FileBase PeterP-2014-03-27_dataset1 ElecNo 12 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.38 and 0.56 GB of RAM. Memory request: 0.19 GB would take us to total of 0.19 GB. ---------------------------------------------------------- Loaded 41148 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 41148 points ------ Starting initial clusters from distinct float masks Not enough masks (208) to generate starting clusters (300), so starting with (209) clusters instead. Assigned 209 initial classes from 208 unique masks. Deleting Class 150 (4 points): Lose 60.296616 but Gain 1704.247258 Iteration 0F (5.164640 sec): 208 clusters Score: Raw -1620008.228835 + Penalty 210907.932440 = -1409100.296394 nChanged 8114 Deleting Class 202 (1 points): Lose 5.409998 but Gain 1628.573609 Iteration 1F (8.993360 sec): 203 clusters Score: Raw -1631409.439853 + Penalty 209191.932249 = -1422217.507604 nChanged 3105 Deleting Class 189 (1 points): Lose 7.685578 but Gain 1625.798810 Iteration 2F (12.797721 sec): 202 clusters Score: Raw -1635743.444514 + Penalty 206955.520726 = -1428787.923788 nChanged 2065 Deleting Class 197 (1 points): Lose 26.386594 but Gain 1619.475301 Iteration 3F (16.612738 sec): 200 clusters Score: Raw -1637842.672175 + Penalty 205435.210305 = -1432407.461869 nChanged 1309 Deleting Class 201 (1 points): Lose 20.969075 but Gain 1605.149596 Iteration 4Q (17.095094 sec): 199 clusters Score: Raw -1639018.435965 + Penalty 203764.590728 = -1435253.845237 nChanged 864 Deleting Class 203 (1 points): Lose 1.658025 but Gain 1535.092928 Iteration 5Q (17.516182 sec): 198 clusters Score: Raw -1639786.520219 + Penalty 200919.639753 = -1438866.880467 nChanged 703 Deleting Class 147 (5 points): Lose 47.900598 but Gain 1565.177541 Iteration 6Q (17.910662 sec): 196 clusters Score: Raw -1640369.116811 + Penalty 199155.984657 = -1441213.132154 nChanged 615 Deleting Class 30 (16 points): Lose 135.879286 but Gain 1650.260559 Iteration 7Q (18.290476 sec): 195 clusters Score: Raw -1640647.490713 + Penalty 197488.347111 = -1443159.143602 nChanged 557 Deleting Class 143 (7 points): Lose 111.122687 but Gain 1615.639160 Iteration 8Q (18.663180 sec): 194 clusters Score: Raw -1640956.055996 + Penalty 195799.090384 = -1445156.965612 nChanged 462 Deleting Class 196 (1 points): Lose 6.442341 but Gain 1510.087905 Iteration 9Q (19.021754 sec): 193 clusters Score: Raw -1641258.169714 + Penalty 194171.637886 = -1447086.531828 nChanged 337 Deleting Class 132 (10 points): Lose 136.472223 but Gain 1629.283993 Iteration 10F (22.628642 sec): 192 clusters Score: Raw -1641325.122932 + Penalty 192537.192298 = -1448787.930634 nChanged 289 Deleting Class 134 (3 points): Lose 43.738862 but Gain 1514.046057 Iteration 11Q (22.969375 sec): 191 clusters Score: Raw -1641484.485205 + Penalty 191091.648084 = -1450392.837121 nChanged 254 Deleting Class 89 (7 points): Lose 78.264011 but Gain 1546.774264 Iteration 12Q (23.303725 sec): 190 clusters Score: Raw -1641604.166307 + Penalty 189444.462936 = -1452159.703371 nChanged 222 Deleting Class 92 (17 points): Lose 151.537517 but Gain 1606.047573 Iteration 13Q (23.632883 sec): 189 clusters Score: Raw -1641609.735256 + Penalty 186813.222173 = -1454796.513083 nChanged 226 Deleting Class 181 (1 points): Lose 1.276780 but Gain 1435.773061 Iteration 14Q (23.959968 sec): 187 clusters Score: Raw -1641754.103014 + Penalty 185330.637882 = -1456423.465133 nChanged 159 Deleting Class 206 (1 points): Lose 16.780559 but Gain 1451.129361 Iteration 15Q (24.279665 sec): 186 clusters Score: Raw -1641794.113415 + Penalty 183979.747109 = -1457814.366306 nChanged 107 Deleting Class 104 (2 points): Lose 25.819764 but Gain 1450.190160 Iteration 16Q (24.589112 sec): 185 clusters Score: Raw -1641804.072172 + Penalty 181619.375931 = -1460184.696241 nChanged 102 Deleting Class 169 (7 points): Lose 87.448066 but Gain 1495.621144 Iteration 17Q (24.898032 sec): 183 clusters Score: Raw -1641745.840974 + Penalty 180125.089220 = -1461620.751754 nChanged 96 Deleting Class 162 (3 points): Lose 17.533797 but Gain 1422.397865 Iteration 18Q (25.205218 sec): 182 clusters Score: Raw -1641778.914867 + Penalty 178673.827685 = -1463105.087182 nChanged 87 Deleting Class 56 (1 points): Lose 8.737488 but Gain 1410.142646 Iteration 19Q (25.508072 sec): 181 clusters Score: Raw -1641799.618614 + Penalty 177262.586995 = -1464537.031619 nChanged 79 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.38 GB. Compute initial score before splitting: Score: Raw -1641799.618614 + Penalty 177262.586995 = -1464537.031619Memory request: 0.04 GB would take us to total of 0.41 GB. Trying to split cluster 1 (7685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.684766 sec): 2 clusters Score: Raw -309059.110958 + Penalty 106.893357 = -308952.217601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.698657 sec): 3 clusters Score: Raw -303957.275798 + Penalty 216.181865 = -303741.093932 nChanged 3722 SP:Iteration 1F (25.712226 sec): 3 clusters Score: Raw -306798.679129 + Penalty 226.757311 = -306571.921817 nChanged 1025 SP:Iteration 2F (25.725751 sec): 3 clusters Score: Raw -307465.552286 + Penalty 235.757377 = -307229.794908 nChanged 578 SP:Iteration 3F (25.739694 sec): 3 clusters Score: Raw -307817.784568 + Penalty 242.153472 = -307575.631096 nChanged 390 SP:Iteration 4F (25.753202 sec): 3 clusters Score: Raw -308070.145817 + Penalty 245.245122 = -307824.900695 nChanged 288 SP:Iteration 5Q (25.766765 sec): 3 clusters Score: Raw -308230.424563 + Penalty 245.214344 = -307985.210219 nChanged 197 SP:Iteration 6Q (25.780360 sec): 3 clusters Score: Raw -308327.983545 + Penalty 242.106661 = -308085.876884 nChanged 137 SP:Iteration 7Q (25.793913 sec): 3 clusters Score: Raw -308379.607073 + Penalty 235.668841 = -308143.938232 nChanged 105 SP:Iteration 8Q (25.807546 sec): 3 clusters Score: Raw -308421.778960 + Penalty 232.089747 = -308189.689213 nChanged 77 SP:Iteration 9Q (25.821087 sec): 3 clusters Score: Raw -308451.843101 + Penalty 225.750234 = -308226.092867 nChanged 65 SP:Iteration 10F (25.834571 sec): 3 clusters Score: Raw -308467.669868 + Penalty 226.140975 = -308241.528892 nChanged 51 SP:Iteration 11Q (25.848442 sec): 3 clusters Score: Raw -308480.297103 + Penalty 225.660911 = -308254.636193 nChanged 51 SP:Iteration 12Q (25.862502 sec): 3 clusters Score: Raw -308493.986559 + Penalty 225.141448 = -308268.845111 nChanged 46 SP:Iteration 13Q (25.876202 sec): 3 clusters Score: Raw -308504.797007 + Penalty 224.856662 = -308279.940345 nChanged 38 SP:Iteration 14Q (25.889818 sec): 3 clusters Score: Raw -308513.467319 + Penalty 226.187531 = -308287.279788 nChanged 31 SP:Iteration 15Q (25.903470 sec): 3 clusters Score: Raw -308521.272036 + Penalty 223.834162 = -308297.437874 nChanged 38 SP:Iteration 16Q (25.917024 sec): 3 clusters Score: Raw -308532.662486 + Penalty 224.213951 = -308308.448535 nChanged 38 SP:Iteration 17Q (25.930573 sec): 3 clusters Score: Raw -308544.517085 + Penalty 224.359858 = -308320.157227 nChanged 28 SP:Iteration 18Q (25.944337 sec): 3 clusters Score: Raw -308553.098977 + Penalty 225.545717 = -308327.553260 nChanged 31 SP:Iteration 19Q (25.958082 sec): 3 clusters Score: Raw -308568.782295 + Penalty 227.730943 = -308341.051352 nChanged 39 SP:Iteration 20F (25.971520 sec): 3 clusters Score: Raw -308598.722566 + Penalty 233.764783 = -308364.957782 nChanged 58 SP:Iteration 21Q (25.985113 sec): 3 clusters Score: Raw -308681.817477 + Penalty 245.172950 = -308436.644527 nChanged 82 SP:Iteration 22Q (25.998711 sec): 3 clusters Score: Raw -308813.875296 + Penalty 255.444231 = -308558.431065 nChanged 83 SP:Iteration 23Q (26.011215 sec): 3 clusters Score: Raw -308894.448188 + Penalty 251.793066 = -308642.655122 nChanged 88 SP:Iteration 24Q (26.022840 sec): 3 clusters Score: Raw -308980.964742 + Penalty 269.599665 = -308711.365077 nChanged 60 SP:Iteration 25Q (26.034134 sec): 3 clusters Score: Raw -309034.973222 + Penalty 292.742998 = -308742.230225 nChanged 18 SP:Iteration 26Q (26.045359 sec): 3 clusters Score: Raw -309049.911607 + Penalty 309.771623 = -308740.139985 nChanged 11 SP:Iteration 27F (26.059210 sec): 3 clusters Score: Raw -309057.627976 + Penalty 321.242602 = -308736.385373 nChanged 3 SP:Iteration 28F (26.072652 sec): 3 clusters Score: Raw -309059.251643 + Penalty 338.118018 = -308721.133625 nChanged 6 SP:Iteration 29F (26.086083 sec): 3 clusters Score: Raw -309062.846048 + Penalty 393.284135 = -308669.561912 nChanged 3 SP:Iteration 30F (26.099548 sec): 3 clusters Score: Raw -309065.791225 + Penalty 334.905088 = -308730.886137 nChanged 3 SP:Iteration 31Q (26.110303 sec): 3 clusters Score: Raw -309068.424739 + Penalty 334.905088 = -308733.519650 nChanged 0 SP:Iteration 32F (26.123838 sec): 3 clusters Score: Raw -309068.424739 + Penalty 334.905088 = -308733.519650 nChanged 0 Memory request: 0.03 GB would take us to total of 0.41 GB. Trying to split cluster 2 (6295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.146461 sec): 2 clusters Score: Raw -259059.783800 + Penalty 191.608751 = -258868.175049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.158022 sec): 3 clusters Score: Raw -254849.028376 + Penalty 381.897644 = -254467.130732 nChanged 2959 SP:Iteration 1F (26.169242 sec): 3 clusters Score: Raw -256722.181496 + Penalty 379.952056 = -256342.229440 nChanged 691 SP:Iteration 2F (26.180490 sec): 3 clusters Score: Raw -257246.417211 + Penalty 377.698452 = -256868.718759 nChanged 392 SP:Iteration 3F (26.191728 sec): 3 clusters Score: Raw -257552.296800 + Penalty 375.830579 = -257176.466221 nChanged 305 SP:Iteration 4Q (26.202949 sec): 3 clusters Score: Raw -257776.128163 + Penalty 373.567720 = -257402.560442 nChanged 206 SP:Iteration 5Q (26.214073 sec): 3 clusters Score: Raw -257844.188620 + Penalty 371.716648 = -257472.471971 nChanged 106 SP:Iteration 6Q (26.225069 sec): 3 clusters Score: Raw -257874.260574 + Penalty 370.087858 = -257504.172715 nChanged 83 SP:Iteration 7Q (26.236035 sec): 3 clusters Score: Raw -257891.027528 + Penalty 368.041663 = -257522.985866 nChanged 86 SP:Iteration 8Q (26.247086 sec): 3 clusters Score: Raw -257906.623228 + Penalty 366.246076 = -257540.377152 nChanged 79 SP:Iteration 9Q (26.258461 sec): 3 clusters Score: Raw -257922.160836 + Penalty 365.076127 = -257557.084709 nChanged 76 SP:Iteration 10F (26.269860 sec): 3 clusters Score: Raw -257935.783295 + Penalty 363.707389 = -257572.075906 nChanged 71 SP:Iteration 11Q (26.280863 sec): 3 clusters Score: Raw -257948.412362 + Penalty 362.820417 = -257585.591945 nChanged 68 SP:Iteration 12Q (26.291865 sec): 3 clusters Score: Raw -257962.212030 + Penalty 361.174307 = -257601.037723 nChanged 73 SP:Iteration 13Q (26.302888 sec): 3 clusters Score: Raw -257980.863872 + Penalty 359.717160 = -257621.146712 nChanged 71 SP:Iteration 14Q (26.313854 sec): 3 clusters Score: Raw -257997.437803 + Penalty 358.864130 = -257638.573674 nChanged 73 SP:Iteration 15Q (26.324721 sec): 3 clusters Score: Raw -258012.101750 + Penalty 358.116623 = -257653.985127 nChanged 73 SP:Iteration 16Q (26.335724 sec): 3 clusters Score: Raw -258025.928603 + Penalty 357.646448 = -257668.282154 nChanged 69 SP:Iteration 17Q (26.346709 sec): 3 clusters Score: Raw -258038.975303 + Penalty 357.654210 = -257681.321094 nChanged 65 SP:Iteration 18Q (26.357645 sec): 3 clusters Score: Raw -258052.109956 + Penalty 357.675454 = -257694.434502 nChanged 75 SP:Iteration 19Q (26.368654 sec): 3 clusters Score: Raw -258065.806754 + Penalty 357.252542 = -257708.554212 nChanged 64 SP:Iteration 20F (26.380046 sec): 3 clusters Score: Raw -258077.369525 + Penalty 357.322287 = -257720.047238 nChanged 55 SP:Iteration 21Q (26.391024 sec): 3 clusters Score: Raw -258086.681864 + Penalty 357.384335 = -257729.297529 nChanged 62 SP:Iteration 22Q (26.401996 sec): 3 clusters Score: Raw -258096.499677 + Penalty 357.174960 = -257739.324717 nChanged 50 SP:Iteration 23Q (26.412981 sec): 3 clusters Score: Raw -258102.726422 + Penalty 356.614490 = -257746.111932 nChanged 34 SP:Iteration 24Q (26.423940 sec): 3 clusters Score: Raw -258108.673049 + Penalty 355.799184 = -257752.873864 nChanged 36 SP:Iteration 25Q (26.434955 sec): 3 clusters Score: Raw -258114.181567 + Penalty 354.888508 = -257759.293059 nChanged 33 SP:Iteration 26Q (26.445948 sec): 3 clusters Score: Raw -258117.741797 + Penalty 354.272616 = -257763.469181 nChanged 28 SP:Iteration 27Q (26.456948 sec): 3 clusters Score: Raw -258121.383011 + Penalty 353.009385 = -257768.373626 nChanged 37 SP:Iteration 28Q (26.468379 sec): 3 clusters Score: Raw -258128.025160 + Penalty 351.728713 = -257776.296447 nChanged 43 SP:Iteration 29Q (26.479197 sec): 3 clusters Score: Raw -258133.689823 + Penalty 349.929146 = -257783.760677 nChanged 45 SP:Iteration 30F (26.490383 sec): 3 clusters Score: Raw -258138.608374 + Penalty 347.996390 = -257790.611983 nChanged 41 SP:Iteration 31Q (26.501219 sec): 3 clusters Score: Raw -258143.081626 + Penalty 346.555743 = -257796.525883 nChanged 38 SP:Iteration 32Q (26.512063 sec): 3 clusters Score: Raw -258147.510071 + Penalty 344.962142 = -257802.547929 nChanged 39 SP:Iteration 33Q (26.522837 sec): 3 clusters Score: Raw -258153.021464 + Penalty 343.179308 = -257809.842156 nChanged 43 SP:Iteration 34Q (26.533606 sec): 3 clusters Score: Raw -258159.636329 + Penalty 341.168558 = -257818.467771 nChanged 50 SP:Iteration 35Q (26.544357 sec): 3 clusters Score: Raw -258167.970705 + Penalty 338.623975 = -257829.346729 nChanged 57 SP:Iteration 36Q (26.555228 sec): 3 clusters Score: Raw -258178.958039 + Penalty 335.467082 = -257843.490957 nChanged 70 SP:Iteration 37Q (26.566133 sec): 3 clusters Score: Raw -258191.050594 + Penalty 333.287169 = -257857.763425 nChanged 61 SP:Iteration 38Q (26.576804 sec): 3 clusters Score: Raw -258203.025567 + Penalty 331.028234 = -257871.997334 nChanged 62 SP:Iteration 39Q (26.587438 sec): 3 clusters Score: Raw -258219.269911 + Penalty 328.026057 = -257891.243854 nChanged 75 SP:Iteration 40F (26.598623 sec): 3 clusters Score: Raw -258243.785737 + Penalty 324.865432 = -257918.920304 nChanged 79 SP:Iteration 41Q (26.609168 sec): 3 clusters Score: Raw -258269.534049 + Penalty 321.802957 = -257947.731093 nChanged 72 SP:Iteration 42Q (26.619664 sec): 3 clusters Score: Raw -258295.936011 + Penalty 319.401601 = -257976.534410 nChanged 80 SP:Iteration 43Q (26.630117 sec): 3 clusters Score: Raw -258328.054192 + Penalty 315.697137 = -258012.357055 nChanged 84 SP:Iteration 44Q (26.640512 sec): 3 clusters Score: Raw -258364.264099 + Penalty 312.907139 = -258051.356960 nChanged 92 SP:Iteration 45Q (26.650947 sec): 3 clusters Score: Raw -258397.029232 + Penalty 309.963288 = -258087.065944 nChanged 96 SP:Iteration 46Q (26.661350 sec): 3 clusters Score: Raw -258432.814166 + Penalty 306.264022 = -258126.550144 nChanged 94 SP:Iteration 47Q (26.672127 sec): 3 clusters Score: Raw -258476.070199 + Penalty 303.161683 = -258172.908515 nChanged 88 SP:Iteration 48Q (26.682248 sec): 3 clusters Score: Raw -258519.456805 + Penalty 299.444320 = -258220.012485 nChanged 92 SP:Iteration 49Q (26.692258 sec): 3 clusters Score: Raw -258574.315643 + Penalty 297.078716 = -258277.236927 nChanged 92 SP:Iteration 50F (26.703447 sec): 3 clusters Score: Raw -258650.581998 + Penalty 292.708169 = -258357.873830 nChanged 94 SP:Iteration 51Q (26.713300 sec): 3 clusters Score: Raw -258743.398508 + Penalty 286.994941 = -258456.403566 nChanged 85 SP:Iteration 52Q (26.723092 sec): 3 clusters Score: Raw -258822.471208 + Penalty 280.140600 = -258542.330608 nChanged 85 SP:Iteration 53Q (26.732633 sec): 3 clusters Score: Raw -258889.725373 + Penalty 274.467466 = -258615.257907 nChanged 86 SP:Iteration 54Q (26.742055 sec): 3 clusters Score: Raw -258938.202792 + Penalty 269.479452 = -258668.723341 nChanged 68 SP:Iteration 55Q (26.751436 sec): 3 clusters Score: Raw -258969.206521 + Penalty 267.593799 = -258701.612721 nChanged 60 SP:Iteration 56Q (26.760681 sec): 3 clusters Score: Raw -258995.556359 + Penalty 265.500892 = -258730.055467 nChanged 52 SP:Iteration 57Q (26.770184 sec): 3 clusters Score: Raw -259018.697875 + Penalty 263.356327 = -258755.341548 nChanged 44 SP:Iteration 58Q (26.779489 sec): 3 clusters Score: Raw -259037.074331 + Penalty 257.846076 = -258779.228255 nChanged 42 SP:Iteration 59Q (26.788758 sec): 3 clusters Score: Raw -259053.872626 + Penalty 256.840592 = -258797.032034 nChanged 31 SP:Iteration 60F (26.799884 sec): 3 clusters Score: Raw -259064.814109 + Penalty 256.124762 = -258808.689348 nChanged 30 SP:Iteration 61Q (26.808931 sec): 3 clusters Score: Raw -259074.174841 + Penalty 255.346489 = -258818.828351 nChanged 17 SP:Iteration 62Q (26.817986 sec): 3 clusters Score: Raw -259078.602190 + Penalty 255.230224 = -258823.371966 nChanged 16 SP:Iteration 63Q (26.826979 sec): 3 clusters Score: Raw -259082.167177 + Penalty 254.901713 = -258827.265464 nChanged 10 SP:Iteration 64Q (26.835946 sec): 3 clusters Score: Raw -259084.119113 + Penalty 254.406596 = -258829.712517 nChanged 7 SP:Iteration 65Q (26.844915 sec): 3 clusters Score: Raw -259085.761772 + Penalty 254.146123 = -258831.615648 nChanged 8 SP:Iteration 66Q (26.853914 sec): 3 clusters Score: Raw -259087.568057 + Penalty 254.350818 = -258833.217239 nChanged 9 SP:Iteration 67Q (26.863012 sec): 3 clusters Score: Raw -259090.278180 + Penalty 254.065671 = -258836.212509 nChanged 7 SP:Iteration 68Q (26.872229 sec): 3 clusters Score: Raw -259092.232462 + Penalty 254.054761 = -258838.177701 nChanged 4 SP:Iteration 69Q (26.881260 sec): 3 clusters Score: Raw -259093.029998 + Penalty 254.109948 = -258838.920050 nChanged 2 SP:Iteration 70F (26.892420 sec): 3 clusters Score: Raw -259093.437199 + Penalty 254.166892 = -258839.270307 nChanged 2 SP:Iteration 71Q (26.901343 sec): 3 clusters Score: Raw -259093.865800 + Penalty 254.194807 = -258839.670992 nChanged 5 SP:Iteration 72Q (26.910274 sec): 3 clusters Score: Raw -259094.815170 + Penalty 254.289078 = -258840.526092 nChanged 3 SP:Iteration 73Q (26.919238 sec): 3 clusters Score: Raw -259095.126413 + Penalty 254.354371 = -258840.772042 nChanged 2 SP:Iteration 74Q (26.928142 sec): 3 clusters Score: Raw -259095.348705 + Penalty 254.387769 = -258840.960936 nChanged 1 SP:Iteration 75Q (26.937049 sec): 3 clusters Score: Raw -259095.473204 + Penalty 254.387769 = -258841.085436 nChanged 0 SP:Iteration 76F (26.948166 sec): 3 clusters Score: Raw -259095.473204 + Penalty 254.387769 = -258841.085436 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 3 (4432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.964986 sec): 2 clusters Score: Raw -190651.179581 + Penalty 228.447640 = -190422.731941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.973145 sec): 3 clusters Score: Raw -187726.157233 + Penalty 464.173988 = -187261.983246 nChanged 2072 SP:Iteration 1F (26.981190 sec): 3 clusters Score: Raw -189247.108710 + Penalty 464.352227 = -188782.756483 nChanged 726 SP:Iteration 2F (26.989120 sec): 3 clusters Score: Raw -189943.167888 + Penalty 459.847694 = -189483.320194 nChanged 487 SP:Iteration 3F (26.997039 sec): 3 clusters Score: Raw -190414.334556 + Penalty 458.387515 = -189955.947041 nChanged 273 SP:Iteration 4F (27.004994 sec): 3 clusters Score: Raw -190582.301774 + Penalty 457.685179 = -190124.616595 nChanged 136 SP:Iteration 5Q (27.012510 sec): 3 clusters Score: Raw -190641.013598 + Penalty 457.962799 = -190183.050799 nChanged 65 SP:Iteration 6Q (27.019994 sec): 3 clusters Score: Raw -190654.241140 + Penalty 458.703113 = -190195.538027 nChanged 38 SP:Iteration 7Q (27.027617 sec): 3 clusters Score: Raw -190659.470592 + Penalty 459.397520 = -190200.073071 nChanged 27 SP:Iteration 8Q (27.035077 sec): 3 clusters Score: Raw -190662.159102 + Penalty 460.074907 = -190202.084195 nChanged 13 SP:Iteration 9Q (27.042527 sec): 3 clusters Score: Raw -190663.310867 + Penalty 460.609694 = -190202.701172 nChanged 11 SP:Iteration 10F (27.050643 sec): 3 clusters Score: Raw -190664.183417 + Penalty 461.109957 = -190203.073460 nChanged 10 SP:Iteration 11Q (27.058410 sec): 3 clusters Score: Raw -190664.811576 + Penalty 461.600480 = -190203.211096 nChanged 10 SP:Iteration 12Q (27.066028 sec): 3 clusters Score: Raw -190665.274736 + Penalty 461.810156 = -190203.464580 nChanged 4 SP:Iteration 13Q (27.073513 sec): 3 clusters Score: Raw -190665.496825 + Penalty 462.018362 = -190203.478463 nChanged 4 SP:Iteration 14Q (27.081280 sec): 3 clusters Score: Raw -190665.622892 + Penalty 462.249114 = -190203.373778 nChanged 5 SP:Iteration 15F (27.089196 sec): 3 clusters Score: Raw -190665.797623 + Penalty 462.403732 = -190203.393891 nChanged 3 SP:Iteration 16Q (27.096628 sec): 3 clusters Score: Raw -190665.992443 + Penalty 462.510389 = -190203.482054 nChanged 2 SP:Iteration 17Q (27.104058 sec): 3 clusters Score: Raw -190666.071313 + Penalty 462.566681 = -190203.504631 nChanged 1 SP:Iteration 18Q (27.111489 sec): 3 clusters Score: Raw -190666.121421 + Penalty 462.649076 = -190203.472345 nChanged 2 SP:Iteration 19F (27.119394 sec): 3 clusters Score: Raw -190666.237112 + Penalty 462.649076 = -190203.588036 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 4 (1629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.130744 sec): 2 clusters Score: Raw -70221.793921 + Penalty 190.969516 = -70030.824405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.133787 sec): 3 clusters Score: Raw -69161.579406 + Penalty 391.560645 = -68770.018761 nChanged 723 SP:Iteration 1F (27.136769 sec): 3 clusters Score: Raw -69625.388404 + Penalty 389.509613 = -69235.878790 nChanged 173 SP:Iteration 2F (27.139744 sec): 3 clusters Score: Raw -69721.033696 + Penalty 380.922484 = -69340.111212 nChanged 150 SP:Iteration 3F (27.142714 sec): 3 clusters Score: Raw -69883.765538 + Penalty 379.782631 = -69503.982907 nChanged 142 SP:Iteration 4F (27.145668 sec): 3 clusters Score: Raw -70049.953895 + Penalty 354.342902 = -69695.610993 nChanged 76 SP:Iteration 5Q (27.148636 sec): 3 clusters Score: Raw -70130.571511 + Penalty 344.392584 = -69786.178927 nChanged 38 SP:Iteration 6Q (27.151612 sec): 3 clusters Score: Raw -70172.553330 + Penalty 333.466587 = -69839.086743 nChanged 28 SP:Iteration 7Q (27.154507 sec): 3 clusters Score: Raw -70206.769315 + Penalty 341.519434 = -69865.249881 nChanged 4 SP:Iteration 8Q (27.156923 sec): 3 clusters Score: Raw -70211.235126 + Penalty 349.733773 = -69861.501353 nChanged 4 SP:Iteration 9F (27.160268 sec): 3 clusters Score: Raw -70216.454756 + Penalty 354.855200 = -69861.599556 nChanged 2 SP:Iteration 10F (27.163615 sec): 3 clusters Score: Raw -70216.371091 + Penalty 361.290085 = -69855.081006 nChanged 1 SP:Iteration 11F (27.166959 sec): 3 clusters Score: Raw -70216.454728 + Penalty 369.123852 = -69847.330876 nChanged 1 SP:Iteration 12F (27.170305 sec): 3 clusters Score: Raw -70217.059097 + Penalty 369.123852 = -69847.935245 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 5 (2823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.183549 sec): 2 clusters Score: Raw -120507.699064 + Penalty 245.265227 = -120262.433837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.188790 sec): 3 clusters Score: Raw -118687.113280 + Penalty 505.752475 = -118181.360805 nChanged 1280 SP:Iteration 1F (27.193890 sec): 3 clusters Score: Raw -119710.589783 + Penalty 537.841853 = -119172.747929 nChanged 396 SP:Iteration 2F (27.198966 sec): 3 clusters Score: Raw -120103.748824 + Penalty 562.449420 = -119541.299404 nChanged 158 SP:Iteration 3F (27.204048 sec): 3 clusters Score: Raw -120326.206863 + Penalty 569.739331 = -119756.467532 nChanged 57 SP:Iteration 4Q (27.208529 sec): 3 clusters Score: Raw -120362.315030 + Penalty 571.253546 = -119791.061484 nChanged 43 SP:Iteration 5Q (27.213290 sec): 3 clusters Score: Raw -120385.080898 + Penalty 571.419675 = -119813.661223 nChanged 32 SP:Iteration 6Q (27.217604 sec): 3 clusters Score: Raw -120399.137731 + Penalty 577.443328 = -119821.694403 nChanged 30 SP:Iteration 7Q (27.221879 sec): 3 clusters Score: Raw -120414.695164 + Penalty 597.309149 = -119817.386014 nChanged 30 SP:Iteration 8F (27.226977 sec): 3 clusters Score: Raw -120432.413805 + Penalty 613.082523 = -119819.331283 nChanged 27 SP:Iteration 9Q (27.231172 sec): 3 clusters Score: Raw -120449.330261 + Penalty 640.262967 = -119809.067294 nChanged 26 SP:Iteration 10F (27.236247 sec): 3 clusters Score: Raw -120463.147446 + Penalty 654.790838 = -119808.356607 nChanged 17 SP:Iteration 11F (27.241311 sec): 3 clusters Score: Raw -120472.832552 + Penalty 675.360406 = -119797.472146 nChanged 16 SP:Iteration 12F (27.246380 sec): 3 clusters Score: Raw -120486.340957 + Penalty 690.181407 = -119796.159551 nChanged 15 SP:Iteration 13F (27.251443 sec): 3 clusters Score: Raw -120499.506300 + Penalty 700.029771 = -119799.476530 nChanged 6 SP:Iteration 14Q (27.255482 sec): 3 clusters Score: Raw -120506.164105 + Penalty 700.775264 = -119805.388840 nChanged 5 SP:Iteration 15Q (27.259541 sec): 3 clusters Score: Raw -120512.121460 + Penalty 687.386587 = -119824.734874 nChanged 6 SP:Iteration 16Q (27.263654 sec): 3 clusters Score: Raw -120518.466363 + Penalty 714.237641 = -119804.228721 nChanged 4 SP:Iteration 17F (27.268724 sec): 3 clusters Score: Raw -120525.181488 + Penalty 723.554294 = -119801.627194 nChanged 4 SP:Iteration 18F (27.273782 sec): 3 clusters Score: Raw -120531.227282 + Penalty 724.209115 = -119807.018167 nChanged 1 SP:Iteration 19Q (27.277854 sec): 3 clusters Score: Raw -120533.303523 + Penalty 724.209115 = -119809.094408 nChanged 0 SP:Iteration 20F (27.283261 sec): 3 clusters Score: Raw -120533.303523 + Penalty 724.209115 = -119809.094408 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 6 (4264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.306110 sec): 2 clusters Score: Raw -209337.565177 + Penalty 387.061966 = -208950.503211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.313872 sec): 3 clusters Score: Raw -206492.922392 + Penalty 826.571363 = -205666.351029 nChanged 1893 SP:Iteration 1F (27.321530 sec): 3 clusters Score: Raw -208094.058543 + Penalty 883.441199 = -207210.617344 nChanged 594 SP:Iteration 2F (27.329120 sec): 3 clusters Score: Raw -208660.879797 + Penalty 915.800109 = -207745.079689 nChanged 325 SP:Iteration 3F (27.336667 sec): 3 clusters Score: Raw -208931.335400 + Penalty 927.346231 = -208003.989169 nChanged 156 SP:Iteration 4Q (27.344105 sec): 3 clusters Score: Raw -209006.654316 + Penalty 931.245553 = -208075.408763 nChanged 94 SP:Iteration 5Q (27.351134 sec): 3 clusters Score: Raw -209031.726396 + Penalty 933.453591 = -208098.272805 nChanged 78 SP:Iteration 6Q (27.358080 sec): 3 clusters Score: Raw -209043.471996 + Penalty 936.800360 = -208106.671635 nChanged 72 SP:Iteration 7Q (27.364964 sec): 3 clusters Score: Raw -209053.781943 + Penalty 940.804697 = -208112.977246 nChanged 82 SP:Iteration 8Q (27.371631 sec): 3 clusters Score: Raw -209070.684423 + Penalty 954.665586 = -208116.018837 nChanged 101 SP:Iteration 9Q (27.378293 sec): 3 clusters Score: Raw -209098.322974 + Penalty 973.846110 = -208124.476864 nChanged 90 SP:Iteration 10F (27.385902 sec): 3 clusters Score: Raw -209124.527139 + Penalty 998.908864 = -208125.618275 nChanged 84 SP:Iteration 11Q (27.392393 sec): 3 clusters Score: Raw -209152.447242 + Penalty 1029.690793 = -208122.756449 nChanged 77 SP:Iteration 12F (27.399928 sec): 3 clusters Score: Raw -209182.317506 + Penalty 1068.514151 = -208113.803355 nChanged 73 SP:Iteration 13F (27.407560 sec): 3 clusters Score: Raw -209229.762199 + Penalty 1091.888846 = -208137.873353 nChanged 60 SP:Iteration 14Q (27.413625 sec): 3 clusters Score: Raw -209283.732545 + Penalty 1134.661117 = -208149.071428 nChanged 46 SP:Iteration 15Q (27.419581 sec): 3 clusters Score: Raw -209325.923297 + Penalty 1100.538489 = -208225.384807 nChanged 14 SP:Iteration 16Q (27.426480 sec): 3 clusters Score: Raw -209341.742829 + Penalty 1095.640436 = -208246.102393 nChanged 5 SP:Iteration 17Q (27.433392 sec): 3 clusters Score: Raw -209347.104366 + Penalty 1095.640436 = -208251.463931 nChanged 0 SP:Iteration 18F (27.441966 sec): 3 clusters Score: Raw -209347.104366 + Penalty 1095.640436 = -208251.463931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 7 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.447266 sec): 2 clusters Score: Raw -19593.780454 + Penalty 185.989740 = -19407.790714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.448303 sec): 3 clusters Score: Raw -19354.244555 + Penalty 372.994147 = -18981.250408 nChanged 192 SP:Iteration 1F (27.449303 sec): 3 clusters Score: Raw -19518.262995 + Penalty 373.144968 = -19145.118027 nChanged 49 SP:Iteration 2F (27.450303 sec): 3 clusters Score: Raw -19551.677428 + Penalty 374.578801 = -19177.098626 nChanged 29 SP:Iteration 3F (27.451302 sec): 3 clusters Score: Raw -19568.726835 + Penalty 372.845243 = -19195.881592 nChanged 19 SP:Iteration 4Q (27.452293 sec): 3 clusters Score: Raw -19577.253623 + Penalty 372.282047 = -19204.971576 nChanged 9 SP:Iteration 5Q (27.453277 sec): 3 clusters Score: Raw -19583.197431 + Penalty 368.597793 = -19214.599638 nChanged 11 SP:Iteration 6Q (27.454261 sec): 3 clusters Score: Raw -19590.741615 + Penalty 366.253394 = -19224.488221 nChanged 15 SP:Iteration 7Q (27.455243 sec): 3 clusters Score: Raw -19597.367495 + Penalty 364.628274 = -19232.739221 nChanged 10 SP:Iteration 8Q (27.456225 sec): 3 clusters Score: Raw -19599.760896 + Penalty 364.643413 = -19235.117484 nChanged 4 SP:Iteration 9Q (27.457206 sec): 3 clusters Score: Raw -19600.751813 + Penalty 364.704885 = -19236.046928 nChanged 4 SP:Iteration 10F (27.458205 sec): 3 clusters Score: Raw -19602.368391 + Penalty 364.035221 = -19238.333170 nChanged 5 SP:Iteration 11Q (27.459212 sec): 3 clusters Score: Raw -19603.886904 + Penalty 363.309347 = -19240.577558 nChanged 6 SP:Iteration 12Q (27.460200 sec): 3 clusters Score: Raw -19605.253096 + Penalty 364.967382 = -19240.285715 nChanged 4 SP:Iteration 13F (27.461199 sec): 3 clusters Score: Raw -19606.488135 + Penalty 365.330403 = -19241.157731 nChanged 7 SP:Iteration 14Q (27.462190 sec): 3 clusters Score: Raw -19609.203678 + Penalty 365.811057 = -19243.392621 nChanged 7 SP:Iteration 15Q (27.463178 sec): 3 clusters Score: Raw -19613.056406 + Penalty 363.060313 = -19249.996093 nChanged 9 SP:Iteration 16Q (27.464166 sec): 3 clusters Score: Raw -19616.882447 + Penalty 364.280618 = -19252.601829 nChanged 2 SP:Iteration 17Q (27.465152 sec): 3 clusters Score: Raw -19617.377909 + Penalty 365.223391 = -19252.154518 nChanged 1 SP:Iteration 18F (27.466150 sec): 3 clusters Score: Raw -19617.599694 + Penalty 365.223391 = -19252.376302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 8 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.466778 sec): 2 clusters Score: Raw -1558.318780 + Penalty 223.673506 = -1334.645273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.467090 sec): 3 clusters Score: Raw -1545.797561 + Penalty 450.603599 = -1095.193962 nChanged 1 SP:Iteration 1Q (27.467357 sec): 3 clusters Score: Raw -1547.852165 + Penalty 456.028619 = -1091.823546 nChanged 1 SP:Iteration 2F (27.467620 sec): 3 clusters Score: Raw -1549.232812 + Penalty 463.553142 = -1085.679671 nChanged 1 SP:Iteration 3F (27.467882 sec): 3 clusters Score: Raw -1551.463114 + Penalty 472.592570 = -1078.870544 nChanged 1 SP:Iteration 4F (27.468144 sec): 3 clusters Score: Raw -1552.298370 + Penalty 487.237902 = -1065.060468 nChanged 1 SP:Iteration 5F (27.468409 sec): 3 clusters Score: Raw -1555.016260 + Penalty 502.899062 = -1052.117198 nChanged 1 SP:Iteration 6F (27.468676 sec): 3 clusters Score: Raw -1558.480537 + Penalty 502.899062 = -1055.581475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 9 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.471422 sec): 2 clusters Score: Raw -24853.040564 + Penalty 815.854454 = -24037.186110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.472535 sec): 3 clusters Score: Raw -24525.554238 + Penalty 1634.347048 = -22891.207190 nChanged 153 SP:Iteration 1F (27.473604 sec): 3 clusters Score: Raw -24724.491143 + Penalty 1638.894005 = -23085.597138 nChanged 46 SP:Iteration 2F (27.474673 sec): 3 clusters Score: Raw -24812.285595 + Penalty 1644.329248 = -23167.956346 nChanged 44 SP:Iteration 3F (27.475732 sec): 3 clusters Score: Raw -24907.810261 + Penalty 1650.324688 = -23257.485572 nChanged 24 SP:Iteration 4Q (27.476734 sec): 3 clusters Score: Raw -24965.392692 + Penalty 1654.836123 = -23310.556569 nChanged 18 SP:Iteration 5Q (27.477712 sec): 3 clusters Score: Raw -25002.299799 + Penalty 1656.559256 = -23345.740543 nChanged 6 SP:Iteration 6Q (27.478685 sec): 3 clusters Score: Raw -25011.368291 + Penalty 1656.656286 = -23354.712005 nChanged 4 SP:Iteration 7Q (27.479644 sec): 3 clusters Score: Raw -25019.948317 + Penalty 1656.595000 = -23363.353317 nChanged 1 SP:Iteration 8Q (27.480619 sec): 3 clusters Score: Raw -25023.213966 + Penalty 1656.595000 = -23366.618965 nChanged 0 SP:Iteration 9F (27.481689 sec): 3 clusters Score: Raw -25023.213966 + Penalty 1656.595000 = -23366.618965 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 10 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.486827 sec): 2 clusters Score: Raw -39076.463802 + Penalty 272.808560 = -38803.655242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.488876 sec): 3 clusters Score: Raw -38502.548288 + Penalty 562.028610 = -37940.519677 nChanged 409 SP:Iteration 1F (27.490741 sec): 3 clusters Score: Raw -38836.042501 + Penalty 587.914578 = -38248.127923 nChanged 167 SP:Iteration 2F (27.492611 sec): 3 clusters Score: Raw -39040.416624 + Penalty 598.637091 = -38441.779534 nChanged 82 SP:Iteration 3F (27.494472 sec): 3 clusters Score: Raw -39102.321596 + Penalty 602.536286 = -38499.785309 nChanged 38 SP:Iteration 4Q (27.496277 sec): 3 clusters Score: Raw -39127.422055 + Penalty 602.993859 = -38524.428196 nChanged 20 SP:Iteration 5Q (27.498070 sec): 3 clusters Score: Raw -39138.526222 + Penalty 601.710857 = -38536.815365 nChanged 19 SP:Iteration 6Q (27.499857 sec): 3 clusters Score: Raw -39151.084903 + Penalty 599.831731 = -38551.253172 nChanged 14 SP:Iteration 7Q (27.501638 sec): 3 clusters Score: Raw -39158.997615 + Penalty 598.297605 = -38560.700011 nChanged 10 SP:Iteration 8Q (27.503414 sec): 3 clusters Score: Raw -39162.940101 + Penalty 596.459684 = -38566.480418 nChanged 9 SP:Iteration 9Q (27.505189 sec): 3 clusters Score: Raw -39165.687938 + Penalty 594.001058 = -38571.686879 nChanged 6 SP:Iteration 10F (27.507049 sec): 3 clusters Score: Raw -39167.077391 + Penalty 593.563603 = -38573.513787 nChanged 5 SP:Iteration 11Q (27.508813 sec): 3 clusters Score: Raw -39167.625476 + Penalty 593.174352 = -38574.451124 nChanged 1 SP:Iteration 12Q (27.510609 sec): 3 clusters Score: Raw -39167.691074 + Penalty 592.979777 = -38574.711298 nChanged 1 SP:Iteration 13Q (27.512378 sec): 3 clusters Score: Raw -39167.870826 + Penalty 592.979777 = -38574.891050 nChanged 0 SP:Iteration 14F (27.514238 sec): 3 clusters Score: Raw -39167.870826 + Penalty 592.979777 = -38574.891050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 11 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.516142 sec): 2 clusters Score: Raw -2260.897488 + Penalty 267.182069 = -1993.715418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.516453 sec): 3 clusters Score: Raw -2248.045579 + Penalty 545.701992 = -1702.343588 nChanged 5 SP:Iteration 1F (27.516782 sec): 3 clusters Score: Raw -2259.815931 + Penalty 556.956407 = -1702.859523 nChanged 1 SP:Iteration 2Q (27.517075 sec): 3 clusters Score: Raw -2261.470178 + Penalty 556.956407 = -1704.513771 nChanged 0 SP:Iteration 3F (27.517380 sec): 3 clusters Score: Raw -2261.470178 + Penalty 556.956407 = -1704.513771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 12 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.519195 sec): 2 clusters Score: Raw -24205.303846 + Penalty 550.119624 = -23655.184222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.520256 sec): 3 clusters Score: Raw -23814.215185 + Penalty 1100.229609 = -22713.985577 nChanged 146 SP:Iteration 1F (27.521301 sec): 3 clusters Score: Raw -24040.823109 + Penalty 1098.402679 = -22942.420431 nChanged 63 SP:Iteration 2F (27.522350 sec): 3 clusters Score: Raw -24181.188917 + Penalty 1090.644412 = -23090.544505 nChanged 47 SP:Iteration 3F (27.523393 sec): 3 clusters Score: Raw -24268.821036 + Penalty 1077.603194 = -23191.217841 nChanged 33 SP:Iteration 4F (27.524434 sec): 3 clusters Score: Raw -24321.170310 + Penalty 1060.621411 = -23260.548900 nChanged 16 SP:Iteration 5Q (27.525370 sec): 3 clusters Score: Raw -24396.518989 + Penalty 1064.357346 = -23332.161643 nChanged 14 SP:Iteration 6Q (27.526233 sec): 3 clusters Score: Raw -24503.335866 + Penalty 1066.588490 = -23436.747376 nChanged 9 SP:Iteration 7Q (27.527079 sec): 3 clusters Score: Raw -24558.593347 + Penalty 1065.029252 = -23493.564096 nChanged 4 SP:Iteration 8Q (27.527922 sec): 3 clusters Score: Raw -24570.535977 + Penalty 1065.029252 = -23505.506725 nChanged 0 SP:Iteration 9F (27.528963 sec): 3 clusters Score: Raw -24570.535977 + Penalty 1065.029252 = -23505.506725 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 13 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.531371 sec): 2 clusters Score: Raw -31193.061051 + Penalty 556.594935 = -30636.466115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.532764 sec): 3 clusters Score: Raw -30686.256022 + Penalty 1111.191930 = -29575.064092 nChanged 212 SP:Iteration 1F (27.534125 sec): 3 clusters Score: Raw -30943.796199 + Penalty 1113.449627 = -29830.346572 nChanged 84 SP:Iteration 2F (27.535484 sec): 3 clusters Score: Raw -31062.376111 + Penalty 1114.190642 = -29948.185469 nChanged 39 SP:Iteration 3F (27.536867 sec): 3 clusters Score: Raw -31107.496140 + Penalty 1115.161377 = -29992.334764 nChanged 32 SP:Iteration 4Q (27.538179 sec): 3 clusters Score: Raw -31144.651735 + Penalty 1117.444720 = -30027.207014 nChanged 17 SP:Iteration 5Q (27.539482 sec): 3 clusters Score: Raw -31159.973451 + Penalty 1118.395156 = -30041.578295 nChanged 9 SP:Iteration 6Q (27.540812 sec): 3 clusters Score: Raw -31163.350174 + Penalty 1120.296367 = -30043.053807 nChanged 4 SP:Iteration 7Q (27.542114 sec): 3 clusters Score: Raw -31164.211194 + Penalty 1121.436452 = -30042.774742 nChanged 5 SP:Iteration 8F (27.543473 sec): 3 clusters Score: Raw -31171.461975 + Penalty 1121.616232 = -30049.845743 nChanged 5 SP:Iteration 9Q (27.544791 sec): 3 clusters Score: Raw -31175.354385 + Penalty 1122.535268 = -30052.819117 nChanged 3 SP:Iteration 10F (27.546180 sec): 3 clusters Score: Raw -31175.230126 + Penalty 1122.769751 = -30052.460375 nChanged 4 SP:Iteration 11F (27.547535 sec): 3 clusters Score: Raw -31174.931672 + Penalty 1122.769751 = -30052.161921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 14 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.548397 sec): 2 clusters Score: Raw -4165.805857 + Penalty 510.339922 = -3655.465935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.548774 sec): 3 clusters Score: Raw -4259.481699 + Penalty 1014.752747 = -3244.728951 nChanged 14 SP:Iteration 1F (27.549145 sec): 3 clusters Score: Raw -4301.949592 + Penalty 1016.110144 = -3285.839448 nChanged 4 SP:Iteration 2Q (27.549493 sec): 3 clusters Score: Raw -4312.907905 + Penalty 1018.436655 = -3294.471250 nChanged 1 SP:Iteration 3Q (27.549851 sec): 3 clusters Score: Raw -4314.667987 + Penalty 1018.436655 = -3296.231332 nChanged 0 SP:Iteration 4F (27.550223 sec): 3 clusters Score: Raw -4314.667987 + Penalty 1018.436655 = -3296.231332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 15 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.550706 sec): 2 clusters Score: Raw -215.572397 + Penalty 159.262737 = -56.309660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.550918 sec): 3 clusters Score: Raw -210.043087 + Penalty 299.272322 = 89.229235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 16 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.552845 sec): 2 clusters Score: Raw -24442.607763 + Penalty 778.513751 = -23664.094012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.553965 sec): 3 clusters Score: Raw -24120.782953 + Penalty 1559.690580 = -22561.092374 nChanged 134 SP:Iteration 1F (27.555066 sec): 3 clusters Score: Raw -24297.971971 + Penalty 1563.425046 = -22734.546924 nChanged 45 SP:Iteration 2F (27.556114 sec): 3 clusters Score: Raw -24362.830084 + Penalty 1564.378005 = -22798.452079 nChanged 33 SP:Iteration 3F (27.557165 sec): 3 clusters Score: Raw -24407.402789 + Penalty 1563.571741 = -22843.831048 nChanged 22 SP:Iteration 4Q (27.558189 sec): 3 clusters Score: Raw -24431.630858 + Penalty 1565.135674 = -22866.495184 nChanged 11 SP:Iteration 5Q (27.559202 sec): 3 clusters Score: Raw -24445.024616 + Penalty 1564.739068 = -22880.285548 nChanged 7 SP:Iteration 6Q (27.560207 sec): 3 clusters Score: Raw -24453.478331 + Penalty 1562.969269 = -22890.509062 nChanged 6 SP:Iteration 7Q (27.561215 sec): 3 clusters Score: Raw -24456.279760 + Penalty 1562.663998 = -22893.615761 nChanged 1 SP:Iteration 8Q (27.562252 sec): 3 clusters Score: Raw -24456.803873 + Penalty 1561.467269 = -22895.336604 nChanged 1 SP:Iteration 9Q (27.563297 sec): 3 clusters Score: Raw -24458.835583 + Penalty 1562.853128 = -22895.982455 nChanged 1 SP:Iteration 10F (27.564392 sec): 3 clusters Score: Raw -24458.932047 + Penalty 1563.016512 = -22895.915535 nChanged 1 SP:Iteration 11F (27.565477 sec): 3 clusters Score: Raw -24459.173125 + Penalty 1562.889768 = -22896.283358 nChanged 1 SP:Iteration 12Q (27.566470 sec): 3 clusters Score: Raw -24461.272507 + Penalty 1562.889768 = -22898.382739 nChanged 0 SP:Iteration 13F (27.567518 sec): 3 clusters Score: Raw -24461.272507 + Penalty 1562.889768 = -22898.382739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 17 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.568029 sec): 2 clusters Score: Raw -147.837618 + Penalty 82.977287 = -64.860331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.568236 sec): 3 clusters Score: Raw -141.398518 + Penalty 180.190962 = 38.792444 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.570331 sec): 2 clusters Score: Raw -30468.032089 + Penalty 642.416163 = -29825.615926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.571578 sec): 3 clusters Score: Raw -30025.328204 + Penalty 1292.664811 = -28732.663392 nChanged 193 SP:Iteration 1F (27.572802 sec): 3 clusters Score: Raw -30281.516454 + Penalty 1304.504501 = -28977.011953 nChanged 82 SP:Iteration 2F (27.574027 sec): 3 clusters Score: Raw -30412.511674 + Penalty 1318.567371 = -29093.944303 nChanged 56 SP:Iteration 3F (27.575258 sec): 3 clusters Score: Raw -30511.819973 + Penalty 1305.865564 = -29205.954409 nChanged 23 SP:Iteration 4Q (27.576387 sec): 3 clusters Score: Raw -30552.752968 + Penalty 1303.570880 = -29249.182087 nChanged 13 SP:Iteration 5Q (27.577438 sec): 3 clusters Score: Raw -30576.161044 + Penalty 1304.294144 = -29271.866901 nChanged 4 SP:Iteration 6Q (27.578452 sec): 3 clusters Score: Raw -30580.157634 + Penalty 1304.427284 = -29275.730349 nChanged 1 SP:Iteration 7Q (27.579457 sec): 3 clusters Score: Raw -30582.308386 + Penalty 1304.427284 = -29277.881102 nChanged 0 SP:Iteration 8F (27.580681 sec): 3 clusters Score: Raw -30582.308386 + Penalty 1304.427284 = -29277.881102 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 19 (1189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.586663 sec): 2 clusters Score: Raw -52438.544658 + Penalty 440.729429 = -51997.815229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.589054 sec): 3 clusters Score: Raw -51774.791190 + Penalty 881.782657 = -50893.008534 nChanged 436 SP:Iteration 1F (27.591436 sec): 3 clusters Score: Raw -52100.612106 + Penalty 880.897154 = -51219.714953 nChanged 128 SP:Iteration 2F (27.593856 sec): 3 clusters Score: Raw -52230.272619 + Penalty 881.178608 = -51349.094011 nChanged 101 SP:Iteration 3F (27.596222 sec): 3 clusters Score: Raw -52316.923394 + Penalty 883.423180 = -51433.500214 nChanged 79 SP:Iteration 4F (27.598453 sec): 3 clusters Score: Raw -52373.090226 + Penalty 885.962991 = -51487.127235 nChanged 53 SP:Iteration 5Q (27.600641 sec): 3 clusters Score: Raw -52401.739165 + Penalty 887.884837 = -51513.854327 nChanged 36 SP:Iteration 6Q (27.602829 sec): 3 clusters Score: Raw -52415.950556 + Penalty 889.367228 = -51526.583328 nChanged 24 SP:Iteration 7Q (27.605377 sec): 3 clusters Score: Raw -52424.538995 + Penalty 889.928070 = -51534.610925 nChanged 16 SP:Iteration 8Q (27.607587 sec): 3 clusters Score: Raw -52430.678189 + Penalty 890.798423 = -51539.879766 nChanged 14 SP:Iteration 9Q (27.609816 sec): 3 clusters Score: Raw -52436.127685 + Penalty 891.817999 = -51544.309686 nChanged 14 SP:Iteration 10F (27.612067 sec): 3 clusters Score: Raw -52441.393729 + Penalty 893.824117 = -51547.569612 nChanged 13 SP:Iteration 11Q (27.614236 sec): 3 clusters Score: Raw -52446.442411 + Penalty 895.828066 = -51550.614346 nChanged 13 SP:Iteration 12Q (27.616396 sec): 3 clusters Score: Raw -52451.285640 + Penalty 898.053106 = -51553.232534 nChanged 12 SP:Iteration 13Q (27.618587 sec): 3 clusters Score: Raw -52456.377132 + Penalty 900.966748 = -51555.410384 nChanged 16 SP:Iteration 14Q (27.620780 sec): 3 clusters Score: Raw -52463.272899 + Penalty 905.174794 = -51558.098106 nChanged 24 SP:Iteration 15Q (27.622977 sec): 3 clusters Score: Raw -52474.269659 + Penalty 909.680464 = -51564.589195 nChanged 25 SP:Iteration 16Q (27.625114 sec): 3 clusters Score: Raw -52485.753172 + Penalty 911.966347 = -51573.786825 nChanged 21 SP:Iteration 17Q (27.627251 sec): 3 clusters Score: Raw -52496.139942 + Penalty 914.311385 = -51581.828558 nChanged 15 SP:Iteration 18Q (27.629426 sec): 3 clusters Score: Raw -52506.177559 + Penalty 915.022612 = -51591.154947 nChanged 17 SP:Iteration 19Q (27.631620 sec): 3 clusters Score: Raw -52515.427853 + Penalty 919.241363 = -51596.186490 nChanged 17 SP:Iteration 20F (27.633935 sec): 3 clusters Score: Raw -52528.090991 + Penalty 922.615070 = -51605.475921 nChanged 18 SP:Iteration 21Q (27.636125 sec): 3 clusters Score: Raw -52537.246872 + Penalty 923.471509 = -51613.775363 nChanged 15 SP:Iteration 22Q (27.638248 sec): 3 clusters Score: Raw -52542.393840 + Penalty 924.554972 = -51617.838867 nChanged 7 SP:Iteration 23Q (27.640348 sec): 3 clusters Score: Raw -52544.911479 + Penalty 925.249369 = -51619.662110 nChanged 7 SP:Iteration 24Q (27.642467 sec): 3 clusters Score: Raw -52546.449801 + Penalty 925.916741 = -51620.533060 nChanged 3 SP:Iteration 25Q (27.644555 sec): 3 clusters Score: Raw -52547.242565 + Penalty 925.733814 = -51621.508751 nChanged 3 SP:Iteration 26Q (27.646641 sec): 3 clusters Score: Raw -52547.894144 + Penalty 926.595857 = -51621.298287 nChanged 2 SP:Iteration 27F (27.648862 sec): 3 clusters Score: Raw -52548.418775 + Penalty 928.181792 = -51620.236983 nChanged 7 SP:Iteration 28F (27.651074 sec): 3 clusters Score: Raw -52551.130157 + Penalty 929.401554 = -51621.728602 nChanged 9 SP:Iteration 29Q (27.653167 sec): 3 clusters Score: Raw -52554.984032 + Penalty 929.740886 = -51625.243146 nChanged 14 SP:Iteration 30F (27.655380 sec): 3 clusters Score: Raw -52561.602748 + Penalty 933.108916 = -51628.493832 nChanged 12 SP:Iteration 31Q (27.657462 sec): 3 clusters Score: Raw -52565.323299 + Penalty 934.703579 = -51630.619720 nChanged 8 SP:Iteration 32Q (27.659535 sec): 3 clusters Score: Raw -52568.052925 + Penalty 935.598612 = -51632.454313 nChanged 3 SP:Iteration 33Q (27.661641 sec): 3 clusters Score: Raw -52569.725798 + Penalty 934.508493 = -51635.217305 nChanged 2 SP:Iteration 34Q (27.663776 sec): 3 clusters Score: Raw -52570.587159 + Penalty 934.413368 = -51636.173791 nChanged 4 SP:Iteration 35Q (27.665872 sec): 3 clusters Score: Raw -52572.099215 + Penalty 935.821554 = -51636.277661 nChanged 3 SP:Iteration 36Q (27.667934 sec): 3 clusters Score: Raw -52573.687538 + Penalty 935.463860 = -51638.223678 nChanged 5 SP:Iteration 37Q (27.669997 sec): 3 clusters Score: Raw -52577.681187 + Penalty 939.229579 = -51638.451608 nChanged 7 SP:Iteration 38Q (27.672167 sec): 3 clusters Score: Raw -52582.526316 + Penalty 940.793733 = -51641.732583 nChanged 6 SP:Iteration 39Q (27.674258 sec): 3 clusters Score: Raw -52586.693782 + Penalty 945.573737 = -51641.120045 nChanged 9 SP:Iteration 40F (27.676487 sec): 3 clusters Score: Raw -52591.435717 + Penalty 946.605385 = -51644.830331 nChanged 8 SP:Iteration 41Q (27.678509 sec): 3 clusters Score: Raw -52595.261940 + Penalty 949.035057 = -51646.226883 nChanged 9 SP:Iteration 42Q (27.680519 sec): 3 clusters Score: Raw -52602.998851 + Penalty 947.787616 = -51655.211235 nChanged 9 SP:Iteration 43Q (27.682513 sec): 3 clusters Score: Raw -52615.198785 + Penalty 948.549750 = -51666.649035 nChanged 8 SP:Iteration 44Q (27.684487 sec): 3 clusters Score: Raw -52619.748130 + Penalty 947.639034 = -51672.109096 nChanged 4 SP:Iteration 45Q (27.686513 sec): 3 clusters Score: Raw -52621.517235 + Penalty 946.928941 = -51674.588294 nChanged 2 SP:Iteration 46Q (27.688492 sec): 3 clusters Score: Raw -52623.216996 + Penalty 946.928941 = -51676.288055 nChanged 0 SP:Iteration 47F (27.690775 sec): 3 clusters Score: Raw -52623.216996 + Penalty 946.928941 = -51676.288055 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 20 (1707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.701556 sec): 2 clusters Score: Raw -83219.510210 + Penalty 762.163438 = -82457.346772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.704730 sec): 3 clusters Score: Raw -82077.850504 + Penalty 1524.855126 = -80552.995378 nChanged 635 SP:Iteration 1F (27.707971 sec): 3 clusters Score: Raw -82496.904675 + Penalty 1528.103138 = -80968.801536 nChanged 210 SP:Iteration 2F (27.711106 sec): 3 clusters Score: Raw -82728.730398 + Penalty 1535.415899 = -81193.314499 nChanged 146 SP:Iteration 3F (27.714216 sec): 3 clusters Score: Raw -82879.323971 + Penalty 1544.614966 = -81334.709004 nChanged 117 SP:Iteration 4F (27.717354 sec): 3 clusters Score: Raw -82985.971488 + Penalty 1561.788303 = -81424.183185 nChanged 114 SP:Iteration 5F (27.720457 sec): 3 clusters Score: Raw -83104.363371 + Penalty 1580.587073 = -81523.776298 nChanged 98 SP:Iteration 6F (27.723554 sec): 3 clusters Score: Raw -83216.507955 + Penalty 1596.946877 = -81619.561077 nChanged 74 SP:Iteration 7Q (27.726484 sec): 3 clusters Score: Raw -83283.311731 + Penalty 1605.527241 = -81677.784491 nChanged 51 SP:Iteration 8Q (27.729331 sec): 3 clusters Score: Raw -83321.542811 + Penalty 1609.254237 = -81712.288574 nChanged 29 SP:Iteration 9Q (27.732212 sec): 3 clusters Score: Raw -83332.601774 + Penalty 1610.696144 = -81721.905629 nChanged 14 SP:Iteration 10F (27.735362 sec): 3 clusters Score: Raw -83340.415845 + Penalty 1611.725623 = -81728.690222 nChanged 14 SP:Iteration 11Q (27.738188 sec): 3 clusters Score: Raw -83344.378931 + Penalty 1612.673457 = -81731.705474 nChanged 16 SP:Iteration 12Q (27.740932 sec): 3 clusters Score: Raw -83350.218802 + Penalty 1612.257251 = -81737.961551 nChanged 10 SP:Iteration 13Q (27.743643 sec): 3 clusters Score: Raw -83359.073318 + Penalty 1616.610805 = -81742.462513 nChanged 10 SP:Iteration 14Q (27.746326 sec): 3 clusters Score: Raw -83364.010395 + Penalty 1618.675020 = -81745.335375 nChanged 6 SP:Iteration 15Q (27.749002 sec): 3 clusters Score: Raw -83365.477021 + Penalty 1618.953458 = -81746.523563 nChanged 4 SP:Iteration 16Q (27.751673 sec): 3 clusters Score: Raw -83365.112339 + Penalty 1619.582560 = -81745.529779 nChanged 2 SP:Iteration 17F (27.754763 sec): 3 clusters Score: Raw -83365.652211 + Penalty 1619.894759 = -81745.757452 nChanged 3 SP:Iteration 18Q (27.757422 sec): 3 clusters Score: Raw -83366.724299 + Penalty 1619.060726 = -81747.663574 nChanged 2 SP:Iteration 19Q (27.760080 sec): 3 clusters Score: Raw -83370.535299 + Penalty 1618.489980 = -81752.045319 nChanged 4 SP:Iteration 20F (27.763214 sec): 3 clusters Score: Raw -83373.078855 + Penalty 1617.610194 = -81755.468662 nChanged 4 SP:Iteration 21Q (27.766201 sec): 3 clusters Score: Raw -83376.777936 + Penalty 1617.595729 = -81759.182207 nChanged 3 SP:Iteration 22Q (27.769244 sec): 3 clusters Score: Raw -83379.369417 + Penalty 1618.348550 = -81761.020867 nChanged 2 SP:Iteration 23Q (27.772147 sec): 3 clusters Score: Raw -83380.210655 + Penalty 1618.348550 = -81761.862105 nChanged 0 SP:Iteration 24F (27.775534 sec): 3 clusters Score: Raw -83380.210655 + Penalty 1618.348550 = -81761.862105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 21 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.776749 sec): 2 clusters Score: Raw -1706.112730 + Penalty 345.178278 = -1360.934452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.777025 sec): 3 clusters Score: Raw -1743.511180 + Penalty 690.987974 = -1052.523206 nChanged 2 SP:Iteration 1F (27.777293 sec): 3 clusters Score: Raw -1748.211137 + Penalty 690.987974 = -1057.223162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 22 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.779388 sec): 2 clusters Score: Raw -15222.619346 + Penalty 252.959391 = -14969.659955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.780402 sec): 3 clusters Score: Raw -15014.669772 + Penalty 512.102755 = -14502.567016 nChanged 143 SP:Iteration 1F (27.781445 sec): 3 clusters Score: Raw -15133.302335 + Penalty 518.527067 = -14614.775268 nChanged 50 SP:Iteration 2F (27.782493 sec): 3 clusters Score: Raw -15186.106117 + Penalty 526.030534 = -14660.075582 nChanged 39 SP:Iteration 3F (27.783523 sec): 3 clusters Score: Raw -15222.071726 + Penalty 529.051515 = -14693.020211 nChanged 13 SP:Iteration 4Q (27.784497 sec): 3 clusters Score: Raw -15230.427551 + Penalty 532.950936 = -14697.476615 nChanged 11 SP:Iteration 5Q (27.785458 sec): 3 clusters Score: Raw -15244.681167 + Penalty 534.534183 = -14710.146983 nChanged 8 SP:Iteration 6Q (27.786460 sec): 3 clusters Score: Raw -15250.143390 + Penalty 535.148546 = -14714.994844 nChanged 3 SP:Iteration 7Q (27.787443 sec): 3 clusters Score: Raw -15250.515329 + Penalty 536.483641 = -14714.031688 nChanged 2 SP:Iteration 8F (27.788480 sec): 3 clusters Score: Raw -15251.216501 + Penalty 537.021154 = -14714.195347 nChanged 1 SP:Iteration 9Q (27.789467 sec): 3 clusters Score: Raw -15251.418277 + Penalty 538.150237 = -14713.268040 nChanged 1 SP:Iteration 10F (27.790480 sec): 3 clusters Score: Raw -15251.995034 + Penalty 539.301898 = -14712.693135 nChanged 1 SP:Iteration 11F (27.791494 sec): 3 clusters Score: Raw -15252.160363 + Penalty 539.526875 = -14712.633488 nChanged 1 SP:Iteration 12F (27.792513 sec): 3 clusters Score: Raw -15252.845165 + Penalty 542.936502 = -14709.908663 nChanged 4 SP:Iteration 13F (27.793544 sec): 3 clusters Score: Raw -15254.324807 + Penalty 544.198951 = -14710.125856 nChanged 2 SP:Iteration 14Q (27.794638 sec): 3 clusters Score: Raw -15254.943142 + Penalty 545.920991 = -14709.022151 nChanged 2 SP:Iteration 15F (27.795704 sec): 3 clusters Score: Raw -15256.876255 + Penalty 549.294024 = -14707.582231 nChanged 5 SP:Iteration 16F (27.796726 sec): 3 clusters Score: Raw -15260.765054 + Penalty 550.871779 = -14709.893276 nChanged 9 SP:Iteration 17Q (27.797719 sec): 3 clusters Score: Raw -15265.083138 + Penalty 552.107504 = -14712.975634 nChanged 5 SP:Iteration 18Q (27.798716 sec): 3 clusters Score: Raw -15268.152736 + Penalty 553.447350 = -14714.705386 nChanged 2 SP:Iteration 19Q (27.799697 sec): 3 clusters Score: Raw -15273.577330 + Penalty 553.087185 = -14720.490146 nChanged 1 SP:Iteration 20F (27.800711 sec): 3 clusters Score: Raw -15273.983109 + Penalty 553.087185 = -14720.895924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 23 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.801749 sec): 2 clusters Score: Raw -723.747203 + Penalty 191.776535 = -531.970668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.801995 sec): 3 clusters Score: Raw -747.422396 + Penalty 383.553070 = -363.869326 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 24 (1108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.806471 sec): 2 clusters Score: Raw -48188.225096 + Penalty 195.803929 = -47992.421166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.808779 sec): 3 clusters Score: Raw -47520.604122 + Penalty 389.151137 = -47131.452985 nChanged 472 SP:Iteration 1F (27.811114 sec): 3 clusters Score: Raw -47959.590335 + Penalty 390.974801 = -47568.615534 nChanged 91 SP:Iteration 2F (27.813428 sec): 3 clusters Score: Raw -48040.454259 + Penalty 391.672979 = -47648.781280 nChanged 46 SP:Iteration 3Q (27.815610 sec): 3 clusters Score: Raw -48063.491526 + Penalty 392.059755 = -47671.431771 nChanged 21 SP:Iteration 4Q (27.817760 sec): 3 clusters Score: Raw -48070.470292 + Penalty 392.256684 = -47678.213609 nChanged 8 SP:Iteration 5Q (27.819852 sec): 3 clusters Score: Raw -48072.339449 + Penalty 392.306249 = -47680.033200 nChanged 1 SP:Iteration 6Q (27.821909 sec): 3 clusters Score: Raw -48072.406124 + Penalty 392.411755 = -47679.994369 nChanged 2 SP:Iteration 7F (27.824010 sec): 3 clusters Score: Raw -48072.510056 + Penalty 392.538438 = -47679.971618 nChanged 3 SP:Iteration 8F (27.826109 sec): 3 clusters Score: Raw -48072.876199 + Penalty 392.697615 = -47680.178584 nChanged 3 SP:Iteration 9Q (27.828158 sec): 3 clusters Score: Raw -48073.011016 + Penalty 392.736501 = -47680.274515 nChanged 2 SP:Iteration 10F (27.830255 sec): 3 clusters Score: Raw -48073.464172 + Penalty 392.816424 = -47680.647747 nChanged 4 SP:Iteration 11Q (27.832309 sec): 3 clusters Score: Raw -48074.652750 + Penalty 392.873350 = -47681.779400 nChanged 5 SP:Iteration 12Q (27.834359 sec): 3 clusters Score: Raw -48076.075944 + Penalty 392.926932 = -47683.149012 nChanged 1 SP:Iteration 13Q (27.836442 sec): 3 clusters Score: Raw -48076.091933 + Penalty 392.926932 = -47683.165001 nChanged 0 SP:Iteration 14F (27.838611 sec): 3 clusters Score: Raw -48076.091933 + Penalty 392.926932 = -47683.165001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 25 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.840232 