Iteration 1F (132.707512 sec): 3 clusters Score: Raw -72048.417027 + Penalty 164.613318 = -71883.803709 nChanged 121 SP:Iteration 2F (132.710071 sec): 3 clusters Score: Raw -72205.641060 + Penalty 168.912514 = -72036.728547 nChanged 70 SP:Iteration 3Q (132.712465 sec): 3 clusters Score: Raw -72241.799982 + Penalty 170.859582 = -72070.940400 nChanged 38 SP:Iteration 4Q (132.714799 sec): 3 clusters Score: Raw -72258.104870 + Penalty 170.368864 = -72087.736006 nChanged 20 SP:Iteration 5Q (132.717107 sec): 3 clusters Score: Raw -72266.766028 + Penalty 171.086176 = -72095.679852 nChanged 19 SP:Iteration 6Q (132.719389 sec): 3 clusters Score: Raw -72274.508852 + Penalty 171.763264 = -72102.745588 nChanged 18 SP:Iteration 7Q (132.721655 sec): 3 clusters Score: Raw -72281.331173 + Penalty 173.561041 = -72107.770132 nChanged 16 SP:Iteration 8Q (132.723899 sec): 3 clusters Score: Raw -72287.796666 + Penalty 175.150322 = -72112.646343 nChanged 21 SP:Iteration 9Q (132.726123 sec): 3 clusters Score: Raw -72296.897937 + Penalty 175.710334 = -72121.187603 nChanged 19 SP:Iteration 10F (132.728671 sec): 3 clusters Score: Raw -72306.781523 + Penalty 177.399549 = -72129.381974 nChanged 16 SP:Iteration 11Q (132.730861 sec): 3 clusters Score: Raw -72316.377029 + Penalty 178.673800 = -72137.703228 nChanged 19 SP:Iteration 12Q (132.733038 sec): 3 clusters Score: Raw -72332.787698 + Penalty 180.134812 = -72152.652886 nChanged 22 SP:Iteration 13Q (132.735195 sec): 3 clusters Score: Raw -72352.189752 + Penalty 181.877645 = -72170.312106 nChanged 14 SP:Iteration 14Q (132.737337 sec): 3 clusters Score: Raw -72359.556022 + Penalty 186.811355 = -72172.744666 nChanged 8 SP:Iteration 15Q (132.739458 sec): 3 clusters Score: Raw -72362.807961 + Penalty 193.739431 = -72169.068530 nChanged 11 SP:Iteration 16F (132.742013 sec): 3 clusters Score: Raw -72366.657825 + Penalty 193.669665 = -72172.988160 nChanged 5 SP:Iteration 17Q (132.744118 sec): 3 clusters Score: Raw -72367.567120 + Penalty 195.789765 = -72171.777355 nChanged 9 SP:Iteration 18F (132.746666 sec): 3 clusters Score: Raw -72371.014045 + Penalty 202.796043 = -72168.218003 nChanged 10 SP:Iteration 19F (132.749213 sec): 3 clusters Score: Raw -72375.383831 + Penalty 206.095347 = -72169.288484 nChanged 5 SP:Iteration 20F (132.751765 sec): 3 clusters Score: Raw -72376.966755 + Penalty 211.332471 = -72165.634285 nChanged 7 SP:Iteration 21F (132.754311 sec): 3 clusters Score: Raw -72378.528274 + Penalty 214.765431 = -72163.762843 nChanged 3 SP:Iteration 22F (132.756858 sec): 3 clusters Score: Raw -72379.179100 + Penalty 218.059931 = -72161.119168 nChanged 2 SP:Iteration 23F (132.759405 sec): 3 clusters Score: Raw -72378.891485 + Penalty 218.059931 = -72160.831554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 13 (1842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.766145 sec): 2 clusters Score: Raw -92030.255978 + Penalty 150.408454 = -91879.847524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.769535 sec): 3 clusters Score: Raw -90878.087773 + Penalty 327.908434 = -90550.179339 nChanged 808 SP:Iteration 1F (132.772876 sec): 3 clusters Score: Raw -91597.304318 + Penalty 345.969179 = -91251.335139 nChanged 185 SP:Iteration 2F (132.776204 sec): 3 clusters Score: Raw -91700.649637 + Penalty 353.880367 = -91346.769270 nChanged 101 SP:Iteration 3F (132.779528 sec): 3 clusters Score: Raw -91778.802196 + Penalty 361.666811 = -91417.135385 nChanged 82 SP:Iteration 4Q (132.782866 sec): 3 clusters Score: Raw -91843.964446 + Penalty 359.876085 = -91484.088362 nChanged 73 SP:Iteration 5Q (132.786224 sec): 3 clusters Score: Raw -91905.634930 + Penalty 350.945831 = -91554.689099 nChanged 73 SP:Iteration 6Q (132.789566 sec): 3 clusters Score: Raw -91977.963839 + Penalty 353.370754 = -91624.593085 nChanged 49 SP:Iteration 7Q (132.792945 sec): 3 clusters Score: Raw -92022.159605 + Penalty 356.804746 = -91665.354859 nChanged 26 SP:Iteration 8Q (132.796410 sec): 3 clusters Score: Raw -92044.607361 + Penalty 351.823144 = -91692.784217 nChanged 13 SP:Iteration 9Q (132.799581 sec): 3 clusters Score: Raw -92059.747386 + Penalty 357.493151 = -91702.254235 nChanged 5 SP:Iteration 10F (132.802996 sec): 3 clusters Score: Raw -92065.703766 + Penalty 357.493151 = -91708.210615 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 14 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.805999 sec): 2 clusters Score: Raw -28688.722274 + Penalty 222.762821 = -28465.959453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.807192 sec): 3 clusters Score: Raw -28367.428183 + Penalty 450.232697 = -27917.195487 nChanged 193 SP:Iteration 1F (132.808361 sec): 3 clusters Score: Raw -28524.786083 + Penalty 465.967640 = -28058.818443 nChanged 84 SP:Iteration 2F (132.809531 sec): 3 clusters Score: Raw -28600.725605 + Penalty 473.504390 = -28127.221214 nChanged 47 SP:Iteration 3F (132.810682 sec): 3 clusters Score: Raw -28644.491613 + Penalty 476.626823 = -28167.864790 nChanged 26 SP:Iteration 4Q (132.811839 sec): 3 clusters Score: Raw -28677.303474 + Penalty 477.011521 = -28200.291952 nChanged 12 SP:Iteration 5Q (132.812978 sec): 3 clusters Score: Raw -28690.896546 + Penalty 476.239776 = -28214.656770 nChanged 9 SP:Iteration 6Q (132.814085 sec): 3 clusters Score: Raw -28699.845809 + Penalty 475.033743 = -28224.812065 nChanged 10 SP:Iteration 7Q (132.815171 sec): 3 clusters Score: Raw -28706.452612 + Penalty 475.063981 = -28231.388631 nChanged 3 SP:Iteration 8Q (132.816249 sec): 3 clusters Score: Raw -28707.988426 + Penalty 476.355077 = -28231.633349 nChanged 4 SP:Iteration 9Q (132.817320 sec): 3 clusters Score: Raw -28709.056989 + Penalty 476.284313 = -28232.772676 nChanged 3 SP:Iteration 10F (132.818486 sec): 3 clusters Score: Raw -28711.156893 + Penalty 478.624629 = -28232.532264 nChanged 5 SP:Iteration 11F (132.819657 sec): 3 clusters Score: Raw -28716.773543 + Penalty 481.269012 = -28235.504532 nChanged 5 SP:Iteration 12Q (132.820728 sec): 3 clusters Score: Raw -28722.933340 + Penalty 480.690650 = -28242.242690 nChanged 2 SP:Iteration 13Q (132.821796 sec): 3 clusters Score: Raw -28724.036113 + Penalty 482.417793 = -28241.618320 nChanged 3 SP:Iteration 14F (132.822965 sec): 3 clusters Score: Raw -28725.519392 + Penalty 482.562866 = -28242.956526 nChanged 2 SP:Iteration 15Q (132.824026 sec): 3 clusters Score: Raw -28725.630851 + Penalty 482.562866 = -28243.067985 nChanged 0 SP:Iteration 16F (132.825195 sec): 3 clusters Score: Raw -28725.630851 + Penalty 482.562866 = -28243.067985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 15 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.825753 sec): 2 clusters Score: Raw -568.624729 + Penalty 225.760147 = -342.864582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.825980 sec): 3 clusters Score: Raw -588.511251 + Penalty 444.023193 = -144.488058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 16 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.828668 sec): 2 clusters Score: Raw -24402.088865 + Penalty 211.889370 = -24190.199495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.829742 sec): 3 clusters Score: Raw -24169.468046 + Penalty 433.673108 = -23735.794938 nChanged 189 SP:Iteration 1F (132.830799 sec): 3 clusters Score: Raw -24351.392081 + Penalty 455.635478 = -23895.756603 nChanged 74 SP:Iteration 2F (132.831860 sec): 3 clusters Score: Raw -24426.939356 + Penalty 480.707374 = -23946.231982 nChanged 42 SP:Iteration 3F (132.832912 sec): 3 clusters Score: Raw -24469.186007 + Penalty 490.256964 = -23978.929043 nChanged 20 SP:Iteration 4Q (132.833930 sec): 3 clusters Score: Raw -24486.359755 + Penalty 492.992467 = -23993.367288 nChanged 14 SP:Iteration 5Q (132.834974 sec): 3 clusters Score: Raw -24496.882565 + Penalty 497.574170 = -23999.308395 nChanged 7 SP:Iteration 6Q (132.835973 sec): 3 clusters Score: Raw -24501.046431 + Penalty 499.414544 = -24001.631887 nChanged 4 SP:Iteration 7Q (132.836967 sec): 3 clusters Score: Raw -24503.450853 + Penalty 503.607744 = -23999.843109 nChanged 3 SP:Iteration 8F (132.838017 sec): 3 clusters Score: Raw -24504.555697 + Penalty 503.670255 = -24000.885442 nChanged 2 SP:Iteration 9Q (132.839013 sec): 3 clusters Score: Raw -24505.634779 + Penalty 503.670255 = -24001.964524 nChanged 0 SP:Iteration 10F (132.840064 sec): 3 clusters Score: Raw -24505.634779 + Penalty 503.670255 = -24001.964524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 17 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.841581 sec): 2 clusters Score: Raw -10265.883671 + Penalty 259.509785 = -10006.373886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.842149 sec): 3 clusters Score: Raw -10193.841623 + Penalty 520.357592 = -9673.484031 nChanged 47 SP:Iteration 1F (132.842706 sec): 3 clusters Score: Raw -10233.871138 + Penalty 528.347600 = -9705.523538 nChanged 27 SP:Iteration 2F (132.843261 sec): 3 clusters Score: Raw -10268.250464 + Penalty 536.818182 = -9731.432281 nChanged 13 SP:Iteration 3F (132.843816 sec): 3 clusters Score: Raw -10281.621028 + Penalty 552.156595 = -9729.464433 nChanged 11 SP:Iteration 4F (132.844370 sec): 3 clusters Score: Raw -10295.673044 + Penalty 569.131341 = -9726.541704 nChanged 9 SP:Iteration 5F (132.844925 sec): 3 clusters Score: Raw -10307.343000 + Penalty 597.843675 = -9709.499325 nChanged 7 SP:Iteration 6F (132.845479 sec): 3 clusters Score: Raw -10316.997888 + Penalty 614.271827 = -9702.726060 nChanged 5 SP:Iteration 7F (132.846031 sec): 3 clusters Score: Raw -10325.711377 + Penalty 628.554762 = -9697.156614 nChanged 2 SP:Iteration 8F (132.846586 sec): 3 clusters Score: Raw -10332.714736 + Penalty 632.268111 = -9700.446625 nChanged 2 SP:Iteration 9Q (132.847089 sec): 3 clusters Score: Raw -10337.529288 + Penalty 639.517372 = -9698.011916 nChanged 1 SP:Iteration 10F (132.847642 sec): 3 clusters Score: Raw -10340.735773 + Penalty 639.517372 = -9701.218401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 18 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.848472 sec): 2 clusters Score: Raw -4036.743322 + Penalty 723.687772 = -3313.055550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.848915 sec): 3 clusters Score: Raw -4149.539688 + Penalty 1447.625247 = -2701.914440 nChanged 11 SP:Iteration 1F (132.849381 sec): 3 clusters Score: Raw -4208.746607 + Penalty 1447.278644 = -2761.467963 nChanged 5 SP:Iteration 2Q (132.849796 sec): 3 clusters Score: Raw -4246.160282 + Penalty 1447.278644 = -2798.881638 nChanged 0 SP:Iteration 3F (132.850238 sec): 3 clusters Score: Raw -4246.160282 + Penalty 1447.278644 = -2798.881638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 19 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.851619 sec): 2 clusters Score: Raw -16379.194661 + Penalty 393.809221 = -15985.385441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.852440 sec): 3 clusters Score: Raw -16281.276014 + Penalty 786.678951 = -15494.597062 nChanged 103 SP:Iteration 1F (132.853248 sec): 3 clusters Score: Raw -16368.667562 + Penalty 787.163939 = -15581.503623 nChanged 28 SP:Iteration 2F (132.854055 sec): 3 clusters Score: Raw -16409.776525 + Penalty 786.933711 = -15622.842815 nChanged 18 SP:Iteration 3F (132.854829 sec): 3 clusters Score: Raw -16431.780935 + Penalty 787.542838 = -15644.238097 nChanged 21 SP:Iteration 4F (132.855604 sec): 3 clusters Score: Raw -16451.090075 + Penalty 789.242510 = -15661.847565 nChanged 17 SP:Iteration 5F (132.856409 sec): 3 clusters Score: Raw -16481.204276 + Penalty 791.511359 = -15689.692917 nChanged 20 SP:Iteration 6F (132.857184 sec): 3 clusters Score: Raw -16507.504023 + Penalty 793.493913 = -15714.010110 nChanged 15 SP:Iteration 7Q (132.857936 sec): 3 clusters Score: Raw -16526.092146 + Penalty 793.731483 = -15732.360662 nChanged 5 SP:Iteration 8Q (132.858686 sec): 3 clusters Score: Raw -16529.647850 + Penalty 793.514830 = -15736.133021 nChanged 2 SP:Iteration 9Q (132.859435 sec): 3 clusters Score: Raw -16535.075405 + Penalty 793.360485 = -15741.714920 nChanged 3 SP:Iteration 10F (132.860207 sec): 3 clusters Score: Raw -16538.212685 + Penalty 795.863431 = -15742.349254 nChanged 1 SP:Iteration 11Q (132.860955 sec): 3 clusters Score: Raw -16546.484008 + Penalty 795.863431 = -15750.620576 nChanged 0 SP:Iteration 12F (132.861731 sec): 3 clusters Score: Raw -16546.484008 + Penalty 795.863431 = -15750.620576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 21 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.862790 sec): 2 clusters Score: Raw -9133.489253 + Penalty 373.655974 = -8759.833280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.863381 sec): 3 clusters Score: Raw -9109.270274 + Penalty 756.592074 = -8352.678200 nChanged 46 SP:Iteration 1F (132.863962 sec): 3 clusters Score: Raw -9174.773486 + Penalty 757.242854 = -8417.530632 nChanged 13 SP:Iteration 2F (132.864541 sec): 3 clusters Score: Raw -9196.039849 + Penalty 755.605141 = -8440.434708 nChanged 8 SP:Iteration 3Q (132.865101 sec): 3 clusters Score: Raw -9203.670523 + Penalty 754.159353 = -8449.511170 nChanged 2 SP:Iteration 4Q (132.865660 sec): 3 clusters Score: Raw -9205.076208 + Penalty 751.702652 = -8453.373557 nChanged 4 SP:Iteration 5Q (132.866207 sec): 3 clusters Score: Raw -9208.057415 + Penalty 749.218572 = -8458.838844 nChanged 5 SP:Iteration 6Q (132.866751 sec): 3 clusters Score: Raw -9213.777962 + Penalty 747.532108 = -8466.245854 nChanged 6 SP:Iteration 7Q (132.867297 sec): 3 clusters Score: Raw -9222.340557 + Penalty 746.813694 = -8475.526863 nChanged 9 SP:Iteration 8Q (132.867841 sec): 3 clusters Score: Raw -9237.161244 + Penalty 746.065108 = -8491.096136 nChanged 8 SP:Iteration 9Q (132.868383 sec): 3 clusters Score: Raw -9248.390516 + Penalty 745.127580 = -8503.262935 nChanged 6 SP:Iteration 10F (132.868946 sec): 3 clusters Score: Raw -9262.789571 + Penalty 744.803785 = -8517.985786 nChanged 5 SP:Iteration 11Q (132.869491 sec): 3 clusters Score: Raw -9272.219853 + Penalty 744.402831 = -8527.817023 nChanged 5 SP:Iteration 12Q (132.870033 sec): 3 clusters Score: Raw -9277.642289 + Penalty 745.092719 = -8532.549570 nChanged 2 SP:Iteration 13Q (132.870573 sec): 3 clusters Score: Raw -9285.899149 + Penalty 744.696530 = -8541.202619 nChanged 3 SP:Iteration 14Q (132.871110 sec): 3 clusters Score: Raw -9294.814895 + Penalty 745.485208 = -8549.329687 nChanged 2 SP:Iteration 15Q (132.871650 sec): 3 clusters Score: Raw -9299.167758 + Penalty 745.485208 = -8553.682551 nChanged 0 SP:Iteration 16F (132.872212 sec): 3 clusters Score: Raw -9299.167758 + Penalty 745.485208 = -8553.682551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 22 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.872780 sec): 2 clusters Score: Raw -1444.898066 + Penalty 358.926950 = -1085.971117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.873039 sec): 3 clusters Score: Raw -1507.980304 + Penalty 714.154855 = -793.825449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 24 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.873577 sec): 2 clusters Score: Raw -1174.962859 + Penalty 239.181113 = -935.781746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.873827 sec): 3 clusters Score: Raw -1192.517160 + Penalty 477.227049 = -715.290111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 25 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.875436 sec): 2 clusters Score: Raw -21463.296718 + Penalty 862.715471 = -20600.581247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.876344 sec): 3 clusters Score: Raw -21402.773471 + Penalty 1725.358029 = -19677.415442 nChanged 86 SP:Iteration 1F (132.877249 sec): 3 clusters Score: Raw -21519.109847 + Penalty 1727.046845 = -19792.063002 nChanged 23 SP:Iteration 2F (132.878147 sec): 3 clusters Score: Raw -21545.025208 + Penalty 1727.604101 = -19817.421107 nChanged 10 SP:Iteration 3Q (132.879023 sec): 3 clusters Score: Raw -21558.506494 + Penalty 1730.263920 = -19828.242574 nChanged 10 SP:Iteration 4Q (132.879897 sec): 3 clusters Score: Raw -21571.767725 + Penalty 1732.992538 = -19838.775187 nChanged 11 SP:Iteration 5Q (132.880769 sec): 3 clusters Score: Raw -21587.788561 + Penalty 1734.306880 = -19853.481681 nChanged 8 SP:Iteration 6Q (132.881644 sec): 3 clusters Score: Raw -21602.227088 + Penalty 1735.129093 = -19867.097995 nChanged 7 SP:Iteration 7Q (132.882509 sec): 3 clusters Score: Raw -21613.059870 + Penalty 1735.312893 = -19877.746977 nChanged 3 SP:Iteration 8Q (132.883372 sec): 3 clusters Score: Raw -21618.183533 + Penalty 1737.026990 = -19881.156542 nChanged 3 SP:Iteration 9Q (132.884256 sec): 3 clusters Score: Raw -21622.762003 + Penalty 1738.318265 = -19884.443738 nChanged 1 SP:Iteration 10F (132.885153 sec): 3 clusters Score: Raw -21624.078268 + Penalty 1738.552367 = -19885.525900 nChanged 2 SP:Iteration 11Q (132.886019 sec): 3 clusters Score: Raw -21628.261573 + Penalty 1738.163850 = -19890.097722 nChanged 1 SP:Iteration 12Q (132.886884 sec): 3 clusters Score: Raw -21628.670292 + Penalty 1738.163850 = -19890.506442 nChanged 0 SP:Iteration 13F (132.887781 sec): 3 clusters Score: Raw -21628.670292 + Penalty 1738.163850 = -19890.506442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 27 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.888306 sec): 2 clusters Score: Raw -441.500684 + Penalty 177.466063 = -264.034621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.888532 sec): 3 clusters Score: Raw -456.422034 + Penalty 340.777264 = -115.644769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 28 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.889634 sec): 2 clusters Score: Raw -5540.926104 + Penalty 496.673994 = -5044.252110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.890097 sec): 3 clusters Score: Raw -5583.505278 + Penalty 1018.090428 = -4565.414851 nChanged 21 SP:Iteration 1F (132.890552 sec): 3 clusters Score: Raw -5643.416947 + Penalty 1025.713025 = -4617.703922 nChanged 3 SP:Iteration 2Q (132.890979 sec): 3 clusters Score: Raw -5651.814093 + Penalty 1025.713025 = -4626.101068 nChanged 0 SP:Iteration 3F (132.891431 sec): 3 clusters Score: Raw -5651.814093 + Penalty 1025.713025 = -4626.101068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 30 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.892676 sec): 2 clusters Score: Raw -14348.600115 + Penalty 311.476541 = -14037.123573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.893372 sec): 3 clusters Score: Raw -14246.331910 + Penalty 648.780324 = -13597.551586 nChanged 81 SP:Iteration 1F (132.894061 sec): 3 clusters Score: Raw -14361.478936 + Penalty 701.507706 = -13659.971231 nChanged 37 SP:Iteration 2F (132.894746 sec): 3 clusters Score: Raw -14433.164212 + Penalty 737.786037 = -13695.378174 nChanged 15 SP:Iteration 3F (132.895431 sec): 3 clusters Score: Raw -14469.851793 + Penalty 737.023190 = -13732.828603 nChanged 3 SP:Iteration 4Q (132.896061 sec): 3 clusters Score: Raw -14474.020707 + Penalty 739.806875 = -13734.213833 nChanged 1 SP:Iteration 5Q (132.896717 sec): 3 clusters Score: Raw -14474.608209 + Penalty 739.806875 = -13734.801334 nChanged 0 SP:Iteration 6F (132.897400 sec): 3 clusters Score: Raw -14474.608209 + Penalty 739.806875 = -13734.801334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 31 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.898767 sec): 2 clusters Score: Raw -9223.350314 + Penalty 445.236318 = -8778.113996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.899313 sec): 3 clusters Score: Raw -9187.708791 + Penalty 887.678673 = -8300.030118 nChanged 23 SP:Iteration 1F (132.899849 sec): 3 clusters Score: Raw -9219.057979 + Penalty 888.830790 = -8330.227189 nChanged 13 SP:Iteration 2F (132.900385 sec): 3 clusters Score: Raw -9231.586412 + Penalty 888.595433 = -8342.990979 nChanged 4 SP:Iteration 3Q (132.900909 sec): 3 clusters Score: Raw -9236.440074 + Penalty 889.009306 = -8347.430767 nChanged 3 SP:Iteration 4Q (132.901433 sec): 3 clusters Score: Raw -9238.377615 + Penalty 889.009306 = -8349.368309 nChanged 0 SP:Iteration 5F (132.901969 sec): 3 clusters Score: Raw -9238.377615 + Penalty 889.009306 = -8349.368309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 33 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.902516 sec): 2 clusters Score: Raw -690.763779 + Penalty 216.374477 = -474.389302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.902748 sec): 3 clusters Score: Raw -726.904398 + Penalty 442.569846 = -284.334553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 34 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.903259 sec): 2 clusters Score: Raw -684.448421 + Penalty 231.479875 = -452.968546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.903490 sec): 3 clusters Score: Raw -708.864029 + Penalty 454.372417 = -254.491612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 35 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.906221 sec): 2 clusters Score: Raw -25907.054549 + Penalty 490.272994 = -25416.781555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.907318 sec): 3 clusters Score: Raw -25676.840925 + Penalty 986.379435 = -24690.461490 nChanged 166 SP:Iteration 1F (132.908389 sec): 3 clusters Score: Raw -25807.118853 + Penalty 999.704538 = -24807.414315 nChanged 59 SP:Iteration 2F (132.909467 sec): 3 clusters Score: Raw -25877.387891 + Penalty 1009.280594 = -24868.107297 nChanged 25 SP:Iteration 3Q (132.910531 sec): 3 clusters Score: Raw -25901.279196 + Penalty 1017.033801 = -24884.245396 nChanged 16 SP:Iteration 4Q (132.911593 sec): 3 clusters Score: Raw -25914.331231 + Penalty 1021.993242 = -24892.337989 nChanged 11 SP:Iteration 5Q (132.912646 sec): 3 clusters Score: Raw -25925.505874 + Penalty 1032.782958 = -24892.722916 nChanged 17 SP:Iteration 6Q (132.913770 sec): 3 clusters Score: Raw -25943.131841 + Penalty 1040.117511 = -24903.014330 nChanged 8 SP:Iteration 7Q (132.914825 sec): 3 clusters Score: Raw -25947.716250 + Penalty 1044.270101 = -24903.446149 nChanged 3 SP:Iteration 8Q (132.915865 sec): 3 clusters Score: Raw -25950.391382 + Penalty 1046.960319 = -24903.431063 nChanged 2 SP:Iteration 9F (132.916932 sec): 3 clusters Score: Raw -25952.310889 + Penalty 1047.226148 = -24905.084741 nChanged 1 SP:Iteration 10F (132.918000 sec): 3 clusters Score: Raw -25952.444613 + Penalty 1048.082764 = -24904.361849 nChanged 1 SP:Iteration 11F (132.919068 sec): 3 clusters Score: Raw -25953.095752 + Penalty 1050.323353 = -24902.772398 nChanged 2 SP:Iteration 12F (132.920136 sec): 3 clusters Score: Raw -25955.208513 + Penalty 1050.323353 = -24904.885160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 37 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.920985 sec): 2 clusters Score: Raw -4810.756439 + Penalty 101.281731 = -4709.474709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.921382 sec): 3 clusters Score: Raw -4776.748005 + Penalty 196.502610 = -4580.245395 nChanged 31 SP:Iteration 1F (132.921776 sec): 3 clusters Score: Raw -4805.290501 + Penalty 194.729458 = -4610.561043 nChanged 10 SP:Iteration 2F (132.922164 sec): 3 clusters Score: Raw -4828.152228 + Penalty 195.814102 = -4632.338126 nChanged 5 SP:Iteration 3Q (132.922546 sec): 3 clusters Score: Raw -4842.976071 + Penalty 196.345467 = -4646.630604 nChanged 2 SP:Iteration 4Q (132.922915 sec): 3 clusters Score: Raw -4843.897837 + Penalty 196.345467 = -4647.552369 nChanged 0 SP:Iteration 5F (132.923302 sec): 3 clusters Score: Raw -4843.897837 + Penalty 196.345467 = -4647.552369 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 38 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.925462 sec): 2 clusters Score: Raw -29106.430507 + Penalty 282.273226 = -28824.157281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.926742 sec): 3 clusters Score: Raw -28786.684248 + Penalty 585.243104 = -28201.441144 nChanged 218 SP:Iteration 1F (132.928005 sec): 3 clusters Score: Raw -28991.663806 + Penalty 600.473219 = -28391.190587 nChanged 82 SP:Iteration 2F (132.929278 sec): 3 clusters Score: Raw -29099.484483 + Penalty 592.342695 = -28507.141788 nChanged 44 SP:Iteration 3F (132.930535 sec): 3 clusters Score: Raw -29177.981808 + Penalty 588.789576 = -28589.192232 nChanged 31 SP:Iteration 4F (132.931867 sec): 3 clusters Score: Raw -29237.587771 + Penalty 588.851516 = -28648.736255 nChanged 18 SP:Iteration 5Q (132.933079 sec): 3 clusters Score: Raw -29263.698693 + Penalty 587.987863 = -28675.710830 nChanged 12 SP:Iteration 6Q (132.934263 sec): 3 clusters Score: Raw -29273.128082 + Penalty 588.184914 = -28684.943168 nChanged 7 SP:Iteration 7Q (132.935444 sec): 3 clusters Score: Raw -29288.775184 + Penalty 589.796635 = -28698.978549 nChanged 7 SP:Iteration 8Q (132.936600 sec): 3 clusters Score: Raw -29299.288149 + Penalty 591.171534 = -28708.116615 nChanged 5 SP:Iteration 9Q (132.937751 sec): 3 clusters Score: Raw -29304.367314 + Penalty 591.770808 = -28712.596506 nChanged 6 SP:Iteration 10F (132.939068 sec): 3 clusters Score: Raw -29306.523188 + Penalty 592.633840 = -28713.889348 nChanged 3 SP:Iteration 11Q (132.940202 sec): 3 clusters Score: Raw -29312.101097 + Penalty 594.532655 = -28717.568441 nChanged 7 SP:Iteration 12Q (132.941295 sec): 3 clusters Score: Raw -29322.336283 + Penalty 596.136224 = -28726.200059 nChanged 4 SP:Iteration 13Q (132.942381 sec): 3 clusters Score: Raw -29326.930034 + Penalty 596.751155 = -28730.178878 nChanged 2 SP:Iteration 14Q (132.943461 sec): 3 clusters Score: Raw -29327.971739 + Penalty 596.751155 = -28731.220584 nChanged 0 SP:Iteration 15F (132.944715 sec): 3 clusters Score: Raw -29327.971739 + Penalty 596.751155 = -28731.220584 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 39 (2942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.959153 sec): 2 clusters Score: Raw -147799.632516 + Penalty 470.187272 = -147329.445244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.964551 sec): 3 clusters Score: Raw -146013.555338 + Penalty 933.089063 = -145080.466274 nChanged 1257 SP:Iteration 1F (132.969839 sec): 3 clusters Score: Raw -146815.789003 + Penalty 928.212904 = -145887.576099 nChanged 392 SP:Iteration 2F (132.975165 sec): 3 clusters Score: Raw -147090.954988 + Penalty 924.023223 = -146166.931765 nChanged 232 SP:Iteration 3F (132.980448 sec): 3 clusters Score: Raw -147233.055213 + Penalty 921.505603 = -146311.549611 nChanged 177 SP:Iteration 4F (132.985757 sec): 3 clusters Score: Raw -147317.738571 + Penalty 918.907276 = -146398.831295 nChanged 130 SP:Iteration 5Q (132.991120 sec): 3 clusters Score: Raw -147377.191317 + Penalty 917.095118 = -146460.096200 nChanged 115 SP:Iteration 6Q (132.996347 sec): 3 clusters Score: Raw -147424.744317 + Penalty 915.797372 = -146508.946946 nChanged 87 SP:Iteration 7Q (133.001621 sec): 3 clusters Score: Raw -147452.953315 + Penalty 916.865968 = -146536.087347 nChanged 61 SP:Iteration 8Q (133.006971 sec): 3 clusters Score: Raw -147467.044151 + Penalty 916.770089 = -146550.274062 nChanged 39 SP:Iteration 9Q (133.012257 sec): 3 clusters Score: Raw -147477.111315 + Penalty 917.146344 = -146559.964972 nChanged 49 SP:Iteration 10F (133.017523 sec): 3 clusters Score: Raw -147494.536777 + Penalty 917.934022 = -146576.602755 nChanged 62 SP:Iteration 11Q (133.022645 sec): 3 clusters Score: Raw -147524.759142 + Penalty 917.437602 = -146607.321540 nChanged 66 SP:Iteration 12Q (133.027724 sec): 3 clusters Score: Raw -147556.214655 + Penalty 916.451205 = -146639.763450 nChanged 60 SP:Iteration 13Q (133.032790 sec): 3 clusters Score: Raw -147582.859015 + Penalty 919.002119 = -146663.856897 nChanged 44 SP:Iteration 14Q (133.037826 sec): 3 clusters Score: Raw -147599.113256 + Penalty 920.123904 = -146678.989351 nChanged 42 SP:Iteration 15Q (133.042858 sec): 3 clusters Score: Raw -147616.540559 + Penalty 921.702112 = -146694.838447 nChanged 41 SP:Iteration 16Q (133.047811 sec): 3 clusters Score: Raw -147640.078436 + Penalty 920.307713 = -146719.770724 nChanged 37 SP:Iteration 17Q (133.052711 sec): 3 clusters Score: Raw -147676.154578 + Penalty 914.122856 = -146762.031721 nChanged 32 SP:Iteration 18Q (133.057540 sec): 3 clusters Score: Raw -147711.038244 + Penalty 910.109816 = -146800.928428 nChanged 34 SP:Iteration 19Q (133.062279 sec): 3 clusters Score: Raw -147735.438871 + Penalty 908.203599 = -146827.235272 nChanged 26 SP:Iteration 20F (133.067520 sec): 3 clusters Score: Raw -147748.587944 + Penalty 908.670217 = -146839.917727 nChanged 19 SP:Iteration 21Q (133.072138 sec): 3 clusters Score: Raw -147760.400830 + Penalty 909.236813 = -146851.164018 nChanged 18 SP:Iteration 22Q (133.076718 sec): 3 clusters Score: Raw -147769.292130 + Penalty 915.203957 = -146854.088173 nChanged 19 SP:Iteration 23Q (133.081271 sec): 3 clusters Score: Raw -147778.810938 + Penalty 913.591891 = -146865.219047 nChanged 17 SP:Iteration 24Q (133.085808 sec): 3 clusters Score: Raw -147788.018462 + Penalty 916.330765 = -146871.687697 nChanged 25 SP:Iteration 25Q (133.090447 sec): 3 clusters Score: Raw -147800.542531 + Penalty 915.530274 = -146885.012257 nChanged 17 SP:Iteration 26Q (133.094946 sec): 3 clusters Score: Raw -147808.467009 + Penalty 918.120451 = -146890.346558 nChanged 13 SP:Iteration 27Q (133.099416 sec): 3 clusters Score: Raw -147814.705794 + Penalty 920.069925 = -146894.635869 nChanged 12 SP:Iteration 28Q (133.103912 sec): 3 clusters Score: Raw -147818.569613 + Penalty 918.664888 = -146899.904724 nChanged 13 SP:Iteration 29Q (133.108402 sec): 3 clusters Score: Raw -147823.464796 + Penalty 917.675845 = -146905.788951 nChanged 12 SP:Iteration 30F (133.113857 sec): 3 clusters Score: Raw -147828.505507 + Penalty 918.221482 = -146910.284025 nChanged 11 SP:Iteration 31Q (133.118477 sec): 3 clusters Score: Raw -147831.225458 + Penalty 917.309214 = -146913.916244 nChanged 4 SP:Iteration 32Q (133.123067 sec): 3 clusters Score: Raw -147831.943950 + Penalty 920.191364 = -146911.752586 nChanged 3 SP:Iteration 33F (133.128462 sec): 3 clusters Score: Raw -147832.734710 + Penalty 922.265639 = -146910.469070 nChanged 5 SP:Iteration 34F (133.133707 sec): 3 clusters Score: Raw -147833.987801 + Penalty 924.019350 = -146909.968452 nChanged 2 SP:Iteration 35F (133.138939 sec): 3 clusters Score: Raw -147834.441384 + Penalty 926.306295 = -146908.135089 nChanged 4 SP:Iteration 36F (133.144205 sec): 3 clusters Score: Raw -147835.768388 + Penalty 929.593973 = -146906.174415 nChanged 5 SP:Iteration 37F (133.149562 sec): 3 clusters Score: Raw -147837.917863 + Penalty 931.318415 = -146906.599447 nChanged 3 SP:Iteration 38Q (133.153969 sec): 3 clusters Score: Raw -147839.609348 + Penalty 931.042351 = -146908.566996 nChanged 1 SP:Iteration 39Q (133.158358 sec): 3 clusters Score: Raw -147839.850035 + Penalty 930.064533 = -146909.785501 nChanged 1 SP:Iteration 40F (133.163601 sec): 3 clusters Score: Raw -147840.143973 + Penalty 929.924030 = -146910.219943 nChanged 1 SP:Iteration 41Q (133.167981 sec): 3 clusters Score: Raw -147840.215730 + Penalty 930.681141 = -146909.534589 nChanged 2 SP:Iteration 42F (133.173222 sec): 3 clusters Score: Raw -147840.541474 + Penalty 930.681141 = -146909.860332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 40 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.176131 sec): 2 clusters Score: Raw -856.543354 + Penalty 254.716772 = -601.826581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.176384 sec): 3 clusters Score: Raw -879.355319 + Penalty 509.433545 = -369.921775 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 41 (1499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.181429 sec): 2 clusters Score: Raw -74843.072947 + Penalty 111.570214 = -74731.502734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.184222 sec): 3 clusters Score: Raw -73911.026047 + Penalty 250.032503 = -73660.993544 nChanged 679 SP:Iteration 1F (133.186964 sec): 3 clusters Score: Raw -74453.753791 + Penalty 269.366131 = -74184.387661 nChanged 228 SP:Iteration 2F (133.189747 sec): 3 clusters Score: Raw -74655.975134 + Penalty 284.060033 = -74371.915101 nChanged 106 SP:Iteration 3F (133.192536 sec): 3 clusters Score: Raw -74767.923160 + Penalty 291.225820 = -74476.697341 nChanged 67 SP:Iteration 4Q (133.195281 sec): 3 clusters Score: Raw -74840.010922 + Penalty 303.336399 = -74536.674523 nChanged 28 SP:Iteration 5Q (133.198030 sec): 3 clusters Score: Raw -74862.053857 + Penalty 312.080817 = -74549.973040 nChanged 7 SP:Iteration 6Q (133.200666 sec): 3 clusters Score: Raw -74864.381626 + Penalty 311.772908 = -74552.608718 nChanged 4 SP:Iteration 7Q (133.203247 sec): 3 clusters Score: Raw -74867.339697 + Penalty 313.514698 = -74553.824999 nChanged 4 SP:Iteration 8Q (133.205871 sec): 3 clusters Score: Raw -74870.695767 + Penalty 312.160035 = -74558.535733 nChanged 2 SP:Iteration 9Q (133.208371 sec): 3 clusters Score: Raw -74871.406246 + Penalty 306.816962 = -74564.589284 nChanged 2 SP:Iteration 10F (133.211376 sec): 3 clusters Score: Raw -74872.550541 + Penalty 306.047325 = -74566.503216 nChanged 1 SP:Iteration 11Q (133.213814 sec): 3 clusters Score: Raw -74873.046216 + Penalty 306.047325 = -74566.998891 nChanged 0 SP:Iteration 12F (133.216543 sec): 3 clusters Score: Raw -74873.046216 + Penalty 306.047325 = -74566.998891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 42 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.218588 sec): 2 clusters Score: Raw -1534.967726 + Penalty 297.933221 = -1237.034505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.218866 sec): 3 clusters Score: Raw -1560.005123 + Penalty 597.874132 = -962.130991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 43 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.220267 sec): 2 clusters Score: Raw -18623.403766 + Penalty 644.734339 = -17978.669427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.221048 sec): 3 clusters Score: Raw -18506.302594 + Penalty 1289.468678 = -17216.833916 nChanged 61 SP:Iteration 1F (133.221821 sec): 3 clusters Score: Raw -18557.961685 + Penalty 1289.437225 = -17268.524460 nChanged 22 SP:Iteration 2F (133.222589 sec): 3 clusters Score: Raw -18583.677590 + Penalty 1289.525819 = -17294.151771 nChanged 15 SP:Iteration 3Q (133.223354 sec): 3 clusters Score: Raw -18601.516937 + Penalty 1289.746869 = -17311.770067 nChanged 11 SP:Iteration 4Q (133.224146 sec): 3 clusters Score: Raw -18612.675003 + Penalty 1289.970386 = -17322.704617 nChanged 4 SP:Iteration 5Q (133.224906 sec): 3 clusters Score: Raw -18616.074182 + Penalty 1290.198363 = -17325.875820 nChanged 4 SP:Iteration 6Q (133.225665 sec): 3 clusters Score: Raw -18619.116807 + Penalty 1290.602870 = -17328.513937 nChanged 2 SP:Iteration 7Q (133.226425 sec): 3 clusters Score: Raw -18622.583864 + Penalty 1290.602870 = -17331.980993 nChanged 0 SP:Iteration 8F (133.227190 sec): 3 clusters Score: Raw -18622.583864 + Penalty 1290.602870 = -17331.980993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 46 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.227723 sec): 2 clusters Score: Raw -516.748209 + Penalty 140.644677 = -376.103532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.227951 sec): 3 clusters Score: Raw -531.749435 + Penalty 281.289354 = -250.460081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 48 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.229679 sec): 2 clusters Score: Raw -22201.027001 + Penalty 544.005829 = -21657.021172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.230675 sec): 3 clusters Score: Raw -22117.527531 + Penalty 1126.536838 = -20990.990692 nChanged 129 SP:Iteration 1F (133.231659 sec): 3 clusters Score: Raw -22386.232892 + Penalty 1161.166479 = -21225.066413 nChanged 47 SP:Iteration 2F (133.232639 sec): 3 clusters Score: Raw -22607.612553 + Penalty 1162.090033 = -21445.522520 nChanged 25 SP:Iteration 3F (133.233618 sec): 3 clusters Score: Raw -22671.426643 + Penalty 1154.903671 = -21516.522972 nChanged 13 SP:Iteration 4Q (133.234519 sec): 3 clusters Score: Raw -22698.660521 + Penalty 1146.392650 = -21552.267871 nChanged 2 SP:Iteration 5Q (133.235400 sec): 3 clusters Score: Raw -22708.411885 + Penalty 1140.943123 = -21567.468762 nChanged 2 SP:Iteration 6Q (133.236276 sec): 3 clusters Score: Raw -22711.853247 + Penalty 1143.460217 = -21568.393030 nChanged 1 SP:Iteration 7Q (133.237151 sec): 3 clusters Score: Raw -22714.257835 + Penalty 1143.460217 = -21570.797618 nChanged 0 SP:Iteration 8F (133.238129 sec): 3 clusters Score: Raw -22714.257835 + Penalty 1143.460217 = -21570.797618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 49 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.238691 sec): 2 clusters Score: Raw -1008.510139 + Penalty 289.728833 = -718.781306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.238937 sec): 3 clusters Score: Raw -1059.429787 + Penalty 575.072193 = -484.357594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 50 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.240198 sec): 2 clusters Score: Raw -14896.181746 + Penalty 192.899448 = -14703.282299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.240927 sec): 3 clusters Score: Raw -14748.372056 + Penalty 384.527513 = -14363.844542 nChanged 83 SP:Iteration 1F (133.241648 sec): 3 clusters Score: Raw -14808.179067 + Penalty 389.018735 = -14419.160332 nChanged 37 SP:Iteration 2F (133.242365 sec): 3 clusters Score: Raw -14850.647099 + Penalty 388.000046 = -14462.647053 nChanged 27 SP:Iteration 3F (133.243080 sec): 3 clusters Score: Raw -14898.490841 + Penalty 402.242083 = -14496.248758 nChanged 12 SP:Iteration 4Q (133.243753 sec): 3 clusters Score: Raw -14910.108739 + Penalty 408.293253 = -14501.815486 nChanged 7 SP:Iteration 5Q (133.244409 sec): 3 clusters Score: Raw -14916.734576 + Penalty 424.102468 = -14492.632108 nChanged 6 SP:Iteration 6F (133.245124 sec): 3 clusters Score: Raw -14924.129658 + Penalty 444.636472 = -14479.493186 nChanged 6 SP:Iteration 7F (133.245842 sec): 3 clusters Score: Raw -14927.804283 + Penalty 468.248091 = -14459.556192 nChanged 5 SP:Iteration 8F (133.246661 sec): 3 clusters Score: Raw -14932.794461 + Penalty 497.410741 = -14435.383720 nChanged 5 SP:Iteration 9F (133.247452 sec): 3 clusters Score: Raw -14939.149879 + Penalty 500.465156 = -14438.684723 nChanged 1 SP:Iteration 10F (133.248242 sec): 3 clusters Score: Raw -14940.460593 + Penalty 500.465156 = -14439.995437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 52 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.248795 sec): 2 clusters Score: Raw -692.861672 + Penalty 228.756349 = -464.105322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.249029 sec): 3 clusters Score: Raw -727.323922 + Penalty 447.287748 = -280.036173 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 53 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.252015 sec): 2 clusters Score: Raw -38469.231453 + Penalty 288.081051 = -38181.150402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.253653 sec): 3 clusters Score: Raw -38028.492030 + Penalty 588.973783 = -37439.518247 nChanged 297 SP:Iteration 1F (133.255249 sec): 3 clusters Score: Raw -38252.152589 + Penalty 599.854933 = -37652.297657 nChanged 98 SP:Iteration 2F (133.256820 sec): 3 clusters Score: Raw -38346.551138 + Penalty 601.669482 = -37744.881656 nChanged 66 SP:Iteration 3F (133.258387 sec): 3 clusters Score: Raw -38419.214268 + Penalty 603.942070 = -37815.272198 nChanged 52 SP:Iteration 4F (133.259948 sec): 3 clusters Score: Raw -38495.512125 + Penalty 595.854087 = -37899.658038 nChanged 42 SP:Iteration 5F (133.261551 sec): 3 clusters Score: Raw -38565.457143 + Penalty 578.851581 = -37986.605562 nChanged 44 SP:Iteration 6F (133.263140 sec): 3 clusters Score: Raw -38657.756323 + Penalty 566.449923 = -38091.306401 nChanged 31 SP:Iteration 7Q (133.264578 sec): 3 clusters Score: Raw -38709.052150 + Penalty 562.065371 = -38146.986779 nChanged 14 SP:Iteration 8Q (133.265947 sec): 3 clusters Score: Raw -38724.885290 + Penalty 560.154704 = -38164.730586 nChanged 7 SP:Iteration 9Q (133.267327 sec): 3 clusters Score: Raw -38733.376117 + Penalty 558.571801 = -38174.804316 nChanged 4 SP:Iteration 10F (133.268916 sec): 3 clusters Score: Raw -38739.251943 + Penalty 558.033567 = -38181.218376 nChanged 2 SP:Iteration 11Q (133.270266 sec): 3 clusters Score: Raw -38740.839170 + Penalty 558.033567 = -38182.805603 nChanged 0 SP:Iteration 12F (133.271875 sec): 3 clusters Score: Raw -38740.839170 + Penalty 558.033567 = -38182.805603 nChanged 0 Score: Raw -2421134.032640 + Penalty 120419.551654 = -2300714.480986 Splitting cluster 53 changes total score from -2260869.906513 to -2300714.480986 So it's getting split into cluster 10. Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 54 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.337122 sec): 2 clusters Score: Raw -10867.101821 + Penalty 668.969088 = -10198.132733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.337774 sec): 3 clusters Score: Raw -10891.548580 + Penalty 1334.593317 = -9556.955262 nChanged 50 SP:Iteration 1F (136.338416 sec): 3 clusters Score: Raw -11025.595561 + Penalty 1327.151720 = -9698.443841 nChanged 30 SP:Iteration 2F (136.339059 sec): 3 clusters Score: Raw -11140.404442 + Penalty 1325.248128 = -9815.156315 nChanged 19 SP:Iteration 3F (136.339699 sec): 3 clusters Score: Raw -11229.786162 + Penalty 1323.810437 = -9905.975726 nChanged 12 SP:Iteration 4Q (136.340287 sec): 3 clusters Score: Raw -11267.198150 + Penalty 1321.407646 = -9945.790503 nChanged 6 SP:Iteration 5Q (136.340865 sec): 3 clusters Score: Raw -11284.725330 + Penalty 1319.233847 = -9965.491482 nChanged 3 SP:Iteration 6Q (136.341435 sec): 3 clusters Score: Raw -11304.729531 + Penalty 1316.399947 = -9988.329584 nChanged 5 SP:Iteration 7Q (136.342002 sec): 3 clusters Score: Raw -11349.749266 + Penalty 1317.351818 = -10032.397448 nChanged 3 SP:Iteration 8Q (136.342600 sec): 3 clusters Score: Raw -11383.186924 + Penalty 1321.185931 = -10062.000992 nChanged 2 SP:Iteration 9Q (136.343166 sec): 3 clusters Score: Raw -11401.853454 + Penalty 1321.185931 = -10080.667522 nChanged 0 SP:Iteration 10F (136.343806 sec): 3 clusters Score: Raw -11402.344496 + Penalty 1322.511507 = -10079.832990 nChanged 1 SP:Iteration 11F (136.344445 sec): 3 clusters Score: Raw -11426.329563 + Penalty 1323.378364 = -10102.951199 nChanged 1 SP:Iteration 12Q (136.345004 sec): 3 clusters Score: Raw -11438.627332 + Penalty 1321.476314 = -10117.151018 nChanged 1 SP:Iteration 13Q (136.345564 sec): 3 clusters Score: Raw -11445.263774 + Penalty 1321.476314 = -10123.787459 nChanged 0 SP:Iteration 14F (136.346203 sec): 3 clusters Score: Raw -11445.263774 + Penalty 1321.476314 = -10123.787459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 55 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.346764 sec): 2 clusters Score: Raw -820.158258 + Penalty 259.633101 = -560.525157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.347004 sec): 3 clusters Score: Raw -867.589679 + Penalty 521.294424 = -346.295255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 57 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.348176 sec): 2 clusters Score: Raw -12955.237996 + Penalty 141.912987 = -12813.325009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.348854 sec): 3 clusters Score: Raw -12821.644382 + Penalty 285.169784 = -12536.474598 nChanged 90 SP:Iteration 1F (136.349520 sec): 3 clusters Score: Raw -12898.773842 + Penalty 291.773026 = -12607.000816 nChanged 33 SP:Iteration 2F (136.350182 sec): 3 clusters Score: Raw -12937.146245 + Penalty 298.930092 = -12638.216153 nChanged 32 SP:Iteration 3F (136.350845 sec): 3 clusters Score: Raw -12969.307699 + Penalty 307.030672 = -12662.277028 nChanged 16 SP:Iteration 4F (136.351506 sec): 3 clusters Score: Raw -12987.341895 + Penalty 307.829030 = -12679.512865 nChanged 12 SP:Iteration 5Q (136.352161 sec): 3 clusters Score: Raw -12999.948654 + Penalty 328.935486 = -12671.013168 nChanged 11 SP:Iteration 6F (136.352820 sec): 3 clusters Score: Raw -13015.104531 + Penalty 350.678963 = -12664.425568 nChanged 6 SP:Iteration 7F (136.353483 sec): 3 clusters Score: Raw -13024.295300 + Penalty 358.337143 = -12665.958156 nChanged 2 SP:Iteration 8Q (136.354087 sec): 3 clusters Score: Raw -13025.698799 + Penalty 360.014281 = -12665.684518 nChanged 1 SP:Iteration 9F (136.354747 sec): 3 clusters Score: Raw -13026.094940 + Penalty 360.014281 = -12666.080659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 58 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.355474 sec): 2 clusters Score: Raw -3863.045764 + Penalty 521.635829 = -3341.409935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.355844 sec): 3 clusters Score: Raw -3967.659872 + Penalty 1043.271657 = -2924.388215 nChanged 4 SP:Iteration 1Q (136.356190 sec): 3 clusters Score: Raw -3981.075072 + Penalty 1042.834801 = -2938.240271 nChanged 1 SP:Iteration 2Q (136.356551 sec): 3 clusters Score: Raw -3986.572061 + Penalty 1042.796420 = -2943.775641 nChanged 1 SP:Iteration 3Q (136.356896 sec): 3 clusters Score: Raw -3989.115330 + Penalty 1042.796420 = -2946.318909 nChanged 0 SP:Iteration 4F (136.357259 sec): 3 clusters Score: Raw -3989.115330 + Penalty 1042.796420 = -2946.318909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 59 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.358085 sec): 2 clusters Score: Raw -6308.319326 + Penalty 420.535669 = -5887.783657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.358532 sec): 3 clusters Score: Raw -6308.863005 + Penalty 840.966841 = -5467.896164 nChanged 17 SP:Iteration 1F (136.359000 sec): 3 clusters Score: Raw -6351.370518 + Penalty 842.246014 = -5509.124504 nChanged 8 SP:Iteration 2F (136.359439 sec): 3 clusters Score: Raw -6368.150834 + Penalty 842.786161 = -5525.364673 nChanged 1 SP:Iteration 3Q (136.359859 sec): 3 clusters Score: Raw -6371.656450 + Penalty 842.786161 = -5528.870289 nChanged 0 SP:Iteration 4F (136.360299 sec): 3 clusters Score: Raw -6371.656450 + Penalty 842.786161 = -5528.870289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 60 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.361624 sec): 2 clusters Score: Raw -17531.410446 + Penalty 802.428173 = -16728.982273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.362402 sec): 3 clusters Score: Raw -17509.685286 + Penalty 1608.719677 = -15900.965609 nChanged 60 SP:Iteration 1F (136.363172 sec): 3 clusters Score: Raw -17584.574564 + Penalty 1610.012855 = -15974.561708 nChanged 11 SP:Iteration 2Q (136.363923 sec): 3 clusters Score: Raw -17605.145786 + Penalty 1611.818221 = -15993.327565 nChanged 6 SP:Iteration 3Q (136.364639 sec): 3 clusters Score: Raw -17614.095154 + Penalty 1612.091036 = -16002.004118 nChanged 4 SP:Iteration 4Q (136.365352 sec): 3 clusters Score: Raw -17621.781707 + Penalty 1612.900705 = -16008.881002 nChanged 1 SP:Iteration 5Q (136.366063 sec): 3 clusters Score: Raw -17622.932019 + Penalty 1613.305999 = -16009.626020 nChanged 1 SP:Iteration 6Q (136.366773 sec): 3 clusters Score: Raw -17624.869953 + Penalty 1613.305999 = -16011.563954 nChanged 0 SP:Iteration 7F (136.367509 sec): 3 clusters Score: Raw -17624.869953 + Penalty 1613.305999 = -16011.563954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 61 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.368034 sec): 2 clusters Score: Raw -502.300002 + Penalty 219.203186 = -283.096816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.368260 sec): 3 clusters Score: Raw -522.952712 + Penalty 442.027539 = -80.925173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 62 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.368772 sec): 2 clusters Score: Raw -695.039524 + Penalty 261.911125 = -433.128399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.369004 sec): 3 clusters Score: Raw -729.534056 + Penalty 516.392936 = -213.141120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 64 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.369566 sec): 2 clusters Score: Raw -1721.115060 + Penalty 371.487042 = -1349.628018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.369835 sec): 3 clusters Score: Raw -1788.208174 + Penalty 741.459171 = -1046.749004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 65 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.370335 sec): 2 clusters Score: Raw -521.129334 + Penalty 211.675959 = -309.453375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.370559 sec): 3 clusters Score: Raw -532.177544 + Penalty 431.385954 = -100.791590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 66 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.371837 sec): 2 clusters Score: Raw -14961.131453 + Penalty 523.369051 = -14437.762401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.372552 sec): 3 clusters Score: Raw -14867.556204 + Penalty 1054.533955 = -13813.022250 nChanged 76 SP:Iteration 1F (136.373273 sec): 3 clusters Score: Raw -14940.364012 + Penalty 1062.434796 = -13877.929216 nChanged 20 SP:Iteration 2F (136.373984 sec): 3 clusters Score: Raw -14962.509085 + Penalty 1071.149157 = -13891.359929 nChanged 14 SP:Iteration 3Q (136.374710 sec): 3 clusters Score: Raw -14982.440105 + Penalty 1077.379340 = -13905.060765 nChanged 7 SP:Iteration 4Q (136.375401 sec): 3 clusters Score: Raw -14988.340157 + Penalty 1083.017178 = -13905.322979 nChanged 7 SP:Iteration 5Q (136.376089 sec): 3 clusters Score: Raw -14994.910659 + Penalty 1086.568761 = -13908.341898 nChanged 3 SP:Iteration 6Q (136.376773 sec): 3 clusters Score: Raw -14997.321556 + Penalty 1088.881275 = -13908.440281 nChanged 2 SP:Iteration 7Q (136.377460 sec): 3 clusters Score: Raw -14999.234230 + Penalty 1089.150802 = -13910.083428 nChanged 2 SP:Iteration 8Q (136.378145 sec): 3 clusters Score: Raw -15000.712109 + Penalty 1088.755494 = -13911.956615 nChanged 2 SP:Iteration 9Q (136.378824 sec): 3 clusters Score: Raw -15002.537360 + Penalty 1090.040733 = -13912.496628 nChanged 1 SP:Iteration 10F (136.379554 sec): 3 clusters Score: Raw -15002.896445 + Penalty 1089.763470 = -13913.132975 nChanged 1 SP:Iteration 11Q (136.380233 sec): 3 clusters Score: Raw -15003.135596 + Penalty 1091.699527 = -13911.436069 nChanged 1 SP:Iteration 12F (136.380941 sec): 3 clusters Score: Raw -15003.585008 + Penalty 1091.699527 = -13911.885481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 67 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.382406 sec): 2 clusters Score: Raw -19824.998452 + Penalty 646.719017 = -19178.279436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.383292 sec): 3 clusters Score: Raw -19747.210016 + Penalty 1293.460177 = -18453.749839 nChanged 70 SP:Iteration 1F (136.384163 sec): 3 clusters Score: Raw -19832.734363 + Penalty 1294.215047 = -18538.519316 nChanged 24 SP:Iteration 2F (136.385030 sec): 3 clusters Score: Raw -19860.289000 + Penalty 1294.445627 = -18565.843373 nChanged 12 SP:Iteration 3Q (136.385879 sec): 3 clusters Score: Raw -19886.547825 + Penalty 1294.916291 = -18591.631534 nChanged 9 SP:Iteration 4Q (136.386726 sec): 3 clusters Score: Raw -19895.949872 + Penalty 1294.571770 = -18601.378103 nChanged 10 SP:Iteration 5Q (136.387573 sec): 3 clusters Score: Raw -19913.543052 + Penalty 1295.204074 = -18618.338979 nChanged 6 SP:Iteration 6Q (136.388384 sec): 3 clusters Score: Raw -19925.472110 + Penalty 1295.087264 = -18630.384846 nChanged 8 SP:Iteration 7Q (136.389203 sec): 3 clusters Score: Raw -19944.496072 + Penalty 1295.739626 = -18648.756446 nChanged 6 SP:Iteration 8Q (136.390007 sec): 3 clusters Score: Raw -19950.575415 + Penalty 1296.831645 = -18653.743770 nChanged 4 SP:Iteration 9Q (136.390811 sec): 3 clusters Score: Raw -19954.271327 + Penalty 1297.202614 = -18657.068713 nChanged 7 SP:Iteration 10F (136.391642 sec): 3 clusters Score: Raw -19968.816295 + Penalty 1296.055892 = -18672.760403 nChanged 5 SP:Iteration 11Q (136.392445 sec): 3 clusters Score: Raw -19977.386397 + Penalty 1295.208127 = -18682.178269 nChanged 6 SP:Iteration 12Q (136.393248 sec): 3 clusters Score: Raw -19994.333170 + Penalty 1294.749031 = -18699.584139 nChanged 4 SP:Iteration 13Q (136.394042 sec): 3 clusters Score: Raw -20000.919769 + Penalty 1295.052680 = -18705.867088 nChanged 1 SP:Iteration 14Q (136.394832 sec): 3 clusters Score: Raw -20002.262176 + Penalty 1295.052680 = -18707.209496 nChanged 0 SP:Iteration 15F (136.395662 sec): 3 clusters Score: Raw -20002.262176 + Penalty 1295.052680 = -18707.209496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 68 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.396451 sec): 2 clusters Score: Raw -4866.214437 + Penalty 198.165041 = -4668.049396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.396850 sec): 3 clusters Score: Raw -4846.614823 + Penalty 393.637399 = -4452.977424 nChanged 17 SP:Iteration 1F (136.397241 sec): 3 clusters Score: Raw -4866.634354 + Penalty 399.911397 = -4466.722957 nChanged 4 SP:Iteration 2Q (136.397652 sec): 3 clusters Score: Raw -4871.801376 + Penalty 416.217759 = -4455.583617 nChanged 5 SP:Iteration 3F (136.398042 sec): 3 clusters Score: Raw -4883.333098 + Penalty 419.129956 = -4464.203142 nChanged 2 SP:Iteration 4Q (136.398437 sec): 3 clusters Score: Raw -4891.425450 + Penalty 419.129956 = -4472.295494 nChanged 0 SP:Iteration 5F (136.398833 sec): 3 clusters Score: Raw -4891.425450 + Penalty 419.129956 = -4472.295494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 70 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.399383 sec): 2 clusters Score: Raw -1448.036430 + Penalty 343.620896 = -1104.415534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.399638 sec): 3 clusters Score: Raw -1487.626732 + Penalty 687.686641 = -799.940091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 71 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.400284 sec): 2 clusters Score: Raw -3280.268673 + Penalty 448.052403 = -2832.216270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.400608 sec): 3 clusters Score: Raw -3342.276194 + Penalty 898.786143 = -2443.490051 nChanged 2 SP:Iteration 1Q (136.400914 sec): 3 clusters Score: Raw -3350.615511 + Penalty 898.786143 = -2451.829368 nChanged 0 SP:Iteration 2F (136.401232 sec): 3 clusters Score: Raw -3350.615511 + Penalty 898.786143 = -2451.829368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 72 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.401856 sec): 2 clusters Score: Raw -2385.063357 + Penalty 630.218367 = -1754.844989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.402169 sec): 3 clusters Score: Raw -2597.519023 + Penalty 1260.298532 = -1337.220491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 76 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.402673 sec): 2 clusters Score: Raw -624.222680 + Penalty 257.939176 = -366.283504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.402900 sec): 3 clusters Score: Raw -642.056551 + Penalty 528.290986 = -113.765565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 77 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.403402 sec): 2 clusters Score: Raw -502.953615 + Penalty 186.765377 = -316.188238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.403626 sec): 3 clusters Score: Raw -510.774480 + Penalty 368.203637 = -142.570843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 78 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.404397 sec): 2 clusters Score: Raw -4409.023981 + Penalty 610.522979 = -3798.501002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.404801 sec): 3 clusters Score: Raw -4517.427904 + Penalty 1221.990352 = -3295.437552 nChanged 9 SP:Iteration 1F (136.405196 sec): 3 clusters Score: Raw -4561.521343 + Penalty 1221.990352 = -3339.530991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 80 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.406281 sec): 2 clusters Score: Raw -9860.341407 + Penalty 350.344375 = -9509.997033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.406898 sec): 3 clusters Score: Raw -9826.025204 + Penalty 703.789522 = -9122.235682 nChanged 45 SP:Iteration 1F (136.407496 sec): 3 clusters Score: Raw -9892.299492 + Penalty 704.695111 = -9187.604382 nChanged 9 SP:Iteration 2Q (136.408086 sec): 3 clusters Score: Raw -9902.881039 + Penalty 706.636839 = -9196.244200 nChanged 7 SP:Iteration 3Q (136.408689 sec): 3 clusters Score: Raw -9912.508048 + Penalty 706.243759 = -9206.264290 nChanged 2 SP:Iteration 4Q (136.409294 sec): 3 clusters Score: Raw -9913.453236 + Penalty 706.243759 = -9207.209477 nChanged 0 SP:Iteration 5F (136.409897 sec): 3 clusters Score: Raw -9913.453236 + Penalty 706.243759 = -9207.209477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 81 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.410862 sec): 2 clusters Score: Raw -7168.534653 + Penalty 738.763091 = -6429.771562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.411358 sec): 3 clusters Score: Raw -7278.908037 + Penalty 1477.063765 = -5801.844272 nChanged 27 SP:Iteration 1F (136.411845 sec): 3 clusters Score: Raw -7342.831608 + Penalty 1476.342367 = -5866.489241 nChanged 5 SP:Iteration 2Q (136.412304 sec): 3 clusters Score: Raw -7374.837366 + Penalty 1475.869558 = -5898.967808 nChanged 1 SP:Iteration 3Q (136.412757 sec): 3 clusters Score: Raw -7379.503307 + Penalty 1475.336668 = -5904.166639 nChanged 1 SP:Iteration 4Q (136.413213 sec): 3 clusters Score: Raw -7383.256419 + Penalty 1475.113905 = -5908.142513 nChanged 1 SP:Iteration 5Q (136.413664 sec): 3 clusters Score: Raw -7388.182684 + Penalty 1475.113905 = -5913.068779 nChanged 0 SP:Iteration 6F (136.414148 sec): 3 clusters Score: Raw -7388.182684 + Penalty 1475.113905 = -5913.068779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 82 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.414729 sec): 2 clusters Score: Raw -1599.853966 + Penalty 364.491230 = -1235.362736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.414996 sec): 3 clusters Score: Raw -1679.717680 + Penalty 720.598730 = -959.118950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 83 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.415632 sec): 2 clusters Score: Raw -2852.732519 + Penalty 348.563896 = -2504.168622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.415955 sec): 3 clusters Score: Raw -2894.048555 + Penalty 689.331437 = -2204.717118 nChanged 8 SP:Iteration 1F (136.416271 sec): 3 clusters Score: Raw -2911.481734 + Penalty 688.530153 = -2222.951581 nChanged 2 SP:Iteration 2Q (136.416574 sec): 3 clusters Score: Raw -2914.517629 + Penalty 691.241285 = -2223.276344 nChanged 1 SP:Iteration 3Q (136.416876 sec): 3 clusters Score: Raw -2916.509489 + Penalty 691.241285 = -2225.268205 nChanged 0 SP:Iteration 4F (136.417190 sec): 3 clusters Score: Raw -2916.509489 + Penalty 691.241285 = -2225.268205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 84 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.418314 sec): 2 clusters Score: Raw -11037.081533 + Penalty 257.578150 = -10779.503383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.418964 sec): 3 clusters Score: Raw -10958.621989 + Penalty 514.631814 = -10443.990174 nChanged 65 SP:Iteration 1F (136.419603 sec): 3 clusters Score: Raw -11009.901985 + Penalty 515.761333 = -10494.140652 nChanged 18 SP:Iteration 2F (136.420239 sec): 3 clusters Score: Raw -11031.809636 + Penalty 516.840175 = -10514.969461 nChanged 17 SP:Iteration 3F (136.420881 sec): 3 clusters Score: Raw -11047.701095 + Penalty 517.659127 = -10530.041967 nChanged 12 SP:Iteration 4Q (136.421501 sec): 3 clusters Score: Raw -11062.882077 + Penalty 521.422086 = -10541.459991 nChanged 8 SP:Iteration 5Q (136.422120 sec): 3 clusters Score: Raw -11077.654997 + Penalty 522.327259 = -10555.327738 nChanged 4 SP:Iteration 6Q (136.422733 sec): 3 clusters Score: Raw -11079.970954 + Penalty 522.426674 = -10557.544280 nChanged 1 SP:Iteration 7Q (136.423349 sec): 3 clusters Score: Raw -11082.605350 + Penalty 522.064888 = -10560.540463 nChanged 3 SP:Iteration 8Q (136.423960 sec): 3 clusters Score: Raw -11087.909922 + Penalty 521.734956 = -10566.174966 nChanged 3 SP:Iteration 9Q (136.424595 sec): 3 clusters Score: Raw -11091.957495 + Penalty 521.477987 = -10570.479508 nChanged 2 SP:Iteration 10F (136.425229 sec): 3 clusters Score: Raw -11093.867560 + Penalty 520.274468 = -10573.593092 nChanged 2 SP:Iteration 11Q (136.425835 sec): 3 clusters Score: Raw -11095.026756 + Penalty 519.187919 = -10575.838837 nChanged 1 SP:Iteration 12Q (136.426440 sec): 3 clusters Score: Raw -11095.768297 + Penalty 518.155883 = -10577.612414 nChanged 1 SP:Iteration 13Q (136.427042 sec): 3 clusters Score: Raw -11096.595764 + Penalty 518.155883 = -10578.439881 nChanged 0 SP:Iteration 14F (136.427675 sec): 3 clusters Score: Raw -11096.595764 + Penalty 518.155883 = -10578.439881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 85 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.428284 sec): 2 clusters Score: Raw -2021.713588 + Penalty 366.563839 = -1655.149749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.428569 sec): 3 clusters Score: Raw -2071.841976 + Penalty 740.325698 = -1331.516279 nChanged 3 SP:Iteration 1F (136.428848 sec): 3 clusters Score: Raw -2083.670512 + Penalty 740.325698 = -1343.344814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 86 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.429377 sec): 2 clusters Score: Raw -1021.884237 + Penalty 265.358880 = -756.525357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.429619 sec): 3 clusters Score: Raw -1053.797661 + Penalty 513.178859 = -540.618802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 87 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.430452 sec): 2 clusters Score: Raw -6748.217394 + Penalty 551.879287 = -6196.338107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.430901 sec): 3 clusters Score: Raw -6787.401340 + Penalty 1105.656068 = -5681.745272 nChanged 8 SP:Iteration 1F (136.431341 sec): 3 clusters Score: Raw -6797.893159 + Penalty 1105.623541 = -5692.269617 nChanged 1 SP:Iteration 2Q (136.431768 sec): 3 clusters Score: Raw -6799.367844 + Penalty 1105.623541 = -5693.744302 nChanged 0 SP:Iteration 3F (136.432207 sec): 3 clusters Score: Raw -6799.367844 + Penalty 1105.623541 = -5693.744302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 89 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.432878 sec): 2 clusters Score: Raw -2048.704134 + Penalty 274.312222 = -1774.391912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.433165 sec): 3 clusters Score: Raw -2062.222245 + Penalty 538.849623 = -1523.372621 nChanged 1 SP:Iteration 1Q (136.433440 sec): 3 clusters Score: Raw -2068.456286 + Penalty 538.849623 = -1529.606662 nChanged 0 SP:Iteration 2F (136.433719 sec): 3 clusters Score: Raw -2068.456286 + Penalty 538.849623 = -1529.606662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 91 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.434303 sec): 2 clusters Score: Raw -661.381034 + Penalty 230.478997 = -430.902037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.434532 sec): 3 clusters Score: Raw -674.188191 + Penalty 458.604452 = -215.583740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 92 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.435066 sec): 2 clusters Score: Raw -1229.867198 + Penalty 289.878813 = -939.988385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.435319 sec): 3 clusters Score: Raw -1273.230241 + Penalty 578.072872 = -695.157369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 94 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.435893 sec): 2 clusters Score: Raw -1559.499935 + Penalty 377.186173 = -1182.313762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.436159 sec): 3 clusters Score: Raw -1638.654241 + Penalty 755.408084 = -883.246157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 96 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.437570 sec): 2 clusters Score: Raw -17793.001446 + Penalty 375.538636 = -17417.462810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.438374 sec): 3 clusters Score: Raw -17651.342570 + Penalty 752.240826 = -16899.101744 nChanged 96 SP:Iteration 1F (136.439176 sec): 3 clusters Score: Raw -17711.751699 + Penalty 752.863787 = -16958.887912 nChanged 29 SP:Iteration 2F (136.439986 sec): 3 clusters Score: Raw -17733.214297 + Penalty 754.303588 = -16978.910710 nChanged 19 SP:Iteration 3F (136.440778 sec): 3 clusters Score: Raw -17752.400673 + Penalty 758.439734 = -16993.960939 nChanged 15 SP:Iteration 4Q (136.441561 sec): 3 clusters Score: Raw -17762.563108 + Penalty 761.250611 = -17001.312497 nChanged 9 SP:Iteration 5Q (136.442342 sec): 3 clusters Score: Raw -17770.227425 + Penalty 764.573940 = -17005.653485 nChanged 4 SP:Iteration 6Q (136.443123 sec): 3 clusters Score: Raw -17773.082725 + Penalty 770.088273 = -17002.994452 nChanged 6 SP:Iteration 7F (136.443914 sec): 3 clusters Score: Raw -17777.244818 + Penalty 775.457955 = -17001.786863 nChanged 7 SP:Iteration 8F (136.444705 sec): 3 clusters Score: Raw -17782.203360 + Penalty 782.711443 = -16999.491917 nChanged 7 SP:Iteration 9F (136.445494 sec): 3 clusters Score: Raw -17787.775028 + Penalty 794.081244 = -16993.693784 nChanged 8 SP:Iteration 10F (136.446284 sec): 3 clusters Score: Raw -17799.824986 + Penalty 807.095906 = -16992.729080 nChanged 12 SP:Iteration 11F (136.447073 sec): 3 clusters Score: Raw -17816.294927 + Penalty 825.431586 = -16990.863341 nChanged 10 SP:Iteration 12F (136.447861 sec): 3 clusters Score: Raw -17829.763775 + Penalty 839.167923 = -16990.595852 nChanged 8 SP:Iteration 13F (136.448650 sec): 3 clusters Score: Raw -17837.123811 + Penalty 844.183902 = -16992.939909 nChanged 4 SP:Iteration 14Q (136.449387 sec): 3 clusters Score: Raw -17839.761084 + Penalty 852.407097 = -16987.353987 nChanged 4 SP:Iteration 15F (136.450177 sec): 3 clusters Score: Raw -17848.037446 + Penalty 862.688676 = -16985.348770 nChanged 4 SP:Iteration 16F (136.450965 sec): 3 clusters Score: Raw -17853.813584 + Penalty 871.913658 = -16981.899926 nChanged 5 SP:Iteration 17F (136.451752 sec): 3 clusters Score: Raw -17859.234611 + Penalty 881.129518 = -16978.105093 nChanged 3 SP:Iteration 18F (136.452539 sec): 3 clusters Score: Raw -17861.662254 + Penalty 882.318152 = -16979.344102 nChanged 1 SP:Iteration 19Q (136.453249 sec): 3 clusters Score: Raw -17863.883444 + Penalty 882.782494 = -16981.100950 nChanged 1 SP:Iteration 20F (136.454035 sec): 3 clusters Score: Raw -17864.174384 + Penalty 882.782494 = -16981.391890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 98 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.454679 sec): 2 clusters Score: Raw -2651.468008 + Penalty 445.491342 = -2205.976666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.454988 sec): 3 clusters Score: Raw -2728.710626 + Penalty 891.969701 = -1836.740924 nChanged 1 SP:Iteration 1Q (136.455278 sec): 3 clusters Score: Raw -2730.991956 + Penalty 891.969701 = -1839.022255 nChanged 0 SP:Iteration 2F (136.455581 sec): 3 clusters Score: Raw -2730.991956 + Penalty 891.969701 = -1839.022255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 100 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.456473 sec): 2 clusters Score: Raw -8634.491456 + Penalty 582.085817 = -8052.405639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.456996 sec): 3 clusters Score: Raw -8662.937206 + Penalty 1162.039886 = -7500.897319 nChanged 17 SP:Iteration 1F (136.457483 sec): 3 clusters Score: Raw -8690.799797 + Penalty 1162.807624 = -7527.992174 nChanged 3 SP:Iteration 2Q (136.457955 sec): 3 clusters Score: Raw -8698.490089 + Penalty 1162.807624 = -7535.682465 nChanged 0 SP:Iteration 3F (136.458440 sec): 3 clusters Score: Raw -8698.490089 + Penalty 1162.807624 = -7535.682465 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 102 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.460652 sec): 2 clusters Score: Raw -34349.830952 + Penalty 56.561421 = -34293.269531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.462012 sec): 3 clusters Score: Raw -33931.350063 + Penalty 123.155599 = -33808.194464 nChanged 298 SP:Iteration 1F (136.463400 sec): 3 clusters Score: Raw -34224.263635 + Penalty 130.375598 = -34093.888036 nChanged 53 SP:Iteration 2F (136.464764 sec): 3 clusters Score: Raw -34312.556612 + Penalty 135.600719 = -34176.955893 nChanged 16 SP:Iteration 3Q (136.465993 sec): 3 clusters Score: Raw -34321.230130 + Penalty 143.751837 = -34177.478293 nChanged 16 SP:Iteration 4Q (136.467215 sec): 3 clusters Score: Raw -34329.805210 + Penalty 146.008799 = -34183.796411 nChanged 12 SP:Iteration 5Q (136.468408 sec): 3 clusters Score: Raw -34337.546077 + Penalty 164.580826 = -34172.965251 nChanged 12 SP:Iteration 6F (136.469750 sec): 3 clusters Score: Raw -34348.264682 + Penalty 197.691492 = -34150.573190 nChanged 11 SP:Iteration 7F (136.471097 sec): 3 clusters Score: Raw -34359.227037 + Penalty 197.859930 = -34161.367107 nChanged 2 SP:Iteration 8Q (136.472226 sec): 3 clusters Score: Raw -34360.290327 + Penalty 204.368549 = -34155.921777 nChanged 1 SP:Iteration 9F (136.473592 sec): 3 clusters Score: Raw -34360.103634 + Penalty 205.421298 = -34154.682336 nChanged 1 SP:Iteration 10F (136.474958 sec): 3 clusters Score: Raw -34360.180880 + Penalty 219.630515 = -34140.550364 nChanged 2 SP:Iteration 11F (136.476317 sec): 3 clusters Score: Raw -34360.283637 + Penalty 207.290661 = -34152.992976 nChanged 1 SP:Iteration 12Q (136.477440 sec): 3 clusters Score: Raw -34359.756443 + Penalty 218.982319 = -34140.774124 nChanged 1 SP:Iteration 13F (136.478808 sec): 3 clusters Score: Raw -34360.369133 + Penalty 218.982319 = -34141.386815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 104 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.479364 sec): 2 clusters Score: Raw -648.153910 + Penalty 250.286370 = -397.867540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.479602 sec): 3 clusters Score: Raw -691.121682 + Penalty 488.560494 = -202.561188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 105 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.480559 sec): 2 clusters Score: Raw -8408.094193 + Penalty 523.845114 = -7884.249079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.481089 sec): 3 clusters Score: Raw -8400.698482 + Penalty 1047.869347 = -7352.829135 nChanged 25 SP:Iteration 1F (136.481608 sec): 3 clusters Score: Raw -8444.669460 + Penalty 1048.505995 = -7396.163465 nChanged 8 SP:Iteration 2Q (136.482117 sec): 3 clusters Score: Raw -8458.367656 + Penalty 1048.376123 = -7409.991534 nChanged 6 SP:Iteration 3Q (136.482624 sec): 3 clusters Score: Raw -8467.365002 + Penalty 1047.772087 = -7419.592915 nChanged 3 SP:Iteration 4Q (136.483130 sec): 3 clusters Score: Raw -8483.797118 + Penalty 1047.749591 = -7436.047527 nChanged 3 SP:Iteration 5Q (136.483629 sec): 3 clusters Score: Raw -8492.629568 + Penalty 1047.891305 = -7444.738262 nChanged 1 SP:Iteration 6Q (136.484126 sec): 3 clusters Score: Raw -8493.544957 + Penalty 1047.891305 = -7445.653652 nChanged 0 SP:Iteration 7F (136.484643 sec): 3 clusters Score: Raw -8493.544957 + Penalty 1047.891305 = -7445.653652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 106 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.485180 sec): 2 clusters Score: Raw -418.540796 + Penalty 157.976634 = -260.564162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.485404 sec): 3 clusters Score: Raw -432.170316 + Penalty 335.751875 = -96.418441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 107 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.486203 sec): 2 clusters Score: Raw -6220.922410 + Penalty 497.665112 = -5723.257298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.486631 sec): 3 clusters Score: Raw -6223.469485 + Penalty 993.539485 = -5229.929999 nChanged 10 SP:Iteration 1F (136.487052 sec): 3 clusters Score: Raw -6240.779560 + Penalty 994.140950 = -5246.638610 nChanged 2 SP:Iteration 2Q (136.487464 sec): 3 clusters Score: Raw -6243.803486 + Penalty 994.140950 = -5249.662536 nChanged 0 SP:Iteration 3F (136.487883 sec): 3 clusters Score: Raw -6243.803486 + Penalty 994.140950 = -5249.662536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 111 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.488400 sec): 2 clusters Score: Raw -677.434232 + Penalty 278.417141 = -399.017091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.488633 sec): 3 clusters Score: Raw -716.779863 + Penalty 551.983243 = -164.796620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 112 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.489163 sec): 2 clusters Score: Raw -973.928926 + Penalty 303.148759 = -670.780167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.489410 sec): 3 clusters Score: Raw -1035.403286 + Penalty 626.080513 = -409.322772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 113 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.489926 sec): 2 clusters Score: Raw -814.530509 + Penalty 273.377109 = -541.153399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.490160 sec): 3 clusters Score: Raw -846.757796 + Penalty 546.451146 = -300.306650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 114 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.490643 sec): 2 clusters Score: Raw -173.790010 + Penalty 88.464452 = -85.325558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.490855 sec): 3 clusters Score: Raw -167.869215 + Penalty 177.358539 = 9.489324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 117 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.491660 sec): 2 clusters Score: Raw -6659.346943 + Penalty 551.976255 = -6107.370688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.492098 sec): 3 clusters Score: Raw -6687.051865 + Penalty 1104.136432 = -5582.915433 nChanged 10 SP:Iteration 1F (136.492527 sec): 3 clusters Score: Raw -6709.437398 + Penalty 1104.443345 = -5604.994053 nChanged 2 SP:Iteration 2Q (136.492942 sec): 3 clusters Score: Raw -6715.475209 + Penalty 1104.443345 = -5611.031863 nChanged 0 SP:Iteration 3F (136.493373 sec): 3 clusters Score: Raw -6715.475209 + Penalty 1104.443345 = -5611.031863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 119 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.493873 sec): 2 clusters Score: Raw -447.166685 + Penalty 213.824254 = -233.342431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.494095 sec): 3 clusters Score: Raw -460.521936 + Penalty 415.948887 = -44.573049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 120 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.494618 sec): 2 clusters Score: Raw -576.890674 + Penalty 164.309158 = -412.581517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.494846 sec): 3 clusters Score: Raw -591.674885 + Penalty 330.984764 = -260.690121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 122 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.495448 sec): 2 clusters Score: Raw -2330.211746 + Penalty 406.140091 = -1924.071655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.495745 sec): 3 clusters Score: Raw -2391.550350 + Penalty 814.343307 = -1577.207043 nChanged 1 SP:Iteration 1Q (136.496025 sec): 3 clusters Score: Raw -2393.991231 + Penalty 814.343307 = -1579.647924 nChanged 0 SP:Iteration 2F (136.496317 sec): 3 clusters Score: Raw -2393.991231 + Penalty 814.343307 = -1579.647924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 123 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.496826 sec): 2 clusters Score: Raw -619.228866 + Penalty 229.008849 = -390.220017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.497058 sec): 3 clusters Score: Raw -681.889839 + Penalty 457.947628 = -223.942210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 127 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.497580 sec): 2 clusters Score: Raw -933.652998 + Penalty 271.260631 = -662.392367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.497820 sec): 3 clusters Score: Raw -944.588977 + Penalty 556.936534 = -387.652443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 128 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.498351 sec): 2 clusters Score: Raw -1098.464760 + Penalty 230.342066 = -868.122693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.498601 sec): 3 clusters Score: Raw -1136.774687 + Penalty 459.980736 = -676.793950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 129 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.499110 sec): 2 clusters Score: Raw -636.648816 + Penalty 223.188310 = -413.460506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.499339 sec): 3 clusters Score: Raw -667.048771 + Penalty 449.272412 = -217.776359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.499833 sec): 2 clusters Score: Raw -395.252039 + Penalty 167.025498 = -228.226542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.500054 sec): 3 clusters Score: Raw -403.262506 + Penalty 334.859100 = -68.403406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 134 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.500538 sec): 2 clusters Score: Raw -169.451409 + Penalty 106.658938 = -62.792471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.500750 sec): 3 clusters Score: Raw -162.889232 + Penalty 218.513331 = 55.624099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 135 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.501253 sec): 2 clusters Score: Raw -604.540195 + Penalty 208.964827 = -395.575368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.501481 sec): 3 clusters Score: Raw -626.228911 + Penalty 427.712220 = -198.516692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 137 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.501990 sec): 2 clusters Score: Raw -380.499184 + Penalty 171.873898 = -208.625286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.502212 sec): 3 clusters Score: Raw -396.119020 + Penalty 320.168607 = -75.950413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 138 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.502776 sec): 2 clusters Score: Raw -1797.210416 + Penalty 357.429774 = -1439.780642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.503052 sec): 3 clusters Score: Raw -1852.942475 + Penalty 711.875079 = -1141.067396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 139 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.503541 sec): 2 clusters Score: Raw -282.208808 + Penalty 131.204578 = -151.004230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.503756 sec): 3 clusters Score: Raw -282.656740 + Penalty 254.701176 = -27.955564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 141 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.505017 sec): 2 clusters Score: Raw -13506.662069 + Penalty 220.512166 = -13286.149903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.505766 sec): 3 clusters Score: Raw -13400.029794 + Penalty 450.135016 = -12949.894778 nChanged 102 SP:Iteration 1F (136.506497 sec): 3 clusters Score: Raw -13517.180113 + Penalty 478.835387 = -13038.344726 nChanged 41 SP:Iteration 2F (136.507228 sec): 3 clusters Score: Raw -13586.473519 + Penalty 494.381708 = -13092.091811 nChanged 19 SP:Iteration 3F (136.507957 sec): 3 clusters Score: Raw -13607.665587 + Penalty 501.545097 = -13106.120489 nChanged 4 SP:Iteration 4Q (136.508690 sec): 3 clusters Score: Raw -13610.910158 + Penalty 501.545097 = -13109.365061 nChanged 0 SP:Iteration 5F (136.509421 sec): 3 clusters Score: Raw -13610.910158 + Penalty 501.545097 = -13109.365061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 144 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.509946 sec): 2 clusters Score: Raw -516.929027 + Penalty 203.202640 = -313.726387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.510173 sec): 3 clusters Score: Raw -531.372595 + Penalty 396.354880 = -135.017715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 146 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.510662 sec): 2 clusters Score: Raw -276.617439 + Penalty 152.729561 = -123.887878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.510879 sec): 3 clusters Score: Raw -284.509636 + Penalty 304.388854 = 19.879218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 149 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.511366 sec): 2 clusters Score: Raw -287.341014 + Penalty 153.022410 = -134.318605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.511582 sec): 3 clusters Score: Raw -290.146376 + Penalty 307.220262 = 17.073886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 154 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.512121 sec): 2 clusters Score: Raw -1255.810531 + Penalty 268.597258 = -987.213273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.512377 sec): 3 clusters Score: Raw -1287.268803 + Penalty 536.990284 = -750.278520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 158 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.512903 sec): 2 clusters Score: Raw -1104.240931 + Penalty 318.411176 = -785.829755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.513174 sec): 3 clusters Score: Raw -1155.601756 + Penalty 637.754136 = -517.847620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 160 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.513676 sec): 2 clusters Score: Raw -520.120623 + Penalty 191.107926 = -329.012696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.513901 sec): 3 clusters Score: Raw -546.916337 + Penalty 386.928715 = -159.987622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 161 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.514403 sec): 2 clusters Score: Raw -628.586326 + Penalty 243.856486 = -384.729839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.514629 sec): 3 clusters Score: Raw -651.631634 + Penalty 475.154590 = -176.477045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 169 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.515124 sec): 2 clusters Score: Raw -499.643751 + Penalty 172.139378 = -327.504372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.515348 sec): 3 clusters Score: Raw -510.636422 + Penalty 343.760393 = -166.876028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.515830 sec): 2 clusters Score: Raw -229.445092 + Penalty 127.895786 = -101.549306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.516025 sec): 2 clusters Score: Raw -229.445092 + Penalty 127.895786 = -101.549306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 173 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.516518 sec): 2 clusters Score: Raw -446.618633 + Penalty 206.857601 = -239.761032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.516739 sec): 3 clusters Score: Raw -442.362713 + Penalty 450.345609 = 7.982896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 176 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.517357 sec): 2 clusters Score: Raw -3148.337877 + Penalty 487.461343 = -2660.876534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.517667 sec): 3 clusters Score: Raw -3209.945127 + Penalty 974.077418 = -2235.867708 nChanged 1 SP:Iteration 1Q (136.517961 sec): 3 clusters Score: Raw -3213.002610 + Penalty 974.077418 = -2238.925192 nChanged 0 SP:Iteration 2F (136.518266 sec): 3 clusters Score: Raw -3213.002610 + Penalty 974.077418 = -2238.925192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 179 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.518769 sec): 2 clusters Score: Raw -509.569377 + Penalty 215.852260 = -293.717117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.518992 sec): 3 clusters Score: Raw -525.886467 + Penalty 427.883182 = -98.003285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 181 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.519497 sec): 2 clusters Score: Raw -610.789808 + Penalty 258.360888 = -352.428920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.519725 sec): 3 clusters Score: Raw -660.564278 + Penalty 532.220023 = -128.344255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.520207 sec): 2 clusters Score: Raw -179.014346 + Penalty 107.262662 = -71.751683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.520418 sec): 3 clusters Score: Raw -172.013529 + Penalty 212.472359 = 40.458830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 187 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.520928 sec): 2 clusters Score: Raw -393.799170 + Penalty 186.411917 = -207.387253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.521147 sec): 3 clusters Score: Raw -394.951561 + Penalty 398.590551 = 3.638990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 188 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.521637 sec): 2 clusters Score: Raw -404.221801 + Penalty 188.075468 = -216.146333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.521858 sec): 3 clusters Score: Raw -408.874123 + Penalty 382.561460 = -26.312664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 192 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.522352 sec): 2 clusters Score: Raw -439.560048 + Penalty 210.581464 = -228.978584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.522574 sec): 3 clusters Score: Raw -464.993436 + Penalty 418.936019 = -46.057417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 195 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.523073 sec): 2 clusters Score: Raw -517.793728 + Penalty 204.901844 = -312.891883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.523297 sec): 3 clusters Score: Raw -523.013332 + Penalty 406.761310 = -116.252022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 197 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.523789 sec): 2 clusters Score: Raw -449.829363 + Penalty 188.048645 = -261.780717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.524012 sec): 3 clusters Score: Raw -461.601668 + Penalty 376.745488 = -84.856180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 200 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.524521 sec): 2 clusters Score: Raw -812.880432 + Penalty 284.183824 = -528.696608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.524755 sec): 3 clusters Score: Raw -838.795571 + Penalty 575.438117 = -263.357454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 202 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.525239 sec): 2 clusters Score: Raw -241.292584 + Penalty 118.573729 = -122.718854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.525453 sec): 3 clusters Score: Raw -233.983582 + Penalty 244.660902 = 10.677321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 204 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.525943 sec): 2 clusters Score: Raw -354.400237 + Penalty 188.782725 = -165.617512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.526158 sec): 3 clusters Score: Raw -351.560341 + Penalty 422.070181 = 70.509839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 210 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.526652 sec): 2 clusters Score: Raw -436.292337 + Penalty 193.291832 = -243.000506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.526873 sec): 3 clusters Score: Raw -461.980595 + Penalty 386.583663 = -75.396931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 212 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.527365 sec): 2 clusters Score: Raw -432.483355 + Penalty 200.532486 = -231.950869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.527599 sec): 3 clusters Score: Raw -422.501153 + Penalty 408.426643 = -14.074510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 225 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.528093 sec): 2 clusters Score: Raw -432.951287 + Penalty 160.679099 = -272.272188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.528313 sec): 3 clusters Score: Raw -452.146523 + Penalty 321.358198 = -130.788325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 227 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.528795 sec): 2 clusters Score: Raw -233.161091 + Penalty 135.439745 = -97.721347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.529008 sec): 3 clusters Score: Raw -229.023783 + Penalty 256.241934 = 27.218151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 229 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.529506 sec): 2 clusters Score: Raw -550.720905 + Penalty 202.956916 = -347.763989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.529733 sec): 3 clusters Score: Raw -571.212007 + Penalty 410.041189 = -161.170819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 230 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.530222 sec): 2 clusters Score: Raw -361.679595 + Penalty 181.135776 = -180.543819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.530438 sec): 3 clusters Score: Raw -360.247381 + Penalty 356.742036 = -3.505344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 233 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.530910 sec): 2 clusters Score: Raw -55.149286 + Penalty 0.000000 = -55.149286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.531099 sec): 2 clusters Score: Raw -55.149286 + Penalty 0.000000 = -55.149286 nChanged 0 Deleting Class 76 (11 points): Lose 88.632994 but Gain 1167.670816 Iteration 119Q (136.916943 sec): 129 clusters Score: Raw -2381134.224653 + Penalty 119281.852550 = -2261852.372104 nChanged 33 Deleting Class 204 (6 points): Lose 68.256296 but Gain 1143.709877 Iteration 120F (140.007304 sec): 128 clusters Score: Raw -2381114.487130 + Penalty 118184.400424 = -2262930.086706 nChanged 34 Deleting Class 200 (14 points): Lose 97.527071 but Gain 1168.917495 Iteration 121Q (140.336157 sec): 127 clusters Score: Raw -2381049.477157 + Penalty 117054.823556 = -2263994.653600 nChanged 35 Deleting Class 176 (55 points): Lose 252.463058 but Gain 1320.438130 Iteration 122Q (140.659014 sec): 126 clusters Score: Raw -2380833.800727 + Penalty 115784.135114 = -2265049.665613 nChanged 77 Deleting Class 111 (14 points): Lose 126.994366 but Gain 1190.064387 Iteration 123Q (140.974894 sec): 125 clusters Score: Raw -2380812.140975 + Penalty 114681.973901 = -2266130.167075 nChanged 35 Deleting Class 212 (7 points): Lose 56.021877 but Gain 1118.652724 Iteration 124Q (141.285341 sec): 124 clusters Score: Raw -2380827.004619 + Penalty 113619.011445 = -2267207.993175 nChanged 32 Deleting Class 70 (25 points): Lose 98.039534 but Gain 1158.800494 Iteration 125Q (141.600877 sec): 123 clusters Score: Raw -2380781.088843 + Penalty 112488.301450 = -2268292.787393 nChanged 37 Deleting Class 22 (27 points): Lose 120.970246 but Gain 1182.153003 Iteration 126Q (141.912892 sec): 122 clusters Score: Raw -2380699.156410 + Penalty 111346.639862 = -2269352.516548 nChanged 43 Deleting Class 230 (6 points): Lose 37.109414 but Gain 1097.382061 Iteration 127Q (142.227272 sec): 121 clusters Score: Raw -2380717.801733 + Penalty 110271.442530 = -2270446.359203 nChanged 28 Deleting Class 181 (12 points): Lose 84.182519 but Gain 1128.625919 Iteration 128Q (142.532994 sec): 120 clusters Score: Raw -2380672.335007 + Penalty 109157.106833 = -2271515.228174 nChanged 34 Deleting Class 119 (8 points): Lose 74.331275 but Gain 1116.204010 Iteration 129Q (142.837531 sec): 119 clusters Score: Raw -2380645.996780 + Penalty 108060.938494 = -2272585.058286 nChanged 31 Deleting Class 173 (8 points): Lose 39.086690 but Gain 1079.836735 Iteration 130F (145.680226 sec): 118 clusters Score: Raw -2380622.560049 + Penalty 106987.176375 = -2273635.383674 nChanged 26 Deleting Class 158 (20 points): Lose 120.545393 but Gain 1153.768382 Iteration 131Q (145.980916 sec): 117 clusters Score: Raw -2380521.880846 + Penalty 105867.385252 = -2274654.495594 nChanged 35 Deleting Class 184 (3 points): Lose 28.723567 but Gain 1059.833027 Iteration 132Q (146.281091 sec): 116 clusters Score: Raw -2380529.867474 + Penalty 104809.714952 = -2275720.152522 nChanged 18 Deleting Class 192 (8 points): Lose 69.939748 but Gain 1099.276018 Iteration 133Q (146.579336 sec): 115 clusters Score: Raw -2380467.189237 + Penalty 103728.387996 = -2276738.801242 nChanged 15 Deleting Class 82 (30 points): Lose 134.253573 but Gain 1163.291556 Iteration 134Q (146.875326 sec): 114 clusters Score: Raw -2380350.374139 + Penalty 102623.423203 = -2277726.950936 nChanged 35 Deleting Class 62 (13 points): Lose 79.542948 but Gain 1108.430533 Iteration 135Q (147.172067 sec): 113 clusters Score: Raw -2380319.717209 + Penalty 101554.616100 = -2278765.101109 nChanged 23 Deleting Class 227 (4 points): Lose 32.118822 but Gain 1060.532541 Iteration 136Q (147.467433 sec): 112 clusters Score: Raw -2380309.899878 + Penalty 100566.607130 = -2279743.292748 nChanged 11 Deleting Class 179 (9 points): Lose 38.266491 but Gain 1066.388567 Iteration 137Q (147.760581 sec): 111 clusters Score: Raw -2380287.215954 + Penalty 99506.926475 = -2280780.289479 nChanged 14 Deleting Class 161 (11 points): Lose 78.809709 but Gain 1103.919562 Iteration 138Q (148.054397 sec): 110 clusters Score: Raw -2380221.768499 + Penalty 98419.166974 = -2281802.601526 nChanged 15 Deleting Class 61 (9 points): Lose 63.250588 but Gain 1082.943360 Iteration 139Q (148.345360 sec): 109 clusters Score: Raw -2380177.420729 + Penalty 97347.895259 = -2282829.525470 nChanged 14 Deleting Class 113 (15 points): Lose 81.116549 but Gain 1095.818846 Iteration 140F (150.991762 sec): 108 clusters Score: Raw -2380111.828361 + Penalty 96272.613462 = -2283839.214899 nChanged 20 Deleting Class 134 (3 points): Lose 39.945388 but Gain 1053.867794 Iteration 141Q (151.281061 sec): 107 clusters Score: Raw -2380099.663991 + Penalty 95230.724202 = -2284868.939789 nChanged 13 Deleting Class 188 (7 points): Lose 37.596416 but Gain 1049.162352 Iteration 142Q (151.567280 sec): 106 clusters Score: Raw -2380072.975164 + Penalty 94189.815591 = -2285883.159573 nChanged 9 Deleting Class 65 (9 points): Lose 38.440312 but Gain 1045.756123 Iteration 143Q (151.856068 sec): 105 clusters Score: Raw -2380048.255250 + Penalty 93138.608290 = -2286909.646960 nChanged 10 Deleting Class 15 (10 points): Lose 63.003749 but Gain 1064.302101 Iteration 144Q (152.155125 sec): 104 clusters Score: Raw -2379998.776728 + Penalty 92079.891820 = -2287918.884908 nChanged 11 Deleting Class 127 (21 points): Lose 78.127429 but Gain 1076.945284 Iteration 145Q (152.450526 sec): 103 clusters Score: Raw -2379934.556422 + Penalty 91026.674225 = -2288907.882197 nChanged 27 Deleting Class 104 (12 points): Lose 103.207495 but Gain 1093.353125 Iteration 146Q (152.745719 sec): 102 clusters Score: Raw -2379863.233378 + Penalty 89953.606183 = -2289909.627195 nChanged 24 Deleting Class 187 (7 points): Lose 50.615871 but Gain 1039.882379 Iteration 147Q (153.039804 sec): 101 clusters Score: Raw -2379854.796100 + Penalty 88925.106939 = -2290929.689162 nChanged 20 Deleting Class 149 (5 points): Lose 46.410252 but Gain 1032.081845 Iteration 148Q (153.332814 sec): 100 clusters Score: Raw -2379833.550022 + Penalty 87902.819434 = -2291930.730588 nChanged 13 Deleting Class 195 (9 points): Lose 35.963660 but Gain 1012.289538 Iteration 149Q (153.626588 sec): 99 clusters Score: Raw -2379812.012694 + Penalty 86904.463068 = -2292907.549626 nChanged 17 Deleting Class 172 (4 points): Lose 25.631249 but Gain 1001.461152 Iteration 150F (155.988463 sec): 98 clusters Score: Raw -2379804.751674 + Penalty 85912.579052 = -2293892.172622 nChanged 10 Deleting Class 94 (30 points): Lose 216.599613 but Gain 1189.042009 Iteration 151Q (156.280193 sec): 97 clusters Score: Raw -2379603.417995 + Penalty 84986.017873 = -2294617.400122 nChanged 34 Deleting Class 233 (2 points): Lose 38.742274 but Gain 1093.105252 Iteration 152Q (156.571760 sec): 96 clusters Score: Raw -2379674.385899 + Penalty 83903.530538 = -2295770.855362 nChanged 11 Deleting Class 146 (5 points): Lose 59.943213 but Gain 1030.106684 Iteration 153Q (156.855951 sec): 95 clusters Score: Raw -2379643.443083 + Penalty 82885.923366 = -2296757.519718 nChanged 17 Deleting Class 64 (38 points): Lose 199.518802 but Gain 1162.127198 Iteration 154Q (157.139235 sec): 94 clusters Score: Raw -2379476.492776 + Penalty 81742.276542 = -2297734.216234 nChanged 50 Deleting Class 138 (35 points): Lose 130.067190 but Gain 1091.294413 Iteration 155Q (157.424020 sec): 93 clusters Score: Raw -2379442.784192 + Penalty 80693.074399 = -2298749.709793 nChanged 60 Deleting Class 91 (12 points): Lose 48.412186 but Gain 1006.826424 Iteration 156Q (157.706086 sec): 92 clusters Score: Raw -2379495.383860 + Penalty 79697.536668 = -2299797.847192 nChanged 32 Deleting Class 137 (8 points): Lose 81.395306 but Gain 1032.532887 Iteration 157Q (157.986499 sec): 91 clusters Score: Raw -2379442.307641 + Penalty 78707.211105 = -2300735.096536 nChanged 30 Deleting Class 210 (8 points): Lose 61.458042 but Gain 1009.020791 Iteration 158Q (158.264989 sec): 90 clusters Score: Raw -2379419.749877 + Penalty 77736.378790 = -2301683.371086 nChanged 32 Deleting Class 197 (8 points): Lose 36.022088 but Gain 981.650341 Iteration 159Q (158.541789 sec): 89 clusters Score: Raw -2379443.665211 + Penalty 76754.485133 = -2302689.180079 nChanged 28 Deleting Class 85 (38 points): Lose 176.577577 but Gain 1119.350746 Iteration 160F (160.700972 sec): 88 clusters Score: Raw -2379288.841842 + Penalty 75738.867467 = -2303549.974376 nChanged 50 Deleting Class 55 (18 points): Lose 120.759472 but Gain 1058.923130 Iteration 161Q (160.966773 sec): 87 clusters Score: Raw -2379247.253815 + Penalty 74696.034290 = -2304551.219524 nChanged 33 Deleting Class 112 (24 points): Lose 165.963923 but Gain 1098.510921 Iteration 162Q (161.229117 sec): 86 clusters Score: Raw -2379117.353495 + Penalty 73629.567100 = -2305487.786395 nChanged 39 Deleting Class 144 (9 points): Lose 73.571407 but Gain 1003.894851 Iteration 163Q (161.489460 sec): 85 clusters Score: Raw -2379102.239509 + Penalty 72653.795328 = -2306448.444181 nChanged 23 Deleting Class 42 (29 points): Lose 86.459657 but Gain 1015.473339 Iteration 164Q (161.747460 sec): 84 clusters Score: Raw -2379038.558544 + Penalty 71656.778682 = -2307381.779862 nChanged 37 Deleting Class 34 (14 points): Lose 70.257546 but Gain 998.129830 Iteration 165Q (162.004045 sec): 83 clusters Score: Raw -2379010.845748 + Penalty 70676.209207 = -2308334.636541 nChanged 37 Deleting Class 98 (57 points): Lose 304.858111 but Gain 1229.596612 Iteration 166Q (162.259633 sec): 82 clusters Score: Raw -2378734.683888 + Penalty 69548.749691 = -2309185.934197 nChanged 73 Deleting Class 49 (23 points): Lose 136.815237 but Gain 1055.779540 Iteration 167Q (162.515500 sec): 81 clusters Score: Raw -2378787.679996 + Penalty 68543.492356 = -2310244.187640 nChanged 67 Deleting Class 52 (13 points): Lose 49.594897 but Gain 968.116655 Iteration 168Q (162.771298 sec): 80 clusters Score: Raw -2378817.089973 + Penalty 67587.826435 = -2311229.263537 nChanged 44 Deleting Class 40 (15 points): Lose 72.340489 but Gain 987.980751 Iteration 169Q (163.024103 sec): 79 clusters Score: Raw -2378779.907754 + Penalty 66602.365386 = -2312177.542367 nChanged 30 Deleting Class 92 (26 points): Lose 100.331966 but Gain 1014.377262 Iteration 170F (164.922656 sec): 78 clusters Score: Raw -2378708.422806 + Penalty 65610.765331 = -2313097.657474 nChanged 46 Deleting Class 129 (12 points): Lose 62.693301 but Gain 974.977728 Iteration 171Q (165.179463 sec): 77 clusters Score: Raw -2378694.828153 + Penalty 64648.082923 = -2314046.745231 nChanged 37 Deleting Class 229 (10 points): Lose 50.594170 but Gain 956.800725 Iteration 172Q (165.428158 sec): 76 clusters Score: Raw -2378676.726797 + Penalty 63702.250336 = -2314974.476461 nChanged 29 Deleting Class 135 (11 points): Lose 42.830239 but Gain 945.967702 Iteration 173Q (165.675570 sec): 75 clusters Score: Raw -2378650.098828 + Penalty 62765.280094 = -2315884.818734 nChanged 28 Deleting Class 202 (4 points): Lose 28.592656 but Gain 928.466741 Iteration 174Q (165.920016 sec): 74 clusters Score: Raw -2378656.695517 + Penalty 61842.462755 = -2316814.232762 nChanged 16 Deleting Class 86 (19 points): Lose 83.483636 but Gain 978.282750 Iteration 175Q (166.164784 sec): 73 clusters Score: Raw -2378584.561253 + Penalty 60886.878676 = -2317697.682577 nChanged 30 Deleting Class 27 (8 points): Lose 41.414605 but Gain 926.407215 Iteration 176Q (166.409562 sec): 72 clusters Score: Raw -2378571.741282 + Penalty 59955.291761 = -2318616.449521 nChanged 20 Deleting Class 132 (7 points): Lose 49.584879 but Gain 931.736952 Iteration 177Q (166.651335 sec): 71 clusters Score: Raw -2378546.306301 + Penalty 59029.458451 = -2319516.847850 nChanged 26 Deleting Class 77 (9 points): Lose 42.010386 but Gain 922.688802 Iteration 178Q (166.893041 sec): 70 clusters Score: Raw -2378527.412211 + Penalty 58132.308618 = -2320395.103593 nChanged 30 Deleting Class 107 (111 points): Lose 276.822651 but Gain 1155.810668 Iteration 179Q (167.132352 sec): 69 clusters Score: Raw -2378272.872262 + Penalty 57030.653048 = -2321242.219214 nChanged 130 Deleting Class 122 (53 points): Lose 310.957760 but Gain 1193.153878 Iteration 180F (168.799332 sec): 68 clusters Score: Raw -2378135.497219 + Penalty 55982.064473 = -2322153.432746 nChanged 84 Deleting Class 71 (67 points): Lose 290.874793 but Gain 1179.652461 Iteration 181Q (169.038277 sec): 67 clusters Score: Raw -2377987.134377 + Penalty 54869.365804 = -2323117.768573 nChanged 107 Deleting Class 123 (14 points): Lose 156.639024 but Gain 1017.269688 Iteration 182Q (169.277350 sec): 66 clusters Score: Raw -2377965.592937 + Penalty 53866.867730 = -2324098.725207 nChanged 43 Deleting Class 33 (13 points): Lose 57.338909 but Gain 915.715498 Iteration 183Q (169.511430 sec): 65 clusters Score: Raw -2377965.424782 + Penalty 52978.401174 = -2324987.023608 nChanged 38 Deleting Class 114 (3 points): Lose 22.616055 but Gain 874.093048 Iteration 184Q (169.746729 sec): 64 clusters Score: Raw -2377978.309932 + Penalty 52109.580069 = -2325868.729863 nChanged 16 Deleting Class 139 (5 points): Lose 35.295479 but Gain 884.928312 Iteration 185Q (169.980460 sec): 63 clusters Score: Raw -2377954.373550 + Penalty 51223.571290 = -2326730.802260 nChanged 16 Deleting Class 106 (9 points): Lose 32.466443 but Gain 882.101980 Iteration 186Q (170.209977 sec): 62 clusters Score: Raw -2377933.510104 + Penalty 50343.315052 = -2327590.195052 nChanged 22 Deleting Class 160 (10 points): Lose 55.376210 but Gain 900.940978 Iteration 187Q (170.437519 sec): 61 clusters Score: Raw -2377906.778670 + Penalty 49440.628946 = -2328466.149724 nChanged 23 Deleting Class 154 (23 points): Lose 76.586820 but Gain 894.572184 Iteration 188Q (170.665907 sec): 60 clusters Score: Raw -2377865.428550 + Penalty 48549.906092 = -2329315.522458 nChanged 28 Deleting Class 225 (8 points): Lose 32.112063 but Gain 838.776010 Iteration 189Q (170.891112 sec): 59 clusters Score: Raw -2377880.230925 + Penalty 47702.270238 = -2330177.960687 nChanged 26 Deleting Class 169 (9 points): Lose 47.717982 but Gain 850.431055 Iteration 190F (172.319139 sec): 58 clusters Score: Raw -2377879.815387 + Penalty 46841.086443 = -2331038.728944 nChanged 23 Deleting Class 24 (25 points): Lose 92.159986 but Gain 828.124307 Iteration 191Q (172.540924 sec): 57 clusters Score: Raw -2377808.130147 + Penalty 46021.467201 = -2331786.662946 nChanged 37 Deleting Class 128 (26 points): Lose 149.829559 but Gain 879.818373 Iteration 192Q (172.763269 sec): 56 clusters Score: Raw -2377695.136950 + Penalty 45149.248962 = -2332545.887988 nChanged 37 Deleting Class 100 (165 points): Lose 522.689247 but Gain 1252.450904 Iteration 193Q (172.982558 sec): 55 clusters Score: Raw -2377220.444820 + Penalty 43897.642104 = -2333322.802716 nChanged 179 Deleting Class 72 (56 points): Lose 992.688836 but Gain 1699.497598 Iteration 194Q (173.205194 sec): 54 clusters Score: Raw -2376543.063784 + Penalty 42261.257989 = -2334281.805795 nChanged 96 Deleting Class 46 (13 points): Lose 58.755582 but Gain 762.155061 Iteration 195Q (173.428921 sec): 53 clusters Score: Raw -2377118.920233 + Penalty 41573.839001 = -2335545.081232 nChanged 51 Deleting Class 89 (40 points): Lose 126.512833 but Gain 820.717572 Iteration 196Q (173.644911 sec): 52 clusters Score: Raw -2377064.052880 + Penalty 40769.276015 = -2336294.776865 nChanged 77 Deleting Class 120 (19 points): Lose 146.323179 but Gain 837.591437 Iteration 197Q (173.859673 sec): 51 clusters Score: Raw -2376996.636242 + Penalty 39945.320586 = -2337051.315656 nChanged 67 Deleting Class 5 (46 points): Lose 187.871162 but Gain 812.742998 Iteration 198Q (174.073023 sec): 50 clusters Score: Raw -2376879.479017 + Penalty 39138.880442 = -2337740.598575 nChanged 83 Deleting Class 87 (130 points): Lose 664.392106 but Gain 1244.246156 Iteration 199Q (174.285719 sec): 49 clusters Score: Raw -2376332.832452 + Penalty 38020.502484 = -2338312.329969 nChanged 169 Deleting Class 43 (326 points): Lose 683.080174 but Gain 1236.164764 Iteration 200F (175.481265 sec): 48 clusters Score: Raw -2375987.946354 + Penalty 36849.575901 = -2339138.370452 nChanged 395 Deleting Class 59 (213 points): Lose 539.605309 but Gain 1089.449079 Iteration 201Q (175.701884 sec): 47 clusters Score: Raw -2375974.646262 + Penalty 35839.648036 = -2340134.998227 nChanged 328 Deleting Class 117 (133 points): Lose 700.797556 but Gain 1247.447191 Iteration 202Q (175.917028 sec): 46 clusters Score: Raw -2375663.550558 + Penalty 34739.907680 = -2340923.642878 nChanged 224 Deleting Class 83 (57 points): Lose 466.096148 but Gain 918.252936 Iteration 203Q (176.126881 sec): 45 clusters Score: Raw -2375486.962152 + Penalty 33873.639282 = -2341613.322871 nChanged 149 Deleting Class 66 (347 points): Lose 697.820116 but Gain 1110.334330 Iteration 204Q (176.333375 sec): 44 clusters Score: Raw -2375127.811239 + Penalty 31133.642308 = -2343994.168931 nChanged 419 Deleting Class 31 (283 points): Lose 824.653232 but Gain 1052.712535 Iteration 205Q (176.542223 sec): 43 clusters Score: Raw -2374885.766504 + Penalty 30235.551759 = -2344650.214745 nChanged 407 Deleting Class 8 (135 points): Lose 536.364181 but Gain 645.678431 Iteration 206Q (176.748793 sec): 42 clusters Score: Raw -2374905.756425 + Penalty 29580.281646 = -2345325.474779 nChanged 290 Iteration 207Q (176.952034 sec): 42 clusters Score: Raw -2375216.071156 + Penalty 29566.531835 = -2345649.539320 nChanged 125 Iteration 208Q (177.151144 sec): 42 clusters Score: Raw -2375266.511003 + Penalty 29561.609288 = -2345704.901716 nChanged 75 Iteration 209Q (177.348819 sec): 42 clusters Score: Raw -2375284.100010 + Penalty 29562.674251 = -2345721.425759 nChanged 37 Iteration 210F (178.376511 sec): 42 clusters Score: Raw -2375293.313634 + Penalty 29555.905942 = -2345737.407692 nChanged 32 Iteration 211Q (178.577809 sec): 42 clusters Score: Raw -2375300.498963 + Penalty 29558.377875 = -2345742.121088 nChanged 19 Iteration 212Q (178.778334 sec): 42 clusters Score: Raw -2375306.166897 + Penalty 29557.433059 = -2345748.733838 nChanged 6 Iteration 213Q (178.979240 sec): 42 clusters Score: Raw -2375307.858039 + Penalty 29555.808886 = -2345752.049153 nChanged 2 Iteration 214Q (179.179718 sec): 42 clusters Score: Raw -2375307.978242 + Penalty 29554.366643 = -2345753.611599 nChanged 3 Iteration 215Q (179.380357 sec): 42 clusters Score: Raw -2375308.035122 + Penalty 29555.641389 = -2345752.393733 nChanged 3 Iteration 216F (180.407810 sec): 42 clusters Score: Raw -2375308.926974 + Penalty 29557.781302 = -2345751.145672 nChanged 3 Iteration 217F (181.435119 sec): 42 clusters Score: Raw -2375310.250628 + Penalty 29558.463854 = -2345751.786774 nChanged 4 Iteration 218Q (181.635877 sec): 42 clusters Score: Raw -2375310.590417 + Penalty 29558.463854 = -2345752.126564 nChanged 0 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.47 GB. Compute initial score before splitting: Score: Raw -2375310.590417 + Penalty 29558.463854 = -2345752.126564Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 1 (2010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.803729 sec): 2 clusters Score: Raw -102614.261882 + Penalty 97.796500 = -102516.465382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.807434 sec): 3 clusters Score: Raw -101298.069437 + Penalty 198.110451 = -101099.958986 nChanged 964 SP:Iteration 1F (181.811142 sec): 3 clusters Score: Raw -101955.710507 + Penalty 198.642232 = -101757.068275 nChanged 202 SP:Iteration 2F (181.814826 sec): 3 clusters Score: Raw -102120.313988 + Penalty 197.351322 = -101922.962666 nChanged 193 SP:Iteration 3F (181.818461 sec): 3 clusters Score: Raw -102333.512372 + Penalty 196.741145 = -102136.771227 nChanged 124 SP:Iteration 4F (181.822088 sec): 3 clusters Score: Raw -102413.809369 + Penalty 196.291748 = -102217.517621 nChanged 60 SP:Iteration 5Q (181.825571 sec): 3 clusters Score: Raw -102444.700726 + Penalty 195.942571 = -102248.758155 nChanged 41 SP:Iteration 6Q (181.829039 sec): 3 clusters Score: Raw -102461.158963 + Penalty 195.752285 = -102265.406678 nChanged 32 SP:Iteration 7Q (181.832502 sec): 3 clusters Score: Raw -102470.848251 + Penalty 195.631882 = -102275.216368 nChanged 25 SP:Iteration 8Q (181.835970 sec): 3 clusters Score: Raw -102476.798417 + Penalty 195.577044 = -102281.221373 nChanged 22 SP:Iteration 9Q (181.839420 sec): 3 clusters Score: Raw -102481.945568 + Penalty 195.571594 = -102286.373974 nChanged 20 SP:Iteration 10F (181.843054 sec): 3 clusters Score: Raw -102487.497367 + Penalty 195.563954 = -102291.933413 nChanged 24 SP:Iteration 11Q (181.846567 sec): 3 clusters Score: Raw -102496.617308 + Penalty 195.621732 = -102300.995576 nChanged 30 SP:Iteration 12Q (181.850166 sec): 3 clusters Score: Raw -102504.779995 + Penalty 195.631607 = -102309.148388 nChanged 17 SP:Iteration 13Q (181.853605 sec): 3 clusters Score: Raw -102508.159373 + Penalty 195.731860 = -102312.427513 nChanged 13 SP:Iteration 14Q (181.857032 sec): 3 clusters Score: Raw -102510.289722 + Penalty 195.856771 = -102314.432950 nChanged 12 SP:Iteration 15Q (181.860443 sec): 3 clusters Score: Raw -102511.836936 + Penalty 195.975563 = -102315.861374 nChanged 5 SP:Iteration 16Q (181.863852 sec): 3 clusters Score: Raw -102512.679196 + Penalty 196.061151 = -102316.618045 nChanged 7 SP:Iteration 17Q (181.867252 sec): 3 clusters Score: Raw -102513.809626 + Penalty 196.054676 = -102317.754950 nChanged 7 SP:Iteration 18Q (181.870650 sec): 3 clusters Score: Raw -102515.270029 + Penalty 196.142301 = -102319.127727 nChanged 5 SP:Iteration 19Q (181.874048 sec): 3 clusters Score: Raw -102516.273358 + Penalty 196.174185 = -102320.099172 nChanged 5 SP:Iteration 20F (181.877678 sec): 3 clusters Score: Raw -102516.908929 + Penalty 196.250202 = -102320.658728 nChanged 5 SP:Iteration 21Q (181.881097 sec): 3 clusters Score: Raw -102517.857166 + Penalty 196.294099 = -102321.563067 nChanged 4 SP:Iteration 22Q (181.884518 sec): 3 clusters Score: Raw -102518.310226 + Penalty 196.309827 = -102322.000398 nChanged 5 SP:Iteration 23Q (181.887930 sec): 3 clusters Score: Raw -102518.821183 + Penalty 196.396400 = -102322.424783 nChanged 5 SP:Iteration 24Q (181.891335 sec): 3 clusters Score: Raw -102519.076614 + Penalty 196.434550 = -102322.642064 nChanged 3 SP:Iteration 25Q (181.894781 sec): 3 clusters Score: Raw -102519.288108 + Penalty 196.457587 = -102322.830521 nChanged 8 SP:Iteration 26Q (181.898336 sec): 3 clusters Score: Raw -102519.798884 + Penalty 196.422032 = -102323.376852 nChanged 3 SP:Iteration 27Q (181.901875 sec): 3 clusters Score: Raw -102519.956791 + Penalty 196.422032 = -102323.534759 nChanged 0 SP:Iteration 28F (181.906020 sec): 3 clusters Score: Raw -102519.956791 + Penalty 196.422032 = -102323.534759 nChanged 0 Memory request: 0.03 GB would take us to total of 0.50 GB. Trying to split cluster 2 (5147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.929799 sec): 2 clusters Score: Raw -259099.485232 + Penalty 150.779840 = -258948.705392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.939254 sec): 3 clusters Score: Raw -255797.047635 + Penalty 311.888167 = -255485.159468 nChanged 2395 SP:Iteration 1F (181.948584 sec): 3 clusters Score: Raw -258148.974742 + Penalty 313.172718 = -257835.802024 nChanged 504 SP:Iteration 2F (181.958161 sec): 3 clusters Score: Raw -258577.273955 + Penalty 313.629216 = -258263.644739 nChanged 317 SP:Iteration 3F (181.967310 sec): 3 clusters Score: Raw -258781.256339 + Penalty 313.533165 = -258467.723174 nChanged 220 SP:Iteration 4Q (181.976304 sec): 3 clusters Score: Raw -258890.229844 + Penalty 314.901431 = -258575.328413 nChanged 137 SP:Iteration 5Q (181.985248 sec): 3 clusters Score: Raw -258943.863524 + Penalty 316.350839 = -258627.512685 nChanged 90 SP:Iteration 6Q (181.994163 sec): 3 clusters Score: Raw -258969.189870 + Penalty 317.634190 = -258651.555680 nChanged 57 SP:Iteration 7Q (182.003121 sec): 3 clusters Score: Raw -258984.971174 + Penalty 319.356858 = -258665.614316 nChanged 53 SP:Iteration 8Q (182.012058 sec): 3 clusters Score: Raw -259000.080207 + Penalty 321.006132 = -258679.074075 nChanged 60 SP:Iteration 9Q (182.021228 sec): 3 clusters Score: Raw -259014.521985 + Penalty 322.174359 = -258692.347626 nChanged 58 SP:Iteration 10F (182.030383 sec): 3 clusters Score: Raw -259029.627934 + Penalty 323.069912 = -258706.558023 nChanged 47 SP:Iteration 11Q (182.039132 sec): 3 clusters Score: Raw -259040.580774 + Penalty 324.399649 = -258716.181125 nChanged 53 SP:Iteration 12Q (182.047973 sec): 3 clusters Score: Raw -259051.576851 + Penalty 325.354566 = -258726.222285 nChanged 54 SP:Iteration 13Q (182.056853 sec): 3 clusters Score: Raw -259063.677134 + Penalty 326.141455 = -258737.535679 nChanged 47 SP:Iteration 14Q (182.065497 sec): 3 clusters Score: Raw -259073.331247 + Penalty 326.905068 = -258746.426179 nChanged 43 SP:Iteration 15Q (182.074086 sec): 3 clusters Score: Raw -259081.224270 + Penalty 327.874529 = -258753.349741 nChanged 31 SP:Iteration 16Q (182.082622 sec): 3 clusters Score: Raw -259086.241855 + Penalty 329.022578 = -258757.219277 nChanged 34 SP:Iteration 17Q (182.091232 sec): 3 clusters Score: Raw -259092.383966 + Penalty 329.944784 = -258762.439182 nChanged 30 SP:Iteration 18Q (182.099714 sec): 3 clusters Score: Raw -259096.934780 + Penalty 330.564523 = -258766.370257 nChanged 34 SP:Iteration 19Q (182.108268 sec): 3 clusters Score: Raw -259104.191704 + Penalty 330.431713 = -258773.759991 nChanged 30 SP:Iteration 20F (182.117529 sec): 3 clusters Score: Raw -259110.546043 + Penalty 330.672133 = -258779.873910 nChanged 25 SP:Iteration 21Q (182.126115 sec): 3 clusters Score: Raw -259114.775595 + Penalty 331.179573 = -258783.596022 nChanged 23 SP:Iteration 22Q (182.134593 sec): 3 clusters Score: Raw -259118.340983 + Penalty 331.761547 = -258786.579435 nChanged 20 SP:Iteration 23Q (182.143130 sec): 3 clusters Score: Raw -259121.268833 + Penalty 332.475583 = -258788.793250 nChanged 19 SP:Iteration 24Q (182.151529 sec): 3 clusters Score: Raw -259123.371148 + Penalty 332.858599 = -258790.512549 nChanged 12 SP:Iteration 25Q (182.160306 sec): 3 clusters Score: Raw -259124.704603 + Penalty 333.134361 = -258791.570241 nChanged 16 SP:Iteration 26Q (182.168799 sec): 3 clusters Score: Raw -259126.324226 + Penalty 333.310167 = -258793.014058 nChanged 9 SP:Iteration 27Q (182.177281 sec): 3 clusters Score: Raw -259127.395298 + Penalty 333.246216 = -258794.149082 nChanged 11 SP:Iteration 28Q (182.185778 sec): 3 clusters Score: Raw -259128.516603 + Penalty 333.149547 = -258795.367056 nChanged 8 SP:Iteration 29Q (182.194147 sec): 3 clusters Score: Raw -259129.191268 + Penalty 332.777427 = -258796.413841 nChanged 10 SP:Iteration 30F (182.203250 sec): 3 clusters Score: Raw -259129.810948 + Penalty 333.151193 = -258796.659755 nChanged 6 SP:Iteration 31Q (182.211646 sec): 3 clusters Score: Raw -259130.133484 + Penalty 333.406059 = -258796.727425 nChanged 6 SP:Iteration 32Q (182.220114 sec): 3 clusters Score: Raw -259130.364235 + Penalty 333.736693 = -258796.627543 nChanged 4 SP:Iteration 33F (182.229264 sec): 3 clusters Score: Raw -259130.478020 + Penalty 333.910767 = -258796.567252 nChanged 3 SP:Iteration 34F (182.238374 sec): 3 clusters Score: Raw -259130.678787 + Penalty 334.166429 = -258796.512357 nChanged 3 SP:Iteration 35F (182.247479 sec): 3 clusters Score: Raw -259130.824208 + Penalty 334.311433 = -258796.512775 nChanged 2 SP:Iteration 36Q (182.255959 sec): 3 clusters Score: Raw -259130.853405 + Penalty 334.385463 = -258796.467942 nChanged 1 SP:Iteration 37F (182.265322 sec): 3 clusters Score: Raw -259130.871232 + Penalty 334.486922 = -258796.384310 nChanged 1 SP:Iteration 38F (182.274446 sec): 3 clusters Score: Raw -259130.890446 + Penalty 334.521925 = -258796.368521 nChanged 1 SP:Iteration 39F (182.283655 sec): 3 clusters Score: Raw -259130.898370 + Penalty 334.521925 = -258796.376445 nChanged 0 Memory request: 0.09 GB would take us to total of 0.57 GB. Trying to split cluster 3 (20348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (182.376529 sec): 2 clusters Score: Raw -985677.622803 + Penalty 169.345547 = -985508.277256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (182.414652 sec): 3 clusters Score: Raw -971852.777801 + Penalty 359.254229 = -971493.523572 nChanged 9777 SP:Iteration 1F (182.452163 sec): 3 clusters Score: Raw -978285.421956 + Penalty 422.112488 = -977863.309468 nChanged 3724 SP:Iteration 2F (182.489757 sec): 3 clusters Score: Raw -982551.713041 + Penalty 522.841175 = -982028.871866 nChanged 1852 SP:Iteration 3F (182.526952 sec): 3 clusters Score: Raw -984659.031728 + Penalty 567.744698 = -984091.287030 nChanged 630 SP:Iteration 4Q (182.563544 sec): 3 clusters Score: Raw -985271.867977 + Penalty 609.334312 = -984662.533665 nChanged 261 SP:Iteration 5Q (182.595700 sec): 3 clusters Score: Raw -985499.259988 + Penalty 633.374091 = -984865.885897 nChanged 103 SP:Iteration 6Q (182.625750 sec): 3 clusters Score: Raw -985585.083213 + Penalty 652.327150 = -984932.756063 nChanged 47 SP:Iteration 7Q (182.655218 sec): 3 clusters Score: Raw -985623.879271 + Penalty 676.100380 = -984947.778891 nChanged 30 SP:Iteration 8Q (182.684423 sec): 3 clusters Score: Raw -985650.445876 + Penalty 720.678454 = -984929.767423 nChanged 15 SP:Iteration 9F (182.721726 sec): 3 clusters Score: Raw -985664.454753 + Penalty 749.097043 = -984915.357710 nChanged 8 SP:Iteration 10F (182.758715 sec): 3 clusters Score: Raw -985672.673582 + Penalty 758.763033 = -984913.910548 nChanged 8 SP:Iteration 11F (182.796543 sec): 3 clusters Score: Raw -985681.959782 + Penalty 760.141906 = -984921.817876 nChanged 5 SP:Iteration 12Q (182.825652 sec): 3 clusters Score: Raw -985688.624844 + Penalty 768.179678 = -984920.445166 nChanged 4 SP:Iteration 13F (182.862582 sec): 3 clusters Score: Raw -985691.908659 + Penalty 781.899909 = -984910.008751 nChanged 2 SP:Iteration 14F (182.899788 sec): 3 clusters Score: Raw -985694.498965 + Penalty 793.853106 = -984900.645859 nChanged 2 SP:Iteration 15F (182.937567 sec): 3 clusters Score: Raw -985697.324797 + Penalty 785.626113 = -984911.698683 nChanged 1 SP:Iteration 16Q (182.966379 sec): 3 clusters Score: Raw -985699.464086 + Penalty 778.722864 = -984920.741222 nChanged 1 SP:Iteration 17Q (182.995899 sec): 3 clusters Score: Raw -985703.497065 + Penalty 789.226604 = -984914.270460 nChanged 1 SP:Iteration 18F (183.033040 sec): 3 clusters Score: Raw -985704.090405 + Penalty 789.226604 = -984914.863801 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 4 (1794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.054118 sec): 2 clusters Score: Raw -91660.602047 + Penalty 113.983250 = -91546.618796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.057444 sec): 3 clusters Score: Raw -90496.582900 + Penalty 246.272046 = -90250.310854 nChanged 811 SP:Iteration 1F (183.060705 sec): 3 clusters Score: Raw -91265.361907 + Penalty 251.267432 = -91014.094475 nChanged 202 SP:Iteration 2F (183.063964 sec): 3 clusters Score: Raw -91465.759908 + Penalty 251.456270 = -91214.303638 nChanged 111 SP:Iteration 3F (183.067220 sec): 3 clusters Score: Raw -91556.623905 + Penalty 250.692345 = -91305.931561 nChanged 61 SP:Iteration 4Q (183.070429 sec): 3 clusters Score: Raw -91583.169652 + Penalty 250.234166 = -91332.935485 nChanged 23 SP:Iteration 5Q (183.073703 sec): 3 clusters Score: Raw -91589.342432 + Penalty 250.488828 = -91338.853604 nChanged 13 SP:Iteration 6Q (183.076869 sec): 3 clusters Score: Raw -91593.167696 + Penalty 249.003670 = -91344.164025 nChanged 9 SP:Iteration 7Q (183.080031 sec): 3 clusters Score: Raw -91595.959053 + Penalty 247.034527 = -91348.924526 nChanged 8 SP:Iteration 8Q (183.083141 sec): 3 clusters Score: Raw -91598.273016 + Penalty 247.022122 = -91351.250894 nChanged 4 SP:Iteration 9Q (183.086247 sec): 3 clusters Score: Raw -91598.842817 + Penalty 247.481119 = -91351.361697 nChanged 5 SP:Iteration 10F (183.089498 sec): 3 clusters Score: Raw -91599.918622 + Penalty 246.863163 = -91353.055459 nChanged 5 SP:Iteration 11Q (183.092589 sec): 3 clusters Score: Raw -91600.868803 + Penalty 246.721881 = -91354.146922 nChanged 1 SP:Iteration 12Q (183.095684 sec): 3 clusters Score: Raw -91600.921955 + Penalty 246.563288 = -91354.358667 nChanged 1 SP:Iteration 13Q (183.098775 sec): 3 clusters Score: Raw -91600.958212 + Penalty 246.622775 = -91354.335437 nChanged 1 SP:Iteration 14F (183.102024 sec): 3 clusters Score: Raw -91601.135602 + Penalty 246.297253 = -91354.838350 nChanged 2 SP:Iteration 15Q (183.105117 sec): 3 clusters Score: Raw -91601.647038 + Penalty 246.154744 = -91355.492294 nChanged 1 SP:Iteration 16Q (183.108205 sec): 3 clusters Score: Raw -91601.673075 + Penalty 246.154744 = -91355.518331 nChanged 0 SP:Iteration 17F (183.111453 sec): 3 clusters Score: Raw -91601.673075 + Penalty 246.154744 = -91355.518331 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 6 (722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.115786 sec): 2 clusters Score: Raw -35436.925541 + Penalty 322.763408 = -35114.162133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.117267 sec): 3 clusters Score: Raw -35080.982595 + Penalty 648.065990 = -34432.916604 nChanged 254 SP:Iteration 1F (183.118728 sec): 3 clusters Score: Raw -35268.801389 + Penalty 650.064434 = -34618.736955 nChanged 79 SP:Iteration 2F (183.120180 sec): 3 clusters Score: Raw -35365.585644 + Penalty 655.924918 = -34709.660725 nChanged 51 SP:Iteration 3F (183.121649 sec): 3 clusters Score: Raw -35431.477159 + Penalty 658.636786 = -34772.840373 nChanged 42 SP:Iteration 4F (183.123081 sec): 3 clusters Score: Raw -35489.182545 + Penalty 663.245204 = -34825.937341 nChanged 33 SP:Iteration 5Q (183.124544 sec): 3 clusters Score: Raw -35516.201372 + Penalty 661.193061 = -34855.008311 nChanged 20 SP:Iteration 6Q (183.125985 sec): 3 clusters Score: Raw -35527.437103 + Penalty 658.208249 = -34869.228854 nChanged 11 SP:Iteration 7Q (183.127412 sec): 3 clusters Score: Raw -35536.833899 + Penalty 657.265894 = -34879.568005 nChanged 7 SP:Iteration 8Q (183.128870 sec): 3 clusters Score: Raw -35541.489245 + Penalty 655.342307 = -34886.146938 nChanged 5 SP:Iteration 9Q (183.130299 sec): 3 clusters Score: Raw -35544.355361 + Penalty 652.557596 = -34891.797765 nChanged 6 SP:Iteration 10F (183.131733 sec): 3 clusters Score: Raw -35548.979976 + Penalty 649.430763 = -34899.549213 nChanged 9 SP:Iteration 11Q (183.133141 sec): 3 clusters Score: Raw -35556.114950 + Penalty 647.243987 = -34908.870963 nChanged 6 SP:Iteration 12Q (183.134625 sec): 3 clusters Score: Raw -35559.169473 + Penalty 645.867347 = -34913.302126 nChanged 4 SP:Iteration 13Q (183.136050 sec): 3 clusters Score: Raw -35560.974625 + Penalty 645.785020 = -34915.189604 nChanged 5 SP:Iteration 14Q (183.137466 sec): 3 clusters Score: Raw -35563.462609 + Penalty 643.718296 = -34919.744313 nChanged 5 SP:Iteration 15Q (183.138894 sec): 3 clusters Score: Raw -35566.279744 + Penalty 643.538785 = -34922.740959 nChanged 5 SP:Iteration 16Q (183.140315 sec): 3 clusters Score: Raw -35568.644281 + Penalty 643.726398 = -34924.917883 nChanged 3 SP:Iteration 17Q (183.141718 sec): 3 clusters Score: Raw -35569.874654 + Penalty 642.902628 = -34926.972025 nChanged 4 SP:Iteration 18Q (183.143114 sec): 3 clusters Score: Raw -35570.729032 + Penalty 642.753168 = -34927.975864 nChanged 3 SP:Iteration 19Q (183.144552 sec): 3 clusters Score: Raw -35571.511153 + Penalty 641.277536 = -34930.233617 nChanged 4 SP:Iteration 20F (183.146000 sec): 3 clusters Score: Raw -35573.369353 + Penalty 640.000492 = -34933.368861 nChanged 7 SP:Iteration 21Q (183.147411 sec): 3 clusters Score: Raw -35576.099888 + Penalty 639.296277 = -34936.803611 nChanged 4 SP:Iteration 22Q (183.148805 sec): 3 clusters Score: Raw -35577.429637 + Penalty 638.982782 = -34938.446855 nChanged 1 SP:Iteration 23Q (183.150198 sec): 3 clusters Score: Raw -35577.650478 + Penalty 638.982782 = -34938.667696 nChanged 0 SP:Iteration 24F (183.151623 sec): 3 clusters Score: Raw -35577.650478 + Penalty 638.982782 = -34938.667696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 7 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.161125 sec): 2 clusters Score: Raw -24291.697954 + Penalty 873.267756 = -23418.430198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.162209 sec): 3 clusters Score: Raw -24193.593927 + Penalty 1746.306449 = -22447.287478 nChanged 114 SP:Iteration 1F (183.163273 sec): 3 clusters Score: Raw -24324.711513 + Penalty 1745.687524 = -22579.023989 nChanged 39 SP:Iteration 2F (183.164347 sec): 3 clusters Score: Raw -24378.419876 + Penalty 1745.464780 = -22632.955096 nChanged 15 SP:Iteration 3Q (183.165378 sec): 3 clusters Score: Raw -24393.878986 + Penalty 1745.724939 = -22648.154047 nChanged 10 SP:Iteration 4Q (183.166404 sec): 3 clusters Score: Raw -24406.788034 + Penalty 1745.761380 = -22661.026654 nChanged 8 SP:Iteration 5Q (183.167422 sec): 3 clusters Score: Raw -24416.713136 + Penalty 1746.020443 = -22670.692693 nChanged 9 SP:Iteration 6Q (183.168453 sec): 3 clusters Score: Raw -24423.497776 + Penalty 1746.431468 = -22677.066308 nChanged 7 SP:Iteration 7Q (183.169475 sec): 3 clusters Score: Raw -24431.324739 + Penalty 1747.145074 = -22684.179665 nChanged 10 SP:Iteration 8Q (183.170495 sec): 3 clusters Score: Raw -24445.558914 + Penalty 1748.032256 = -22697.526658 nChanged 13 SP:Iteration 9Q (183.171520 sec): 3 clusters Score: Raw -24466.052864 + Penalty 1749.290395 = -22716.762469 nChanged 14 SP:Iteration 10F (183.172580 sec): 3 clusters Score: Raw -24487.810952 + Penalty 1750.513596 = -22737.297355 nChanged 13 SP:Iteration 11Q (183.173597 sec): 3 clusters Score: Raw -24500.977106 + Penalty 1750.747798 = -22750.229308 nChanged 5 SP:Iteration 12Q (183.174617 sec): 3 clusters Score: Raw -24508.804142 + Penalty 1750.951315 = -22757.852827 nChanged 5 SP:Iteration 13Q (183.175630 sec): 3 clusters Score: Raw -24522.713078 + Penalty 1750.951315 = -22771.761762 nChanged 2 SP:Iteration 14Q (183.176663 sec): 3 clusters Score: Raw -24524.231492 + Penalty 1751.122092 = -22773.109400 nChanged 3 SP:Iteration 15Q (183.177674 sec): 3 clusters Score: Raw -24529.701362 + Penalty 1751.550097 = -22778.151265 nChanged 2 SP:Iteration 16Q (183.178681 sec): 3 clusters Score: Raw -24533.012578 + Penalty 1752.520550 = -22780.492027 nChanged 4 SP:Iteration 17Q (183.179688 sec): 3 clusters Score: Raw -24537.916601 + Penalty 1753.373802 = -22784.542800 nChanged 5 SP:Iteration 18Q (183.180764 sec): 3 clusters Score: Raw -24542.288029 + Penalty 1754.810416 = -22787.477613 nChanged 5 SP:Iteration 19Q (183.181823 sec): 3 clusters Score: Raw -24547.125458 + Penalty 1755.700189 = -22791.425269 nChanged 4 SP:Iteration 20F (183.182932 sec): 3 clusters Score: Raw -24551.196018 + Penalty 1756.637986 = -22794.558031 nChanged 4 SP:Iteration 21Q (183.183990 sec): 3 clusters Score: Raw -24555.831723 + Penalty 1757.899919 = -22797.931804 nChanged 6 SP:Iteration 22Q (183.185045 sec): 3 clusters Score: Raw -24561.038704 + Penalty 1758.906498 = -22802.132207 nChanged 4 SP:Iteration 23Q (183.186063 sec): 3 clusters Score: Raw -24566.390739 + Penalty 1758.663230 = -22807.727509 nChanged 3 SP:Iteration 24Q (183.187066 sec): 3 clusters Score: Raw -24568.899504 + Penalty 1759.526445 = -22809.373059 nChanged 1 SP:Iteration 25Q (183.188070 sec): 3 clusters Score: Raw -24570.056457 + Penalty 1759.526445 = -22810.530013 nChanged 0 SP:Iteration 26F (183.189128 sec): 3 clusters Score: Raw -24570.056457 + Penalty 1759.526445 = -22810.530013 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 9 (1438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.194904 sec): 2 clusters Score: Raw -71783.430219 + Penalty 136.162533 = -71647.267686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.197614 sec): 3 clusters Score: Raw -70858.900192 + Penalty 273.392222 = -70585.507970 nChanged 639 SP:Iteration 1F (183.200266 sec): 3 clusters Score: Raw -71158.979769 + Penalty 276.927557 = -70882.052213 nChanged 214 SP:Iteration 2F (183.202913 sec): 3 clusters Score: Raw -71334.804105 + Penalty 286.312871 = -71048.491234 nChanged 196 SP:Iteration 3F (183.205568 sec): 3 clusters Score: Raw -71507.604478 + Penalty 297.125572 = -71210.478906 nChanged 129 SP:Iteration 4F (183.208211 sec): 3 clusters Score: Raw -71608.050073 + Penalty 308.043826 = -71300.006248 nChanged 72 SP:Iteration 5F (183.210854 sec): 3 clusters Score: Raw -71667.838991 + Penalty 322.568624 = -71345.270368 nChanged 57 SP:Iteration 6Q (183.213512 sec): 3 clusters Score: Raw -71722.860383 + Penalty 338.997621 = -71383.862762 nChanged 44 SP:Iteration 7Q (183.216151 sec): 3 clusters Score: Raw -71757.928015 + Penalty 339.811958 = -71418.116056 nChanged 27 SP:Iteration 8Q (183.218691 sec): 3 clusters Score: Raw -71778.335201 + Penalty 373.250995 = -71405.084207 nChanged 18 SP:Iteration 9F (183.221339 sec): 3 clusters Score: Raw -71792.987477 + Penalty 388.836471 = -71404.151006 nChanged 13 SP:Iteration 10F (183.224015 sec): 3 clusters Score: Raw -71802.234350 + Penalty 392.543004 = -71409.691347 nChanged 2 SP:Iteration 11Q (183.226406 sec): 3 clusters Score: Raw -71803.692395 + Penalty 398.793956 = -71404.898439 nChanged 1 SP:Iteration 12F (183.229054 sec): 3 clusters Score: Raw -71804.215715 + Penalty 398.793956 = -71405.421760 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 10 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.232443 sec): 2 clusters Score: Raw -32729.469612 + Penalty 304.057744 = -32425.411868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.233841 sec): 3 clusters Score: Raw -32355.652592 + Penalty 606.943319 = -31748.709274 nChanged 243 SP:Iteration 1F (183.235220 sec): 3 clusters Score: Raw -32472.800278 + Penalty 605.155700 = -31867.644578 nChanged 64 SP:Iteration 2F (183.236615 sec): 3 clusters Score: Raw -32524.501088 + Penalty 603.223987 = -31921.277101 nChanged 54 SP:Iteration 3F (183.238007 sec): 3 clusters Score: Raw -32576.599964 + Penalty 600.571833 = -31976.028131 nChanged 48 SP:Iteration 4F (183.239431 sec): 3 clusters Score: Raw -32620.575236 + Penalty 600.022333 = -32020.552902 nChanged 30 SP:Iteration 5Q (183.240778 sec): 3 clusters Score: Raw -32647.759154 + Penalty 600.044236 = -32047.714918 nChanged 35 SP:Iteration 6F (183.242158 sec): 3 clusters Score: Raw -32684.954528 + Penalty 599.572030 = -32085.382498 nChanged 20 SP:Iteration 7Q (183.243543 sec): 3 clusters Score: Raw -32699.745092 + Penalty 599.263776 = -32100.481316 nChanged 10 SP:Iteration 8Q (183.244887 sec): 3 clusters Score: Raw -32703.863582 + Penalty 599.263776 = -32104.599806 nChanged 0 SP:Iteration 9F (183.246262 sec): 3 clusters Score: Raw -32703.863582 + Penalty 599.263776 = -32104.599806 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 12 (1399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.250874 sec): 2 clusters Score: Raw -72186.410225 + Penalty 77.734558 = -72108.675667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.253486 sec): 3 clusters Score: Raw -71302.297856 + Penalty 163.115194 = -71139.182663 nChanged 646 SP:Iteration 1F (183.256056 sec): 3 clusters Score: Raw -71785.977016 + Penalty 168.987035 = -71616.989982 nChanged 111 SP:Iteration 2F (183.258616 sec): 3 clusters Score: Raw -71858.658528 + Penalty 175.578987 = -71683.079541 nChanged 96 SP:Iteration 3F (183.261174 sec): 3 clusters Score: Raw -71949.227208 + Penalty 185.985229 = -71763.241979 nChanged 86 SP:Iteration 4F (183.263729 sec): 3 clusters Score: Raw -72054.314896 + Penalty 204.666012 = -71849.648884 nChanged 59 SP:Iteration 5Q (183.266301 sec): 3 clusters Score: Raw -72126.364642 + Penalty 221.573016 = -71904.791625 nChanged 22 SP:Iteration 6Q (183.268664 sec): 3 clusters Score: Raw -72157.404764 + Penalty 239.739516 = -71917.665248 nChanged 9 SP:Iteration 7Q (183.270795 sec): 3 clusters Score: Raw -72172.176358 + Penalty 244.689881 = -71927.486477 nChanged 5 SP:Iteration 8Q (183.272862 sec): 3 clusters Score: Raw -72177.211210 + Penalty 249.322882 = -71927.888328 nChanged 2 SP:Iteration 9Q (183.274918 sec): 3 clusters Score: Raw -72179.738742 + Penalty 250.095853 = -71929.642888 nChanged 2 SP:Iteration 10F (183.277470 sec): 3 clusters Score: Raw -72180.521785 + Penalty 255.091788 = -71925.429997 nChanged 1 SP:Iteration 11F (183.280142 sec): 3 clusters Score: Raw -72180.236962 + Penalty 245.904624 = -71934.332338 nChanged 2 SP:Iteration 12Q (183.282349 sec): 3 clusters Score: Raw -72180.492638 + Penalty 260.613807 = -71919.878831 nChanged 3 SP:Iteration 13F (183.285077 sec): 3 clusters Score: Raw -72180.914386 + Penalty 278.643180 = -71902.271206 nChanged 3 SP:Iteration 14F (183.287669 sec): 3 clusters Score: Raw -72181.872094 + Penalty 329.398567 = -71852.473527 nChanged 5 SP:Iteration 15F (183.290212 sec): 3 clusters Score: Raw -72185.358140 + Penalty 366.618192 = -71818.739947 nChanged 3 SP:Iteration 16F (183.292774 sec): 3 clusters Score: Raw -72187.168765 + Penalty 398.979462 = -71788.189303 nChanged 1 SP:Iteration 17F (183.295329 sec): 3 clusters Score: Raw -72188.192514 + Penalty 398.979462 = -71789.213052 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 13 (1826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.304909 sec): 2 clusters Score: Raw -91197.170547 + Penalty 150.391947 = -91046.778600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.308298 sec): 3 clusters Score: Raw -90058.153306 + Penalty 310.486535 = -89747.666772 nChanged 836 SP:Iteration 1F (183.311623 sec): 3 clusters Score: Raw -90847.557002 + Penalty 318.685881 = -90528.871122 nChanged 192 SP:Iteration 2F (183.314946 sec): 3 clusters Score: Raw -90963.477770 + Penalty 319.480398 = -90643.997372 nChanged 103 SP:Iteration 3F (183.318265 sec): 3 clusters Score: Raw -91032.892400 + Penalty 319.223629 = -90713.668771 nChanged 80 SP:Iteration 4Q (183.321583 sec): 3 clusters Score: Raw -91092.935953 + Penalty 321.718101 = -90771.217851 nChanged 69 SP:Iteration 5Q (183.324896 sec): 3 clusters Score: Raw -91153.388109 + Penalty 324.102308 = -90829.285801 nChanged 66 SP:Iteration 6Q (183.328203 sec): 3 clusters Score: Raw -91217.402124 + Penalty 327.560583 = -90889.841541 nChanged 51 SP:Iteration 7Q (183.331547 sec): 3 clusters Score: Raw -91263.019174 + Penalty 326.806228 = -90936.212945 nChanged 29 SP:Iteration 8Q (183.334752 sec): 3 clusters Score: Raw -91276.085695 + Penalty 327.825192 = -90948.260503 nChanged 18 SP:Iteration 9Q (183.337853 sec): 3 clusters Score: Raw -91286.106926 + Penalty 328.971261 = -90957.135665 nChanged 13 SP:Iteration 10F (183.341165 sec): 3 clusters Score: Raw -91291.859129 + Penalty 329.542815 = -90962.316314 nChanged 7 SP:Iteration 11Q (183.344210 sec): 3 clusters Score: Raw -91296.323308 + Penalty 331.935957 = -90964.387351 nChanged 10 SP:Iteration 12Q (183.347236 sec): 3 clusters Score: Raw -91299.394993 + Penalty 333.910127 = -90965.484866 nChanged 7 SP:Iteration 13Q (183.350241 sec): 3 clusters Score: Raw -91300.364860 + Penalty 334.068067 = -90966.296792 nChanged 3 SP:Iteration 14Q (183.353238 sec): 3 clusters Score: Raw -91300.523535 + Penalty 334.068067 = -90966.455468 nChanged 0 SP:Iteration 15F (183.356554 sec): 3 clusters Score: Raw -91300.523535 + Penalty 334.068067 = -90966.455468 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 14 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.360587 sec): 2 clusters Score: Raw -30051.526154 + Penalty 231.694487 = -29819.831667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.361825 sec): 3 clusters Score: Raw -29706.017758 + Penalty 488.274216 = -29217.743542 nChanged 224 SP:Iteration 1F (183.363041 sec): 3 clusters Score: Raw -29859.850608 + Penalty 522.921176 = -29336.929431 nChanged 87 SP:Iteration 2F (183.364260 sec): 3 clusters Score: Raw -29933.724812 + Penalty 543.762162 = -29389.962650 nChanged 45 SP:Iteration 3F (183.365477 sec): 3 clusters Score: Raw -29982.306190 + Penalty 561.645606 = -29420.660584 nChanged 33 SP:Iteration 4F (183.366693 sec): 3 clusters Score: Raw -30018.731417 + Penalty 569.392815 = -29449.338602 nChanged 13 SP:Iteration 5Q (183.367902 sec): 3 clusters Score: Raw -30030.050318 + Penalty 571.542473 = -29458.507845 nChanged 10 SP:Iteration 6Q (183.369102 sec): 3 clusters Score: Raw -30039.684362 + Penalty 591.932022 = -29447.752340 