FileBase PeterP-2014-02-27_dataset1 ElecNo 12 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 0.13 and 0.20 GB of RAM. Memory request: 0.07 GB would take us to total of 0.07 GB. ---------------------------------------------------------- Loaded 14270 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 14270 points ------ Starting initial clusters from distinct float masks Not enough masks (122) to generate starting clusters (300), so starting with (123) clusters instead. Assigned 123 initial classes from 122 unique masks. Deleting Class 117 (1 points): Lose 10.272612 but Gain 1469.559218 Iteration 0F (1.197270 sec): 122 clusters Score: Raw -413195.369971 + Penalty 93920.153554 = -319275.216417 nChanged 2006 Deleting Class 51 (1 points): Lose 3.797769 but Gain 1454.411070 Iteration 1F (1.902894 sec): 109 clusters Score: Raw -415848.533449 + Penalty 91229.704573 = -324618.828876 nChanged 629 Deleting Class 76 (2 points): Lose 20.767449 but Gain 1420.412884 Iteration 2Q (1.989103 sec): 106 clusters Score: Raw -416748.607512 + Penalty 88574.785281 = -328173.822230 nChanged 537 Deleting Class 120 (1 points): Lose 9.837490 but Gain 1365.993023 Iteration 3Q (2.068219 sec): 103 clusters Score: Raw -417406.989140 + Penalty 87501.267733 = -329905.721407 nChanged 525 Deleting Class 115 (1 points): Lose 16.250409 but Gain 1354.466665 Iteration 4Q (2.144713 sec): 102 clusters Score: Raw -417968.493362 + Penalty 85842.742842 = -332125.750520 nChanged 418 Deleting Class 81 (1 points): Lose 15.908946 but Gain 1344.601373 Iteration 5Q (2.215393 sec): 100 clusters Score: Raw -418340.510422 + Penalty 84608.484870 = -333732.025552 nChanged 312 Deleting Class 37 (20 points): Lose 252.865507 but Gain 1554.461140 Iteration 6Q (2.280319 sec): 99 clusters Score: Raw -418304.862596 + Penalty 83423.931035 = -334880.931561 nChanged 254 Deleting Class 73 (10 points): Lose 167.685408 but Gain 1461.629670 Iteration 7Q (2.359321 sec): 98 clusters Score: Raw -418393.660561 + Penalty 82183.738832 = -336209.921728 nChanged 210 Deleting Class 39 (14 points): Lose 160.553062 but Gain 1450.529611 Iteration 8Q (2.422251 sec): 97 clusters Score: Raw -418438.835475 + Penalty 82290.915975 = -336147.919500 nChanged 221 Deleting Class 112 (2 points): Lose 30.507618 but Gain 1315.192477 Iteration 9F (3.074343 sec): 96 clusters Score: Raw -418564.545622 + Penalty 81155.906169 = -337408.639454 nChanged 201 Deleting Class 109 (1 points): Lose 14.497332 but Gain 1298.968810 Iteration 10F (3.704933 sec): 95 clusters Score: Raw -418718.374084 + Penalty 79299.302768 = -339419.071315 nChanged 177 Deleting Class 96 (1 points): Lose 7.429114 but Gain 1287.658319 Iteration 11Q (3.761757 sec): 93 clusters Score: Raw -418849.149500 + Penalty 78067.326699 = -340781.822801 nChanged 197 Deleting Class 106 (3 points): Lose 56.614465 but Gain 1325.530717 Iteration 12Q (3.819123 sec): 92 clusters Score: Raw -418936.197297 + Penalty 77083.768006 = -341852.429291 nChanged 224 Deleting Class 80 (4 points): Lose 78.571302 but Gain 1331.877849 Iteration 13Q (3.877162 sec): 91 clusters Score: Raw -419066.820755 + Penalty 75900.712031 = -343166.108724 nChanged 206 Deleting Class 44 (1 points): Lose 6.397395 but Gain 1242.700619 Iteration 14Q (3.934841 sec): 90 clusters Score: Raw -419260.282891 + Penalty 72581.555756 = -346678.727135 nChanged 193 Deleting Class 62 (4 points): Lose 52.686591 but Gain 1267.980256 Iteration 15Q (3.992171 sec): 88 clusters Score: Raw -419392.744952 + Penalty 71385.133604 = -348007.611348 nChanged 180 Deleting Class 26 (29 points): Lose 187.742412 but Gain 1394.193423 Iteration 16Q (4.046840 sec): 87 clusters Score: Raw -419347.049296 + Penalty 70033.597019 = -349313.452277 nChanged 171 Deleting Class 91 (3 points): Lose 21.000926 but Gain 1217.163446 Iteration 17Q (4.101131 sec): 86 clusters Score: Raw -419518.704269 + Penalty 68839.277432 = -350679.426838 nChanged 148 Deleting Class 99 (2 points): Lose 51.221194 but Gain 1233.674985 Iteration 18Q (4.154223 sec): 85 clusters Score: Raw -419567.655680 + Penalty 67613.996500 = -351953.659179 nChanged 123 Deleting Class 52 (4 points): Lose 57.809517 but Gain 1235.323102 Iteration 19Q (4.206065 sec): 84 clusters Score: Raw -419587.077324 + Penalty 66423.445541 = -353163.631783 nChanged 117 Writing temp clu file Memory request: 0.07 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -419587.077324 + Penalty 66423.445541 = -353163.631783Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 1 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.260319 sec): 2 clusters Score: Raw -17646.552581 + Penalty 191.523168 = -17455.029413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.261672 sec): 3 clusters Score: Raw -17304.729170 + Penalty 378.925339 = -16925.803831 nChanged 252 SP:Iteration 1F (4.262995 sec): 3 clusters Score: Raw -17464.083917 + Penalty 377.792548 = -17086.291369 nChanged 68 SP:Iteration 2F (4.264313 sec): 3 clusters Score: Raw -17488.790169 + Penalty 376.087587 = -17112.702582 nChanged 25 SP:Iteration 3Q (4.265576 sec): 3 clusters Score: Raw -17497.381312 + Penalty 374.440151 = -17122.941161 nChanged 18 SP:Iteration 4Q (4.266823 sec): 3 clusters Score: Raw -17505.644294 + Penalty 372.696715 = -17132.947579 nChanged 11 SP:Iteration 5Q (4.268067 sec): 3 clusters Score: Raw -17514.248587 + Penalty 370.060601 = -17144.187986 nChanged 12 SP:Iteration 6Q (4.269291 sec): 3 clusters Score: Raw -17529.016898 + Penalty 367.574467 = -17161.442431 nChanged 12 SP:Iteration 7Q (4.270514 sec): 3 clusters Score: Raw -17542.411656 + Penalty 364.392142 = -17178.019514 nChanged 18 SP:Iteration 8Q (4.271765 sec): 3 clusters Score: Raw -17555.533494 + Penalty 362.313112 = -17193.220383 nChanged 11 SP:Iteration 9Q (4.273001 sec): 3 clusters Score: Raw -17563.379466 + Penalty 360.166351 = -17203.213115 nChanged 15 SP:Iteration 10F (4.274262 sec): 3 clusters Score: Raw -17577.221675 + Penalty 361.193264 = -17216.028411 nChanged 12 SP:Iteration 11Q (4.275473 sec): 3 clusters Score: Raw -17583.293918 + Penalty 359.354818 = -17223.939101 nChanged 10 SP:Iteration 12Q (4.276668 sec): 3 clusters Score: Raw -17588.623493 + Penalty 356.801228 = -17231.822265 nChanged 10 SP:Iteration 13Q (4.277855 sec): 3 clusters Score: Raw -17592.656456 + Penalty 355.264293 = -17237.392163 nChanged 13 SP:Iteration 14Q (4.279042 sec): 3 clusters Score: Raw -17597.639530 + Penalty 353.414304 = -17244.225226 nChanged 9 SP:Iteration 15Q (4.280215 sec): 3 clusters Score: Raw -17600.096451 + Penalty 351.312547 = -17248.783903 nChanged 10 SP:Iteration 16Q (4.281388 sec): 3 clusters Score: Raw -17603.663036 + Penalty 353.234122 = -17250.428914 nChanged 14 SP:Iteration 17Q (4.282553 sec): 3 clusters Score: Raw -17611.039314 + Penalty 356.428116 = -17254.611198 nChanged 17 SP:Iteration 18Q (4.283708 sec): 3 clusters Score: Raw -17620.123882 + Penalty 361.609224 = -17258.514658 nChanged 16 SP:Iteration 19Q (4.284848 sec): 3 clusters Score: Raw -17630.397800 + Penalty 373.945059 = -17256.452741 nChanged 15 SP:Iteration 20F (4.286152 sec): 3 clusters Score: Raw -17643.543850 + Penalty 388.926713 = -17254.617136 nChanged 14 SP:Iteration 21F (4.287410 sec): 3 clusters Score: Raw -17657.287917 + Penalty 407.206811 = -17250.081106 nChanged 14 SP:Iteration 22F (4.288670 sec): 3 clusters Score: Raw -17672.455190 + Penalty 389.317462 = -17283.137728 nChanged 7 SP:Iteration 23Q (4.289757 sec): 3 clusters Score: Raw -17678.561888 + Penalty 380.847960 = -17297.713929 nChanged 3 SP:Iteration 24Q (4.290826 sec): 3 clusters Score: Raw -17681.621545 + Penalty 379.465835 = -17302.155711 nChanged 1 SP:Iteration 25Q (4.291874 sec): 3 clusters Score: Raw -17686.637287 + Penalty 379.830900 = -17306.806387 nChanged 1 SP:Iteration 26Q (4.292893 sec): 3 clusters Score: Raw -17687.297735 + Penalty 381.147090 = -17306.150645 nChanged 1 SP:Iteration 27F (4.294129 sec): 3 clusters Score: Raw -17687.526641 + Penalty 381.147090 = -17306.379551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 2 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.294655 sec): 2 clusters Score: Raw -301.476266 + Penalty 159.344679 = -142.131587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.294894 sec): 3 clusters Score: Raw -301.062764 + Penalty 320.204188 = 19.141423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 3 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.296064 sec): 2 clusters Score: Raw -4664.489335 + Penalty 128.110392 = -4536.378943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.296551 sec): 3 clusters Score: Raw -4587.455078 + Penalty 257.629878 = -4329.825199 nChanged 55 SP:Iteration 1F (4.297041 sec): 3 clusters Score: Raw -4638.658710 + Penalty 271.071279 = -4367.587431 nChanged 20 SP:Iteration 2F (4.297523 sec): 3 clusters Score: Raw -4659.230356 + Penalty 278.653360 = -4380.576996 nChanged 7 SP:Iteration 3Q (4.298001 sec): 3 clusters Score: Raw -4663.737092 + Penalty 289.075712 = -4374.661381 nChanged 4 SP:Iteration 4F (4.298482 sec): 3 clusters Score: Raw -4665.799192 + Penalty 285.150365 = -4380.648827 nChanged 1 SP:Iteration 5Q (4.298943 sec): 3 clusters Score: Raw -4666.398661 + Penalty 290.528069 = -4375.870592 nChanged 1 SP:Iteration 6F (4.299421 sec): 3 clusters Score: Raw -4667.352083 + Penalty 290.528069 = -4376.824014 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 4 (3305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.314839 sec): 2 clusters Score: Raw -101574.686626 + Penalty 237.607024 = -101337.079602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.321037 sec): 3 clusters Score: Raw -99458.801796 + Penalty 528.965518 = -98929.836278 nChanged 1523 SP:Iteration 1F (4.327094 sec): 3 clusters Score: Raw -100991.489157 + Penalty 544.138530 = -100447.350627 nChanged 330 SP:Iteration 2F (4.332978 sec): 3 clusters Score: Raw -101335.262377 + Penalty 577.861836 = -100757.400541 nChanged 156 SP:Iteration 3Q (4.338779 sec): 3 clusters Score: Raw -101493.990838 + Penalty 612.009104 = -100881.981735 nChanged 55 SP:Iteration 4Q (4.344074 sec): 3 clusters Score: Raw -101543.968903 + Penalty 621.758473 = -100922.210429 nChanged 20 SP:Iteration 5Q (4.348985 sec): 3 clusters Score: Raw -101562.302514 + Penalty 690.366003 = -100871.936512 nChanged 10 SP:Iteration 6F (4.354841 sec): 3 clusters Score: Raw -101572.605954 + Penalty 699.910457 = -100872.695497 nChanged 4 SP:Iteration 7Q (4.359490 sec): 3 clusters Score: Raw -101574.846058 + Penalty 713.793102 = -100861.052956 nChanged 2 SP:Iteration 8F (4.365409 sec): 3 clusters Score: Raw -101574.268012 + Penalty 713.793102 = -100860.474910 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 5 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.370220 sec): 2 clusters Score: Raw -16942.838952 + Penalty 100.446458 = -16842.392494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.371572 sec): 3 clusters Score: Raw -16566.362370 + Penalty 196.353408 = -16370.008961 nChanged 265 SP:Iteration 1F (4.372865 sec): 3 clusters Score: Raw -16731.706396 + Penalty 198.683841 = -16533.022555 nChanged 86 SP:Iteration 2F (4.374140 sec): 3 clusters Score: Raw -16775.044016 + Penalty 201.566981 = -16573.477035 nChanged 46 SP:Iteration 3F (4.375410 sec): 3 clusters Score: Raw -16808.885408 + Penalty 200.106959 = -16608.778449 nChanged 43 SP:Iteration 4F (4.376681 sec): 3 clusters Score: Raw -16860.302276 + Penalty 200.752948 = -16659.549329 nChanged 43 SP:Iteration 5F (4.377953 sec): 3 clusters Score: Raw -16919.121980 + Penalty 204.929615 = -16714.192365 nChanged 16 SP:Iteration 6Q (4.379185 sec): 3 clusters Score: Raw -16942.885228 + Penalty 205.432017 = -16737.453210 nChanged 3 SP:Iteration 7Q (4.380268 sec): 3 clusters