sec): 2 clusters Score: Raw -1063.809585 + Penalty 272.994402 = -790.815183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.840490 sec): 3 clusters Score: Raw -1091.936564 + Penalty 545.483662 = -546.452902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 26 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.842158 sec): 2 clusters Score: Raw -14647.256822 + Penalty 482.610488 = -14164.646334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.842927 sec): 3 clusters Score: Raw -14530.414173 + Penalty 960.867695 = -13569.546478 nChanged 87 SP:Iteration 1F (27.843685 sec): 3 clusters Score: Raw -14621.983293 + Penalty 955.253746 = -13666.729547 nChanged 37 SP:Iteration 2F (27.844441 sec): 3 clusters Score: Raw -14668.407572 + Penalty 957.938108 = -13710.469464 nChanged 22 SP:Iteration 3F (27.845197 sec): 3 clusters Score: Raw -14703.684966 + Penalty 966.064200 = -13737.620765 nChanged 18 SP:Iteration 4F (27.845953 sec): 3 clusters Score: Raw -14731.219329 + Penalty 975.589376 = -13755.629953 nChanged 17 SP:Iteration 5F (27.846709 sec): 3 clusters Score: Raw -14761.666733 + Penalty 979.153009 = -13782.513725 nChanged 10 SP:Iteration 6Q (27.847451 sec): 3 clusters Score: Raw -14774.143520 + Penalty 986.506519 = -13787.637001 nChanged 8 SP:Iteration 7Q (27.848180 sec): 3 clusters Score: Raw -14787.086761 + Penalty 993.933093 = -13793.153668 nChanged 9 SP:Iteration 8Q (27.848897 sec): 3 clusters Score: Raw -14811.005498 + Penalty 1001.775546 = -13809.229952 nChanged 4 SP:Iteration 9Q (27.849560 sec): 3 clusters Score: Raw -14815.799425 + Penalty 1001.243245 = -13814.556181 nChanged 1 SP:Iteration 10F (27.850315 sec): 3 clusters Score: Raw -14818.719291 + Penalty 1000.789953 = -13817.929338 nChanged 1 SP:Iteration 11Q (27.850963 sec): 3 clusters Score: Raw -14820.135584 + Penalty 1000.789953 = -13819.345631 nChanged 0 SP:Iteration 12F (27.851720 sec): 3 clusters Score: Raw -14820.135584 + Penalty 1000.789953 = -13819.345631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 27 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.852825 sec): 2 clusters Score: Raw -3515.445932 + Penalty 510.368100 = -3005.077833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.853190 sec): 3 clusters Score: Raw -3513.546044 + Penalty 1021.186633 = -2492.359411 nChanged 9 SP:Iteration 1F (27.853550 sec): 3 clusters Score: Raw -3536.198795 + Penalty 1022.598746 = -2513.600049 nChanged 7 SP:Iteration 2F (27.853928 sec): 3 clusters Score: Raw -3564.871567 + Penalty 1023.266983 = -2541.604584 nChanged 5 SP:Iteration 3F (27.854289 sec): 3 clusters Score: Raw -3591.110250 + Penalty 1024.263865 = -2566.846384 nChanged 1 SP:Iteration 4Q (27.854619 sec): 3 clusters Score: Raw -3593.332101 + Penalty 1025.537074 = -2567.795027 nChanged 1 SP:Iteration 5Q (27.854949 sec): 3 clusters Score: Raw -3598.326120 + Penalty 1026.118401 = -2572.207720 nChanged 1 SP:Iteration 6Q (27.855277 sec): 3 clusters Score: Raw -3600.972402 + Penalty 1026.118401 = -2574.854001 nChanged 0 SP:Iteration 7F (27.855636 sec): 3 clusters Score: Raw -3600.972402 + Penalty 1026.118401 = -2574.854001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 28 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.856563 sec): 2 clusters Score: Raw -2007.969082 + Penalty 391.130588 = -1616.838494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.856871 sec): 3 clusters Score: Raw -2040.596537 + Penalty 770.915035 = -1269.681502 nChanged 2 SP:Iteration 1Q (27.857186 sec): 3 clusters Score: Raw -2050.803477 + Penalty 770.915035 = -1279.888442 nChanged 0 SP:Iteration 2F (27.857488 sec): 3 clusters Score: Raw -2050.803477 + Penalty 770.915035 = -1279.888442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 29 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.858506 sec): 2 clusters Score: Raw -3576.670637 + Penalty 403.438455 = -3173.232182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.858880 sec): 3 clusters Score: Raw -3597.767260 + Penalty 806.237022 = -2791.530238 nChanged 9 SP:Iteration 1F (27.859247 sec): 3 clusters Score: Raw -3622.215670 + Penalty 806.876910 = -2815.338760 nChanged 3 SP:Iteration 2Q (27.859605 sec): 3 clusters Score: Raw -3625.826650 + Penalty 806.876910 = -2818.949739 nChanged 0 SP:Iteration 3F (27.859971 sec): 3 clusters Score: Raw -3625.826650 + Penalty 806.876910 = -2818.949739 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 31 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.862707 sec): 2 clusters Score: Raw -31690.383316 + Penalty 293.261093 = -31397.122223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.864207 sec): 3 clusters Score: Raw -31323.755604 + Penalty 586.490358 = -30737.265246 nChanged 249 SP:Iteration 1F (27.865585 sec): 3 clusters Score: Raw -31466.776364 + Penalty 586.645177 = -30880.131187 nChanged 52 SP:Iteration 2F (27.866954 sec): 3 clusters Score: Raw -31488.567285 + Penalty 585.847701 = -30902.719584 nChanged 27 SP:Iteration 3Q (27.868303 sec): 3 clusters Score: Raw -31503.292194 + Penalty 584.321178 = -30918.971016 nChanged 20 SP:Iteration 4Q (27.869648 sec): 3 clusters Score: Raw -31512.409545 + Penalty 583.374776 = -30929.034769 nChanged 7 SP:Iteration 5Q (27.870989 sec): 3 clusters Score: Raw -31516.363251 + Penalty 582.203528 = -30934.159723 nChanged 9 SP:Iteration 6Q (27.872334 sec): 3 clusters Score: Raw -31521.329714 + Penalty 580.821342 = -30940.508372 nChanged 14 SP:Iteration 7Q (27.873676 sec): 3 clusters Score: Raw -31531.876000 + Penalty 578.292672 = -30953.583329 nChanged 21 SP:Iteration 8Q (27.875017 sec): 3 clusters Score: Raw -31547.256327 + Penalty 576.179001 = -30971.077326 nChanged 20 SP:Iteration 9Q (27.876380 sec): 3 clusters Score: Raw -31561.711714 + Penalty 574.729534 = -30986.982180 nChanged 20 SP:Iteration 10F (27.877745 sec): 3 clusters Score: Raw -31577.463854 + Penalty 572.820068 = -31004.643786 nChanged 24 SP:Iteration 11Q (27.879091 sec): 3 clusters Score: Raw -31596.745534 + Penalty 569.930867 = -31026.814667 nChanged 22 SP:Iteration 12Q (27.880426 sec): 3 clusters Score: Raw -31612.590641 + Penalty 569.890214 = -31042.700427 nChanged 16 SP:Iteration 13Q (27.881747 sec): 3 clusters Score: Raw -31620.374927 + Penalty 569.378844 = -31050.996083 nChanged 11 SP:Iteration 14Q (27.883057 sec): 3 clusters Score: Raw -31624.822717 + Penalty 569.094944 = -31055.727773 nChanged 7 SP:Iteration 15Q (27.884364 sec): 3 clusters Score: Raw -31627.858457 + Penalty 569.647105 = -31058.211352 nChanged 4 SP:Iteration 16Q (27.885665 sec): 3 clusters Score: Raw -31629.274288 + Penalty 569.647105 = -31059.627183 nChanged 0 SP:Iteration 17F (27.887031 sec): 3 clusters Score: Raw -31629.274288 + Penalty 569.647105 = -31059.627183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 32 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.889119 sec): 2 clusters Score: Raw -15565.545744 + Penalty 98.055101 = -15467.490643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.890112 sec): 3 clusters Score: Raw -15342.830867 + Penalty 203.084290 = -15139.746577 nChanged 170 SP:Iteration 1F (27.891022 sec): 3 clusters Score: Raw -15523.933964 + Penalty 223.838721 = -15300.095243 nChanged 42 SP:Iteration 2F (27.892123 sec): 3 clusters Score: Raw -15614.493064 + Penalty 239.970240 = -15374.522824 nChanged 27 SP:Iteration 3F (27.893033 sec): 3 clusters Score: Raw -15640.161516 + Penalty 236.169897 = -15403.991620 nChanged 5 SP:Iteration 4Q (27.893928 sec): 3 clusters Score: Raw -15641.133965 + Penalty 236.169897 = -15404.964069 nChanged 0 SP:Iteration 5F (27.894877 sec): 3 clusters Score: Raw -15641.133965 + Penalty 236.169897 = -15404.964069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 33 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.895866 sec): 2 clusters Score: Raw -1155.751219 + Penalty 360.835174 = -794.916046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.896123 sec): 3 clusters Score: Raw -1214.775386 + Penalty 719.899617 = -494.875769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 34 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.896942 sec): 2 clusters Score: Raw -692.163693 + Penalty 215.086917 = -477.076776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.897182 sec): 3 clusters Score: Raw -713.523263 + Penalty 439.301787 = -274.221477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 35 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.898123 sec): 2 clusters Score: Raw -3343.986570 + Penalty 399.808465 = -2944.178105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.898461 sec): 3 clusters Score: Raw -3354.542573 + Penalty 802.038276 = -2552.504297 nChanged 7 SP:Iteration 1F (27.898792 sec): 3 clusters Score: Raw -3376.178823 + Penalty 802.827252 = -2573.351571 nChanged 1 SP:Iteration 2Q (27.899115 sec): 3 clusters Score: Raw -3377.150218 + Penalty 802.827252 = -2574.322966 nChanged 0 SP:Iteration 3F (27.899445 sec): 3 clusters Score: Raw -3377.150218 + Penalty 802.827252 = -2574.322966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 36 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.900337 sec): 2 clusters Score: Raw -2079.466456 + Penalty 286.384404 = -1793.082052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.900630 sec): 3 clusters Score: Raw -2095.283054 + Penalty 572.573766 = -1522.709288 nChanged 5 SP:Iteration 1F (27.900917 sec): 3 clusters Score: Raw -2101.996625 + Penalty 572.573766 = -1529.422859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 37 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.901701 sec): 2 clusters Score: Raw -305.701654 + Penalty 170.421038 = -135.280616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.901921 sec): 3 clusters Score: Raw -299.359364 + Penalty 345.109341 = 45.749977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 38 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.903873 sec): 2 clusters Score: Raw -18372.637537 + Penalty 377.221492 = -17995.416044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.904820 sec): 3 clusters Score: Raw -18047.604763 + Penalty 758.165763 = -17289.439000 nChanged 129 SP:Iteration 1F (27.905761 sec): 3 clusters Score: Raw -18178.623714 + Penalty 763.703742 = -17414.919972 nChanged 45 SP:Iteration 2F (27.906699 sec): 3 clusters Score: Raw -18231.143980 + Penalty 764.594117 = -17466.549863 nChanged 31 SP:Iteration 3F (27.907636 sec): 3 clusters Score: Raw -18266.299417 + Penalty 763.707777 = -17502.591640 nChanged 26 SP:Iteration 4F (27.908571 sec): 3 clusters Score: Raw -18297.354641 + Penalty 758.008255 = -17539.346386 nChanged 21 SP:Iteration 5Q (27.909476 sec): 3 clusters Score: Raw -18327.482995 + Penalty 759.600581 = -17567.882414 nChanged 14 SP:Iteration 6Q (27.910357 sec): 3 clusters Score: Raw -18344.202517 + Penalty 755.158942 = -17589.043574 nChanged 4 SP:Iteration 7Q (27.911247 sec): 3 clusters Score: Raw -18349.108739 + Penalty 756.506773 = -17592.601966 nChanged 5 SP:Iteration 8Q (27.912098 sec): 3 clusters Score: Raw -18350.375150 + Penalty 754.549607 = -17595.825543 nChanged 1 SP:Iteration 9Q (27.912926 sec): 3 clusters Score: Raw -18352.157838 + Penalty 754.549607 = -17597.608232 nChanged 0 SP:Iteration 10F (27.913861 sec): 3 clusters Score: Raw -18352.157838 + Penalty 754.549607 = -17597.608232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 39 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.914814 sec): 2 clusters Score: Raw -739.406457 + Penalty 260.793367 = -478.613090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.915059 sec): 3 clusters Score: Raw -769.319378 + Penalty 530.279242 = -239.040136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 40 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.915881 sec): 2 clusters Score: Raw -880.657696 + Penalty 248.817789 = -631.839907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.916124 sec): 3 clusters Score: Raw -898.481934 + Penalty 499.620079 = -398.861855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 41 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.916925 sec): 2 clusters Score: Raw -700.384672 + Penalty 146.684799 = -553.699873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.917167 sec): 3 clusters Score: Raw -711.514086 + Penalty 278.337421 = -433.176665 nChanged 1 SP:Iteration 1F (27.917404 sec): 3 clusters Score: Raw -713.475605 + Penalty 278.337421 = -435.138185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 42 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.918178 sec): 2 clusters Score: Raw -429.387817 + Penalty 246.247480 = -183.140337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.918404 sec): 3 clusters Score: Raw -450.847842 + Penalty 492.362446 = 41.514603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 43 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.919272 sec): 2 clusters Score: Raw -1934.827320 + Penalty 327.164369 = -1607.662951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.919565 sec): 3 clusters Score: Raw -1963.382068 + Penalty 658.057026 = -1305.325042 nChanged 6 SP:Iteration 1F (27.919857 sec): 3 clusters Score: Raw -1979.448665 + Penalty 663.042690 = -1316.405975 nChanged 2 SP:Iteration 2Q (27.920137 sec): 3 clusters Score: Raw -1984.985981 + Penalty 665.914902 = -1319.071079 nChanged 2 SP:Iteration 3Q (27.920414 sec): 3 clusters Score: Raw -1997.624300 + Penalty 665.914902 = -1331.709398 nChanged 0 SP:Iteration 4F (27.920702 sec): 3 clusters Score: Raw -1997.624300 + Penalty 665.914902 = -1331.709398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 44 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.921482 sec): 2 clusters Score: Raw -187.529196 + Penalty 97.668038 = -89.861158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.921694 sec): 3 clusters Score: Raw -185.075339 + Penalty 175.819370 = -9.255969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 45 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.922514 sec): 2 clusters Score: Raw -1230.137770 + Penalty 275.280806 = -954.856964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.922773 sec): 3 clusters Score: Raw -1236.260332 + Penalty 550.561613 = -685.698719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 46 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.923658 sec): 2 clusters Score: Raw -2096.936927 + Penalty 469.741202 = -1627.195726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.923948 sec): 3 clusters Score: Raw -2144.670663 + Penalty 939.542911 = -1205.127752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 47 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.925012 sec): 2 clusters Score: Raw -4109.820397 + Penalty 188.846719 = -3920.973678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.925431 sec): 3 clusters Score: Raw -4071.479955 + Penalty 419.412171 = -3652.067784 nChanged 29 SP:Iteration 1F (27.925837 sec): 3 clusters Score: Raw -4116.132812 + Penalty 467.138674 = -3648.994138 nChanged 13 SP:Iteration 2F (27.926240 sec): 3 clusters Score: Raw -4134.154831 + Penalty 488.018072 = -3646.136758 nChanged 2 SP:Iteration 3F (27.926643 sec): 3 clusters Score: Raw -4137.618011 + Penalty 519.564464 = -3618.053547 nChanged 2 SP:Iteration 4F (27.927045 sec): 3 clusters Score: Raw -4141.859505 + Penalty 519.564464 = -3622.295041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 48 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.927893 sec): 2 clusters Score: Raw -555.002564 + Penalty 175.778939 = -379.223625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.928123 sec): 3 clusters Score: Raw -554.886349 + Penalty 330.920873 = -223.965477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 49 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.928896 sec): 2 clusters Score: Raw -409.288121 + Penalty 247.857775 = -161.430346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.929121 sec): 3 clusters Score: Raw -422.690146 + Penalty 486.164244 = 63.474098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 50 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.929897 sec): 2 clusters Score: Raw -433.640582 + Penalty 161.617400 = -272.023182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.930124 sec): 3 clusters Score: Raw -441.840274 + Penalty 319.566982 = -122.273292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 51 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.931985 sec): 2 clusters Score: Raw -9791.788431 + Penalty 816.769743 = -8975.018688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.932630 sec): 3 clusters Score: Raw -9746.589387 + Penalty 1632.379596 = -8114.209791 nChanged 49 SP:Iteration 1F (27.933267 sec): 3 clusters Score: Raw -9856.602141 + Penalty 1630.070359 = -8226.531782 nChanged 12 SP:Iteration 2Q (27.933890 sec): 3 clusters Score: Raw -9891.844677 + Penalty 1629.708868 = -8262.135808 nChanged 4 SP:Iteration 3Q (27.934486 sec): 3 clusters Score: Raw -9898.776775 + Penalty 1629.708868 = -8269.067907 nChanged 0 SP:Iteration 4F (27.935119 sec): 3 clusters Score: Raw -9898.776775 + Penalty 1629.708868 = -8269.067907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 52 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.936153 sec): 2 clusters Score: Raw -924.533287 + Penalty 252.589857 = -671.943430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.936403 sec): 3 clusters Score: Raw -931.395477 + Penalty 496.338962 = -435.056515 nChanged 2 SP:Iteration 1F (27.936647 sec): 3 clusters Score: Raw -937.333170 + Penalty 496.338962 = -440.994209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 53 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.937755 sec): 2 clusters Score: Raw -5183.113144 + Penalty 594.926111 = -4588.187034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.938222 sec): 3 clusters Score: Raw -5118.419576 + Penalty 1190.270001 = -3928.149576 nChanged 14 SP:Iteration 1F (27.938653 sec): 3 clusters Score: Raw -5155.246720 + Penalty 1190.721414 = -3964.525306 nChanged 5 SP:Iteration 2Q (27.939070 sec): 3 clusters Score: Raw -5171.822992 + Penalty 1191.315771 = -3980.507221 nChanged 1 SP:Iteration 3Q (27.939482 sec): 3 clusters Score: Raw -5173.879382 + Penalty 1190.924262 = -3982.955120 nChanged 1 SP:Iteration 4Q (27.939917 sec): 3 clusters Score: Raw -5177.244696 + Penalty 1190.924262 = -3986.320434 nChanged 0 SP:Iteration 5F (27.940353 sec): 3 clusters Score: Raw -5177.244696 + Penalty 1190.924262 = -3986.320434 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 54 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.942741 sec): 2 clusters Score: Raw -25334.156073 + Penalty 243.352615 = -25090.803458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.943950 sec): 3 clusters Score: Raw -25012.634702 + Penalty 487.035785 = -24525.598917 nChanged 204 SP:Iteration 1F (27.945127 sec): 3 clusters Score: Raw -25148.395420 + Penalty 475.662843 = -24672.732577 nChanged 78 SP:Iteration 2F (27.946306 sec): 3 clusters Score: Raw -25214.775495 + Penalty 465.672846 = -24749.102649 nChanged 56 SP:Iteration 3F (27.947481 sec): 3 clusters Score: Raw -25260.296382 + Penalty 468.660706 = -24791.635676 nChanged 36 SP:Iteration 4F (27.948654 sec): 3 clusters Score: Raw -25288.401717 + Penalty 464.315476 = -24824.086240 nChanged 27 SP:Iteration 5Q (27.949830 sec): 3 clusters Score: Raw -25309.704041 + Penalty 460.248432 = -24849.455609 nChanged 21 SP:Iteration 6Q (27.951004 sec): 3 clusters Score: Raw -25323.864315 + Penalty 454.647976 = -24869.216339 nChanged 14 SP:Iteration 7Q (27.952162 sec): 3 clusters Score: Raw -25334.352356 + Penalty 458.894045 = -24875.458311 nChanged 9 SP:Iteration 8Q (27.953322 sec): 3 clusters Score: Raw -25339.769840 + Penalty 453.166614 = -24886.603226 nChanged 5 SP:Iteration 9Q (27.954509 sec): 3 clusters Score: Raw -25342.287577 + Penalty 438.883402 = -24903.404175 nChanged 2 SP:Iteration 10F (27.955682 sec): 3 clusters Score: Raw -25343.746988 + Penalty 442.794235 = -24900.952754 nChanged 1 SP:Iteration 11F (27.956856 sec): 3 clusters Score: Raw -25344.127631 + Penalty 442.794235 = -24901.333397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 55 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.958366 sec): 2 clusters Score: Raw -9976.559659 + Penalty 473.762716 = -9502.796944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.958908 sec): 3 clusters Score: Raw -9808.273828 + Penalty 946.497680 = -8861.776148 nChanged 36 SP:Iteration 1F (27.959439 sec): 3 clusters Score: Raw -9854.946939 + Penalty 947.070789 = -8907.876149 nChanged 12 SP:Iteration 2F (27.959970 sec): 3 clusters Score: Raw -9879.782597 + Penalty 947.055383 = -8932.727215 nChanged 6 SP:Iteration 3Q (27.960488 sec): 3 clusters Score: Raw -9886.180300 + Penalty 947.068696 = -8939.111604 nChanged 2 SP:Iteration 4Q (27.961003 sec): 3 clusters Score: Raw -9887.556483 + Penalty 946.675162 = -8940.881322 nChanged 1 SP:Iteration 5Q (27.961520 sec): 3 clusters Score: Raw -9887.965553 + Penalty 946.238883 = -8941.726670 nChanged 1 SP:Iteration 6Q (27.962038 sec): 3 clusters Score: Raw -9888.819171 + Penalty 946.238883 = -8942.580288 nChanged 0 SP:Iteration 7F (27.962565 sec): 3 clusters Score: Raw -9888.819171 + Penalty 946.238883 = -8942.580288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.963426 sec): 2 clusters Score: Raw -202.502141 + Penalty 148.854025 = -53.648115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.963688 sec): 3 clusters Score: Raw -200.017150 + Penalty 297.708051 = 97.690901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 58 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.964478 sec): 2 clusters Score: Raw -366.524955 + Penalty 175.850579 = -190.674376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.964700 sec): 3 clusters Score: Raw -365.034463 + Penalty 358.386749 = -6.647714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 59 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.965471 sec): 2 clusters Score: Raw -331.428323 + Penalty 148.209585 = -183.218739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.965686 sec): 3 clusters Score: Raw -328.174752 + Penalty 256.354303 = -71.820449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 60 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.966436 sec): 2 clusters Score: Raw -48.476383 + Penalty 0.000000 = -48.476383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.966628 sec): 2 clusters Score: Raw -48.476383 + Penalty 0.000000 = -48.476383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 61 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.967422 sec): 2 clusters Score: Raw -977.214469 + Penalty 301.297530 = -675.916939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.967670 sec): 3 clusters Score: Raw -998.987766 + Penalty 602.633781 = -396.353985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.968886 sec): 2 clusters Score: Raw -6955.719539 + Penalty 232.429933 = -6723.289605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.969412 sec): 3 clusters Score: Raw -6883.977002 + Penalty 471.895532 = -6412.081469 nChanged 47 SP:Iteration 1F (27.969947 sec): 3 clusters Score: Raw -6940.516315 + Penalty 484.938946 = -6455.577369 nChanged 18 SP:Iteration 2F (27.970463 sec): 3 clusters Score: Raw -6964.661093 + Penalty 499.034010 = -6465.627083 nChanged 9 SP:Iteration 3F (27.970978 sec): 3 clusters Score: Raw -6980.076976 + Penalty 508.346244 = -6471.730733 nChanged 3 SP:Iteration 4Q (27.971475 sec): 3 clusters Score: Raw -6983.533676 + Penalty 517.733849 = -6465.799827 nChanged 2 SP:Iteration 5F (27.971992 sec): 3 clusters Score: Raw -6986.986948 + Penalty 522.413583 = -6464.573366 nChanged 4 SP:Iteration 6F (27.972507 sec): 3 clusters Score: Raw -6993.000088 + Penalty 531.343534 = -6461.656555 nChanged 1 SP:Iteration 7F (27.973021 sec): 3 clusters Score: Raw -6999.681984 + Penalty 531.343534 = -6468.338451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 63 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.974027 sec): 2 clusters Score: Raw -3164.175872 + Penalty 316.153184 = -2848.022688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.974363 sec): 3 clusters Score: Raw -3153.965792 + Penalty 634.443369 = -2519.522424 nChanged 7 SP:Iteration 1F (27.974694 sec): 3 clusters Score: Raw -3171.215125 + Penalty 632.889430 = -2538.325695 nChanged 5 SP:Iteration 2F (27.975024 sec): 3 clusters Score: Raw -3178.182496 + Penalty 631.245651 = -2546.936845 nChanged 2 SP:Iteration 3Q (27.975348 sec): 3 clusters Score: Raw -3179.780518 + Penalty 630.089949 = -2549.690568 nChanged 1 SP:Iteration 4Q (27.975673 sec): 3 clusters Score: Raw -3180.820442 + Penalty 630.089949 = -2550.730493 nChanged 0 SP:Iteration 5F (27.976024 sec): 3 clusters Score: Raw -3180.820442 + Penalty 630.089949 = -2550.730493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 64 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.976914 sec): 2 clusters Score: Raw -1366.678448 + Penalty 343.077626 = -1023.600822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.977185 sec): 3 clusters Score: Raw -1453.317183 + Penalty 686.618568 = -766.698615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 65 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.978065 sec): 2 clusters Score: Raw -1749.456480 + Penalty 236.363997 = -1513.092483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.978358 sec): 3 clusters Score: Raw -1770.115926 + Penalty 473.931940 = -1296.183986 nChanged 4 SP:Iteration 1F (27.978645 sec): 3 clusters Score: Raw -1781.479406 + Penalty 473.931940 = -1307.547466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 66 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.979452 sec): 2 clusters Score: Raw -776.091745 + Penalty 240.749471 = -535.342274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.979696 sec): 3 clusters Score: Raw -801.313773 + Penalty 481.498943 = -319.814830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 67 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.980519 sec): 2 clusters Score: Raw -1074.007514 + Penalty 460.687548 = -613.319966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.980776 sec): 3 clusters Score: Raw -1230.983084 + Penalty 921.561565 = -309.421519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 68 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.981537 sec): 2 clusters Score: Raw -160.344354 + Penalty 122.246734 = -38.097620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.981733 sec): 2 clusters Score: Raw -160.344354 + Penalty 122.246734 = -38.097620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 69 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.982506 sec): 2 clusters Score: Raw -483.589452 + Penalty 291.731911 = -191.857541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.982733 sec): 3 clusters Score: Raw -493.770751 + Penalty 602.049626 = 108.278875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 70 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.983501 sec): 2 clusters Score: Raw -346.971476 + Penalty 153.483203 = -193.488273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.983721 sec): 3 clusters Score: Raw -346.192021 + Penalty 316.371540 = -29.820482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 71 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.984463 sec): 2 clusters Score: Raw -43.776487 + Penalty 0.000000 = -43.776487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.984648 sec): 2 clusters Score: Raw -43.776487 + Penalty 0.000000 = -43.776487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 72 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.985445 sec): 2 clusters Score: Raw -786.159470 + Penalty 203.469268 = -582.690202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.985691 sec): 3 clusters Score: Raw -820.222675 + Penalty 406.269558 = -413.953117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 73 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.986569 sec): 2 clusters Score: Raw -2336.772855 + Penalty 424.241624 = -1912.531232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.986868 sec): 3 clusters Score: Raw -2367.311443 + Penalty 846.788438 = -1520.523006 nChanged 2 SP:Iteration 1Q (27.987176 sec): 3 clusters Score: Raw -2377.715181 + Penalty 846.826300 = -1530.888880 nChanged 2 SP:Iteration 2Q (27.987462 sec): 3 clusters Score: Raw -2384.078128 + Penalty 847.972932 = -1536.105196 nChanged 1 SP:Iteration 3Q (27.987748 sec): 3 clusters Score: Raw -2385.423701 + Penalty 848.896532 = -1536.527169 nChanged 1 SP:Iteration 4Q (27.988032 sec): 3 clusters Score: Raw -2387.529715 + Penalty 848.896532 = -1538.633183 nChanged 0 SP:Iteration 5F (27.988325 sec): 3 clusters Score: Raw -2387.529715 + Penalty 848.896532 = -1538.633183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 74 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.989165 sec): 2 clusters Score: Raw -1251.336025 + Penalty 253.643311 = -997.692714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.989429 sec): 3 clusters Score: Raw -1265.836460 + Penalty 518.453583 = -747.382878 nChanged 1 SP:Iteration 1Q (27.989684 sec): 3 clusters Score: Raw -1267.186425 + Penalty 518.235451 = -748.950975 nChanged 1 SP:Iteration 2Q (27.989942 sec): 3 clusters Score: Raw -1270.581604 + Penalty 518.235451 = -752.346153 nChanged 0 SP:Iteration 3F (27.990201 sec): 3 clusters Score: Raw -1270.581604 + Penalty 518.235451 = -752.346153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 75 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.990985 sec): 2 clusters Score: Raw -366.214406 + Penalty 226.743428 = -139.470978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.991206 sec): 3 clusters Score: Raw -365.549446 + Penalty 468.824047 = 103.274601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 76 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.992006 sec): 2 clusters Score: Raw -732.432428 + Penalty 224.121266 = -508.311162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.992248 sec): 3 clusters Score: Raw -752.658353 + Penalty 451.846398 = -300.811955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 77 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.993055 sec): 2 clusters Score: Raw -845.775069 + Penalty 325.628749 = -520.146319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.993300 sec): 3 clusters Score: Raw -903.816363 + Penalty 648.754256 = -255.062108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 78 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.994130 sec): 2 clusters Score: Raw -1156.617854 + Penalty 274.899338 = -881.718515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.994393 sec): 3 clusters Score: Raw -1175.945377 + Penalty 550.288746 = -625.656631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 79 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.995184 sec): 2 clusters Score: Raw -614.411211 + Penalty 204.573909 = -409.837302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.995420 sec): 3 clusters Score: Raw -630.972544 + Penalty 409.147818 = -221.824727 nChanged 1 SP:Iteration 1F (27.995652 sec): 3 clusters Score: Raw -637.165633 + Penalty 409.147818 = -228.017816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 80 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.996441 sec): 2 clusters Score: Raw -734.032576 + Penalty 251.232016 = -482.800560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.996679 sec): 3 clusters Score: Raw -753.000724 + Penalty 509.135259 = -243.865465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 81 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.997452 sec): 2 clusters Score: Raw -48.211871 + Penalty 0.000000 = -48.211871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.997643 sec): 2 clusters Score: Raw -48.211871 + Penalty 0.000000 = -48.211871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 82 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.998425 sec): 2 clusters Score: Raw -492.640417 + Penalty 209.252140 = -283.388276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.998654 sec): 3 clusters Score: Raw -519.027977 + Penalty 420.570456 = -98.457521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 83 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.999427 sec): 2 clusters Score: Raw -456.328931 + Penalty 242.027696 = -214.301235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.999650 sec): 3 clusters Score: Raw -459.475568 + Penalty 497.038501 = 37.562933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 84 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.000415 sec): 2 clusters Score: Raw -276.986741 + Penalty 122.094990 = -154.891751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.000632 sec): 3 clusters Score: Raw -275.737427 + Penalty 250.497120 = -25.240307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 85 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.001384 sec): 2 clusters Score: Raw -101.252692 + Penalty 80.022495 = -21.230197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.001594 sec): 3 clusters Score: Raw -93.895879 + Penalty 160.044989 = 66.149110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 86 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.002364 sec): 2 clusters Score: Raw -344.131832 + Penalty 194.147821 = -149.984011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.002586 sec): 3 clusters Score: Raw -351.015566 + Penalty 394.368428 = 43.352862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 87 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.003370 sec): 2 clusters Score: Raw -564.713942 + Penalty 134.350859 = -430.363083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.003597 sec): 3 clusters Score: Raw -567.968056 + Penalty 241.147293 = -326.820762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 88 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.004375 sec): 2 clusters Score: Raw -617.892651 + Penalty 294.275089 = -323.617562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.004606 sec): 3 clusters Score: Raw -643.589540 + Penalty 606.865892 = -36.723648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 90 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.005378 sec): 2 clusters Score: Raw -410.732089 + Penalty 164.172566 = -246.559523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.005604 sec): 3 clusters Score: Raw -419.894776 + Penalty 317.799665 = -102.095111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 91 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.006361 sec): 2 clusters Score: Raw -213.116415 + Penalty 142.012409 = -71.104006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.006574 sec): 3 clusters Score: Raw -203.923616 + Penalty 292.660660 = 88.737044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 93 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.007357 sec): 2 clusters Score: Raw -407.363151 + Penalty 167.349694 = -240.013457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.007580 sec): 3 clusters Score: Raw -402.923555 + Penalty 330.793178 = -72.130377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 94 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.008368 sec): 2 clusters Score: Raw -611.103669 + Penalty 198.581392 = -412.522277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.008603 sec): 3 clusters Score: Raw -635.362962 + Penalty 387.948981 = -247.413981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 95 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.009370 sec): 2 clusters Score: Raw -274.661210 + Penalty 138.155185 = -136.506025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.009590 sec): 3 clusters Score: Raw -280.530928 + Penalty 276.310371 = -4.220557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 96 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.010351 sec): 2 clusters Score: Raw -273.475477 + Penalty 144.952095 = -128.523383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.010569 sec): 3 clusters Score: Raw -283.745058 + Penalty 288.055119 = 4.310061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 97 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.011343 sec): 2 clusters Score: Raw -573.060624 + Penalty 298.736084 = -274.324540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.011574 sec): 3 clusters Score: Raw -591.823014 + Penalty 582.706822 = -9.116192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 98 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.012345 sec): 2 clusters Score: Raw -407.724137 + Penalty 182.968723 = -224.755414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.012571 sec): 3 clusters Score: Raw -426.298198 + Penalty 372.090882 = -54.207316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.013338 sec): 2 clusters Score: Raw -295.946943 + Penalty 152.877861 = -143.069082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.013556 sec): 3 clusters Score: Raw -299.692513 + Penalty 290.195224 = -9.497289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 100 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.014309 sec): 2 clusters Score: Raw -210.604877 + Penalty 169.993934 = -40.610943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.014525 sec): 3 clusters Score: Raw -203.774626 + Penalty 339.987869 = 136.213243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 101 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.015326 sec): 2 clusters Score: Raw -884.377417 + Penalty 415.748871 = -468.628546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.015577 sec): 3 clusters Score: Raw -1013.617843 + Penalty 831.930808 = -181.687035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.016334 sec): 2 clusters Score: Raw -104.380459 + Penalty 82.043532 = -22.336927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.016528 sec): 2 clusters Score: Raw -104.380459 + Penalty 82.043532 = -22.336927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 103 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.017386 sec): 2 clusters Score: Raw -1342.010075 + Penalty 365.013913 = -976.996161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.017663 sec): 3 clusters Score: Raw -1424.108453 + Penalty 729.972810 = -694.135643 nChanged 1 SP:Iteration 1Q (28.017927 sec): 3 clusters Score: Raw -1429.720467 + Penalty 729.972810 = -699.747657 nChanged 0 SP:Iteration 2F (28.018198 sec): 3 clusters Score: Raw -1429.720467 + Penalty 729.972810 = -699.747657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 105 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.019032 sec): 2 clusters Score: Raw -1213.174360 + Penalty 348.630643 = -864.543717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.019294 sec): 3 clusters Score: Raw -1265.731932 + Penalty 696.748269 = -568.983663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.020052 sec): 2 clusters Score: Raw -45.197154 + Penalty 0.000000 = -45.197154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.020244 sec): 2 clusters Score: Raw -45.197154 + Penalty 0.000000 = -45.197154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 107 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.021023 sec): 2 clusters Score: Raw -595.325036 + Penalty 315.339808 = -279.985228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.021253 sec): 3 clusters Score: Raw -639.859629 + Penalty 628.337270 = -11.522359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 108 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.022025 sec): 2 clusters Score: Raw -352.239873 + Penalty 242.952302 = -109.287571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.022246 sec): 3 clusters Score: Raw -359.298083 + Penalty 484.778926 = 125.480844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 109 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.023097 sec): 2 clusters Score: Raw -1843.588045 + Penalty 347.926198 = -1495.661847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.023384 sec): 3 clusters Score: Raw -1891.135769 + Penalty 695.466043 = -1195.669726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 110 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.024146 sec): 2 clusters Score: Raw -105.778926 + Penalty 90.090322 = -15.688604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.024354 sec): 3 clusters Score: Raw -96.560199 + Penalty 180.180644 = 83.620445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 112 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.025575 sec): 2 clusters Score: Raw -6731.260255 + Penalty 195.702091 = -6535.558164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.026123 sec): 3 clusters Score: Raw -6663.954990 + Penalty 392.665144 = -6271.289846 nChanged 53 SP:Iteration 1F (28.026641 sec): 3 clusters Score: Raw -6714.734110 + Penalty 398.632557 = -6316.101553 nChanged 22 SP:Iteration 2F (28.027157 sec): 3 clusters Score: Raw -6739.659096 + Penalty 396.055697 = -6343.603399 nChanged 10 SP:Iteration 3F (28.027672 sec): 3 clusters Score: Raw -6753.619606 + Penalty 389.464725 = -6364.154882 nChanged 2 SP:Iteration 4Q (28.028179 sec): 3 clusters Score: Raw -6755.193479 + Penalty 387.578871 = -6367.614608 nChanged 1 SP:Iteration 5Q (28.028681 sec): 3 clusters Score: Raw -6756.423166 + Penalty 387.578871 = -6368.844295 nChanged 0 SP:Iteration 6F (28.029220 sec): 3 clusters Score: Raw -6756.423166 + Penalty 387.578871 = -6368.844295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 113 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.030059 sec): 2 clusters Score: Raw -46.971140 + Penalty 0.000000 = -46.971140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.030258 sec): 2 clusters Score: Raw -46.971140 + Penalty 0.000000 = -46.971140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 114 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.031069 sec): 2 clusters Score: Raw -856.639745 + Penalty 263.884965 = -592.754780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.031311 sec): 3 clusters Score: Raw -874.556055 + Penalty 520.895793 = -353.660262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 115 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.032091 sec): 2 clusters Score: Raw -421.271621 + Penalty 225.141320 = -196.130301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.032317 sec): 3 clusters Score: Raw -439.231717 + Penalty 454.316900 = 15.085183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 116 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.033083 sec): 2 clusters Score: Raw -308.280343 + Penalty 154.639307 = -153.641036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.033302 sec): 3 clusters Score: Raw -300.968917 + Penalty 331.838578 = 30.869661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 117 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.034068 sec): 2 clusters Score: Raw -339.823314 + Penalty 203.968069 = -135.855245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.034288 sec): 3 clusters Score: Raw -337.018479 + Penalty 368.960188 = 31.941709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 118 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.035049 sec): 2 clusters Score: Raw -321.737478 + Penalty 169.377049 = -152.360429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.035271 sec): 3 clusters Score: Raw -311.914898 + Penalty 338.754099 = 26.839201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 119 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.036026 sec): 2 clusters Score: Raw -150.860863 + Penalty 102.111371 = -48.749492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.036238 sec): 3 clusters Score: Raw -142.621586 + Penalty 212.880958 = 70.259372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.036993 sec): 2 clusters Score: Raw -207.966758 + Penalty 162.282722 = -45.684036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.037207 sec): 3 clusters Score: Raw -202.693129 + Penalty 317.104261 = 114.411132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 121 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.037983 sec): 2 clusters Score: Raw -445.233453 + Penalty 200.834228 = -244.399225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.038213 sec): 3 clusters Score: Raw -488.192871 + Penalty 401.428966 = -86.763905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 122 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.038994 sec): 2 clusters Score: Raw -629.261054 + Penalty 320.664064 = -308.596990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.039245 sec): 3 clusters Score: Raw -673.807202 + Penalty 648.299410 = -25.507792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 123 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.040040 sec): 2 clusters Score: Raw -670.338768 + Penalty 304.313194 = -366.025573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.040274 sec): 3 clusters Score: Raw -721.849747 + Penalty 608.174705 = -113.675041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 124 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.041034 sec): 2 clusters Score: Raw -151.533497 + Penalty 81.268837 = -70.264660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.041244 sec): 3 clusters Score: Raw -142.909304 + Penalty 165.241410 = 22.332106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 125 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.042001 sec): 2 clusters Score: Raw -103.240413 + Penalty 78.477182 = -24.763231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.042208 sec): 3 clusters Score: Raw -94.245948 + Penalty 156.954364 = 62.708416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 126 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.042971 sec): 2 clusters Score: Raw -249.727461 + Penalty 158.377442 = -91.350019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.043169 sec): 2 clusters Score: Raw -249.727461 + Penalty 158.377442 = -91.350019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 127 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.043934 sec): 2 clusters Score: Raw -359.333989 + Penalty 236.398641 = -122.935348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.044157 sec): 3 clusters Score: Raw -365.422200 + Penalty 473.156629 = 107.734430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 128 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.044934 sec): 2 clusters Score: Raw -595.774808 + Penalty 331.756381 = -264.018427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.045166 sec): 3 clusters Score: Raw -654.886892 + Penalty 663.512761 = 8.625869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 129 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.045934 sec): 2 clusters Score: Raw -345.715032 + Penalty 224.116387 = -121.598645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.046154 sec): 3 clusters Score: Raw -361.307247 + Penalty 449.990969 = 88.683722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 130 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.046928 sec): 2 clusters Score: Raw -426.810159 + Penalty 199.610585 = -227.199574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.047154 sec): 3 clusters Score: Raw -440.888915 + Penalty 396.089586 = -44.799329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 131 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.047928 sec): 2 clusters Score: Raw -465.354276 + Penalty 246.914271 = -218.440005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.048153 sec): 3 clusters Score: Raw -474.211291 + Penalty 494.746114 = 20.534823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 133 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.048923 sec): 2 clusters Score: Raw -470.016010 + Penalty 256.614493 = -213.401517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.049165 sec): 3 clusters Score: Raw -481.004302 + Penalty 510.861451 = 29.857149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 135 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.049924 sec): 2 clusters Score: Raw -207.872442 + Penalty 127.736761 = -80.135681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.050136 sec): 3 clusters Score: Raw -199.567310 + Penalty 244.158732 = 44.591422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.050886 sec): 2 clusters Score: Raw -108.773572 + Penalty 89.741986 = -19.031586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.051093 sec): 3 clusters Score: Raw -97.297336 + Penalty 179.483972 = 82.186636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 137 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.051876 sec): 2 clusters Score: Raw -578.468135 + Penalty 162.732074 = -415.736061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.052107 sec): 3 clusters Score: Raw -588.224764 + Penalty 324.614548 = -263.610216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 138 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.052886 sec): 2 clusters Score: Raw -499.026985 + Penalty 264.714539 = -234.312446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.053112 sec): 3 clusters Score: Raw -521.172540 + Penalty 520.298629 = -0.873911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 139 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.053898 sec): 2 clusters Score: Raw -694.746504 + Penalty 283.827876 = -410.918628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.054135 sec): 3 clusters Score: Raw -756.156254 + Penalty 566.905311 = -189.250943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 140 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.054900 sec): 2 clusters Score: Raw -268.084958 + Penalty 170.973963 = -97.110995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.055118 sec): 3 clusters Score: Raw -262.632100 + Penalty 340.238647 = 77.606547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 141 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.055891 sec): 2 clusters Score: Raw -444.401957 + Penalty 187.005109 = -257.396847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.056115 sec): 3 clusters Score: Raw -449.542469 + Penalty 373.216334 = -76.326135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 142 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.056874 sec): 2 clusters Score: Raw -282.701390 + Penalty 209.815441 = -72.885949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.057089 sec): 3 clusters Score: Raw -272.173183 + Penalty 434.770011 = 162.596828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 144 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.057844 sec): 2 clusters Score: Raw -149.765991 + Penalty 93.217202 = -56.548789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.058040 sec): 2 clusters Score: Raw -149.765991 + Penalty 93.217202 = -56.548789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 145 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.058822 sec): 2 clusters Score: Raw -413.062789 + Penalty 231.586344 = -181.476445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.059046 sec): 3 clusters Score: Raw -420.400955 + Penalty 466.488634 = 46.087679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.059802 sec): 2 clusters Score: Raw -134.728653 + Penalty 68.633888 = -66.094764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.060011 sec): 3 clusters Score: Raw -133.036865 + Penalty 124.679724 = -8.357141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 148 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.060766 sec): 2 clusters Score: Raw -147.347644 + Penalty 90.471201 = -56.876443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.060962 sec): 2 clusters Score: Raw -147.347644 + Penalty 90.471201 = -56.876443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.061717 sec): 2 clusters Score: Raw -104.708140 + Penalty 85.639644 = -19.068496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.061927 sec): 3 clusters Score: Raw -95.692139 + Penalty 171.279288 = 75.587149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.062682 sec): 2 clusters Score: Raw -203.179066 + Penalty 139.544483 = -63.634582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.062895 sec): 3 clusters Score: Raw -198.598445 + Penalty 279.088967 = 80.490521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 153 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.063660 sec): 2 clusters Score: Raw -315.968326 + Penalty 189.300598 = -126.667727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.063880 sec): 3 clusters Score: Raw -314.186462 + Penalty 378.601197 = 64.414735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.064633 sec): 2 clusters Score: Raw -210.060177 + Penalty 116.903294 = -93.156883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.064841 sec): 3 clusters Score: Raw -201.581459 + Penalty 217.960352 = 16.378892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 155 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.065598 sec): 2 clusters Score: Raw -146.560707 + Penalty 78.862266 = -67.698442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.065794 sec): 2 clusters Score: Raw -146.560707 + Penalty 78.862266 = -67.698442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.066557 sec): 2 clusters Score: Raw -264.704428 + Penalty 179.797865 = -84.906563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.066772 sec): 3 clusters Score: Raw -256.444195 + Penalty 391.284872 = 134.840677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 157 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.067586 sec): 2 clusters Score: Raw -1364.559739 + Penalty 358.770450 = -1005.789289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.067840 sec): 3 clusters Score: Raw -1381.700213 + Penalty 730.116578 = -651.583635 nChanged 1 SP:Iteration 1Q (28.068084 sec): 3 clusters Score: Raw -1385.265736 + Penalty 730.116578 = -655.149158 nChanged 0 SP:Iteration 2F (28.068350 sec): 3 clusters Score: Raw -1385.265736 + Penalty 730.116578 = -655.149158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 158 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.069119 sec): 2 clusters Score: Raw -209.218561 + Penalty 148.459822 = -60.758739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.069332 sec): 3 clusters Score: Raw -201.200782 + Penalty 296.919644 = 95.718862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 159 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.070081 sec): 2 clusters Score: Raw -45.290696 + Penalty 0.000000 = -45.290696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.070271 sec): 2 clusters Score: Raw -45.290696 + Penalty 0.000000 = -45.290696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 161 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.071060 sec): 2 clusters Score: Raw -723.839433 + Penalty 127.276946 = -596.562487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.071299 sec): 3 clusters Score: Raw -722.985427 + Penalty 252.291492 = -470.693936 nChanged 1 SP:Iteration 1F (28.071533 sec): 3 clusters Score: Raw -725.740139 + Penalty 252.608641 = -473.131498 nChanged 1 SP:Iteration 2F (28.071770 sec): 3 clusters Score: Raw -729.485715 + Penalty 254.553891 = -474.931824 nChanged 1 SP:Iteration 3F (28.072003 sec): 3 clusters Score: Raw -730.528541 + Penalty 254.553891 = -475.974650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 163 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.072767 sec): 2 clusters Score: Raw -225.388452 + Penalty 181.055546 = -44.332906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.072966 sec): 2 clusters Score: Raw -225.388452 + Penalty 181.055546 = -44.332906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 164 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.073714 sec): 2 clusters Score: Raw -95.119757 + Penalty 42.379619 = -52.740138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.073912 sec): 3 clusters Score: Raw -88.657979 + Penalty 84.759239 = -3.898740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 165 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.074658 sec): 2 clusters Score: Raw -47.395793 + Penalty 0.000000 = -47.395793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.074850 sec): 2 clusters Score: Raw -47.395793 + Penalty 0.000000 = -47.395793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 166 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.075605 sec): 2 clusters Score: Raw -210.773957 + Penalty 176.713762 = -34.060195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.075819 sec): 3 clusters Score: Raw -203.948082 + Penalty 357.598425 = 153.650343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 167 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.076610 sec): 2 clusters Score: Raw -964.839636 + Penalty 316.831874 = -648.007762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.076853 sec): 3 clusters Score: Raw -960.096040 + Penalty 631.363612 = -328.732428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 170 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.077632 sec): 2 clusters Score: Raw -693.186451 + Penalty 338.582298 = -354.604153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.077863 sec): 3 clusters Score: Raw -700.534100 + Penalty 677.164596 = -23.369504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 171 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.078639 sec): 2 clusters Score: Raw -168.485315 + Penalty 138.550992 = -29.934323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.078848 sec): 3 clusters Score: Raw -156.280216 + Penalty 279.934941 = 123.654725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 172 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.079616 sec): 2 clusters Score: Raw -318.320797 + Penalty 176.254089 = -142.066708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.079837 sec): 3 clusters Score: Raw -311.007049 + Penalty 352.508178 = 41.501129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 173 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.080591 sec): 2 clusters