nChanged 5 SP:Iteration 7F (183.370317 sec): 3 clusters Score: Raw -30048.026922 + Penalty 602.425818 = -29445.601105 nChanged 4 SP:Iteration 8F (183.371531 sec): 3 clusters Score: Raw -30054.416975 + Penalty 605.249490 = -29449.167485 nChanged 1 SP:Iteration 9Q (183.372629 sec): 3 clusters Score: Raw -30055.965949 + Penalty 605.249490 = -29450.716460 nChanged 0 SP:Iteration 10F (183.373844 sec): 3 clusters Score: Raw -30055.965949 + Penalty 605.249490 = -29450.716460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 16 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.375702 sec): 2 clusters Score: Raw -25175.178879 + Penalty 219.060965 = -24956.117913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.376811 sec): 3 clusters Score: Raw -24895.307969 + Penalty 444.938898 = -24450.369071 nChanged 178 SP:Iteration 1F (183.377900 sec): 3 clusters Score: Raw -25035.912592 + Penalty 445.573672 = -24590.338920 nChanged 64 SP:Iteration 2F (183.378988 sec): 3 clusters Score: Raw -25083.382794 + Penalty 442.629754 = -24640.753039 nChanged 36 SP:Iteration 3F (183.380081 sec): 3 clusters Score: Raw -25121.552156 + Penalty 441.974073 = -24679.578083 nChanged 39 SP:Iteration 4F (183.381168 sec): 3 clusters Score: Raw -25162.378957 + Penalty 440.294847 = -24722.084110 nChanged 38 SP:Iteration 5F (183.382261 sec): 3 clusters Score: Raw -25198.956505 + Penalty 439.749437 = -24759.207067 nChanged 30 SP:Iteration 6F (183.383347 sec): 3 clusters Score: Raw -25228.230607 + Penalty 439.283845 = -24788.946762 nChanged 19 SP:Iteration 7Q (183.384375 sec): 3 clusters Score: Raw -25244.002429 + Penalty 439.085995 = -24804.916434 nChanged 12 SP:Iteration 8Q (183.385418 sec): 3 clusters Score: Raw -25251.497068 + Penalty 438.702417 = -24812.794650 nChanged 7 SP:Iteration 9Q (183.386522 sec): 3 clusters Score: Raw -25253.886003 + Penalty 438.438800 = -24815.447203 nChanged 3 SP:Iteration 10F (183.387661 sec): 3 clusters Score: Raw -25257.140610 + Penalty 438.353955 = -24818.786655 nChanged 1 SP:Iteration 11Q (183.388708 sec): 3 clusters Score: Raw -25257.311874 + Penalty 438.227072 = -24819.084803 nChanged 2 SP:Iteration 12Q (183.389725 sec): 3 clusters Score: Raw -25257.708515 + Penalty 438.180969 = -24819.527547 nChanged 2 SP:Iteration 13Q (183.390740 sec): 3 clusters Score: Raw -25258.432317 + Penalty 438.126934 = -24820.305383 nChanged 2 SP:Iteration 14Q (183.391755 sec): 3 clusters Score: Raw -25258.573025 + Penalty 438.126934 = -24820.446092 nChanged 0 SP:Iteration 15F (183.392840 sec): 3 clusters Score: Raw -25258.573025 + Penalty 438.126934 = -24820.446092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 17 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.394174 sec): 2 clusters Score: Raw -9356.742124 + Penalty 262.795603 = -9093.946521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.394708 sec): 3 clusters Score: Raw -9294.422477 + Penalty 525.681225 = -8768.741252 nChanged 55 SP:Iteration 1F (183.395231 sec): 3 clusters Score: Raw -9327.425738 + Penalty 525.650503 = -8801.775235 nChanged 8 SP:Iteration 2Q (183.395751 sec): 3 clusters Score: Raw -9332.134679 + Penalty 526.093593 = -8806.041086 nChanged 5 SP:Iteration 3Q (183.396267 sec): 3 clusters Score: Raw -9334.352448 + Penalty 527.690709 = -8806.661739 nChanged 6 SP:Iteration 4Q (183.396784 sec): 3 clusters Score: Raw -9339.383560 + Penalty 531.022457 = -8808.361102 nChanged 9 SP:Iteration 5Q (183.397298 sec): 3 clusters Score: Raw -9348.384670 + Penalty 534.955425 = -8813.429245 nChanged 10 SP:Iteration 6F (183.397819 sec): 3 clusters Score: Raw -9357.538298 + Penalty 542.315815 = -8815.222482 nChanged 9 SP:Iteration 7Q (183.398337 sec): 3 clusters Score: Raw -9367.077701 + Penalty 567.702651 = -8799.375050 nChanged 14 SP:Iteration 8F (183.398856 sec): 3 clusters Score: Raw -9393.367959 + Penalty 599.776190 = -8793.591769 nChanged 8 SP:Iteration 9F (183.399377 sec): 3 clusters Score: Raw -9403.814136 + Penalty 617.281325 = -8786.532811 nChanged 3 SP:Iteration 10F (183.399897 sec): 3 clusters Score: Raw -9410.100034 + Penalty 653.759383 = -8756.340651 nChanged 5 SP:Iteration 11F (183.400417 sec): 3 clusters Score: Raw -9429.141044 + Penalty 661.776229 = -8767.364815 nChanged 1 SP:Iteration 12Q (183.400915 sec): 3 clusters Score: Raw -9433.519156 + Penalty 661.776229 = -8771.742927 nChanged 0 SP:Iteration 13F (183.401434 sec): 3 clusters Score: Raw -9433.519156 + Penalty 661.776229 = -8771.742927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 18 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.402301 sec): 2 clusters Score: Raw -4007.459800 + Penalty 717.572121 = -3289.887679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.402754 sec): 3 clusters Score: Raw -4175.150928 + Penalty 1439.787723 = -2735.363206 nChanged 19 SP:Iteration 1F (183.403198 sec): 3 clusters Score: Raw -4313.112397 + Penalty 1445.693980 = -2867.418417 nChanged 8 SP:Iteration 2F (183.403645 sec): 3 clusters Score: Raw -4371.761298 + Penalty 1447.462396 = -2924.298902 nChanged 3 SP:Iteration 3Q (183.404042 sec): 3 clusters Score: Raw -4386.913098 + Penalty 1447.462396 = -2939.450702 nChanged 0 SP:Iteration 4F (183.404488 sec): 3 clusters Score: Raw -4386.913098 + Penalty 1447.462396 = -2939.450702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 19 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.406458 sec): 2 clusters Score: Raw -16448.212174 + Penalty 394.935180 = -16053.276994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.407256 sec): 3 clusters Score: Raw -16370.623505 + Penalty 804.374902 = -15566.248604 nChanged 113 SP:Iteration 1F (183.408069 sec): 3 clusters Score: Raw -16514.180429 + Penalty 820.577407 = -15693.603022 nChanged 35 SP:Iteration 2F (183.408852 sec): 3 clusters Score: Raw -16587.034080 + Penalty 820.846596 = -15766.187484 nChanged 23 SP:Iteration 3F (183.409632 sec): 3 clusters Score: Raw -16640.777948 + Penalty 811.968725 = -15828.809223 nChanged 14 SP:Iteration 4Q (183.410383 sec): 3 clusters Score: Raw -16674.701481 + Penalty 806.196657 = -15868.504824 nChanged 5 SP:Iteration 5Q (183.411124 sec): 3 clusters Score: Raw -16681.929183 + Penalty 806.196657 = -15875.732526 nChanged 0 SP:Iteration 6F (183.411904 sec): 3 clusters Score: Raw -16681.929183 + Penalty 806.196657 = -15875.732526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 21 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.412963 sec): 2 clusters Score: Raw -9039.378340 + Penalty 423.410394 = -8615.967947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.413540 sec): 3 clusters Score: Raw -9013.204975 + Penalty 848.877309 = -8164.327666 nChanged 37 SP:Iteration 1F (183.414107 sec): 3 clusters Score: Raw -9068.751871 + Penalty 857.147789 = -8211.604081 nChanged 18 SP:Iteration 2F (183.414671 sec): 3 clusters Score: Raw -9104.804417 + Penalty 866.705096 = -8238.099321 nChanged 10 SP:Iteration 3Q (183.415219 sec): 3 clusters Score: Raw -9117.890489 + Penalty 871.056171 = -8246.834318 nChanged 5 SP:Iteration 4Q (183.415765 sec): 3 clusters Score: Raw -9132.374757 + Penalty 879.789642 = -8252.585116 nChanged 7 SP:Iteration 5Q (183.416309 sec): 3 clusters Score: Raw -9146.511616 + Penalty 884.316482 = -8262.195134 nChanged 5 SP:Iteration 6Q (183.416855 sec): 3 clusters Score: Raw -9159.552412 + Penalty 883.772746 = -8275.779666 nChanged 2 SP:Iteration 7Q (183.417392 sec): 3 clusters Score: Raw -9166.932181 + Penalty 880.564089 = -8286.368092 nChanged 4 SP:Iteration 8Q (183.417925 sec): 3 clusters Score: Raw -9182.793229 + Penalty 883.516134 = -8299.277096 nChanged 2 SP:Iteration 9Q (183.418455 sec): 3 clusters Score: Raw -9202.100702 + Penalty 885.618855 = -8316.481847 nChanged 1 SP:Iteration 10F (183.419016 sec): 3 clusters Score: Raw -9209.145780 + Penalty 885.618855 = -8323.526925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 25 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.420923 sec): 2 clusters Score: Raw -27766.725893 + Penalty 871.814592 = -26894.911300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.422052 sec): 3 clusters Score: Raw -27602.153111 + Penalty 1743.193276 = -25858.959836 nChanged 133 SP:Iteration 1F (183.423161 sec): 3 clusters Score: Raw -27746.082551 + Penalty 1742.433218 = -26003.649333 nChanged 47 SP:Iteration 2F (183.424277 sec): 3 clusters Score: Raw -27813.921536 + Penalty 1742.378538 = -26071.542998 nChanged 23 SP:Iteration 3Q (183.425366 sec): 3 clusters Score: Raw -27851.167627 + Penalty 1742.442355 = -26108.725272 nChanged 16 SP:Iteration 4Q (183.426448 sec): 3 clusters Score: Raw -27874.253894 + Penalty 1743.125113 = -26131.128781 nChanged 12 SP:Iteration 5Q (183.427516 sec): 3 clusters Score: Raw -27888.413523 + Penalty 1743.037064 = -26145.376459 nChanged 10 SP:Iteration 6Q (183.428578 sec): 3 clusters Score: Raw -27909.179134 + Penalty 1743.129869 = -26166.049265 nChanged 6 SP:Iteration 7Q (183.429649 sec): 3 clusters Score: Raw -27919.976125 + Penalty 1742.312397 = -26177.663728 nChanged 4 SP:Iteration 8Q (183.430713 sec): 3 clusters Score: Raw -27924.873738 + Penalty 1742.139438 = -26182.734301 nChanged 2 SP:Iteration 9Q (183.431776 sec): 3 clusters Score: Raw -27927.094415 + Penalty 1742.139438 = -26184.954978 nChanged 0 SP:Iteration 10F (183.432902 sec): 3 clusters Score: Raw -27927.094415 + Penalty 1742.139438 = -26184.954978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 28 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.433964 sec): 2 clusters Score: Raw -7113.491562 + Penalty 511.074956 = -6602.416606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.434522 sec): 3 clusters Score: Raw -7140.373635 + Penalty 1034.789379 = -6105.584256 nChanged 43 SP:Iteration 1F (183.435065 sec): 3 clusters Score: Raw -7252.513180 + Penalty 1039.336183 = -6213.176997 nChanged 11 SP:Iteration 2F (183.435605 sec): 3 clusters Score: Raw -7285.215879 + Penalty 1049.716828 = -6235.499052 nChanged 7 SP:Iteration 3Q (183.436109 sec): 3 clusters Score: Raw -7305.158234 + Penalty 1053.352151 = -6251.806083 nChanged 3 SP:Iteration 4Q (183.436607 sec): 3 clusters Score: Raw -7316.177456 + Penalty 1053.352151 = -6262.825305 nChanged 0 SP:Iteration 5F (183.437143 sec): 3 clusters Score: Raw -7316.177456 + Penalty 1053.352151 = -6262.825305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 30 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.438344 sec): 2 clusters Score: Raw -14616.773823 + Penalty 316.725069 = -14300.048755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.439055 sec): 3 clusters Score: Raw -14515.626738 + Penalty 641.001520 = -13874.625218 nChanged 85 SP:Iteration 1F (183.439752 sec): 3 clusters Score: Raw -14603.236733 + Penalty 664.097394 = -13939.139338 nChanged 37 SP:Iteration 2F (183.440448 sec): 3 clusters Score: Raw -14658.978387 + Penalty 694.528751 = -13964.449636 nChanged 24 SP:Iteration 3F (183.441143 sec): 3 clusters Score: Raw -14693.805964 + Penalty 718.632981 = -13975.172984 nChanged 12 SP:Iteration 4Q (183.441828 sec): 3 clusters Score: Raw -14721.947003 + Penalty 735.836039 = -13986.110964 nChanged 8 SP:Iteration 5Q (183.442509 sec): 3 clusters Score: Raw -14736.043363 + Penalty 735.563433 = -14000.479929 nChanged 2 SP:Iteration 6Q (183.443185 sec): 3 clusters Score: Raw -14741.285275 + Penalty 735.563433 = -14005.721842 nChanged 0 SP:Iteration 7F (183.443880 sec): 3 clusters Score: Raw -14741.285275 + Penalty 735.563433 = -14005.721842 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 35 (812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.446968 sec): 2 clusters Score: Raw -41292.443411 + Penalty 604.137038 = -40688.306373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.448598 sec): 3 clusters Score: Raw -40889.638179 + Penalty 1222.147875 = -39667.490305 nChanged 291 SP:Iteration 1F (183.450202 sec): 3 clusters Score: Raw -41121.830487 + Penalty 1244.282455 = -39877.548032 nChanged 92 SP:Iteration 2F (183.451789 sec): 3 clusters Score: Raw -41203.799391 + Penalty 1263.389393 = -39940.409998 nChanged 51 SP:Iteration 3F (183.453366 sec): 3 clusters Score: Raw -41248.408178 + Penalty 1278.766462 = -39969.641717 nChanged 33 SP:Iteration 4Q (183.454948 sec): 3 clusters Score: Raw -41279.855547 + Penalty 1294.289240 = -39985.566307 nChanged 24 SP:Iteration 5Q (183.456515 sec): 3 clusters Score: Raw -41305.962324 + Penalty 1318.136624 = -39987.825699 nChanged 19 SP:Iteration 6Q (183.458077 sec): 3 clusters Score: Raw -41331.029977 + Penalty 1334.883108 = -39996.146869 nChanged 15 SP:Iteration 7Q (183.459626 sec): 3 clusters Score: Raw -41348.542507 + Penalty 1346.376125 = -40002.166381 nChanged 13 SP:Iteration 8Q (183.461152 sec): 3 clusters Score: Raw -41362.756296 + Penalty 1358.653639 = -40004.102657 nChanged 10 SP:Iteration 9Q (183.462701 sec): 3 clusters Score: Raw -41375.598765 + Penalty 1370.727604 = -40004.871160 nChanged 7 SP:Iteration 10F (183.464306 sec): 3 clusters Score: Raw -41387.980865 + Penalty 1374.296831 = -40013.684034 nChanged 5 SP:Iteration 11Q (183.465771 sec): 3 clusters Score: Raw -41397.136860 + Penalty 1374.296831 = -40022.840029 nChanged 0 SP:Iteration 12F (183.467355 sec): 3 clusters Score: Raw -41397.136860 + Penalty 1374.296831 = -40022.840029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 37 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.469025 sec): 2 clusters Score: Raw -5450.970505 + Penalty 115.277110 = -5335.693395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.469467 sec): 3 clusters Score: Raw -5420.887653 + Penalty 228.310676 = -5192.576977 nChanged 35 SP:Iteration 1F (183.469884 sec): 3 clusters Score: Raw -5449.407560 + Penalty 225.458873 = -5223.948687 nChanged 11 SP:Iteration 2F (183.470301 sec): 3 clusters Score: Raw -5465.693252 + Penalty 221.407319 = -5244.285933 nChanged 6 SP:Iteration 3F (183.470716 sec): 3 clusters Score: Raw -5472.734080 + Penalty 218.314458 = -5254.419622 nChanged 3 SP:Iteration 4Q (183.471123 sec): 3 clusters Score: Raw -5482.150883 + Penalty 218.503455 = -5263.647427 nChanged 1 SP:Iteration 5Q (183.471526 sec): 3 clusters Score: Raw -5483.066025 + Penalty 218.503455 = -5264.562570 nChanged 0 SP:Iteration 6F (183.471940 sec): 3 clusters Score: Raw -5483.066025 + Penalty 218.503455 = -5264.562570 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 38 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.475072 sec): 2 clusters Score: Raw -38671.916881 + Penalty 399.849932 = -38272.066949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.476725 sec): 3 clusters Score: Raw -38250.543538 + Penalty 818.361846 = -37432.181692 nChanged 290 SP:Iteration 1F (183.478348 sec): 3 clusters Score: Raw -38509.367133 + Penalty 869.202680 = -37640.164454 nChanged 116 SP:Iteration 2F (183.479950 sec): 3 clusters Score: Raw -38649.680643 + Penalty 904.535454 = -37745.145188 nChanged 42 SP:Iteration 3F (183.481553 sec): 3 clusters Score: Raw -38695.360843 + Penalty 933.134727 = -37762.226116 nChanged 26 SP:Iteration 4Q (183.483168 sec): 3 clusters Score: Raw -38728.781438 + Penalty 957.636271 = -37771.145167 nChanged 19 SP:Iteration 5Q (183.484936 sec): 3 clusters Score: Raw -38748.212186 + Penalty 979.399588 = -37768.812598 nChanged 14 SP:Iteration 6F (183.486558 sec): 3 clusters Score: Raw -38762.011509 + Penalty 994.630471 = -37767.381037 nChanged 8 SP:Iteration 7F (183.488234 sec): 3 clusters Score: Raw -38772.106066 + Penalty 1004.553424 = -37767.552642 nChanged 7 SP:Iteration 8Q (183.489760 sec): 3 clusters Score: Raw -38779.558678 + Penalty 1012.560068 = -37766.998610 nChanged 7 SP:Iteration 9F (183.491382 sec): 3 clusters Score: Raw -38784.918500 + Penalty 1021.347256 = -37763.571244 nChanged 5 SP:Iteration 10F (183.493005 sec): 3 clusters Score: Raw -38788.497064 + Penalty 1032.257859 = -37756.239204 nChanged 5 SP:Iteration 11F (183.494598 sec): 3 clusters Score: Raw -38793.119881 + Penalty 1044.732460 = -37748.387421 nChanged 5 SP:Iteration 12F (183.496192 sec): 3 clusters Score: Raw -38797.750205 + Penalty 1054.845597 = -37742.904608 nChanged 3 SP:Iteration 13F (183.497780 sec): 3 clusters Score: Raw -38800.498097 + Penalty 1062.227599 = -37738.270498 nChanged 2 SP:Iteration 14F (183.499372 sec): 3 clusters Score: Raw -38802.538211 + Penalty 1068.590095 = -37733.948116 nChanged 2 SP:Iteration 15F (183.500966 sec): 3 clusters Score: Raw -38803.596868 + Penalty 1068.590095 = -37735.006774 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 39 (3970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.519879 sec): 2 clusters Score: Raw -197458.172852 + Penalty 539.740541 = -196918.432311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.527154 sec): 3 clusters Score: Raw -195007.412792 + Penalty 1068.508190 = -193938.904602 nChanged 1693 SP:Iteration 1F (183.534458 sec): 3 clusters Score: Raw -196115.894550 + Penalty 1053.766415 = -195062.128135 nChanged 575 SP:Iteration 2F (183.541596 sec): 3 clusters Score: Raw -196588.407997 + Penalty 1042.099843 = -195546.308154 nChanged 278 SP:Iteration 3F (183.548826 sec): 3 clusters Score: Raw -196776.328957 + Penalty 1030.953667 = -195745.375290 nChanged 170 SP:Iteration 4Q (183.555899 sec): 3 clusters Score: Raw -196871.625372 + Penalty 1021.615526 = -195850.009846 nChanged 122 SP:Iteration 5Q (183.562868 sec): 3 clusters Score: Raw -196932.433925 + Penalty 1012.416227 = -195920.017698 nChanged 89 SP:Iteration 6Q (183.569805 sec): 3 clusters Score: Raw -196975.280618 + Penalty 1001.767326 = -195973.513292 nChanged 91 SP:Iteration 7Q (183.576698 sec): 3 clusters Score: Raw -197019.008611 + Penalty 990.472012 = -196028.536599 nChanged 83 SP:Iteration 8Q (183.583546 sec): 3 clusters Score: Raw -197054.281390 + Penalty 981.086062 = -196073.195328 nChanged 86 SP:Iteration 9Q (183.590594 sec): 3 clusters Score: Raw -197085.826766 + Penalty 974.916476 = -196110.910290 nChanged 77 SP:Iteration 10F (183.598048 sec): 3 clusters Score: Raw -197114.116613 + Penalty 968.100816 = -196146.015797 nChanged 76 SP:Iteration 11Q (183.604776 sec): 3 clusters Score: Raw -197144.270865 + Penalty 962.395726 = -196181.875139 nChanged 69 SP:Iteration 12Q (183.611463 sec): 3 clusters Score: Raw -197175.176631 + Penalty 955.530129 = -196219.646502 nChanged 72 SP:Iteration 13Q (183.618110 sec): 3 clusters Score: Raw -197210.045978 + Penalty 950.647472 = -196259.398506 nChanged 70 SP:Iteration 14Q (183.624709 sec): 3 clusters Score: Raw -197245.944855 + Penalty 946.061409 = -196299.883446 nChanged 64 SP:Iteration 15Q (183.631269 sec): 3 clusters Score: Raw -197279.526684 + Penalty 937.926206 = -196341.600478 nChanged 64 SP:Iteration 16Q (183.637790 sec): 3 clusters Score: Raw -197314.007325 + Penalty 930.467418 = -196383.539906 nChanged 59 SP:Iteration 17Q (183.644209 sec): 3 clusters Score: Raw -197346.607210 + Penalty 920.242358 = -196426.364852 nChanged 55 SP:Iteration 18Q (183.650599 sec): 3 clusters Score: Raw -197385.489819 + Penalty 916.516342 = -196468.973477 nChanged 40 SP:Iteration 19Q (183.656949 sec): 3 clusters Score: Raw -197411.382620 + Penalty 907.675766 = -196503.706854 nChanged 35 SP:Iteration 20F (183.664076 sec): 3 clusters Score: Raw -197434.602152 + Penalty 906.269859 = -196528.332293 nChanged 22 SP:Iteration 21Q (183.670173 sec): 3 clusters Score: Raw -197445.846610 + Penalty 904.785698 = -196541.060912 nChanged 21 SP:Iteration 22Q (183.676207 sec): 3 clusters Score: Raw -197454.478726 + Penalty 900.946303 = -196553.532423 nChanged 16 SP:Iteration 23Q (183.682197 sec): 3 clusters Score: Raw -197459.375748 + Penalty 897.784412 = -196561.591335 nChanged 17 SP:Iteration 24Q (183.688213 sec): 3 clusters Score: Raw -197463.361360 + Penalty 896.778675 = -196566.582685 nChanged 8 SP:Iteration 25Q (183.694341 sec): 3 clusters Score: Raw -197465.497024 + Penalty 896.939206 = -196568.557818 nChanged 9 SP:Iteration 26Q (183.700271 sec): 3 clusters Score: Raw -197466.880208 + Penalty 893.374295 = -196573.505913 nChanged 8 SP:Iteration 27Q (183.706195 sec): 3 clusters Score: Raw -197467.750806 + Penalty 891.868718 = -196575.882088 nChanged 2 SP:Iteration 28Q (183.712101 sec): 3 clusters Score: Raw -197468.597873 + Penalty 890.815065 = -196577.782808 nChanged 3 SP:Iteration 29Q (183.718010 sec): 3 clusters Score: Raw -197469.539338 + Penalty 891.336087 = -196578.203252 nChanged 2 SP:Iteration 30F (183.725077 sec): 3 clusters Score: Raw -197469.859995 + Penalty 888.374038 = -196581.485957 nChanged 1 SP:Iteration 31Q (183.730969 sec): 3 clusters Score: Raw -197470.595367 + Penalty 888.374038 = -196582.221329 nChanged 0 SP:Iteration 32F (183.738109 sec): 3 clusters Score: Raw -197470.595367 + Penalty 888.374038 = -196582.221329 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 41 (1519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.747697 sec): 2 clusters Score: Raw -75722.568262 + Penalty 115.497744 = -75607.070518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.750549 sec): 3 clusters Score: Raw -74803.171321 + Penalty 232.461752 = -74570.709570 nChanged 699 SP:Iteration 1F (183.753376 sec): 3 clusters Score: Raw -75430.245290 + Penalty 240.600511 = -75189.644779 nChanged 153 SP:Iteration 2F (183.756173 sec): 3 clusters Score: Raw -75536.237375 + Penalty 258.116441 = -75278.120934 nChanged 99 SP:Iteration 3F (183.758961 sec): 3 clusters Score: Raw -75618.204200 + Penalty 269.496377 = -75348.707823 nChanged 68 SP:Iteration 4Q (183.761755 sec): 3 clusters Score: Raw -75674.156684 + Penalty 277.076416 = -75397.080269 nChanged 55 SP:Iteration 5Q (183.764556 sec): 3 clusters Score: Raw -75716.019343 + Penalty 292.108369 = -75423.910973 nChanged 35 SP:Iteration 6Q (183.767353 sec): 3 clusters Score: Raw -75742.098065 + Penalty 305.383546 = -75436.714519 nChanged 18 SP:Iteration 7Q (183.770149 sec): 3 clusters Score: Raw -75756.140231 + Penalty 303.894807 = -75452.245424 nChanged 14 SP:Iteration 8Q (183.772955 sec): 3 clusters Score: Raw -75768.344299 + Penalty 305.671633 = -75462.672666 nChanged 7 SP:Iteration 9Q (183.775701 sec): 3 clusters Score: Raw -75774.236454 + Penalty 310.402368 = -75463.834086 nChanged 5 SP:Iteration 10F (183.778489 sec): 3 clusters Score: Raw -75777.206401 + Penalty 315.251259 = -75461.955142 nChanged 2 SP:Iteration 11F (183.781278 sec): 3 clusters Score: Raw -75777.740260 + Penalty 315.251259 = -75462.489001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 48 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.785102 sec): 2 clusters Score: Raw -21461.254726 + Penalty 547.851616 = -20913.403110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.786098 sec): 3 clusters Score: Raw -21350.425950 + Penalty 1099.987416 = -20250.438534 nChanged 149 SP:Iteration 1F (183.787059 sec): 3 clusters Score: Raw -21734.018197 + Penalty 1110.623652 = -20623.394545 nChanged 65 SP:Iteration 2F (183.788015 sec): 3 clusters Score: Raw -21891.845946 + Penalty 1109.854984 = -20781.990963 nChanged 31 SP:Iteration 3F (183.788970 sec): 3 clusters Score: Raw -22011.471458 + Penalty 1112.992700 = -20898.478759 nChanged 14 SP:Iteration 4Q (183.789861 sec): 3 clusters Score: Raw -22029.553446 + Penalty 1112.925367 = -20916.628079 nChanged 2 SP:Iteration 5Q (183.790755 sec): 3 clusters Score: Raw -22032.104304 + Penalty 1112.925367 = -20919.178938 nChanged 0 SP:Iteration 6F (183.791711 sec): 3 clusters Score: Raw -22032.104304 + Penalty 1112.925367 = -20919.178938 nChanged 0 Score: Raw -2414121.842639 + Penalty 30566.587053 = -2383555.255586 Splitting cluster 48 changes total score from -2345752.126564 to -2383555.255586 So it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 50 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.874379 sec): 2 clusters Score: Raw -25095.617845 + Penalty 342.432370 = -24753.185475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.875499 sec): 3 clusters Score: Raw -24840.387332 + Penalty 683.491221 = -24156.896111 nChanged 165 SP:Iteration 1F (184.876594 sec): 3 clusters Score: Raw -24965.331697 + Penalty 680.242295 = -24285.089402 nChanged 62 SP:Iteration 2F (184.877699 sec): 3 clusters Score: Raw -25000.560924 + Penalty 680.100078 = -24320.460846 nChanged 20 SP:Iteration 3Q (184.878794 sec): 3 clusters Score: Raw -25009.088440 + Penalty 680.466635 = -24328.621806 nChanged 14 SP:Iteration 4Q (184.879887 sec): 3 clusters Score: Raw -25013.343299 + Penalty 681.967313 = -24331.375986 nChanged 13 SP:Iteration 5Q (184.880981 sec): 3 clusters Score: Raw -25021.022040 + Penalty 684.494078 = -24336.527962 nChanged 15 SP:Iteration 6Q (184.882074 sec): 3 clusters Score: Raw -25030.177687 + Penalty 687.966392 = -24342.211295 nChanged 16 SP:Iteration 7Q (184.883165 sec): 3 clusters Score: Raw -25041.415101 + Penalty 704.607291 = -24336.807810 nChanged 24 SP:Iteration 8F (184.884266 sec): 3 clusters Score: Raw -25071.780303 + Penalty 738.787803 = -24332.992500 nChanged 34 SP:Iteration 9F (184.885367 sec): 3 clusters Score: Raw -25115.306316 + Penalty 762.216629 = -24353.089688 nChanged 19 SP:Iteration 10F (184.886500 sec): 3 clusters Score: Raw -25134.650843 + Penalty 779.486739 = -24355.164104 nChanged 13 SP:Iteration 11Q (184.887556 sec): 3 clusters Score: Raw -25152.692632 + Penalty 801.397513 = -24351.295119 nChanged 12 SP:Iteration 12F (184.888656 sec): 3 clusters Score: Raw -25170.092883 + Penalty 834.911196 = -24335.181687 nChanged 12 SP:Iteration 13F (184.889728 sec): 3 clusters Score: Raw -25187.469826 + Penalty 848.183433 = -24339.286393 nChanged 6 SP:Iteration 14Q (184.890695 sec): 3 clusters Score: Raw -25192.235096 + Penalty 864.243127 = -24327.991969 nChanged 3 SP:Iteration 15F (184.891765 sec): 3 clusters Score: Raw -25194.647560 + Penalty 864.243127 = -24330.404432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 53 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.892818 sec): 2 clusters Score: Raw -10094.996260 + Penalty 216.770996 = -9878.225264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.893398 sec): 3 clusters Score: Raw -10006.918787 + Penalty 443.319310 = -9563.599477 nChanged 63 SP:Iteration 1F (184.893970 sec): 3 clusters Score: Raw -10066.576215 + Penalty 446.772555 = -9619.803659 nChanged 25 SP:Iteration 2F (184.894545 sec): 3 clusters Score: Raw -10098.473013 + Penalty 437.445654 = -9661.027359 nChanged 10 SP:Iteration 3Q (184.895110 sec): 3 clusters Score: Raw -10115.179779 + Penalty 438.722620 = -9676.457159 nChanged 4 SP:Iteration 4Q (184.895667 sec): 3 clusters Score: Raw -10119.866401 + Penalty 445.739278 = -9674.127123 nChanged 4 SP:Iteration 5F (184.896234 sec): 3 clusters Score: Raw -10125.277863 + Penalty 453.694078 = -9671.583786 nChanged 5 SP:Iteration 6F (184.896798 sec): 3 clusters Score: Raw -10130.363288 + Penalty 458.538875 = -9671.824413 nChanged 7 SP:Iteration 7Q (184.897345 sec): 3 clusters Score: Raw -10143.291178 + Penalty 465.185551 = -9678.105627 nChanged 3 SP:Iteration 8Q (184.897902 sec): 3 clusters Score: Raw -10150.056547 + Penalty 472.532751 = -9677.523796 nChanged 2 SP:Iteration 9F (184.898458 sec): 3 clusters Score: Raw -10160.797932 + Penalty 471.152642 = -9689.645290 nChanged 1 SP:Iteration 10F (184.899015 sec): 3 clusters Score: Raw -10165.033604 + Penalty 474.605860 = -9690.427744 nChanged 1 SP:Iteration 11Q (184.899504 sec): 3 clusters Score: Raw -10166.100195 + Penalty 474.605860 = -9691.494335 nChanged 0 SP:Iteration 12F (184.900061 sec): 3 clusters Score: Raw -10166.100195 + Penalty 474.605860 = -9691.494335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 54 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.901144 sec): 2 clusters Score: Raw -10227.880040 + Penalty 651.599461 = -9576.280579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.901783 sec): 3 clusters Score: Raw -10288.893214 + Penalty 1306.199940 = -8982.693275 nChanged 41 SP:Iteration 1F (184.902412 sec): 3 clusters Score: Raw -10373.008085 + Penalty 1309.296495 = -9063.711590 nChanged 10 SP:Iteration 2Q (184.903013 sec): 3 clusters Score: Raw -10394.146597 + Penalty 1311.386640 = -9082.759957 nChanged 3 SP:Iteration 3Q (184.903608 sec): 3 clusters Score: Raw -10401.782307 + Penalty 1315.056778 = -9086.725529 nChanged 4 SP:Iteration 4Q (184.904202 sec): 3 clusters Score: Raw -10411.127458 + Penalty 1316.355786 = -9094.771672 nChanged 1 SP:Iteration 5Q (184.904793 sec): 3 clusters Score: Raw -10413.033808 + Penalty 1317.619506 = -9095.414302 nChanged 1 SP:Iteration 6Q (184.905366 sec): 3 clusters Score: Raw -10418.868180 + Penalty 1318.031802 = -9100.836379 nChanged 2 SP:Iteration 7Q (184.905938 sec): 3 clusters Score: Raw -10421.875655 + Penalty 1317.959257 = -9103.916398 nChanged 1 SP:Iteration 8Q (184.906508 sec): 3 clusters Score: Raw -10422.843431 + Penalty 1318.731289 = -9104.112142 nChanged 1 SP:Iteration 9Q (184.907078 sec): 3 clusters Score: Raw -10423.083509 + Penalty 1318.789148 = -9104.294361 nChanged 1 SP:Iteration 10F (184.907713 sec): 3 clusters Score: Raw -10423.755792 + Penalty 1319.708061 = -9104.047731 nChanged 1 SP:Iteration 11F (184.908323 sec): 3 clusters Score: Raw -10425.132444 + Penalty 1321.271161 = -9103.861283 nChanged 1 SP:Iteration 12F (184.908932 sec): 3 clusters Score: Raw -10426.834446 + Penalty 1321.054213 = -9105.780233 nChanged 1 SP:Iteration 13Q (184.909503 sec): 3 clusters Score: Raw -10430.457352 + Penalty 1321.054213 = -9109.403139 nChanged 0 SP:Iteration 14F (184.910111 sec): 3 clusters Score: Raw -10430.457352 + Penalty 1321.054213 = -9109.403139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 57 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.911555 sec): 2 clusters Score: Raw -16645.567125 + Penalty 247.880069 = -16397.687056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.912382 sec): 3 clusters Score: Raw -16491.816101 + Penalty 510.528189 = -15981.287911 nChanged 115 SP:Iteration 1F (184.913196 sec): 3 clusters Score: Raw -16599.010953 + Penalty 549.589563 = -16049.421391 nChanged 43 SP:Iteration 2F (184.914009 sec): 3 clusters Score: Raw -16670.535105 + Penalty 597.810528 = -16072.724577 nChanged 32 SP:Iteration 3F (184.914825 sec): 3 clusters Score: Raw -16718.797789 + Penalty 643.570848 = -16075.226940 nChanged 19 SP:Iteration 4F (184.915636 sec): 3 clusters Score: Raw -16763.044430 + Penalty 682.790694 = -16080.253736 nChanged 9 SP:Iteration 5Q (184.916394 sec): 3 clusters Score: Raw -16791.187946 + Penalty 701.395105 = -16089.792841 nChanged 7 SP:Iteration 6Q (184.917115 sec): 3 clusters Score: Raw -16830.893229 + Penalty 721.817169 = -16109.076060 nChanged 10 SP:Iteration 7Q (184.917833 sec): 3 clusters Score: Raw -16892.707566 + Penalty 720.908669 = -16171.798897 nChanged 3 SP:Iteration 8Q (184.918526 sec): 3 clusters Score: Raw -16900.819192 + Penalty 724.530001 = -16176.289191 nChanged 4 SP:Iteration 9Q (184.919216 sec): 3 clusters Score: Raw -16909.407477 + Penalty 724.530001 = -16184.877476 nChanged 0 SP:Iteration 10F (184.920026 sec): 3 clusters Score: Raw -16909.407477 + Penalty 724.530001 = -16184.877476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 58 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.920731 sec): 2 clusters Score: Raw -3503.834902 + Penalty 515.696233 = -2988.138669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.921092 sec): 3 clusters Score: Raw -3599.863083 + Penalty 1034.615169 = -2565.247914 nChanged 5 SP:Iteration 1F (184.921439 sec): 3 clusters Score: Raw -3619.028405 + Penalty 1038.772437 = -2580.255968 nChanged 1 SP:Iteration 2Q (184.921768 sec): 3 clusters Score: Raw -3622.053509 + Penalty 1045.013936 = -2577.039573 nChanged 1 SP:Iteration 3F (184.922116 sec): 3 clusters Score: Raw -3626.090126 + Penalty 1045.013936 = -2581.076189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 60 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.923927 sec): 2 clusters Score: Raw -26321.567919 + Penalty 830.278935 = -25491.288984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.925015 sec): 3 clusters Score: Raw -26203.104221 + Penalty 1669.465788 = -24533.638433 nChanged 124 SP:Iteration 1F (184.926039 sec): 3 clusters Score: Raw -26335.917252 + Penalty 1677.210758 = -24658.706495 nChanged 36 SP:Iteration 2F (184.927061 sec): 3 clusters Score: Raw -26374.850874 + Penalty 1684.420607 = -24690.430267 nChanged 18 SP:Iteration 3Q (184.928096 sec): 3 clusters Score: Raw -26397.646341 + Penalty 1689.677347 = -24707.968994 nChanged 13 SP:Iteration 4Q (184.929110 sec): 3 clusters Score: Raw -26417.949396 + Penalty 1691.469012 = -24726.480384 nChanged 7 SP:Iteration 5Q (184.930123 sec): 3 clusters Score: Raw -26427.025429 + Penalty 1692.123599 = -24734.901829 nChanged 3 SP:Iteration 6Q (184.931165 sec): 3 clusters Score: Raw -26429.276969 + Penalty 1692.850805 = -24736.426165 nChanged 2 SP:Iteration 7Q (184.932176 sec): 3 clusters Score: Raw -26431.729969 + Penalty 1692.432616 = -24739.297353 nChanged 2 SP:Iteration 8Q (184.933184 sec): 3 clusters Score: Raw -26432.949510 + Penalty 1692.432616 = -24740.516894 nChanged 0 SP:Iteration 9F (184.934213 sec): 3 clusters Score: Raw -26432.949510 + Penalty 1692.432616 = -24740.516894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 67 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.935898 sec): 2 clusters Score: Raw -23200.526498 + Penalty 666.365256 = -22534.161242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.936884 sec): 3 clusters Score: Raw -23075.336499 + Penalty 1333.055744 = -21742.280754 nChanged 113 SP:Iteration 1F (184.937852 sec): 3 clusters Score: Raw -23185.919727 + Penalty 1333.813691 = -21852.106036 nChanged 41 SP:Iteration 2F (184.938819 sec): 3 clusters Score: Raw -23231.839975 + Penalty 1334.214968 = -21897.625006 nChanged 20 SP:Iteration 3Q (184.939765 sec): 3 clusters Score: Raw -23257.936933 + Penalty 1334.066707 = -21923.870227 nChanged 14 SP:Iteration 4Q (184.940709 sec): 3 clusters Score: Raw -23283.428621 + Penalty 1334.440002 = -21948.988619 nChanged 12 SP:Iteration 5Q (184.941645 sec): 3 clusters Score: Raw -23294.469178 + Penalty 1335.687972 = -21958.781206 nChanged 4 SP:Iteration 6Q (184.942573 sec): 3 clusters Score: Raw -23296.146710 + Penalty 1335.967766 = -21960.178943 nChanged 1 SP:Iteration 7Q (184.943500 sec): 3 clusters Score: Raw -23296.700950 + Penalty 1336.542936 = -21960.158014 nChanged 3 SP:Iteration 8F (184.944470 sec): 3 clusters Score: Raw -23298.299337 + Penalty 1337.029935 = -21961.269403 nChanged 2 SP:Iteration 9Q (184.945421 sec): 3 clusters Score: Raw -23299.241420 + Penalty 1337.616097 = -21961.625323 nChanged 2 SP:Iteration 10F (184.946404 sec): 3 clusters Score: Raw -23299.951555 + Penalty 1338.159283 = -21961.792273 nChanged 2 SP:Iteration 11Q (184.947358 sec): 3 clusters Score: Raw -23302.132892 + Penalty 1338.665664 = -21963.467228 nChanged 3 SP:Iteration 12Q (184.948307 sec): 3 clusters Score: Raw -23306.276796 + Penalty 1338.849472 = -21967.427324 nChanged 1 SP:Iteration 13Q (184.949235 sec): 3 clusters Score: Raw -23307.359151 + Penalty 1338.849472 = -21968.509679 nChanged 0 SP:Iteration 14F (184.950203 sec): 3 clusters Score: Raw -23307.359151 + Penalty 1338.849472 = -21968.509679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 68 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.951169 sec): 2 clusters Score: Raw -7448.399105 + Penalty 227.332449 = -7221.066657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.951691 sec): 3 clusters Score: Raw -7392.681565 + Penalty 460.183431 = -6932.498134 nChanged 41 SP:Iteration 1F (184.952193 sec): 3 clusters Score: Raw -7433.790009 + Penalty 462.494297 = -6971.295711 nChanged 19 SP:Iteration 2F (184.952694 sec): 3 clusters Score: Raw -7462.224567 + Penalty 465.498674 = -6996.725894 nChanged 6 SP:Iteration 3Q (184.953182 sec): 3 clusters Score: Raw -7469.874514 + Penalty 467.993132 = -7001.881382 nChanged 4 SP:Iteration 4Q (184.953669 sec): 3 clusters Score: Raw -7476.990767 + Penalty 469.413521 = -7007.577246 nChanged 1 SP:Iteration 5Q (184.954144 sec): 3 clusters Score: Raw -7478.270067 + Penalty 470.270907 = -7007.999161 nChanged 1 SP:Iteration 6Q (184.954616 sec): 3 clusters Score: Raw -7479.063460 + Penalty 470.270907 = -7008.792553 nChanged 0 SP:Iteration 7F (184.955105 sec): 3 clusters Score: Raw -7479.063460 + Penalty 470.270907 = -7008.792553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 78 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.955936 sec): 2 clusters Score: Raw -5480.008647 + Penalty 660.783600 = -4819.225047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.956422 sec): 3 clusters Score: Raw -5586.586304 + Penalty 1320.751043 = -4265.835261 nChanged 17 SP:Iteration 1F (184.956873 sec): 3 clusters Score: Raw -5630.706969 + Penalty 1321.567200 = -4309.139770 nChanged 3 SP:Iteration 2Q (184.957292 sec): 3 clusters Score: Raw -5639.097523 + Penalty 1320.511850 = -4318.585673 nChanged 1 SP:Iteration 3Q (184.957710 sec): 3 clusters Score: Raw -5640.360997 + Penalty 1320.511850 = -4319.849147 nChanged 0 SP:Iteration 4F (184.958152 sec): 3 clusters Score: Raw -5640.360997 + Penalty 1320.511850 = -4319.849147 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 80 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.961848 sec): 2 clusters Score: Raw -29284.159942 + Penalty 566.193470 = -28717.966472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.963358 sec): 3 clusters Score: Raw -28992.476617 + Penalty 1132.094818 = -27860.381799 nChanged 224 SP:Iteration 1F (184.964800 sec): 3 clusters Score: Raw -29196.536158 + Penalty 1130.802094 = -28065.734064 nChanged 73 SP:Iteration 2F (184.966230 sec): 3 clusters Score: Raw -29267.660679 + Penalty 1130.902753 = -28136.757926 nChanged 45 SP:Iteration 3F (184.967645 sec): 3 clusters Score: Raw -29315.740840 + Penalty 1132.271276 = -28183.469564 nChanged 26 SP:Iteration 4Q (184.969027 sec): 3 clusters Score: Raw -29337.671893 + Penalty 1134.247614 = -28203.424279 nChanged 20 SP:Iteration 5Q (184.970439 sec): 3 clusters Score: Raw -29355.232747 + Penalty 1135.891608 = -28219.341139 nChanged 12 SP:Iteration 6Q (184.971831 sec): 3 clusters Score: Raw -29369.155025 + Penalty 1138.260248 = -28230.894777 nChanged 16 SP:Iteration 7Q (184.973222 sec): 3 clusters Score: Raw -29386.528413 + Penalty 1140.232676 = -28246.295738 nChanged 10 SP:Iteration 8Q (184.974633 sec): 3 clusters Score: Raw -29392.110489 + Penalty 1141.728297 = -28250.382192 nChanged 5 SP:Iteration 9Q (184.976017 sec): 3 clusters Score: Raw -29395.554008 + Penalty 1143.650694 = -28251.903314 nChanged 10 SP:Iteration 10F (184.977437 sec): 3 clusters Score: Raw -29403.629791 + Penalty 1145.457457 = -28258.172333 nChanged 8 SP:Iteration 11Q (184.978804 sec): 3 clusters Score: Raw -29409.825088 + Penalty 1147.268389 = -28262.556699 nChanged 6 SP:Iteration 12Q (184.980164 sec): 3 clusters Score: Raw -29418.002772 + Penalty 1149.373471 = -28268.629301 nChanged 8 SP:Iteration 13Q (184.981523 sec): 3 clusters Score: Raw -29422.633199 + Penalty 1150.953219 = -28271.679979 nChanged 7 SP:Iteration 14Q (184.982879 sec): 3 clusters Score: Raw -29428.940739 + Penalty 1151.730345 = -28277.210394 nChanged 3 SP:Iteration 15Q (184.984261 sec): 3 clusters Score: Raw -29434.539359 + Penalty 1153.394928 = -28281.144431 nChanged 4 SP:Iteration 16Q (184.985640 sec): 3 clusters Score: Raw -29437.234979 + Penalty 1154.362506 = -28282.872473 nChanged 3 SP:Iteration 17Q (184.987019 sec): 3 clusters Score: Raw -29439.120146 + Penalty 1154.506087 = -28284.614058 nChanged 1 SP:Iteration 18Q (184.988401 sec): 3 clusters Score: Raw -29439.330854 + Penalty 1154.806105 = -28284.524749 nChanged 1 SP:Iteration 19F (184.989826 sec): 3 clusters Score: Raw -29439.657781 + Penalty 1154.507480 = -28285.150301 nChanged 1 SP:Iteration 20F (184.991250 sec): 3 clusters Score: Raw -29440.102866 + Penalty 1154.937989 = -28285.164877 nChanged 1 SP:Iteration 21Q (184.992642 sec): 3 clusters Score: Raw -29441.321985 + Penalty 1155.558605 = -28285.763380 nChanged 1 SP:Iteration 22Q (184.994015 sec): 3 clusters Score: Raw -29441.400943 + Penalty 1155.558605 = -28285.842337 nChanged 0 SP:Iteration 23F (184.995435 sec): 3 clusters Score: Raw -29441.400943 + Penalty 1155.558605 = -28285.842337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 81 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.996668 sec): 2 clusters Score: Raw -6528.066756 + Penalty 721.206087 = -5806.860670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.997148 sec): 3 clusters Score: Raw -6635.810262 + Penalty 1443.850254 = -5191.960008 nChanged 18 SP:Iteration 1F (184.997632 sec): 3 clusters Score: Raw -6677.584652 + Penalty 1444.303997 = -5233.280655 nChanged 3 SP:Iteration 2Q (184.998072 sec): 3 clusters Score: Raw -6685.675974 + Penalty 1444.303997 = -5241.371977 nChanged 0 SP:Iteration 3F (184.998534 sec): 3 clusters Score: Raw -6685.675974 + Penalty 1444.303997 = -5241.371977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 84 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.000042 sec): 2 clusters Score: Raw -15780.786245 + Penalty 361.913319 = -15418.872926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.000897 sec): 3 clusters Score: Raw -15647.515748 + Penalty 726.579817 = -14920.935931 nChanged 108 SP:Iteration 1F (185.001737 sec): 3 clusters Score: Raw -15769.959711 + Penalty 728.188843 = -15041.770868 nChanged 35 SP:Iteration 2F (185.002577 sec): 3 clusters Score: Raw -15819.159939 + Penalty 733.069287 = -15086.090652 nChanged 19 SP:Iteration 3F (185.003415 sec): 3 clusters Score: Raw -15842.461974 + Penalty 739.206566 = -15103.255408 nChanged 11 SP:Iteration 4Q (185.004230 sec): 3 clusters Score: Raw -15852.265026 + Penalty 741.006557 = -15111.258469 nChanged 4 SP:Iteration 5Q (185.005044 sec): 3 clusters Score: Raw -15853.922305 + Penalty 741.912527 = -15112.009778 nChanged 3 SP:Iteration 6Q (185.005854 sec): 3 clusters Score: Raw -15854.931475 + Penalty 743.960119 = -15110.971356 nChanged 3 SP:Iteration 7F (185.006691 sec): 3 clusters Score: Raw -15861.936355 + Penalty 744.254611 = -15117.681743 nChanged 1 SP:Iteration 8Q (185.007496 sec): 3 clusters Score: Raw -15862.543127 + Penalty 745.003626 = -15117.539501 nChanged 1 SP:Iteration 9F (185.008333 sec): 3 clusters Score: Raw -15863.030056 + Penalty 746.270914 = -15116.759142 nChanged 2 SP:Iteration 10F (185.009171 sec): 3 clusters Score: Raw -15863.666369 + Penalty 747.559645 = -15116.106724 nChanged 3 SP:Iteration 11F (185.010007 sec): 3 clusters Score: Raw -15865.203916 + Penalty 746.945052 = -15118.258864 nChanged 3 SP:Iteration 12Q (185.010810 sec): 3 clusters Score: Raw -15866.399666 + Penalty 747.007228 = -15119.392438 nChanged 2 SP:Iteration 13Q (185.011612 sec): 3 clusters Score: Raw -15867.670918 + Penalty 747.007228 = -15120.663691 nChanged 0 SP:Iteration 14F (185.012447 sec): 3 clusters Score: Raw -15867.670918 + Penalty 747.007228 = -15120.663691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 96 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.014041 sec): 2 clusters Score: Raw -20160.152798 + Penalty 407.101599 = -19753.051199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.014995 sec): 3 clusters Score: Raw -19989.833693 + Penalty 812.357239 = -19177.476454 nChanged 109 SP:Iteration 1F (185.015929 sec): 3 clusters Score: Raw -20055.988322 + Penalty 811.005126 = -19244.983196 nChanged 38 SP:Iteration 2F (185.016863 sec): 3 clusters Score: Raw -20085.930798 + Penalty 809.888022 = -19276.042776 nChanged 20 SP:Iteration 3F (185.017796 sec): 3 clusters Score: Raw -20098.930294 + Penalty 808.974047 = -19289.956247 nChanged 14 SP:Iteration 4Q (185.018723 sec): 3 clusters Score: Raw -20110.416048 + Penalty 808.884837 = -19301.531212 nChanged 17 SP:Iteration 5Q (185.019648 sec): 3 clusters Score: Raw -20122.006540 + Penalty 809.835107 = -19312.171433 nChanged 10 SP:Iteration 6Q (185.020575 sec): 3 clusters Score: Raw -20143.045983 + Penalty 813.044678 = -19330.001305 nChanged 18 SP:Iteration 7Q (185.021470 sec): 3 clusters Score: Raw -20161.301294 + Penalty 817.399553 = -19343.901741 nChanged 11 SP:Iteration 8Q (185.022352 sec): 3 clusters Score: Raw -20172.077351 + Penalty 819.711066 = -19352.366284 nChanged 10 SP:Iteration 9Q (185.023263 sec): 3 clusters Score: Raw -20182.063831 + Penalty 821.914323 = -19360.149507 nChanged 6 SP:Iteration 10F (185.024175 sec): 3 clusters Score: Raw -20186.604318 + Penalty 825.273287 = -19361.331031 nChanged 5 SP:Iteration 11Q (185.025058 sec): 3 clusters Score: Raw -20189.764867 + Penalty 828.486120 = -19361.278747 nChanged 4 SP:Iteration 12F (185.025952 sec): 3 clusters Score: Raw -20192.428589 + Penalty 832.695679 = -19359.732910 nChanged 5 SP:Iteration 13F (185.026844 sec): 3 clusters Score: Raw -20196.296776 + Penalty 833.862960 = -19362.433816 nChanged 7 SP:Iteration 14Q (185.027718 sec): 3 clusters Score: Raw -20203.993692 + Penalty 833.253722 = -19370.739969 nChanged 2 SP:Iteration 15Q (185.028590 sec): 3 clusters Score: Raw -20204.892487 + Penalty 833.253722 = -19371.638764 nChanged 0 SP:Iteration 16F (185.029480 sec): 3 clusters Score: Raw -20204.892487 + Penalty 833.253722 = -19371.638764 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 102 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.031653 sec): 2 clusters Score: Raw -33673.141827 + Penalty 57.165039 = -33615.976788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.033099 sec): 3 clusters Score: Raw -33264.644540 + Penalty 117.869262 = -33146.775278 nChanged 310 SP:Iteration 1F (185.034520 sec): 3 clusters Score: Raw -33543.342025 + Penalty 122.520908 = -33420.821117 nChanged 89 SP:Iteration 2F (185.035891 sec): 3 clusters Score: Raw -33642.186747 + Penalty 126.952050 = -33515.234697 nChanged 50 SP:Iteration 3F (185.037241 sec): 3 clusters Score: Raw -33710.841255 + Penalty 129.531845 = -33581.309410 nChanged 18 SP:Iteration 4Q (185.038601 sec): 3 clusters Score: Raw -33726.658635 + Penalty 130.351975 = -33596.306660 nChanged 10 SP:Iteration 5Q (185.039869 sec): 3 clusters Score: Raw -33731.316953 + Penalty 132.708861 = -33598.608091 nChanged 9 SP:Iteration 6Q (185.041104 sec): 3 clusters Score: Raw -33734.174269 + Penalty 133.639607 = -33600.534662 nChanged 4 SP:Iteration 7Q (185.042337 sec): 3 clusters Score: Raw -33734.778209 + Penalty 133.987715 = -33600.790495 nChanged 2 SP:Iteration 8Q (185.043545 sec): 3 clusters Score: Raw -33735.132284 + Penalty 133.976761 = -33601.155523 nChanged 4 SP:Iteration 9Q (185.044753 sec): 3 clusters Score: Raw -33736.029683 + Penalty 133.057180 = -33602.972503 nChanged 3 SP:Iteration 10F (185.046104 sec): 3 clusters Score: Raw -33737.463832 + Penalty 131.411308 = -33606.052524 nChanged 2 SP:Iteration 11Q (185.047295 sec): 3 clusters Score: Raw -33738.506170 + Penalty 131.411308 = -33607.094863 nChanged 0 SP:Iteration 12F (185.048642 sec): 3 clusters Score: Raw -33738.506170 + Penalty 131.411308 = -33607.094863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 105 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.049653 sec): 2 clusters Score: Raw -8810.474478 + Penalty 544.453335 = -8266.021143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.050194 sec): 3 clusters Score: Raw -8801.567463 + Penalty 1087.932848 = -7713.634615 nChanged 33 SP:Iteration 1F (185.050725 sec): 3 clusters Score: Raw -8848.550593 + Penalty 1088.608017 = -7759.942575 nChanged 10 SP:Iteration 2F (185.051259 sec): 3 clusters Score: Raw -8866.476018 + Penalty 1087.181187 = -7779.294832 nChanged 4 SP:Iteration 3Q (185.051808 sec): 3 clusters Score: Raw -8872.731240 + Penalty 1087.789050 = -7784.942190 nChanged 1 SP:Iteration 4Q (185.052337 sec): 3 clusters Score: Raw -8873.209436 + Penalty 1087.200721 = -7786.008714 nChanged 1 SP:Iteration 5Q (185.052864 sec): 3 clusters Score: Raw -8875.420569 + Penalty 1087.200721 = -7788.219847 nChanged 0 SP:Iteration 6F (185.053409 sec): 3 clusters Score: Raw -8875.420569 + Penalty 1087.200721 = -7788.219847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 141 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.054856 sec): 2 clusters Score: Raw -14820.861569 + Penalty 262.994209 = -14557.867360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.055667 sec): 3 clusters Score: Raw -14690.026575 + Penalty 530.764894 = -14159.261682 nChanged 99 SP:Iteration 1F (185.056486 sec): 3 clusters Score: Raw -14791.653547 + Penalty 535.176490 = -14256.477057 nChanged 33 SP:Iteration 2F (185.057284 sec): 3 clusters Score: Raw -14828.019587 + Penalty 545.604319 = -14282.415268 nChanged 20 SP:Iteration 3F (185.058079 sec): 3 clusters Score: Raw -14853.082110 + Penalty 557.456803 = -14295.625307 nChanged 16 SP:Iteration 4Q (185.058843 sec): 3 clusters Score: Raw -14873.300259 + Penalty 567.013492 = -14306.286767 nChanged 13 SP:Iteration 5Q (185.059596 sec): 3 clusters Score: Raw -14884.388221 + Penalty 575.938999 = -14308.449223 nChanged 7 SP:Iteration 6Q (185.060342 sec): 3 clusters Score: Raw -14891.141745 + Penalty 581.812023 = -14309.329721 nChanged 4 SP:Iteration 7Q (185.061083 sec): 3 clusters Score: Raw -14895.900156 + Penalty 586.588934 = -14309.311222 nChanged 3 SP:Iteration 8F (185.061878 sec): 3 clusters Score: Raw -14898.904850 + Penalty 591.265800 = -14307.639049 nChanged 3 SP:Iteration 9F (185.062671 sec): 3 clusters Score: Raw -14900.784134 + Penalty 598.710220 = -14302.073914 nChanged 3 SP:Iteration 10F (185.063464 sec): 3 clusters Score: Raw -14901.688017 + Penalty 598.710220 = -14302.977797 nChanged 0 Deleting Class 48 (81 points): Lose 911.620842 but Gain 1032.117645 Iteration 219F (186.134642 sec): 42 clusters Score: Raw -2374993.690521 + Penalty 30517.185736 = -2344476.504785 nChanged 107 Iteration 220F (187.162689 sec): 42 clusters Score: Raw -2375409.129069 + Penalty 29491.931355 = -2345917.197714 nChanged 43 Iteration 221Q (187.364424 sec): 42 clusters Score: Raw -2375542.687695 + Penalty 29490.042494 = -2346052.645201 nChanged 23 Iteration 222Q (187.565012 sec): 42 clusters Score: Raw -2375567.334163 + Penalty 29500.596279 = -2346066.737884 nChanged 28 Iteration 223Q (187.765648 sec): 42 clusters Score: Raw -2375587.069028 + Penalty 29510.892182 = -2346076.176846 nChanged 23 Iteration 224Q (187.965912 sec): 42 clusters Score: Raw -2375608.438897 + Penalty 29512.098058 = -2346096.340839 nChanged 15 Iteration 225Q (188.167480 sec): 42 clusters Score: Raw -2375613.848501 + Penalty 29512.808247 = -2346101.040254 nChanged 9 Iteration 226Q (188.367867 sec): 42 clusters Score: Raw -2375617.164970 + Penalty 29511.399493 = -2346105.765477 nChanged 8 Iteration 227Q (188.567840 sec): 42 clusters Score: Raw -2375618.729463 + Penalty 29511.292091 = -2346107.437372 nChanged 3 Iteration 228Q (188.767924 sec): 42 clusters Score: Raw -2375618.846792 + Penalty 29511.209711 = -2346107.637080 nChanged 2 Iteration 229Q (188.967843 sec): 42 clusters Score: Raw -2375618.847189 + Penalty 29511.209711 = -2346107.637478 nChanged 0 Iteration 230F (189.994792 sec): 42 clusters Score: Raw -2375618.847189 + Penalty 29511.209711 = -2346107.637478 nChanged 0 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.47 GB. Compute initial score before splitting: Score: Raw -2375618.847189 + Penalty 29511.209711 = -2346107.637478Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 1 (2003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.171314 sec): 2 clusters Score: Raw -102297.705756 + Penalty 97.596874 = -102200.108882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.175017 sec): 3 clusters Score: Raw -101058.706860 + Penalty 221.355583 = -100837.351277 nChanged 928 SP:Iteration 1F (190.178660 sec): 3 clusters Score: Raw -101944.287469 + Penalty 230.464961 = -101713.822509 nChanged 154 SP:Iteration 2F (190.182414 sec): 3 clusters Score: Raw -102147.824421 + Penalty 232.148325 = -101915.676096 nChanged 65 SP:Iteration 3Q (190.185732 sec): 3 clusters Score: Raw -102195.497826 + Penalty 235.736090 = -101959.761735 nChanged 37 SP:Iteration 4Q (190.188994 sec): 3 clusters Score: Raw -102218.066000 + Penalty 241.399134 = -101976.666866 nChanged 30 SP:Iteration 5Q (190.192123 sec): 3 clusters Score: Raw -102234.714999 + Penalty 244.322577 = -101990.392423 nChanged 24 SP:Iteration 6Q (190.195198 sec): 3 clusters Score: Raw -102247.302423 + Penalty 247.717434 = -101999.584989 nChanged 18 SP:Iteration 7Q (190.198243 sec): 3 clusters Score: Raw -102256.823048 + Penalty 248.429298 = -102008.393750 nChanged 10 SP:Iteration 8Q (190.201250 sec): 3 clusters Score: Raw -102260.088515 + Penalty 250.600763 = -102009.487752 nChanged 7 SP:Iteration 9Q (190.204243 sec): 3 clusters Score: Raw -102261.275305 + Penalty 249.520949 = -102011.754356 nChanged 4 SP:Iteration 10F (190.207848 sec): 3 clusters Score: Raw -102262.393348 + Penalty 251.783985 = -102010.609362 nChanged 4 SP:Iteration 11F (190.211453 sec): 3 clusters Score: Raw -102262.713068 + Penalty 249.637752 = -102013.075316 nChanged 2 SP:Iteration 12Q (190.214430 sec): 3 clusters Score: Raw -102263.213518 + Penalty 248.890152 = -102014.323366 nChanged 2 SP:Iteration 13Q (190.217408 sec): 3 clusters Score: Raw -102263.498936 + Penalty 251.643849 = -102011.855087 nChanged 4 SP:Iteration 14F (190.221013 sec): 3 clusters Score: Raw -102264.360939 + Penalty 252.212313 = -102012.148626 nChanged 2 SP:Iteration 15Q (190.223984 sec): 3 clusters Score: Raw -102265.450427 + Penalty 253.495521 = -102011.954906 nChanged 2 SP:Iteration 16F (190.227593 sec): 3 clusters Score: Raw -102266.354531 + Penalty 253.382007 = -102012.972524 nChanged 2 SP:Iteration 17Q (190.230562 sec): 3 clusters Score: Raw -102267.353711 + Penalty 253.858643 = -102013.495068 nChanged 2 SP:Iteration 18Q (190.233631 sec): 3 clusters Score: Raw -102268.328692 + Penalty 252.508429 = -102015.820263 nChanged 2 SP:Iteration 19Q (190.236619 sec): 3 clusters Score: Raw -102269.297835 + Penalty 252.782694 = -102016.515141 nChanged 3 SP:Iteration 20F (190.240322 sec): 3 clusters Score: Raw -102271.055150 + Penalty 252.235102 = -102018.820047 nChanged 1 SP:Iteration 21Q (190.243492 sec): 3 clusters Score: Raw -102271.387001 + Penalty 251.950004 = -102019.436997 nChanged 1 SP:Iteration 22Q (190.246542 sec): 3 clusters Score: Raw -102271.441352 + Penalty 251.950004 = -102019.491348 nChanged 0 SP:Iteration 23F (190.250480 sec): 3 clusters Score: Raw -102271.441352 + Penalty 251.950004 = -102019.491348 nChanged 0 Memory request: 0.03 GB would take us to total of 0.50 GB. Trying to split cluster 2 (5158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.276086 sec): 2 clusters Score: Raw -259647.785049 + Penalty 151.269778 = -259496.515272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.285486 sec): 3 clusters Score: Raw -256262.077158 + Penalty 321.617681 = -255940.459477 nChanged 2414 SP:Iteration 1F (190.294830 sec): 3 clusters Score: Raw -258448.651876 + Penalty 339.055874 = -258109.596002 nChanged 601 SP:Iteration 2F (190.304020 sec): 3 clusters Score: Raw -259020.703807 + Penalty 346.545976 = -258674.157832 nChanged 254 SP:Iteration 3Q (190.313265 sec): 3 clusters Score: Raw -259293.548720 + Penalty 350.661716 = -258942.887004 nChanged 141 SP:Iteration 4Q (190.322153 sec): 3 clusters Score: Raw -259418.360890 + Penalty 351.451446 = -259066.909444 nChanged 83 SP:Iteration 5Q (190.330491 sec): 3 clusters Score: Raw -259461.096295 + Penalty 352.249358 = -259108.846937 nChanged 56 SP:Iteration 6Q (190.338730 sec): 3 clusters Score: Raw -259484.831800 + Penalty 349.686433 = -259135.145367 nChanged 49 SP:Iteration 7Q (190.347139 sec): 3 clusters Score: Raw -259506.603299 + Penalty 351.024009 = -259155.579289 nChanged 56 SP:Iteration 8Q (190.355320 sec): 3 clusters Score: Raw -259530.859495 + Penalty 346.655880 = -259184.203615 nChanged 39 SP:Iteration 9Q (190.363188 sec): 3 clusters Score: Raw -259549.560398 + Penalty 344.884367 = -259204.676032 nChanged 40 SP:Iteration 10F (190.372396 sec): 3 clusters Score: Raw -259567.264993 + Penalty 342.052415 = -259225.212577 nChanged 38 SP:Iteration 11Q (190.380127 sec): 3 clusters Score: Raw -259581.776960 + Penalty 340.750528 = -259241.026432 nChanged 30 SP:Iteration 12Q (190.387813 sec): 3 clusters Score: Raw -259592.646420 + Penalty 341.335679 = -259251.310740 nChanged 27 SP:Iteration 13Q (190.395410 sec): 3 clusters Score: Raw -259603.210978 + Penalty 340.284341 = -259262.926636 nChanged 30 SP:Iteration 14Q (190.402982 sec): 3 clusters Score: Raw -259614.035600 + Penalty 341.135157 = -259272.900444 nChanged 17 SP:Iteration 15Q (190.410510 sec): 3 clusters Score: Raw -259618.430775 + Penalty 339.597906 = -259278.832869 nChanged 11 SP:Iteration 16Q (190.418008 sec): 3 clusters Score: Raw -259622.284516 + Penalty 340.167255 = -259282.117262 nChanged 13 SP:Iteration 17Q (190.425535 sec): 3 clusters Score: Raw -259626.079021 + Penalty 339.720200 = -259286.358822 nChanged 7 SP:Iteration 18Q (190.433127 sec): 3 clusters Score: Raw -259628.045515 + Penalty 336.791591 = -259291.253924 nChanged 3 SP:Iteration 19Q (190.440642 sec): 3 clusters Score: Raw -259628.562429 + Penalty 336.287332 = -259292.275097 nChanged 3 SP:Iteration 20F (190.449970 sec): 3 clusters Score: Raw -259628.833914 + Penalty 334.215043 = -259294.618871 nChanged 3 SP:Iteration 21Q (190.457807 sec): 3 clusters Score: Raw -259629.641523 + Penalty 334.153669 = -259295.487854 nChanged 1 SP:Iteration 22Q (190.465269 sec): 3 clusters Score: Raw -259629.920478 + Penalty 335.055799 = -259294.864679 nChanged 4 SP:Iteration 23F (190.474464 sec): 3 clusters Score: Raw -259630.335999 + Penalty 335.055799 = -259295.280200 nChanged 0 Memory request: 0.09 GB would take us to total of 0.57 GB. Trying to split cluster 3 (20339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.571027 sec): 2 clusters Score: Raw -985226.198283 + Penalty 169.118303 = -985057.079980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.608919 sec): 3 clusters Score: Raw -971412.222382 + Penalty 338.577750 = -971073.644632 nChanged 9780 SP:Iteration 1F (190.646371 sec): 3 clusters Score: Raw -976534.354310 + Penalty 338.786072 = -976195.568237 nChanged 3524 SP:Iteration 2F (190.684285 sec): 3 clusters Score: Raw -979365.404297 + Penalty 327.565699 = -979037.838598 nChanged 2669 SP:Iteration 3F (190.722148 sec): 3 clusters Score: Raw -982164.463162 + Penalty 308.742648 = -981855.720514 nChanged 1475 SP:Iteration 4F (190.760656 sec): 3 clusters Score: Raw -984105.896300 + Penalty 297.342584 = -983808.553717 nChanged 685 SP:Iteration 5Q (190.800059 sec): 3 clusters Score: Raw -984854.393487 + Penalty 293.397423 = -984560.996064 nChanged 399 SP:Iteration 6Q (190.837925 sec): 3 clusters Score: Raw -985089.160311 + Penalty 291.989194 = -984797.171117 nChanged 328 SP:Iteration 7Q (190.875362 sec): 3 clusters Score: Raw -985308.620763 + Penalty 291.447384 = -985017.173379 nChanged 310 SP:Iteration 8Q (190.911349 sec): 3 clusters Score: Raw -985486.174780 + Penalty 291.388427 = -985194.786353 nChanged 256 SP:Iteration 9Q (190.947101 sec): 3 clusters Score: Raw -985592.293951 + Penalty 291.686879 = -985300.607072 nChanged 188 SP:Iteration 10F (190.985022 sec): 3 clusters Score: Raw -985639.270169 + Penalty 292.185601 = -985347.084568 nChanged 107 SP:Iteration 11Q (191.020919 sec): 3 clusters Score: Raw -985650.233033 + Penalty 292.434907 = -985357.798126 nChanged 63 SP:Iteration 12Q (191.057479 sec): 3 clusters Score: Raw -985653.542740 + Penalty 292.628906 = -985360.913833 nChanged 32 SP:Iteration 13Q (191.093611 sec): 3 clusters Score: Raw -985654.549699 + Penalty 292.670950 = -985361.878749 nChanged 24 SP:Iteration 14Q (191.129778 sec): 3 clusters Score: Raw -985655.042795 + Penalty 292.678150 = -985362.364645 nChanged 17 SP:Iteration 15Q (191.166222 sec): 3 clusters Score: Raw -985655.293553 + Penalty 292.785272 = -985362.508281 nChanged 12 SP:Iteration 16Q (191.202750 sec): 3 clusters Score: Raw -985655.461480 + Penalty 292.879812 = -985362.581669 nChanged 11 SP:Iteration 17Q (191.238911 sec): 3 clusters Score: Raw -985655.640695 + Penalty 292.997368 = -985362.643326 nChanged 12 SP:Iteration 18Q (191.274973 sec): 3 clusters Score: Raw -985655.819705 + Penalty 293.174816 = -985362.644890 nChanged 7 SP:Iteration 19Q (191.310933 sec): 3 clusters Score: Raw -985655.891207 + Penalty 293.254607 = -985362.636600 nChanged 5 SP:Iteration 20F (191.348669 sec): 3 clusters Score: Raw -985655.970374 + Penalty 293.352425 = -985362.617949 nChanged 5 SP:Iteration 21F (191.386435 sec): 3 clusters Score: Raw -985656.051398 + Penalty 293.556605 = -985362.494793 nChanged 7 SP:Iteration 22F (191.423809 sec): 3 clusters Score: Raw -985656.299283 + Penalty 293.699029 = -985362.600254 nChanged 8 SP:Iteration 23Q (191.460595 sec): 3 clusters Score: Raw -985656.479473 + Penalty 293.831820 = -985362.647654 nChanged 7 SP:Iteration 24Q (191.497529 sec): 3 clusters Score: Raw -985656.673294 + Penalty 293.930557 = -985362.742737 nChanged 8 SP:Iteration 25Q (191.534279 sec): 3 clusters Score: Raw -985656.831477 + Penalty 294.059805 = -985362.771672 nChanged 5 SP:Iteration 26Q (191.571038 sec): 3 clusters Score: Raw -985656.958097 + Penalty 294.097749 = -985362.860348 nChanged 3 SP:Iteration 27Q (191.608121 sec): 3 clusters Score: Raw -985656.988682 + Penalty 294.117076 = -985362.871605 nChanged 2 SP:Iteration 28Q (191.644804 sec): 3 clusters Score: Raw -985657.000290 + Penalty 294.151234 = -985362.849056 nChanged 3 SP:Iteration 29F (191.682233 sec): 3 clusters Score: Raw -985657.003908 + Penalty 294.155158 = -985362.848750 nChanged 1 SP:Iteration 30F (191.719453 sec): 3 clusters Score: Raw -985657.014824 + Penalty 294.155158 = -985362.859666 nChanged 0 Score: Raw -2414292.782690 + Penalty 29648.028822 = -2384644.753868 Splitting cluster 3 changes total score from -2346107.637478 to -2384644.753868 So it's getting split into cluster 8. Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 4 (1794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.818043 sec): 2 clusters Score: Raw -91660.602047 + Penalty 113.983250 = -91546.618796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.821452 sec): 3 clusters Score: Raw -90510.791240 + Penalty 221.162418 = -90289.628822 nChanged 821 SP:Iteration 1F (192.824799 sec): 3 clusters Score: Raw -91306.740084 + Penalty 223.645373 = -91083.094711 nChanged 201 SP:Iteration 2F (192.828139 sec): 3 clusters Score: Raw -91576.595766 + Penalty 225.364263 = -91351.231502 nChanged 72 SP:Iteration 3Q (192.831355 sec): 3 clusters Score: Raw -91623.515979 + Penalty 225.314856 = -91398.201123 nChanged 30 SP:Iteration 4Q (192.834418 sec): 3 clusters Score: Raw -91631.541451 + Penalty 225.404774 = -91406.136677 nChanged 8 SP:Iteration 5Q (192.837474 sec): 3 clusters Score: Raw -91632.247034 + Penalty 225.188125 = -91407.058910 nChanged 5 SP:Iteration 6Q (192.840525 sec): 3 clusters Score: Raw -91632.662001 + Penalty 225.185077 = -91407.476925 nChanged 6 SP:Iteration 7Q (192.843572 sec): 3 clusters Score: Raw -91633.236201 + Penalty 224.996038 = -91408.240163 nChanged 5 SP:Iteration 8Q (192.846727 sec): 3 clusters Score: Raw -91633.685050 + Penalty 224.765517 = -91408.919533 nChanged 3 SP:Iteration 9Q (192.849772 sec): 3 clusters Score: Raw -91633.927587 + Penalty 224.618942 = -91409.308645 nChanged 3 SP:Iteration 10F (192.853109 sec): 3 clusters Score: Raw -91634.073409 + Penalty 224.472150 = -91409.601259 nChanged 2 SP:Iteration 11Q (192.856165 sec): 3 clusters Score: Raw -91634.114619 + Penalty 224.407609 = -91409.707010 nChanged 1 SP:Iteration 12Q (192.859242 sec): 3 clusters Score: Raw -91634.127826 + Penalty 224.407609 = -91409.720217 nChanged 0 SP:Iteration 13F (192.862576 sec): 3 clusters Score: Raw -91634.127826 + Penalty 224.407609 = -91409.720217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 5 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.865393 sec): 2 clusters Score: Raw -20783.261264 + Penalty 534.919925 = -20248.341340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.866376 sec): 3 clusters Score: Raw -20690.835626 + Penalty 1074.776767 = -19616.058859 nChanged 121 SP:Iteration 1F (192.867303 sec): 3 clusters Score: Raw -20857.497311 + Penalty 1098.298987 = -19759.198324 nChanged 50 SP:Iteration 2F (192.868243 sec): 3 clusters Score: Raw -20950.986713 + Penalty 1128.950062 = -19822.036651 nChanged 26 SP:Iteration 3F (192.869171 sec): 3 clusters Score: Raw -20990.947069 + Penalty 1145.457939 = -19845.489129 nChanged 13 SP:Iteration 4Q (192.870097 sec): 3 clusters Score: Raw -21010.758676 + Penalty 1162.748490 = -19848.010186 nChanged 13 SP:Iteration 5Q (192.870986 sec): 3 clusters Score: Raw -21038.909168 + Penalty 1183.055070 = -19855.854098 nChanged 12 SP:Iteration 6Q (192.871868 sec): 3 clusters Score: Raw -21066.124197 + Penalty 1186.721230 = -19879.402967 nChanged 2 SP:Iteration 7Q (192.872728 sec): 3 clusters Score: Raw -21070.539248 + Penalty 1186.825312 = -19883.713936 nChanged 1 SP:Iteration 8Q (192.873584 sec): 3 clusters Score: Raw -21072.541447 + Penalty 1186.825312 = -19885.716135 nChanged 0 SP:Iteration 9F (192.874511 sec): 3 clusters Score: Raw -21072.541447 + Penalty 1186.825312 = -19885.716135 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 6 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.877507 sec): 2 clusters Score: Raw -35111.738455 + Penalty 326.703897 = -34785.034558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.879029 sec): 3 clusters Score: Raw -34732.067686 + Penalty 656.797539 = -34075.270146 nChanged 256 SP:Iteration 1F (192.880548 sec): 3 clusters Score: Raw -34921.004654 + Penalty 658.228235 = -34262.776419 nChanged 96 SP:Iteration 2F (192.882035 sec): 3 clusters Score: Raw -35017.321391 + Penalty 658.335442 = -34358.985949 nChanged 58 SP:Iteration 3F (192.883507 sec): 3 clusters Score: Raw -35079.613777 + Penalty 657.985041 = -34421.628736 nChanged 38 SP:Iteration 4F (192.884965 sec): 3 clusters Score: Raw -35121.435220 + Penalty 659.485690 = -34461.949530 nChanged 27 SP:Iteration 5Q (192.886429 sec): 3 clusters Score: Raw -35141.135467 + Penalty 658.891918 = -34482.243550 nChanged 10 SP:Iteration 6Q (192.887870 sec): 3 clusters Score: Raw -35149.904670 + Penalty 660.111015 = -34489.793655 nChanged 7 SP:Iteration 7Q (192.889312 sec): 3 clusters Score: Raw -35159.807151 + Penalty 663.328858 = -34496.478293 nChanged 9 SP:Iteration 8Q (192.890726 sec): 3 clusters Score: Raw -35171.990134 + Penalty 667.378619 = -34504.611515 nChanged 11 SP:Iteration 9Q (192.892118 sec): 3 clusters Score: Raw -35183.772368 + Penalty 670.958386 = -34512.813982 nChanged 15 SP:Iteration 10F (192.893584 sec): 3 clusters Score: Raw -35195.597939 + Penalty 675.145036 = -34520.452903 nChanged 10 SP:Iteration 11Q (192.894927 sec): 3 clusters Score: Raw -35201.276558 + Penalty 672.776358 = -34528.500201 nChanged 8 SP:Iteration 12Q (192.896297 sec): 3 clusters Score: Raw -35207.668697 + Penalty 674.023764 = -34533.644933 nChanged 6 SP:Iteration 13Q (192.897643 sec): 3 clusters Score: Raw -35212.553360 + Penalty 674.131014 = -34538.422346 nChanged 5 SP:Iteration 14Q (192.898992 sec): 3 clusters Score: Raw -35214.341814 + Penalty 674.957259 = -34539.384555 nChanged 2 SP:Iteration 15Q (192.900337 sec): 3 clusters Score: Raw -35214.755599 + Penalty 674.957259 = -34539.798340 nChanged 0 SP:Iteration 16F (192.901817 sec): 3 clusters Score: Raw -35214.755599 + Penalty 674.957259 = -34539.798340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 7 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.911620 sec): 2 clusters Score: Raw -24085.335054 + Penalty 871.556738 = -23213.778317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.912739 sec): 3 clusters Score: Raw -23983.856992 + Penalty 1742.802496 = -22241.054496 nChanged 126 SP:Iteration 1F (192.913934 sec): 3 clusters Score: Raw -24139.788425 + Penalty 1743.135175 = -22396.653250 nChanged 31 SP:Iteration 2F (192.915021 sec): 3 clusters Score: Raw -24181.453147 + Penalty 1743.458532 = -22437.994614 nChanged 15 SP:Iteration 3Q (192.916067 sec): 3 clusters Score: Raw -24204.363125 + Penalty 1744.140279 = -22460.222847 nChanged 12 SP:Iteration 4Q (192.917106 sec): 3 clusters Score: Raw -24218.785672 + Penalty 1744.983628 = -22473.802045 nChanged 8 SP:Iteration 5Q (192.918148 sec): 3 clusters Score: Raw -24235.041215 + Penalty 1746.176329 = -22488.864887 nChanged 10 SP:Iteration 6Q (192.919182 sec): 3 clusters Score: Raw -24246.341654 + Penalty 1747.441726 = -22498.899927 nChanged 8 SP:Iteration 7Q (192.920216 sec): 3 clusters Score: Raw -24260.720832 + Penalty 1748.988929 = -22511.731903 nChanged 10 SP:Iteration 8Q (192.921249 sec): 3 clusters Score: Raw -24270.792444 + Penalty 1751.026467 = -22519.765977 nChanged 9 SP:Iteration 9Q (192.922281 sec): 3 clusters Score: Raw -24278.328268 + Penalty 1753.688562 = -22524.639706 nChanged 10 SP:Iteration 10F (192.923362 sec): 3 clusters Score: Raw -24288.935124 + Penalty 1758.146076 = -22530.789048 nChanged 12 SP:Iteration 11Q (192.924395 sec): 3 clusters Score: Raw -24299.545555 + Penalty 1761.875283 = -22537.670273 nChanged 8 SP:Iteration 12Q (192.925421 sec): 3 clusters Score: Raw -24304.890411 + Penalty 1765.595028 = -22539.295384 nChanged 6 SP:Iteration 13Q (192.926442 sec): 3 clusters Score: Raw -24315.318724 + Penalty 1767.971480 = -22547.347243 nChanged 5 SP:Iteration 14Q (192.927461 sec): 3 clusters Score: Raw -24325.517161 + Penalty 1769.733664 = -22555.783497 nChanged 7 SP:Iteration 15Q (192.928480 sec): 3 clusters Score: Raw -24345.097682 + Penalty 1771.619984 = -22573.477698 nChanged 6 SP:Iteration 16Q (192.929504 sec): 3 clusters Score: Raw -24354.827022 + Penalty 1773.268922 = -22581.558100 nChanged 2 SP:Iteration 17Q (192.930524 sec): 3 clusters Score: Raw -24357.116490 + Penalty 1775.138303 = -22581.978187 nChanged 2 SP:Iteration 18Q (192.931542 sec): 3 clusters Score: Raw -24360.356004 + Penalty 1777.229161 = -22583.126843 nChanged 2 SP:Iteration 19Q (192.932556 sec): 3 clusters Score: Raw -24365.454930 + Penalty 1778.555622 = -22586.899308 nChanged 5 SP:Iteration 20F (192.933635 sec): 3 clusters Score: Raw -24372.198823 + Penalty 1781.443309 = -22590.755514 nChanged 4 SP:Iteration 21Q (192.934649 sec): 3 clusters Score: Raw -24376.239541 + Penalty 1782.494910 = -22593.744630 nChanged 3 SP:Iteration 22Q (192.935660 sec): 3 clusters Score: Raw -24378.708980 + Penalty 1783.116785 = -22595.592194 nChanged 1 SP:Iteration 23Q (192.936665 sec): 3 clusters Score: Raw -24380.930613 + Penalty 1783.694474 = -22597.236138 nChanged 2 SP:Iteration 24Q (192.937667 sec): 3 clusters Score: Raw -24383.135741 + Penalty 1782.786880 = -22600.348861 nChanged 3 SP:Iteration 25Q (192.938674 sec): 3 clusters Score: Raw -24386.948831 + Penalty 1784.398156 = -22602.550675 nChanged 1 SP:Iteration 26Q (192.939674 sec): 3 clusters Score: Raw -24387.646658 + Penalty 1784.398156 = -22603.248502 nChanged 0 SP:Iteration 27F (192.940753 sec): 3 clusters Score: Raw -24387.646658 + Penalty 1784.398156 = -22603.248502 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 9 (1439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.946133 sec): 2 clusters Score: Raw -71834.656541 + Penalty 136.538640 = -71698.117900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.948904 sec): 3 clusters Score: Raw -70928.646343 + Penalty 276.142750 = -70652.503593 nChanged 654 SP:Iteration 1F (192.951622 sec): 3 clusters Score: Raw -71565.862988 + Penalty 283.077812 = -71282.785175 nChanged 216 SP:Iteration 2F (192.954351 sec): 3 clusters Score: Raw -71724.868038 + Penalty 287.633814 = -71437.234224 nChanged 76 SP:Iteration 3F (192.957062 sec): 3 clusters Score: Raw -71786.910044 + Penalty 293.161133 = -71493.748912 nChanged 59 SP:Iteration 4Q (192.959770 sec): 3 clusters Score: Raw -71838.291348 + Penalty 296.382381 = -71541.908967 nChanged 45 SP:Iteration 5Q (192.962442 sec): 3 clusters Score: Raw -71867.434869 + Penalty 299.156655 = -71568.278214 nChanged 34 SP:Iteration 6Q (192.965077 sec): 3 clusters Score: Raw -71886.237353 + Penalty 299.643983 = -71586.593370 nChanged 35 SP:Iteration 7Q (192.967692 sec): 3 clusters Score: Raw -71906.317783 + Penalty 302.590423 = -71603.727360 nChanged 32 SP:Iteration 8Q (192.970292 sec): 3 clusters Score: Raw -71929.857969 + Penalty 304.860039 = -71624.997930 nChanged 28 SP:Iteration 9Q (192.972856 sec): 3 clusters Score: Raw -71943.132275 + Penalty 304.837367 = -71638.294909 nChanged 18 SP:Iteration 10F (192.975575 sec): 3 clusters Score: Raw -71948.175386 + Penalty 306.093402 = -71642.081984 nChanged 9 SP:Iteration 11Q (192.978097 sec): 3 clusters Score: Raw -71951.942145 + Penalty 305.510264 = -71646.431881 nChanged 9 SP:Iteration 12Q (192.980599 sec): 3 clusters Score: Raw -71953.926520 + Penalty 305.872662 = -71648.053858 nChanged 6 SP:Iteration 13Q (192.983090 sec): 3 clusters Score: Raw -71954.572048 + Penalty 306.293865 = -71648.278184 nChanged 3 SP:Iteration 14Q (192.985572 sec): 3 clusters Score: Raw -71954.772987 + Penalty 306.865615 = -71647.907371 nChanged 2 SP:Iteration 15F (192.988284 sec): 3 clusters Score: Raw -71954.854769 + Penalty 307.148956 = -71647.705814 nChanged 1 SP:Iteration 16F (192.990992 sec): 3 clusters Score: Raw -71954.874595 + Penalty 307.316366 = -71647.558228 nChanged 1 SP:Iteration 17F (192.993696 sec): 3 clusters Score: Raw -71954.895890 + Penalty 307.316366 = -71647.579524 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 10 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.996631 sec): 2 clusters Score: Raw -32729.469612 + Penalty 304.057744 = -32425.411868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.998081 sec): 3 clusters Score: Raw -32389.493423 + Penalty 623.259369 = -31766.234054 nChanged 256 SP:Iteration 1F (192.999483 sec): 3 clusters Score: Raw -32587.609034 + Penalty 641.506390 = -31946.102645 nChanged 82 SP:Iteration 2F (193.000898 sec): 3 clusters Score: Raw -32661.010465 + Penalty 654.145461 = -32006.865004 nChanged 36 SP:Iteration 3F (193.002305 sec): 3 clusters Score: Raw -32689.770147 + Penalty 664.827674 = -32024.942474 nChanged 23 SP:Iteration 4Q (193.003695 sec): 3 clusters Score: Raw -32715.858641 + Penalty 673.669946 = -32042.188696 nChanged 16 SP:Iteration 5Q (193.005067 sec): 3 clusters Score: Raw -32734.066353 + Penalty 676.389060 = -32057.677294 nChanged 13 SP:Iteration 6Q (193.006441 sec): 3 clusters Score: Raw -32750.486432 + Penalty 683.168507 = -32067.317925 nChanged 12 SP:Iteration 7Q (193.007792 sec): 3 clusters Score: Raw -32771.943440 + Penalty 684.137129 = -32087.806311 nChanged 7 SP:Iteration 8Q (193.009324 sec): 3 clusters Score: Raw -32785.724908 + Penalty 684.761553 = -32100.963355 nChanged 6 SP:Iteration 9Q (193.010601 sec): 3 clusters Score: Raw -32788.673391 + Penalty 687.725303 = -32100.948088 nChanged 2 SP:Iteration 10F (193.012077 sec): 3 clusters Score: Raw -32789.683107 + Penalty 687.725303 = -32101.957803 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 12 (1402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.016829 sec): 2 clusters Score: Raw -72330.557821 + Penalty 77.749347 = -72252.808474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.019512 sec): 3 clusters Score: Raw -71473.562364 + Penalty 158.710996 = -71314.851368 nChanged 614 SP:Iteration 1F (193.022157 sec): 3 clusters Score: Raw -71905.794982 + Penalty 160.057226 = -71745.737757 nChanged 115 SP:Iteration 2F (193.024791 sec): 3 clusters Score: Raw -72038.896186 + Penalty 156.254147 = -71882.642039 nChanged 75 SP:Iteration 3F (193.027603 sec): 3 clusters Score: Raw -72145.195453 + Penalty 154.303033 = -71990.892420 nChanged 50 SP:Iteration 4Q (193.030328 sec): 3 clusters Score: Raw -72180.870511 + Penalty 152.705831 = -72028.164680 nChanged 42 SP:Iteration 5Q (193.033130 sec): 3 clusters Score: Raw -72201.922784 + Penalty 153.662953 = -72048.259831 nChanged 27 SP:Iteration 6Q (193.035605 sec): 3 clusters Score: Raw -72212.500935 + Penalty 154.085175 = -72058.415759 nChanged 25 SP:Iteration 7Q (193.037999 sec): 3 clusters Score: Raw -72222.297822 + Penalty 156.432321 = -72065.865502 nChanged 25 SP:Iteration 8Q (193.040342 sec): 3 clusters Score: Raw -72232.526486 + Penalty 159.062518 = -72073.463968 nChanged 22 SP:Iteration 9Q (193.042664 sec): 3 clusters Score: Raw -72242.505208 + Penalty 164.865142 = -72077.640066 nChanged 30 SP:Iteration 10F (193.045291 sec): 3 clusters Score: Raw -72265.997977 + Penalty 174.116845 = -72091.881132 nChanged 33 SP:Iteration 11Q (193.047555 sec): 3 clusters Score: Raw -72294.244321 + Penalty 181.203585 = -72113.040736 nChanged 24 SP:Iteration 12Q (193.049746 sec): 3 clusters Score: Raw -72312.424856 + Penalty 192.039075 = -72120.385781 nChanged 12 SP:Iteration 13Q (193.051895 sec): 3 clusters Score: Raw -72320.929974 + Penalty 213.760641 = -72107.169333 nChanged 15 SP:Iteration 14F (193.054660 sec): 3 clusters Score: Raw -72340.869624 + Penalty 231.199359 = -72109.670266 nChanged 6 SP:Iteration 15Q (193.057001 sec): 3 clusters Score: Raw -72345.467373 + Penalty 247.336736 = -72098.130636 nChanged 4 SP:Iteration 16F (193.059889 sec): 3 clusters Score: Raw -72347.970614 + Penalty 253.110083 = -72094.860531 nChanged 2 SP:Iteration 17F (193.062673 sec): 3 clusters Score: Raw -72349.028065 + Penalty 248.093596 = -72100.934469 nChanged 2 SP:Iteration 18Q (193.065022 sec): 3 clusters Score: Raw -72351.567099 + Penalty 255.509281 = -72096.057818 nChanged 1 SP:Iteration 19F (193.067842 sec): 3 clusters Score: Raw -72352.342576 + Penalty 255.509281 = -72096.833295 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 13 (1821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.077420 sec): 2 clusters Score: Raw -90950.288570 + Penalty 148.889985 = -90801.398585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.081405 sec): 3 clusters Score: Raw -89807.945900 + Penalty 291.632107 = -89516.313793 nChanged 796 SP:Iteration 1F (193.084974 sec): 3 clusters Score: Raw -90477.452497 + Penalty 300.656524 = -90176.795973 nChanged 266 SP:Iteration 2F (193.088623 sec): 3 clusters Score: Raw -90766.352936 + Penalty 309.026742 = -90457.326194 nChanged 133 SP:Iteration 3F (193.092370 sec): 3 clusters Score: Raw -90892.824923 + Penalty 308.595012 = -90584.229911 nChanged 66 SP:Iteration 4Q (193.095877 sec): 3 clusters Score: Raw -90968.284933 + Penalty 307.472041 = -90660.812893 nChanged 48 SP:Iteration 5Q (193.099323 sec): 3 clusters Score: Raw -91005.701460 + Penalty 308.092912 = -90697.608548 nChanged 32 SP:Iteration 6Q (193.102504 sec): 3 clusters Score: Raw -91020.932463 + Penalty 309.669521 = -90711.262942 nChanged 21 SP:Iteration 7Q (193.105606 sec): 3 clusters Score: Raw -91028.246570 + Penalty 310.469394 = -90717.777176 nChanged 18 SP:Iteration 8Q (193.108736 sec): 3 clusters Score: Raw -91033.675209 + Penalty 312.860009 = -90720.815200 nChanged 10 SP:Iteration 9Q (193.112094 sec): 3 clusters Score: Raw -91038.173298 + Penalty 314.260835 = -90723.912464 nChanged 11 SP:Iteration 10F (193.115634 sec): 3 clusters Score: Raw -91042.215978 + Penalty 315.149040 = -90727.066939 nChanged 5 SP:Iteration 11Q (193.118691 sec): 3 clusters Score: Raw -91043.773791 + Penalty 317.042879 = -90726.730913 nChanged 8 SP:Iteration 12F (193.122073 sec): 3 clusters Score: Raw -91046.039588 + Penalty 318.661813 = -90727.377775 nChanged 6 SP:Iteration 13Q (193.125107 sec): 3 clusters Score: Raw -91047.181629 + Penalty 318.789708 = -90728.391921 nChanged 4 SP:Iteration 14Q (193.128140 sec): 3 clusters Score: Raw -91048.172248 + Penalty 319.678782 = -90728.493466 nChanged 6 SP:Iteration 15Q (193.131206 sec): 3 clusters Score: Raw -91049.486323 + Penalty 320.579047 = -90728.907276 nChanged 4 SP:Iteration 16Q (193.134235 sec): 3 clusters Score: Raw -91050.154124 + Penalty 321.660229 = -90728.493895 nChanged 1 SP:Iteration 17F (193.137613 sec): 3 clusters Score: Raw -91051.004774 + Penalty 321.767990 = -90729.236784 nChanged 1 SP:Iteration 18Q (193.140659 sec): 3 clusters Score: Raw -91051.070853 + Penalty 321.767990 = -90729.302863 nChanged 0 SP:Iteration 19F (193.144038 sec): 3 clusters Score: Raw -91051.070853 + Penalty 321.767990 = -90729.302863 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 14 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.148194 sec): 2 clusters Score: Raw -30051.526154 + Penalty 231.694487 = -29819.831667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.149462 sec): 3 clusters Score: Raw -29722.570547 + Penalty 462.345808 = -29260.224739 nChanged 226 SP:Iteration 1F (193.150711 sec): 3 clusters Score: Raw -29883.510528 + Penalty 466.372264 = -29417.138264 nChanged 76 SP:Iteration 2F (193.151960 sec): 3 clusters Score: Raw -29943.474136 + Penalty 457.276815 = -29486.197321 nChanged 37 SP:Iteration 3F (193.153206 sec): 3 clusters Score: Raw -29975.141884 + Penalty 472.777416 = -29502.364468 nChanged 29 SP:Iteration 4Q (193.154457 sec): 3 clusters Score: Raw -30008.485942 + Penalty 496.930108 = -29511.555834 nChanged 21 SP:Iteration 5Q (193.155671 sec): 3 clusters Score: Raw -30037.736277 + Penalty 531.516592 = -29506.219686 nChanged 12 SP:Iteration 6F (193.156882 sec): 3 clusters Score: Raw -30050.552423 + Penalty 561.393004 = -29489.159419 nChanged 8 SP:Iteration 7F (193.158109 sec): 3 clusters Score: Raw -30060.987931 + Penalty 580.038856 = -29480.949074 nChanged 3 SP:Iteration 8F (193.159348 sec): 3 clusters Score: Raw -30066.377731 + Penalty 601.985776 = -29464.391955 nChanged 3 SP:Iteration 9F (193.160570 sec): 3 clusters Score: Raw -30070.070515 + Penalty 601.985776 = -29468.084740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 16 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.162886 sec): 2 clusters Score: Raw -25175.178879 + Penalty 219.060965 = -24956.117913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.164022 sec): 3 clusters Score: Raw -24895.057645 + Penalty 438.106708 = -24456.950937 nChanged 198 SP:Iteration 1F (193.165138 sec): 3 clusters Score: Raw -25023.326924 + Penalty 437.195343 = -24586.131580 nChanged 62 SP:Iteration 2F (193.166253 sec): 3 clusters Score: Raw -25080.400811 + Penalty 436.688615 = -24643.712196 nChanged 41 SP:Iteration 3F (193.167367 sec): 3 clusters Score: Raw -25140.824871 + Penalty 438.792477 = -24702.032394 nChanged 34 SP:Iteration 4F (193.168486 sec): 3 clusters Score: Raw -25204.257848 + Penalty 439.648035 = -24764.609813 nChanged 23 SP:Iteration 5Q (193.169528 sec): 3 clusters Score: Raw -25225.897712 + Penalty 439.966447 = -24785.931264 nChanged 11 SP:Iteration 6Q (193.170560 sec): 3 clusters Score: Raw -25238.748168 + Penalty 439.578860 = -24799.169308 nChanged 10 SP:Iteration 7Q (193.171600 sec): 3 clusters Score: Raw -25243.584454 + Penalty 439.406946 = -24804.177508 nChanged 8 SP:Iteration 8Q (193.172640 sec): 3 clusters Score: Raw -25247.017589 + Penalty 438.710515 = -24808.307074 nChanged 3 SP:Iteration 9Q (193.173672 sec): 3 clusters Score: Raw -25250.346745 + Penalty 439.197750 = -24811.148995 nChanged 3 SP:Iteration 10F (193.174785 sec): 3 clusters Score: Raw -25251.626660 + Penalty 439.197750 = -24812.428910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 17 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.176519 sec): 2 clusters Score: Raw -9356.742124 + Penalty 262.795603 = -9093.946521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.177063 sec): 3 clusters Score: Raw -9307.233179 + Penalty 533.111513 = -8774.121666 nChanged 51 SP:Iteration 1F (193.177627 sec): 3 clusters Score: Raw -9368.554924 + Penalty 539.352813 = -8829.202111 nChanged 10 SP:Iteration 2F (193.178150 sec): 3 clusters Score: Raw -9385.612697 + Penalty 547.529132 = -8838.083565 nChanged 7 SP:Iteration 3Q (193.178680 sec): 3 clusters Score: Raw -9403.957940 + Penalty 556.143755 = -8847.814185 nChanged 8 SP:Iteration 4Q (193.179204 sec): 3 clusters Score: Raw -9423.298122 + Penalty 577.853428 = -8845.444695 nChanged 8 SP:Iteration 5F (193.179738 sec): 3 clusters Score: Raw -9443.139649 + Penalty 603.054247 = -8840.085402 nChanged 6 SP:Iteration 6F (193.180273 sec): 3 clusters Score: Raw -9457.676677 + Penalty 640.964143 = -8816.712534 nChanged 7 SP:Iteration 7F (193.180808 sec): 3 clusters Score: Raw -9487.116827 + Penalty 653.580345 = -8833.536482 nChanged 2 SP:Iteration 8Q (193.181283 sec): 3 clusters Score: Raw -9495.925796 + Penalty 653.580345 = -8842.345451 nChanged 0 SP:Iteration 9F (193.181836 sec): 3 clusters Score: Raw -9495.925796 + Penalty 653.580345 = -8842.345451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 18 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.183079 sec): 2 clusters Score: Raw -3979.451140 + Penalty 711.954176 = -3267.496964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.183541 sec): 3 clusters Score: Raw -4115.121298 + Penalty 1422.356611 = -2692.764687 nChanged 24 SP:Iteration 1F (193.183995 sec): 3 clusters Score: Raw -4231.464424 + Penalty 1423.702163 = -2807.762261 nChanged 6 SP:Iteration 2Q (193.184414 sec): 3 clusters Score: Raw -4259.115736 + Penalty 1424.254838 = -2834.860898 nChanged 3 SP:Iteration 3Q (193.184826 sec): 3 clusters Score: Raw -4279.462289 + Penalty 1424.316602 = -2855.145687 nChanged 1 SP:Iteration 4Q (193.185235 sec): 3 clusters Score: Raw -4308.897442 + Penalty 1424.499259 = -2884.398183 nChanged 1 SP:Iteration 5Q (193.185643 sec): 3 clusters Score: Raw -4316.855815 + Penalty 1424.499259 = -2892.356556 nChanged 0 SP:Iteration 6F (193.186095 sec): 3 clusters Score: Raw -4316.855815 + Penalty 1424.499259 = -2892.356556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 19 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.188401 sec): 2 clusters Score: Raw -16448.212174 + Penalty 394.935180 = -16053.276994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.189216 sec): 3 clusters Score: Raw -16335.590898 + Penalty 790.201109 = -15545.389789 nChanged 114 SP:Iteration 1F (193.190014 sec): 3 clusters Score: Raw -16441.947002 + Penalty 788.873036 = -15653.073966 nChanged 33 SP:Iteration 2F (193.190813 sec): 3 clusters Score: Raw -16502.110378 + Penalty 789.108055 = -15713.002323 nChanged 32 SP:Iteration 3F (193.191611 sec): 3 clusters Score: Raw -16543.123959 + Penalty 789.792199 = -15753.331761 nChanged 22 SP:Iteration 4F (193.192408 sec): 3 clusters Score: Raw -16573.643921 + Penalty 790.459335 = -15783.184586 nChanged 12 SP:Iteration 5Q (193.193175 sec): 3 clusters Score: Raw -16590.070337 + Penalty 790.864013 = -15799.206325 nChanged 9 SP:Iteration 6Q (193.193940 sec): 3 clusters Score: Raw -16606.933346 + Penalty 792.078583 = -15814.854763 nChanged 10 SP:Iteration 7Q (193.194701 sec): 3 clusters Score: Raw -16638.782845 + Penalty 793.822300 = -15844.960544 nChanged 9 SP:Iteration 8Q (193.195464 sec): 3 clusters Score: Raw -16647.493015 + Penalty 794.683556 = -15852.809460 nChanged 4 SP:Iteration 9Q (193.196222 sec): 3 clusters Score: Raw -16652.058039 + Penalty 795.355325 = -15856.702714 nChanged 4 SP:Iteration 10F (193.197023 sec): 3 clusters Score: Raw -16655.366049 + Penalty 795.437182 = -15859.928868 nChanged 7 SP:Iteration 11Q (193.197786 sec): 3 clusters Score: Raw -16664.998658 + Penalty 794.952054 = -15870.046605 nChanged 4 SP:Iteration 12Q (193.198553 sec): 3 clusters Score: Raw -16670.260935 + Penalty 790.850213 = -15879.410723 nChanged 3 SP:Iteration 13Q (193.199345 sec): 3 clusters Score: Raw -16678.353028 + Penalty 789.857007 = -15888.496022 nChanged 2 SP:Iteration 14Q (193.200106 sec): 3 clusters Score: Raw -16681.173374 + Penalty 789.745516 = -15891.427858 nChanged 2 SP:Iteration 15Q (193.200866 sec): 3 clusters Score: Raw -16682.743486 + Penalty 790.115621 = -15892.627865 nChanged 1 SP:Iteration 16Q (193.201630 sec): 3 clusters Score: Raw -16683.160838 + Penalty 790.794489 = -15892.366349 nChanged 1 SP:Iteration 17F (193.202429 sec): 3 clusters Score: Raw -16684.766739 + Penalty 790.256040 = -15894.510698 nChanged 1 SP:Iteration 18Q (193.203199 sec): 3 clusters Score: Raw -16685.989879 + Penalty 790.256040 = -15895.733839 nChanged 0 SP:Iteration 19F (193.203995 sec): 3 clusters Score: Raw -16685.989879 + Penalty 790.256040 = -15895.733839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 21 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.205486 sec): 2 clusters Score: Raw -9039.378340 + Penalty 423.410394 = -8615.967947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.206071 sec): 3 clusters Score: Raw -9010.338083 + Penalty 846.971675 = -8163.366408 nChanged 49 SP:Iteration 1F (193.206647 sec): 3 clusters Score: Raw -9090.613178 + Penalty 846.007389 = -8244.605789 nChanged 18 SP:Iteration 2F (193.207222 sec): 3 clusters Score: Raw -9128.661099 + Penalty 846.768248 = -8281.892851 nChanged 19 SP:Iteration 3F (193.207796 sec): 3 clusters Score: Raw -9170.571196 + Penalty 851.586355 = -8318.984841 nChanged 12 SP:Iteration 4F (193.208374 sec): 3 clusters Score: Raw -9207.987150 + Penalty 856.016713 = -8351.970438 nChanged 4 SP:Iteration 5Q (193.208916 sec): 3 clusters Score: Raw -9221.625437 + Penalty 856.016713 = -8365.608724 nChanged 0 SP:Iteration 6F (193.209486 sec): 3 clusters Score: Raw -9221.625437 + Penalty 856.016713 = -8365.608724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 25 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.211746 sec): 2 clusters Score: Raw -27327.941774 + Penalty 870.463543 = -26457.478231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.213043 sec): 3 clusters Score: Raw -27204.722579 + Penalty 1742.597647 = -25462.124932 nChanged 118 SP:Iteration 1F (193.214161 sec): 3 clusters Score: Raw -27342.306721 + Penalty 1743.982051 = -25598.324671 nChanged 36 SP:Iteration 2F (193.215280 sec): 3 clusters Score: Raw -27387.784523 + Penalty 1745.531425 = -25642.253098 nChanged 16 SP:Iteration 3Q (193.216392 sec): 3 clusters Score: Raw -27404.309653 + Penalty 1746.665994 = -25657.643659 nChanged 15 SP:Iteration 4Q (193.217481 sec): 3 clusters Score: Raw -27424.209569 + Penalty 1749.106074 = -25675.103495 nChanged 13 SP:Iteration 5Q (193.218571 sec): 3 clusters Score: Raw -27435.976198 + Penalty 1750.956271 = -25685.019927 nChanged 9 SP:Iteration 6Q (193.219656 sec): 3 clusters Score: Raw -27446.686673 + Penalty 1752.918554 = -25693.768119 nChanged 6 SP:Iteration 7Q (193.220739 sec): 3 clusters Score: Raw -27452.507634 + Penalty 1753.327763 = -25699.179871 nChanged 3 SP:Iteration 8Q (193.221819 sec): 3 clusters Score: Raw -27454.943977 + Penalty 1753.521981 = -25701.421996 nChanged 1 SP:Iteration 9Q (193.222899 sec): 3 clusters Score: Raw -27455.726939 + Penalty 1753.521981 = -25702.204958 nChanged 0 SP:Iteration 10F (193.224014 sec): 3 clusters Score: Raw -27455.726939 + Penalty 1753.521981 = -25702.204958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 28 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.225447 sec): 2 clusters Score: Raw -7113.491562 + Penalty 511.074956 = -6602.416606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.225996 sec): 3 clusters Score: Raw -7139.398727 + Penalty 1025.431450 = -6113.967277 nChanged 41 SP:Iteration 1F (193.226566 sec): 3 clusters Score: Raw -7189.048681 + Penalty 1026.812800 = -6162.235880 nChanged 6 SP:Iteration 2Q (193.227086 sec): 3 clusters Score: Raw -7199.256617 + Penalty 1026.942930 = -6172.313687 nChanged 3 SP:Iteration 3Q (193.227604 sec): 3 clusters Score: Raw -7204.396556 + Penalty 1025.375147 = -6179.021409 nChanged 1 SP:Iteration 4Q (193.228123 sec): 3 clusters Score: Raw -7213.742706 + Penalty 1023.472247 = -6190.270459 nChanged 2 SP:Iteration 5Q (193.228638 sec): 3 clusters Score: Raw -7215.323310 + Penalty 1022.374738 = -6192.948572 nChanged 1 SP:Iteration 6Q (193.229151 sec): 3 clusters Score: Raw -7216.047628 + Penalty 1021.695977 = -6194.351651 nChanged 1 SP:Iteration 7Q (193.229664 sec): 3 clusters Score: Raw -7216.615947 + Penalty 1021.695977 = -6194.919970 nChanged 0 SP:Iteration 8F (193.230201 sec): 3 clusters Score: Raw -7216.615947 + Penalty 1021.695977 = -6194.919970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 30 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.231764 sec): 2 clusters Score: Raw -14616.773823 + Penalty 316.725069 = -14300.048755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.232486 sec): 3 clusters Score: Raw -14533.366691 + Penalty 666.656501 = -13866.710191 nChanged 90 SP:Iteration 1F (193.233197 sec): 3 clusters Score: Raw -14637.940691 + Penalty 707.708718 = -13930.231973 nChanged 28 SP:Iteration 2F (193.233907 sec): 3 clusters Score: Raw -14693.979667 + Penalty 736.159120 = -13957.820547 nChanged 10 SP:Iteration 3Q (193.234598 sec): 3 clusters Score: Raw -14716.507815 + Penalty 743.627242 = -13972.880572 nChanged 4 SP:Iteration 4Q (193.235274 sec): 3 clusters Score: Raw -14726.947903 + Penalty 749.733053 = -13977.214851 nChanged 4 SP:Iteration 5Q (193.235945 sec): 3 clusters Score: Raw -14734.355152 + Penalty 751.828258 = -13982.526894 nChanged 1 SP:Iteration 6Q (193.236609 sec): 3 clusters Score: Raw -14735.594030 + Penalty 751.828258 = -13983.765773 nChanged 0 SP:Iteration 7F (193.237317 sec): 3 clusters Score: Raw -14735.594030 + Penalty 751.828258 = -13983.765773 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 35 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.241035 sec): 2 clusters Score: Raw -41829.749926 + Penalty 607.006772 = -41222.743154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.242747 sec): 3 clusters Score: Raw -41399.793783 + Penalty 1222.135222 = -40177.658561 nChanged 284 SP:Iteration 1F (193.244413 sec): 3 clusters Score: Raw -41606.367542 + Penalty 1234.536315 = -40371.831227 nChanged 110 SP:Iteration 2F (193.246054 sec): 3 clusters Score: Raw -41729.212330 + Penalty 1250.418832 = -40478.793498 nChanged 61 SP:Iteration 3F (193.247688 sec): 3 clusters Score: Raw -41801.095210 + Penalty 1256.354511 = -40544.740698 nChanged 31 SP:Iteration 4Q (193.249317 sec): 3 clusters Score: Raw -41833.545493 + Penalty 1258.814779 = -40574.730714 nChanged 18 SP:Iteration 5Q (193.250962 sec): 3 clusters Score: Raw -41854.565717 + Penalty 1260.315337 = -40594.250380 nChanged 15 SP:Iteration 6Q (193.252585 sec): 3 clusters Score: Raw -41876.364707 + Penalty 1261.977022 = -40614.387685 nChanged 13 SP:Iteration 7Q (193.254161 sec): 3 clusters Score: Raw -41886.178877 + Penalty 1264.660248 = -40621.518629 nChanged 8 SP:Iteration 8Q (193.255727 sec): 3 clusters Score: Raw -41893.080164 + Penalty 1265.507239 = -40627.572926 nChanged 6 SP:Iteration 9Q (193.257282 sec): 3 clusters Score: Raw -41895.922118 + Penalty 1265.664312 = -40630.257807 nChanged 6 SP:Iteration 10F (193.258962 sec): 3 clusters Score: Raw -41900.895392 + Penalty 1266.181972 = -40634.713420 nChanged 3 SP:Iteration 11Q (193.260551 sec): 3 clusters Score: Raw -41904.942732 + Penalty 1266.134653 = -40638.808080 nChanged 1 SP:Iteration 12Q (193.262101 sec): 3 clusters Score: Raw -41905.435548 + Penalty 1266.134653 = -40639.300895 nChanged 0 SP:Iteration 13F (193.263766 sec): 3 clusters Score: Raw -41905.435548 + Penalty 1266.134653 = -40639.300895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 37 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.265905 sec): 2 clusters Score: Raw -5450.970505 + Penalty 115.277110 = -5335.693395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.266337 sec): 3 clusters Score: Raw -5419.215325 + Penalty 228.861786 = -5190.353539 nChanged 32 SP:Iteration 1F (193.266759 sec): 3 clusters Score: Raw -5455.055393 + Penalty 228.460541 = -5226.594852 nChanged 9 SP:Iteration 2F (193.267180 sec): 3 clusters Score: Raw -5461.463388 + Penalty 233.095532 = -5228.367855 nChanged 11 SP:Iteration 3F (193.267600 sec): 3 clusters Score: Raw -5477.557393 + Penalty 238.726452 = -5238.830941 nChanged 9 SP:Iteration 4F (193.268017 sec): 3 clusters Score: Raw -5488.148558 + Penalty 240.905946 = -5247.242612 nChanged 2 SP:Iteration 5Q (193.268425 sec): 3 clusters Score: Raw -5489.546648 + Penalty 242.513249 = -5247.033399 nChanged 1 SP:Iteration 6F (193.268841 sec): 3 clusters Score: Raw -5490.672802 + Penalty 244.512387 = -5246.160415 nChanged 1 SP:Iteration 7F (193.269257 sec): 3 clusters Score: Raw -5493.721787 + Penalty 246.447772 = -5247.274015 nChanged 1 SP:Iteration 8Q (193.269654 sec): 3 clusters Score: Raw -5495.240607 + Penalty 250.427852 = -5244.812754 nChanged 2 SP:Iteration 9F (193.270069 sec): 3 clusters Score: Raw -5497.008248 + Penalty 251.711300 = -5245.296947 nChanged 3 SP:Iteration 10F (193.270485 sec): 3 clusters Score: Raw -5499.595156 + Penalty 247.644086 = -5251.951070 nChanged 2 SP:Iteration 11Q (193.270879 sec): 3 clusters Score: Raw -5503.514222 + Penalty 255.884658 = -5247.629564 nChanged 2 SP:Iteration 12F (193.271292 sec): 3 clusters Score: Raw -5508.264395 + Penalty 255.884658 = -5252.379737 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 38 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.274352 sec): 2 clusters Score: Raw -38671.916881 + Penalty 399.849932 = -38272.066949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.276080 sec): 3 clusters Score: Raw -38247.487529 + Penalty 802.380651 = -37445.106879 nChanged 291 SP:Iteration 1F (193.277726 sec): 3 clusters Score: Raw -38510.109638 + Penalty 805.589044 = -37704.520594 nChanged 102 SP:Iteration 2F (193.279361 sec): 3 clusters Score: Raw -38582.327122 + Penalty 810.656720 = -37771.670402 nChanged 31 SP:Iteration 3Q (193.280978 sec): 3 clusters Score: Raw -38598.196729 + Penalty 820.824045 = -37777.372684 nChanged 28 SP:Iteration 4Q (193.282588 sec): 3 clusters Score: Raw -38613.791302 + Penalty 838.182421 = -37775.608882 nChanged 31 SP:Iteration 5F (193.284221 sec): 3 clusters Score: Raw -38633.667769 + Penalty 852.066364 = -37781.601405 nChanged 23 SP:Iteration 6Q (193.285834 sec): 3 clusters Score: Raw -38650.354812 + Penalty 870.544100 = -37779.810712 nChanged 30 SP:Iteration 7F (193.287465 sec): 3 clusters Score: Raw -38674.807322 + Penalty 888.881535 = -37785.925787 nChanged 22 SP:Iteration 8Q (193.289078 sec): 3 clusters Score: Raw -38690.579121 + Penalty 904.942564 = -37785.636557 nChanged 13 SP:Iteration 9F (193.290759 sec): 3 clusters Score: Raw -38707.040031 + Penalty 925.271775 = -37781.768256 nChanged 16 SP:Iteration 10F (193.292421 sec): 3 clusters Score: Raw -38726.608398 + Penalty 942.124050 = -37784.484348 nChanged 19 SP:Iteration 11Q (193.294025 sec): 3 clusters Score: Raw -38743.918883 + Penalty 950.788719 = -37793.130164 nChanged 15 SP:Iteration 12Q (193.295612 sec): 3 clusters Score: Raw -38754.387091 + Penalty 956.991040 = -37797.396051 nChanged 8 SP:Iteration 13Q (193.297190 sec): 3 clusters Score: Raw -38760.776858 + Penalty 961.234754 = -37799.542104 nChanged 8 SP:Iteration 14Q (193.298821 sec): 3 clusters Score: Raw -38764.680929 + Penalty 964.770328 = -37799.910601 nChanged 4 SP:Iteration 15Q (193.300447 sec): 3 clusters Score: Raw -38767.563240 + Penalty 964.195163 = -37803.368077 nChanged 2 SP:Iteration 16Q (193.302014 sec): 3 clusters Score: Raw -38768.198459 + Penalty 963.591437 = -37804.607022 nChanged 2 SP:Iteration 17Q (193.303579 sec): 3 clusters Score: Raw -38769.135296 + Penalty 962.818513 = -37806.316783 nChanged 3 SP:Iteration 18Q (193.305143 sec): 3 clusters Score: Raw -38771.778496 + Penalty 961.316622 = -37810.461874 nChanged 3 SP:Iteration 19Q (193.306753 sec): 3 clusters Score: Raw -38773.807447 + Penalty 961.460360 = -37812.347087 nChanged 1 SP:Iteration 20F (193.308416 sec): 3 clusters Score: Raw -38777.702776 + Penalty 964.638795 = -37813.063981 nChanged 3 SP:Iteration 21Q (193.309987 sec): 3 clusters Score: Raw -38779.499375 + Penalty 966.620858 = -37812.878517 nChanged 1 SP:Iteration 22F (193.311618 sec): 3 clusters Score: Raw -38779.953433 + Penalty 968.817591 = -37811.135842 nChanged 2 SP:Iteration 23F (193.313465 sec): 3 clusters Score: Raw -38781.128153 + Penalty 968.817591 = -37812.310562 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 39 (3959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.332659 sec): 2 clusters Score: Raw -196899.791346 + Penalty 538.670163 = -196361.121183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.340116 sec): 3 clusters Score: Raw -194470.359894 + Penalty 1077.606141 = -193392.753753 nChanged 1696 SP:Iteration 1F (193.347387 sec): 3 clusters Score: Raw -195551.172380 + Penalty 1077.148244 = -194474.024137 nChanged 544 SP:Iteration 2F (193.354690 sec): 3 clusters Score: Raw -195889.509759 + Penalty 1076.476998 = -194813.032761 nChanged 309 SP:Iteration 3F (193.362144 sec): 3 clusters Score: Raw -196077.355649 + Penalty 1077.652085 = -194999.703564 nChanged 255 SP:Iteration 4F (193.369399 sec): 3 clusters Score: Raw -196268.520158 + Penalty 1080.072711 = -195188.447446 nChanged 220 SP:Iteration 5F (193.376641 sec): 3 clusters Score: Raw -196423.617088 + Penalty 1083.586408 = -195340.030679 nChanged 184 SP:Iteration 6Q (193.383812 sec): 3 clusters Score: Raw -196535.510876 + Penalty 1086.426632 = -195449.084244 nChanged 128 SP:Iteration 7Q (193.391122 sec): 3 clusters Score: Raw -196601.367939 + Penalty 1089.572987 = -195511.794952 nChanged 106 SP:Iteration 8Q (193.398274 sec): 3 clusters Score: Raw -196650.764412 + Penalty 1092.467485 = -195558.296927 nChanged 88 SP:Iteration 9Q (193.405426 sec): 3 clusters Score: Raw -196693.506392 + Penalty 1095.362580 = -195598.143812 nChanged 82 SP:Iteration 10F (193.412664 sec): 3 clusters Score: Raw -196731.164896 + Penalty 1096.516981 = -195634.647916 nChanged 70 SP:Iteration 11Q (193.419956 sec): 3 clusters Score: Raw -196762.916206 + Penalty 1097.935416 = -195664.980789 nChanged 76 SP:Iteration 12Q (193.427438 sec): 3 clusters Score: Raw -196805.171969 + Penalty 1098.201227 = -195706.970742 nChanged 66 SP:Iteration 13Q (193.434369 sec): 3 clusters Score: Raw -196843.024481 + Penalty 1097.178968 = -195745.845513 nChanged 53 SP:Iteration 14Q (193.441230 sec): 3 clusters Score: Raw -196869.916403 + Penalty 1095.395248 = -195774.521155 nChanged 56 SP:Iteration 15Q (193.448078 sec): 3 clusters Score: Raw -196898.972010 + Penalty 1092.311221 = -195806.660789 nChanged 45 SP:Iteration 16Q (193.454797 sec): 3 clusters Score: Raw -196919.414378 + Penalty 1091.051167 = -195828.363211 nChanged 36 SP:Iteration 17Q (193.461421 sec): 3 clusters Score: Raw -196937.031398 + Penalty 1089.802866 = -195847.228531 nChanged 20 SP:Iteration 18Q (193.467981 sec): 3 clusters Score: Raw -196942.879343 + Penalty 1089.907505 = -195852.971838 nChanged 19 SP:Iteration 19Q (193.474511 sec): 3 clusters Score: Raw -196948.089834 + Penalty 1087.824350 = -195860.265484 nChanged 15 SP:Iteration 20F (193.481730 sec): 3 clusters Score: Raw -196954.074197 + Penalty 1085.941202 = -195868.132995 nChanged 15 SP:Iteration 21Q (193.488290 sec): 3 clusters Score: Raw -196960.277559 + Penalty 1085.698562 = -195874.578997 nChanged 21 SP:Iteration 22Q (193.494915 sec): 3 clusters Score: Raw -196966.477455 + Penalty 1083.472941 = -195883.004514 nChanged 18 SP:Iteration 23Q (193.501458 sec): 3 clusters Score: Raw -196970.711704 + Penalty 1081.819538 = -195888.892166 nChanged 13 SP:Iteration 24Q (193.507972 sec): 3 clusters Score: Raw -196973.477203 + Penalty 1080.744174 = -195892.733029 nChanged 11 SP:Iteration 25Q (193.514443 sec): 3 clusters Score: Raw -196976.653738 + Penalty 1079.930408 = -195896.723330 nChanged 8 SP:Iteration 26Q (193.520942 sec): 3 clusters Score: Raw -196979.162790 + Penalty 1079.780758 = -195899.382031 nChanged 8 SP:Iteration 27Q (193.527697 sec): 3 clusters Score: Raw -196982.431212 + Penalty 1079.104265 = -195903.326947 nChanged 7 SP:Iteration 28Q (193.534173 sec): 3 clusters Score: Raw -196986.109103 + Penalty 1079.167210 = -195906.941893 nChanged 10 SP:Iteration 29Q (193.540610 sec): 3 clusters Score: Raw -196989.072830 + Penalty 1078.354693 = -195910.718137 nChanged 7 SP:Iteration 30F (193.547973 sec): 3 clusters Score: Raw -196990.893945 + Penalty 1077.511839 = -195913.382106 nChanged 9 SP:Iteration 31Q (193.554393 sec): 3 clusters Score: Raw -196993.542965 + Penalty 1076.771210 = -195916.771755 nChanged 7 SP:Iteration 32Q (193.560804 sec): 3 clusters Score: Raw -196994.916252 + Penalty 1076.660910 = -195918.255342 nChanged 3 SP:Iteration 33Q (193.567199 sec): 3 clusters Score: Raw -196995.867040 + Penalty 1076.933611 = -195918.933429 nChanged 5 SP:Iteration 34Q (193.573593 sec): 3 clusters Score: Raw -196997.057352 + Penalty 1077.234273 = -195919.823079 nChanged 9 SP:Iteration 35Q (193.579983 sec): 3 clusters Score: Raw -196999.417484 + Penalty 1078.043974 = -195921.373511 nChanged 11 SP:Iteration 36Q (193.586359 sec): 3 clusters Score: Raw -197003.032153 + Penalty 1077.550030 = -195925.482123 nChanged 12 SP:Iteration 37Q (193.592856 sec): 3 clusters Score: Raw -197007.437776 + Penalty 1076.489300 = -195930.948476 nChanged 9 SP:Iteration 38Q (193.599261 sec): 3 clusters Score: Raw -197009.357736 + Penalty 1076.563951 = -195932.793785 nChanged 4 SP:Iteration 39Q (193.605662 sec): 3 clusters Score: Raw -197009.802904 + Penalty 1076.493702 = -195933.309202 nChanged 1 SP:Iteration 40F (193.612877 sec): 3 clusters Score: Raw -197009.854340 + Penalty 1076.614869 = -195933.239471 nChanged 1 SP:Iteration 41F (193.620098 sec): 3 clusters Score: Raw -197009.989268 + Penalty 1076.614869 = -195933.374399 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 41 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.630379 sec): 2 clusters Score: Raw -75958.428405 + Penalty 115.775761 = -75842.652645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.633310 sec): 3 clusters Score: Raw -74998.019487 + Penalty 234.159147 = -74763.860340 nChanged 687 SP:Iteration 1F (193.636189 sec): 3 clusters Score: Raw -75352.945343 + Penalty 233.126472 = -75119.818871 nChanged 149 SP:Iteration 2F (193.639077 sec): 3 clusters Score: Raw -75432.815907 + Penalty 231.733337 = -75201.082571 nChanged 125 SP:Iteration 3F (193.641947 sec): 3 clusters Score: Raw -75511.212205 + Penalty 230.753560 = -75280.458645 nChanged 103 SP:Iteration 4F (193.644815 sec): 3 clusters Score: Raw -75575.728359 + Penalty 230.371744 = -75345.356615 nChanged 92 SP:Iteration 5F (193.647729 sec): 3 clusters Score: Raw -75638.902186 + Penalty 229.802760 = -75409.099426 nChanged 79 SP:Iteration 6F (193.650702 sec): 3 clusters Score: Raw -75669.685235 + Penalty 229.450876 = -75440.234358 nChanged 49 SP:Iteration 7Q (193.653497 sec): 3 clusters Score: Raw -75686.667514 + Penalty 229.059329 = -75457.608185 nChanged 45 SP:Iteration 8Q (193.656296 sec): 3 clusters Score: Raw -75700.393102 + Penalty 229.120003 = -75471.273099 nChanged 29 SP:Iteration 9Q (193.659092 sec): 3 clusters Score: Raw -75706.531368 + Penalty 229.288647 = -75477.242721 nChanged 20 SP:Iteration 10F (193.661993 sec): 3 clusters Score: Raw -75709.951073 + Penalty 229.536620 = -75480.414453 nChanged 12 SP:Iteration 11Q (193.664800 sec): 3 clusters Score: Raw -75710.861951 + Penalty 229.716730 = -75481.145221 nChanged 4 SP:Iteration 12Q (193.667607 sec): 3 clusters Score: Raw -75710.989758 + Penalty 229.801673 = -75481.188085 nChanged 2 SP:Iteration 13Q (193.670415 sec): 3 clusters Score: Raw -75711.089579 + Penalty 229.902159 = -75481.187420 nChanged 2 SP:Iteration 14F (193.673287 sec): 3 clusters Score: Raw -75711.122333 + Penalty 229.902159 = -75481.220174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 50 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.677321 sec): 2 clusters Score: Raw -25571.234338 + Penalty 345.956280 = -25225.278058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.678477 sec): 3 clusters Score: Raw -25346.166416 + Penalty 693.970192 = -24652.196224 nChanged 169 SP:Iteration 1F (193.679599 sec): 3 clusters Score: Raw -25489.931882 + Penalty 695.265874 = -24794.666008 nChanged 56 SP:Iteration 2F (193.680720 sec): 3 clusters Score: Raw -25561.165164 + Penalty 696.702767 = -24864.462397 nChanged 34 SP:Iteration 3F (193.681842 sec): 3 clusters Score: Raw -25592.391432 + Penalty 698.155755 = -24894.235676 nChanged 19 SP:Iteration 4Q (193.682933 sec): 3 clusters Score: Raw -25612.317741 + Penalty 700.123881 = -24912.193861 nChanged 15 SP:Iteration 5Q (193.684019 sec): 3 clusters Score: Raw -25623.788319 + Penalty 700.867378 = -24922.920941 nChanged 7 SP:Iteration 6Q (193.685096 sec): 3 clusters Score: Raw -25628.651564 + Penalty 701.403170 = -24927.248394 nChanged 2 SP:Iteration 7Q (193.686168 sec): 3 clusters Score: Raw -25630.018860 + Penalty 702.840813 = -24927.178048 nChanged 5 SP:Iteration 8F (193.687286 sec): 3 clusters Score: Raw -25633.291544 + Penalty 705.156021 = -24928.135523 nChanged 5 SP:Iteration 9Q (193.688367 sec): 3 clusters Score: Raw -25636.507946 + Penalty 706.082343 = -24930.425603 nChanged 3 SP:Iteration 10F (193.689486 sec): 3 clusters Score: Raw -25638.800019 + Penalty 706.848102 = -24931.951916 nChanged 1 SP:Iteration 11Q (193.690554 sec): 3 clusters Score: Raw -25638.899697 + Penalty 707.453693 = -24931.446004 nChanged 1 SP:Iteration 12F (193.691670 sec): 3 clusters Score: Raw -25638.980097 + Penalty 707.453693 = -24931.526403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 53 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.692723 sec): 2 clusters Score: Raw -10094.996260 + Penalty 216.770996 = -9878.225264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.693303 sec): 3 clusters Score: Raw -10009.874553 + Penalty 435.153538 = -9574.721015 nChanged 59 SP:Iteration 1F (193.693913 sec): 3 clusters Score: Raw -10070.366519 + Penalty 439.329937 = -9631.036582 nChanged 23 SP:Iteration 2F (193.694500 sec): 3 clusters Score: Raw -10103.318076 + Penalty 441.107357 = -9662.210719 nChanged 3 SP:Iteration 3Q (193.695074 sec): 3 clusters Score: Raw -10104.352395 + Penalty 444.343721 = -9660.008674 nChanged 6 SP:Iteration 4F (193.695661 sec): 3 clusters Score: Raw -10108.238531 + Penalty 447.853015 = -9660.385516 nChanged 6 SP:Iteration 5Q (193.696238 sec): 3 clusters Score: Raw -10117.138791 + Penalty 447.263178 = -9669.875613 nChanged 4 SP:Iteration 6Q (193.696804 sec): 3 clusters Score: Raw -10122.425816 + Penalty 447.263178 = -9675.162637 nChanged 0 SP:Iteration 7F (193.697370 sec): 3 clusters Score: Raw -10122.425816 + Penalty 447.263178 = -9675.162637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 54 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.698439 sec): 2 clusters Score: Raw -10198.650222 + Penalty 650.299109 = -9548.351112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.699057 sec): 3 clusters Score: Raw -10218.557062 + Penalty 1299.913038 = -8918.644025 nChanged 50 SP:Iteration 1F (193.699697 sec): 3 clusters Score: Raw -10293.273578 + Penalty 1297.898894 = -8995.374685 nChanged 10 SP:Iteration 2Q (193.700287 sec): 3 clusters Score: Raw -10313.807281 + Penalty 1295.456721 = -9018.350560 nChanged 5 SP:Iteration 3Q (193.700869 sec): 3 clusters Score: Raw -10334.327755 + Penalty 1293.722977 = -9040.604778 nChanged 4 SP:Iteration 4Q (193.701448 sec): 3 clusters Score: Raw -10349.673010 + Penalty 1293.074687 = -9056.598323 nChanged 1 SP:Iteration 5Q (193.702022 sec): 3 clusters Score: Raw -10350.602983 + Penalty 1292.647734 = -9057.955248 nChanged 1 SP:Iteration 6Q (193.702598 sec): 3 clusters Score: Raw -10351.605866 + Penalty 1292.647734 = -9058.958132 nChanged 0 SP:Iteration 7F (193.703223 sec): 3 clusters Score: Raw -10351.605866 + Penalty 1292.647734 = -9058.958132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 57 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.704683 sec): 2 clusters Score: Raw -16692.907032 + Penalty 250.586263 = -16442.320769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.705540 sec): 3 clusters Score: Raw -16532.955517 + Penalty 509.059211 = -16023.896306 nChanged 117 SP:Iteration 1F (193.706383 sec): 3 clusters Score: Raw -16644.035986 + Penalty 517.551012 = -16126.484974 nChanged 30 SP:Iteration 2F (193.707216 sec): 3 clusters Score: Raw -16696.014959 + Penalty 524.676021 = -16171.338939 nChanged 23 SP:Iteration 3F (193.708025 sec): 3 clusters Score: Raw -16772.720389 + Penalty 539.228204 = -16233.492184 nChanged 19 SP:Iteration 4F (193.708837 sec): 3 clusters Score: Raw -16823.777945 + Penalty 544.559921 = -16279.218024 nChanged 12 SP:Iteration 5Q (193.709598 sec): 3 clusters Score: Raw -16838.094976 + Penalty 554.681290 = -16283.413686 nChanged 10 SP:Iteration 6Q (193.710353 sec): 3 clusters Score: Raw -16849.271557 + Penalty 575.751249 = -16273.520307 nChanged 14 SP:Iteration 7F (193.711160 sec): 3 clusters Score: Raw -16871.981261 + Penalty 597.223673 = -16274.757588 nChanged 10 SP:Iteration 8Q (193.711910 sec): 3 clusters Score: Raw -16887.260512 + Penalty 633.425769 = -16253.834743 nChanged 13 SP:Iteration 9F (193.712718 sec): 3 clusters Score: Raw -16919.780760 + Penalty 645.371083 = -16274.409677 nChanged 4 SP:Iteration 10F (193.713525 sec): 3 clusters Score: Raw -16931.399146 + Penalty 658.171018 = -16273.228128 nChanged 4 SP:Iteration 11F (193.714333 sec): 3 clusters Score: Raw -16943.936253 + Penalty 658.171018 = -16285.765234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 58 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.715084 sec): 2 clusters Score: Raw -3791.689193 + Penalty 507.048992 = -3284.640200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.715456 sec): 3 clusters Score: Raw -3867.946549 + Penalty 1012.760109 = -2855.186440 nChanged 8 SP:Iteration 1F (193.715822 sec): 3 clusters Score: Raw -3896.127763 + Penalty 1015.024091 = -2881.103673 nChanged 2 SP:Iteration 2Q (193.716166 sec): 3 clusters Score: Raw -3902.487815 + Penalty 1015.092443 = -2887.395372 nChanged 1 SP:Iteration 3Q (193.716509 sec): 3 clusters Score: Raw -3905.768833 + Penalty 1017.007694 = -2888.761139 nChanged 2 SP:Iteration 4Q (193.716851 sec): 3 clusters Score: Raw -3917.169158 + Penalty 1019.093047 = -2898.076110 nChanged 1 SP:Iteration 5Q (193.717189 sec): 3 clusters Score: Raw -3935.828354 + Penalty 1020.527070 = -2915.301284 nChanged 1 SP:Iteration 6Q (193.717525 sec): 3 clusters Score: Raw -3959.467186 + Penalty 1018.751143 = -2940.716043 nChanged 1 SP:Iteration 7Q (193.717861 sec): 3 clusters Score: Raw -3966.269346 + Penalty 1018.751143 = -2947.518202 nChanged 0 SP:Iteration 8F (193.718227 sec): 3 clusters Score: Raw -3966.269346 + Penalty 1018.751143 = -2947.518202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 60 (474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.720029 sec): 2 clusters Score: Raw -26638.593678 + Penalty 832.046262 = -25806.547416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.721080 sec): 3 clusters Score: Raw -26512.065487 + Penalty 1662.748858 = -24849.316628 nChanged 102 SP:Iteration 1F (193.722143 sec): 3 clusters Score: Raw -26604.935841 + Penalty 1662.661493 = -24942.274347 nChanged 37 SP:Iteration 2F (193.723185 sec): 3 clusters Score: Raw -26653.329463 + Penalty 1663.186710 = -24990.142753 nChanged 23 SP:Iteration 3Q (193.724233 sec): 3 clusters Score: Raw -26687.712990 + Penalty 1663.231688 = -25024.481301 nChanged 9 SP:Iteration 4Q (193.725254 sec): 3 clusters Score: Raw -26702.177784 + Penalty 1663.867574 = -25038.310210 nChanged 7 SP:Iteration 5Q (193.726270 sec): 3 clusters Score: Raw -26707.834386 + Penalty 1663.955962 = -25043.878424 nChanged 2 SP:Iteration 6Q (193.727286 sec): 3 clusters Score: Raw -26708.621293 + Penalty 1664.611985 = -25044.009307 nChanged 4 SP:Iteration 7Q (193.728326 sec): 3 clusters Score: Raw -26710.296914 + Penalty 1665.369516 = -25044.927397 nChanged 3 SP:Iteration 8Q (193.729345 sec): 3 clusters Score: Raw -26712.714405 + Penalty 1665.632471 = -25047.081934 nChanged 3 SP:Iteration 9Q (193.730363 sec): 3 clusters Score: Raw -26715.131586 + Penalty 1665.632471 = -25049.499115 nChanged 0 SP:Iteration 10F (193.731402 sec): 3 clusters Score: Raw -26715.131586 + Penalty 1665.632471 = -25049.499115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 67 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.733086 sec): 2 clusters Score: Raw -23745.294291 + Penalty 669.188497 = -23076.105794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.734114 sec): 3 clusters Score: Raw -23626.139047 + Penalty 1338.525811 = -22287.613235 nChanged 120 SP:Iteration 1F (193.735103 sec): 3 clusters Score: Raw -23740.114649 + Penalty 1338.242553 = -22401.872096 nChanged 31 SP:Iteration 2F (193.736091 sec): 3 clusters Score: Raw -23778.469408 + Penalty 1338.391057 = -22440.078351 nChanged 14 SP:Iteration 3Q (193.737060 sec): 3 clusters Score: Raw -23795.071950 + Penalty 1339.223134 = -22455.848816 nChanged 9 SP:Iteration 4Q (193.738027 sec): 3 clusters Score: Raw -23803.585924 + Penalty 1340.362922 = -22463.223002 nChanged 8 SP:Iteration 5Q (193.738997 sec): 3 clusters Score: Raw -23809.285719 + Penalty 1340.815854 = -22468.469865 nChanged 7 SP:Iteration 6Q (193.739964 sec): 3 clusters Score: Raw -23815.449252 + Penalty 1341.128584 = -22474.320667 nChanged 3 SP:Iteration 7Q (193.740928 sec): 3 clusters Score: Raw -23817.969540 + Penalty 1341.303253 = -22476.666286 nChanged 3 SP:Iteration 8Q (193.741893 sec): 3 clusters Score: Raw -23819.923672 + Penalty 1341.303168 = -22478.620504 nChanged 2 SP:Iteration 9Q (193.742854 sec): 3 clusters Score: Raw -23821.425979 + Penalty 1341.305213 = -22480.120767 nChanged 2 SP:Iteration 10F (193.743839 sec): 3 clusters Score: Raw -23823.560991 + Penalty 1341.287640 = -22482.273351 nChanged 1 SP:Iteration 11Q (193.744804 sec): 3 clusters Score: Raw -23824.481013 + Penalty 1341.287640 = -22483.193373 nChanged 0 SP:Iteration 12F (193.745788 sec): 3 clusters Score: Raw -23824.481013 + Penalty 1341.287640 = -22483.193373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 68 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.746739 sec): 2 clusters Score: Raw -7711.402953 + Penalty 229.549343 = -7481.853610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.747250 sec): 3 clusters Score: Raw -7660.088359 + Penalty 466.665587 = -7193.422771 nChanged 50 SP:Iteration 1F (193.747741 sec): 3 clusters Score: Raw -7724.771075 + Penalty 475.149561 = -7249.621514 nChanged 13 SP:Iteration 2F (193.748238 sec): 3 clusters Score: Raw -7747.965342 + Penalty 476.945992 = -7271.019350 nChanged 5 SP:Iteration 3Q (193.748734 sec): 3 clusters Score: Raw -7751.497012 + Penalty 476.945992 = -7274.551020 nChanged 0 SP:Iteration 4F (193.749223 sec): 3 clusters Score: Raw -7751.497012 + Penalty 476.945992 = -7274.551020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 78 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.750075 sec): 2 clusters Score: Raw -5480.008647 + Penalty 660.783600 = -4819.225047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.750531 sec): 3 clusters Score: Raw -5578.705613 + Penalty 1331.060937 = -4247.644676 nChanged 12 SP:Iteration 1F (193.750979 sec): 3 clusters Score: Raw -5657.552315 + Penalty 1334.234356 = -4323.317959 nChanged 5 SP:Iteration 2Q (193.751391 sec): 3 clusters Score: Raw -5675.089912 + Penalty 1334.234356 = -4340.855555 nChanged 0 SP:Iteration 3F (193.751838 sec): 3 clusters Score: Raw -5675.089912 + Penalty 1334.234356 = -4340.855555 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 80 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.755660 sec): 2 clusters Score: Raw -29576.323656 + Penalty 574.008960 = -29002.314695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.757113 sec): 3 clusters Score: Raw -29304.329918 + Penalty 1173.986687 = -28130.343231 nChanged 207 SP:Iteration 1F (193.758585 sec): 3 clusters Score: Raw -29569.888886 + Penalty 1206.942343 = -28362.946543 nChanged 94 SP:Iteration 2F (193.760033 sec): 3 clusters Score: Raw -29719.995185 + Penalty 1243.068702 = -28476.926483 nChanged 51 SP:Iteration 3F (193.761471 sec): 3 clusters Score: Raw -29797.198703 + Penalty 1264.974191 = -28532.224512 nChanged 29 SP:Iteration 4Q (193.762835 sec): 3 clusters Score: Raw -29831.522719 + Penalty 1274.407558 = -28557.115161 nChanged 8 SP:Iteration 5Q (193.764210 sec): 3 clusters Score: Raw -29839.926426 + Penalty 1279.070355 = -28560.856071 nChanged 4 SP:Iteration 6Q (193.765569 sec): 3 clusters Score: Raw -29841.934009 + Penalty 1282.221205 = -28559.712804 nChanged 3 SP:Iteration 7F (193.767021 sec): 3 clusters Score: Raw -29843.907350 + Penalty 1285.885134 = -28558.022217 nChanged 2 SP:Iteration 8F (193.768446 sec): 3 clusters Score: Raw -29845.775804 + Penalty 1286.641371 = -28559.134433 nChanged 1 SP:Iteration 9Q (193.769780 sec): 3 clusters Score: Raw -29846.178856 + Penalty 1288.039883 = -28558.138973 nChanged 2 SP:Iteration 10F (193.771201 sec): 3 clusters Score: Raw -29847.239777 + Penalty 1288.039883 = -28559.199894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 81 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.773673 sec): 2 clusters Score: Raw -6541.476506 + Penalty 720.477643 = -5820.998863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.774147 sec): 3 clusters Score: Raw -6667.026546 + Penalty 1441.181475 = -5225.845071 nChanged 14 SP:Iteration 1F (193.774614 sec): 3 clusters Score: Raw -6730.338826 + Penalty 1441.470058 = -5288.868769 nChanged 2 SP:Iteration 2Q (193.775049 sec): 3 clusters Score: Raw -6737.643017 + Penalty 1441.470058 = -5296.172960 nChanged 0 SP:Iteration 3F (193.775513 sec): 3 clusters Score: Raw -6737.643017 + Penalty 1441.470058 = -5296.172960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 84 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.777007 sec): 2 clusters Score: Raw -15827.729064 + Penalty 362.784163 = -15464.944901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.777861 sec): 3 clusters Score: Raw -15701.269792 + Penalty 723.579844 = -14977.689949 nChanged 89 SP:Iteration 1F (193.778706 sec): 3 clusters Score: Raw -15783.423396 + Penalty 722.832464 = -15060.590933 nChanged 36 SP:Iteration 2F (193.779546 sec): 3 clusters Score: Raw -15824.585704 + Penalty 732.412016 = -15092.173687 nChanged 22 SP:Iteration 3F (193.780417 sec): 3 clusters Score: Raw -15846.906355 + Penalty 740.895713 = -15106.010641 nChanged 14 SP:Iteration 4Q (193.781235 sec): 3 clusters Score: Raw -15857.831907 + Penalty 744.907123 = -15112.924784 nChanged 7 SP:Iteration 5Q (193.782049 sec): 3 clusters Score: Raw -15860.795569 + Penalty 751.737181 = -15109.058388 nChanged 7 SP:Iteration 6F (193.782892 sec): 3 clusters Score: Raw -15866.360192 + Penalty 762.676746 = -15103.683446 nChanged 7 SP:Iteration 7F (193.783732 sec): 3 clusters Score: Raw -15871.533927 + Penalty 774.335586 = -15097.198341 nChanged 7 SP:Iteration 8F (193.784568 sec): 3 clusters Score: Raw -15876.065440 + Penalty 782.211428 = -15093.854012 nChanged 5 SP:Iteration 9F (193.785404 sec): 3 clusters Score: Raw -15880.393286 + Penalty 797.035235 = -15083.358050 nChanged 8 SP:Iteration 10F (193.786240 sec): 3 clusters Score: Raw -15886.984265 + Penalty 805.002673 = -15081.981592 nChanged 4 SP:Iteration 11F (193.787075 sec): 3 clusters Score: Raw -15889.495542 + Penalty 807.668088 = -15081.827454 nChanged 3 SP:Iteration 12F (193.787911 sec): 3 clusters Score: Raw -15894.730424 + Penalty 813.626527 = -15081.103897 nChanged 6 SP:Iteration 13F (193.788752 sec): 3 clusters Score: Raw -15899.073916 + Penalty 811.757326 = -15087.316590 nChanged 1 SP:Iteration 14Q (193.789557 sec): 3 clusters Score: Raw -15900.559047 + Penalty 816.314321 = -15084.244726 nChanged 2 SP:Iteration 15F (193.790393 sec): 3 clusters Score: Raw -15902.534760 + Penalty 821.281523 = -15081.253238 nChanged 2 SP:Iteration 16F (193.791229 sec): 3 clusters Score: Raw -15904.467245 + Penalty 824.515174 = -15079.952070 nChanged 1 SP:Iteration 17F (193.792063 sec): 3 clusters Score: Raw -15906.252678 + Penalty 828.877510 = -15077.375168 nChanged 2 SP:Iteration 18F (193.792899 sec): 3 clusters Score: Raw -15911.511973 + Penalty 834.842886 = -15076.669088 nChanged 4 SP:Iteration 19F (193.793735 sec): 3 clusters Score: Raw -15915.773641 + Penalty 838.799146 = -15076.974495 nChanged 3 SP:Iteration 20F (193.794571 sec): 3 clusters Score: Raw -15921.407321 + Penalty 848.492404 = -15072.914917 nChanged 5 SP:Iteration 21F (193.795405 sec): 3 clusters Score: Raw -15927.792041 + Penalty 857.625101 = -15070.166939 nChanged 5 SP:Iteration 22F (193.796242 sec): 3 clusters Score: Raw -15934.332342 + Penalty 861.579277 = -15072.753066 nChanged 3 SP:Iteration 23Q (193.797029 sec): 3 clusters Score: Raw -15936.794019 + Penalty 865.923489 = -15070.870530 nChanged 2 SP:Iteration 24F (193.797864 sec): 3 clusters Score: Raw -15938.494987 + Penalty 868.268536 = -15070.226451 nChanged 1 SP:Iteration 25F (193.798710 sec): 3 clusters Score: Raw -15939.019642 + Penalty 868.268536 = -15070.751106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 96 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.800302 sec): 2 clusters Score: Raw -19968.785093 + Penalty 406.547587 = -19562.237506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.801244 sec): 3 clusters Score: Raw -19808.806231 + Penalty 817.631866 = -18991.174365 nChanged 126 SP:Iteration 1F (193.802171 sec): 3 clusters Score: Raw -19903.390556 + Penalty 825.280838 = -19078.109718 nChanged 34 SP:Iteration 2F (193.803095 sec): 3 clusters Score: Raw -19947.688677 + Penalty 834.148032 = -19113.540644 nChanged 21 SP:Iteration 3F (193.804003 sec): 3 clusters Score: Raw -19978.384308 + Penalty 841.497758 = -19136.886550 nChanged 12 SP:Iteration 4Q (193.804877 sec): 3 clusters Score: Raw -20002.525310 + Penalty 850.906824 = -19151.618486 nChanged 6 SP:Iteration 5Q (193.805729 sec): 3 clusters Score: Raw -20008.646459 + Penalty 854.307606 = -19154.338853 nChanged 2 SP:Iteration 6Q (193.806571 sec): 3 clusters Score: Raw -20010.474746 + Penalty 858.926459 = -19151.548286 nChanged 3 SP:Iteration 7F (193.807457 sec): 3 clusters Score: Raw -20011.593976 + Penalty 862.264836 = -19149.329140 nChanged 1 SP:Iteration 8F (193.808375 sec): 3 clusters Score: Raw -20012.108210 + Penalty 865.899580 = -19146.208630 nChanged 1 SP:Iteration 9F (193.809265 sec): 3 clusters Score: Raw -20013.087387 + Penalty 866.596707 = -19146.490680 nChanged 1 SP:Iteration 10F (193.810152 sec): 3 clusters Score: Raw -20013.753033 + Penalty 866.596707 = -19147.156326 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 102 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.812329 sec): 2 clusters Score: Raw -33673.141827 + Penalty 57.165039 = -33615.976788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.813709 sec): 3 clusters Score: Raw -33286.308376 + Penalty 116.841361 = -33169.467014 nChanged 280 SP:Iteration 1F (193.815070 sec): 3 clusters Score: Raw -33498.763170 + Penalty 125.140894 = -33373.622276 nChanged 63 SP:Iteration 2F (193.816442 sec): 3 clusters Score: Raw -33604.075389 + Penalty 129.141253 = -33474.934136 nChanged 22 SP:Iteration 3Q (193.817707 sec): 3 clusters Score: Raw -33619.997517 + Penalty 133.684354 = -33486.313163 nChanged 18 SP:Iteration 4Q (193.818963 sec): 3 clusters Score: Raw -33631.823845 + Penalty 140.542136 = -33491.281708 nChanged 17 SP:Iteration 5Q (193.820204 sec): 3 clusters Score: Raw -33643.552460 + Penalty 141.450575 = -33502.101885 nChanged 18 SP:Iteration 6Q (193.821417 sec): 3 clusters Score: Raw -33656.924763 + Penalty 149.202728 = -33507.722035 nChanged 15 SP:Iteration 7Q (193.822598 sec): 3 clusters Score: Raw -33666.663231 + Penalty 155.633847 = -33511.029384 nChanged 14 SP:Iteration 8Q (193.823765 sec): 3 clusters Score: Raw -33677.129140 + Penalty 160.822092 = -33516.307048 nChanged 6 SP:Iteration 9Q (193.824919 sec): 3 clusters Score: Raw -33679.597414 + Penalty 168.562382 = -33511.035032 nChanged 5 SP:Iteration 10F (193.826253 sec): 3 clusters Score: Raw -33682.341223 + Penalty 172.279504 = -33510.061719 nChanged 4 SP:Iteration 11F (193.827671 sec): 3 clusters Score: Raw -33685.272439 + Penalty 178.170873 = -33507.101566 nChanged 5 SP:Iteration 12F (193.829090 sec): 3 clusters Score: Raw -33689.174715 + Penalty 173.807425 = -33515.367290 nChanged 3 SP:Iteration 13Q (193.830309 sec): 3 clusters Score: Raw -33689.754198 + Penalty 172.493748 = -33517.260450 nChanged 1 SP:Iteration 14Q (193.831605 sec): 3 clusters Score: Raw -33690.155828 + Penalty 171.230174 = -33518.925654 nChanged 1 SP:Iteration 15Q (193.832886 sec): 3 clusters Score: Raw -33690.293676 + Penalty 171.230174 = -33519.063502 nChanged 0 SP:Iteration 16F (193.834380 sec): 3 clusters Score: Raw -33690.293676 + Penalty 171.230174 = -33519.063502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 105 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.835396 sec): 2 clusters Score: Raw -8810.474478 + Penalty 544.453335 = -8266.021143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.835944 sec): 3 clusters Score: Raw -8792.821843 + Penalty 1092.823483 = -7699.998360 nChanged 41 SP:Iteration 1F (193.836476 sec): 3 clusters Score: Raw -8857.903090 + Penalty 1091.259498 = -7766.643591 nChanged 13 SP:Iteration 2F (193.837007 sec): 3 clusters Score: Raw -8890.534671 + Penalty 1094.987115 = -7795.547556 nChanged 5 SP:Iteration 3Q (193.837514 sec): 3 clusters Score: Raw -8903.119681 + Penalty 1098.916700 = -7804.202980 nChanged 6 SP:Iteration 4Q (193.838019 sec): 3 clusters Score: Raw -8915.238103 + Penalty 1102.887636 = -7812.350467 nChanged 4 SP:Iteration 5Q (193.838522 sec): 3 clusters Score: Raw -8921.057611 + Penalty 1104.722371 = -7816.335240 nChanged 1 SP:Iteration 6Q (193.839018 sec): 3 clusters Score: Raw -8922.328282 + Penalty 1106.327540 = -7816.000742 nChanged 1 SP:Iteration 7F (193.839548 sec): 3 clusters Score: Raw -8922.859459 + Penalty 1108.275823 = -7814.583636 nChanged 1 SP:Iteration 8F (193.840078 sec): 3 clusters Score: Raw -8926.600574 + Penalty 1109.941838 = -7816.658736 nChanged 1 SP:Iteration 9Q (193.840601 sec): 3 clusters Score: Raw -8927.933866 + Penalty 1109.941838 = -7817.992028 nChanged 0 SP:Iteration 10F (193.841131 sec): 3 clusters Score: Raw -8927.933866 + Penalty 1109.941838 = -7817.992028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 141 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.842511 sec): 2 clusters Score: Raw -14848.536632 + Penalty 265.039914 = -14583.496718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.843325 sec): 3 clusters Score: Raw -14743.638351 + Penalty 574.719383 = -14168.918968 nChanged 107 SP:Iteration 1F (193.844123 sec): 3 clusters Score: Raw -14928.391254 + Penalty 590.730883 = -14337.660372 nChanged 28 SP:Iteration 2F (193.844902 sec): 3 clusters Score: Raw -14972.975400 + Penalty 603.165273 = -14369.810128 nChanged 7 SP:Iteration 3Q (193.845651 sec): 3 clusters Score: Raw -14978.732788 + Penalty 615.121465 = -14363.611324 nChanged 3 SP:Iteration 4F (193.846427 sec): 3 clusters Score: Raw -14980.264723 + Penalty 615.121465 = -14365.143258 nChanged 0 Iteration 231F (194.916926 sec): 43 clusters Score: Raw -2376025.383500 + Penalty 29679.297940 = -2346346.085560 nChanged 749 Iteration 232Q (195.143348 sec): 43 clusters Score: Raw -2376157.608181 + Penalty 29682.802604 = -2346474.805576 nChanged 521 Iteration 233Q (195.361877 sec): 43 clusters Score: Raw -2376243.621560 + Penalty 29680.638530 = -2346562.983030 nChanged 442 Iteration 234Q (195.578403 sec): 43 clusters Score: Raw -2376311.462748 + Penalty 29697.466311 = -2346613.996438 nChanged 386 Iteration 235Q (195.792814 sec): 43 clusters Score: Raw -2376371.810012 + Penalty 29718.189995 = -2346653.620017 nChanged 386 Iteration 236Q (196.006179 sec): 43 clusters Score: Raw -2376429.643321 + Penalty 29741.549671 = -2346688.093650 nChanged 318 Iteration 237Q (196.217521 sec): 43 clusters Score: Raw -2376474.931865 + Penalty 29759.972086 = -2346714.959779 nChanged 260 Iteration 238Q (196.427119 sec): 43 clusters Score: Raw -2376514.481997 + Penalty 29769.531434 = -2346744.950563 nChanged 227 Iteration 239Q (196.634834 sec): 43 clusters Score: Raw -2376547.528502 + Penalty 29774.952232 = -2346772.576269 nChanged 214 Iteration 240F (197.685255 sec): 43 clusters Score: Raw -2376574.858135 + Penalty 29786.318150 = -2346788.539986 nChanged 200 Iteration 241Q (197.892895 sec): 43 clusters Score: Raw -2376600.293182 + Penalty 29790.940498 = -2346809.352685 nChanged 182 Iteration 242Q (198.099775 sec): 43 clusters Score: Raw -2376622.511013 + Penalty 29794.057677 = -2346828.453335 nChanged 159 Iteration 243Q (198.306081 sec): 43 clusters Score: Raw -2376642.226810 + Penalty 29797.721293 = -2346844.505517 nChanged 152 Iteration 244Q (198.511975 sec): 43 clusters Score: Raw -2376667.668571 + Penalty 29801.552445 = -2346866.116126 nChanged 149 Iteration 245Q (198.718475 sec): 43 clusters Score: Raw -2376693.205435 + Penalty 29803.094866 = -2346890.110570 nChanged 131 Iteration 246Q (198.924309 sec): 43 clusters Score: Raw -2376713.913925 + Penalty 29809.280701 = -2346904.633224 nChanged 119 Iteration 247Q (199.128574 sec): 43 clusters Score: Raw -2376733.110662 + Penalty 29809.268190 = -2346923.842472 nChanged 107 Iteration 248Q (199.333187 sec): 43 clusters Score: Raw -2376754.336090 + Penalty 29809.973777 = -2346944.362312 nChanged 96 Iteration 249Q (199.536825 sec): 43 clusters Score: Raw -2376775.279309 + Penalty 29810.492462 = -2346964.786847 nChanged 72 Iteration 250F (200.585497 sec): 43 clusters Score: Raw -2376788.684091 + Penalty 29815.874113 = -2346972.809979 nChanged 80 Iteration 251Q (200.789177 sec): 43 clusters Score: Raw -2376801.719748 + Penalty 29827.696349 = -2346974.023399 nChanged 60 Iteration 252Q (200.991992 sec): 43 clusters Score: Raw -2376809.029551 + Penalty 29835.866678 = -2346973.162873 nChanged 48 Iteration 253F (202.059912 sec): 43 clusters Score: Raw -2376815.253514 + Penalty 29842.060390 = -2346973.193125 nChanged 44 Iteration 254Q (202.263412 sec): 43 clusters Score: Raw -2376821.347994 + Penalty 29852.206658 = -2346969.141337 nChanged 42 Iteration 255F (203.326708 sec): 43 clusters Score: Raw -2376827.090875 + Penalty 29852.966233 = -2346974.124641 nChanged 34 Iteration 256Q (203.528574 sec): 43 clusters Score: Raw -2376830.523781 + Penalty 29849.982831 = -2346980.540950 nChanged 24 Iteration 257Q (203.730017 sec): 43 clusters Score: Raw -2376832.977675 + Penalty 29849.434491 = -2346983.543184 nChanged 16 Iteration 258Q (203.931399 sec): 43 clusters Score: Raw -2376834.320354 + Penalty 29848.811937 = -2346985.508417 nChanged 16 Iteration 259Q (204.133143 sec): 43 clusters Score: Raw -2376835.762050 + Penalty 29849.075550 = -2346986.686499 nChanged 10 Iteration 260F (205.196079 sec): 43 clusters Score: Raw -2376836.563485 + Penalty 29851.198827 = -2346985.364658 nChanged 14 Iteration 261F (206.257723 sec): 43 clusters Score: Raw -2376837.298716 + Penalty 29851.022066 = -2346986.276650 nChanged 10 Iteration 262Q (206.459200 sec): 43 clusters Score: Raw -2376837.802850 + Penalty 29852.040877 = -2346985.761973 nChanged 8 Iteration 263F (207.521361 sec): 43 clusters Score: Raw -2376837.972465 + Penalty 29852.071835 = -2346985.900630 nChanged 1 Iteration 264Q (207.722310 sec): 43 clusters Score: Raw -2376838.006010 + Penalty 29852.100878 = -2346985.905131 nChanged 2 Iteration 265Q (207.923618 sec): 43 clusters Score: Raw -2376838.026446 + Penalty 29852.106688 = -2346985.919758 nChanged 2 Iteration 266Q (208.124769 sec): 43 clusters Score: Raw -2376838.009347 + Penalty 29852.106688 = -2346985.902658 nChanged 0 Iteration 267F (209.187409 sec): 43 clusters Score: Raw -2376838.009347 + Penalty 29852.106688 = -2346985.902658 nChanged 0 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.47 GB. Compute initial score before splitting: Score: Raw -2376838.009347 + Penalty 29852.106688 = -2346985.902658Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 1 (1780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (209.360278 sec): 2 clusters Score: Raw -91122.260676 + Penalty 95.400137 = -91026.860539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.363650 sec): 3 clusters Score: Raw -89964.597574 + Penalty 189.551847 = -89775.045726 nChanged 850 SP:Iteration 1F (209.366959 sec): 3 clusters Score: Raw -90639.425530 + Penalty 189.963160 = -90449.462370 nChanged 177 SP:Iteration 2F (209.370265 sec): 3 clusters Score: Raw -90958.482937 + Penalty 189.547503 = -90768.935433 nChanged 63 SP:Iteration 3Q (209.373459 sec): 3 clusters Score: Raw -90990.626439 + Penalty 189.435251 = -90801.191189 nChanged 26 SP:Iteration 4Q (209.376582 sec): 3 clusters Score: Raw -91001.789813 + Penalty 189.639802 = -90812.150012 nChanged 31 SP:Iteration 5Q (209.379691 sec): 3 clusters Score: Raw -91012.103810 + Penalty 189.525153 = -90822.578657 nChanged 15 SP:Iteration 6Q (209.382790 sec): 3 clusters Score: Raw -91013.433131 + Penalty 189.754536 = -90823.678595 nChanged 7 SP:Iteration 7Q (209.385886 sec): 3 clusters Score: Raw -91015.581181 + Penalty 190.000447 = -90825.580734 nChanged 10 SP:Iteration 8Q (209.388982 sec): 3 clusters Score: Raw -91018.016398 + Penalty 190.245107 = -90827.771291 nChanged 9 SP:Iteration 9Q (209.392144 sec): 3 clusters Score: Raw -91019.220669 + Penalty 190.628632 = -90828.592037 nChanged 6 SP:Iteration 10F (209.395534 sec): 3 clusters Score: Raw -91020.415437 + Penalty 190.743570 = -90829.671868 nChanged 6 SP:Iteration 11Q (209.398713 sec): 3 clusters Score: Raw -91021.562770 + Penalty 