Score: Raw -16945.381761 + Penalty 212.956471 = -16732.425290 nChanged 3 SP:Iteration 8F (4.381539 sec): 3 clusters Score: Raw -16948.420182 + Penalty 217.592214 = -16730.827968 nChanged 1 SP:Iteration 9F (4.382808 sec): 3 clusters Score: Raw -16949.911050 + Penalty 228.621995 = -16721.289054 nChanged 2 SP:Iteration 10F (4.384077 sec): 3 clusters Score: Raw -16950.993954 + Penalty 236.860024 = -16714.133931 nChanged 2 SP:Iteration 11F (4.385323 sec): 3 clusters Score: Raw -16952.721225 + Penalty 240.435192 = -16712.286033 nChanged 1 SP:Iteration 12F (4.386573 sec): 3 clusters Score: Raw -16952.831459 + Penalty 240.435192 = -16712.396266 nChanged 0 Memory request: 0.01 GB would take us to total of 0.15 GB. Trying to split cluster 6 (2717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.394721 sec): 2 clusters Score: Raw -103865.796311 + Penalty 691.477345 = -103174.318966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.399780 sec): 3 clusters Score: Raw -102406.724166 + Penalty 1382.441434 = -101024.282732 nChanged 1051 SP:Iteration 1F (4.404784 sec): 3 clusters Score: Raw -102985.825426 + Penalty 1382.060388 = -101603.765038 nChanged 188 SP:Iteration 2F (4.409706 sec): 3 clusters Score: Raw -103063.093331 + Penalty 1381.677133 = -101681.416198 nChanged 115 SP:Iteration 3Q (4.414733 sec): 3 clusters Score: Raw -103104.860087 + Penalty 1380.757105 = -101724.102982 nChanged 100 SP:Iteration 4Q (4.419763 sec): 3 clusters Score: Raw -103147.248129 + Penalty 1379.552826 = -101767.695303 nChanged 99 SP:Iteration 5Q (4.424691 sec): 3 clusters Score: Raw -103195.588189 + Penalty 1377.243801 = -101818.344389 nChanged 114 SP:Iteration 6Q (4.429667 sec): 3 clusters Score: Raw -103258.402002 + Penalty 1374.959978 = -101883.442024 nChanged 132 SP:Iteration 7Q (4.434493 sec): 3 clusters Score: Raw -103327.952979 + Penalty 1371.342618 = -101956.610361 nChanged 135 SP:Iteration 8Q (4.439312 sec): 3 clusters Score: Raw -103409.594977 + Penalty 1365.513509 = -102044.081468 nChanged 133 SP:Iteration 9Q (4.444109 sec): 3 clusters Score: Raw -103493.535249 + Penalty 1357.526611 = -102136.008637 nChanged 128 SP:Iteration 10F (4.448927 sec): 3 clusters Score: Raw -103584.146783 + Penalty 1356.384583 = -102227.762201 nChanged 104 SP:Iteration 11Q (4.453682 sec): 3 clusters Score: Raw -103660.988343 + Penalty 1357.140299 = -102303.848045 nChanged 82 SP:Iteration 12Q (4.458279 sec): 3 clusters Score: Raw -103717.212420 + Penalty 1358.001571 = -102359.210849 nChanged 75 SP:Iteration 13Q (4.462785 sec): 3 clusters Score: Raw -103765.875117 + Penalty 1365.740418 = -102400.134699 nChanged 64 SP:Iteration 14Q (4.467166 sec): 3 clusters Score: Raw -103806.430073 + Penalty 1373.400869 = -102433.029205 nChanged 38 SP:Iteration 15Q (4.471452 sec): 3 clusters Score: Raw -103831.603713 + Penalty 1383.302241 = -102448.301473 nChanged 36 SP:Iteration 16Q (4.475707 sec): 3 clusters Score: Raw -103855.917629 + Penalty 1403.811979 = -102452.105649 nChanged 26 SP:Iteration 17Q (4.479931 sec): 3 clusters Score: Raw -103871.740715 + Penalty 1420.215396 = -102451.525319 nChanged 17 SP:Iteration 18F (4.484818 sec): 3 clusters Score: Raw -103880.978677 + Penalty 1435.070158 = -102445.908518 nChanged 15 SP:Iteration 19F (4.489638 sec): 3 clusters Score: Raw -103889.903643 + Penalty 1460.397899 = -102429.505745 nChanged 11 SP:Iteration 20F (4.494454 sec): 3 clusters Score: Raw -103899.463747 + Penalty 1488.911489 = -102410.552258 nChanged 10 SP:Iteration 21F (4.499268 sec): 3 clusters Score: Raw -103911.852294 + Penalty 1495.749681 = -102416.102614 nChanged 3 SP:Iteration 22Q (4.503257 sec): 3 clusters Score: Raw -103915.445174 + Penalty 1507.573783 = -102407.871391 nChanged 2 SP:Iteration 23F (4.508101 sec): 3 clusters Score: Raw -103917.367495 + Penalty 1508.066810 = -102409.300686 nChanged 2 SP:Iteration 24Q (4.511941 sec): 3 clusters Score: Raw -103918.135063 + Penalty 1510.618515 = -102407.516548 nChanged 1 SP:Iteration 25F (4.516852 sec): 3 clusters Score: Raw -103919.095116 + Penalty 1512.145948 = -102406.949168 nChanged 2 SP:Iteration 26F (4.521890 sec): 3 clusters Score: Raw -103917.902168 + Penalty 1524.725241 = -102393.176926 nChanged 2 SP:Iteration 27F (4.526761 sec): 3 clusters Score: Raw -103919.017610 + Penalty 1528.108153 = -102390.909457 nChanged 1 SP:Iteration 28F (4.531695 sec): 3 clusters Score: Raw -103918.807576 + Penalty 1528.108153 = -102390.699423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 7 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.533850 sec): 2 clusters Score: Raw -261.651092 + Penalty 221.689200 = -39.961892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.534086 sec): 3 clusters Score: Raw -258.359146 + Penalty 458.009217 = 199.650071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 8 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.535745 sec): 2 clusters Score: Raw -14282.973705 + Penalty 479.421931 = -13803.551775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.536738 sec): 3 clusters Score: Raw -14051.207639 + Penalty 960.816530 = -13090.391109 nChanged 119 SP:Iteration 1F (4.537715 sec): 3 clusters Score: Raw -14182.725477 + Penalty 960.327356 = -13222.398120 nChanged 33 SP:Iteration 2F (4.538677 sec): 3 clusters Score: Raw -14235.672560 + Penalty 961.553793 = -13274.118768 nChanged 25 SP:Iteration 3F (4.539616 sec): 3 clusters Score: Raw -14269.285968 + Penalty 961.243481 = -13308.042487 nChanged 15 SP:Iteration 4Q (4.540525 sec): 3 clusters Score: Raw -14288.490269 + Penalty 959.139313 = -13329.350956 nChanged 17 SP:Iteration 5Q (4.541425 sec): 3 clusters Score: Raw -14310.723158 + Penalty 959.194919 = -13351.528239 nChanged 12 SP:Iteration 6Q (4.542318 sec): 3 clusters Score: Raw -14324.650690 + Penalty 959.272345 = -13365.378345 nChanged 9 SP:Iteration 7Q (4.543205 sec): 3 clusters Score: Raw -14335.621911 + Penalty 959.104952 = -13376.516959 nChanged 4 SP:Iteration 8Q (4.544088 sec): 3 clusters Score: Raw -14341.712688 + Penalty 959.575527 = -13382.137160 nChanged 5 SP:Iteration 9Q (4.544970 sec): 3 clusters Score: Raw -14350.201616 + Penalty 959.702652 = -13390.498964 nChanged 6 SP:Iteration 10F (4.545907 sec): 3 clusters Score: Raw -14355.918096 + Penalty 959.378934 = -13396.539162 nChanged 5 SP:Iteration 11Q (4.546788 sec): 3 clusters Score: Raw -14360.855980 + Penalty 958.995095 = -13401.860885 nChanged 5 SP:Iteration 12Q (4.547668 sec): 3 clusters Score: Raw -14365.167584 + Penalty 958.995095 = -13406.172489 nChanged 0 SP:Iteration 13F (4.548601 sec): 3 clusters Score: Raw -14365.167584 + Penalty 958.995095 = -13406.172489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 9 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.549093 sec): 2 clusters Score: Raw -102.174053 + Penalty 67.581627 = -34.592426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.549342 sec): 3 clusters Score: Raw -97.114225 + Penalty 116.150853 = 19.036628 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 10 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.554516 sec): 2 clusters Score: Raw -32873.071893 + Penalty 214.202246 = -32658.869647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.556470 sec): 3 clusters Score: Raw -32247.958236 + Penalty 428.521913 = -31819.436323 nChanged 422 SP:Iteration 1F (4.558378 sec): 3 clusters Score: Raw -32542.517020 + Penalty 428.286055 = -32114.230965 nChanged 107 SP:Iteration 2F (4.560245 sec): 3 clusters Score: Raw -32617.138771 + Penalty 427.733831 = -32189.404940 nChanged 73 SP:Iteration 3F (4.562115 sec): 3 clusters Score: Raw -32672.304400 + Penalty 429.013586 = -32243.290814 nChanged 57 SP:Iteration 4F (4.563985 sec): 3 clusters Score: Raw -32714.824312 + Penalty 430.745751 = -32284.078561 nChanged 50 SP:Iteration 5F (4.565845 sec): 3 clusters Score: Raw -32756.257038 + Penalty 431.529837 = -32324.727201 nChanged 54 SP:Iteration 6F (4.567730 sec): 3 clusters Score: Raw -32808.098255 + Penalty 433.205528 = -32374.892728 nChanged 36 SP:Iteration 7Q (4.569531 sec): 3 clusters Score: Raw -32829.815180 + Penalty 432.391714 = -32397.423466 nChanged 21 SP:Iteration 8Q (4.571295 sec): 3 clusters Score: Raw -32841.903503 + Penalty 431.928994 = -32409.974509 nChanged 21 SP:Iteration 9Q (4.573021 sec): 3 clusters Score: Raw -32850.075716 + Penalty 430.811650 = -32419.264066 nChanged 14 SP:Iteration 10F (4.574882 sec): 3 clusters Score: Raw -32854.059982 + Penalty 430.365061 = -32423.694921 nChanged 10 SP:Iteration 11Q (4.576594 sec): 3 clusters Score: Raw -32856.920475 + Penalty 428.412678 = -32428.507797 nChanged 8 SP:Iteration 12Q (4.578329 sec): 3 clusters Score: Raw -32859.200861 + Penalty 428.291752 = -32430.909109 nChanged 2 SP:Iteration 13Q (4.580038 sec): 3 clusters Score: Raw -32860.666669 + Penalty 427.944896 = -32432.721773 nChanged 2 SP:Iteration 14Q (4.581709 sec): 3 clusters Score: Raw -32861.802778 + Penalty 427.980605 = -32433.822173 nChanged 1 SP:Iteration 15Q (4.583382 sec): 3 clusters Score: Raw -32861.622642 + Penalty 427.980605 = -32433.642037 nChanged 0 SP:Iteration 16F (4.585243 sec): 3 clusters Score: Raw -32861.622642 + Penalty 427.980605 = -32433.642037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 11 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.586247 sec): 2 clusters Score: Raw -1708.026393 + Penalty 182.197978 = -1525.828414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.586571 sec): 3 clusters Score: Raw -1692.530540 + Penalty 361.848035 = -1330.682505 nChanged 10 SP:Iteration 1F (4.586887 sec): 3 clusters Score: Raw -1706.692495 + Penalty 361.964214 = -1344.728281 nChanged 5 SP:Iteration 2F (4.587204 sec): 3 clusters Score: Raw -1714.879038 + Penalty 360.726560 = -1354.152478 nChanged 2 SP:Iteration 3Q (4.587515 sec): 3 clusters Score: Raw -1719.199360 + Penalty 360.726560 = -1358.472800 nChanged 0 SP:Iteration 4F (4.587853 sec): 3 clusters Score: Raw -1719.199360 + Penalty 360.726560 = -1358.472800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 12 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.588313 sec): 2 clusters Score: Raw -117.912463 + Penalty 57.576609 = -60.335855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.588527 sec): 3 clusters Score: Raw -118.292183 + Penalty 115.153217 = -3.138966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 13 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.589112 sec): 2 clusters Score: Raw -1605.139470 + Penalty 216.473696 = -1388.665775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.589425 sec): 3 clusters Score: Raw -1601.582112 + Penalty 431.691977 = -1169.890135 nChanged 9 SP:Iteration 1F (4.589761 sec): 3 clusters Score: Raw -1619.543942 + Penalty 430.248058 = -1189.295884 nChanged 2 SP:Iteration 2Q (4.590062 sec): 3 clusters Score: Raw -1622.521258 + Penalty 430.248058 = -1192.273199 nChanged 0 SP:Iteration 3F (4.590366 sec): 3 clusters Score: Raw -1622.521258 + Penalty 430.248058 = -1192.273199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 14 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.591015 sec): 2 clusters Score: Raw -2627.624832 + Penalty 584.780293 = -2042.844539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.591366 sec): 3 clusters Score: Raw -2661.348776 + Penalty 1161.722041 = -1499.626735 nChanged 2 SP:Iteration 1Q (4.591696 sec): 3 clusters Score: Raw -2669.934347 + Penalty 1159.689093 = -1510.245254 nChanged 1 SP:Iteration 2Q (4.592024 sec): 3 clusters Score: Raw -2675.327359 + Penalty 1159.689093 = -1515.638267 nChanged 0 SP:Iteration 3F (4.592371 sec): 3 clusters Score: Raw -2675.327359 + Penalty 1159.689093 = -1515.638267 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 15 (1635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.599862 sec): 2 clusters Score: Raw -61926.013643 + Penalty 695.950713 = -61230.062929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.603033 sec): 3 clusters Score: Raw -61037.945018 + Penalty 1391.211157 = -59646.733861 nChanged 612 SP:Iteration 1F (4.606072 sec): 3 clusters Score: Raw -61402.104481 + Penalty 1391.146315 = -60010.958166 nChanged 153 SP:Iteration 2F (4.609072 sec): 3 clusters Score: Raw -61491.274617 + Penalty 1391.676382 = -60099.598235 nChanged 84 SP:Iteration 3F (4.612060 sec): 3 clusters Score: Raw -61532.848528 + Penalty 1392.106339 = -60140.742189 nChanged 74 SP:Iteration 4Q (4.615092 sec): 3 clusters Score: Raw -61567.403780 + Penalty 1393.133228 = -60174.270552 nChanged 55 SP:Iteration 5Q (4.618082 sec): 3 clusters Score: Raw -61593.147553 + Penalty 1394.179299 = -60198.968254 nChanged 70 SP:Iteration 6Q (4.621338 sec): 3 clusters Score: Raw -61633.239337 + Penalty 1396.764031 = -60236.475306 nChanged 79 SP:Iteration 7Q (4.624375 sec): 3 clusters Score: Raw -61688.976917 + Penalty 1397.370148 = -60291.606770 nChanged 86 SP:Iteration 8F (4.627433 sec): 3 clusters Score: Raw -61757.625352 + Penalty 1398.347302 = -60359.278050 nChanged 84 SP:Iteration 9F (4.630437 sec): 3 clusters Score: Raw -61824.489487 + Penalty 1401.240068 = -60423.249420 nChanged 74 SP:Iteration 10F (4.633417 sec): 3 clusters Score: Raw -61875.153754 + Penalty 1397.729383 = -60477.424371 nChanged 56 SP:Iteration 11Q (4.636380 sec): 3 clusters Score: Raw -61914.375033 + Penalty 1397.553839 = -60516.821194 nChanged 45 SP:Iteration 12Q (4.639301 sec): 3 clusters Score: Raw -61951.379322 + Penalty 1400.919829 = -60550.459493 nChanged 35 SP:Iteration 13Q (4.642139 sec): 3 clusters Score: Raw -61971.604192 + Penalty 1403.362411 = -60568.241781 nChanged 22 SP:Iteration 14Q (4.644906 sec): 3 clusters Score: Raw -61978.642895 + Penalty 1406.837437 = -60571.805458 nChanged 16 SP:Iteration 15Q (4.647630 sec): 3 clusters Score: Raw -61980.845677 + Penalty 1407.081686 = -60573.763991 nChanged 9 SP:Iteration 16Q (4.650440 sec): 3 clusters Score: Raw -61983.066064 + Penalty 1407.749601 = -60575.316462 nChanged 7 SP:Iteration 17Q (4.653207 sec): 3 clusters Score: Raw -61983.845954 + Penalty 1405.973762 = -60577.872192 nChanged 6 SP:Iteration 18Q (4.655902 sec): 3 clusters Score: Raw -61986.856815 + Penalty 1406.843945 = -60580.012871 nChanged 8 SP:Iteration 19Q (4.658601 sec): 3 clusters Score: Raw -61989.777146 + Penalty 1406.781772 = -60582.995374 nChanged 5 SP:Iteration 20F (4.661677 sec): 3 clusters Score: Raw -61990.056262 + Penalty 1409.943351 = -60580.112911 nChanged 4 SP:Iteration 21F (4.664659 sec): 3 clusters Score: Raw -61989.448734 + Penalty 1413.733949 = -60575.714785 nChanged 6 SP:Iteration 22F (4.667669 sec): 3 clusters Score: Raw -61988.759189 + Penalty 1418.811303 = -60569.947886 nChanged 7 SP:Iteration 23F (4.670648 sec): 3 clusters Score: Raw -61991.223286 + Penalty 1416.860559 = -60574.362727 nChanged 3 SP:Iteration 24Q (4.673275 sec): 3 clusters Score: Raw -61991.772561 + Penalty 1416.549224 = -60575.223338 nChanged 1 SP:Iteration 25Q (4.675900 sec): 3 clusters Score: Raw -61991.956766 + Penalty 1416.840338 = -60575.116428 nChanged 1 SP:Iteration 26F (4.678901 sec): 3 clusters Score: Raw -61991.594781 + Penalty 1415.305601 = -60576.289181 nChanged 1 SP:Iteration 27Q (4.681529 sec): 3 clusters Score: Raw -61991.850334 + Penalty 1416.006421 = -60575.843913 nChanged 1 SP:Iteration 28F (4.684508 sec): 3 clusters Score: Raw -61991.768211 + Penalty 1416.006421 = -60575.761789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 16 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.687330 sec): 2 clusters Score: Raw -2618.411888 + Penalty 316.923165 = -2301.488724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.687709 sec): 3 clusters Score: Raw -2566.112919 + Penalty 633.175076 = -1932.937844 nChanged 12 SP:Iteration 1F (4.688070 sec): 3 clusters Score: Raw -2586.350037 + Penalty 633.928360 = -1952.421677 nChanged 4 SP:Iteration 2Q (4.688427 sec): 3 clusters Score: Raw -2594.869695 + Penalty 633.928360 = -1960.941335 nChanged 0 SP:Iteration 3F (4.688794 sec): 3 clusters Score: Raw -2594.869695 + Penalty 633.928360 = -1960.941335 nChanged 0 Memory request: 0.01 GB would take us to total of 0.15 GB. Trying to split cluster 17 (2749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.701306 sec): 2 clusters Score: Raw -75231.245841 + Penalty 167.809289 = -75063.436552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.706507 sec): 3 clusters Score: Raw -73426.690236 + Penalty 337.770788 = -73088.919449 nChanged 1220 SP:Iteration 1F (4.711519 sec): 3 clusters Score: Raw -73984.135242 + Penalty 347.427047 = -73636.708195 nChanged 411 SP:Iteration 2F (4.716440 sec): 3 clusters Score: Raw -74239.691607 + Penalty 358.224627 = -73881.466980 nChanged 254 SP:Iteration 3F (4.721439 sec): 3 clusters Score: Raw -74448.098402 + Penalty 366.787344 = -74081.311058 nChanged 213 SP:Iteration 4F (4.726742 sec): 3 clusters Score: Raw -74661.820656 + Penalty 367.645665 = -74294.174990 nChanged 205 SP:Iteration 5F (4.731801 sec): 3 clusters Score: Raw -74883.578389 + Penalty 376.966816 = -74506.611573 nChanged 157 SP:Iteration 6F (4.736734 sec): 3 clusters Score: Raw -75056.697469 + Penalty 380.977339 = -74675.720131 nChanged 95 SP:Iteration 7Q (4.740922 sec): 3 clusters Score: Raw -75154.010452 + Penalty 387.671395 = -74766.339057 nChanged 52 SP:Iteration 8Q (4.744994 sec): 3 clusters Score: Raw -75204.785733 + Penalty 392.156445 = -74812.629288 nChanged 24 SP:Iteration 9Q (4.748957 sec): 3 clusters Score: Raw -75227.651804 + Penalty 405.759665 = -74821.892140 nChanged 14 SP:Iteration 10F (4.753884 sec): 3 clusters Score: Raw -75238.032793 + Penalty 409.401526 = -74828.631267 nChanged 6 SP:Iteration 11Q (4.757841 sec): 3 clusters Score: Raw -75241.955733 + Penalty 412.448364 = -74829.507369 nChanged 1 SP:Iteration 12Q (4.761731 sec): 3 clusters Score: Raw -75242.265229 + Penalty 412.448364 = -74829.816865 nChanged 0 SP:Iteration 13F (4.766757 sec): 3 clusters Score: Raw -75242.265229 + Penalty 412.448364 = -74829.816865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 18 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.769327 sec): 2 clusters Score: Raw -775.209705 + Penalty 186.423797 = -588.785908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.769595 sec): 3 clusters Score: Raw -783.695262 + Penalty 362.820082 = -420.875180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 19 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.770144 sec): 2 clusters Score: Raw -669.797901 + Penalty 182.353901 = -487.444000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.770394 sec): 3 clusters Score: Raw -678.935166 + Penalty 361.143916 = -317.791250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 20 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.770857 sec): 2 clusters Score: Raw -174.653821 + Penalty 124.862279 = -49.791541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.771072 sec): 3 clusters Score: Raw -170.643279 + Penalty 240.940348 = 70.297069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 21 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.771529 sec): 2 clusters Score: Raw -145.468951 + Penalty 143.264741 = -2.204210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.771726 sec): 2 clusters Score: Raw -145.468951 + Penalty 143.264741 = -2.204210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 22 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.772191 sec): 2 clusters Score: Raw -209.135266 + Penalty 111.630953 = -97.504312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.772414 sec): 3 clusters Score: Raw -210.590644 + Penalty 222.565208 = 11.974565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 23 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.774400 sec): 2 clusters Score: Raw -12529.246120 + Penalty 352.768914 = -12176.477207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.775223 sec): 3 clusters Score: Raw -12318.540235 + Penalty 720.639271 = -11597.900965 nChanged 115 SP:Iteration 1F (4.776017 sec): 3 clusters Score: Raw -12469.018760 + Penalty 741.310765 = -11727.707995 nChanged 51 SP:Iteration 2F (4.776808 sec): 3 clusters Score: Raw -12539.826478 + Penalty 762.590568 = -11777.235910 nChanged 24 SP:Iteration 3F (4.777599 sec): 3 clusters Score: Raw -12565.134414 + Penalty 781.137637 = -11783.996777 nChanged 8 SP:Iteration 4Q (4.778349 sec): 3 clusters Score: Raw -12575.372357 + Penalty 785.119126 = -11790.253231 nChanged 4 SP:Iteration 5Q (4.779043 sec): 3 clusters Score: Raw -12581.300503 + Penalty 775.386710 = -11805.913793 nChanged 3 SP:Iteration 6Q (4.779718 sec): 3 clusters Score: Raw -12581.930883 + Penalty 766.579155 = -11815.351728 nChanged 3 SP:Iteration 7Q (4.780386 sec): 3 clusters Score: Raw -12583.742182 + Penalty 770.743800 = -11812.998382 nChanged 2 SP:Iteration 8F (4.781176 sec): 3 clusters Score: Raw -12584.130433 + Penalty 770.743800 = -11813.386633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 24 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.781703 sec): 2 clusters Score: Raw -244.437295 + Penalty 150.417169 = -94.020126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.781927 sec): 3 clusters Score: Raw -243.697360 + Penalty 293.946505 = 50.249146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 25 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.782414 sec): 2 clusters Score: Raw -539.113248 + Penalty 272.016003 = -267.097245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.782653 sec): 3 clusters Score: Raw -571.507774 + Penalty 544.032006 = -27.475768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 27 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.783257 sec): 2 clusters Score: Raw -1622.430064 + Penalty 227.025204 = -1395.404861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.783583 sec): 3 clusters Score: Raw -1613.967758 + Penalty 498.952607 = -1115.015150 nChanged 9 SP:Iteration 1F (4.783929 sec): 3 clusters Score: Raw -1631.842473 + Penalty 524.052080 = -1107.790393 nChanged 3 SP:Iteration 2F (4.784249 sec): 3 clusters Score: Raw -1638.261180 + Penalty 524.052080 = -1114.209100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 28 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.784698 sec): 2 clusters Score: Raw -34.413138 + Penalty 0.000000 = -34.413138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.784890 sec): 2 clusters Score: Raw -34.413138 + Penalty 0.000000 = -34.413138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 30 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.785354 sec): 2 clusters Score: Raw -265.875206 + Penalty 164.176167 = -101.699039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.785578 sec): 3 clusters Score: Raw -266.954130 + Penalty 317.671141 = 50.717011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 31 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.786182 sec): 2 clusters Score: Raw -2103.884741 + Penalty 547.956582 = -1555.928159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.786514 sec): 3 clusters Score: Raw -2129.940292 + Penalty 1096.590642 = -1033.349649 nChanged 1 SP:Iteration 1Q (4.786833 sec): 3 clusters Score: Raw -2135.822592 + Penalty 1096.879125 = -1038.943467 nChanged 1 SP:Iteration 2Q (4.787149 sec): 3 clusters Score: Raw -2138.878570 + Penalty 1096.879125 = -1041.999445 nChanged 0 SP:Iteration 3F (4.787480 sec): 3 clusters Score: Raw -2138.878570 + Penalty 1096.879125 = -1041.999445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 32 