Score: Raw -161.157319 + Penalty 130.627954 = -30.529366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.080802 sec): 3 clusters Score: Raw -150.204409 + Penalty 266.736132 = 116.531723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.081559 sec): 2 clusters Score: Raw -216.596535 + Penalty 171.512051 = -45.084484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.081776 sec): 3 clusters Score: Raw -209.092892 + Penalty 343.024103 = 133.931211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 175 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.082522 sec): 2 clusters Score: Raw -48.538415 + Penalty 0.000000 = -48.538415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.082714 sec): 2 clusters Score: Raw -48.538415 + Penalty 0.000000 = -48.538415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 176 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.083459 sec): 2 clusters Score: Raw -47.106664 + Penalty 0.000000 = -47.106664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.083650 sec): 2 clusters Score: Raw -47.106664 + Penalty 0.000000 = -47.106664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 177 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.084415 sec): 2 clusters Score: Raw -411.506396 + Penalty 271.928449 = -139.577947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.084638 sec): 3 clusters Score: Raw -427.169033 + Penalty 543.856898 = 116.687865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 178 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.085386 sec): 2 clusters Score: Raw -49.348045 + Penalty 0.000000 = -49.348045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.085577 sec): 2 clusters Score: Raw -49.348045 + Penalty 0.000000 = -49.348045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.086322 sec): 2 clusters Score: Raw -47.426616 + Penalty 0.000000 = -47.426616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.086512 sec): 2 clusters Score: Raw -47.426616 + Penalty 0.000000 = -47.426616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 182 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.087262 sec): 2 clusters Score: Raw -98.206364 + Penalty 51.375055 = -46.831308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.087467 sec): 3 clusters Score: Raw -90.452999 + Penalty 102.750111 = 12.297112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 183 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.088244 sec): 2 clusters Score: Raw -191.433674 + Penalty 109.062274 = -82.371400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.088454 sec): 3 clusters Score: Raw -187.712235 + Penalty 218.124548 = 30.412313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 185 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.089259 sec): 2 clusters Score: Raw -800.113821 + Penalty 120.181430 = -679.932391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.089512 sec): 3 clusters Score: Raw -809.435102 + Penalty 226.015707 = -583.419396 nChanged 1 SP:Iteration 1Q (28.089755 sec): 3 clusters Score: Raw -811.157901 + Penalty 226.015707 = -585.142194 nChanged 0 SP:Iteration 2F (28.090003 sec): 3 clusters Score: Raw -811.157901 + Penalty 226.015707 = -585.142194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 186 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.090761 sec): 2 clusters Score: Raw -48.053931 + Penalty 0.000000 = -48.053931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.090953 sec): 2 clusters Score: Raw -48.053931 + Penalty 0.000000 = -48.053931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 187 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.091699 sec): 2 clusters Score: Raw -41.139298 + Penalty 0.000000 = -41.139298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.091884 sec): 2 clusters Score: Raw -41.139298 + Penalty 0.000000 = -41.139298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 188 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.092633 sec): 2 clusters Score: Raw -105.890093 + Penalty 91.154134 = -14.735958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.092827 sec): 2 clusters Score: Raw -105.890093 + Penalty 91.154134 = -14.735958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.093582 sec): 2 clusters Score: Raw -107.216174 + Penalty 87.302065 = -19.914109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.093791 sec): 3 clusters Score: Raw -96.918194 + Penalty 174.604131 = 77.685936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.094546 sec): 2 clusters Score: Raw -159.335678 + Penalty 120.232223 = -39.103455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.094742 sec): 2 clusters Score: Raw -159.335678 + Penalty 120.232223 = -39.103455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 193 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.095501 sec): 2 clusters Score: Raw -159.750202 + Penalty 114.873855 = -44.876347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.095698 sec): 2 clusters Score: Raw -159.750202 + Penalty 114.873855 = -44.876347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.096448 sec): 2 clusters Score: Raw -101.952954 + Penalty 64.940666 = -37.012288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.096643 sec): 2 clusters Score: Raw -101.952954 + Penalty 64.940666 = -37.012288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 195 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.097422 sec): 2 clusters Score: Raw -269.728151 + Penalty 146.360135 = -123.368016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.097642 sec): 3 clusters Score: Raw -269.808538 + Penalty 288.292359 = 18.483820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.098389 sec): 2 clusters Score: Raw -47.688738 + Penalty 0.000000 = -47.688738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.098580 sec): 2 clusters Score: Raw -47.688738 + Penalty 0.000000 = -47.688738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 199 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.099331 sec): 2 clusters Score: Raw -103.362875 + Penalty 72.060383 = -31.302493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.099537 sec): 3 clusters Score: Raw -93.579155 + Penalty 144.120765 = 50.541610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 200 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.100296 sec): 2 clusters Score: Raw -49.300605 + Penalty 0.000000 = -49.300605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.100486 sec): 2 clusters Score: Raw -49.300605 + Penalty 0.000000 = -49.300605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 204 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.101245 sec): 2 clusters Score: Raw -97.322190 + Penalty 52.493704 = -44.828486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.101454 sec): 3 clusters Score: Raw -90.148231 + Penalty 104.987407 = 14.839177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 205 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.102205 sec): 2 clusters Score: Raw -47.820360 + Penalty 0.000000 = -47.820360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.102404 sec): 2 clusters Score: Raw -47.820360 + Penalty 0.000000 = -47.820360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.103160 sec): 2 clusters Score: Raw -46.907391 + Penalty 0.000000 = -46.907391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.103350 sec): 2 clusters Score: Raw -46.907391 + Penalty 0.000000 = -46.907391 nChanged 0 Deleting Class 186 (1 points): Lose 5.353504 but Gain 1384.634495 Iteration 20F (31.517483 sec): 180 clusters Score: Raw -1641809.321786 + Penalty 175881.866156 = -1465927.455630 nChanged 66 Deleting Class 188 (2 points): Lose 19.963503 but Gain 1397.259312 Iteration 21Q (31.821694 sec): 179 clusters Score: Raw -1641820.167712 + Penalty 174466.181502 = -1467353.986210 nChanged 61 Deleting Class 178 (1 points): Lose 12.103252 but Gain 1386.937856 Iteration 22Q (32.124354 sec): 178 clusters Score: Raw -1641834.004650 + Penalty 173042.720663 = -1468791.283987 nChanged 58 Deleting Class 200 (1 points): Lose 0.251272 but Gain 1368.277827 Iteration 23Q (32.426187 sec): 177 clusters Score: Raw -1641909.094657 + Penalty 171669.950873 = -1470239.143783 nChanged 77 Deleting Class 136 (2 points): Lose 13.249234 but Gain 1375.613147 Iteration 24Q (32.727467 sec): 176 clusters Score: Raw -1641951.291205 + Penalty 170307.753793 = -1471643.537412 nChanged 88 Deleting Class 110 (2 points): Lose 21.708344 but Gain 1380.952625 Iteration 25Q (33.029969 sec): 175 clusters Score: Raw -1641978.546445 + Penalty 168901.082272 = -1473077.464173 nChanged 84 Deleting Class 163 (4 points): Lose 44.716678 but Gain 1387.658111 Iteration 26Q (33.331471 sec): 174 clusters Score: Raw -1641978.211261 + Penalty 167477.707088 = -1474500.504172 nChanged 73 Deleting Class 142 (5 points): Lose 44.616265 but Gain 1385.126128 Iteration 27Q (33.629553 sec): 173 clusters Score: Raw -1641962.805522 + Penalty 166084.104271 = -1475878.701251 nChanged 66 Deleting Class 69 (9 points): Lose 70.784566 but Gain 1410.703001 Iteration 28Q (33.928480 sec): 172 clusters Score: Raw -1641928.436941 + Penalty 164656.576950 = -1477271.859991 nChanged 50 Deleting Class 170 (12 points): Lose 128.095694 but Gain 1447.705660 Iteration 29Q (34.224886 sec): 171 clusters Score: Raw -1641823.642664 + Penalty 163280.965320 = -1478542.677344 nChanged 59 Deleting Class 190 (2 points): Lose 17.996437 but Gain 1338.212736 Iteration 30F (37.435471 sec): 170 clusters Score: Raw -1641870.502373 + Penalty 161927.593917 = -1479942.908456 nChanged 65 Deleting Class 171 (3 points): Lose 23.424280 but Gain 1339.958319 Iteration 31Q (37.745588 sec): 169 clusters Score: Raw -1641902.106001 + Penalty 160584.065596 = -1481318.040405 nChanged 85 Deleting Class 60 (1 points): Lose 4.666821 but Gain 1319.173200 Iteration 32Q (38.055619 sec): 168 clusters Score: Raw -1641942.340849 + Penalty 159277.392637 = -1482664.948212 nChanged 130 Deleting Class 128 (12 points): Lose 113.414437 but Gain 1418.519493 Iteration 33Q (38.370448 sec): 167 clusters Score: Raw -1641921.659484 + Penalty 157881.077257 = -1484040.582228 nChanged 160 Deleting Class 149 (2 points): Lose 15.524222 but Gain 1312.730257 Iteration 34Q (38.688235 sec): 166 clusters Score: Raw -1641996.696660 + Penalty 156590.743080 = -1485405.953581 nChanged 153 Deleting Class 166 (4 points): Lose 68.778409 but Gain 1354.381518 Iteration 35Q (39.001269 sec): 165 clusters Score: Raw -1641975.369881 + Penalty 155275.479416 = -1486699.890466 nChanged 162 Deleting Class 198 (1 points): Lose 10.940892 but Gain 1296.522965 Iteration 36Q (39.313733 sec): 164 clusters Score: Raw -1642032.351073 + Penalty 154006.238282 = -1488026.112791 nChanged 190 Deleting Class 175 (1 points): Lose 5.724888 but Gain 1290.104736 Iteration 37Q (39.628198 sec): 163 clusters Score: Raw -1642100.716867 + Penalty 152760.266192 = -1489340.450675 nChanged 205 Deleting Class 101 (20 points): Lose 214.393466 but Gain 1474.531933 Iteration 38Q (39.928025 sec): 162 clusters Score: Raw -1641963.947090 + Penalty 151502.661456 = -1490461.285634 nChanged 223 Deleting Class 177 (8 points): Lose 132.428149 but Gain 1389.421555 Iteration 39Q (40.226893 sec): 161 clusters Score: Raw -1642009.557442 + Penalty 150211.052662 = -1491798.504780 nChanged 231 Deleting Class 174 (4 points): Lose 58.063355 but Gain 1314.514214 Iteration 40F (43.223328 sec): 160 clusters Score: Raw -1642054.506584 + Penalty 148994.909991 = -1493059.596593 nChanged 271 Deleting Class 127 (7 points): Lose 36.395249 but Gain 1290.768309 Iteration 41Q (43.525071 sec): 159 clusters Score: Raw -1642134.752087 + Penalty 147782.993512 = -1494351.758575 nChanged 329 Deleting Class 102 (2 points): Lose 6.065865 but Gain 1257.607121 Iteration 42Q (43.831057 sec): 158 clusters Score: Raw -1642280.710529 + Penalty 146595.617317 = -1495685.093212 nChanged 334 Deleting Class 81 (1 points): Lose 16.043709 but Gain 1266.575823 Iteration 43Q (44.137776 sec): 157 clusters Score: Raw -1642397.124176 + Penalty 145413.834549 = -1496983.289627 nChanged 331 Deleting Class 100 (4 points): Lose 55.295380 but Gain 1302.878961 Iteration 44Q (44.439941 sec): 156 clusters Score: Raw -1642464.056554 + Penalty 144176.158632 = -1498287.897922 nChanged 328 Deleting Class 108 (7 points): Lose 95.575515 but Gain 1326.552178 Iteration 45Q (44.741539 sec): 155 clusters Score: Raw -1642497.906264 + Penalty 142911.753421 = -1499586.152842 nChanged 318 Deleting Class 173 (4 points): Lose 55.265763 but Gain 1276.241109 Iteration 46Q (45.039875 sec): 154 clusters Score: Raw -1642575.610672 + Penalty 141692.667937 = -1500882.942735 nChanged 315 Deleting Class 179 (1 points): Lose 4.895353 but Gain 1222.380264 Iteration 47Q (45.333613 sec): 153 clusters Score: Raw -1642672.728539 + Penalty 140537.471955 = -1502135.256584 nChanged 283 Deleting Class 205 (1 points): Lose 6.438048 but Gain 1223.651433 Iteration 48Q (45.625202 sec): 152 clusters Score: Raw -1642757.512591 + Penalty 139333.096611 = -1503424.415981 nChanged 293 Deleting Class 67 (26 points): Lose 296.062950 but Gain 1510.533451 Iteration 49Q (45.915981 sec): 151 clusters Score: Raw -1642546.729624 + Penalty 138283.517803 = -1504263.211821 nChanged 296 Deleting Class 49 (8 points): Lose 51.265624 but Gain 1266.432167 Iteration 50F (48.740149 sec): 150 clusters Score: Raw -1642685.436708 + Penalty 137025.082768 = -1505660.353940 nChanged 288 Deleting Class 88 (12 points): Lose 45.431232 but Gain 1258.257487 Iteration 51Q (49.028490 sec): 149 clusters Score: Raw -1642765.063121 + Penalty 135789.526629 = -1506975.536492 nChanged 282 Deleting Class 122 (12 points): Lose 121.607443 but Gain 1327.532141 Iteration 52Q (49.313122 sec): 148 clusters Score: Raw -1642756.730638 + Penalty 134494.321094 = -1508262.409544 nChanged 286 Deleting Class 85 (2 points): Lose 22.675504 but Gain 1226.627584 Iteration 53Q (49.596549 sec): 147 clusters Score: Raw -1642868.611504 + Penalty 133304.416425 = -1509564.195079 nChanged 260 Deleting Class 75 (7 points): Lose 37.127536 but Gain 1238.049552 Iteration 54Q (49.878509 sec): 146 clusters Score: Raw -1642963.142690 + Penalty 132102.865648 = -1510860.277041 nChanged 276 Deleting Class 97 (11 points): Lose 129.613315 but Gain 1323.681729 Iteration 55Q (50.159965 sec): 145 clusters Score: Raw -1642927.838996 + Penalty 131043.417475 = -1511884.421521 nChanged 278 Deleting Class 107 (11 points): Lose 128.324464 but Gain 1322.355106 Iteration 56Q (50.440157 sec): 144 clusters Score: Raw -1642915.234690 + Penalty 129749.832026 = -1513165.402664 nChanged 263 Deleting Class 125 (2 points): Lose 9.779349 but Gain 1202.940203 Iteration 57Q (50.716787 sec): 143 clusters Score: Raw -1643004.578986 + Penalty 128539.014234 = -1514465.564752 nChanged 245 Deleting Class 120 (4 points): Lose 52.078562 but Gain 1243.778170 Iteration 58Q (50.990583 sec): 142 clusters Score: Raw -1643027.292959 + Penalty 127319.252937 = -1515708.040022 nChanged 231 Deleting Class 15 (3 points): Lose 11.486682 but Gain 1198.689056 Iteration 59Q (51.261650 sec): 141 clusters Score: Raw -1643096.296590 + Penalty 126143.663581 = -1516952.633009 nChanged 244 Deleting Class 176 (1 points): Lose 12.435445 but Gain 1186.415126 Iteration 60F (53.886041 sec): 140 clusters Score: Raw -1643162.124392 + Penalty 124977.819381 = -1518184.305011 nChanged 226 Deleting Class 68 (3 points): Lose 20.602518 but Gain 1182.276110 Iteration 61Q (54.153215 sec): 139 clusters Score: Raw -1643203.319167 + Penalty 123820.738251 = -1519382.580916 nChanged 191 Deleting Class 192 (3 points): Lose 18.164843 but Gain 1162.793319 Iteration 62Q (54.419901 sec): 138 clusters Score: Raw -1643238.911554 + Penalty 122669.550567 = -1520569.360987 nChanged 218 Deleting Class 129 (7 points): Lose 82.553464 but Gain 1223.705554 Iteration 63Q (54.688021 sec): 137 clusters Score: Raw -1643219.361503 + Penalty 121460.493339 = -1521758.868165 nChanged 217 Deleting Class 131 (9 points): Lose 56.075428 but Gain 1193.982182 Iteration 64Q (54.955514 sec): 136 clusters Score: Raw -1643253.250278 + Penalty 120285.681556 = -1522967.568722 nChanged 231 Deleting Class 156 (5 points): Lose 51.544804 but Gain 1186.960879 Iteration 65Q (55.222089 sec): 135 clusters Score: Raw -1643288.345642 + Penalty 119158.388164 = -1524129.957478 nChanged 237 Deleting Class 133 (9 points): Lose 108.331064 but Gain 1240.888713 Iteration 66Q (55.484317 sec): 134 clusters Score: Raw -1643285.249619 + Penalty 118000.556980 = -1525284.692639 nChanged 232 Deleting Class 145 (8 points): Lose 51.327516 but Gain 1183.293104 Iteration 67Q (55.746428 sec): 133 clusters Score: Raw -1643333.963712 + Penalty 116900.310092 = -1526433.653620 nChanged 206 Deleting Class 83 (8 points): Lose 48.317618 but Gain 1180.019309 Iteration 68Q (56.004687 sec): 132 clusters Score: Raw -1643365.340203 + Penalty 115700.497490 = -1527664.842713 nChanged 197 Deleting Class 158 (4 points): Lose 13.824359 but Gain 1137.835767 Iteration 69Q (56.260391 sec): 131 clusters Score: Raw -1643423.294510 + Penalty 114635.575694 = -1528787.718816 nChanged 169 Deleting Class 57 (4 points): Lose 21.305615 but Gain 1140.857047 Iteration 70F (58.703135 sec): 130 clusters Score: Raw -1643450.871684 + Penalty 113517.413411 = -1529933.458273 nChanged 145 Deleting Class 42 (9 points): Lose 72.880455 but Gain 1190.757840 Iteration 71Q (58.952321 sec): 129 clusters Score: Raw -1643421.612783 + Penalty 112368.613846 = -1531052.998937 nChanged 126 Deleting Class 123 (15 points): Lose 125.612143 but Gain 1235.959016 Iteration 72Q (59.198804 sec): 128 clusters Score: Raw -1643349.570950 + Penalty 111191.866244 = -1532157.704706 nChanged 132 Deleting Class 193 (4 points): Lose 32.730343 but Gain 1138.823550 Iteration 73Q (59.444083 sec): 127 clusters Score: Raw -1643395.465094 + Penalty 109943.881331 = -1533451.583763 nChanged 97 Deleting Class 199 (2 points): Lose 4.657884 but Gain 1104.580074 Iteration 74Q (59.687388 sec): 126 clusters Score: Raw -1643444.535001 + Penalty 108874.601978 = -1534569.933024 nChanged 89 Deleting Class 140 (5 points): Lose 40.751912 but Gain 1128.708649 Iteration 75Q (59.927494 sec): 125 clusters Score: Raw -1643442.694252 + Penalty 107779.366754 = -1535663.327498 nChanged 89 Deleting Class 167 (17 points): Lose 103.812579 but Gain 1188.162084 Iteration 76Q (60.166454 sec): 124 clusters Score: Raw -1643381.338937 + Penalty 106613.083040 = -1536768.255897 nChanged 106 Deleting Class 153 (6 points): Lose 43.726929 but Gain 1122.531096 Iteration 77Q (60.405509 sec): 123 clusters Score: Raw -1643412.677595 + Penalty 105492.435881 = -1537920.241715 nChanged 81 Deleting Class 117 (7 points): Lose 36.493639 but Gain 1113.693033 Iteration 78Q (60.644650 sec): 122 clusters Score: Raw -1643409.107418 + Penalty 104397.701177 = -1539011.406241 nChanged 74 Deleting Class 77 (19 points): Lose 101.163950 but Gain 1175.022777 Iteration 79Q (60.882545 sec): 121 clusters Score: Raw -1643346.673586 + Penalty 103241.755289 = -1540104.918297 nChanged 66 Deleting Class 138 (10 points): Lose 161.625986 but Gain 1221.485196 Iteration 80F (63.140329 sec): 120 clusters Score: Raw -1643247.145670 + Penalty 102116.868852 = -1541130.276818 nChanged 60 Deleting Class 33 (27 points): Lose 142.453322 but Gain 1200.078163 Iteration 81Q (63.373073 sec): 119 clusters Score: Raw -1643180.958882 + Penalty 101047.799675 = -1542133.159207 nChanged 66 Deleting Class 91 (4 points): Lose 31.887116 but Gain 1088.421069 Iteration 82Q (63.604601 sec): 118 clusters Score: Raw -1643235.169011 + Penalty 100026.401904 = -1543208.767108 nChanged 38 Deleting Class 118 (4 points): Lose 18.063447 but Gain 1064.985828 Iteration 83Q (63.835212 sec): 117 clusters Score: Raw -1643236.992183 + Penalty 98989.108457 = -1544247.883727 nChanged 31 Deleting Class 165 (1 points): Lose 0.608325 but Gain 1044.640584 Iteration 84Q (64.062597 sec): 116 clusters Score: Raw -1643257.187774 + Penalty 97948.250475 = -1545308.937298 nChanged 22 Deleting Class 151 (4 points): Lose 28.372048 but Gain 1069.506226 Iteration 85Q (64.287804 sec): 115 clusters Score: Raw -1643237.898665 + Penalty 96904.302041 = -1546333.596624 nChanged 18 Deleting Class 115 (9 points): Lose 52.177209 but Gain 1090.696076 Iteration 86Q (64.512484 sec): 114 clusters Score: Raw -1643197.585053 + Penalty 95824.590898 = -1547372.994156 nChanged 26 Deleting Class 73 (50 points): Lose 193.577320 but Gain 1235.572710 Iteration 87Q (64.736159 sec): 113 clusters Score: Raw -1643021.388450 + Penalty 94846.144827 = -1548175.243623 nChanged 59 Deleting Class 207 (1 points): Lose 4.805057 but Gain 1039.571750 Iteration 88Q (64.960729 sec): 112 clusters Score: Raw -1643124.411756 + Penalty 93841.903626 = -1549282.508130 nChanged 19 Deleting Class 172 (6 points): Lose 28.916636 but Gain 1045.166774 Iteration 89Q (65.182192 sec): 111 clusters Score: Raw -1643106.980723 + Penalty 92791.936307 = -1550315.044416 nChanged 10 Deleting Class 86 (7 points): Lose 43.645446 but Gain 1060.073163 Iteration 90F (67.256713 sec): 110 clusters Score: Raw -1643073.303436 + Penalty 91744.394800 = -1551328.908636 nChanged 12 Deleting Class 46 (49 points): Lose 304.422392 but Gain 1304.643003 Iteration 91Q (67.478378 sec): 109 clusters Score: Raw -1642783.163298 + Penalty 90447.348673 = -1552335.814625 nChanged 52 Deleting Class 113 (1 points): Lose 1.310689 but Gain 1000.974354 Iteration 92Q (67.701087 sec): 108 clusters Score: Raw -1642923.732773 + Penalty 89433.120561 = -1553490.612213 nChanged 31 Deleting Class 157 (33 points): Lose 193.726032 but Gain 1187.998071 Iteration 93Q (67.920607 sec): 107 clusters Score: Raw -1642754.047965 + Penalty 88304.733131 = -1554449.314834 nChanged 52 Deleting Class 139 (21 points): Lose 152.364233 but Gain 1132.828807 Iteration 94Q (68.140456 sec): 106 clusters Score: Raw -1642689.729983 + Penalty 87270.129634 = -1555419.600349 nChanged 52 Deleting Class 126 (5 points): Lose 69.207584 but Gain 1045.550947 Iteration 95Q (68.358770 sec): 105 clusters Score: Raw -1642710.380436 + Penalty 86273.783510 = -1556436.596926 nChanged 33 Deleting Class 37 (6 points): Lose 35.093674 but Gain 1010.577444 Iteration 96Q (68.574687 sec): 104 clusters Score: Raw -1642714.481847 + Penalty 85269.528511 = -1557444.953335 nChanged 27 Deleting Class 61 (19 points): Lose 116.100506 but Gain 1087.224213 Iteration 97Q (68.789374 sec): 103 clusters Score: Raw -1642644.187120 + Penalty 84221.583242 = -1558422.603878 nChanged 40 Deleting Class 39 (17 points): Lose 80.612884 but Gain 1045.111050 Iteration 98Q (69.004666 sec): 102 clusters Score: Raw -1642646.340402 + Penalty 83317.222365 = -1559329.118037 nChanged 46 Deleting Class 119 (3 points): Lose 23.177190 but Gain 987.542414 Iteration 99Q (69.219100 sec): 101 clusters Score: Raw -1642669.986032 + Penalty 82325.389798 = -1560344.596234 nChanged 28 Deleting Class 135 (4 points): Lose 17.568201 but Gain 979.008686 Iteration 100F (71.105748 sec): 100 clusters Score: Raw -1642668.368904 + Penalty 81393.247205 = -1561275.121699 nChanged 32 Deleting Class 194 (2 points): Lose 40.237744 but Gain 995.445256 Iteration 101Q (71.319766 sec): 99 clusters Score: Raw -1642647.128641 + Penalty 79632.061971 = -1563015.066670 nChanged 24 Deleting Class 105 (38 points): Lose 225.455133 but Gain 1170.292742 Iteration 102Q (71.529117 sec): 97 clusters Score: Raw -1642438.845646 + Penalty 78642.434224 = -1563796.411422 nChanged 53 Deleting Class 8 (20 points): Lose 58.724383 but Gain 995.546379 Iteration 103Q (71.738497 sec): 96 clusters Score: Raw -1642501.458070 + Penalty 77705.663935 = -1564795.794135 nChanged 61 Deleting Class 103 (42 points): Lose 221.686920 but Gain 1157.422151 Iteration 104Q (71.948874 sec): 95 clusters Score: Raw -1642319.260921 + Penalty 76621.539817 = -1565697.721104 nChanged 68 Deleting Class 130 (10 points): Lose 59.152393 but Gain 986.018481 Iteration 105Q (72.158872 sec): 94 clusters Score: Raw -1642383.543718 + Penalty 75821.398232 = -1566562.145486 nChanged 52 Deleting Class 80 (19 points): Lose 118.874162 but Gain 1019.637953 Iteration 106Q (72.365632 sec): 93 clusters Score: Raw -1642316.272962 + Penalty 74864.832672 = -1567451.440290 nChanged 50 Deleting Class 93 (12 points): Lose 44.950181 but Gain 953.802657 Iteration 107Q (72.571087 sec): 92 clusters Score: Raw -1642324.655990 + Penalty 73870.688198 = -1568453.967791 nChanged 36 Deleting Class 58 (7 points): Lose 68.860677 but Gain 960.167764 Iteration 108Q (72.775465 sec): 91 clusters Score: Raw -1642276.106416 + Penalty 72943.285231 = -1569332.821184 nChanged 23 Deleting Class 64 (38 points): Lose 188.608275 but Gain 1075.815366 Iteration 109Q (72.977111 sec): 90 clusters Score: Raw -1642118.276527 + Penalty 71949.704732 = -1570168.571795 nChanged 47 Deleting Class 82 (13 points): Lose 84.239353 but Gain 978.614649 Iteration 110F (74.660636 sec): 89 clusters Score: Raw -1642155.764904 + Penalty 71015.175422 = -1571140.589482 nChanged 33 Deleting Class 183 (5 points): Lose 52.419979 but Gain 941.064305 Iteration 111Q (74.864567 sec): 88 clusters Score: Raw -1642141.992787 + Penalty 70080.453546 = -1572061.539241 nChanged 16 Deleting Class 25 (22 points): Lose 79.860199 but Gain 965.561554 Iteration 112Q (75.065081 sec): 87 clusters Score: Raw -1642091.339914 + Penalty 69144.458149 = -1572946.881764 nChanged 35 Deleting Class 144 (3 points): Lose 21.228993 but Gain 901.524870 Iteration 113Q (75.264828 sec): 86 clusters Score: Raw -1642124.404155 + Penalty 68237.959726 = -1573886.444429 nChanged 17 Deleting Class 99 (7 points): Lose 38.967881 but Gain 918.430953 Iteration 114Q (75.462123 sec): 85 clusters Score: Raw -1642096.642481 + Penalty 67338.129626 = -1574758.512855 nChanged 16 Deleting Class 116 (6 points): Lose 40.967247 but Gain 916.993567 Iteration 115Q (75.659061 sec): 84 clusters Score: Raw -1642070.372313 + Penalty 66431.617443 = -1575638.754870 nChanged 11 Deleting Class 141 (11 points): Lose 45.147937 but Gain 917.839876 Iteration 116Q (75.855650 sec): 83 clusters Score: Raw -1642032.988542 + Penalty 65519.140389 = -1576513.848154 nChanged 11 Deleting Class 121 (10 points): Lose 61.062420 but Gain 932.245997 Iteration 117Q (76.050021 sec): 82 clusters Score: Raw -1641985.997960 + Penalty 64608.195349 = -1577377.802611 nChanged 12 Deleting Class 154 (4 points): Lose 25.834023 but Gain 895.978100 Iteration 118Q (76.244347 sec): 81 clusters Score: Raw -1641981.728421 + Penalty 63706.871576 = -1578274.856845 nChanged 7 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.38 GB. Compute initial score before splitting: Score: Raw -1641981.728421 + Penalty 63706.871576 = -1578274.856845Memory request: 0.03 GB would take us to total of 0.41 GB. Trying to split cluster 1 (6659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.401970 sec): 2 clusters Score: Raw -270701.405594 + Penalty 98.479330 = -270602.926264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.414200 sec): 3 clusters Score: Raw -266227.520372 + Penalty 199.827185 = -266027.693188 nChanged 3207 SP:Iteration 1F (76.426200 sec): 3 clusters Score: Raw -268218.727005 + Penalty 202.302650 = -268016.424355 nChanged 641 SP:Iteration 2F (76.438535 sec): 3 clusters Score: Raw -268627.257132 + Penalty 206.295918 = -268420.961214 nChanged 491 SP:Iteration 3F (76.450431 sec): 3 clusters Score: Raw -269188.894596 + Penalty 212.961968 = -268975.932628 nChanged 465 SP:Iteration 4F (76.462224 sec): 3 clusters Score: Raw -269818.107255 + Penalty 219.288743 = -269598.818512 nChanged 298 SP:Iteration 5Q (76.473423 sec): 3 clusters Score: Raw -270055.700411 + Penalty 222.980217 = -269832.720194 nChanged 247 SP:Iteration 6Q (76.484258 sec): 3 clusters Score: Raw -270243.687193 + Penalty 225.981221 = -270017.705973 nChanged 198 SP:Iteration 7Q (76.494690 sec): 3 clusters Score: Raw -270395.757907 + Penalty 234.882698 = -270160.875210 nChanged 146 SP:Iteration 8Q (76.504728 sec): 3 clusters Score: Raw -270509.909248 + Penalty 237.951419 = -270271.957829 nChanged 98 SP:Iteration 9Q (76.514469 sec): 3 clusters Score: Raw -270579.150654 + Penalty 236.659576 = -270342.491078 nChanged 58 SP:Iteration 10F (76.526197 sec): 3 clusters Score: Raw -270613.757749 + Penalty 234.888182 = -270378.869567 nChanged 44 SP:Iteration 11Q (76.535708 sec): 3 clusters Score: Raw -270640.659993 + Penalty 228.607123 = -270412.052871 nChanged 35 SP:Iteration 12Q (76.545057 sec): 3 clusters Score: Raw -270665.864534 + Penalty 229.554760 = -270436.309774 nChanged 27 SP:Iteration 13Q (76.554381 sec): 3 clusters Score: Raw -270683.126740 + Penalty 231.558653 = -270451.568086 nChanged 16 SP:Iteration 14Q (76.563590 sec): 3 clusters Score: Raw -270691.716990 + Penalty 231.946487 = -270459.770503 nChanged 10 SP:Iteration 15Q (76.572759 sec): 3 clusters Score: Raw -270696.659753 + Penalty 233.509144 = -270463.150609 nChanged 8 SP:Iteration 16Q (76.581913 sec): 3 clusters Score: Raw -270699.393083 + Penalty 231.045727 = -270468.347356 nChanged 6 SP:Iteration 17Q (76.591061 sec): 3 clusters Score: Raw -270701.760257 + Penalty 230.159856 = -270471.600401 nChanged 3 SP:Iteration 18Q (76.600196 sec): 3 clusters Score: Raw -270702.619463 + Penalty 231.357661 = -270471.261802 nChanged 1 SP:Iteration 19F (76.611955 sec): 3 clusters Score: Raw -270703.470429 + Penalty 233.347773 = -270470.122656 nChanged 3 SP:Iteration 20F (76.623700 sec): 3 clusters Score: Raw -270705.565259 + Penalty 239.367570 = -270466.197689 nChanged 5 SP:Iteration 21F (76.635533 sec): 3 clusters Score: Raw -270710.819303 + Penalty 245.714601 = -270465.104702 nChanged 4 SP:Iteration 22F (76.647765 sec): 3 clusters Score: Raw -270713.323809 + Penalty 249.187875 = -270464.135934 nChanged 2 SP:Iteration 23F (76.659633 sec): 3 clusters Score: Raw -270714.463645 + Penalty 245.527138 = -270468.936508 nChanged 2 SP:Iteration 24Q (76.668716 sec): 3 clusters Score: Raw -270715.869238 + Penalty 245.527138 = -270470.342100 nChanged 0 SP:Iteration 25F (76.680467 sec): 3 clusters Score: Raw -270715.869238 + Penalty 245.527138 = -270470.342100 nChanged 0 Memory request: 0.06 GB would take us to total of 0.44 GB. Trying to split cluster 2 (13633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.743165 sec): 2 clusters Score: Raw -552522.462838 + Penalty 220.135237 = -552302.327602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.768632 sec): 3 clusters Score: Raw -543346.671345 + Penalty 434.783245 = -542911.888100 nChanged 6446 SP:Iteration 1F (76.793460 sec): 3 clusters Score: Raw -546906.558145 + Penalty 432.742749 = -546473.815396 nChanged 2740 SP:Iteration 2F (76.818106 sec): 3 clusters Score: Raw -549796.556845 + Penalty 460.236016 = -549336.320829 nChanged 1741 SP:Iteration 3F (76.842875 sec): 3 clusters Score: Raw -551849.812046 + Penalty 564.363624 = -551285.448423 nChanged 528 SP:Iteration 4Q (76.868010 sec): 3 clusters Score: Raw -552433.096697 + Penalty 721.264454 = -551711.832242 nChanged 81 SP:Iteration 5Q (76.888201 sec): 3 clusters Score: Raw -552534.218835 + Penalty 766.692870 = -551767.525965 nChanged 3 SP:Iteration 6Q (76.907015 sec): 3 clusters Score: Raw -552539.631415 + Penalty 784.456159 = -551755.175256 nChanged 3 SP:Iteration 7F (76.931485 sec): 3 clusters Score: Raw -552545.356973 + Penalty 794.116609 = -551751.240364 nChanged 1 SP:Iteration 8F (76.955971 sec): 3 clusters Score: Raw -552549.445982 + Penalty 807.741735 = -551741.704247 nChanged 1 SP:Iteration 9F (76.980426 sec): 3 clusters Score: Raw -552554.925828 + Penalty 803.878615 = -551751.047213 nChanged 1 SP:Iteration 10F (77.004710 sec): 3 clusters Score: Raw -552556.418777 + Penalty 812.364703 = -551744.054074 nChanged 2 SP:Iteration 11F (77.029174 sec): 3 clusters Score: Raw -552558.724486 + Penalty 812.364703 = -551746.359784 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 3 (3514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.049051 sec): 2 clusters Score: Raw -155005.473441 + Penalty 327.269787 = -154678.203653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.055964 sec): 3 clusters Score: Raw -152804.964901 + Penalty 660.945301 = -152144.019600 nChanged 1513 SP:Iteration 1F (77.062388 sec): 3 clusters Score: Raw -153728.519825 + Penalty 673.664855 = -153054.854970 nChanged 512 SP:Iteration 2F (77.068735 sec): 3 clusters Score: Raw -154081.207748 + Penalty 686.005186 = -153395.202562 nChanged 330 SP:Iteration 3F (77.075084 sec): 3 clusters Score: Raw -154333.439681 + Penalty 703.421447 = -153630.018234 nChanged 241 SP:Iteration 4F (77.081401 sec): 3 clusters Score: Raw -154517.950417 + Penalty 721.368011 = -153796.582407 nChanged 168 SP:Iteration 5Q (77.087710 sec): 3 clusters Score: Raw -154669.930050 + Penalty 746.196818 = -153923.733232 nChanged 120 SP:Iteration 6Q (77.094017 sec): 3 clusters Score: Raw -154794.707577 + Penalty 761.962019 = -154032.745558 nChanged 86 SP:Iteration 7Q (77.100061 sec): 3 clusters Score: Raw -154893.358813 + Penalty 766.390252 = -154126.968560 nChanged 53 SP:Iteration 8Q (77.105681 sec): 3 clusters Score: Raw -154945.534941 + Penalty 767.680051 = -154177.854891 nChanged 35 SP:Iteration 9Q (77.111102 sec): 3 clusters Score: Raw -154978.842691 + Penalty 763.904851 = -154214.937840 nChanged 27 SP:Iteration 10F (77.117392 sec): 3 clusters Score: Raw -154992.951787 + Penalty 764.675464 = -154228.276322 nChanged 11 SP:Iteration 11Q (77.122609 sec): 3 clusters Score: Raw -154998.313779 + Penalty 763.065212 = -154235.248568 nChanged 6 SP:Iteration 12Q (77.127856 sec): 3 clusters Score: Raw -154999.604059 + Penalty 761.844337 = -154237.759722 nChanged 2 SP:Iteration 13Q (77.133051 sec): 3 clusters Score: Raw -155000.057108 + Penalty 761.860923 = -154238.196185 nChanged 1 SP:Iteration 14Q (77.138268 sec): 3 clusters Score: Raw -155000.198000 + Penalty 760.555446 = -154239.642554 nChanged 2 SP:Iteration 15Q (77.143571 sec): 3 clusters Score: Raw -155000.757727 + Penalty 760.306628 = -154240.451100 nChanged 1 SP:Iteration 16Q (77.148791 sec): 3 clusters Score: Raw -155000.876563 + Penalty 760.306628 = -154240.569936 nChanged 0 SP:Iteration 17F (77.155084 sec): 3 clusters Score: Raw -155000.876563 + Penalty 760.306628 = -154240.569936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 4 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.159505 sec): 2 clusters Score: Raw -7817.400487 + Penalty 218.486120 = -7598.914367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.160015 sec): 3 clusters Score: Raw -7734.064627 + Penalty 467.963614 = -7266.101012 nChanged 42 SP:Iteration 1F (77.160514 sec): 3 clusters Score: Raw -7782.469702 + Penalty 496.651033 = -7285.818669 nChanged 18 SP:Iteration 2F (77.161008 sec): 3 clusters Score: Raw -7803.558357 + Penalty 517.475016 = -7286.083341 nChanged 8 SP:Iteration 3Q (77.161495 sec): 3 clusters Score: Raw -7811.217759 + Penalty 524.081971 = -7287.135788 nChanged 4 SP:Iteration 4Q (77.161974 sec): 3 clusters Score: Raw -7817.080405 + Penalty 530.539169 = -7286.541235 nChanged 4 SP:Iteration 5F (77.162465 sec): 3 clusters Score: Raw -7823.530165 + Penalty 526.210384 = -7297.319781 nChanged 2 SP:Iteration 6Q (77.162922 sec): 3 clusters Score: Raw -7826.597842 + Penalty 524.717368 = -7301.880473 nChanged 1 SP:Iteration 7Q (77.163378 sec): 3 clusters Score: Raw -7827.544560 + Penalty 521.887018 = -7305.657542 nChanged 1 SP:Iteration 8Q (77.163831 sec): 3 clusters Score: Raw -7828.776365 + Penalty 516.496626 = -7312.279739 nChanged 2 SP:Iteration 9Q (77.164283 sec): 3 clusters Score: Raw -7832.753902 + Penalty 516.496626 = -7316.257276 nChanged 0 SP:Iteration 10F (77.164774 sec): 3 clusters Score: Raw -7832.753902 + Penalty 516.496626 = -7316.257276 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 5 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.168534 sec): 2 clusters Score: Raw -31074.533135 + Penalty 173.530923 = -30901.002212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.169985 sec): 3 clusters Score: Raw -30671.145122 + Penalty 346.676800 = -30324.468322 nChanged 281 SP:Iteration 1F (77.171422 sec): 3 clusters Score: Raw -30832.221782 + Penalty 349.788067 = -30482.433715 nChanged 65 SP:Iteration 2F (77.172858 sec): 3 clusters Score: Raw -30874.253961 + Penalty 351.545659 = -30522.708302 nChanged 42 SP:Iteration 3F (77.174303 sec): 3 clusters Score: Raw -30905.869650 + Penalty 352.546674 = -30553.322976 nChanged 45 SP:Iteration 4F (77.175730 sec): 3 clusters Score: Raw -30944.473805 + Penalty 353.139146 = -30591.334658 nChanged 45 SP:Iteration 5F (77.177159 sec): 3 clusters Score: Raw -30986.576219 + Penalty 352.765674 = -30633.810545 nChanged 38 SP:Iteration 6F (77.178589 sec): 3 clusters Score: Raw -31015.601403 + Penalty 351.923720 = -30663.677683 nChanged 14 SP:Iteration 7Q (77.179987 sec): 3 clusters Score: Raw -31024.801830 + Penalty 352.461597 = -30672.340233 nChanged 6 SP:Iteration 8Q (77.181366 sec): 3 clusters Score: Raw -31025.759653 + Penalty 352.667078 = -30673.092575 nChanged 3 SP:Iteration 9Q (77.182733 sec): 3 clusters Score: Raw -31027.198615 + Penalty 352.369965 = -30674.828650 nChanged 5 SP:Iteration 10F (77.184197 sec): 3 clusters Score: Raw -31028.520196 + Penalty 352.127046 = -30676.393150 nChanged 8 SP:Iteration 11Q (77.185588 sec): 3 clusters Score: Raw -31029.816623 + Penalty 351.210711 = -30678.605912 nChanged 5 SP:Iteration 12Q (77.186977 sec): 3 clusters Score: Raw -31031.435303 + Penalty 350.654799 = -30680.780505 nChanged 6 SP:Iteration 13Q (77.188386 sec): 3 clusters Score: Raw -31033.619233 + Penalty 350.181095 = -30683.438138 nChanged 6 SP:Iteration 14Q (77.189772 sec): 3 clusters Score: Raw -31034.684162 + Penalty 349.778487 = -30684.905675 nChanged 5 SP:Iteration 15Q (77.191155 sec): 3 clusters Score: Raw -31035.747347 + Penalty 349.381591 = -30686.365757 nChanged 3 SP:Iteration 16Q (77.192561 sec): 3 clusters Score: Raw -31036.206851 + Penalty 349.061125 = -30687.145726 nChanged 5 SP:Iteration 17Q (77.193951 sec): 3 clusters Score: Raw -31037.978003 + Penalty 349.058330 = -30688.919674 nChanged 3 SP:Iteration 18Q (77.195328 sec): 3 clusters Score: Raw -31038.548828 + Penalty 348.750851 = -30689.797977 nChanged 4 SP:Iteration 19Q (77.196688 sec): 3 clusters Score: Raw -31039.727185 + Penalty 348.207174 = -30691.520011 nChanged 6 SP:Iteration 20F (77.198122 sec): 3 clusters Score: Raw -31042.134815 + Penalty 348.412804 = -30693.722011 nChanged 6 SP:Iteration 21Q (77.199509 sec): 3 clusters Score: Raw -31043.532509 + Penalty 348.247206 = -30695.285303 nChanged 3 SP:Iteration 22Q (77.200902 sec): 3 clusters Score: Raw -31044.457684 + Penalty 347.861651 = -30696.596033 nChanged 2 SP:Iteration 23Q (77.202307 sec): 3 clusters Score: Raw -31044.896263 + Penalty 347.852203 = -30697.044060 nChanged 4 SP:Iteration 24Q (77.203694 sec): 3 clusters Score: Raw -31045.667149 + Penalty 347.856552 = -30697.810597 nChanged 1 SP:Iteration 25Q (77.205076 sec): 3 clusters Score: Raw -31045.731804 + Penalty 348.025673 = -30697.706132 nChanged 2 SP:Iteration 26F (77.206506 sec): 3 clusters Score: Raw -31045.892574 + Penalty 347.978858 = -30697.913715 nChanged 2 SP:Iteration 27Q (77.207892 sec): 3 clusters Score: Raw -31046.014445 + Penalty 347.960952 = -30698.053493 nChanged 2 SP:Iteration 28Q (77.209272 sec): 3 clusters Score: Raw -31046.124231 + Penalty 348.112621 = -30698.011610 nChanged 1 SP:Iteration 29F (77.210690 sec): 3 clusters Score: Raw -31046.198314 + Penalty 348.219294 = -30697.979020 nChanged 1 SP:Iteration 30F (77.212139 sec): 3 clusters Score: Raw -31046.212137 + Penalty 348.219294 = -30697.992843 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 6 (4322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.231684 sec): 2 clusters Score: Raw -211924.333273 + Penalty 392.825578 = -211531.507695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.239784 sec): 3 clusters Score: Raw -209037.469787 + Penalty 790.277360 = -208247.192427 nChanged 1879 SP:Iteration 1F (77.247921 sec): 3 clusters Score: Raw -210059.108662 + Penalty 789.851288 = -209269.257374 nChanged 542 SP:Iteration 2F (77.256330 sec): 3 clusters Score: Raw -210436.890258 + Penalty 779.757302 = -209657.132956 nChanged 510 SP:Iteration 3F (77.264503 sec): 3 clusters Score: Raw -210904.191423 + Penalty 766.161688 = -210138.029735 nChanged 422 SP:Iteration 4F (77.272569 sec): 3 clusters Score: Raw -211284.756448 + Penalty 750.696262 = -210534.060185 nChanged 303 SP:Iteration 5F (77.280646 sec): 3 clusters Score: Raw -211578.732106 + Penalty 731.243363 = -210847.488744 nChanged 183 SP:Iteration 6Q (77.288799 sec): 3 clusters Score: Raw -211726.096626 + Penalty 723.961367 = -211002.135259 nChanged 101 SP:Iteration 7Q (77.296200 sec): 3 clusters Score: Raw -211784.329875 + Penalty 728.108520 = -211056.221355 nChanged 69 SP:Iteration 8Q (77.303167 sec): 3 clusters Score: Raw -211804.736539 + Penalty 747.481952 = -211057.254587 nChanged 49 SP:Iteration 9Q (77.309915 sec): 3 clusters Score: Raw -211820.751760 + Penalty 768.234606 = -211052.517154 nChanged 49 SP:Iteration 10F (77.318039 sec): 3 clusters Score: Raw -211848.233416 + Penalty 798.976978 = -211049.256438 nChanged 45 SP:Iteration 11F (77.325712 sec): 3 clusters Score: Raw -211886.426396 + Penalty 899.748375 = -210986.678020 nChanged 35 SP:Iteration 12F (77.333538 sec): 3 clusters Score: Raw -211922.510107 + Penalty 1052.308347 = -210870.201759 nChanged 15 SP:Iteration 13F (77.341695 sec): 3 clusters Score: Raw -211944.354573 + Penalty 1072.139719 = -210872.214854 nChanged 1 SP:Iteration 14Q (77.348065 sec): 3 clusters Score: Raw -211948.149490 + Penalty 1072.139719 = -210876.009771 nChanged 0 SP:Iteration 15F (77.356253 sec): 3 clusters Score: Raw -211948.149490 + Penalty 1072.139719 = -210876.009771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 7 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.361389 sec): 2 clusters Score: Raw -19631.237169 + Penalty 186.099862 = -19445.137307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.362429 sec): 3 clusters Score: Raw -19393.632224 + Penalty 370.731463 = -19022.900761 nChanged 193 SP:Iteration 1F (77.363457 sec): 3 clusters Score: Raw -19545.195213 + Penalty 370.422897 = -19174.772316 nChanged 46 SP:Iteration 2F (77.364481 sec): 3 clusters Score: Raw -19577.279285 + Penalty 370.238773 = -19207.040512 nChanged 36 SP:Iteration 3F (77.365503 sec): 3 clusters Score: Raw -19596.914023 + Penalty 371.856977 = -19225.057046 nChanged 23 SP:Iteration 4Q (77.366497 sec): 3 clusters Score: Raw -19611.898256 + Penalty 373.264639 = -19238.633617 nChanged 20 SP:Iteration 5Q (77.367488 sec): 3 clusters Score: Raw -19623.939477 + Penalty 374.506499 = -19249.432978 nChanged 16 SP:Iteration 6Q (77.368476 sec): 3 clusters Score: Raw -19633.462669 + Penalty 375.435418 = -19258.027251 nChanged 8 SP:Iteration 7Q (77.369459 sec): 3 clusters Score: Raw -19639.455935 + Penalty 376.993010 = -19262.462925 nChanged 9 SP:Iteration 8Q (77.370442 sec): 3 clusters Score: Raw -19644.807158 + Penalty 379.360048 = -19265.447110 nChanged 10 SP:Iteration 9Q (77.371423 sec): 3 clusters Score: Raw -19649.979508 + Penalty 382.618915 = -19267.360594 nChanged 11 SP:Iteration 10F (77.372435 sec): 3 clusters Score: Raw -19654.897353 + Penalty 385.750318 = -19269.147034 nChanged 12 SP:Iteration 11Q (77.373408 sec): 3 clusters Score: Raw -19660.845538 + Penalty 388.979919 = -19271.865619 nChanged 13 SP:Iteration 12Q (77.374380 sec): 3 clusters Score: Raw -19669.265808 + Penalty 393.625384 = -19275.640424 nChanged 11 SP:Iteration 13Q (77.375345 sec): 3 clusters Score: Raw -19693.588978 + Penalty 395.454251 = -19298.134727 nChanged 4 SP:Iteration 14Q (77.376288 sec): 3 clusters Score: Raw -19703.546667 + Penalty 395.861178 = -19307.685489 nChanged 2 SP:Iteration 15Q (77.377216 sec): 3 clusters Score: Raw -19704.848714 + Penalty 396.548699 = -19308.300015 nChanged 1 SP:Iteration 16Q (77.378140 sec): 3 clusters Score: Raw -19705.306364 + Penalty 396.588687 = -19308.717677 nChanged 1 SP:Iteration 17Q (77.379060 sec): 3 clusters Score: Raw -19705.544673 + Penalty 396.818312 = -19308.726362 nChanged 1 SP:Iteration 18Q (77.379981 sec): 3 clusters Score: Raw -19705.698316 + Penalty 396.878503 = -19308.819813 nChanged 1 SP:Iteration 19Q (77.380900 sec): 3 clusters Score: Raw -19706.384260 + Penalty 396.878503 = -19309.505757 nChanged 0 SP:Iteration 20F (77.381906 sec): 3 clusters Score: Raw -19706.384260 + Penalty 396.878503 = -19309.505757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 9 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.383521 sec): 2 clusters Score: Raw -20549.678497 + Penalty 774.578097 = -19775.100401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.384485 sec): 3 clusters Score: Raw -20270.851438 + Penalty 1547.380159 = -18723.471280 nChanged 107 SP:Iteration 1F (77.385430 sec): 3 clusters Score: Raw -20441.123502 + Penalty 1546.687279 = -18894.436224 nChanged 34 SP:Iteration 2F (77.386408 sec): 3 clusters Score: Raw -20519.900090 + Penalty 1545.848652 = -18974.051437 nChanged 16 SP:Iteration 3Q (77.387275 sec): 3 clusters Score: Raw -20558.223312 + Penalty 1545.346657 = -19012.876655 nChanged 7 SP:Iteration 4Q (77.388120 sec): 3 clusters Score: Raw -20581.584779 + Penalty 1545.271015 = -19036.313764 nChanged 10 SP:Iteration 5Q (77.388961 sec): 3 clusters Score: Raw -20605.977895 + Penalty 1544.987673 = -19060.990222 nChanged 4 SP:Iteration 6Q (77.389787 sec): 3 clusters Score: Raw -20615.653094 + Penalty 1544.680674 = -19070.972420 nChanged 4 SP:Iteration 7Q (77.390613 sec): 3 clusters Score: Raw -20628.495193 + Penalty 1544.588428 = -19083.906765 nChanged 2 SP:Iteration 8Q (77.391431 sec): 3 clusters Score: Raw -20635.936157 + Penalty 1545.093697 = -19090.842460 nChanged 5 SP:Iteration 9Q (77.392245 sec): 3 clusters Score: Raw -20644.500283 + Penalty 1545.463044 = -19099.037240 nChanged 4 SP:Iteration 10F (77.393149 sec): 3 clusters Score: Raw -20649.439865 + Penalty 1545.968569 = -19103.471296 nChanged 2 SP:Iteration 11Q (77.393968 sec): 3 clusters Score: Raw -20651.312851 + Penalty 1546.115035 = -19105.197816 nChanged 1 SP:Iteration 12Q (77.394783 sec): 3 clusters Score: Raw -20651.762108 + Penalty 1546.219418 = -19105.542690 nChanged 1 SP:Iteration 13Q (77.395598 sec): 3 clusters Score: Raw -20652.380635 + Penalty 1546.219418 = -19106.161217 nChanged 0 SP:Iteration 14F (77.396501 sec): 3 clusters Score: Raw -20652.380635 + Penalty 1546.219418 = -19106.161217 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 10 (931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.401284 sec): 2 clusters Score: Raw -37291.853748 + Penalty 299.368102 = -36992.485645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.403155 sec): 3 clusters Score: Raw -36750.995933 + Penalty 593.572564 = -36157.423369 nChanged 370 SP:Iteration 1F (77.404996 sec): 3 clusters Score: Raw -37125.363496 + Penalty 588.945594 = -36536.417902 nChanged 119 SP:Iteration 2F (77.406831 sec): 3 clusters Score: Raw -37229.399266 + Penalty 594.518095 = -36634.881171 nChanged 48 SP:Iteration 3F (77.408663 sec): 3 clusters Score: Raw -37268.636152 + Penalty 603.048214 = -36665.587938 nChanged 33 SP:Iteration 4Q (77.410461 sec): 3 clusters Score: Raw -37290.116941 + Penalty 610.949743 = -36679.167198 nChanged 32 SP:Iteration 5Q (77.412242 sec): 3 clusters Score: Raw -37311.270455 + Penalty 616.940296 = -36694.330160 nChanged 22 SP:Iteration 6Q (77.414005 sec): 3 clusters Score: Raw -37323.348163 + Penalty 622.650740 = -36700.697422 nChanged 19 SP:Iteration 7Q (77.415767 sec): 3 clusters Score: Raw -37333.365782 + Penalty 628.824444 = -36704.541338 nChanged 18 SP:Iteration 8Q (77.417513 sec): 3 clusters Score: Raw -37340.330214 + Penalty 633.683087 = -36706.647128 nChanged 16 SP:Iteration 9Q (77.419250 sec): 3 clusters Score: Raw -37344.468487 + Penalty 635.351419 = -36709.117068 nChanged 6 SP:Iteration 10F (77.421070 sec): 3 clusters Score: Raw -37346.395141 + Penalty 636.944265 = -36709.450876 nChanged 10 SP:Iteration 11Q (77.422839 sec): 3 clusters Score: Raw -37350.014398 + Penalty 638.665743 = -36711.348655 nChanged 4 SP:Iteration 12Q (77.424597 sec): 3 clusters Score: Raw -37351.119436 + Penalty 640.171983 = -36710.947452 nChanged 5 SP:Iteration 13F (77.426406 sec): 3 clusters Score: Raw -37352.607478 + Penalty 640.857297 = -36711.750181 nChanged 4 SP:Iteration 14Q (77.428279 sec): 3 clusters Score: Raw -37353.838452 + Penalty 641.991234 = -36711.847218 nChanged 3 SP:Iteration 15Q (77.430151 sec): 3 clusters Score: Raw -37354.183875 + Penalty 642.987365 = -36711.196510 nChanged 3 SP:Iteration 16F (77.431991 sec): 3 clusters Score: Raw -37354.497332 + Penalty 643.600328 = -36710.897004 nChanged 2 SP:Iteration 17F (77.433845 sec): 3 clusters Score: Raw -37354.754698 + Penalty 644.198265 = -36710.556433 nChanged 1 SP:Iteration 18F (77.435731 sec): 3 clusters Score: Raw -37355.018425 + Penalty 644.414769 = -36710.603656 nChanged 2 SP:Iteration 19Q (77.437472 sec): 3 clusters Score: Raw -37355.460403 + Penalty 644.414769 = -36711.045634 nChanged 0 SP:Iteration 20F (77.439287 sec): 3 clusters Score: Raw -37355.460403 + Penalty 644.414769 = -36711.045634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 11 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.440026 sec): 2 clusters Score: Raw -1526.218238 + Penalty 258.122465 = -1268.095773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.440313 sec): 3 clusters Score: Raw -1524.486245 + Penalty 520.543983 = -1003.942262 nChanged 1 SP:Iteration 1Q (77.440577 sec): 3 clusters Score: Raw -1528.341392 + Penalty 525.912721 = -1002.428671 nChanged 1 SP:Iteration 2F (77.440847 sec): 3 clusters Score: Raw -1532.237076 + Penalty 525.912721 = -1006.324355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 12 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.442700 sec): 2 clusters Score: Raw -24335.137772 + Penalty 556.109030 = -23779.028742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.443776 sec): 3 clusters Score: Raw -23950.944536 + Penalty 1108.500384 = -22842.444152 nChanged 128 SP:Iteration 1F (77.444833 sec): 3 clusters Score: Raw -24106.985279 + Penalty 1103.416736 = -23003.568543 nChanged 73 SP:Iteration 2F (77.445889 sec): 3 clusters Score: Raw -24250.420484 + Penalty 1098.972439 = -23151.448045 nChanged 48 SP:Iteration 3F (77.446937 sec): 3 clusters Score: Raw -24322.409930 + Penalty 1107.330723 = -23215.079207 nChanged 28 SP:Iteration 4F (77.447983 sec): 3 clusters Score: Raw -24364.866205 + Penalty 1096.014416 = -23268.851789 nChanged 10 SP:Iteration 5Q (77.448928 sec): 3 clusters Score: Raw -24388.863041 + Penalty 1098.585669 = -23290.277372 nChanged 3 SP:Iteration 6Q (77.449847 sec): 3 clusters Score: Raw -24390.801495 + Penalty 1099.933117 = -23290.868378 nChanged 1 SP:Iteration 7Q (77.450762 sec): 3 clusters Score: Raw -24391.443061 + Penalty 1092.238519 = -23299.204542 nChanged 2 SP:Iteration 8Q (77.451673 sec): 3 clusters Score: Raw -24394.733793 + Penalty 1093.596419 = -23301.137374 nChanged 1 SP:Iteration 9Q (77.452599 sec): 3 clusters Score: Raw -24395.246011 + Penalty 1094.534581 = -23300.711430 nChanged 2 SP:Iteration 10F (77.453639 sec): 3 clusters Score: Raw -24400.235256 + Penalty 1095.333786 = -23304.901470 nChanged 1 SP:Iteration 11Q (77.454540 sec): 3 clusters Score: Raw -24402.136325 + Penalty 1091.416500 = -23310.719826 nChanged 1 SP:Iteration 12Q (77.455432 sec): 3 clusters Score: Raw -24404.710888 + Penalty 1091.416500 = -23313.294388 nChanged 0 SP:Iteration 13F (77.456475 sec): 3 clusters Score: Raw -24404.710888 + Penalty 1091.416500 = -23313.294388 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 13 (651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.458895 sec): 2 clusters Score: Raw -29955.172422 + Penalty 574.247567 = -29380.924855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.460346 sec): 3 clusters Score: Raw -29480.334205 + Penalty 1144.926312 = -28335.407894 nChanged 224 SP:Iteration 1F (77.461685 sec): 3 clusters Score: Raw -29807.955680 + Penalty 1158.071530 = -28649.884150 nChanged 78 SP:Iteration 2F (77.463021 sec): 3 clusters Score: Raw -29890.456172 + Penalty 1159.875598 = -28730.580574 nChanged 20 SP:Iteration 3Q (77.464361 sec): 3 clusters Score: Raw -29904.399063 + Penalty 1159.091922 = -28745.307141 nChanged 9 SP:Iteration 4Q (77.465677 sec): 3 clusters Score: Raw -29910.684597 + Penalty 1164.242219 = -28746.442379 nChanged 12 SP:Iteration 5Q (77.466988 sec): 3 clusters Score: Raw -29913.206065 + Penalty 1161.789537 = -28751.416528 nChanged 5 SP:Iteration 6Q (77.468317 sec): 3 clusters Score: Raw -29918.718852 + Penalty 1158.369014 = -28760.349839 nChanged 5 SP:Iteration 7Q (77.469651 sec): 3 clusters Score: Raw -29924.504230 + Penalty 1155.171821 = -28769.332409 nChanged 7 SP:Iteration 8Q (77.470950 sec): 3 clusters Score: Raw -29930.472373 + Penalty 1155.447149 = -28775.025224 nChanged 7 SP:Iteration 9Q (77.472256 sec): 3 clusters Score: Raw -29936.216986 + Penalty 1159.538952 = -28776.678035 nChanged 4 SP:Iteration 10F (77.473614 sec): 3 clusters Score: Raw -29938.216008 + Penalty 1161.496988 = -28776.719020 nChanged 4 SP:Iteration 11Q (77.474901 sec): 3 clusters Score: Raw -29941.759745 + Penalty 1162.374403 = -28779.385342 nChanged 3 SP:Iteration 12Q (77.476202 sec): 3 clusters Score: Raw -29945.725891 + Penalty 1168.634955 = -28777.090937 nChanged 6 SP:Iteration 13F (77.477560 sec): 3 clusters Score: Raw -29948.993309 + Penalty 1167.360525 = -28781.632784 nChanged 7 SP:Iteration 14Q (77.478843 sec): 3 clusters Score: Raw -29949.578981 + Penalty 1167.388342 = -28782.190639 nChanged 6 SP:Iteration 15Q (77.480138 sec): 3 clusters Score: Raw -29951.959492 + Penalty 1168.083604 = -28783.875887 nChanged 4 SP:Iteration 16Q (77.481409 sec): 3 clusters Score: Raw -29951.786502 + Penalty 1167.140569 = -28784.645933 nChanged 2 SP:Iteration 17Q (77.482675 sec): 3 clusters Score: Raw -29952.603881 + Penalty 1167.433143 = -28785.170738 nChanged 1 SP:Iteration 18Q (77.483946 sec): 3 clusters Score: Raw -29953.288462 + Penalty 1171.083580 = -28782.204882 nChanged 2 SP:Iteration 19F (77.485307 sec): 3 clusters Score: Raw -29952.741921 + Penalty 1171.083580 = -28781.658340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 14 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.486248 sec): 2 clusters Score: Raw -5429.681638 + Penalty 555.492582 = -4874.189056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.486673 sec): 3 clusters Score: Raw -5475.110971 + Penalty 1113.001365 = -4362.109606 nChanged 17 SP:Iteration 1F (77.487090 sec): 3 clusters Score: Raw -5516.292652 + Penalty 1114.341692 = -4401.950960 nChanged 1 SP:Iteration 2Q (77.487514 sec): 3 clusters Score: Raw -5517.616377 + Penalty 1115.939468 = -4401.676909 nChanged 1 SP:Iteration 3F (77.487935 sec): 3 clusters Score: Raw -5518.586967 + Penalty 1117.436000 = -4401.150967 nChanged 1 SP:Iteration 4F (77.488356 sec): 3 clusters Score: Raw -5520.076831 + Penalty 1117.436000 = -4402.640831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 16 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.490330 sec): 2 clusters Score: Raw -24760.846315 + Penalty 784.870653 = -23975.975662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.491437 sec): 3 clusters Score: Raw -24405.273741 + Penalty 1572.717618 = -22832.556123 nChanged 140 SP:Iteration 1F (77.492519 sec): 3 clusters Score: Raw -24552.496445 + Penalty 1578.876560 = -22973.619884 nChanged 46 SP:Iteration 2F (77.493600 sec): 3 clusters Score: Raw -24642.672369 + Penalty 1589.528216 = -23053.144153 nChanged 43 SP:Iteration 3F (77.494684 sec): 3 clusters Score: Raw -24718.009800 + Penalty 1594.263316 = -23123.746484 nChanged 27 SP:Iteration 4F (77.495771 sec): 3 clusters Score: Raw -24763.031085 + Penalty 1600.888533 = -23162.142552 nChanged 13 SP:Iteration 5Q (77.496751 sec): 3 clusters Score: Raw -24787.831775 + Penalty 1608.214255 = -23179.617520 nChanged 10 SP:Iteration 6Q (77.497702 sec): 3 clusters Score: Raw -24820.513200 + Penalty 1619.572191 = -23200.941009 nChanged 8 SP:Iteration 7Q (77.498630 sec): 3 clusters Score: Raw -24835.452964 + Penalty 1622.418987 = -23213.033978 nChanged 2 SP:Iteration 8Q (77.499537 sec): 3 clusters Score: Raw -24836.301158 + Penalty 1623.529507 = -23212.771651 nChanged 1 SP:Iteration 9F (77.500609 sec): 3 clusters Score: Raw -24840.816259 + Penalty 1623.529507 = -23217.286752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 17 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.501148 sec): 2 clusters Score: Raw -147.837618 + Penalty 82.977287 = -64.860331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.501356 sec): 3 clusters Score: Raw -141.398518 + Penalty 180.190962 = 38.792444 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.503538 sec): 2 clusters Score: Raw -32913.613390 + Penalty 672.792223 = -32240.821167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.504873 sec): 3 clusters Score: Raw -32462.009815 + Penalty 1343.139246 = -31118.870570 nChanged 173 SP:Iteration 1F (77.506198 sec): 3 clusters Score: Raw -32600.756539 + Penalty 1341.255059 = -31259.501481 nChanged 59 SP:Iteration 2F (77.507504 sec): 3 clusters Score: Raw -32651.129374 + Penalty 1339.260506 = -31311.868868 nChanged 32 SP:Iteration 3F (77.508812 sec): 3 clusters Score: Raw -32674.043516 + Penalty 1336.671423 = -31337.372092 nChanged 28 SP:Iteration 4Q (77.510124 sec): 3 clusters Score: Raw -32700.600142 + Penalty 1336.934645 = -31363.665497 nChanged 28 SP:Iteration 5Q (77.511416 sec): 3 clusters Score: Raw -32729.390169 + Penalty 1342.389719 = -31387.000450 nChanged 44 SP:Iteration 6F (77.512723 sec): 3 clusters Score: Raw -32781.582993 + Penalty 1348.759197 = -31432.823796 nChanged 41 SP:Iteration 7F (77.514031 sec): 3 clusters Score: Raw -32834.325598 + Penalty 1369.393284 = -31464.932314 nChanged 40 SP:Iteration 8F (77.515326 sec): 3 clusters Score: Raw -32892.048439 + Penalty 1384.708628 = -31507.339811 nChanged 23 