190.703727 = -90830.859043 nChanged 9 SP:Iteration 12Q (209.401866 sec): 3 clusters Score: Raw -91023.763630 + Penalty 190.834612 = -90832.929018 nChanged 7 SP:Iteration 13Q (209.404984 sec): 3 clusters Score: Raw -91026.441309 + Penalty 190.849588 = -90835.591720 nChanged 10 SP:Iteration 14Q (209.408088 sec): 3 clusters Score: Raw -91028.628235 + Penalty 191.059900 = -90837.568335 nChanged 8 SP:Iteration 15Q (209.411229 sec): 3 clusters Score: Raw -91029.765778 + Penalty 190.980177 = -90838.785601 nChanged 11 SP:Iteration 16Q (209.414370 sec): 3 clusters Score: Raw -91032.443201 + Penalty 191.021702 = -90841.421499 nChanged 14 SP:Iteration 17Q (209.417461 sec): 3 clusters Score: Raw -91036.319647 + Penalty 191.142419 = -90845.177228 nChanged 15 SP:Iteration 18Q (209.420562 sec): 3 clusters Score: Raw -91040.299037 + Penalty 191.189169 = -90849.109868 nChanged 12 SP:Iteration 19Q (209.423637 sec): 3 clusters Score: Raw -91042.510625 + Penalty 191.259176 = -90851.251449 nChanged 8 SP:Iteration 20F (209.426929 sec): 3 clusters Score: Raw -91044.122425 + Penalty 191.343157 = -90852.779268 nChanged 10 SP:Iteration 21Q (209.430051 sec): 3 clusters Score: Raw -91047.111754 + Penalty 191.346448 = -90855.765305 nChanged 10 SP:Iteration 22Q (209.433169 sec): 3 clusters Score: Raw -91048.893492 + Penalty 191.396385 = -90857.497107 nChanged 5 SP:Iteration 23Q (209.436280 sec): 3 clusters Score: Raw -91049.859707 + Penalty 191.509191 = -90858.350516 nChanged 9 SP:Iteration 24Q (209.439388 sec): 3 clusters Score: Raw -91051.392695 + Penalty 191.545261 = -90859.847433 nChanged 7 SP:Iteration 25Q (209.442491 sec): 3 clusters Score: Raw -91051.990459 + Penalty 191.552862 = -90860.437598 nChanged 1 SP:Iteration 26Q (209.445593 sec): 3 clusters Score: Raw -91052.050950 + Penalty 191.540367 = -90860.510583 nChanged 1 SP:Iteration 27Q (209.448698 sec): 3 clusters Score: Raw -91052.087429 + Penalty 191.540367 = -90860.547062 nChanged 0 SP:Iteration 28F (209.452019 sec): 3 clusters Score: Raw -91052.087429 + Penalty 191.540367 = -90860.547062 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 2 (4475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (209.471912 sec): 2 clusters Score: Raw -225810.640630 + Penalty 146.638459 = -225664.002171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.480204 sec): 3 clusters Score: Raw -222880.345447 + Penalty 310.266345 = -222570.079102 nChanged 2119 SP:Iteration 1F (209.488387 sec): 3 clusters Score: Raw -225356.746587 + Penalty 315.274380 = -225041.472207 nChanged 386 SP:Iteration 2F (209.496555 sec): 3 clusters Score: Raw -225645.673951 + Penalty 316.197244 = -225329.476707 nChanged 176 SP:Iteration 3Q (209.504976 sec): 3 clusters Score: Raw -225730.956467 + Penalty 316.401229 = -225414.555238 nChanged 103 SP:Iteration 4Q (209.512988 sec): 3 clusters Score: Raw -225777.448349 + Penalty 316.123882 = -225461.324467 nChanged 73 SP:Iteration 5Q (209.520915 sec): 3 clusters Score: Raw -225805.809573 + Penalty 314.963023 = -225490.846550 nChanged 54 SP:Iteration 6Q (209.528756 sec): 3 clusters Score: Raw -225822.847583 + Penalty 314.816390 = -225508.031193 nChanged 43 SP:Iteration 7Q (209.536562 sec): 3 clusters Score: Raw -225834.931488 + Penalty 315.156731 = -225519.774757 nChanged 30 SP:Iteration 8Q (209.544523 sec): 3 clusters Score: Raw -225842.207838 + Penalty 315.695800 = -225526.512038 nChanged 24 SP:Iteration 9Q (209.552333 sec): 3 clusters Score: Raw -225846.276622 + Penalty 315.565814 = -225530.710808 nChanged 22 SP:Iteration 10F (209.560484 sec): 3 clusters Score: Raw -225849.128004 + Penalty 315.978076 = -225533.149928 nChanged 15 SP:Iteration 11Q (209.568204 sec): 3 clusters Score: Raw -225850.674854 + Penalty 316.265231 = -225534.409623 nChanged 10 SP:Iteration 12Q (209.575934 sec): 3 clusters Score: Raw -225851.564570 + Penalty 316.145242 = -225535.419328 nChanged 7 SP:Iteration 13Q (209.583665 sec): 3 clusters Score: Raw -225851.966865 + Penalty 316.206217 = -225535.760648 nChanged 3 SP:Iteration 14Q (209.591394 sec): 3 clusters Score: Raw -225852.074258 + Penalty 316.351159 = -225535.723099 nChanged 2 SP:Iteration 15F (209.599534 sec): 3 clusters Score: Raw -225852.268081 + Penalty 316.523936 = -225535.744145 nChanged 6 SP:Iteration 16Q (209.607379 sec): 3 clusters Score: Raw -225852.809462 + Penalty 317.010521 = -225535.798942 nChanged 9 SP:Iteration 17Q (209.615068 sec): 3 clusters Score: Raw -225853.716384 + Penalty 317.354512 = -225536.361872 nChanged 8 SP:Iteration 18Q (209.622784 sec): 3 clusters Score: Raw -225854.481400 + Penalty 317.664330 = -225536.817071 nChanged 11 SP:Iteration 19Q (209.630454 sec): 3 clusters Score: Raw -225855.466891 + Penalty 318.107104 = -225537.359787 nChanged 9 SP:Iteration 20F (209.638554 sec): 3 clusters Score: Raw -225856.634191 + Penalty 318.417694 = -225538.216497 nChanged 10 SP:Iteration 21Q (209.646244 sec): 3 clusters Score: Raw -225857.784396 + Penalty 318.776629 = -225539.007766 nChanged 8 SP:Iteration 22Q (209.654103 sec): 3 clusters Score: Raw -225858.417997 + Penalty 318.866230 = -225539.551767 nChanged 11 SP:Iteration 23Q (209.661855 sec): 3 clusters Score: Raw -225859.491377 + Penalty 319.362551 = -225540.128826 nChanged 10 SP:Iteration 24Q (209.669482 sec): 3 clusters Score: Raw -225859.992739 + Penalty 319.428203 = -225540.564536 nChanged 5 SP:Iteration 25Q (209.677093 sec): 3 clusters Score: Raw -225860.365951 + Penalty 319.535139 = -225540.830812 nChanged 3 SP:Iteration 26Q (209.684726 sec): 3 clusters Score: Raw -225860.613987 + Penalty 319.848912 = -225540.765075 nChanged 8 SP:Iteration 27F (209.692986 sec): 3 clusters Score: Raw -225861.492652 + Penalty 320.070270 = -225541.422382 nChanged 4 SP:Iteration 28Q (209.700653 sec): 3 clusters Score: Raw -225861.748888 + Penalty 320.013047 = -225541.735841 nChanged 5 SP:Iteration 29Q (209.708571 sec): 3 clusters Score: Raw -225862.191255 + Penalty 320.008081 = -225542.183174 nChanged 3 SP:Iteration 30F (209.716682 sec): 3 clusters Score: Raw -225862.296141 + Penalty 320.052125 = -225542.244016 nChanged 3 SP:Iteration 31Q (209.724278 sec): 3 clusters Score: Raw -225862.383576 + Penalty 320.147104 = -225542.236473 nChanged 2 SP:Iteration 32F (209.732395 sec): 3 clusters Score: Raw -225862.396384 + Penalty 320.147104 = -225542.249280 nChanged 0 Memory request: 0.09 GB would take us to total of 0.56 GB. Trying to split cluster 3 (18869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (209.817747 sec): 2 clusters Score: Raw -917618.032587 + Penalty 214.097589 = -917403.934998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.853904 sec): 3 clusters Score: Raw -904950.899129 + Penalty 434.578172 = -904516.320958 nChanged 8866 SP:Iteration 1F (209.889324 sec): 3 clusters Score: Raw -909214.394268 + Penalty 447.714493 = -908766.679776 nChanged 2880 SP:Iteration 2F (209.925104 sec): 3 clusters Score: Raw -911197.486013 + Penalty 461.963524 = -910735.522489 nChanged 1994 SP:Iteration 3F (209.960473 sec): 3 clusters Score: Raw -912867.892864 + Penalty 476.218571 = -912391.674294 nChanged 1563 SP:Iteration 4F (209.995589 sec): 3 clusters Score: Raw -914273.845293 + Penalty 494.489371 = -913779.355922 nChanged 1314 SP:Iteration 5F (210.030692 sec): 3 clusters Score: Raw -915543.628773 + Penalty 494.367803 = -915049.260969 nChanged 899 SP:Iteration 6Q (210.066993 sec): 3 clusters Score: Raw -916421.137930 + Penalty 480.536860 = -915940.601070 nChanged 644 SP:Iteration 7Q (210.099874 sec): 3 clusters Score: Raw -917165.478207 + Penalty 505.722528 = -916659.755679 nChanged 344 SP:Iteration 8Q (210.130472 sec): 3 clusters Score: Raw -917581.088923 + Penalty 494.987401 = -917086.101521 nChanged 20 SP:Iteration 9Q (210.157904 sec): 3 clusters Score: Raw -917635.882336 + Penalty 478.545392 = -917157.336944 nChanged 20 SP:Iteration 10F (210.192709 sec): 3 clusters Score: Raw -917683.592177 + Penalty 471.442149 = -917212.150028 nChanged 18 SP:Iteration 11Q (210.220363 sec): 3 clusters Score: Raw -917692.250528 + Penalty 464.675344 = -917227.575184 nChanged 15 SP:Iteration 12Q (210.247425 sec): 3 clusters Score: Raw -917696.960199 + Penalty 458.218456 = -917238.741743 nChanged 9 SP:Iteration 13Q (210.274619 sec): 3 clusters Score: Raw -917699.441726 + Penalty 463.693610 = -917235.748116 nChanged 8 SP:Iteration 14F (210.309394 sec): 3 clusters Score: Raw -917701.907456 + Penalty 467.085805 = -917234.821651 nChanged 9 SP:Iteration 15F (210.344839 sec): 3 clusters Score: Raw -917704.246076 + Penalty 469.703883 = -917234.542193 nChanged 4 SP:Iteration 16F (210.380606 sec): 3 clusters Score: Raw -917705.227145 + Penalty 472.270242 = -917232.956904 nChanged 4 SP:Iteration 17F (210.415454 sec): 3 clusters Score: Raw -917706.360975 + Penalty 472.895216 = -917233.465759 nChanged 2 SP:Iteration 18Q (210.442692 sec): 3 clusters Score: Raw -917706.794727 + Penalty 472.634474 = -917234.160253 nChanged 2 SP:Iteration 19Q (210.469910 sec): 3 clusters Score: Raw -917706.940662 + Penalty 471.451621 = -917235.489041 nChanged 1 SP:Iteration 20F (210.504738 sec): 3 clusters Score: Raw -917706.908344 + Penalty 471.451621 = -917235.456723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 4 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (210.519393 sec): 2 clusters Score: Raw -26230.279480 + Penalty 67.281526 = -26162.997954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.520508 sec): 3 clusters Score: Raw -25917.584688 + Penalty 131.177128 = -25786.407560 nChanged 224 SP:Iteration 1F (210.521608 sec): 3 clusters Score: Raw -26034.109909 + Penalty 130.993278 = -25903.116631 nChanged 43 SP:Iteration 2F (210.522761 sec): 3 clusters Score: Raw -26063.059309 + Penalty 129.366159 = -25933.693151 nChanged 42 SP:Iteration 3F (210.523908 sec): 3 clusters Score: Raw -26103.821651 + Penalty 127.971317 = -25975.850334 nChanged 56 SP:Iteration 4F (210.525059 sec): 3 clusters Score: Raw -26168.598583 + Penalty 135.277102 = -26033.321481 nChanged 36 SP:Iteration 5F (210.526204 sec): 3 clusters Score: Raw -26214.807237 + Penalty 172.842363 = -26041.964874 nChanged 13 SP:Iteration 6Q (210.527198 sec): 3 clusters Score: Raw -26229.005079 + Penalty 284.190936 = -25944.814143 nChanged 3 SP:Iteration 7F (210.528292 sec): 3 clusters Score: Raw -26230.087724 + Penalty 284.190936 = -25945.896788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 5 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (210.530628 sec): 2 clusters Score: Raw -20486.933108 + Penalty 534.827869 = -19952.105239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.531559 sec): 3 clusters Score: Raw -20373.367979 + Penalty 1077.526070 = -19295.841909 nChanged 123 SP:Iteration 1F (210.532471 sec): 3 clusters Score: Raw -20541.039363 + Penalty 1098.664992 = -19442.374371 nChanged 56 SP:Iteration 2F (210.533381 sec): 3 clusters Score: Raw -20640.970434 + Penalty 1115.264134 = -19525.706300 nChanged 31 SP:Iteration 3F (210.534290 sec): 3 clusters Score: Raw -20695.391313 + Penalty 1127.187766 = -19568.203547 nChanged 11 SP:Iteration 4Q (210.535155 sec): 3 clusters Score: Raw -20705.440292 + Penalty 1135.409660 = -19570.030632 nChanged 5 SP:Iteration 5Q (210.536019 sec): 3 clusters Score: Raw -20717.566337 + Penalty 1145.756316 = -19571.810021 nChanged 7 SP:Iteration 6Q (210.536875 sec): 3 clusters Score: Raw -20725.294824 + Penalty 1151.726619 = -19573.568205 nChanged 5 SP:Iteration 7Q (210.537728 sec): 3 clusters Score: Raw -20729.624541 + Penalty 1155.926930 = -19573.697611 nChanged 4 SP:Iteration 8Q (210.538576 sec): 3 clusters Score: Raw -20732.626760 + Penalty 1159.029307 = -19573.597454 nChanged 2 SP:Iteration 9F (210.539484 sec): 3 clusters Score: Raw -20733.875328 + Penalty 1161.747339 = -19572.127989 nChanged 3 SP:Iteration 10F (210.540390 sec): 3 clusters Score: Raw -20738.038372 + Penalty 1165.063509 = -19572.974863 nChanged 2 SP:Iteration 11Q (210.541234 sec): 3 clusters Score: Raw -20739.018669 + Penalty 1165.063509 = -19573.955159 nChanged 0 SP:Iteration 12F (210.542139 sec): 3 clusters Score: Raw -20739.018669 + Penalty 1165.063509 = -19573.955159 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 6 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (210.544916 sec): 2 clusters Score: Raw -33083.826111 + Penalty 324.213506 = -32759.612605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.546379 sec): 3 clusters Score: Raw -32754.990169 + Penalty 637.444623 = -32117.545546 nChanged 227 SP:Iteration 1F (210.547791 sec): 3 clusters Score: Raw -32916.905320 + Penalty 634.295057 = -32282.610264 nChanged 71 SP:Iteration 2F (210.549196 sec): 3 clusters Score: Raw -32983.643931 + Penalty 638.343435 = -32345.300496 nChanged 41 SP:Iteration 3F (210.550605 sec): 3 clusters Score: Raw -33046.381643 + Penalty 656.305802 = -32390.075841 nChanged 34 SP:Iteration 4F (210.552033 sec): 3 clusters Score: Raw -33094.964539 + Penalty 665.914344 = -32429.050195 nChanged 20 SP:Iteration 5Q (210.553365 sec): 3 clusters Score: Raw -33130.254921 + Penalty 674.142565 = -32456.112356 nChanged 18 SP:Iteration 6Q (210.554666 sec): 3 clusters Score: Raw -33164.540934 + Penalty 672.970866 = -32491.570068 nChanged 17 SP:Iteration 7Q (210.555969 sec): 3 clusters Score: Raw -33192.391516 + Penalty 673.907739 = -32518.483778 nChanged 9 SP:Iteration 8Q (210.557229 sec): 3 clusters Score: Raw -33213.280588 + Penalty 673.349207 = -32539.931380 nChanged 7 SP:Iteration 9Q (210.558509 sec): 3 clusters Score: Raw -33221.274755 + Penalty 671.637400 = -32549.637355 nChanged 4 SP:Iteration 10F (210.559931 sec): 3 clusters Score: Raw -33224.476427 + Penalty 666.303570 = -32558.172857 nChanged 4 SP:Iteration 11Q (210.561182 sec): 3 clusters Score: Raw -33235.805206 + Penalty 666.360612 = -32569.444594 nChanged 2 SP:Iteration 12Q (210.562429 sec): 3 clusters Score: Raw -33240.360851 + Penalty 664.976337 = -32575.384514 nChanged 2 SP:Iteration 13Q (210.563674 sec): 3 clusters Score: Raw -33243.625504 + Penalty 666.341280 = -32577.284224 nChanged 3 SP:Iteration 14Q (210.564908 sec): 3 clusters Score: Raw -33247.762730 + Penalty 668.797192 = -32578.965538 nChanged 3 SP:Iteration 15Q (210.566139 sec): 3 clusters Score: Raw -33251.240944 + Penalty 669.577856 = -32581.663088 nChanged 1 SP:Iteration 16Q (210.567369 sec): 3 clusters Score: Raw -33252.029536 + Penalty 670.072991 = -32581.956545 nChanged 2 SP:Iteration 17Q (210.568619 sec): 3 clusters Score: Raw -33252.921867 + Penalty 670.072991 = -32582.848876 nChanged 0 SP:Iteration 18F (210.570025 sec): 3 clusters Score: Raw -33252.921867 + Penalty 670.072991 = -32582.848876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 7 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (210.571853 sec): 2 clusters Score: Raw -23769.292305 + Penalty 870.215855 = -22899.076450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.572936 sec): 3 clusters Score: Raw -23650.746493 + Penalty 1740.262816 = -21910.483678 nChanged 128 SP:Iteration 1F (210.574004 sec): 3 clusters Score: Raw -23796.177518 + Penalty 1738.868497 = -22057.309020 nChanged 45 SP:Iteration 2F (210.575070 sec): 3 clusters Score: Raw -23861.791685 + Penalty 1737.198939 = -22124.592746 nChanged 25 SP:Iteration 3F (210.576132 sec): 3 clusters Score: Raw -23894.011165 + Penalty 1737.268344 = -22156.742821 nChanged 9 SP:Iteration 4Q (210.577167 sec): 3 clusters Score: Raw -23910.941253 + Penalty 1737.332118 = -22173.609135 nChanged 7 SP:Iteration 5Q (210.578198 sec): 3 clusters Score: Raw -23922.183567 + Penalty 1737.575667 = -22184.607900 nChanged 3 SP:Iteration 6Q (210.579225 sec): 3 clusters Score: Raw -23927.523428 + Penalty 1737.337170 = -22190.186259 nChanged 1 SP:Iteration 7Q (210.580251 sec): 3 clusters Score: Raw -23929.472150 + Penalty 1737.337170 = -22192.134981 nChanged 0 SP:Iteration 8F (210.581320 sec): 3 clusters Score: Raw -23929.472150 + Penalty 1737.337170 = -22192.134981 nChanged 0 Memory request: 0.03 GB would take us to total of 0.50 GB. Trying to split cluster 8 (5973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (210.607314 sec): 2 clusters Score: Raw -295358.423004 + Penalty 75.653552 = -295282.769452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.618469 sec): 3 clusters Score: Raw -291394.763493 + Penalty 157.366654 = -291237.396839 nChanged 2881 SP:Iteration 1F (210.629519 sec): 3 clusters Score: Raw -295084.703281 + Penalty 152.828724 = -294931.874557 nChanged 275 SP:Iteration 2Q (210.640108 sec): 3 clusters Score: Raw -295384.065340 + Penalty 149.848738 = -295234.216602 nChanged 182 SP:Iteration 3Q (210.650279 sec): 3 clusters Score: Raw -295577.631168 + Penalty 147.873012 = -295429.758156 nChanged 133 SP:Iteration 4Q (210.660064 sec): 3 clusters Score: Raw -295713.153940 + Penalty 146.511970 = -295566.641970 nChanged 107 SP:Iteration 5Q (210.669704 sec): 3 clusters Score: Raw -295796.018580 + Penalty 145.384639 = -295650.633941 nChanged 68 SP:Iteration 6Q (210.679331 sec): 3 clusters Score: Raw -295826.735763 + Penalty 145.404220 = -295681.331543 nChanged 37 SP:Iteration 7Q (210.688804 sec): 3 clusters Score: Raw -295834.885955 + Penalty 145.155277 = -295689.730678 nChanged 19 SP:Iteration 8Q (210.698284 sec): 3 clusters Score: Raw -295838.836591 + Penalty 145.108304 = -295693.728287 nChanged 18 SP:Iteration 9Q (210.707781 sec): 3 clusters Score: Raw -295841.562775 + Penalty 145.100339 = -295696.462436 nChanged 10 SP:Iteration 10F (210.718582 sec): 3 clusters Score: Raw -295848.603107 + Penalty 145.272174 = -295703.330933 nChanged 7 SP:Iteration 11Q (210.728616 sec): 3 clusters Score: Raw -295849.696366 + Penalty 145.264615 = -295704.431751 nChanged 1 SP:Iteration 12Q (210.738270 sec): 3 clusters Score: Raw -295849.710625 + Penalty 145.264615 = -295704.446010 nChanged 0 SP:Iteration 13F (210.749110 sec): 3 clusters Score: Raw -295849.710625 + Penalty 145.264615 = -295704.446010 nChanged 0 Score: Raw -2415536.428606 + Penalty 29939.011091 = -2385597.417516 Splitting cluster 8 changes total score from -2346985.902658 to -2385597.417516 So it's getting split into cluster 11. Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 9 (925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (211.824414 sec): 2 clusters Score: Raw -46000.508499 + Penalty 143.861757 = -45856.646741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (211.826318 sec): 3 clusters Score: Raw -45433.065056 + Penalty 324.575085 = -45108.489971 nChanged 385 SP:Iteration 1F (211.828145 sec): 3 clusters Score: Raw -45811.689319 + Penalty 357.734385 = -45453.954933 nChanged 140 SP:Iteration 2F (211.829969 sec): 3 clusters Score: Raw -45977.658618 + Penalty 358.286601 = -45619.372018 nChanged 42 SP:Iteration 3Q (211.831704 sec): 3 clusters Score: Raw -46015.168351 + Penalty 358.799517 = -45656.368834 nChanged 13 SP:Iteration 4Q (211.833345 sec): 3 clusters Score: Raw -46027.910490 + Penalty 354.843566 = -45673.066924 nChanged 11 SP:Iteration 5Q (211.834950 sec): 3 clusters Score: Raw -46034.777636 + Penalty 353.504089 = -45681.273547 nChanged 4 SP:Iteration 6Q (211.836581 sec): 3 clusters Score: Raw -46036.590279 + Penalty 354.209897 = -45682.380382 nChanged 2 SP:Iteration 7Q (211.838201 sec): 3 clusters Score: Raw -46037.142665 + Penalty 354.209897 = -45682.932769 nChanged 0 SP:Iteration 8F (211.840025 sec): 3 clusters Score: Raw -46037.142665 + Penalty 354.209897 = -45682.932769 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 10 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (211.843085 sec): 2 clusters Score: Raw -32729.469612 + Penalty 304.057744 = -32425.411868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (211.844508 sec): 3 clusters Score: Raw -32355.481841 + Penalty 607.486577 = -31747.995265 nChanged 256 SP:Iteration 1F (211.845938 sec): 3 clusters Score: Raw -32505.882072 + Penalty 609.356428 = -31896.525644 nChanged 96 SP:Iteration 2F (211.847352 sec): 3 clusters Score: Raw -32579.915532 + Penalty 614.635183 = -31965.280349 nChanged 60 SP:Iteration 3F (211.848794 sec): 3 clusters Score: Raw -32635.785778 + Penalty 615.487172 = -32020.298607 nChanged 45 SP:Iteration 4F (211.850205 sec): 3 clusters Score: Raw -32672.994319 + Penalty 616.456118 = -32056.538201 nChanged 33 SP:Iteration 5Q (211.851646 sec): 3 clusters Score: Raw -32700.166384 + Penalty 615.103257 = -32085.063127 nChanged 21 SP:Iteration 6Q (211.853085 sec): 3 clusters Score: Raw -32719.264479 + Penalty 616.008813 = -32103.255666 nChanged 16 SP:Iteration 7Q (211.854477 sec): 3 clusters Score: Raw -32728.020895 + Penalty 616.812400 = -32111.208495 nChanged 4 SP:Iteration 8Q (211.855862 sec): 3 clusters Score: Raw -32729.274506 + Penalty 618.387779 = -32110.886726 nChanged 3 SP:Iteration 9F (211.857271 sec): 3 clusters Score: Raw -32732.176320 + Penalty 619.363634 = -32112.812686 nChanged 4 SP:Iteration 10F (211.858678 sec): 3 clusters Score: Raw -32733.260371 + Penalty 619.519588 = -32113.740783 nChanged 3 SP:Iteration 11Q (211.860081 sec): 3 clusters Score: Raw -32734.401232 + Penalty 619.206614 = -32115.194617 nChanged 5 SP:Iteration 12Q (211.861468 sec): 3 clusters Score: Raw -32738.661414 + Penalty 620.534959 = -32118.126455 nChanged 2 SP:Iteration 13Q (211.862851 sec): 3 clusters Score: Raw -32741.048345 + Penalty 622.352125 = -32118.696220 nChanged 7 SP:Iteration 14Q (211.864216 sec): 3 clusters Score: Raw -32744.576045 + Penalty 623.327694 = -32121.248350 nChanged 10 SP:Iteration 15Q (211.865680 sec): 3 clusters Score: Raw -32747.627271 + Penalty 625.203072 = -32122.424200 nChanged 5 SP:Iteration 16Q (211.867064 sec): 3 clusters Score: Raw -32748.673236 + Penalty 624.524233 = -32124.149004 nChanged 3 SP:Iteration 17Q (211.868451 sec): 3 clusters Score: Raw -32749.316655 + Penalty 624.081483 = -32125.235173 nChanged 3 SP:Iteration 18Q (211.869842 sec): 3 clusters Score: Raw -32750.977257 + Penalty 624.685556 = -32126.291701 nChanged 3 SP:Iteration 19Q (211.871217 sec): 3 clusters Score: Raw -32751.765771 + Penalty 624.685556 = -32127.080216 nChanged 0 SP:Iteration 20F (211.872626 sec): 3 clusters Score: Raw -32751.765771 + Penalty 624.685556 = -32127.080216 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 12 (1308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (211.878947 sec): 2 clusters Score: Raw -67584.650646 + Penalty 74.364516 = -67510.286129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (211.881482 sec): 3 clusters Score: Raw -66764.147259 + Penalty 150.577032 = -66613.570226 nChanged 602 SP:Iteration 1F (211.883972 sec): 3 clusters Score: Raw -67223.699688 + Penalty 151.140916 = -67072.558772 nChanged 79 SP:Iteration 2F (211.886459 sec): 3 clusters Score: Raw -67274.730150 + Penalty 151.187808 = -67123.542342 nChanged 76 SP:Iteration 3F (211.888945 sec): 3 clusters Score: Raw -67331.304133 + Penalty 151.028852 = -67180.275281 nChanged 58 SP:Iteration 4Q (211.891414 sec): 3 clusters Score: Raw -67366.178226 + Penalty 151.176767 = -67215.001458 nChanged 35 SP:Iteration 5Q (211.893896 sec): 3 clusters Score: Raw -67378.092928 + Penalty 151.281979 = -67226.810949 nChanged 31 SP:Iteration 6Q (211.896385 sec): 3 clusters Score: Raw -67387.962076 + Penalty 151.134359 = -67236.827717 nChanged 25 SP:Iteration 7Q (211.898824 sec): 3 clusters Score: Raw -67397.401876 + Penalty 151.328123 = -67246.073753 nChanged 25 SP:Iteration 8Q (211.901249 sec): 3 clusters Score: Raw -67405.904955 + Penalty 151.487074 = -67254.417882 nChanged 16 SP:Iteration 9Q (211.903668 sec): 3 clusters Score: Raw -67409.099690 + Penalty 151.533878 = -67257.565813 nChanged 14 SP:Iteration 10F (211.906150 sec): 3 clusters Score: Raw -67411.787764 + Penalty 151.608260 = -67260.179504 nChanged 6 SP:Iteration 11Q (211.908566 sec): 3 clusters Score: Raw -67412.686294 + Penalty 151.945299 = -67260.740995 nChanged 10 SP:Iteration 12Q (211.910982 sec): 3 clusters Score: Raw -67413.574682 + Penalty 152.115900 = -67261.458782 nChanged 6 SP:Iteration 13Q (211.913396 sec): 3 clusters Score: Raw -67414.100394 + Penalty 152.381312 = -67261.719082 nChanged 8 SP:Iteration 14Q (211.915808 sec): 3 clusters Score: Raw -67414.797208 + Penalty 152.661688 = -67262.135520 nChanged 7 SP:Iteration 15Q (211.918251 sec): 3 clusters Score: Raw -67415.412034 + Penalty 152.805403 = -67262.606630 nChanged 7 SP:Iteration 16Q (211.920655 sec): 3 clusters Score: Raw -67416.168536 + Penalty 152.883164 = -67263.285372 nChanged 6 SP:Iteration 17Q (211.923061 sec): 3 clusters Score: Raw -67416.923788 + Penalty 153.234146 = -67263.689642 nChanged 7 SP:Iteration 18Q (211.925488 sec): 3 clusters Score: Raw -67417.422750 + Penalty 152.906349 = -67264.516401 nChanged 4 SP:Iteration 19Q (211.927939 sec): 3 clusters Score: Raw -67417.825808 + Penalty 153.219725 = -67264.606083 nChanged 6 SP:Iteration 20F (211.930417 sec): 3 clusters Score: Raw -67418.302854 + Penalty 153.510224 = -67264.792629 nChanged 5 SP:Iteration 21Q (211.932821 sec): 3 clusters Score: Raw -67418.975823 + Penalty 153.943428 = -67265.032395 nChanged 8 SP:Iteration 22Q (211.935222 sec): 3 clusters Score: Raw -67420.238546 + Penalty 154.624463 = -67265.614082 nChanged 10 SP:Iteration 23Q (211.937617 sec): 3 clusters Score: Raw -67422.674397 + Penalty 155.355957 = -67267.318440 nChanged 13 SP:Iteration 24Q (211.940009 sec): 3 clusters Score: Raw -67425.939351 + Penalty 156.294458 = -67269.644892 nChanged 17 SP:Iteration 25Q (211.942397 sec): 3 clusters Score: Raw -67429.588621 + Penalty 156.729853 = -67272.858768 nChanged 9 SP:Iteration 26Q (211.944769 sec): 3 clusters Score: Raw -67430.443871 + Penalty 156.516555 = -67273.927316 nChanged 6 SP:Iteration 27Q (211.947134 sec): 3 clusters Score: Raw -67431.201289 + Penalty 156.696614 = -67274.504674 nChanged 10 SP:Iteration 28Q (211.949495 sec): 3 clusters Score: Raw -67432.495247 + Penalty 157.345846 = -67275.149400 nChanged 9 SP:Iteration 29Q (211.951899 sec): 3 clusters Score: Raw -67433.521731 + Penalty 158.212719 = -67275.309012 nChanged 9 SP:Iteration 30F (211.954431 sec): 3 clusters Score: Raw -67435.049721 + Penalty 158.924292 = -67276.125429 nChanged 16 SP:Iteration 31Q (211.956986 sec): 3 clusters Score: Raw -67439.268455 + Penalty 159.731498 = -67279.536956 nChanged 17 SP:Iteration 32Q (211.959439 sec): 3 clusters Score: Raw -67444.145957 + Penalty 161.443244 = -67282.702713 nChanged 28 SP:Iteration 33Q (211.961834 sec): 3 clusters Score: Raw -67454.058023 + Penalty 164.436637 = -67289.621386 nChanged 30 SP:Iteration 34Q (211.964157 sec): 3 clusters Score: Raw -67467.335142 + Penalty 168.668363 = -67298.666779 nChanged 32 SP:Iteration 35Q (211.966457 sec): 3 clusters Score: Raw -67484.046264 + Penalty 173.041198 = -67311.005065 nChanged 26 SP:Iteration 36Q (211.968725 sec): 3 clusters Score: Raw -67496.707604 + Penalty 176.006375 = -67320.701229 nChanged 28 SP:Iteration 37Q (211.970963 sec): 3 clusters Score: Raw -67509.927798 + Penalty 177.388913 = -67332.538885 nChanged 24 SP:Iteration 38Q (211.973170 sec): 3 clusters Score: Raw -67521.952285 + Penalty 179.859807 = -67342.092478 nChanged 20 SP:Iteration 39Q (211.975341 sec): 3 clusters Score: Raw -67530.595843 + Penalty 181.706779 = -67348.889065 nChanged 20 SP:Iteration 40F (211.977821 sec): 3 clusters Score: Raw -67540.423753 + Penalty 187.940319 = -67352.483434 nChanged 16 SP:Iteration 41Q (211.979955 sec): 3 clusters Score: Raw -67546.788024 + Penalty 194.944788 = -67351.843236 nChanged 15 SP:Iteration 42F (211.982444 sec): 3 clusters Score: Raw -67554.912913 + Penalty 202.140252 = -67352.772662 nChanged 10 SP:Iteration 43Q (211.984527 sec): 3 clusters Score: Raw -67561.079542 + Penalty 204.505215 = -67356.574327 nChanged 6 SP:Iteration 44Q (211.986580 sec): 3 clusters Score: Raw -67563.965593 + Penalty 206.901890 = -67357.063703 nChanged 6 SP:Iteration 45Q (211.988619 sec): 3 clusters Score: Raw -67565.893450 + Penalty 204.832134 = -67361.061316 nChanged 3 SP:Iteration 46Q (211.990653 sec): 3 clusters Score: Raw -67567.449733 + Penalty 205.597613 = -67361.852121 nChanged 1 SP:Iteration 47Q (211.992685 sec): 3 clusters Score: Raw -67567.429485 + Penalty 205.597613 = -67361.831873 nChanged 0 SP:Iteration 48F (211.995163 sec): 3 clusters Score: Raw -67567.429485 + Penalty 205.597613 = -67361.831873 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 13 (1447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.005008 sec): 2 clusters Score: Raw -72289.712759 + Penalty 145.483196 = -72144.229563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.007802 sec): 3 clusters Score: Raw -71374.171710 + Penalty 288.323035 = -71085.848675 nChanged 670 SP:Iteration 1F (212.010545 sec): 3 clusters Score: Raw -71812.327513 + Penalty 283.339235 = -71528.988278 nChanged 262 SP:Iteration 2F (212.013285 sec): 3 clusters Score: Raw -72112.836411 + Penalty 286.436087 = -71826.400323 nChanged 168 SP:Iteration 3F (212.016017 sec): 3 clusters Score: Raw -72266.843827 + Penalty 293.289503 = -71973.554324 nChanged 96 SP:Iteration 4F (212.018748 sec): 3 clusters Score: Raw -72337.208992 + Penalty 298.182333 = -72039.026659 nChanged 39 SP:Iteration 5Q (212.021395 sec): 3 clusters Score: Raw -72352.405519 + Penalty 300.624374 = -72051.781145 nChanged 15 SP:Iteration 6Q (212.023993 sec): 3 clusters Score: Raw -72358.208022 + Penalty 302.998143 = -72055.209880 nChanged 13 SP:Iteration 7Q (212.026567 sec): 3 clusters Score: Raw -72363.288280 + Penalty 304.429806 = -72058.858474 nChanged 10 SP:Iteration 8Q (212.029117 sec): 3 clusters Score: Raw -72366.687354 + Penalty 305.469567 = -72061.217786 nChanged 7 SP:Iteration 9Q (212.031657 sec): 3 clusters Score: Raw -72369.412592 + Penalty 306.887576 = -72062.525016 nChanged 5 SP:Iteration 10F (212.034380 sec): 3 clusters Score: Raw -72370.363673 + Penalty 307.949593 = -72062.414080 nChanged 5 SP:Iteration 11F (212.037100 sec): 3 clusters Score: Raw -72371.029398 + Penalty 308.101201 = -72062.928197 nChanged 2 SP:Iteration 12Q (212.039613 sec): 3 clusters Score: Raw -72371.119906 + Penalty 309.330618 = -72061.789287 nChanged 2 SP:Iteration 13F (212.042365 sec): 3 clusters Score: Raw -72372.147075 + Penalty 309.792374 = -72062.354701 nChanged 3 SP:Iteration 14Q (212.044882 sec): 3 clusters Score: Raw -72372.841558 + Penalty 310.748887 = -72062.092671 nChanged 2 SP:Iteration 15F (212.047608 sec): 3 clusters Score: Raw -72374.044747 + Penalty 311.633064 = -72062.411683 nChanged 3 SP:Iteration 16Q (212.050119 sec): 3 clusters Score: Raw -72374.915656 + Penalty 311.494406 = -72063.421250 nChanged 1 SP:Iteration 17Q (212.052631 sec): 3 clusters Score: Raw -72374.961526 + Penalty 311.366609 = -72063.594917 nChanged 1 SP:Iteration 18Q (212.055184 sec): 3 clusters Score: Raw -72375.015404 + Penalty 311.835814 = -72063.179590 nChanged 1 SP:Iteration 19F (212.057945 sec): 3 clusters Score: Raw -72375.231522 + Penalty 312.054209 = -72063.177312 nChanged 1 SP:Iteration 20F (212.060734 sec): 3 clusters Score: Raw -72375.265031 + Penalty 312.054209 = -72063.210822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 14 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.064074 sec): 2 clusters Score: Raw -24119.844911 + Penalty 230.753683 = -23889.091228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.065130 sec): 3 clusters Score: Raw -23848.251728 + Penalty 462.571863 = -23385.679865 nChanged 179 SP:Iteration 1F (212.066165 sec): 3 clusters Score: Raw -23940.520276 + Penalty 470.789734 = -23469.730542 nChanged 72 SP:Iteration 2F (212.067199 sec): 3 clusters Score: Raw -24000.206855 + Penalty 477.772706 = -23522.434149 nChanged 50 SP:Iteration 3F (212.068230 sec): 3 clusters Score: Raw -24058.581935 + Penalty 482.298354 = -23576.283580 nChanged 36 SP:Iteration 4F (212.069260 sec): 3 clusters Score: Raw -24090.732228 + Penalty 484.689072 = -23606.043156 nChanged 18 SP:Iteration 5Q (212.070284 sec): 3 clusters Score: Raw -24102.757474 + Penalty 485.151026 = -23617.606448 nChanged 9 SP:Iteration 6Q (212.071312 sec): 3 clusters Score: Raw -24107.766191 + Penalty 486.196161 = -23621.570030 nChanged 2 SP:Iteration 7Q (212.072367 sec): 3 clusters Score: Raw -24108.472570 + Penalty 486.849330 = -23621.623239 nChanged 3 SP:Iteration 8Q (212.073390 sec): 3 clusters Score: Raw -24110.635920 + Penalty 486.212477 = -23624.423443 nChanged 2 SP:Iteration 9Q (212.074413 sec): 3 clusters Score: Raw -24114.308083 + Penalty 486.745463 = -23627.562621 nChanged 2 SP:Iteration 10F (212.075441 sec): 3 clusters Score: Raw -24116.056899 + Penalty 487.185596 = -23628.871303 nChanged 3 SP:Iteration 11Q (212.076458 sec): 3 clusters Score: Raw -24124.742418 + Penalty 484.245595 = -23640.496824 nChanged 8 SP:Iteration 12Q (212.077454 sec): 3 clusters Score: Raw -24137.315888 + Penalty 483.214312 = -23654.101576 nChanged 4 SP:Iteration 13Q (212.078414 sec): 3 clusters Score: Raw -24141.709292 + Penalty 484.962945 = -23656.746346 nChanged 5 SP:Iteration 14Q (212.079365 sec): 3 clusters Score: Raw -24144.811882 + Penalty 481.474841 = -23663.337041 nChanged 2 SP:Iteration 15Q (212.080305 sec): 3 clusters Score: Raw -24148.122259 + Penalty 484.222150 = -23663.900109 nChanged 4 SP:Iteration 16Q (212.081236 sec): 3 clusters Score: Raw -24151.561976 + Penalty 484.779142 = -23666.782834 nChanged 1 SP:Iteration 17Q (212.082165 sec): 3 clusters Score: Raw -24151.954979 + Penalty 484.779142 = -23667.175837 nChanged 0 SP:Iteration 18F (212.083194 sec): 3 clusters Score: Raw -24151.954979 + Penalty 484.779142 = -23667.175837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 16 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.085517 sec): 2 clusters Score: Raw -24780.945660 + Penalty 217.013321 = -24563.932339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.086639 sec): 3 clusters Score: Raw -24552.746586 + Penalty 456.838390 = -24095.908196 nChanged 185 SP:Iteration 1F (212.087746 sec): 3 clusters Score: Raw -24786.984509 + Penalty 465.453314 = -24321.531195 nChanged 37 SP:Iteration 2F (212.088849 sec): 3 clusters Score: Raw -24823.298059 + Penalty 469.275583 = -24354.022476 nChanged 14 SP:Iteration 3Q (212.089933 sec): 3 clusters Score: Raw -24834.959401 + Penalty 471.431406 = -24363.527995 nChanged 9 SP:Iteration 4Q (212.090994 sec): 3 clusters Score: Raw -24842.423711 + Penalty 473.489711 = -24368.934000 nChanged 7 SP:Iteration 5Q (212.092051 sec): 3 clusters Score: Raw -24849.550287 + Penalty 478.253635 = -24371.296652 nChanged 5 SP:Iteration 6Q (212.093116 sec): 3 clusters Score: Raw -24852.791671 + Penalty 479.914617 = -24372.877055 nChanged 3 SP:Iteration 7Q (212.094177 sec): 3 clusters Score: Raw -24854.103395 + Penalty 483.950874 = -24370.152521 nChanged 3 SP:Iteration 8F (212.095281 sec): 3 clusters Score: Raw -24854.716054 + Penalty 483.950874 = -24370.765180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 17 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.096585 sec): 2 clusters Score: Raw -8923.536248 + Penalty 265.636135 = -8657.900113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.097111 sec): 3 clusters Score: Raw -8872.330117 + Penalty 536.386577 = -8335.943540 nChanged 47 SP:Iteration 1F (212.097628 sec): 3 clusters Score: Raw -8929.360404 + Penalty 546.332985 = -8383.027419 nChanged 19 SP:Iteration 2F (212.098143 sec): 3 clusters Score: Raw -8956.522500 + Penalty 552.777323 = -8403.745177 nChanged 8 SP:Iteration 3Q (212.098648 sec): 3 clusters Score: Raw -8963.530392 + Penalty 553.389441 = -8410.140952 nChanged 3 SP:Iteration 4Q (212.099157 sec): 3 clusters Score: Raw -8967.397614 + Penalty 558.058315 = -8409.339298 nChanged 3 SP:Iteration 5F (212.099677 sec): 3 clusters Score: Raw -8975.164350 + Penalty 559.393457 = -8415.770893 nChanged 3 SP:Iteration 6Q (212.100185 sec): 3 clusters Score: Raw -8979.233751 + Penalty 561.835886 = -8417.397865 nChanged 1 SP:Iteration 7Q (212.100690 sec): 3 clusters Score: Raw -8980.554469 + Penalty 561.835886 = -8418.718583 nChanged 0 SP:Iteration 8F (212.101240 sec): 3 clusters Score: Raw -8980.554469 + Penalty 561.835886 = -8418.718583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 18 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.102557 sec): 2 clusters Score: Raw -3979.451140 + Penalty 711.954176 = -3267.496964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.103019 sec): 3 clusters Score: Raw -4134.232905 + Penalty 1422.850997 = -2711.381908 nChanged 20 SP:Iteration 1F (212.103473 sec): 3 clusters Score: Raw -4253.429417 + Penalty 1423.595278 = -2829.834139 nChanged 8 SP:Iteration 2F (212.103927 sec): 3 clusters Score: Raw -4290.197913 + Penalty 1423.560274 = -2866.637639 nChanged 2 SP:Iteration 3Q (212.104339 sec): 3 clusters Score: Raw -4298.360311 + Penalty 1423.316961 = -2875.043350 nChanged 3 SP:Iteration 4Q (212.104748 sec): 3 clusters Score: Raw -4332.678009 + Penalty 1423.095555 = -2909.582454 nChanged 2 SP:Iteration 5Q (212.105151 sec): 3 clusters Score: Raw -4357.196826 + Penalty 1422.673435 = -2934.523391 nChanged 1 SP:Iteration 6Q (212.105554 sec): 3 clusters Score: Raw -4360.219437 + Penalty 1422.673435 = -2937.546002 nChanged 0 SP:Iteration 7F (212.106007 sec): 3 clusters Score: Raw -4360.219437 + Penalty 1422.673435 = -2937.546002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 19 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.107680 sec): 2 clusters Score: Raw -16448.212174 + Penalty 394.935180 = -16053.276994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.108495 sec): 3 clusters Score: Raw -16378.688042 + Penalty 786.463326 = -15592.224715 nChanged 93 SP:Iteration 1F (212.109296 sec): 3 clusters Score: Raw -16509.806425 + Penalty 783.483973 = -15726.322452 nChanged 38 SP:Iteration 2F (212.110095 sec): 3 clusters Score: Raw -16574.449535 + Penalty 790.899186 = -15783.550350 nChanged 19 SP:Iteration 3F (212.110894 sec): 3 clusters Score: Raw -16613.624182 + Penalty 795.749253 = -15817.874929 nChanged 10 SP:Iteration 4Q (212.111677 sec): 3 clusters Score: Raw -16656.709570 + Penalty 798.592680 = -15858.116889 nChanged 6 SP:Iteration 5Q (212.112450 sec): 3 clusters Score: Raw -16667.433114 + Penalty 799.467601 = -15867.965514 nChanged 3 SP:Iteration 6Q (212.113217 sec): 3 clusters Score: Raw -16671.563234 + Penalty 798.313027 = -15873.250206 nChanged 2 SP:Iteration 7Q (212.113984 sec): 3 clusters Score: Raw -16675.903192 + Penalty 799.333483 = -15876.569709 nChanged 1 SP:Iteration 8Q (212.114747 sec): 3 clusters Score: Raw -16676.319372 + Penalty 799.333483 = -15876.985890 nChanged 0 SP:Iteration 9F (212.115546 sec): 3 clusters Score: Raw -16676.319372 + Penalty 799.333483 = -15876.985890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 21 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.117338 sec): 2 clusters Score: Raw -9039.378340 + Penalty 423.410394 = -8615.967947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.117927 sec): 3 clusters Score: Raw -9023.846421 + Penalty 853.031624 = -8170.814798 nChanged 42 SP:Iteration 1F (212.118505 sec): 3 clusters Score: Raw -9074.656272 + Penalty 862.601978 = -8212.054294 nChanged 16 SP:Iteration 2F (212.119082 sec): 3 clusters Score: Raw -9105.608567 + Penalty 868.017433 = -8237.591134 nChanged 7 SP:Iteration 3Q (212.119645 sec): 3 clusters Score: Raw -9129.855082 + Penalty 869.712630 = -8260.142451 nChanged 8 SP:Iteration 4Q (212.120205 sec): 3 clusters Score: Raw -9157.955404 + Penalty 873.083892 = -8284.871513 nChanged 6 SP:Iteration 5Q (212.120748 sec): 3 clusters Score: Raw -9169.528600 + Penalty 874.658699 = -8294.869901 nChanged 1 SP:Iteration 6Q (212.121312 sec): 3 clusters Score: Raw -9171.309520 + Penalty 874.658699 = -8296.650821 nChanged 0 SP:Iteration 7F (212.121900 sec): 3 clusters Score: Raw -9171.309520 + Penalty 874.658699 = -8296.650821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 25 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.124261 sec): 2 clusters Score: Raw -27067.600175 + Penalty 869.348223 = -26198.251952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.125392 sec): 3 clusters Score: Raw -26944.524456 + Penalty 1740.727521 = -25203.796935 nChanged 130 SP:Iteration 1F (212.126506 sec): 3 clusters Score: Raw -27113.496228 + Penalty 1743.745209 = -25369.751020 nChanged 41 SP:Iteration 2F (212.127618 sec): 3 clusters Score: Raw -27193.271506 + Penalty 1744.680825 = -25448.590681 nChanged 26 SP:Iteration 3F (212.128728 sec): 3 clusters Score: Raw -27231.119460 + Penalty 1745.008973 = -25486.110487 nChanged 13 SP:Iteration 4Q (212.129791 sec): 3 clusters Score: Raw -27248.308115 + Penalty 1745.996035 = -25502.312080 nChanged 6 SP:Iteration 5Q (212.130847 sec): 3 clusters Score: Raw -27252.913068 + Penalty 1746.351581 = -25506.561487 nChanged 2 SP:Iteration 6Q (212.131906 sec): 3 clusters Score: Raw -27254.229872 + Penalty 1746.351581 = -25507.878291 nChanged 0 SP:Iteration 7F (212.133017 sec): 3 clusters Score: Raw -27254.229872 + Penalty 1746.351581 = -25507.878291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 28 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.134452 sec): 2 clusters Score: Raw -7072.454689 + Penalty 506.493345 = -6565.961345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.135016 sec): 3 clusters Score: Raw -7105.549770 + Penalty 1033.622273 = -6071.927497 nChanged 36 SP:Iteration 1F (212.135557 sec): 3 clusters Score: Raw -7177.946406 + Penalty 1039.330411 = -6138.615996 nChanged 4 SP:Iteration 2Q (212.136071 sec): 3 clusters Score: Raw -7184.322475 + Penalty 1040.982186 = -6143.340289 nChanged 2 SP:Iteration 3Q (212.136579 sec): 3 clusters Score: Raw -7191.087730 + Penalty 1039.322579 = -6151.765151 nChanged 1 SP:Iteration 4Q (212.137086 sec): 3 clusters Score: Raw -7195.813523 + Penalty 1036.346084 = -6159.467439 nChanged 4 SP:Iteration 5Q (212.137592 sec): 3 clusters Score: Raw -7204.500264 + Penalty 1034.006723 = -6170.493541 nChanged 1 SP:Iteration 6Q (212.138096 sec): 3 clusters Score: Raw -7206.804975 + Penalty 1034.006723 = -6172.798252 nChanged 0 SP:Iteration 7F (212.138633 sec): 3 clusters Score: Raw -7206.804975 + Penalty 1034.006723 = -6172.798252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 30 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.140197 sec): 2 clusters Score: Raw -14616.773823 + Penalty 316.725069 = -14300.048755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.140921 sec): 3 clusters Score: Raw -14519.271217 + Penalty 631.852898 = -13887.418319 nChanged 73 SP:Iteration 1F (212.141637 sec): 3 clusters Score: Raw -14583.895743 + Penalty 631.865331 = -13952.030413 nChanged 29 SP:Iteration 2F (212.142348 sec): 3 clusters Score: Raw -14616.398182 + Penalty 633.339125 = -13983.059057 nChanged 18 SP:Iteration 3F (212.143060 sec): 3 clusters Score: Raw -14634.495308 + Penalty 634.612979 = -13999.882329 nChanged 13 SP:Iteration 4Q (212.143755 sec): 3 clusters Score: Raw -14643.795748 + Penalty 636.138381 = -14007.657367 nChanged 5 SP:Iteration 5Q (212.144448 sec): 3 clusters Score: Raw -14647.170193 + Penalty 637.359842 = -14009.810351 nChanged 5 SP:Iteration 6Q (212.145142 sec): 3 clusters Score: Raw -14650.482283 + Penalty 637.757743 = -14012.724540 nChanged 3 SP:Iteration 7Q (212.145834 sec): 3 clusters Score: Raw -14657.620369 + Penalty 637.310779 = -14020.309590 nChanged 3 SP:Iteration 8Q (212.146525 sec): 3 clusters Score: Raw -14660.468959 + Penalty 637.649881 = -14022.819077 nChanged 1 SP:Iteration 9Q (212.147215 sec): 3 clusters Score: Raw -14660.628076 + Penalty 637.896877 = -14022.731199 nChanged 1 SP:Iteration 10F (212.147924 sec): 3 clusters Score: Raw -14660.646749 + Penalty 638.458160 = -14022.188589 nChanged 1 SP:Iteration 11F (212.148666 sec): 3 clusters Score: Raw -14660.725059 + Penalty 639.003157 = -14021.721902 nChanged 1 SP:Iteration 12F (212.149377 sec): 3 clusters Score: Raw -14660.691506 + Penalty 639.003157 = -14021.688349 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 35 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.152577 sec): 2 clusters Score: Raw -40836.688600 + Penalty 616.730383 = -40219.958218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.154265 sec): 3 clusters Score: Raw -40454.002179 + Penalty 1246.344808 = -39207.657371 nChanged 271 SP:Iteration 1F (212.155908 sec): 3 clusters Score: Raw -40667.235931 + Penalty 1269.792090 = -39397.443841 nChanged 105 SP:Iteration 2F (212.157558 sec): 3 clusters Score: Raw -40757.432412 + Penalty 1288.362451 = -39469.069962 nChanged 50 SP:Iteration 3F (212.159198 sec): 3 clusters Score: Raw -40805.265269 + Penalty 1302.181614 = -39503.083655 nChanged 36 SP:Iteration 4Q (212.160908 sec): 3 clusters Score: Raw -40834.253342 + Penalty 1309.970728 = -39524.282615 nChanged 17 SP:Iteration 5Q (212.162615 sec): 3 clusters Score: Raw -40849.435677 + Penalty 1317.857128 = -39531.578550 nChanged 16 SP:Iteration 6Q (212.164309 sec): 3 clusters Score: Raw -40863.498939 + Penalty 1321.861734 = -39541.637205 nChanged 9 SP:Iteration 7Q (212.165862 sec): 3 clusters Score: Raw -40875.118974 + Penalty 1326.270447 = -39548.848527 nChanged 11 SP:Iteration 8Q (212.167412 sec): 3 clusters Score: Raw -40884.808528 + Penalty 1329.009579 = -39555.798949 nChanged 5 SP:Iteration 9Q (212.168946 sec): 3 clusters Score: Raw -40890.224629 + Penalty 1331.264950 = -39558.959679 nChanged 6 SP:Iteration 10F (212.170557 sec): 3 clusters Score: Raw -40896.997423 + Penalty 1334.731818 = -39562.265605 nChanged 4 SP:Iteration 11Q (212.172135 sec): 3 clusters Score: Raw -40901.005467 + Penalty 1336.953793 = -39564.051674 nChanged 3 SP:Iteration 12Q (212.173688 sec): 3 clusters Score: Raw -40903.652832 + Penalty 1338.236519 = -39565.416313 nChanged 2 SP:Iteration 13Q (212.175216 sec): 3 clusters Score: Raw -40904.971714 + Penalty 1341.003749 = -39563.967965 nChanged 3 SP:Iteration 14F (212.176823 sec): 3 clusters Score: Raw -40906.221348 + Penalty 1342.621105 = -39563.600243 nChanged 2 SP:Iteration 15F (212.178467 sec): 3 clusters Score: Raw -40907.322271 + Penalty 1343.709278 = -39563.612993 nChanged 2 SP:Iteration 16Q (212.180019 sec): 3 clusters Score: Raw -40908.015779 + Penalty 1344.699914 = -39563.315865 nChanged 1 SP:Iteration 17F (212.181662 sec): 3 clusters Score: Raw -40908.457340 + Penalty 1346.291861 = -39562.165480 nChanged 2 SP:Iteration 18F (212.183301 sec): 3 clusters Score: Raw -40910.560529 + Penalty 1347.038009 = -39563.522520 nChanged 1 SP:Iteration 19Q (212.184840 sec): 3 clusters Score: Raw -40911.468438 + Penalty 1347.038009 = -39564.430429 nChanged 0 SP:Iteration 20F (212.186483 sec): 3 clusters Score: Raw -40911.468438 + Penalty 1347.038009 = -39564.430429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 37 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.187851 sec): 2 clusters Score: Raw -5843.126226 + Penalty 116.780050 = -5726.346176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.188289 sec): 3 clusters Score: Raw -5818.460836 + Penalty 234.791828 = -5583.669008 nChanged 35 SP:Iteration 1F (212.188726 sec): 3 clusters Score: Raw -5871.567840 + Penalty 238.444309 = -5633.123531 nChanged 12 SP:Iteration 2F (212.189162 sec): 3 clusters Score: Raw -5902.750827 + Penalty 241.071498 = -5661.679329 nChanged 5 SP:Iteration 3Q (212.189584 sec): 3 clusters Score: Raw -5920.794030 + Penalty 241.250777 = -5679.543253 nChanged 2 SP:Iteration 4Q (212.189998 sec): 3 clusters Score: Raw -5921.688374 + Penalty 241.250777 = -5680.437597 nChanged 0 SP:Iteration 5F (212.190462 sec): 3 clusters Score: Raw -5921.688374 + Penalty 241.250777 = -5680.437597 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 38 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.193427 sec): 2 clusters Score: Raw -36912.373636 + Penalty 395.344673 = -36517.028963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.195066 sec): 3 clusters Score: Raw -36494.887478 + Penalty 807.442644 = -35687.444834 nChanged 288 SP:Iteration 1F (212.196679 sec): 3 clusters Score: Raw -36771.525807 + Penalty 837.009218 = -35934.516589 nChanged 108 SP:Iteration 2F (212.198290 sec): 3 clusters Score: Raw -36881.384779 + Penalty 870.528851 = -36010.855929 nChanged 56 SP:Iteration 3F (212.199901 sec): 3 clusters Score: Raw -36933.065766 + Penalty 892.500089 = -36040.565677 nChanged 26 SP:Iteration 4Q (212.201472 sec): 3 clusters Score: Raw -36954.764683 + Penalty 904.202773 = -36050.561910 nChanged 13 SP:Iteration 5Q (212.203025 sec): 3 clusters Score: Raw -36968.865239 + Penalty 919.011230 = -36049.854009 nChanged 14 SP:Iteration 6F (212.204607 sec): 3 clusters Score: Raw -36982.037461 + Penalty 926.190232 = -36055.847229 nChanged 5 SP:Iteration 7Q (212.206159 sec): 3 clusters Score: Raw -36986.503575 + Penalty 934.344549 = -36052.159026 nChanged 5 SP:Iteration 8F (212.207775 sec): 3 clusters Score: Raw -36991.503028 + Penalty 945.149077 = -36046.353951 nChanged 4 SP:Iteration 9F (212.209363 sec): 3 clusters Score: Raw -36994.873692 + Penalty 958.610866 = -36036.262825 nChanged 6 SP:Iteration 10F (212.210943 sec): 3 clusters Score: Raw -36997.854378 + Penalty 969.106954 = -36028.747424 nChanged 5 SP:Iteration 11F (212.212527 sec): 3 clusters Score: Raw -37001.995903 + Penalty 974.895106 = -36027.100796 nChanged 2 SP:Iteration 12F (212.214154 sec): 3 clusters Score: Raw -37004.119173 + Penalty 982.435534 = -36021.683639 nChanged 2 SP:Iteration 13F (212.215761 sec): 3 clusters Score: Raw -37006.872097 + Penalty 982.435534 = -36024.436563 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 39 (3120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.230644 sec): 2 clusters Score: Raw -156237.721817 + Penalty 549.038499 = -155688.683318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.236523 sec): 3 clusters Score: Raw -154352.010134 + Penalty 1082.492359 = -153269.517775 nChanged 1300 SP:Iteration 1F (212.242286 sec): 3 clusters Score: Raw -155135.863120 + Penalty 1062.717538 = -154073.145582 nChanged 382 SP:Iteration 2F (212.248022 sec): 3 clusters Score: Raw -155374.211421 + Penalty 1046.312119 = -154327.899302 nChanged 234 SP:Iteration 3F (212.253741 sec): 3 clusters Score: Raw -155527.663126 + Penalty 1031.512059 = -154496.151067 nChanged 179 SP:Iteration 4F (212.259500 sec): 3 clusters Score: Raw -155665.481285 + Penalty 1021.937125 = -154643.544160 nChanged 158 SP:Iteration 5F (212.265292 sec): 3 clusters Score: Raw -155824.271583 + Penalty 1021.652927 = -154802.618655 nChanged 138 SP:Iteration 6Q (212.270974 sec): 3 clusters Score: Raw -155978.616170 + Penalty 1030.780393 = -154947.835776 nChanged 101 SP:Iteration 7Q (212.276436 sec): 3 clusters Score: Raw -156072.321709 + Penalty 1044.420419 = -155027.901290 nChanged 73 SP:Iteration 8Q (212.281765 sec): 3 clusters Score: Raw -156138.915296 + Penalty 1053.925789 = -155084.989507 nChanged 59 SP:Iteration 9Q (212.287105 sec): 3 clusters Score: Raw -156185.473082 + Penalty 1070.783457 = -155114.689626 nChanged 44 SP:Iteration 10F (212.292826 sec): 3 clusters Score: Raw -156221.354943 + Penalty 1079.693274 = -155141.661669 nChanged 27 SP:Iteration 11Q (212.297831 sec): 3 clusters Score: Raw -156236.660151 + Penalty 1090.946174 = -155145.713977 nChanged 23 SP:Iteration 12Q (212.302743 sec): 3 clusters Score: Raw -156249.848742 + Penalty 1098.354373 = -155151.494369 nChanged 22 SP:Iteration 13Q (212.307627 sec): 3 clusters Score: Raw -156261.234172 + Penalty 1108.504093 = -155152.730079 nChanged 15 SP:Iteration 14Q (212.312487 sec): 3 clusters Score: Raw -156268.544066 + Penalty 1116.274254 = -155152.269811 nChanged 16 SP:Iteration 15F (212.318164 sec): 3 clusters Score: Raw -156275.856330 + Penalty 1124.775325 = -155151.081006 nChanged 13 SP:Iteration 16F (212.323879 sec): 3 clusters Score: Raw -156280.619072 + Penalty 1130.158823 = -155150.460249 nChanged 8 SP:Iteration 17F (212.329587 sec): 3 clusters Score: Raw -156283.652460 + Penalty 1132.178272 = -155151.474189 nChanged 4 SP:Iteration 18Q (212.334324 sec): 3 clusters Score: Raw -156284.461601 + Penalty 1134.978154 = -155149.483447 nChanged 5 SP:Iteration 19F (212.340002 sec): 3 clusters Score: Raw -156286.404763 + Penalty 1135.131512 = -155151.273252 nChanged 5 SP:Iteration 20F (212.345684 sec): 3 clusters Score: Raw -156289.354031 + Penalty 1143.723094 = -155145.630937 nChanged 7 SP:Iteration 21F (212.351361 sec): 3 clusters Score: Raw -156291.601441 + Penalty 1151.978947 = -155139.622494 nChanged 4 SP:Iteration 22F (212.357030 sec): 3 clusters Score: Raw -156292.984190 + Penalty 1156.805332 = -155136.178858 nChanged 5 SP:Iteration 23F (212.362750 sec): 3 clusters Score: Raw -156294.514506 + Penalty 1159.865299 = -155134.649207 nChanged 5 SP:Iteration 24F (212.368733 sec): 3 clusters Score: Raw -156296.395181 + Penalty 1164.049524 = -155132.345657 nChanged 5 SP:Iteration 25F (212.374457 sec): 3 clusters Score: Raw -156299.525075 + Penalty 1170.548476 = -155128.976599 nChanged 5 SP:Iteration 26F (212.380257 sec): 3 clusters Score: Raw -156303.588744 + Penalty 1173.866050 = -155129.722694 nChanged 7 SP:Iteration 27Q (212.384975 sec): 3 clusters Score: Raw -156314.103762 + Penalty 1180.213908 = -155133.889854 nChanged 12 SP:Iteration 28Q (212.389677 sec): 3 clusters Score: Raw -156326.876857 + Penalty 1193.570555 = -155133.306302 nChanged 8 SP:Iteration 29F (212.395565 sec): 3 clusters Score: Raw -156334.427892 + Penalty 1200.791008 = -155133.636884 nChanged 6 SP:Iteration 30F (212.401510 sec): 3 clusters Score: Raw -156338.573834 + Penalty 1204.914696 = -155133.659138 nChanged 5 SP:Iteration 31Q (212.406317 sec): 3 clusters Score: Raw -156340.703635 + Penalty 1206.859548 = -155133.844088 nChanged 3 SP:Iteration 32Q (212.410986 sec): 3 clusters Score: Raw -156341.981672 + Penalty 1209.452214 = -155132.529458 nChanged 1 SP:Iteration 33F (212.416669 sec): 3 clusters Score: Raw -156342.314683 + Penalty 1211.910959 = -155130.403724 nChanged 1 SP:Iteration 34F (212.422349 sec): 3 clusters Score: Raw -156342.547921 + Penalty 1211.769585 = -155130.778336 nChanged 1 SP:Iteration 35Q (212.427001 sec): 3 clusters Score: Raw -156343.352484 + Penalty 1211.723591 = -155131.628893 nChanged 2 SP:Iteration 36Q (212.431657 sec): 3 clusters Score: Raw -156344.061135 + Penalty 1214.345501 = -155129.715634 nChanged 2 SP:Iteration 37F (212.437322 sec): 3 clusters Score: Raw -156345.126451 + Penalty 1219.471116 = -155125.655336 nChanged 2 SP:Iteration 38F (212.443003 sec): 3 clusters Score: Raw -156345.413401 + Penalty 1219.471116 = -155125.942285 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 41 (1522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.453347 sec): 2 clusters Score: Raw -75859.821102 + Penalty 115.427847 = -75744.393255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.456274 sec): 3 clusters Score: Raw -74933.673757 + Penalty 237.927991 = -74695.745766 nChanged 692 SP:Iteration 1F (212.459135 sec): 3 clusters Score: Raw -75637.358078 + Penalty 230.324748 = -75407.033330 nChanged 148 SP:Iteration 2F (212.462125 sec): 3 clusters Score: Raw -75768.789484 + Penalty 225.072263 = -75543.717222 nChanged 61 SP:Iteration 3Q (212.465081 sec): 3 clusters Score: Raw -75828.939686 + Penalty 236.681577 = -75592.258110 nChanged 39 SP:Iteration 4Q (212.467956 sec): 3 clusters Score: Raw -75861.469635 + Penalty 253.524595 = -75607.945041 nChanged 17 SP:Iteration 5Q (212.470864 sec): 3 clusters Score: Raw -75885.740607 + Penalty 279.945152 = -75605.795455 nChanged 11 SP:Iteration 6F (212.473694 sec): 3 clusters Score: Raw -75894.343000 + Penalty 287.597878 = -75606.745122 nChanged 4 SP:Iteration 7Q (212.476349 sec): 3 clusters Score: Raw -75896.732173 + Penalty 289.350722 = -75607.381452 nChanged 4 SP:Iteration 8Q (212.478931 sec): 3 clusters Score: Raw -75898.132451 + Penalty 294.086866 = -75604.045586 nChanged 3 SP:Iteration 9F (212.481725 sec): 3 clusters Score: Raw -75898.640802 + Penalty 297.983507 = -75600.657295 nChanged 1 SP:Iteration 10F (212.484515 sec): 3 clusters Score: Raw -75898.806372 + Penalty 297.983507 = -75600.822865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 50 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.488373 sec): 2 clusters Score: Raw -23411.909811 + Penalty 345.061221 = -23066.848590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.489451 sec): 3 clusters Score: Raw -23158.704953 + Penalty 697.043921 = -22461.661032 nChanged 156 SP:Iteration 1F (212.490501 sec): 3 clusters Score: Raw -23277.320054 + Penalty 725.181691 = -22552.138364 nChanged 77 SP:Iteration 2F (212.491550 sec): 3 clusters Score: Raw -23386.672278 + Penalty 748.106727 = -22638.565551 nChanged 40 SP:Iteration 3F (212.492593 sec): 3 clusters Score: Raw -23460.736118 + Penalty 761.442051 = -22699.294067 nChanged 31 SP:Iteration 4F (212.493637 sec): 3 clusters Score: Raw -23509.785366 + Penalty 771.569398 = -22738.215968 nChanged 11 SP:Iteration 5Q (212.494647 sec): 3 clusters Score: Raw -23519.288528 + Penalty 775.879446 = -22743.409082 nChanged 4 SP:Iteration 6Q (212.495641 sec): 3 clusters Score: Raw -23520.823720 + Penalty 781.064660 = -22739.759060 nChanged 3 SP:Iteration 7F (212.496684 sec): 3 clusters Score: Raw -23522.224917 + Penalty 784.102276 = -22738.122641 nChanged 3 SP:Iteration 8F (212.497764 sec): 3 clusters Score: Raw -23525.881278 + Penalty 787.958845 = -22737.922433 nChanged 4 SP:Iteration 9F (212.498805 sec): 3 clusters Score: Raw -23528.608740 + Penalty 786.619972 = -22741.988768 nChanged 3 SP:Iteration 10F (212.499845 sec): 3 clusters Score: Raw -23531.311117 + Penalty 784.652967 = -22746.658150 nChanged 2 SP:Iteration 11Q (212.500839 sec): 3 clusters Score: Raw -23532.217573 + Penalty 783.892918 = -22748.324656 nChanged 1 SP:Iteration 12Q (212.501834 sec): 3 clusters Score: Raw -23533.714213 + Penalty 783.021785 = -22750.692428 nChanged 1 SP:Iteration 13Q (212.502818 sec): 3 clusters Score: Raw -23534.212055 + Penalty 783.021785 = -22751.190270 nChanged 0 SP:Iteration 14F (212.503864 sec): 3 clusters Score: Raw -23534.212055 + Penalty 783.021785 = -22751.190270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 53 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.504920 sec): 2 clusters Score: Raw -10094.996260 + Penalty 216.770996 = -9878.225264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.505502 sec): 3 clusters Score: Raw -10030.699607 + Penalty 435.666932 = -9595.032675 nChanged 64 SP:Iteration 1F (212.506062 sec): 3 clusters Score: Raw -10107.160197 + Penalty 437.444338 = -9669.715859 nChanged 15 SP:Iteration 2F (212.506622 sec): 3 clusters Score: Raw -10127.354596 + Penalty 434.024334 = -9693.330262 nChanged 8 SP:Iteration 3Q (212.507175 sec): 3 clusters Score: Raw -10140.489084 + Penalty 435.397193 = -9705.091891 nChanged 3 SP:Iteration 4Q (212.507724 sec): 3 clusters Score: Raw -10144.110686 + Penalty 436.604329 = -9707.506357 nChanged 1 SP:Iteration 5Q (212.508268 sec): 3 clusters Score: Raw -10144.344378 + Penalty 436.604329 = -9707.740050 nChanged 0 SP:Iteration 6F (212.508826 sec): 3 clusters Score: Raw -10144.344378 + Penalty 436.604329 = -9707.740050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 54 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.510338 sec): 2 clusters Score: Raw -10198.650222 + Penalty 650.299109 = -9548.351112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.510957 sec): 3 clusters Score: Raw -10251.109814 + Penalty 1298.841209 = -8952.268605 nChanged 50 SP:Iteration 1F (212.511568 sec): 3 clusters Score: Raw -10336.242017 + Penalty 1296.655684 = -9039.586333 nChanged 17 SP:Iteration 2F (212.512175 sec): 3 clusters Score: Raw -10385.325320 + Penalty 1296.981680 = -9088.343639 nChanged 8 SP:Iteration 3Q (212.512750 sec): 3 clusters Score: Raw -10396.840144 + Penalty 1296.183647 = -9100.656498 nChanged 3 SP:Iteration 4Q (212.513322 sec): 3 clusters Score: Raw -10401.563794 + Penalty 1296.118222 = -9105.445573 nChanged 2 SP:Iteration 5Q (212.513893 sec): 3 clusters Score: Raw -10404.581949 + Penalty 1295.453608 = -9109.128341 nChanged 2 SP:Iteration 6Q (212.514463 sec): 3 clusters Score: Raw -10408.149968 + Penalty 1294.683440 = -9113.466527 nChanged 3 SP:Iteration 7Q (212.515032 sec): 3 clusters Score: Raw -10412.205648 + Penalty 1294.350726 = -9117.854922 nChanged 3 SP:Iteration 8Q (212.515601 sec): 3 clusters Score: Raw -10417.100648 + Penalty 1293.604707 = -9123.495941 nChanged 2 SP:Iteration 9Q (212.516169 sec): 3 clusters Score: Raw -10419.526533 + Penalty 1293.389772 = -9126.136760 nChanged 1 SP:Iteration 10F (212.516775 sec): 3 clusters Score: Raw -10420.727483 + Penalty 1294.060865 = -9126.666618 nChanged 3 SP:Iteration 11Q (212.517343 sec): 3 clusters Score: Raw -10426.904679 + Penalty 1295.182805 = -9131.721874 nChanged 3 SP:Iteration 12Q (212.517910 sec): 3 clusters Score: Raw -10438.352086 + Penalty 1294.541367 = -9143.810719 nChanged 3 SP:Iteration 13Q (212.518475 sec): 3 clusters Score: Raw -10457.570175 + Penalty 1293.490469 = -9164.079706 nChanged 6 SP:Iteration 14Q (212.519036 sec): 3 clusters Score: Raw -10499.667885 + Penalty 1290.489439 = -9209.178446 nChanged 3 SP:Iteration 15Q (212.519597 sec): 3 clusters Score: Raw -10504.875734 + Penalty 1289.338078 = -9215.537656 nChanged 4 SP:Iteration 16Q (212.520156 sec): 3 clusters Score: Raw -10522.570204 + Penalty 1287.042107 = -9235.528097 nChanged 2 SP:Iteration 17Q (212.520711 sec): 3 clusters Score: Raw -10528.328968 + Penalty 1285.991824 = -9242.337143 nChanged 2 SP:Iteration 18Q (212.521266 sec): 3 clusters Score: Raw -10530.159041 + Penalty 1284.767406 = -9245.391635 nChanged 1 SP:Iteration 19Q (212.521822 sec): 3 clusters Score: Raw -10531.243567 + Penalty 1284.767406 = -9246.476160 nChanged 0 SP:Iteration 20F (212.522428 sec): 3 clusters Score: Raw -10531.243567 + Penalty 1284.767406 = -9246.476160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 57 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.523684 sec): 2 clusters Score: Raw -13666.056649 + Penalty 291.016591 = -13375.040058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.524396 sec): 3 clusters Score: Raw -13553.935310 + Penalty 582.677205 = -12971.258105 nChanged 89 SP:Iteration 1F (212.525096 sec): 3 clusters Score: Raw -13686.537851 + Penalty 561.304039 = -13125.233812 nChanged 40 SP:Iteration 2F (212.525793 sec): 3 clusters Score: Raw -13751.811310 + Penalty 544.255203 = -13207.556106 nChanged 16 SP:Iteration 3F (212.526489 sec): 3 clusters Score: Raw -13773.885654 + Penalty 525.977382 = -13247.908272 nChanged 8 SP:Iteration 4Q (212.527155 sec): 3 clusters Score: Raw -13782.476831 + Penalty 515.655916 = -13266.820915 nChanged 5 SP:Iteration 5Q (212.527812 sec): 3 clusters Score: Raw -13785.245184 + Penalty 512.419127 = -13272.826057 nChanged 1 SP:Iteration 6Q (212.528468 sec): 3 clusters Score: Raw -13787.885718 + Penalty 501.390551 = -13286.495167 nChanged 3 SP:Iteration 7Q (212.529121 sec): 3 clusters Score: Raw -13793.243856 + Penalty 493.429244 = -13299.814612 nChanged 2 SP:Iteration 8Q (212.529771 sec): 3 clusters Score: Raw -13796.635915 + Penalty 491.656025 = -13304.979891 nChanged 1 SP:Iteration 9Q (212.530445 sec): 3 clusters Score: Raw -13796.978367 + Penalty 491.656025 = -13305.322343 nChanged 0 SP:Iteration 10F (212.531143 sec): 3 clusters Score: Raw -13796.978367 + Penalty 491.656025 = -13305.322343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 58 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.531874 sec): 2 clusters Score: Raw -3745.220528 + Penalty 503.925362 = -3241.295166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.532242 sec): 3 clusters Score: Raw -3870.281633 + Penalty 1009.126873 = -2861.154760 nChanged 9 SP:Iteration 1F (212.532603 sec): 3 clusters Score: Raw -3918.302650 + Penalty 1010.092989 = -2908.209660 nChanged 1 SP:Iteration 2Q (212.532947 sec): 3 clusters Score: Raw -3922.069795 + Penalty 1010.092989 = -2911.976806 nChanged 0 SP:Iteration 3F (212.533311 sec): 3 clusters Score: Raw -3922.069795 + Penalty 1010.092989 = -2911.976806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 60 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.536265 sec): 2 clusters Score: Raw -26851.221697 + Penalty 832.369932 = -26018.851765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.537345 sec): 3 clusters Score: Raw -26714.153124 + Penalty 1666.309093 = -25047.844031 nChanged 110 SP:Iteration 1F (212.538404 sec): 3 clusters Score: Raw -26827.996468 + Penalty 1668.162375 = -25159.834093 nChanged 33 SP:Iteration 2F (212.539461 sec): 3 clusters Score: Raw -26863.424102 + Penalty 1669.313944 = -25194.110158 nChanged 15 SP:Iteration 3Q (212.540501 sec): 3 clusters Score: Raw -26887.663032 + Penalty 1670.058216 = -25217.604815 nChanged 6 SP:Iteration 4Q (212.541536 sec): 3 clusters Score: Raw -26895.242270 + Penalty 1672.200928 = -25223.041341 nChanged 10 SP:Iteration 5Q (212.542569 sec): 3 clusters Score: Raw -26905.992789 + Penalty 1673.569718 = -25232.423071 nChanged 9 SP:Iteration 6Q (212.543597 sec): 3 clusters Score: Raw -26918.426226 + Penalty 1673.717632 = -25244.708594 nChanged 4 SP:Iteration 7Q (212.544622 sec): 3 clusters Score: Raw -26921.025920 + Penalty 1673.717632 = -25247.308288 nChanged 0 SP:Iteration 8F (212.545677 sec): 3 clusters Score: Raw -26921.025920 + Penalty 1673.717632 = -25247.308288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 67 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.547470 sec): 2 clusters Score: Raw -22615.825894 + Penalty 671.101183 = -21944.724712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.548438 sec): 3 clusters Score: Raw -22480.882685 + Penalty 1345.195319 = -21135.687366 nChanged 102 SP:Iteration 1F (212.549390 sec): 3 clusters Score: Raw -22591.684459 + Penalty 1346.416674 = -21245.267785 nChanged 29 SP:Iteration 2F (212.550341 sec): 3 clusters Score: Raw -22633.975362 + Penalty 1346.866638 = -21287.108724 nChanged 21 SP:Iteration 3Q (212.551275 sec): 3 clusters Score: Raw -22668.030884 + Penalty 1348.141285 = -21319.889599 nChanged 20 SP:Iteration 4Q (212.552205 sec): 3 clusters Score: Raw -22724.689429 + Penalty 1348.418787 = -21376.270642 nChanged 21 SP:Iteration 5Q (212.553115 sec): 3 clusters Score: Raw -22756.406453 + Penalty 1348.807914 = -21407.598539 nChanged 8 SP:Iteration 6Q (212.554015 sec): 3 clusters Score: Raw -22766.187560 + Penalty 1348.689740 = -21417.497820 nChanged 4 SP:Iteration 7Q (212.554914 sec): 3 clusters Score: Raw -22769.089238 + Penalty 1349.279897 = -21419.809341 nChanged 2 SP:Iteration 8Q (212.555815 sec): 3 clusters Score: Raw -22771.013751 + Penalty 1348.875698 = -21422.138054 nChanged 2 SP:Iteration 9Q (212.556711 sec): 3 clusters Score: Raw -22774.294765 + Penalty 1349.013415 = -21425.281350 nChanged 1 SP:Iteration 10F (212.557659 sec): 3 clusters Score: Raw -22776.087047 + Penalty 1348.791362 = -21427.295686 nChanged 2 SP:Iteration 11Q (212.558590 sec): 3 clusters Score: Raw -22778.012887 + Penalty 1348.791362 = -21429.221525 nChanged 0 SP:Iteration 12F (212.559539 sec): 3 clusters Score: Raw -22778.012887 + Penalty 1348.791362 = -21429.221525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 68 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.560468 sec): 2 clusters Score: Raw -7540.510078 + Penalty 223.870830 = -7316.639248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.560974 sec): 3 clusters Score: Raw -7486.909861 + Penalty 448.735405 = -7038.174457 nChanged 41 SP:Iteration 1F (212.561473 sec): 3 clusters Score: Raw -7523.109369 + Penalty 450.697791 = -7072.411578 nChanged 12 SP:Iteration 2F (212.561969 sec): 3 clusters Score: Raw -7540.064022 + Penalty 453.422988 = -7086.641034 nChanged 7 SP:Iteration 3Q (212.562457 sec): 3 clusters Score: Raw -7547.364590 + Penalty 453.759102 = -7093.605488 nChanged 2 SP:Iteration 4Q (212.562941 sec): 3 clusters Score: Raw -7548.629313 + Penalty 454.601254 = -7094.028058 nChanged 1 SP:Iteration 5Q (212.563426 sec): 3 clusters Score: Raw -7550.016112 + Penalty 455.502390 = -7094.513722 nChanged 1 SP:Iteration 6Q (212.563910 sec): 3 clusters Score: Raw -7550.715520 + Penalty 457.272218 = -7093.443302 nChanged 2 SP:Iteration 7F (212.564404 sec): 3 clusters Score: Raw -7553.534635 + Penalty 457.948376 = -7095.586259 nChanged 1 SP:Iteration 8Q (212.564896 sec): 3 clusters Score: Raw -7554.709064 + Penalty 457.948376 = -7096.760687 nChanged 0 SP:Iteration 9F (212.565381 sec): 3 clusters Score: Raw -7554.709064 + Penalty 457.948376 = -7096.760687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 78 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.566223 sec): 2 clusters Score: Raw -5480.008647 + Penalty 660.783600 = -4819.225047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.566661 