FileBase PeterP-2014-02-27_dataset1 ElecNo 15 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 0.12 and 0.19 GB of RAM. Memory request: 0.06 GB would take us to total of 0.06 GB. ---------------------------------------------------------- Loaded 13130 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 13130 points ------ Starting initial clusters from distinct float masks Not enough masks (92) to generate starting clusters (300), so starting with (93) clusters instead. Assigned 93 initial classes from 92 unique masks. Deleting Class 20 (2 points): Lose 54.394965 but Gain 1540.931432 Iteration 0F (0.928254 sec): 92 clusters Score: Raw -332487.817033 + Penalty 68206.293885 = -264281.523148 nChanged 1123 Deleting Class 26 (1 points): Lose 9.154275 but Gain 1453.414015 Iteration 1F (1.426359 sec): 84 clusters Score: Raw -334568.858511 + Penalty 65046.712524 = -269522.145987 nChanged 380 Deleting Class 28 (1 points): Lose 6.205170 but Gain 1414.527884 Iteration 2Q (1.483150 sec): 81 clusters Score: Raw -334969.766450 + Penalty 64062.929934 = -270906.836516 nChanged 184 Deleting Class 92 (1 points): Lose 4.362935 but Gain 1395.768321 Iteration 3Q (1.530226 sec): 80 clusters Score: Raw -335125.519118 + Penalty 61798.160606 = -273327.358513 nChanged 158 Deleting Class 41 (2 points): Lose 38.591762 but Gain 1348.886316 Iteration 4Q (1.584397 sec): 78 clusters Score: Raw -335224.164939 + Penalty 60528.321636 = -274695.843304 nChanged 110 Deleting Class 85 (2 points): Lose 38.742084 but Gain 1304.181000 Iteration 5Q (1.630597 sec): 77 clusters Score: Raw -335252.337717 + Penalty 59277.381833 = -275974.955885 nChanged 78 Deleting Class 25 (7 points): Lose 73.628523 but Gain 1271.716256 Iteration 6Q (1.675347 sec): 76 clusters Score: Raw -335228.171091 + Penalty 57992.130005 = -277236.041085 nChanged 57 Deleting Class 52 (2 points): Lose 4.890216 but Gain 1189.140503 Iteration 7Q (1.718909 sec): 75 clusters Score: Raw -335278.214656 + Penalty 56839.667803 = -278438.546853 nChanged 43 Deleting Class 74 (1 points): Lose 3.416049 but Gain 1154.172166 Iteration 8Q (1.761879 sec): 74 clusters Score: Raw -335294.857430 + Penalty 55763.526248 = -279531.331182 nChanged 28 Deleting Class 34 (2 points): Lose 28.672542 but Gain 1149.222525 Iteration 9Q (1.806160 sec): 73 clusters Score: Raw -335278.697702 + Penalty 53798.129518 = -281480.568183 nChanged 20 Deleting Class 23 (10 points): Lose 61.234381 but Gain 1170.259862 Iteration 10F (2.259030 sec): 71 clusters Score: Raw -335273.303838 + Penalty 52698.049487 = -282575.254352 nChanged 42 Deleting Class 79 (1 points): Lose 10.130439 but Gain 1113.625932 Iteration 11Q (2.302897 sec): 70 clusters Score: Raw -335344.639957 + Penalty 51624.389020 = -283720.250938 nChanged 32 Deleting Class 63 (1 points): Lose 10.377508 but Gain 1110.059111 Iteration 12Q (2.344293 sec): 69 clusters Score: Raw -335365.766198 + Penalty 50549.528021 = -284816.238177 nChanged 22 Deleting Class 68 (1 points): Lose 13.577857 but Gain 1105.899288 Iteration 13Q (2.382968 sec): 68 clusters Score: Raw -335375.555834 + Penalty 49442.258591 = -285933.297243 nChanged 20 Deleting Class 31 (1 points): Lose 10.983642 but Gain 1083.920320 Iteration 14Q (2.421730 sec): 67 clusters Score: Raw -335377.953556 + Penalty 48352.306590 = -287025.646966 nChanged 17 Deleting Class 29 (5 points): Lose 18.730655 but Gain 1090.916164 Iteration 15Q (2.460398 sec): 66 clusters Score: Raw -335364.538580 + Penalty 47266.011782 = -288098.526798 nChanged 13 Deleting Class 36 (2 points): Lose 10.804404 but Gain 1081.033180 Iteration 16Q (2.499297 sec): 65 clusters Score: Raw -335364.646926 + Penalty 46073.764118 = -289290.882808 nChanged 11 Deleting Class 87 (1 points): Lose 2.926778 but Gain 1051.487808 Iteration 17Q (2.537744 sec): 64 clusters Score: Raw -335370.267380 + Penalty 45038.338188 = -290331.929192 nChanged 11 Deleting Class 46 (7 points): Lose 56.747522 but Gain 1100.515016 Iteration 18Q (2.575625 sec): 63 clusters Score: Raw -335319.976241 + Penalty 43974.013181 = -291345.963060 nChanged 14 Deleting Class 48 (4 points): Lose 40.820912 but Gain 1078.903569 Iteration 19Q (2.613417 sec): 62 clusters Score: Raw -335318.636193 + Penalty 42924.026478 = -292394.609714 nChanged 9 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.12 GB. Compute initial score before splitting: Score: Raw -335318.636193 + Penalty 42924.026478 = -292394.609714Memory request: 0.02 GB would take us to total of 0.14 GB. Trying to split cluster 1 (4168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.676348 sec): 2 clusters Score: Raw -144860.041137 + Penalty 323.620143 = -144536.420993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.684063 sec): 3 clusters Score: Raw -142267.360414 + Penalty 648.198329 = -141619.162086 nChanged 1909 SP:Iteration 1F (2.691547 sec): 3 clusters Score: Raw -143421.147849 + Penalty 651.704924 = -142769.442925 nChanged 392 SP:Iteration 2F (2.698971 sec): 3 clusters Score: Raw -143657.791659 + Penalty 657.697431 = -143000.094227 nChanged 354 SP:Iteration 3F (2.706454 sec): 3 clusters Score: Raw -143872.987804 + Penalty 667.578832 = -143205.408972 nChanged 305 SP:Iteration 4F (2.714698 sec): 3 clusters Score: Raw -144046.589004 + Penalty 680.466844 = -143366.122160 nChanged 248 SP:Iteration 5F (2.722939 sec): 3 clusters Score: Raw -144184.537657 + Penalty 693.989735 = -143490.547922 nChanged 200 SP:Iteration 6Q (2.731440 sec): 3 clusters Score: Raw -144301.134539 + Penalty 706.194652 = -143594.939887 nChanged 181 SP:Iteration 7Q (2.740216 sec): 3 clusters Score: Raw -144409.380450 + Penalty 727.999202 = -143681.381248 nChanged 164 SP:Iteration 8Q (2.748934 sec): 3 clusters Score: Raw -144518.074446 + Penalty 750.498957 = -143767.575489 nChanged 159 SP:Iteration 9Q (2.757290 sec): 3 clusters Score: Raw -144637.065885 + Penalty 776.466816 = -143860.599069 nChanged 132 SP:Iteration 10F (2.765730 sec): 3 clusters Score: Raw -144726.160237 + Penalty 807.233571 = -143918.926667 nChanged 95 SP:Iteration 11Q (2.773855 sec): 3 clusters Score: Raw -144791.658595 + Penalty 840.508459 = -143951.150135 nChanged 66 SP:Iteration 12Q (2.781624 sec): 3 clusters Score: Raw -144833.189361 + Penalty 879.877233 = -143953.312128 nChanged 42 SP:Iteration 13Q (2.789013 sec): 3 clusters Score: Raw -144865.161181 + Penalty 892.229114 = -143972.932067 nChanged 21 SP:Iteration 14Q (2.795875 sec): 3 clusters Score: Raw -144878.399004 + Penalty 930.285261 = -143948.113743 nChanged 8 SP:Iteration 15F (2.803232 sec): 3 clusters Score: Raw -144880.464490 + Penalty 966.969756 = -143913.494735 nChanged 2 SP:Iteration 16F (2.810681 sec): 3 clusters Score: Raw -144882.087006 + Penalty 986.499382 = -143895.587625 nChanged 1 SP:Iteration 17F (2.818117 sec): 3 clusters Score: Raw -144881.009005 + Penalty 981.211843 = -143899.797161 nChanged 1 SP:Iteration 18Q (2.823864 sec): 3 clusters Score: Raw -144880.246219 + Penalty 961.434127 = -143918.812093 nChanged 1 SP:Iteration 19Q (2.829568 sec): 3 clusters Score: Raw -144879.930139 + Penalty 971.826455 = -143908.103684 nChanged 1 SP:Iteration 20F (2.837058 sec): 3 clusters Score: Raw -144879.220480 + Penalty 1018.445173 = -143860.775306 nChanged 1 SP:Iteration 21F (2.844490 sec): 3 clusters Score: Raw -144881.356254 + Penalty 1018.445173 = -143862.911080 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 2 (4433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.865678 sec): 2 clusters Score: Raw -106884.554583 + Penalty 93.729362 = -106790.825221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.873766 sec): 3 clusters Score: Raw -104016.288854 + Penalty 217.452263 = -103798.836590 nChanged 2095 SP:Iteration 1F (2.881662 sec): 3 clusters Score: Raw -106553.400272 + Penalty 216.802445 = -106336.597827 nChanged 250 SP:Iteration 2F (2.889684 sec): 3 clusters Score: Raw -106811.922659 + Penalty 215.109661 = -106596.812998 nChanged 100 SP:Iteration 3Q (2.896639 sec): 3 clusters Score: Raw -106880.963007 + Penalty 211.027541 = -106669.935466 nChanged 65 SP:Iteration 4Q (2.903403 sec): 3 clusters Score: Raw -106929.502735 + Penalty 210.830303 = -106718.672432 nChanged 48 SP:Iteration 5Q (2.910066 sec): 3 clusters Score: Raw -106949.410375 + Penalty 209.176748 = -106740.233626 nChanged 21 SP:Iteration 6Q (2.916839 sec): 3 clusters Score: Raw -106955.521522 + Penalty 210.267502 = -106745.254020 nChanged 21 SP:Iteration 7Q (2.923385 sec): 3 clusters Score: Raw -106961.818005 + Penalty 209.410008 = -106752.407997 nChanged 19 SP:Iteration 8Q (2.930053 sec): 3 clusters Score: Raw -106967.347410 + Penalty 210.672481 = -106756.674929 nChanged 14 SP:Iteration 9Q (2.936618 sec): 3 clusters Score: Raw -106970.595398 + Penalty 211.720573 = -106758.874825 nChanged 10 SP:Iteration 10F (2.944628 sec): 3 clusters Score: Raw -106971.701846 + Penalty 211.623090 = -106760.078756 nChanged 5 SP:Iteration 11Q (2.951524 sec): 3 clusters Score: Raw -106972.118366 + Penalty 211.671120 = -106760.447246 nChanged 6 SP:Iteration 12Q (2.958001 sec): 3 clusters Score: Raw -106972.899993 + Penalty 212.126407 = -106760.773585 nChanged 7 SP:Iteration 13Q (2.964539 sec): 3 clusters Score: Raw -106973.547483 + Penalty 212.675187 = -106760.872295 nChanged 3 SP:Iteration 14Q (2.971065 sec): 3 clusters Score: Raw -106973.686804 + Penalty 212.587296 = -106761.099508 nChanged 1 SP:Iteration 15Q (2.977536 sec): 3 clusters Score: Raw -106973.754487 + Penalty 212.587296 = -106761.167191 nChanged 0 SP:Iteration 16F (2.985430 sec): 3 clusters Score: Raw -106973.754487 + Penalty 212.587296 = -106761.167191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 3 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.988393 sec): 2 clusters Score: Raw -2468.436042 + Penalty 301.172051 = -2167.263991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.988800 sec): 3 clusters Score: Raw -2433.968663 + Penalty 611.334756 = -1822.633907 nChanged 20 SP:Iteration 1F (2.989173 sec): 3 clusters Score: Raw -2447.268741 + Penalty 614.205135 = -1833.063606 nChanged 4 SP:Iteration 2Q (2.989546 sec): 3 clusters Score: Raw -2450.086121 + Penalty 616.744620 = -1833.341501 nChanged 3 SP:Iteration 3Q (2.989919 sec): 3 clusters Score: Raw -2452.709850 + Penalty 622.314093 = -1830.395757 nChanged 4 SP:Iteration 4F (2.990293 sec): 3 clusters Score: Raw -2456.286185 + Penalty 635.274138 = -1821.012047 nChanged 3 SP:Iteration 5F (2.990666 sec): 3 clusters Score: Raw -2460.411730 + Penalty 642.885677 = -1817.526053 nChanged 5 SP:Iteration 6F (2.991039 sec): 3 clusters Score: Raw -2468.294272 + Penalty 647.134623 = -1821.159648 nChanged 1 SP:Iteration 7Q (2.991410 sec): 3 clusters Score: Raw -2469.262949 + Penalty 652.766236 = -1816.496713 nChanged 1 SP:Iteration 8F (2.991783 sec): 3 clusters Score: Raw -2472.031745 + Penalty 652.766236 = -1819.265509 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 4 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.998683 sec): 2 clusters Score: Raw -33334.755172 + Penalty 130.940265 = -33203.814908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.001258 sec): 3 clusters Score: Raw -32477.625739 + Penalty 259.749131 = -32217.876608 nChanged 587 SP:Iteration 1F (3.003787 sec): 3 clusters Score: Raw -32722.428392 + Penalty 253.411150 = -32469.017242 nChanged 157 SP:Iteration 2F (3.006321 sec): 3 clusters Score: Raw -32789.583674 + Penalty 247.188278 = -32542.395395 nChanged 93 SP:Iteration 3F (3.008845 sec): 3 clusters Score: Raw -32860.397351 + Penalty 244.217487 = -32616.179864 nChanged 103 SP:Iteration 4F (3.011368 sec): 3 clusters Score: Raw -32960.396950 + Penalty 245.585904 = -32714.811046 nChanged 120 SP:Iteration 5F (3.014015 sec): 3 clusters Score: Raw -33115.098319 + Penalty 244.795552 = -32870.302767 nChanged 61 SP:Iteration 6Q (3.016569 sec): 3 clusters Score: Raw -33173.898836 + Penalty 247.368538 = -32926.530299 nChanged 44 SP:Iteration 7Q (3.018784 sec): 3 clusters Score: Raw -33207.537336 + Penalty 246.282723 = -32961.254613 nChanged 43 SP:Iteration 8Q (3.020964 sec): 3 clusters Score: Raw -33243.176551 + Penalty 253.557491 = -32989.619061 nChanged 40 SP:Iteration 9Q (3.023099 sec): 3 clusters Score: Raw -33278.545751 + Penalty 260.738840 = -33017.806910 nChanged 25 SP:Iteration 10F (3.025619 sec): 3 clusters Score: Raw -33301.356905 + Penalty 267.491669 = -33033.865236 nChanged 13 SP:Iteration 11Q (3.027706 sec): 3 clusters Score: Raw -33311.831593 + Penalty 280.175604 = -33031.655989 nChanged 11 SP:Iteration 12F (3.030229 sec): 3 clusters Score: Raw -33319.461791 + Penalty 278.234465 = -33041.227326 nChanged 9 SP:Iteration 13Q (3.032284 sec): 3 clusters Score: Raw -33325.056922 + Penalty 280.081960 = -33044.974962 nChanged 9 SP:Iteration 14Q (3.034338 sec): 3 clusters Score: Raw -33332.503483 + Penalty 296.641227 = -33035.862256 nChanged 7 SP:Iteration 15F (3.036852 sec): 3 clusters Score: Raw -33338.840279 + Penalty 308.282762 = -33030.557517 nChanged 2 SP:Iteration 16F (3.039425 sec): 3 clusters Score: Raw -33339.441257 + Penalty 315.243445 = -33024.197812 nChanged 1 SP:Iteration 17F (3.042000 sec): 3 clusters Score: Raw -33340.443097 + Penalty 312.302339 = -33028.140758 nChanged 1 SP:Iteration 18Q (3.044051 sec): 3 clusters Score: Raw -33340.822972 + Penalty 312.302339 = -33028.520633 nChanged 