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.787966 sec): 2 clusters Score: Raw -476.579003 + Penalty 259.504480 = -217.074523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.788203 sec): 3 clusters Score: Raw -500.676157 + Penalty 532.601503 = 31.925346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 33 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.788658 sec): 2 clusters Score: Raw -108.908791 + Penalty 82.585571 = -26.323220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.788857 sec): 2 clusters Score: Raw -108.908791 + Penalty 82.585571 = -26.323220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 34 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.789349 sec): 2 clusters Score: Raw -663.664997 + Penalty 394.536534 = -269.128463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.789590 sec): 3 clusters Score: Raw -709.767551 + Penalty 799.640107 = 89.872556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 35 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.790052 sec): 2 clusters Score: Raw -217.028127 + Penalty 175.389171 = -41.638956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.790271 sec): 3 clusters Score: Raw -214.759574 + Penalty 322.492297 = 107.732723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 36 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.790742 sec): 2 clusters Score: Raw -327.459044 + Penalty 147.225631 = -180.233413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.790969 sec): 3 clusters Score: Raw -330.402873 + Penalty 289.599667 = -40.803207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 38 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.791439 sec): 2 clusters Score: Raw -156.181728 + Penalty 163.452073 = 7.270345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.791653 sec): 3 clusters Score: Raw -150.381566 + Penalty 326.904147 = 176.522580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 40 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.792131 sec): 2 clusters Score: Raw -451.841405 + Penalty 268.298551 = -183.542854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.792363 sec): 3 clusters Score: Raw -465.746403 + Penalty 536.597102 = 70.850699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 41 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.792815 sec): 2 clusters Score: Raw -134.574854 + Penalty 85.367863 = -49.206991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.793030 sec): 3 clusters Score: Raw -129.016642 + Penalty 170.735726 = 41.719084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 42 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.793495 sec): 2 clusters Score: Raw -258.408427 + Penalty 160.153556 = -98.254871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.793718 sec): 3 clusters Score: Raw -267.936562 + Penalty 288.806566 = 20.870004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 43 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.794176 sec): 2 clusters Score: Raw -188.381594 + Penalty 152.415168 = -35.966425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.794393 sec): 3 clusters Score: Raw -186.129883 + Penalty 307.189044 = 121.059160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 46 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.794848 sec): 2 clusters Score: Raw -134.979134 + Penalty 112.632580 = -22.346553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.795062 sec): 3 clusters Score: Raw -132.883835 + Penalty 209.998424 = 77.114588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.795516 sec): 2 clusters Score: Raw -159.396824 + Penalty 175.534391 = 16.137567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.795714 sec): 2 clusters Score: Raw -159.396824 + Penalty 175.534391 = 16.137567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 48 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.796168 sec): 2 clusters Score: Raw -153.838861 + Penalty 164.797755 = 10.958894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.796381 sec): 3 clusters Score: Raw -145.215849 + Penalty 337.177306 = 191.961457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 49 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.796825 sec): 2 clusters Score: Raw -34.074895 + Penalty 0.000000 = -34.074895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.797016 sec): 2 clusters Score: Raw -34.074895 + Penalty 0.000000 = -34.074895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 50 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.797470 sec): 2 clusters Score: Raw -145.034980 + Penalty 141.473857 = -3.561122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.797667 sec): 2 clusters Score: Raw -145.034980 + Penalty 141.473857 = -3.561122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 54 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.798156 sec): 2 clusters Score: Raw -400.396371 + Penalty 177.537428 = -222.858943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.798388 sec): 3 clusters Score: Raw -414.042784 + Penalty 349.158136 = -64.884648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.798843 sec): 2 clusters Score: Raw -153.154512 + Penalty 145.313529 = -7.840982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.799058 sec): 3 clusters Score: Raw -145.974995 + Penalty 290.627059 = 144.652063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 58 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.799510 sec): 2 clusters Score: Raw -108.597747 + Penalty 108.314689 = -0.283057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.799721 sec): 3 clusters Score: Raw -102.240902 + Penalty 201.836687 = 99.595785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 60 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.800168 sec): 2 clusters Score: Raw -71.015490 + Penalty 64.014198 = -7.001292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.800377 sec): 3 clusters Score: Raw -63.488190 + Penalty 128.028397 = 64.540207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 61 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.800835 sec): 2 clusters Score: Raw -172.699810 + Penalty 117.215089 = -55.484721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.801046 sec): 3 clusters Score: Raw -172.559032 + Penalty 223.889452 = 51.330420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 64 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.801495 sec): 2 clusters Score: Raw -76.228109 + Penalty 85.670058 = 9.441949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.801702 sec): 3 clusters Score: Raw -67.265084 + Penalty 171.340116 = 104.075032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 65 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.802151 sec): 2 clusters Score: Raw -69.889222 + Penalty 68.324703 = -1.564519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.802346 sec): 2 clusters Score: Raw -69.889222 + Penalty 68.324703 = -1.564519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 66 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.802799 sec): 2 clusters Score: Raw -139.311251 + Penalty 110.375662 = -28.935589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.803013 sec): 3 clusters Score: Raw -136.979271 + Penalty 220.751323 = 83.772053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 67 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.803464 sec): 2 clusters Score: Raw -103.432748 + Penalty 104.553050 = 1.120301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.803675 sec): 3 clusters Score: Raw -97.493067 + Penalty 218.054176 = 120.561109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 68 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.804149 sec): 2 clusters Score: Raw -335.182027 + Penalty 158.095200 = -177.086827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.804379 sec): 3 clusters Score: Raw -356.858734 + Penalty 330.697669 = -26.161065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.804842 sec): 2 clusters Score: Raw -271.538394 + Penalty 219.668558 = -51.869836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.805078 sec): 3 clusters Score: Raw -271.569515 + Penalty 433.283868 = 161.714353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 75 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.805522 sec): 2 clusters Score: Raw -30.229304 + Penalty 0.000000 = -30.229304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.805713 sec): 2 clusters Score: Raw -30.229304 + Penalty 0.000000 = -30.229304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 77 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.806172 sec): 2 clusters Score: Raw -204.680143 + Penalty 205.535755 = 0.855612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.806387 sec): 3 clusters Score: Raw -196.803881 + Penalty 426.256879 = 229.452998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 78 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.806841 sec): 2 clusters Score: Raw -108.006391 + Penalty 90.876821 = -17.129569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.807047 sec): 3 clusters Score: Raw -100.683641 + Penalty 168.586582 = 67.902941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 79 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.807492 sec): 2 clusters Score: Raw -31.906252 + Penalty 0.000000 = -31.906252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.807682 sec): 2 clusters Score: Raw -31.906252 + Penalty 0.000000 = -31.906252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 82 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.808141 sec): 2 clusters Score: Raw -165.343271 + Penalty 125.346257 = -39.997013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.808358 sec): 3 clusters Score: Raw -167.999385 + Penalty 252.836785 = 84.837401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.808816 sec): 2 clusters Score: Raw -151.339548 + Penalty 121.843794 = -29.495754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.809030 sec): 3 clusters Score: Raw -143.641274 + Penalty 243.687588 = 100.046314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 84 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.809474 sec): 2 clusters Score: Raw -32.795677 + Penalty 0.000000 = -32.795677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.809664 sec): 2 clusters Score: Raw -32.795677 + Penalty 0.000000 = -32.795677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 85 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.810105 sec): 2 clusters Score: Raw -30.446273 + Penalty 0.000000 = -30.446273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.810294 sec): 2 clusters Score: Raw -30.446273 + Penalty 0.000000 = -30.446273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 86 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.810736 sec): 2 clusters Score: Raw -32.742200 + Penalty 0.000000 = -32.742200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.810927 sec): 2 clusters Score: Raw -32.742200 + Penalty 0.000000 = -32.742200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 87 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.811369 sec): 2 clusters Score: Raw -32.525841 + Penalty 0.000000 = -32.525841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.811574 sec): 2 clusters Score: Raw -32.525841 + Penalty 0.000000 = -32.525841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 88 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.812032 sec): 2 clusters Score: Raw -192.116093 + Penalty 152.717281 = -39.398812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.812250 sec): 3 clusters Score: Raw -183.533717 + Penalty 299.307307 = 115.773590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.812704 