SP:Iteration 9Q (77.516528 sec): 3 clusters Score: Raw -32921.734239 + Penalty 1407.284248 = -31514.449991 nChanged 13 SP:Iteration 10F (77.517826 sec): 3 clusters Score: Raw -32937.194087 + Penalty 1417.609797 = -31519.584290 nChanged 8 SP:Iteration 11Q (77.518917 sec): 3 clusters Score: Raw -32952.424600 + Penalty 1428.116065 = -31524.308535 nChanged 4 SP:Iteration 12Q (77.519984 sec): 3 clusters Score: Raw -32954.069798 + Penalty 1428.116065 = -31525.953733 nChanged 0 SP:Iteration 13F (77.521285 sec): 3 clusters Score: Raw -32954.069798 + Penalty 1428.116065 = -31525.953733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 19 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.522965 sec): 2 clusters Score: Raw -19734.409307 + Penalty 457.375390 = -19277.033917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.523974 sec): 3 clusters Score: Raw -19555.969680 + Penalty 918.644013 = -18637.325666 nChanged 144 SP:Iteration 1F (77.524946 sec): 3 clusters Score: Raw -19666.687841 + Penalty 925.322885 = -18741.364956 nChanged 40 SP:Iteration 2F (77.525916 sec): 3 clusters Score: Raw -19723.531837 + Penalty 937.950602 = -18785.581235 nChanged 35 SP:Iteration 3F (77.526883 sec): 3 clusters Score: Raw -19765.053179 + Penalty 942.927984 = -18822.125195 nChanged 16 SP:Iteration 4Q (77.527829 sec): 3 clusters Score: Raw -19777.945135 + Penalty 949.579003 = -18828.366132 nChanged 14 SP:Iteration 5Q (77.528773 sec): 3 clusters Score: Raw -19789.404892 + Penalty 954.400396 = -18835.004496 nChanged 6 SP:Iteration 6Q (77.529715 sec): 3 clusters Score: Raw -19793.558636 + Penalty 959.117378 = -18834.441258 nChanged 5 SP:Iteration 7F (77.530684 sec): 3 clusters Score: Raw -19798.710230 + Penalty 963.099619 = -18835.610611 nChanged 3 SP:Iteration 8Q (77.531627 sec): 3 clusters Score: Raw -19802.301358 + Penalty 963.310892 = -18838.990465 nChanged 2 SP:Iteration 9Q (77.532564 sec): 3 clusters Score: Raw -19804.023864 + Penalty 965.101027 = -18838.922837 nChanged 3 SP:Iteration 10F (77.533528 sec): 3 clusters Score: Raw -19810.669752 + Penalty 969.179050 = -18841.490702 nChanged 5 SP:Iteration 11Q (77.534508 sec): 3 clusters Score: Raw -19820.027113 + Penalty 972.227691 = -18847.799422 nChanged 3 SP:Iteration 12Q (77.535531 sec): 3 clusters Score: Raw -19824.187416 + Penalty 972.967378 = -18851.220038 nChanged 4 SP:Iteration 13Q (77.536512 sec): 3 clusters Score: Raw -19829.963198 + Penalty 973.850552 = -18856.112646 nChanged 4 SP:Iteration 14Q (77.537494 sec): 3 clusters Score: Raw -19832.257979 + Penalty 973.850552 = -18858.407427 nChanged 0 SP:Iteration 15F (77.538501 sec): 3 clusters Score: Raw -19832.257979 + Penalty 973.850552 = -18858.407427 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 20 (1828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.547588 sec): 2 clusters Score: Raw -89003.548259 + Penalty 771.848476 = -88231.699783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.551079 sec): 3 clusters Score: Raw -87820.029883 + Penalty 1545.376988 = -86274.652895 nChanged 707 SP:Iteration 1F (77.554484 sec): 3 clusters Score: Raw -88360.542134 + Penalty 1556.236561 = -86804.305574 nChanged 217 SP:Iteration 2F (77.557887 sec): 3 clusters Score: Raw -88564.659663 + Penalty 1571.946312 = -86992.713351 nChanged 164 SP:Iteration 3F (77.561391 sec): 3 clusters Score: Raw -88733.218107 + Penalty 1587.255950 = -87145.962158 nChanged 126 SP:Iteration 4F (77.564814 sec): 3 clusters Score: Raw -88854.301720 + Penalty 1600.050082 = -87254.251638 nChanged 88 SP:Iteration 5Q (77.568201 sec): 3 clusters Score: Raw -88928.789195 + Penalty 1610.352822 = -87318.436373 nChanged 69 SP:Iteration 6Q (77.571571 sec): 3 clusters Score: Raw -88983.373169 + Penalty 1628.469307 = -87354.903863 nChanged 52 SP:Iteration 7Q (77.574868 sec): 3 clusters Score: Raw -89027.580976 + Penalty 1646.299210 = -87381.281766 nChanged 32 SP:Iteration 8Q (77.578084 sec): 3 clusters Score: Raw -89047.133323 + Penalty 1656.140781 = -87390.992541 nChanged 29 SP:Iteration 9Q (77.581214 sec): 3 clusters Score: Raw -89064.401341 + Penalty 1663.189548 = -87401.211793 nChanged 17 SP:Iteration 10F (77.584616 sec): 3 clusters Score: Raw -89071.712840 + Penalty 1671.026937 = -87400.685903 nChanged 10 SP:Iteration 11F (77.588019 sec): 3 clusters Score: Raw -89076.228282 + Penalty 1675.802643 = -87400.425639 nChanged 9 SP:Iteration 12F (77.591426 sec): 3 clusters Score: Raw -89077.235705 + Penalty 1678.561124 = -87398.674582 nChanged 6 SP:Iteration 13F (77.594826 sec): 3 clusters Score: Raw -89078.085873 + Penalty 1678.504067 = -87399.581805 nChanged 3 SP:Iteration 14Q (77.597768 sec): 3 clusters Score: Raw -89078.683420 + Penalty 1680.274615 = -87398.408805 nChanged 3 SP:Iteration 15F (77.601176 sec): 3 clusters Score: Raw -89078.968682 + Penalty 1681.915484 = -87397.053198 nChanged 4 SP:Iteration 16F (77.604580 sec): 3 clusters Score: Raw -89079.541099 + Penalty 1688.103854 = -87391.437244 nChanged 5 SP:Iteration 17F (77.607981 sec): 3 clusters Score: Raw -89082.428842 + Penalty 1690.494776 = -87391.934066 nChanged 5 SP:Iteration 18Q (77.610898 sec): 3 clusters Score: Raw -89084.322793 + Penalty 1692.983958 = -87391.338835 nChanged 3 SP:Iteration 19F (77.614299 sec): 3 clusters Score: Raw -89086.398893 + Penalty 1696.151086 = -87390.247807 nChanged 1 SP:Iteration 20F (77.617701 sec): 3 clusters Score: Raw -89087.544301 + Penalty 1696.151086 = -87391.393215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 21 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.621701 sec): 2 clusters Score: Raw -2314.931673 + Penalty 382.674135 = -1932.257538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.622008 sec): 3 clusters Score: Raw -2335.221432 + Penalty 764.345637 = -1570.875794 nChanged 1 SP:Iteration 1Q (77.622296 sec): 3 clusters Score: Raw -2339.284150 + Penalty 764.345637 = -1574.938513 nChanged 0 SP:Iteration 2F (77.622589 sec): 3 clusters Score: Raw -2339.284150 + Penalty 764.345637 = -1574.938513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 22 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.624362 sec): 2 clusters Score: Raw -15024.064078 + Penalty 343.346058 = -14680.718020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.625392 sec): 3 clusters Score: Raw -14867.290362 + Penalty 693.030019 = -14174.260343 nChanged 143 SP:Iteration 1F (77.626404 sec): 3 clusters Score: Raw -14996.949324 + Penalty 700.454033 = -14296.495290 nChanged 36 SP:Iteration 2F (77.627377 sec): 3 clusters Score: Raw -15026.683498 + Penalty 713.404406 = -14313.279092 nChanged 28 SP:Iteration 3F (77.628361 sec): 3 clusters Score: Raw -15056.537457 + Penalty 728.507787 = -14328.029670 nChanged 18 SP:Iteration 4Q (77.629297 sec): 3 clusters Score: Raw -15076.336148 + Penalty 741.467673 = -14334.868476 nChanged 15 SP:Iteration 5Q (77.630225 sec): 3 clusters Score: Raw -15097.130907 + Penalty 753.183099 = -14343.947808 nChanged 12 SP:Iteration 6Q (77.631144 sec): 3 clusters Score: Raw -15112.972203 + Penalty 760.030707 = -14352.941496 nChanged 7 SP:Iteration 7Q (77.632042 sec): 3 clusters Score: Raw -15122.486411 + Penalty 765.985436 = -14356.500975 nChanged 4 SP:Iteration 8Q (77.632927 sec): 3 clusters Score: Raw -15124.678266 + Penalty 770.286777 = -14354.391489 nChanged 2 SP:Iteration 9F (77.633883 sec): 3 clusters Score: Raw -15127.624915 + Penalty 774.210245 = -14353.414669 nChanged 2 SP:Iteration 10F (77.634838 sec): 3 clusters Score: Raw -15130.002808 + Penalty 774.934912 = -14355.067896 nChanged 2 SP:Iteration 11Q (77.635715 sec): 3 clusters Score: Raw -15134.362100 + Penalty 776.371923 = -14357.990178 nChanged 2 SP:Iteration 12Q (77.636588 sec): 3 clusters Score: Raw -15136.465689 + Penalty 776.722538 = -14359.743151 nChanged 1 SP:Iteration 13Q (77.637463 sec): 3 clusters Score: Raw -15136.970559 + Penalty 780.146085 = -14356.824474 nChanged 1 SP:Iteration 14F (77.638417 sec): 3 clusters Score: Raw -15137.810385 + Penalty 782.085654 = -14355.724731 nChanged 1 SP:Iteration 15F (77.639373 sec): 3 clusters Score: Raw -15138.150240 + Penalty 782.085654 = -14356.064586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 23 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.639920 sec): 2 clusters Score: Raw -859.213717 + Penalty 231.857229 = -627.356488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.640170 sec): 3 clusters Score: Raw -880.325576 + Penalty 462.116985 = -418.208591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 24 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.640866 sec): 2 clusters Score: Raw -4070.131587 + Penalty 238.673170 = -3831.458418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.641236 sec): 3 clusters Score: Raw -4032.804616 + Penalty 477.830176 = -3554.974439 nChanged 24 SP:Iteration 1F (77.641598 sec): 3 clusters Score: Raw -4062.329493 + Penalty 477.617816 = -3584.711678 nChanged 7 SP:Iteration 2F (77.641959 sec): 3 clusters Score: Raw -4070.441291 + Penalty 476.567363 = -3593.873928 nChanged 4 SP:Iteration 3Q (77.642318 sec): 3 clusters Score: Raw -4078.106368 + Penalty 475.708400 = -3602.397969 nChanged 3 SP:Iteration 4Q (77.642676 sec): 3 clusters Score: Raw -4094.519969 + Penalty 474.892989 = -3619.626980 nChanged 1 SP:Iteration 5Q (77.643029 sec): 3 clusters Score: Raw -4097.359694 + Penalty 474.892989 = -3622.466705 nChanged 0 SP:Iteration 6F (77.643391 sec): 3 clusters Score: Raw -4097.359694 + Penalty 474.892989 = -3622.466705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 26 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.645282 sec): 2 clusters Score: Raw -23998.949776 + Penalty 517.823828 = -23481.125948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.646434 sec): 3 clusters Score: Raw -23736.449027 + Penalty 1054.281589 = -22682.167438 nChanged 160 SP:Iteration 1F (77.647592 sec): 3 clusters Score: Raw -23856.110022 + Penalty 1076.087622 = -22780.022400 nChanged 56 SP:Iteration 2F (77.648780 sec): 3 clusters Score: Raw -23919.413649 + Penalty 1097.135353 = -22822.278296 nChanged 43 SP:Iteration 3F (77.649942 sec): 3 clusters Score: Raw -23975.901754 + Penalty 1128.446110 = -22847.455644 nChanged 33 SP:Iteration 4F (77.651071 sec): 3 clusters Score: Raw -24020.091702 + Penalty 1141.225167 = -22878.866535 nChanged 15 SP:Iteration 5Q (77.652152 sec): 3 clusters Score: Raw -24055.218423 + Penalty 1144.125407 = -22911.093016 nChanged 10 SP:Iteration 6Q (77.653208 sec): 3 clusters Score: Raw -24092.713961 + Penalty 1138.737377 = -22953.976584 nChanged 4 SP:Iteration 7Q (77.654221 sec): 3 clusters Score: Raw -24102.561331 + Penalty 1139.458447 = -22963.102884 nChanged 3 SP:Iteration 8Q (77.655221 sec): 3 clusters Score: Raw -24107.557744 + Penalty 1141.157783 = -22966.399961 nChanged 1 SP:Iteration 9Q (77.656211 sec): 3 clusters Score: Raw -24109.855985 + Penalty 1141.007702 = -22968.848283 nChanged 2 SP:Iteration 10F (77.657359 sec): 3 clusters Score: Raw -24113.322882 + Penalty 1147.371786 = -22965.951096 nChanged 2 SP:Iteration 11F (77.658486 sec): 3 clusters Score: Raw -24116.905926 + Penalty 1148.751094 = -22968.154833 nChanged 2 SP:Iteration 12Q (77.659566 sec): 3 clusters Score: Raw -24119.407253 + Penalty 1148.751094 = -22970.656159 nChanged 0 SP:Iteration 13F (77.660696 sec): 3 clusters Score: Raw -24119.407253 + Penalty 1148.751094 = -22970.656159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 27 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.661421 sec): 2 clusters Score: Raw -3236.492979 + Penalty 491.465851 = -2745.027127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.661782 sec): 3 clusters Score: Raw -3246.125854 + Penalty 987.139891 = -2258.985963 nChanged 7 SP:Iteration 1F (77.662133 sec): 3 clusters Score: Raw -3276.241676 + Penalty 995.136952 = -2281.104724 nChanged 5 SP:Iteration 2F (77.662485 sec): 3 clusters Score: Raw -3300.795790 + Penalty 995.136952 = -2305.658838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 28 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.663104 sec): 2 clusters Score: Raw -2064.885233 + Penalty 400.889453 = -1663.995780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.663416 sec): 3 clusters Score: Raw -2096.948585 + Penalty 801.484581 = -1295.464004 nChanged 1 SP:Iteration 1Q (77.663709 sec): 3 clusters Score: Raw -2105.236165 + Penalty 802.763488 = -1302.472677 nChanged 1 SP:Iteration 2Q (77.663998 sec): 3 clusters Score: Raw -2108.470513 + Penalty 802.763488 = -1305.707025 nChanged 0 SP:Iteration 3F (77.664302 sec): 3 clusters Score: Raw -2108.470513 + Penalty 802.763488 = -1305.707025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 29 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.664900 sec): 2 clusters Score: Raw -1843.158862 + Penalty 465.557676 = -1377.601185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.665191 sec): 3 clusters Score: Raw -1933.605489 + Penalty 931.417225 = -1002.188264 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 31 (615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.667252 sec): 2 clusters Score: Raw -29111.357037 + Penalty 277.034354 = -28834.322684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.668577 sec): 3 clusters Score: Raw -28765.199118 + Penalty 554.349220 = -28210.849898 nChanged 237 SP:Iteration 1F (77.669880 sec): 3 clusters Score: Raw -28899.056527 + Penalty 560.324265 = -28338.732262 nChanged 64 SP:Iteration 2F (77.671185 sec): 3 clusters Score: Raw -28948.008571 + Penalty 564.479066 = -28383.529505 nChanged 39 SP:Iteration 3F (77.672475 sec): 3 clusters Score: Raw -28982.639313 + Penalty 570.875580 = -28411.763733 nChanged 33 SP:Iteration 4F (77.673803 sec): 3 clusters Score: Raw -29022.235628 + Penalty 584.864601 = -28437.371027 nChanged 28 SP:Iteration 5Q (77.675080 sec): 3 clusters Score: Raw -29051.095947 + Penalty 600.094381 = -28451.001566 nChanged 19 SP:Iteration 6Q (77.676353 sec): 3 clusters Score: Raw -29067.363181 + Penalty 623.082241 = -28444.280940 nChanged 16 SP:Iteration 7F (77.677617 sec): 3 clusters Score: Raw -29084.425364 + Penalty 638.833940 = -28445.591424 nChanged 11 SP:Iteration 8Q (77.678782 sec): 3 clusters Score: Raw -29093.706350 + Penalty 651.405444 = -28442.300906 nChanged 5 SP:Iteration 9F (77.680062 sec): 3 clusters Score: Raw -29095.151467 + Penalty 657.257246 = -28437.894221 nChanged 4 SP:Iteration 10F (77.681336 sec): 3 clusters Score: Raw -29101.215800 + Penalty 665.992791 = -28435.223009 nChanged 3 SP:Iteration 11F (77.682605 sec): 3 clusters Score: Raw -29103.327350 + Penalty 666.145039 = -28437.182310 nChanged 1 SP:Iteration 12Q (77.683699 sec): 3 clusters Score: Raw -29102.909829 + Penalty 666.145039 = -28436.764790 nChanged 0 SP:Iteration 13F (77.684965 sec): 3 clusters Score: Raw -29102.909829 + Penalty 666.145039 = -28436.764790 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 32 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.687540 sec): 2 clusters Score: Raw -28266.277293 + Penalty 100.757945 = -28165.519347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.689058 sec): 3 clusters Score: Raw -27837.709130 + Penalty 212.479734 = -27625.229396 nChanged 322 SP:Iteration 1F (77.690569 sec): 3 clusters Score: Raw -28197.743727 + Penalty 236.020362 = -27961.723366 nChanged 85 SP:Iteration 2F (77.692054 sec): 3 clusters Score: Raw -28283.670523 + Penalty 247.056544 = -28036.613979 nChanged 34 SP:Iteration 3Q (77.693507 sec): 3 clusters Score: Raw -28309.022475 + Penalty 249.308731 = -28059.713744 nChanged 13 SP:Iteration 4Q (77.694953 sec): 3 clusters Score: Raw -28313.543812 + Penalty 250.237596 = -28063.306216 nChanged 4 SP:Iteration 5Q (77.696430 sec): 3 clusters Score: Raw -28314.299608 + Penalty 250.677077 = -28063.622532 nChanged 1 SP:Iteration 6Q (77.697891 sec): 3 clusters Score: Raw -28314.481944 + Penalty 250.677077 = -28063.804867 nChanged 0 SP:Iteration 7F (77.699356 sec): 3 clusters Score: Raw -28314.481944 + Penalty 250.677077 = -28063.804867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 34 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.699953 sec): 2 clusters Score: Raw -654.364860 + Penalty 224.843828 = -429.521032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.700202 sec): 3 clusters Score: Raw -673.792605 + Penalty 452.822220 = -220.970385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 35 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.700901 sec): 2 clusters Score: Raw -3984.057447 + Penalty 428.097057 = -3555.960390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.701263 sec): 3 clusters Score: Raw -4000.726452 + Penalty 852.554662 = -3148.171790 nChanged 9 SP:Iteration 1F (77.701621 sec): 3 clusters Score: Raw -4019.856849 + Penalty 852.554662 = -3167.302187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 36 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.702243 sec): 2 clusters Score: Raw -2624.071036 + Penalty 304.186893 = -2319.884143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.702557 sec): 3 clusters Score: Raw -2632.671402 + Penalty 618.270244 = -2014.401158 nChanged 7 SP:Iteration 1F (77.702866 sec): 3 clusters Score: Raw -2655.390964 + Penalty 621.191275 = -2034.199689 nChanged 2 SP:Iteration 2Q (77.703166 sec): 3 clusters Score: Raw -2661.954351 + Penalty 623.460767 = -2038.493585 nChanged 2 SP:Iteration 3Q (77.703495 sec): 3 clusters Score: Raw -2672.266764 + Penalty 623.460767 = -2048.805997 nChanged 0 SP:Iteration 4F (77.703805 sec): 3 clusters Score: Raw -2672.266764 + Penalty 623.460767 = -2048.805997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 38 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.705674 sec): 2 clusters Score: Raw -20456.704067 + Penalty 405.827572 = -20050.876495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.706722 sec): 3 clusters Score: Raw -20091.938656 + Penalty 820.733878 = -19271.204777 nChanged 150 SP:Iteration 1F (77.707777 sec): 3 clusters Score: Raw -20255.999913 + Penalty 840.243505 = -19415.756408 nChanged 65 SP:Iteration 2F (77.708821 sec): 3 clusters Score: Raw -20336.946107 + Penalty 858.416583 = -19478.529524 nChanged 38 SP:Iteration 3F (77.709869 sec): 3 clusters Score: Raw -20377.116227 + Penalty 869.712418 = -19507.403808 nChanged 28 SP:Iteration 4F (77.710917 sec): 3 clusters Score: Raw -20411.432772 + Penalty 880.414467 = -19531.018305 nChanged 21 SP:Iteration 5Q (77.711917 sec): 3 clusters Score: Raw -20434.594310 + Penalty 881.595732 = -19552.998578 nChanged 9 SP:Iteration 6Q (77.712895 sec): 3 clusters Score: Raw -20444.499518 + Penalty 889.091520 = -19555.407998 nChanged 6 SP:Iteration 7Q (77.713866 sec): 3 clusters Score: Raw -20446.598294 + Penalty 899.570372 = -19547.027922 nChanged 6 SP:Iteration 8F (77.714912 sec): 3 clusters Score: Raw -20447.642120 + Penalty 893.892626 = -19553.749494 nChanged 5 SP:Iteration 9Q (77.715868 sec): 3 clusters Score: Raw -20450.514798 + Penalty 896.392029 = -19554.122769 nChanged 2 SP:Iteration 10F (77.716898 sec): 3 clusters Score: Raw -20451.204384 + Penalty 900.369787 = -19550.834597 nChanged 6 SP:Iteration 11F (77.717929 sec): 3 clusters Score: Raw -20456.775623 + Penalty 917.332086 = -19539.443537 nChanged 8 SP:Iteration 12F (77.718958 sec): 3 clusters Score: Raw -20466.201636 + Penalty 934.864144 = -19531.337492 nChanged 6 SP:Iteration 13F (77.719987 sec): 3 clusters Score: Raw -20469.463754 + Penalty 947.382333 = -19522.081421 nChanged 4 SP:Iteration 14F (77.721018 sec): 3 clusters Score: Raw -20472.504961 + Penalty 974.919650 = -19497.585311 nChanged 3 SP:Iteration 15F (77.722049 sec): 3 clusters Score: Raw -20479.632362 + Penalty 991.566485 = -19488.065877 nChanged 6 SP:Iteration 16F (77.723067 sec): 3 clusters Score: Raw -20498.705354 + Penalty 1006.506943 = -19492.198411 nChanged 2 SP:Iteration 17Q (77.723921 sec): 3 clusters Score: Raw -20508.676847 + Penalty 1006.506943 = -19502.169905 nChanged 0 SP:Iteration 18F (77.724941 sec): 3 clusters Score: Raw -20508.676847 + Penalty 1006.506943 = -19502.169905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 40 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.725492 sec): 2 clusters Score: Raw -982.230306 + Penalty 265.303946 = -716.926360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.725739 sec): 3 clusters Score: Raw -1001.974878 + Penalty 533.541767 = -468.433111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 41 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.726250 sec): 2 clusters Score: Raw -662.469700 + Penalty 147.807619 = -514.662082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.726491 sec): 3 clusters Score: Raw -676.842934 + Penalty 300.434030 = -376.408904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 43 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.727243 sec): 2 clusters Score: Raw -4253.941135 + Penalty 450.561875 = -3803.379259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.727638 sec): 3 clusters Score: Raw -4254.548238 + Penalty 901.287338 = -3353.260900 nChanged 13 SP:Iteration 1F (77.728054 sec): 3 clusters Score: Raw -4275.485698 + Penalty 900.881476 = -3374.604222 nChanged 2 SP:Iteration 2Q (77.728434 sec): 3 clusters Score: Raw -4279.545883 + Penalty 900.881476 = -3378.664407 nChanged 0 SP:Iteration 3F (77.728821 sec): 3 clusters Score: Raw -4279.545883 + Penalty 900.881476 = -3378.664407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 44 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.729306 sec): 2 clusters Score: Raw -187.529196 + Penalty 97.668038 = -89.861158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.729521 sec): 3 clusters Score: Raw -182.172350 + Penalty 198.501047 = 16.328697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 45 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.730073 sec): 2 clusters Score: Raw -1508.404505 + Penalty 298.819443 = -1209.585062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.730344 sec): 3 clusters Score: Raw -1519.495804 + Penalty 594.992857 = -924.502947 nChanged 1 SP:Iteration 1Q (77.730602 sec): 3 clusters Score: Raw -1521.731317 + Penalty 594.992857 = -926.738460 nChanged 0 SP:Iteration 2F (77.730864 sec): 3 clusters Score: Raw -1521.731317 + Penalty 594.992857 = -926.738460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 47 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.731731 sec): 2 clusters Score: Raw -5553.664714 + Penalty 288.887063 = -5264.777652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.732229 sec): 3 clusters Score: Raw -5515.529840 + Penalty 572.758428 = -4942.771412 nChanged 39 SP:Iteration 1F (77.732720 sec): 3 clusters Score: Raw -5539.496674 + Penalty 567.425556 = -4972.071118 nChanged 9 SP:Iteration 2F (77.733206 sec): 3 clusters Score: Raw -5550.147717 + Penalty 564.442357 = -4985.705360 nChanged 7 SP:Iteration 3Q (77.733683 sec): 3 clusters Score: Raw -5557.649519 + Penalty 563.654570 = -4993.994949 nChanged 4 SP:Iteration 4Q (77.734160 sec): 3 clusters Score: Raw -5561.932314 + Penalty 562.913670 = -4999.018644 nChanged 6 SP:Iteration 5Q (77.734642 sec): 3 clusters Score: Raw -5568.045316 + Penalty 560.301110 = -5007.744207 nChanged 4 SP:Iteration 6Q (77.735120 sec): 3 clusters Score: Raw -5571.019326 + Penalty 558.850246 = -5012.169080 nChanged 1 SP:Iteration 7Q (77.735592 sec): 3 clusters Score: Raw -5572.322333 + Penalty 554.535616 = -5017.786717 nChanged 2 SP:Iteration 8Q (77.736065 sec): 3 clusters Score: Raw -5576.527578 + Penalty 554.166966 = -5022.360611 nChanged 2 SP:Iteration 9Q (77.736537 sec): 3 clusters Score: Raw -5583.098081 + Penalty 550.902042 = -5032.196038 nChanged 1 SP:Iteration 10F (77.737021 sec): 3 clusters Score: Raw -5590.725647 + Penalty 550.902042 = -5039.823604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 48 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.737544 sec): 2 clusters Score: Raw -871.475434 + Penalty 184.469650 = -687.005784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.737784 sec): 3 clusters Score: Raw -878.897166 + Penalty 370.647581 = -508.249585 nChanged 2 SP:Iteration 1F (77.738021 sec): 3 clusters Score: Raw -882.029302 + Penalty 370.647581 = -511.381721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 50 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.738517 sec): 2 clusters Score: Raw -433.640582 + Penalty 161.617400 = -272.023182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.738744 sec): 3 clusters Score: Raw -447.240017 + Penalty 309.811638 = -137.428379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 51 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.740722 sec): 2 clusters Score: Raw -12756.596749 + Penalty 839.893000 = -11916.703748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.741520 sec): 3 clusters Score: Raw -12612.113231 + Penalty 1679.497628 = -10932.615604 nChanged 51 SP:Iteration 1F (77.742291 sec): 3 clusters Score: Raw -12682.091201 + Penalty 1678.845461 = -11003.245740 nChanged 13 SP:Iteration 2Q (77.743042 sec): 3 clusters Score: Raw -12708.919545 + Penalty 1677.866455 = -11031.053090 nChanged 7 SP:Iteration 3Q (77.743788 sec): 3 clusters Score: Raw -12717.788758 + Penalty 1677.366248 = -11040.422509 nChanged 5 SP:Iteration 4Q (77.744529 sec): 3 clusters Score: Raw -12722.654965 + Penalty 1676.321976 = -11046.332989 nChanged 3 SP:Iteration 5Q (77.745275 sec): 3 clusters Score: Raw -12727.680808 + Penalty 1675.156897 = -11052.523911 nChanged 3 SP:Iteration 6Q (77.746015 sec): 3 clusters Score: Raw -12732.748168 + Penalty 1675.378381 = -11057.369787 nChanged 1 SP:Iteration 7Q (77.746752 sec): 3 clusters Score: Raw -12735.142405 + Penalty 1675.818943 = -11059.323462 nChanged 1 SP:Iteration 8Q (77.747491 sec): 3 clusters Score: Raw -12736.835887 + Penalty 1675.818943 = -11061.016943 nChanged 0 SP:Iteration 9F (77.748257 sec): 3 clusters Score: Raw -12736.835887 + Penalty 1675.818943 = -11061.016943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 52 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.748838 sec): 2 clusters Score: Raw -1062.683445 + Penalty 261.304042 = -801.379403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.749097 sec): 3 clusters Score: Raw -1072.668326 + Penalty 524.687444 = -547.980882 nChanged 1 SP:Iteration 1Q (77.749342 sec): 3 clusters Score: Raw -1075.369478 + Penalty 524.687444 = -550.682034 nChanged 0 SP:Iteration 2F (77.749588 sec): 3 clusters Score: Raw -1075.369478 + Penalty 524.687444 = -550.682034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 53 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.750406 sec): 2 clusters Score: Raw -5296.312922 + Penalty 585.265826 = -4711.047096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.750858 sec): 3 clusters Score: Raw -5241.290907 + Penalty 1170.016304 = -4071.274603 nChanged 15 SP:Iteration 1F (77.751302 sec): 3 clusters Score: Raw -5277.913962 + Penalty 1169.165117 = -4108.748845 nChanged 3 SP:Iteration 2Q (77.751731 sec): 3 clusters Score: Raw -5286.683552 + Penalty 1168.793300 = -4117.890252 nChanged 1 SP:Iteration 3Q (77.752158 sec): 3 clusters Score: Raw -5287.702346 + Penalty 1168.793300 = -4118.909046 nChanged 0 SP:Iteration 4F (77.752602 sec): 3 clusters Score: Raw -5287.702346 + Penalty 1168.793300 = -4118.909046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 54 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.754521 sec): 2 clusters Score: Raw -23291.717720 + Penalty 280.023853 = -23011.693867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.755644 sec): 3 clusters Score: Raw -22990.483802 + Penalty 560.876775 = -22429.607028 nChanged 199 SP:Iteration 1F (77.756742 sec): 3 clusters Score: Raw -23082.488238 + Penalty 567.355843 = -22515.132395 nChanged 65 SP:Iteration 2F (77.757860 sec): 3 clusters Score: Raw -23115.025608 + Penalty 582.678860 = -22532.346748 nChanged 39 SP:Iteration 3F (77.758958 sec): 3 clusters Score: Raw -23141.772069 + Penalty 611.708303 = -22530.063766 nChanged 49 SP:Iteration 4F (77.760075 sec): 3 clusters Score: Raw -23180.649204 + Penalty 646.857083 = -22533.792122 nChanged 36 SP:Iteration 5F (77.761179 sec): 3 clusters Score: Raw -23214.764397 + Penalty 709.777206 = -22504.987191 nChanged 36 SP:Iteration 6F (77.762283 sec): 3 clusters Score: Raw -23255.600324 + Penalty 754.545923 = -22501.054400 nChanged 23 SP:Iteration 7F (77.763371 sec): 3 clusters Score: Raw -23278.364145 + Penalty 786.236472 = -22492.127673 nChanged 16 SP:Iteration 8F (77.764508 sec): 3 clusters Score: Raw -23298.325977 + Penalty 834.081936 = -22464.244042 nChanged 11 SP:Iteration 9F (77.765596 sec): 3 clusters Score: Raw -23315.571588 + Penalty 845.274236 = -22470.297352 nChanged 2 SP:Iteration 10F (77.766675 sec): 3 clusters Score: Raw -23319.177518 + Penalty 848.038947 = -22471.138570 nChanged 2 SP:Iteration 11Q (77.767587 sec): 3 clusters Score: Raw -23323.853539 + Penalty 852.656198 = -22471.197341 nChanged 3 SP:Iteration 12Q (77.768494 sec): 3 clusters Score: Raw -23330.117087 + Penalty 860.996977 = -22469.120110 nChanged 2 SP:Iteration 13F (77.769571 sec): 3 clusters Score: Raw -23332.828567 + Penalty 860.996977 = -22471.831590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 55 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.770569 sec): 2 clusters Score: Raw -10419.802856 + Penalty 480.925726 = -9938.877130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.771131 sec): 3 clusters Score: Raw -10231.250814 + Penalty 961.605845 = -9269.644968 nChanged 48 SP:Iteration 1F (77.771684 sec): 3 clusters Score: Raw -10283.675491 + Penalty 966.388042 = -9317.287449 nChanged 20 SP:Iteration 2F (77.772234 sec): 3 clusters Score: Raw -10328.395978 + Penalty 979.136254 = -9349.259724 nChanged 25 SP:Iteration 3F (77.772780 sec): 3 clusters Score: Raw -10387.761386 + Penalty 989.155837 = -9398.605549 nChanged 10 SP:Iteration 4F (77.773323 sec): 3 clusters Score: Raw -10408.399678 + Penalty 1012.200276 = -9396.199402 nChanged 7 SP:Iteration 5F (77.773864 sec): 3 clusters Score: Raw -10429.622090 + Penalty 1016.709386 = -9412.912704 nChanged 2 SP:Iteration 6Q (77.774347 sec): 3 clusters Score: Raw -10434.058854 + Penalty 1018.951669 = -9415.107185 nChanged 1 SP:Iteration 7Q (77.774828 sec): 3 clusters Score: Raw -10445.855902 + Penalty 1018.951669 = -9426.904234 nChanged 0 SP:Iteration 8F (77.775371 sec): 3 clusters Score: Raw -10445.855902 + Penalty 1018.951669 = -9426.904234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 59 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.775873 sec): 2 clusters Score: Raw -331.428323 + Penalty 148.209585 = -183.218739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.776101 sec): 3 clusters Score: Raw -327.664447 + Penalty 295.832372 = -31.832075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.777049 sec): 2 clusters Score: Raw -7061.116266 + Penalty 298.306375 = -6762.809891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.777603 sec): 3 clusters Score: Raw -7015.331780 + Penalty 609.727568 = -6405.604212 nChanged 41 SP:Iteration 1F (77.778130 sec): 3 clusters Score: Raw -7058.588220 + Penalty 619.660142 = -6438.928078 nChanged 13 SP:Iteration 2F (77.778650 sec): 3 clusters Score: Raw -7070.363769 + Penalty 623.843262 = -6446.520507 nChanged 5 SP:Iteration 3Q (77.779169 sec): 3 clusters Score: Raw -7078.798404 + Penalty 632.447304 = -6446.351100 nChanged 4 SP:Iteration 4F (77.779689 sec): 3 clusters Score: Raw -7086.388963 + Penalty 632.181684 = -6454.207279 nChanged 2 SP:Iteration 5Q (77.780205 sec): 3 clusters Score: Raw -7090.145960 + Penalty 628.886945 = -6461.259015 nChanged 2 SP:Iteration 6Q (77.780716 sec): 3 clusters Score: Raw -7094.827034 + Penalty 628.886945 = -6465.940089 nChanged 0 SP:Iteration 7F (77.781238 sec): 3 clusters Score: Raw -7094.827034 + Penalty 628.886945 = -6465.940089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 63 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.781933 sec): 2 clusters Score: Raw -3715.872170 + Penalty 353.594608 = -3362.277561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.782314 sec): 3 clusters Score: Raw -3710.956716 + Penalty 707.372600 = -3003.584117 nChanged 13 SP:Iteration 1F (77.782666 sec): 3 clusters Score: Raw -3737.019093 + Penalty 707.609650 = -3029.409443 nChanged 2 SP:Iteration 2Q (77.783012 sec): 3 clusters Score: Raw -3739.934218 + Penalty 707.686427 = -3032.247791 nChanged 1 SP:Iteration 3Q (77.783373 sec): 3 clusters Score: Raw -3740.443110 + Penalty 707.686427 = -3032.756682 nChanged 0 SP:Iteration 4F (77.783724 sec): 3 clusters Score: Raw -3740.443110 + Penalty 707.686427 = -3032.756682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 65 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.784355 sec): 2 clusters Score: Raw -2349.780361 + Penalty 301.895826 = -2047.884535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.784675 sec): 3 clusters Score: Raw -2377.093516 + Penalty 604.569895 = -1772.523621 nChanged 4 SP:Iteration 1F (77.784990 sec): 3 clusters Score: Raw -2386.423165 + Penalty 605.110353 = -1781.312812 nChanged 3 SP:Iteration 2Q (77.785305 sec): 3 clusters Score: Raw -2393.398606 + Penalty 605.110353 = -1788.288252 nChanged 0 SP:Iteration 3F (77.785619 sec): 3 clusters Score: Raw -2393.398606 + Penalty 605.110353 = -1788.288252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 66 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.786160 sec): 2 clusters Score: Raw -1105.191519 + Penalty 296.756270 = -808.435249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.786419 sec): 3 clusters Score: Raw -1134.079279 + Penalty 595.058985 = -539.020294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.786905 sec): 2 clusters Score: Raw -300.176607 + Penalty 148.228972 = -151.947635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.787123 sec): 3 clusters Score: Raw -296.083848 + Penalty 296.457944 = 0.374097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 71 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.787593 sec): 2 clusters Score: Raw -90.307730 + Penalty 37.642578 = -52.665152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.787792 sec): 3 clusters Score: Raw -85.450457 + Penalty 75.285156 = -10.165300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 72 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.788315 sec): 2 clusters Score: Raw -871.535277 + Penalty 210.454076 = -661.081201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.788564 sec): 3 clusters Score: Raw -892.711363 + Penalty 419.367167 = -473.344196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 74 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.789091 sec): 2 clusters Score: Raw -995.476554 + Penalty 265.262835 = -730.213720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.789341 sec): 3 clusters Score: Raw -1023.937241 + Penalty 541.356605 = -482.580636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 76 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.789858 sec): 2 clusters Score: Raw -823.536654 + Penalty 241.830920 = -581.705734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.790102 sec): 3 clusters Score: Raw -844.388003 + Penalty 483.076268 = -361.311735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 78 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.790652 sec): 2 clusters Score: Raw -1196.641211 + Penalty 289.254038 = -907.387173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.790936 sec): 3 clusters Score: Raw -1214.068183 + Penalty 575.979408 = -638.088775 nChanged 1 SP:Iteration 1Q (77.791189 sec): 3 clusters Score: Raw -1218.711048 + Penalty 575.979408 = -642.731640 nChanged 0 SP:Iteration 2F (77.791450 sec): 3 clusters Score: Raw -1218.711048 + Penalty 575.979408 = -642.731640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 79 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.791953 sec): 2 clusters Score: Raw -572.751393 + Penalty 200.853247 = -371.898146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.792186 sec): 3 clusters Score: Raw -586.105326 + Penalty 401.288099 = -184.817227 nChanged 1 SP:Iteration 1F (77.792416 sec): 3 clusters Score: Raw -589.215413 + Penalty 401.288099 = -187.927314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 84 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.792898 sec): 2 clusters Score: Raw -276.986741 + Penalty 122.094990 = -154.891751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.793108 sec): 3 clusters Score: Raw -273.697188 + Penalty 205.427466 = -68.269722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 87 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.793607 sec): 2 clusters Score: Raw -523.947870 + Penalty 133.746410 = -390.201460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.793839 sec): 3 clusters Score: Raw -527.414798 + Penalty 270.975342 = -256.439456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 90 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.794333 sec): 2 clusters Score: Raw -498.387962 + Penalty 185.117660 = -313.270302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.794563 sec): 3 clusters Score: Raw -504.458022 + Penalty 373.854357 = -130.603665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 94 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.795066 sec): 2 clusters Score: Raw -611.103669 + Penalty 198.581392 = -412.522277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.795301 sec): 3 clusters Score: Raw -638.614927 + Penalty 391.810495 = -246.804432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 95 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.795782 sec): 2 clusters Score: Raw -226.904169 + Penalty 115.699934 = -111.204234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.795991 sec): 3 clusters Score: Raw -228.286758 + Penalty 183.975026 = -44.311731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 96 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.796474 sec): 2 clusters Score: Raw -273.475477 + Penalty 144.952095 = -128.523383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.796691 sec): 3 clusters Score: Raw -273.879165 + Penalty 305.408563 = 31.529398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 98 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.797181 sec): 2 clusters Score: Raw -407.724137 + Penalty 182.968723 = -224.755414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.797406 sec): 3 clusters Score: Raw -424.616705 + Penalty 358.581185 = -66.035520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.797875 sec): 2 clusters Score: Raw -45.197154 + Penalty 0.000000 = -45.197154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.798082 sec): 2 clusters Score: Raw -45.197154 + Penalty 0.000000 = -45.197154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 109 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.798647 sec): 2 clusters Score: Raw -1647.198178 + Penalty 345.694970 = -1301.503208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.798922 sec): 3 clusters Score: Raw -1690.223950 + Penalty 687.194644 = -1003.029307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 112 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.799819 sec): 2 clusters Score: Raw -5915.807582 + Penalty 279.148822 = -5636.658760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.800347 sec): 3 clusters Score: Raw -5888.823750 + Penalty 570.609177 = -5318.214573 nChanged 42 SP:Iteration 1F (77.800848 sec): 3 clusters Score: Raw -5948.514144 + Penalty 577.608636 = -5370.905508 nChanged 11 SP:Iteration 2F (77.801348 sec): 3 clusters Score: Raw -5966.620420 + Penalty 590.137155 = -5376.483266 nChanged 6 SP:Iteration 3Q (77.801836 sec): 3 clusters Score: Raw -5981.022995 + Penalty 603.920567 = -5377.102428 nChanged 6 SP:Iteration 4Q (77.802317 sec): 3 clusters Score: Raw -5993.984815 + Penalty 608.271984 = -5385.712831 nChanged 1 SP:Iteration 5Q (77.802787 sec): 3 clusters Score: Raw -5995.401684 + Penalty 608.271984 = -5387.129699 nChanged 0 SP:Iteration 6F (77.803285 sec): 3 clusters Score: Raw -5995.401684 + Penalty 608.271984 = -5387.129699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 114 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.803889 sec): 2 clusters Score: Raw -2446.784101 + Penalty 277.198160 = -2169.585941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.804201 sec): 3 clusters Score: Raw -2480.814328 + Penalty 569.210591 = -1911.603737 nChanged 7 SP:Iteration 1F (77.804499 sec): 3 clusters Score: Raw -2503.077888 + Penalty 581.030189 = -1922.047699 nChanged 2 SP:Iteration 2Q (77.804796 sec): 3 clusters Score: Raw -2508.151002 + Penalty 585.080109 = -1923.070893 nChanged 1 SP:Iteration 3Q (77.805090 sec): 3 clusters Score: Raw -2509.458855 + Penalty 585.080109 = -1924.378745 nChanged 0 SP:Iteration 4F (77.805395 sec): 3 clusters Score: Raw -2509.458855 + Penalty 585.080109 = -1924.378745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 124 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.805871 sec): 2 clusters Score: Raw -151.533497 + Penalty 81.268837 = -70.264660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.806080 sec): 3 clusters Score: Raw -142.510383 + Penalty 166.384585 = 23.874202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 137 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.806581 sec): 2 clusters Score: Raw -586.427057 + Penalty 174.523913 = -411.903144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.806810 sec): 3 clusters Score: Raw -603.321126 + Penalty 346.846713 = -256.474413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.807285 sec): 2 clusters Score: Raw -134.728653 + Penalty 68.633888 = -66.094764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.807495 sec): 3 clusters Score: Raw -131.449280 + Penalty 135.393232 = 3.943952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 148 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.807970 sec): 2 clusters Score: Raw -147.347644 + Penalty 90.471201 = -56.876443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.808200 sec): 3 clusters Score: Raw -141.745268 + Penalty 166.529612 = 24.784344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.808669 sec): 2 clusters Score: Raw -96.042294 + Penalty 56.139681 = -39.902613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.808875 sec): 3 clusters Score: Raw -89.808847 + Penalty 112.279363 = 22.470516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 161 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.809382 sec): 2 clusters Score: Raw -723.839433 + Penalty 127.276946 = -596.562487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.809623 sec): 3 clusters Score: Raw -728.384969 + Penalty 254.926808 = -473.458161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 164 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.810089 sec): 2 clusters Score: Raw -95.119757 + Penalty 42.379619 = -52.740138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.810290 sec): 3 clusters Score: Raw -88.657979 + Penalty 84.759239 = -3.898740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.810767 sec): 2 clusters Score: Raw -152.451304 + Penalty 83.868178 = -68.583126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.810978 sec): 3 clusters Score: Raw -143.130587 + Penalty 170.176998 = 27.046411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 185 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.811504 sec): 2 clusters Score: Raw -810.667331 + Penalty 115.839816 = -694.827515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.811755 sec): 3 clusters Score: Raw -822.383657 + Penalty 235.715943 = -586.667714 nChanged 1 SP:Iteration 1Q (77.812001 sec): 3 clusters Score: Raw -826.911716 + Penalty 241.139370 = -585.772346 nChanged 2 SP:Iteration 2F (77.812244 sec): 3 clusters Score: Raw -832.070842 + Penalty 241.139370 = -590.931472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 187 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.812707 sec): 2 clusters Score: Raw -41.139298 + Penalty 0.000000 = -41.139298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.812893 sec): 2 clusters Score: Raw -41.139298 + Penalty 0.000000 = -41.139298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 195 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.813376 sec): 2 clusters Score: Raw -315.459968 + Penalty 158.551981 = -156.907986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.813598 sec): 3 clusters Score: Raw -312.612821 + Penalty 326.198530 = 13.585709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 204 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.814069 sec): 2 clusters Score: Raw -97.322190 + Penalty 52.493704 = -44.828486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.814264 sec): 2 clusters Score: Raw -97.322190 + Penalty 52.493704 = -44.828486 nChanged 0 Deleting Class 148 (3 points): Lose 10.615590 but Gain 874.967668 Iteration 119Q (78.023727 sec): 80 clusters Score: Raw -1641980.311811 + Penalty 62832.176778 = -1579148.135034 nChanged 6 Deleting Class 40 (20 points): Lose 77.864941 but Gain 940.950578 Iteration 120F (79.551314 sec): 79 clusters Score: Raw -1641906.453826 + Penalty 61902.667432 = -1580003.786394 nChanged 21 Deleting Class 70 (6 points): Lose 19.642072 but Gain 878.981007 Iteration 121Q (79.743877 sec): 78 clusters Score: Raw -1641914.585665 + Penalty 61036.217486 = -1580878.368179 nChanged 19 Deleting Class 21 (46 points): Lose 214.287049 but Gain 1061.965774 Iteration 122Q (79.935004 sec): 77 clusters Score: Raw -1641720.866396 + Penalty 59918.142948 = -1581802.723448 nChanged 62 Deleting Class 109 (37 points): Lose 172.160666 but Gain 1017.188747 Iteration 123Q (80.127546 sec): 76 clusters Score: Raw -1641632.309103 + Penalty 58992.921188 = -1582639.387915 nChanged 58 Deleting Class 74 (30 points): Lose 103.682581 but Gain 956.704011 Iteration 124Q (80.317203 sec): 75 clusters Score: Raw -1641648.490748 + Penalty 58091.768444 = -1583556.722304 nChanged 52 Deleting Class 34 (14 points): Lose 37.248944 but Gain 895.418176 Iteration 125Q (80.507296 sec): 74 clusters Score: Raw -1641693.523198 + Penalty 57231.400402 = -1584462.122796 nChanged 36 Deleting Class 159 (2 points): Lose 26.278046 but Gain 860.539055 Iteration 126Q (80.696311 sec): 73 clusters Score: Raw -1641705.440198 + Penalty 56379.774269 = -1585325.665929 nChanged 21 Deleting Class 195 (7 points): Lose 34.372188 but Gain 865.715099 Iteration 127Q (80.882599 sec): 72 clusters Score: Raw -1641686.700974 + Penalty 55522.682614 = -1586164.018359 nChanged 22 Deleting Class 52 (22 points): Lose 76.394025 but Gain 898.188025 Iteration 128Q (81.068449 sec): 71 clusters Score: Raw -1641626.539453 + Penalty 54635.329182 = -1586991.210271 nChanged 30 Deleting Class 98 (9 points): Lose 64.841955 but Gain 884.766175 Iteration 129Q (81.253843 sec): 70 clusters Score: Raw -1641591.091316 + Penalty 53758.129210 = -1587832.962105 nChanged 15 Deleting Class 106 (1 points): Lose 6.451758 but Gain 819.879795 Iteration 130F (82.575155 sec): 69 clusters Score: Raw -1641619.375887 + Penalty 53273.770793 = -1588345.605094 nChanged 7 Deleting Class 66 (40 points): Lose 197.156055 but Gain 1009.703670 Iteration 131Q (82.759055 sec): 68 clusters Score: Raw -1641430.976457 + Penalty 52296.613544 = -1589134.362913 nChanged 44 Deleting Class 96 (6 points): Lose 47.070387 but Gain 859.549494 Iteration 132Q (82.942086 sec): 67 clusters Score: Raw -1641462.207794 + Penalty 51438.860343 = -1590023.347451 nChanged 20 Deleting Class 76 (20 points): Lose 71.178046 but Gain 875.485066 Iteration 133Q (83.123517 sec): 66 clusters Score: Raw -1641400.629874 + Penalty 50557.864210 = -1590842.765663 nChanged 29 Deleting Class 204 (2 points): Lose 1.516047 but Gain 804.651558 Iteration 134Q (83.304073 sec): 65 clusters Score: Raw -1641435.205631 + Penalty 49757.984359 = -1591677.221272 nChanged 7 Deleting Class 45 (33 points): Lose 115.043154 but Gain 915.455880 Iteration 135Q (83.482062 sec): 64 clusters Score: Raw -1641325.548584 + Penalty 48859.244089 = -1592466.304495 nChanged 34 Deleting Class 35 (82 points): Lose 239.173123 but Gain 1036.055474 Iteration 136Q (83.662024 sec): 63 clusters Score: Raw -1641134.960419 + Penalty 47900.891433 = -1593234.068986 nChanged 88 Deleting Class 17 (3 points): Lose 7.171564 but Gain 802.492312 Iteration 137Q (83.841267 sec): 62 clusters Score: Raw -1641252.400932 + Penalty 47113.286489 = -1594139.114443 nChanged 22 Deleting Class 79 (13 points): Lose 41.291766 but Gain 832.005437 Iteration 138Q (84.018388 sec): 61 clusters Score: Raw -1641226.888042 + Penalty 46302.669508 = -1594924.218534 nChanged 28 Deleting Class 182 (3 points): Lose 28.055473 but Gain 811.108323 Iteration 139Q (84.192477 sec): 60 clusters Score: Raw -1641228.904485 + Penalty 45499.583865 = -1595729.320621 nChanged 17 Deleting Class 28 (53 points): Lose 291.191714 but Gain 1072.823539 Iteration 140F (85.325543 sec): 59 clusters Score: Raw -1640953.137876 + Penalty 44460.444429 = -1596492.693447 nChanged 62 Deleting Class 90 (11 points): Lose 43.309055 but Gain 820.245285 Iteration 141Q (85.500849 sec): 58 clusters Score: Raw -1641084.336110 + Penalty 43694.355732 = -1597389.980378 nChanged 43 Deleting Class 23 (18 points): Lose 109.018490 but Gain 898.128034 Iteration 142Q (85.674419 sec): 57 clusters Score: Raw -1641039.283773 + Penalty 42812.480546 = -1598226.803228 nChanged 43 Deleting Class 59 (7 points): Lose 32.570094 but Gain 809.244226 Iteration 143Q (85.845337 sec): 56 clusters Score: Raw -1641053.003846 + Penalty 41999.558952 = -1599053.444893 nChanged 28 Deleting Class 124 (3 points): Lose 14.219355 but Gain 785.969502 Iteration 144Q (86.015557 sec): 55 clusters Score: Raw -1641068.998440 + Penalty 41206.603999 = -1599862.394442 nChanged 19 Deleting Class 29 (39 points): Lose 559.305278 but Gain 1326.480426 Iteration 145Q (86.184773 sec): 54 clusters Score: Raw -1640531.930187 + Penalty 39972.104682 = -1600559.825505 nChanged 54 Deleting Class 44 (4 points): Lose 6.443525 but Gain 748.553956 Iteration 146Q (86.354101 sec): 53 clusters Score: Raw -1640808.073282 + Penalty 39327.163256 = -1601480.910026 nChanged 34 Deleting Class 94 (14 points): Lose 58.862611 but Gain 799.495139 Iteration 147Q (86.520806 sec): 52 clusters Score: Raw -1640786.187556 + Penalty 38543.412427 = -1602242.775128 nChanged 39 Deleting Class 14 (124 points): Lose 501.436804 but Gain 1240.023265 Iteration 148Q (86.687615 sec): 51 clusters Score: Raw -1640312.905835 + Penalty 37446.407049 = -1602866.498786 nChanged 138 Deleting Class 78 (32 points): Lose 160.147187 but Gain 885.947938 Iteration 149Q (86.857007 sec): 50 clusters Score: Raw -1640409.877750 + Penalty 36575.019756 = -1603834.857993 nChanged 78 Deleting Class 50 (11 points): Lose 48.585068 but Gain 764.420734 Iteration 150F (87.806650 sec): 49 clusters Score: Raw -1640482.894246 + Penalty 35816.304586 = -1604666.589659 nChanged 48 Deleting Class 84 (6 points): Lose 24.188722 but Gain 724.009452 Iteration 151Q (87.970855 sec): 48 clusters Score: Raw -1640492.240199 + Penalty 35109.562111 = -1605382.678088 nChanged 31 Deleting Class 95 (4 points): Lose 11.124707 but Gain 690.119101 Iteration 152Q (88.134467 sec): 47 clusters Score: Raw -1640497.169007 + Penalty 34433.465411 = -1606063.703596 nChanged 17 Deleting Class 137 (13 points): Lose 52.578852 but Gain 722.939992 Iteration 153Q (88.296184 sec): 46 clusters Score: Raw -1640451.627072 + Penalty 33713.064394 = -1606738.562678 nChanged 26 Deleting Class 11 (39 points): Lose 130.409699 but Gain 791.255668 Iteration 154Q (88.457738 sec): 45 clusters Score: Raw -1640339.449857 + Penalty 32908.007968 = -1607431.441889 nChanged 54 Deleting Class 63 (114 points): Lose 236.391396 but Gain 893.952720 Iteration 155Q (88.618866 sec): 44 clusters Score: Raw -1640170.556162 + Penalty 32063.625451 = -1608106.930711 nChanged 154 Deleting Class 72 (22 points): Lose 78.147909 but Gain 731.176658 Iteration 156Q (88.782161 sec): 43 clusters Score: Raw -1640248.556120 + Penalty 31368.860271 = -1608879.695849 nChanged 64 Deleting Class 164 (2 points): Lose 6.649028 but Gain 649.617464 Iteration 157Q (88.940703 sec): 42 clusters Score: Raw -1640282.539117 + Penalty 30727.413133 = -1609555.125984 nChanged 35 Deleting Class 146 (3 points): Lose 32.372239 but Gain 663.774026 Iteration 158Q (89.097077 sec): 41 clusters Score: Raw -1640261.244686 + Penalty 30067.749184 = -1610193.495501 nChanged 34 Deleting Class 36 (61 points): Lose 208.494396 but Gain 797.771362 Iteration 159Q (89.252105 sec): 40 clusters Score: Raw -1640070.587874 + Penalty 29283.714109 = -1610786.873765 nChanged 73 Deleting Class 53 (157 points): Lose 627.916148 but Gain 1223.012043 Iteration 160F (90.017086 sec): 39 clusters Score: Raw -1639530.922112 + Penalty 28073.745342 = -1611457.176771 nChanged 184 Deleting Class 48 (23 points): Lose 83.526628 but Gain 667.207783 Iteration 161Q (90.173835 sec): 38 clusters Score: Raw -1639869.199341 + Penalty 27387.637982 = -1612481.561360 nChanged 92 Deleting Class 71 (2 points): Lose 12.847668 but Gain 577.005566 Iteration 162Q (90.327327 sec): 37 clusters Score: Raw -1639918.129134 + Penalty 26804.168748 = -1613113.960386 nChanged 51 Deleting Class 87 (12 points): Lose 38.601753 but Gain 571.871110 Iteration 163Q (90.478763 sec): 36 clusters Score: Raw -1639902.161647 + Penalty 26231.933488 = -1613670.228159 nChanged 43 Deleting Class 27 (91 points): Lose 654.535195 but Gain 1165.039196 Iteration 164Q (90.631188 sec): 35 clusters Score: Raw -1639269.022548 + Penalty 25072.658294 = -1614196.364254 nChanged 122 Deleting Class 41 (16 points): Lose 69.934578 but Gain 566.418552 Iteration 165Q (90.781321 sec): 34 clusters Score: Raw -1639581.656337 + Penalty 24777.604623 = -1614804.051714 nChanged 82 Deleting Class 24 (106 points): Lose 266.463534 but Gain 715.257190 Iteration 166Q (90.929266 sec): 33 clusters Score: Raw -1639401.241880 + Penalty 24046.433451 = -1615354.808429 nChanged 145 Deleting Class 161 (17 points): Lose 61.396894 but Gain 492.645010 Iteration 167Q (91.076979 sec): 32 clusters Score: Raw -1639494.969743 + Penalty 23549.134988 = -1615945.834755 nChanged 70 Deleting Class 43 (162 points): Lose 643.770178 but Gain 1061.912094 Iteration 168Q (91.225174 sec): 31 clusters Score: Raw -1638894.908383 + Penalty 22619.822023 = -1616275.086360 nChanged 211 Deleting Class 4 (166 points): Lose 209.408397 but Gain 457.525515 Iteration 169Q (91.372775 sec): 30 clusters Score: Raw -1639005.833098 + Penalty 22183.486271 = -1616822.346827 nChanged 249 Deleting Class 114 (51 points): Lose 528.540168 but Gain 749.069640 Iteration 170F (91.956107 sec): 29 clusters Score: Raw -1638693.529539 + Penalty 21415.749579 = -1617277.779959 nChanged 117 Deleting Class 185 (28 points): Lose 219.645428 but Gain 410.094521 Iteration 171Q (92.103153 sec): 28 clusters Score: Raw -1638729.995943 + Penalty 20048.247304 = -1618681.748639 nChanged 96 Deleting Class 187 (1 points): Lose 14.578462 but Gain 198.907803 Iteration 172Q (92.249180 sec): 27 clusters Score: Raw -1638835.079452 + Penalty 20114.491067 = -1618720.588385 nChanged 62 Deleting Class 47 (218 points): Lose 577.484473 but Gain 680.517856 Iteration 173Q (92.392244 sec): 26 clusters Score: Raw -1638297.287303 + Penalty 19464.923042 = -1618832.364261 nChanged 269 Iteration 174Q (92.536095 sec): 26 clusters Score: Raw -1638737.015071 + Penalty 19454.581579 = -1619282.433492 nChanged 117 Iteration 175Q (92.675751 sec): 26 clusters Score: Raw -1638812.999299 + Penalty 19444.564860 = -1619368.434439 nChanged 59 Iteration 176Q (92.815967 sec): 26 clusters Score: Raw -1638832.939702 + Penalty 19437.459451 = -1619395.480251 nChanged 47 Iteration 177Q (92.953837 sec): 26 clusters Score: Raw -1638850.070890 + Penalty 19430.740213 = -1619419.330677 nChanged 40 Iteration 178Q (93.092766 sec): 26 clusters Score: Raw -1638863.105088 + Penalty 19428.268376 = -1619434.836712 nChanged 28 Iteration 179Q (93.230500 sec): 26 clusters Score: Raw -1638866.563181 + Penalty 19425.349366 = -1619441.213814 nChanged 14 Iteration 180F (93.760888 sec): 26 clusters Score: Raw -1638871.089827 + Penalty 19421.756586 = -1619449.333241 nChanged 19 Iteration 181Q (93.899887 sec): 26 clusters Score: Raw -1638875.457781 + Penalty 19416.254266 = -1619459.203515 nChanged 22 Iteration 182Q (94.040716 sec): 26 clusters Score: Raw -1638881.036744 + Penalty 19410.583227 = -1619470.453517 nChanged 27 Iteration 183Q (94.180209 sec): 26 clusters Score: Raw -1638886.735020 + Penalty 19407.761804 = -1619478.973216 nChanged 24 Iteration 184Q (94.320633 sec): 26 clusters Score: Raw -1638890.814591 + Penalty 19401.830411 = -1619488.984179 nChanged 20 Iteration 185Q (94.460139 sec): 26 clusters Score: Raw -1638894.182565 + Penalty 19394.933216 = -1619499.249349 nChanged 19 Iteration 186Q (94.600619 sec): 26 clusters Score: Raw -1638897.311197 + Penalty 19389.277120 = -1619508.034077 nChanged 19 Iteration 187Q (94.739593 sec): 26 clusters Score: Raw -1638903.588894 + Penalty 19383.742593 = -1619519.846301 nChanged 14 Iteration 188Q (94.879964 sec): 26 clusters Score: Raw -1638907.828310 + Penalty 19382.978086 = -1619524.850225 nChanged 18 Iteration 189Q (95.020269 sec): 26 clusters Score: Raw -1638909.935251 + Penalty 19384.911389 = -1619525.023862 nChanged 16 Iteration 190F (95.550929 sec): 26 clusters Score: Raw -1638913.459135 + Penalty 19385.501855 = -1619527.957280 nChanged 18 Iteration 191Q (95.691976 sec): 26 clusters Score: Raw -1638915.012493 + Penalty 19383.311028 = -1619531.701465 nChanged 21 Iteration 192Q (95.833485 sec): 26 clusters Score: Raw -1638917.583903 + Penalty 19382.273286 = -1619535.310618 nChanged 11 Iteration 193Q (95.973984 sec): 26 clusters Score: Raw -1638918.458441 + Penalty 19380.745756 = -1619537.712686 nChanged 10 Iteration 194Q (96.118909 sec): 26 clusters Score: Raw -1638919.499413 + Penalty 19378.716985 = -1619540.782428 nChanged 10 Iteration 195Q (96.262318 sec): 26 