0 SP:Iteration 19F (3.046622 sec): 3 clusters Score: Raw -33340.822972 + Penalty 312.302339 = -33028.520633 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 5 (956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.051825 sec): 2 clusters Score: Raw -22504.361028 + Penalty 79.177387 = -22425.183640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.053735 sec): 3 clusters Score: Raw -21930.948185 + Penalty 173.057611 = -21757.890575 nChanged 423 SP:Iteration 1F (3.055582 sec): 3 clusters Score: Raw -22243.597139 + Penalty 179.307514 = -22064.289625 nChanged 95 SP:Iteration 2F (3.057433 sec): 3 clusters Score: Raw -22300.051359 + Penalty 184.104955 = -22115.946404 nChanged 44 SP:Iteration 3Q (3.059281 sec): 3 clusters Score: Raw -22334.656984 + Penalty 190.434666 = -22144.222318 nChanged 41 SP:Iteration 4Q (3.061164 sec): 3 clusters Score: Raw -22365.021259 + Penalty 199.997950 = -22165.023310 nChanged 40 SP:Iteration 5Q (3.063015 sec): 3 clusters Score: Raw -22396.561906 + Penalty 212.645750 = -22183.916156 nChanged 37 SP:Iteration 6Q (3.064827 sec): 3 clusters Score: Raw -22428.256646 + Penalty 227.869449 = -22200.387197 nChanged 33 SP:Iteration 7Q (3.066577 sec): 3 clusters Score: Raw -22466.235272 + Penalty 237.538193 = -22228.697079 nChanged 23 SP:Iteration 8Q (3.068302 sec): 3 clusters Score: Raw -22486.106615 + Penalty 247.963799 = -22238.142816 nChanged 19 SP:Iteration 9Q (3.069987 sec): 3 clusters Score: Raw -22502.529408 + Penalty 253.477014 = -22249.052394 nChanged 15 SP:Iteration 10F (3.071883 sec): 3 clusters Score: Raw -22519.053367 + Penalty 246.434754 = -22272.618612 nChanged 16 SP:Iteration 11Q (3.073494 sec): 3 clusters Score: Raw -22539.483840 + Penalty 237.092214 = -22302.391626 nChanged 22 SP:Iteration 12Q (3.075138 sec): 3 clusters Score: Raw -22563.181721 + Penalty 229.398654 = -22333.783067 nChanged 20 SP:Iteration 13Q (3.076769 sec): 3 clusters Score: Raw -22583.244294 + Penalty 226.597929 = -22356.646366 nChanged 17 SP:Iteration 14Q (3.078371 sec): 3 clusters Score: Raw -22593.161960 + Penalty 222.106905 = -22371.055056 nChanged 12 SP:Iteration 15Q (3.079977 sec): 3 clusters Score: Raw -22599.589519 + Penalty 217.685137 = -22381.904382 nChanged 11 SP:Iteration 16Q (3.081593 sec): 3 clusters Score: Raw -22603.943690 + Penalty 214.943880 = -22388.999810 nChanged 6 SP:Iteration 17Q (3.083204 sec): 3 clusters Score: Raw -22605.075121 + Penalty 212.856716 = -22392.218405 nChanged 5 SP:Iteration 18Q (3.084818 sec): 3 clusters Score: Raw -22606.511192 + Penalty 210.463766 = -22396.047425 nChanged 7 SP:Iteration 19Q (3.086431 sec): 3 clusters Score: Raw -22607.980384 + Penalty 209.623159 = -22398.357225 nChanged 3 SP:Iteration 20F (3.088311 sec): 3 clusters Score: Raw -22608.207284 + Penalty 209.327168 = -22398.880116 nChanged 1 SP:Iteration 21Q (3.089973 sec): 3 clusters Score: Raw -22608.257886 + Penalty 208.850596 = -22399.407290 nChanged 1 SP:Iteration 22Q (3.091632 sec): 3 clusters Score: Raw -22608.305354 + Penalty 208.378239 = -22399.927115 nChanged 1 SP:Iteration 23Q (3.093311 sec): 3 clusters Score: Raw -22608.323153 + Penalty 207.910047 = -22400.413106 nChanged 1 SP:Iteration 24Q (3.094969 sec): 3 clusters Score: Raw -22608.373047 + Penalty 207.445970 = -22400.927077 nChanged 1 SP:Iteration 25Q (3.096601 sec): 3 clusters Score: Raw -22608.473654 + Penalty 206.899778 = -22401.573875 nChanged 2 SP:Iteration 26Q (3.098236 sec): 3 clusters Score: Raw -22608.606228 + Penalty 206.899778 = -22401.706450 nChanged 0 SP:Iteration 27F (3.100074 sec): 3 clusters Score: Raw -22608.606228 + Penalty 206.899778 = -22401.706450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 6 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.100810 sec): 2 clusters Score: Raw -1329.520684 + Penalty 161.133219 = -1168.387465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.101111 sec): 3 clusters Score: Raw -1306.854402 + Penalty 331.616045 = -975.238357 nChanged 7 SP:Iteration 1F (3.101405 sec): 3 clusters Score: Raw -1317.309953 + Penalty 324.810830 = -992.499123 nChanged 4 SP:Iteration 2F (3.101696 sec): 3 clusters Score: Raw -1321.413514 + Penalty 324.810830 = -996.602684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 7 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.102302 sec): 2 clusters Score: Raw -1724.214898 + Penalty 245.771392 = -1478.443507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.102628 sec): 3 clusters Score: Raw -1723.463637 + Penalty 491.486938 = -1231.976698 nChanged 8 SP:Iteration 1F (3.102948 sec): 3 clusters Score: Raw -1732.626064 + Penalty 491.682373 = -1240.943690 nChanged 2 SP:Iteration 2Q (3.103262 sec): 3 clusters Score: Raw -1738.031923 + Penalty 491.060598 = -1246.971326 nChanged 1 SP:Iteration 3Q (3.103575 sec): 3 clusters Score: Raw -1739.865295 + Penalty 491.385140 = -1248.480155 nChanged 1 SP:Iteration 4Q (3.103888 sec): 3 clusters Score: Raw -1741.684291 + Penalty 491.385140 = -1250.299151 nChanged 0 SP:Iteration 5F (3.104207 sec): 3 clusters Score: Raw -1741.684291 + Penalty 491.385140 = -1250.299151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 8 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.104784 sec): 2 clusters Score: Raw -1549.048860 + Penalty 373.179233 = -1175.869627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.105109 sec): 3 clusters Score: Raw -1530.955250 + Penalty 746.661386 = -784.293864 nChanged 3 SP:Iteration 1F (3.105412 sec): 3 clusters Score: Raw -1541.490496 + Penalty 746.661386 = -794.829110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 9 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.107339 sec): 2 clusters Score: Raw -8173.200517 + Penalty 112.483198 = -8060.717319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.108145 sec): 3 clusters Score: Raw -7975.111413 + Penalty 226.663771 = -7748.447643 nChanged 141 SP:Iteration 1F (3.108925 sec): 3 clusters Score: Raw -8057.397060 + Penalty 231.445003 = -7825.952056 nChanged 35 SP:Iteration 2F (3.109704 sec): 3 clusters Score: Raw -8084.548642 + Penalty 233.057153 = -7851.491489 nChanged 19 SP:Iteration 3F (3.110481 sec): 3 clusters Score: Raw -8097.611162 + Penalty 233.221324 = -7864.389839 nChanged 19 SP:Iteration 4F (3.111277 sec): 3 clusters Score: Raw -8117.756437 + Penalty 226.628331 = -7891.128105 nChanged 13 SP:Iteration 5Q (3.112068 sec): 3 clusters Score: Raw -8133.490573 + Penalty 225.172223 = -7908.318350 nChanged 7 SP:Iteration 6Q (3.112830 sec): 3 clusters Score: Raw -8137.318089 + Penalty 228.062188 = -7909.255901 nChanged 7 SP:Iteration 7Q (3.113577 sec): 3 clusters Score: Raw -8140.407755 + Penalty 234.184249 = -7906.223506 nChanged 8 SP:Iteration 8F (3.114354 sec): 3 clusters Score: Raw -8143.816729 + Penalty 237.630403 = -7906.186326 nChanged 5 SP:Iteration 9F (3.115130 sec): 3 clusters Score: Raw -8146.506302 + Penalty 243.758641 = -7902.747661 nChanged 9 SP:Iteration 10F (3.115907 sec): 3 clusters Score: Raw -8154.200210 + Penalty 256.830854 = -7897.369355 nChanged 10 SP:Iteration 11F (3.116687 sec): 3 clusters Score: Raw -8162.148871 + Penalty 262.519446 = -7899.629424 nChanged 8 SP:Iteration 12Q (3.117409 sec): 3 clusters Score: Raw -8171.433938 + Penalty 277.081795 = -7894.352144 nChanged 6 SP:Iteration 13F (3.118187 sec): 3 clusters Score: Raw -8174.954108 + Penalty 280.938511 = -7894.015597 nChanged 3 SP:Iteration 14F (3.118967 sec): 3 clusters Score: Raw -8176.413958 + Penalty 283.152498 = -7893.261459 nChanged 4 SP:Iteration 15F (3.119742 sec): 3 clusters Score: Raw -8180.948287 + Penalty 283.152498 = -7897.795789 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 10 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.122388 sec): 2 clusters Score: Raw -21403.991793 + Penalty 210.327838 = -21193.663955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.123992 sec): 3 clusters Score: Raw -20934.554065 + Penalty 415.376495 = -20519.177570 nChanged 347 SP:Iteration 1F (3.125585 sec): 3 clusters Score: Raw -21277.663704 + Penalty 407.487356 = -20870.176349 nChanged 87 SP:Iteration 2F (3.127203 sec): 3 clusters Score: Raw -21376.758488 + Penalty 391.280442 = -20985.478045 nChanged 45 SP:Iteration 3F (3.128791 sec): 3 clusters Score: Raw -21426.342834 + Penalty 381.247821 = -21045.095013 nChanged 24 SP:Iteration 4Q (3.130360 sec): 3 clusters Score: Raw -21449.918205 + Penalty 376.802407 = -21073.115798 nChanged 10 SP:Iteration 5Q (3.131855 sec): 3 clusters Score: Raw -21471.504358 + Penalty 371.792987 = -21099.711371 nChanged 7 SP:Iteration 6Q (3.133244 sec): 3 clusters Score: Raw -21479.584190 + Penalty 369.699267 = -21109.884923 nChanged 5 SP:Iteration 7Q (3.134600 sec): 3 clusters Score: Raw -21482.599941 + Penalty 369.659696 = -21112.940245 nChanged 1 SP:Iteration 8Q (3.135959 sec): 3 clusters Score: Raw -21482.800998 + Penalty 369.659696 = -21113.141302 nChanged 0 SP:Iteration 9F (3.137477 sec): 3 clusters Score: Raw -21482.800998 + Penalty 369.659696 = -21113.141302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 11 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.138467 sec): 2 clusters Score: Raw -4645.174723 + Penalty 177.013920 = -4468.160802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.138969 sec): 3 clusters Score: Raw -4568.451849 + Penalty 373.787915 = -4194.663935 nChanged 38 SP:Iteration 1F (3.139428 sec): 3 clusters Score: Raw -4604.571431 + Penalty 371.276841 = -4233.294590 nChanged 17 SP:Iteration 2F (3.139885 sec): 3 clusters Score: Raw -4625.452216 + Penalty 361.829364 = -4263.622852 nChanged 12 SP:Iteration 3F (3.140358 sec): 3 clusters Score: Raw -4637.482261 + Penalty 489.490544 = -4147.991716 nChanged 7 SP:Iteration 4F (3.140806 sec): 3 clusters Score: Raw -4642.644284 + Penalty 177.013920 = -4465.630363 nChanged 1 SP:Iteration 5Q (3.141185 sec): 2 clusters Score: Raw -4645.174723 + Penalty 177.013920 = -4468.160802 nChanged 0 SP:Iteration 6F (3.141570 sec): 2 clusters Score: Raw -4645.174723 + Penalty 177.013920 = -4468.160802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 12 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.142095 sec): 2 clusters Score: Raw -789.378605 + Penalty 356.742074 = -432.636531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.142353 sec): 3 clusters Score: Raw -816.186807 + Penalty 711.330230 = -104.856578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 13 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.142931 sec): 2 clusters Score: Raw -1731.439072 + Penalty 124.791740 = -1606.647331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.143235 sec): 3 clusters Score: Raw -1693.382432 + Penalty 250.204800 = -1443.177632 nChanged 10 SP:Iteration 1F (3.143541 sec): 3 clusters Score: Raw -1701.137020 + Penalty 252.059330 = -1449.077690 nChanged 4 SP:Iteration 2F (3.143843 sec): 3 clusters Score: Raw -1705.136308 + Penalty 249.175640 = -1455.960668 nChanged 4 SP:Iteration 3F (3.144129 sec): 3 clusters Score: Raw -1708.180334 + Penalty 242.064068 = -1466.116265 nChanged 5 SP:Iteration 4F (3.144411 sec): 3 clusters Score: Raw -1715.468599 + Penalty 226.870044 = -1488.598555 nChanged 7 SP:Iteration 5F (3.144692 sec): 3 clusters Score: Raw -1728.778761 + Penalty 124.791740 = -1603.987021 nChanged 1 SP:Iteration 6Q (3.144949 sec): 2 clusters Score: Raw -1731.439072 + Penalty 124.791740 = -1606.647331 nChanged 0 SP:Iteration 7F (3.145210 sec): 2 clusters Score: Raw -1731.439072 + Penalty 124.791740 = -1606.647331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 14 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.145785 sec): 2 clusters Score: Raw -1260.786705 + Penalty 226.440994 = -1034.345710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.146096 sec): 3 clusters Score: Raw -1258.325678 + Penalty 452.794156 = -805.531521 nChanged 3 SP:Iteration 1F (3.146399 sec): 3 clusters Score: Raw -1264.713047 + Penalty 453.887987 = -810.825060 nChanged 1 SP:Iteration 2Q (3.146697 sec): 3 clusters Score: Raw -1266.319446 + Penalty 453.887987 = -812.431459 nChanged 0 SP:Iteration 3F (3.146996 sec): 3 clusters Score: Raw -1266.319446 + Penalty 453.887987 = -812.431459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 15 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.147445 sec): 2 clusters Score: Raw -59.653320 + Penalty 61.952348 = 2.299028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.147653 sec): 3 clusters Score: Raw -54.713960 + Penalty 123.904695 = 69.190735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 16 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.148114 sec): 2 clusters Score: Raw -164.047441 + Penalty 109.841680 = -54.205761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.148331 sec): 3 clusters Score: Raw -165.546841 + Penalty 216.749970 = 51.203129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 17 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.149237 sec): 2 clusters Score: Raw -5191.857995 + Penalty 350.949998 = -4840.907997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.149747 sec): 3 clusters Score: Raw -5087.714115 + Penalty 713.747250 = -4373.966865 nChanged 45 SP:Iteration 1F (3.150248 sec): 3 clusters Score: Raw -5135.425105 + Penalty 724.315478 = -4411.109628 nChanged 12 SP:Iteration 2F (3.150757 sec): 3 clusters Score: Raw -5148.281909 + Penalty 731.035686 = -4417.246223 nChanged 8 SP:Iteration 3Q (3.151266 sec): 3 clusters Score: Raw -5157.812342 + Penalty 735.228920 = -4422.583422 nChanged 8 SP:Iteration 4Q (3.151757 sec): 3 clusters Score: Raw -5167.018053 + Penalty 755.191258 = -4411.826794 nChanged 9 SP:Iteration 5F (3.152266 sec): 3 clusters Score: Raw -5179.361419 + Penalty 785.347124 = -4394.014294 nChanged 5 SP:Iteration 6F (3.152787 sec): 3 clusters Score: Raw -5183.613509 + Penalty 814.890735 = -4368.722774 nChanged 2 SP:Iteration 7F (3.153310 sec): 3 clusters Score: Raw -5188.145385 + Penalty 852.275622 = -4335.869763 nChanged 3 SP:Iteration 8F (3.153831 sec): 3 clusters Score: Raw -5193.712848 + Penalty 879.845067 = -4313.867781 nChanged 2 SP:Iteration 9F (3.154351 sec): 3 clusters Score: Raw -5199.328835 + Penalty 879.845067 = -4319.483768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 18 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.154827 sec): 2 clusters Score: Raw -345.220624 + Penalty 250.965262 = -94.255362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.155058 sec): 3 clusters Score: Raw -351.017194 + Penalty 511.247697 = 160.230503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 19 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.155513 sec): 2 clusters Score: Raw -109.294335 + Penalty 111.994003 = 2.699668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.155724 sec): 3 clusters Score: Raw -100.067610 + Penalty 240.196826 = 140.129215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 21 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.156235 sec): 2 clusters Score: Raw -873.726100 + Penalty 353.610510 = -520.115590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.156489 sec): 3 clusters Score: Raw -891.977848 + Penalty 707.221019 = -184.756828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 22 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.157002 sec): 2 clusters Score: Raw -797.248449 + Penalty 243.326696 = -553.921754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.157264 sec): 3 clusters Score: Raw -797.759050 + Penalty 493.812811 = -303.946239 nChanged 2 SP:Iteration 1F (3.157522 sec): 3 clusters Score: Raw -800.889417 + Penalty 501.812788 = -299.076629 nChanged 1 SP:Iteration 2F (3.157778 sec): 3 clusters Score: Raw -802.326930 + Penalty 513.645083 = -288.681846 nChanged 2 SP:Iteration 3F (3.158033 sec): 3 clusters Score: Raw -807.287914 + Penalty 522.082620 = -285.205295 nChanged 1 SP:Iteration 4F (3.158289 sec): 3 clusters Score: Raw -808.504733 + Penalty 522.082620 = -286.422113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 24 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.158760 sec): 2 clusters Score: Raw -335.235566 + Penalty 172.946908 = -162.288658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.158988 sec): 3 clusters Score: Raw -337.122392 + Penalty 350.511671 = 13.389279 nChanged 1 SP:Iteration 1F (3.159212 sec): 3 clusters Score: Raw -342.310470 + Penalty 350.511671 = 8.201201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.160077 sec): 2 clusters Score: Raw -4086.364617 + Penalty 173.282044 = -3913.082573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.160578 sec): 3 clusters Score: Raw -4007.875799 + Penalty 352.797462 = -3655.078338 nChanged 42 SP:Iteration 1F (3.161078 sec): 3 clusters Score: Raw -4040.202024 + Penalty 351.237302 = -3688.964722 nChanged 19 SP:Iteration 2F (3.161578 sec): 3 clusters Score: Raw -4057.922104 + Penalty 347.940376 = -3709.981727 nChanged 16 SP:Iteration 3F (3.162071 sec): 3 clusters Score: Raw -4078.872578 + Penalty 345.713450 = -3733.159127 nChanged 10 SP:Iteration 4F (3.162563 sec): 3 clusters Score: Raw -4084.130313 + Penalty 345.702089 = -3738.428223 nChanged 2 SP:Iteration 5Q (3.163042 sec): 3 clusters Score: Raw -4085.119491 + Penalty 346.015813 = -3739.103678 nChanged 4 SP:Iteration 6Q (3.163523 sec): 3 clusters Score: Raw -4086.676234 + Penalty 346.564089 = -3740.112145 nChanged 2 SP:Iteration 7Q (3.164002 sec): 3 clusters Score: Raw -4088.329289 + Penalty 347.083650 = -3741.245639 nChanged 2 SP:Iteration 8Q (3.164481 sec): 3 clusters Score: Raw -4089.065356 + Penalty 348.405222 = -3740.660134 nChanged 3 SP:Iteration 9F (3.164973 sec): 3 clusters Score: Raw -4089.972071 + Penalty 350.074980 = -3739.897091 nChanged 4 SP:Iteration 10F (3.165465 sec): 3 clusters Score: Raw -4093.122777 + Penalty 352.806259 = -3740.316518 nChanged 6 SP:Iteration 11Q (3.165945 sec): 3 clusters Score: Raw -4097.821374 + Penalty 356.528818 = -3741.292556 nChanged 3 SP:Iteration 12Q (3.166428 sec): 3 clusters Score: Raw -4100.100372 + Penalty 356.565352 = -3743.535021 nChanged 1 SP:Iteration 13Q (3.166909 sec): 3 clusters Score: Raw -4100.449127 + Penalty 357.407214 = -3743.041913 nChanged 1 SP:Iteration 14F (3.167401 sec): 3 clusters Score: Raw -4100.737617 + Penalty 359.574437 = -3741.163180 nChanged 2 SP:Iteration 15F (3.167891 sec): 3 clusters Score: Raw -4101.511744 + Penalty 362.401871 = -3739.109873 nChanged 2 SP:Iteration 16F (3.168382 sec): 3 clusters Score: Raw -4102.404238 + Penalty 363.503957 = -3738.900281 nChanged 1 SP:Iteration 17F (3.168873 sec): 3 clusters Score: Raw -4102.633070 + Penalty 365.648813 = -3736.984258 nChanged 1 SP:Iteration 18F (3.169364 sec): 3 clusters Score: Raw -4102.795575 + Penalty 365.131425 = -3737.664150 nChanged 1 SP:Iteration 19Q (3.169846 sec): 3 clusters Score: Raw -4103.305101 + Penalty 369.383771 = -3733.921329 nChanged 3 SP:Iteration 20F (3.170337 sec): 3 clusters Score: Raw -4105.708413 + Penalty 371.020965 = -3734.687448 nChanged 2 SP:Iteration 21Q (3.170814 sec): 3 clusters Score: Raw -4107.805422 + Penalty 372.890935 = -3734.914487 nChanged 2 SP:Iteration 22Q (3.171288 sec): 3 clusters Score: Raw -4109.124324 + Penalty 374.467317 = -3734.657007 nChanged 1 SP:Iteration 23F (3.171779 sec): 3 clusters Score: Raw -4109.342271 + Penalty 374.467317 = -3734.874954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 30 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.172239 sec): 2 clusters Score: Raw -129.690209 + Penalty 103.446969 = -26.243239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.172450 sec): 3 clusters Score: Raw -126.624065 + Penalty 192.531871 = 65.907806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 32 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.172909 sec): 2 clusters Score: Raw -158.677402 + Penalty 117.961635 = -40.715766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.173134 sec): 3 clusters Score: Raw -153.734729 + Penalty 238.687825 = 84.953097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 33 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.173645 sec): 2 clusters Score: Raw -473.363408 + Penalty 249.715054 = -223.648354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.173890 sec): 3 clusters Score: Raw -515.558429 + Penalty 499.430108 = -16.128322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 35 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.174345 sec): 2 clusters Score: Raw -120.060923 + Penalty 80.099569 = -39.961354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.174560 sec): 3 clusters Score: Raw -120.479980 + Penalty 160.199138 = 39.719159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 37 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.175004 sec): 2 clusters Score: Raw -30.140890 + Penalty 0.000000 = -30.140890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.175194 sec): 2 clusters Score: Raw -30.140890 + Penalty 0.000000 = -30.140890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 38 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.175657 sec): 2 clusters Score: Raw -230.623211 + Penalty 171.970835 = -58.652376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.175879 sec): 3 clusters Score: Raw -228.696332 + Penalty 343.720017 = 115.023685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 39 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.176340 sec): 2 clusters Score: Raw -157.111845 + Penalty 133.560353 = -23.551493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.176557 sec): 3 clusters Score: Raw -155.498458 + Penalty 269.909876 = 114.411418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 42 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.177000 sec): 2 clusters Score: Raw -29.751105 + Penalty 0.000000 = -29.751105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.177189 sec): 2 clusters Score: Raw -29.751105 + Penalty 0.000000 = -29.751105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 43 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.177642 sec): 2 clusters Score: Raw -134.931863 + Penalty 112.063761 = -22.868101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.177853 sec): 3 clusters Score: Raw -128.121350 + Penalty 112.063761 = -16.057589 nChanged 1 SP:Iteration 1F (3.178047 sec): 2 clusters Score: Raw -134.931863 + Penalty 112.063761 = -22.868101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 45 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.178499 sec): 2 clusters Score: Raw -133.082662 + Penalty 133.125700 = 0.043039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.178714 sec): 3 clusters Score: Raw -128.964112 + Penalty 266.251401 = 137.287289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 47 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.179156 sec): 2 clusters Score: Raw -28.900293 + Penalty 0.000000 = -28.900293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.179347 sec): 2 clusters Score: Raw -28.900293 + Penalty 0.000000 = -28.900293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 49 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.179810 sec): 2 clusters Score: Raw -199.047384 + Penalty 172.702459 = -26.344926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.180027 sec): 3 clusters Score: Raw -204.357205 + Penalty 315.243048 = 110.885843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 50 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.180493 sec): 2 clusters Score: Raw -62.752869 + Penalty 51.678968 = -11.073901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.180688 sec): 2 clusters Score: Raw -62.752869 + Penalty 51.678968 = -11.073901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 51 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.181140 sec): 2 clusters Score: Raw -141.715361 + Penalty 128.003742 = -13.711619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.181353 sec): 3 clusters Score: Raw -132.073224 + Penalty 256.007483 = 123.934259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 54 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.181815 sec): 2 clusters Score: Raw -172.107651 + Penalty 139.060678 = -33.046973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.182033 sec): 3 clusters Score: Raw -176.964411 + Penalty 286.049661 = 109.085250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 55 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.182490 sec): 2 clusters Score: Raw -184.169458 + Penalty 156.624846 = -27.544612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.182708 sec): 3 clusters Score: Raw -182.631578 + Penalty 331.822509 = 149.190932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 56 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.183154 sec): 2 clusters Score: Raw -56.824495 + Penalty 37.841985 = -18.982510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.183348 sec): 2 clusters Score: Raw -56.824495 + Penalty 37.841985 = -18.982510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 57 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.183811 sec): 2 clusters Score: Raw -235.076424 + Penalty 198.536856 = -36.539568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.184036 sec): 3 clusters Score: Raw -252.251645 + Penalty 401.113149 = 148.861504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 58 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.184483 sec): 2 clusters Score: Raw -63.192463 + Penalty 48.897894 = -14.294569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.184692 sec): 3 clusters Score: Raw -56.658440 + Penalty 97.795788 = 41.137347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 59 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.185153 sec): 2 clusters Score: Raw -206.424393 + Penalty 168.812006 = -37.612386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.185377 sec): 3 clusters Score: Raw -212.713319 + Penalty 322.944682 = 110.231363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 60 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.185820 sec): 2 clusters Score: Raw -30.351253 + Penalty 0.000000 = -30.351253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.186017 sec): 2 clusters Score: Raw -30.351253 + Penalty 0.000000 = -30.351253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 61 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.186459 sec): 2 clusters Score: Raw -28.652978 + Penalty 0.000000 = -28.652978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.186649 sec): 2 clusters Score: Raw -28.652978 + Penalty 0.000000 = -28.652978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 62 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.187138 