sec): 2 clusters Score: Raw -158.174162 + Penalty 140.861413 = -17.312749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.812917 sec): 3 clusters Score: Raw -148.496275 + Penalty 281.722826 = 133.226551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 90 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.813366 sec): 2 clusters Score: Raw -73.016922 + Penalty 61.265313 = -11.751609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.813575 sec): 3 clusters Score: Raw -64.794172 + Penalty 122.530625 = 57.736453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.814027 sec): 2 clusters Score: Raw -144.267753 + Penalty 105.997049 = -38.270704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.814241 sec): 3 clusters Score: Raw -138.523529 + Penalty 211.994098 = 73.470569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.814688 sec): 2 clusters Score: Raw -72.737907 + Penalty 59.819296 = -12.918612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.814881 sec): 2 clusters Score: Raw -72.737907 + Penalty 59.819296 = -12.918612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.815323 sec): 2 clusters Score: Raw -32.875013 + Penalty 0.000000 = -32.875013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.815514 sec): 2 clusters Score: Raw -32.875013 + Penalty 0.000000 = -32.875013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 97 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.815957 sec): 2 clusters Score: Raw -32.991251 + Penalty 0.000000 = -32.991251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.816147 sec): 2 clusters Score: Raw -32.991251 + Penalty 0.000000 = -32.991251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 98 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.816593 sec): 2 clusters Score: Raw -75.386462 + Penalty 77.310073 = 1.923611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.816801 sec): 3 clusters Score: Raw -66.509159 + Penalty 154.620146 = 88.110987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 102 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.817243 sec): 2 clusters Score: Raw -29.279437 + Penalty 0.000000 = -29.279437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.817431 sec): 2 clusters Score: Raw -29.279437 + Penalty 0.000000 = -29.279437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 104 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.817870 sec): 2 clusters Score: Raw -33.885019 + Penalty 0.000000 = -33.885019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.818070 sec): 2 clusters Score: Raw -33.885019 + Penalty 0.000000 = -33.885019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.818518 sec): 2 clusters Score: Raw -77.947455 + Penalty 86.389037 = 8.441582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.818726 sec): 3 clusters Score: Raw -68.601097 + Penalty 172.778075 = 104.176978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 107 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.819181 sec): 2 clusters Score: Raw -108.303548 + Penalty 108.684231 = 0.380683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.819393 sec): 3 clusters Score: Raw -102.109264 + Penalty 231.239875 = 129.130611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 110 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.819835 sec): 2 clusters Score: Raw -59.753311 + Penalty 26.744797 = -33.008514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.820024 sec): 2 clusters Score: Raw -59.753311 + Penalty 26.744797 = -33.008514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.820472 sec): 2 clusters Score: Raw -72.379417 + Penalty 64.068010 = -8.311407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.820667 sec): 2 clusters Score: Raw -72.379417 + Penalty 64.068010 = -8.311407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.821113 sec): 2 clusters Score: Raw -73.666632 + Penalty 77.657699 = 3.991067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.821321 sec): 3 clusters Score: Raw -65.507153 + Penalty 155.315399 = 89.808245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.821765 sec): 2 clusters Score: Raw -34.415440 + Penalty 0.000000 = -34.415440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.821957 sec): 2 clusters Score: Raw -34.415440 + Penalty 0.000000 = -34.415440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 121 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.822399 sec): 2 clusters Score: Raw -35.493885 + Penalty 0.000000 = -35.493885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.822590 sec): 2 clusters Score: Raw -35.493885 + Penalty 0.000000 = -35.493885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 122 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.823028 sec): 2 clusters Score: Raw -32.704060 + Penalty 0.000000 = -32.704060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.823215 sec): 2 clusters Score: Raw -32.704060 + Penalty 0.000000 = -32.704060 nChanged 0 Deleting Class 47 (4 points): Lose 35.328574 but Gain 1211.248537 Iteration 20F (5.373207 sec): 83 clusters Score: Raw -419622.149249 + Penalty 65259.509360 = -354362.639889 nChanged 92 Deleting Class 77 (5 points): Lose 47.247773 but Gain 1221.629916 Iteration 21Q (5.423504 sec): 82 clusters Score: Raw -419627.943189 + Penalty 64052.260558 = -355575.682631 nChanged 86 Deleting Class 105 (2 points): Lose 25.720439 but Gain 1192.228992 Iteration 22Q (5.473440 sec): 81 clusters Score: Raw -419640.037377 + Penalty 62874.422429 = -356765.614948 nChanged 59 Deleting Class 34 (17 points): Lose 153.792651 but Gain 1318.325699 Iteration 23Q (5.521791 sec): 80 clusters Score: Raw -419513.479156 + Penalty 61585.769400 = -357927.709756 nChanged 73 Deleting Class 64 (2 points): Lose 21.256967 but Gain 1182.306577 Iteration 24Q (5.572161 sec): 79 clusters Score: Raw -419575.022150 + Penalty 60479.757493 = -359095.264657 nChanged 66 Deleting Class 121 (1 points): Lose 4.834268 but Gain 1134.559825 Iteration 25Q (5.620268 sec): 78 clusters Score: Raw -419628.924041 + Penalty 59365.746591 = -360263.177450 nChanged 63 Deleting Class 119 (1 points): Lose 14.374556 but Gain 1125.872937 Iteration 26Q (5.668161 sec): 77 clusters Score: Raw -419654.757328 + Penalty 58253.875529 = -361400.881799 nChanged 53 Deleting Class 48 (4 points): Lose 45.746214 but Gain 1137.161997 Iteration 27Q (5.715503 sec): 76 clusters Score: Raw -419638.596116 + Penalty 57166.660389 = -362471.935727 nChanged 51 Deleting Class 38 (4 points): Lose 42.669283 but Gain 1127.876328 Iteration 28Q (5.763062 sec): 75 clusters Score: Raw -419634.271035 + Penalty 56122.418651 = -363511.852383 nChanged 46 Deleting Class 98 (2 points): Lose 11.450909 but Gain 1066.932945 Iteration 29Q (5.810534 sec): 74 clusters Score: Raw -419657.384908 + Penalty 55064.513431 = -364592.871477 nChanged 45 Deleting Class 28 (1 points): Lose 7.560944 but Gain 1050.339966 Iteration 30F (6.293060 sec): 73 clusters Score: Raw -419676.342783 + Penalty 54028.624209 = -365647.718574 nChanged 33 Deleting Class 116 (2 points): Lose 33.813238 but Gain 1071.730434 Iteration 31Q (6.338706 sec): 72 clusters Score: Raw -419662.576186 + Penalty 52946.458074 = -366716.118113 nChanged 34 Deleting Class 74 (7 points): Lose 60.026514 but Gain 1079.870358 Iteration 32Q (6.385476 sec): 71 clusters Score: Raw -419639.001197 + Penalty 51798.567445 = -367840.433752 nChanged 36 Deleting Class 94 (1 points): Lose 3.215164 but Gain 1014.612836 Iteration 33Q (6.430993 sec): 70 clusters Score: Raw -419679.917645 + Penalty 50738.356346 = -368941.561299 nChanged 22 Deleting Class 7 (7 points): Lose 103.883240 but Gain 1089.803650 Iteration 34Q (6.476307 sec): 69 clusters Score: Raw -419589.532787 + Penalty 49825.365330 = -369764.167457 nChanged 26 Deleting Class 57 (4 points): Lose 37.799100 but Gain 1082.270322 Iteration 35Q (6.521527 sec): 68 clusters Score: Raw -419621.266000 + Penalty 48879.005203 = -370742.260797 nChanged 21 Deleting Class 50 (4 points): Lose 14.855708 but Gain 976.218970 Iteration 36Q (6.566263 sec): 67 clusters Score: Raw -419639.211158 + Penalty 47924.932405 = -371714.278753 nChanged 15 Deleting Class 40 (12 points): Lose 71.753309 but Gain 1032.844054 Iteration 37Q (6.612199 sec): 66 clusters Score: Raw -419581.676135 + Penalty 46923.399559 = -372658.276576 nChanged 24 Deleting Class 49 (1 points): Lose 2.248113 but Gain 956.556818 Iteration 38Q (6.656314 sec): 65 clusters Score: Raw -419618.484146 + Penalty 45963.660147 = -373654.824000 nChanged 8 Deleting Class 21 (4 points): Lose 47.310626 but Gain 988.576692 Iteration 39Q (6.700595 sec): 64 clusters Score: Raw -419586.865607 + Penalty 45000.926844 = -374585.938763 nChanged 10 Deleting Class 97 (1 points): Lose 0.408916 but Gain 937.834387 Iteration 40F (7.109283 sec): 63 clusters Score: Raw -419612.604569 + Penalty 44075.166421 = -375537.438148 nChanged 7 Deleting Class 65 (2 points): Lose 13.195921 but Gain 942.928579 Iteration 41Q (7.153154 sec): 62 clusters Score: Raw -419610.324367 + Penalty 43171.177335 = -376439.147032 nChanged 4 Deleting Class 107 (3 points): Lose 23.868814 but Gain 946.343032 Iteration 42Q (7.196746 sec): 61 clusters Score: Raw -419606.604078 + Penalty 42249.659525 = -377356.944553 nChanged 3 Deleting Class 58 (3 points): Lose 33.284012 but Gain 943.125333 Iteration 43Q (7.239150 sec): 60 clusters Score: Raw -419587.985580 + Penalty 41364.574276 = -378223.411304 nChanged 3 Deleting Class 35 (7 points): Lose 39.296011 but Gain 944.438177 Iteration 44Q (7.281960 sec): 59 clusters Score: Raw -419563.867891 + Penalty 40403.445733 = -379160.422159 nChanged 9 Deleting Class 89 (5 points): Lose 39.905908 but Gain 937.366211 Iteration 45Q (7.324321 sec): 58 clusters Score: Raw -419539.263195 + Penalty 39484.382834 = -380054.880362 nChanged 5 Deleting Class 67 (3 points): Lose 31.352507 but Gain 910.371717 Iteration 46Q (7.366663 sec): 57 clusters Score: Raw -419522.274724 + Penalty 38576.698010 = -380945.576714 nChanged 4 Deleting Class 32 (18 points): Lose 96.191755 but Gain 981.921014 Iteration 47Q (7.409626 sec): 56 clusters Score: Raw -419432.747883 + Penalty 37749.060415 = -381683.687469 nChanged 19 Deleting Class 114 (2 points): Lose 9.382065 but Gain 884.183245 Iteration 48Q (7.451843 sec): 55 clusters Score: Raw -419477.310564 + Penalty 36874.393391 = -382602.917173 nChanged 7 Deleting Class 60 (2 points): Lose 11.747032 but Gain 883.440602 Iteration 49Q (7.494289 sec): 54 clusters Score: Raw -419470.479353 + Penalty 36017.548447 = -383452.930906 nChanged 6 Deleting Class 25 (21 points): Lose 114.559803 but Gain 992.067017 Iteration 50F (7.844564 sec): 53 clusters Score: Raw -419365.306220 + Penalty 35272.665229 = -384092.640990 nChanged 23 Deleting Class 20 (10 points): Lose 50.558535 but Gain 942.897107 Iteration 51Q (7.887799 sec): 52 clusters Score: Raw -419385.958573 + Penalty 34451.189142 = -384934.769431 nChanged 16 Deleting Class 84 (1 points): Lose 14.551136 but Gain 882.086772 Iteration 52Q (7.930004 sec): 51 clusters Score: Raw -419400.565549 + Penalty 33615.070914 = -385785.494635 nChanged 9 Deleting Class 88 (5 points): Lose 42.128164 but Gain 907.696081 Iteration 53Q (7.972369 sec): 50 clusters Score: Raw -419373.636336 + Penalty 32719.011881 = -386654.624455 nChanged 6 Deleting Class 43 (6 points): Lose 47.572539 but Gain 911.444496 Iteration 54Q (8.013404 sec): 49 clusters Score: Raw -419338.904328 + Penalty 31824.933908 = -387513.970419 nChanged 9 Deleting Class 86 (2 points): Lose 14.594118 but Gain 870.113080 Iteration 55Q (8.054004 sec): 48 clusters Score: Raw -419341.576806 + Penalty 30967.615507 = -388373.961299 nChanged 6 Deleting Class 90 (2 