sec): 3 clusters Score: Raw -5560.535663 + Penalty 1318.338724 = -4242.196939 nChanged 14 SP:Iteration 1F (212.567121 sec): 3 clusters Score: Raw -5608.648452 + Penalty 1315.366275 = -4293.282176 nChanged 3 SP:Iteration 2Q (212.567540 sec): 3 clusters Score: Raw -5627.679364 + Penalty 1315.075064 = -4312.604300 nChanged 2 SP:Iteration 3Q (212.567954 sec): 3 clusters Score: Raw -5638.828565 + Penalty 1314.017351 = -4324.811214 nChanged 1 SP:Iteration 4Q (212.568365 sec): 3 clusters Score: Raw -5645.808004 + Penalty 1314.017351 = -4331.790653 nChanged 0 SP:Iteration 5F (212.568810 sec): 3 clusters Score: Raw -5645.808004 + Penalty 1314.017351 = -4331.790653 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 80 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.572795 sec): 2 clusters Score: Raw -29465.923147 + Penalty 584.523875 = -28881.399272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.574277 sec): 3 clusters Score: Raw -29213.087646 + Penalty 1175.822215 = -28037.265431 nChanged 202 SP:Iteration 1F (212.575725 sec): 3 clusters Score: Raw -29409.563474 + Penalty 1191.111946 = -28218.451528 nChanged 62 SP:Iteration 2F (212.577152 sec): 3 clusters Score: Raw -29520.321688 + Penalty 1217.689349 = -28302.632339 nChanged 54 SP:Iteration 3F (212.578581 sec): 3 clusters Score: Raw -29601.586913 + Penalty 1235.843353 = -28365.743561 nChanged 27 SP:Iteration 4Q (212.580018 sec): 3 clusters Score: Raw -29644.662690 + Penalty 1250.529120 = -28394.133570 nChanged 20 SP:Iteration 5Q (212.581422 sec): 3 clusters Score: Raw -29671.805215 + Penalty 1261.196364 = -28410.608851 nChanged 13 SP:Iteration 6Q (212.582798 sec): 3 clusters Score: Raw -29692.653577 + Penalty 1269.697305 = -28422.956272 nChanged 11 SP:Iteration 7Q (212.584189 sec): 3 clusters Score: Raw -29713.686598 + Penalty 1277.572102 = -28436.114496 nChanged 9 SP:Iteration 8Q (212.585554 sec): 3 clusters Score: Raw -29725.535024 + Penalty 1279.608821 = -28445.926203 nChanged 3 SP:Iteration 9Q (212.586935 sec): 3 clusters Score: Raw -29730.115845 + Penalty 1279.947728 = -28450.168117 nChanged 2 SP:Iteration 10F (212.588356 sec): 3 clusters Score: Raw -29733.063669 + Penalty 1281.586204 = -28451.477465 nChanged 2 SP:Iteration 11Q (212.589728 sec): 3 clusters Score: Raw -29735.615609 + Penalty 1282.439335 = -28453.176273 nChanged 3 SP:Iteration 12Q (212.591087 sec): 3 clusters Score: Raw -29739.139251 + Penalty 1283.031373 = -28456.107879 nChanged 2 SP:Iteration 13Q (212.592454 sec): 3 clusters Score: Raw -29740.586393 + Penalty 1283.031373 = -28457.555021 nChanged 0 SP:Iteration 14F (212.593913 sec): 3 clusters Score: Raw -29740.586393 + Penalty 1283.031373 = -28457.555021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 81 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.596461 sec): 2 clusters Score: Raw -6541.476506 + Penalty 720.477643 = -5820.998863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.596943 sec): 3 clusters Score: Raw -6646.145105 + Penalty 1440.395603 = -5205.749502 nChanged 22 SP:Iteration 1F (212.597436 sec): 3 clusters Score: Raw -6710.989356 + Penalty 1441.100716 = -5269.888640 nChanged 7 SP:Iteration 2Q (212.597876 sec): 3 clusters Score: Raw -6733.303301 + Penalty 1441.288608 = -5292.014693 nChanged 3 SP:Iteration 3Q (212.598310 sec): 3 clusters Score: Raw -6738.689976 + Penalty 1441.305945 = -5297.384031 nChanged 1 SP:Iteration 4Q (212.598744 sec): 3 clusters Score: Raw -6742.493558 + Penalty 1441.256105 = -5301.237453 nChanged 1 SP:Iteration 5Q (212.599202 sec): 3 clusters Score: Raw -6746.157392 + Penalty 1441.139225 = -5305.018167 nChanged 1 SP:Iteration 6Q (212.599640 sec): 3 clusters Score: Raw -6748.487320 + Penalty 1441.139225 = -5307.348096 nChanged 0 SP:Iteration 7F (212.600113 sec): 3 clusters Score: Raw -6748.487320 + Penalty 1441.139225 = -5307.348096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 84 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.601517 sec): 2 clusters Score: Raw -14214.703786 + Penalty 369.351488 = -13845.352299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.602345 sec): 3 clusters Score: Raw -14124.987067 + Penalty 758.647998 = -13366.339069 nChanged 92 SP:Iteration 1F (212.603123 sec): 3 clusters Score: Raw -14240.392312 + Penalty 768.735372 = -13471.656940 nChanged 19 SP:Iteration 2F (212.603902 sec): 3 clusters Score: Raw -14262.954333 + Penalty 780.973050 = -13481.981284 nChanged 13 SP:Iteration 3Q (212.604654 sec): 3 clusters Score: Raw -14280.767639 + Penalty 789.896286 = -13490.871353 nChanged 9 SP:Iteration 4Q (212.605398 sec): 3 clusters Score: Raw -14287.496919 + Penalty 796.288885 = -13491.208034 nChanged 4 SP:Iteration 5Q (212.606138 sec): 3 clusters Score: Raw -14289.768115 + Penalty 799.216194 = -13490.551921 nChanged 3 SP:Iteration 6F (212.606916 sec): 3 clusters Score: Raw -14291.829437 + Penalty 799.187012 = -13492.642424 nChanged 2 SP:Iteration 7Q (212.607650 sec): 3 clusters Score: Raw -14294.623574 + Penalty 799.557948 = -13495.065627 nChanged 1 SP:Iteration 8Q (212.608379 sec): 3 clusters Score: Raw -14294.927733 + Penalty 799.511872 = -13495.415861 nChanged 1 SP:Iteration 9Q (212.609107 sec): 3 clusters Score: Raw -14295.155261 + Penalty 799.511872 = -13495.643389 nChanged 0 SP:Iteration 10F (212.609884 sec): 3 clusters Score: Raw -14295.155261 + Penalty 799.511872 = -13495.643389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 96 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.611380 sec): 2 clusters Score: Raw -19239.094879 + Penalty 411.753091 = -18827.341788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.612262 sec): 3 clusters Score: Raw -19088.323387 + Penalty 831.072967 = -18257.250420 nChanged 113 SP:Iteration 1F (212.613160 sec): 3 clusters Score: Raw -19182.909705 + Penalty 847.506737 = -18335.402968 nChanged 43 SP:Iteration 2F (212.614023 sec): 3 clusters Score: Raw -19225.721189 + Penalty 866.110222 = -18359.610967 nChanged 29 SP:Iteration 3F (212.614884 sec): 3 clusters Score: Raw -19253.280311 + Penalty 883.026438 = -18370.253873 nChanged 15 SP:Iteration 4Q (212.615737 sec): 3 clusters Score: Raw -19267.940501 + Penalty 893.893513 = -18374.046988 nChanged 8 SP:Iteration 5Q (212.616589 sec): 3 clusters Score: Raw -19275.983077 + Penalty 907.822282 = -18368.160796 nChanged 6 SP:Iteration 6F (212.617449 sec): 3 clusters Score: Raw -19283.950437 + Penalty 914.213408 = -18369.737029 nChanged 3 SP:Iteration 7Q (212.618296 sec): 3 clusters Score: Raw -19286.563282 + Penalty 916.278612 = -18370.284670 nChanged 2 SP:Iteration 8Q (212.619143 sec): 3 clusters Score: Raw -19289.239214 + Penalty 922.226886 = -18367.012328 nChanged 2 SP:Iteration 9F (212.620002 sec): 3 clusters Score: Raw -19290.192816 + Penalty 922.226886 = -18367.965930 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 102 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.621999 sec): 2 clusters Score: Raw -30130.821242 + Penalty 55.897810 = -30074.923432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.623253 sec): 3 clusters Score: Raw -29776.966924 + Penalty 113.188634 = -29663.778290 nChanged 256 SP:Iteration 1F (212.624493 sec): 3 clusters Score: Raw -30003.789856 + Penalty 117.342697 = -29886.447159 nChanged 74 SP:Iteration 2F (212.625737 sec): 3 clusters Score: Raw -30098.080769 + Penalty 122.304168 = -29975.776601 nChanged 50 SP:Iteration 3F (212.626970 sec): 3 clusters Score: Raw -30159.124459 + Penalty 124.794088 = -30034.330371 nChanged 21 SP:Iteration 4Q (212.628188 sec): 3 clusters Score: Raw -30178.113804 + Penalty 123.012454 = -30055.101350 nChanged 8 SP:Iteration 5Q (212.629386 sec): 3 clusters Score: Raw -30183.421230 + Penalty 124.456271 = -30058.964959 nChanged 9 SP:Iteration 6Q (212.630570 sec): 3 clusters Score: Raw -30188.456347 + Penalty 124.790970 = -30063.665376 nChanged 8 SP:Iteration 7Q (212.631736 sec): 3 clusters Score: Raw -30193.317103 + Penalty 127.181077 = -30066.136027 nChanged 9 SP:Iteration 8Q (212.632873 sec): 3 clusters Score: Raw -30196.575722 + Penalty 128.550552 = -30068.025170 nChanged 6 SP:Iteration 9Q (212.633992 sec): 3 clusters Score: Raw -30198.063044 + Penalty 129.364593 = -30068.698451 nChanged 4 SP:Iteration 10F (212.635208 sec): 3 clusters Score: Raw -30198.956917 + Penalty 129.266694 = -30069.690223 nChanged 3 SP:Iteration 11Q (212.636294 sec): 3 clusters Score: Raw -30199.417739 + Penalty 129.690743 = -30069.726997 nChanged 1 SP:Iteration 12Q (212.637394 sec): 3 clusters Score: Raw -30199.667119 + Penalty 128.827524 = -30070.839596 nChanged 1 SP:Iteration 13Q (212.638481 sec): 3 clusters Score: Raw -30200.776658 + Penalty 128.827524 = -30071.949135 nChanged 0 SP:Iteration 14F (212.639715 sec): 3 clusters Score: Raw -30200.776658 + Penalty 128.827524 = -30071.949135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 105 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.640710 sec): 2 clusters Score: Raw -8810.474478 + Penalty 544.453335 = -8266.021143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.641254 sec): 3 clusters Score: Raw -8811.460713 + Penalty 1094.141581 = -7717.319131 nChanged 36 SP:Iteration 1F (212.641790 sec): 3 clusters Score: Raw -8862.176532 + Penalty 1095.957344 = -7766.219188 nChanged 7 SP:Iteration 2Q (212.642306 sec): 3 clusters Score: Raw -8883.867661 + Penalty 1096.627111 = -7787.240550 nChanged 4 SP:Iteration 3Q (212.642817 sec): 3 clusters Score: Raw -8896.923745 + Penalty 1094.624439 = -7802.299306 nChanged 4 SP:Iteration 4Q (212.643325 sec): 3 clusters Score: Raw -8903.363470 + Penalty 1093.382643 = -7809.980827 nChanged 2 SP:Iteration 5Q (212.643861 sec): 3 clusters Score: Raw -8907.084701 + Penalty 1092.276425 = -7814.808276 nChanged 1 SP:Iteration 6Q (212.644368 sec): 3 clusters Score: Raw -8909.235803 + Penalty 1092.276425 = -7816.959378 nChanged 0 SP:Iteration 7F (212.644899 sec): 3 clusters Score: Raw -8909.235803 + Penalty 1092.276425 = -7816.959378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 141 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.646291 sec): 2 clusters Score: Raw -15117.439881 + Penalty 266.788563 = -14850.651317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.647146 sec): 3 clusters Score: Raw -14975.459900 + Penalty 553.240311 = -14422.219589 nChanged 104 SP:Iteration 1F (212.647997 sec): 3 clusters Score: Raw -15128.372124 + Penalty 594.180418 = -14534.191706 nChanged 47 SP:Iteration 2F (212.648841 sec): 3 clusters Score: Raw -15202.009744 + Penalty 604.973574 = -14597.036170 nChanged 21 SP:Iteration 3F (212.649686 sec): 3 clusters Score: Raw -15232.817214 + Penalty 623.525056 = -14609.292159 nChanged 8 SP:Iteration 4Q (212.650567 sec): 3 clusters Score: Raw -15246.721223 + Penalty 623.158426 = -14623.562797 nChanged 2 SP:Iteration 5Q (212.651328 sec): 3 clusters Score: Raw -15252.925589 + Penalty 627.246330 = -14625.679259 nChanged 2 SP:Iteration 6Q (212.652089 sec): 3 clusters Score: Raw -15254.162595 + Penalty 631.268314 = -14622.894281 nChanged 1 SP:Iteration 7F (212.652878 sec): 3 clusters Score: Raw -15256.013103 + Penalty 637.378437 = -14618.634665 nChanged 2 SP:Iteration 8F (212.653668 sec): 3 clusters Score: Raw -15262.523001 + Penalty 637.378437 = -14625.144564 nChanged 0 Iteration 268F (213.751967 sec): 44 clusters Score: Raw -2377372.872425 + Penalty 29940.156030 = -2347432.716395 nChanged 142 Iteration 269Q (213.956493 sec): 44 clusters Score: Raw -2377395.929670 + Penalty 29950.931986 = -2347444.997684 nChanged 69 Iteration 270F (215.033741 sec): 44 clusters Score: Raw -2377401.987783 + Penalty 29947.265380 = -2347454.722403 nChanged 44 Iteration 271Q (215.236534 sec): 44 clusters Score: Raw -2377403.887912 + Penalty 29944.887945 = -2347458.999966 nChanged 30 Iteration 272Q (215.438799 sec): 44 clusters Score: Raw -2377404.953472 + Penalty 29943.541985 = -2347461.411487 nChanged 17 Iteration 273Q (215.641279 sec): 44 clusters Score: Raw -2377405.319712 + Penalty 29943.159262 = -2347462.160450 nChanged 13 Iteration 274Q (215.843105 sec): 44 clusters Score: Raw -2377405.503639 + Penalty 29942.494321 = -2347463.009318 nChanged 16 Iteration 275Q (216.045008 sec): 44 clusters Score: Raw -2377405.728855 + Penalty 29942.131135 = -2347463.597719 nChanged 11 Iteration 276Q (216.246367 sec): 44 clusters Score: Raw -2377405.917068 + Penalty 29942.214987 = -2347463.702081 nChanged 9 Iteration 277Q (216.447657 sec): 44 clusters Score: Raw -2377406.111716 + Penalty 29942.311144 = -2347463.800572 nChanged 9 Iteration 278Q (216.649702 sec): 44 clusters Score: Raw -2377406.452183 + Penalty 29942.933219 = -2347463.518964 nChanged 13 Iteration 279F (217.729177 sec): 44 clusters Score: Raw -2377407.348865 + Penalty 29942.980556 = -2347464.368309 nChanged 12 Iteration 280F (218.808617 sec): 44 clusters Score: Raw -2377408.456564 + Penalty 29943.221099 = -2347465.235465 nChanged 19 Iteration 281Q (219.010681 sec): 44 clusters Score: Raw -2377409.903894 + Penalty 29943.575978 = -2347466.327916 nChanged 21 Iteration 282Q (219.213206 sec): 44 clusters Score: Raw -2377410.793170 + Penalty 29943.783578 = -2347467.009591 nChanged 19 Iteration 283Q (219.415493 sec): 44 clusters Score: Raw -2377411.462823 + Penalty 29942.949991 = -2347468.512832 nChanged 22 Iteration 284Q (219.618725 sec): 44 clusters Score: Raw -2377412.140883 + Penalty 29943.133586 = -2347469.007296 nChanged 9 Iteration 285Q (219.821492 sec): 44 clusters Score: Raw -2377412.318101 + Penalty 29943.209082 = -2347469.109019 nChanged 7 Iteration 286Q (220.023425 sec): 44 clusters Score: Raw -2377412.405476 + Penalty 29943.308276 = -2347469.097200 nChanged 6 Iteration 287F (221.104062 sec): 44 clusters Score: Raw -2377412.470493 + Penalty 29943.251833 = -2347469.218661 nChanged 1 Iteration 288Q (221.306837 sec): 44 clusters Score: Raw -2377412.482787 + Penalty 29943.253599 = -2347469.229188 nChanged 1 Iteration 289Q (221.509347 sec): 44 clusters Score: Raw -2377412.487949 + Penalty 29943.255048 = -2347469.232901 nChanged 1 Iteration 290F (222.594826 sec): 44 clusters Score: Raw -2377412.486015 + Penalty 29943.255048 = -2347469.230967 nChanged 0 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.47 GB. Compute initial score before splitting: Score: Raw -2377412.486015 + Penalty 29943.255048 = -2347469.230967Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 1 (1777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (222.761494 sec): 2 clusters Score: Raw -90981.170626 + Penalty 95.292396 = -90885.878230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (222.764803 sec): 3 clusters Score: Raw -89822.199042 + Penalty 191.699763 = -89630.499279 nChanged 822 SP:Iteration 1F (222.768054 sec): 3 clusters Score: Raw -90595.666371 + Penalty 191.916538 = -90403.749833 nChanged 167 SP:Iteration 2F (222.771414 sec): 3 clusters Score: Raw -90696.956607 + Penalty 191.841698 = -90505.114909 nChanged 57 SP:Iteration 3Q (222.774584 sec): 3 clusters Score: Raw -90720.960197 + Penalty 191.222972 = -90529.737225 nChanged 45 SP:Iteration 4Q (222.777737 sec): 3 clusters Score: Raw -90744.456962 + Penalty 190.719946 = -90553.737016 nChanged 47 SP:Iteration 5Q (222.780883 sec): 3 clusters Score: Raw -90764.196270 + Penalty 190.337861 = -90573.858409 nChanged 41 SP:Iteration 6Q (222.784014 sec): 3 clusters Score: Raw -90783.761329 + Penalty 190.090161 = -90593.671168 nChanged 41 SP:Iteration 7Q (222.787141 sec): 3 clusters Score: Raw -90802.374839 + Penalty 189.858273 = -90612.516566 nChanged 33 SP:Iteration 8Q (222.790270 sec): 3 clusters Score: Raw -90817.587049 + Penalty 189.721048 = -90627.866001 nChanged 36 SP:Iteration 9Q (222.793385 sec): 3 clusters Score: Raw -90832.315952 + Penalty 189.722747 = -90642.593205 nChanged 35 SP:Iteration 10F (222.796643 sec): 3 clusters Score: Raw -90846.587842 + Penalty 189.758764 = -90656.829078 nChanged 29 SP:Iteration 11Q (222.799764 sec): 3 clusters Score: Raw -90859.566172 + Penalty 189.990344 = -90669.575828 nChanged 26 SP:Iteration 12Q (222.802871 sec): 3 clusters Score: Raw -90870.513719 + Penalty 190.081671 = -90680.432048 nChanged 22 SP:Iteration 13Q (222.806043 sec): 3 clusters Score: Raw -90877.828736 + Penalty 190.353435 = -90687.475301 nChanged 17 SP:Iteration 14Q (222.809305 sec): 3 clusters Score: Raw -90883.397098 + Penalty 190.478521 = -90692.918577 nChanged 16 SP:Iteration 15Q (222.812488 sec): 3 clusters Score: Raw -90888.127232 + Penalty 190.623194 = -90697.504038 nChanged 13 SP:Iteration 16Q (222.815618 sec): 3 clusters Score: Raw -90890.464599 + Penalty 190.654396 = -90699.810203 nChanged 6 SP:Iteration 17Q (222.818778 sec): 3 clusters Score: Raw -90891.982393 + Penalty 190.633468 = -90701.348925 nChanged 6 SP:Iteration 18Q (222.821947 sec): 3 clusters Score: Raw -90893.655472 + Penalty 190.730138 = -90702.925334 nChanged 10 SP:Iteration 19Q (222.825019 sec): 3 clusters Score: Raw -90896.452050 + Penalty 190.807995 = -90705.644055 nChanged 10 SP:Iteration 20F (222.828365 sec): 3 clusters Score: Raw -90898.656115 + Penalty 190.811249 = -90707.844866 nChanged 7 SP:Iteration 21Q (222.831504 sec): 3 clusters Score: Raw -90899.986216 + Penalty 190.828823 = -90709.157393 nChanged 8 SP:Iteration 22Q (222.834584 sec): 3 clusters Score: Raw -90901.400681 + Penalty 190.847263 = -90710.553418 nChanged 6 SP:Iteration 23Q (222.837656 sec): 3 clusters Score: Raw -90902.445900 + Penalty 190.949393 = -90711.496507 nChanged 10 SP:Iteration 24Q (222.840732 sec): 3 clusters Score: Raw -90905.252848 + Penalty 190.965828 = -90714.287020 nChanged 6 SP:Iteration 25Q (222.843801 sec): 3 clusters Score: Raw -90906.511854 + Penalty 191.017631 = -90715.494223 nChanged 8 SP:Iteration 26Q (222.846906 sec): 3 clusters Score: Raw -90907.716948 + Penalty 191.046317 = -90716.670631 nChanged 8 SP:Iteration 27Q (222.849973 sec): 3 clusters Score: Raw -90908.791207 + Penalty 191.101058 = -90717.690149 nChanged 4 SP:Iteration 28Q (222.853072 sec): 3 clusters Score: Raw -90909.545643 + Penalty 191.139305 = -90718.406339 nChanged 5 SP:Iteration 29Q (222.856138 sec): 3 clusters Score: Raw -90910.242811 + Penalty 191.150797 = -90719.092014 nChanged 1 SP:Iteration 30F (222.859387 sec): 3 clusters Score: Raw -90910.259515 + Penalty 191.160625 = -90719.098890 nChanged 1 SP:Iteration 31Q (222.862458 sec): 3 clusters Score: Raw -90910.336625 + Penalty 191.178506 = -90719.158120 nChanged 1 SP:Iteration 32Q (222.865531 sec): 3 clusters Score: Raw -90910.340840 + Penalty 191.178506 = -90719.162334 nChanged 0 SP:Iteration 33F (222.868879 sec): 3 clusters Score: Raw -90910.340840 + Penalty 191.178506 = -90719.162334 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 2 (4455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (222.890186 sec): 2 clusters Score: Raw -224818.785666 + Penalty 146.284734 = -224672.500932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (222.898397 sec): 3 clusters Score: Raw -221886.265709 + Penalty 296.478159 = -221589.787550 nChanged 2105 SP:Iteration 1F (222.906397 sec): 3 clusters Score: Raw -223650.041738 + Penalty 306.341235 = -223343.700503 nChanged 712 SP:Iteration 2F (222.914432 sec): 3 clusters Score: Raw -224455.413504 + Penalty 307.810836 = -224147.602668 nChanged 339 SP:Iteration 3F (222.922362 sec): 3 clusters Score: Raw -224754.223020 + Penalty 309.243711 = -224444.979309 nChanged 161 SP:Iteration 4Q (222.930362 sec): 3 clusters Score: Raw -224816.965615 + Penalty 309.736912 = -224507.228703 nChanged 74 SP:Iteration 5Q (222.938079 sec): 3 clusters Score: Raw -224831.367254 + Penalty 309.869286 = -224521.497968 nChanged 24 SP:Iteration 6Q (222.945822 sec): 3 clusters Score: Raw -224835.796048 + Penalty 310.470020 = -224525.326028 nChanged 18 SP:Iteration 7Q (222.953448 sec): 3 clusters Score: Raw -224840.742140 + Penalty 311.093116 = -224529.649025 nChanged 14 SP:Iteration 8Q (222.961077 sec): 3 clusters Score: Raw -224844.949612 + Penalty 311.509407 = -224533.440205 nChanged 16 SP:Iteration 9Q (222.968779 sec): 3 clusters Score: Raw -224847.670456 + Penalty 311.820289 = -224535.850167 nChanged 10 SP:Iteration 10F (222.976704 sec): 3 clusters Score: Raw -224848.827964 + Penalty 312.230344 = -224536.597620 nChanged 12 SP:Iteration 11Q (222.984283 sec): 3 clusters Score: Raw -224850.278321 + Penalty 312.512028 = -224537.766294 nChanged 9 SP:Iteration 12Q (222.991849 sec): 3 clusters Score: Raw -224851.601238 + Penalty 313.264327 = -224538.336912 nChanged 18 SP:Iteration 13Q (222.999447 sec): 3 clusters Score: Raw -224854.866296 + Penalty 314.123080 = -224540.743216 nChanged 20 SP:Iteration 14Q (223.007004 sec): 3 clusters Score: Raw -224857.606739 + Penalty 314.617552 = -224542.989187 nChanged 12 SP:Iteration 15Q (223.015197 sec): 3 clusters Score: Raw -224858.383890 + Penalty 314.643278 = -224543.740612 nChanged 5 SP:Iteration 16Q (223.022964 sec): 3 clusters Score: Raw -224858.521258 + Penalty 314.763072 = -224543.758187 nChanged 2 SP:Iteration 17Q (223.030610 sec): 3 clusters Score: Raw -224858.542961 + Penalty 314.833622 = -224543.709339 nChanged 1 SP:Iteration 18F (223.038549 sec): 3 clusters Score: Raw -224858.579243 + Penalty 315.025534 = -224543.553709 nChanged 3 SP:Iteration 19F (223.046485 sec): 3 clusters Score: Raw -224858.786758 + Penalty 315.281542 = -224543.505217 nChanged 6 SP:Iteration 20F (223.054406 sec): 3 clusters Score: Raw -224859.172048 + Penalty 315.564678 = -224543.607370 nChanged 6 SP:Iteration 21Q (223.061915 sec): 3 clusters Score: Raw -224859.493632 + Penalty 315.708111 = -224543.785521 nChanged 6 SP:Iteration 22Q (223.069423 sec): 3 clusters Score: Raw -224859.823087 + Penalty 315.988856 = -224543.834231 nChanged 8 SP:Iteration 23Q (223.077080 sec): 3 clusters Score: Raw -224860.488527 + Penalty 316.290954 = -224544.197573 nChanged 11 SP:Iteration 24Q (223.084991 sec): 3 clusters Score: Raw -224862.070292 + Penalty 316.863232 = -224545.207060 nChanged 12 SP:Iteration 25Q (223.092932 sec): 3 clusters Score: Raw -224863.618140 + Penalty 317.320525 = -224546.297615 nChanged 13 SP:Iteration 26Q (223.100450 sec): 3 clusters Score: Raw -224865.669119 + Penalty 317.316397 = -224548.352721 nChanged 7 SP:Iteration 27Q (223.108022 sec): 3 clusters Score: Raw -224866.157548 + Penalty 317.503645 = -224548.653903 nChanged 6 SP:Iteration 28Q (223.115654 sec): 3 clusters Score: Raw -224866.599941 + Penalty 317.797885 = -224548.802056 nChanged 6 SP:Iteration 29Q (223.123404 sec): 3 clusters Score: Raw -224866.826713 + Penalty 317.902488 = -224548.924225 nChanged 2 SP:Iteration 30F (223.131413 sec): 3 clusters Score: Raw -224866.887538 + Penalty 318.145398 = -224548.742139 nChanged 6 SP:Iteration 31F (223.139346 sec): 3 clusters Score: Raw -224867.434587 + Penalty 318.504312 = -224548.930275 nChanged 9 SP:Iteration 32Q (223.146781 sec): 3 clusters Score: Raw -224867.882636 + Penalty 318.497641 = -224549.384996 nChanged 9 SP:Iteration 33Q (223.154218 sec): 3 clusters Score: Raw -224868.829484 + Penalty 318.587151 = -224550.242333 nChanged 10 SP:Iteration 34Q (223.161638 sec): 3 clusters Score: Raw -224870.223620 + Penalty 318.756761 = -224551.466859 nChanged 7 SP:Iteration 35Q (223.169036 sec): 3 clusters Score: Raw -224870.873397 + Penalty 319.017031 = -224551.856366 nChanged 11 SP:Iteration 36Q (223.176464 sec): 3 clusters Score: Raw -224871.506033 + Penalty 319.124034 = -224552.381998 nChanged 6 SP:Iteration 37Q (223.183880 sec): 3 clusters Score: Raw -224871.773453 + Penalty 319.095277 = -224552.678175 nChanged 3 SP:Iteration 38Q (223.191392 sec): 3 clusters Score: Raw -224872.111178 + Penalty 319.149184 = -224552.961994 nChanged 1 SP:Iteration 39Q (223.198810 sec): 3 clusters Score: Raw -224872.141362 + Penalty 318.928436 = -224553.212926 nChanged 1 SP:Iteration 40F (223.206778 sec): 3 clusters Score: Raw -224872.325781 + Penalty 318.936452 = -224553.389329 nChanged 2 SP:Iteration 41Q (223.214209 sec): 3 clusters Score: Raw -224872.404662 + Penalty 318.793416 = -224553.611246 nChanged 2 SP:Iteration 42Q (223.221895 sec): 3 clusters Score: Raw -224872.605647 + Penalty 318.712946 = -224553.892701 nChanged 2 SP:Iteration 43Q (223.229660 sec): 3 clusters Score: Raw -224872.768198 + Penalty 318.806593 = -224553.961605 nChanged 3 SP:Iteration 44Q (223.237195 sec): 3 clusters Score: Raw -224873.086037 + Penalty 318.885026 = -224554.201010 nChanged 3 SP:Iteration 45Q (223.244851 sec): 3 clusters Score: Raw -224873.386301 + Penalty 319.002383 = -224554.383918 nChanged 4 SP:Iteration 46Q (223.252253 sec): 3 clusters Score: Raw -224873.618623 + Penalty 319.034916 = -224554.583707 nChanged 3 SP:Iteration 47Q (223.259629 sec): 3 clusters Score: Raw -224873.743632 + Penalty 319.199608 = -224554.544025 nChanged 3 SP:Iteration 48F (223.267541 sec): 3 clusters Score: Raw -224873.794050 + Penalty 319.223214 = -224554.570836 nChanged 1 SP:Iteration 49Q (223.274946 sec): 3 clusters Score: Raw -224873.810213 + Penalty 319.170103 = -224554.640110 nChanged 3 SP:Iteration 50F (223.282893 sec): 3 clusters Score: Raw -224873.952555 + Penalty 319.051835 = -224554.900720 nChanged 4 SP:Iteration 51Q (223.290303 sec): 3 clusters Score: Raw -224874.148425 + Penalty 319.205217 = -224554.943209 nChanged 4 SP:Iteration 52Q (223.297670 sec): 3 clusters Score: Raw -224874.341224 + Penalty 319.248118 = -224555.093107 nChanged 4 SP:Iteration 53Q (223.305096 sec): 3 clusters Score: Raw -224874.472703 + Penalty 319.311852 = -224555.160851 nChanged 1 SP:Iteration 54Q (223.312593 sec): 3 clusters Score: Raw -224874.484171 + Penalty 319.449292 = -224555.034879 nChanged 2 SP:Iteration 55F (223.320663 sec): 3 clusters Score: Raw -224874.549137 + Penalty 319.657854 = -224554.891283 nChanged 3 SP:Iteration 56F (223.328863 sec): 3 clusters Score: Raw -224874.624395 + Penalty 319.657854 = -224554.966541 nChanged 0 Memory request: 0.09 GB would take us to total of 0.56 GB. Trying to split cluster 3 (18987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (223.416685 sec): 2 clusters Score: Raw -923271.026978 + Penalty 212.484676 = -923058.542302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (223.452502 sec): 3 clusters Score: Raw -910454.133846 + Penalty 430.149611 = -910023.984235 nChanged 9028 SP:Iteration 1F (223.487762 sec): 3 clusters Score: Raw -915581.319347 + Penalty 439.620838 = -915141.698510 nChanged 2281 SP:Iteration 2F (223.522937 sec): 3 clusters Score: Raw -916641.238977 + Penalty 447.631192 = -916193.607785 nChanged 1228 SP:Iteration 3F (223.558400 sec): 3 clusters Score: Raw -917422.694240 + Penalty 455.594830 = -916967.099410 nChanged 1265 SP:Iteration 4F (223.594306 sec): 3 clusters Score: Raw -918431.542676 + Penalty 457.843377 = -917973.699299 nChanged 1182 SP:Iteration 5F (223.629827 sec): 3 clusters Score: Raw -919264.891859 + Penalty 455.099045 = -918809.792814 nChanged 1068 SP:Iteration 6F (223.665292 sec): 3 clusters Score: Raw -920011.946420 + Penalty 452.795542 = -919559.150877 nChanged 1023 SP:Iteration 7F (223.700431 sec): 3 clusters Score: Raw -920940.438211 + Penalty 440.430648 = -920500.007563 nChanged 963 SP:Iteration 8F (223.735811 sec): 3 clusters Score: Raw -922104.108655 + Penalty 416.185979 = -921687.922676 nChanged 400 SP:Iteration 9Q (223.767568 sec): 3 clusters Score: Raw -922859.892415 + Penalty 396.133173 = -922463.759242 nChanged 88 SP:Iteration 10F (223.802830 sec): 3 clusters Score: Raw -923173.784051 + Penalty 384.131395 = -922789.652656 nChanged 86 SP:Iteration 11Q (223.831482 sec): 3 clusters Score: Raw -923221.485224 + Penalty 380.101556 = -922841.383668 nChanged 60 SP:Iteration 12Q (223.860292 sec): 3 clusters Score: Raw -923238.839309 + Penalty 379.526504 = -922859.312805 nChanged 38 SP:Iteration 13Q (223.888708 sec): 3 clusters Score: Raw -923248.712357 + Penalty 378.522811 = -922870.189546 nChanged 24 SP:Iteration 14Q (223.917063 sec): 3 clusters Score: Raw -923254.606228 + Penalty 377.993280 = -922876.612948 nChanged 29 SP:Iteration 15Q (223.945500 sec): 3 clusters Score: Raw -923262.194647 + Penalty 376.150588 = -922886.044059 nChanged 26 SP:Iteration 16Q (223.973812 sec): 3 clusters Score: Raw -923267.781581 + Penalty 372.555348 = -922895.226234 nChanged 22 SP:Iteration 17Q (224.002170 sec): 3 clusters Score: Raw -923272.981062 + Penalty 372.716054 = -922900.265009 nChanged 17 SP:Iteration 18Q (224.030437 sec): 3 clusters Score: Raw -923275.323353 + Penalty 372.219593 = -922903.103761 nChanged 16 SP:Iteration 19Q (224.058934 sec): 3 clusters Score: Raw -923277.451546 + Penalty 371.001152 = -922906.450395 nChanged 18 SP:Iteration 20F (224.094718 sec): 3 clusters Score: Raw -923280.102355 + Penalty 371.240731 = -922908.861623 nChanged 16 SP:Iteration 21Q (224.123018 sec): 3 clusters Score: Raw -923282.160743 + Penalty 371.242714 = -922910.918029 nChanged 12 SP:Iteration 22Q (224.152104 sec): 3 clusters Score: Raw -923283.694809 + Penalty 370.364454 = -922913.330355 nChanged 12 SP:Iteration 23Q (224.180228 sec): 3 clusters Score: Raw -923285.517838 + Penalty 369.591813 = -922915.926025 nChanged 13 SP:Iteration 24Q (224.208444 sec): 3 clusters Score: Raw -923287.497708 + Penalty 368.433316 = -922919.064393 nChanged 16 SP:Iteration 25Q (224.236841 sec): 3 clusters Score: Raw -923289.920124 + Penalty 367.877762 = -922922.042362 nChanged 16 SP:Iteration 26Q (224.265277 sec): 3 clusters Score: Raw -923292.588156 + Penalty 368.371751 = -922924.216405 nChanged 14 SP:Iteration 27Q (224.293530 sec): 3 clusters Score: Raw -923294.895499 + Penalty 368.547452 = -922926.348047 nChanged 7 SP:Iteration 28Q (224.321804 sec): 3 clusters Score: Raw -923295.911351 + Penalty 368.517219 = -922927.394131 nChanged 8 SP:Iteration 29Q (224.350602 sec): 3 clusters Score: Raw -923296.992679 + Penalty 368.578042 = -922928.414638 nChanged 5 SP:Iteration 30F (224.385776 sec): 3 clusters Score: Raw -923297.581688 + Penalty 368.670754 = -922928.910934 nChanged 6 SP:Iteration 31Q (224.413915 sec): 3 clusters Score: Raw -923298.186397 + Penalty 367.988791 = -922930.197606 nChanged 7 SP:Iteration 32Q (224.442242 sec): 3 clusters Score: Raw -923299.129529 + Penalty 368.056447 = -922931.073082 nChanged 15 SP:Iteration 33Q (224.471281 sec): 3 clusters Score: Raw -923301.988549 + Penalty 367.885432 = -922934.103117 nChanged 15 SP:Iteration 34Q (224.499626 sec): 3 clusters Score: Raw -923304.839658 + Penalty 367.182291 = -922937.657367 nChanged 11 SP:Iteration 35Q (224.531450 sec): 3 clusters Score: Raw -923306.599932 + Penalty 365.957949 = -922940.641984 nChanged 8 SP:Iteration 36Q (224.563654 sec): 3 clusters Score: Raw -923307.453298 + Penalty 365.209860 = -922942.243438 nChanged 3 SP:Iteration 37Q (224.595704 sec): 3 clusters Score: Raw -923307.662653 + Penalty 365.351572 = -922942.311081 nChanged 3 SP:Iteration 38Q (224.627820 sec): 3 clusters Score: Raw -923307.964503 + Penalty 365.180754 = -922942.783749 nChanged 6 SP:Iteration 39Q (224.659969 sec): 3 clusters Score: Raw -923308.800029 + Penalty 365.055225 = -922943.744804 nChanged 6 SP:Iteration 40F (224.698932 sec): 3 clusters Score: Raw -923309.636854 + Penalty 365.001692 = -922944.635161 nChanged 6 SP:Iteration 41Q (224.730904 sec): 3 clusters Score: Raw -923310.459814 + Penalty 365.595938 = -922944.863877 nChanged 7 SP:Iteration 42Q (224.762834 sec): 3 clusters Score: Raw -923311.457455 + Penalty 365.363188 = -922946.094267 nChanged 5 SP:Iteration 43Q (224.794519 sec): 3 clusters Score: Raw -923311.945949 + Penalty 365.288740 = -922946.657209 nChanged 3 SP:Iteration 44Q (224.826285 sec): 3 clusters Score: Raw -923312.242771 + Penalty 365.837804 = -922946.404967 nChanged 4 SP:Iteration 45F (224.865345 sec): 3 clusters Score: Raw -923312.588882 + Penalty 365.996062 = -922946.592820 nChanged 1 SP:Iteration 46Q (224.897064 sec): 3 clusters Score: Raw -923312.696915 + Penalty 366.128778 = -922946.568138 nChanged 1 SP:Iteration 47F (224.939716 sec): 3 clusters Score: Raw -923312.743022 + Penalty 366.128778 = -922946.614244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 4 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (224.953420 sec): 2 clusters Score: Raw -26230.279480 + Penalty 67.281526 = -26162.997954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (224.954523 sec): 3 clusters Score: Raw -25915.794647 + Penalty 136.568857 = -25779.225790 nChanged 220 SP:Iteration 1F (224.955610 sec): 3 clusters Score: Raw -26075.446181 + Penalty 136.428445 = -25939.017736 nChanged 39 SP:Iteration 2F (224.956716 sec): 3 clusters Score: Raw -26105.368758 + Penalty 137.622547 = -25967.746211 nChanged 26 SP:Iteration 3F (224.957800 sec): 3 clusters Score: Raw -26141.409342 + Penalty 138.015767 = -26003.393575 nChanged 24 SP:Iteration 4Q (224.958880 sec): 3 clusters Score: Raw -26163.721298 + Penalty 137.918853 = -26025.802445 nChanged 20 SP:Iteration 5Q (224.959948 sec): 3 clusters Score: Raw -26180.377203 + Penalty 138.706136 = -26041.671067 nChanged 17 SP:Iteration 6Q (224.961017 sec): 3 clusters Score: Raw -26187.051948 + Penalty 138.793838 = -26048.258110 nChanged 7 SP:Iteration 7Q (224.962051 sec): 3 clusters Score: Raw -26189.304201 + Penalty 139.464040 = -26049.840161 nChanged 9 SP:Iteration 8Q (224.963081 sec): 3 clusters Score: Raw -26193.016911 + Penalty 140.111019 = -26052.905892 nChanged 7 SP:Iteration 9Q (224.964106 sec): 3 clusters Score: Raw -26194.946146 + Penalty 140.510396 = -26054.435750 nChanged 2 SP:Iteration 10F (224.965186 sec): 3 clusters Score: Raw -26195.542159 + Penalty 141.057923 = -26054.484237 nChanged 3 SP:Iteration 11Q (224.966211 sec): 3 clusters Score: Raw -26196.119155 + Penalty 141.255781 = -26054.863374 nChanged 1 SP:Iteration 12Q (224.967314 sec): 3 clusters Score: Raw -26196.180537 + Penalty 141.255781 = -26054.924756 nChanged 0 SP:Iteration 13F (224.968397 sec): 3 clusters Score: Raw -26196.180537 + Penalty 141.255781 = -26054.924756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 5 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (224.970670 sec): 2 clusters Score: Raw -20486.933108 + Penalty 534.827869 = -19952.105239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (224.971583 sec): 3 clusters Score: Raw -20374.473303 + Penalty 1076.042785 = -19298.430519 nChanged 122 SP:Iteration 1F (224.972479 sec): 3 clusters Score: Raw -20508.217762 + Penalty 1085.950446 = -19422.267316 nChanged 41 SP:Iteration 2F (224.973373 sec): 3 clusters Score: Raw -20565.812489 + Penalty 1097.319738 = -19468.492751 nChanged 21 SP:Iteration 3F (224.974268 sec): 3 clusters Score: Raw -20589.498227 + Penalty 1105.437151 = -19484.061076 nChanged 14 SP:Iteration 4Q (224.975145 sec): 3 clusters Score: Raw -20603.241945 + Penalty 1110.428929 = -19492.813015 nChanged 7 SP:Iteration 5Q (224.976021 sec): 3 clusters Score: Raw -20612.092088 + Penalty 1116.459341 = -19495.632747 nChanged 7 SP:Iteration 6Q (224.976900 sec): 3 clusters Score: Raw -20619.466886 + Penalty 1121.513798 = -19497.953088 nChanged 8 SP:Iteration 7Q (224.977776 sec): 3 clusters Score: Raw -20627.807246 + Penalty 1129.781740 = -19498.025506 nChanged 5 SP:Iteration 8Q (224.978651 sec): 3 clusters Score: Raw -20633.510870 + Penalty 1134.279727 = -19499.231143 nChanged 6 SP:Iteration 9Q (224.979525 sec): 3 clusters Score: Raw -20643.568679 + Penalty 1136.362396 = -19507.206283 nChanged 4 SP:Iteration 10F (224.980422 sec): 3 clusters Score: Raw -20650.907398 + Penalty 1144.044285 = -19506.863113 nChanged 10 SP:Iteration 11F (224.981315 sec): 3 clusters Score: Raw -20685.989497 + Penalty 1159.126924 = -19526.862572 nChanged 11 SP:Iteration 12Q (224.982185 sec): 3 clusters Score: Raw -20707.509020 + Penalty 1165.048966 = -19542.460054 nChanged 4 SP:Iteration 13Q (224.983052 sec): 3 clusters Score: Raw -20716.594202 + Penalty 1170.493560 = -19546.100641 nChanged 3 SP:Iteration 14Q (224.983916 sec): 3 clusters Score: Raw -20720.535031 + Penalty 1176.620284 = -19543.914747 nChanged 2 SP:Iteration 15F (224.984809 sec): 3 clusters Score: Raw -20727.061928 + Penalty 1189.173053 = -19537.888875 nChanged 5 SP:Iteration 16F (224.985700 sec): 3 clusters Score: Raw -20739.453547 + Penalty 1191.503359 = -19547.950189 nChanged 3 SP:Iteration 17Q (224.986547 sec): 3 clusters Score: Raw -20743.471003 + Penalty 1195.956477 = -19547.514525 nChanged 4 SP:Iteration 18F (224.987439 sec): 3 clusters Score: Raw -20750.065532 + Penalty 1198.569069 = -19551.496463 nChanged 1 SP:Iteration 19Q (224.988277 sec): 3 clusters Score: Raw -20751.666957 + Penalty 1201.786906 = -19549.880051 nChanged 1 SP:Iteration 20F (224.989168 sec): 3 clusters Score: Raw -20752.985122 + Penalty 1201.786906 = -19551.198216 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 6 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (224.992362 sec): 2 clusters Score: Raw -33084.463128 + Penalty 324.173250 = -32760.289878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (224.993758 sec): 3 clusters Score: Raw -32739.498472 + Penalty 652.168310 = -32087.330162 nChanged 232 SP:Iteration 1F (224.995136 sec): 3 clusters Score: Raw -32890.086471 + Penalty 660.631888 = -32229.454583 nChanged 72 SP:Iteration 2F (224.996515 sec): 3 clusters Score: Raw -32941.134971 + Penalty 672.039109 = -32269.095861 nChanged 53 SP:Iteration 3F (224.997901 sec): 3 clusters Score: Raw -32988.104250 + Penalty 681.133880 = -32306.970370 nChanged 49 SP:Iteration 4F (224.999275 sec): 3 clusters Score: Raw -33030.774599 + Penalty 689.371228 = -32341.403371 nChanged 37 SP:Iteration 5F (225.000648 sec): 3 clusters Score: Raw -33070.539175 + Penalty 704.048628 = -32366.490547 nChanged 16 SP:Iteration 6Q (225.002053 sec): 3 clusters Score: Raw -33086.671880 + Penalty 717.790699 = -32368.881181 nChanged 18 SP:Iteration 7Q (225.003415 sec): 3 clusters Score: Raw -33109.075352 + Penalty 727.112886 = -32381.962466 nChanged 12 SP:Iteration 8Q (225.004770 sec): 3 clusters Score: Raw -33131.205217 + Penalty 733.231099 = -32397.974118 nChanged 14 SP:Iteration 9Q (225.006145 sec): 3 clusters Score: Raw -33146.362186 + Penalty 730.249960 = -32416.112226 nChanged 7 SP:Iteration 10F (225.007512 sec): 3 clusters Score: Raw -33151.679962 + Penalty 731.614123 = -32420.065839 nChanged 4 SP:Iteration 11Q (225.008867 sec): 3 clusters Score: Raw -33154.055749 + Penalty 733.349857 = -32420.705891 nChanged 5 SP:Iteration 12Q (225.010223 sec): 3 clusters Score: Raw -33157.779177 + Penalty 739.036268 = -32418.742909 nChanged 3 SP:Iteration 13F (225.011590 sec): 3 clusters Score: Raw -33159.391828 + Penalty 739.598847 = -32419.792981 nChanged 4 SP:Iteration 14Q (225.012920 sec): 3 clusters Score: Raw -33162.706980 + Penalty 748.072211 = -32414.634769 nChanged 4 SP:Iteration 15F (225.014268 sec): 3 clusters Score: Raw -33166.887483 + Penalty 751.078221 = -32415.809262 nChanged 4 SP:Iteration 16Q (225.015593 sec): 3 clusters Score: Raw -33172.413687 + Penalty 750.544961 = -32421.868726 nChanged 6 SP:Iteration 17Q (225.016902 sec): 3 clusters Score: Raw -33178.575673 + Penalty 748.662541 = -32429.913131 nChanged 5 SP:Iteration 18Q (225.018200 sec): 3 clusters Score: Raw -33190.539652 + Penalty 740.371397 = -32450.168255 nChanged 9 SP:Iteration 19Q (225.019478 sec): 3 clusters Score: Raw -33203.592728 + Penalty 736.830437 = -32466.762291 nChanged 7 SP:Iteration 20F (225.020846 sec): 3 clusters Score: Raw -33208.420309 + Penalty 737.859050 = -32470.561259 nChanged 3 SP:Iteration 21Q (225.022128 sec): 3 clusters Score: Raw -33210.742587 + Penalty 739.655867 = -32471.086720 nChanged 3 SP:Iteration 22Q (225.023382 sec): 3 clusters Score: Raw -33213.376780 + Penalty 740.554173 = -32472.822607 nChanged 2 SP:Iteration 23Q (225.024638 sec): 3 clusters Score: Raw -33214.852726 + Penalty 741.950273 = -32472.902453 nChanged 2 SP:Iteration 24Q (225.025930 sec): 3 clusters Score: Raw -33216.376188 + Penalty 741.950273 = -32474.425915 nChanged 0 SP:Iteration 25F (225.027296 sec): 3 clusters Score: Raw -33216.376188 + Penalty 741.950273 = -32474.425915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 7 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.029589 sec): 2 clusters Score: Raw -23769.292305 + Penalty 870.215855 = -22899.076450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.030662 sec): 3 clusters Score: Raw -23680.922755 + Penalty 1737.658684 = -21943.264070 nChanged 134 SP:Iteration 1F (225.031712 sec): 3 clusters Score: Raw -23862.379416 + Penalty 1736.206385 = -22126.173031 nChanged 39 SP:Iteration 2F (225.032762 sec): 3 clusters Score: Raw -23917.727300 + Penalty 1734.412825 = -22183.314475 nChanged 21 SP:Iteration 3Q (225.033772 sec): 3 clusters Score: Raw -23954.898061 + Penalty 1734.096942 = -22220.801119 nChanged 10 SP:Iteration 4Q (225.034769 sec): 3 clusters Score: Raw -23969.882326 + Penalty 1733.868787 = -22236.013539 nChanged 4 SP:Iteration 5Q (225.035762 sec): 3 clusters Score: Raw -23979.605828 + Penalty 1734.517363 = -22245.088465 nChanged 6 SP:Iteration 6Q (225.036749 sec): 3 clusters Score: Raw -23993.012262 + Penalty 1735.378367 = -22257.633895 nChanged 5 SP:Iteration 7Q (225.037745 sec): 3 clusters Score: Raw -24000.176634 + Penalty 1735.879067 = -22264.297567 nChanged 3 SP:Iteration 8Q (225.038732 sec): 3 clusters Score: Raw -24008.063876 + Penalty 1736.556656 = -22271.507220 nChanged 3 SP:Iteration 9Q (225.039717 sec): 3 clusters Score: Raw -24010.415627 + Penalty 1736.845970 = -22273.569657 nChanged 1 SP:Iteration 10F (225.040764 sec): 3 clusters Score: Raw -24013.131452 + Penalty 1737.301213 = -22275.830239 nChanged 4 SP:Iteration 11Q (225.041784 sec): 3 clusters Score: Raw -24022.542369 + Penalty 1738.214727 = -22284.327642 nChanged 6 SP:Iteration 12Q (225.042768 sec): 3 clusters Score: Raw -24028.692028 + Penalty 1738.751696 = -22289.940332 nChanged 4 SP:Iteration 13Q (225.043761 sec): 3 clusters Score: Raw -24034.111334 + Penalty 1739.237260 = -22294.874074 nChanged 3 SP:Iteration 14Q (225.044745 sec): 3 clusters Score: Raw -24035.877200 + Penalty 1739.850889 = -22296.026311 nChanged 5 SP:Iteration 15Q (225.045729 sec): 3 clusters Score: Raw -24043.398361 + Penalty 1741.252620 = -22302.145741 nChanged 4 SP:Iteration 16Q (225.046710 sec): 3 clusters Score: Raw -24051.289771 + Penalty 1741.679536 = -22309.610235 nChanged 5 SP:Iteration 17Q (225.047688 sec): 3 clusters Score: Raw -24058.431881 + Penalty 1742.015943 = -22316.415938 nChanged 1 SP:Iteration 18Q (225.048665 sec): 3 clusters Score: Raw -24060.813046 + Penalty 1742.015943 = -22318.797103 nChanged 0 SP:Iteration 19F (225.049711 sec): 3 clusters Score: Raw -24060.813046 + Penalty 1742.015943 = -22318.797103 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 8 (4285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.068427 sec): 2 clusters Score: Raw -215342.716974 + Penalty 78.945441 = -215263.771533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.076324 sec): 3 clusters Score: Raw -212549.092970 + Penalty 161.211105 = -212387.881864 nChanged 2037 SP:Iteration 1F (225.084020 sec): 3 clusters Score: Raw -213974.807801 + Penalty 166.898156 = -213807.909645 nChanged 411 SP:Iteration 2F (225.092343 sec): 3 clusters Score: Raw -214296.915372 + Penalty 172.867085 = -214124.048287 nChanged 274 SP:Iteration 3F (225.100158 sec): 3 clusters Score: Raw -214592.293413 + Penalty 177.702137 = -214414.591276 nChanged 183 SP:Iteration 4Q (225.107886 sec): 3 clusters Score: Raw -214816.047000 + Penalty 180.506678 = -214635.540322 nChanged 137 SP:Iteration 5Q (225.115124 sec): 3 clusters Score: Raw -214976.879586 + Penalty 179.636954 = -214797.242632 nChanged 114 SP:Iteration 6Q (225.121991 sec): 3 clusters Score: Raw -215080.573052 + Penalty 177.725242 = -214902.847810 nChanged 65 SP:Iteration 7Q (225.128629 sec): 3 clusters Score: Raw -215123.317513 + Penalty 173.706728 = -214949.610784 nChanged 54 SP:Iteration 8Q (225.135208 sec): 3 clusters Score: Raw -215155.532956 + Penalty 172.394012 = -214983.138944 nChanged 48 SP:Iteration 9Q (225.141810 sec): 3 clusters Score: Raw -215179.880725 + Penalty 171.054261 = -215008.826464 nChanged 37 SP:Iteration 10F (225.149430 sec): 3 clusters Score: Raw -215195.969057 + Penalty 170.212411 = -215025.756646 nChanged 33 SP:Iteration 11Q (225.155805 sec): 3 clusters Score: Raw -215209.005120 + Penalty 169.877788 = -215039.127332 nChanged 23 SP:Iteration 12Q (225.162242 sec): 3 clusters Score: Raw -215217.507349 + Penalty 170.457725 = -215047.049624 nChanged 21 SP:Iteration 13Q (225.168607 sec): 3 clusters Score: Raw -215223.789388 + Penalty 169.319615 = -215054.469773 nChanged 16 SP:Iteration 14Q (225.174923 sec): 3 clusters Score: Raw -215227.919004 + Penalty 171.000206 = -215056.918798 nChanged 11 SP:Iteration 15Q (225.181369 sec): 3 clusters Score: Raw -215229.856260 + Penalty 170.509305 = -215059.346955 nChanged 7 SP:Iteration 16Q (225.187739 sec): 3 clusters Score: Raw -215230.952011 + Penalty 171.209383 = -215059.742628 nChanged 7 SP:Iteration 17Q (225.194020 sec): 3 clusters Score: Raw -215231.905260 + Penalty 172.075043 = -215059.830217 nChanged 7 SP:Iteration 18Q (225.200317 sec): 3 clusters Score: Raw -215232.792359 + Penalty 172.230698 = -215060.561660 nChanged 6 SP:Iteration 19Q (225.206703 sec): 3 clusters Score: Raw -215233.388675 + Penalty 172.825288 = -215060.563388 nChanged 9 SP:Iteration 20F (225.214326 sec): 3 clusters Score: Raw -215234.427884 + Penalty 170.969949 = -215063.457935 nChanged 7 SP:Iteration 21Q (225.220585 sec): 3 clusters Score: Raw -215235.336582 + Penalty 171.579807 = -215063.756774 nChanged 7 SP:Iteration 22Q (225.226874 sec): 3 clusters Score: Raw -215236.180715 + Penalty 170.905514 = -215065.275201 nChanged 7 SP:Iteration 23Q (225.233123 sec): 3 clusters Score: Raw -215237.671852 + Penalty 169.445592 = -215068.226259 nChanged 12 SP:Iteration 24Q (225.239396 sec): 3 clusters Score: Raw -215241.498141 + Penalty 171.238855 = -215070.259286 nChanged 20 SP:Iteration 25Q (225.245624 sec): 3 clusters Score: Raw -215247.619067 + Penalty 172.908892 = -215074.710175 nChanged 13 SP:Iteration 26Q (225.251837 sec): 3 clusters Score: Raw -215251.150890 + Penalty 172.898920 = -215078.251971 nChanged 11 SP:Iteration 27Q (225.258023 sec): 3 clusters Score: Raw -215254.387941 + Penalty 171.689088 = -215082.698853 nChanged 12 SP:Iteration 28Q (225.264290 sec): 3 clusters Score: Raw -215258.111279 + Penalty 172.777665 = -215085.333613 nChanged 11 SP:Iteration 29Q (225.270641 sec): 3 clusters Score: Raw -215261.780351 + Penalty 173.161630 = -215088.618722 nChanged 14 SP:Iteration 30F (225.278502 sec): 3 clusters Score: Raw -215266.392341 + Penalty 174.143522 = -215092.248819 nChanged 8 SP:Iteration 31Q (225.284909 sec): 3 clusters Score: Raw -215267.848522 + Penalty 174.979512 = -215092.869010 nChanged 7 SP:Iteration 32Q (225.291095 sec): 3 clusters Score: Raw -215269.261770 + Penalty 175.983199 = -215093.278571 nChanged 8 SP:Iteration 33Q (225.297238 sec): 3 clusters Score: Raw -215270.936583 + Penalty 176.424431 = -215094.512152 nChanged 7 SP:Iteration 34Q (225.303406 sec): 3 clusters Score: Raw -215271.411025 + Penalty 176.816165 = -215094.594860 nChanged 6 SP:Iteration 35Q (225.309531 sec): 3 clusters Score: Raw -215272.459713 + Penalty 178.390461 = -215094.069252 nChanged 11 SP:Iteration 36F (225.317207 sec): 3 clusters Score: Raw -215275.449995 + Penalty 181.834355 = -215093.615640 nChanged 18 SP:Iteration 37F (225.324805 sec): 3 clusters Score: Raw -215281.833244 + Penalty 186.009331 = -215095.823913 nChanged 25 SP:Iteration 38Q (225.330923 sec): 3 clusters Score: Raw -215292.764786 + Penalty 192.160660 = -215100.604125 nChanged 18 SP:Iteration 39Q (225.337023 sec): 3 clusters Score: Raw -215299.518176 + Penalty 192.302689 = -215107.215488 nChanged 20 SP:Iteration 40F (225.344756 sec): 3 clusters Score: Raw -215309.452796 + Penalty 192.486342 = -215116.966454 nChanged 23 SP:Iteration 41Q (225.350857 sec): 3 clusters Score: Raw -215322.774027 + Penalty 192.715801 = -215130.058226 nChanged 20 SP:Iteration 42Q (225.356904 sec): 3 clusters Score: Raw -215334.378411 + Penalty 206.030729 = -215128.347682 nChanged 15 SP:Iteration 43F (225.364500 sec): 3 clusters Score: Raw -215340.953786 + Penalty 210.297291 = -215130.656495 nChanged 11 SP:Iteration 44Q (225.370692 sec): 3 clusters Score: Raw -215344.533816 + Penalty 215.752318 = -215128.781498 nChanged 8 SP:Iteration 45F (225.378386 sec): 3 clusters Score: Raw -215347.543675 + Penalty 219.096714 = -215128.446961 nChanged 3 SP:Iteration 46F (225.385978 sec): 3 clusters Score: Raw -215347.456934 + Penalty 221.195315 = -215126.261619 nChanged 1 SP:Iteration 47F (225.393592 sec): 3 clusters Score: Raw -215347.560487 + Penalty 223.385536 = -215124.174951 nChanged 1 SP:Iteration 48F (225.401182 sec): 3 clusters Score: Raw -215347.679130 + Penalty 223.692045 = -215123.987086 nChanged 2 SP:Iteration 49F (225.408774 sec): 3 clusters Score: Raw -215347.851581 + Penalty 223.692045 = -215124.159536 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 9 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.420361 sec): 2 clusters Score: Raw -45310.807218 + Penalty 144.497633 = -45166.309586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.422144 sec): 3 clusters Score: Raw -44767.473701 + Penalty 288.833924 = -44478.639778 nChanged 413 SP:Iteration 1F (225.423896 sec): 3 clusters Score: Raw -45104.865532 + Penalty 287.877277 = -44816.988256 nChanged 88 SP:Iteration 2F (225.425644 sec): 3 clusters Score: Raw -45181.313676 + Penalty 286.555955 = -44894.757720 nChanged 47 SP:Iteration 3F (225.427427 sec): 3 clusters Score: Raw -45214.368408 + Penalty 285.999766 = -44928.368642 nChanged 32 SP:Iteration 4Q (225.429116 sec): 3 clusters Score: Raw -45227.664966 + Penalty 287.720359 = -44939.944607 nChanged 19 SP:Iteration 5Q (225.430790 sec): 3 clusters Score: Raw -45236.577805 + Penalty 291.929944 = -44944.647861 nChanged 25 SP:Iteration 6Q (225.432446 sec): 3 clusters Score: Raw -45248.325262 + Penalty 293.674752 = -44954.650511 nChanged 22 SP:Iteration 7Q (225.434088 sec): 3 clusters Score: Raw -45256.715767 + Penalty 296.220545 = -44960.495222 nChanged 17 SP:Iteration 8Q (225.435714 sec): 3 clusters Score: Raw -45262.909098 + Penalty 297.189548 = -44965.719551 nChanged 15 SP:Iteration 9Q (225.437331 sec): 3 clusters Score: Raw -45269.515635 + Penalty 298.394044 = -44971.121591 nChanged 14 SP:Iteration 10F (225.439092 sec): 3 clusters Score: Raw -45277.500119 + Penalty 298.644929 = -44978.855190 nChanged 17 SP:Iteration 11Q (225.440728 sec): 3 clusters Score: Raw -45289.899151 + Penalty 301.211830 = -44988.687321 nChanged 20 SP:Iteration 12Q (225.442342 sec): 3 clusters Score: Raw -45307.236675 + Penalty 302.601581 = -45004.635095 nChanged 16 SP:Iteration 13Q (225.443943 sec): 3 clusters Score: Raw -45323.600452 + Penalty 305.809558 = -45017.790894 nChanged 10 SP:Iteration 14Q (225.445493 sec): 3 clusters Score: Raw -45331.369523 + Penalty 308.778435 = -45022.591087 nChanged 7 SP:Iteration 15Q (225.447026 sec): 3 clusters Score: Raw -45335.364212 + Penalty 309.579347 = -45025.784865 nChanged 5 SP:Iteration 16Q (225.448545 sec): 3 clusters Score: Raw -45337.541471 + Penalty 310.100611 = -45027.440861 nChanged 1 SP:Iteration 17Q (225.450117 sec): 3 clusters Score: Raw -45337.744282 + Penalty 310.019797 = -45027.724486 nChanged 1 SP:Iteration 18Q (225.451661 sec): 3 clusters Score: Raw -45339.049456 + Penalty 310.785508 = -45028.263947 nChanged 2 SP:Iteration 19Q (225.453185 sec): 3 clusters Score: Raw -45339.982347 + Penalty 310.785508 = -45029.196838 nChanged 0 SP:Iteration 20F (225.454933 sec): 3 clusters Score: Raw -45339.982347 + Penalty 310.785508 = -45029.196838 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 10 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.458471 sec): 2 clusters Score: Raw -32729.469612 + Penalty 304.057744 = -32425.411868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.459864 sec): 3 clusters Score: Raw -32372.266451 + Penalty 604.613883 = -31767.652567 nChanged 262 SP:Iteration 1F (225.461242 sec): 3 clusters Score: Raw -32567.866756 + Penalty 604.379000 = -31963.487756 nChanged 67 SP:Iteration 2F (225.462615 sec): 3 clusters Score: Raw -32616.111662 + Penalty 603.490558 = -32012.621105 nChanged 40 SP:Iteration 3F (225.464006 sec): 3 clusters Score: Raw -32640.333782 + Penalty 604.589912 = -32035.743870 nChanged 21 SP:Iteration 4Q (225.465341 sec): 3 clusters Score: Raw -32656.086714 + Penalty 606.008884 = -32050.077830 nChanged 14 SP:Iteration 5Q (225.466665 sec): 3 clusters Score: Raw -32668.166146 + Penalty 606.696647 = -32061.469499 nChanged 20 SP:Iteration 6Q (225.468015 sec): 3 clusters Score: Raw -32682.539867 + Penalty 609.220679 = -32073.319189 nChanged 14 SP:Iteration 7Q (225.469344 sec): 3 clusters Score: Raw -32689.848348 + Penalty 610.760312 = -32079.088036 nChanged 12 SP:Iteration 8Q (225.470649 sec): 3 clusters Score: Raw -32695.088657 + Penalty 610.394400 = -32084.694257 nChanged 9 SP:Iteration 9Q (225.471950 sec): 3 clusters Score: Raw -32699.606226 + Penalty 611.816624 = -32087.789602 nChanged 5 SP:Iteration 10F (225.473339 sec): 3 clusters Score: Raw -32702.239600 + Penalty 615.634729 = -32086.604871 nChanged 10 SP:Iteration 11F (225.474709 sec): 3 clusters Score: Raw -32707.190661 + Penalty 619.995014 = -32087.195647 nChanged 16 SP:Iteration 12Q (225.476001 sec): 3 clusters Score: Raw -32715.296021 + Penalty 625.918447 = -32089.377574 nChanged 14 SP:Iteration 13Q (225.477319 sec): 3 clusters Score: Raw -32727.657814 + Penalty 632.768286 = -32094.889528 nChanged 17 SP:Iteration 14Q (225.478604 sec): 3 clusters Score: Raw -32743.296809 + Penalty 643.124946 = -32100.171863 nChanged 14 SP:Iteration 15Q (225.479928 sec): 3 clusters Score: Raw -32761.894418 + Penalty 650.479137 = -32111.415282 nChanged 15 SP:Iteration 16Q (225.481194 sec): 3 clusters Score: Raw -32789.872379 + Penalty 659.679591 = -32130.192787 nChanged 15 SP:Iteration 17Q (225.482438 sec): 3 clusters Score: Raw -32811.890559 + Penalty 662.788542 = -32149.102016 nChanged 12 SP:Iteration 18Q (225.483669 sec): 3 clusters Score: Raw -32837.598431 + Penalty 665.308260 = -32172.290171 nChanged 10 SP:Iteration 19Q (225.484867 sec): 3 clusters Score: Raw -32848.631841 + Penalty 663.874156 = -32184.757686 nChanged 9 SP:Iteration 20F (225.486234 sec): 3 clusters Score: Raw -32856.917342 + Penalty 660.967048 = -32195.950295 nChanged 9 SP:Iteration 21Q (225.487474 sec): 3 clusters Score: Raw -32864.761248 + Penalty 660.704993 = -32204.056255 nChanged 4 SP:Iteration 22Q (225.488678 sec): 3 clusters Score: Raw -32867.604440 + Penalty 659.991260 = -32207.613180 nChanged 1 SP:Iteration 23Q (225.489879 sec): 3 clusters Score: Raw -32870.164052 + Penalty 660.235869 = -32209.928182 nChanged 2 SP:Iteration 24Q (225.491083 sec): 3 clusters Score: Raw -32871.370564 + Penalty 660.948955 = -32210.421610 nChanged 2 SP:Iteration 25Q (225.492284 sec): 3 clusters Score: Raw -32872.293775 + Penalty 662.692589 = -32209.601186 nChanged 2 SP:Iteration 26F (225.493653 sec): 3 clusters Score: Raw -32873.322532 + Penalty 663.236259 = -32210.086272 nChanged 1 SP:Iteration 27Q (225.494857 sec): 3 clusters Score: Raw -32877.672195 + Penalty 662.975258 = -32214.696938 nChanged 1 SP:Iteration 28Q (225.496056 sec): 3 clusters Score: Raw -32877.898770 + Penalty 662.975258 = -32214.923512 nChanged 0 SP:Iteration 29F (225.497400 sec): 3 clusters Score: Raw -32877.898770 + Penalty 662.975258 = -32214.923512 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 11 (1587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.504770 sec): 2 clusters Score: Raw -79140.265924 + Penalty 56.637675 = -79083.628249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.507723 sec): 3 clusters Score: Raw -78114.545575 + Penalty 113.785502 = -78000.760072 nChanged 755 SP:Iteration 1F (225.510629 sec): 3 clusters Score: Raw -78576.757003 + Penalty 113.778572 = -78462.978431 nChanged 112 SP:Iteration 2F (225.513528 sec): 3 clusters Score: Raw -78649.546478 + Penalty 114.050448 = -78535.496030 nChanged 114 SP:Iteration 3F (225.516421 sec): 3 clusters Score: Raw -78724.761489 + Penalty 114.616878 = -78610.144611 nChanged 118 SP:Iteration 4F (225.519352 sec): 3 clusters Score: Raw -78811.933707 + Penalty 115.159505 = -78696.774202 nChanged 105 SP:Iteration 5F (225.522249 sec): 3 clusters Score: Raw -78898.347710 + Penalty 116.071510 = -78782.276200 nChanged 93 SP:Iteration 6F (225.525139 sec): 3 clusters Score: Raw -78973.256819 + Penalty 116.461371 = -78856.795447 nChanged 66 SP:Iteration 7Q (225.527968 sec): 3 clusters Score: Raw -79023.995245 + Penalty 114.731742 = -78909.263503 nChanged 53 SP:Iteration 8Q (225.530653 sec): 3 clusters Score: Raw -79068.694515 + Penalty 110.509656 = -78958.184860 nChanged 43 SP:Iteration 9Q (225.533294 sec): 3 clusters Score: Raw -79094.134302 + Penalty 110.467690 = -78983.666612 nChanged 25 SP:Iteration 10F (225.536182 sec): 3 clusters Score: Raw -79102.078861 + Penalty 109.635311 = -78992.443550 nChanged 9 SP:Iteration 11Q (225.538789 sec): 3 clusters Score: Raw -79104.060986 + Penalty 109.831990 = -78994.228996 nChanged 9 SP:Iteration 12Q (225.541403 sec): 3 clusters Score: Raw -79105.782817 + Penalty 109.939393 = -78995.843424 nChanged 5 SP:Iteration 13Q (225.543995 sec): 3 clusters Score: Raw -79106.125112 + Penalty 109.882838 = -78996.242274 nChanged 2 SP:Iteration 14Q (225.546613 sec): 3 clusters Score: Raw -79106.215220 + Penalty 109.835876 = -78996.379345 nChanged 2 SP:Iteration 15Q (225.549200 sec): 3 clusters Score: Raw -79106.257548 + Penalty 109.834435 = -78996.423113 nChanged 2 SP:Iteration 16Q (225.551833 sec): 3 clusters Score: Raw -79106.317356 + Penalty 109.916647 = -78996.400709 nChanged 2 SP:Iteration 17F (225.554789 sec): 3 clusters Score: Raw -79106.394974 + Penalty 109.940109 = -78996.454865 nChanged 2 SP:Iteration 18Q (225.557374 sec): 3 clusters Score: Raw -79106.454638 + Penalty 109.983679 = -78996.470960 nChanged 1 SP:Iteration 19Q (225.559958 sec): 3 clusters Score: Raw -79106.505499 + Penalty 110.027722 = -78996.477777 nChanged 1 SP:Iteration 20F (225.562847 sec): 3 clusters Score: Raw -79106.559953 + Penalty 110.072106 = -78996.487847 nChanged 2 SP:Iteration 21Q (225.565427 sec): 3 clusters Score: Raw -79106.642581 + Penalty 110.117376 = -78996.525205 nChanged 1 SP:Iteration 22Q (225.568005 sec): 3 clusters Score: Raw -79106.674355 + Penalty 110.163139 = -78996.511217 nChanged 1 SP:Iteration 23F (225.570984 sec): 3 clusters Score: Raw -79106.747398 + Penalty 110.237367 = -78996.510031 nChanged 3 SP:Iteration 24F (225.573944 sec): 3 clusters Score: Raw -79106.988025 + Penalty 110.295831 = -78996.692194 nChanged 3 SP:Iteration 25Q (225.576596 sec): 3 clusters Score: Raw -79107.112065 + Penalty 110.390898 = -78996.721167 nChanged 2 SP:Iteration 26Q (225.579209 sec): 3 clusters Score: Raw -79107.220411 + Penalty 110.513707 = -78996.706704 nChanged 3 SP:Iteration 27F (225.582400 sec): 3 clusters Score: Raw -79107.342897 + Penalty 110.531907 = -78996.810990 nChanged 1 SP:Iteration 28Q (225.585179 sec): 3 clusters Score: Raw -79107.370624 + Penalty 110.539602 = -78996.831022 nChanged 2 SP:Iteration 29Q (225.587751 sec): 3 clusters Score: Raw -79107.441183 + Penalty 110.582995 = -78996.858188 nChanged 2 SP:Iteration 30F (225.590648 sec): 3 clusters Score: Raw -79107.489440 + Penalty 110.636034 = -78996.853406 nChanged 1 SP:Iteration 31F (225.593539 sec): 3 clusters Score: Raw -79107.530490 + Penalty 110.660534 = -78996.869956 nChanged 1 SP:Iteration 32Q (225.596094 sec): 3 clusters Score: Raw -79107.558861 + Penalty 110.660534 = -78996.898327 nChanged 0 SP:Iteration 33F (225.598984 sec): 3 clusters Score: Raw -79107.558861 + Penalty 110.660534 = -78996.898327 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 12 (1308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.605020 sec): 2 clusters Score: Raw -67584.650646 + Penalty 74.364516 = -67510.286129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.607649 sec): 3 clusters Score: Raw -66775.537122 + Penalty 151.630342 = -66623.906781 nChanged 583 SP:Iteration 1F (225.610169 sec): 3 clusters Score: Raw -67152.799051 + Penalty 153.369289 = -66999.429762 nChanged 110 SP:Iteration 2F (225.612683 sec): 3 clusters Score: Raw -67190.908599 + Penalty 154.739774 = -67036.168825 nChanged 69 SP:Iteration 3F (225.615196 sec): 3 clusters Score: Raw -67212.844551 + Penalty 156.654162 = -67056.190389 nChanged 49 SP:Iteration 4Q (225.617715 sec): 3 clusters Score: Raw -67230.477265 + Penalty 159.706397 = -67070.770868 nChanged 55 SP:Iteration 5Q (225.620236 sec): 3 clusters Score: Raw -67262.012778 + Penalty 163.038301 = -67098.974477 nChanged 67 SP:Iteration 6F (225.622732 sec): 3 clusters Score: Raw -67310.847602 + Penalty 168.699541 = -67142.148061 nChanged 68 SP:Iteration 7F (225.625190 sec): 3 clusters Score: Raw -67368.525514 + Penalty 175.034026 = -67193.491488 nChanged 71 SP:Iteration 8F (225.627611 sec): 3 clusters Score: Raw -67446.315106 + Penalty 186.158133 = -67260.156974 nChanged 56 SP:Iteration 9Q (225.630047 sec): 3 clusters Score: Raw -67516.912294 + Penalty 190.576201 = -67326.336093 nChanged 34 SP:Iteration 10F (225.632469 sec): 3 clusters Score: Raw -67564.738136 + Penalty 192.350958 = -67372.387178 nChanged 21 SP:Iteration 11Q (225.634527 sec): 3 clusters Score: Raw -67584.862501 + Penalty 204.921249 = -67379.941252 nChanged 9 SP:Iteration 12Q (225.636545 sec): 3 clusters Score: Raw -67591.665488 + Penalty 212.588654 = -67379.076834 nChanged 4 SP:Iteration 13F (225.638968 sec): 3 clusters Score: Raw -67593.470013 + Penalty 215.637948 = -67377.832065 nChanged 4 SP:Iteration 14F (225.641394 sec): 3 clusters Score: Raw -67595.528762 + Penalty 223.973141 = -67371.555621 nChanged 4 SP:Iteration 15F (225.643857 sec): 3 clusters Score: Raw -67597.269473 + Penalty 238.304093 = -67358.965380 nChanged 4 SP:Iteration 16F (225.646321 sec): 3 clusters Score: Raw -67603.007272 + Penalty 237.300995 = -67365.706276 nChanged 2 SP:Iteration 17Q (225.648279 sec): 3 clusters Score: Raw -67604.128838 + Penalty 245.688882 = -67358.439956 nChanged 1 SP:Iteration 18F (225.650711 sec): 3 clusters Score: Raw -67604.294166 + Penalty 245.688882 = -67358.605284 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 13 (1441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.654985 sec): 2 clusters Score: Raw -71987.431276 + Penalty 145.517867 = -71841.913410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.657688 sec): 3 clusters Score: Raw -71102.810728 + Penalty 320.035247 = -70782.775481 nChanged 639 SP:Iteration 1F (225.660360 sec): 3 clusters Score: Raw -71734.248766 + Penalty 345.217305 = -71389.031461 nChanged 150 SP:Iteration 2F (225.663017 sec): 3 clusters Score: Raw -71857.205830 + Penalty 371.613119 = -71485.592711 nChanged 73 SP:Iteration 3F (225.665677 sec): 3 clusters Score: Raw -71941.202216 + Penalty 388.969659 = -71552.232558 nChanged 44 SP:Iteration 4Q (225.668348 sec): 3 clusters Score: Raw -71996.254032 + Penalty 426.444784 = -71569.809248 nChanged 20 SP:Iteration 5Q (225.671005 sec): 3 clusters Score: Raw -72020.341697 + Penalty 432.699830 = -71587.641867 nChanged 5 SP:Iteration 6Q (225.673374 sec): 3 clusters Score: Raw -72027.271913 + Penalty 448.887356 = -71578.384557 nChanged 3 SP:Iteration 7F (225.676103 sec): 3 clusters Score: Raw -72031.682294 + Penalty 465.981387 = -71565.700907 nChanged 3 SP:Iteration 8F (225.678940 sec): 3 clusters Score: Raw -72033.933749 + Penalty 469.970108 = -71563.963640 nChanged 1 SP:Iteration 9F (225.681717 sec): 3 clusters Score: Raw -72035.565292 + Penalty 480.318331 = -71555.246961 nChanged 1 SP:Iteration 10F (225.684388 sec): 3 clusters Score: Raw -72036.427592 + Penalty 495.168991 = -71541.258602 nChanged 2 SP:Iteration 11F (225.687048 sec): 3 clusters Score: Raw -72038.664853 + Penalty 515.401217 = -71523.263636 nChanged 2 SP:Iteration 12F (225.689709 sec): 3 clusters Score: Raw -72039.470885 + Penalty 515.401217 = -71524.069668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 14 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.692295 sec): 2 clusters Score: Raw -24119.844911 + Penalty 230.753683 = -23889.091228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.693338 sec): 3 clusters Score: Raw -23868.525443 + Penalty 462.619144 = -23405.906299 nChanged 156 SP:Iteration 1F (225.694355 sec): 3 clusters Score: Raw -23954.314586 + Penalty 465.520120 = -23488.794467 nChanged 58 SP:Iteration 2F (225.695371 sec): 3 clusters Score: Raw -23992.112792 + Penalty 467.922680 = -23524.190112 nChanged 28 SP:Iteration 3F (225.696386 sec): 3 clusters Score: Raw -24013.382200 + Penalty 472.632327 = -23540.749873 nChanged 29 SP:Iteration 4F (225.697400 sec): 3 clusters Score: Raw -24041.197000 + Penalty 480.880040 = -23560.316959 nChanged 31 SP:Iteration 5F (225.698415 sec): 3 clusters Score: Raw -24076.339939 + Penalty 485.122991 = -23591.216948 nChanged 27 SP:Iteration 6F (225.699430 sec): 3 clusters Score: Raw -24103.910976 + Penalty 488.126505 = -23615.784470 nChanged 13 SP:Iteration 7Q (225.700437 sec): 3 clusters Score: Raw -24111.984834 + Penalty 489.641654 = -23622.343180 nChanged 7 SP:Iteration 8Q (225.701470 sec): 3 clusters Score: Raw -24115.805090 + Penalty 489.709159 = -23626.095931 nChanged 3 SP:Iteration 9Q (225.702472 sec): 3 clusters Score: Raw -24124.688569 + Penalty 490.046680 = -23634.641889 nChanged 3 SP:Iteration 10F (225.703487 sec): 3 clusters Score: Raw -24127.009857 + Penalty 489.219206 = -23637.790651 nChanged 3 SP:Iteration 11Q (225.704481 sec): 3 clusters Score: Raw -24128.425664 + Penalty 490.469051 = -23637.956613 nChanged 3 SP:Iteration 12Q (225.705468 sec): 3 clusters Score: Raw -24130.958880 + Penalty 489.437468 = -23641.521413 nChanged 4 SP:Iteration 13Q (225.706453 sec): 3 clusters Score: Raw -24134.611423 + Penalty 488.838442 = -23645.772981 nChanged 3 SP:Iteration 14Q (225.707428 sec): 3 clusters Score: Raw -24142.973674 + Penalty 488.462776 = -23654.510898 nChanged 1 SP:Iteration 15Q (225.708384 sec): 3 clusters Score: Raw -24144.216867 + Penalty 486.489052 = -23657.727815 nChanged 2 SP:Iteration 16Q (225.709335 sec): 3 clusters Score: Raw -24147.187860 + Penalty 487.222620 = -23659.965240 nChanged 5 SP:Iteration 17Q (225.710286 sec): 3 clusters Score: Raw -24149.325539 + Penalty 487.927019 = -23661.398521 nChanged 4 SP:Iteration 18Q (225.711230 sec): 3 clusters Score: Raw -24150.297288 + Penalty 488.117043 = -23662.180245 nChanged 1 SP:Iteration 19Q (225.712169 sec): 3 clusters Score: Raw -24150.529483 + Penalty 488.117043 = -23662.412440 nChanged 0 SP:Iteration 20F (225.713183 sec): 3 clusters Score: Raw -24150.529483 + Penalty 488.117043 = -23662.412440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 16 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.715601 sec): 2 clusters Score: Raw -24825.601622 + Penalty 218.405673 = -24607.195949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.716708 sec): 3 clusters Score: Raw -24564.133690 + Penalty 446.976163 = -24117.157528 nChanged 209 SP:Iteration 1F (225.717796 sec): 3 clusters Score: Raw -24780.443725 + Penalty 460.211605 = -24320.232119 nChanged 58 SP:Iteration 2F (225.718885 sec): 3 clusters Score: Raw -24832.364503 + Penalty 467.571320 = -24364.793182 nChanged 22 SP:Iteration 3Q (225.719964 sec): 3 clusters Score: Raw -24855.156817 + Penalty 478.783044 = -24376.373773 nChanged 19 SP:Iteration 4Q (225.721035 sec): 3 clusters Score: Raw -24873.490276 + Penalty 487.720042 = -24385.770234 nChanged 15 SP:Iteration 5Q (225.722100 sec): 3 clusters Score: Raw -24888.854023 + Penalty 493.579963 = -24395.274059 nChanged 12 SP:Iteration 6Q (225.723153 sec): 3 clusters Score: Raw -24901.075298 + Penalty 501.941344 = -24399.133954 nChanged 15 SP:Iteration 7Q (225.724195 sec): 3 clusters Score: Raw -24913.455653 + Penalty 504.366998 = -24409.088655 nChanged 11 SP:Iteration 8Q (225.725230 sec): 3 clusters Score: Raw -24923.929481 + Penalty 509.493286 = -24414.436195 nChanged 6 SP:Iteration 9Q (225.726241 sec): 3 clusters Score: Raw -24928.817317 + Penalty 509.806896 = -24419.010421 nChanged 4 SP:Iteration 10F (225.727326 sec): 3 clusters Score: Raw -24931.329353 + Penalty 512.029224 = -24419.300129 nChanged 2 SP:Iteration 11Q (225.728328 sec): 3 clusters Score: Raw -24932.399543 + Penalty 512.029224 = -24420.370319 nChanged 0 SP:Iteration 12F (225.729413 sec): 3 clusters Score: Raw -24932.399543 + Penalty 512.029224 = -24420.370319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 17 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.731131 