sec): 2 clusters Score: Raw -290.299029 + Penalty 143.394481 = -146.904548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.187370 sec): 3 clusters Score: Raw -304.535163 + Penalty 274.744141 = -29.791022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 64 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.187841 sec): 2 clusters Score: Raw -347.612313 + Penalty 249.772314 = -97.839999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.188069 sec): 3 clusters Score: Raw -363.833395 + Penalty 499.544629 = 135.711234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 65 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.188532 sec): 2 clusters Score: Raw -224.591149 + Penalty 147.533660 = -77.057488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.188755 sec): 3 clusters Score: Raw -231.505067 + Penalty 291.141182 = 59.636114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 66 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.189202 sec): 2 clusters Score: Raw -62.674779 + Penalty 51.743645 = -10.931135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.189396 sec): 2 clusters Score: Raw -62.674779 + Penalty 51.743645 = -10.931135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 67 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.189841 sec): 2 clusters Score: Raw -61.442647 + Penalty 55.564004 = -5.878643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.190048 sec): 3 clusters Score: Raw -54.972248 + Penalty 111.128007 = 56.155759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 69 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.190492 sec): 2 clusters Score: Raw -29.740376 + Penalty 0.000000 = -29.740376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.190683 sec): 2 clusters Score: Raw -29.740376 + Penalty 0.000000 = -29.740376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 70 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.191123 sec): 2 clusters Score: Raw -30.960619 + Penalty 0.000000 = -30.960619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.191314 sec): 2 clusters Score: Raw -30.960619 + Penalty 0.000000 = -30.960619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 71 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.191769 sec): 2 clusters Score: Raw -153.703070 + Penalty 98.005748 = -55.697322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.191983 sec): 3 clusters Score: Raw -151.719560 + Penalty 189.518030 = 37.798469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 73 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.192420 sec): 2 clusters Score: Raw -28.305785 + Penalty 0.000000 = -28.305785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.192608 sec): 2 clusters Score: Raw -28.305785 + Penalty 0.000000 = -28.305785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 76 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.193055 sec): 2 clusters Score: Raw -63.181586 + Penalty 62.085798 = -1.095788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.193249 sec): 2 clusters Score: Raw -63.181586 + Penalty 62.085798 = -1.095788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 78 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.193716 sec): 2 clusters Score: Raw -102.318388 + Penalty 94.496996 = -7.821393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.193913 sec): 2 clusters Score: Raw -102.318388 + Penalty 94.496996 = -7.821393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 80 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.194362 sec): 2 clusters Score: Raw -62.150286 + Penalty 67.831858 = 5.681573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.194555 sec): 2 clusters Score: Raw -62.150286 + Penalty 67.831858 = 5.681573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.195001 sec): 2 clusters Score: Raw -64.324964 + Penalty 58.394848 = -5.930116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.195210 sec): 3 clusters Score: Raw -57.819793 + Penalty 116.789697 = 58.969904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 83 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.195667 sec): 2 clusters Score: Raw -158.399767 + Penalty 119.571628 = -38.828138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.195884 sec): 3 clusters Score: Raw -153.232831 + Penalty 241.881437 = 88.648606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 86 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.196336 sec): 2 clusters Score: Raw -62.838206 + Penalty 49.418688 = -13.419519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.196540 sec): 3 clusters Score: Raw -56.535965 + Penalty 98.837375 = 42.301410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.196987 sec): 2 clusters Score: Raw -61.262714 + Penalty 62.238555 = 0.975841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.197182 sec): 2 clusters Score: Raw -61.262714 + Penalty 62.238555 = 0.975841 nChanged 0 Deleting Class 70 (1 points): Lose 10.969410 but Gain 1039.695444 Iteration 20F (3.579205 sec): 61 clusters Score: Raw -335321.036425 + Penalty 41893.232789 = -293427.803636 nChanged 9 Deleting Class 42 (1 points): Lose 6.569090 but Gain 990.140319 Iteration 21Q (3.616486 sec): 60 clusters Score: Raw -335320.228980 + Penalty 40906.045539 = -294414.183441 nChanged 9 Deleting Class 64 (10 points): Lose 50.253938 but Gain 1028.628512 Iteration 22Q (3.653821 sec): 59 clusters Score: Raw -335277.997923 + Penalty 39914.541673 = -295363.456250 nChanged 17 Deleting Class 69 (1 points): Lose 4.030432 but Gain 973.746210 Iteration 23Q (3.691254 sec): 58 clusters Score: Raw -335313.836744 + Penalty 38976.482155 = -296337.354590 nChanged 10 Deleting Class 18 (10 points): Lose 90.267619 but Gain 1033.541388 Iteration 24Q (3.728400 sec): 57 clusters Score: Raw -335231.835134 + Penalty 39544.875906 = -295686.959228 nChanged 19 Deleting Class 19 (3 points): Lose 25.459838 but Gain 966.674506 Iteration 25F (4.076357 sec): 56 clusters Score: Raw -335242.497441 + Penalty 38585.083029 = -296657.414412 nChanged 15 Deleting Class 21 (25 points): Lose 128.699866 but Gain 1069.477677 Iteration 26Q (4.112904 sec): 55 clusters Score: Raw -335127.962749 + Penalty 37543.194193 = -297584.768557 nChanged 32 Deleting Class 12 (28 points): Lose 157.961557 but Gain 1078.636673 Iteration 27Q (4.150703 sec): 54 clusters Score: Raw -335041.982468 + Penalty 35933.856931 = -299108.125537 nChanged 43 Deleting Class 89 (3 points): Lose 32.794948 but Gain 970.443849 Iteration 28Q (4.188455 sec): 52 clusters Score: Raw -335124.444552 + Penalty 34982.551716 = -300141.892837 nChanged 20 Deleting Class 60 (1 points): Lose 9.595768 but Gain 929.272463 Iteration 29Q (4.224505 sec): 51 clusters Score: Raw -335138.017225 + Penalty 34055.064969 = -301082.952256 nChanged 15 Deleting Class 80 (2 points): Lose 10.781820 but Gain 927.979118 Iteration 30F (4.529879 sec): 50 clusters Score: Raw -335136.118242 + Penalty 33146.116623 = -301990.001620 nChanged 17 Deleting Class 47 (1 points): Lose 5.384503 but Gain 890.755640 Iteration 31Q (4.566564 sec): 49 clusters Score: Raw -335139.814450 + Penalty 32271.420531 = -302868.393919 nChanged 17 Deleting Class 45 (4 points): Lose 26.553409 but Gain 910.618350 Iteration 32Q (4.604362 sec): 48 clusters Score: Raw -335122.224126 + Penalty 31368.092205 = -303754.131921 nChanged 11 Deleting Class 57 (8 points): Lose 29.165637 but Gain 905.366402 Iteration 33Q (4.640841 sec): 47 clusters Score: Raw -335103.244500 + Penalty 30486.268405 = -304616.976095 nChanged 14 Deleting Class 37 (1 points): Lose 0.719902 but Gain 864.169377 Iteration 34Q (4.676451 sec): 46 clusters Score: Raw -335115.961130 + Penalty 29626.018473 = -305489.942657 nChanged 6 Deleting Class 49 (6 points): Lose 57.567363 but Gain 914.005398 Iteration 35Q (4.712484 sec): 45 clusters Score: Raw -335061.806940 + Penalty 28727.218029 = -306334.588910 nChanged 11 Deleting Class 51 (4 points): Lose 19.567489 but Gain 875.582669 Iteration 36Q (4.748169 sec): 44 clusters Score: Raw -335058.843125 + Penalty 27869.873665 = -307188.969460 nChanged 13 Deleting Class 15 (2 points): Lose 6.655245 but Gain 847.544005 Iteration 37Q (4.784009 sec): 43 clusters Score: Raw -335056.395430 + Penalty 27027.020515 = -308029.374916 nChanged 9 Deleting Class 76 (2 points): Lose 27.645747 but Gain 849.369681 Iteration 38Q (4.819363 sec): 42 clusters Score: Raw -335033.205248 + Penalty 26204.894772 = -308828.310476 nChanged 8 Deleting Class 38 (9 points): Lose 48.606995 but Gain 845.889351 Iteration 39Q (4.855392 sec): 41 clusters Score: Raw -334996.417786 + Penalty 25383.920895 = -309612.496892 nChanged 15 Deleting Class 78 (3 points): Lose 20.214490 but Gain 815.649356 Iteration 40F (5.106422 sec): 40 clusters Score: Raw -334997.955104 + Penalty 24573.320678 = -310424.634426 nChanged 9 Deleting Class 55 (6 points): Lose 38.152415 but Gain 828.916718 Iteration 41Q (5.141049 sec): 39 clusters Score: Raw -334965.526096 + Penalty 23779.960133 = -311185.565963 nChanged 14 Deleting Class 82 (2 points): Lose 14.271471 but Gain 798.875355 Iteration 42Q (5.176141 sec): 38 clusters Score: Raw -334969.738728 + Penalty 23007.361087 = -311962.377641 nChanged 12 Deleting Class 59 (7 points): Lose 53.365270 but Gain 822.641278 Iteration 43Q (5.210539 sec): 37 clusters Score: Raw -334922.203731 + Penalty 22232.818821 = -312689.384910 nChanged 19 Deleting Class 22 (29 points): Lose 106.278685 but Gain 862.941052 Iteration 44Q (5.244199 sec): 36 clusters Score: Raw -334839.341356 + Penalty 21449.462926 = -313389.878430 nChanged 36 Deleting Class 43 (4 points): Lose 17.294084 but Gain 766.548586 Iteration 45Q (5.278173 sec): 35 clusters Score: Raw -334880.578680 + Penalty 20693.927945 = -314186.650735 nChanged 21 Deleting Class 67 (2 points): Lose 12.951564 but Gain 760.147757 Iteration 46Q (5.312301 sec): 34 clusters Score: Raw -334889.046637 + Penalty 19970.506229 = -314918.540407 nChanged 19 Deleting Class 39 (5 points): Lose 45.581789 but Gain 786.924883 Iteration 47Q (5.345206 sec): 33 clusters Score: Raw -334866.542761 + Penalty 19205.960503 = -315660.582258 nChanged 23 Deleting Class 33 (21 points): Lose 93.879241 but Gain 827.673327 Iteration 48Q (5.378001 sec): 32 clusters Score: Raw -334792.271342 + Penalty 18430.468076 = -316361.803266 nChanged 39 Deleting Class 73 (1 points): Lose 1.253383 but Gain 729.320342 Iteration 49Q (5.411523 sec): 31 clusters Score: Raw -334858.760733 + Penalty 17681.726590 = -317177.034143 nChanged 18 Deleting Class 83 (6 points): Lose 20.470465 but Gain 723.778281 Iteration 50F (5.603558 sec): 30 clusters Score: Raw -334848.682277 + Penalty 16962.321305 = -317886.360971 nChanged 19 Deleting Class 54 (6 points): Lose 35.880833 but Gain 735.960631 Iteration 51Q (5.635975 sec): 29 clusters Score: Raw -334827.913285 + Penalty 16227.930140 = -318599.983145 nChanged 20 Deleting Class 66 (2 points): Lose 10.110848 but Gain 707.883033 Iteration 52Q (5.668101 sec): 28 clusters Score: Raw -334837.099987 + Penalty 15524.923750 = -319312.176237 nChanged 11 Deleting Class 32 (6 points): Lose 16.251466 but Gain 708.566139 Iteration 53Q (5.699877 sec): 27 clusters Score: Raw -334826.382514 + Penalty 14825.168891 = -320001.213623 nChanged 12 Deleting Class 50 (2 points): Lose 18.307777 but Gain 706.998217 Iteration 54Q (5.731234 sec): 26 clusters Score: Raw -334817.250718 + Penalty 14122.547298 = -320694.703420 nChanged 8 Deleting Class 30 (4 points): Lose 25.982023 but Gain 707.607233 Iteration 55Q (5.762314 sec): 25 clusters Score: Raw -334797.963471 + Penalty 13415.300959 = -321382.662512 nChanged 6 Deleting Class 86 (2 points): Lose 3.169249 but Gain 676.076273 Iteration 56Q (5.794021 sec): 24 clusters Score: Raw -334806.006921 + Penalty 12740.823708 = -322065.183213 nChanged 5 Deleting Class 58 (2 points): Lose 14.936055 but Gain 668.951513 Iteration 57Q (5.824243 sec): 23 clusters Score: Raw -334794.705508 + Penalty 12075.798181 = -322718.907327 nChanged 8 Deleting Class 65 (9 points): Lose 41.540161 but Gain 671.727653 Iteration 58Q (5.854038 sec): 22 clusters Score: Raw -334759.127235 + Penalty 11411.349038 = -323347.778197 nChanged 16 Deleting Class 24 (18 points): Lose 45.910827 but Gain 658.766661 Iteration 59Q (5.884324 sec): 21 clusters Score: Raw -334738.389135 + Penalty 10744.316631 = -323994.072504 nChanged 24 Deleting Class 16 (7 points): Lose 33.971827 but Gain 601.592539 Iteration 60F (6.015009 sec): 20 clusters Score: Raw -334731.097910 + Penalty 10131.018069 = -324600.079841 nChanged 19 Deleting Class 71 (5 points): Lose 25.194797 but Gain 577.440539 Iteration 61Q (6.044697 sec): 19 clusters Score: Raw -334724.528960 + Penalty 9572.132447 = -325152.396513 nChanged 18 Deleting Class 35 (5 points): Lose 36.642805 but Gain 580.561707 Iteration 62Q (6.073650 sec): 18 clusters Score: Raw -334701.020175 + Penalty 8978.984035 = -325722.036141 nChanged 23 Deleting Class 56 (2 points): Lose 20.094857 but Gain 517.700271 Iteration 63Q (6.101987 sec): 17 clusters Score: Raw -334706.122794 + Penalty 6928.671988 = -327777.450806 nChanged 22 Deleting Class 62 (19 points): Lose 84.914616 but Gain 560.389747 Iteration 64Q (6.130316 sec): 16 clusters Score: Raw -334642.903162 + Penalty 6385.640252 = -328257.262910 