points): Lose 3.212350 but Gain 845.504060 Iteration 56Q (8.094239 sec): 47 clusters Score: Raw -419345.468695 + Penalty 30129.637631 = -389215.831064 nChanged 5 Deleting Class 14 (76 points): Lose 439.660725 but Gain 1281.873923 Iteration 57Q (8.135006 sec): 46 clusters Score: Raw -418911.151981 + Penalty 28923.364108 = -389987.787873 nChanged 77 Deleting Class 104 (1 points): Lose 3.177057 but Gain 834.348404 Iteration 58Q (8.175995 sec): 45 clusters Score: Raw -419150.709944 + Penalty 28105.223583 = -391045.486361 nChanged 25 Deleting Class 42 (11 points): Lose 59.682587 but Gain 888.842132 Iteration 59Q (8.217125 sec): 44 clusters Score: Raw -419128.136032 + Penalty 27261.471837 = -391866.664195 nChanged 24 Deleting Class 93 (2 points): Lose 9.242969 but Gain 825.548019 Iteration 60F (8.501393 sec): 43 clusters Score: Raw -419164.867524 + Penalty 26447.320303 = -392717.547221 nChanged 16 Deleting Class 122 (1 points): Lose 2.859109 but Gain 819.008516 Iteration 61Q (8.541504 sec): 42 clusters Score: Raw -419180.365159 + Penalty 25635.352611 = -393545.012548 nChanged 11 Deleting Class 83 (4 points): Lose 34.893472 but Gain 840.764684 Iteration 62Q (8.581266 sec): 41 clusters Score: Raw -419154.120142 + Penalty 24827.065348 = -394327.054794 nChanged 12 Deleting Class 87 (1 points): Lose 4.402613 but Gain 795.503089 Iteration 63Q (8.626189 sec): 40 clusters Score: Raw -419164.024334 + Penalty 24042.417886 = -395121.606448 nChanged 7 Deleting Class 78 (3 points): Lose 15.167421 but Gain 791.289094 Iteration 64Q (8.670716 sec): 39 clusters Score: Raw -419153.824180 + Penalty 23330.886565 = -395822.937615 nChanged 4 Deleting Class 30 (8 points): Lose 40.046848 but Gain 814.617380 Iteration 65Q (8.710486 sec): 38 clusters Score: Raw -419126.598675 + Penalty 22550.317596 = -396576.281078 nChanged 10 Deleting Class 46 (5 points): Lose 22.319962 but Gain 786.937516 Iteration 66Q (8.749160 sec): 37 clusters Score: Raw -419119.814916 + Penalty 21775.085603 = -397344.729313 nChanged 9 Deleting Class 66 (4 points): Lose 20.948134 but Gain 761.630571 Iteration 67Q (8.787994 sec): 36 clusters Score: Raw -419112.469197 + Penalty 21028.990160 = -398083.479036 nChanged 8 Deleting Class 79 (1 points): Lose 2.083994 but Gain 737.458954 Iteration 68Q (8.829675 sec): 35 clusters Score: Raw -419121.470468 + Penalty 20286.634372 = -398834.836096 nChanged 4 Deleting Class 82 (5 points): Lose 15.253439 but Gain 745.012652 Iteration 69Q (8.867283 sec): 34 clusters Score: Raw -419112.499261 + Penalty 19547.573782 = -399564.925479 nChanged 7 Deleting Class 92 (4 points): Lose 21.588595 but Gain 731.416614 Iteration 70F (9.094283 sec): 33 clusters Score: Raw -419099.607171 + Penalty 18820.749045 = -400278.858126 nChanged 8 Deleting Class 33 (3 points): Lose 15.798462 but Gain 719.094932 Iteration 71Q (9.132141 sec): 32 clusters Score: Raw -419090.691924 + Penalty 18099.811289 = -400990.880635 nChanged 4 Deleting Class 22 (11 points): Lose 78.444940 but Gain 766.184663 Iteration 72Q (9.169431 sec): 31 clusters Score: Raw -419017.595925 + Penalty 17369.174557 = -401648.421367 nChanged 11 Deleting Class 61 (5 points): Lose 20.863484 but Gain 696.683937 Iteration 73Q (9.207100 sec): 30 clusters Score: Raw -419025.907218 + Penalty 16694.754329 = -402331.152888 nChanged 12 Deleting Class 24 (8 points): Lose 32.217076 but Gain 691.953962 Iteration 74Q (9.245498 sec): 29 clusters Score: Raw -419010.279040 + Penalty 15982.416235 = -403027.862805 nChanged 14 Deleting Class 2 (16 points): Lose 74.358423 but Gain 697.665170 Iteration 75Q (9.282305 sec): 28 clusters Score: Raw -418953.444854 + Penalty 15297.149442 = -403656.295412 nChanged 21 Deleting Class 54 (13 points): Lose 47.309371 but Gain 665.268317 Iteration 76Q (9.319235 sec): 27 clusters Score: Raw -418939.893568 + Penalty 14657.851248 = -404282.042320 nChanged 26 Deleting Class 19 (31 points): Lose 119.356850 but Gain 736.830298 Iteration 77Q (9.355859 sec): 26 clusters Score: Raw -418844.438395 + Penalty 14157.493412 = -404686.944983 nChanged 41 Deleting Class 102 (2 points): Lose 25.725626 but Gain 619.068576 Iteration 78Q (9.392536 sec): 25 clusters Score: Raw -418898.074159 + Penalty 13555.551290 = -405342.522869 nChanged 20 Deleting Class 36 (10 points): Lose 21.842189 but Gain 611.637691 Iteration 79Q (9.428276 sec): 24 clusters Score: Raw -418893.638293 + Penalty 12953.968590 = -405939.669703 nChanged 15 Deleting Class 68 (10 points): Lose 60.672967 but Gain 635.113639 Iteration 80F (9.590061 sec): 23 clusters Score: Raw -418849.215559 + Penalty 12331.000251 = -406518.215308 nChanged 13 Deleting Class 41 (4 points): Lose 15.793359 but Gain 589.068035 Iteration 81Q (9.625100 sec): 22 clusters Score: Raw -418855.914372 + Penalty 11745.227618 = -407110.686755 nChanged 12 Deleting Class 31 (123 points): Lose 765.403926 but Gain 1304.055727 Iteration 82Q (9.659554 sec): 21 clusters Score: Raw -418100.290314 + Penalty 10636.275056 = -407464.015258 nChanged 124 Deleting Class 13 (35 points): Lose 56.933062 but Gain 593.925203 Iteration 83Q (9.694949 sec): 20 clusters Score: Raw -418493.207417 + Penalty 10082.105237 = -408411.102180 nChanged 75 Deleting Class 9 (5 points): Lose 39.892531 but Gain 548.624688 Iteration 84Q (9.729066 sec): 19 clusters Score: Raw -418547.223418 + Penalty 9561.049071 = -408986.174347 nChanged 46 Deleting Class 85 (1 points): Lose 1.623541 but Gain 486.276399 Iteration 85Q (9.763275 sec): 18 clusters Score: Raw -418594.381246 + Penalty 9089.843771 = -409504.537475 nChanged 26 Deleting Class 18 (30 points): Lose 87.699870 but Gain 571.965388 Iteration 86Q (9.796435 sec): 17 clusters Score: Raw -418536.275058 + Penalty 8512.850237 = -410023.424821 nChanged 50 Deleting Class 75 (1 points): Lose 14.480312 but Gain 465.528166 Iteration 87Q (9.829994 sec): 16 clusters Score: Raw -418588.140907 + Penalty 8048.104355 = -410540.036552 nChanged 19 Deleting Class 12 (4 points): Lose 8.293420 but Gain 397.298685 Iteration 88Q (9.862863 sec): 15 clusters Score: Raw -418591.563267 + Penalty 7645.826925 = -410945.736343 nChanged 7 Deleting Class 110 (2 points): Lose 18.719097 but Gain 369.096861 Iteration 89Q (9.895207 sec): 14 clusters Score: Raw -418580.316960 + Penalty 7278.510954 = -411301.806006 nChanged 5 Deleting Class 1 (77 points): Lose 218.425011 but Gain 531.933517 Iteration 90F (9.994190 sec): 13 clusters Score: Raw -418368.004951 + Penalty 6754.859186 = -411613.145765 nChanged 79 Deleting Class 11 (116 points): Lose 366.981919 but Gain 637.397681 Iteration 91Q (10.026882 sec): 12 clusters Score: Raw -418129.766084 + Penalty 6503.784708 = -411625.981376 nChanged 122 Deleting Class 27 (148 points): Lose 635.146494 but Gain 710.305946 Iteration 92Q (10.058830 sec): 11 clusters Score: Raw -417687.281695 + Penalty 5853.165879 = -411834.115816 nChanged 165 Iteration 93Q (10.090005 sec): 11 clusters Score: Raw -418035.646432 + Penalty 5867.556193 = -412168.090239 nChanged 26 Iteration 94Q (10.120975 sec): 11 clusters Score: Raw -418044.369890 + Penalty 5876.758399 = -412167.611491 nChanged 12 Iteration 95F (10.199478 sec): 11 clusters Score: Raw -418048.610485 + Penalty 5884.746951 = -412163.863534 nChanged 7 Iteration 96F (10.279012 sec): 11 clusters Score: Raw -418050.901106 + Penalty 5895.521797 = -412155.379309 nChanged 5 Iteration 97F (10.357852 sec): 11 clusters Score: Raw -418055.229866 + Penalty 5902.971730 = -412152.258136 nChanged 4 Iteration 98F (10.436477 sec): 11 clusters Score: Raw -418057.384773 + Penalty 5907.095395 = -412150.289378 nChanged 3 Iteration 99F (10.515528 sec): 11 clusters Score: Raw -418059.516060 + Penalty 5910.730147 = -412148.785914 nChanged 4 Iteration 100F (10.594367 sec): 11 clusters Score: Raw -418061.112766 + Penalty 5914.714147 = -412146.398619 nChanged 8 Iteration 101F (10.673375 sec): 11 clusters Score: Raw -418064.306736 + Penalty 5921.270062 = -412143.036674 nChanged 8 Iteration 102F (10.751917 sec): 11 clusters Score: Raw -418066.067080 + Penalty 5924.576776 = -412141.490303 nChanged 7 Iteration 103F (10.831528 sec): 11 clusters Score: Raw -418070.086325 + Penalty 5926.529495 = -412143.556830 nChanged 1 Iteration 104Q (10.862483 sec): 11 clusters Score: Raw -418071.065323 + Penalty 5926.604338 = -412144.460985 nChanged 1 Iteration 105Q (10.894116 sec): 11 clusters Score: Raw -418071.510613 + Penalty 5927.251561 = -412144.259052 nChanged 2 Iteration 106F (10.975188 sec): 11 clusters Score: Raw -418071.413824 + Penalty 5927.683906 = -412143.729918 nChanged 1 Iteration 107F (11.054507 sec): 11 clusters Score: Raw -418071.422334 + Penalty 5927.683906 = -412143.738428 nChanged 0 Writing temp clu file Memory request: 0.07 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -418071.422334 + Penalty 5927.683906 = -412143.738428Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 3 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.080946 sec): 2 clusters Score: Raw -6254.468139 + Penalty 234.672735 = -6019.795403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.081553 sec): 3 clusters Score: Raw -6156.430476 + Penalty 497.756053 = -5658.674423 nChanged 66 SP:Iteration 1F (11.082140 sec): 3 clusters Score: Raw -6244.372407 + Penalty 562.858064 = -5681.514343 nChanged 29 SP:Iteration 2F (11.082725 sec): 3 clusters Score: Raw -6309.366470 + Penalty 609.972995 = -5699.393475 nChanged 16 SP:Iteration 3F (11.083308 sec): 3 clusters Score: Raw -6349.683646 + Penalty 624.307381 = -5725.376264 nChanged 8 SP:Iteration 4Q (11.083853 sec): 3 clusters Score: Raw -6369.060712 + Penalty 618.718491 = -5750.342222 nChanged 3 SP:Iteration 5Q (11.084367 sec): 3 clusters Score: Raw -6371.260749 + Penalty 617.894082 = -5753.366666 nChanged 1 SP:Iteration 6Q (11.084879 sec): 3 clusters Score: Raw -6372.850513 + Penalty 614.820462 = -5758.030050 nChanged 2 SP:Iteration 7Q (11.085392 sec): 3 clusters Score: Raw -6374.260898 + Penalty 614.820462 = -5759.440436 nChanged 0 SP:Iteration 8F (11.085974 sec): 3 clusters Score: Raw -6374.260898 + Penalty 614.820462 = -5759.440436 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 4 (3340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.101222 sec): 2 clusters Score: Raw -102418.664965 + Penalty 237.583863 = -102181.081102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.107403 sec): 3 clusters Score: Raw -100259.745830 + Penalty 492.704147 = -99767.041683 nChanged 1527 SP:Iteration 1F (11.113523 sec): 3 clusters Score: Raw -101294.638839 + Penalty 513.677479 = -100780.961360 nChanged 398 SP:Iteration 2F (11.119551 sec): 3 clusters Score: Raw -101615.337288 + Penalty 536.350910 = -101078.986378 nChanged 294 SP:Iteration 3F (11.125578 sec): 3 clusters Score: Raw -101897.174071 + Penalty 557.752280 = -101339.421791 nChanged 211 SP:Iteration 4F (11.131504 sec): 3 clusters Score: Raw -102080.953310 + Penalty 574.246456 = -101506.706854 nChanged 145 SP:Iteration 5Q (11.137036 sec): 3 clusters Score: Raw -102189.573389 + Penalty 588.829541 = -101600.743848 nChanged 110 SP:Iteration 6Q (11.142402 sec): 3 clusters Score: Raw -102266.141961 + Penalty 597.586443 = -101668.555518 nChanged 69 SP:Iteration 7Q (11.147628 sec): 3 clusters Score: Raw -102308.810180 + Penalty 605.457232 = -101703.352948 nChanged 50 SP:Iteration 8Q (11.152715 sec): 3 clusters Score: Raw -102332.708129 + Penalty 612.563135 = -101720.144994 nChanged 30 SP:Iteration 9Q (11.157735 sec): 3 clusters Score: Raw -102343.496609 + Penalty 620.517728 = -101722.978882 nChanged 28 SP:Iteration 10F (11.163644 sec): 3 clusters Score: Raw -102355.017508 + Penalty 626.627251 = -101728.390257 nChanged 30 SP:Iteration 11Q (11.168692 sec): 3 clusters Score: Raw -102369.127161 + Penalty 