sec): 2 clusters Score: Raw -8923.536248 + Penalty 265.636135 = -8657.900113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.731648 sec): 3 clusters Score: Raw -8867.779434 + Penalty 551.494901 = -8316.284532 nChanged 48 SP:Iteration 1F (225.732157 sec): 3 clusters Score: Raw -8925.492441 + Penalty 570.922634 = -8354.569806 nChanged 15 SP:Iteration 2F (225.732664 sec): 3 clusters Score: Raw -8947.758654 + Penalty 588.334937 = -8359.423717 nChanged 8 SP:Iteration 3Q (225.733192 sec): 3 clusters Score: Raw -8960.917410 + Penalty 619.507617 = -8341.409793 nChanged 10 SP:Iteration 4F (225.733700 sec): 3 clusters Score: Raw -8979.491005 + Penalty 632.565315 = -8346.925691 nChanged 5 SP:Iteration 5Q (225.734190 sec): 3 clusters Score: Raw -8991.055852 + Penalty 650.679400 = -8340.376452 nChanged 3 SP:Iteration 6F (225.734698 sec): 3 clusters Score: Raw -8998.135290 + Penalty 675.662864 = -8322.472426 nChanged 3 SP:Iteration 7F (225.735203 sec): 3 clusters Score: Raw -9003.232527 + Penalty 675.662864 = -8327.569664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 18 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.736417 sec): 2 clusters Score: Raw -3979.451140 + Penalty 711.954176 = -3267.496964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.736871 sec): 3 clusters Score: Raw -4200.288619 + Penalty 1423.671769 = -2776.616851 nChanged 11 SP:Iteration 1F (225.737318 sec): 3 clusters Score: Raw -4274.666710 + Penalty 1423.420093 = -2851.246617 nChanged 5 SP:Iteration 2Q (225.737724 sec): 3 clusters Score: Raw -4324.896943 + Penalty 1423.227896 = -2901.669048 nChanged 3 SP:Iteration 3Q (225.738127 sec): 3 clusters Score: Raw -4347.465397 + Penalty 1423.526029 = -2923.939368 nChanged 1 SP:Iteration 4Q (225.738528 sec): 3 clusters Score: Raw -4353.598547 + Penalty 1423.389401 = -2930.209145 nChanged 2 SP:Iteration 5Q (225.738928 sec): 3 clusters Score: Raw -4365.515276 + Penalty 1424.592510 = -2940.922766 nChanged 2 SP:Iteration 6Q (225.739327 sec): 3 clusters Score: Raw -4379.027001 + Penalty 1425.216070 = -2953.810931 nChanged 2 SP:Iteration 7Q (225.739726 sec): 3 clusters Score: Raw -4392.037997 + Penalty 1426.362181 = -2965.675815 nChanged 1 SP:Iteration 8Q (225.740127 sec): 3 clusters Score: Raw -4394.196239 + Penalty 1426.362181 = -2967.834058 nChanged 0 SP:Iteration 9F (225.740572 sec): 3 clusters Score: Raw -4394.196239 + Penalty 1426.362181 = -2967.834058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 19 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.742290 sec): 2 clusters Score: Raw -16448.212174 + Penalty 394.935180 = -16053.276994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.743118 sec): 3 clusters Score: Raw -16361.103108 + Penalty 788.112446 = -15572.990662 nChanged 119 SP:Iteration 1F (225.743931 sec): 3 clusters Score: Raw -16499.161993 + Penalty 788.081620 = -15711.080372 nChanged 32 SP:Iteration 2F (225.744726 sec): 3 clusters Score: Raw -16552.645873 + Penalty 790.251979 = -15762.393894 nChanged 22 SP:Iteration 3F (225.745506 sec): 3 clusters Score: Raw -16581.070495 + Penalty 793.603175 = -15787.467320 nChanged 16 SP:Iteration 4Q (225.746264 sec): 3 clusters Score: Raw -16609.881669 + Penalty 797.726290 = -15812.155379 nChanged 13 SP:Iteration 5Q (225.747021 sec): 3 clusters Score: Raw -16632.239021 + Penalty 796.031070 = -15836.207951 nChanged 8 SP:Iteration 6Q (225.747777 sec): 3 clusters Score: Raw -16642.301438 + Penalty 796.363734 = -15845.937705 nChanged 1 SP:Iteration 7Q (225.748530 sec): 3 clusters Score: Raw -16642.857596 + Penalty 796.363734 = -15846.493863 nChanged 0 SP:Iteration 8F (225.749309 sec): 3 clusters Score: Raw -16642.857596 + Penalty 796.363734 = -15846.493863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 21 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.751099 sec): 2 clusters Score: Raw -9039.378340 + Penalty 423.410394 = -8615.967947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.751675 sec): 3 clusters Score: Raw -8996.805049 + Penalty 846.820787 = -8149.984261 nChanged 53 SP:Iteration 1F (225.752241 sec): 3 clusters Score: Raw -9068.747803 + Penalty 847.693454 = -8221.054349 nChanged 18 SP:Iteration 2F (225.752803 sec): 3 clusters Score: Raw -9107.360210 + Penalty 847.200104 = -8260.160106 nChanged 7 SP:Iteration 3Q (225.753378 sec): 3 clusters Score: Raw -9116.745751 + Penalty 846.607042 = -8270.138710 nChanged 4 SP:Iteration 4Q (225.753922 sec): 3 clusters Score: Raw -9130.436296 + Penalty 847.011113 = -8283.425183 nChanged 5 SP:Iteration 5Q (225.754463 sec): 3 clusters Score: Raw -9150.910692 + Penalty 846.803655 = -8304.107037 nChanged 3 SP:Iteration 6Q (225.755002 sec): 3 clusters Score: Raw -9159.941324 + Penalty 846.838266 = -8313.103058 nChanged 1 SP:Iteration 7Q (225.755538 sec): 3 clusters Score: Raw -9160.193733 + Penalty 846.838266 = -8313.355467 nChanged 0 SP:Iteration 8F (225.756100 sec): 3 clusters Score: Raw -9160.193733 + Penalty 846.838266 = -8313.355467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 25 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.758411 sec): 2 clusters Score: Raw -27067.600175 + Penalty 869.348223 = -26198.251952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.759515 sec): 3 clusters Score: Raw -26946.076758 + Penalty 1739.547655 = -25206.529103 nChanged 128 SP:Iteration 1F (225.760606 sec): 3 clusters Score: Raw -27079.489997 + Penalty 1741.870841 = -25337.619156 nChanged 30 SP:Iteration 2F (225.761691 sec): 3 clusters Score: Raw -27117.756940 + Penalty 1743.419829 = -25374.337111 nChanged 16 SP:Iteration 3Q (225.762757 sec): 3 clusters Score: Raw -27138.141149 + Penalty 1744.792348 = -25393.348801 nChanged 8 SP:Iteration 4Q (225.763820 sec): 3 clusters Score: Raw -27144.557402 + Penalty 1745.994224 = -25398.563178 nChanged 4 SP:Iteration 5Q (225.764874 sec): 3 clusters Score: Raw -27148.734507 + Penalty 1747.683520 = -25401.050988 nChanged 7 SP:Iteration 6Q (225.765957 sec): 3 clusters Score: Raw -27160.240026 + Penalty 1748.149495 = -25412.090532 nChanged 5 SP:Iteration 7Q (225.767018 sec): 3 clusters Score: Raw -27170.177483 + Penalty 1748.690625 = -25421.486858 nChanged 4 SP:Iteration 8Q (225.768081 sec): 3 clusters Score: Raw -27176.684222 + Penalty 1749.504613 = -25427.179609 nChanged 3 SP:Iteration 9Q (225.769138 sec): 3 clusters Score: Raw -27179.534999 + Penalty 1751.034522 = -25428.500477 nChanged 5 SP:Iteration 10F (225.770224 sec): 3 clusters Score: Raw -27184.611340 + Penalty 1752.502534 = -25432.108806 nChanged 5 SP:Iteration 11Q (225.771285 sec): 3 clusters Score: Raw -27191.322863 + Penalty 1753.613389 = -25437.709473 nChanged 4 SP:Iteration 12Q (225.772344 sec): 3 clusters Score: Raw -27196.702038 + Penalty 1756.034436 = -25440.667602 nChanged 8 SP:Iteration 13Q (225.773403 sec): 3 clusters Score: Raw -27203.141573 + Penalty 1757.472557 = -25445.669017 nChanged 5 SP:Iteration 14Q (225.774461 sec): 3 clusters Score: Raw -27207.831932 + Penalty 1758.038467 = -25449.793465 nChanged 5 SP:Iteration 15Q (225.775538 sec): 3 clusters Score: Raw -27214.240443 + Penalty 1758.102092 = -25456.138351 nChanged 2 SP:Iteration 16Q (225.776596 sec): 3 clusters Score: Raw -27215.200797 + Penalty 1758.339186 = -25456.861611 nChanged 2 SP:Iteration 17Q (225.777651 sec): 3 clusters Score: Raw -27217.174256 + Penalty 1758.498781 = -25458.675475 nChanged 1 SP:Iteration 18Q (225.778704 sec): 3 clusters Score: Raw -27217.622020 + Penalty 1758.498781 = -25459.123240 nChanged 0 SP:Iteration 19F (225.779804 sec): 3 clusters Score: Raw -27217.622020 + Penalty 1758.498781 = -25459.123240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 28 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.781231 sec): 2 clusters Score: Raw -7072.454689 + Penalty 506.493345 = -6565.961345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.781768 sec): 3 clusters Score: Raw -7055.210420 + Penalty 1015.189083 = -6040.021338 nChanged 45 SP:Iteration 1F (225.782296 sec): 3 clusters Score: Raw -7148.119673 + Penalty 1015.435723 = -6132.683950 nChanged 17 SP:Iteration 2F (225.782821 sec): 3 clusters Score: Raw -7207.231475 + Penalty 1013.543375 = -6193.688100 nChanged 10 SP:Iteration 3F (225.783380 sec): 3 clusters Score: Raw -7232.448958 + Penalty 1005.581710 = -6226.867248 nChanged 5 SP:Iteration 4Q (225.783865 sec): 3 clusters Score: Raw -7258.470124 + Penalty 1003.197220 = -6255.272904 nChanged 2 SP:Iteration 5Q (225.784342 sec): 3 clusters Score: Raw -7263.426499 + Penalty 1000.673817 = -6262.752682 nChanged 1 SP:Iteration 6Q (225.784817 sec): 3 clusters Score: Raw -7268.351472 + Penalty 1004.163931 = -6264.187540 nChanged 2 SP:Iteration 7Q (225.785291 sec): 3 clusters Score: Raw -7284.031252 + Penalty 1004.163931 = -6279.867320 nChanged 0 SP:Iteration 8F (225.785816 sec): 3 clusters Score: Raw -7284.031252 + Penalty 1004.163931 = -6279.867320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 30 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.787374 sec): 2 clusters Score: Raw -14616.773823 + Penalty 316.725069 = -14300.048755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.788083 sec): 3 clusters Score: Raw -14519.082815 + Penalty 632.902649 = -13886.180166 nChanged 84 SP:Iteration 1F (225.788780 sec): 3 clusters Score: Raw -14577.766173 + Penalty 636.804865 = -13940.961309 nChanged 26 SP:Iteration 2F (225.789475 sec): 3 clusters Score: Raw -14600.492589 + Penalty 642.504291 = -13957.988299 nChanged 18 SP:Iteration 3F (225.790175 sec): 3 clusters Score: Raw -14623.168986 + Penalty 653.760362 = -13969.408624 nChanged 16 SP:Iteration 4F (225.790869 sec): 3 clusters Score: Raw -14644.172228 + Penalty 666.334067 = -13977.838161 nChanged 14 SP:Iteration 5Q (225.791556 sec): 3 clusters Score: Raw -14667.807215 + Penalty 676.950391 = -13990.856824 nChanged 9 SP:Iteration 6Q (225.792243 sec): 3 clusters Score: Raw -14683.085194 + Penalty 694.035956 = -13989.049238 nChanged 12 SP:Iteration 7F (225.792937 sec): 3 clusters Score: Raw -14701.635781 + Penalty 709.605780 = -13992.030001 nChanged 9 SP:Iteration 8Q (225.793619 sec): 3 clusters Score: Raw -14720.337108 + Penalty 721.940389 = -13998.396719 nChanged 7 SP:Iteration 9Q (225.794293 sec): 3 clusters Score: Raw -14732.537338 + Penalty 729.101428 = -14003.435909 nChanged 7 SP:Iteration 10F (225.794988 sec): 3 clusters Score: Raw -14759.282218 + Penalty 729.841372 = -14029.440846 nChanged 4 SP:Iteration 11Q (225.795638 sec): 3 clusters Score: Raw -14772.550236 + Penalty 726.265869 = -14046.284367 nChanged 2 SP:Iteration 12Q (225.796280 sec): 3 clusters Score: Raw -14782.801098 + Penalty 719.341805 = -14063.459293 nChanged 3 SP:Iteration 13Q (225.796922 sec): 3 clusters Score: Raw -14786.091166 + Penalty 719.555400 = -14066.535766 nChanged 1 SP:Iteration 14Q (225.797562 sec): 3 clusters Score: Raw -14787.143000 + Penalty 717.215643 = -14069.927356 nChanged 1 SP:Iteration 15Q (225.798200 sec): 3 clusters Score: Raw -14787.911637 + Penalty 715.096988 = -14072.814649 nChanged 1 SP:Iteration 16Q (225.798839 sec): 3 clusters Score: Raw -14788.389064 + Penalty 715.096988 = -14073.292076 nChanged 0 SP:Iteration 17F (225.799533 sec): 3 clusters Score: Raw -14788.389064 + Penalty 715.096988 = -14073.292076 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 35 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.802620 sec): 2 clusters Score: Raw -40836.688600 + Penalty 616.730383 = -40219.958218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.804236 sec): 3 clusters Score: Raw -40453.279247 + Penalty 1257.816903 = -39195.462344 nChanged 265 SP:Iteration 1F (225.805845 sec): 3 clusters Score: Raw -40692.194101 + Penalty 1284.794432 = -39407.399669 nChanged 89 SP:Iteration 2F (225.807408 sec): 3 clusters Score: Raw -40774.298982 + Penalty 1296.274182 = -39478.024800 nChanged 32 SP:Iteration 3Q (225.808954 sec): 3 clusters Score: Raw -40797.062852 + Penalty 1308.550931 = -39488.511921 nChanged 25 SP:Iteration 4Q (225.810490 sec): 3 clusters Score: Raw -40815.626619 + Penalty 1316.804266 = -39498.822353 nChanged 19 SP:Iteration 5Q (225.812091 sec): 3 clusters Score: Raw -40829.819531 + Penalty 1325.504124 = -39504.315407 nChanged 18 SP:Iteration 6Q (225.813670 sec): 3 clusters Score: Raw -40846.365770 + Penalty 1339.174751 = -39507.191018 nChanged 17 SP:Iteration 7Q (225.815221 sec): 3 clusters Score: Raw -40863.455537 + Penalty 1347.261299 = -39516.194238 nChanged 12 SP:Iteration 8Q (225.816728 sec): 3 clusters Score: Raw -40878.719035 + Penalty 1355.370592 = -39523.348443 nChanged 13 SP:Iteration 9Q (225.818262 sec): 3 clusters Score: Raw -40896.270985 + Penalty 1363.391220 = -39532.879765 nChanged 15 SP:Iteration 10F (225.819844 sec): 3 clusters Score: Raw -40913.191418 + Penalty 1369.758315 = -39543.433103 nChanged 7 SP:Iteration 11Q (225.821326 sec): 3 clusters Score: Raw -40923.339743 + Penalty 1375.387466 = -39547.952278 nChanged 3 SP:Iteration 12Q (225.822792 sec): 3 clusters Score: Raw -40926.854093 + Penalty 1378.752050 = -39548.102043 nChanged 4 SP:Iteration 13Q (225.824296 sec): 3 clusters Score: Raw -40930.895636 + Penalty 1380.952368 = -39549.943268 nChanged 2 SP:Iteration 14Q (225.825776 sec): 3 clusters Score: Raw -40937.460956 + Penalty 1380.762626 = -39556.698330 nChanged 3 SP:Iteration 15Q (225.827229 sec): 3 clusters Score: Raw -40941.337500 + Penalty 1380.762626 = -39560.574874 nChanged 0 SP:Iteration 16F (225.828783 sec): 3 clusters Score: Raw -40941.337500 + Penalty 1380.762626 = -39560.574874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 37 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.830125 sec): 2 clusters Score: Raw -6061.411878 + Penalty 120.403396 = -5941.008483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.830572 sec): 3 clusters Score: Raw -6013.630092 + Penalty 238.834735 = -5774.795358 nChanged 40 SP:Iteration 1F (225.831010 sec): 3 clusters Score: Raw -6058.420814 + Penalty 237.962885 = -5820.457929 nChanged 13 SP:Iteration 2F (225.831448 sec): 3 clusters Score: Raw -6074.772809 + Penalty 236.812337 = -5837.960473 nChanged 7 SP:Iteration 3F (225.831883 sec): 3 clusters Score: Raw -6086.637674 + Penalty 236.893033 = -5849.744641 nChanged 4 SP:Iteration 4Q (225.832310 sec): 3 clusters Score: Raw -6088.877393 + Penalty 236.893033 = -5851.984360 nChanged 0 SP:Iteration 5F (225.832744 sec): 3 clusters Score: Raw -6088.877393 + Penalty 236.893033 = -5851.984360 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 38 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.835731 sec): 2 clusters Score: Raw -37890.188693 + Penalty 393.060775 = -37497.127918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.837356 sec): 3 clusters Score: Raw -37479.460339 + Penalty 786.151419 = -36693.308920 nChanged 296 SP:Iteration 1F (225.838945 sec): 3 clusters Score: Raw -37750.612404 + Penalty 787.254360 = -36963.358044 nChanged 93 SP:Iteration 2F (225.840517 sec): 3 clusters Score: Raw -37839.904409 + Penalty 789.278469 = -37050.625940 nChanged 49 SP:Iteration 3F (225.842133 sec): 3 clusters Score: Raw -37883.428432 + Penalty 791.913210 = -37091.515221 nChanged 25 SP:Iteration 4Q (225.843706 sec): 3 clusters Score: Raw -37902.705388 + Penalty 792.368405 = -37110.336983 nChanged 12 SP:Iteration 5Q (225.845256 sec): 3 clusters Score: Raw -37909.765768 + Penalty 792.754527 = -37117.011240 nChanged 8 SP:Iteration 6Q (225.846795 sec): 3 clusters Score: Raw -37913.971106 + Penalty 793.403788 = -37120.567318 nChanged 6 SP:Iteration 7Q (225.848332 sec): 3 clusters Score: Raw -37916.862025 + Penalty 794.196756 = -37122.665269 nChanged 6 SP:Iteration 8Q (225.849867 sec): 3 clusters Score: Raw -37919.823471 + Penalty 794.750487 = -37125.072985 nChanged 6 SP:Iteration 9Q (225.851402 sec): 3 clusters Score: Raw -37921.633881 + Penalty 795.394220 = -37126.239661 nChanged 4 SP:Iteration 10F (225.852968 sec): 3 clusters Score: Raw -37923.313538 + Penalty 796.238871 = -37127.074668 nChanged 3 SP:Iteration 11Q (225.854538 sec): 3 clusters Score: Raw -37924.831157 + Penalty 796.514090 = -37128.317067 nChanged 2 SP:Iteration 12Q (225.856121 sec): 3 clusters Score: Raw -37925.504484 + Penalty 796.782347 = -37128.722137 nChanged 2 SP:Iteration 13Q (225.857685 sec): 3 clusters Score: Raw -37927.780682 + Penalty 797.331830 = -37130.448852 nChanged 2 SP:Iteration 14Q (225.859231 sec): 3 clusters Score: Raw -37930.683336 + Penalty 799.553617 = -37131.129719 nChanged 7 SP:Iteration 15Q (225.860774 sec): 3 clusters Score: Raw -37938.277637 + Penalty 802.759373 = -37135.518264 nChanged 9 SP:Iteration 16Q (225.862344 sec): 3 clusters Score: Raw -37948.907512 + Penalty 805.207780 = -37143.699732 nChanged 7 SP:Iteration 17Q (225.863905 sec): 3 clusters Score: Raw -37958.161193 + Penalty 805.188449 = -37152.972744 nChanged 9 SP:Iteration 18Q (225.865434 sec): 3 clusters Score: Raw -37964.578457 + Penalty 806.112210 = -37158.466247 nChanged 10 SP:Iteration 19Q (225.866954 sec): 3 clusters Score: Raw -37975.012148 + Penalty 807.854607 = -37167.157541 nChanged 11 SP:Iteration 20F (225.868518 sec): 3 clusters Score: Raw -37992.640804 + Penalty 811.848550 = -37180.792254 nChanged 20 SP:Iteration 21Q (225.870057 sec): 3 clusters Score: Raw -38023.766960 + Penalty 814.606905 = -37209.160056 nChanged 15 SP:Iteration 22Q (225.871550 sec): 3 clusters Score: Raw -38052.627002 + Penalty 818.741067 = -37233.885935 nChanged 16 SP:Iteration 23Q (225.873015 sec): 3 clusters Score: Raw -38070.610198 + Penalty 820.934064 = -37249.676134 nChanged 12 SP:Iteration 24Q (225.874461 sec): 3 clusters Score: Raw -38086.650207 + Penalty 823.617127 = -37263.033080 nChanged 10 SP:Iteration 25Q (225.875899 sec): 3 clusters Score: Raw -38101.603979 + Penalty 824.166259 = -37277.437720 nChanged 5 SP:Iteration 26Q (225.877328 sec): 3 clusters Score: Raw -38108.921911 + Penalty 823.228265 = -37285.693646 nChanged 8 SP:Iteration 27Q (225.878791 sec): 3 clusters Score: Raw -38115.734560 + Penalty 822.047063 = -37293.687498 nChanged 5 SP:Iteration 28Q (225.880257 sec): 3 clusters Score: Raw -38118.141067 + Penalty 822.354118 = -37295.786948 nChanged 4 SP:Iteration 29Q (225.881697 sec): 3 clusters Score: Raw -38121.197540 + Penalty 821.730533 = -37299.467006 nChanged 4 SP:Iteration 30F (225.883307 sec): 3 clusters Score: Raw -38122.812148 + Penalty 821.730533 = -37301.081615 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 39 (3119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.898083 sec): 2 clusters Score: Raw -156188.568695 + Penalty 548.905508 = -155639.663186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.903848 sec): 3 clusters Score: Raw -154310.910941 + Penalty 1104.430066 = -153206.480875 nChanged 1294 SP:Iteration 1F (225.909510 sec): 3 clusters Score: Raw -155214.265854 + Penalty 1126.420939 = -154087.844914 nChanged 496 SP:Iteration 2F (225.915141 sec): 3 clusters Score: Raw -155604.772153 + Penalty 1147.905944 = -154456.866209 nChanged 292 SP:Iteration 3F (225.920763 sec): 3 clusters Score: Raw -155833.720818 + Penalty 1164.614676 = -154669.106141 nChanged 173 SP:Iteration 4F (225.926408 sec): 3 clusters Score: Raw -155940.968300 + Penalty 1172.660749 = -154768.307551 nChanged 100 SP:Iteration 5Q (225.931948 sec): 3 clusters Score: Raw -155994.334270 + Penalty 1178.168484 = -154816.165787 nChanged 78 SP:Iteration 6Q (225.937428 sec): 3 clusters Score: Raw -156043.768946 + Penalty 1188.340883 = -154855.428063 nChanged 65 SP:Iteration 7Q (225.942888 sec): 3 clusters Score: Raw -156103.525436 + Penalty 1201.287777 = -154902.237659 nChanged 69 SP:Iteration 8Q (225.948233 sec): 3 clusters Score: Raw -156150.244715 + Penalty 1207.758038 = -154942.486677 nChanged 50 SP:Iteration 9Q (225.953519 sec): 3 clusters Score: Raw -156179.159631 + Penalty 1215.439889 = -154963.719741 nChanged 37 SP:Iteration 10F (225.959255 sec): 3 clusters Score: Raw -156197.359874 + Penalty 1221.484277 = -154975.875597 nChanged 22 SP:Iteration 11Q (225.964451 sec): 3 clusters Score: Raw -156206.174303 + Penalty 1228.839235 = -154977.335069 nChanged 27 SP:Iteration 12Q (225.969588 sec): 3 clusters Score: Raw -156215.983824 + Penalty 1234.817199 = -154981.166625 nChanged 18 SP:Iteration 13Q (225.974683 sec): 3 clusters Score: Raw -156223.521912 + Penalty 1241.516931 = -154982.004981 nChanged 19 SP:Iteration 14Q (225.979762 sec): 3 clusters Score: Raw -156229.732954 + Penalty 1245.856590 = -154983.876364 nChanged 13 SP:Iteration 15Q (225.984996 sec): 3 clusters Score: Raw -156234.796380 + Penalty 1249.876961 = -154984.919418 nChanged 10 SP:Iteration 16Q (225.990286 sec): 3 clusters Score: Raw -156238.076675 + Penalty 1254.316039 = -154983.760636 nChanged 10 SP:Iteration 17F (225.995871 sec): 3 clusters Score: Raw -156240.614289 + Penalty 1256.942628 = -154983.671662 nChanged 8 SP:Iteration 18F (226.001452 sec): 3 clusters Score: Raw -156242.548961 + Penalty 1261.316333 = -154981.232628 nChanged 14 SP:Iteration 19F (226.007015 sec): 3 clusters Score: Raw -156248.119787 + Penalty 1267.792727 = -154980.327060 nChanged 19 SP:Iteration 20F (226.012579 sec): 3 clusters Score: Raw -156252.974273 + Penalty 1270.077101 = -154982.897172 nChanged 9 SP:Iteration 21Q (226.017504 sec): 3 clusters Score: Raw -156255.787963 + Penalty 1272.864269 = -154982.923694 nChanged 10 SP:Iteration 22Q (226.022448 sec): 3 clusters Score: Raw -156260.030700 + Penalty 1274.725673 = -154985.305027 nChanged 6 SP:Iteration 23Q (226.027383 sec): 3 clusters Score: Raw -156261.818197 + Penalty 1278.552524 = -154983.265673 nChanged 5 SP:Iteration 24F (226.032957 sec): 3 clusters Score: Raw -156263.112829 + Penalty 1283.814289 = -154979.298540 nChanged 8 SP:Iteration 25F (226.038622 sec): 3 clusters Score: Raw -156265.881747 + Penalty 1289.856961 = -154976.024787 nChanged 13 SP:Iteration 26F (226.044232 sec): 3 clusters Score: Raw -156270.709735 + Penalty 1297.779707 = -154972.930028 nChanged 12 SP:Iteration 27F (226.049800 sec): 3 clusters Score: Raw -156275.712768 + Penalty 1300.121532 = -154975.591237 nChanged 3 SP:Iteration 28Q (226.054621 sec): 3 clusters Score: Raw -156277.132248 + Penalty 1302.410000 = -154974.722248 nChanged 3 SP:Iteration 29F (226.060214 sec): 3 clusters Score: Raw -156279.587657 + Penalty 1301.847947 = -154977.739709 nChanged 6 SP:Iteration 30F (226.065773 sec): 3 clusters Score: Raw -156281.799433 + Penalty 1303.555185 = -154978.244248 nChanged 4 SP:Iteration 31Q (226.070558 sec): 3 clusters Score: Raw -156283.763941 + Penalty 1304.520858 = -154979.243083 nChanged 1 SP:Iteration 32Q (226.075329 sec): 3 clusters Score: Raw -156283.862096 + Penalty 1304.520858 = -154979.341238 nChanged 0 SP:Iteration 33F (226.080925 sec): 3 clusters Score: Raw -156283.862096 + Penalty 1304.520858 = -154979.341238 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 41 (1523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.087985 sec): 2 clusters Score: Raw -75909.122786 + Penalty 115.563914 = -75793.558872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.090915 sec): 3 clusters Score: Raw -74994.779785 + Penalty 228.165821 = -74766.613964 nChanged 680 SP:Iteration 1F (226.093705 sec): 3 clusters Score: Raw -75689.706523 + Penalty 243.219999 = -75446.486524 nChanged 135 SP:Iteration 2F (226.096488 sec): 3 clusters Score: Raw -75786.926831 + Penalty 253.381084 = -75533.545747 nChanged 85 SP:Iteration 3F (226.099264 sec): 3 clusters Score: Raw -75853.397841 + Penalty 267.409094 = -75585.988747 nChanged 57 SP:Iteration 4Q (226.102049 sec): 3 clusters Score: Raw -75897.385431 + Penalty 279.310787 = -75618.074644 nChanged 36 SP:Iteration 5Q (226.104829 sec): 3 clusters Score: Raw -75925.140606 + Penalty 289.366330 = -75635.774276 nChanged 27 SP:Iteration 6Q (226.107571 sec): 3 clusters Score: Raw -75940.200763 + Penalty 297.341328 = -75642.859435 nChanged 15 SP:Iteration 7Q (226.110345 sec): 3 clusters Score: Raw -75948.866338 + Penalty 314.289014 = -75634.577323 nChanged 14 SP:Iteration 8F (226.113166 sec): 3 clusters Score: Raw -75955.729880 + Penalty 323.951826 = -75631.778053 nChanged 8 SP:Iteration 9F (226.115936 sec): 3 clusters Score: Raw -75957.814765 + Penalty 327.099944 = -75630.714821 nChanged 4 SP:Iteration 10F (226.118701 sec): 3 clusters Score: Raw -75958.549338 + Penalty 327.099944 = -75631.449394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 50 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.122262 sec): 2 clusters Score: Raw -23364.211798 + Penalty 344.698166 = -23019.513632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.123315 sec): 3 clusters Score: Raw -23128.870176 + Penalty 699.169548 = -22429.700628 nChanged 149 SP:Iteration 1F (226.124337 sec): 3 clusters Score: Raw -23256.928662 + Penalty 720.345920 = -22536.582742 nChanged 64 SP:Iteration 2F (226.125362 sec): 3 clusters Score: Raw -23351.034794 + Penalty 748.804922 = -22602.229871 nChanged 49 SP:Iteration 3F (226.126380 sec): 3 clusters Score: Raw -23422.397673 + Penalty 785.178816 = -22637.218857 nChanged 30 SP:Iteration 4F (226.127394 sec): 3 clusters Score: Raw -23464.317561 + Penalty 803.250268 = -22661.067293 nChanged 13 SP:Iteration 5Q (226.128351 sec): 3 clusters Score: Raw -23484.525639 + Penalty 807.961699 = -22676.563940 nChanged 6 SP:Iteration 6Q (226.129290 sec): 3 clusters Score: Raw -23490.295661 + Penalty 810.983890 = -22679.311771 nChanged 2 SP:Iteration 7Q (226.130227 sec): 3 clusters Score: Raw -23493.685862 + Penalty 811.714938 = -22681.970924 nChanged 1 SP:Iteration 8Q (226.131150 sec): 3 clusters Score: Raw -23494.363145 + Penalty 811.714938 = -22682.648207 nChanged 0 SP:Iteration 9F (226.132163 sec): 3 clusters Score: Raw -23494.363145 + Penalty 811.714938 = -22682.648207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 53 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.133296 sec): 2 clusters Score: Raw -10094.996260 + Penalty 216.770996 = -9878.225264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.133868 sec): 3 clusters Score: Raw -10016.916948 + Penalty 416.859770 = -9600.057178 nChanged 66 SP:Iteration 1F (226.134432 sec): 3 clusters Score: Raw -10104.760206 + Penalty 416.584753 = -9688.175453 nChanged 18 SP:Iteration 2F (226.134994 sec): 3 clusters Score: Raw -10122.426562 + Penalty 424.582224 = -9697.844338 nChanged 10 SP:Iteration 3Q (226.135546 sec): 3 clusters Score: Raw -10136.039198 + Penalty 433.825769 = -9702.213429 nChanged 9 SP:Iteration 4Q (226.136097 sec): 3 clusters Score: Raw -10146.535354 + Penalty 433.825769 = -9712.709585 nChanged 0 SP:Iteration 5F (226.136660 sec): 3 clusters Score: Raw -10146.535354 + Penalty 433.825769 = -9712.709585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 54 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.138167 sec): 2 clusters Score: Raw -10198.650222 + Penalty 650.299109 = -9548.351112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.138775 sec): 3 clusters Score: Raw -10265.395709 + Penalty 1309.396330 = -8955.999380 nChanged 52 SP:Iteration 1F (226.139372 sec): 3 clusters Score: Raw -10421.166769 + Penalty 1297.303782 = -9123.862986 nChanged 15 SP:Iteration 2F (226.139969 sec): 3 clusters Score: Raw -10483.457255 + Penalty 1296.252249 = -9187.205006 nChanged 6 SP:Iteration 3Q (226.140520 sec): 3 clusters Score: Raw -10528.307456 + Penalty 1294.815617 = -9233.491838 nChanged 4 SP:Iteration 4Q (226.141058 sec): 3 clusters Score: Raw -10557.928918 + Penalty 1293.093021 = -9264.835896 nChanged 1 SP:Iteration 5Q (226.141591 sec): 3 clusters Score: Raw -10562.505210 + Penalty 1293.093021 = -9269.412189 nChanged 0 SP:Iteration 6F (226.142186 sec): 3 clusters Score: Raw -10562.505210 + Penalty 1293.093021 = -9269.412189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 57 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.143921 sec): 2 clusters Score: Raw -13666.056649 + Penalty 291.016591 = -13375.040058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.144619 sec): 3 clusters Score: Raw -13542.743696 + Penalty 579.737942 = -12963.005754 nChanged 74 SP:Iteration 1F (226.145312 sec): 3 clusters Score: Raw -13620.666470 + Penalty 582.244892 = -13038.421578 nChanged 33 SP:Iteration 2F (226.146000 sec): 3 clusters Score: Raw -13658.730710 + Penalty 586.326587 = -13072.404123 nChanged 16 SP:Iteration 3F (226.146687 sec): 3 clusters Score: Raw -13685.260878 + Penalty 593.354361 = -13091.906517 nChanged 14 SP:Iteration 4F (226.147373 sec): 3 clusters Score: Raw -13704.500103 + Penalty 608.012619 = -13096.487484 nChanged 17 SP:Iteration 5F (226.148056 sec): 3 clusters Score: Raw -13725.931804 + Penalty 627.641852 = -13098.289952 nChanged 13 SP:Iteration 6Q (226.148720 sec): 3 clusters Score: Raw -13738.273397 + Penalty 665.556228 = -13072.717169 nChanged 15 SP:Iteration 7F (226.149407 sec): 3 clusters Score: Raw -13760.124351 + Penalty 693.866678 = -13066.257673 nChanged 8 SP:Iteration 8F (226.150096 sec): 3 clusters Score: Raw -13773.798784 + Penalty 708.078828 = -13065.719956 nChanged 3 SP:Iteration 9F (226.150782 sec): 3 clusters Score: Raw -13781.693618 + Penalty 708.887288 = -13072.806330 nChanged 1 SP:Iteration 10F (226.151468 sec): 3 clusters Score: Raw -13782.459098 + Penalty 708.887288 = -13073.571810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 58 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.152579 sec): 2 clusters Score: Raw -3745.220528 + Penalty 503.925362 = -3241.295166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.152946 sec): 3 clusters Score: Raw -3844.188115 + Penalty 1006.806418 = -2837.381696 nChanged 8 SP:Iteration 1F (226.153307 sec): 3 clusters Score: Raw -3860.590972 + Penalty 1007.771812 = -2852.819159 nChanged 2 SP:Iteration 2Q (226.153649 sec): 3 clusters Score: Raw -3866.102396 + Penalty 1009.265916 = -2856.836480 nChanged 2 SP:Iteration 3Q (226.153990 sec): 3 clusters Score: Raw -3871.873329 + Penalty 1009.265916 = -2862.607413 nChanged 0 SP:Iteration 4F (226.154348 sec): 3 clusters Score: Raw -3871.873329 + Penalty 1009.265916 = -2862.607413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 60 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.157330 sec): 2 clusters Score: Raw -26851.221697 + Penalty 832.369932 = -26018.851765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.158427 sec): 3 clusters Score: Raw -26701.507959 + Penalty 1664.145068 = -25037.362892 nChanged 124 SP:Iteration 1F (226.159456 sec): 3 clusters Score: Raw -26832.621836 + Penalty 1663.999516 = -25168.622320 nChanged 31 SP:Iteration 2F (226.160486 sec): 3 clusters Score: Raw -26866.546735 + Penalty 1662.998641 = -25203.548093 nChanged 15 SP:Iteration 3Q (226.161500 sec): 3 clusters Score: Raw -26882.095828 + Penalty 1663.258593 = -25218.837235 nChanged 4 SP:Iteration 4Q (226.162510 sec): 3 clusters Score: Raw -26885.644357 + Penalty 1663.760109 = -25221.884247 nChanged 3 SP:Iteration 5Q (226.163519 sec): 3 clusters Score: Raw -26887.437892 + Penalty 1663.957838 = -25223.480053 nChanged 1 SP:Iteration 6Q (226.164527 sec): 3 clusters Score: Raw -26887.737998 + Penalty 1664.332018 = -25223.405980 nChanged 2 SP:Iteration 7F (226.165551 sec): 3 clusters Score: Raw -26888.789950 + Penalty 1664.958912 = -25223.831038 nChanged 3 SP:Iteration 8Q (226.166558 sec): 3 clusters Score: Raw -26891.372749 + Penalty 1665.627136 = -25225.745613 nChanged 3 SP:Iteration 9Q (226.167566 sec): 3 clusters Score: Raw -26893.879483 + Penalty 1666.091571 = -25227.787913 nChanged 4 SP:Iteration 10F (226.168620 sec): 3 clusters Score: Raw -26896.842170 + Penalty 1666.355258 = -25230.486913 nChanged 5 SP:Iteration 11Q (226.169628 sec): 3 clusters Score: Raw -26906.779842 + Penalty 1667.008598 = -25239.771244 nChanged 6 SP:Iteration 12Q (226.170639 sec): 3 clusters Score: Raw -26911.459273 + Penalty 1667.073571 = -25244.385702 nChanged 4 SP:Iteration 13Q (226.171646 sec): 3 clusters Score: Raw -26918.347011 + Penalty 1668.694646 = -25249.652365 nChanged 9 SP:Iteration 14Q (226.172658 sec): 3 clusters Score: Raw -26924.907932 + Penalty 1669.387375 = -25255.520557 nChanged 6 SP:Iteration 15Q (226.173662 sec): 3 clusters Score: Raw -26933.059021 + Penalty 1670.983931 = -25262.075090 nChanged 6 SP:Iteration 16Q (226.174666 sec): 3 clusters Score: Raw -26940.966539 + Penalty 1673.224684 = -25267.741855 nChanged 6 SP:Iteration 17Q (226.175666 sec): 3 clusters Score: Raw -26950.214131 + Penalty 1675.918286 = -25274.295845 nChanged 5 SP:Iteration 18Q (226.176663 sec): 3 clusters Score: Raw -26955.686326 + Penalty 1677.379475 = -25278.306850 nChanged 3 SP:Iteration 19Q (226.177658 sec): 3 clusters Score: Raw -26956.962837 + Penalty 1679.275937 = -25277.686900 nChanged 4 SP:Iteration 20F (226.178682 sec): 3 clusters Score: Raw -26959.688105 + Penalty 1682.056723 = -25277.631382 nChanged 7 SP:Iteration 21F (226.179705 sec): 3 clusters Score: Raw -26967.138785 + Penalty 1686.945433 = -25280.193352 nChanged 10 SP:Iteration 22Q (226.180700 sec): 3 clusters Score: Raw -26977.374926 + Penalty 1691.474664 = -25285.900263 nChanged 9 SP:Iteration 23Q (226.181687 sec): 3 clusters Score: Raw -26984.528891 + Penalty 1694.527671 = -25290.001220 nChanged 9 SP:Iteration 24Q (226.182692 sec): 3 clusters Score: Raw -27000.157156 + Penalty 1695.628870 = -25304.528286 nChanged 3 SP:Iteration 25Q (226.183675 sec): 3 clusters Score: Raw -27005.897530 + Penalty 1695.534748 = -25310.362782 nChanged 2 SP:Iteration 26Q (226.184651 sec): 3 clusters Score: Raw -27010.687283 + Penalty 1695.994900 = -25314.692383 nChanged 3 SP:Iteration 27Q (226.185641 sec): 3 clusters Score: Raw -27012.896208 + Penalty 1697.571707 = -25315.324501 nChanged 3 SP:Iteration 28Q (226.186610 sec): 3 clusters Score: Raw -27016.373132 + Penalty 1697.566732 = -25318.806400 nChanged 1 SP:Iteration 29Q (226.187580 sec): 3 clusters Score: Raw -27018.980788 + Penalty 1697.566732 = -25321.414056 nChanged 0 SP:Iteration 30F (226.188600 sec): 3 clusters Score: Raw -27018.980788 + Penalty 1697.566732 = -25321.414056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 67 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.190777 sec): 2 clusters Score: Raw -22615.825894 + Penalty 671.101183 = -21944.724712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.191724 sec): 3 clusters Score: Raw -22492.764456 + Penalty 1342.239893 = -21150.524563 nChanged 90 SP:Iteration 1F (226.192653 sec): 3 clusters Score: Raw -22571.752051 + Penalty 1341.466723 = -21230.285328 nChanged 21 SP:Iteration 2Q (226.193573 sec): 3 clusters Score: Raw -22597.008665 + Penalty 1339.915899 = -21257.092766 nChanged 14 SP:Iteration 3Q (226.194486 sec): 3 clusters Score: Raw -22611.177711 + Penalty 1339.965008 = -21271.212703 nChanged 10 SP:Iteration 4Q (226.195394 sec): 3 clusters Score: Raw -22619.487812 + Penalty 1339.499484 = -21279.988328 nChanged 7 SP:Iteration 5Q (226.196299 sec): 3 clusters Score: Raw -22624.363271 + Penalty 1340.220951 = -21284.142320 nChanged 4 SP:Iteration 6Q (226.197204 sec): 3 clusters Score: Raw -22627.636676 + Penalty 1339.843184 = -21287.793492 nChanged 4 SP:Iteration 7Q (226.198108 sec): 3 clusters Score: Raw -22629.265546 + Penalty 1339.857363 = -21289.408183 nChanged 3 SP:Iteration 8Q (226.199014 sec): 3 clusters Score: Raw -22632.040553 + Penalty 1340.061837 = -21291.978716 nChanged 4 SP:Iteration 9Q (226.199919 sec): 3 clusters Score: Raw -22633.830568 + Penalty 1340.260004 = -21293.570564 nChanged 7 SP:Iteration 10F (226.200877 sec): 3 clusters Score: Raw -22641.883822 + Penalty 1341.871987 = -21300.011835 nChanged 12 SP:Iteration 11Q (226.201788 sec): 3 clusters Score: Raw -22655.204729 + Penalty 1343.956919 = -21311.247810 nChanged 14 SP:Iteration 12Q (226.202696 sec): 3 clusters Score: Raw -22676.381299 + Penalty 1346.082331 = -21330.298967 nChanged 12 SP:Iteration 13Q (226.203602 sec): 3 clusters Score: Raw -22691.939651 + Penalty 1346.939405 = -21345.000246 nChanged 14 SP:Iteration 14Q (226.204509 sec): 3 clusters Score: Raw -22721.235453 + Penalty 1347.981010 = -21373.254444 nChanged 17 SP:Iteration 15Q (226.205413 sec): 3 clusters Score: Raw -22746.871740 + Penalty 1348.397025 = -21398.474715 nChanged 9 SP:Iteration 16Q (226.206311 sec): 3 clusters Score: Raw -22760.658656 + Penalty 1349.041564 = -21411.617092 nChanged 5 SP:Iteration 17Q (226.207207 sec): 3 clusters Score: Raw -22765.451474 + Penalty 1350.112973 = -21415.338501 nChanged 6 SP:Iteration 18Q (226.208103 sec): 3 clusters Score: Raw -22770.995540 + Penalty 1350.921248 = -21420.074292 nChanged 3 SP:Iteration 19Q (226.208999 sec): 3 clusters Score: Raw -22775.157718 + Penalty 1351.670257 = -21423.487462 nChanged 4 SP:Iteration 20F (226.209928 sec): 3 clusters Score: Raw -22778.313008 + Penalty 1351.693035 = -21426.619973 nChanged 3 SP:Iteration 21Q (226.210828 sec): 3 clusters Score: Raw -22782.926309 + Penalty 1351.616946 = -21431.309363 nChanged 6 SP:Iteration 22Q (226.211728 sec): 3 clusters Score: Raw -22791.080199 + Penalty 1351.930075 = -21439.150124 nChanged 6 SP:Iteration 23Q (226.212626 sec): 3 clusters Score: Raw -22797.897496 + Penalty 1352.255663 = -21445.641833 nChanged 2 SP:Iteration 24Q (226.213522 sec): 3 clusters Score: Raw -22800.815581 + Penalty 1352.264455 = -21448.551126 nChanged 2 SP:Iteration 25Q (226.214415 sec): 3 clusters Score: Raw -22804.032430 + Penalty 1352.433365 = -21451.599065 nChanged 1 SP:Iteration 26Q (226.215309 sec): 3 clusters Score: Raw -22804.938307 + Penalty 1352.433365 = -21452.504942 nChanged 0 SP:Iteration 27F (226.216237 sec): 3 clusters Score: Raw -22804.938307 + Penalty 1352.433365 = -21452.504942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 68 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.217585 sec): 2 clusters Score: Raw -7540.510078 + Penalty 223.870830 = -7316.639248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.218082 sec): 3 clusters Score: Raw -7493.377336 + Penalty 457.832769 = -7035.544567 nChanged 37 SP:Iteration 1F (226.218568 sec): 3 clusters Score: Raw -7536.346676 + Penalty 474.300936 = -7062.045740 nChanged 13 SP:Iteration 2F (226.219053 sec): 3 clusters Score: Raw -7568.879083 + Penalty 490.993189 = -7077.885893 nChanged 10 SP:Iteration 3F (226.219538 sec): 3 clusters Score: Raw -7588.953648 + Penalty 495.274706 = -7093.678942 nChanged 2 SP:Iteration 4Q (226.219999 sec): 3 clusters Score: Raw -7593.745058 + Penalty 495.274706 = -7098.470352 nChanged 0 SP:Iteration 5F (226.220485 sec): 3 clusters Score: Raw -7593.745058 + Penalty 495.274706 = -7098.470352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 78 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.221658 sec): 2 clusters Score: Raw -5480.008647 + Penalty 660.783600 = -4819.225047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.222100 sec): 3 clusters Score: Raw -5566.446947 + Penalty 1319.419340 = -4247.027606 nChanged 12 SP:Iteration 1F (226.222532 sec): 3 clusters Score: Raw -5604.042232 + Penalty 1318.156309 = -4285.885924 nChanged 1 SP:Iteration 2Q (226.222941 sec): 3 clusters Score: Raw -5610.561180 + Penalty 1319.419340 = -4291.141840 nChanged 1 SP:Iteration 3Q (226.223348 sec): 3 clusters Score: Raw -5636.501108 + Penalty 1320.508375 = -4315.992733 nChanged 1 SP:Iteration 4Q (226.223755 sec): 3 clusters Score: Raw -5639.697055 + Penalty 1320.508375 = -4319.188680 nChanged 0 SP:Iteration 5F (226.224210 sec): 3 clusters Score: Raw -5639.697055 + Penalty 1320.508375 = -4319.188680 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 80 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.228380 sec): 2 clusters Score: Raw -29465.923147 + Penalty 584.523875 = -28881.399272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.229878 sec): 3 clusters Score: Raw -29192.663298 + Penalty 1169.899400 = -28022.763898 nChanged 216 SP:Iteration 1F (226.231318 sec): 3 clusters Score: Raw -29425.102561 + Penalty 1173.134507 = -28251.968053 nChanged 65 SP:Iteration 2F (226.232729 sec): 3 clusters Score: Raw -29504.141403 + Penalty 1180.333371 = -28323.808032 nChanged 45 SP:Iteration 3F (226.234150 sec): 3 clusters Score: Raw -29565.731827 + Penalty 1184.081735 = -28381.650092 nChanged 29 SP:Iteration 4Q (226.235530 sec): 3 clusters Score: Raw -29592.973608 + Penalty 1187.378483 = -28405.595125 nChanged 17 SP:Iteration 5Q (226.236896 sec): 3 clusters Score: Raw -29605.289724 + Penalty 1190.126131 = -28415.163593 nChanged 8 SP:Iteration 6Q (226.238244 sec): 3 clusters Score: Raw -29612.367117 + Penalty 1192.941596 = -28419.425521 nChanged 11 SP:Iteration 7Q (226.239622 sec): 3 clusters Score: Raw -29620.141283 + Penalty 1194.815497 = -28425.325786 nChanged 8 SP:Iteration 8Q (226.240992 sec): 3 clusters Score: Raw -29630.253729 + Penalty 1198.193044 = -28432.060685 nChanged 9 SP:Iteration 9Q (226.242359 sec): 3 clusters Score: Raw -29638.307733 + Penalty 1199.904423 = -28438.403310 nChanged 3 SP:Iteration 10F (226.243784 sec): 3 clusters Score: Raw -29642.961780 + Penalty 1202.618580 = -28440.343200 nChanged 5 SP:Iteration 11Q (226.245158 sec): 3 clusters Score: Raw -29650.381177 + Penalty 1203.894117 = -28446.487059 nChanged 3 SP:Iteration 12Q (226.246527 sec): 3 clusters Score: Raw -29655.176832 + Penalty 1204.059676 = -28451.117156 nChanged 3 SP:Iteration 13Q (226.247904 sec): 3 clusters Score: Raw -29657.304451 + Penalty 1205.308045 = -28451.996407 nChanged 2 SP:Iteration 14Q (226.249265 sec): 3 clusters Score: Raw -29658.483847 + Penalty 1205.308045 = -28453.175802 nChanged 0 SP:Iteration 15F (226.250672 sec): 3 clusters Score: Raw -29658.483847 + Penalty 1205.308045 = -28453.175802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 81 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.253970 sec): 2 clusters Score: Raw -6541.476506 + Penalty 720.477643 = -5820.998863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.254442 sec): 3 clusters Score: Raw -6698.634080 + Penalty 1444.234680 = -5254.399400 nChanged 21 SP:Iteration 1F (226.254917 sec): 3 clusters Score: Raw -6790.814033 + Penalty 1444.390996 = -5346.423037 nChanged 7 SP:Iteration 2Q (226.255343 sec): 3 clusters Score: Raw -6821.469876 + Penalty 1446.702597 = -5374.767279 nChanged 8 SP:Iteration 3F (226.255799 sec): 3 clusters Score: Raw -6863.924515 + Penalty 1449.612024 = -5414.312491 nChanged 1 SP:Iteration 4Q (226.256212 sec): 3 clusters Score: Raw -6871.532370 + Penalty 1449.612024 = -5421.920346 nChanged 0 SP:Iteration 5F (226.256669 sec): 3 clusters Score: Raw -6871.532370 + Penalty 1449.612024 = -5421.920346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 84 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.258074 sec): 2 clusters Score: Raw -14214.703786 + Penalty 369.351488 = -13845.352299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.258882 sec): 3 clusters Score: Raw -14102.452589 + Penalty 741.442002 = -13361.010587 nChanged 92 SP:Iteration 1F (226.259675 sec): 3 clusters Score: Raw -14203.843564 + Penalty 742.828584 = -13461.014980 nChanged 26 SP:Iteration 2F (226.260473 sec): 3 clusters Score: Raw -14226.643979 + Penalty 744.536492 = -13482.107487 nChanged 11 SP:Iteration 3Q (226.261250 sec): 3 clusters Score: Raw -14242.283348 + Penalty 747.984312 = -13494.299036 nChanged 7 SP:Iteration 4Q (226.261994 sec): 3 clusters Score: Raw -14247.716002 + Penalty 748.380446 = -13499.335557 nChanged 4 SP:Iteration 5Q (226.262735 sec): 3 clusters Score: Raw -14254.657919 + Penalty 748.025313 = -13506.632606 nChanged 5 SP:Iteration 6Q (226.263476 sec): 3 clusters Score: Raw -14260.374052 + Penalty 750.040821 = -13510.333232 nChanged 9 SP:Iteration 7Q (226.264216 sec): 3 clusters Score: Raw -14267.933703 + Penalty 755.804829 = -13512.128874 nChanged 8 SP:Iteration 8Q (226.264954 sec): 3 clusters Score: Raw -14273.543765 + Penalty 758.953457 = -13514.590307 nChanged 4 SP:Iteration 9Q (226.265688 sec): 3 clusters Score: Raw -14276.886844 + Penalty 757.859674 = -13519.027170 nChanged 3 SP:Iteration 10F (226.266449 sec): 3 clusters Score: Raw -14280.552421 + Penalty 758.998044 = -13521.554377 nChanged 6 SP:Iteration 11Q (226.267184 sec): 3 clusters Score: Raw -14299.324375 + Penalty 752.210439 = -13547.113936 nChanged 9 SP:Iteration 12Q (226.267916 sec): 3 clusters Score: Raw -14319.140817 + Penalty 751.822695 = -13567.318122 nChanged 5 SP:Iteration 13Q (226.268642 sec): 3 clusters Score: Raw -14323.495167 + Penalty 753.051486 = -13570.443680 nChanged 1 SP:Iteration 14Q (226.269366 sec): 3 clusters Score: Raw -14324.528436 + Penalty 754.733420 = -13569.795016 nChanged 1 SP:Iteration 15F (226.270126 sec): 3 clusters Score: Raw -14326.510650 + Penalty 755.857858 = -13570.652792 nChanged 1 SP:Iteration 16Q (226.270851 sec): 3 clusters Score: Raw -14327.115401 + Penalty 755.857858 = -13571.257543 nChanged 0 SP:Iteration 17F (226.271612 sec): 3 clusters Score: Raw -14327.115401 + Penalty 755.857858 = -13571.257543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 96 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.273125 sec): 2 clusters Score: Raw -19288.271850 + Penalty 411.225218 = -18877.046632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.273987 sec): 3 clusters Score: Raw -19129.854998 + Penalty 829.706930 = -18300.148068 nChanged 117 SP:Iteration 1F (226.274833 sec): 3 clusters Score: Raw -19236.714753 + Penalty 836.720962 = -18399.993791 nChanged 35 SP:Iteration 2F (226.275678 sec): 3 clusters Score: Raw -19274.452672 + Penalty 847.982418 = -18426.470254 nChanged 18 SP:Iteration 3Q (226.276518 sec): 3 clusters Score: Raw -19291.387735 + Penalty 863.516347 = -18427.871387 nChanged 13 SP:Iteration 4Q (226.277356 sec): 3 clusters Score: Raw -19301.756723 + Penalty 868.826547 = -18432.930176 nChanged 3 SP:Iteration 5Q (226.278192 sec): 3 clusters Score: Raw -19305.229301 + Penalty 869.708023 = -18435.521278 nChanged 2 SP:Iteration 6Q (226.279029 sec): 3 clusters Score: Raw -19306.967481 + Penalty 870.739327 = -18436.228154 nChanged 1 SP:Iteration 7Q (226.279863 sec): 3 clusters Score: Raw -19307.778583 + Penalty 870.739327 = -18437.039255 nChanged 0 SP:Iteration 8F (226.280706 sec): 3 clusters Score: Raw -19307.778583 + Penalty 870.739327 = -18437.039255 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 102 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.283054 sec): 2 clusters Score: Raw -30130.821242 + Penalty 55.897810 = -30074.923432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.284342 sec): 3 clusters Score: Raw -29772.424764 + Penalty 121.508778 = -29650.915986 nChanged 259 SP:Iteration 1F (226.285566 sec): 3 clusters Score: Raw -30077.707032 + Penalty 137.754880 = -29939.952152 nChanged 57 SP:Iteration 2F (226.286781 sec): 3 clusters Score: Raw -30152.155140 + Penalty 138.873806 = -30013.281335 nChanged 17 SP:Iteration 3Q (226.287940 sec): 3 clusters Score: Raw -30165.035776 + Penalty 137.748642 = -30027.287134 nChanged 8 SP:Iteration 4Q (226.289020 sec): 3 clusters Score: Raw -30172.090118 + Penalty 135.331642 = -30036.758476 nChanged 9 SP:Iteration 5Q (226.290123 sec): 3 clusters Score: Raw -30184.619310 + Penalty 131.536625 = -30053.082685 nChanged 10 SP:Iteration 6Q (226.291191 sec): 3 clusters Score: Raw -30196.630957 + Penalty 129.999646 = -30066.631311 nChanged 7 SP:Iteration 7Q (226.292274 sec): 3 clusters Score: Raw -30199.949452 + Penalty 129.491040 = -30070.458412 nChanged 3 SP:Iteration 8Q (226.293329 sec): 3 clusters Score: Raw -30200.890819 + Penalty 126.968768 = -30073.922051 nChanged 2 SP:Iteration 9Q (226.294382 sec): 3 clusters Score: Raw -30201.931606 + Penalty 126.968768 = -30074.962837 nChanged 0 SP:Iteration 10F (226.295643 sec): 3 clusters Score: Raw -30201.931606 + Penalty 126.968768 = -30074.962837 nChanged 0 Score: Raw -2415704.747882 + Penalty 30064.433882 = -2385640.314000 Splitting cluster 102 changes total score from -2347469.230967 to -2385640.314000 So it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 105 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (227.420383 sec): 2 clusters Score: Raw -8810.474478 + Penalty 544.453335 = -8266.021143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (227.420942 sec): 3 clusters Score: Raw -8786.617875 + Penalty 1088.739617 = -7697.878259 nChanged 38 SP:Iteration 1F (227.421481 sec): 3 clusters Score: Raw -8840.235412 + Penalty 1090.166884 = -7750.068528 nChanged 18 SP:Iteration 2F (227.422017 sec): 3 clusters Score: Raw -8879.797824 + Penalty 1090.434738 = -7789.363086 nChanged 8 SP:Iteration 3Q (227.422530 sec): 3 clusters Score: Raw -8901.843005 + Penalty 1097.939100 = -7803.903905 nChanged 11 SP:Iteration 4F (227.423067 sec): 3 clusters Score: Raw -8937.640264 + Penalty 1106.679591 = -7830.960674 nChanged 5 SP:Iteration 5Q (227.423562 sec): 3 clusters Score: Raw -8943.099562 + Penalty 1111.139767 = -7831.959796 nChanged 3 SP:Iteration 6Q (227.424056 sec): 3 clusters Score: Raw -8948.609919 + Penalty 1111.139767 = -7837.470152 nChanged 0 SP:Iteration 7F (227.424589 sec): 3 clusters Score: Raw -8948.609919 + Penalty 1111.139767 = -7837.470152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 141 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (227.425990 sec): 2 clusters Score: Raw -15117.439881 + Penalty 266.788563 = -14850.651317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (227.426798 sec): 3 clusters Score: Raw -14997.312328 + Penalty 557.528153 = -14439.784175 nChanged 97 SP:Iteration 1F (227.427596 sec): 3 clusters Score: Raw -15109.184228 + Penalty 576.864110 = -14532.320118 nChanged 30 SP:Iteration 2F (227.428394 sec): 3 clusters Score: Raw -15154.742657 + Penalty 603.326817 = -14551.415840 nChanged 19 SP:Iteration 3F (227.429188 sec): 3 clusters Score: Raw -15180.189180 + Penalty 604.015173 = -14576.174006 nChanged 7 SP:Iteration 4Q (227.429954 sec): 3 clusters Score: Raw -15191.707326 + Penalty 604.015173 = -14587.692153 nChanged 0 SP:Iteration 5F (227.430753 sec): 3 clusters Score: Raw -15191.707326 + Penalty 604.015173 = -14587.692153 nChanged 0 Iteration 291F (228.549775 sec): 45 clusters Score: Raw -2377492.862986 + Penalty 30065.040765 = -2347427.822220 nChanged 33 Iteration 292F (229.648825 sec): 45 clusters Score: Raw -2377497.369039 + Penalty 30064.678260 = -2347432.690779 nChanged 13 Iteration 293Q (229.851436 sec): 45 clusters Score: Raw -2377501.484729 + Penalty 30064.804102 = -2347436.680626 nChanged 4 Iteration 294Q (230.053192 sec): 45 clusters Score: Raw -2377501.867169 + Penalty 30064.820257 = -2347437.046912 nChanged 4 Iteration 295Q (230.254736 sec): 45 clusters Score: Raw -2377501.999495 + Penalty 30064.847193 = -2347437.152302 nChanged 1 Iteration 296Q (230.456256 sec): 45 clusters Score: Raw -2377502.008115 + Penalty 30064.847193 = -2347437.160922 nChanged 0 Iteration 297F (231.553929 sec): 45 clusters Score: Raw -2377502.008115 + Penalty 30064.847193 = -2347437.160922 nChanged 0 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.47 GB. Compute initial score before splitting: Score: Raw -2377502.008115 + Penalty 30064.847193 = -2347437.160922Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 1 (1778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (231.730833 sec): 2 clusters Score: Raw -91027.092625 + Penalty 95.360047 = -90931.732578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (231.734115 sec): 3 clusters Score: Raw -89911.199194 + Penalty 202.165202 = -89709.033992 nChanged 789 SP:Iteration 1F (231.737339 sec): 3 clusters Score: Raw -90739.011437 + Penalty 197.980119 = -90541.031318 nChanged 128 SP:Iteration 2F (231.740538 sec): 3 clusters Score: Raw -90909.620693 + Penalty 200.983505 = -90708.637188 nChanged 41 SP:Iteration 3Q (231.743324 sec): 3 clusters Score: Raw -90934.390814 + Penalty 198.460477 = -90735.930337 nChanged 22 SP:Iteration 4Q (231.746039 sec): 3 clusters Score: Raw -90946.810827 + Penalty 200.383898 = -90746.426929 nChanged 22 SP:Iteration 5Q (231.748838 sec): 3 clusters Score: Raw -90959.997860 + Penalty 203.272056 = -90756.725804 nChanged 17 SP:Iteration 6Q (231.751501 sec): 3 clusters Score: Raw -90969.082114 + Penalty 205.659677 = -90763.422437 nChanged 18 SP:Iteration 7Q (231.754151 sec): 3 clusters Score: Raw -90976.866174 + Penalty 202.008619 = -90774.857555 nChanged 18 SP:Iteration 8Q (231.756803 sec): 3 clusters Score: Raw -90987.912269 + Penalty 193.641589 = -90794.270680 nChanged 22 SP:Iteration 9Q (231.759429 sec): 3 clusters Score: Raw -91006.060550 + Penalty 219.669580 = -90786.390970 nChanged 15 SP:Iteration 10F (231.762629 sec): 3 clusters Score: Raw -91018.388798 + Penalty 243.984055 = -90774.404743 nChanged 7 SP:Iteration 11F (231.766255 sec): 3 clusters Score: Raw -91021.192975 + Penalty 229.090982 = -90792.101993 nChanged 1 SP:Iteration 12Q (231.769229 sec): 3 clusters Score: Raw -91022.223141 + Penalty 229.090982 = -90793.132159 nChanged 0 SP:Iteration 13F (231.772864 sec): 3 clusters Score: Raw -91022.223141 + Penalty 229.090982 = -90793.132159 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 2 (4455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (231.794159 sec): 2 clusters Score: Raw -224818.785666 + Penalty 146.284734 = -224672.500932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (231.802235 sec): 3 clusters Score: Raw -221925.209717 + Penalty 311.349376 = -221613.860341 nChanged 2092 SP:Iteration 1F (231.810123 sec): 3 clusters Score: Raw -224307.899643 + Penalty 294.537459 = -224013.362184 nChanged 335 SP:Iteration 2F (231.818137 sec): 3 clusters Score: Raw -224807.602128 + Penalty 291.364404 = -224516.237724 nChanged 83 SP:Iteration 3Q (231.825540 sec): 3 clusters Score: Raw -224857.473226 + Penalty 290.641602 = -224566.831623 nChanged 24 SP:Iteration 4Q (231.832438 sec): 3 clusters Score: Raw -224863.435640 + Penalty 288.798303 = -224574.637337 nChanged 18 SP:Iteration 5Q (231.839335 sec): 3 clusters Score: Raw -224866.960532 + Penalty 287.725647 = -224579.234885 nChanged 12 SP:Iteration 6Q (231.846073 sec): 3 clusters Score: Raw -224869.201269 + Penalty 286.826910 = -224582.374360 nChanged 11 SP:Iteration 7Q (231.852883 sec): 3 clusters Score: Raw -224871.152108 + Penalty 286.860962 = -224584.291146 nChanged 7 SP:Iteration 8Q (231.859610 sec): 3 clusters Score: Raw -224872.281849 + Penalty 287.184039 = -224585.097810 nChanged 7 SP:Iteration 9Q (231.866422 sec): 3 clusters Score: Raw -224873.020274 + Penalty 287.051299 = -224585.968974 nChanged 3 SP:Iteration 10F (231.874614 sec): 3 clusters Score: Raw -224873.332404 + Penalty 286.311915 = -224587.020489 nChanged 3 SP:Iteration 11Q (231.881650 sec): 3 clusters Score: Raw -224874.131189 + Penalty 286.229540 = -224587.901649 nChanged 7 SP:Iteration 12Q (231.888355 sec): 3 clusters Score: Raw -224875.238752 + Penalty 285.505984 = -224589.732768 nChanged 5 SP:Iteration 13Q (231.895404 sec): 3 clusters Score: Raw -224875.992762 + Penalty 285.683995 = -224590.308767 nChanged 3 SP:Iteration 14Q (231.902078 sec): 3 clusters Score: Raw -224876.271732 + Penalty 285.496077 = -224590.775654 nChanged 2 SP:Iteration 15Q (231.908890 sec): 3 clusters Score: Raw -224876.457313 + Penalty 285.566338 = -224590.890975 nChanged 1 SP:Iteration 16Q (231.915566 sec): 3 clusters Score: Raw -224876.464629 + Penalty 285.566338 = -224590.898291 nChanged 0 SP:Iteration 17F (231.923472 sec): 3 clusters Score: Raw -224876.464629 + Penalty 285.566338 = -224590.898291 nChanged 0 Memory request: 0.09 GB would take us to total of 0.56 GB. Trying to split cluster 3 (18983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.013348 sec): 2 clusters Score: Raw -923078.166173 + Penalty 212.495701 = -922865.670472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.048923 sec): 3 clusters Score: Raw -910422.863871 + Penalty 469.886054 = -909952.977817 nChanged 9034 SP:Iteration 1F (232.083734 sec): 3 clusters Score: Raw -918535.610917 + Penalty 483.937531 = -918051.673386 nChanged 1730 SP:Iteration 2F (232.118391 sec): 3 clusters Score: Raw -919960.274805 + Penalty 483.477546 = -919476.797259 nChanged 1020 SP:Iteration 3F (232.153363 sec): 3 clusters Score: Raw -920986.458581 + Penalty 464.347367 = -920522.111215 nChanged 720 SP:Iteration 4Q (232.188779 sec): 3 clusters Score: Raw -921976.465395 + Penalty 440.168154 = -921536.297241 nChanged 298 SP:Iteration 5Q (232.219264 sec): 3 clusters Score: Raw -922457.378173 + Penalty 423.391603 = -922033.986570 nChanged 144 SP:Iteration 6Q (232.248354 sec): 3 clusters Score: Raw -922523.261165 + Penalty 419.492135 = -922103.769030 nChanged 97 SP:Iteration 7Q (232.277194 sec): 3 clusters Score: Raw -922555.917105 + Penalty 418.039051 = -922137.878054 nChanged 93 SP:Iteration 8Q (232.305846 sec): 3 clusters Score: Raw -922589.719122 + Penalty 418.756155 = -922170.962967 nChanged 81 SP:Iteration 9Q (232.334623 sec): 3 clusters Score: Raw -922614.374111 + Penalty 418.944576 = -922195.429535 nChanged 81 SP:Iteration 10F (232.369715 sec): 3 clusters Score: Raw -922638.441803 + Penalty 417.969598 = -922220.472205 nChanged 94 SP:Iteration 11Q (232.398450 sec): 3 clusters Score: Raw -922671.494718 + Penalty 416.268727 = -922255.225991 nChanged 95 SP:Iteration 12Q (232.426962 sec): 3 clusters Score: Raw -922704.298080 + Penalty 416.492270 = -922287.805811 nChanged 94 SP:Iteration 13Q (232.456018 sec): 3 clusters Score: Raw -922738.141978 + Penalty 417.632050 = -922320.509928 nChanged 87 SP:Iteration 14Q (232.484220 sec): 3 clusters Score: Raw -922770.368109 + Penalty 420.884411 = -922349.483698 nChanged 87 SP:Iteration 15Q (232.512309 sec): 3 clusters Score: Raw -922803.560345 + Penalty 421.873966 = -922381.686379 nChanged 75 SP:Iteration 16Q (232.540410 sec): 3 clusters Score: Raw -922832.876119 + Penalty 426.983846 = -922405.892273 nChanged 74 SP:Iteration 17Q (232.568304 sec): 3 clusters Score: Raw -922861.834127 + Penalty 433.665561 = -922428.168566 nChanged 68 SP:Iteration 18Q (232.596110 sec): 3 clusters Score: Raw -922888.384685 + Penalty 435.721793 = -922452.662892 nChanged 69 SP:Iteration 19Q (232.623772 sec): 3 clusters Score: Raw -922919.053105 + Penalty 448.543426 = -922470.509679 nChanged 65 SP:Iteration 20F (232.658239 sec): 3 clusters Score: Raw -922952.295863 + Penalty 463.547192 = -922488.748671 nChanged 56 SP:Iteration 21Q (232.685767 sec): 3 clusters Score: Raw -922982.821259 + Penalty 490.432629 = -922492.388629 nChanged 44 SP:Iteration 22Q (232.713020 sec): 3 clusters Score: Raw -923010.878250 + Penalty 515.268079 = -922495.610171 nChanged 35 SP:Iteration 23Q (232.741147 sec): 3 clusters Score: Raw -923034.241738 + Penalty 560.464795 = -922473.776943 nChanged 34 SP:Iteration 24F (232.775902 sec): 3 clusters Score: Raw -923059.660394 + Penalty 613.796081 = -922445.864313 nChanged 25 SP:Iteration 25F (232.810342 sec): 3 clusters Score: Raw -923081.451718 + Penalty 693.201276 = -922388.250442 nChanged 16 SP:Iteration 26F (232.845146 sec): 3 clusters Score: Raw -923096.172600 + Penalty 731.377458 = -922364.795142 nChanged 4 SP:Iteration 27F (232.879830 sec): 3 clusters Score: Raw -923097.967606 + Penalty 739.148947 = -922358.818659 nChanged 1 SP:Iteration 28F (232.914277 sec): 3 clusters Score: Raw -923098.221589 + Penalty 739.148947 = -922359.072642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 4 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.927824 sec): 2 clusters Score: Raw -26230.279480 + Penalty 67.281526 = -26162.997954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.928920 sec): 3 clusters Score: Raw -25928.758333 + Penalty 132.253033 = -25796.505301 nChanged 214 SP:Iteration 1F (232.930039 sec): 3 clusters Score: Raw -26052.748932 + Penalty 132.680647 = -25920.068284 nChanged 43 SP:Iteration 2F (232.931154 sec): 3 clusters Score: Raw -26078.975722 + Penalty 133.002820 = -25945.972902 nChanged 26 SP:Iteration 3F (232.932268 sec): 3 clusters Score: Raw -26093.919401 + Penalty 133.170781 = -25960.748619 nChanged 20 SP:Iteration 4Q (232.933328 sec): 3 clusters Score: Raw -26111.243038 + Penalty 133.366202 = -25977.876836 nChanged 32 SP:Iteration 5F (232.934395 sec): 3 clusters Score: Raw -26141.626162 + Penalty 133.718219 = -26007.907943 nChanged 25 SP:Iteration 6Q (232.935441 sec): 3 clusters Score: Raw -26157.536364 + Penalty 133.837154 = -26023.699210 nChanged 14 SP:Iteration 7Q (232.936481 sec): 3 clusters Score: Raw -26165.695803 + Penalty 133.900017 = -26031.795786 nChanged 12 SP:Iteration 8Q (232.937519 sec): 3 clusters Score: Raw -26170.324110 + Penalty 133.954392 = -26036.369718 nChanged 4 SP:Iteration 9Q (232.938556 sec): 3 clusters Score: Raw -26171.438204 + Penalty 134.134284 = -26037.303920 nChanged 6 SP:Iteration 10F (232.939620 sec): 3 clusters Score: Raw -26172.645110 + Penalty 134.242602 = -26038.402507 nChanged 2 SP:Iteration 11Q (232.940659 sec): 3 clusters Score: Raw -26172.986874 + Penalty 134.471048 = -26038.515826 nChanged 4 SP:Iteration 12Q (232.941698 sec): 3 clusters Score: Raw -26173.459923 + Penalty 134.655104 = -26038.804819 nChanged 3 SP:Iteration 13Q (232.942737 sec): 3 clusters Score: Raw -26173.760589 + Penalty 134.906824 = -26038.853765 nChanged 4 SP:Iteration 14Q (232.943799 sec): 3 clusters Score: Raw -26174.002434 + Penalty 135.049053 = -26038.953381 nChanged 2 SP:Iteration 15Q (232.944838 sec): 3 clusters Score: Raw -26174.110639 + Penalty 135.138793 = -26038.971846 nChanged 3 SP:Iteration 16Q (232.945873 sec): 3 clusters Score: Raw -26174.278183 + Penalty 135.138793 = -26039.139390 nChanged 0 SP:Iteration 17F (232.946938 sec): 3 clusters Score: Raw -26174.278183 + Penalty 135.138793 = -26039.139390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 5 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.949292 sec): 2 clusters Score: Raw -20486.933108 + Penalty 534.827869 = -19952.105239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.950247 sec): 3 clusters Score: Raw -20365.998058 + Penalty 1067.810835 = -19298.187223 nChanged 118 SP:Iteration 1F (232.951182 sec): 3 clusters Score: Raw -20505.203159 + Penalty 1070.662600 = -19434.540559 nChanged 42 SP:Iteration 2F (232.952115 sec): 3 clusters Score: Raw -20562.124648 + Penalty 1077.494112 = -19484.630536 nChanged 28 SP:Iteration 3F (232.953007 sec): 3 clusters Score: Raw -20607.109754 + Penalty 1084.317636 = -19522.792117 nChanged 17 SP:Iteration 4Q (232.953886 sec): 3 clusters Score: Raw -20629.459900 + Penalty 1089.317579 = -19540.142321 nChanged 14 SP:Iteration 5Q (232.954762 sec): 3 clusters Score: Raw -20646.245418 + Penalty 1094.785751 = -19551.459667 nChanged 9 SP:Iteration 6Q (232.955638 sec): 3 clusters Score: Raw -20662.405019 + Penalty 1110.683770 = -19551.721248 nChanged 11 SP:Iteration 7Q (232.956512 sec): 3 clusters Score: Raw -20679.159167 + Penalty 1128.921586 = -19550.237582 nChanged 10 SP:Iteration 8F (232.957438 sec): 3 clusters Score: Raw -20703.061113 + Penalty 1140.365013 = -19562.696100 nChanged 8 SP:Iteration 9Q (232.958315 sec): 3 clusters Score: Raw -20720.525973 + Penalty 1143.891837 = -19576.634136 nChanged 5 SP:Iteration 10F (232.959207 sec): 3 clusters Score: Raw -20733.882026 + Penalty 1154.887182 = -19578.994845 nChanged 7 SP:Iteration 11Q (232.960070 sec): 3 clusters Score: Raw -20750.616091 + Penalty 1158.197463 = -19592.418628 nChanged 4 SP:Iteration 12Q (232.960927 sec): 3 clusters Score: Raw -20760.831684 + Penalty 1166.302944 = -19594.528740 nChanged 4 SP:Iteration 13Q (232.961773 sec): 3 clusters Score: Raw -20770.152821 + Penalty 1169.733319 = -19600.419502 nChanged 1 SP:Iteration 14Q (232.962611 sec): 3 clusters Score: Raw -20772.444057 + Penalty 1170.193799 = -19602.250257 nChanged 1 SP:Iteration 15Q (232.963447 sec): 3 clusters Score: Raw -20774.070007 + Penalty 1170.664088 = -19603.405919 nChanged 1 SP:Iteration 16Q (232.964281 sec): 3 clusters Score: Raw -20774.613173 + Penalty 1170.664088 = -19603.949086 nChanged 0 SP:Iteration 17F (232.965172 sec): 3 clusters Score: Raw -20774.613173 + Penalty 1170.664088 = -19603.949086 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 6 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.968422 sec): 2 clusters Score: Raw -33084.463128 + Penalty 324.173250 = -32760.289878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.969875 sec): 3 clusters Score: Raw -32736.529279 + Penalty 649.085876 = -32087.443403 nChanged 233 SP:Iteration 1F (232.971243 sec): 3 clusters Score: Raw -32880.233615 + Penalty 648.352285 = -32231.881329 nChanged 78 SP:Iteration 2F (232.972611 sec): 3 clusters Score: Raw -32938.755688 + Penalty 647.300623 = -32291.455065 nChanged 51 SP:Iteration 3F (232.974002 sec): 3 clusters Score: Raw -32976.756415 + Penalty 646.592514 = -32330.163901 nChanged 39 SP:Iteration 4F (232.975368 sec): 3 clusters Score: Raw -33001.715777 + Penalty 645.720409 = -32355.995368 nChanged 28 SP:Iteration 5Q (232.976721 sec): 3 clusters Score: Raw -33018.022084 + Penalty 646.238137 = -32371.783947 nChanged 16 SP:Iteration 6Q (232.978077 sec): 3 clusters Score: Raw -33031.066367 + Penalty 646.221928 = -32384.844439 nChanged 15 SP:Iteration 7Q (232.979432 sec): 3 clusters Score: Raw -33036.526510 + Penalty 646.542893 = -32389.983617 nChanged 13 SP:Iteration 8Q (232.980775 sec): 3 clusters Score: Raw -33046.010924 + Penalty 646.843671 = -32399.167253 nChanged 13 SP:Iteration 9Q (232.982103 sec): 3 clusters Score: Raw -33060.733008 + Penalty 646.768505 = -32413.964503 nChanged 17 SP:Iteration 10F (232.983448 sec): 3 clusters Score: Raw -33074.650707 + Penalty 646.417640 = -32428.233067 nChanged 14 SP:Iteration 11Q (232.984766 sec): 3 clusters Score: Raw -33087.093618 + Penalty 646.739840 = -32440.353778 nChanged 14 SP:Iteration 12Q (232.986107 sec): 3 clusters Score: Raw -33099.097781 + Penalty 647.535520 = -32451.562261 nChanged 19 SP:Iteration 13Q (232.987440 sec): 3 clusters Score: Raw -33114.409391 + Penalty 648.006729 = -32466.402661 nChanged 16 SP:Iteration 14Q (232.988764 sec): 3 clusters Score: Raw -33121.873898 + Penalty 648.184219 = -32473.689679 nChanged 7 SP:Iteration 15Q (232.990067 sec): 3 clusters Score: Raw -33125.452948 + Penalty 648.241189 = -32477.211759 nChanged 6 SP:Iteration 16Q (232.991371 sec): 3 clusters Score: Raw -33129.039363 + Penalty 648.233866 = -32480.805497 nChanged 3 SP:Iteration 17Q (232.992672 sec): 3 clusters Score: Raw -33129.467704 + Penalty 648.221194 = -32481.246511 nChanged 2 SP:Iteration 18Q (232.994013 sec): 3 clusters Score: Raw -33129.765273 + Penalty 648.249703 = -32481.515569 nChanged 1 SP:Iteration 19Q (232.995333 sec): 3 clusters Score: Raw -33130.022838 + Penalty 648.261681 = -32481.761157 nChanged 1 SP:Iteration 20F (232.996692 sec): 3 clusters Score: Raw -33130.229557 + Penalty 648.271575 = -32481.957982 nChanged 1 SP:Iteration 21Q (232.998052 sec): 3 clusters Score: Raw -33130.292178 + Penalty 648.271575 = -32482.020604 nChanged 0 SP:Iteration 22F (232.999415 sec): 3 clusters Score: Raw -33130.292178 + Penalty 648.271575 = -32482.020604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 7 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.001721 sec): 2 clusters Score: Raw -23769.292305 + Penalty 870.215855 = -22899.076450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.002830 sec): 3 clusters Score: Raw -23642.989274 + Penalty 1739.538284 = -21903.450990 nChanged 134 SP:Iteration 1F (233.003876 sec): 3 clusters Score: Raw -23773.749396 + Penalty 1738.742018 = -22035.007378 nChanged 31 SP:Iteration 2F (233.004919 sec): 3 clusters Score: Raw -23821.933358 + Penalty 1740.070369 = -22081.862988 nChanged 24 SP:Iteration 3Q (233.005949 sec): 3 clusters Score: Raw -23862.092509 + Penalty 1741.585400 = -22120.507110 nChanged 25 SP:Iteration 4F (233.006992 sec): 3 clusters Score: Raw -23903.771149 + Penalty 1744.795704 = -22158.975445 nChanged 17 SP:Iteration 5Q (233.008012 sec): 3 clusters Score: Raw -23927.821093 + Penalty 1748.148778 = -22179.672315 nChanged 13 SP:Iteration 6Q (233.009028 sec): 3 clusters Score: Raw -23962.527809 + Penalty 1750.904737 = -22211.623072 nChanged 13 SP:Iteration 7Q (233.010039 sec): 3 clusters Score: Raw -23986.636823 + Penalty 1751.529730 = -22235.107093 nChanged 6 SP:Iteration 8Q (233.011042 sec): 3 clusters Score: Raw -23994.363829 + Penalty 1753.032822 = -22241.331008 nChanged 7 SP:Iteration 9Q (233.012044 sec): 3 clusters Score: Raw -24008.106142 + Penalty 1754.035884 = -22254.070259 nChanged 8 SP:Iteration 10F (233.013088 sec): 3 clusters Score: Raw -24024.622711 + Penalty 1753.583547 = -22271.039164 nChanged 5 SP:Iteration 11Q (233.014080 sec): 3 clusters Score: Raw -24036.784911 + Penalty 1754.917229 = -22281.867682 nChanged 8 SP:Iteration 12Q (233.015069 sec): 3 clusters Score: Raw -24050.079720 + Penalty 1756.811497 = -22293.268222 nChanged 4 SP:Iteration 13Q (233.016054 sec): 3 clusters Score: Raw -24060.621832 + Penalty 1759.753751 = -22300.868081 nChanged 5 SP:Iteration 14Q (233.017036 sec): 3 clusters Score: Raw -24069.953050 + Penalty 1763.666697 = -22306.286353 nChanged 4 SP:Iteration 15Q (233.018011 sec): 3 clusters Score: Raw -24081.346892 + Penalty 1764.706098 = -22316.640794 nChanged 2 SP:Iteration 16Q (233.018979 sec): 3 clusters Score: Raw -24083.300942 + Penalty 1765.305395 = -22317.995547 nChanged 2 SP:Iteration 17Q (233.019946 sec): 3 clusters Score: Raw -24090.265087 + Penalty 1765.642638 = -22324.622449 nChanged 2 SP:Iteration 18Q (233.020911 sec): 3 clusters Score: Raw -24095.076927 + Penalty 1766.065609 = -22329.011318 nChanged 2 SP:Iteration 19Q (233.021872 sec): 3 clusters Score: Raw -24097.605674 + Penalty 1766.124573 = -22331.481101 nChanged 1 SP:Iteration 20F (233.022916 sec): 3 clusters Score: Raw -24100.350681 + Penalty 1766.173830 = -22334.176851 nChanged 1 SP:Iteration 21Q (233.023882 sec): 3 clusters Score: Raw -24105.072487 + Penalty 1766.213479 = -22338.859008 nChanged 1 SP:Iteration 22Q (233.024847 sec): 3 clusters Score: Raw -24108.660273 + Penalty 1766.213479 = -22342.446794 nChanged 0 SP:Iteration 23F (233.025888 sec): 3 clusters Score: Raw -24108.660273 + Penalty 1766.213479 = -22342.446794 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 8 (4285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.044785 sec): 2 clusters Score: Raw -215342.716974 + Penalty 78.945441 = -215263.771533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.053051 sec): 3 clusters Score: Raw -212488.799267 + Penalty 157.439698 = -212331.359569 nChanged 2058 SP:Iteration 1F (233.060825 sec): 3 clusters Score: Raw -213764.151099 + Penalty 158.546311 = -213605.604788 nChanged 389 SP:Iteration 2F (233.068691 sec): 3 clusters Score: Raw -214040.415611 + Penalty 160.039893 = -213880.375718 nChanged 390 SP:Iteration 3F (233.076375 sec): 3 clusters Score: Raw -214341.303892 + Penalty 161.116708 = -214180.187184 nChanged 298 SP:Iteration 4F (233.084112 sec): 3 clusters Score: Raw -214535.072055 + Penalty 161.585967 = -214373.486089 nChanged 211 SP:Iteration 5Q (233.091671 sec): 3 clusters Score: Raw -214639.754501 + Penalty 161.625663 = -214478.128838 nChanged 134 SP:Iteration 6Q (233.099204 sec): 3 clusters Score: Raw -214693.838016 + Penalty 161.562695 = -214532.275321 nChanged 109 SP:Iteration 7Q (233.106874 sec): 3 clusters Score: Raw -214745.589179 + Penalty 161.503364 = -214584.085815 nChanged 103 SP:Iteration 8Q (233.114272 sec): 3 clusters Score: Raw -214795.998020 + Penalty 161.451532 = -214634.546488 nChanged 81 SP:Iteration 9Q (233.121619 sec): 3 clusters Score: Raw -214824.982432 + Penalty 161.431763 = -214663.550668 nChanged 70 SP:Iteration 10F (233.129282 sec): 3 clusters Score: Raw -214855.573152 + Penalty 161.324565 = -214694.248586 nChanged 73 SP:Iteration 11Q (233.136728 sec): 3 clusters Score: Raw -214886.561067 + Penalty 161.244922 = -214725.316144 nChanged 67 SP:Iteration 12Q (233.143993 sec): 3 clusters Score: Raw -214917.831889 + Penalty 161.140397 = -214756.691492 nChanged 66 SP:Iteration 13Q (233.151836 sec): 3 clusters Score: Raw -214951.300563 + Penalty 160.241227 = -214791.059336 nChanged 77 SP:Iteration 14Q (233.159322 sec): 3 clusters Score: Raw -214986.345386 + Penalty 159.936886 = -214826.408501 nChanged 71 SP:Iteration 15Q (233.166500 sec): 3 clusters Score: Raw -215018.311466 + Penalty 159.522985 = -214858.788480 nChanged 57 SP:Iteration 16Q (233.173683 sec): 3 clusters Score: Raw -215035.898925 + Penalty 159.097047 = -214876.801878 nChanged 35 SP:Iteration 17Q (233.180847 sec): 3 clusters Score: Raw -215043.570916 + Penalty 158.703706 = -214884.867210 nChanged 25 SP:Iteration 18Q (233.187910 sec): 3 clusters Score: Raw -215049.900491 + Penalty 158.694596 = -214891.205895 nChanged 30 SP:Iteration 19Q (233.195031 sec): 3 clusters Score: Raw -215054.875550 + Penalty 158.503989 = -214896.371561 nChanged 17 SP:Iteration 20F (233.202586 sec): 3 clusters Score: Raw -215056.643667 + Penalty 158.434310 = -214898.209357 nChanged 13 SP:Iteration 21Q (233.209583 sec): 3 clusters Score: Raw -215058.479364 + Penalty 158.304382 = -214900.174982 nChanged 12 SP:Iteration 22Q (233.216632 sec): 3 clusters Score: Raw -215059.957586 + Penalty 158.158694 = -214901.798892 nChanged 10 SP:Iteration 23Q (233.223621 sec): 3 clusters Score: Raw -215060.967128 + Penalty 158.104066 = -214902.863063 nChanged 10 SP:Iteration 24Q (233.230623 sec): 3 clusters Score: Raw -215061.973891 + Penalty 158.139684 = -214903.834208 nChanged 12 SP:Iteration 25Q (233.237628 sec): 3 clusters Score: Raw -215063.701427 + Penalty 157.935846 = -214905.765581 nChanged 15 SP:Iteration 26Q (233.244598 sec): 3 clusters Score: Raw -215065.529808 + Penalty 157.867059 = -214907.662749 nChanged 10 SP:Iteration 27Q (233.251603 sec): 3 clusters Score: Raw -215066.446216 + Penalty 157.697824 = -214908.748392 nChanged 11 SP:Iteration 28Q (233.258937 sec): 3 clusters Score: Raw -215067.387385 + Penalty 157.666966 = -214909.720419 nChanged 8 SP:Iteration 29Q (233.266020 sec): 3 clusters Score: Raw -215068.058623 + Penalty 157.654373 = -214910.404250 nChanged 7 SP:Iteration 30F (233.273619 sec): 3 clusters Score: Raw -215068.762048 + Penalty 157.425127 = -214911.336921 nChanged 8 SP:Iteration 31Q (233.280561 sec): 3 clusters Score: Raw -215069.783175 + Penalty 157.394683 = -214912.388492 nChanged 9 SP:Iteration 32Q (233.287513 sec): 3 clusters Score: Raw -215070.989713 + Penalty 157.408000 = -214913.581713 nChanged 9 SP:Iteration 33Q (233.294508 sec): 3 clusters Score: Raw -215071.749991 + Penalty 157.377650 = -214914.372341 nChanged 7 SP:Iteration 34Q (233.301449 sec): 3 clusters Score: Raw -215071.945938 + Penalty 157.445853 = -214914.500085 nChanged 4 SP:Iteration 35Q (233.308429 sec): 3 clusters Score: Raw -215072.026347 + Penalty 157.451095 = -214914.575252 nChanged 3 SP:Iteration 36Q (233.315385 sec): 3 clusters Score: Raw -215072.075720 + Penalty 157.441407 = -214914.634312 nChanged 1 SP:Iteration 37Q (233.322325 sec): 3 clusters Score: Raw -215072.080390 + Penalty 157.437536 = -214914.642854 nChanged 2 SP:Iteration 38Q (233.329297 sec): 3 clusters Score: Raw -215072.091268 + Penalty 157.445150 = -214914.646118 nChanged 1 SP:Iteration 39Q (233.336238 sec): 3 clusters Score: Raw -215072.089713 + Penalty 157.449665 = -214914.640049 nChanged 1 SP:Iteration 40F (233.343843 sec): 3 clusters Score: Raw -215072.096504 + Penalty 157.430551 = -214914.665954 nChanged 2 SP:Iteration 41Q (233.350809 sec): 3 clusters Score: Raw -215072.125523 + Penalty 157.422534 = -214914.702989 nChanged 2 SP:Iteration 42Q (233.357860 sec): 3 clusters Score: Raw -215072.139992 + Penalty 157.403698 = -214914.736294 nChanged 2 SP:Iteration 43Q (233.364949 sec): 3 clusters Score: Raw -215072.135458 + Penalty 157.399293 = -214914.736165 nChanged 1 SP:Iteration 44F (233.372545 sec): 3 clusters Score: Raw -215072.141183 + Penalty 157.389965 = -214914.751217 nChanged 1 SP:Iteration 45Q (233.379507 sec): 3 clusters Score: Raw -215072.135007 + Penalty 157.389965 = -214914.745042 nChanged 0 SP:Iteration 46F (233.387100 sec): 3 clusters Score: Raw -215072.135007 + Penalty 157.389965 = -214914.745042 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 9 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.398699 sec): 2 clusters Score: Raw -45310.807218 + Penalty 144.497633 = -45166.309586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.400510 sec): 3 clusters Score: Raw -44784.633547 + Penalty 292.380785 = -44492.252762 nChanged 362 SP:Iteration 1F (233.402279 sec): 3 clusters Score: Raw -45033.118665 + Penalty 293.821319 = -44739.297346 nChanged 75 SP:Iteration 2F (233.404011 sec): 3 clusters Score: Raw -45066.608790 + Penalty 292.779249 = -44773.829541 nChanged 48 SP:Iteration 3F (233.405744 sec): 3 clusters Score: Raw -45093.597027 + Penalty 295.046539 = -44798.550488 nChanged 55 SP:Iteration 4F (233.407477 sec): 3 clusters Score: Raw -45131.134239 + Penalty 297.133128 = -44834.001111 nChanged 58 SP:Iteration 5F (233.409210 sec): 3 clusters Score: Raw -45177.129514 + Penalty 302.395390 = -44874.734124 nChanged 51 SP:Iteration 6F (233.410950 sec): 3 clusters Score: Raw -45218.386915 + Penalty 314.527365 = -44903.859550 nChanged 39 SP:Iteration 7Q (233.412687 sec): 3 clusters Score: Raw -45256.788718 + Penalty 340.573184 = -44916.215534 nChanged 29 SP:Iteration 8Q (233.414462 sec): 3 clusters Score: Raw -45284.746443 + Penalty 362.748860 = -44921.997582 nChanged 16 SP:Iteration 9Q (233.416225 sec): 3 clusters Score: Raw -45300.300570 + Penalty 388.169370 = -44912.131199 nChanged 13 SP:Iteration 10F (233.417951 sec): 3 clusters Score: Raw -45313.355486 + Penalty 403.684493 = -44909.670993 nChanged 6 SP:Iteration 11F (233.419683 sec): 3 clusters Score: Raw -45318.989312 + Penalty 402.310489 = -44916.678824 nChanged 4 SP:Iteration 12Q (233.421320 sec): 3 clusters Score: Raw -45323.033512 + Penalty 415.805478 = -44907.228034 nChanged 2 SP:Iteration 13F (233.423053 sec): 3 clusters Score: Raw -45326.122200 + Penalty 415.805478 = -44910.316722 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 10 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.426584 sec): 2 clusters Score: Raw -32729.469612 + Penalty 304.057744 = -32425.411868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.427979 sec): 3 clusters Score: Raw -32354.418606 + Penalty 604.026568 = -31750.392038 nChanged 265 SP:Iteration 1F (233.429351 sec): 3 clusters Score: Raw -32523.675506 + Penalty 600.451675 = -31923.223831 nChanged 84 SP:Iteration 2F (233.430717 sec): 3 clusters Score: Raw -32593.311690 + Penalty 596.728079 = -31996.583611 nChanged 60 SP:Iteration 3F (233.432127 sec): 3 clusters Score: Raw -32655.766255 + Penalty 591.915587 = -32063.850668 nChanged 51 SP:Iteration 4F (233.433501 sec): 3 clusters Score: Raw -32706.805279 + Penalty 595.405261 = -32111.400017 nChanged 29 SP:Iteration 5Q (233.434842 sec): 3 clusters Score: Raw -32737.350974 + Penalty 605.642865 = -32131.708108 nChanged 28 SP:Iteration 6Q (233.436153 sec): 3 clusters Score: Raw -32758.766210 + Penalty 605.512941 = -32153.253269 nChanged 13 SP:Iteration 7Q (233.437452 sec): 3 clusters Score: Raw -32769.738716 + Penalty 604.278670 = -32165.460046 nChanged 9 SP:Iteration 8Q (233.438739 sec): 3 clusters Score: Raw -32778.100455 + Penalty 608.126129 = -32169.974325 nChanged 5 SP:Iteration 9Q (233.440036 sec): 3 clusters Score: Raw -32782.785750 + Penalty 608.245813 = -32174.539937 nChanged 1 SP:Iteration 10F (233.441404 sec): 3 clusters Score: Raw -32782.935713 + Penalty 610.500045 = -32172.435668 nChanged 2 SP:Iteration 11F (233.442771 sec): 3 clusters Score: Raw -32783.175153 + Penalty 610.500045 = -32172.675108 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 11 (1587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.450234 sec): 2 clusters Score: Raw -79140.265924 + Penalty 56.637675 = -79083.628249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.453157 sec): 3 clusters Score: Raw -78195.394269 + Penalty 113.018187 = -78082.376081 nChanged 742 SP:Iteration 1F (233.456058 sec): 3 clusters Score: Raw -78825.694404 + Penalty 113.586197 = -78712.108207 nChanged 69 SP:Iteration 2Q (233.458980 sec): 3 clusters Score: Raw -78862.553731 + Penalty 113.616266 = -78748.937465 nChanged 45 SP:Iteration 3Q (233.461912 sec): 3 clusters Score: Raw -78874.681174 + Penalty 114.135607 = -78760.545567 nChanged 32 SP:Iteration 4Q (233.464817 sec): 3 clusters Score: Raw -78880.673997 + Penalty 114.668230 = -78766.005768 nChanged 29 SP:Iteration 5Q (233.467653 sec): 3 clusters Score: Raw -78886.444392 + Penalty 114.445387 = -78771.999004 nChanged 27 SP:Iteration 6Q (233.470486 sec): 3 clusters Score: Raw -78891.803193 + Penalty 114.829922 = -78776.973271 nChanged 30 SP:Iteration 7Q (233.473363 sec): 3 clusters Score: Raw -78898.905308 + Penalty 115.371228 = -78783.534080 nChanged 30 SP:Iteration 8Q (233.476202 sec): 3 clusters Score: Raw -78906.633081 + Penalty 116.295741 = -78790.337340 nChanged 30 SP:Iteration 9Q (233.479038 sec): 3 clusters Score: Raw -78916.497986 + Penalty 117.604062 = -78798.893924 nChanged 35 SP:Iteration 10F (233.481886 sec): 3 clusters Score: Raw -78928.129185 + Penalty 119.201718 = -78808.927467 nChanged 34 SP:Iteration 11Q (233.484766 sec): 3 clusters Score: Raw -78939.661846 + Penalty 119.651014 = -78820.010831 nChanged 36 SP:Iteration 12Q (233.487695 sec): 3 clusters Score: Raw -78953.664645 + Penalty 120.853809 = -78832.810836 nChanged 35 SP:Iteration 13Q (233.490556 sec): 3 clusters Score: Raw -78972.691564 + Penalty 123.240449 = -78849.451115 nChanged 50 SP:Iteration 14Q (233.493411 sec): 3 clusters Score: Raw -79006.989361 + Penalty 129.571270 = -78877.418091 nChanged 47 SP:Iteration 15Q (233.496297 sec): 3 clusters Score: Raw -79045.581365 + Penalty 142.098146 = -78903.483219 nChanged 54 SP:Iteration 16Q (233.499152 sec): 3 clusters Score: Raw -79097.154087 + Penalty 163.539231 = -78933.614857 nChanged 44 SP:Iteration 17Q (233.502002 sec): 3 clusters Score: Raw -79137.354878 + Penalty 189.894988 = -78947.459890 nChanged 21 SP:Iteration 18Q (233.504857 sec): 3 clusters Score: Raw -79149.856342 + Penalty 201.230665 = -78948.625677 nChanged 6 SP:Iteration 19Q (233.507655 sec): 3 clusters Score: Raw -79154.018934 + Penalty 210.210358 = -78943.808575 nChanged 4 SP:Iteration 20F (233.510499 sec): 3 clusters Score: Raw -79155.319925 + Penalty 213.507328 = -78941.812597 nChanged 1 SP:Iteration 21F (233.513351 sec): 3 clusters Score: Raw -79155.872211 + Penalty 216.993351 = -78938.878860 nChanged 1 SP:Iteration 22F (233.516229 sec): 3 clusters Score: Raw -79156.052146 + Penalty 216.993351 = -78939.058795 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 12 (1308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.522250 sec): 2 clusters Score: Raw -67584.650646 + Penalty 74.364516 = -67510.286129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.524696 sec): 3 clusters Score: Raw -66775.346634 + Penalty 148.687882 = -66626.658752 nChanged 578 SP:Iteration 1F (233.527096 sec): 3 clusters Score: Raw -67141.955648 + Penalty 148.674498 = -66993.281150 nChanged 114 SP:Iteration 2F (233.529495 sec): 3 clusters Score: Raw -67249.258377 + Penalty 148.659324 = -67100.599053 nChanged 101 SP:Iteration 3F (233.531893 sec): 3 clusters Score: Raw -67304.234137 + Penalty 148.675477 = -67155.558660 nChanged 37 SP:Iteration 4Q (233.534261 sec): 3 clusters Score: Raw -67316.870690 + Penalty 148.734012 = -67168.136678 nChanged 24 SP:Iteration 5Q (233.536615 sec): 3 clusters Score: Raw -67322.436016 + Penalty 148.746920 = -67173.689097 nChanged 12 SP:Iteration 6Q (233.538966 sec): 3 clusters Score: Raw -67325.079860 + Penalty 148.751509 = -67176.328351 nChanged 17 SP:Iteration 7Q (233.541319 sec): 3 clusters Score: Raw -67328.828524 + Penalty 148.746394 = -67180.082130 nChanged 17 SP:Iteration 8Q (233.543671 sec): 3 clusters Score: Raw -67331.587280 + Penalty 148.729033 = -67182.858247 nChanged 17 SP:Iteration 9Q (233.546017 sec): 3 clusters Score: Raw -67335.909514 + Penalty 148.704514 = -67187.205000 nChanged 21 SP:Iteration 10F (233.548555 sec): 3 clusters Score: Raw -67345.084451 + Penalty 148.717476 = -67196.366976 nChanged 26 SP:Iteration 11Q (233.550976 sec): 3 clusters Score: Raw -67354.768037 + Penalty 148.724974 = -67206.043063 nChanged 20 SP:Iteration 12Q (233.553349 sec): 3 clusters Score: Raw -67360.472853 + Penalty 148.750064 = -67211.722788 nChanged 23 SP:Iteration 13Q (233.555688 sec): 3 clusters Score: Raw -67369.956039 + Penalty 148.738090 = -67221.217949 nChanged 33 SP:Iteration 14Q (233.558065 sec): 3 clusters Score: Raw -67384.234334 + Penalty 148.769706 = -67235.464628 nChanged 28 SP:Iteration 15Q (233.560446 sec): 3 clusters Score: Raw -67391.994788 + Penalty 148.786331 = -67243.208457 nChanged 17 SP:Iteration 16Q (233.562889 sec): 3 clusters Score: Raw -67396.178073 + Penalty 148.815699 = -67247.362374 nChanged 16 SP:Iteration 17Q (233.565371 sec): 3 clusters Score: Raw -67399.195356 + Penalty 148.865235 = -67250.330121 nChanged 11 SP:Iteration 18Q (233.567705 sec): 3 clusters Score: Raw -67400.836653 + Penalty 148.876285 = -67251.960368 nChanged 11 SP:Iteration 19Q (233.570031 sec): 3 clusters Score: Raw -67401.863099 + Penalty 148.876875 = -67252.986225 nChanged 4 SP:Iteration 20F (233.572425 sec): 3 clusters Score: Raw -67402.305798 + Penalty 148.849728 = -67253.456070 nChanged 6 SP:Iteration 21Q (233.574753 sec): 3 clusters Score: Raw -67403.073330 + Penalty 148.884785 = -67254.188545 nChanged 6 SP:Iteration 22Q (233.577083 sec): 3 clusters Score: Raw -67403.775259 + Penalty 148.863898 = -67254.911361 nChanged 4 SP:Iteration 23Q (233.579410 sec): 3 clusters Score: Raw -67404.227150 + Penalty 148.879846 = -67255.347304 nChanged 3 SP:Iteration 24Q (233.581731 sec): 3 clusters Score: Raw -67404.528298 + Penalty 148.885947 = -67255.642352 nChanged 3 SP:Iteration 25Q (233.584058 sec): 3 clusters Score: Raw -67405.083022 + Penalty 148.869067 = -67256.213955 nChanged 1 SP:Iteration 26Q (233.586408 sec): 3 clusters Score: Raw -67405.097689 + Penalty 148.869067 = -67256.228622 nChanged 0 SP:Iteration 27F (233.588862 sec): 3 clusters Score: Raw -67405.097689 + Penalty 148.869067 = -67256.228622 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 13 (1441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.593162 sec): 2 clusters Score: Raw -71987.431276 + Penalty 145.517867 = -71841.913410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.595906 sec): 3 clusters Score: Raw -71114.889050 + Penalty 292.650959 = -70822.238091 nChanged 620 SP:Iteration 1F (233.598546 sec): 3 clusters Score: Raw -71761.681822 + Penalty 293.398144 = -71468.283678 nChanged 131 SP:Iteration 2F (233.601184 sec): 3 clusters Score: Raw -71850.078343 + Penalty 292.823214 = -71557.255129 nChanged 72 SP:Iteration 3Q (233.603737 sec): 3 clusters Score: Raw -71888.960757 + Penalty 291.572805 = -71597.387952 nChanged 61 SP:Iteration 4Q (233.606254 sec): 3 clusters Score: Raw -71923.998767 + Penalty 290.844244 = -71633.154523 nChanged 48 SP:Iteration 5Q (233.608762 sec): 3 clusters Score: Raw -71945.497563 + Penalty 290.351505 = -71655.146058 nChanged 40 SP:Iteration 6Q (233.611268 sec): 3 clusters Score: Raw -71959.695595 + Penalty 290.452209 = -71669.243385 nChanged 34 SP:Iteration 7Q (233.613782 sec): 3 clusters Score: Raw -71970.040852 + Penalty 290.700700 = -71679.340152 nChanged 28 SP:Iteration 8Q (233.616287 sec): 3 clusters Score: Raw -71979.888171 + Penalty 291.125047 = -71688.763124 nChanged 23 SP:Iteration 9Q (233.618789 sec): 3 clusters Score: Raw -71984.706057 + Penalty 291.603884 = -71693.102173 nChanged 18 SP:Iteration 10F (233.621419 sec): 3 clusters Score: Raw -71988.559294 + Penalty 292.071280 = -71696.488014 nChanged 16 SP:Iteration 11Q (233.623946 sec): 3 clusters Score: Raw -71992.388161 + Penalty 292.576809 = -71699.811352 nChanged 17 SP:Iteration 12Q (233.626474 sec): 3 clusters Score: Raw -71996.447132 + Penalty 292.783534 = -71703.663598 nChanged 13 SP:Iteration 13Q (233.629005 sec): 3 clusters Score: Raw -72000.262466 + Penalty 293.244715 = -71707.017751 nChanged 14 SP:Iteration 14Q (233.631527 sec): 3 clusters Score: Raw -72003.776084 + Penalty 293.824833 = -71709.951251 nChanged 12 SP:Iteration 15Q (233.634055 sec): 3 clusters Score: Raw -72006.525817 + Penalty 294.412252 = -71712.113565 nChanged 11 SP:Iteration 16Q (233.636578 sec): 3 clusters Score: Raw -72010.612048 + Penalty 295.416672 = -71715.195375 nChanged 19 SP:Iteration 17Q (233.639100 sec): 3 clusters Score: Raw -72019.104251 + Penalty 296.257738 = -71722.846513 nChanged 26 SP:Iteration 18Q (233.641624 sec): 3 clusters Score: Raw -72030.404486 + Penalty 296.935663 = -71733.468823 nChanged 17 SP:Iteration 19Q (233.644150 sec): 3 clusters Score: Raw -72036.090238 + Penalty 297.331208 = -71738.759031 nChanged 9 SP:Iteration 20F (233.646777 sec): 3 clusters Score: Raw -72038.163436 + Penalty 298.061147 = -71740.102289 nChanged 7 SP:Iteration 21Q (233.649361 sec): 3 clusters Score: Raw -72040.335966 + Penalty 298.547794 = -71741.788172 nChanged 7 SP:Iteration 22Q (233.651928 sec): 3 clusters Score: Raw -72041.218577 + Penalty 298.539974 = -71742.678603 nChanged 1 SP:Iteration 23Q (233.654482 sec): 3 clusters Score: Raw -72041.358221 + Penalty 298.539974 = -71742.818247 nChanged 0 SP:Iteration 24F (233.657107 sec): 3 clusters Score: Raw -72041.358221 + Penalty 298.539974 = -71742.818247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 14 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.659660 sec): 2 clusters Score: Raw -24119.844911 + Penalty 230.753683 = -23889.091228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.660719 sec): 3 clusters Score: Raw -23859.428000 + Penalty 462.593675 = -23396.834325 nChanged 180 SP:Iteration 1F (233.661751 sec): 3 clusters Score: Raw -23930.324667 + Penalty 473.676498 = -23456.648170 nChanged 64 SP:Iteration 2F (233.662759 sec): 3 clusters Score: Raw -23997.363495 + Penalty 512.023628 = -23485.339867 nChanged 76 SP:Iteration 3F (233.663768 sec): 3 clusters Score: Raw -24089.341135 + Penalty 515.694652 = -23573.646483 nChanged 26 SP:Iteration 4F (233.664812 sec): 3 clusters Score: Raw -24110.364229 + Penalty 521.599071 = -23588.765157 nChanged 10 SP:Iteration 5Q (233.665847 sec): 3 clusters Score: Raw -24119.945634 + Penalty 524.852994 = -23595.092639 nChanged 6 SP:Iteration 6Q (233.666854 sec): 3 clusters Score: Raw -24124.487279 + Penalty 524.349403 = -23600.137876 nChanged 1 SP:Iteration 7Q (233.667809 sec): 3 clusters Score: Raw -24124.983471 + Penalty 524.940885 = -23600.042586 nChanged 1 SP:Iteration 8F (233.668812 sec): 3 clusters Score: Raw -24125.757599 + Penalty 524.940885 = -23600.816714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 15 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.671096 sec): 2 clusters Score: Raw -25726.499748 + Penalty 50.910720 = -25675.589028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.672158 sec): 3 clusters Score: Raw -25415.003781 + Penalty 100.296221 = -25314.707560 nChanged 218 SP:Iteration 1F (233.673207 sec): 3 clusters Score: Raw -25562.610046 + Penalty 100.703967 = -25461.906079 nChanged 48 SP:Iteration 2F (233.674255 sec): 3 clusters Score: Raw -25625.900687 + Penalty 101.378033 = -25524.522654 nChanged 33 SP:Iteration 3F (233.675297 sec): 3 clusters Score: Raw -25665.321090 + Penalty 101.149182 = -25564.171909 nChanged 19 SP:Iteration 4Q (233.676305 sec): 3 clusters Score: Raw -25677.397159 + Penalty 100.524760 = -25576.872398 nChanged 13 SP:Iteration 5Q (233.677305 sec): 3 clusters Score: Raw -25685.853270 + Penalty 100.519500 = -25585.333770 nChanged 10 SP:Iteration 6Q (233.678299 sec): 3 clusters Score: Raw -25689.581038 + Penalty 100.576064 = -25589.004974 nChanged 4 SP:Iteration 7Q (233.679289 sec): 3 clusters Score: Raw -25690.148452 + Penalty 100.574018 = -25589.574434 nChanged 1 SP:Iteration 8Q (233.680278 sec): 3 clusters Score: Raw -25690.219202 + Penalty 100.557808 = -25589.661395 nChanged 2 SP:Iteration 9Q (233.681265 sec): 3 clusters Score: Raw -25690.289861 + Penalty 100.557808 = -25589.732053 nChanged 0 SP:Iteration 10F (233.682305 sec): 3 clusters Score: Raw -25690.289861 + Penalty 100.557808 = -25589.732053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 16 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.684550 sec): 2 clusters Score: Raw -24825.601622 + Penalty 218.405673 = -24607.195949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.685641 sec): 3 clusters Score: Raw -24588.652617 + Penalty 465.764662 = -24122.887955 nChanged 194 SP:Iteration 1F (233.686718 sec): 3 clusters Score: Raw -24832.972586 + Penalty 482.321188 = -24350.651398 nChanged 54 SP:Iteration 2F (233.687796 sec): 3 clusters Score: Raw -24882.657298 + Penalty 490.275664 = -24392.381634 nChanged 14 SP:Iteration 3Q (233.688856 sec): 3 clusters Score: Raw -24897.261883 + Penalty 494.672158 = -24402.589725 nChanged 6 SP:Iteration 4Q (233.689914 sec): 3 clusters Score: Raw -24901.669869 + Penalty 496.497263 = -24405.172607 nChanged 1 SP:Iteration 5Q (233.690961 sec): 3 clusters Score: Raw -24901.865697 + Penalty 497.446618 = -24404.419080 nChanged 1 SP:Iteration 6F (233.692026 sec): 3 clusters Score: Raw -24902.337448 + Penalty 498.412870 = -24403.924578 nChanged 4 SP:Iteration 7F (233.693102 sec): 3 clusters Score: Raw -24905.317578 + Penalty 504.029014 = -24401.288564 nChanged 4 SP:Iteration 8F (233.694171 sec): 3 clusters Score: Raw -24909.153615 + Penalty 509.948739 = -24399.204876 nChanged 4 SP:Iteration 9F (233.695242 sec): 3 clusters Score: Raw -24912.316111 + Penalty 515.930021 = -24396.386089 nChanged 3 SP:Iteration 10F (233.696310 sec): 3 clusters Score: Raw -24913.850431 + Penalty 517.909075 = -24395.941356 nChanged 1 SP:Iteration 11F (233.697380 sec): 3 clusters Score: Raw -24914.120195 + Penalty 517.909075 = -24396.211119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 17 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.699058 sec): 2 clusters Score: Raw -8923.536248 + Penalty 265.636135 = -8657.900113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.699571 sec): 3 clusters Score: Raw -8897.527674 + Penalty 533.696203 = -8363.831472 nChanged 43 SP:Iteration 1F (233.700109 sec): 3 clusters Score: Raw -8960.954162 + Penalty 537.502139 = -8423.452023 nChanged 20 SP:Iteration 2F (233.700613 sec): 3 clusters Score: Raw -9006.060171 + Penalty 540.376422 = -8465.683749 nChanged 8 SP:Iteration 3Q (233.701098 sec): 3 clusters Score: Raw -9013.734772 + Penalty 542.886137 = -8470.848636 nChanged 4 SP:Iteration 4Q (233.701580 sec): 3 clusters Score: Raw -9016.517094 + Penalty 542.861161 = -8473.655934 nChanged 2 SP:Iteration 5Q (233.702060 sec): 3 clusters Score: Raw -9017.062045 + Penalty 544.304156 = -8472.757889 nChanged 1 SP:Iteration 6F (233.702574 sec): 3 clusters Score: Raw -9018.739581 + Penalty 546.098765 = -8472.640816 nChanged 2 SP:Iteration 7F (233.703091 sec): 3 clusters Score: Raw -9024.678560 + Penalty 546.098765 = -8478.579795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 18 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.704323 sec): 2 clusters Score: Raw -3979.451140 + Penalty 711.954176 = -3267.496964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.704770 sec): 3 clusters Score: Raw -4146.687326 + Penalty 1421.845970 = -2724.841357 nChanged 14 SP:Iteration 1F (233.705213 sec): 3 clusters Score: Raw -4230.684890 + Penalty 1421.203644 = -2809.481245 nChanged 4 SP:Iteration 2Q (233.705616 sec): 3 clusters Score: Raw -4244.448257 + Penalty 1421.847005 = -2822.601252 nChanged 1 SP:Iteration 3Q (233.706014 sec): 3 clusters Score: Raw -4249.505985 + Penalty 1421.847005 = -2827.658980 nChanged 0 SP:Iteration 4F (233.706455 sec): 3 clusters Score: Raw -4249.505985 + Penalty 1421.847005 = -2827.658980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 19 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.708108 sec): 2 clusters Score: Raw -16448.212174 + Penalty 394.935180 = -16053.276994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.708898 sec): 3 clusters Score: Raw -16377.756391 + Penalty 802.778447 = -15574.977944 nChanged 107 SP:Iteration 1F (233.709673 sec): 3 clusters Score: Raw -16524.922885 + Penalty 817.563774 = -15707.359111 nChanged 31 SP:Iteration 2F (233.710447 sec): 3 clusters Score: Raw -16581.342987 + Penalty 822.798672 = -15758.544315 nChanged 15 SP:Iteration 3Q (233.711193 sec): 3 clusters Score: Raw -16599.958626 + Penalty 826.625470 = -15773.333157 nChanged 5 SP:Iteration 4Q (233.711936 sec): 3 clusters Score: Raw -16625.497928 + Penalty 831.412858 = -15794.085070 nChanged 9 SP:Iteration 5Q (233.712674 sec): 3 clusters Score: Raw -16638.102490 + Penalty 834.072139 = -15804.030351 nChanged 3 SP:Iteration 6Q (233.713407 sec): 3 clusters Score: Raw -16640.505250 + Penalty 836.146396 = -15804.358854 nChanged 3 SP:Iteration 7Q (233.714135 sec): 3 clusters Score: Raw -16642.910079 + Penalty 838.017072 = -15804.893007 nChanged 2 SP:Iteration 8Q (233.714862 sec): 3 clusters Score: Raw -16644.087287 + Penalty 840.121016 = -15803.966270 nChanged 2 SP:Iteration 9F (233.715634 sec): 3 clusters Score: Raw -16645.453154 + Penalty 841.020415 = -15804.432739 nChanged 3 SP:Iteration 10F (233.716405 sec): 3 clusters Score: Raw -16648.433253 + Penalty 841.020415 = -15807.412838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 21 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.718242 sec): 2 clusters Score: Raw -9039.378340 + Penalty 423.410394 = -8615.967947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.718815 sec): 3 clusters Score: Raw -9024.701651 + Penalty 864.997013 = -8159.704639 nChanged 41 SP:Iteration 1F (233.719377 sec): 3 clusters Score: Raw -9107.852606 + Penalty 887.585059 = -8220.267547 nChanged 18 SP:Iteration 2F (233.719939 sec): 3 clusters Score: Raw -9143.877449 + Penalty 894.512412 = -8249.365037 nChanged 11 SP:Iteration 3F (233.720528 sec): 3 clusters Score: Raw -9164.831606 + Penalty 900.910081 = -8263.921525 nChanged 3 SP:Iteration 4Q (233.721066 sec): 3 clusters Score: Raw -9173.210388 + Penalty 900.910081 = -8272.300307 nChanged 0 SP:Iteration 5F (233.721626 sec): 3 clusters Score: Raw -9173.210388 + Penalty 900.910081 = -8272.300307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 25 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.723931 sec): 2 clusters Score: Raw -27067.600175 + Penalty 869.348223 = -26198.251952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.725032 sec): 3 clusters Score: Raw -26930.703376 + Penalty 1738.908255 = -25191.795122 nChanged 124 SP:Iteration 1F (233.726114 sec): 3 clusters Score: Raw -27073.642223 + Penalty 1738.793574 = -25334.848648 nChanged 40 SP:Iteration 2F (233.727195 sec): 3 clusters Score: Raw -27125.674930 + Penalty 1738.794828 = -25386.880102 nChanged 26 SP:Iteration 3F (233.728280 sec): 3 clusters Score: Raw -27167.480203 + Penalty 1738.941698 = -25428.538504 nChanged 20 SP:Iteration 4Q (233.729327 sec): 3 clusters Score: Raw -27203.224607 + Penalty 1738.781609 = -25464.442998 nChanged 15 SP:Iteration 5Q (233.730371 sec): 3 clusters Score: Raw -27224.639077 + Penalty 1738.986238 = -25485.652840 nChanged 5 SP:Iteration 6Q (233.731405 sec): 3 clusters Score: Raw -27231.122733 + Penalty 1739.127335 = -25491.995398 nChanged 5 SP:Iteration 7Q (233.732437 sec): 3 clusters Score: Raw -27237.818542 + Penalty 1739.584322 = -25498.234219 nChanged 4 SP:Iteration 8Q (233.733469 sec): 3 clusters Score: Raw -27240.706053 + Penalty 1739.580496 = -25501.125557 nChanged 2 SP:Iteration 9Q (233.734498 sec): 3 clusters Score: Raw -27242.537317 + Penalty 1739.601709 = -25502.935608 nChanged 3 SP:Iteration 10F (233.735574 sec): 3 clusters Score: Raw -27246.640530 + Penalty 1739.601709 = -25507.038821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 28 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.736990 sec): 2 clusters Score: Raw -7072.454689 + Penalty 506.493345 = -6565.961345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.737525 sec): 3 clusters Score: Raw -7107.554026 + Penalty 1030.988655 = -6076.565370 nChanged 40 SP:Iteration 1F (233.738071 sec): 3 clusters Score: Raw -7189.611934 + Penalty 1036.211258 = -6153.400676 nChanged 9 SP:Iteration 2Q (233.738589 sec): 3 clusters Score: Raw -7212.983381 + Penalty 1034.552100 = -6178.431281 nChanged 2 SP:Iteration 3Q (233.739096 sec): 3 clusters Score: Raw -7216.212407 + Penalty 1034.552100 = -6181.660308 nChanged 0 SP:Iteration 4F (233.739634 sec): 3 clusters Score: Raw -7216.212407 + Penalty 1034.552100 = -6181.660308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 30 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.741228 sec): 2 clusters Score: Raw -14616.773823 + Penalty 316.725069 = -14300.048755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.741953 sec): 3 clusters Score: Raw -14514.588663 + Penalty 644.075172 = -13870.513491 nChanged 78 SP:Iteration 1F (233.742645 sec): 3 clusters Score: Raw -14600.817623 + Penalty 661.350839 = -13939.466783 nChanged 30 SP:Iteration 2F (233.743366 sec): 3 clusters Score: Raw -14652.154005 + Penalty 682.365482 = -13969.788524 nChanged 21 SP:Iteration 3F (233.744076 sec): 3 clusters Score: Raw -14698.009815 + Penalty 705.725827 = -13992.283988 nChanged 18 SP:Iteration 4F (233.744767 sec): 3 clusters Score: Raw -14743.938703 + Penalty 721.276518 = -14022.662185 nChanged 9 SP:Iteration 5Q (233.745486 sec): 3 clusters Score: Raw -14754.781648 + Penalty 729.573352 = -14025.208296 nChanged 3 SP:Iteration 6Q (233.746137 sec): 3 clusters Score: Raw -14761.492415 + Penalty 737.716631 = -14023.775784 nChanged 4 SP:Iteration 7F (233.746831 sec): 3 clusters Score: Raw -14766.868930 + Penalty 746.974179 = -14019.894751 nChanged 3 SP:Iteration 8F (233.747570 sec): 3 clusters Score: Raw -14771.174672 + Penalty 746.974179 = -14024.200493 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 35 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.750790 sec): 2 clusters Score: Raw -40836.688600 + Penalty 616.730383 = -40219.958218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.752487 sec): 3 clusters Score: Raw -40447.567967 + Penalty 1238.459749 = -39209.108218 nChanged 258 SP:Iteration 1F (233.754160 sec): 3 clusters Score: Raw -40647.765175 + Penalty 1243.465768 = -39404.299407 nChanged 80 SP:Iteration 2F (233.755741 sec): 3 clusters Score: Raw -40721.317549 + Penalty 1247.552169 = -39473.765380 nChanged 53 SP:Iteration 3F (233.757301 sec): 3 clusters Score: Raw -40772.743380 + Penalty 1252.706278 = -39520.037101 nChanged 39 SP:Iteration 4Q (233.758839 sec): 3 clusters Score: Raw -40818.193826 + Penalty 1257.228187 = -39560.965639 nChanged 27 SP:Iteration 5Q (233.760366 sec): 3 clusters Score: Raw -40846.763851 + Penalty 1259.903841 = -39586.860010 nChanged 22 SP:Iteration 6Q (233.761890 sec): 3 clusters Score: Raw -40863.728203 + Penalty 1261.586848 = -39602.141356 nChanged 15 SP:Iteration 7Q (233.763443 sec): 3 clusters Score: Raw -40878.321037 + Penalty 1265.108513 = -39613.212525 nChanged 18 SP:Iteration 8Q (233.764952 sec): 3 clusters Score: Raw -40892.342424 + Penalty 1266.313169 = -39626.029255 nChanged 11 SP:Iteration 9Q (233.766460 sec): 3 clusters Score: Raw -40901.187302 + Penalty 1264.941927 = -39636.245376 nChanged 8 SP:Iteration 10F (233.768062 sec): 3 clusters Score: Raw -40909.490992 + Penalty 1264.875859 = -39644.615133 nChanged 8 SP:Iteration 11Q (233.769560 sec): 3 clusters Score: Raw -40919.102186 + Penalty 1264.730155 = -39654.372031 nChanged 1 SP:Iteration 12Q (233.771047 sec): 3 clusters Score: Raw -40919.627140 + Penalty 1264.730155 = -39654.896985 nChanged 0 SP:Iteration 13F (233.772664 sec): 3 clusters Score: Raw -40919.627140 + Penalty 1264.730155 = -39654.896985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 37 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.773996 sec): 2 clusters Score: Raw -6061.411878 + Penalty 120.403396 = -5941.008483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.774442 sec): 3 clusters Score: Raw -6038.963813 + Penalty 251.813561 = -5787.150252 nChanged 37 SP:Iteration 1F (233.774878 sec): 3 clusters Score: Raw -6091.224758 + Penalty 252.682704 = -5838.542055 nChanged 5 SP:Iteration 2Q (233.775303 sec): 3 clusters Score: Raw -6097.265247 + Penalty 248.743311 = -5848.521936 nChanged 3 SP:Iteration 3Q (233.775719 sec): 3 clusters Score: Raw -6099.855508 + Penalty 247.494016 = -5852.361492 nChanged 4 SP:Iteration 4Q (233.776136 sec): 3 clusters Score: Raw -6106.814086 + Penalty 247.295288 = -5859.518798 nChanged 2 SP:Iteration 5Q (233.776547 sec): 3 clusters Score: Raw -6109.706715 + Penalty 246.416559 = -5863.290157 nChanged 1 SP:Iteration 6Q (233.776953 sec): 3 clusters Score: Raw -6109.956705 + Penalty 246.873852 = -5863.082853 nChanged 1 SP:Iteration 7F (233.777386 sec): 3 clusters Score: Raw -6110.706359 + Penalty 247.113656 = -5863.592703 nChanged 1 SP:Iteration 8Q (233.777793 sec): 3 clusters Score: Raw -6111.235662 + Penalty 247.113656 = -5864.122006 nChanged 0 SP:Iteration 9F (233.778226 sec): 3 clusters Score: Raw -6111.235662 + Penalty 247.113656 = -5864.122006 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 38 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.781214 sec): 2 clusters Score: Raw -37890.188693 + Penalty 393.060775 = -37497.127918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.782826 sec): 3 clusters Score: Raw -37460.922179 + Penalty 794.998891 = -36665.923288 nChanged 301 SP:Iteration 1F (233.784428 sec): 3 clusters Score: Raw -37667.906333 + Penalty 808.500596 = -36859.405738 nChanged 97 SP:Iteration 2F (233.786036 sec): 3 clusters Score: Raw -37749.028039 + Penalty 822.809358 = -36926.218680 nChanged 52 SP:Iteration 3F (233.787626 sec): 3 clusters Score: Raw -37817.961045 + Penalty 833.103674 = -36984.857372 nChanged 39 SP:Iteration 4Q (233.789192 sec): 3 clusters Score: Raw -37862.092762 + Penalty 840.711449 = -37021.381313 nChanged 35 SP:Iteration 5Q (233.790735 sec): 3 clusters Score: Raw -37900.697646 + Penalty 849.920767 = -37050.776879 nChanged 33 SP:Iteration 6Q (233.792292 sec): 3 clusters Score: Raw -37947.908907 + Penalty 861.534949 = -37086.373959 nChanged 31 SP:Iteration 7Q (233.793818 sec): 3 clusters Score: Raw -37992.829985 + Penalty 868.697057 = -37124.132928 nChanged 30 SP:Iteration 8Q (233.795290 sec): 3 clusters Score: Raw -38026.923213 + Penalty 872.389869 = -37154.533344 nChanged 15 SP:Iteration 9Q (233.796748 sec): 3 clusters Score: Raw -38039.826683 + Penalty 875.602589 = -37164.224093 nChanged 5 SP:Iteration 10F (233.798342 sec): 3 clusters Score: Raw -38041.965880 + Penalty 875.602589 = -37166.363290 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 39 (3119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.813006 sec): 2 clusters Score: Raw -156188.568695 + Penalty 548.905508 = -155639.663186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.818700 sec): 3 clusters Score: Raw -154333.663906 + Penalty 1086.119404 = -153247.544502 nChanged 1297 SP:Iteration 1F (233.824302 sec): 3 clusters Score: Raw -155306.294916 + Penalty 1072.366409 = -154233.928507 nChanged 407 SP:Iteration 2F (233.829869 sec): 3 clusters Score: Raw -155622.840436 + Penalty 1060.636906 = -154562.203530 nChanged 224 SP:Iteration 3F (233.836093 sec): 3 clusters Score: Raw -155838.848989 + Penalty 1055.630990 = -154783.217999 nChanged 122 SP:Iteration 4Q (233.842210 sec): 3 clusters Score: Raw -155941.238225 + Penalty 1050.574777 = -154890.663448 nChanged 91 SP:Iteration 5Q (233.848111 sec): 3 clusters Score: Raw -156014.634260 + Penalty 1051.582727 = -154963.051534 nChanged 72 SP:Iteration 6Q (233.854053 sec): 3 clusters Score: Raw -156065.830428 + Penalty 1048.932591 = -155016.897837 nChanged 57 SP:Iteration 7Q (233.860018 sec): 3 clusters Score: Raw -156104.402072 + Penalty 1050.166566 = -155054.235506 nChanged 41 SP:Iteration 8Q (233.865581 sec): 3 clusters Score: Raw -156130.052743 + Penalty 1057.371918 = -155072.680825 nChanged 30 SP:Iteration 9Q (233.871214 sec): 3 clusters Score: Raw -156154.481873 + Penalty 1072.477059 = -155082.004814 nChanged 29 SP:Iteration 10F (233.877318 sec): 3 clusters Score: Raw -156173.049337 + Penalty 1090.701961 = -155082.347377 nChanged 23 SP:Iteration 11Q (233.882551 sec): 3 clusters Score: Raw -156183.466296 + Penalty 1099.098963 = -155084.367334 nChanged 13 SP:Iteration 12Q (233.887310 sec): 3 clusters Score: Raw -156188.384485 + Penalty 1102.604532 = -155085.779954 nChanged 14 SP:Iteration 13Q (233.892048 sec): 3 clusters Score: Raw -156192.884652 + Penalty 1105.962979 = -155086.921673 nChanged 5 SP:Iteration 14Q (233.896733 sec): 3 clusters Score: Raw -156194.175249 + Penalty 1105.682261 = -155088.492988 nChanged 7 SP:Iteration 15Q (233.901401 sec): 3 clusters Score: Raw -156196.157248 + Penalty 1109.653640 = -155086.503607 nChanged 6 SP:Iteration 16F (233.906975 sec): 3 clusters Score: Raw -156199.265336 + Penalty 1116.261648 = -155083.003689 nChanged 12 SP:Iteration 17F (233.912607 sec): 3 clusters Score: Raw -156206.446816 + Penalty 1128.007042 = -155078.439774 nChanged 12 SP:Iteration 18F (233.918166 sec): 3 clusters Score: Raw -156210.849526 + Penalty 1136.978026 = -155073.871500 nChanged 11 SP:Iteration 19F (233.923696 sec): 3 clusters Score: Raw -156214.706065 + Penalty 1150.755049 = -155063.951015 nChanged 10 SP:Iteration 20F (233.929224 sec): 3 clusters Score: Raw -156218.939210 + Penalty 1168.647001 = -155050.292210 nChanged 15 SP:Iteration 21F (233.934825 sec): 3 clusters Score: Raw -156227.309814 + Penalty 1192.533004 = -155034.776809 nChanged 12 SP:Iteration 22F (233.940348 sec): 3 clusters Score: Raw -156234.198855 + Penalty 1204.920752 = -155029.278104 nChanged 8 SP:Iteration 23F (233.945872 sec): 3 clusters Score: Raw -156238.514557 + Penalty 1217.994062 = -155020.520495 nChanged 6 SP:Iteration 24F (233.951396 sec): 3 clusters Score: Raw -156241.538634 + Penalty 1235.500394 = -155006.038240 nChanged 8 SP:Iteration 25F (233.956961 sec): 3 clusters Score: Raw -156248.401199 + Penalty 1259.148919 = -154989.252280 nChanged 9 SP:Iteration 26F (233.962486 sec): 3 clusters Score: Raw -156256.580602 + Penalty 1304.396164 = -154952.184438 nChanged 13 SP:Iteration 27F (233.968058 sec): 3 clusters Score: Raw -156274.920204 + Penalty 1333.357236 = -154941.562968 nChanged 9 SP:Iteration 28F (233.973721 sec): 3 clusters Score: Raw -156284.731951 + Penalty 1349.854576 = -154934.877374 nChanged 5 SP:Iteration 29F (233.979291 sec): 3 clusters Score: Raw -156290.492039 + Penalty 1355.434253 = -154935.057785 nChanged 3 SP:Iteration 30F (233.984821 sec): 3 clusters Score: Raw -156294.099271 + Penalty 1355.164315 = -154938.934955 nChanged 1 SP:Iteration 31Q (233.989257 sec): 3 clusters Score: Raw -156296.563797 + Penalty 1355.164315 = -154941.399481 nChanged 0 SP:Iteration 32F (233.994816 sec): 3 clusters Score: Raw -156296.563797 + Penalty 1355.164315 = -154941.399481 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 41 (1523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.001750 sec): 2 clusters Score: Raw -75909.122786 + Penalty 115.563914 = -75793.558872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.004584 sec): 3 clusters Score: Raw -74991.125251 + Penalty 245.843368 = -74745.281883 nChanged 681 SP:Iteration 1F (234.007360 sec): 3 clusters Score: Raw -75700.094838 + Penalty 249.166080 = -75450.928758 nChanged 143 SP:Iteration 2F (234.010133 sec): 3 clusters Score: Raw -75811.260198 + Penalty 258.941685 = -75552.318513 nChanged 67 SP:Iteration 3Q (234.012909 sec): 3 clusters Score: Raw -75861.071826 + Penalty 270.777684 = -75590.294142 nChanged 47 SP:Iteration 4Q (234.015686 sec): 3 clusters Score: Raw -75900.719264 + Penalty 281.545600 = -75619.173664 nChanged 34 SP:Iteration 5Q (234.018451 sec): 3 clusters Score: Raw -75923.452477 + Penalty 286.066316 = -75637.386161 nChanged 25 SP:Iteration 6Q (234.021176 sec): 3 clusters Score: Raw -75938.249311 + Penalty 289.068008 = -75649.181303 nChanged 15 SP:Iteration 7Q (234.023853 sec): 3 clusters Score: Raw -75947.460324 + Penalty 301.625561 = -75645.834763 nChanged 15 SP:Iteration 8F (234.026619 sec): 3 clusters Score: Raw -75955.309417 + Penalty 307.873895 = -75647.435522 nChanged 7 SP:Iteration 9Q (234.029196 sec): 3 clusters Score: Raw -75957.513822 + Penalty 308.146365 = -75649.367457 nChanged 4 SP:Iteration 10F (234.031959 sec): 3 clusters Score: Raw -75958.829494 + Penalty 312.441229 = -75646.388265 nChanged 2 SP:Iteration 11F (234.034726 sec): 3 clusters Score: Raw -75959.988164 + Penalty 312.441229 = -75647.546935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 50 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.038473 sec): 2 clusters Score: Raw -23364.211798 + Penalty 344.698166 = -23019.513632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.039545 sec): 3 clusters Score: Raw -23120.001792 + Penalty 706.080015 = -22413.921777 nChanged 156 SP:Iteration 1F (234.040561 sec): 3 clusters Score: Raw -23251.962597 + Penalty 746.831112 = -22505.131485 nChanged 66 SP:Iteration 2F (234.041572 sec): 3 clusters Score: Raw -23331.859892 + Penalty 779.253784 = -22552.606108 nChanged 32 SP:Iteration 3F (234.042583 sec): 3 clusters Score: Raw -23365.299423 + Penalty 806.718661 = -22558.580762 nChanged 21 SP:Iteration 4Q (234.043612 sec): 3 clusters Score: Raw -23400.800442 + Penalty 838.800538 = -22561.999905 nChanged 19 SP:Iteration 5Q (234.044587 sec): 3 clusters Score: Raw -23426.909047 + Penalty 857.485136 = -22569.423910 nChanged 8 SP:Iteration 6Q (234.045549 sec): 3 clusters Score: Raw -23436.362096 + Penalty 867.205963 = -22569.156133 nChanged 5 SP:Iteration 7F (234.046560 sec): 3 clusters Score: Raw -23447.513763 + Penalty 867.160718 = -22580.353045 nChanged 4 SP:Iteration 8Q (234.047503 sec): 3 clusters Score: Raw -23450.331318 + Penalty 869.564078 = -22580.767240 nChanged 2 SP:Iteration 9Q (234.048445 sec): 3 clusters Score: Raw -23453.065383 + Penalty 875.684559 = -22577.380824 nChanged 2 SP:Iteration 10F (234.049454 sec): 3 clusters Score: Raw -23455.536391 + Penalty 884.533970 = -22571.002422 nChanged 3 SP:Iteration 11F (234.050461 sec): 3 clusters Score: Raw -23459.995020 + Penalty 888.934021 = -22571.060998 nChanged 6 SP:Iteration 12Q (234.051395 sec): 3 clusters Score: Raw -23466.782049 + Penalty 893.852959 = -22572.929089 nChanged 3 SP:Iteration 13Q (234.052326 sec): 3 clusters Score: Raw -23471.563084 + Penalty 900.311498 = -22571.251586 nChanged 3 SP:Iteration 14F (234.053338 sec): 3 clusters Score: Raw -23474.284699 + Penalty 898.864600 = -22575.420099 nChanged 2 SP:Iteration 15Q (234.054263 sec): 3 clusters Score: Raw -23479.809259 + Penalty 901.981884 = -22577.827375 nChanged 1 SP:Iteration 16Q (234.055178 sec): 3 clusters Score: Raw -23482.010135 + Penalty 900.953906 = -22581.056229 nChanged 1 SP:Iteration 17Q (234.056092 sec): 3 clusters Score: Raw -23482.682702 + Penalty 898.996770 = -22583.685932 nChanged 3 SP:Iteration 18Q (234.057005 sec): 3 clusters Score: Raw -23486.050253 + Penalty 902.611723 = -22583.438530 nChanged 2 SP:Iteration 19F (234.058013 sec): 3 clusters Score: Raw -23489.404711 + Penalty 901.702675 = -22587.702037 nChanged 1 SP:Iteration 20F (234.059022 sec): 3 clusters Score: Raw -23490.858086 + Penalty 900.141228 = -22590.716858 nChanged 2 SP:Iteration 21Q (234.059936 sec): 3 clusters Score: Raw -23492.479382 + Penalty 897.712384 = -22594.766998 nChanged 1 SP:Iteration 22Q (234.060844 sec): 3 clusters Score: Raw -23493.266810 + Penalty 897.712384 = -22595.554426 nChanged 0 SP:Iteration 23F (234.061851 sec): 3 clusters Score: Raw -23493.266810 + Penalty 897.712384 = -22595.554426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 53 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.062984 sec): 2 clusters Score: Raw -10094.996260 + Penalty 216.770996 = -9878.225264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.063556 sec): 3 clusters Score: Raw -10017.004532 + Penalty 439.338611 = -9577.665921 nChanged 56 SP:Iteration 1F (234.064115 sec): 3 clusters Score: Raw -10072.958994 + Penalty 452.568295 = -9620.390700 nChanged 15 SP:Iteration 2F (234.064672 sec): 3 clusters Score: Raw -10086.927103 + Penalty 462.901080 = -9624.026023 nChanged 6 SP:Iteration 3Q (234.065222 sec): 3 clusters Score: Raw -10092.103429 + Penalty 470.930347 = -9621.173082 nChanged 5 SP:Iteration 4F (234.065778 sec): 3 clusters Score: Raw -10096.941674 + Penalty 479.883571 = -9617.058102 nChanged 4 SP:Iteration 5F (234.066335 sec): 3 clusters Score: Raw -10099.549924 + Penalty 488.987674 = -9610.562250 nChanged 3 SP:Iteration 6F (234.066890 sec): 3 clusters Score: Raw -10102.818265 + Penalty 500.899747 = -9601.918518 nChanged 3 SP:Iteration 7F (234.067447 sec): 3 clusters Score: Raw -10105.638755 + Penalty 506.440567 = -9599.198189 nChanged 3 SP:Iteration 8F (234.068003 sec): 3 clusters Score: Raw -10112.777124 + Penalty 528.223449 = -9584.553675 nChanged 4 SP:Iteration 9F (234.068558 sec): 3 clusters Score: Raw -10122.037855 + Penalty 532.612134 = -9589.425721 nChanged 3 SP:Iteration 10F (234.069113 sec): 3 clusters Score: Raw -10126.029918 + Penalty 529.614587 = -9596.415332 nChanged 1 SP:Iteration 11Q (234.069640 sec): 3 clusters Score: Raw -10127.749606 + Penalty 529.614587 = -9598.135019 nChanged 0 SP:Iteration 12F (234.070218 sec): 3 clusters Score: Raw -10127.749606 + Penalty 529.614587 = -9598.135019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 54 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.071769 sec): 2 clusters Score: Raw -10198.650222 + Penalty 650.299109 = -9548.351112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.072393 sec): 3 clusters Score: Raw -10226.558223 + Penalty 1293.813420 = -8932.744803 nChanged 40 SP:Iteration 1F (234.073009 sec): 3 clusters Score: Raw -10346.551403 + Penalty 1282.115294 = -9064.436109 nChanged 26 SP:Iteration 2F (234.073620 sec): 3 clusters Score: Raw -10450.536424 + Penalty 1265.428056 = -9185.108368 nChanged 16 SP:Iteration 3F (234.074231 sec): 3 clusters Score: Raw -10485.387464 + Penalty 1257.321772 = -9228.065692 nChanged 8 SP:Iteration 4Q (234.074777 sec): 3 clusters Score: Raw -10501.109260 + Penalty 1254.274365 = -9246.834894 nChanged 5 SP:Iteration 5Q (234.075339 sec): 3 clusters Score: Raw -10513.686329 + Penalty 1254.281889 = -9259.404439 nChanged 2 SP:Iteration 6Q (234.075888 sec): 3 clusters Score: Raw -10518.370407 + Penalty 1257.372391 = -9260.998016 nChanged 2 SP:Iteration 7Q (234.076435 sec): 3 clusters Score: Raw -10522.556984 + Penalty 1257.372391 = -9265.184593 nChanged 0 SP:Iteration 8F (234.077046 sec): 3 clusters Score: Raw -10522.556984 + Penalty 1257.372391 = -9265.184593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 57 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.078762 sec): 2 clusters Score: Raw -13666.056649 + Penalty 291.016591 = -13375.040058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.079456 sec): 3 clusters Score: Raw -13542.672928 + Penalty 604.476190 = -12938.196737 nChanged 87 SP:Iteration 1F (234.080137 sec): 3 clusters Score: Raw -13630.096522 + Penalty 644.984157 = -12985.112365 nChanged 40 SP:Iteration 2F (234.080815 sec): 3 clusters Score: Raw -13711.333260 + Penalty 665.258290 = -13046.074970 nChanged 17 SP:Iteration 3F (234.081498 sec): 3 clusters Score: Raw -13739.878056 + Penalty 658.463027 = -13081.415029 nChanged 11 SP:Iteration 4Q (234.082153 sec): 3 clusters Score: Raw -13756.321999 + Penalty 646.563502 = -13109.758497 nChanged 3 SP:Iteration 5Q (234.082806 sec): 3 clusters Score: Raw -13759.452115 + Penalty 642.895340 = -13116.556775 nChanged 1 SP:Iteration 6Q (234.083460 sec): 3 clusters Score: Raw -13761.729862 + Penalty 642.895340 = -13118.834522 nChanged 0 SP:Iteration 7F (234.084141 sec): 3 clusters Score: Raw -13761.729862 + Penalty 642.895340 = -13118.834522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 58 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.085249 sec): 2 clusters Score: Raw -3745.220528 + Penalty 503.925362 = -3241.295166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.085615 sec): 3 clusters Score: Raw -3839.293544 + Penalty 1001.982254 = -2837.311290 nChanged 8 SP:Iteration 1F (234.085974 sec): 3 clusters Score: Raw -3868.024353 + Penalty 1001.632134 = -2866.392219 nChanged 7 SP:Iteration 2F (234.086332 sec): 3 clusters Score: Raw -3914.180969 + Penalty 1001.632134 = -2912.548835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 60 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.089533 sec): 2 clusters Score: Raw -26851.221697 + Penalty 832.369932 = -26018.851765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.090607 sec): 3 clusters Score: Raw -26746.251907 + Penalty 1663.448464 = -25082.803444 nChanged 119 SP:Iteration 1F (234.091648 sec): 3 clusters Score: Raw -26862.939759 + Penalty 1664.538799 = -25198.400961 nChanged 28 SP:Iteration 2F (234.092665 sec): 3 clusters Score: Raw -26888.181156 + Penalty 1666.288364 = -25221.892792 nChanged 20 SP:Iteration 3Q (234.093703 sec): 3 clusters Score: Raw -26913.850700 + Penalty 1668.884622 = -25244.966079 nChanged 17 SP:Iteration 4Q (234.094701 sec): 3 clusters Score: Raw -26931.530943 + Penalty 1671.043883 = -25260.487060 nChanged 10 SP:Iteration 5Q (234.095694 sec): 3 clusters Score: Raw -26945.502989 + Penalty 1672.171502 = -25273.331487 nChanged 7 SP:Iteration 6Q (234.096687 sec): 3 clusters Score: Raw -26958.850369 + Penalty 1673.967582 = -25284.882787 nChanged 8 SP:Iteration 7Q (234.097678 sec): 3 clusters Score: Raw -26968.249141 + Penalty 1675.525497 = -25292.723645 nChanged 6 SP:Iteration 8Q (234.098667 sec): 3 clusters Score: Raw -26976.173440 + Penalty 1677.008899 = -25299.164541 nChanged 4 SP:Iteration 9Q (234.099652 sec): 3 clusters Score: Raw -26981.636315 + Penalty 1677.361625 = -25304.274690 nChanged 3 SP:Iteration 10F (234.100690 sec): 3 clusters Score: Raw -26984.912493 + Penalty 1677.361625 = -25307.550868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 67 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.102900 sec): 2 clusters Score: Raw -22615.825894 + Penalty 671.101183 = -21944.724712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.103885 sec): 3 clusters Score: Raw -22471.916024 + Penalty 1340.522381 = -21131.393643 nChanged 96 SP:Iteration 1F (234.104850 sec): 3 clusters Score: Raw -22575.099218 + Penalty 1337.859940 = -21237.239279 nChanged 29 SP:Iteration 2F (234.105813 sec): 3 clusters Score: Raw -22621.817317 + Penalty 1335.147045 = -21286.670272 nChanged 30 SP:Iteration 3F (234.106745 sec): 3 clusters Score: Raw -22658.631842 + Penalty 1333.144612 = -21325.487230 nChanged 15 SP:Iteration 4Q (234.107660 sec): 3 clusters Score: Raw -22685.174232 + Penalty 1331.453983 = -21353.720249 nChanged 8 SP:Iteration 5Q (234.108565 sec): 3 clusters Score: Raw -22695.250945 + Penalty 1331.015232 = -21364.235713 nChanged 4 SP:Iteration 6Q (234.109471 sec): 3 clusters Score: Raw -22700.265449 + Penalty 1330.628971 = -21369.636478 nChanged 2 SP:Iteration 7Q (234.110372 sec): 3 clusters Score: Raw -22701.854422 + Penalty 1329.016440 = -21372.837982 nChanged 2 SP:Iteration 8Q (234.111271 sec): 3 clusters Score: Raw -22707.050959 + Penalty 1328.830976 = -21378.219984 nChanged 1 SP:Iteration 9Q (234.112168 sec): 3 clusters Score: Raw -22707.502524 + Penalty 1328.241736 = -21379.260788 nChanged 1 SP:Iteration 10F (234.113092 sec): 3 clusters Score: Raw -22709.992391 + Penalty 1327.610239 = -21382.382153 nChanged 3 SP:Iteration 11Q (234.113991 sec): 3 clusters Score: Raw -22715.043734 + Penalty 1326.908883 = -21388.134851 nChanged 2 SP:Iteration 12Q (234.114889 sec): 3 clusters Score: Raw -22715.681888 + Penalty 1326.908883 = -21388.773005 nChanged 0 SP:Iteration 13F (234.115812 sec): 3 clusters Score: Raw -22715.681888 + Penalty 1326.908883 = -21388.773005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 68 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.117162 sec): 2 clusters Score: Raw -7540.510078 + Penalty 223.870830 = -7316.639248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.117655 sec): 3 clusters Score: Raw -7488.050873 + Penalty 440.673628 = -7047.377245 nChanged 44 SP:Iteration 1F (234.118139 sec): 3 clusters Score: Raw -7528.277290 + Penalty 443.021924 = -7085.255366 nChanged 8 SP:Iteration 2Q (234.118617 sec): 3 clusters Score: Raw -7535.830676 + Penalty 444.518209 = -7091.312467 nChanged 6 SP:Iteration 3Q (234.119090 sec): 3 clusters Score: Raw -7539.737413 + Penalty 447.741660 = -7091.995753 nChanged 5 SP:Iteration 4Q (234.119565 sec): 3 clusters Score: Raw -7544.189288 + Penalty 452.113290 = -7092.075998 nChanged 5 SP:Iteration 5Q (234.120038 sec): 3 clusters Score: Raw -7548.304712 + Penalty 462.384395 = -7085.920317 nChanged 9 SP:Iteration 6F (234.120520 sec): 3 clusters Score: Raw -7556.409422 + Penalty 474.654492 = -7081.754931 nChanged 9 SP:Iteration 7F (234.121031 sec): 3 clusters Score: Raw -7568.339823 + Penalty 478.933755 = -7089.406069 nChanged 3 SP:Iteration 8Q (234.121505 sec): 3 clusters Score: Raw -7571.177772 + Penalty 480.385442 = -7090.792329 nChanged 1 SP:Iteration 9Q (234.121977 sec): 3 clusters Score: Raw -7571.389635 + Penalty 480.385442 = -7091.004193 nChanged 0 SP:Iteration 10F (234.122458 sec): 3 clusters Score: Raw -7571.389635 + Penalty 480.385442 = -7091.004193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 78 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.123633 sec): 2 clusters Score: Raw -5480.008647 + Penalty 660.783600 = -4819.225047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.124072 sec): 3 clusters Score: Raw -5594.305346 + Penalty 1327.394758 = -4266.910588 nChanged 12 SP:Iteration 1F (234.124503 sec): 3 clusters Score: Raw -5637.744923 + Penalty 1329.845913 = -4307.899010 nChanged 5 SP:Iteration 2Q (234.124907 sec): 3 clusters Score: Raw -5650.917178 + Penalty 1328.889876 = -4322.027302 nChanged 3 SP:Iteration 3Q (234.125307 sec): 3 clusters Score: Raw -5660.912599 + Penalty 1332.425815 = -4328.486784 nChanged 2 SP:Iteration 4Q (234.125705 sec): 3 clusters Score: Raw -5676.764590 + Penalty 1332.425815 = -4344.338776 nChanged 0 SP:Iteration 5F (234.126135 sec): 3 clusters Score: Raw -5676.764590 + Penalty 1332.425815 = -4344.338776 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 80 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.130333 sec): 2 clusters Score: Raw -29465.923147 + Penalty 584.523875 = -28881.399272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.131730 sec): 3 clusters Score: Raw -29209.489196 + Penalty 1166.062236 = -28043.426960 nChanged 205 SP:Iteration 1F (234.133120 sec): 3 clusters Score: Raw -29396.644521 + Penalty 1167.117795 = -28229.526726 nChanged 76 SP:Iteration 2F (234.134717 sec): 3 clusters Score: Raw -29504.001783 + Penalty 1168.002454 = -28335.999329 nChanged 44 SP:Iteration 3F (234.136267 sec): 3 clusters Score: Raw -29556.350190 + Penalty 1170.063956 = -28386.286235 nChanged 36 SP:Iteration 4F (234.137876 sec): 3 clusters Score: Raw -29597.161163 + Penalty 1170.633144 = -28426.528018 nChanged 19 SP:Iteration 5Q (234.139366 sec): 3 clusters Score: Raw -29621.891531 + Penalty 1170.000816 = -28451.890714 nChanged 12 SP:Iteration 6Q (234.140791 sec): 3 clusters Score: Raw -29635.842897 + Penalty 1169.234418 = -28466.608479 nChanged 14 SP:Iteration 7Q (234.142154 sec): 3 clusters Score: Raw -29649.205026 + Penalty 1169.028963 = -28480.176063 nChanged 10 SP:Iteration 8Q (234.143513 sec): 3 clusters Score: Raw -29657.044136 + Penalty 1169.864062 = -28487.180074 nChanged 8 SP:Iteration 9Q (234.144869 sec): 3 clusters Score: Raw -29666.710290 + Penalty 1169.734940 = -28496.975350 nChanged 2 SP:Iteration 10F (234.146285 sec): 3 clusters Score: Raw -29668.433801 + Penalty 1169.981855 = -28498.451946 nChanged 3 SP:Iteration 11Q (234.147641 sec): 3 clusters Score: Raw -29672.339084 + Penalty 1170.030771 = -28502.308313 nChanged 2 SP:Iteration 12Q (234.148997 sec): 3 clusters Score: Raw -29673.647335 + Penalty 1170.030771 = -28503.616564 nChanged 0 SP:Iteration 13F (234.150435 sec): 3 clusters Score: Raw -29673.647335 + Penalty 1170.030771 = -28503.616564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 81 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.153775 sec): 2 clusters Score: Raw -6541.476506 + Penalty 720.477643 = -5820.998863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.154242 sec): 3 clusters Score: Raw -6672.244858 + Penalty 1442.239640 = -5230.005218 nChanged 28 SP:Iteration 1F (234.154699 sec): 3 clusters Score: Raw -6806.747670 + Penalty 1447.365533 = -5359.382137 nChanged 10 SP:Iteration 2F (234.155194 sec): 3 clusters Score: Raw -6846.724050 + Penalty 1451.681299 = -5395.042750 nChanged 4 SP:Iteration 3Q (234.155609 sec): 3 clusters Score: Raw -6858.984393 + Penalty 1453.597743 = -5405.386650 nChanged 2 SP:Iteration 4Q (234.156024 sec): 3 clusters Score: Raw -6866.281160 + Penalty 1455.248601 = -5411.032560 nChanged 1 SP:Iteration 5Q (234.156433 sec): 3 clusters Score: Raw -6869.956524 + Penalty 1456.346607 = -5413.609917 nChanged 1 SP:Iteration 6Q (234.156875 sec): 3 clusters Score: Raw -6872.314602 + Penalty 1456.346607 = -5415.967995 nChanged 0 SP:Iteration 7F (234.157344 sec): 3 clusters Score: Raw -6872.314602 + Penalty 1456.346607 = -5415.967995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 84 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.158767 sec): 2 clusters Score: Raw -14214.703786 + Penalty 369.351488 = -13845.352299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.159574 sec): 3 clusters Score: Raw -14110.860583 + Penalty 756.140190 = -13354.720392 nChanged 82 SP:Iteration 1F (234.160366 sec): 3 clusters Score: Raw -14195.741499 + Penalty 777.848656 = -13417.892843 nChanged 25 SP:Iteration 2F (234.161154 sec): 3 clusters Score: Raw -14230.873861 + Penalty 788.394333 = -13442.479528 nChanged 13 SP:Iteration 3Q (234.161925 sec): 3 clusters Score: Raw -14258.309684 + Penalty 796.997622 = -13461.312062 nChanged 8 SP:Iteration 4Q (234.162677 sec): 3 clusters Score: Raw -14271.853637 + Penalty 805.464147 = -13466.389491 nChanged 6 SP:Iteration 5Q (234.163409 sec): 3 clusters Score: Raw -14278.556862 + Penalty 813.368358 = -13465.188503 nChanged 4 SP:Iteration 6F (234.164167 sec): 3 clusters Score: Raw -14281.418258 + Penalty 822.608987 = -13458.809271 nChanged 5 SP:Iteration 7F (234.164925 sec): 3 clusters Score: Raw -14293.161265 + Penalty 824.961111 = -13468.200154 nChanged 2 SP:Iteration 8Q (234.165646 sec): 3 clusters Score: Raw -14299.331386 + Penalty 834.627431 = -13464.703954 nChanged 2 SP:Iteration 9F (234.166405 sec): 3 clusters Score: Raw -14308.899583 + Penalty 834.627431 = -13474.272152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 96 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.167905 sec): 2 clusters Score: Raw -19288.271850 + Penalty 411.225218 = -18877.046632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.168765 sec): 3 clusters Score: Raw -19137.733545 + Penalty 833.794060 = -18303.939485 nChanged 107 SP:Iteration 1F (234.169611 sec): 3 clusters Score: Raw -19218.804743 + Penalty 849.151460 = -18369.653283 nChanged 37 SP:Iteration 2F (234.170455 sec): 3 clusters Score: Raw -19256.755052 + Penalty 865.812223 = -18390.942829 nChanged 25 SP:Iteration 3F (234.171297 sec): 3 clusters Score: Raw -19282.861770 + Penalty 877.045758 = -18405.816012 nChanged 19 SP:Iteration 4F (234.172140 sec): 3 clusters Score: Raw -19298.835850 + Penalty 888.416781 = -18410.419070 nChanged 12 SP:Iteration 5Q (234.172981 sec): 3 clusters Score: Raw -19310.567005 + Penalty 902.982164 = -18407.584841 nChanged 7 SP:Iteration 6F (234.173822 sec): 3 clusters Score: Raw -19316.254917 + Penalty 916.785804 = -18399.469113 nChanged 7 SP:Iteration 7F (234.174662 sec): 3 clusters Score: Raw -19336.290104 + Penalty 928.862051 = -18407.428053 nChanged 5 SP:Iteration 8Q (234.175484 sec): 3 clusters Score: Raw -19343.868788 + Penalty 938.126252 = -18405.742535 nChanged 4 SP:Iteration 9F (234.176327 sec): 3 clusters Score: Raw -19348.898178 + Penalty 946.748149 = -18402.150028 nChanged 3 SP:Iteration 10F (234.177217 sec): 3 clusters Score: Raw -19351.630506 + Penalty 947.930198 = -18403.700308 nChanged 1 SP:Iteration 11Q (234.178030 sec): 3 clusters Score: Raw -19352.910284 + Penalty 949.131708 = -18403.778576 nChanged 1 SP:Iteration 12Q (234.178841 sec): 3 clusters Score: Raw -19354.336467 + Penalty 949.542951 = -18404.793516 nChanged 1 SP:Iteration 13Q (234.179684 sec): 3 clusters Score: Raw -19355.328520 + Penalty 949.542951 = -18405.785569 nChanged 0 SP:Iteration 14F (234.180528 sec): 3 clusters Score: Raw -19355.328520 + Penalty 949.542951 = -18405.785569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 102 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.181303 sec): 2 clusters Score: Raw -4908.819315 + Penalty 53.409368 = -4855.409948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.181696 sec): 3 clusters Score: Raw -4855.890534 + Penalty 108.602739 = -4747.287795 nChanged 40 SP:Iteration 1F (234.182077 sec): 3 clusters Score: Raw -4892.936670 + Penalty 124.118945 = -4768.817725 nChanged 14 SP:Iteration 2F (234.182447 sec): 3 clusters Score: Raw -4907.095521 + Penalty 124.449788 = -4782.645733 nChanged 1 SP:Iteration 3Q (234.182817 sec): 3 clusters Score: Raw -4907.399961 + Penalty 124.449788 = -4782.950173 nChanged 0 SP:Iteration 4F (234.183188 sec): 3 clusters Score: Raw -4907.399961 + Penalty 124.449788 = -4782.950173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 105 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.184160 sec): 2 clusters Score: Raw -8810.474478 + Penalty 544.453335 = -8266.021143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.184702 sec): 3 clusters Score: Raw -8822.218184 + Penalty 1104.692008 = -7717.526176 nChanged 40 SP:Iteration 1F (234.185238 sec): 3 clusters Score: Raw -8878.977297 + Penalty 1117.580886 = -7761.396411 nChanged 9 SP:Iteration 2Q (234.185758 sec): 3 clusters Score: Raw -8904.931527 + Penalty 1120.004171 = -7784.927357 nChanged 4 SP:Iteration 3Q (234.186270 sec): 3 clusters Score: Raw -8917.927212 + Penalty 1125.559634 = -7792.367578 nChanged 5 SP:Iteration 4Q (234.186758 sec): 3 clusters Score: Raw -8929.169413 + Penalty 1125.721300 = -7803.448114 nChanged 1 SP:Iteration 5Q (234.187247 sec): 3 clusters Score: Raw -8929.995161 + Penalty 1123.701348 = -7806.293812 nChanged 1 SP:Iteration 6Q (234.187734 sec): 3 clusters Score: Raw -8932.062608 + Penalty 1122.445785 = -7809.616823 nChanged 1 SP:Iteration 7Q (234.188221 sec): 3 clusters Score: Raw -8933.254439 + Penalty 1121.350791 = -7811.903648 nChanged 1 SP:Iteration 8Q (234.188708 sec): 3 clusters Score: Raw -8934.797670 + Penalty 1119.811664 = -7814.986006 nChanged 1 SP:Iteration 9Q (234.189194 sec): 3 clusters Score: Raw -8935.894911 + Penalty 1119.795705 = -7816.099206 nChanged 1 SP:Iteration 10F (234.189714 sec): 3 clusters Score: Raw -8938.178244 + Penalty 1119.795705 = -7818.382539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 141 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.191104 sec): 2 clusters Score: Raw -15117.439881 + Penalty 266.788563 = -14850.651317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.191908 sec): 3 clusters Score: Raw -14987.021528 + Penalty 544.723882 = -14442.297646 nChanged 111 SP:Iteration 1F (234.192701 sec): 3 clusters Score: Raw -15119.796954 + Penalty 569.649212 = -14550.147743 nChanged 37 SP:Iteration 2F (234.193539 sec): 3 clusters Score: Raw -15169.356436 + Penalty 591.802083 = -14577.554353 nChanged 18 SP:Iteration 3F (234.194357 sec): 3 clusters Score: Raw -15190.632035 + Penalty 609.219227 = -14581.412808 nChanged 11 SP:Iteration 4Q (234.195167 sec): 3 clusters Score: Raw -15203.028847 + Penalty 621.192405 = -14581.836441 nChanged 7 SP:Iteration 5Q (234.195976 sec): 3 clusters Score: Raw -15210.114006 + Penalty 636.294213 = -14573.819793 nChanged 6 SP:Iteration 6F (234.196772 sec): 3 clusters Score: Raw -15216.738121 + Penalty 654.137532 = -14562.600589 nChanged 6 SP:Iteration 7F (234.197558 sec): 3 clusters Score: Raw -15228.677725 + Penalty 662.986237 = -14565.691487 nChanged 3 SP:Iteration 8Q (234.198323 sec): 3 clusters Score: Raw -15232.633870 + Penalty 670.856852 = -14561.777018 nChanged 3 SP:Iteration 9F (234.199138 sec): 3 clusters Score: Raw -15236.993146 + Penalty 680.855897 = -14556.137249 nChanged 3 SP:Iteration 10F (234.199924 sec): 3 clusters Score: Raw -15242.144775 + Penalty 691.740474 = -14550.404302 nChanged 4 SP:Iteration 11F (234.200712 sec): 3 clusters Score: Raw -15246.804684 + Penalty 691.740474 = -14555.064210 nChanged 0 Time taken for this iteration:232.780540 seconds. 300->45 Clusters: Score -2347437.160922, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 298 (time per iteration =786.090681 ms) Total iterations: 5533 (time per iteration =42.337796 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 15200849375.000000 (time per metric unit =15.410654ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 380021234375.000000 (time per metric unit=616.426141ps) That took 234.255023 seconds.