nChanged 36 Deleting Class 7 (65 points): Lose 147.393628 but Gain 581.383967 Iteration 65Q (6.159665 sec): 15 clusters Score: Raw -334555.200904 + Penalty 5805.294444 = -328749.906460 nChanged 89 Deleting Class 6 (66 points): Lose 111.530541 but Gain 464.015056 Iteration 66Q (6.187903 sec): 14 clusters Score: Raw -334553.167232 + Penalty 5350.116797 = -329203.050435 nChanged 77 Deleting Class 14 (62 points): Lose 284.704707 but Gain 588.946865 Iteration 67Q (6.215387 sec): 13 clusters Score: Raw -334351.275157 + Penalty 4776.148680 = -329575.126477 nChanged 81 Deleting Class 13 (52 points): Lose 66.541257 but Gain 291.699910 Iteration 68Q (6.243030 sec): 12 clusters Score: Raw -334397.507628 + Penalty 4491.666757 = -329905.840870 nChanged 67 Deleting Class 8 (68 points): Lose 741.079176 but Gain 930.530630 Iteration 69Q (6.269950 sec): 11 clusters Score: Raw -333724.126125 + Penalty 5046.601984 = -328677.524141 nChanged 90 Deleting Class 9 (79 points): Lose 139.033610 but Gain 261.787872 Iteration 70F (6.342171 sec): 10 clusters Score: Raw -333862.926407 + Penalty 3403.246602 = -330459.679805 nChanged 120 Deleting Class 11 (149 points): Lose 234.669826 but Gain 341.587508 Iteration 71Q (6.369058 sec): 9 clusters Score: Raw -333877.547215 + Penalty 3078.566961 = -330798.980255 nChanged 184 Iteration 72Q (6.394504 sec): 9 clusters Score: Raw -334112.246033 + Penalty 3075.464722 = -331036.781312 nChanged 31 Iteration 73Q (6.419311 sec): 9 clusters Score: Raw -334152.165909 + Penalty 3083.725765 = -331068.440144 nChanged 13 Iteration 74Q (6.444224 sec): 9 clusters Score: Raw -334166.530738 + Penalty 3086.429538 = -331080.101200 nChanged 6 Iteration 75Q (6.469594 sec): 9 clusters Score: Raw -334170.533825 + Penalty 3087.322366 = -331083.211459 nChanged 2 Iteration 76Q (6.494506 sec): 9 clusters Score: Raw -334170.458871 + Penalty 3087.322366 = -331083.136505 nChanged 0 Iteration 77F (6.556380 sec): 9 clusters Score: Raw -334175.589922 + Penalty 3087.612528 = -331087.977394 nChanged 3 Iteration 78Q (6.581688 sec): 9 clusters Score: Raw -334181.062746 + Penalty 3088.479080 = -331092.583666 nChanged 4 Iteration 79Q (6.606599 sec): 9 clusters Score: Raw -334183.770334 + Penalty 3085.778833 = -331097.991501 nChanged 1 Iteration 80F (6.668174 sec): 9 clusters Score: Raw -334184.964234 + Penalty 3085.778833 = -331099.185401 nChanged 0 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.12 GB. Compute initial score before splitting: Score: Raw -334184.964234 + Penalty 3085.778833 = -331099.185401Memory request: 0.02 GB would take us to total of 0.14 GB. Trying to split cluster 1 (4184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.708956 sec): 2 clusters Score: Raw -145293.261367 + Penalty 323.970320 = -144969.291047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.716552 sec): 3 clusters Score: Raw -142751.856674 + Penalty 648.211056 = -142103.645619 nChanged 1841 SP:Iteration 1F (6.724204 sec): 3 clusters Score: Raw -143797.611330 + Penalty 648.625851 = -143148.985479 nChanged 314 SP:Iteration 2F (6.731923 sec): 3 clusters Score: Raw -143963.112205 + Penalty 649.259485 = -143313.852721 nChanged 287 SP:Iteration 3F (6.739735 sec): 3 clusters Score: Raw -144105.087546 + Penalty 650.139305 = -143454.948241 nChanged 267 SP:Iteration 4F (6.747379 sec): 3 clusters Score: Raw -144219.205223 + Penalty 651.258960 = -143567.946263 nChanged 229 SP:Iteration 5F (6.754821 sec): 3 clusters Score: Raw -144322.434459 + Penalty 652.825794 = -143669.608665 nChanged 180 SP:Iteration 6Q (6.762395 sec): 3 clusters Score: Raw -144413.030052 + Penalty 654.329550 = -143758.700502 nChanged 190 SP:Iteration 7Q (6.769898 sec): 3 clusters Score: Raw -144506.563699 + Penalty 655.269737 = -143851.293962 nChanged 147 SP:Iteration 8Q (6.777376 sec): 3 clusters Score: Raw -144573.700267 + Penalty 657.336562 = -143916.363705 nChanged 126 SP:Iteration 9Q (6.784701 sec): 3 clusters Score: Raw -144622.286285 + Penalty 657.893053 = -143964.393233 nChanged 102 SP:Iteration 10F (6.792137 sec): 3 clusters Score: Raw -144662.056216 + Penalty 660.747717 = -144001.308499 nChanged 104 SP:Iteration 11Q (6.799683 sec): 3 clusters Score: Raw -144702.045792 + Penalty 662.904177 = -144039.141614 nChanged 129 SP:Iteration 12Q (6.807164 sec): 3 clusters Score: Raw -144754.801726 + Penalty 664.791994 = -144090.009732 nChanged 125 SP:Iteration 13Q (6.814405 sec): 3 clusters Score: Raw -144808.322394 + Penalty 666.677502 = -144141.644892 nChanged 128 SP:Iteration 14Q (6.821543 sec): 3 clusters Score: Raw -144873.470017 + Penalty 670.997238 = -144202.472779 nChanged 124 SP:Iteration 15Q (6.828527 sec): 3 clusters Score: Raw -144935.998009 + Penalty 677.875342 = -144258.122667 nChanged 116 SP:Iteration 16Q (6.835684 sec): 3 clusters Score: Raw -144997.511836 + Penalty 684.281278 = -144313.230558 nChanged 110 SP:Iteration 17Q (6.843025 sec): 3 clusters Score: Raw -145050.508452 + Penalty 692.864485 = -144357.643967 nChanged 94 SP:Iteration 18Q (6.849843 sec): 3 clusters Score: Raw -145094.488500 + Penalty 704.503955 = -144389.984545 nChanged 94 SP:Iteration 19Q (6.856527 sec): 3 clusters Score: Raw -145138.782762 + Penalty 712.862459 = -144425.920303 nChanged 81 SP:Iteration 20F (6.863912 sec): 3 clusters Score: Raw -145183.431777 + Penalty 727.354116 = -144456.077660 nChanged 85 SP:Iteration 21Q (6.870400 sec): 3 clusters Score: Raw -145244.969642 + Penalty 746.986703 = -144497.982939 nChanged 53 SP:Iteration 22Q (6.876585 sec): 3 clusters Score: Raw -145276.169703 + Penalty 777.088539 = -144499.081164 nChanged 24 SP:Iteration 23Q (6.882513 sec): 3 clusters Score: Raw -145286.087285 + Penalty 852.089419 = -144433.997866 nChanged 17 SP:Iteration 24F (6.889957 sec): 3 clusters Score: Raw -145299.333363 + Penalty 877.954694 = -144421.378669 nChanged 9 SP:Iteration 25F (6.897446 sec): 3 clusters Score: Raw -145302.303369 + Penalty 879.830894 = -144422.472476 nChanged 2 SP:Iteration 26Q (6.903228 sec): 3 clusters Score: Raw -145304.550380 + Penalty 879.830894 = -144424.719486 nChanged 0 SP:Iteration 27F (6.910597 sec): 3 clusters Score: Raw -145304.550380 + Penalty 879.830894 = -144424.719486 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 2 (4514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.932517 sec): 2 clusters Score: Raw -108408.035439 + Penalty 100.176497 = -108307.858942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.941398 sec): 3 clusters Score: Raw -105432.127427 + Penalty 210.443285 = -105221.684143 nChanged 2146 SP:Iteration 1F (6.949675 sec): 3 clusters Score: Raw -107304.302636 + Penalty 209.247929 = -107095.054707 nChanged 444 SP:Iteration 2F (6.958022 sec): 3 clusters Score: Raw -107682.354729 + Penalty 207.972437 = -107474.382292 nChanged 210 SP:Iteration 3Q (6.966219 sec): 3 clusters Score: Raw -107800.541314 + Penalty 208.955402 = -107591.585911 nChanged 120 SP:Iteration 4Q (6.974222 sec): 3 clusters Score: Raw -107852.426404 + Penalty 210.675400 = -107641.751004 nChanged 94 SP:Iteration 5Q (6.982231 sec): 3 clusters Score: Raw -107887.538630 + Penalty 213.224913 = -107674.313718 nChanged 84 SP:Iteration 6Q (6.990091 sec): 3 clusters Score: Raw -107916.138076 + Penalty 217.297807 = -107698.840268 nChanged 92 SP:Iteration 7Q (6.997949 sec): 3 clusters Score: Raw -107958.989008 + Penalty 221.153557 = -107737.835451 nChanged 108 SP:Iteration 8Q (7.005738 sec): 3 clusters Score: Raw -108016.945229 + Penalty 226.836209 = -107790.109020 nChanged 134 SP:Iteration 9Q (7.013453 sec): 3 clusters Score: Raw -108097.823701 + Penalty 237.756780 = -107860.066921 nChanged 139 SP:Iteration 10F (7.021659 sec): 3 clusters Score: Raw -108207.401503 + Penalty 246.520160 = -107960.881344 nChanged 102 SP:Iteration 11Q (7.029217 sec): 3 clusters Score: Raw -108333.102407 + Penalty 250.318297 = -108082.784110 nChanged 74 SP:Iteration 12Q (7.036547 sec): 3 clusters Score: Raw -108442.871473 + Penalty 251.866975 = -108191.004498 nChanged 40 SP:Iteration 13Q (7.044033 sec): 3 clusters Score: Raw -108475.597400 + Penalty 252.585036 = -108223.012363 nChanged 33 SP:Iteration 14Q (7.051046 sec): 3 clusters Score: Raw -108491.573903 + Penalty 248.125852 = -108243.448050 nChanged 22 SP:Iteration 15Q (7.057936 sec): 3 clusters Score: Raw -108500.554906 + Penalty 244.760945 = -108255.793961 nChanged 15 SP:Iteration 16Q (7.064808 sec): 3 clusters Score: Raw -108506.051749 + Penalty 243.731428 = -108262.320321 nChanged 10 SP:Iteration 17Q (7.071639 sec): 3 clusters Score: Raw -108507.688966 + Penalty 243.892924 = -108263.796041 nChanged 9 SP:Iteration 18Q (7.078641 sec): 3 clusters Score: Raw -108508.868170 + Penalty 244.870769 = -108263.997401 nChanged 6 SP:Iteration 19Q (7.085650 sec): 3 clusters Score: Raw -108509.328835 + Penalty 245.576477 = -108263.752358 nChanged 5 SP:Iteration 20F (7.093958 sec): 3 clusters Score: Raw -108509.587694 + Penalty 246.058928 = -108263.528767 nChanged 3 SP:Iteration 21F (7.102367 sec): 3 clusters Score: Raw -108509.660668 + Penalty 246.058928 = -108263.601741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 3 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.106165 sec): 2 clusters Score: Raw -4737.636954 + Penalty 434.998787 = -4302.638167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.106737 sec): 3 clusters Score: Raw -4670.612001 + Penalty 869.946042 = -3800.665958 nChanged 46 SP:Iteration 1F (7.107298 sec): 3 clusters Score: Raw -4710.928979 + Penalty 871.148173 = -3839.780805 nChanged 13 SP:Iteration 2F (7.107860 sec): 3 clusters Score: Raw -4731.287573 + Penalty 873.730650 = -3857.556923 nChanged 11 SP:Iteration 3F (7.108448 sec): 3 clusters Score: Raw -4739.743270 + Penalty 874.896604 = -3864.846666 nChanged 3 SP:Iteration 4Q (7.108996 sec): 3 clusters Score: Raw -4741.361034 + Penalty 876.167432 = -3865.193603 nChanged 3 SP:Iteration 5Q (7.109543 sec): 3 clusters Score: Raw -4743.713560 + Penalty 876.947762 = -3866.765798 nChanged 4 SP:Iteration 6Q (7.110090 sec): 3 clusters Score: Raw -4745.762198 + Penalty 879.523996 = -3866.238201 nChanged 4 SP:Iteration 7F (7.110650 sec): 3 clusters Score: Raw -4749.489205 + Penalty 881.795802 = -3867.693402 nChanged 4 SP:Iteration 8Q (7.111196 sec): 3 clusters Score: Raw -4753.800609 + Penalty 888.001463 = -3865.799147 nChanged 8 SP:Iteration 9F (7.111751 sec): 3 clusters Score: Raw -4763.259454 + Penalty 891.740454 = -3871.518999 nChanged 4 SP:Iteration 10F (7.112305 sec): 3 clusters Score: Raw -4767.657398 + Penalty 896.900979 = -3870.756419 nChanged 2 SP:Iteration 11F (7.112861 sec): 3 clusters Score: Raw -4769.738501 + Penalty 900.882548 = -3868.855954 nChanged 3 SP:Iteration 12F (7.113417 sec): 3 clusters Score: Raw -4773.278606 + Penalty 902.101654 = -3871.176952 nChanged 6 SP:Iteration 13Q (7.113955 sec): 3 clusters Score: Raw -4781.004193 + Penalty 905.556983 = -3875.447210 nChanged 5 SP:Iteration 14Q (7.114488 sec): 3 clusters Score: Raw -4784.882795 + Penalty 902.320371 = -3882.562424 nChanged 2 SP:Iteration 15Q (7.115019 sec): 3 clusters Score: Raw -4787.167926 + Penalty 902.475335 = -3884.692590 nChanged 2 SP:Iteration 16Q (7.115551 sec): 3 clusters Score: Raw -4788.764771 + Penalty 904.423826 = -3884.340945 nChanged 2 SP:Iteration 17F (7.116105 sec): 3 clusters Score: Raw -4790.829460 + Penalty 899.760538 = -3891.068922 nChanged 4 SP:Iteration 18Q (7.116635 sec): 3 clusters Score: Raw -4795.505015 + Penalty 899.760538 = -3895.744477 nChanged 0 SP:Iteration 19F (7.117189 sec): 3 clusters Score: Raw -4795.505015 + Penalty 899.760538 = -3895.744477 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 4 (1868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.126646 sec): 2 clusters Score: Raw -44806.443452 + Penalty 157.206755 = -44649.236696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.130154 sec): 3 clusters Score: Raw -43624.116736 + Penalty 343.475162 = -43280.641574 nChanged 851 SP:Iteration 1F (7.133532 sec): 3 clusters Score: Raw -44299.697314 + Penalty 380.192686 = -43919.504628 nChanged 259 SP:Iteration 2F (7.136892 sec): 3 clusters Score: Raw -44542.748157 + Penalty 397.111073 = -44145.637084 nChanged 110 SP:Iteration 3F (7.140289 sec): 3 clusters Score: Raw -44645.747651 + Penalty 406.647827 = -44239.099824 nChanged 81 SP:Iteration 4Q (7.143628 sec): 3 clusters Score: Raw -44720.011531 + Penalty 403.365139 = -44316.646392 nChanged 49 SP:Iteration 5Q (7.146982 sec): 3 clusters Score: Raw -44762.466223 + Penalty 390.791597 = -44371.674626 nChanged 30 SP:Iteration 6Q (7.150013 sec): 3 clusters Score: Raw -44787.518161 + Penalty 394.366488 = -44393.151673 nChanged 19 SP:Iteration 7Q (7.153041 sec): 3 clusters Score: Raw -44802.640293 + Penalty 441.816454 = -44360.823839 nChanged 14 SP:Iteration 8F (7.156537 sec): 3 clusters Score: Raw -44814.194138 + Penalty 455.758460 = -44358.435677 nChanged 6 SP:Iteration 9F (7.160011 sec): 3 clusters Score: Raw -44817.665018 + Penalty 453.646478 = -44364.018540 nChanged 2 SP:Iteration 10F (7.163473 sec): 3 clusters Score: Raw -44819.361505 + Penalty 453.646478 = -44365.715027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 5 (876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.169790 sec): 2 clusters Score: Raw -20701.556186 + Penalty 62.691470 = -20638.864715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.171507 