633.443894 = -101735.683267 nChanged 28 SP:Iteration 12Q (11.173997 sec): 3 clusters Score: Raw -102380.822912 + Penalty 643.059718 = -101737.763194 nChanged 21 SP:Iteration 13Q (11.178892 sec): 3 clusters Score: Raw -102389.532976 + Penalty 649.319295 = -101740.213681 nChanged 20 SP:Iteration 14Q (11.183751 sec): 3 clusters Score: Raw -102397.371655 + Penalty 657.815522 = -101739.556133 nChanged 11 SP:Iteration 15F (11.189670 sec): 3 clusters Score: Raw -102400.885675 + Penalty 667.666045 = -101733.219630 nChanged 9 SP:Iteration 16F (11.195654 sec): 3 clusters Score: Raw -102404.166860 + Penalty 672.951213 = -101731.215648 nChanged 12 SP:Iteration 17F (11.201662 sec): 3 clusters Score: Raw -102410.242124 + Penalty 680.176206 = -101730.065918 nChanged 14 SP:Iteration 18F (11.207577 sec): 3 clusters Score: Raw -102415.714508 + Penalty 682.349537 = -101733.364970 nChanged 12 SP:Iteration 19Q (11.212448 sec): 3 clusters Score: Raw -102420.720683 + Penalty 689.733031 = -101730.987652 nChanged 13 SP:Iteration 20F (11.218430 sec): 3 clusters Score: Raw -102426.203921 + Penalty 706.476891 = -101719.727030 nChanged 11 SP:Iteration 21F (11.224516 sec): 3 clusters Score: Raw -102431.588031 + Penalty 707.378184 = -101724.209847 nChanged 11 SP:Iteration 22Q (11.229281 sec): 3 clusters Score: Raw -102436.798566 + Penalty 710.780078 = -101726.018488 nChanged 6 SP:Iteration 23Q (11.234031 sec): 3 clusters Score: Raw -102440.430045 + Penalty 699.949287 = -101740.480758 nChanged 6 SP:Iteration 24Q (11.238761 sec): 3 clusters Score: Raw -102446.739943 + Penalty 699.949287 = -101746.790657 nChanged 0 SP:Iteration 25F (11.244729 sec): 3 clusters Score: Raw -102446.739943 + Penalty 699.949287 = -101746.790657 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 5 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.249807 sec): 2 clusters Score: Raw -17401.500169 + Penalty 110.958927 = -17290.541242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.251127 sec): 3 clusters Score: Raw -17017.110517 + Penalty 245.657983 = -16771.452534 nChanged 286 SP:Iteration 1F (11.252421 sec): 3 clusters Score: Raw -17284.321779 + Penalty 287.861497 = -16996.460282 nChanged 90 SP:Iteration 2F (11.253743 sec): 3 clusters Score: Raw -17369.112549 + Penalty 337.694025 = -17031.418523 nChanged 33 SP:Iteration 3F (11.255061 sec): 3 clusters Score: Raw -17421.493916 + Penalty 347.666549 = -17073.827368 nChanged 11 SP:Iteration 4Q (11.256362 sec): 3 clusters Score: Raw -17452.065312 + Penalty 354.892060 = -17097.173252 nChanged 3 SP:Iteration 5Q (11.257464 sec): 3 clusters Score: Raw -17456.209145 + Penalty 362.133996 = -17094.075149 nChanged 2 SP:Iteration 6F (11.258762 sec): 3 clusters Score: Raw -17460.886420 + Penalty 364.659715 = -17096.226706 nChanged 1 SP:Iteration 7Q (11.259879 sec): 3 clusters Score: Raw -17462.006034 + Penalty 364.659715 = -17097.346319 nChanged 0 SP:Iteration 8F (11.261189 sec): 3 clusters Score: Raw -17462.006034 + Penalty 364.659715 = -17097.346319 nChanged 0 Memory request: 0.01 GB would take us to total of 0.15 GB. Trying to split cluster 6 (2655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.269078 sec): 2 clusters Score: Raw -101716.661718 + Penalty 682.758109 = -101033.903610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.274244 sec): 3 clusters Score: Raw -100233.426224 + Penalty 1368.565702 = -98864.860522 nChanged 1088 SP:Iteration 1F (11.279490 sec): 3 clusters Score: Raw -100920.249624 + Penalty 1373.044192 = -99547.205432 nChanged 220 SP:Iteration 2F (11.284428 sec): 3 clusters Score: Raw -101068.384174 + Penalty 1379.299661 = -99689.084513 nChanged 189 SP:Iteration 3F (11.289158 sec): 3 clusters Score: Raw -101208.553293 + Penalty 1387.482754 = -99821.070540 nChanged 154 SP:Iteration 4F (11.293887 sec): 3 clusters Score: Raw -101321.119101 + Penalty 1396.764624 = -99924.354476 nChanged 129 SP:Iteration 5Q (11.298734 sec): 3 clusters Score: Raw -101428.926329 + Penalty 1407.947724 = -100020.978605 nChanged 117 SP:Iteration 6Q (11.303398 sec): 3 clusters Score: Raw -101523.441185 + Penalty 1416.023893 = -100107.417293 nChanged 101 SP:Iteration 7Q (11.307972 sec): 3 clusters Score: Raw -101606.015961 + Penalty 1424.010804 = -100182.005157 nChanged 73 SP:Iteration 8Q (11.312405 sec): 3 clusters Score: Raw -101645.455281 + Penalty 1429.288641 = -100216.166639 nChanged 52 SP:Iteration 9Q (11.316753 sec): 3 clusters Score: Raw -101671.637548 + Penalty 1433.223457 = -100238.414091 nChanged 35 SP:Iteration 10F (11.321550 sec): 3 clusters Score: Raw -101689.660533 + Penalty 1436.998544 = -100252.661990 nChanged 33 SP:Iteration 11Q (11.325908 sec): 3 clusters Score: Raw -101701.524157 + Penalty 1440.755635 = -100260.768522 nChanged 20 SP:Iteration 12Q (11.330126 sec): 3 clusters Score: Raw -101708.998867 + Penalty 1443.851939 = -100265.146927 nChanged 14 SP:Iteration 13Q (11.334315 sec): 3 clusters Score: Raw -101710.924156 + Penalty 1446.808401 = -100264.115756 nChanged 10 SP:Iteration 14F (11.339023 sec): 3 clusters Score: Raw -101714.528164 + Penalty 1448.352332 = -100266.175832 nChanged 11 SP:Iteration 15Q (11.343184 sec): 3 clusters Score: Raw -101717.082486 + Penalty 1452.752970 = -100264.329516 nChanged 15 SP:Iteration 16F (11.348035 sec): 3 clusters Score: Raw -101718.488181 + Penalty 1456.491463 = -100261.996718 nChanged 17 SP:Iteration 17F (11.352751 sec): 3 clusters Score: Raw -101725.713331 + Penalty 1460.586733 = -100265.126598 nChanged 16 SP:Iteration 18Q (11.356882 sec): 3 clusters Score: Raw -101729.140883 + Penalty 1463.969858 = -100265.171026 nChanged 13 SP:Iteration 19Q (11.360993 sec): 3 clusters Score: Raw -101735.004090 + Penalty 1466.196017 = -100268.808073 nChanged 12 SP:Iteration 20F (11.365705 sec): 3 clusters Score: Raw -101740.924936 + Penalty 1470.708174 = -100270.216762 nChanged 10 SP:Iteration 21Q (11.369785 sec): 3 clusters Score: Raw -101744.706140 + Penalty 1475.046877 = -100269.659263 nChanged 13 SP:Iteration 22F (11.374923 sec): 3 clusters Score: Raw -101749.160413 + Penalty 1478.407667 = -100270.752746 nChanged 15 SP:Iteration 23Q (11.379333 sec): 3 clusters Score: Raw -101757.527437 + Penalty 1482.203220 = -100275.324217 nChanged 13 SP:Iteration 24Q (11.383391 sec): 3 clusters Score: Raw -101762.594236 + Penalty 1483.151272 = -100279.442965 nChanged 15 SP:Iteration 25Q (11.387413 sec): 3 clusters Score: Raw -101770.288442 + Penalty 1488.116396 = -100282.172047 nChanged 16 SP:Iteration 26Q (11.391518 sec): 3 clusters Score: Raw -101776.340363 + Penalty 1490.820162 = -100285.520201 nChanged 10 SP:Iteration 27Q (11.395532 sec): 3 clusters Score: Raw -101784.220018 + Penalty 1492.327637 = -100291.892381 nChanged 8 SP:Iteration 28Q (11.399603 sec): 3 clusters Score: Raw -101785.255576 + Penalty 1495.532338 = -100289.723239 nChanged 5 SP:Iteration 29F (11.404323 sec): 3 clusters Score: Raw -101785.505548 + Penalty 1497.121981 = -100288.383566 nChanged 1 SP:Iteration 30F (11.409039 sec): 3 clusters Score: Raw -101785.074360 + Penalty 1496.706357 = -100288.368004 nChanged 2 SP:Iteration 31F (11.413821 sec): 3 clusters Score: Raw -101785.739675 + Penalty 1498.058091 = -100287.681584 nChanged 1 SP:Iteration 32F (11.418640 sec): 3 clusters Score: Raw -101785.918936 + Penalty 1498.058091 = -100287.860845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 8 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.422245 sec): 2 clusters Score: Raw -17521.482201 + Penalty 572.296084 = -16949.186117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.423435 sec): 3 clusters Score: Raw -17252.872751 + Penalty 1136.626589 = -16116.246162 nChanged 156 SP:Iteration 1F (11.424588 sec): 3 clusters Score: Raw -17458.189888 + Penalty 1134.427975 = -16323.761913 nChanged 53 SP:Iteration 2F (11.425732 sec): 3 clusters Score: Raw -17511.531282 + Penalty 1133.149428 = -16378.381854 nChanged 18 SP:Iteration 3Q (11.426851 sec): 3 clusters Score: Raw -17530.029868 + Penalty 1131.716962 = -16398.312906 nChanged 15 SP:Iteration 4Q (11.427962 sec): 3 clusters Score: Raw -17548.410794 + Penalty 1131.688425 = -16416.722369 nChanged 13 SP:Iteration 5Q (11.429061 sec): 3 clusters Score: Raw -17562.802624 + Penalty 1131.935346 = -16430.867278 nChanged 15 SP:Iteration 6Q (11.430155 sec): 3 clusters Score: Raw -17576.932194 + Penalty 1133.520927 = -16443.411266 nChanged 10 SP:Iteration 7Q (11.431233 sec): 3 clusters Score: Raw -17584.635073 + Penalty 1132.794031 = -16451.841042 nChanged 9 SP:Iteration 8Q (11.432306 sec): 3 clusters Score: Raw -17591.541898 + Penalty 1137.064063 = -16454.477835 nChanged 9 SP:Iteration 9Q (11.433386 sec): 3 clusters Score: Raw -17598.280987 + Penalty 1141.112858 = -16457.168129 nChanged 6 SP:Iteration 10F (11.434555 sec): 3 clusters Score: Raw -17605.996977 + Penalty 1148.890945 = -16457.106033 nChanged 9 SP:Iteration 11F (11.435698 sec): 3 clusters Score: Raw -17612.227706 + Penalty 1151.160640 = -16461.067066 nChanged 4 SP:Iteration 12Q (11.436746 sec): 3 clusters Score: Raw -17615.323389 + Penalty 1156.631720 = -16458.691668 nChanged 6 SP:Iteration 13F (11.437888 sec): 3 clusters Score: Raw -17619.760136 + Penalty 1159.859161 = -16459.900975 nChanged 5 SP:Iteration 14Q (11.438922 sec): 3 clusters Score: Raw -17623.659130 + Penalty 1164.213630 = -16459.445500 nChanged 7 SP:Iteration 15F (11.440064 sec): 3 clusters Score: Raw -17628.038831 + Penalty 1169.793057 = -16458.245774 nChanged 7 SP:Iteration 16F (11.441206 sec): 3 clusters Score: Raw -17631.974445 + Penalty 1173.070404 = -16458.904041 nChanged 2 SP:Iteration 17Q (11.442221 sec): 3 clusters Score: Raw -17632.460639 + Penalty 1175.364686 = -16457.095953 nChanged 2 SP:Iteration 18F (11.443362 sec): 3 clusters Score: Raw -17632.427224 + Penalty 1175.364686 = -16457.062538 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 10 (1032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.448764 sec): 2 clusters Score: Raw -34665.072470 + Penalty 234.044035 = -34431.028435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.450836 sec): 3 clusters Score: Raw -34002.995353 + Penalty 477.482553 = -33525.512800 nChanged 440 SP:Iteration 1F (11.452836 sec): 3 clusters Score: Raw -34377.419450 + Penalty 508.817464 = -33868.601985 nChanged 181 SP:Iteration 2F (11.454829 sec): 3 clusters Score: Raw -34574.510270 + Penalty 576.909071 = -33997.601199 nChanged 96 SP:Iteration 3F (11.456885 sec): 3 clusters Score: Raw -34674.543458 + Penalty 641.994525 = -34032.548933 nChanged 51 SP:Iteration 4Q (11.458869 sec): 3 clusters Score: Raw -34720.606399 + Penalty 738.868770 = -33981.737630 nChanged 26 SP:Iteration 5F (11.460821 sec): 3 clusters Score: Raw -34736.830956 + Penalty 786.554664 = -33950.276292 nChanged 5 SP:Iteration 6F (11.462770 sec): 3 clusters Score: Raw -34739.654487 + Penalty 813.149874 = -33926.504613 nChanged 3 SP:Iteration 7F (11.464723 sec): 3 clusters Score: Raw -34752.022570 + Penalty 813.149874 = -33938.872696 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 15 (1698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.471602 sec): 2 clusters Score: Raw -64342.225176 + Penalty 705.803008 = -63636.422168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.474884 sec): 3 clusters Score: Raw -63450.100683 + Penalty 1414.804876 = -62035.295807 nChanged 637 SP:Iteration 1F (11.478085 sec): 3 clusters Score: Raw -63893.382022 + Penalty 1418.905782 = -62474.476240 nChanged 195 SP:Iteration 2F (11.481526 sec): 3 clusters Score: Raw -64071.387963 + Penalty 1423.928725 = -62647.459238 nChanged 137 SP:Iteration 3F (11.484685 sec): 3 clusters Score: Raw -64205.409941 + Penalty 1433.185450 = -62772.224491 nChanged 113 SP:Iteration 4F (11.487771 sec): 3 