clusters Score: Raw -1638920.267510 + Penalty 19375.655554 = -1619544.611956 nChanged 11 Iteration 196Q (96.405810 sec): 26 clusters Score: Raw -1638921.703753 + Penalty 19373.183870 = -1619548.519883 nChanged 13 Iteration 197Q (96.547691 sec): 26 clusters Score: Raw -1638922.668968 + Penalty 19370.930728 = -1619551.738240 nChanged 10 Iteration 198Q (96.686232 sec): 26 clusters Score: Raw -1638923.707473 + Penalty 19369.325294 = -1619554.382179 nChanged 7 Iteration 199Q (96.824272 sec): 26 clusters Score: Raw -1638924.480690 + Penalty 19368.092570 = -1619556.388120 nChanged 9 Iteration 200F (97.342458 sec): 26 clusters Score: Raw -1638925.299087 + Penalty 19367.036357 = -1619558.262730 nChanged 4 Iteration 201Q (97.480627 sec): 26 clusters Score: Raw -1638926.058813 + Penalty 19365.171853 = -1619560.886959 nChanged 7 Iteration 202Q (97.619531 sec): 26 clusters Score: Raw -1638926.667564 + Penalty 19363.898827 = -1619562.768737 nChanged 6 Iteration 203Q (97.759472 sec): 26 clusters Score: Raw -1638927.090532 + Penalty 19364.548123 = -1619562.542410 nChanged 5 Iteration 204F (98.277061 sec): 26 clusters Score: Raw -1638928.744357 + Penalty 19363.154588 = -1619565.589769 nChanged 7 Iteration 205Q (98.415465 sec): 26 clusters Score: Raw -1638929.224397 + Penalty 19363.154588 = -1619566.069810 nChanged 0 Iteration 206F (98.932430 sec): 26 clusters Score: Raw -1638929.224397 + Penalty 19363.154588 = -1619566.069810 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.38 GB. Compute initial score before splitting: Score: Raw -1638929.224397 + Penalty 19363.154588 = -1619566.069810Memory request: 0.03 GB would take us to total of 0.41 GB. Trying to split cluster 1 (6468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (99.086178 sec): 2 clusters Score: Raw -263481.442738 + Penalty 97.823126 = -263383.619612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (99.097801 sec): 3 clusters Score: Raw -259178.045925 + Penalty 206.562687 = -258971.483238 nChanged 3125 SP:Iteration 1F (99.109229 sec): 3 clusters Score: Raw -262264.346700 + Penalty 198.035408 = -262066.311292 nChanged 611 SP:Iteration 2F (99.120760 sec): 3 clusters Score: Raw -263050.762462 + Penalty 198.036949 = -262852.725513 nChanged 243 SP:Iteration 3Q (99.131672 sec): 3 clusters Score: Raw -263214.604063 + Penalty 197.714350 = -263016.889713 nChanged 99 SP:Iteration 4Q (99.142275 sec): 3 clusters Score: Raw -263269.895425 + Penalty 197.513778 = -263072.381647 nChanged 71 SP:Iteration 5Q (99.152647 sec): 3 clusters Score: Raw -263302.358198 + Penalty 196.317777 = -263106.040421 nChanged 47 SP:Iteration 6Q (99.163038 sec): 3 clusters Score: Raw -263320.374253 + Penalty 195.703976 = -263124.670277 nChanged 57 SP:Iteration 7Q (99.173558 sec): 3 clusters Score: Raw -263336.906284 + Penalty 195.597941 = -263141.308343 nChanged 48 SP:Iteration 8Q (99.183813 sec): 3 clusters Score: Raw -263347.418140 + Penalty 194.696425 = -263152.721715 nChanged 39 SP:Iteration 9Q (99.194026 sec): 3 clusters Score: Raw -263357.884738 + Penalty 193.249254 = -263164.635484 nChanged 34 SP:Iteration 10F (99.205371 sec): 3 clusters Score: Raw -263367.629906 + Penalty 193.234192 = -263174.395713 nChanged 26 SP:Iteration 11Q (99.215998 sec): 3 clusters Score: Raw -263375.371885 + Penalty 193.535284 = -263181.836601 nChanged 26 SP:Iteration 12Q (99.226372 sec): 3 clusters Score: Raw -263382.934598 + Penalty 193.950795 = -263188.983802 nChanged 37 SP:Iteration 13Q (99.236486 sec): 3 clusters Score: Raw -263395.257468 + Penalty 192.951941 = -263202.305527 nChanged 38 SP:Iteration 14Q (99.246414 sec): 3 clusters Score: Raw -263406.293069 + Penalty 192.802788 = -263213.490280 nChanged 32 SP:Iteration 15Q (99.256479 sec): 3 clusters Score: Raw -263414.089413 + Penalty 192.934952 = -263221.154462 nChanged 36 SP:Iteration 16Q (99.266488 sec): 3 clusters Score: Raw -263424.441040 + Penalty 193.222927 = -263231.218113 nChanged 34 SP:Iteration 17Q (99.276467 sec): 3 clusters Score: Raw -263434.195989 + Penalty 192.761098 = -263241.434891 nChanged 34 SP:Iteration 18Q (99.286281 sec): 3 clusters Score: Raw -263444.509274 + Penalty 192.074112 = -263252.435162 nChanged 42 SP:Iteration 19Q (99.296015 sec): 3 clusters Score: Raw -263456.578015 + Penalty 192.871079 = -263263.706936 nChanged 39 SP:Iteration 20F (99.307353 sec): 3 clusters Score: Raw -263466.914195 + Penalty 193.638547 = -263273.275647 nChanged 40 SP:Iteration 21Q (99.317064 sec): 3 clusters Score: Raw -263477.820848 + Penalty 193.567280 = -263284.253569 nChanged 38 SP:Iteration 22Q (99.326692 sec): 3 clusters Score: Raw -263487.192681 + Penalty 194.504061 = -263292.688621 nChanged 33 SP:Iteration 23Q (99.336243 sec): 3 clusters Score: Raw -263495.584184 + Penalty 194.876106 = -263300.708078 nChanged 34 SP:Iteration 24Q (99.345915 sec): 3 clusters Score: Raw -263504.717582 + Penalty 193.975226 = -263310.742356 nChanged 34 SP:Iteration 25Q (99.355399 sec): 3 clusters Score: Raw -263512.661222 + Penalty 193.856232 = -263318.804990 nChanged 21 SP:Iteration 26Q (99.364851 sec): 3 clusters Score: Raw -263516.114787 + Penalty 194.323171 = -263321.791616 nChanged 19 SP:Iteration 27Q (99.374868 sec): 3 clusters Score: Raw -263519.308795 + Penalty 194.052048 = -263325.256746 nChanged 15 SP:Iteration 28Q (99.384388 sec): 3 clusters Score: Raw -263521.280681 + Penalty 194.482469 = -263326.798212 nChanged 11 SP:Iteration 29Q (99.393818 sec): 3 clusters Score: Raw -263522.369944 + Penalty 194.794585 = -263327.575359 nChanged 8 SP:Iteration 30F (99.405150 sec): 3 clusters Score: Raw -263522.949205 + Penalty 195.112573 = -263327.836632 nChanged 7 SP:Iteration 31Q (99.414546 sec): 3 clusters Score: Raw -263523.419614 + Penalty 195.489359 = -263327.930256 nChanged 7 SP:Iteration 32Q (99.423975 sec): 3 clusters Score: Raw -263524.235275 + Penalty 194.879647 = -263329.355628 nChanged 8 SP:Iteration 33Q (99.433319 sec): 3 clusters Score: Raw -263525.715372 + Penalty 194.865358 = -263330.850014 nChanged 7 SP:Iteration 34Q (99.442660 sec): 3 clusters Score: Raw -263526.948447 + Penalty 194.862533 = -263332.085915 nChanged 8 SP:Iteration 35Q (99.451982 sec): 3 clusters Score: Raw -263528.665464 + Penalty 194.943974 = -263333.721490 nChanged 7 SP:Iteration 36Q (99.461312 sec): 3 clusters Score: Raw -263529.590728 + Penalty 195.052243 = -263334.538485 nChanged 2 SP:Iteration 37Q (99.470785 sec): 3 clusters Score: Raw -263529.634944 + Penalty 195.052243 = -263334.582702 nChanged 0 SP:Iteration 38F (99.482256 sec): 3 clusters Score: Raw -263529.634944 + Penalty 195.052243 = -263334.582702 nChanged 0 Memory request: 0.07 GB would take us to total of 0.44 GB. Trying to split cluster 2 (13999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (99.546558 sec): 2 clusters Score: Raw -567291.563702 + Penalty 226.923887 = -567064.639815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (99.572348 sec): 3 clusters Score: Raw -557883.375196 + Penalty 443.986989 = -557439.388207 nChanged 6710 SP:Iteration 1F (99.598590 sec): 3 clusters Score: Raw -561811.125722 + Penalty 429.737420 = -561381.388302 nChanged 1783 SP:Iteration 2F (99.623867 sec): 3 clusters Score: Raw -563196.349144 + Penalty 412.102002 = -562784.247142 nChanged 1371 SP:Iteration 3F (99.649119 sec): 3 clusters Score: Raw -564505.746530 + Penalty 393.015710 = -564112.730820 nChanged 1075 SP:Iteration 4F (99.674267 sec): 3 clusters Score: Raw -565633.828684 + Penalty 385.425344 = -565248.403340 nChanged 690 SP:Iteration 5Q (99.698011 sec): 3 clusters Score: Raw -566305.738022 + Penalty 380.778598 = -565924.959423 nChanged 487 SP:Iteration 6Q (99.719472 sec): 3 clusters Score: Raw -566761.577626 + Penalty 379.061743 = -566382.515883 nChanged 290 SP:Iteration 7Q (99.740382 sec): 3 clusters Score: Raw -567013.546918 + Penalty 415.230159 = -566598.316759 nChanged 182 SP:Iteration 8Q (99.762087 sec): 3 clusters Score: Raw -567175.193262 + Penalty 514.792639 = -566660.400623 nChanged 96 SP:Iteration 9Q (99.782645 sec): 3 clusters Score: Raw -567268.833709 + Penalty 639.630669 = -566629.203040 nChanged 26 SP:Iteration 10F (99.807931 sec): 3 clusters Score: Raw -567298.273976 + Penalty 719.897400 = -566578.376576 nChanged 11 SP:Iteration 11F (99.833254 sec): 3 clusters Score: Raw -567314.950066 + Penalty 725.792319 = -566589.157747 nChanged 1 SP:Iteration 12Q (99.852670 sec): 3 clusters Score: Raw -567315.028765 + Penalty 734.321933 = -566580.706832 nChanged 1 SP:Iteration 13F (99.877830 sec): 3 clusters Score: Raw -567315.204733 + Penalty 734.321933 = -566580.882800 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 3 (3703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (99.898510 sec): 2 clusters Score: Raw -162763.665949 + Penalty 340.696099 = -162422.969850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (99.905367 sec): 3 clusters Score: Raw -160456.088289 + Penalty 681.778731 = -159774.309558 nChanged 1665 SP:Iteration 1F (99.911988 sec): 3 clusters Score: Raw -161497.195631 + Penalty 685.475252 = -160811.720379 nChanged 434 SP:Iteration 2F (99.918603 sec): 3 clusters Score: Raw -161768.632049 + Penalty 691.753553 = -161076.878497 nChanged 308 SP:Iteration 3F (99.925229 sec): 3 clusters Score: Raw -161976.606646 + Penalty 702.134961 = -161274.471686 nChanged 235 SP:Iteration 4F (99.931971 sec): 3 clusters Score: Raw -162129.677280 + Penalty 712.436694 = -161417.240586 nChanged 185 SP:Iteration 5Q (99.938567 sec): 3 clusters Score: Raw -162260.815798 + Penalty 722.320147 = -161538.495651 nChanged 142 SP:Iteration 6Q (99.945159 sec): 3 clusters Score: Raw -162385.715727 + Penalty 731.793897 = -161653.921831 nChanged 123 SP:Iteration 7Q (99.951685 sec): 3 clusters Score: Raw -162487.359347 + Penalty 741.290052 = -161746.069295 nChanged 108 SP:Iteration 8Q (99.957989 sec): 3 clusters Score: Raw -162550.922631 + Penalty 749.228226 = -161801.694405 nChanged 83 SP:Iteration 9Q (99.964131 sec): 3 clusters Score: Raw -162585.783599 + Penalty 759.676471 = -161826.107129 nChanged 70 SP:Iteration 10F (99.970704 sec): 3 clusters Score: Raw -162617.905786 + Penalty 766.207725 = -161851.698062 nChanged 63 SP:Iteration 11Q (99.976681 sec): 3 clusters Score: Raw -162649.489728 + Penalty 772.764040 = -161876.725688 nChanged 43 SP:Iteration 12Q (99.982882 sec): 3 clusters Score: Raw -162664.457840 + Penalty 779.212941 = -161885.244900 nChanged 35 SP:Iteration 13Q (99.988862 sec): 3 clusters Score: Raw -162678.718824 + Penalty 785.471618 = -161893.247205 nChanged 38 SP:Iteration 14Q (99.994654 sec): 3 clusters Score: Raw -162698.227672 + Penalty 790.358839 = -161907.868834 nChanged 35 SP:Iteration 15Q (100.000522 sec): 3 clusters Score: Raw -162714.399481 + Penalty 798.589693 = -161915.809788 nChanged 29 SP:Iteration 16Q (100.006234 sec): 3 clusters Score: Raw -162728.313856 + Penalty 807.238786 = -161921.075070 nChanged 25 SP:Iteration 17Q (100.012144 sec): 3 clusters Score: Raw -162744.362650 + Penalty 817.100801 = -161927.261849 nChanged 24 SP:Iteration 18Q (100.017891 sec): 3 clusters Score: Raw -162757.509822 + Penalty 823.078648 = -161934.431174 nChanged 17 SP:Iteration 19Q (100.023485 sec): 3 clusters Score: Raw -162764.637938 + Penalty 828.723892 = -161935.914046 nChanged 12 SP:Iteration 20F (100.030274 sec): 3 clusters Score: Raw -162767.486244 + Penalty 831.978396 = -161935.507848 nChanged 13 SP:Iteration 21F (100.037037 sec): 3 clusters Score: Raw -162772.218778 + Penalty 834.299609 = -161937.919169 nChanged 7 SP:Iteration 22Q (100.042585 sec): 3 clusters Score: Raw -162775.859466 + Penalty 837.174866 = -161938.684600 nChanged 12 SP:Iteration 23Q (100.048158 sec): 3 clusters Score: Raw -162782.312482 + Penalty 843.399537 = -161938.912945 nChanged 8 SP:Iteration 24Q (100.053671 sec): 3 clusters Score: Raw -162788.381967 + Penalty 847.034867 = -161941.347100 nChanged 10 SP:Iteration 25Q (100.059157 sec): 3 clusters Score: Raw -162794.102081 + Penalty 849.118098 = -161944.983983 nChanged 9 SP:Iteration 26Q (100.064626 sec): 3 clusters Score: Raw -162797.261111 + Penalty 852.954735 = -161944.306376 nChanged 6 SP:Iteration 27F (100.071207 sec): 3 clusters Score: Raw -162800.512943 + Penalty 856.447332 = -161944.065611 nChanged 9 SP:Iteration 28F (100.077785 sec): 3 clusters Score: Raw -162804.002630 + Penalty 858.889080 = -161945.113550 nChanged 4 SP:Iteration 29Q (100.083434 sec): 3 clusters Score: Raw -162804.955777 + Penalty 858.139186 = -161946.816591 nChanged 2 SP:Iteration 30F (100.090421 sec): 3 clusters Score: Raw -162805.685901 + Penalty 858.139186 = -161947.546715 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 5 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.096749 sec): 2 clusters Score: Raw -30192.969819 + Penalty 169.881186 = -30023.088633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.098132 sec): 3 clusters Score: Raw -29778.477677 + Penalty 353.320545 = -29425.157132 nChanged 295 SP:Iteration 1F (100.099529 sec): 3 clusters Score: Raw -29950.750698 + Penalty 372.495724 = -29578.254974 nChanged 93 SP:Iteration 2F (100.100925 sec): 3 clusters Score: Raw -30041.917618 + Penalty 397.594723 = -29644.322894 nChanged 88 SP:Iteration 3F (100.102343 sec): 3 clusters Score: Raw -30163.913619 + Penalty 403.867258 = -29760.046361 nChanged 39 SP:Iteration 4F (100.103693 sec): 3 clusters Score: Raw -30229.020392 + Penalty 401.493926 = -29827.526465 nChanged 17 SP:Iteration 5Q (100.104966 sec): 3 clusters Score: Raw -30240.308162 + Penalty 402.937818 = -29837.370344 nChanged 6 SP:Iteration 6Q (100.106210 sec): 3 clusters Score: Raw -30241.525284 + Penalty 402.715256 = -29838.810028 nChanged 1 SP:Iteration 7Q (100.107446 sec): 3 clusters Score: Raw -30241.614692 + Penalty 402.715256 = -29838.899436 nChanged 0 SP:Iteration 8F (100.108818 sec): 3 clusters Score: Raw -30241.614692 + Penalty 402.715256 = -29838.899436 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 6 (4300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.128149 sec): 2 clusters Score: Raw -210864.428791 + Penalty 390.157765 = -210474.271026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.136068 sec): 3 clusters Score: Raw -207996.865850 + Penalty 779.304388 = -207217.561462 nChanged 1930 SP:Iteration 1F (100.143882 sec): 3 clusters Score: Raw -209195.394740 + Penalty 788.658504 = -208406.736235 nChanged 626 SP:Iteration 2F (100.151569 sec): 3 clusters Score: Raw -209630.427538 + Penalty 805.338193 = -208825.089345 nChanged 407 SP:Iteration 3F (100.159351 sec): 3 clusters Score: Raw -209941.757977 + Penalty 818.960573 = -209122.797404 nChanged 296 SP:Iteration 4F (100.167015 sec): 3 clusters Score: Raw -210140.528652 + Penalty 828.425128 = -209312.103524 nChanged 227 SP:Iteration 5F (100.174664 sec): 3 clusters Score: Raw -210263.919887 + Penalty 832.509324 = -209431.410563 nChanged 174 SP:Iteration 6Q (100.182207 sec): 3 clusters Score: Raw -210353.531809 + Penalty 836.667127 = -209516.864682 nChanged 149 SP:Iteration 7Q (100.189795 sec): 3 clusters Score: Raw -210428.909750 + Penalty 834.889349 = -209594.020402 nChanged 142 SP:Iteration 8Q (100.197374 sec): 3 clusters Score: Raw -210498.007819 + Penalty 833.635056 = -209664.372763 nChanged 120 SP:Iteration 9Q (100.204723 sec): 3 clusters Score: Raw -210545.346055 + Penalty 833.819322 = -209711.526733 nChanged 106 SP:Iteration 10F (100.212381 sec): 3 clusters Score: Raw -210579.024604 + Penalty 834.511051 = -209744.513553 nChanged 93 SP:Iteration 11Q (100.219369 sec): 3 clusters Score: Raw -210604.985439 + Penalty 836.742768 = -209768.242672 nChanged 80 SP:Iteration 12Q (100.226456 sec): 3 clusters Score: Raw -210625.390442 + Penalty 832.392942 = -209792.997499 nChanged 68 SP:Iteration 13Q (100.233668 sec): 3 clusters Score: Raw -210644.357648 + Penalty 833.286623 = -209811.071025 nChanged 67 SP:Iteration 14Q (100.240710 sec): 3 clusters Score: Raw -210661.681928 + Penalty 834.272410 = -209827.409518 nChanged 68 SP:Iteration 15Q (100.247266 sec): 3 clusters Score: Raw -210677.006628 + Penalty 840.703691 = -209836.302938 nChanged 65 SP:Iteration 16Q (100.253746 sec): 3 clusters Score: Raw -210695.804582 + Penalty 841.107674 = -209854.696909 nChanged 64 SP:Iteration 17Q (100.260240 sec): 3 clusters Score: Raw -210710.738589 + Penalty 841.013171 = -209869.725418 nChanged 57 SP:Iteration 18Q (100.266549 sec): 3 clusters Score: Raw -210729.683258 + Penalty 836.591724 = -209893.091534 nChanged 54 SP:Iteration 19Q (100.272797 sec): 3 clusters Score: Raw -210754.240627 + Penalty 835.898300 = -209918.342327 nChanged 56 SP:Iteration 20F (100.280445 sec): 3 clusters Score: Raw -210785.956662 + Penalty 840.378878 = -209945.577784 nChanged 46 SP:Iteration 21Q (100.286576 sec): 3 clusters Score: Raw -210830.339627 + Penalty 912.824031 = -209917.515596 nChanged 31 SP:Iteration 22F (100.294358 sec): 3 clusters Score: Raw -210874.381060 + Penalty 1039.455737 = -209834.925324 nChanged 5 SP:Iteration 23F (100.301966 sec): 3 clusters Score: Raw -210881.911689 + Penalty 1090.293495 = -209791.618194 nChanged 1 SP:Iteration 24F (100.309697 sec): 3 clusters Score: Raw -210885.792662 + Penalty 1090.293495 = -209795.499167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 7 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.314773 sec): 2 clusters Score: Raw -19825.166352 + Penalty 186.886176 = -19638.280176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.315806 sec): 3 clusters Score: Raw -19569.729565 + Penalty 374.030754 = -19195.698810 nChanged 185 SP:Iteration 1F (100.316825 sec): 3 clusters Score: Raw -19707.406298 + Penalty 375.314986 = -19332.091312 nChanged 42 SP:Iteration 2F (100.317836 sec): 3 clusters Score: Raw -19739.988563 + Penalty 376.714263 = -19363.274300 nChanged 27 SP:Iteration 3F (100.318848 sec): 3 clusters Score: Raw -19761.343588 + Penalty 378.258142 = -19383.085446 nChanged 23 SP:Iteration 4Q (100.319847 sec): 3 clusters Score: Raw -19779.288229 + Penalty 380.076350 = -19399.211879 nChanged 18 SP:Iteration 5Q (100.320844 sec): 3 clusters Score: Raw -19789.057782 + Penalty 380.350317 = -19408.707465 nChanged 10 SP:Iteration 6Q (100.321840 sec): 3 clusters Score: Raw -19793.663510 + Penalty 378.768965 = -19414.894546 nChanged 15 SP:Iteration 7Q (100.322835 sec): 3 clusters Score: Raw -19802.554234 + Penalty 377.478375 = -19425.075859 nChanged 17 SP:Iteration 8Q (100.323829 sec): 3 clusters Score: Raw -19813.127944 + Penalty 377.655002 = -19435.472943 nChanged 13 SP:Iteration 9Q (100.324826 sec): 3 clusters Score: Raw -19825.243057 + Penalty 375.794455 = -19449.448602 nChanged 20 SP:Iteration 10F (100.325832 sec): 3 clusters Score: Raw -19837.773989 + Penalty 378.058408 = -19459.715581 nChanged 7 SP:Iteration 11Q (100.326835 sec): 3 clusters Score: Raw -19841.114793 + Penalty 380.749412 = -19460.365380 nChanged 6 SP:Iteration 12Q (100.327840 sec): 3 clusters Score: Raw -19843.031275 + Penalty 383.405217 = -19459.626058 nChanged 5 SP:Iteration 13F (100.328846 sec): 3 clusters Score: Raw -19845.352591 + Penalty 384.522891 = -19460.829701 nChanged 2 SP:Iteration 14Q (100.329845 sec): 3 clusters Score: Raw -19845.887849 + Penalty 384.522891 = -19461.364959 nChanged 0 SP:Iteration 15F (100.330852 sec): 3 clusters Score: Raw -19845.887849 + Penalty 384.522891 = -19461.364959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 9 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.332465 sec): 2 clusters Score: Raw -20135.679383 + Penalty 772.550416 = -19363.128967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.333372 sec): 3 clusters Score: Raw -19904.632319 + Penalty 1547.614065 = -18357.018254 nChanged 107 SP:Iteration 1F (100.334269 sec): 3 clusters Score: Raw -20062.214134 + Penalty 1549.003541 = -18513.210593 nChanged 30 SP:Iteration 2F (100.335166 sec): 3 clusters Score: Raw -20134.869498 + Penalty 1549.540146 = -18585.329352 nChanged 28 SP:Iteration 3F (100.336069 sec): 3 clusters Score: Raw -20189.783480 + Penalty 1549.848198 = -18639.935282 nChanged 14 SP:Iteration 4Q (100.336954 sec): 3 clusters Score: Raw -20219.521512 + Penalty 1548.658563 = -18670.862949 nChanged 10 SP:Iteration 5Q (100.337810 sec): 3 clusters Score: Raw -20252.700603 + Penalty 1549.466667 = -18703.233936 nChanged 11 SP:Iteration 6Q (100.338650 sec): 3 clusters Score: Raw -20266.236281 + Penalty 1549.466667 = -18716.769614 nChanged 0 SP:Iteration 7F (100.339577 sec): 3 clusters Score: Raw -20266.236281 + Penalty 1549.466667 = -18716.769614 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 10 (1071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.344990 sec): 2 clusters Score: Raw -42697.599758 + Penalty 318.281121 = -42379.318637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.347058 sec): 3 clusters Score: Raw -42072.358234 + Penalty 627.875413 = -41444.482821 nChanged 452 SP:Iteration 1F (100.349087 sec): 3 clusters Score: Raw -42411.083082 + Penalty 631.851086 = -41779.231996 nChanged 167 SP:Iteration 2F (100.351116 sec): 3 clusters Score: Raw -42538.735653 + Penalty 635.510663 = -41903.224990 nChanged 82 SP:Iteration 3F (100.353136 sec): 3 clusters Score: Raw -42595.278236 + Penalty 638.256805 = -41957.021430 nChanged 48 SP:Iteration 4Q (100.355103 sec): 3 clusters Score: Raw -42622.260390 + Penalty 641.242072 = -41981.018318 nChanged 35 SP:Iteration 5Q (100.357068 sec): 3 clusters Score: Raw -42658.433912 + Penalty 648.582929 = -42009.850983 nChanged 40 SP:Iteration 6Q (100.359018 sec): 3 clusters Score: Raw -42705.745550 + Penalty 657.810710 = -42047.934839 nChanged 32 SP:Iteration 7Q (100.360948 sec): 3 clusters Score: Raw -42737.921977 + Penalty 663.615510 = -42074.306466 nChanged 28 SP:Iteration 8Q (100.362855 sec): 3 clusters Score: Raw -42755.590202 + Penalty 669.916769 = -42085.673433 nChanged 22 SP:Iteration 9Q (100.364742 sec): 3 clusters Score: Raw -42769.673930 + Penalty 673.665738 = -42096.008193 nChanged 19 SP:Iteration 10F (100.366768 sec): 3 clusters Score: Raw -42779.512998 + Penalty 677.253546 = -42102.259453 nChanged 16 SP:Iteration 11Q (100.368627 sec): 3 clusters Score: Raw -42785.825699 + Penalty 678.590660 = -42107.235039 nChanged 11 SP:Iteration 12Q (100.370470 sec): 3 clusters Score: Raw -42790.050969 + Penalty 680.900223 = -42109.150746 nChanged 7 SP:Iteration 13Q (100.372303 sec): 3 clusters Score: Raw -42791.918156 + Penalty 681.995216 = -42109.922941 nChanged 4 SP:Iteration 14Q (100.374129 sec): 3 clusters Score: Raw -42793.446725 + Penalty 683.879846 = -42109.566880 nChanged 4 SP:Iteration 15F (100.376183 sec): 3 clusters Score: Raw -42794.604000 + Penalty 685.285819 = -42109.318180 nChanged 2 SP:Iteration 16F (100.378256 sec): 3 clusters Score: Raw -42795.139285 + Penalty 687.885447 = -42107.253838 nChanged 6 SP:Iteration 17F (100.380311 sec): 3 clusters Score: Raw -42796.821083 + Penalty 688.792713 = -42108.028371 nChanged 2 SP:Iteration 18Q (100.382128 sec): 3 clusters Score: Raw -42797.290345 + Penalty 690.411319 = -42106.879026 nChanged 6 SP:Iteration 19F (100.384198 sec): 3 clusters Score: Raw -42798.925140 + Penalty 691.540290 = -42107.384850 nChanged 4 SP:Iteration 20F (100.386304 sec): 3 clusters Score: Raw -42800.047802 + Penalty 693.542488 = -42106.505313 nChanged 6 SP:Iteration 21F (100.388494 sec): 3 clusters Score: Raw -42801.647627 + Penalty 695.204172 = -42106.443455 nChanged 6 SP:Iteration 22F (100.390729 sec): 3 clusters Score: Raw -42804.792527 + Penalty 696.516396 = -42108.276131 nChanged 4 SP:Iteration 23Q (100.392661 sec): 3 clusters Score: Raw -42806.739350 + Penalty 697.929665 = -42108.809685 nChanged 4 SP:Iteration 24Q (100.394750 sec): 3 clusters Score: Raw -42808.175718 + Penalty 701.228056 = -42106.947662 nChanged 6 SP:Iteration 25F (100.397012 sec): 3 clusters Score: Raw -42809.786686 + Penalty 702.645633 = -42107.141053 nChanged 3 SP:Iteration 26Q (100.398914 sec): 3 clusters Score: Raw -42810.466134 + Penalty 703.375045 = -42107.091089 nChanged 3 SP:Iteration 27F (100.401020 sec): 3 clusters Score: Raw -42812.268171 + Penalty 704.955623 = -42107.312548 nChanged 4 SP:Iteration 28Q (100.402903 sec): 3 clusters Score: Raw -42816.885458 + Penalty 703.942709 = -42112.942749 nChanged 8 SP:Iteration 29Q (100.404846 sec): 3 clusters Score: Raw -42823.464119 + Penalty 703.796673 = -42119.667446 nChanged 4 SP:Iteration 30F (100.407004 sec): 3 clusters Score: Raw -42825.227184 + Penalty 702.885742 = -42122.341443 nChanged 3 SP:Iteration 31Q (100.408898 sec): 3 clusters Score: Raw -42825.900501 + Penalty 702.885742 = -42123.014759 nChanged 0 SP:Iteration 32F (100.411006 sec): 3 clusters Score: Raw -42825.900501 + Penalty 702.885742 = -42123.014759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 12 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.413067 sec): 2 clusters Score: Raw -24408.576326 + Penalty 555.507764 = -23853.068561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.414170 sec): 3 clusters Score: Raw -24005.450071 + Penalty 1112.517031 = -22892.933041 nChanged 143 SP:Iteration 1F (100.415259 sec): 3 clusters Score: Raw -24161.690786 + Penalty 1120.553661 = -23041.137125 nChanged 71 SP:Iteration 2F (100.416358 sec): 3 clusters Score: Raw -24280.888513 + Penalty 1130.056342 = -23150.832171 nChanged 57 SP:Iteration 3F (100.417456 sec): 3 clusters Score: Raw -24376.425220 + Penalty 1125.291248 = -23251.133971 nChanged 34 SP:Iteration 4F (100.418555 sec): 3 clusters Score: Raw -24430.938649 + Penalty 1123.149680 = -23307.788969 nChanged 20 SP:Iteration 5Q (100.419617 sec): 3 clusters Score: Raw -24458.840281 + Penalty 1118.942640 = -23339.897641 nChanged 11 SP:Iteration 6Q (100.420648 sec): 3 clusters Score: Raw -24472.352732 + Penalty 1104.668083 = -23367.684648 nChanged 6 SP:Iteration 7Q (100.421643 sec): 3 clusters Score: Raw -24487.773427 + Penalty 1103.477954 = -23384.295473 nChanged 3 SP:Iteration 8Q (100.422616 sec): 3 clusters Score: Raw -24493.599948 + Penalty 1105.707608 = -23387.892340 nChanged 1 SP:Iteration 9Q (100.423561 sec): 3 clusters Score: Raw -24496.224283 + Penalty 1103.812211 = -23392.412072 nChanged 1 SP:Iteration 10F (100.424665 sec): 3 clusters Score: Raw -24497.522819 + Penalty 1102.300150 = -23395.222669 nChanged 2 SP:Iteration 11Q (100.425608 sec): 3 clusters Score: Raw -24508.289439 + Penalty 1096.320887 = -23411.968552 nChanged 1 SP:Iteration 12Q (100.426541 sec): 3 clusters Score: Raw -24511.151494 + Penalty 1096.830567 = -23414.320928 nChanged 1 SP:Iteration 13Q (100.427493 sec): 3 clusters Score: Raw -24512.924916 + Penalty 1096.830567 = -23416.094350 nChanged 0 SP:Iteration 14F (100.428598 sec): 3 clusters Score: Raw -24512.924916 + Penalty 1096.830567 = -23416.094350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 13 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.430498 sec): 2 clusters Score: Raw -24187.745754 + Penalty 567.411665 = -23620.334090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.431678 sec): 3 clusters Score: Raw -23802.581479 + Penalty 1132.149032 = -22670.432447 nChanged 168 SP:Iteration 1F (100.432839 sec): 3 clusters Score: Raw -24016.500397 + Penalty 1128.173896 = -22888.326501 nChanged 64 SP:Iteration 2F (100.433996 sec): 3 clusters Score: Raw -24151.062537 + Penalty 1125.909005 = -23025.153532 nChanged 40 SP:Iteration 3F (100.435184 sec): 3 clusters Score: Raw -24231.095194 + Penalty 1126.182323 = -23104.912871 nChanged 23 SP:Iteration 4Q (100.436284 sec): 3 clusters Score: Raw -24260.928932 + Penalty 1126.568103 = -23134.360828 nChanged 12 SP:Iteration 5Q (100.437392 sec): 3 clusters Score: Raw -24277.224556 + Penalty 1127.086530 = -23150.138026 nChanged 10 SP:Iteration 6Q (100.438486 sec): 3 clusters Score: Raw -24290.083614 + Penalty 1128.967510 = -23161.116104 nChanged 8 SP:Iteration 7Q (100.439564 sec): 3 clusters Score: Raw -24311.731105 + Penalty 1130.939637 = -23180.791468 nChanged 9 SP:Iteration 8Q (100.440635 sec): 3 clusters Score: Raw -24321.563807 + Penalty 1132.103099 = -23189.460708 nChanged 5 SP:Iteration 9Q (100.441702 sec): 3 clusters Score: Raw -24325.799649 + Penalty 1132.341425 = -23193.458224 nChanged 1 SP:Iteration 10F (100.442859 sec): 3 clusters Score: Raw -24326.198197 + Penalty 1132.616412 = -23193.581785 nChanged 1 SP:Iteration 11Q (100.443923 sec): 3 clusters Score: Raw -24327.539098 + Penalty 1132.616412 = -23194.922687 nChanged 0 SP:Iteration 12F (100.445079 sec): 3 clusters Score: Raw -24327.539098 + Penalty 1132.616412 = -23194.922687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 16 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.446930 sec): 2 clusters Score: Raw -24242.764631 + Penalty 790.422876 = -23452.341756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.448020 sec): 3 clusters Score: Raw -23926.985268 + Penalty 1583.449163 = -22343.536105 nChanged 128 SP:Iteration 1F (100.449086 sec): 3 clusters Score: Raw -24095.934834 + Penalty 1589.103333 = -22506.831502 nChanged 48 SP:Iteration 2F (100.450148 sec): 3 clusters Score: Raw -24162.862005 + Penalty 1589.877292 = -22572.984713 nChanged 22 SP:Iteration 3Q (100.451177 sec): 3 clusters Score: Raw -24190.552394 + Penalty 1584.976193 = -22605.576201 nChanged 16 SP:Iteration 4Q (100.452191 sec): 3 clusters Score: Raw -24211.299015 + Penalty 1586.970911 = -22624.328104 nChanged 9 SP:Iteration 5Q (100.453195 sec): 3 clusters Score: Raw -24223.413241 + Penalty 1589.934340 = -22633.478901 nChanged 4 SP:Iteration 6Q (100.454186 sec): 3 clusters Score: Raw -24225.815735 + Penalty 1583.945881 = -22641.869854 nChanged 6 SP:Iteration 7Q (100.455173 sec): 3 clusters Score: Raw -24236.609327 + Penalty 1583.174868 = -22653.434459 nChanged 4 SP:Iteration 8Q (100.456157 sec): 3 clusters Score: Raw -24243.538300 + Penalty 1583.397643 = -22660.140657 nChanged 2 SP:Iteration 9Q (100.457137 sec): 3 clusters Score: Raw -24248.221315 + Penalty 1581.085551 = -22667.135764 nChanged 4 SP:Iteration 10F (100.458185 sec): 3 clusters Score: Raw -24256.871313 + Penalty 1580.817384 = -22676.053929 nChanged 2 SP:Iteration 11Q (100.459155 sec): 3 clusters Score: Raw -24263.240606 + Penalty 1578.514085 = -22684.726521 nChanged 2 SP:Iteration 12Q (100.460118 sec): 3 clusters Score: Raw -24264.793380 + Penalty 1578.559779 = -22686.233601 nChanged 1 SP:Iteration 13Q (100.461079 sec): 3 clusters Score: Raw -24269.823973 + Penalty 1578.559779 = -22691.264193 nChanged 0 SP:Iteration 14F (100.462126 sec): 3 clusters Score: Raw -24269.823973 + Penalty 1578.559779 = -22691.264193 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.464481 sec): 2 clusters Score: Raw -34430.591583 + Penalty 680.596587 = -33749.994996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.465905 sec): 3 clusters Score: Raw -33964.075959 + Penalty 1359.076124 = -32604.999835 nChanged 205 SP:Iteration 1F (100.467324 sec): 3 clusters Score: Raw -34138.512682 + Penalty 1358.508501 = -32780.004181 nChanged 66 SP:Iteration 2F (100.468729 sec): 3 clusters Score: Raw -34217.022683 + Penalty 1361.576007 = -32855.446676 nChanged 66 SP:Iteration 3F (100.470139 sec): 3 clusters Score: Raw -34291.896932 + Penalty 1361.805608 = -32930.091324 nChanged 31 SP:Iteration 4Q (100.471567 sec): 3 clusters Score: Raw -34318.988425 + Penalty 1360.272888 = -32958.715536 nChanged 25 SP:Iteration 5Q (100.472939 sec): 3 clusters Score: Raw -34344.051438 + Penalty 1360.497204 = -32983.554234 nChanged 19 SP:Iteration 6Q (100.474292 sec): 3 clusters Score: Raw -34364.068015 + Penalty 1362.881493 = -33001.186522 nChanged 21 SP:Iteration 7Q (100.475608 sec): 3 clusters Score: Raw -34383.358141 + Penalty 1368.714599 = -33014.643543 nChanged 23 SP:Iteration 8Q (100.477019 sec): 3 clusters Score: Raw -34408.996088 + Penalty 1374.755147 = -33034.240941 nChanged 16 SP:Iteration 9Q (100.478311 sec): 3 clusters Score: Raw -34433.383850 + Penalty 1384.886599 = -33048.497251 nChanged 10 SP:Iteration 10F (100.479742 sec): 3 clusters Score: Raw -34449.176749 + Penalty 1395.691107 = -33053.485642 nChanged 6 SP:Iteration 11Q (100.480975 sec): 3 clusters Score: Raw -34455.068983 + Penalty 1397.694810 = -33057.374173 nChanged 1 SP:Iteration 12Q (100.482191 sec): 3 clusters Score: Raw -34454.170728 + Penalty 1399.942913 = -33054.227816 nChanged 1 SP:Iteration 13F (100.483628 sec): 3 clusters Score: Raw -34454.483467 + Penalty 1402.642315 = -33051.841152 nChanged 3 SP:Iteration 14F (100.485059 sec): 3 clusters Score: Raw -34457.228618 + Penalty 1403.079495 = -33054.149122 nChanged 4 SP:Iteration 15Q (100.486269 sec): 3 clusters Score: Raw -34461.062312 + Penalty 1405.917745 = -33055.144567 nChanged 2 SP:Iteration 16Q (100.487465 sec): 3 clusters Score: Raw -34463.082227 + Penalty 1408.821704 = -33054.260523 nChanged 1 SP:Iteration 17F (100.488875 sec): 3 clusters Score: Raw -34465.425404 + Penalty 1408.821704 = -33056.603699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 19 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.490778 sec): 2 clusters Score: Raw -20503.144692 + Penalty 519.771393 = -19983.373300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.491818 sec): 3 clusters Score: Raw -20318.412494 + Penalty 1042.191763 = -19276.220731 nChanged 140 SP:Iteration 1F (100.492859 sec): 3 clusters Score: Raw -20433.113749 + Penalty 1049.777804 = -19383.335945 nChanged 50 SP:Iteration 2F (100.493875 sec): 3 clusters Score: Raw -20490.997011 + Penalty 1059.493122 = -19431.503889 nChanged 29 SP:Iteration 3F (100.494887 sec): 3 clusters Score: Raw -20530.310691 + Penalty 1067.015691 = -19463.295000 nChanged 16 SP:Iteration 4Q (100.495890 sec): 3 clusters Score: Raw -20552.338414 + Penalty 1073.366382 = -19478.972032 nChanged 15 SP:Iteration 5Q (100.496911 sec): 3 clusters Score: Raw -20571.317058 + Penalty 1076.392306 = -19494.924752 nChanged 7 SP:Iteration 6Q (100.497904 sec): 3 clusters Score: Raw -20576.812210 + Penalty 1077.433428 = -19499.378782 nChanged 5 SP:Iteration 7Q (100.498892 sec): 3 clusters Score: Raw -20581.393036 + Penalty 1079.035583 = -19502.357453 nChanged 4 SP:Iteration 8Q (100.499879 sec): 3 clusters Score: Raw -20584.170785 + Penalty 1080.404921 = -19503.765864 nChanged 3 SP:Iteration 9Q (100.500864 sec): 3 clusters Score: Raw -20586.138460 + Penalty 1078.313362 = -19507.825099 nChanged 2 SP:Iteration 10F (100.501870 sec): 3 clusters Score: Raw -20587.966190 + Penalty 1078.313362 = -19509.652829 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 20 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.511604 sec): 2 clusters Score: Raw -96281.445728 + Penalty 767.744032 = -95513.701696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.515381 sec): 3 clusters Score: Raw -94975.567332 + Penalty 1535.297122 = -93440.270209 nChanged 752 SP:Iteration 1F (100.519079 sec): 3 clusters Score: Raw -95454.313853 + Penalty 1534.616541 = -93919.697312 nChanged 223 SP:Iteration 2F (100.522793 sec): 3 clusters Score: Raw -95630.142915 + Penalty 1533.883805 = -94096.259110 nChanged 142 SP:Iteration 3F (100.526527 sec): 3 clusters Score: Raw -95772.447475 + Penalty 1532.569986 = -94239.877488 nChanged 121 SP:Iteration 4F (100.530256 sec): 3 clusters Score: Raw -95927.180210 + Penalty 1530.655630 = -94396.524581 nChanged 130 SP:Iteration 5F (100.533954 sec): 3 clusters Score: Raw -96100.721480 + Penalty 1531.172816 = -94569.548664 nChanged 87 SP:Iteration 6Q (100.537607 sec): 3 clusters Score: Raw -96189.216536 + Penalty 1533.619622 = -94655.596914 nChanged 69 SP:Iteration 7Q (100.541304 sec): 3 clusters Score: Raw -96242.740796 + Penalty 1536.515714 = -94706.225083 nChanged 51 SP:Iteration 8Q (100.544873 sec): 3 clusters Score: Raw -96272.892722 + Penalty 1539.287029 = -94733.605693 nChanged 37 SP:Iteration 9Q (100.548429 sec): 3 clusters Score: Raw -96292.781080 + Penalty 1543.068505 = -94749.712575 nChanged 34 SP:Iteration 10F (100.552110 sec): 3 clusters Score: Raw -96310.854526 + Penalty 1546.812261 = -94764.042264 nChanged 30 SP:Iteration 11Q (100.555644 sec): 3 clusters Score: Raw -96327.365844 + Penalty 1550.982098 = -94776.383746 nChanged 29 SP:Iteration 12Q (100.559180 sec): 3 clusters Score: Raw -96343.685205 + Penalty 1555.053563 = -94788.631642 nChanged 25 SP:Iteration 13Q (100.562699 sec): 3 clusters Score: Raw -96354.294113 + Penalty 1557.146414 = -94797.147699 nChanged 13 SP:Iteration 14Q (100.566214 sec): 3 clusters Score: Raw -96359.005325 + Penalty 1558.571393 = -94800.433932 nChanged 11 SP:Iteration 15Q (100.569722 sec): 3 clusters Score: Raw -96361.843051 + Penalty 1560.420372 = -94801.422679 nChanged 10 SP:Iteration 16Q (100.573221 sec): 3 clusters Score: Raw -96364.580114 + Penalty 1561.421661 = -94803.158453 nChanged 6 SP:Iteration 17Q (100.576721 sec): 3 clusters Score: Raw -96365.008813 + Penalty 1562.203853 = -94802.804960 nChanged 4 SP:Iteration 18F (100.580384 sec): 3 clusters Score: Raw -96365.743435 + Penalty 1562.607613 = -94803.135822 nChanged 2 SP:Iteration 19Q (100.583903 sec): 3 clusters Score: Raw -96366.351205 + Penalty 1562.833960 = -94803.517244 nChanged 1 SP:Iteration 20F (100.587569 sec): 3 clusters Score: Raw -96366.441204 + Penalty 1563.353355 = -94803.087849 nChanged 3 SP:Iteration 21F (100.591270 sec): 3 clusters Score: Raw -96366.674911 + Penalty 1563.834126 = -94802.840785 nChanged 2 SP:Iteration 22F (100.594973 sec): 3 clusters Score: Raw -96366.891491 + Penalty 1564.666468 = -94802.225023 nChanged 4 SP:Iteration 23F (100.598716 sec): 3 clusters Score: Raw -96367.039212 + Penalty 1565.550630 = -94801.488583 nChanged 4 SP:Iteration 24F (100.602626 sec): 3 clusters Score: Raw -96367.115051 + Penalty 1566.052491 = -94801.062560 nChanged 3 SP:Iteration 25F (100.606317 sec): 3 clusters Score: Raw -96367.307229 + Penalty 1567.061134 = -94800.246095 nChanged 5 SP:Iteration 26F (100.610037 sec): 3 clusters Score: Raw -96367.664491 + Penalty 1567.945112 = -94799.719379 nChanged 4 SP:Iteration 27F (100.613738 sec): 3 clusters Score: Raw -96367.677577 + Penalty 1568.202984 = -94799.474593 nChanged 1 SP:Iteration 28F (100.617400 sec): 3 clusters Score: Raw -96367.608084 + Penalty 1568.696097 = -94798.911988 nChanged 2 SP:Iteration 29F (100.621056 sec): 3 clusters Score: Raw -96367.625886 + Penalty 1569.143558 = -94798.482328 nChanged 2 SP:Iteration 30F (100.624713 sec): 3 clusters Score: Raw -96367.689438 + Penalty 1569.938679 = -94797.750759 nChanged 3 SP:Iteration 31F (100.628375 sec): 3 clusters Score: Raw -96368.675382 + Penalty 1571.589191 = -94797.086192 nChanged 6 SP:Iteration 32F (100.632120 sec): 3 clusters Score: Raw -96370.858818 + Penalty 1573.444931 = -94797.413886 nChanged 8 SP:Iteration 33Q (100.635657 sec): 3 clusters Score: Raw -96372.479968 + Penalty 1575.199645 = -94797.280323 nChanged 9 SP:Iteration 34F (100.639439 sec): 3 clusters Score: Raw -96373.773395 + Penalty 1577.095276 = -94796.678119 nChanged 10 SP:Iteration 35F (100.643109 sec): 3 clusters Score: Raw -96374.809602 + Penalty 1578.489092 = -94796.320510 nChanged 9 SP:Iteration 36F (100.646768 sec): 3 clusters Score: Raw -96376.932673 + Penalty 1579.488495 = -94797.444178 nChanged 6 SP:Iteration 37Q (100.650301 sec): 3 clusters Score: Raw -96379.265691 + Penalty 1582.162783 = -94797.102908 nChanged 11 SP:Iteration 38F (100.653952 sec): 3 clusters Score: Raw -96382.633543 + Penalty 1583.802029 = -94798.831514 nChanged 10 SP:Iteration 39Q (100.657495 sec): 3 clusters Score: Raw -96386.224950 + Penalty 1585.542167 = -94800.682783 nChanged 9 SP:Iteration 40F (100.661149 sec): 3 clusters Score: Raw -96387.549976 + Penalty 1586.921054 = -94800.628921 nChanged 8 SP:Iteration 41F (100.664829 sec): 3 clusters Score: Raw -96388.287988 + Penalty 1589.645478 = -94798.642510 nChanged 11 SP:Iteration 42F (100.668478 sec): 3 clusters Score: Raw -96390.068076 + Penalty 1592.422010 = -94797.646066 nChanged 13 SP:Iteration 43F (100.672120 sec): 3 clusters Score: Raw -96393.503981 + Penalty 1594.649235 = -94798.854746 nChanged 9 SP:Iteration 44Q (100.675621 sec): 3 clusters Score: Raw -96394.943921 + Penalty 1596.572236 = -94798.371685 nChanged 9 SP:Iteration 45F (100.679266 sec): 3 clusters Score: Raw -96396.411258 + Penalty 1598.813879 = -94797.597379 nChanged 9 SP:Iteration 46F (100.682904 sec): 3 clusters Score: Raw -96399.043802 + Penalty 1601.958737 = -94797.085064 nChanged 13 SP:Iteration 47F (100.686542 sec): 3 clusters Score: Raw -96402.791326 + Penalty 1604.709424 = -94798.081902 nChanged 13 SP:Iteration 48Q (100.690033 sec): 3 clusters Score: Raw -96406.148039 + Penalty 1607.830728 = -94798.317311 nChanged 13 SP:Iteration 49Q (100.693514 sec): 3 clusters Score: Raw -96409.856533 + Penalty 1610.980506 = -94798.876026 nChanged 13 SP:Iteration 50F (100.697189 sec): 3 clusters Score: Raw -96414.055309 + Penalty 1613.716354 = -94800.338955 nChanged 13 SP:Iteration 51Q (100.700753 sec): 3 clusters Score: Raw -96414.726869 + Penalty 1616.608830 = -94798.118039 nChanged 10 SP:Iteration 52F (100.704495 sec): 3 clusters Score: Raw -96415.001588 + Penalty 1619.320779 = -94795.680809 nChanged 9 SP:Iteration 53F (100.708188 sec): 3 clusters Score: Raw -96415.484535 + Penalty 1621.302291 = -94794.182244 nChanged 7 SP:Iteration 54F (100.711943 sec): 3 clusters Score: Raw -96415.255290 + Penalty 1621.728605 = -94793.526684 nChanged 1 SP:Iteration 55F (100.715678 sec): 3 clusters Score: Raw -96415.346539 + Penalty 1621.985098 = -94793.361441 nChanged 2 SP:Iteration 56F (100.719298 sec): 3 clusters Score: Raw -96415.268099 + Penalty 1622.091709 = -94793.176391 nChanged 1 SP:Iteration 57F (100.722938 sec): 3 clusters Score: Raw -96415.289544 + Penalty 1622.731193 = -94792.558350 nChanged 3 SP:Iteration 58F (100.726563 sec): 3 clusters Score: Raw -96414.754301 + Penalty 1623.500579 = -94791.253722 nChanged 4 SP:Iteration 59F (100.730184 sec): 3 clusters Score: Raw -96414.819341 + Penalty 1623.679443 = -94791.139898 nChanged 1 SP:Iteration 60F (100.733807 sec): 3 clusters Score: Raw -96414.863524 + Penalty 1624.196132 = -94790.667392 nChanged 4 SP:Iteration 61F (100.737428 sec): 3 clusters Score: Raw -96415.480849 + Penalty 1624.221413 = -94791.259436 nChanged 4 SP:Iteration 62Q (100.740886 sec): 3 clusters Score: Raw -96416.931625 + Penalty 1624.935130 = -94791.996495 nChanged 5 SP:Iteration 63Q (100.744327 sec): 3 clusters Score: Raw -96418.715828 + Penalty 1626.396899 = -94792.318929 nChanged 10 SP:Iteration 64Q (100.747768 sec): 3 clusters Score: Raw -96421.041528 + Penalty 1626.222607 = -94794.818921 nChanged 6 SP:Iteration 65Q (100.751231 sec): 3 clusters Score: Raw -96422.529014 + Penalty 1626.176188 = -94796.352826 nChanged 2 SP:Iteration 66Q (100.754736 sec): 3 clusters Score: Raw -96423.309345 + Penalty 1626.248564 = -94797.060781 nChanged 1 SP:Iteration 67Q (100.758179 sec): 3 clusters Score: Raw -96423.282244 + Penalty 1626.248564 = -94797.033680 nChanged 0 SP:Iteration 68F (100.761800 sec): 3 clusters Score: Raw -96423.282244 + Penalty 1626.248564 = -94797.033680 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 22 (883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.768174 sec): 2 clusters Score: Raw -30969.376035 + Penalty 419.513995 = -30549.862039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.770005 sec): 3 clusters Score: Raw -30590.854165 + Penalty 846.213920 = -29744.640245 nChanged 354 SP:Iteration 1F (100.771791 sec): 3 clusters Score: Raw -31001.903201 + Penalty 865.744691 = -30136.158509 nChanged 120 SP:Iteration 2F (100.773529 sec): 3 clusters Score: Raw -31134.684318 + Penalty 872.358719 = -30262.325599 nChanged 57 SP:Iteration 3F (100.775269 sec): 3 clusters Score: Raw -31180.585499 + Penalty 873.486756 = -30307.098743 nChanged 25 SP:Iteration 4Q (100.776951 sec): 3 clusters Score: Raw -31204.010063 + Penalty 876.595293 = -30327.414769 nChanged 20 SP:Iteration 5Q (100.778622 sec): 3 clusters Score: Raw -31220.115373 + Penalty 877.446585 = -30342.668788 nChanged 11 SP:Iteration 6Q (100.780282 sec): 3 clusters Score: Raw -31226.788668 + Penalty 877.984620 = -30348.804048 nChanged 9 SP:Iteration 7Q (100.781958 sec): 3 clusters Score: Raw -31233.692534 + Penalty 878.636217 = -30355.056317 nChanged 3 SP:Iteration 8Q (100.783660 sec): 3 clusters Score: Raw -31234.499462 + Penalty 881.045890 = -30353.453572 nChanged 3 SP:Iteration 9F (100.785423 sec): 3 clusters Score: Raw -31235.154772 + Penalty 882.979398 = -30352.175374 nChanged 4 SP:Iteration 10F (100.787153 sec): 3 clusters Score: Raw -31235.775141 + Penalty 883.954477 = -30351.820665 nChanged 1 SP:Iteration 11F (100.788883 sec): 3 clusters Score: Raw -31236.055860 + Penalty 885.125167 = -30350.930693 nChanged 2 SP:Iteration 12F (100.790610 sec): 3 clusters Score: Raw -31236.280579 + Penalty 886.129736 = -30350.150843 nChanged 1 SP:Iteration 13F (100.792340 sec): 3 clusters Score: Raw -31236.345088 + Penalty 886.129736 = -30350.215353 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 26 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.794565 sec): 2 clusters Score: Raw -28056.026151 + Penalty 595.381656 = -27460.644495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.795913 sec): 3 clusters Score: Raw -27761.907720 + Penalty 1190.249842 = -26571.657878 nChanged 209 SP:Iteration 1F (100.797272 sec): 3 clusters Score: Raw -27879.031265 + Penalty 1192.717734 = -26686.313532 nChanged 47 SP:Iteration 2F (100.798607 sec): 3 clusters Score: Raw -27910.525784 + Penalty 1196.549642 = -26713.976142 nChanged 33 SP:Iteration 3F (100.799965 sec): 3 clusters Score: Raw -27940.965839 + Penalty 1205.567854 = -26735.397985 nChanged 36 SP:Iteration 4F (100.801305 sec): 3 clusters Score: Raw -27975.063863 + Penalty 1222.365023 = -26752.698840 nChanged 33 SP:Iteration 5F (100.802649 sec): 3 clusters Score: Raw -28019.674819 + Penalty 1243.254326 = -26776.420493 nChanged 36 SP:Iteration 6F (100.804067 sec): 3 clusters Score: Raw -28064.500298 + Penalty 1261.691376 = -26802.808922 nChanged 30 SP:Iteration 7Q (100.805483 sec): 3 clusters Score: Raw -28106.692497 + Penalty 1275.117878 = -26831.574619 nChanged 25 SP:Iteration 8Q (100.806879 sec): 3 clusters Score: Raw -28144.214486 + Penalty 1296.652657 = -26847.561829 nChanged 20 SP:Iteration 9Q (100.808220 sec): 3 clusters Score: Raw -28174.655827 + Penalty 1304.098723 = -26870.557104 nChanged 10 SP:Iteration 10F (100.809582 sec): 3 clusters Score: Raw -28189.441999 + Penalty 1313.043021 = -26876.398978 nChanged 10 SP:Iteration 11Q (100.810853 sec): 3 clusters Score: Raw -28202.584087 + Penalty 1315.219376 = -26887.364710 nChanged 4 SP:Iteration 12Q (100.812097 sec): 3 clusters Score: Raw -28207.435247 + Penalty 1315.219376 = -26892.215871 nChanged 0 SP:Iteration 13F (100.813449 sec): 3 clusters Score: Raw -28207.435247 + Penalty 1315.219376 = -26892.215871 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 31 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.815478 sec): 2 clusters Score: Raw -28621.686394 + Penalty 278.007509 = -28343.678884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.816817 sec): 3 clusters Score: Raw -28281.280037 + Penalty 552.442402 = -27728.837635 nChanged 238 SP:Iteration 1F (100.818093 sec): 3 clusters Score: Raw -28429.097915 + Penalty 553.300847 = -27875.797068 nChanged 55 SP:Iteration 2F (100.819364 sec): 3 clusters Score: Raw -28467.613773 + Penalty 558.628497 = -27908.985276 nChanged 35 SP:Iteration 3F (100.820627 sec): 3 clusters Score: Raw -28497.456540 + Penalty 565.058808 = -27932.397732 nChanged 32 SP:Iteration 4F (100.821893 sec): 3 clusters Score: Raw -28526.849740 + Penalty 565.528257 = -27961.321483 nChanged 27 SP:Iteration 5Q (100.823140 sec): 3 clusters Score: Raw -28553.281308 + Penalty 563.721754 = -27989.559553 nChanged 18 SP:Iteration 6Q (100.824349 sec): 3 clusters Score: Raw -28568.928443 + Penalty 558.228563 = -28010.699880 nChanged 16 SP:Iteration 7Q (100.825540 sec): 3 clusters Score: Raw -28581.151837 + Penalty 561.813527 = -28019.338310 nChanged 14 SP:Iteration 8Q (100.826714 sec): 3 clusters Score: Raw -28591.028015 + Penalty 561.795563 = -28029.232452 nChanged 9 SP:Iteration 9Q (100.827872 sec): 3 clusters Score: Raw -28597.687922 + Penalty 573.142008 = -28024.545915 nChanged 7 SP:Iteration 10F (100.829127 sec): 3 clusters Score: Raw -28603.761231 + Penalty 582.757839 = -28021.003392 nChanged 6 SP:Iteration 11F (100.830376 sec): 3 clusters Score: Raw -28609.085708 + Penalty 581.108406 = -28027.977303 nChanged 5 SP:Iteration 12Q (100.831497 sec): 3 clusters Score: Raw -28612.689010 + Penalty 577.590065 = -28035.098945 nChanged 3 SP:Iteration 13Q (100.832591 sec): 3 clusters Score: Raw -28613.632693 + Penalty 573.514171 = -28040.118522 nChanged 3 SP:Iteration 14Q (100.833682 sec): 3 clusters Score: Raw -28613.995759 + Penalty 572.886085 = -28041.109675 nChanged 2 SP:Iteration 15Q (100.834767 sec): 3 clusters Score: Raw -28615.075189 + Penalty 569.725701 = -28045.349488 nChanged 3 SP:Iteration 16Q (100.835858 sec): 3 clusters Score: Raw -28617.718888 + Penalty 570.168037 = -28047.550852 nChanged 2 SP:Iteration 17Q (100.836939 sec): 3 clusters Score: Raw -28617.793183 + Penalty 574.201778 = -28043.591404 nChanged 2 SP:Iteration 18F (100.838183 sec): 3 clusters Score: Raw -28620.851956 + Penalty 574.201778 = -28046.650178 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 32 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.840839 sec): 2 clusters Score: Raw -31490.363581 + Penalty 75.334154 = -31415.029427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.842494 sec): 3 clusters Score: Raw -31083.217843 + Penalty 173.825657 = -30909.392185 nChanged 357 SP:Iteration 1F (100.844154 sec): 3 clusters Score: Raw -31584.387270 + Penalty 167.201734 = -31417.185536 nChanged 51 SP:Iteration 2F (100.845840 sec): 3 clusters Score: Raw -31626.975232 + Penalty 165.697078 = -31461.278154 nChanged 22 SP:Iteration 3Q (100.847509 sec): 3 clusters Score: Raw -31651.912796 + Penalty 167.508001 = -31484.404795 nChanged 13 SP:Iteration 4Q (100.849173 sec): 3 clusters Score: Raw -31662.942265 + Penalty 165.912370 = -31497.029895 nChanged 10 SP:Iteration 5Q (100.850800 sec): 3 clusters Score: Raw -31668.245389 + Penalty 162.703668 = -31505.541722 nChanged 6 SP:Iteration 6Q (100.852408 sec): 3 clusters Score: Raw -31670.509254 + Penalty 159.762466 = -31510.746787 nChanged 4 SP:Iteration 7Q (100.854014 sec): 3 clusters Score: Raw -31674.204554 + Penalty 158.098173 = -31516.106382 nChanged 3 SP:Iteration 8Q (100.855643 sec): 3 clusters Score: Raw -31675.324282 + Penalty 157.248262 = -31518.076019 nChanged 3 SP:Iteration 9Q (100.857254 sec): 3 clusters Score: Raw -31676.054459 + Penalty 158.902965 = -31517.151494 nChanged 3 SP:Iteration 10F (100.858895 sec): 3 clusters Score: Raw -31676.662821 + Penalty 158.118809 = -31518.544012 nChanged 2 SP:Iteration 11Q (100.860463 sec): 3 clusters Score: Raw -31677.129257 + Penalty 159.226935 = -31517.902322 nChanged 3 SP:Iteration 12F (100.862131 sec): 3 clusters Score: Raw -31677.512652 + Penalty 159.244482 = -31518.268171 nChanged 2 SP:Iteration 13Q (100.863744 sec): 3 clusters Score: Raw -31677.659864 + Penalty 159.244482 = -31518.415382 nChanged 0 SP:Iteration 14F (100.865410 sec): 3 clusters Score: Raw -31677.659864 + Penalty 159.244482 = -31518.415382 nChanged 0 Score: Raw -1668465.618614 + Penalty 19496.626879 = -1648968.991735 Splitting cluster 32 changes total score from -1619566.069810 to -1648968.991735 So it's getting split into cluster 4. Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 38 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.404452 sec): 2 clusters Score: Raw -24509.374701 + Penalty 438.143962 = -24071.230739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.405684 sec): 3 clusters Score: Raw -24082.530519 + Penalty 883.430508 = -23199.100011 nChanged 188 SP:Iteration 1F (101.406906 sec): 3 clusters Score: Raw -24272.303661 + Penalty 907.331554 = -23364.972107 nChanged 95 SP:Iteration 2F (101.408117 sec): 3 clusters Score: Raw -24395.441084 + Penalty 923.241840 = -23472.199244 nChanged 45 SP:Iteration 3F (101.409321 sec): 3 clusters Score: Raw -24448.697941 + Penalty 932.530467 = -23516.167474 nChanged 27 SP:Iteration 4Q (101.410490 sec): 3 clusters Score: Raw -24480.936968 + Penalty 934.986237 = -23545.950730 nChanged 14 SP:Iteration 5Q (101.411651 sec): 3 clusters Score: Raw -24504.650664 + Penalty 942.422723 = -23562.227941 nChanged 10 SP:Iteration 6Q (101.412811 sec): 3 clusters Score: Raw -24528.754580 + Penalty 944.112079 = -23584.642500 nChanged 10 SP:Iteration 7Q (101.413966 sec): 3 clusters Score: Raw -24539.416877 + Penalty 942.412286 = -23597.004591 nChanged 9 SP:Iteration 8Q (101.415087 sec): 3 clusters Score: Raw -24546.085514 + Penalty 941.212378 = -23604.873135 nChanged 3 SP:Iteration 9Q (101.416199 sec): 3 clusters Score: Raw -24547.634155 + Penalty 941.212378 = -23606.421777 nChanged 0 SP:Iteration 10F (101.417411 sec): 3 clusters Score: Raw -24547.634155 + Penalty 941.212378 = -23606.421777 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 51 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.419515 sec): 2 clusters Score: Raw -21086.552316 + Penalty 833.138825 = -20253.413491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.420780 sec): 3 clusters Score: Raw -20779.390069 + Penalty 1656.706405 = -19122.683664 nChanged 137 SP:Iteration 1F (101.422021 sec): 3 clusters Score: Raw -20969.533834 + Penalty 1647.446183 = -19322.087651 nChanged 50 SP:Iteration 2F (101.423261 sec): 3 clusters Score: Raw -21055.258793 + Penalty 1638.901128 = -19416.357665 nChanged 29 SP:Iteration 3F (101.424446 sec): 3 clusters Score: Raw -21095.590792 + Penalty 1633.339718 = -19462.251074 nChanged 18 SP:Iteration 4Q (101.425571 sec): 3 clusters Score: Raw -21115.694462 + Penalty 1633.314846 = -19482.379615 nChanged 14 SP:Iteration 5Q (101.426711 sec): 3 clusters Score: Raw -21144.932615 + Penalty 1630.296991 = -19514.635623 nChanged 8 SP:Iteration 6Q (101.427832 sec): 3 clusters Score: Raw -21159.063637 + Penalty 1628.559377 = -19530.504261 nChanged 2 SP:Iteration 7Q (101.428945 sec): 3 clusters Score: Raw -21159.413202 + Penalty 1628.559377 = -19530.853826 nChanged 0 SP:Iteration 8F (101.430123 sec): 3 clusters Score: Raw -21159.413202 + Penalty 1628.559377 = -19530.853826 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 54 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.432131 sec): 2 clusters Score: Raw -25747.024239 + Penalty 307.725728 = -25439.298511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.433339 sec): 3 clusters Score: Raw -25415.834743 + Penalty 610.252686 = -24805.582057 nChanged 200 SP:Iteration 1F (101.434561 sec): 3 clusters Score: Raw -25522.080555 + Penalty 615.679513 = -24906.401042 nChanged 88 SP:Iteration 2F (101.435748 sec): 3 clusters Score: Raw -25602.095178 + Penalty 643.030257 = -24959.064921 nChanged 63 SP:Iteration 3F (101.436943 sec): 3 clusters Score: Raw -25666.186164 + Penalty 675.135637 = -24991.050527 nChanged 50 SP:Iteration 4F (101.438130 sec): 3 clusters Score: Raw -25710.788807 + Penalty 703.159534 = -25007.629273 nChanged 25 SP:Iteration 5Q (101.439319 sec): 3 clusters Score: Raw -25733.205104 + Penalty 719.589902 = -25013.615203 nChanged 12 SP:Iteration 6Q (101.440507 sec): 3 clusters Score: Raw -25744.020360 + Penalty 731.865481 = -25012.154879 nChanged 8 SP:Iteration 7F (101.441748 sec): 3 clusters Score: Raw -25753.507659 + Penalty 739.822249 = -25013.685410 nChanged 6 SP:Iteration 8Q (101.442955 sec): 3 clusters Score: Raw -25764.995712 + Penalty 747.908649 = -25017.087063 nChanged 6 SP:Iteration 9Q (101.444106 sec): 3 clusters Score: Raw -25772.940989 + Penalty 749.514772 = -25023.426217 nChanged 1 SP:Iteration 10F (101.445350 sec): 3 clusters Score: Raw -25773.137740 + Penalty 749.514772 = -25023.622968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 55 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.446790 sec): 2 clusters Score: Raw -11340.703187 + Penalty 494.350135 = -10846.353051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.447382 sec): 3 clusters Score: Raw -11145.960311 + Penalty 988.573159 = -10157.387152 nChanged 57 SP:Iteration 1F (101.447964 sec): 3 clusters Score: Raw -11201.172886 + Penalty 991.486536 = -10209.686350 nChanged 12 SP:Iteration 2F (101.448555 sec): 3 clusters Score: Raw -11220.682164 + Penalty 993.317340 = -10227.364824 nChanged 13 SP:Iteration 3F (101.449151 sec): 3 clusters Score: Raw -11241.716325 + Penalty 997.094630 = -10244.621695 nChanged 11 SP:Iteration 4F (101.449774 sec): 3 clusters Score: Raw -11259.570978 + Penalty 1008.270759 = -10251.300219 nChanged 16 SP:Iteration 5F (101.450399 sec): 3 clusters Score: Raw -11291.206580 + Penalty 1034.619881 = -10256.586698 nChanged 15 SP:Iteration 6F (101.451014 sec): 3 clusters Score: Raw -11318.810179 + Penalty 1058.906050 = -10259.904129 nChanged 6 SP:Iteration 7Q (101.451568 sec): 3 clusters Score: Raw -11337.610950 + Penalty 1068.152918 = -10269.458032 nChanged 2 SP:Iteration 8Q (101.452090 sec): 3 clusters Score: Raw -11346.444840 + Penalty 1068.152918 = -10278.291922 nChanged 0 SP:Iteration 9F (101.452687 sec): 3 clusters Score: Raw -11346.444840 + Penalty 1068.152918 = -10278.291922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.454475 sec): 2 clusters Score: Raw -11134.459613 + Penalty 378.583202 = -10755.876411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.455193 sec): 3 clusters Score: Raw -11035.736819 + Penalty 748.195659 = -10287.541159 nChanged 76 SP:Iteration 1F (101.455899 sec): 3 clusters Score: Raw -11117.753349 + Penalty 739.294104 = -10378.459244 nChanged 32 SP:Iteration 2F (101.456608 sec): 3 clusters Score: Raw -11179.046185 + Penalty 737.441101 = -10441.605083 nChanged 12 SP:Iteration 3Q (101.457298 sec): 3 clusters Score: Raw -11209.807012 + Penalty 741.592210 = -10468.214802 nChanged 7 SP:Iteration 4Q (101.457974 sec): 3 clusters Score: Raw -11218.691131 + Penalty 745.626356 = -10473.064775 nChanged 3 SP:Iteration 5Q (101.458645 sec): 3 clusters Score: Raw -11222.003310 + Penalty 747.007906 = -10474.995404 nChanged 3 SP:Iteration 6Q (101.459314 sec): 3 clusters Score: Raw -11223.480448 + Penalty 746.627414 = -10476.853035 nChanged 1 SP:Iteration 7Q (101.459984 sec): 3 clusters Score: Raw -11224.179767 + Penalty 746.301019 = -10477.878748 nChanged 2 SP:Iteration 8Q (101.460653 sec): 3 clusters Score: Raw -11225.362965 + Penalty 746.084408 = -10479.278557 nChanged 2 SP:Iteration 9Q (101.461351 sec): 3 clusters Score: Raw -11226.849270 + Penalty 746.157705 = -10480.691565 nChanged 1 SP:Iteration 10F (101.462055 sec): 3 clusters Score: Raw -11227.298890 + Penalty 746.157705 = -10481.141185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 65 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.462810 sec): 2 clusters Score: Raw -2944.851505 + Penalty 395.034380 = -2549.817125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.463168 sec): 3 clusters Score: Raw -2992.883712 + Penalty 795.011460 = -2197.872253 nChanged 6 SP:Iteration 1F (101.463517 sec): 3 clusters Score: Raw -3006.366409 + Penalty 799.507634 = -2206.858775 nChanged 4 SP:Iteration 2F (101.463865 sec): 3 clusters Score: Raw -3020.628438 + Penalty 806.347171 = -2214.281267 nChanged 3 SP:Iteration 3Q (101.464200 sec): 3 clusters Score: Raw -3024.862949 + Penalty 820.034421 = -2204.828528 nChanged 4 SP:Iteration 4F (101.464569 sec): 3 clusters Score: Raw -3039.476022 + Penalty 830.214009 = -2209.262012 nChanged 2 SP:Iteration 5Q (101.464903 sec): 3 clusters Score: Raw -3054.711578 + Penalty 836.289709 = -2218.421868 nChanged 2 SP:Iteration 6Q (101.465232 sec): 3 clusters Score: Raw -3060.878318 + Penalty 836.289709 = -2224.588608 nChanged 0 SP:Iteration 7F (101.465581 sec): 3 clusters Score: Raw -3060.878318 + Penalty 836.289709 = -2224.588608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 112 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.466694 sec): 2 clusters Score: Raw -8177.232701 + Penalty 344.608197 = -7832.624504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.467346 sec): 3 clusters Score: Raw -8163.527452 + Penalty 703.385038 = -7460.142414 nChanged 60 SP:Iteration 1F (101.467989 sec): 3 clusters Score: Raw -8249.497390 + Penalty 708.617576 = -7540.879814 nChanged 14 SP:Iteration 2F (101.468610 sec): 3 clusters Score: Raw -8268.981717 + Penalty 707.766528 = -7561.215189 nChanged 7 SP:Iteration 3Q (101.469210 sec): 3 clusters Score: Raw -8289.320934 + Penalty 708.796737 = -7580.524197 nChanged 4 SP:Iteration 4Q (101.469807 sec): 3 clusters Score: Raw -8294.194793 + Penalty 705.988307 = -7588.206486 nChanged 2 SP:Iteration 5Q (101.470399 sec): 3 clusters Score: Raw -8296.821321 + Penalty 705.988307 = -7590.833014 nChanged 0 SP:Iteration 6F (101.471020 sec): 3 clusters Score: Raw -8296.821321 + Penalty 705.988307 = -7590.833014 nChanged 0 Iteration 207F (102.030812 sec): 27 clusters Score: Raw -1639140.442792 + Penalty 19501.324790 = -1619639.118003 nChanged 50 Iteration 208Q (102.170148 sec): 27 clusters Score: Raw -1639159.890059 + Penalty 19506.346783 = -1619653.543275 nChanged 20 Iteration 209Q (102.309206 sec): 27 clusters Score: Raw -1639168.121759 + Penalty 19513.422423 = -1619654.699336 nChanged 13 Iteration 210F (102.844564 sec): 27 clusters Score: Raw -1639173.547220 + Penalty 19515.269136 = -1619658.278084 nChanged 12 Iteration 211Q (102.983635 sec): 27 clusters Score: Raw -1639176.226422 + Penalty 19515.949866 = -1619660.276555 nChanged 10 Iteration 212Q (103.124566 sec): 27 clusters Score: Raw -1639177.518616 + Penalty 19522.517554 = -1619655.001062 nChanged 4 Iteration 213F (103.674077 sec): 27 clusters Score: Raw -1639180.576833 + Penalty 19527.655872 = -1619652.920961 nChanged 4 Iteration 214F (104.221985 sec): 27 clusters Score: Raw -1639181.699094 + Penalty 19525.849621 = -1619655.849473 nChanged 3 Iteration 215Q (104.363839 sec): 27 clusters Score: Raw -1639182.659106 + Penalty 19525.601857 = -1619657.057249 nChanged 1 Iteration 216Q (104.505683 sec): 27 clusters Score: Raw -1639182.695342 + Penalty 19525.601857 = -1619657.093485 nChanged 0 Iteration 217F (105.055151 sec): 27 clusters Score: Raw -1639182.695342 + Penalty 19525.601857 = -1619657.093485 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.38 GB. Compute initial score before splitting: Score: Raw -1639182.695342 + Penalty 19525.601857 = -1619657.093485Memory request: 0.03 GB would take us to total of 0.41 GB. Trying to split cluster 1 (6470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.209919 sec): 2 clusters Score: Raw -263502.057537 + Penalty 97.413525 = -263404.644012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.222526 sec): 3 clusters Score: Raw -259198.202177 + Penalty 192.800946 = -259005.401231 nChanged 3118 SP:Iteration 1F (105.235108 sec): 3 clusters Score: Raw -261648.835533 + Penalty 194.768685 = -261454.066848 nChanged 487 SP:Iteration 2F (105.247564 sec): 3 clusters Score: Raw -261981.904099 + Penalty 195.495148 = -261786.408951 nChanged 346 SP:Iteration 3F (105.260126 sec): 3 clusters Score: Raw -262233.048235 + Penalty 196.422116 = -262036.626118 nChanged 315 SP:Iteration 4Q (105.272580 sec): 3 clusters Score: Raw -262451.010868 + Penalty 196.792568 = -262254.218300 nChanged 277 SP:Iteration 5Q (105.284987 sec): 3 clusters Score: Raw -262609.765037 + Penalty 197.569522 = -262412.195515 nChanged 231 SP:Iteration 6Q (105.297319 sec): 3 clusters Score: Raw -262744.971392 + Penalty 198.303520 = -262546.667872 nChanged 197 SP:Iteration 7Q (105.309884 sec): 3 clusters Score: Raw -262869.371334 + Penalty 198.504988 = -262670.866345 nChanged 179 SP:Iteration 8Q (105.322579 sec): 3 clusters Score: Raw -262969.326404 + Penalty 198.883748 = -262770.442656 nChanged 155 SP:Iteration 9Q (105.334733 sec): 3 clusters Score: Raw -263049.829793 + Penalty 199.092533 = -262850.737260 nChanged 129 SP:Iteration 10F (105.347468 sec): 3 clusters Score: Raw -263115.547867 + Penalty 198.843756 = -262916.704111 nChanged 111 SP:Iteration 11Q (105.359561 sec): 3 clusters Score: Raw -263177.692213 + Penalty 198.504111 = -262979.188102 nChanged 112 SP:Iteration 12Q (105.371502 sec): 3 clusters Score: Raw -263248.970609 + Penalty 198.086496 = -263050.884112 nChanged 113 SP:Iteration 13Q (105.383421 sec): 3 clusters Score: Raw -263305.955025 + Penalty 196.765250 = -263109.189775 nChanged 80 SP:Iteration 14Q (105.395321 sec): 3 clusters Score: Raw -263336.669570 + Penalty 196.606364 = -263140.063206 nChanged 67 SP:Iteration 15Q (105.407103 sec): 3 clusters Score: Raw -263358.716166 + Penalty 195.466885 = -263163.249282 nChanged 65 SP:Iteration 16Q (105.419123 sec): 3 clusters Score: Raw -263378.099452 + Penalty 195.116809 = -263182.982643 nChanged 48 SP:Iteration 17Q (105.431058 sec): 3 clusters Score: Raw -263390.859111 + Penalty 194.541806 = -263196.317305 nChanged 40 SP:Iteration 18Q (105.442899 sec): 3 clusters Score: Raw -263400.647619 + Penalty 194.642144 = -263206.005475 nChanged 33 SP:Iteration 19Q (105.454353 sec): 3 clusters Score: Raw -263405.695871 + Penalty 193.361506 = -263212.334365 nChanged 27 SP:Iteration 20F (105.467163 sec): 3 clusters Score: Raw -263410.841475 + Penalty 193.041379 = -263217.800095 nChanged 34 SP:Iteration 21Q (105.478650 sec): 3 clusters Score: Raw -263417.269567 + Penalty 192.528591 = -263224.740976 nChanged 40 SP:Iteration 22Q (105.490213 sec): 3 clusters Score: Raw -263424.228367 + Penalty 192.860968 = -263231.367398 nChanged 33 SP:Iteration 23Q (105.501653 sec): 3 clusters Score: Raw -263430.625762 + Penalty 192.209616 = -263238.416146 nChanged 31 SP:Iteration 24Q (105.513179 sec): 3 clusters Score: Raw -263438.277830 + Penalty 191.952624 = -263246.325206 nChanged 42 SP:Iteration 25Q (105.524763 sec): 3 clusters Score: Raw -263448.467344 + Penalty 191.562817 = -263256.904526 nChanged 45 SP:Iteration 26Q (105.536133 sec): 3 clusters Score: Raw -263460.225098 + Penalty 192.617711 = -263267.607387 nChanged 45 SP:Iteration 27Q (105.547472 sec): 3 clusters Score: Raw -263471.065276 + Penalty 192.360669 = -263278.704606 nChanged 37 SP:Iteration 28Q (105.558807 sec): 3 clusters Score: Raw -263479.715114 + Penalty 192.844214 = -263286.870900 nChanged 38 SP:Iteration 29Q (105.570012 sec): 3 clusters Score: Raw -263490.119123 + Penalty 193.333791 = -263296.785332 nChanged 38 SP:Iteration 30F (105.582937 sec): 3 clusters Score: Raw -263500.198888 + Penalty 193.083019 = -263307.115869 nChanged 37 SP:Iteration 31Q (105.594200 sec): 3 clusters Score: Raw -263509.184474 + Penalty 193.997528 = -263315.186946 nChanged 37 SP:Iteration 32Q (105.605347 sec): 3 clusters Score: Raw -263518.536024 + Penalty 193.906274 = -263324.629750 nChanged 31 SP:Iteration 33Q (105.616526 sec): 3 clusters Score: Raw -263526.376281 + Penalty 193.878714 = -263332.497567 nChanged 30 SP:Iteration 34Q (105.627695 sec): 3 clusters Score: Raw -263533.224096 + Penalty 194.352852 = -263338.871244 nChanged 26 SP:Iteration 35Q (105.638719 sec): 3 clusters Score: Raw -263538.050650 + Penalty 194.503839 = -263343.546812 nChanged 20 SP:Iteration 36Q (105.649763 sec): 3 clusters Score: Raw -263541.403063 + Penalty 193.756101 = -263347.646962 nChanged 17 SP:Iteration 37Q (105.660802 sec): 3 clusters Score: Raw -263544.359756 + Penalty 194.400668 = -263349.959088 nChanged 12 SP:Iteration 38Q (105.671768 sec): 3 clusters Score: Raw -263545.936908 + Penalty 194.605228 = -263351.331680 nChanged 9 SP:Iteration 39Q (105.682746 sec): 3 clusters Score: Raw -263546.691425 + Penalty 194.607418 = -263352.084007 nChanged 7 SP:Iteration 40F (105.695767 sec): 3 clusters Score: Raw -263547.196648 + Penalty 194.789730 = -263352.406918 nChanged 3 SP:Iteration 41Q (105.706823 sec): 3 clusters Score: Raw -263547.288003 + Penalty 194.887684 = -263352.400319 nChanged 2 SP:Iteration 42F (105.720245 sec): 3 clusters Score: Raw -263547.357864 + Penalty 194.531238 = -263352.826626 nChanged 2 SP:Iteration 43Q (105.731569 sec): 3 clusters Score: Raw -263547.548227 + Penalty 193.633950 = -263353.914277 nChanged 3 SP:Iteration 44Q (105.742841 sec): 3 clusters Score: Raw -263547.726228 + Penalty 193.310959 = -263354.415269 nChanged 3 SP:Iteration 45Q (105.753826 sec): 3 clusters Score: Raw -263547.865133 + Penalty 193.360571 = -263354.504561 nChanged 1 SP:Iteration 46Q (105.764805 sec): 3 clusters Score: Raw -263547.916744 + Penalty 193.432937 = -263354.483807 nChanged 1 SP:Iteration 47F (105.777757 sec): 3 clusters Score: Raw -263547.945750 + Penalty 193.148915 = -263354.796834 nChanged 2 SP:Iteration 48Q (105.788689 sec): 3 clusters Score: Raw -263548.040500 + Penalty 193.165217 = -263354.875283 nChanged 1 SP:Iteration 49Q (105.799704 sec): 3 clusters Score: Raw -263548.075680 + Penalty 193.173368 = -263354.902312 nChanged 2 SP:Iteration 50F (105.812804 sec): 3 clusters Score: Raw -263548.136164 + Penalty 193.228639 = -263354.907525 nChanged 1 SP:Iteration 51Q (105.823849 sec): 3 clusters Score: Raw -263548.155558 + Penalty 193.302787 = -263354.852771 nChanged 1 SP:Iteration 52F (105.837007 sec): 3 clusters Score: Raw -263548.170167 + Penalty 193.302787 = -263354.867380 nChanged 0 Memory request: 0.07 GB would take us to total of 0.44 GB. Trying to split cluster 2 (13986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.901292 sec): 2 clusters Score: Raw -566823.572137 + Penalty 226.848928 = -566596.723209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.929252 sec): 3 clusters Score: Raw -557423.331876 + Penalty 464.657137 = -556958.674738 nChanged 6589 SP:Iteration 1F (105.956446 sec): 3 clusters Score: Raw -561115.394097 + Penalty 494.668288 = -560620.725809 nChanged 1900 SP:Iteration 2F (105.983117 sec): 3 clusters Score: Raw -562432.495346 + Penalty 535.684676 = -561896.810670 nChanged 1297 SP:Iteration 3F (106.009537 sec): 3 clusters Score: Raw -563537.633723 + Penalty 587.673322 = -562949.960400 nChanged 1107 SP:Iteration 4F (106.035672 sec): 3 clusters Score: Raw -564535.709569 + Penalty 653.250552 = -563882.459017 nChanged 962 SP:Iteration 5F (106.061332 sec): 3 clusters Score: Raw -565486.880003 + Penalty 717.146668 = -564769.733336 nChanged 698 SP:Iteration 6Q (106.086407 sec): 3 clusters Score: Raw -566179.287173 + Penalty 762.568306 = -565416.718867 nChanged 391 SP:Iteration 7Q (106.109358 sec): 3 clusters Score: Raw -566528.718479 + Penalty 786.617319 = -565742.101159 nChanged 220 SP:Iteration 8Q (106.131459 sec): 3 clusters Score: Raw -566714.186383 + Penalty 791.761354 = -565922.425029 nChanged 129 SP:Iteration 9Q (106.152481 sec): 3 clusters Score: Raw -566842.142993 + Penalty 787.870199 = -566054.272793 nChanged 56 SP:Iteration 10F (106.177860 sec): 3 clusters Score: Raw -566901.736508 + Penalty 777.363454 = -566124.373055 nChanged 23 SP:Iteration 11Q (106.197798 sec): 3 clusters Score: Raw -566925.961108 + Penalty 770.453594 = -566155.507513 nChanged 12 SP:Iteration 12Q (106.217979 sec): 3 clusters Score: Raw -566934.664411 + Penalty 761.219573 = -566173.444839 nChanged 10 SP:Iteration 13Q (106.238121 sec): 3 clusters Score: Raw -566939.841584 + Penalty 750.216077 = -566189.625507 nChanged 8 SP:Iteration 14Q (106.257874 sec): 3 clusters Score: Raw -566942.437421 + Penalty 745.720613 = -566196.716808 nChanged 2 SP:Iteration 15Q (106.277843 sec): 3 clusters Score: Raw -566943.074925 + Penalty 743.551253 = -566199.523672 nChanged 3 SP:Iteration 16Q (106.297575 sec): 3 clusters Score: Raw -566943.675303 + Penalty 742.839254 = -566200.836049 nChanged 2 SP:Iteration 17Q (106.317338 sec): 3 clusters Score: Raw -566943.931988 + Penalty 741.743300 = -566202.188687 nChanged 2 SP:Iteration 18Q (106.338003 sec): 3 clusters Score: Raw -566944.310752 + Penalty 739.388463 = -566204.922289 nChanged 4 SP:Iteration 19Q (106.357801 sec): 3 clusters Score: Raw -566946.233289 + Penalty 733.638884 = -566212.594405 nChanged 6 SP:Iteration 20F (106.383002 sec): 3 clusters Score: Raw -566947.986674 + Penalty 734.454233 = -566213.532440 nChanged 2 SP:Iteration 21Q (106.402748 sec): 3 clusters Score: Raw -566948.448187 + Penalty 735.018173 = -566213.430014 nChanged 1 SP:Iteration 22F (106.427994 sec): 3 clusters Score: Raw -566949.037801 + Penalty 735.018173 = -566214.019628 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 3 (3703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.448634 sec): 2 clusters Score: Raw -162763.665949 + Penalty 340.696099 = -162422.969850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.456119 sec): 3 clusters Score: Raw -160400.147847 + Penalty 677.984824 = -159722.163024 nChanged 1658 SP:Iteration 1F (106.463368 sec): 3 clusters Score: Raw -161338.411966 + Penalty 675.081419 = -160663.330547 nChanged 411 SP:Iteration 2F (106.470593 sec): 3 clusters Score: Raw -161552.214376 + Penalty 671.968580 = -160880.245796 nChanged 301 SP:Iteration 3F (106.477920 sec): 3 clusters Score: Raw -161775.272608 + Penalty 671.808474 = -161103.464135 nChanged 259 SP:Iteration 4F (106.485248 sec): 3 clusters Score: Raw -161999.343637 + Penalty 676.136926 = -161323.206711 nChanged 244 SP:Iteration 5F (106.492773 sec): 3 clusters Score: Raw -162215.491721 + Penalty 682.599703 = -161532.892018 nChanged 182 SP:Iteration 6Q (106.500173 sec): 3 clusters Score: Raw -162386.466353 + Penalty 692.851304 = -161693.615049 nChanged 140 SP:Iteration 7Q (106.507433 sec): 3 clusters Score: Raw -162522.215519 + Penalty 712.438518 = -161809.777000 nChanged 91 SP:Iteration 8Q (106.514562 sec): 3 clusters Score: Raw -162633.392806 + Penalty 721.238272 = -161912.154533 nChanged 59 SP:Iteration 9Q (106.521220 sec): 3 clusters Score: Raw -162693.399509 + Penalty 725.170394 = -161968.229115 nChanged 37 SP:Iteration 10F (106.528761 sec): 3 clusters Score: Raw -162724.432416 + Penalty 727.998145 = -161996.434272 nChanged 26 SP:Iteration 11Q (106.535304 sec): 3 clusters Score: Raw -162741.156302 + Penalty 733.834504 = -162007.321799 nChanged 16 SP:Iteration 12Q (106.541670 sec): 3 clusters Score: Raw -162749.189604 + Penalty 730.628453 = -162018.561151 nChanged 8 SP:Iteration 13Q (106.547974 sec): 3 clusters Score: Raw -162751.931272 + Penalty 729.576438 = -162022.354834 nChanged 4 SP:Iteration 14Q (106.554269 sec): 3 clusters Score: Raw -162754.424994 + Penalty 727.744307 = -162026.680687 nChanged 3 SP:Iteration 15Q (106.560574 sec): 3 clusters Score: Raw -162755.877706 + Penalty 725.587414 = -162030.290292 nChanged 2 SP:Iteration 16Q (106.566936 sec): 3 clusters Score: Raw -162756.176694 + Penalty 725.587414 = -162030.589280 nChanged 0 SP:Iteration 17F (106.574444 sec): 3 clusters Score: Raw -162756.176694 + Penalty 725.587414 = -162030.589280 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 4 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.581483 sec): 2 clusters Score: Raw -28777.286302 + Penalty 72.989614 = -28704.296688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.583031 sec): 3 clusters Score: Raw -28322.629055 + Penalty 146.161510 = -28176.467545 nChanged 316 SP:Iteration 1F (106.584534 sec): 3 clusters Score: Raw -28561.879862 + Penalty 145.967292 = -28415.912570 nChanged 60 SP:Iteration 2F (106.586033 sec): 3 clusters Score: Raw -28624.690336 + Penalty 146.064604 = -28478.625732 nChanged 60 SP:Iteration 3F (106.587579 sec): 3 clusters Score: Raw -28681.734975 + Penalty 145.680007 = -28536.054968 nChanged 49 SP:Iteration 4F (106.589115 sec): 3 clusters Score: Raw -28741.714092 + Penalty 146.011110 = -28595.702981 nChanged 41 SP:Iteration 5F (106.590640 sec): 3 clusters Score: Raw -28792.509220 + Penalty 145.417081 = -28647.092139 nChanged 32 SP:Iteration 6Q (106.592115 sec): 3 clusters Score: Raw -28814.421413 + Penalty 145.416734 = -28669.004679 nChanged 20 SP:Iteration 7Q (106.593616 sec): 3 clusters Score: Raw -28823.888979 + Penalty 144.858041 = -28679.030938 nChanged 15 SP:Iteration 8Q (106.595103 sec): 3 clusters Score: Raw -28831.785563 + Penalty 143.687777 = -28688.097786 nChanged 17 SP:Iteration 9Q (106.596578 sec): 3 clusters Score: Raw -28842.103611 + Penalty 143.481914 = -28698.621697 nChanged 11 SP:Iteration 10F (106.598102 sec): 3 clusters Score: Raw -28847.507219 + Penalty 143.254847 = -28704.252372 nChanged 14 SP:Iteration 11Q (106.599630 sec): 3 clusters Score: Raw -28856.767407 + Penalty 142.635965 = -28714.131442 nChanged 9 SP:Iteration 12Q (106.601130 sec): 3 clusters Score: Raw -28860.816824 + Penalty 142.076684 = -28718.740140 nChanged 4 SP:Iteration 13Q (106.602614 sec): 3 clusters Score: Raw -28862.135385 + Penalty 142.118547 = -28720.016838 nChanged 4 SP:Iteration 14Q (106.604097 sec): 3 clusters Score: Raw -28863.188427 + Penalty 141.718894 = -28721.469534 nChanged 5 SP:Iteration 15Q (106.605620 sec): 3 clusters Score: Raw -28864.220923 + Penalty 141.789758 = -28722.431166 nChanged 4 SP:Iteration 16Q (106.607121 sec): 3 clusters Score: Raw -28864.681705 + Penalty 141.246459 = -28723.435247 nChanged 2 SP:Iteration 17Q (106.608659 sec): 3 clusters Score: Raw -28864.953802 + Penalty 141.273162 = -28723.680639 nChanged 1 SP:Iteration 18Q (106.610164 sec): 3 clusters Score: Raw -28864.972710 + Penalty 141.313791 = -28723.658918 nChanged 1 SP:Iteration 19F (106.611723 sec): 3 clusters Score: Raw -28865.006396 + Penalty 141.313791 = -28723.692605 nChanged 0 Score: Raw -1668622.891114 + Penalty 19636.127288 = -1648986.763826 Splitting cluster 4 changes total score from -1619657.093485 to -1648986.763826 So it's getting split into cluster 8. Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 5 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.166548 sec): 2 clusters Score: Raw -30192.969819 + Penalty 169.881186 = -30023.088633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.168062 sec): 3 clusters Score: Raw -29791.467462 + Penalty 337.070208 = -29454.397254 nChanged 282 SP:Iteration 1F (107.169604 sec): 3 clusters Score: Raw -29989.595198 + Penalty 334.525033 = -29655.070165 nChanged 68 SP:Iteration 2F (107.171129 sec): 3 clusters Score: Raw -30062.465701 + Penalty 333.214429 = -29729.251272 nChanged 47 SP:Iteration 3F (107.172639 sec): 3 clusters Score: Raw -30104.271033 + Penalty 332.728442 = -29771.542591 nChanged 30 SP:Iteration 4Q (107.174084 sec): 3 clusters Score: Raw -30119.897020 + Penalty 331.685101 = -29788.211919 nChanged 18 SP:Iteration 5Q (107.175587 sec): 3 clusters Score: Raw -30127.158690 + Penalty 330.175245 = -29796.983445 nChanged 9 SP:Iteration 6Q (107.177045 sec): 3 clusters Score: Raw -30129.879115 + Penalty 329.761717 = -29800.117398 nChanged 6 SP:Iteration 7Q (107.178487 sec): 3 clusters Score: Raw -30131.549761 + Penalty 329.171769 = -29802.377992 nChanged 5 SP:Iteration 8Q (107.179920 sec): 3 clusters Score: Raw -30133.177886 + Penalty 327.384537 = -29805.793349 nChanged 5 SP:Iteration 9Q (107.181391 sec): 3 clusters Score: Raw -30136.262797 + Penalty 325.866250 = -29810.396547 nChanged 6 SP:Iteration 10F (107.182919 sec): 3 clusters Score: Raw -30139.452635 + Penalty 324.606154 = -29814.846481 nChanged 9 SP:Iteration 11Q (107.184368 sec): 3 clusters Score: Raw -30141.965463 + Penalty 324.139111 = -29817.826352 nChanged 7 SP:Iteration 12Q (107.185831 sec): 3 clusters Score: Raw -30144.179826 + Penalty 323.316391 = -29820.863435 nChanged 9 SP:Iteration 13Q (107.187287 sec): 3 clusters Score: Raw -30146.863731 + Penalty 321.953168 = -29824.910563 nChanged 6 SP:Iteration 14Q (107.188720 sec): 3 clusters Score: Raw -30148.183665 + Penalty 320.804000 = -29827.379665 nChanged 5 SP:Iteration 15Q (107.190148 sec): 3 clusters Score: Raw -30149.180385 + Penalty 320.621776 = -29828.558609 nChanged 3 SP:Iteration 16Q (107.191605 sec): 3 clusters Score: Raw -30150.152850 + Penalty 320.402014 = -29829.750836 nChanged 4 SP:Iteration 17Q (107.193056 sec): 3 clusters Score: Raw -30151.269651 + Penalty 319.864923 = -29831.404727 nChanged 3 SP:Iteration 18Q (107.194491 sec): 3 clusters Score: Raw -30152.677216 + Penalty 319.889113 = -29832.788103 nChanged 4 SP:Iteration 19Q (107.195958 sec): 3 clusters Score: Raw -30153.883591 + Penalty 318.647447 = -29835.236143 nChanged 6 SP:Iteration 20F (107.197513 sec): 3 clusters Score: Raw -30156.424498 + Penalty 316.622575 = -29839.801924 nChanged 5 SP:Iteration 21Q (107.198957 sec): 3 clusters Score: Raw -30158.421101 + Penalty 316.227731 = -29842.193370 nChanged 5 SP:Iteration 22Q (107.200389 sec): 3 clusters Score: Raw -30159.767587 + Penalty 315.945233 = -29843.822354 nChanged 2 SP:Iteration 23Q (107.201804 sec): 3 clusters Score: Raw -30160.041404 + Penalty 316.063083 = -29843.978320 nChanged 1 SP:Iteration 24Q (107.203256 sec): 3 clusters Score: Raw -30160.107814 + Penalty 315.815412 = -29844.292401 nChanged 2 SP:Iteration 25Q (107.204689 sec): 3 clusters Score: Raw -30160.268654 + Penalty 315.821857 = -29844.446798 nChanged 1 SP:Iteration 26Q (107.206119 sec): 3 clusters Score: Raw -30160.366063 + Penalty 315.913002 = -29844.453061 nChanged 1 SP:Iteration 27Q (107.207556 sec): 3 clusters Score: Raw -30160.430984 + Penalty 315.913002 = -29844.517982 nChanged 0 SP:Iteration 28F (107.209098 sec): 3 clusters Score: Raw -30160.430984 + Penalty 315.913002 = -29844.517982 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 6 (4300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.223510 sec): 2 clusters Score: Raw -210864.428791 + Penalty 390.157765 = -210474.271026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.232363 sec): 3 clusters Score: Raw -207974.655323 + Penalty 797.820903 = -207176.834419 nChanged 1906 SP:Iteration 1F (107.241090 sec): 3 clusters Score: Raw -209565.587426 + Penalty 817.084670 = -208748.502756 nChanged 724 SP:Iteration 2F (107.249495 sec): 3 clusters Score: Raw -210110.424484 + Penalty 820.777091 = -209289.647392 nChanged 330 SP:Iteration 3F (107.257769 sec): 3 clusters Score: Raw -210307.650760 + Penalty 820.388830 = -209487.261930 nChanged 164 SP:Iteration 4Q (107.266353 sec): 3 clusters Score: Raw -210417.614609 + Penalty 817.573479 = -209600.041130 nChanged 102 SP:Iteration 5Q (107.274338 sec): 3 clusters Score: Raw -210500.224965 + Penalty 816.745615 = -209683.479350 nChanged 98 SP:Iteration 6Q (107.282074 sec): 3 clusters Score: Raw -210567.732579 + Penalty 818.723295 = -209749.009284 nChanged 79 SP:Iteration 7Q (107.289491 sec): 3 clusters Score: Raw -210601.739935 + Penalty 818.865286 = -209782.874649 nChanged 71 SP:Iteration 8Q (107.296787 sec): 3 clusters Score: Raw -210621.482449 + Penalty 827.355492 = -209794.126957 nChanged 83 SP:Iteration 9Q (107.303920 sec): 3 clusters Score: Raw -210655.849273 + Penalty 826.395803 = -209829.453470 nChanged 79 SP:Iteration 10F (107.311917 sec): 3 clusters Score: Raw -210682.920334 + Penalty 825.927506 = -209856.992828 nChanged 72 SP:Iteration 11Q (107.318617 sec): 3 clusters Score: Raw -210706.171433 + Penalty 818.370341 = -209887.801092 nChanged 60 SP:Iteration 12Q (107.325286 sec): 3 clusters Score: Raw -210724.455210 + Penalty 809.201347 = -209915.253863 nChanged 61 SP:Iteration 13Q (107.331783 sec): 3 clusters Score: Raw -210754.018599 + Penalty 800.356817 = -209953.661782 nChanged 51 SP:Iteration 14Q (107.338343 sec): 3 clusters Score: Raw -210784.852328 + Penalty 829.546244 = -209955.306084 nChanged 44 SP:Iteration 15Q (107.345516 sec): 3 clusters Score: Raw -210818.458984 + Penalty 927.760786 = -209890.698199 nChanged 33 SP:Iteration 16F (107.353599 sec): 3 clusters Score: Raw -210858.924845 + Penalty 1127.467095 = -209731.457750 nChanged 15 SP:Iteration 17F (107.361841 sec): 3 clusters Score: Raw -210885.913956 + Penalty 1127.467095 = -209758.446861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 7 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.366909 sec): 2 clusters Score: Raw -19825.166352 + Penalty 186.886176 = -19638.280176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.368028 sec): 3 clusters Score: Raw -19571.412282 + Penalty 377.827234 = -19193.585048 nChanged 190 SP:Iteration 1F (107.369142 sec): 3 clusters Score: Raw -19698.179606 + Penalty 385.900289 = -19312.279317 nChanged 53 SP:Iteration 2F (107.370255 sec): 3 clusters Score: Raw -19741.685652 + Penalty 392.100142 = -19349.585510 nChanged 35 SP:Iteration 3F (107.371377 sec): 3 clusters Score: Raw -19766.662900 + Penalty 395.473981 = -19371.188918 nChanged 20 SP:Iteration 4Q (107.372489 sec): 3 clusters Score: Raw -19780.394717 + Penalty 397.844522 = -19382.550195 nChanged 22 SP:Iteration 5Q (107.373598 sec): 3 clusters Score: Raw -19794.812771 + Penalty 394.026040 = -19400.786731 nChanged 19 SP:Iteration 6Q (107.374728 sec): 3 clusters Score: Raw -19813.058115 + Penalty 386.055207 = -19427.002908 nChanged 22 SP:Iteration 7Q (107.375854 sec): 3 clusters Score: Raw -19833.430767 + Penalty 383.926619 = -19449.504149 nChanged 12 SP:Iteration 8Q (107.376981 sec): 3 clusters Score: Raw -19838.399282 + Penalty 384.034744 = -19454.364538 nChanged 6 SP:Iteration 9Q (107.378108 sec): 3 clusters Score: Raw -19840.201483 + Penalty 383.708207 = -19456.493276 nChanged 5 SP:Iteration 10F (107.379243 sec): 3 clusters Score: Raw -19842.002999 + Penalty 382.434319 = -19459.568680 nChanged 2 SP:Iteration 11Q (107.380373 sec): 3 clusters Score: Raw -19842.644427 + Penalty 382.434319 = -19460.210108 nChanged 0 SP:Iteration 12F (107.381508 sec): 3 clusters Score: Raw -19842.644427 + Penalty 382.434319 = -19460.210108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 9 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.383069 sec): 2 clusters Score: Raw -20135.679383 + Penalty 772.550416 = -19363.128967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.384046 sec): 3 clusters Score: Raw -19875.712136 + Penalty 1547.637152 = -18328.074984 nChanged 91 SP:Iteration 1F (107.384998 sec): 3 clusters Score: Raw -20019.946577 + Penalty 1552.044315 = -18467.902262 nChanged 44 SP:Iteration 2F (107.385939 sec): 3 clusters Score: Raw -20127.234705 + Penalty 1552.600955 = -18574.633750 nChanged 29 SP:Iteration 3F (107.386876 sec): 3 clusters Score: Raw -20179.060050 + Penalty 1551.288436 = -18627.771614 nChanged 17 SP:Iteration 4Q (107.387781 sec): 3 clusters Score: Raw -20202.636306 + Penalty 1550.552058 = -18652.084248 nChanged 8 SP:Iteration 5Q (107.388638 sec): 3 clusters Score: Raw -20212.402677 + Penalty 1551.020245 = -18661.382432 nChanged 4 SP:Iteration 6Q (107.389493 sec): 3 clusters Score: Raw -20217.660955 + Penalty 1551.400646 = -18666.260310 nChanged 2 SP:Iteration 7Q (107.390344 sec): 3 clusters Score: Raw -20218.352966 + Penalty 1551.400646 = -18666.952320 nChanged 0 SP:Iteration 8F (107.391270 sec): 3 clusters Score: Raw -20218.352966 + Penalty 1551.400646 = -18666.952320 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 10 (1071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.396694 sec): 2 clusters Score: Raw -42697.599758 + Penalty 318.281121 = -42379.318637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.399003 sec): 3 clusters Score: Raw -42095.909405 + Penalty 637.313689 = -41458.595716 nChanged 449 SP:Iteration 1F (107.401276 sec): 3 clusters Score: Raw -42439.240251 + Penalty 635.679910 = -41803.560341 nChanged 137 SP:Iteration 2F (107.403539 sec): 3 clusters Score: Raw -42551.165895 + Penalty 638.306992 = -41912.858904 nChanged 77 SP:Iteration 3F (107.405736 sec): 3 clusters Score: Raw -42620.338713 + Penalty 642.271907 = -41978.066806 nChanged 48 SP:Iteration 4Q (107.407905 sec): 3 clusters Score: Raw -42655.889350 + Penalty 646.811209 = -42009.078141 nChanged 39 SP:Iteration 5Q (107.410064 sec): 3 clusters Score: Raw -42677.024743 + Penalty 649.016020 = -42028.008723 nChanged 24 SP:Iteration 6Q (107.412221 sec): 3 clusters Score: Raw -42686.045856 + Penalty 651.056983 = -42034.988873 nChanged 24 SP:Iteration 7Q (107.414375 sec): 3 clusters Score: Raw -42698.825665 + Penalty 655.988076 = -42042.837589 nChanged 30 SP:Iteration 8Q (107.416521 sec): 3 clusters Score: Raw -42712.361253 + Penalty 659.577507 = -42052.783746 nChanged 24 SP:Iteration 9Q (107.418663 sec): 3 clusters Score: Raw -42721.609744 + Penalty 661.375493 = -42060.234251 nChanged 23 SP:Iteration 10F (107.420840 sec): 3 clusters Score: Raw -42730.519593 + Penalty 664.236424 = -42066.283169 nChanged 17 SP:Iteration 11Q (107.423033 sec): 3 clusters Score: Raw -42737.765962 + Penalty 668.905413 = -42068.860549 nChanged 21 SP:Iteration 12Q (107.425208 sec): 3 clusters Score: Raw -42744.970944 + Penalty 670.953977 = -42074.016967 nChanged 11 SP:Iteration 13Q (107.427384 sec): 3 clusters Score: Raw -42746.294224 + Penalty 671.763988 = -42074.530236 nChanged 2 SP:Iteration 14Q (107.429514 sec): 3 clusters Score: Raw -42746.553303 + Penalty 672.175837 = -42074.377466 nChanged 2 SP:Iteration 15F (107.431684 sec): 3 clusters Score: Raw -42746.692788 + Penalty 672.570115 = -42074.122673 nChanged 2 SP:Iteration 16F (107.433859 sec): 3 clusters Score: Raw -42747.450452 + Penalty 673.101892 = -42074.348560 nChanged 4 SP:Iteration 17Q (107.435991 sec): 3 clusters Score: Raw -42748.671333 + Penalty 674.438779 = -42074.232554 nChanged 3 SP:Iteration 18F (107.438160 sec): 3 clusters Score: Raw -42749.169287 + Penalty 675.728104 = -42073.441183 nChanged 2 SP:Iteration 19F (107.440598 sec): 3 clusters Score: Raw -42749.439080 + Penalty 676.212029 = -42073.227051 nChanged 1 SP:Iteration 20F (107.443202 sec): 3 clusters Score: Raw -42749.571370 + Penalty 677.380181 = -42072.191189 nChanged 2 SP:Iteration 21F (107.445601 sec): 3 clusters Score: Raw -42749.964754 + Penalty 679.843580 = -42070.121173 nChanged 5 SP:Iteration 22F (107.447969 sec): 3 clusters Score: Raw -42750.705811 + Penalty 683.084038 = -42067.621773 nChanged 7 SP:Iteration 23F (107.450315 sec): 3 clusters Score: Raw -42752.439056 + Penalty 685.765688 = -42066.673367 nChanged 7 SP:Iteration 24F (107.452659 sec): 3 clusters Score: Raw -42753.438318 + Penalty 687.495040 = -42065.943278 nChanged 3 SP:Iteration 25F (107.455027 sec): 3 clusters Score: Raw -42753.941379 + Penalty 689.601604 = -42064.339775 nChanged 3 SP:Iteration 26F (107.457510 sec): 3 clusters Score: Raw -42754.553834 + Penalty 691.106743 = -42063.447091 nChanged 4 SP:Iteration 27F (107.459996 sec): 3 clusters Score: Raw -42755.373662 + Penalty 692.013890 = -42063.359772 nChanged 2 SP:Iteration 28F (107.462471 sec): 3 clusters Score: Raw -42755.559149 + Penalty 692.766476 = -42062.792673 nChanged 1 SP:Iteration 29F (107.464917 sec): 3 clusters Score: Raw -42755.976477 + Penalty 693.289972 = -42062.686506 nChanged 1 SP:Iteration 30F (107.467662 sec): 3 clusters Score: Raw -42756.063991 + Penalty 693.289972 = -42062.774019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 12 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.470323 sec): 2 clusters Score: Raw -24408.576326 + Penalty 555.507764 = -23853.068561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.471614 sec): 3 clusters Score: Raw -24021.671315 + Penalty 1105.161897 = -22916.509418 nChanged 145 SP:Iteration 1F (107.472826 sec): 3 clusters Score: Raw -24216.683332 + Penalty 1098.837537 = -23117.845795 nChanged 72 SP:Iteration 2F (107.474017 sec): 3 clusters Score: Raw -24410.108002 + Penalty 1089.851755 = -23320.256247 nChanged 44 SP:Iteration 3F (107.475229 sec): 3 clusters Score: Raw -24556.538119 + Penalty 1090.949708 = -23465.588411 nChanged 25 SP:Iteration 4F (107.476421 sec): 3 clusters Score: Raw -24690.416958 + Penalty 1091.844831 = -23598.572127 nChanged 13 SP:Iteration 5Q (107.477415 sec): 3 clusters Score: Raw -24755.127368 + Penalty 1090.382205 = -23664.745163 nChanged 5 SP:Iteration 6Q (107.478370 sec): 3 clusters Score: Raw -24786.687941 + Penalty 1090.175444 = -23696.512497 nChanged 1 SP:Iteration 7Q (107.479322 sec): 3 clusters Score: Raw -24787.867101 + Penalty 1090.175444 = -23697.691657 nChanged 0 SP:Iteration 8F (107.480493 sec): 3 clusters Score: Raw -24787.867101 + Penalty 1090.175444 = -23697.691657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 13 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.482935 sec): 2 clusters Score: Raw -24187.745754 + Penalty 567.411665 = -23620.334090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.484188 sec): 3 clusters Score: Raw -23779.667735 + Penalty 1132.463852 = -22647.203883 nChanged 177 SP:Iteration 1F (107.485436 sec): 3 clusters Score: Raw -23975.715311 + Penalty 1133.167774 = -22842.547536 nChanged 63 SP:Iteration 2F (107.486691 sec): 3 clusters Score: Raw -24061.340425 + Penalty 1134.260621 = -22927.079804 nChanged 39 SP:Iteration 3F (107.487958 sec): 3 clusters Score: Raw -24107.507732 + Penalty 1130.156183 = -22977.351549 nChanged 25 SP:Iteration 4Q (107.489186 sec): 3 clusters Score: Raw -24128.122824 + Penalty 1123.034363 = -23005.088461 nChanged 24 SP:Iteration 5Q (107.490390 sec): 3 clusters Score: Raw -24156.250654 + Penalty 1118.853040 = -23037.397614 nChanged 18 SP:Iteration 6Q (107.491575 sec): 3 clusters Score: Raw -24175.688800 + Penalty 1125.111905 = -23050.576896 nChanged 12 SP:Iteration 7Q (107.492754 sec): 3 clusters Score: Raw -24185.978919 + Penalty 1114.930392 = -23071.048527 nChanged 14 SP:Iteration 8Q (107.493784 sec): 3 clusters Score: Raw -24197.403000 + Penalty 1117.042164 = -23080.360836 nChanged 4 SP:Iteration 9Q (107.494802 sec): 3 clusters Score: Raw -24201.939127 + Penalty 1114.954513 = -23086.984614 nChanged 4 SP:Iteration 10F (107.495937 sec): 3 clusters Score: Raw -24207.258757 + Penalty 1115.341651 = -23091.917106 nChanged 2 SP:Iteration 11Q (107.496940 sec): 3 clusters Score: Raw -24209.047745 + Penalty 1117.984044 = -23091.063701 nChanged 1 SP:Iteration 12F (107.498074 sec): 3 clusters Score: Raw -24210.545995 + Penalty 1121.650563 = -23088.895432 nChanged 3 SP:Iteration 13F (107.499213 sec): 3 clusters Score: Raw -24216.020161 + Penalty 1118.719501 = -23097.300660 nChanged 3 SP:Iteration 14Q (107.500206 sec): 3 clusters Score: Raw -24219.502060 + Penalty 1130.807981 = -23088.694079 nChanged 3 SP:Iteration 15F (107.501371 sec): 3 clusters Score: Raw -24223.978212 + Penalty 1131.290164 = -23092.688048 nChanged 3 SP:Iteration 16Q (107.502341 sec): 3 clusters Score: Raw -24226.647242 + Penalty 1136.977040 = -23089.670202 nChanged 2 SP:Iteration 17F (107.503462 sec): 3 clusters Score: Raw -24226.286443 + Penalty 1136.977040 = -23089.309403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 16 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.505787 sec): 2 clusters Score: Raw -24242.764631 + Penalty 790.422876 = -23452.341756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.506948 sec): 3 clusters Score: Raw -23921.882753 + Penalty 1577.963790 = -22343.918963 nChanged 134 SP:Iteration 1F (107.508102 sec): 3 clusters Score: Raw -24089.565125 + Penalty 1575.454492 = -22514.110633 nChanged 42 SP:Iteration 2F (107.509260 sec): 3 clusters Score: Raw -24147.051706 + Penalty 1572.781512 = -22574.270194 nChanged 22 SP:Iteration 3Q (107.510406 sec): 3 clusters Score: Raw -24174.325218 + Penalty 1567.519893 = -22606.805325 nChanged 20 SP:Iteration 4Q (107.511549 sec): 3 clusters Score: Raw -24199.909887 + Penalty 1564.397844 = -22635.512043 nChanged 16 SP:Iteration 5Q (107.512673 sec): 3 clusters Score: Raw -24223.279024 + Penalty 1565.789513 = -22657.489512 nChanged 12 SP:Iteration 6Q (107.513797 sec): 3 clusters Score: Raw -24237.862980 + Penalty 1564.876313 = -22672.986666 nChanged 8 SP:Iteration 7Q (107.514945 sec): 3 clusters Score: Raw -24249.884630 + Penalty 1565.734100 = -22684.150530 nChanged 5 SP:Iteration 8Q (107.516065 sec): 3 clusters Score: Raw -24254.967074 + Penalty 1563.755499 = -22691.211575 nChanged 2 SP:Iteration 9Q (107.517184 sec): 3 clusters Score: Raw -24257.420707 + Penalty 1563.544169 = -22693.876539 nChanged 3 SP:Iteration 10F (107.518361 sec): 3 clusters Score: Raw -24263.142931 + Penalty 1561.374742 = -22701.768189 nChanged 2 SP:Iteration 11Q (107.519475 sec): 3 clusters Score: Raw -24268.022704 + Penalty 1561.147073 = -22706.875631 nChanged 1 SP:Iteration 12Q (107.520584 sec): 3 clusters Score: Raw -24267.844227 + Penalty 1559.380391 = -22708.463836 nChanged 1 SP:Iteration 13Q (107.521694 sec): 3 clusters Score: Raw -24270.342962 + Penalty 1559.272493 = -22711.070469 nChanged 1 SP:Iteration 14Q (107.522801 sec): 3 clusters Score: Raw -24270.930919 + Penalty 1559.011290 = -22711.919630 nChanged 1 SP:Iteration 15Q (107.523906 sec): 3 clusters Score: Raw -24271.022820 + Penalty 1559.011290 = -22712.011530 nChanged 0 SP:Iteration 16F (107.525088 sec): 3 clusters Score: Raw -24271.022820 + Penalty 1559.011290 = -22712.011530 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.527945 sec): 2 clusters Score: Raw -34430.591583 + Penalty 680.596587 = -33749.994996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.529448 sec): 3 clusters Score: Raw -33948.865987 + Penalty 1361.266481 = -32587.599506 nChanged 202 SP:Iteration 1F (107.530927 sec): 3 clusters Score: Raw -34109.673758 + Penalty 1360.411738 = -32749.262020 nChanged 63 SP:Iteration 2F (107.532397 sec): 3 clusters Score: Raw -34171.252237 + Penalty 1359.066104 = -32812.186133 nChanged 33 SP:Iteration 3Q (107.533845 sec): 3 clusters Score: Raw -34192.764038 + Penalty 1356.981156 = -32835.782882 nChanged 22 SP:Iteration 4Q (107.535327 sec): 3 clusters Score: Raw -34209.423854 + Penalty 1353.449779 = -32855.974075 nChanged 27 SP:Iteration 5Q (107.536800 sec): 3 clusters Score: Raw -34233.773646 + Penalty 1349.286091 = -32884.487556 nChanged 25 SP:Iteration 6Q (107.538271 sec): 3 clusters Score: Raw -34253.745382 + Penalty 1347.914788 = -32905.830595 nChanged 23 SP:Iteration 7Q (107.539727 sec): 3 clusters Score: Raw -34273.058619 + Penalty 1346.668888 = -32926.389730 nChanged 20 SP:Iteration 8Q (107.541182 sec): 3 clusters Score: Raw -34285.111629 + Penalty 1345.347348 = -32939.764280 nChanged 17 SP:Iteration 9Q (107.542678 sec): 3 clusters Score: Raw -34295.313139 + Penalty 1345.862511 = -32949.450628 nChanged 20 SP:Iteration 10F (107.544163 sec): 3 clusters Score: Raw -34308.524433 + Penalty 1346.162211 = -32962.362222 nChanged 17 SP:Iteration 11Q (107.545662 sec): 3 clusters Score: Raw -34317.786334 + Penalty 1346.172372 = -32971.613962 nChanged 12 SP:Iteration 12Q (107.547157 sec): 3 clusters Score: Raw -34326.048322 + Penalty 1344.741308 = -32981.307014 nChanged 19 SP:Iteration 13Q (107.548637 sec): 3 clusters Score: Raw -34339.623151 + Penalty 1351.680887 = -32987.942264 nChanged 26 SP:Iteration 14Q (107.550114 sec): 3 clusters Score: Raw -34368.294128 + Penalty 1364.780821 = -33003.513307 nChanged 31 SP:Iteration 15Q (107.551633 sec): 3 clusters Score: Raw -34399.354006 + Penalty 1367.828692 = -33031.525313 nChanged 22 SP:Iteration 16Q (107.553113 sec): 3 clusters Score: Raw -34427.394603 + Penalty 1368.441520 = -33058.953083 nChanged 22 SP:Iteration 17Q (107.554539 sec): 3 clusters Score: Raw -34451.927353 + Penalty 1371.648795 = -33080.278558 nChanged 12 SP:Iteration 18Q (107.555739 sec): 3 clusters Score: Raw -34469.691692 + Penalty 1378.367397 = -33091.324294 nChanged 7 SP:Iteration 19Q (107.556930 sec): 3 clusters Score: Raw -34474.874225 + Penalty 1380.389035 = -33094.485189 nChanged 1 SP:Iteration 20F (107.558307 sec): 3 clusters Score: Raw -34475.575572 + Penalty 1381.786218 = -33093.789354 nChanged 1 SP:Iteration 21F (107.559665 sec): 3 clusters Score: Raw -34475.671409 + Penalty 1375.231255 = -33100.440154 nChanged 1 SP:Iteration 22Q (107.560817 sec): 3 clusters Score: Raw -34476.761918 + Penalty 1375.231255 = -33101.530664 nChanged 0 SP:Iteration 23F (107.562189 sec): 3 clusters Score: Raw -34476.761918 + Penalty 1375.231255 = -33101.530664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 19 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.564158 sec): 2 clusters Score: Raw -20503.144692 + Penalty 519.771393 = -19983.373300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.565271 sec): 3 clusters Score: Raw -20308.157138 + Penalty 1037.730331 = -19270.426807 nChanged 151 SP:Iteration 1F (107.566371 sec): 3 clusters Score: Raw -20423.638741 + Penalty 1037.589598 = -19386.049143 nChanged 47 SP:Iteration 2F (107.567500 sec): 3 clusters Score: Raw -20463.013905 + Penalty 1037.966197 = -19425.047708 nChanged 24 SP:Iteration 3F (107.568607 sec): 3 clusters Score: Raw -20478.359463 + Penalty 1040.923795 = -19437.435668 nChanged 15 SP:Iteration 4Q (107.569702 sec): 3 clusters Score: Raw -20488.666271 + Penalty 1042.177469 = -19446.488802 nChanged 11 SP:Iteration 5Q (107.570796 sec): 3 clusters Score: Raw -20494.225919 + Penalty 1045.330676 = -19448.895242 nChanged 14 SP:Iteration 6Q (107.571893 sec): 3 clusters Score: Raw -20504.798503 + Penalty 1049.979344 = -19454.819159 nChanged 12 SP:Iteration 7Q (107.573032 sec): 3 clusters Score: Raw -20519.814976 + Penalty 1056.707257 = -19463.107719 nChanged 18 SP:Iteration 8Q (107.574133 sec): 3 clusters Score: Raw -20544.278213 + Penalty 1072.313240 = -19471.964973 nChanged 23 SP:Iteration 9Q (107.575232 sec): 3 clusters Score: Raw -20574.956395 + Penalty 1080.265056 = -19494.691339 nChanged 12 SP:Iteration 10F (107.576353 sec): 3 clusters Score: Raw -20587.813088 + Penalty 1091.051931 = -19496.761157 nChanged 13 SP:Iteration 11Q (107.577451 sec): 3 clusters Score: Raw -20601.400808 + Penalty 1097.861271 = -19503.539538 nChanged 8 SP:Iteration 12Q (107.578549 sec): 3 clusters Score: Raw -20607.934957 + Penalty 1102.478437 = -19505.456520 nChanged 4 SP:Iteration 13Q (107.579640 sec): 3 clusters Score: Raw -20612.125202 + Penalty 1102.478437 = -19509.646765 nChanged 0 SP:Iteration 14F (107.580767 sec): 3 clusters Score: Raw -20612.125202 + Penalty 1102.478437 = -19509.646765 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 20 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.590461 sec): 2 clusters Score: Raw -96281.445728 + Penalty 767.744032 = -95513.701696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.594492 sec): 3 clusters Score: Raw -95011.251101 + Penalty 1542.422823 = -93468.828277 nChanged 730 SP:Iteration 1F (107.598363 sec): 3 clusters Score: Raw -95578.029365 + Penalty 1570.957772 = -94007.071593 nChanged 280 SP:Iteration 2F (107.602166 sec): 3 clusters Score: Raw -95924.176096 + Penalty 1620.338113 = -94303.837984 nChanged 207 SP:Iteration 3F (107.605924 sec): 3 clusters Score: Raw -96154.126738 + Penalty 1651.643676 = -94502.483062 nChanged 106 SP:Iteration 4F (107.609657 sec): 3 clusters Score: Raw -96243.777047 + Penalty 1683.387202 = -94560.389844 nChanged 61 SP:Iteration 5Q (107.613232 sec): 3 clusters Score: Raw -96298.532434 + Penalty 1704.621818 = -94593.910617 nChanged 39 SP:Iteration 6Q (107.616689 sec): 3 clusters Score: Raw -96339.512534 + Penalty 1713.800676 = -94625.711858 nChanged 23 SP:Iteration 7Q (107.620024 sec): 3 clusters Score: Raw -96356.854548 + Penalty 1726.772232 = -94630.082316 nChanged 16 SP:Iteration 8Q (107.623286 sec): 3 clusters Score: Raw -96362.633470 + Penalty 1731.655236 = -94630.978234 nChanged 11 SP:Iteration 9Q (107.626542 sec): 3 clusters Score: Raw -96367.647039 + Penalty 1736.955725 = -94630.691314 nChanged 9 SP:Iteration 10F (107.630267 sec): 3 clusters Score: Raw -96371.587511 + Penalty 1735.804747 = -94635.782764 nChanged 9 SP:Iteration 11Q (107.633470 sec): 3 clusters Score: Raw -96376.586316 + Penalty 1733.858500 = -94642.727816 nChanged 3 SP:Iteration 12Q (107.636659 sec): 3 clusters Score: Raw -96378.755806 + Penalty 1733.428889 = -94645.326917 nChanged 4 SP:Iteration 13Q (107.639841 sec): 3 clusters Score: Raw -96381.570252 + Penalty 1735.811231 = -94645.759021 nChanged 3 SP:Iteration 14Q (107.643018 sec): 3 clusters Score: Raw -96386.273263 + Penalty 1736.699307 = -94649.573956 nChanged 2 SP:Iteration 15Q (107.646176 sec): 3 clusters Score: Raw -96388.022713 + Penalty 1738.394879 = -94649.627834 nChanged 3 SP:Iteration 16Q (107.649323 sec): 3 clusters Score: Raw -96389.143365 + Penalty 1740.261554 = -94648.881811 nChanged 3 SP:Iteration 17F (107.653019 sec): 3 clusters Score: Raw -96389.463813 + Penalty 1740.261554 = -94649.202259 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 22 (881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.659478 sec): 2 clusters Score: Raw -31031.134159 + Penalty 422.430362 = -30608.703797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.661436 sec): 3 clusters Score: Raw -30652.643220 + Penalty 853.783269 = -29798.859951 nChanged 325 SP:Iteration 1F (107.663342 sec): 3 clusters Score: Raw -31018.294129 + Penalty 856.360773 = -30161.933355 nChanged 94 SP:Iteration 2F (107.665289 sec): 3 clusters Score: Raw -31109.828452 + Penalty 855.829839 = -30253.998614 nChanged 45 SP:Iteration 3F (107.667286 sec): 3 clusters Score: Raw -31138.330489 + Penalty 856.863632 = -30281.466857 nChanged 21 SP:Iteration 4Q (107.669116 sec): 3 clusters Score: Raw -31149.840203 + Penalty 857.876046 = -30291.964157 nChanged 7 SP:Iteration 5Q (107.670921 sec): 3 clusters Score: Raw -31152.282837 + Penalty 858.194280 = -30294.088557 nChanged 5 SP:Iteration 6Q (107.672719 sec): 3 clusters Score: Raw -31153.843784 + Penalty 859.470892 = -30294.372892 nChanged 5 SP:Iteration 7Q (107.674517 sec): 3 clusters Score: Raw -31155.019631 + Penalty 859.878367 = -30295.141264 nChanged 3 SP:Iteration 8Q (107.676313 sec): 3 clusters Score: Raw -31155.603640 + Penalty 861.602211 = -30294.001428 nChanged 4 SP:Iteration 9F (107.678163 sec): 3 clusters Score: Raw -31157.099886 + Penalty 862.319878 = -30294.780008 nChanged 4 SP:Iteration 10F (107.680070 sec): 3 clusters Score: Raw -31158.883757 + Penalty 862.351463 = -30296.532294 nChanged 4 SP:Iteration 11Q (107.681930 sec): 3 clusters Score: Raw -31159.937661 + Penalty 863.101789 = -30296.835871 nChanged 2 SP:Iteration 12Q (107.683725 sec): 3 clusters Score: Raw -31160.143150 + Penalty 863.579966 = -30296.563184 nChanged 1 SP:Iteration 13F (107.685573 sec): 3 clusters Score: Raw -31160.224630 + Penalty 864.077923 = -30296.146707 nChanged 1 SP:Iteration 14F (107.687418 sec): 3 clusters Score: Raw -31160.280949 + Penalty 864.077923 = -30296.203026 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 26 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.689636 sec): 2 clusters Score: Raw -28056.026151 + Penalty 595.381656 = -27460.644495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.691154 sec): 3 clusters Score: Raw -27763.798178 + Penalty 1194.547305 = -26569.250873 nChanged 197 SP:Iteration 1F (107.692568 sec): 3 clusters Score: Raw -27909.924672 + Penalty 1203.576909 = -26706.347763 nChanged 51 SP:Iteration 2F (107.693968 sec): 3 clusters Score: Raw -27958.636618 + Penalty 1223.009740 = -26735.626879 nChanged 50 SP:Iteration 3F (107.695376 sec): 3 clusters Score: Raw -28021.619187 + Penalty 1250.393270 = -26771.225918 nChanged 44 SP:Iteration 4F (107.696752 sec): 3 clusters Score: Raw -28095.763495 + Penalty 1272.854659 = -26822.908836 nChanged 38 SP:Iteration 5F (107.698122 sec): 3 clusters Score: Raw -28146.523971 + Penalty 1286.322633 = -26860.201338 nChanged 21 SP:Iteration 6Q (107.699492 sec): 3 clusters Score: Raw -28169.851028 + Penalty 1293.846105 = -26876.004923 nChanged 14 SP:Iteration 7Q (107.700823 sec): 3 clusters Score: Raw -28184.239326 + Penalty 1296.302940 = -26887.936386 nChanged 3 SP:Iteration 8Q (107.702134 sec): 3 clusters Score: Raw -28187.637019 + Penalty 1297.276938 = -26890.360081 nChanged 1 SP:Iteration 9Q (107.703454 sec): 3 clusters Score: Raw -28187.953242 + Penalty 1297.276938 = -26890.676304 nChanged 0 SP:Iteration 10F (107.704827 sec): 3 clusters Score: Raw -28187.953242 + Penalty 1297.276938 = -26890.676304 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 31 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.706870 sec): 2 clusters Score: Raw -28621.686394 + Penalty 278.007509 = -28343.678884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.708248 sec): 3 clusters Score: Raw -28288.193478 + Penalty 567.645863 = -27720.547615 nChanged 209 SP:Iteration 1F (107.709594 sec): 3 clusters Score: Raw -28431.654397 + Penalty 581.394908 = -27850.259489 nChanged 61 SP:Iteration 2F (107.710904 sec): 3 clusters Score: Raw -28489.351832 + Penalty 596.404372 = -27892.947460 nChanged 46 SP:Iteration 3F (107.712214 sec): 3 clusters Score: Raw -28539.417253 + Penalty 601.680979 = -27937.736274 nChanged 27 SP:Iteration 4Q (107.713515 sec): 3 clusters Score: Raw -28558.503906 + Penalty 605.300085 = -27953.203821 nChanged 13 SP:Iteration 5Q (107.714791 sec): 3 clusters Score: Raw -28568.071162 + Penalty 614.259231 = -27953.811931 nChanged 13 SP:Iteration 6Q (107.716052 sec): 3 clusters Score: Raw -28577.931212 + Penalty 625.071935 = -27952.859277 nChanged 16 SP:Iteration 7F (107.717368 sec): 3 clusters Score: Raw -28590.069557 + Penalty 631.690673 = -27958.378883 nChanged 14 SP:Iteration 8Q (107.718603 sec): 3 clusters Score: Raw -28599.881769 + Penalty 632.489672 = -27967.392097 nChanged 11 SP:Iteration 9Q (107.719907 sec): 3 clusters Score: Raw -28608.786050 + Penalty 633.954635 = -27974.831415 nChanged 8 SP:Iteration 10F (107.721230 sec): 3 clusters Score: Raw -28613.206188 + Penalty 631.395803 = -27981.810385 nChanged 3 SP:Iteration 11Q (107.722423 sec): 3 clusters Score: Raw -28615.086485 + Penalty 630.082887 = -27985.003599 nChanged 2 SP:Iteration 12Q (107.723602 sec): 3 clusters Score: Raw -28616.660345 + Penalty 628.752150 = -27987.908196 nChanged 2 SP:Iteration 13Q (107.724784 sec): 3 clusters Score: Raw -28617.294746 + Penalty 630.244772 = -27987.049974 nChanged 2 SP:Iteration 14F (107.726121 sec): 3 clusters Score: Raw -28618.278480 + Penalty 633.533575 = -27984.744904 nChanged 4 SP:Iteration 15F (107.727459 sec): 3 clusters Score: Raw -28622.158008 + Penalty 640.354123 = -27981.803885 nChanged 6 SP:Iteration 16F (107.728801 sec): 3 clusters Score: Raw -28627.262230 + Penalty 649.073116 = -27978.189113 nChanged 4 SP:Iteration 17F (107.730156 sec): 3 clusters Score: Raw -28630.878097 + Penalty 656.111687 = -27974.766410 nChanged 3 SP:Iteration 18F (107.731503 sec): 3 clusters Score: Raw -28633.460979 + Penalty 656.111687 = -27977.349292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 32 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.732274 sec): 2 clusters Score: Raw -3684.423890 + Penalty 68.879465 = -3615.544425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.732666 sec): 3 clusters Score: Raw -3646.335684 + Penalty 194.374531 = -3451.961153 nChanged 31 SP:Iteration 1F (107.733047 sec): 3 clusters Score: Raw -3693.964073 + Penalty 247.216248 = -3446.747825 nChanged 5 SP:Iteration 2F (107.733427 sec): 3 clusters Score: Raw -3701.057667 + Penalty 247.216248 = -3453.841419 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 38 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.735477 sec): 2 clusters Score: Raw -24509.374701 + Penalty 438.143962 = -24071.230739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.736812 sec): 3 clusters Score: Raw -24142.199003 + Penalty 876.389729 = -23265.809273 nChanged 191 SP:Iteration 1F (107.738122 sec): 3 clusters Score: Raw -24410.829270 + Penalty 872.732481 = -23538.096789 nChanged 61 SP:Iteration 2F (107.739420 sec): 3 clusters Score: Raw -24508.610466 + Penalty 872.353154 = -23636.257313 nChanged 23 SP:Iteration 3Q (107.740666 sec): 3 clusters Score: Raw -24539.925510 + Penalty 870.315506 = -23669.610004 nChanged 11 SP:Iteration 4Q (107.741893 sec): 3 clusters Score: Raw -24552.312413 + Penalty 868.458506 = -23683.853907 nChanged 8 SP:Iteration 5Q (107.743114 sec): 3 clusters Score: Raw -24558.490432 + Penalty 867.159877 = -23691.330555 nChanged 2 SP:Iteration 6Q (107.744305 sec): 3 clusters Score: Raw -24560.928354 + Penalty 865.602001 = -23695.326352 nChanged 2 SP:Iteration 7Q (107.745496 sec): 3 clusters Score: Raw -24564.093668 + Penalty 865.602001 = -23698.491666 nChanged 0 SP:Iteration 8F (107.746762 sec): 3 clusters Score: Raw -24564.093668 + Penalty 865.602001 = -23698.491666 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 51 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.748748 sec): 2 clusters Score: Raw -21086.552316 + Penalty 833.138825 = -20253.413491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.750060 sec): 3 clusters Score: Raw -20771.266298 + Penalty 1666.044655 = -19105.221643 nChanged 166 SP:Iteration 1F (107.751353 sec): 3 clusters Score: Raw -20962.120155 + Penalty 1665.738859 = -19296.381297 nChanged 39 SP:Iteration 2F (107.752650 sec): 3 clusters Score: Raw -21012.321437 + Penalty 1666.011923 = -19346.309514 nChanged 21 SP:Iteration 3Q (107.753915 sec): 3 clusters Score: Raw -21052.848127 + Penalty 1665.647825 = -19387.200301 nChanged 15 SP:Iteration 4Q (107.755188 sec): 3 clusters Score: Raw -21073.899654 + Penalty 1665.411829 = -19408.487825 nChanged 10 SP:Iteration 5Q (107.756437 sec): 3 clusters Score: Raw -21086.990687 + Penalty 1665.228388 = -19421.762299 nChanged 5 SP:Iteration 6Q (107.757682 sec): 3 clusters Score: Raw -21096.687199 + Penalty 1665.080441 = -19431.606757 nChanged 5 SP:Iteration 7Q (107.758928 sec): 3 clusters Score: Raw -21103.441066 + Penalty 1664.873817 = -19438.567249 nChanged 4 SP:Iteration 8Q (107.760167 sec): 3 clusters Score: Raw -21114.474096 + Penalty 1664.491908 = -19449.982188 nChanged 7 SP:Iteration 9Q (107.761436 sec): 3 clusters Score: Raw -21120.494373 + Penalty 1664.619223 = -19455.875149 nChanged 7 SP:Iteration 10F (107.762734 sec): 3 clusters Score: Raw -21126.458853 + Penalty 1664.636201 = -19461.822652 nChanged 5 SP:Iteration 11Q (107.764026 sec): 3 clusters Score: Raw -21129.907742 + Penalty 1664.581841 = -19465.325902 nChanged 1 SP:Iteration 12Q (107.765329 sec): 3 clusters Score: Raw -21133.202764 + Penalty 1664.581841 = -19468.620924 nChanged 0 SP:Iteration 13F (107.766686 sec): 3 clusters Score: Raw -21133.202764 + Penalty 1664.581841 = -19468.620924 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 54 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.768700 sec): 2 clusters Score: Raw -25747.024239 + Penalty 307.725728 = -25439.298511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.770055 sec): 3 clusters Score: Raw -25440.179782 + Penalty 609.000851 = -24831.178931 nChanged 223 SP:Iteration 1F (107.771387 sec): 3 clusters Score: Raw -25621.922528 + Penalty 620.597359 = -25001.325169 nChanged 61 SP:Iteration 2F (107.772733 sec): 3 clusters Score: Raw -25693.221085 + Penalty 639.580792 = -25053.640293 nChanged 42 SP:Iteration 3F (107.774094 sec): 3 clusters Score: Raw -25738.231460 + Penalty 666.597148 = -25071.634312 nChanged 25 SP:Iteration 4Q (107.775255 sec): 3 clusters Score: Raw -25760.485096 + Penalty 676.158642 = -25084.326454 nChanged 12 SP:Iteration 5Q (107.776357 sec): 3 clusters Score: Raw -25766.576633 + Penalty 676.207339 = -25090.369294 nChanged 6 SP:Iteration 6Q (107.777440 sec): 3 clusters Score: Raw -25770.173923 + Penalty 689.473801 = -25080.700122 nChanged 4 SP:Iteration 7F (107.778635 sec): 3 clusters Score: Raw -25775.252763 + Penalty 696.945592 = -25078.307171 nChanged 2 SP:Iteration 8F (107.779832 sec): 3 clusters Score: Raw -25779.210573 + Penalty 701.822091 = -25077.388482 nChanged 1 SP:Iteration 9F (107.781027 sec): 3 clusters Score: Raw -25781.733522 + Penalty 695.587604 = -25086.145918 nChanged 2 SP:Iteration 10F (107.782222 sec): 3 clusters Score: Raw -25783.433367 + Penalty 695.587604 = -25087.845763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 55 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.783676 sec): 2 clusters Score: Raw -11340.703187 + Penalty 494.350135 = -10846.353051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.784310 sec): 3 clusters Score: Raw -11166.707486 + Penalty 989.414450 = -10177.293036 nChanged 46 SP:Iteration 1F (107.784939 sec): 3 clusters Score: Raw -11224.950820 + Penalty 991.992907 = -10232.957913 nChanged 17 SP:Iteration 2F (107.785567 sec): 3 clusters Score: Raw -11252.179565 + Penalty 1000.265069 = -10251.914496 nChanged 20 SP:Iteration 3F (107.786198 sec): 3 clusters Score: Raw -11287.311763 + Penalty 1014.114516 = -10273.197248 nChanged 24 SP:Iteration 4F (107.786788 sec): 3 clusters Score: Raw -11333.502795 + Penalty 1023.571259 = -10309.931536 nChanged 11 SP:Iteration 5F (107.787377 sec): 3 clusters Score: Raw -11352.392773 + Penalty 