sec): 3 clusters Score: Raw -20150.961559 + Penalty 126.621478 = -20024.340080 nChanged 411 SP:Iteration 1F (7.173275 sec): 3 clusters Score: Raw -20618.037223 + Penalty 129.141925 = -20488.895298 nChanged 73 SP:Iteration 2F (7.175113 sec): 3 clusters Score: Raw -20682.070154 + Penalty 131.253556 = -20550.816598 nChanged 49 SP:Iteration 3F (7.176912 sec): 3 clusters Score: Raw -20711.078266 + Penalty 132.278099 = -20578.800167 nChanged 24 SP:Iteration 4Q (7.178510 sec): 3 clusters Score: Raw -20723.349394 + Penalty 133.092058 = -20590.257336 nChanged 15 SP:Iteration 5Q (7.180055 sec): 3 clusters Score: Raw -20729.055120 + Penalty 134.353178 = -20594.701943 nChanged 11 SP:Iteration 6Q (7.181600 sec): 3 clusters Score: Raw -20734.785412 + Penalty 134.965238 = -20599.820174 nChanged 9 SP:Iteration 7Q (7.183137 sec): 3 clusters Score: Raw -20736.597131 + Penalty 135.774381 = -20600.822751 nChanged 7 SP:Iteration 8Q (7.184718 sec): 3 clusters Score: Raw -20738.839088 + Penalty 136.742345 = -20602.096743 nChanged 9 SP:Iteration 9Q (7.186282 sec): 3 clusters Score: Raw -20743.064739 + Penalty 138.089467 = -20604.975272 nChanged 16 SP:Iteration 10F (7.187954 sec): 3 clusters Score: Raw -20753.215665 + Penalty 139.744706 = -20613.470959 nChanged 11 SP:Iteration 11Q (7.189498 sec): 3 clusters Score: Raw -20758.817529 + Penalty 141.594657 = -20617.222871 nChanged 11 SP:Iteration 12Q (7.191045 sec): 3 clusters Score: Raw -20763.960369 + Penalty 142.901165 = -20621.059204 nChanged 9 SP:Iteration 13Q (7.192630 sec): 3 clusters Score: Raw -20766.883880 + Penalty 144.775271 = -20622.108609 nChanged 12 SP:Iteration 14Q (7.194198 sec): 3 clusters Score: Raw -20771.449956 + Penalty 147.358355 = -20624.091601 nChanged 13 SP:Iteration 15Q (7.195747 sec): 3 clusters Score: Raw -20776.154591 + Penalty 149.917232 = -20626.237359 nChanged 11 SP:Iteration 16Q (7.197276 sec): 3 clusters Score: Raw -20783.948077 + Penalty 152.249423 = -20631.698654 nChanged 14 SP:Iteration 17Q (7.198829 sec): 3 clusters Score: Raw -20792.534014 + Penalty 154.497171 = -20638.036843 nChanged 11 SP:Iteration 18Q (7.200357 sec): 3 clusters Score: Raw -20798.288949 + Penalty 155.751695 = -20642.537254 nChanged 7 SP:Iteration 19Q (7.201863 sec): 3 clusters Score: Raw -20800.153361 + Penalty 155.593842 = -20644.559520 nChanged 2 SP:Iteration 20F (7.203551 sec): 3 clusters Score: Raw -20800.438345 + Penalty 155.770438 = -20644.667906 nChanged 1 SP:Iteration 21Q (7.205032 sec): 3 clusters Score: Raw -20800.500187 + Penalty 155.772729 = -20644.727458 nChanged 2 SP:Iteration 22Q (7.206550 sec): 3 clusters Score: Raw -20800.686196 + Penalty 155.911542 = -20644.774655 nChanged 1 SP:Iteration 23Q (7.208046 sec): 3 clusters Score: Raw -20800.715737 + Penalty 156.258702 = -20644.457035 nChanged 1 SP:Iteration 24F (7.209725 sec): 3 clusters Score: Raw -20800.746699 + Penalty 156.258702 = -20644.487997 nChanged 0 Score: Raw -343557.504728 + Penalty 3216.733495 = -340340.771233 Splitting cluster 5 changes total score from -331099.185401 to -340340.771233 So it's getting split into cluster 6. Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 10 (1037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.282668 sec): 2 clusters Score: Raw -28233.779833 + Penalty 228.331121 = -28005.448713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.284669 sec): 3 clusters Score: Raw -27602.009001 + Penalty 459.897347 = -27142.111654 nChanged 442 SP:Iteration 1F (7.286625 sec): 3 clusters Score: Raw -27859.554245 + Penalty 469.538951 = -27390.015294 nChanged 154 SP:Iteration 2F (7.288584 sec): 3 clusters Score: Raw -27990.334253 + Penalty 478.880678 = -27511.453574 nChanged 99 SP:Iteration 3F (7.290535 sec): 3 clusters Score: Raw -28071.520890 + Penalty 488.598388 = -27582.922503 nChanged 73 SP:Iteration 4F (7.292489 sec): 3 clusters Score: Raw -28128.773143 + Penalty 494.054541 = -27634.718602 nChanged 40 SP:Iteration 5Q (7.294411 sec): 3 clusters Score: Raw -28154.091081 + Penalty 502.380323 = -27651.710758 nChanged 41 SP:Iteration 6Q (7.296311 sec): 3 clusters Score: Raw -28182.338973 + Penalty 510.538002 = -27671.800971 nChanged 34 SP:Iteration 7Q (7.298242 sec): 3 clusters Score: Raw -28205.768966 + Penalty 520.419374 = -27685.349592 nChanged 34 SP:Iteration 8Q (7.300135 sec): 3 clusters Score: Raw -28235.214097 + Penalty 531.561184 = -27703.652913 nChanged 19 SP:Iteration 9Q (7.302003 sec): 3 clusters Score: Raw -28252.863488 + Penalty 525.947489 = -27726.915999 nChanged 14 SP:Iteration 10F (7.304078 sec): 3 clusters Score: Raw -28267.965704 + Penalty 532.246514 = -27735.719190 nChanged 4 SP:Iteration 11Q (7.305939 sec): 3 clusters Score: Raw -28269.115982 + Penalty 531.002977 = -27738.113005 nChanged 1 SP:Iteration 12Q (7.307769 sec): 3 clusters Score: Raw -28269.032460 + Penalty 532.635803 = -27736.396657 nChanged 2 SP:Iteration 13F (7.309821 sec): 3 clusters Score: Raw -28269.283201 + Penalty 534.866531 = -27734.416670 nChanged 2 SP:Iteration 14F (7.311852 sec): 3 clusters Score: Raw -28269.428850 + Penalty 534.866531 = -27734.562319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 17 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.313624 sec): 2 clusters Score: Raw -7705.480306 + Penalty 481.973551 = -7223.506756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.314298 sec): 3 clusters Score: Raw -7555.336257 + Penalty 967.772291 = -6587.563966 nChanged 60 SP:Iteration 1F (7.314958 sec): 3 clusters Score: Raw -7624.070891 + Penalty 977.878038 = -6646.192852 nChanged 22 SP:Iteration 2F (7.315618 sec): 3 clusters Score: Raw -7679.271045 + Penalty 991.653738 = -6687.617306 nChanged 18 SP:Iteration 3F (7.316276 sec): 3 clusters Score: Raw -7716.465865 + Penalty 1002.751657 = -6713.714208 nChanged 10 SP:Iteration 4Q (7.316908 sec): 3 clusters Score: Raw -7738.949779 + Penalty 1011.719301 = -6727.230478 nChanged 9 SP:Iteration 5Q (7.317534 sec): 3 clusters Score: Raw -7756.869778 + Penalty 1016.336741 = -6740.533037 nChanged 5 SP:Iteration 6Q (7.318150 sec): 3 clusters Score: Raw -7765.417183 + Penalty 1019.581720 = -6745.835463 nChanged 3 SP:Iteration 7Q (7.318762 sec): 3 clusters Score: Raw -7775.290904 + Penalty 1026.599584 = -6748.691320 nChanged 4 SP:Iteration 8Q (7.319370 sec): 3 clusters Score: Raw -7790.124220 + Penalty 1029.974901 = -6760.149319 nChanged 2 SP:Iteration 9Q (7.319974 sec): 3 clusters Score: Raw -7792.353883 + Penalty 1035.705497 = -6756.648386 nChanged 2 SP:Iteration 10F (7.320632 sec): 3 clusters Score: Raw -7796.094054 + Penalty 1037.901621 = -6758.192433 nChanged 1 SP:Iteration 11Q (7.321284 sec): 3 clusters Score: Raw -7795.851295 + Penalty 1040.736940 = -6755.114355 nChanged 1 SP:Iteration 12F (7.321998 sec): 3 clusters Score: Raw -7797.191160 + Penalty 1043.027347 = -6754.163813 nChanged 1 SP:Iteration 13F (7.322703 sec): 3 clusters Score: Raw -7797.826134 + Penalty 1043.027347 = -6754.798787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.323761 sec): 2 clusters Score: Raw -4479.072933 + Penalty 226.265709 = -4252.807224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.324295 sec): 3 clusters Score: Raw -4396.713262 + Penalty 458.960679 = -3937.752582 nChanged 60 SP:Iteration 1F (7.324817 sec): 3 clusters Score: Raw -4435.414662 + Penalty 469.623355 = -3965.791306 nChanged 15 SP:Iteration 2F (7.325363 sec): 3 clusters Score: Raw -4451.453929 + Penalty 495.012748 = -3956.441181 nChanged 14 SP:Iteration 3F (7.325885 sec): 3 clusters Score: Raw -4476.572496 + Penalty 539.434007 = -3937.138489 nChanged 13 SP:Iteration 4F (7.326404 sec): 3 clusters Score: Raw -4493.739644 + Penalty 540.786557 = -3952.953087 nChanged 5 SP:Iteration 5Q (7.326915 sec): 3 clusters Score: Raw -4500.658394 + Penalty 543.275322 = -3957.383072 nChanged 1 SP:Iteration 6Q (7.327417 sec): 3 clusters Score: Raw -4501.723519 + Penalty 548.896643 = -3952.826877 nChanged 1 SP:Iteration 7F (7.327968 sec): 3 clusters Score: Raw -4504.679389 + Penalty 561.042682 = -3943.636707 nChanged 2 SP:Iteration 8F (7.328488 sec): 3 clusters Score: Raw -4509.279019 + Penalty 565.700389 = -3943.578630 nChanged 1 SP:Iteration 9F (7.329009 sec): 3 clusters Score: Raw -4509.952321 + Penalty 565.700389 = -3944.251932 nChanged 0 Iteration 81F (7.404842 sec): 10 clusters Score: Raw -334307.320579 + Penalty 3229.479094 = -331077.841485 nChanged 40 Iteration 82F (7.471480 sec): 10 clusters Score: Raw -334320.727503 + Penalty 3244.908647 = -331075.818856 nChanged 22 Iteration 83F (7.538266 sec): 10 clusters Score: Raw -334329.761216 + Penalty 3252.828867 = -331076.932350 nChanged 16 Iteration 84Q (7.563313 sec): 10 clusters Score: Raw -334333.246835 + Penalty 3253.977844 = -331079.268991 nChanged 15 Iteration 85Q (7.588500 sec): 10 clusters Score: Raw -334336.770459 + Penalty 3254.334534 = -331082.435925 nChanged 11 Iteration 86Q (7.613197 sec): 10 clusters Score: Raw -334338.249228 + Penalty 3255.052331 = -331083.196897 nChanged 8 Iteration 87Q (7.637730 sec): 10 clusters Score: Raw -334338.906347 + Penalty 3257.021095 = -331081.885252 nChanged 5 Iteration 88F (7.705175 sec): 10 clusters Score: Raw -334339.435737 + Penalty 3256.572669 = -331082.863069 nChanged 4 Iteration 89Q (7.729685 sec): 10 clusters Score: Raw -334340.107036 + Penalty 3256.666788 = -331083.440247 nChanged 3 Iteration 90F (7.797845 sec): 10 clusters Score: Raw -334340.554847 + Penalty 3257.680125 = -331082.874723 nChanged 4 Iteration 91F (7.866708 sec): 10 clusters Score: Raw -334340.925186 + Penalty 3258.363390 = -331082.561796 nChanged 2 Iteration 92F (7.936414 sec): 10 clusters Score: Raw -334341.050006 + Penalty 3258.853578 = -331082.196427 nChanged 1 Iteration 93F (8.005129 sec): 10 clusters Score: Raw -334341.110427 + Penalty 3259.986553 = -331081.123874 nChanged 2 Iteration 94F (8.073102 sec): 10 clusters Score: Raw -334341.253228 + Penalty 3258.663408 = -331082.589820 nChanged 1 Iteration 95Q (8.098958 sec): 10 clusters Score: Raw -334341.521617 + Penalty 3259.492793 = -331082.028824 nChanged 1 Iteration 96F (8.166841 sec): 10 clusters Score: Raw -334341.558889 + Penalty 3259.492793 = -331082.066096 nChanged 0 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.12 GB. Compute initial score before splitting: Score: Raw -334341.558889 + Penalty 3259.492793 = -331082.066096Memory request: 0.02 GB would take us to total of 0.14 GB. Trying to split cluster 1 (4184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.209039 sec): 2 clusters Score: Raw -145293.261367 + Penalty 323.970320 = -144969.291047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.216761 sec): 3 clusters Score: Raw -142630.917561 + Penalty 648.060078 = -141982.857483 nChanged 1877 SP:Iteration 1F (8.224444 sec): 3 clusters Score: Raw -143726.938385 + Penalty 648.935406 = -143078.002979 nChanged 361 SP:Iteration 2F (8.231898 sec): 3 clusters Score: Raw -143940.671871 + Penalty 650.328510 = -143290.343360 nChanged 327 SP:Iteration 3F (8.239337 sec): 3 clusters Score: Raw -144208.492371 + Penalty 651.145373 = -143557.346998 nChanged 307 SP:Iteration 4F (8.246908 sec): 3 clusters Score: Raw -144443.644445 + Penalty 651.403304 = -143792.241140 nChanged 237 SP:Iteration 5F (8.254591 sec): 3 clusters Score: Raw -144572.633702 + Penalty 652.546826 = -143920.086876 nChanged 150 SP:Iteration 6Q (8.261860 sec): 3 clusters Score: Raw -144637.613912 + Penalty 652.922775 = -143984.691136 nChanged 107 SP:Iteration 7Q (8.269242 sec): 3 clusters Score: Raw -144678.276084 + Penalty 654.069042 = -144024.207042 nChanged 82 SP:Iteration 8Q (8.276898 sec): 3 clusters Score: Raw -144707.027091 + Penalty 655.052418 = -144051.974674 nChanged 68 SP:Iteration 9Q (8.284069 sec): 3 clusters Score: Raw -144728.768003 + Penalty 655.766923 = -144073.001081 nChanged 71 SP:Iteration 10F (8.291571 sec): 3 clusters Score: Raw -144757.615464 + Penalty 657.057647 = -144100.557817 nChanged 69 SP:Iteration 11Q (8.298818 sec): 3 clusters Score: Raw -144780.988108 + Penalty 658.739295 = -144122.248813 nChanged 73 SP:Iteration 12Q (8.306027 sec): 3 clusters Score: Raw -144806.176568 + Penalty 659.938354 = -144146.238214 nChanged 62 SP:Iteration 13Q (8.313102 sec): 3 clusters Score: Raw -144826.755785 + Penalty 662.486681 = -144164.269104 nChanged 74 SP:Iteration 14Q (8.320317 sec): 3 clusters Score: Raw -144857.482613 + Penalty 664.965048 = -144192.517565 nChanged 80 SP:Iteration 15Q (8.327313 sec): 3 clusters Score: Raw -144899.755156 + Penalty 667.173910 = -144232.581246 nChanged 85 SP:Iteration 16Q (8.334293 sec): 3 clusters Score: Raw -144941.492870 + Penalty 670.379617 = -144271.113253 nChanged 74 SP:Iteration 17Q (8.341219 sec): 3 clusters Score: Raw -144976.752776 + Penalty 673.672311 = -144303.080464 nChanged 76 SP:Iteration 18Q (8.348251 sec): 3 clusters Score: Raw -145013.946347 + Penalty 677.061196 = -144336.885150 nChanged 82 SP:Iteration 19Q (8.355095 sec): 3 clusters Score: Raw -145049.159720 + Penalty 679.357595 = -144369.802125 nChanged 82 SP:Iteration 20F (8.362608 sec): 3 clusters Score: Raw -145075.710492 + Penalty 680.656090 = -144395.054402 nChanged 59 SP:Iteration 21Q (8.369693 sec): 3 clusters Score: Raw -145092.809473 + Penalty 684.325946 = -144408.483527 nChanged 53 SP:Iteration 22Q (8.376874 sec): 3 