clusters Score: Raw -64303.758174 + Penalty 1437.119384 = -62866.638790 nChanged 64 SP:Iteration 5Q (11.490833 sec): 3 clusters Score: Raw -64347.246233 + Penalty 1443.203938 = -62904.042295 nChanged 50 SP:Iteration 6Q (11.493876 sec): 3 clusters Score: Raw -64385.358960 + Penalty 1445.555869 = -62939.803091 nChanged 37 SP:Iteration 7Q (11.496954 sec): 3 clusters Score: Raw -64407.090620 + Penalty 1448.667756 = -62958.422864 nChanged 25 SP:Iteration 8Q (11.500113 sec): 3 clusters Score: Raw -64417.680644 + Penalty 1451.171319 = -62966.509325 nChanged 18 SP:Iteration 9Q (11.503532 sec): 3 clusters Score: Raw -64424.664147 + Penalty 1452.052979 = -62972.611168 nChanged 18 SP:Iteration 10F (11.506848 sec): 3 clusters Score: Raw -64432.230317 + Penalty 1452.552217 = -62979.678100 nChanged 8 SP:Iteration 11Q (11.509902 sec): 3 clusters Score: Raw -64434.748193 + Penalty 1453.118605 = -62981.629589 nChanged 7 SP:Iteration 12Q (11.512932 sec): 3 clusters Score: Raw -64436.569750 + Penalty 1454.613279 = -62981.956471 nChanged 7 SP:Iteration 13Q (11.515960 sec): 3 clusters Score: Raw -64437.852534 + Penalty 1455.265397 = -62982.587137 nChanged 8 SP:Iteration 14Q (11.518978 sec): 3 clusters Score: Raw -64438.938804 + Penalty 1456.123878 = -62982.814926 nChanged 5 SP:Iteration 15Q (11.521988 sec): 3 clusters Score: Raw -64439.804472 + Penalty 1457.225182 = -62982.579289 nChanged 8 SP:Iteration 16F (11.525276 sec): 3 clusters Score: Raw -64442.113404 + Penalty 1458.442073 = -62983.671331 nChanged 7 SP:Iteration 17Q (11.528319 sec): 3 clusters Score: Raw -64443.825502 + Penalty 1459.811128 = -62984.014375 nChanged 6 SP:Iteration 18Q (11.531318 sec): 3 clusters Score: Raw -64445.916328 + Penalty 1462.087318 = -62983.829010 nChanged 6 SP:Iteration 19F (11.534475 sec): 3 clusters Score: Raw -64450.773471 + Penalty 1463.662392 = -62987.111078 nChanged 7 SP:Iteration 20F (11.537624 sec): 3 clusters Score: Raw -64452.276397 + Penalty 1465.251654 = -62987.024742 nChanged 5 SP:Iteration 21F (11.540770 sec): 3 clusters Score: Raw -64454.434976 + Penalty 1467.526319 = -62986.908657 nChanged 6 SP:Iteration 22F (11.544040 sec): 3 clusters Score: Raw -64456.150158 + Penalty 1471.278970 = -62984.871189 nChanged 7 SP:Iteration 23F (11.547297 sec): 3 clusters Score: Raw -64461.618636 + Penalty 1473.707536 = -62987.911100 nChanged 10 SP:Iteration 24Q (11.550354 sec): 3 clusters Score: Raw -64468.145143 + Penalty 1477.857592 = -62990.287551 nChanged 11 SP:Iteration 25Q (11.553376 sec): 3 clusters Score: Raw -64476.905009 + Penalty 1481.130360 = -62995.774649 nChanged 11 SP:Iteration 26Q (11.556369 sec): 3 clusters Score: Raw -64483.082550 + Penalty 1484.089868 = -62998.992682 nChanged 9 SP:Iteration 27Q (11.559312 sec): 3 clusters Score: Raw -64486.476488 + Penalty 1485.177713 = -63001.298775 nChanged 13 SP:Iteration 28Q (11.562286 sec): 3 clusters Score: Raw -64492.853554 + Penalty 1490.282198 = -63002.571356 nChanged 15 SP:Iteration 29Q (11.565231 sec): 3 clusters Score: Raw -64498.915611 + Penalty 1495.845410 = -63003.070201 nChanged 17 SP:Iteration 30F (11.568355 sec): 3 clusters Score: Raw -64506.833493 + Penalty 1500.016505 = -63006.816988 nChanged 12 SP:Iteration 31Q (11.571193 sec): 3 clusters Score: Raw -64513.543565 + Penalty 1503.410257 = -63010.133308 nChanged 11 SP:Iteration 32Q (11.574061 sec): 3 clusters Score: Raw -64518.557847 + Penalty 1504.758857 = -63013.798990 nChanged 7 SP:Iteration 33Q (11.576971 sec): 3 clusters Score: Raw -64523.632535 + Penalty 1505.675354 = -63017.957181 nChanged 5 SP:Iteration 34Q (11.579813 sec): 3 clusters Score: Raw -64525.112021 + Penalty 1507.372904 = -63017.739117 nChanged 4 SP:Iteration 35F (11.583213 sec): 3 clusters Score: Raw -64527.028146 + Penalty 1507.549611 = -63019.478535 nChanged 4 SP:Iteration 36Q (11.586038 sec): 3 clusters Score: Raw -64527.646391 + Penalty 1508.541072 = -63019.105319 nChanged 3 SP:Iteration 37F (11.589151 sec): 3 clusters Score: Raw -64526.880774 + Penalty 1508.842100 = -63018.038674 nChanged 1 SP:Iteration 38F (11.592261 sec): 3 clusters Score: Raw -64527.330874 + Penalty 1509.189765 = -63018.141109 nChanged 2 SP:Iteration 39Q (11.595043 sec): 3 clusters Score: Raw -64527.703331 + Penalty 1509.838462 = -63017.864870 nChanged 1 SP:Iteration 40F (11.598158 sec): 3 clusters Score: Raw -64527.494404 + Penalty 1509.838462 = -63017.655943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 16 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.600511 sec): 2 clusters Score: Raw -4787.086417 + Penalty 515.771392 = -4271.315025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.601018 sec): 3 clusters Score: Raw -4727.975587 + Penalty 1044.520264 = -3683.455323 nChanged 27 SP:Iteration 1F (11.601514 sec): 3 clusters Score: Raw -4778.810605 + Penalty 1071.594226 = -3707.216379 nChanged 13 SP:Iteration 2F (11.602009 sec): 3 clusters Score: Raw -4818.280159 + Penalty 1088.894762 = -3729.385397 nChanged 6 SP:Iteration 3Q (11.602478 sec): 3 clusters Score: Raw -4838.732983 + Penalty 1098.760348 = -3739.972635 nChanged 4 SP:Iteration 4Q (11.602934 sec): 3 clusters Score: Raw -4851.809612 + Penalty 1111.805817 = -3740.003795 nChanged 3 SP:Iteration 5Q (11.603386 sec): 3 clusters Score: Raw -4861.991571 + Penalty 1122.744386 = -3739.247184 nChanged 2 SP:Iteration 6F (11.603880 sec): 3 clusters Score: Raw -4870.549110 + Penalty 1124.501444 = -3746.047665 nChanged 1 SP:Iteration 7Q (11.604328 sec): 3 clusters Score: Raw -4872.446885 + Penalty 1124.501444 = -3747.945440 nChanged 0 SP:Iteration 8F (11.604821 sec): 3 clusters Score: Raw -4872.446885 + Penalty 1124.501444 = -3747.945440 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 17 (3656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.622673 sec): 2 clusters Score: Raw -97773.359522 + Penalty 216.273148 = -97557.086375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.629451 sec): 3 clusters Score: Raw -95412.935684 + Penalty 426.819421 = -94986.116263 nChanged 1674 SP:Iteration 1F (11.636052 sec): 3 clusters Score: Raw -96245.406478 + Penalty 417.511434 = -95827.895044 nChanged 499 SP:Iteration 2F (11.642633 sec): 3 clusters Score: Raw -96447.216930 + Penalty 408.055297 = -96039.161634 nChanged 270 SP:Iteration 3F (11.649249 sec): 3 clusters Score: Raw -96564.600041 + Penalty 396.760281 = -96167.839759 nChanged 239 SP:Iteration 4F (11.655882 sec): 3 clusters Score: Raw -96710.096845 + Penalty 388.098678 = -96321.998167 nChanged 303 SP:Iteration 5F (11.662579 sec): 3 clusters Score: Raw -96969.948261 + Penalty 384.215567 = -96585.732694 nChanged 348 SP:Iteration 6F (11.669243 sec): 3 clusters Score: Raw -97323.935239 + Penalty 408.017521 = -96915.917717 nChanged 269 SP:Iteration 7F (11.675860 sec): 3 clusters Score: Raw -97619.542334 + Penalty 459.487930 = -97160.054405 nChanged 134 SP:Iteration 8Q (11.682300 sec): 3 clusters Score: Raw -97767.095264 + Penalty 568.652285 = -97198.442979 nChanged 55 SP:Iteration 9Q (11.688395 sec): 3 clusters Score: Raw -97826.685377 + Penalty 641.707944 = -97184.977433 nChanged 17 SP:Iteration 10F (11.694953 sec): 3 clusters Score: Raw -97848.390187 + Penalty 721.640898 = -97126.749290 nChanged 11 SP:Iteration 11F (11.701540 sec): 3 clusters Score: Raw -97871.026597 + Penalty 749.835144 = -97121.191453 nChanged 4 SP:Iteration 12F (11.708099 sec): 3 clusters Score: Raw -97883.097774 + Penalty 786.965537 = -97096.132238 nChanged 4 SP:Iteration 13F (11.714691 sec): 3 clusters Score: Raw -97889.356807 + Penalty 818.944677 = -97070.412131 nChanged 2 SP:Iteration 14F (11.721359 sec): 3 clusters Score: Raw -97891.450381 + Penalty 835.401511 = -97056.048870 nChanged 1 SP:Iteration 15F (11.728019 sec): 3 clusters Score: Raw -97892.245551 + Penalty 835.401511 = -97056.844040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.14 GB. Trying to split cluster 23 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.732387 sec): 2 clusters Score: Raw -11724.213182 + Penalty 352.940298 = -11371.272883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.733164 sec): 3 clusters Score: Raw -11535.684380 + Penalty 704.706930 = -10830.977450 nChanged 99 SP:Iteration 1F (11.733916 sec): 3 clusters Score: Raw -11591.080338 + Penalty 704.012369 = -10887.067969 nChanged 23 SP:Iteration 2F (11.734670 sec): 3 clusters Score: Raw -11605.750061 + Penalty 705.651583 = -10900.098478 nChanged 18 SP:Iteration 3F (11.735422 sec): 3 clusters Score: Raw -11621.028885 + Penalty 710.159317 = -10910.869568 nChanged 18 SP:Iteration 4F (11.736173 sec): 3 clusters Score: Raw -11643.377757 + Penalty 718.793157 = -10924.584601 nChanged 14 SP:Iteration 5Q (11.736918 sec): 3 clusters Score: Raw -11660.170198 + Penalty 723.341446 = -10936.828752 nChanged 6 SP:Iteration 6Q (11.737659 sec): 3 clusters Score: Raw -11663.533236 + Penalty 728.413671 = -10935.119565 nChanged 7 SP:Iteration 7F (11.738408 sec): 3 clusters Score: Raw -11670.428592 + Penalty 733.035714 = -10937.392877 nChanged 6 SP:Iteration 8Q (11.739146 sec): 3 clusters Score: Raw -11673.305300 + Penalty 738.274328 = -10935.030972 nChanged 8 SP:Iteration 9F (11.739895 sec): 3 clusters Score: Raw -11678.528989 + Penalty 743.248412 = -10935.280577 nChanged 6 SP:Iteration 10F (11.740644 sec): 3 clusters Score: Raw -11682.647638 + Penalty 748.637240 = -10934.010399 nChanged 4 SP:Iteration 11F (11.741394 sec): 3 clusters Score: Raw -11683.897337 + Penalty 753.489513 = -10930.407824 nChanged 3 SP:Iteration 12F (11.742143 sec): 3 clusters Score: Raw -11686.329829 + Penalty 757.022250 = -10929.307580 nChanged 4 SP:Iteration 13F (11.742893 sec): 3 clusters Score: Raw -11691.432363 + Penalty 761.306688 = -10930.125674 nChanged 2 SP:Iteration 14Q (11.743608 sec): 3 clusters Score: Raw -11691.495098 + Penalty 767.870427 = -10923.624671 nChanged 3 SP:Iteration 15F (11.744361 sec): 3 clusters Score: Raw -11694.057420 + Penalty 776.125075 = -10917.932345 nChanged 4 SP:Iteration 16F (11.745111 sec): 3 clusters Score: Raw -11697.370989 + Penalty 782.471696 = -10914.899292 nChanged 3 SP:Iteration 17F (11.745862 sec): 3 clusters Score: Raw -11698.713753 + Penalty 795.055914 = -10903.657839 nChanged 5 SP:Iteration 18F (11.746611 sec): 3 clusters Score: Raw -11701.604048 + Penalty 812.726729 = -10888.877319 nChanged 8 SP:Iteration 19F (11.747361 sec): 3 clusters Score: Raw -11706.191019 + Penalty 832.685430 = -10873.505589 nChanged 10 SP:Iteration 20F (11.748112 sec): 3 clusters Score: Raw -11713.260717 + Penalty 875.294632 = -10837.966085 nChanged 12 SP:Iteration 21F (11.748894 sec): 3 clusters Score: Raw -11727.654029 + Penalty 896.098931 = -10831.555098 nChanged 8 SP:Iteration 22F (11.749645 sec): 3 clusters Score: Raw -11737.334303 + Penalty 912.455986 = -10824.878316 nChanged 4 SP:Iteration 23F (11.750415 sec): 3 clusters Score: Raw -11740.455809 + Penalty 935.529932 = -10804.925877 nChanged 6 SP:Iteration 24F (11.751170 sec): 3 clusters Score: Raw -11745.815307 + Penalty 959.447609 = -10786.367698 nChanged 5 SP:Iteration 25F (11.751919 sec): 3 clusters Score: Raw -11751.497065 + Penalty 985.296927 = -10766.200138 nChanged 5 SP:Iteration 26F (11.752670 sec): 3 clusters Score: Raw -11757.836178 + Penalty 985.296927 = -10772.539251 nChanged 0 Time taken for this iteration:11.362492 seconds. 300->11 Clusters: Score -412143.738428, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 108 (time per iteration =108.982167 ms) Total iterations: 658 (time per iteration =17.887650 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1348022500.000000 (time per metric unit =8.731363ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 33700562500.000000 (time per metric unit=349.254527ps) That took 11.770074 seconds.