1026.960042 = -10325.432731 nChanged 3 SP:Iteration 6Q (107.787923 sec): 3 clusters Score: Raw -11356.931862 + Penalty 1031.248251 = -10325.683611 nChanged 2 SP:Iteration 7Q (107.788466 sec): 3 clusters Score: Raw -11363.170040 + Penalty 1034.224940 = -10328.945099 nChanged 2 SP:Iteration 8Q (107.789001 sec): 3 clusters Score: Raw -11368.293855 + Penalty 1034.224940 = -10334.068915 nChanged 0 SP:Iteration 9F (107.789590 sec): 3 clusters Score: Raw -11368.293855 + Penalty 1034.224940 = -10334.068915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.791386 sec): 2 clusters Score: Raw -11134.459613 + Penalty 378.583202 = -10755.876411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.792166 sec): 3 clusters Score: Raw -11033.701271 + Penalty 743.790224 = -10289.911047 nChanged 88 SP:Iteration 1F (107.792969 sec): 3 clusters Score: Raw -11129.293135 + Penalty 746.917013 = -10382.376122 nChanged 22 SP:Iteration 2F (107.793735 sec): 3 clusters Score: Raw -11173.454299 + Penalty 756.417040 = -10417.037259 nChanged 14 SP:Iteration 3Q (107.794472 sec): 3 clusters Score: Raw -11197.634559 + Penalty 757.166403 = -10440.468155 nChanged 7 SP:Iteration 4Q (107.795199 sec): 3 clusters Score: Raw -11208.838083 + Penalty 757.895010 = -10450.943073 nChanged 5 SP:Iteration 5Q (107.795919 sec): 3 clusters Score: Raw -11226.168370 + Penalty 754.775955 = -10471.392415 nChanged 6 SP:Iteration 6Q (107.796636 sec): 3 clusters Score: Raw -11231.979163 + Penalty 755.549989 = -10476.429174 nChanged 1 SP:Iteration 7Q (107.797351 sec): 3 clusters Score: Raw -11232.446005 + Penalty 755.549989 = -10476.896017 nChanged 0 SP:Iteration 8F (107.798107 sec): 3 clusters Score: Raw -11232.446005 + Penalty 755.549989 = -10476.896017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 65 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.798863 sec): 2 clusters Score: Raw -2944.851505 + Penalty 395.034380 = -2549.817125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.799228 sec): 3 clusters Score: Raw -2984.156395 + Penalty 793.878807 = -2190.277588 nChanged 5 SP:Iteration 1F (107.799584 sec): 3 clusters Score: Raw -2996.374600 + Penalty 805.763025 = -2190.611575 nChanged 4 SP:Iteration 2F (107.799940 sec): 3 clusters Score: Raw -3015.183271 + Penalty 817.767706 = -2197.415565 nChanged 2 SP:Iteration 3Q (107.800279 sec): 3 clusters Score: Raw -3028.932848 + Penalty 826.651553 = -2202.281295 nChanged 1 SP:Iteration 4Q (107.800620 sec): 3 clusters Score: Raw -3036.803837 + Penalty 826.651553 = -2210.152284 nChanged 0 SP:Iteration 5F (107.800977 sec): 3 clusters Score: Raw -3036.803837 + Penalty 826.651553 = -2210.152284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 112 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.802091 sec): 2 clusters Score: Raw -8177.232701 + Penalty 344.608197 = -7832.624504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.802801 sec): 3 clusters Score: Raw -8118.020314 + Penalty 699.990392 = -7418.029922 nChanged 57 SP:Iteration 1F (107.803503 sec): 3 clusters Score: Raw -8218.872425 + Penalty 716.729722 = -7502.142704 nChanged 24 SP:Iteration 2F (107.804210 sec): 3 clusters Score: Raw -8257.580740 + Penalty 728.589370 = -7528.991371 nChanged 10 SP:Iteration 3Q (107.804841 sec): 3 clusters Score: Raw -8278.958523 + Penalty 735.908669 = -7543.049853 nChanged 4 SP:Iteration 4Q (107.805461 sec): 3 clusters Score: Raw -8286.292733 + Penalty 739.698588 = -7546.594145 nChanged 1 SP:Iteration 5Q (107.806069 sec): 3 clusters Score: Raw -8287.533169 + Penalty 744.441188 = -7543.091981 nChanged 1 SP:Iteration 6F (107.806695 sec): 3 clusters Score: Raw -8289.860731 + Penalty 749.385850 = -7540.474881 nChanged 1 SP:Iteration 7F (107.807322 sec): 3 clusters Score: Raw -8290.774217 + Penalty 749.385850 = -7541.388368 nChanged 0 Iteration 218F (108.383583 sec): 28 clusters Score: Raw -1639273.659913 + Penalty 19637.672890 = -1619635.987024 nChanged 17 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.38 GB. Compute initial score before splitting: Score: Raw -1639273.659913 + Penalty 19637.672890 = -1619635.987024Memory request: 0.03 GB would take us to total of 0.41 GB. Trying to split cluster 1 (6462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.540341 sec): 2 clusters Score: Raw -263197.396862 + Penalty 97.403559 = -263099.993303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.552088 sec): 3 clusters Score: Raw -258897.733822 + Penalty 193.116839 = -258704.616983 nChanged 3127 SP:Iteration 1F (108.563643 sec): 3 clusters Score: Raw -262462.740132 + Penalty 189.471668 = -262273.268463 nChanged 314 SP:Iteration 2Q (108.575113 sec): 3 clusters Score: Raw -263022.585733 + Penalty 188.575409 = -262834.010324 nChanged 98 SP:Iteration 3Q (108.585315 sec): 3 clusters Score: Raw -263113.453721 + Penalty 188.504552 = -262924.949169 nChanged 40 SP:Iteration 4Q (108.594970 sec): 3 clusters Score: Raw -263135.670817 + Penalty 189.398860 = -262946.271957 nChanged 35 SP:Iteration 5Q (108.604700 sec): 3 clusters Score: Raw -263163.216717 + Penalty 190.417244 = -262972.799474 nChanged 42 SP:Iteration 6Q (108.614269 sec): 3 clusters Score: Raw -263192.874382 + Penalty 190.631770 = -263002.242612 nChanged 38 SP:Iteration 7Q (108.623889 sec): 3 clusters Score: Raw -263213.672637 + Penalty 190.064065 = -263023.608573 nChanged 32 SP:Iteration 8Q (108.633319 sec): 3 clusters Score: Raw -263228.658755 + Penalty 189.994335 = -263038.664420 nChanged 24 SP:Iteration 9Q (108.642886 sec): 3 clusters Score: Raw -263237.228283 + Penalty 190.120858 = -263047.107425 nChanged 12 SP:Iteration 10F (108.654282 sec): 3 clusters Score: Raw -263239.970986 + Penalty 189.166455 = -263050.804532 nChanged 11 SP:Iteration 11Q (108.663709 sec): 3 clusters Score: Raw -263241.998768 + Penalty 189.078587 = -263052.920181 nChanged 9 SP:Iteration 12Q (108.673179 sec): 3 clusters Score: Raw -263243.665429 + Penalty 188.531903 = -263055.133526 nChanged 11 SP:Iteration 13Q (108.682483 sec): 3 clusters Score: Raw -263244.814248 + Penalty 188.740975 = -263056.073272 nChanged 6 SP:Iteration 14Q (108.692009 sec): 3 clusters Score: Raw -263245.221765 + Penalty 189.043801 = -263056.177964 nChanged 5 SP:Iteration 15Q (108.701552 sec): 3 clusters Score: Raw -263245.564401 + Penalty 189.300132 = -263056.264269 nChanged 4 SP:Iteration 16Q (108.710842 sec): 3 clusters Score: Raw -263245.833836 + Penalty 189.432451 = -263056.401385 nChanged 4 SP:Iteration 17Q (108.720122 sec): 3 clusters Score: Raw -263246.087892 + Penalty 188.448146 = -263057.639746 nChanged 6 SP:Iteration 18Q (108.729393 sec): 3 clusters Score: Raw -263246.815591 + Penalty 188.746658 = -263058.068933 nChanged 4 SP:Iteration 19Q (108.738698 sec): 3 clusters Score: Raw -263246.952335 + Penalty 188.746658 = -263058.205677 nChanged 0 SP:Iteration 20F (108.750150 sec): 3 clusters Score: Raw -263246.952335 + Penalty 188.746658 = -263058.205677 nChanged 0 Memory request: 0.07 GB would take us to total of 0.44 GB. Trying to split cluster 2 (13986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.815293 sec): 2 clusters Score: Raw -566823.572137 + Penalty 226.848928 = -566596.723209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.841016 sec): 3 clusters Score: Raw -557363.825069 + Penalty 452.515967 = -556911.309102 nChanged 6615 SP:Iteration 1F (108.866600 sec): 3 clusters Score: Raw -561058.447526 + Penalty 437.313777 = -560621.133749 nChanged 2647 SP:Iteration 2F (108.892023 sec): 3 clusters Score: Raw -563161.135819 + Penalty 418.886991 = -562742.248828 nChanged 1245 SP:Iteration 3F (108.917558 sec): 3 clusters Score: Raw -564503.468378 + Penalty 405.277385 = -564098.190993 nChanged 746 SP:Iteration 4F (108.942678 sec): 3 clusters Score: Raw -565756.574995 + Penalty 399.529883 = -565357.045112 nChanged 290 SP:Iteration 5Q (108.966755 sec): 3 clusters Score: Raw -566374.309936 + Penalty 398.948965 = -565975.360971 nChanged 153 SP:Iteration 6Q (108.987557 sec): 3 clusters Score: Raw -566472.724275 + Penalty 397.993540 = -566074.730736 nChanged 118 SP:Iteration 7Q (109.008798 sec): 3 clusters Score: Raw -566518.998037 + Penalty 396.178704 = -566122.819333 nChanged 98 SP:Iteration 8Q (109.029203 sec): 3 clusters Score: Raw -566548.008490 + Penalty 392.341125 = -566155.667365 nChanged 82 SP:Iteration 9Q (109.049670 sec): 3 clusters Score: Raw -566569.576012 + Penalty 391.777665 = -566177.798347 nChanged 67 SP:Iteration 10F (109.074855 sec): 3 clusters Score: Raw -566586.802957 + Penalty 390.010812 = -566196.792146 nChanged 71 SP:Iteration 11Q (109.095250 sec): 3 clusters Score: Raw -566607.791692 + Penalty 388.271293 = -566219.520399 nChanged 70 SP:Iteration 12Q (109.115825 sec): 3 clusters Score: Raw -566628.756320 + Penalty 386.530017 = -566242.226303 nChanged 74 SP:Iteration 13Q (109.136024 sec): 3 clusters Score: Raw -566649.707297 + Penalty 382.580347 = -566267.126950 nChanged 68 SP:Iteration 14Q (109.156274 sec): 3 clusters Score: Raw -566671.375228 + Penalty 380.669853 = -566290.705375 nChanged 64 SP:Iteration 15Q (109.176476 sec): 3 clusters Score: Raw -566691.901855 + Penalty 378.873716 = -566313.028139 nChanged 52 SP:Iteration 16Q (109.196593 sec): 3 clusters Score: Raw -566709.703163 + Penalty 379.586610 = -566330.116554 nChanged 56 SP:Iteration 17Q (109.216753 sec): 3 clusters Score: Raw -566727.239317 + Penalty 376.850964 = -566350.388353 nChanged 41 SP:Iteration 18Q (109.236729 sec): 3 clusters Score: Raw -566738.559330 + Penalty 373.775485 = -566364.783845 nChanged 35 SP:Iteration 19Q (109.256789 sec): 3 clusters Score: Raw -566747.699595 + Penalty 372.923717 = -566374.775877 nChanged 35 SP:Iteration 20F (109.281810 sec): 3 clusters Score: Raw -566757.873243 + Penalty 371.464728 = -566386.408514 nChanged 34 SP:Iteration 21Q (109.301852 sec): 3 clusters Score: Raw -566769.509479 + Penalty 371.455342 = -566398.054137 nChanged 19 SP:Iteration 22Q (109.322021 sec): 3 clusters Score: Raw -566775.492336 + Penalty 368.694617 = -566406.797718 nChanged 23 SP:Iteration 23Q (109.341978 sec): 3 clusters Score: Raw -566782.551452 + Penalty 368.299571 = -566414.251881 nChanged 20 SP:Iteration 24Q (109.361884 sec): 3 clusters Score: Raw -566788.554816 + Penalty 367.958545 = -566420.596272 nChanged 17 SP:Iteration 25Q (109.382231 sec): 3 clusters Score: Raw -566793.491645 + Penalty 366.583697 = -566426.907948 nChanged 13 SP:Iteration 26Q (109.402340 sec): 3 clusters Score: Raw -566795.901270 + Penalty 366.741078 = -566429.160192 nChanged 5 SP:Iteration 27Q (109.422352 sec): 3 clusters Score: Raw -566796.484894 + Penalty 367.015472 = -566429.469422 nChanged 2 SP:Iteration 28Q (109.442075 sec): 3 clusters Score: Raw -566796.734084 + Penalty 367.162441 = -566429.571643 nChanged 2 SP:Iteration 29Q (109.461908 sec): 3 clusters Score: Raw -566797.200061 + Penalty 367.320931 = -566429.879130 nChanged 3 SP:Iteration 30F (109.487053 sec): 3 clusters Score: Raw -566797.660618 + Penalty 367.414252 = -566430.246366 nChanged 1 SP:Iteration 31Q (109.507310 sec): 3 clusters Score: Raw -566797.958800 + Penalty 367.414252 = -566430.544548 nChanged 0 SP:Iteration 32F (109.532395 sec): 3 clusters Score: Raw -566797.958800 + Penalty 367.414252 = -566430.544548 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 3 (3703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.552473 sec): 2 clusters Score: Raw -162763.665949 + Penalty 340.696099 = -162422.969850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.559356 sec): 3 clusters Score: Raw -160454.862123 + Penalty 680.200104 = -159774.662018 nChanged 1659 SP:Iteration 1F (109.566144 sec): 3 clusters Score: Raw -161356.417803 + Penalty 685.367190 = -160671.050613 nChanged 442 SP:Iteration 2F (109.572784 sec): 3 clusters Score: Raw -161681.204390 + Penalty 705.298600 = -160975.905790 nChanged 397 SP:Iteration 3F (109.579503 sec): 3 clusters Score: Raw -162020.451160 + Penalty 727.395194 = -161293.055967 nChanged 275 SP:Iteration 4F (109.586080 sec): 3 clusters Score: Raw -162255.411187 + Penalty 755.887630 = -161499.523556 nChanged 219 SP:Iteration 5F (109.592634 sec): 3 clusters Score: Raw -162482.700351 + Penalty 792.618944 = -161690.081408 nChanged 145 SP:Iteration 6Q (109.599228 sec): 3 clusters Score: Raw -162628.638052 + Penalty 828.185597 = -161800.452454 nChanged 78 SP:Iteration 7Q (109.605783 sec): 3 clusters Score: Raw -162720.535417 + Penalty 837.468783 = -161883.066635 nChanged 42 SP:Iteration 8Q (109.611890 sec): 3 clusters Score: Raw -162779.576514 + Penalty 834.138822 = -161945.437692 nChanged 16 SP:Iteration 9Q (109.617491 sec): 3 clusters Score: Raw -162799.194197 + Penalty 835.550222 = -161963.643975 nChanged 13 SP:Iteration 10F (109.624053 sec): 3 clusters Score: Raw -162809.746004 + Penalty 835.797192 = -161973.948812 nChanged 7 SP:Iteration 11Q (109.629416 sec): 3 clusters Score: Raw -162812.360565 + Penalty 836.318966 = -161976.041599 nChanged 5 SP:Iteration 12Q (109.634833 sec): 3 clusters Score: Raw -162814.644444 + Penalty 836.490081 = -161978.154363 nChanged 3 SP:Iteration 13Q (109.640161 sec): 3 clusters Score: Raw -162816.365978 + Penalty 833.236338 = -161983.129640 nChanged 2 SP:Iteration 14Q (109.645479 sec): 3 clusters Score: Raw -162819.422145 + Penalty 833.236338 = -161986.185807 nChanged 0 SP:Iteration 15F (109.652033 sec): 3 clusters Score: Raw -162819.422145 + Penalty 833.236338 = -161986.185807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 4 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.656362 sec): 2 clusters Score: Raw -9468.449876 + Penalty 52.390152 = -9416.059725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.656986 sec): 3 clusters Score: Raw -9343.087275 + Penalty 103.812023 = -9239.275252 nChanged 97 SP:Iteration 1F (109.657596 sec): 3 clusters Score: Raw -9440.304845 + Penalty 104.046333 = -9336.258512 nChanged 12 SP:Iteration 2F (109.658204 sec): 3 clusters Score: Raw -9457.703637 + Penalty 104.797194 = -9352.906443 nChanged 13 SP:Iteration 3F (109.658812 sec): 3 clusters Score: Raw -9466.082993 + Penalty 104.780304 = -9361.302689 nChanged 8 SP:Iteration 4Q (109.659399 sec): 3 clusters Score: Raw -9471.549002 + Penalty 104.796556 = -9366.752446 nChanged 7 SP:Iteration 5Q (109.659981 sec): 3 clusters Score: Raw -9476.555046 + Penalty 104.825586 = -9371.729459 nChanged 5 SP:Iteration 6Q (109.660591 sec): 3 clusters Score: Raw -9480.851309 + Penalty 105.045064 = -9375.806245 nChanged 5 SP:Iteration 7Q (109.661190 sec): 3 clusters Score: Raw -9484.777169 + Penalty 105.242185 = -9379.534984 nChanged 3 SP:Iteration 8Q (109.661786 sec): 3 clusters Score: Raw -9485.422738 + Penalty 105.333301 = -9380.089437 nChanged 1 SP:Iteration 9Q (109.662383 sec): 3 clusters Score: Raw -9485.413040 + Penalty 105.333301 = -9380.079739 nChanged 0 SP:Iteration 10F (109.663009 sec): 3 clusters Score: Raw -9485.413040 + Penalty 105.333301 = -9380.079739 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 5 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.665973 sec): 2 clusters Score: Raw -30192.969819 + Penalty 169.881186 = -30023.088633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.667409 sec): 3 clusters Score: Raw -29780.991569 + Penalty 370.683419 = -29410.308151 nChanged 295 SP:Iteration 1F (109.668802 sec): 3 clusters Score: Raw -30095.451255 + Penalty 371.748992 = -29723.702264 nChanged 56 SP:Iteration 2F (109.670180 sec): 3 clusters Score: Raw -30158.816996 + Penalty 372.462549 = -29786.354447 nChanged 20 SP:Iteration 3Q (109.671434 sec): 3 clusters Score: Raw -30176.408347 + Penalty 388.260752 = -29788.147595 nChanged 11 SP:Iteration 4Q (109.672647 sec): 3 clusters Score: Raw -30182.813357 + Penalty 372.896833 = -29809.916523 nChanged 4 SP:Iteration 5Q (109.673851 sec): 3 clusters Score: Raw -30186.970530 + Penalty 379.431680 = -29807.538850 nChanged 4 SP:Iteration 6F (109.675244 sec): 3 clusters Score: Raw -30188.974768 + Penalty 390.817253 = -29798.157515 nChanged 4 SP:Iteration 7F (109.676620 sec): 3 clusters Score: Raw -30189.801167 + Penalty 400.036978 = -29789.764189 nChanged 2 SP:Iteration 8F (109.678000 sec): 3 clusters Score: Raw -30189.994334 + Penalty 441.547960 = -29748.446374 nChanged 4 SP:Iteration 9F (109.679451 sec): 3 clusters Score: Raw -30193.197043 + Penalty 453.817648 = -29739.379395 nChanged 4 SP:Iteration 10F (109.680882 sec): 3 clusters Score: Raw -30196.279122 + Penalty 482.114377 = -29714.164745 nChanged 2 SP:Iteration 11F (109.682339 sec): 3 clusters Score: Raw -30197.670142 + Penalty 494.037043 = -29703.633099 nChanged 1 SP:Iteration 12F (109.683687 sec): 3 clusters Score: Raw -30198.061685 + Penalty 494.037043 = -29704.024641 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 6 (4300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.702651 sec): 2 clusters Score: Raw -210864.428791 + Penalty 390.157765 = -210474.271026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.710594 sec): 3 clusters Score: Raw -207935.291294 + Penalty 779.971006 = -207155.320288 nChanged 1926 SP:Iteration 1F (109.718600 sec): 3 clusters Score: Raw -209030.799628 + Penalty 778.708494 = -208252.091134 nChanged 646 SP:Iteration 2F (109.726341 sec): 3 clusters Score: Raw -209543.289103 + Penalty 772.577643 = -208770.711460 nChanged 501 SP:Iteration 3F (109.734202 sec): 3 clusters Score: Raw -210028.371563 + Penalty 764.941548 = -209263.430014 nChanged 382 SP:Iteration 4F (109.741860 sec): 3 clusters Score: Raw -210321.598023 + Penalty 758.165075 = -209563.432948 nChanged 220 SP:Iteration 5F (109.749513 sec): 3 clusters Score: Raw -210432.761639 + Penalty 754.070155 = -209678.691485 nChanged 117 SP:Iteration 6Q (109.756827 sec): 3 clusters Score: Raw -210471.945186 + Penalty 748.117362 = -209723.827824 nChanged 77 SP:Iteration 7Q (109.764224 sec): 3 clusters Score: Raw -210496.568639 + Penalty 742.759948 = -209753.808691 nChanged 79 SP:Iteration 8Q (109.771913 sec): 3 clusters Score: Raw -210518.704661 + Penalty 738.454885 = -209780.249776 nChanged 80 SP:Iteration 9Q (109.779450 sec): 3 clusters Score: Raw -210540.928647 + Penalty 737.634778 = -209803.293868 nChanged 92 SP:Iteration 10F (109.787078 sec): 3 clusters Score: Raw -210563.822862 + Penalty 737.243610 = -209826.579253 nChanged 89 SP:Iteration 11Q (109.794127 sec): 3 clusters Score: Raw -210592.082312 + Penalty 732.400945 = -209859.681367 nChanged 96 SP:Iteration 12Q (109.801084 sec): 3 clusters Score: Raw -210623.595012 + Penalty 726.521358 = -209897.073655 nChanged 83 SP:Iteration 13Q (109.807936 sec): 3 clusters Score: Raw -210648.895175 + Penalty 723.722245 = -209925.172930 nChanged 80 SP:Iteration 14Q (109.814712 sec): 3 clusters Score: Raw -210676.564643 + Penalty 717.051242 = -209959.513401 nChanged 90 SP:Iteration 15Q (109.821495 sec): 3 clusters Score: Raw -210710.576957 + Penalty 714.349064 = -209996.227893 nChanged 79 SP:Iteration 16Q (109.827980 sec): 3 clusters Score: Raw -210736.522665 + Penalty 709.712200 = -210026.810465 nChanged 63 SP:Iteration 17Q (109.834391 sec): 3 clusters Score: Raw -210761.659657 + Penalty 713.777246 = -210047.882412 nChanged 52 SP:Iteration 18Q (109.840628 sec): 3 clusters Score: Raw -210776.711590 + Penalty 735.267410 = -210041.444180 nChanged 38 SP:Iteration 19F (109.848244 sec): 3 clusters Score: Raw -210784.091336 + Penalty 755.113551 = -210028.977784 nChanged 33 SP:Iteration 20F (109.855861 sec): 3 clusters Score: Raw -210798.742137 + Penalty 811.764384 = -209986.977754 nChanged 34 SP:Iteration 21F (109.863512 sec): 3 clusters Score: Raw -210817.731977 + Penalty 878.801034 = -209938.930943 nChanged 26 SP:Iteration 22F (109.871232 sec): 3 clusters Score: Raw -210841.742637 + Penalty 1004.935864 = -209836.806773 nChanged 21 SP:Iteration 23F (109.878906 sec): 3 clusters Score: Raw -210871.889778 + Penalty 1109.601035 = -209762.288743 nChanged 3 SP:Iteration 24F (109.886704 sec): 3 clusters Score: Raw -210876.906348 + Penalty 1166.150821 = -209710.755527 nChanged 1 SP:Iteration 25F (109.894297 sec): 3 clusters Score: Raw -210882.606972 + Penalty 1166.150821 = -209716.456152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 7 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.899311 sec): 2 clusters Score: Raw -19825.166352 + Penalty 186.886176 = -19638.280176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.900402 sec): 3 clusters Score: Raw -19567.990693 + Penalty 377.224152 = -19190.766540 nChanged 190 SP:Iteration 1F (109.901418 sec): 3 clusters Score: Raw -19691.372615 + Penalty 379.056312 = -19312.316303 nChanged 54 SP:Iteration 2F (109.902430 sec): 3 clusters Score: Raw -19768.611154 + Penalty 378.034633 = -19390.576521 nChanged 48 SP:Iteration 3F (109.903445 sec): 3 clusters Score: Raw -19827.904522 + Penalty 377.944741 = -19449.959781 nChanged 26 SP:Iteration 4F (109.904455 sec): 3 clusters Score: Raw -19849.589663 + Penalty 379.109874 = -19470.479789 nChanged 16 SP:Iteration 5Q (109.905431 sec): 3 clusters Score: Raw -19865.796087 + Penalty 380.545847 = -19485.250241 nChanged 12 SP:Iteration 6Q (109.906392 sec): 3 clusters Score: Raw -19879.170686 + Penalty 382.155449 = -19497.015236 nChanged 9 SP:Iteration 7Q (109.907347 sec): 3 clusters Score: Raw -19890.548900 + Penalty 383.227301 = -19507.321598 nChanged 4 SP:Iteration 8Q (109.908296 sec): 3 clusters Score: Raw -19893.774677 + Penalty 383.935495 = -19509.839182 nChanged 3 SP:Iteration 9Q (109.909240 sec): 3 clusters Score: Raw -19898.294335 + Penalty 384.871684 = -19513.422651 nChanged 3 SP:Iteration 10F (109.910247 sec): 3 clusters Score: Raw -19898.810202 + Penalty 385.163863 = -19513.646339 nChanged 2 SP:Iteration 11Q (109.911189 sec): 3 clusters Score: Raw -19899.741181 + Penalty 385.407993 = -19514.333188 nChanged 2 SP:Iteration 12Q (109.912132 sec): 3 clusters Score: Raw -19900.277188 + Penalty 385.812831 = -19514.464358 nChanged 1 SP:Iteration 13Q (109.913072 sec): 3 clusters Score: Raw -19900.475046 + Penalty 386.166855 = -19514.308191 nChanged 1 SP:Iteration 14F (109.914100 sec): 3 clusters Score: Raw -19900.629875 + Penalty 386.637933 = -19513.991942 nChanged 1 SP:Iteration 15F (109.915108 sec): 3 clusters Score: Raw -19900.902007 + Penalty 387.403073 = -19513.498934 nChanged 2 SP:Iteration 16F (109.916115 sec): 3 clusters Score: Raw -19901.445485 + Penalty 387.725586 = -19513.719898 nChanged 1 SP:Iteration 17Q (109.917052 sec): 3 clusters Score: Raw -19901.673605 + Penalty 388.564822 = -19513.108783 nChanged 2 SP:Iteration 18F (109.918058 sec): 3 clusters Score: Raw -19902.567413 + Penalty 389.335761 = -19513.231652 nChanged 2 SP:Iteration 19Q (109.918994 sec): 3 clusters Score: Raw -19903.315036 + Penalty 389.768424 = -19513.546613 nChanged 1 SP:Iteration 20F (109.920000 sec): 3 clusters Score: Raw -19903.540742 + Penalty 389.768424 = -19513.772318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 8 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.921746 sec): 2 clusters Score: Raw -20279.156765 + Penalty 72.858367 = -20206.298398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.922861 sec): 3 clusters Score: Raw -19996.144723 + Penalty 146.900817 = -19849.243906 nChanged 205 SP:Iteration 1F (109.923925 sec): 3 clusters Score: Raw -20150.307431 + Penalty 147.063432 = -20003.243999 nChanged 27 SP:Iteration 2F (109.924976 sec): 3 clusters Score: Raw -20165.598383 + Penalty 151.524746 = -20014.073637 nChanged 26 SP:Iteration 3F (109.926027 sec): 3 clusters Score: Raw -20186.025016 + Penalty 163.188595 = -20022.836422 nChanged 34 SP:Iteration 4F (109.927079 sec): 3 clusters Score: Raw -20220.752866 + Penalty 166.412988 = -20054.339878 nChanged 28 SP:Iteration 5F (109.928171 sec): 3 clusters Score: Raw -20252.898509 + Penalty 145.769491 = -20107.129019 nChanged 13 SP:Iteration 6Q (109.929229 sec): 3 clusters Score: Raw -20268.721652 + Penalty 129.574742 = -20139.146911 nChanged 2 SP:Iteration 7Q (109.930148 sec): 3 clusters Score: Raw -20276.946134 + Penalty 129.425987 = -20147.520147 nChanged 2 SP:Iteration 8Q (109.931014 sec): 3 clusters Score: Raw -20279.821447 + Penalty 130.719460 = -20149.101987 nChanged 1 SP:Iteration 9Q (109.931875 sec): 3 clusters Score: Raw -20281.108649 + Penalty 132.176073 = -20148.932576 nChanged 1 SP:Iteration 10F (109.932868 sec): 3 clusters Score: Raw -20281.710965 + Penalty 132.176073 = -20149.534892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 9 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.934443 sec): 2 clusters Score: Raw -20135.679383 + Penalty 772.550416 = -19363.128967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.935357 sec): 3 clusters Score: Raw -19861.389212 + Penalty 1545.142558 = -18316.246653 nChanged 105 SP:Iteration 1F (109.936255 sec): 3 clusters Score: Raw -20001.599866 + Penalty 1545.272096 = -18456.327769 nChanged 25 SP:Iteration 2F (109.937150 sec): 3 clusters Score: Raw -20037.425718 + Penalty 1545.477168 = -18491.948550 nChanged 12 SP:Iteration 3Q (109.938018 sec): 3 clusters Score: Raw -20055.768561 + Penalty 1546.097452 = -18509.671109 nChanged 10 SP:Iteration 4Q (109.938884 sec): 3 clusters Score: Raw -20070.227572 + Penalty 1546.543013 = -18523.684558 nChanged 11 SP:Iteration 5Q (109.939744 sec): 3 clusters Score: Raw -20090.992813 + Penalty 1546.992788 = -18544.000025 nChanged 10 SP:Iteration 6Q (109.940600 sec): 3 clusters Score: Raw -20112.771114 + Penalty 1547.122173 = -18565.648941 nChanged 9 SP:Iteration 7Q (109.941448 sec): 3 clusters Score: Raw -20141.495091 + Penalty 1547.638153 = -18593.856938 nChanged 8 SP:Iteration 8Q (109.942291 sec): 3 clusters Score: Raw -20161.000380 + Penalty 1548.159204 = -18612.841176 nChanged 8 SP:Iteration 9Q (109.943127 sec): 3 clusters Score: Raw -20184.023972 + Penalty 1547.844769 = -18636.179203 nChanged 5 SP:Iteration 10F (109.944024 sec): 3 clusters Score: Raw -20190.498848 + Penalty 1547.623634 = -18642.875214 nChanged 6 SP:Iteration 11Q (109.944856 sec): 3 clusters Score: Raw -20195.882382 + Penalty 1547.611624 = -18648.270758 nChanged 3 SP:Iteration 12Q (109.945685 sec): 3 clusters Score: Raw -20199.740050 + Penalty 1547.611624 = -18652.128426 nChanged 0 SP:Iteration 13F (109.946577 sec): 3 clusters Score: Raw -20199.740050 + Penalty 1547.611624 = -18652.128426 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 10 (1071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.952118 sec): 2 clusters Score: Raw -42697.599758 + Penalty 318.281121 = -42379.318637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.954213 sec): 3 clusters Score: Raw -42091.919395 + Penalty 632.304112 = -41459.615283 nChanged 439 SP:Iteration 1F (109.956267 sec): 3 clusters Score: Raw -42527.303033 + Penalty 639.295785 = -41888.007248 nChanged 164 SP:Iteration 2F (109.958316 sec): 3 clusters Score: Raw -42682.909119 + Penalty 643.251292 = -42039.657827 nChanged 65 SP:Iteration 3F (109.960364 sec): 3 clusters Score: Raw -42732.399102 + Penalty 648.141120 = -42084.257982 nChanged 29 SP:Iteration 4Q (109.962363 sec): 3 clusters Score: Raw -42753.297262 + Penalty 653.927104 = -42099.370158 nChanged 24 SP:Iteration 5Q (109.964358 sec): 3 clusters Score: Raw -42767.480335 + Penalty 658.459111 = -42109.021224 nChanged 14 SP:Iteration 6Q (109.966380 sec): 3 clusters Score: Raw -42772.296688 + Penalty 661.021378 = -42111.275311 nChanged 10 SP:Iteration 7Q (109.968387 sec): 3 clusters Score: Raw -42775.806313 + Penalty 662.019021 = -42113.787293 nChanged 5 SP:Iteration 8Q (109.970376 sec): 3 clusters Score: Raw -42777.944575 + Penalty 663.938010 = -42114.006565 nChanged 8 SP:Iteration 9Q (109.972330 sec): 3 clusters Score: Raw -42786.532619 + Penalty 665.590618 = -42120.942000 nChanged 9 SP:Iteration 10F (109.974378 sec): 3 clusters Score: Raw -42791.915452 + Penalty 666.365744 = -42125.549708 nChanged 11 SP:Iteration 11Q (109.976315 sec): 3 clusters Score: Raw -42802.391084 + Penalty 666.324691 = -42136.066393 nChanged 8 SP:Iteration 12Q (109.978232 sec): 3 clusters Score: Raw -42808.918976 + Penalty 668.451888 = -42140.467088 nChanged 6 SP:Iteration 13Q (109.980129 sec): 3 clusters Score: Raw -42812.230884 + Penalty 670.281370 = -42141.949515 nChanged 6 SP:Iteration 14Q (109.982043 sec): 3 clusters Score: Raw -42814.968412 + Penalty 672.209477 = -42142.758935 nChanged 6 SP:Iteration 15Q (109.983923 sec): 3 clusters Score: Raw -42819.230642 + Penalty 672.918537 = -42146.312105 nChanged 4 SP:Iteration 16Q (109.985785 sec): 3 clusters Score: Raw -42821.298293 + Penalty 676.255437 = -42145.042856 nChanged 5 SP:Iteration 17F (109.987830 sec): 3 clusters Score: Raw -42823.062672 + Penalty 678.961805 = -42144.100867 nChanged 4 SP:Iteration 18F (109.989877 sec): 3 clusters Score: Raw -42823.458216 + Penalty 679.521453 = -42143.936763 nChanged 2 SP:Iteration 19F (109.991919 sec): 3 clusters Score: Raw -42825.338238 + Penalty 677.864932 = -42147.473306 nChanged 2 SP:Iteration 20F (109.993966 sec): 3 clusters Score: Raw -42826.971056 + Penalty 677.864932 = -42149.106125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 12 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.996400 sec): 2 clusters Score: Raw -24408.576326 + Penalty 555.507764 = -23853.068561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.997474 sec): 3 clusters Score: Raw -23998.608500 + Penalty 1113.257764 = -22885.350736 nChanged 130 SP:Iteration 1F (109.998532 sec): 3 clusters Score: Raw -24142.683979 + Penalty 1112.875247 = -23029.808732 nChanged 59 SP:Iteration 2F (109.999586 sec): 3 clusters Score: Raw -24259.375387 + Penalty 1111.408352 = -23147.967035 nChanged 37 SP:Iteration 3F (110.000638 sec): 3 clusters Score: Raw -24367.838151 + Penalty 1108.676776 = -23259.161375 nChanged 56 SP:Iteration 4F (110.001688 sec): 3 clusters Score: Raw -24553.914696 + Penalty 1101.151244 = -23452.763452 nChanged 55 SP:Iteration 5F (110.002739 sec): 3 clusters Score: Raw -24716.902712 + Penalty 1098.384887 = -23618.517825 nChanged 15 SP:Iteration 6Q (110.003635 sec): 3 clusters Score: Raw -24763.386993 + Penalty 1094.691762 = -23668.695231 nChanged 4 SP:Iteration 7Q (110.004490 sec): 3 clusters Score: Raw -24778.000474 + Penalty 1094.862393 = -23683.138081 nChanged 1 SP:Iteration 8Q (110.005339 sec): 3 clusters Score: Raw -24778.695349 + Penalty 1094.862393 = -23683.832956 nChanged 0 SP:Iteration 9F (110.006386 sec): 3 clusters Score: Raw -24778.695349 + Penalty 1094.862393 = -23683.832956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 13 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.008724 sec): 2 clusters Score: Raw -24187.745754 + Penalty 567.411665 = -23620.334090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.009878 sec): 3 clusters Score: Raw -23755.125482 + Penalty 1148.316571 = -22606.808912 nChanged 165 SP:Iteration 1F (110.011009 sec): 3 clusters Score: Raw -24012.742529 + Penalty 1167.171630 = -22845.570899 nChanged 74 SP:Iteration 2F (110.012179 sec): 3 clusters Score: Raw -24157.006921 + Penalty 1178.966925 = -22978.039996 nChanged 46 SP:Iteration 3F (110.013391 sec): 3 clusters Score: Raw -24230.971059 + Penalty 1186.367875 = -23044.603185 nChanged 25 SP:Iteration 4Q (110.014500 sec): 3 clusters Score: Raw -24275.504464 + Penalty 1199.229881 = -23076.274582 nChanged 15 SP:Iteration 5Q (110.015568 sec): 3 clusters Score: Raw -24300.901173 + Penalty 1207.317354 = -23093.583819 nChanged 7 SP:Iteration 6Q (110.016597 sec): 3 clusters Score: Raw -24318.284647 + Penalty 1219.549759 = -23098.734888 nChanged 5 SP:Iteration 7Q (110.017566 sec): 3 clusters Score: Raw -24327.835839 + Penalty 1227.281347 = -23100.554491 nChanged 5 SP:Iteration 8Q (110.018527 sec): 3 clusters Score: Raw -24335.972767 + Penalty 1227.358021 = -23108.614747 nChanged 4 SP:Iteration 9Q (110.019483 sec): 3 clusters Score: Raw -24345.309126 + Penalty 1227.757462 = -23117.551664 nChanged 3 SP:Iteration 10F (110.020631 sec): 3 clusters Score: Raw -24353.177999 + Penalty 1228.526932 = -23124.651067 nChanged 1 SP:Iteration 11Q (110.021574 sec): 3 clusters Score: Raw -24354.282402 + Penalty 1228.526932 = -23125.755470 nChanged 0 SP:Iteration 12F (110.022732 sec): 3 clusters Score: Raw -24354.282402 + Penalty 1228.526932 = -23125.755470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 16 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.025034 sec): 2 clusters Score: Raw -24242.764631 + Penalty 790.422876 = -23452.341756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.026103 sec): 3 clusters Score: Raw -23902.147483 + Penalty 1583.111387 = -22319.036096 nChanged 129 SP:Iteration 1F (110.027155 sec): 3 clusters Score: Raw -24043.970000 + Penalty 1585.815073 = -22458.154927 nChanged 42 SP:Iteration 2F (110.028205 sec): 3 clusters Score: Raw -24109.657203 + Penalty 1587.873617 = -22521.783585 nChanged 32 SP:Iteration 3F (110.029255 sec): 3 clusters Score: Raw -24149.001884 + Penalty 1588.013981 = -22560.987903 nChanged 19 SP:Iteration 4Q (110.030274 sec): 3 clusters Score: Raw -24173.903971 + Penalty 1590.200001 = -22583.703970 nChanged 21 SP:Iteration 5Q (110.031285 sec): 3 clusters Score: Raw -24196.448553 + Penalty 1587.430412 = -22609.018141 nChanged 13 SP:Iteration 6Q (110.032283 sec): 3 clusters Score: Raw -24215.335007 + Penalty 1586.371193 = -22628.963814 nChanged 17 SP:Iteration 7Q (110.033274 sec): 3 clusters Score: Raw -24234.062773 + Penalty 1586.296180 = -22647.766593 nChanged 10 SP:Iteration 8Q (110.034248 sec): 3 clusters Score: Raw -24244.343234 + Penalty 1587.526496 = -22656.816738 nChanged 7 SP:Iteration 9Q (110.035225 sec): 3 clusters Score: Raw -24254.706896 + Penalty 1585.294631 = -22669.412265 nChanged 6 SP:Iteration 10F (110.036273 sec): 3 clusters Score: Raw -24260.400072 + Penalty 1585.079109 = -22675.320963 nChanged 3 SP:Iteration 11Q (110.037222 sec): 3 clusters Score: Raw -24265.999161 + Penalty 1581.085306 = -22684.913855 nChanged 2 SP:Iteration 12Q (110.038161 sec): 3 clusters Score: Raw -24271.570679 + Penalty 1574.526884 = -22697.043796 nChanged 4 SP:Iteration 13Q (110.039100 sec): 3 clusters Score: Raw -24277.190716 + Penalty 1573.737456 = -22703.453260 nChanged 1 SP:Iteration 14Q (110.040026 sec): 3 clusters Score: Raw -24278.370533 + Penalty 1572.082855 = -22706.287678 nChanged 2 SP:Iteration 15Q (110.040950 sec): 3 clusters Score: Raw -24280.866021 + Penalty 1572.082855 = -22708.783166 nChanged 0 SP:Iteration 16F (110.041997 sec): 3 clusters Score: Raw -24280.866021 + Penalty 1572.082855 = -22708.783166 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.044909 sec): 2 clusters Score: Raw -34430.591583 + Penalty 680.596587 = -33749.994996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.046351 sec): 3 clusters Score: Raw -33945.512159 + Penalty 1360.664487 = -32584.847672 nChanged 214 SP:Iteration 1F (110.047708 sec): 3 clusters Score: Raw -34114.620760 + Penalty 1360.797708 = -32753.823052 nChanged 49 SP:Iteration 2F (110.049068 sec): 3 clusters Score: Raw -34166.259728 + Penalty 1361.021569 = -32805.238158 nChanged 30 SP:Iteration 3Q (110.050413 sec): 3 clusters Score: Raw -34203.083774 + Penalty 1361.150368 = -32841.933406 nChanged 26 SP:Iteration 4Q (110.051750 sec): 3 clusters Score: Raw -34222.937798 + Penalty 1360.952338 = -32861.985460 nChanged 20 SP:Iteration 5Q (110.053089 sec): 3 clusters Score: Raw -34244.213158 + Penalty 1361.361079 = -32882.852080 nChanged 18 SP:Iteration 6Q (110.054421 sec): 3 clusters Score: Raw -34262.828138 + Penalty 1363.721041 = -32899.107098 nChanged 19 SP:Iteration 7Q (110.055749 sec): 3 clusters Score: Raw -34283.964631 + Penalty 1364.905568 = -32919.059062 nChanged 14 SP:Iteration 8Q (110.057079 sec): 3 clusters Score: Raw -34296.505352 + Penalty 1365.613240 = -32930.892112 nChanged 10 SP:Iteration 9Q (110.058402 sec): 3 clusters Score: Raw -34313.685612 + Penalty 1366.503051 = -32947.182562 nChanged 10 SP:Iteration 10F (110.059786 sec): 3 clusters Score: Raw -34326.341492 + Penalty 1367.994513 = -32958.346979 nChanged 8 SP:Iteration 11Q (110.061072 sec): 3 clusters Score: Raw -34333.688145 + Penalty 1368.728534 = -32964.959611 nChanged 6 SP:Iteration 12Q (110.062360 sec): 3 clusters Score: Raw -34336.193368 + Penalty 1368.842722 = -32967.350646 nChanged 1 SP:Iteration 13Q (110.063647 sec): 3 clusters Score: Raw -34337.033001 + Penalty 1368.842722 = -32968.190279 nChanged 0 SP:Iteration 14F (110.065001 sec): 3 clusters Score: Raw -34337.033001 + Penalty 1368.842722 = -32968.190279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 19 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.066963 sec): 2 clusters Score: Raw -20503.144692 + Penalty 519.771393 = -19983.373300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.067981 sec): 3 clusters Score: Raw -20311.207498 + Penalty 1039.974498 = -19271.233001 nChanged 124 SP:Iteration 1F (110.068982 sec): 3 clusters Score: Raw -20416.669238 + Penalty 1042.283650 = -19374.385588 nChanged 49 SP:Iteration 2F (110.069982 sec): 3 clusters Score: Raw -20471.722456 + Penalty 1047.975826 = -19423.746630 nChanged 35 SP:Iteration 3F (110.070980 sec): 3 clusters Score: Raw -20519.498329 + Penalty 1059.211115 = -19460.287213 nChanged 32 SP:Iteration 4F (110.071977 sec): 3 clusters Score: Raw -20568.722213 + Penalty 1067.260550 = -19501.461663 nChanged 19 SP:Iteration 5Q (110.072956 sec): 3 clusters Score: Raw -20589.270963 + Penalty 1072.968256 = -19516.302707 nChanged 8 SP:Iteration 6Q (110.073937 sec): 3 clusters Score: Raw -20603.337059 + Penalty 1077.675700 = -19525.661359 nChanged 11 SP:Iteration 7Q (110.074906 sec): 3 clusters Score: Raw -20614.207568 + Penalty 1080.438562 = -19533.769005 nChanged 4 SP:Iteration 8Q (110.075870 sec): 3 clusters Score: Raw -20617.837138 + Penalty 1081.733844 = -19536.103294 nChanged 3 SP:Iteration 9Q (110.076829 sec): 3 clusters Score: Raw -20619.633027 + Penalty 1082.171687 = -19537.461340 nChanged 1 SP:Iteration 10F (110.077825 sec): 3 clusters Score: Raw -20620.186516 + Penalty 1082.171687 = -19538.014829 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 20 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.087911 sec): 2 clusters Score: Raw -96281.445728 + Penalty 767.744032 = -95513.701696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.091639 sec): 3 clusters Score: Raw -94934.415273 + Penalty 1528.117838 = -93406.297435 nChanged 795 SP:Iteration 1F (110.095263 sec): 3 clusters Score: Raw -95493.421656 + Penalty 1515.768956 = -93977.652700 nChanged 214 SP:Iteration 2F (110.098878 sec): 3 clusters Score: Raw -95666.776040 + Penalty 1502.774164 = -94164.001876 nChanged 147 SP:Iteration 3F (110.102484 sec): 3 clusters Score: Raw -95818.432562 + Penalty 1484.838880 = -94333.593682 nChanged 147 SP:Iteration 4F (110.106081 sec): 3 clusters Score: Raw -95964.974092 + Penalty 1468.039584 = -94496.934507 nChanged 123 SP:Iteration 5F (110.109671 sec): 3 clusters Score: Raw -96079.687795 + Penalty 1466.640649 = -94613.047146 nChanged 107 SP:Iteration 6F (110.113260 sec): 3 clusters Score: Raw -96177.262887 + Penalty 1493.327628 = -94683.935259 nChanged 71 SP:Iteration 7Q (110.116504 sec): 3 clusters Score: Raw -96251.092680 + Penalty 1514.025332 = -94737.067348 nChanged 41 SP:Iteration 8Q (110.119571 sec): 3 clusters Score: Raw -96286.330295 + Penalty 1566.215732 = -94720.114563 nChanged 13 SP:Iteration 9F (110.123351 sec): 3 clusters Score: Raw -96299.152695 + Penalty 1601.364946 = -94697.787749 nChanged 8 SP:Iteration 10F (110.127246 sec): 3 clusters Score: Raw -96310.141105 + Penalty 1643.546963 = -94666.594142 nChanged 3 SP:Iteration 11F (110.130845 sec): 3 clusters Score: Raw -96315.279494 + Penalty 1658.460385 = -94656.819109 nChanged 1 SP:Iteration 12F (110.134452 sec): 3 clusters Score: Raw -96316.511383 + Penalty 1658.460385 = -94658.050998 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 22 (880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.141059 sec): 2 clusters Score: Raw -30999.105902 + Penalty 422.869703 = -30576.236200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.142852 sec): 3 clusters Score: Raw -30545.939937 + Penalty 848.245425 = -29697.694512 nChanged 336 SP:Iteration 1F (110.144568 sec): 3 clusters Score: Raw -30797.139180 + Penalty 843.660324 = -29953.478855 nChanged 123 SP:Iteration 2F (110.146282 sec): 3 clusters Score: Raw -30941.742275 + Penalty 838.122395 = -30103.619881 nChanged 84 SP:Iteration 3F (110.147989 sec): 3 clusters Score: Raw -31028.327797 + Penalty 834.803582 = -30193.524215 nChanged 70 SP:Iteration 4F (110.149697 sec): 3 clusters Score: Raw -31096.882792 + Penalty 831.633285 = -30265.249508 nChanged 38 SP:Iteration 5Q (110.151364 sec): 3 clusters Score: Raw -31126.533207 + Penalty 832.238298 = -30294.294909 nChanged 21 SP:Iteration 6Q (110.153024 sec): 3 clusters Score: Raw -31134.487162 + Penalty 830.516038 = -30303.971125 nChanged 13 SP:Iteration 7Q (110.154688 sec): 3 clusters Score: Raw -31139.903235 + Penalty 830.574028 = -30309.329207 nChanged 6 SP:Iteration 8Q (110.156351 sec): 3 clusters Score: Raw -31143.438654 + Penalty 829.917716 = -30313.520939 nChanged 7 SP:Iteration 9Q (110.158006 sec): 3 clusters Score: Raw -31148.698104 + Penalty 829.216134 = -30319.481970 nChanged 6 SP:Iteration 10F (110.159764 sec): 3 clusters Score: Raw -31151.397517 + Penalty 828.873431 = -30322.524086 nChanged 5 SP:Iteration 11Q (110.161452 sec): 3 clusters Score: Raw -31153.808474 + Penalty 829.046601 = -30324.761873 nChanged 2 SP:Iteration 12Q (110.163106 sec): 3 clusters Score: Raw -31155.638665 + Penalty 827.751500 = -30327.887164 nChanged 3 SP:Iteration 13Q (110.164765 sec): 3 clusters Score: Raw -31157.526750 + Penalty 826.920894 = -30330.605856 nChanged 3 SP:Iteration 14Q (110.166421 sec): 3 clusters Score: Raw -31158.034721 + Penalty 827.720798 = -30330.313924 nChanged 2 SP:Iteration 15F (110.168183 sec): 3 clusters Score: Raw -31158.244078 + Penalty 828.069547 = -30330.174531 nChanged 1 SP:Iteration 16F (110.170021 sec): 3 clusters Score: Raw -31158.464734 + Penalty 828.532839 = -30329.931895 nChanged 1 SP:Iteration 17F (110.171815 sec): 3 clusters Score: Raw -31158.539312 + Penalty 828.532839 = -30330.006473 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 26 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.174050 sec): 2 clusters Score: Raw -28056.026151 + Penalty 595.381656 = -27460.644495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.175390 sec): 3 clusters Score: Raw -27771.050790 + Penalty 1217.269823 = -26553.780966 nChanged 211 SP:Iteration 1F (110.176685 sec): 3 clusters Score: Raw -28028.518943 + Penalty 1243.753520 = -26784.765423 nChanged 74 SP:Iteration 2F (110.177980 sec): 3 clusters Score: Raw -28125.327057 + Penalty 1256.185770 = -26869.141287 nChanged 25 SP:Iteration 3Q (110.179284 sec): 3 clusters Score: Raw -28154.787857 + Penalty 1261.950513 = -26892.837344 nChanged 15 SP:Iteration 4Q (110.180563 sec): 3 clusters Score: Raw -28169.012759 + Penalty 1268.121999 = -26900.890760 nChanged 6 SP:Iteration 5Q (110.181838 sec): 3 clusters Score: Raw -28174.402283 + Penalty 1270.857463 = -26903.544820 nChanged 4 SP:Iteration 6Q (110.183114 sec): 3 clusters Score: Raw -28176.683247 + Penalty 1272.103493 = -26904.579754 nChanged 2 SP:Iteration 7Q (110.184382 sec): 3 clusters Score: Raw -28178.803447 + Penalty 1274.404832 = -26904.398615 nChanged 3 SP:Iteration 8F (110.185674 sec): 3 clusters Score: Raw -28184.297810 + Penalty 1274.485997 = -26909.811813 nChanged 2 SP:Iteration 9Q (110.186929 sec): 3 clusters Score: Raw -28187.090529 + Penalty 1275.655929 = -26911.434599 nChanged 5 SP:Iteration 10F (110.188228 sec): 3 clusters Score: Raw -28192.705974 + Penalty 1276.678434 = -26916.027540 nChanged 4 SP:Iteration 11Q (110.189512 sec): 3 clusters Score: Raw -28197.045353 + Penalty 1278.100245 = -26918.945108 nChanged 4 SP:Iteration 12Q (110.190753 sec): 3 clusters Score: Raw -28199.978672 + Penalty 1278.100245 = -26921.878427 nChanged 0 SP:Iteration 13F (110.192043 sec): 3 clusters Score: Raw -28199.978672 + Penalty 1278.100245 = -26921.878427 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 31 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.194096 sec): 2 clusters Score: Raw -28621.686394 + Penalty 278.007509 = -28343.678884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.195373 sec): 3 clusters Score: Raw -28304.585923 + Penalty 556.327998 = -27748.257925 nChanged 225 SP:Iteration 1F (110.196626 sec): 3 clusters Score: Raw -28456.132085 + Penalty 557.907051 = -27898.225034 nChanged 50 SP:Iteration 2F (110.197880 sec): 3 clusters Score: Raw -28485.313489 + Penalty 559.756315 = -27925.557174 nChanged 23 SP:Iteration 3Q (110.199135 sec): 3 clusters Score: Raw -28496.819353 + Penalty 560.762235 = -27936.057118 nChanged 12 SP:Iteration 4Q (110.200374 sec): 3 clusters Score: Raw -28502.687353 + Penalty 561.635620 = -27941.051733 nChanged 13 SP:Iteration 5Q (110.201614 sec): 3 clusters Score: Raw -28511.096641 + Penalty 563.579059 = -27947.517582 nChanged 16 SP:Iteration 6Q (110.202853 sec): 3 clusters Score: Raw -28527.198699 + Penalty 565.170433 = -27962.028266 nChanged 16 SP:Iteration 7Q (110.204094 sec): 3 clusters Score: Raw -28543.740252 + Penalty 566.969097 = -27976.771155 nChanged 13 SP:Iteration 8Q (110.205323 sec): 3 clusters Score: Raw -28551.648961 + Penalty 568.995724 = -27982.653237 nChanged 10 SP:Iteration 9Q (110.206546 sec): 3 clusters Score: Raw -28555.309808 + Penalty 569.602942 = -27985.706865 nChanged 4 SP:Iteration 10F (110.207794 sec): 3 clusters Score: Raw -28556.760907 + Penalty 570.468942 = -27986.291965 nChanged 5 SP:Iteration 11Q (110.209038 sec): 3 clusters Score: Raw -28560.788214 + Penalty 571.644194 = -27989.144020 nChanged 7 SP:Iteration 12Q (110.210257 sec): 3 clusters Score: Raw -28568.388699 + Penalty 575.104482 = -27993.284217 nChanged 10 SP:Iteration 13Q (110.211475 sec): 3 clusters Score: Raw -28574.601803 + Penalty 577.024869 = -27997.576934 nChanged 11 SP:Iteration 14Q (110.212663 sec): 3 clusters Score: Raw -28580.971673 + Penalty 581.044299 = -27999.927374 nChanged 11 SP:Iteration 15Q (110.213852 sec): 3 clusters Score: Raw -28585.671542 + Penalty 585.903516 = -27999.768026 nChanged 11 SP:Iteration 16F (110.215113 sec): 3 clusters Score: Raw -28592.373928 + Penalty 588.853500 = -28003.520427 nChanged 9 SP:Iteration 17Q (110.216297 sec): 3 clusters Score: Raw -28597.490098 + Penalty 591.077155 = -28006.412943 nChanged 6 SP:Iteration 18Q (110.217471 sec): 3 clusters Score: Raw -28600.509938 + Penalty 592.875074 = -28007.634864 nChanged 7 SP:Iteration 19Q (110.218624 sec): 3 clusters Score: Raw -28603.462642 + Penalty 594.851631 = -28008.611012 nChanged 6 SP:Iteration 20F (110.219947 sec): 3 clusters Score: Raw -28608.141497 + Penalty 600.777190 = -28007.364307 nChanged 9 SP:Iteration 21F (110.221230 sec): 3 clusters Score: Raw -28612.804570 + Penalty 604.378023 = -28008.426547 nChanged 7 SP:Iteration 22Q (110.222381 sec): 3 clusters Score: Raw -28616.764717 + Penalty 605.216520 = -28011.548197 nChanged 5 SP:Iteration 23Q (110.223532 sec): 3 clusters Score: Raw -28619.903269 + Penalty 607.349845 = -28012.553424 nChanged 5 SP:Iteration 24Q (110.224673 sec): 3 clusters Score: Raw -28620.595181 + Penalty 607.813712 = -28012.781470 nChanged 3 SP:Iteration 25Q (110.225819 sec): 3 clusters Score: Raw -28621.222976 + Penalty 608.674407 = -28012.548569 nChanged 3 SP:Iteration 26F (110.227067 sec): 3 clusters Score: Raw -28621.790142 + Penalty 609.733952 = -28012.056189 nChanged 1 SP:Iteration 27F (110.228311 sec): 3 clusters Score: Raw -28621.949791 + Penalty 610.904482 = -28011.045308 nChanged 1 SP:Iteration 28F (110.229585 sec): 3 clusters Score: Raw -28622.088104 + Penalty 612.157904 = -28009.930200 nChanged 3 SP:Iteration 29F (110.230830 sec): 3 clusters Score: Raw -28622.715501 + Penalty 612.157904 = -28010.557597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 32 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.231576 sec): 2 clusters Score: Raw -3608.243127 + Penalty 69.514457 = -3538.728670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.231957 sec): 3 clusters Score: Raw -3567.499402 + Penalty 140.819554 = -3426.679848 nChanged 27 SP:Iteration 1F (110.232330 sec): 3 clusters Score: Raw -3592.332072 + Penalty 149.506847 = -3442.825225 nChanged 7 SP:Iteration 2F (110.232702 sec): 3 clusters Score: Raw -3600.236593 + Penalty 155.580393 = -3444.656200 nChanged 3 SP:Iteration 3Q (110.233071 sec): 3 clusters Score: Raw -3605.364922 + Penalty 166.516405 = -3438.848517 nChanged 5 SP:Iteration 4F (110.233446 sec): 3 clusters Score: Raw -3611.105055 + Penalty 179.129641 = -3431.975414 nChanged 3 SP:Iteration 5F (110.233817 sec): 3 clusters Score: Raw -3618.820891 + Penalty 185.057651 = -3433.763239 nChanged 1 SP:Iteration 6Q (110.234178 sec): 3 clusters Score: Raw -3620.274638 + Penalty 208.528173 = -3411.746466 nChanged 3 SP:Iteration 7F (110.234572 sec): 3 clusters Score: Raw -3624.853985 + Penalty 208.528173 = -3416.325813 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 38 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.236668 sec): 2 clusters Score: Raw -24509.374701 + Penalty 438.143962 = -24071.230739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.237965 sec): 3 clusters Score: Raw -24098.581557 + Penalty 875.401902 = -23223.179655 nChanged 193 SP:Iteration 1F (110.239182 sec): 3 clusters Score: Raw -24288.521772 + Penalty 874.608146 = -23413.913626 nChanged 57 SP:Iteration 2F (110.240399 sec): 3 clusters Score: Raw -24353.147970 + Penalty 872.197537 = -23480.950432 nChanged 37 SP:Iteration 3F (110.241612 sec): 3 clusters Score: Raw -24389.321032 + Penalty 871.855705 = -23517.465327 nChanged 28 SP:Iteration 4Q (110.242811 sec): 3 clusters Score: Raw -24422.432669 + Penalty 864.131949 = -23558.300721 nChanged 27 SP:Iteration 5Q (110.244009 sec): 3 clusters Score: Raw -24446.887685 + Penalty 849.719771 = -23597.167914 nChanged 19 SP:Iteration 6Q (110.245190 sec): 3 clusters Score: Raw -24474.097865 + Penalty 837.512024 = -23636.585841 nChanged 17 SP:Iteration 7Q (110.246346 sec): 3 clusters Score: Raw -24494.084934 + Penalty 824.264886 = -23669.820049 nChanged 11 SP:Iteration 8Q (110.247486 sec): 3 clusters Score: Raw -24504.779997 + Penalty 822.394997 = -23682.385000 nChanged 6 SP:Iteration 9Q (110.248616 sec): 3 clusters Score: Raw -24511.441459 + Penalty 818.841409 = -23692.600050 nChanged 3 SP:Iteration 10F (110.249827 sec): 3 clusters Score: Raw -24512.891940 + Penalty 818.361537 = -23694.530403 nChanged 2 SP:Iteration 11Q (110.250930 sec): 3 clusters Score: Raw -24514.727515 + Penalty 812.885940 = -23701.841575 nChanged 2 SP:Iteration 12Q (110.252030 sec): 3 clusters Score: Raw -24515.342121 + Penalty 812.885940 = -23702.456180 nChanged 0 SP:Iteration 13F (110.253243 sec): 3 clusters Score: Raw -24515.342121 + Penalty 812.885940 = -23702.456180 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 51 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.255236 sec): 2 clusters Score: Raw -21086.552316 + Penalty 833.138825 = -20253.413491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.256443 sec): 3 clusters Score: Raw -20762.528872 + Penalty 1664.086491 = -19098.442381 nChanged 140 SP:Iteration 1F (110.257631 sec): 3 clusters Score: Raw -20921.622997 + Penalty 1660.649783 = -19260.973214 nChanged 50 SP:Iteration 2F (110.258849 sec): 3 clusters Score: Raw -20987.791462 + Penalty 1657.286411 = -19330.505051 nChanged 32 SP:Iteration 3F (110.260036 sec): 3 clusters Score: Raw -21028.258224 + Penalty 1656.083481 = -19372.174744 nChanged 17 SP:Iteration 4Q (110.261186 sec): 3 clusters Score: Raw -21051.285613 + Penalty 1655.285781 = -19395.999832 nChanged 6 SP:Iteration 5Q (110.262332 sec): 3 clusters Score: Raw -21056.837473 + Penalty 1653.772549 = -19403.064924 nChanged 6 SP:Iteration 6Q (110.263479 sec): 3 clusters Score: Raw -21061.617427 + Penalty 1652.807750 = -19408.809677 nChanged 5 SP:Iteration 7Q (110.264620 sec): 3 clusters Score: Raw -21068.083376 + Penalty 1651.531859 = -19416.551517 nChanged 7 SP:Iteration 8Q (110.265760 sec): 3 clusters Score: Raw -21080.110029 + Penalty 1649.322694 = -19430.787335 nChanged 8 SP:Iteration 9Q (110.266895 sec): 3 clusters Score: Raw -21094.033351 + Penalty 1646.320795 = -19447.712556 nChanged 6 SP:Iteration 10F (110.268097 sec): 3 clusters Score: Raw -21101.796607 + Penalty 1645.762848 = -19456.033759 nChanged 3 SP:Iteration 11Q (110.269229 sec): 3 clusters Score: Raw -21105.368106 + Penalty 1643.759552 = -19461.608554 nChanged 5 SP:Iteration 12Q (110.270359 sec): 3 clusters Score: Raw -21111.609562 + Penalty 1642.367565 = -19469.241997 nChanged 5 SP:Iteration 13Q (110.271487 sec): 3 clusters Score: Raw -21115.439789 + Penalty 1640.940235 = -19474.499554 nChanged 4 SP:Iteration 14Q (110.272614 sec): 3 clusters Score: Raw -21119.676047 + Penalty 1639.662344 = -19480.013703 nChanged 3 SP:Iteration 15Q (110.273740 sec): 3 clusters Score: Raw -21121.660729 + Penalty 1639.200801 = -19482.459929 nChanged 1 SP:Iteration 16Q (110.274862 sec): 3 clusters Score: Raw -21122.635297 + Penalty 1638.708943 = -19483.926354 nChanged 1 SP:Iteration 17Q (110.275984 sec): 3 clusters Score: Raw -21123.510957 + Penalty 1638.708943 = -19484.802015 nChanged 0 SP:Iteration 18F (110.277165 sec): 3 clusters Score: Raw -21123.510957 + Penalty 1638.708943 = -19484.802015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 54 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.279183 sec): 2 clusters Score: Raw -25747.024239 + Penalty 307.725728 = -25439.298511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.280403 sec): 3 clusters Score: Raw -25428.000078 + Penalty 618.690828 = -24809.309250 nChanged 213 SP:Iteration 1F (110.281601 sec): 3 clusters Score: Raw -25549.538650 + Penalty 622.558311 = -24926.980339 nChanged 78 SP:Iteration 2F (110.282777 sec): 3 clusters Score: Raw -25601.844969 + Penalty 624.520212 = -24977.324757 nChanged 44 SP:Iteration 3F (110.283961 sec): 3 clusters Score: Raw -25630.506125 + Penalty 627.953686 = -25002.552439 nChanged 32 SP:Iteration 4F (110.285174 sec): 3 clusters Score: Raw -25656.761883 + Penalty 632.695193 = -25024.066690 nChanged 25 SP:Iteration 5Q (110.286366 sec): 3 clusters Score: Raw -25680.346820 + Penalty 635.341916 = -25045.004904 nChanged 20 SP:Iteration 6Q (110.287558 sec): 3 clusters Score: Raw -25710.198031 + Penalty 638.285467 = -25071.912564 nChanged 12 SP:Iteration 7Q (110.288717 sec): 3 clusters Score: Raw -25715.017748 + Penalty 640.589085 = -25074.428663 nChanged 9 SP:Iteration 8Q (110.289866 sec): 3 clusters Score: Raw -25718.388299 + Penalty 648.009874 = -25070.378426 nChanged 11 SP:Iteration 9F (110.291056 sec): 3 clusters Score: Raw -25723.277147 + Penalty 650.757136 = -25072.520011 nChanged 8 SP:Iteration 10F (110.292246 sec): 3 clusters Score: Raw -25728.442425 + Penalty 661.030312 = -25067.412113 nChanged 10 SP:Iteration 11F (110.293439 sec): 3 clusters Score: Raw -25732.189285 + Penalty 672.132347 = -25060.056938 nChanged 11 SP:Iteration 12F (110.294615 sec): 3 clusters Score: Raw -25737.617289 + Penalty 678.851846 = -25058.765443 nChanged 8 SP:Iteration 13F (110.295887 sec): 3 clusters Score: Raw -25743.385025 + Penalty 697.757373 = -25045.627652 nChanged 11 SP:Iteration 14F (110.297093 sec): 3 clusters Score: Raw -25751.682394 + Penalty 716.357759 = -25035.324635 nChanged 10 SP:Iteration 15F (110.298320 sec): 3 clusters Score: Raw -25758.271461 + Penalty 734.940762 = -25023.330699 nChanged 8 SP:Iteration 16F (110.299513 sec): 3 clusters Score: Raw -25764.478031 + Penalty 751.227100 = -25013.250931 nChanged 6 SP:Iteration 17F (110.300710 sec): 3 clusters Score: Raw -25770.437875 + Penalty 752.773569 = -25017.664307 nChanged 4 SP:Iteration 18Q (110.301808 sec): 3 clusters Score: Raw -25772.491555 + Penalty 759.111399 = -25013.380157 nChanged 2 SP:Iteration 19F (110.303005 sec): 3 clusters Score: Raw -25773.041212 + Penalty 764.051965 = -25008.989247 nChanged 1 SP:Iteration 20F (110.304199 sec): 3 clusters Score: Raw -25773.455067 + Penalty 768.926913 = -25004.528154 nChanged 1 SP:Iteration 21F (110.305390 sec): 3 clusters Score: Raw -25774.246661 + Penalty 769.495448 = -25004.751213 nChanged 1 SP:Iteration 22Q (110.306463 sec): 3 clusters Score: Raw -25775.321034 + Penalty 772.011202 = -25003.309832 nChanged 1 SP:Iteration 23F (110.307638 sec): 3 clusters Score: Raw -25775.942226 + Penalty 778.273975 = -24997.668251 nChanged 1 SP:Iteration 24F (110.309152 sec): 3 clusters Score: Raw -25776.611021 + Penalty 778.273975 = -24998.337046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 55 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.310610 sec): 2 clusters Score: Raw -11340.703187 + Penalty 494.350135 = -10846.353051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.311203 sec): 3 clusters Score: Raw -11151.774262 + Penalty 989.120076 = -10162.654186 nChanged 54 SP:Iteration 1F (110.311785 sec): 3 clusters Score: Raw -11238.318494 + Penalty 993.658168 = -10244.660327 nChanged 28 SP:Iteration 2F (110.312367 sec): 3 clusters Score: Raw -11305.525264 + Penalty 1000.117209 = -10305.408055 nChanged 19 SP:Iteration 3F (110.312948 sec): 3 clusters Score: Raw -11340.886497 + Penalty 1014.726276 = -10326.160221 nChanged 17 SP:Iteration 4F (110.313530 sec): 3 clusters Score: Raw -11370.669416 + Penalty 1023.904842 = -10346.764574 nChanged 5 SP:Iteration 5Q (110.314070 sec): 3 clusters Score: Raw -11376.058497 + Penalty 1023.904842 = -10352.153655 nChanged 0 SP:Iteration 6F (110.314649 sec): 3 clusters Score: Raw -11376.058497 + Penalty 1023.904842 = -10352.153655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.316400 sec): 2 clusters Score: Raw -11134.459613 + Penalty 378.583202 = -10755.876411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.317117 sec): 3 clusters Score: Raw -11044.033852 + Penalty 760.079866 = -10283.953986 nChanged 85 SP:Iteration 1F (110.317827 sec): 3 clusters Score: Raw -11162.585437 + Penalty 766.454430 = -10396.131006 nChanged 21 SP:Iteration 2F (110.318535 sec): 3 clusters Score: Raw -11218.550338 + Penalty 770.751303 = -10447.799035 nChanged 15 SP:Iteration 3F (110.319241 sec): 3 clusters Score: Raw -11247.391940 + Penalty 771.080215 = -10476.311725 nChanged 8 SP:Iteration 4Q (110.319894 sec): 3 clusters Score: Raw -11257.292227 + Penalty 773.577800 = -10483.714428 nChanged 5 SP:Iteration 5Q (110.320536 sec): 3 clusters Score: Raw -11261.642543 + Penalty 775.615266 = -10486.027277 nChanged 2 SP:Iteration 6Q (110.321173 sec): 3 clusters Score: Raw -11264.592716 + Penalty 777.434377 = -10487.158340 nChanged 1 SP:Iteration 7Q (110.321807 sec): 3 clusters Score: Raw -11266.748111 + Penalty 779.157951 = -10487.590160 nChanged 1 SP:Iteration 8Q (110.322440 sec): 3 clusters Score: Raw -11269.763788 + Penalty 779.157951 = -10490.605837 nChanged 0 SP:Iteration 9F (110.323166 sec): 3 clusters Score: Raw -11269.763788 + Penalty 779.157951 = -10490.605837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 65 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.323973 sec): 2 clusters Score: Raw -2944.851505 + Penalty 395.034380 = -2549.817125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.324341 sec): 3 clusters Score: Raw -2984.209171 + Penalty 778.829403 = -2205.379767 nChanged 11 SP:Iteration 1F (110.324696 sec): 3 clusters Score: Raw -3008.360701 + Penalty 776.511429 = -2231.849272 nChanged 3 SP:Iteration 2Q (110.325035 sec): 3 clusters Score: Raw -3013.184032 + Penalty 776.462670 = -2236.721362 nChanged 1 SP:Iteration 3Q (110.325375 sec): 3 clusters Score: Raw -3016.347934 + Penalty 776.462670 = -2239.885264 nChanged 0 SP:Iteration 4F (110.325727 sec): 3 clusters Score: Raw -3016.347934 + Penalty 776.462670 = -2239.885264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 112 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.326839 sec): 2 clusters Score: Raw -8177.232701 + Penalty 344.608197 = -7832.624504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.327493 sec): 3 clusters Score: Raw -8137.504711 + Penalty 689.332105 = -7448.172605 nChanged 65 SP:Iteration 1F (110.328135 sec): 3 clusters Score: Raw -8222.382312 + Penalty 689.224076 = -7533.158236 nChanged 16 SP:Iteration 2F (110.328773 sec): 3 clusters Score: Raw -8240.277803 + Penalty 690.935322 = -7549.342480 nChanged 5 SP:Iteration 3Q (110.329391 sec): 3 clusters Score: Raw -8249.350452 + Penalty 693.461609 = -7555.888843 nChanged 9 SP:Iteration 4Q (110.330005 sec): 3 clusters Score: Raw -8272.332967 + Penalty 695.234315 = -7577.098652 nChanged 6 SP:Iteration 5Q (110.330644 sec): 3 clusters Score: Raw -8284.330500 + Penalty 697.989267 = -7586.341232 nChanged 5 SP:Iteration 6Q (110.331243 sec): 3 clusters Score: Raw -8293.266243 + Penalty 698.175954 = -7595.090289 nChanged 3 SP:Iteration 7Q (110.331834 sec): 3 clusters Score: Raw -8300.270260 + Penalty 698.348356 = -7601.921904 nChanged 3 SP:Iteration 8Q (110.332423 sec): 3 clusters Score: Raw -8305.911381 + Penalty 697.668247 = -7608.243134 nChanged 3 SP:Iteration 9Q (110.333011 sec): 3 clusters Score: Raw -8309.531719 + Penalty 699.424393 = -7610.107326 nChanged 3 SP:Iteration 10F (110.333631 sec): 3 clusters Score: Raw -8313.755385 + Penalty 700.176720 = -7613.578665 nChanged 1 SP:Iteration 11Q (110.334226 sec): 3 clusters Score: Raw -8314.252276 + Penalty 700.176720 = -7614.075555 nChanged 0 SP:Iteration 12F (110.334871 sec): 3 clusters Score: Raw -8314.252276 + Penalty 700.176720 = -7614.075555 nChanged 0 Iteration 219F (110.914951 sec): 28 clusters Score: Raw -1639276.747028 + Penalty 19636.154954 = -1619640.592074 nChanged 10 Iteration 220F (111.472467 sec): 28 clusters Score: Raw -1639278.855179 + Penalty 19635.277067 = -1619643.578112 nChanged 10 Iteration 221Q (111.614038 sec): 28 clusters Score: Raw -1639281.170963 + Penalty 19635.456952 = -1619645.714011 nChanged 12 Iteration 222Q (111.755520 sec): 28 clusters Score: Raw -1639282.198215 + Penalty 19635.069737 = -1619647.128478 nChanged 12 Iteration 223Q (111.897716 sec): 28 clusters Score: Raw -1639283.478887 + Penalty 19633.833641 = -1619649.645247 nChanged 14 Iteration 224Q (112.038904 sec): 28 clusters Score: Raw -1639286.058419 + Penalty 19634.033394 = -1619652.025025 nChanged 17 Iteration 225Q (112.180492 sec): 28 clusters Score: Raw -1639289.093727 + Penalty 19634.766434 = -1619654.327293 nChanged 16 Iteration 226Q (112.321522 sec): 28 clusters Score: Raw -1639291.995467 + Penalty 19633.572029 = -1619658.423438 nChanged 17 Iteration 227Q (112.464839 sec): 28 clusters Score: Raw -1639294.693240 + Penalty 19634.370817 = -1619660.322422 nChanged 11 Iteration 228Q (112.605393 sec): 28 clusters Score: Raw -1639295.392871 + Penalty 19634.233781 = -1619661.159090 nChanged 7 Iteration 229Q (112.745916 sec): 28 clusters Score: Raw -1639295.558243 + Penalty 19634.036815 = -1619661.521428 nChanged 2 Iteration 230F (113.303323 sec): 28 clusters Score: Raw -1639295.595894 + Penalty 19634.084585 = -1619661.511309 nChanged 1 Iteration 231F (113.855300 sec): 28 clusters Score: Raw -1639295.603593 + Penalty 19634.084585 = -1619661.519008 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.38 GB. Compute initial score before splitting: Score: Raw -1639295.603593 + Penalty 19634.084585 = -1619661.519008Memory request: 0.03 GB would take us to total of 0.41 GB. Trying to split cluster 1 (6350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.015557 sec): 2 clusters Score: Raw -258945.222977 + Penalty 97.119200 = -258848.103777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.026942 sec): 3 clusters Score: Raw -254771.034573 + Penalty 227.955834 = -254543.078739 nChanged 3025 SP:Iteration 1F (114.038085 sec): 3 clusters Score: Raw -257733.449546 + Penalty 242.722308 = -257490.727238 nChanged 638 SP:Iteration 2F (114.049259 sec): 3 clusters Score: Raw -258436.605544 + Penalty 252.556479 = -258184.049065 nChanged 277 SP:Iteration 3Q (114.060462 sec): 3 clusters Score: Raw -258734.951748 + Penalty 246.862281 = -258488.089466 nChanged 127 SP:Iteration 4Q (114.071694 sec): 3 clusters Score: Raw -258863.868817 + Penalty 208.394856 = -258655.473961 nChanged 49 SP:Iteration 5Q (114.082730 sec): 3 clusters Score: Raw -258911.637092 + Penalty 223.087823 = -258688.549269 nChanged 24 SP:Iteration 6Q (114.092766 sec): 3 clusters Score: Raw -258942.970155 + Penalty 236.353300 = -258706.616854 nChanged 3 SP:Iteration 7Q (114.101517 sec): 3 clusters Score: Raw -258947.209039 + Penalty 232.407448 = -258714.801591 nChanged 1 SP:Iteration 8Q (114.110203 sec): 3 clusters Score: Raw -258947.684799 + Penalty 232.407448 = -258715.277351 nChanged 0 SP:Iteration 9F (114.121778 sec): 3 clusters Score: Raw -258947.684799 + Penalty 232.407448 = -258715.277351 nChanged 0 Memory request: 0.07 GB would take us to total of 0.44 GB. Trying to split cluster 2 (13994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.191914 sec): 2 clusters Score: Raw -567124.728524 + Penalty 226.841133 = -566897.887391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.217730 sec): 3 clusters Score: Raw -557763.439119 + Penalty 523.314301 = -557240.124817 nChanged 6659 SP:Iteration 1F (114.242907 sec): 3 clusters Score: Raw -563807.416040 + Penalty 579.854169 = -563227.561870 nChanged 1615 SP:Iteration 2F (114.268139 sec): 3 clusters Score: Raw -565650.872540 + Penalty 603.940163 = -565046.932377 nChanged 561 SP:Iteration 3Q (114.293378 sec): 3 clusters Score: Raw -566277.963477 + Penalty 620.186056 = -565657.777421 nChanged 315 SP:Iteration 4Q (114.314567 sec): 3 clusters Score: Raw -566507.033987 + Penalty 650.991553 = -565856.042434 nChanged 314 SP:Iteration 5Q (114.335735 sec): 3 clusters Score: Raw -566778.321144 + Penalty 693.694550 = -566084.626595 nChanged 243 SP:Iteration 6Q (114.356528 sec): 3 clusters Score: Raw -566981.072631 + Penalty 717.413986 = -566263.658646 nChanged 149 SP:Iteration 7Q (114.376888 sec): 3 clusters Score: Raw -567105.082551 + Penalty 730.851185 = -566374.231366 nChanged 85 SP:Iteration 8Q (114.396935 sec): 3 clusters Score: Raw -567171.488839 + Penalty 742.812953 = -566428.675885 nChanged 52 SP:Iteration 9Q (114.416886 sec): 3 clusters Score: Raw -567204.904554 + Penalty 742.879394 = -566462.025160 nChanged 33 SP:Iteration 10F (114.442060 sec): 3 clusters Score: Raw -567229.068553 + Penalty 737.526565 = -566491.541988 nChanged 24 SP:Iteration 11Q (114.462272 sec): 3 clusters Score: Raw -567241.600874 + Penalty 738.961914 = -566502.638960 nChanged 11 SP:Iteration 12Q (114.482231 sec): 3 clusters Score: Raw -567244.676579 + Penalty 738.502943 = -566506.173636 nChanged 7 SP:Iteration 13Q (114.501828 sec): 3 clusters Score: Raw -567246.213811 + Penalty 734.263469 = -566511.950342 nChanged 6 SP:Iteration 14Q (114.521603 sec): 3 clusters Score: Raw -567247.889022 + Penalty 732.553447 = -566515.335574 nChanged 2 SP:Iteration 15Q (114.541247 sec): 3 clusters Score: Raw -567248.321716 + Penalty 731.905223 = -566516.416493 nChanged 2 SP:Iteration 16Q (114.560907 sec): 3 clusters Score: Raw -567248.573369 + Penalty 731.905223 = -566516.668146 nChanged 0 SP:Iteration 17F (114.586051 sec): 3 clusters Score: Raw -567248.573369 + Penalty 731.905223 = -566516.668146 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 3 (3703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.607197 sec): 2 clusters Score: Raw -162763.665949 + Penalty 340.696099 = -162422.969850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.614067 sec): 3 clusters Score: Raw -160466.257677 + Penalty 683.152540 = -159783.105137 nChanged 1666 SP:Iteration 1F (114.620683 sec): 3 clusters Score: Raw -161522.270492 + Penalty 689.044338 = -160833.226154 nChanged 449 SP:Iteration 2F (114.627319 sec): 3 clusters Score: Raw -161803.400316 + Penalty 698.749319 = -161104.650998 nChanged 305 SP:Iteration 3F (114.633999 sec): 3 clusters Score: Raw -162030.908066 + Penalty 711.010984 = -161319.897082 nChanged 244 SP:Iteration 4F (114.640578 sec): 3 clusters Score: Raw -162279.166826 + Penalty 724.677950 = -161554.488876 nChanged 202 SP:Iteration 5F (114.647138 sec): 3 clusters Score: Raw -162474.964038 + Penalty 735.728284 = -161739.235754 nChanged 130 SP:Iteration 6Q (114.653580 sec): 3 clusters Score: Raw -162544.685155 + Penalty 743.789149 = -161800.896006 nChanged 77 SP:Iteration 7Q (114.659974 sec): 3 clusters Score: Raw -162581.446616 + Penalty 750.929077 = -161830.517539 nChanged 57 SP:Iteration 8Q (114.666163 sec): 3 clusters Score: Raw -162604.745094 + Penalty 755.412192 = -161849.332902 nChanged 41 SP:Iteration 9Q (114.672265 sec): 3 clusters Score: Raw -162616.752871 + Penalty 758.406171 = -161858.346700 nChanged 29 SP:Iteration 10F (114.678831 sec): 3 clusters Score: Raw -162622.516282 + Penalty 762.506647 = -161860.009635 nChanged 25 SP:Iteration 11Q (114.684861 sec): 3 clusters Score: Raw -162627.641726 + Penalty 764.573647 = -161863.068078 nChanged 23 SP:Iteration 12Q (114.690925 sec): 3 clusters Score: Raw -162632.737205 + Penalty 765.997967 = -161866.739238 nChanged 15 SP:Iteration 13Q (114.696928 sec): 3 clusters Score: Raw -162636.791119 + Penalty 768.277653 = -161868.513466 nChanged 18 SP:Iteration 14Q (114.702908 sec): 3 clusters Score: Raw -162642.550836 + Penalty 769.112734 = -161873.438102 nChanged 16 SP:Iteration 15Q (114.708855 sec): 3 clusters Score: Raw -162646.990781 + Penalty 771.334035 = -161875.656746 nChanged 24 SP:Iteration 16Q (114.714782 sec): 3 clusters Score: Raw -162652.942480 + Penalty 771.820293 = -161881.122187 nChanged 12 SP:Iteration 17Q (114.720688 sec): 3 clusters Score: Raw -162654.840858 + Penalty 772.397555 = -161882.443303 nChanged 10 SP:Iteration 18Q (114.726632 sec): 3 clusters Score: Raw -162656.222772 + Penalty 771.813857 = -161884.408916 nChanged 5 SP:Iteration 19Q (114.732578 sec): 3 clusters Score: Raw -162656.794766 + Penalty 771.645625 = -161885.149141 nChanged 3 SP:Iteration 20F (114.739125 sec): 3 clusters Score: Raw -162657.238710 + Penalty 771.348152 = -161885.890558 nChanged 2 SP:Iteration 21Q (114.745007 sec): 3 clusters Score: Raw -162657.464439 + Penalty 771.273139 = -161886.191300 nChanged 3 SP:Iteration 22Q (114.750918 sec): 3 clusters Score: Raw -162657.685599 + Penalty 771.479010 = -161886.206589 nChanged 1 SP:Iteration 23Q (114.756818 sec): 3 clusters Score: Raw -162657.697408 + Penalty 771.757043 = -161885.940365 nChanged 1 SP:Iteration 24F (114.763388 sec): 3 clusters Score: Raw -162657.708795 + Penalty 771.762693 = -161885.946101 nChanged 1 SP:Iteration 25Q (114.769287 sec): 3 clusters Score: Raw -162657.729121 + Penalty 771.676212 = -161886.052909 nChanged 1 SP:Iteration 26Q (114.775164 sec): 3 clusters Score: Raw -162657.802452 + Penalty 771.811324 = -161885.991128 nChanged 1 SP:Iteration 27F (114.781777 sec): 3 clusters Score: Raw -162657.828880 + Penalty 771.811324 = -161886.017555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 4 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.786417 sec): 2 clusters Score: Raw -9429.359900 + Penalty 52.466926 = -9376.892974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.787036 sec): 3 clusters Score: Raw -9309.973756 + Penalty 108.634627 = -9201.339129 nChanged 95 SP:Iteration 1F (114.787643 sec): 3 clusters Score: Raw -9374.678769 + Penalty 111.333005 = -9263.345764 nChanged 14 SP:Iteration 2F (114.788246 sec): 3 clusters Score: Raw -9383.453490 + Penalty 114.223143 = -9269.230348 nChanged 11 SP:Iteration 3Q (114.788855 sec): 3 clusters Score: Raw -9389.711131 + Penalty 122.177656 = -9267.533475 nChanged 9 SP:Iteration 4F (114.789458 sec): 3 clusters Score: Raw -9398.075716 + Penalty 122.493287 = -9275.582428 nChanged 9 SP:Iteration 5Q (114.790059 sec): 3 clusters Score: Raw -9409.355137 + Penalty 152.571285 = -9256.783852 nChanged 9 SP:Iteration 6F (114.790662 sec): 3 clusters Score: Raw -9420.377196 + Penalty 198.184303 = -9222.192894 nChanged 5 SP:Iteration 7F (114.791265 sec): 3 clusters Score: Raw -9428.133429 + Penalty 125.440560 = -9302.692869 nChanged 2 SP:Iteration 8Q (114.791799 sec): 3 clusters Score: Raw -9431.958581 + Penalty 125.440560 = -9306.518020 nChanged 0 SP:Iteration 9F (114.792359 sec): 3 clusters Score: Raw -9431.958581 + Penalty 125.440560 = -9306.518020 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 5 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.795205 sec): 2 clusters Score: Raw -30192.969819 + Penalty 169.881186 = -30023.088633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.796600 sec): 3 clusters Score: Raw -29783.836752 + Penalty 363.628479 = -29420.208273 nChanged 289 SP:Iteration 1F (114.797979 sec): 3 clusters Score: Raw -30123.144387 + Penalty 380.225380 = -29742.919006 nChanged 75 SP:Iteration 2F (114.799376 sec): 3 clusters Score: Raw -30211.441189 + Penalty 388.377055 = -29823.064134 nChanged 36 SP:Iteration 3F (114.800749 sec): 3 clusters Score: Raw -30232.278908 + Penalty 391.979683 = -29840.299225 nChanged 10 SP:Iteration 4Q (114.802016 sec): 3 clusters Score: Raw -30236.039143 + Penalty 394.230536 = -29841.808606 nChanged 6 SP:Iteration 5Q (114.803297 sec): 3 clusters Score: Raw -30238.653846 + Penalty 398.205650 = -29840.448196 nChanged 5 SP:Iteration 6F (114.804674 sec): 3 clusters Score: Raw -30239.889965 + Penalty 400.472452 = -29839.417513 nChanged 4 SP:Iteration 7F (114.806047 sec): 3 clusters Score: Raw -30240.745360 + Penalty 401.945952 = -29838.799408 nChanged 3 SP:Iteration 8F (114.807438 sec): 3 clusters Score: Raw -30241.392804 + Penalty 401.236013 = -29840.156791 nChanged 2 SP:Iteration 9Q (114.808677 sec): 3 clusters Score: Raw -30241.726640 + Penalty 401.236013 = -29840.490627 nChanged 0 SP:Iteration 10F (114.810046 sec): 3 clusters Score: Raw -30241.726640 + Penalty 401.236013 = -29840.490627 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 6 (4300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.829852 sec): 2 clusters Score: Raw -210864.428791 + Penalty 390.157765 = -210474.271026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.837898 sec): 3 clusters Score: Raw -208016.318793 + Penalty 749.359749 = -207266.959043 nChanged 1925 SP:Iteration 1F (114.845650 sec): 3 clusters Score: Raw -209795.286904 + Penalty 725.762218 = -209069.524686 nChanged 614 SP:Iteration 2F (114.853398 sec): 3 clusters Score: Raw -210264.440433 + Penalty 714.309029 = -209550.131404 nChanged 309 SP:Iteration 3F (114.861308 sec): 3 clusters Score: Raw -210446.816620 + Penalty 700.917842 = -209745.898778 nChanged 173 SP:Iteration 4Q (114.869545 sec): 3 clusters Score: Raw -210554.633852 + Penalty 691.695650 = -209862.938202 nChanged 129 SP:Iteration 5Q (114.877362 sec): 3 clusters Score: Raw -210632.274342 + Penalty 680.939426 = -209951.334916 nChanged 104 SP:Iteration 6Q (114.884765 sec): 3 clusters Score: Raw -210681.996712 + Penalty 683.588835 = -209998.407877 nChanged 93 SP:Iteration 7Q (114.891760 sec): 3 clusters Score: Raw -210707.875928 + Penalty 688.605557 = -210019.270371 nChanged 76 SP:Iteration 8Q (114.898528 sec): 3 clusters Score: Raw -210732.294252 + Penalty 700.096948 = -210032.197304 nChanged 75 SP:Iteration 9Q (114.905157 sec): 3 clusters Score: Raw -210760.231245 + Penalty 706.283573 = -210053.947672 nChanged 47 SP:Iteration 10F (114.912895 sec): 3 clusters Score: Raw -210765.876285 + Penalty 715.349590 = -210050.526694 nChanged 42 SP:Iteration 11F (114.920629 sec): 3 clusters Score: Raw -210781.827221 + Penalty 731.447403 = -210050.379818 nChanged 34 SP:Iteration 12F (114.928364 sec): 3 clusters Score: Raw -210790.954969 + Penalty 755.889833 = -210035.065136 nChanged 30 SP:Iteration 13F (114.936179 sec): 3 clusters Score: Raw -210802.385468 + Penalty 796.510275 = -210005.875193 nChanged 32 SP:Iteration 14F (114.944143 sec): 3 clusters Score: Raw -210820.882325 + Penalty 879.960357 = -209940.921968 nChanged 26 SP:Iteration 15F (114.952015 sec): 3 clusters Score: Raw -210848.365654 + Penalty 1022.629927 = -209825.735728 nChanged 21 SP:Iteration 16F (114.960344 sec): 3 clusters Score: Raw -210876.708718 + Penalty 1090.903411 = -209785.805307 nChanged 3 SP:Iteration 17F (114.968703 sec): 3 clusters Score: Raw -210884.872584 + Penalty 1090.903411 = -209793.969173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 7 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.973748 sec): 2 clusters Score: Raw -19825.166352 + Penalty 186.886176 = -19638.280176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.974799 sec): 3 clusters Score: Raw -19568.904659 + Penalty 373.724964 = -19195.179694 nChanged 173 SP:Iteration 1F (114.975813 sec): 3 clusters Score: Raw -19700.875777 + Penalty 372.923656 = -19327.952120 nChanged 54 SP:Iteration 2F (114.976823 sec): 3 clusters Score: Raw -19743.692550 + Penalty 372.206652 = -19371.485898 nChanged 41 SP:Iteration 3F (114.977835 sec): 3 clusters Score: Raw -19769.372675 + Penalty 370.541239 = -19398.831436 nChanged 32 SP:Iteration 4F (114.978848 sec): 3 clusters Score: Raw -19793.211717 + Penalty 370.127897 = -19423.083821 nChanged 25 SP:Iteration 5F (114.979857 sec): 3 clusters Score: Raw -19817.380578 + Penalty 371.583045 = -19445.797533 nChanged 23 SP:Iteration 6Q (114.980847 sec): 3 clusters Score: Raw -19827.682454 + Penalty 373.530195 = -19454.152259 nChanged 10 SP:Iteration 7Q (114.981837 sec): 3 clusters Score: Raw -19832.562151 + Penalty 377.105973 = -19455.456178 nChanged 13 SP:Iteration 8Q (114.982829 sec): 3 clusters Score: Raw -19843.050182 + Penalty 379.480663 = -19463.569519 nChanged 9 SP:Iteration 9Q (114.983820 sec): 3 clusters Score: Raw -19852.456276 + Penalty 381.593281 = -19470.862995 nChanged 6 SP:Iteration 10F (114.984829 sec): 3 clusters Score: Raw -19855.060670 + Penalty 381.373427 = -19473.687244 nChanged 3 SP:Iteration 11Q (114.985818 sec): 3 clusters Score: Raw -19855.556912 + Penalty 383.241642 = -19472.315270 nChanged 3 SP:Iteration 12F (114.986825 sec): 3 clusters Score: Raw -19856.048053 + Penalty 383.974831 = -19472.073222 nChanged 1 SP:Iteration 13F (114.987833 sec): 3 clusters Score: Raw -19856.670157 + Penalty 383.974831 = -19472.695325 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 8 (597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.989874 sec): 2 clusters Score: Raw -24575.928434 + Penalty 73.088558 = -24502.839876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.991136 sec): 3 clusters Score: Raw -24215.406359 + Penalty 140.122954 = -24075.283405 nChanged 254 SP:Iteration 1F (114.992380 sec): 3 clusters Score: Raw -24382.934418 + Penalty 140.703136 = -24242.231282 nChanged 52 SP:Iteration 2F (114.993622 sec): 3 clusters Score: Raw -24403.869911 + Penalty 141.464576 = -24262.405335 nChanged 30 SP:Iteration 3F (114.994901 sec): 3 clusters Score: Raw -24416.479668 + Penalty 143.409712 = -24273.069955 nChanged 20 SP:Iteration 4Q (114.996140 sec): 3 clusters Score: Raw -24426.359264 + Penalty 145.992554 = -24280.366710 nChanged 22 SP:Iteration 5Q (114.997380 sec): 3 clusters Score: Raw -24437.696331 + Penalty 144.675444 = -24293.020887 nChanged 27 SP:Iteration 6Q (114.998603 sec): 3 clusters Score: Raw -24460.791536 + Penalty 147.178828 = -24313.612708 nChanged 29 SP:Iteration 7Q (114.999826 sec): 3 clusters Score: Raw -24488.552995 + Penalty 152.306488 = -24336.246507 nChanged 26 SP:Iteration 8Q (115.001085 sec): 3 clusters Score: Raw -24507.095892 + Penalty 148.987442 = -24358.108450 nChanged 19 SP:Iteration 9Q (115.002329 sec): 3 clusters Score: Raw -24528.384823 + Penalty 155.485997 = -24372.898826 nChanged 19 SP:Iteration 10F (115.003569 sec): 3 clusters Score: Raw -24551.672621 + Penalty 156.673171 = -24394.999451 nChanged 11 SP:Iteration 11Q (115.004734 sec): 3 clusters Score: Raw -24566.737997 + Penalty 162.956501 = -24403.781496 nChanged 7 SP:Iteration 12Q (115.005813 sec): 3 clusters Score: Raw -24571.090001 + Penalty 162.956501 = -24408.133499 nChanged 0 SP:Iteration 13F (115.007057 sec): 3 clusters Score: Raw -24571.090001 + Penalty 162.956501 = -24408.133499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 9 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.008625 sec): 2 clusters Score: Raw -20135.679383 + Penalty 772.550416 = -19363.128967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.009526 sec): 3 clusters Score: Raw -19857.596498 + Penalty 1545.508810 = -18312.087688 nChanged 93 SP:Iteration 1F (115.010414 sec): 3 clusters Score: Raw -19967.807949 + Penalty 1545.323336 = -18422.484612 nChanged 23 SP:Iteration 2F (115.011299 sec): 3 clusters Score: Raw -20008.760504 + Penalty 1545.506048 = -18463.254456 nChanged 13 SP:Iteration 3Q (115.012198 sec): 3 clusters Score: Raw -20034.318262 + Penalty 1546.000632 = -18488.317631 nChanged 11 SP:Iteration 4Q (115.013107 sec): 3 clusters Score: Raw -20050.794896 + Penalty 1546.093227 = -18504.701670 nChanged 9 SP:Iteration 5Q (115.013994 sec): 3 clusters Score: Raw -20061.767423 + Penalty 1546.182730 = -18515.584693 nChanged 4 SP:Iteration 6Q (115.014876 sec): 3 clusters Score: Raw -20067.621040 + Penalty 1546.168588 = -18521.452452 nChanged 5 SP:Iteration 7Q (115.015763 sec): 3 clusters Score: Raw -20074.870303 + Penalty 1546.389245 = -18528.481058 nChanged 4 SP:Iteration 8Q (115.016608 sec): 3 clusters Score: Raw -20078.236943 + Penalty 1546.374103 = -18531.862840 nChanged 4 SP:Iteration 9Q (115.017452 sec): 3 clusters Score: Raw -20083.424926 + Penalty 1546.226202 = -18537.198725 nChanged 1 SP:Iteration 10F (115.018337 sec): 3 clusters Score: Raw -20084.112589 + Penalty 1546.187101 = -18537.925489 nChanged 2 SP:Iteration 11Q (115.019183 sec): 3 clusters Score: Raw -20085.617024 + Penalty 1546.345805 = -18539.271219 nChanged 1 SP:Iteration 12Q (115.020026 sec): 3 clusters Score: Raw -20086.072772 + Penalty 1546.610743 = -18539.462029 nChanged 2 SP:Iteration 13Q (115.020869 sec): 3 clusters Score: Raw -20088.771607 + Penalty 1547.113610 = -18541.657998 nChanged 5 SP:Iteration 14Q (115.021711 sec): 3 clusters Score: Raw -20093.562780 + Penalty 1547.645168 = -18545.917612 nChanged 4 SP:Iteration 15Q (115.022552 sec): 3 clusters Score: Raw -20097.139989 + Penalty 1547.931952 = -18549.208038 nChanged 1 SP:Iteration 16Q (115.023391 sec): 3 clusters Score: Raw -20097.458055 + Penalty 1548.226420 = -18549.231635 nChanged 1 SP:Iteration 17Q (115.024231 sec): 3 clusters Score: Raw -20098.304455 + Penalty 1548.333347 = -18549.971108 nChanged 1 SP:Iteration 18Q (115.025069 sec): 3 clusters Score: Raw -20099.447582 + Penalty 1548.824294 = -18550.623289 nChanged 2 SP:Iteration 19Q (115.025908 sec): 3 clusters Score: Raw -20101.737958 + Penalty 1548.876289 = -18552.861668 nChanged 1 SP:Iteration 20F (115.026818 sec): 3 clusters Score: Raw -20101.868347 + Penalty 1548.997506 = -18552.870841 nChanged 1 SP:Iteration 21Q (115.027658 sec): 3 clusters Score: Raw -20102.144696 + Penalty 1548.997506 = -18553.147191 nChanged 0 SP:Iteration 22F (115.028542 sec): 3 clusters Score: Raw -20102.144696 + Penalty 1548.997506 = -18553.147191 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 10 (1071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.034212 sec): 2 clusters Score: Raw -42697.599758 + Penalty 318.281121 = -42379.318637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.036324 sec): 3 clusters Score: Raw -42074.329745 + Penalty 678.737983 = -41395.591762 nChanged 441 SP:Iteration 1F (115.038418 sec): 3 clusters Score: Raw -42518.512982 + Penalty 714.335222 = -41804.177759 nChanged 136 SP:Iteration 2F (115.040521 sec): 3 clusters Score: Raw -42696.723930 + Penalty 720.980481 = -41975.743449 nChanged 60 SP:Iteration 3F (115.042583 sec): 3 clusters Score: Raw -42757.762494 + Penalty 720.842552 = -42036.919942 nChanged 43 SP:Iteration 4Q (115.044495 sec): 3 clusters Score: Raw -42809.386396 + Penalty 718.393883 = -42090.992513 nChanged 24 SP:Iteration 5Q (115.046364 sec): 3 clusters Score: Raw -42840.699770 + Penalty 716.960135 = -42123.739635 nChanged 19 SP:Iteration 6Q (115.048212 sec): 3 clusters Score: Raw -42852.791148 + Penalty 714.069699 = -42138.721449 nChanged 12 SP:Iteration 7Q (115.050059 sec): 3 clusters Score: Raw -42859.964611 + Penalty 710.859144 = -42149.105467 nChanged 7 SP:Iteration 8Q (115.051944 sec): 3 clusters Score: Raw -42862.992644 + Penalty 708.906818 = -42154.085826 nChanged 7 SP:Iteration 9Q (115.053827 sec): 3 clusters Score: Raw -42863.912268 + Penalty 708.048565 = -42155.863702 nChanged 2 SP:Iteration 10F (115.055841 sec): 3 clusters Score: Raw -42864.093886 + Penalty 707.157036 = -42156.936850 nChanged 2 SP:Iteration 11Q (115.057686 sec): 3 clusters Score: Raw -42864.304815 + Penalty 705.417684 = -42158.887131 nChanged 3 SP:Iteration 12Q (115.059534 sec): 3 clusters Score: Raw -42864.628443 + Penalty 704.702554 = -42159.925888 nChanged 2 SP:Iteration 13Q (115.061422 sec): 3 clusters Score: Raw -42864.756870 + Penalty 704.702554 = -42160.054316 nChanged 0 SP:Iteration 14F (115.063496 sec): 3 clusters Score: Raw -42864.756870 + Penalty 704.702554 = -42160.054316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 12 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.065524 sec): 2 clusters Score: Raw -24408.576326 + Penalty 555.507764 = -23853.068561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.066612 sec): 3 clusters Score: Raw -24002.185429 + Penalty 1111.163483 = -22891.021946 nChanged 156 SP:Iteration 1F (115.067662 sec): 3 clusters Score: Raw -24136.139948 + Penalty 1109.593417 = -23026.546531 nChanged 47 SP:Iteration 2F (115.068715 sec): 3 clusters Score: Raw -24185.983179 + Penalty 1107.242308 = -23078.740870 nChanged 24 SP:Iteration 3Q (115.069754 sec): 3 clusters Score: Raw -24218.530305 + Penalty 1099.150625 = -23119.379680 nChanged 41 SP:Iteration 4F (115.070802 sec): 3 clusters Score: Raw -24295.117477 + Penalty 1092.913613 = -23202.203863 nChanged 40 SP:Iteration 5F (115.071849 sec): 3 clusters Score: Raw -24386.848488 + Penalty 1083.723522 = -23303.124966 nChanged 35 SP:Iteration 6F (115.072894 sec): 3 clusters Score: Raw -24464.290628 + Penalty 1080.032114 = -23384.258514 nChanged 22 SP:Iteration 7Q (115.073855 sec): 3 clusters Score: Raw -24516.442123 + Penalty 1077.903079 = -23438.539043 nChanged 14 SP:Iteration 8Q (115.074787 sec): 3 clusters Score: Raw -24540.195805 + Penalty 1077.434590 = -23462.761215 nChanged 11 SP:Iteration 9Q (115.075695 sec): 3 clusters Score: Raw -24559.862949 + Penalty 1075.313819 = -23484.549130 nChanged 5 SP:Iteration 10F (115.076741 sec): 3 clusters Score: Raw -24574.323291 + Penalty 1076.475232 = -23497.848060 nChanged 6 SP:Iteration 11Q (115.077650 sec): 3 clusters Score: Raw -24596.784418 + Penalty 1075.681678 = -23521.102740 nChanged 6 SP:Iteration 12Q (115.078518 sec): 3 clusters Score: Raw -24631.612364 + Penalty 1074.187604 = -23557.424760 nChanged 5 SP:Iteration 13Q (115.079375 sec): 3 clusters Score: Raw -24657.039906 + Penalty 1072.757308 = -23584.282598 nChanged 4 SP:Iteration 14Q (115.080229 sec): 3 clusters Score: Raw -24665.251857 + Penalty 1072.757308 = -23592.494549 nChanged 0 SP:Iteration 15F (115.081273 sec): 3 clusters Score: Raw -24665.251857 + Penalty 1072.757308 = -23592.494549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 13 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.083188 sec): 2 clusters Score: Raw -24187.745754 + Penalty 567.411665 = -23620.334090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.084341 sec): 3 clusters Score: Raw -23794.358517 + Penalty 1145.444598 = -22648.913919 nChanged 167 SP:Iteration 1F (115.085467 sec): 3 clusters Score: Raw -24099.480043 + Penalty 1166.343723 = -22933.136320 nChanged 67 SP:Iteration 2F (115.086591 sec): 3 clusters Score: Raw -24202.743456 + Penalty 1180.061295 = -23022.682161 nChanged 39 SP:Iteration 3F (115.087714 sec): 3 clusters Score: Raw -24256.977632 + Penalty 1190.583787 = -23066.393845 nChanged 20 SP:Iteration 4Q (115.088780 sec): 3 clusters Score: Raw -24289.562710 + Penalty 1199.013045 = -23090.549664 nChanged 11 SP:Iteration 5Q (115.089815 sec): 3 clusters Score: Raw -24311.538736 + Penalty 1209.085558 = -23102.453178 nChanged 9 SP:Iteration 6Q (115.090833 sec): 3 clusters Score: Raw -24319.122548 + Penalty 1214.399080 = -23104.723469 nChanged 7 SP:Iteration 7Q (115.091840 sec): 3 clusters Score: Raw -24334.558636 + Penalty 1220.166845 = -23114.391791 nChanged 9 SP:Iteration 8Q (115.092833 sec): 3 clusters Score: Raw -24360.058212 + Penalty 1224.042096 = -23136.016117 nChanged 7 SP:Iteration 9Q (115.093804 sec): 3 clusters Score: Raw -24380.024555 + Penalty 1224.314097 = -23155.710458 nChanged 4 SP:Iteration 10F (115.094926 sec): 3 clusters Score: Raw -24392.618352 + Penalty 1221.908962 = -23170.709390 nChanged 3 SP:Iteration 11Q (115.095873 sec): 3 clusters Score: Raw -24398.706341 + Penalty 1221.208021 = -23177.498320 nChanged 1 SP:Iteration 12Q (115.096818 sec): 3 clusters Score: Raw -24399.895300 + Penalty 1219.986470 = -23179.908831 nChanged 1 SP:Iteration 13Q (115.097760 sec): 3 clusters Score: Raw -24402.051756 + Penalty 1217.858290 = -23184.193466 nChanged 1 SP:Iteration 14Q (115.098704 sec): 3 clusters Score: Raw -24404.957963 + Penalty 1217.858290 = -23187.099673 nChanged 0 SP:Iteration 15F (115.099826 sec): 3 clusters Score: Raw -24404.957963 + Penalty 1217.858290 = -23187.099673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 16 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.101695 sec): 2 clusters Score: Raw -24242.764631 + Penalty 790.422876 = -23452.341756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.102755 sec): 3 clusters Score: Raw -23907.144602 + Penalty 1580.042715 = -22327.101887 nChanged 123 SP:Iteration 1F (115.103797 sec): 3 clusters Score: Raw -24053.347404 + Penalty 1579.500769 = -22473.846636 nChanged 37 SP:Iteration 2F (115.104838 sec): 3 clusters Score: Raw -24094.389432 + Penalty 1577.607701 = -22516.781731 nChanged 22 SP:Iteration 3Q (115.105861 sec): 3 clusters Score: Raw -24118.754608 + Penalty 1576.104579 = -22542.650029 nChanged 17 SP:Iteration 4Q (115.106883 sec): 3 clusters Score: Raw -24139.118024 + Penalty 1574.240582 = -22564.877442 nChanged 18 SP:Iteration 5Q (115.107901 sec): 3 clusters Score: Raw -24160.096122 + Penalty 1573.484746 = -22586.611376 nChanged 8 SP:Iteration 6Q (115.108925 sec): 3 clusters Score: Raw -24167.924048 + Penalty 1574.256913 = -22593.667135 nChanged 14 SP:Iteration 7Q (115.109980 sec): 3 clusters Score: Raw -24182.529038 + Penalty 1573.007638 = -22609.521400 nChanged 8 SP:Iteration 8Q (115.110995 sec): 3 clusters Score: Raw -24189.135174 + Penalty 1571.620634 = -22617.514540 nChanged 9 SP:Iteration 9Q (115.112010 sec): 3 clusters Score: Raw -24198.029108 + Penalty 1571.213513 = -22626.815595 nChanged 8 SP:Iteration 10F (115.113049 sec): 3 clusters Score: Raw -24206.503818 + Penalty 1567.451874 = -22639.051944 nChanged 10 SP:Iteration 11Q (115.114058 sec): 3 clusters Score: Raw -24217.681285 + Penalty 1564.009154 = -22653.672131 nChanged 6 SP:Iteration 12Q (115.115061 sec): 3 clusters Score: Raw -24225.207632 + Penalty 1564.282660 = -22660.924972 nChanged 2 SP:Iteration 13Q (115.116059 sec): 3 clusters Score: Raw -24227.255084 + Penalty 1565.043829 = -22662.211256 nChanged 2 SP:Iteration 14Q (115.117056 sec): 3 clusters Score: Raw -24227.821108 + Penalty 1565.043829 = -22662.777279 nChanged 0 SP:Iteration 15F (115.118094 sec): 3 clusters Score: Raw -24227.821108 + Penalty 1565.043829 = -22662.777279 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.120456 sec): 2 clusters Score: Raw -34430.591583 + Penalty 680.596587 = -33749.994996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.121909 sec): 3 clusters Score: Raw -33956.293155 + Penalty 1360.757650 = -32595.535505 nChanged 201 SP:Iteration 1F (115.123258 sec): 3 clusters Score: Raw -34106.353550 + Penalty 1360.492854 = -32745.860696 nChanged 58 SP:Iteration 2F (115.124604 sec): 3 clusters Score: Raw -34163.115839 + Penalty 1360.512199 = -32802.603641 nChanged 39 SP:Iteration 3F (115.125954 sec): 3 clusters Score: Raw -34201.727988 + Penalty 1362.003821 = -32839.724167 nChanged 37 SP:Iteration 4F (115.127317 sec): 3 clusters Score: Raw -34240.710922 + Penalty 1364.947905 = -32875.763017 nChanged 33 SP:Iteration 5Q (115.128652 sec): 3 clusters Score: Raw -34276.008404 + Penalty 1366.478818 = -32909.529586 nChanged 29 SP:Iteration 6Q (115.129977 sec): 3 clusters Score: Raw -34297.657027 + Penalty 1369.666385 = -32927.990641 nChanged 20 SP:Iteration 7Q (115.131313 sec): 3 clusters Score: Raw -34316.501519 + Penalty 1372.440057 = -32944.061462 nChanged 20 SP:Iteration 8Q (115.132628 sec): 3 clusters Score: Raw -34334.618219 + Penalty 1373.273987 = -32961.344232 nChanged 19 SP:Iteration 9Q (115.133938 sec): 3 clusters Score: Raw -34346.972915 + Penalty 1373.268267 = -32973.704648 nChanged 18 SP:Iteration 10F (115.135303 sec): 3 clusters Score: Raw -34361.985208 + Penalty 1368.776630 = -32993.208577 nChanged 20 SP:Iteration 11Q (115.136628 sec): 3 clusters Score: Raw -34383.977612 + Penalty 1366.345364 = -33017.632248 nChanged 20 SP:Iteration 12Q (115.137914 sec): 3 clusters Score: Raw -34403.557154 + Penalty 1364.547315 = -33039.009839 nChanged 17 SP:Iteration 13Q (115.139176 sec): 3 clusters Score: Raw -34421.205133 + Penalty 1360.567066 = -33060.638067 nChanged 18 SP:Iteration 14Q (115.140428 sec): 3 clusters Score: Raw -34441.154004 + Penalty 1365.847948 = -33075.306056 nChanged 9 SP:Iteration 15Q (115.141612 sec): 3 clusters Score: Raw -34450.420656 + Penalty 1367.545669 = -33082.874987 nChanged 5 SP:Iteration 16Q (115.142771 sec): 3 clusters Score: Raw -34455.076708 + Penalty 1372.107504 = -33082.969205 nChanged 7 SP:Iteration 17Q (115.143917 sec): 3 clusters Score: Raw -34461.812046 + Penalty 1366.182570 = -33095.629475 nChanged 4 SP:Iteration 18Q (115.145047 sec): 3 clusters Score: Raw -34463.680916 + Penalty 1366.299999 = -33097.380917 nChanged 3 SP:Iteration 19Q (115.146164 sec): 3 clusters Score: Raw -34464.780316 + Penalty 1366.299999 = -33098.480317 nChanged 0 SP:Iteration 20F (115.147509 sec): 3 clusters Score: Raw -34464.780316 + Penalty 1366.299999 = -33098.480317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 19 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.149434 sec): 2 clusters Score: Raw -20503.144692 + Penalty 519.771393 = -19983.373300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.150445 sec): 3 clusters Score: Raw -20310.589183 + Penalty 1059.520078 = -19251.069105 nChanged 138 SP:Iteration 1F (115.151445 sec): 3 clusters Score: Raw -20477.351500 + Penalty 1080.280408 = -19397.071093 nChanged 51 SP:Iteration 2F (115.152438 sec): 3 clusters Score: Raw -20526.732330 + Penalty 1088.116062 = -19438.616269 nChanged 18 SP:Iteration 3Q (115.153425 sec): 3 clusters Score: Raw -20547.113791 + Penalty 1096.907291 = -19450.206500 nChanged 14 SP:Iteration 4Q (115.154404 sec): 3 clusters Score: Raw -20574.106646 + Penalty 1103.474777 = -19470.631868 nChanged 10 SP:Iteration 5Q (115.155371 sec): 3 clusters Score: Raw -20586.476188 + Penalty 1106.756978 = -19479.719210 nChanged 5 SP:Iteration 6Q (115.156354 sec): 3 clusters Score: Raw -20597.417939 + Penalty 1106.695336 = -19490.722603 nChanged 6 SP:Iteration 7Q (115.157304 sec): 3 clusters Score: Raw -20604.614370 + Penalty 1109.414017 = -19495.200352 nChanged 2 SP:Iteration 8Q (115.158252 sec): 3 clusters Score: Raw -20609.674506 + Penalty 1113.583912 = -19496.090594 nChanged 3 SP:Iteration 9Q (115.159198 sec): 3 clusters Score: Raw -20614.649981 + Penalty 1116.570337 = -19498.079644 nChanged 4 SP:Iteration 10F (115.160189 sec): 3 clusters Score: Raw -20623.083648 + Penalty 1118.654301 = -19504.429347 nChanged 4 SP:Iteration 11Q (115.161122 sec): 3 clusters Score: Raw -20627.053869 + Penalty 1116.395293 = -19510.658576 nChanged 4 SP:Iteration 12Q (115.162054 sec): 3 clusters Score: Raw -20631.991532 + Penalty 1116.811609 = -19515.179924 nChanged 5 SP:Iteration 13Q (115.162980 sec): 3 clusters Score: Raw -20637.198296 + Penalty 1119.145298 = -19518.052998 nChanged 2 SP:Iteration 14Q (115.163908 sec): 3 clusters Score: Raw -20639.037712 + Penalty 1119.730384 = -19519.307328 nChanged 1 SP:Iteration 15Q (115.164834 sec): 3 clusters Score: Raw -20640.276576 + Penalty 1119.730384 = -19520.546192 nChanged 0 SP:Iteration 16F (115.165825 sec): 3 clusters Score: Raw -20640.276576 + Penalty 1119.730384 = -19520.546192 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 20 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.175557 sec): 2 clusters Score: Raw -96281.445728 + Penalty 767.744032 = -95513.701696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.179234 sec): 3 clusters Score: Raw -94985.862822 + Penalty 1529.846118 = -93456.016703 nChanged 770 SP:Iteration 1F (115.182810 sec): 3 clusters Score: Raw -95684.669582 + Penalty 1522.491944 = -94162.177638 nChanged 266 SP:Iteration 2F (115.186432 sec): 3 clusters Score: Raw -95960.233271 + Penalty 1516.693367 = -94443.539904 nChanged 161 SP:Iteration 3F (115.190106 sec): 3 clusters Score: Raw -96080.337722 + Penalty 1515.512845 = -94564.824877 nChanged 98 SP:Iteration 4Q (115.193629 sec): 3 clusters Score: Raw -96152.864219 + Penalty 1525.497514 = -94627.366705 nChanged 81 SP:Iteration 5Q (115.197100 sec): 3 clusters Score: Raw -96201.835655 + Penalty 1532.733157 = -94669.102498 nChanged 44 SP:Iteration 6Q (115.200516 sec): 3 clusters Score: Raw -96234.008152 + Penalty 1536.113905 = -94697.894246 nChanged 41 SP:Iteration 7Q (115.203845 sec): 3 clusters Score: Raw -96270.466504 + Penalty 1543.912082 = -94726.554422 nChanged 42 SP:Iteration 8Q (115.207067 sec): 3 clusters Score: Raw -96304.492288 + Penalty 1560.615417 = -94743.876870 nChanged 28 SP:Iteration 9Q (115.210154 sec): 3 clusters Score: Raw -96326.730733 + Penalty 1593.803795 = -94732.926938 nChanged 14 SP:Iteration 10F (115.213720 sec): 3 clusters Score: Raw -96340.922780 + Penalty 1615.010913 = -94725.911867 nChanged 13 SP:Iteration 11F (115.217271 sec): 3 clusters Score: Raw -96354.017069 + Penalty 1624.507288 = -94729.509780 nChanged 5 SP:Iteration 12Q (115.220142 sec): 3 clusters Score: Raw -96358.689047 + Penalty 1622.271785 = -94736.417262 nChanged 2 SP:Iteration 13Q (115.223026 sec): 3 clusters Score: Raw -96362.277392 + Penalty 1618.901769 = -94743.375623 nChanged 2 SP:Iteration 14Q (115.225868 sec): 3 clusters Score: Raw -96363.010615 + Penalty 1618.843894 = -94744.166722 nChanged 1 SP:Iteration 15Q (115.228708 sec): 3 clusters Score: Raw -96362.843564 + Penalty 1618.843894 = -94743.999670 nChanged 0 SP:Iteration 16F (115.232258 sec): 3 clusters Score: Raw -96362.843564 + Penalty 1618.843894 = -94743.999670 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 22 (880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.238577 sec): 2 clusters Score: Raw -31000.613566 + Penalty 423.895764 = -30576.717802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.240331 sec): 3 clusters Score: Raw -30568.009140 + Penalty 867.505915 = -29700.503225 nChanged 333 SP:Iteration 1F (115.242053 sec): 3 clusters Score: Raw -30881.676439 + Penalty 913.722697 = -29967.953742 nChanged 119 SP:Iteration 2F (115.243808 sec): 3 clusters Score: Raw -31040.627178 + Penalty 946.064894 = -30094.562284 nChanged 67 SP:Iteration 3F (115.245577 sec): 3 clusters Score: Raw -31128.141661 + Penalty 965.404157 = -30162.737503 nChanged 39 SP:Iteration 4Q (115.247259 sec): 3 clusters Score: Raw -31172.789860 + Penalty 980.593432 = -30192.196429 nChanged 25 SP:Iteration 5Q (115.248927 sec): 3 clusters Score: Raw -31194.832039 + Penalty 999.028169 = -30195.803869 nChanged 18 SP:Iteration 6Q (115.250615 sec): 3 clusters Score: Raw -31211.206755 + Penalty 1014.448730 = -30196.758026 nChanged 16 SP:Iteration 7Q (115.252253 sec): 3 clusters Score: Raw -31227.744700 + Penalty 1028.248701 = -30199.495999 nChanged 12 SP:Iteration 8Q (115.253888 sec): 3 clusters Score: Raw -31243.465197 + Penalty 1032.457410 = -30211.007787 nChanged 9 SP:Iteration 9Q (115.255523 sec): 3 clusters Score: Raw -31250.609134 + Penalty 1037.022297 = -30213.586837 nChanged 6 SP:Iteration 10F (115.257242 sec): 3 clusters Score: Raw -31254.914236 + Penalty 1039.655598 = -30215.258638 nChanged 7 SP:Iteration 11Q (115.258903 sec): 3 clusters Score: Raw -31265.354421 + Penalty 1046.697510 = -30218.656911 nChanged 5 SP:Iteration 12Q (115.260511 sec): 3 clusters Score: Raw -31270.974187 + Penalty 1048.511684 = -30222.462502 nChanged 2 SP:Iteration 13Q (115.262110 sec): 3 clusters Score: Raw -31272.231100 + Penalty 1048.511684 = -30223.719415 nChanged 0 SP:Iteration 14F (115.263799 sec): 3 clusters Score: Raw -31272.231100 + Penalty 1048.511684 = -30223.719415 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 26 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.266004 sec): 2 clusters Score: Raw -28056.026151 + Penalty 595.381656 = -27460.644495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.267319 sec): 3 clusters Score: Raw -27754.057682 + Penalty 1187.952955 = -26566.104727 nChanged 190 SP:Iteration 1F (115.268608 sec): 3 clusters Score: Raw -27882.585852 + Penalty 1189.782396 = -26692.803456 nChanged 63 SP:Iteration 2F (115.269893 sec): 3 clusters Score: Raw -27940.312967 + Penalty 1195.002221 = -26745.310746 nChanged 45 SP:Iteration 3F (115.271195 sec): 3 clusters Score: Raw -27994.979505 + Penalty 1201.476118 = -26793.503387 nChanged 34 SP:Iteration 4F (115.272481 sec): 3 clusters Score: Raw -28037.481673 + Penalty 1211.046701 = -26826.434971 nChanged 41 SP:Iteration 5F (115.273761 sec): 3 clusters Score: Raw -28093.643214 + Penalty 1222.658605 = -26870.984608 nChanged 34 SP:Iteration 6F (115.275039 sec): 3 clusters Score: Raw -28128.776715 + Penalty 1232.289313 = -26896.487401 nChanged 24 SP:Iteration 7Q (115.276303 sec): 3 clusters Score: Raw -28159.251342 + Penalty 1243.381487 = -26915.869856 nChanged 20 SP:Iteration 8Q (115.277561 sec): 3 clusters Score: Raw -28179.844773 + Penalty 1248.303005 = -26931.541769 nChanged 8 SP:Iteration 9Q (115.278848 sec): 3 clusters Score: Raw -28186.898380 + Penalty 1250.785641 = -26936.112739 nChanged 4 SP:Iteration 10F (115.280128 sec): 3 clusters Score: Raw -28188.884110 + Penalty 1254.245509 = -26934.638601 nChanged 4 SP:Iteration 11F (115.281409 sec): 3 clusters Score: Raw -28194.021947 + Penalty 1256.354757 = -26937.667190 nChanged 3 SP:Iteration 12Q (115.282624 sec): 3 clusters Score: Raw -28196.847891 + Penalty 1257.533733 = -26939.314158 nChanged 2 SP:Iteration 13Q (115.283839 sec): 3 clusters Score: Raw -28198.085622 + Penalty 1257.537782 = -26940.547840 nChanged 3 SP:Iteration 14Q (115.285085 sec): 3 clusters Score: Raw -28202.119444 + Penalty 1257.537782 = -26944.581663 nChanged 0 SP:Iteration 15F (115.286364 sec): 3 clusters Score: Raw -28202.119444 + Penalty 1257.537782 = -26944.581663 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 31 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.288393 sec): 2 clusters Score: Raw -28621.686394 + Penalty 278.007509 = -28343.678884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.289663 sec): 3 clusters Score: Raw -28281.705574 + Penalty 558.833724 = -27722.871850 nChanged 234 SP:Iteration 1F (115.290911 sec): 3 clusters Score: Raw -28403.636023 + Penalty 560.312685 = -27843.323338 nChanged 36 SP:Iteration 2F (115.292153 sec): 3 clusters Score: Raw -28417.726056 + Penalty 561.525726 = -27856.200331 nChanged 19 SP:Iteration 3Q (115.293393 sec): 3 clusters Score: Raw -28426.508313 + Penalty 564.138295 = -27862.370017 nChanged 27 SP:Iteration 4Q (115.294614 sec): 3 clusters Score: Raw -28442.172126 + Penalty 568.663224 = -27873.508902 nChanged 39 SP:Iteration 5F (115.295840 sec): 3 clusters Score: Raw -28470.324898 + Penalty 587.265233 = -27883.059665 nChanged 50 SP:Iteration 6F (115.297099 sec): 3 clusters Score: Raw -28515.220520 + Penalty 643.178981 = -27872.041539 nChanged 54 SP:Iteration 7F (115.298341 sec): 3 clusters Score: Raw -28574.956618 + Penalty 748.928838 = -27826.027780 nChanged 33 SP:Iteration 8F (115.299586 sec): 3 clusters Score: Raw -28617.829061 + Penalty 864.617612 = -27753.211449 nChanged 14 SP:Iteration 9F (115.300833 sec): 3 clusters Score: Raw -28640.081794 + Penalty 873.823188 = -27766.258607 nChanged 1 SP:Iteration 10F (115.302087 sec): 3 clusters Score: Raw -28643.859148 + Penalty 873.823188 = -27770.035960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 32 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.302847 sec): 2 clusters Score: Raw -3568.685906 + Penalty 68.559245 = -3500.126661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.303231 sec): 3 clusters Score: Raw -3521.857751 + Penalty 141.976666 = -3379.881085 nChanged 37 SP:Iteration 1F (115.303605 sec): 3 clusters Score: Raw -3540.091262 + Penalty 150.469502 = -3389.621760 nChanged 8 SP:Iteration 2F (115.303979 sec): 3 clusters Score: Raw -3548.442433 + Penalty 165.249941 = -3383.192492 nChanged 8 SP:Iteration 3F (115.304351 sec): 3 clusters Score: Raw -3556.429752 + Penalty 192.449764 = -3363.979988 nChanged 8 SP:Iteration 4F (115.304723 sec): 3 clusters Score: Raw -3566.038800 + Penalty 236.391675 = -3329.647125 nChanged 8 SP:Iteration 5F (115.305095 sec): 3 clusters Score: Raw -3580.954833 + Penalty 244.699813 = -3336.255020 nChanged 1 SP:Iteration 6Q (115.305459 sec): 3 clusters Score: Raw -3583.856809 + Penalty 244.699813 = -3339.156996 nChanged 0 SP:Iteration 7F (115.305833 sec): 3 clusters Score: Raw -3583.856809 + Penalty 244.699813 = -3339.156996 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 38 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.307871 sec): 2 clusters Score: Raw -24509.374701 + Penalty 438.143962 = -24071.230739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.309121 sec): 3 clusters Score: Raw -24116.054409 + Penalty 898.172308 = -23217.882101 nChanged 202 SP:Iteration 1F (115.310359 sec): 3 clusters Score: Raw -24381.730782 + Penalty 908.079772 = -23473.651010 nChanged 65 SP:Iteration 2F (115.311563 sec): 3 clusters Score: Raw -24468.288742 + Penalty 930.575218 = -23537.713524 nChanged 36 SP:Iteration 3F (115.312768 sec): 3 clusters Score: Raw -24499.870297 + Penalty 955.231348 = -23544.638950 nChanged 22 SP:Iteration 4Q (115.313905 sec): 3 clusters Score: Raw -24519.663060 + Penalty 983.006521 = -23536.656539 nChanged 11 SP:Iteration 5F (115.315109 sec): 3 clusters Score: Raw -24535.712398 + Penalty 998.660085 = -23537.052313 nChanged 6 SP:Iteration 6Q (115.316169 sec): 3 clusters Score: Raw -24540.610980 + Penalty 1004.475784 = -23536.135196 nChanged 1 SP:Iteration 7F (115.317373 sec): 3 clusters Score: Raw -24541.277572 + Penalty 1015.098120 = -23526.179452 nChanged 2 SP:Iteration 8F (115.318562 sec): 3 clusters Score: Raw -24542.183060 + Penalty 1020.047802 = -23522.135258 nChanged 1 SP:Iteration 9F (115.319752 sec): 3 clusters Score: Raw -24548.278402 + Penalty 1026.771862 = -23521.506540 nChanged 1 SP:Iteration 10F (115.320968 sec): 3 clusters Score: Raw -24551.060289 + Penalty 1043.268418 = -23507.791871 nChanged 2 SP:Iteration 11F (115.322170 sec): 3 clusters Score: Raw -24556.682638 + Penalty 1043.268418 = -23513.414220 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 51 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.324140 sec): 2 clusters Score: Raw -21086.552316 + Penalty 833.138825 = -20253.413491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.325351 sec): 3 clusters Score: Raw -20782.273022 + Penalty 1666.261909 = -19116.011113 nChanged 143 SP:Iteration 1F (115.326525 sec): 3 clusters Score: Raw -20969.648559 + Penalty 1666.477280 = -19303.171279 nChanged 38 SP:Iteration 2F (115.327697 sec): 3 clusters Score: Raw -21007.468112 + Penalty 1666.521706 = -19340.946406 nChanged 19 SP:Iteration 3Q (115.328877 sec): 3 clusters Score: Raw -21028.198594 + Penalty 1666.572610 = -19361.625984 nChanged 11 SP:Iteration 4Q (115.330036 sec): 3 clusters Score: Raw -21041.270606 + Penalty 1666.631399 = -19374.639207 nChanged 6 SP:Iteration 5Q (115.331191 sec): 3 clusters Score: Raw -21043.630901 + Penalty 1666.617076 = -19377.013826 nChanged 2 SP:Iteration 6Q (115.332344 sec): 3 clusters Score: Raw -21047.063610 + Penalty 1666.592019 = -19380.471590 nChanged 2 SP:Iteration 7Q (115.333494 sec): 3 clusters Score: Raw -21048.450858 + Penalty 1666.626477 = -19381.824381 nChanged 1 SP:Iteration 8Q (115.334644 sec): 3 clusters Score: Raw -21049.094538 + Penalty 1666.632482 = -19382.462055 nChanged 3 SP:Iteration 9Q (115.335794 sec): 3 clusters Score: Raw -21051.454948 + Penalty 1666.650010 = -19384.804938 nChanged 1 SP:Iteration 10F (115.336999 sec): 3 clusters Score: Raw -21051.879239 + Penalty 1666.547682 = -19385.331557 nChanged 1 SP:Iteration 11Q (115.338159 sec): 3 clusters Score: Raw -21052.436707 + Penalty 1666.547682 = -19385.889025 nChanged 0 SP:Iteration 12F (115.339349 sec): 3 clusters Score: Raw -21052.436707 + Penalty 1666.547682 = -19385.889025 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 54 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.341375 sec): 2 clusters Score: Raw -25747.024239 + Penalty 307.725728 = -25439.298511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.342587 sec): 3 clusters Score: Raw -25427.640607 + Penalty 614.564644 = -24813.075964 nChanged 216 SP:Iteration 1F (115.343777 sec): 3 clusters Score: Raw -25556.369952 + Penalty 621.355828 = -24935.014125 nChanged 88 SP:Iteration 2F (115.344992 sec): 3 clusters Score: Raw -25636.766228 + Penalty 638.448058 = -24998.318170 nChanged 52 SP:Iteration 3F (115.346180 sec): 3 clusters Score: Raw -25689.479859 + Penalty 655.279984 = -25034.199875 nChanged 34 SP:Iteration 4F (115.347400 sec): 3 clusters Score: Raw -25723.864279 + Penalty 663.196717 = -25060.667561 nChanged 18 SP:Iteration 5Q (115.348557 sec): 3 clusters Score: Raw -25738.739789 + Penalty 668.884380 = -25069.855408 nChanged 7 SP:Iteration 6Q (115.349677 sec): 3 clusters Score: Raw -25741.537207 + Penalty 681.234869 = -25060.302338 nChanged 11 SP:Iteration 7F (115.350886 sec): 3 clusters Score: Raw -25746.901171 + Penalty 696.864774 = -25050.036396 nChanged 9 SP:Iteration 8F (115.352073 sec): 3 clusters Score: Raw -25752.747214 + Penalty 709.535846 = -25043.211369 nChanged 13 SP:Iteration 9F (115.353261 sec): 3 clusters Score: Raw -25761.171179 + Penalty 719.089524 = -25042.081655 nChanged 12 SP:Iteration 10F (115.354449 sec): 3 clusters Score: Raw -25768.349919 + Penalty 727.356972 = -25040.992947 nChanged 7 SP:Iteration 11F (115.355637 sec): 3 clusters Score: Raw -25771.495639 + Penalty 725.142951 = -25046.352687 nChanged 2 SP:Iteration 12Q (115.356714 sec): 3 clusters Score: Raw -25772.631390 + Penalty 721.953932 = -25050.677458 nChanged 1 SP:Iteration 13Q (115.357790 sec): 3 clusters Score: Raw -25772.703952 + Penalty 721.953932 = -25050.750019 nChanged 0 SP:Iteration 14F (115.358984 sec): 3 clusters Score: Raw -25772.703952 + Penalty 721.953932 = -25050.750019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 55 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.360448 sec): 2 clusters Score: Raw -11340.703187 + Penalty 494.350135 = -10846.353051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.361045 sec): 3 clusters Score: Raw -11149.496925 + Penalty 989.094483 = -10160.402442 nChanged 54 SP:Iteration 1F (115.361628 sec): 3 clusters Score: Raw -11214.556367 + Penalty 987.298384 = -10227.257983 nChanged 12 SP:Iteration 2F (115.362211 sec): 3 clusters Score: Raw -11235.569955 + Penalty 991.082560 = -10244.487395 nChanged 15 SP:Iteration 3F (115.362791 sec): 3 clusters Score: Raw -11261.105145 + Penalty 992.307566 = -10268.797579 nChanged 17 SP:Iteration 4F (115.363371 sec): 3 clusters Score: Raw -11294.458316 + Penalty 997.887580 = -10296.570735 nChanged 10 SP:Iteration 5Q (115.363930 sec): 3 clusters Score: Raw -11315.288466 + Penalty 1008.935321 = -10306.353145 nChanged 7 SP:Iteration 6Q (115.364471 sec): 3 clusters Score: Raw -11330.714687 + Penalty 1050.957199 = -10279.757487 nChanged 11 SP:Iteration 7F (115.365050 sec): 3 clusters Score: Raw -11356.132656 + Penalty 1059.843467 = -10296.289188 nChanged 2 SP:Iteration 8Q (115.365552 sec): 3 clusters Score: Raw -11361.811681 + Penalty 1060.725489 = -10301.086192 nChanged 1 SP:Iteration 9Q (115.366053 sec): 3 clusters Score: Raw -11365.137167 + Penalty 1060.725489 = -10304.411679 nChanged 0 SP:Iteration 10F (115.366633 sec): 3 clusters Score: Raw -11365.137167 + Penalty 1060.725489 = -10304.411679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.368341 sec): 2 clusters Score: Raw -11134.459613 + Penalty 378.583202 = -10755.876411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.369059 sec): 3 clusters Score: Raw -11034.985341 + Penalty 759.122207 = -10275.863133 nChanged 80 SP:Iteration 1F (115.369762 sec): 3 clusters Score: Raw -11138.116249 + Penalty 757.237584 = -10380.878666 nChanged 26 SP:Iteration 2F (115.370467 sec): 3 clusters Score: Raw -11183.354796 + Penalty 757.324725 = -10426.030072 nChanged 17 SP:Iteration 3F (115.371171 sec): 3 clusters Score: Raw -11213.898801 + Penalty 756.802880 = -10457.095921 nChanged 7 SP:Iteration 4Q (115.371842 sec): 3 clusters Score: Raw -11224.021987 + Penalty 755.661052 = -10468.360935 nChanged 4 SP:Iteration 5Q (115.372509 sec): 3 clusters Score: Raw -11236.725068 + Penalty 754.939411 = -10481.785657 nChanged 2 SP:Iteration 6Q (115.373172 sec): 3 clusters Score: Raw -11238.180136 + Penalty 754.939411 = -10483.240725 nChanged 0 SP:Iteration 7F (115.373904 sec): 3 clusters Score: Raw -11238.180136 + Penalty 754.939411 = -10483.240725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 65 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.374652 sec): 2 clusters Score: Raw -2944.851505 + Penalty 395.034380 = -2549.817125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.375004 sec): 3 clusters Score: Raw -3010.643865 + Penalty 782.929065 = -2227.714800 nChanged 7 SP:Iteration 1F (115.375351 sec): 3 clusters Score: Raw -3026.424858 + Penalty 783.866991 = -2242.557867 nChanged 1 SP:Iteration 2Q (115.375682 sec): 3 clusters Score: Raw -3028.156394 + Penalty 783.866991 = -2244.289403 nChanged 0 SP:Iteration 3F (115.376028 sec): 3 clusters Score: Raw -3028.156394 + Penalty 783.866991 = -2244.289403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 112 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.377142 sec): 2 clusters Score: Raw -8177.232701 + Penalty 344.608197 = -7832.624504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.377791 sec): 3 clusters Score: Raw -8138.716975 + Penalty 690.181287 = -7448.535688 nChanged 64 SP:Iteration 1F (115.378430 sec): 3 clusters Score: Raw -8216.588315 + Penalty 689.186220 = -7527.402095 nChanged 14 SP:Iteration 2F (115.379071 sec): 3 clusters Score: Raw -8238.368677 + Penalty 691.681091 = -7546.687586 nChanged 12 SP:Iteration 3F (115.379707 sec): 3 clusters Score: Raw -8260.851038 + Penalty 693.322850 = -7567.528188 nChanged 7 SP:Iteration 4Q (115.380321 sec): 3 clusters Score: Raw -8272.834642 + Penalty 695.079308 = -7577.755333 nChanged 5 SP:Iteration 5Q (115.380918 sec): 3 clusters Score: Raw -8286.297318 + Penalty 696.596586 = -7589.700732 nChanged 3 SP:Iteration 6Q (115.381510 sec): 3 clusters Score: Raw -8289.175035 + Penalty 699.370378 = -7589.804657 nChanged 4 SP:Iteration 7Q (115.382102 sec): 3 clusters Score: Raw -8294.805682 + Penalty 699.919489 = -7594.886194 nChanged 1 SP:Iteration 8Q (115.382692 sec): 3 clusters Score: Raw -8296.059991 + Penalty 699.919489 = -7596.140502 nChanged 0 SP:Iteration 9F (115.383308 sec): 3 clusters Score: Raw -8296.059991 + Penalty 699.919489 = -7596.140502 nChanged 0 Time taken for this iteration:114.266841 seconds. 300->28 Clusters: Score -1619661.519008, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 232 (time per iteration =497.531845 ms) Total iterations: 3482 (time per iteration =33.149738 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 9572372500.000000 (time per metric unit =12.058389ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 239309312500.000000 (time per metric unit=482.335546ps) That took 115.427388 seconds.