clusters Score: Raw -145112.528953 + Penalty 687.464804 = -144425.064149 nChanged 55 SP:Iteration 23Q (8.383573 sec): 3 clusters Score: Raw -145130.424588 + Penalty 690.337621 = -144440.086967 nChanged 47 SP:Iteration 24Q (8.390248 sec): 3 clusters Score: Raw -145145.811862 + Penalty 692.708701 = -144453.103162 nChanged 43 SP:Iteration 25Q (8.397075 sec): 3 clusters Score: Raw -145155.118758 + Penalty 696.291847 = -144458.826910 nChanged 36 SP:Iteration 26Q (8.403755 sec): 3 clusters Score: Raw -145163.869120 + Penalty 698.746359 = -144465.122761 nChanged 37 SP:Iteration 27Q (8.410708 sec): 3 clusters Score: Raw -145173.981449 + Penalty 702.199361 = -144471.782088 nChanged 48 SP:Iteration 28Q (8.417305 sec): 3 clusters Score: Raw -145187.783991 + Penalty 703.549049 = -144484.234942 nChanged 31 SP:Iteration 29Q (8.423885 sec): 3 clusters Score: Raw -145192.450522 + Penalty 707.428446 = -144485.022075 nChanged 31 SP:Iteration 30F (8.431666 sec): 3 clusters Score: Raw -145197.389309 + Penalty 708.600801 = -144488.788508 nChanged 25 SP:Iteration 31Q (8.438068 sec): 3 clusters Score: Raw -145200.596339 + Penalty 712.858948 = -144487.737390 nChanged 25 SP:Iteration 32F (8.445709 sec): 3 clusters Score: Raw -145206.474234 + Penalty 715.028836 = -144491.445398 nChanged 21 SP:Iteration 33Q (8.452069 sec): 3 clusters Score: Raw -145208.177775 + Penalty 718.045172 = -144490.132603 nChanged 27 SP:Iteration 34F (8.459609 sec): 3 clusters Score: Raw -145211.891488 + Penalty 722.029444 = -144489.862043 nChanged 26 SP:Iteration 35F (8.467097 sec): 3 clusters Score: Raw -145215.789033 + Penalty 728.083850 = -144487.705183 nChanged 27 SP:Iteration 36F (8.474719 sec): 3 clusters Score: Raw -145215.315671 + Penalty 732.488002 = -144482.827668 nChanged 26 SP:Iteration 37F (8.482646 sec): 3 clusters Score: Raw -145217.278775 + Penalty 739.852864 = -144477.425911 nChanged 31 SP:Iteration 38F (8.490193 sec): 3 clusters Score: Raw -145225.550651 + Penalty 746.651208 = -144478.899443 nChanged 34 SP:Iteration 39Q (8.496750 sec): 3 clusters Score: Raw -145231.784415 + Penalty 753.900292 = -144477.884122 nChanged 27 SP:Iteration 40F (8.504364 sec): 3 clusters Score: Raw -145238.030991 + Penalty 760.891489 = -144477.139501 nChanged 30 SP:Iteration 41F (8.511982 sec): 3 clusters Score: Raw -145246.187426 + Penalty 768.837341 = -144477.350085 nChanged 27 SP:Iteration 42Q (8.518174 sec): 3 clusters Score: Raw -145250.415187 + Penalty 778.962574 = -144471.452613 nChanged 24 SP:Iteration 43F (8.525788 sec): 3 clusters Score: Raw -145257.080541 + Penalty 789.914953 = -144467.165588 nChanged 34 SP:Iteration 44F (8.533208 sec): 3 clusters Score: Raw -145262.721992 + Penalty 798.109179 = -144464.612813 nChanged 27 SP:Iteration 45F (8.540644 sec): 3 clusters Score: Raw -145267.344963 + Penalty 814.613434 = -144452.731529 nChanged 25 SP:Iteration 46F (8.548189 sec): 3 clusters Score: Raw -145272.528870 + Penalty 832.299447 = -144440.229423 nChanged 19 SP:Iteration 47F (8.555583 sec): 3 clusters Score: Raw -145273.936672 + Penalty 852.865583 = -144421.071088 nChanged 19 SP:Iteration 48F (8.563008 sec): 3 clusters Score: Raw -145274.610396 + Penalty 873.956990 = -144400.653406 nChanged 21 SP:Iteration 49F (8.570710 sec): 3 clusters Score: Raw -145277.948052 + Penalty 897.295627 = -144380.652425 nChanged 22 SP:Iteration 50F (8.578518 sec): 3 clusters Score: Raw -145287.091416 + Penalty 941.573347 = -144345.518069 nChanged 21 SP:Iteration 51F (8.586055 sec): 3 clusters Score: Raw -145295.171310 + Penalty 995.510139 = -144299.661172 nChanged 15 SP:Iteration 52F (8.593835 sec): 3 clusters Score: Raw -145299.318207 + Penalty 1011.233463 = -144288.084744 nChanged 11 SP:Iteration 53F (8.601410 sec): 3 clusters Score: Raw -145304.360662 + Penalty 1097.327297 = -144207.033364 nChanged 7 SP:Iteration 54F (8.608962 sec): 3 clusters Score: Raw -145307.660638 + Penalty 1130.099191 = -144177.561447 nChanged 4 SP:Iteration 55F (8.616545 sec): 3 clusters Score: Raw -145311.056289 + Penalty 1140.650860 = -144170.405429 nChanged 2 SP:Iteration 56F (8.624240 sec): 3 clusters Score: Raw -145311.672950 + Penalty 1167.748983 = -144143.923967 nChanged 1 SP:Iteration 57F (8.631621 sec): 3 clusters Score: Raw -145312.579686 + Penalty 1167.748983 = -144144.830702 nChanged 0 Memory request: 0.02 GB would take us to total of 0.15 GB. Trying to split cluster 2 (4514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.653142 sec): 2 clusters Score: Raw -108408.035439 + Penalty 100.176497 = -108307.858942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.661477 sec): 3 clusters Score: Raw -105465.338543 + Penalty 204.249401 = -105261.089142 nChanged 2156 SP:Iteration 1F (8.669462 sec): 3 clusters Score: Raw -107561.425459 + Penalty 206.808397 = -107354.617062 nChanged 424 SP:Iteration 2F (8.677635 sec): 3 clusters Score: Raw -107818.238833 + Penalty 207.518443 = -107610.720389 nChanged 196 SP:Iteration 3Q (8.685850 sec): 3 clusters Score: Raw -107948.923020 + Penalty 206.900762 = -107742.022258 nChanged 162 SP:Iteration 4Q (8.693552 sec): 3 clusters Score: Raw -108031.623504 + Penalty 206.964875 = -107824.658628 nChanged 115 SP:Iteration 5Q (8.701394 sec): 3 clusters Score: Raw -108076.980809 + Penalty 207.185114 = -107869.795694 nChanged 91 SP:Iteration 6Q (8.708977 sec): 3 clusters Score: Raw -108112.758694 + Penalty 206.995472 = -107905.763222 nChanged 90 SP:Iteration 7Q (8.716526 sec): 3 clusters Score: Raw -108139.551788 + Penalty 207.069783 = -107932.482005 nChanged 63 SP:Iteration 8Q (8.724262 sec): 3 clusters Score: Raw -108157.272155 + Penalty 207.514226 = -107949.757929 nChanged 64 SP:Iteration 9Q (8.731824 sec): 3 clusters Score: Raw -108176.953563 + Penalty 207.637970 = -107969.315593 nChanged 58 SP:Iteration 10F (8.739796 sec): 3 clusters Score: Raw -108189.590319 + Penalty 207.870413 = -107981.719906 nChanged 40 SP:Iteration 11Q (8.747270 sec): 3 clusters Score: Raw -108198.796712 + Penalty 207.885358 = -107990.911355 nChanged 30 SP:Iteration 12Q (8.754758 sec): 3 clusters Score: Raw -108202.961762 + Penalty 207.768761 = -107995.193000 nChanged 25 SP:Iteration 13Q (8.762211 sec): 3 clusters Score: Raw -108206.059952 + Penalty 208.000898 = -107998.059054 nChanged 24 SP:Iteration 14Q (8.769721 sec): 3 clusters Score: Raw -108209.089940 + Penalty 208.476430 = -108000.613510 nChanged 27 SP:Iteration 15Q (8.777257 sec): 3 clusters Score: Raw -108212.153078 + Penalty 208.965347 = -108003.187731 nChanged 24 SP:Iteration 16Q (8.785112 sec): 3 clusters Score: Raw -108214.405543 + Penalty 209.495302 = -108004.910241 nChanged 20 SP:Iteration 17Q (8.792825 sec): 3 clusters Score: Raw -108216.119366 + Penalty 209.915238 = -108006.204128 nChanged 15 SP:Iteration 18Q (8.800408 sec): 3 clusters Score: Raw -108217.488227 + Penalty 210.440550 = -108007.047678 nChanged 19 SP:Iteration 19Q (8.807902 sec): 3 clusters Score: Raw -108219.427014 + Penalty 210.514191 = -108008.912823 nChanged 21 SP:Iteration 20F (8.815877 sec): 3 clusters Score: Raw -108222.349841 + Penalty 211.104842 = -108011.244999 nChanged 33 SP:Iteration 21Q (8.823293 sec): 3 clusters Score: Raw -108227.331735 + Penalty 211.530468 = -108015.801266 nChanged 25 SP:Iteration 22Q (8.830950 sec): 3 clusters Score: Raw -108230.952830 + Penalty 211.757980 = -108019.194850 nChanged 31 SP:Iteration 23Q (8.838809 sec): 3 clusters Score: Raw -108235.755941 + Penalty 212.662163 = -108023.093779 nChanged 42 SP:Iteration 24Q (8.846365 sec): 3 clusters Score: Raw -108243.569102 + Penalty 212.569303 = -108030.999799 nChanged 40 SP:Iteration 25Q (8.853714 sec): 3 clusters Score: Raw -108253.039365 + Penalty 213.629415 = -108039.409949 nChanged 42 SP:Iteration 26Q (8.861102 sec): 3 clusters Score: Raw -108262.131354 + Penalty 214.476077 = -108047.655276 nChanged 41 SP:Iteration 27Q (8.868366 sec): 3 clusters Score: Raw -108270.327868 + Penalty 214.709679 = -108055.618189 nChanged 40 SP:Iteration 28Q (8.875663 sec): 3 clusters Score: Raw -108276.948383 + Penalty 215.363751 = -108061.584631 nChanged 41 SP:Iteration 29Q (8.883107 sec): 3 clusters Score: Raw -108284.315587 + Penalty 216.580706 = -108067.734881 nChanged 40 SP:Iteration 30F (8.891372 sec): 3 clusters Score: Raw -108292.002100 + Penalty 216.769912 = -108075.232188 nChanged 39 SP:Iteration 31Q (8.898521 sec): 3 clusters Score: Raw -108299.070003 + Penalty 217.111542 = -108081.958462 nChanged 34 SP:Iteration 32Q (8.905882 sec): 3 clusters Score: Raw -108308.385020 + Penalty 218.285883 = -108090.099137 nChanged 33 SP:Iteration 33Q (8.913123 sec): 3 clusters Score: Raw -108318.972190 + Penalty 219.152584 = -108099.819606 nChanged 41 SP:Iteration 34Q (8.920308 sec): 3 clusters Score: Raw -108331.457995 + Penalty 218.487031 = -108112.970964 nChanged 39 SP:Iteration 35Q (8.928043 sec): 3 clusters Score: Raw -108346.599842 + Penalty 218.176279 = -108128.423563 nChanged 39 SP:Iteration 36Q (8.935162 sec): 3 clusters Score: Raw -108365.494803 + Penalty 216.342259 = -108149.152544 nChanged 40 SP:Iteration 37Q (8.942210 sec): 3 clusters Score: Raw -108383.915951 + Penalty 215.237994 = -108168.677957 nChanged 39 SP:Iteration 38Q (8.949202 sec): 3 clusters Score: Raw -108397.160359 + Penalty 214.624159 = -108182.536200 nChanged 33 SP:Iteration 39Q (8.956283 sec): 3 clusters Score: Raw -108409.814509 + Penalty 213.417929 = -108196.396580 nChanged 36 SP:Iteration 40F (8.964309 sec): 3 clusters Score: Raw -108423.598902 + Penalty 212.614781 = -108210.984121 nChanged 24 SP:Iteration 41Q (8.971501 sec): 3 clusters Score: Raw -108431.503445 + Penalty 211.211933 = -108220.291512 nChanged 29 SP:Iteration 42Q (8.978688 sec): 3 clusters Score: Raw -108439.135664 + Penalty 210.489001 = -108228.646663 nChanged 25 SP:Iteration 43Q (8.985777 sec): 3 clusters Score: Raw -108443.621047 + Penalty 210.669199 = -108232.951848 nChanged 20 SP:Iteration 44Q (8.992895 sec): 3 clusters Score: Raw -108448.203001 + Penalty 209.267298 = -108238.935704 nChanged 21 SP:Iteration 45Q (9.000290 sec): 3 clusters Score: Raw -108454.982537 + Penalty 208.932501 = -108246.050036 nChanged 19 SP:Iteration 46Q (9.007294 sec): 3 clusters Score: Raw -108460.766890 + Penalty 209.575714 = -108251.191176 nChanged 14 SP:Iteration 47Q (9.014148 sec): 3 clusters Score: Raw -108462.903013 + Penalty 209.911655 = -108252.991358 nChanged 17 SP:Iteration 48Q (9.020935 sec): 3 clusters Score: Raw -108465.433248 + Penalty 210.726322 = -108254.706926 nChanged 11 SP:Iteration 49Q (9.027874 sec): 3 clusters Score: Raw -108466.624682 + Penalty 211.529836 = -108255.094846 nChanged 13 SP:Iteration 50F (9.035955 sec): 3 clusters Score: Raw -108469.160808 + Penalty 212.360623 = -108256.800185 nChanged 19 SP:Iteration 51Q (9.042752 sec): 3 clusters Score: Raw -108473.084428 + Penalty 214.493469 = -108258.590958 nChanged 17 SP:Iteration 52Q (9.049655 sec): 3 clusters Score: Raw -108476.541845 + Penalty 215.859221 = -108260.682623 nChanged 15 SP:Iteration 53Q (9.056506 sec): 3 clusters Score: Raw -108479.662644 + Penalty 217.144663 = -108262.517981 nChanged 21 SP:Iteration 54Q (9.063188 sec): 3 clusters Score: Raw -108484.696306 + Penalty 219.046600 = -108265.649706 nChanged 16 SP:Iteration 55Q (9.069850 sec): 3 clusters Score: Raw -108488.029674 + Penalty 222.016811 = -108266.012864 nChanged 21 SP:Iteration 56Q (9.076468 sec): 3 clusters Score: Raw -108492.871526 + Penalty 224.520430 = -108268.351096 nChanged 14 SP:Iteration 57Q (9.083284 sec): 3 clusters Score: Raw -108495.416988 + Penalty 226.601206 = -108268.815782 nChanged 15 SP:Iteration 58Q (9.090085 sec): 3 clusters Score: Raw -108498.302911 + Penalty 229.447788 = -108268.855123 nChanged 16 SP:Iteration 59Q (9.096657 sec): 3 clusters Score: Raw -108502.503582 + Penalty 234.443727 = -108268.059855 nChanged 21 SP:Iteration 60F (9.104749 sec): 3 clusters Score: Raw -108507.223246 + Penalty 236.685921 = -108270.537324 nChanged 12 SP:Iteration 61Q (9.111335 sec): 3 clusters Score: Raw -108509.512276 + Penalty 236.759074 = -108272.753202 nChanged 9 SP:Iteration 62Q (9.117842 sec): 3 clusters Score: Raw -108510.390272 + Penalty 238.808162 = -108271.582111 nChanged 8 SP:Iteration 63F (9.125924 sec): 3 clusters Score: Raw -108511.154813 + Penalty 240.481238 = -108270.673575 nChanged 4 SP:Iteration 64F (9.134357 sec): 3 clusters Score: Raw -108511.522376 + Penalty 241.640184 = -108269.882192 nChanged 3 SP:Iteration 65F (9.142311 sec): 3 clusters Score: Raw -108511.748981 + Penalty 243.265891 = -108268.483090 nChanged 4 SP:Iteration 66F (9.150276 sec): 3 clusters Score: Raw -108512.183920 + Penalty 245.582468 = -108266.601452 nChanged 5 SP:Iteration 67F (9.158393 sec): 3 clusters Score: Raw -108512.595604 + Penalty 247.360661 = -108265.234943 nChanged 4 SP:Iteration 68F (9.166396 sec): 3 clusters Score: Raw -108513.020052 + Penalty 247.358121 = -108265.661931 nChanged 3 SP:Iteration 69Q (9.172898 sec): 3 clusters Score: Raw -108513.417576 + Penalty 249.081166 = -108264.336410 nChanged 5 SP:Iteration 70F (9.181182 sec): 3 clusters Score: Raw -108513.847314 + Penalty 251.142098 = -108262.705216 nChanged 4 SP:Iteration 71F (9.189189 sec): 3 clusters Score: Raw -108514.231162 + Penalty 253.079468 = -108261.151694 nChanged 5 SP:Iteration 72F (9.197524 sec): 3 clusters Score: Raw -108515.218832 + Penalty 253.652689 = -108261.566143 nChanged 7 SP:Iteration 73Q (9.204060 sec): 3 clusters Score: Raw -108516.246906 + Penalty 256.088186 = -108260.158721 nChanged 6 SP:Iteration 74F (9.212131 sec): 3 clusters Score: Raw -108516.914096 + Penalty 258.736340 = -108258.177756 nChanged 5 SP:Iteration 75F (9.220094 sec): 3 clusters Score: Raw -108517.376901 + Penalty 257.893526 = -108259.483376 nChanged 4 SP:Iteration 76Q (9.226501 sec): 3 clusters Score: Raw -108518.365060 + Penalty 258.873399 = -108259.491661 nChanged 3 SP:Iteration 77Q (9.233117 sec): 3 clusters Score: Raw -108518.731610 + Penalty 259.507700 = -108259.223909 nChanged 3 SP:Iteration 78F (9.241075 sec): 3 clusters Score: Raw -108519.043586 + Penalty 260.701483 = -108258.342103 nChanged 3 SP:Iteration 79F (9.249024 sec): 3 clusters Score: Raw -108519.365992 + Penalty 262.053253 = -108257.312738 nChanged 3 SP:Iteration 80F (9.257024 sec): 3 clusters Score: Raw -108519.833598 + Penalty 263.809968 = -108256.023630 nChanged 3 SP:Iteration 81F (9.264976 sec): 3 clusters Score: Raw -108519.977085 + Penalty 264.581760 = -108255.395325 nChanged 1 SP:Iteration 82F (9.272928 sec): 3 clusters Score: Raw -108520.006334 + Penalty 265.363552 = -108254.642782 nChanged 1 SP:Iteration 83F (9.280912 sec): 3 clusters Score: Raw -108520.054473 + Penalty 266.155537 = -108253.898936 nChanged 1 SP:Iteration 84F (9.288988 sec): 3 clusters Score: Raw -108520.151133 + Penalty 266.155537 = -108253.995596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 3 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.293298 sec): 2 clusters Score: Raw -4561.559851 + Penalty 436.012965 = -4125.546885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.293872 sec): 3 clusters Score: Raw -4497.762870 + Penalty 876.751822 = -3621.011048 nChanged 45 SP:Iteration 1F (9.294440 sec): 3 clusters Score: Raw -4547.590742 + Penalty 878.399716 = -3669.191026 nChanged 11 SP:Iteration 2F (9.295019 sec): 3 clusters Score: Raw -4559.394457 + Penalty 880.225342 = -3679.169116 nChanged 5 SP:Iteration 3Q (9.295595 sec): 3 clusters Score: Raw -4570.047306 + Penalty 879.029546 = -3691.017760 nChanged 5 SP:Iteration 4Q (9.296170 sec): 3 clusters Score: Raw -4575.337217 + Penalty 878.779366 = -3696.557851 nChanged 6 SP:Iteration 5Q (9.296726 sec): 3 clusters Score: Raw -4585.424752 + Penalty 878.398492 = -3707.026260 nChanged 4 SP:Iteration 6Q (9.297279 sec): 3 clusters Score: Raw -4592.511447 + Penalty 878.488953 = -3714.022493 nChanged 4 SP:Iteration 7Q (9.297827 sec): 3 clusters Score: Raw -4599.205672 + Penalty 878.008489 = -3721.197183 nChanged 7 SP:Iteration 8Q (9.298374 sec): 3 clusters Score: Raw -4610.943215 + Penalty 877.120774 = -3733.822442 nChanged 2 SP:Iteration 9Q (9.298913 sec): 3 clusters Score: Raw -4614.922464 + Penalty 876.453375 = -3738.469089 nChanged 1 SP:Iteration 10F (9.299459 sec): 3 clusters Score: Raw -4615.683905 + Penalty 876.453375 = -3739.230530 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 4 (1956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.309581 sec): 2 clusters Score: Raw -46821.079964 + Penalty 154.258967 = -46666.820996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.313189 sec): 3 clusters Score: Raw -45583.622754 + Penalty 342.337388 = -45241.285366 nChanged 851 SP:Iteration 1F (9.316716 sec): 3 clusters Score: Raw -46234.700457 + Penalty 358.343196 = -45876.357261 nChanged 231 SP:Iteration 2F (9.320236 sec): 3 clusters Score: Raw -46454.330040 + Penalty 391.636727 = -46062.693313 nChanged 179 SP:Iteration 3F (9.323748 sec): 3 clusters Score: Raw -46660.171973 + Penalty 468.411982 = -46191.759992 nChanged 110 SP:Iteration 4F (9.327270 sec): 3 clusters Score: Raw -46789.846170 + Penalty 522.803543 = -46267.042627 nChanged 36 SP:Iteration 5Q (9.330365 sec): 3 clusters Score: Raw -46829.139639 + Penalty 535.023675 = -46294.115963 nChanged 10 SP:Iteration 6Q (9.333311 sec): 3 clusters Score: Raw -46840.688301 + Penalty 523.993635 = -46316.694666 nChanged 3 SP:Iteration 7Q (9.336217 sec): 3 clusters Score: Raw -46845.572121 + Penalty 513.199014 = -46332.373107 nChanged 4 SP:Iteration 8Q (9.339070 sec): 3 clusters Score: Raw -46848.299890 + Penalty 509.944986 = -46338.354904 nChanged 2 SP:Iteration 9Q (9.341918 sec): 3 clusters Score: Raw -46852.469776 + Penalty 504.953884 = -46347.515892 nChanged 1 SP:Iteration 10F (9.345421 sec): 3 clusters Score: Raw -46852.727272 + Penalty 504.953884 = -46347.773388 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 5 (646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.351179 sec): 2 clusters Score: Raw -15519.612092 + Penalty 47.261929 = -15472.350163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.352601 sec): 3 clusters Score: Raw -15129.742769 + Penalty 94.468751 = -15035.274018 nChanged 278 SP:Iteration 1F (9.353918 sec): 3 clusters Score: Raw -15291.744707 + Penalty 94.472124 = -15197.272583 nChanged 47 SP:Iteration 2F (9.355231 sec): 3 clusters Score: Raw -15340.942641 + Penalty 94.396973 = -15246.545668 nChanged 54 SP:Iteration 3F (9.356571 sec): 3 clusters Score: Raw -15423.336357 + Penalty 94.609289 = -15328.727069 nChanged 37 SP:Iteration 4F (9.357934 sec): 3 clusters Score: Raw -15449.923856 + Penalty 94.559697 = -15355.364158 nChanged 13 SP:Iteration 5Q (9.359278 sec): 3 clusters Score: Raw -15459.268374 + Penalty 94.548770 = -15364.719604 nChanged 16 SP:Iteration 6Q (9.360645 sec): 3 clusters Score: Raw -15462.950809 + Penalty 94.518753 = -15368.432055 nChanged 9 SP:Iteration 7Q (9.361922 sec): 3 clusters Score: Raw -15465.363852 + Penalty 94.499419 = -15370.864433 nChanged 10 SP:Iteration 8Q (9.363182 sec): 3 clusters Score: Raw -15468.715139 + Penalty 94.496733 = -15374.218406 nChanged 8 SP:Iteration 9Q (9.364436 sec): 3 clusters Score: Raw -15470.891789 + Penalty 94.534270 = -15376.357519 nChanged 8 SP:Iteration 10F (9.365722 sec): 3 clusters Score: Raw -15473.960753 + Penalty 94.583167 = -15379.377586 nChanged 5 SP:Iteration 11Q (9.366961 sec): 3 clusters Score: Raw -15476.134438 + Penalty 94.615951 = -15381.518487 nChanged 5 SP:Iteration 12Q (9.368234 sec): 3 clusters Score: Raw -15478.828421 + Penalty 94.688681 = -15384.139741 nChanged 5 SP:Iteration 13Q (9.369481 sec): 3 clusters Score: Raw -15480.692068 + Penalty 94.776660 = -15385.915409 nChanged 5 SP:Iteration 14Q (9.370781 sec): 3 clusters Score: Raw -15481.943775 + Penalty 94.778174 = -15387.165601 nChanged 3 SP:Iteration 15Q (9.372138 sec): 3 clusters Score: Raw -15482.485759 + Penalty 94.797579 = -15387.688180 nChanged 4 SP:Iteration 16Q (9.373467 sec): 3 clusters Score: Raw -15482.989028 + Penalty 94.840889 = -15388.148139 nChanged 2 SP:Iteration 17Q (9.374822 sec): 3 clusters Score: Raw -15483.502176 + Penalty 94.886772 = -15388.615404 nChanged 2 SP:Iteration 18Q (9.376164 sec): 3 clusters Score: Raw -15483.898566 + Penalty 95.012372 = -15388.886195 nChanged 5 SP:Iteration 19Q (9.377491 sec): 3 clusters Score: Raw -15484.765697 + Penalty 94.957572 = -15389.808124 nChanged 2 SP:Iteration 20F (9.378890 sec): 3 clusters Score: Raw -15484.935030 + Penalty 94.969701 = -15389.965329 nChanged 2 SP:Iteration 21Q (9.380264 sec): 3 clusters Score: Raw -15485.049248 + Penalty 94.997067 = -15390.052181 nChanged 1 SP:Iteration 22Q (9.381609 sec): 3 clusters Score: Raw -15485.095021 + Penalty 94.997067 = -15390.097954 nChanged 0 SP:Iteration 23F (9.383013 sec): 3 clusters Score: Raw -15485.095021 + Penalty 94.997067 = -15390.097954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 6 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.383986 sec): 2 clusters Score: Raw -3804.003870 + Penalty 100.335553 = -3703.668316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.384467 sec): 3 clusters Score: Raw -3724.583824 + Penalty 202.548603 = -3522.035221 nChanged 49 SP:Iteration 1F (9.384937 sec): 3 clusters Score: Raw -3763.489566 + Penalty 203.707754 = -3559.781812 nChanged 8 SP:Iteration 2F (9.385408 sec): 3 clusters Score: Raw -3774.162390 + Penalty 204.374374 = -3569.788016 nChanged 5 SP:Iteration 3Q (9.385874 sec): 3 clusters Score: Raw -3780.627136 + Penalty 205.608634 = -3575.018502 nChanged 3 SP:Iteration 4Q (9.386336 sec): 3 clusters Score: Raw -3783.786091 + Penalty 205.269413 = -3578.516677 nChanged 2 SP:Iteration 5Q (9.386797 sec): 3 clusters Score: Raw -3784.210094 + Penalty 205.269413 = -3578.940680 nChanged 0 SP:Iteration 6F (9.387265 sec): 3 clusters Score: Raw -3784.210094 + Penalty 205.269413 = -3578.940680 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 10 (1037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.391071 sec): 2 clusters Score: Raw -28233.779833 + Penalty 228.331121 = -28005.448713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.393136 sec): 3 clusters Score: Raw -27590.039481 + Penalty 453.534868 = -27136.504613 nChanged 430 SP:Iteration 1F (9.395121 sec): 3 clusters Score: Raw -27999.518962 + Penalty 429.195611 = -27570.323352 nChanged 140 SP:Iteration 2F (9.397239 sec): 3 clusters Score: Raw -28129.640349 + Penalty 411.235745 = -27718.404604 nChanged 63 SP:Iteration 3F (9.399361 sec): 3 clusters Score: Raw -28191.964472 + Penalty 399.610942 = -27792.353530 nChanged 60 SP:Iteration 4F (9.401405 sec): 3 clusters Score: Raw -28248.548803 + Penalty 393.405601 = -27855.143201 nChanged 40 SP:Iteration 5Q (9.403283 sec): 3 clusters Score: Raw -28282.635245 + Penalty 393.620426 = -27889.014820 nChanged 28 SP:Iteration 6Q (9.405108 sec): 3 clusters Score: Raw -28305.991829 + Penalty 394.142497 = -27911.849332 nChanged 16 SP:Iteration 7Q (9.406896 sec): 3 clusters Score: Raw -28321.082575 + Penalty 396.666221 = -27924.416353 nChanged 8 SP:Iteration 8Q (9.408684 sec): 3 clusters Score: Raw -28325.144910 + Penalty 398.065823 = -27927.079088 nChanged 4 SP:Iteration 9Q (9.410421 sec): 3 clusters Score: Raw -28328.526583 + Penalty 398.144717 = -27930.381865 nChanged 3 SP:Iteration 10F (9.412385 sec): 3 clusters Score: Raw -28329.328968 + Penalty 397.900406 = -27931.428562 nChanged 3 SP:Iteration 11Q (9.414058 sec): 3 clusters Score: Raw -28330.969751 + Penalty 397.900406 = -27933.069344 nChanged 0 SP:Iteration 12F (9.416000 sec): 3 clusters Score: Raw -28330.969751 + Penalty 397.900406 = -27933.069344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 17 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.418266 sec): 2 clusters Score: Raw -7705.480306 + Penalty 481.973551 = -7223.506756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.418946 sec): 3 clusters Score: Raw -7580.043861 + Penalty 980.727893 = -6599.315968 nChanged 60 SP:Iteration 1F (9.419640 sec): 3 clusters Score: Raw -7660.573599 + Penalty 1013.172546 = -6647.401053 nChanged 27 SP:Iteration 2F (9.420306 sec): 3 clusters Score: Raw -7732.784465 + Penalty 1040.970487 = -6691.813978 nChanged 17 SP:Iteration 3F (9.420973 sec): 3 clusters Score: Raw -7787.437102 + Penalty 1056.475625 = -6730.961477 nChanged 10 SP:Iteration 4Q (9.421595 sec): 3 clusters Score: Raw -7808.977198 + Penalty 1057.552039 = -6751.425159 nChanged 3 SP:Iteration 5Q (9.422198 sec): 3 clusters Score: Raw -7814.583976 + Penalty 1056.959955 = -6757.624021 nChanged 1 SP:Iteration 6Q (9.422797 sec): 3 clusters Score: Raw -7818.258556 + Penalty 1056.959955 = -6761.298601 nChanged 0 SP:Iteration 7F (9.423462 sec): 3 clusters Score: Raw -7818.258556 + Penalty 1056.959955 = -6761.298601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.424384 sec): 2 clusters Score: Raw -4479.072933 + Penalty 226.265709 = -4252.807224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.424918 sec): 3 clusters Score: Raw -4402.867222 + Penalty 452.644811 = -3950.222412 nChanged 50 SP:Iteration 1F (9.425440 sec): 3 clusters Score: Raw -4434.901323 + Penalty 454.120415 = -3980.780908 nChanged 12 SP:Iteration 2F (9.425961 sec): 3 clusters Score: Raw -4441.067379 + Penalty 458.839870 = -3982.227509 nChanged 9 SP:Iteration 3Q (9.426477 sec): 3 clusters Score: Raw -4450.858451 + Penalty 472.861311 = -3977.997140 nChanged 14 SP:Iteration 4F (9.426998 sec): 3 clusters Score: Raw -4472.327369 + Penalty 500.254498 = -3972.072871 nChanged 16 SP:Iteration 5F (9.427520 sec): 3 clusters Score: Raw -4493.619314 + Penalty 539.609485 = -3954.009829 nChanged 14 SP:Iteration 6F (9.428041 sec): 3 clusters Score: Raw -4519.035457 + Penalty 564.599061 = -3954.436397 nChanged 8 SP:Iteration 7Q (9.428547 sec): 3 clusters Score: Raw -4530.477659 + Penalty 569.038906 = -3961.438753 nChanged 3 SP:Iteration 8Q (9.429038 sec): 3 clusters Score: Raw -4549.247758 + Penalty 573.872515 = -3975.375243 nChanged 2 SP:Iteration 9Q (9.429522 sec): 3 clusters Score: Raw -4560.147168 + Penalty 573.872515 = -3986.274653 nChanged 0 SP:Iteration 10F (9.430072 sec): 3 clusters Score: Raw -4560.147168 + Penalty 573.872515 = -3986.274653 nChanged 0 Time taken for this iteration:9.080635 seconds. 300->10 Clusters: Score -331082.066096, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 97 (time per iteration =97.392979 ms) Total iterations: 786 (time per iteration =12.019235 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1577728750.000000 (time per metric unit =5.987797ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 39443218750.000000 (time per metric unit=239.511868ps) That took 9.447119 seconds.